diff --git a/.github/workflows/cache.yml b/.github/workflows/cache.yml
index 4179718..7ab25d0 100644
--- a/.github/workflows/cache.yml
+++ b/.github/workflows/cache.yml
@@ -12,7 +12,7 @@ jobs:
     runs-on: ubuntu-latest
     steps:
       - name: Check out code
-        uses: actions/checkout@v4
+        uses: actions/checkout@v5
 
       - name: Cleanup
         run: |
diff --git a/.github/workflows/check-docs.yml b/.github/workflows/check-docs.yml
index 231f7ab..52be876 100644
--- a/.github/workflows/check-docs.yml
+++ b/.github/workflows/check-docs.yml
@@ -18,10 +18,10 @@ jobs:
 
     steps:
       - name: Checkout
-        uses: actions/checkout@v4
+        uses: actions/checkout@v5
 
       - name: Set up Python 3.11
-        uses: actions/setup-python@v5
+        uses: actions/setup-python@v6
         with:
           python-version: '3.11'
 
diff --git a/.github/workflows/docs.yml b/.github/workflows/docs.yml
index dc7614d..5a60487 100644
--- a/.github/workflows/docs.yml
+++ b/.github/workflows/docs.yml
@@ -13,12 +13,12 @@ jobs:
 
     steps:
       - name: Checkout
-        uses: actions/checkout@v4
+        uses: actions/checkout@v5
         with:
           fetch-depth: 0
 
       - name: Set up Python 3.11
-        uses: actions/setup-python@v5
+        uses: actions/setup-python@v6
         with:
           python-version: '3.11'
 
diff --git a/.github/workflows/publish.yml b/.github/workflows/publish.yml
index 164e5d3..60667f2 100644
--- a/.github/workflows/publish.yml
+++ b/.github/workflows/publish.yml
@@ -13,7 +13,7 @@ jobs:
     runs-on: ubuntu-latest
     steps:
       - name: Checkout
-        uses: actions/checkout@v4
+        uses: actions/checkout@v5
         with:
           fetch-depth: 0
 
@@ -36,7 +36,7 @@ jobs:
           fi
 
       - name: Setup Python 3.11
-        uses: actions/setup-python@v5
+        uses: actions/setup-python@v6
         with:
           python-version: '3.11'
 
diff --git a/.github/workflows/tests.yml b/.github/workflows/tests.yml
index ed81dbb..a11dcf1 100644
--- a/.github/workflows/tests.yml
+++ b/.github/workflows/tests.yml
@@ -33,10 +33,10 @@ jobs:
 
     steps:
       - name: Checkout
-        uses: actions/checkout@v4
+        uses: actions/checkout@v5
 
       - name: Set up Python ${{matrix.python}}
-        uses: actions/setup-python@v5
+        uses: actions/setup-python@v6
         with:
           python-version: ${{ matrix.python }}
 
diff --git a/README.md b/README.md
index 04474c5..43ee535 100644
--- a/README.md
+++ b/README.md
@@ -1,7 +1,49 @@
+# The False Promise of Zero-Shot Super-Resolution in Machine-Learned Operators
+[`paper`](https://arxiv.org/abs/2510.06646) | [`blog`](https://mansisak.com/operator_aliasing/)
 
-## Installation
+**Abstract:** A core challenge in scientific machine learning, and scientific computing more generally, is modeling continuous phenomena which (in practice) are represented discretely. Machine-learned operators (MLOs) have been introduced as a means to achieve this modeling goal, as this class of architecture can perform inference at arbitrary resolution. In this work, we evaluate whether this architectural innovation is sufficient to perform “zero-shot super-resolution,” namely to enable a model to serve inference on higher-resolution data than that on which it was originally trained. We comprehensively evaluate both zero-shot sub-resolution and super-resolution (i.e., multi-resolution) inference in MLOs. We decouple multi-resolution inference into two key behaviors: 1) extrapolation to varying frequency information; and 2) interpolating across varying resolutions. We empirically demonstrate that MLOs fail to do both of these tasks in a zero-shot manner. Consequently, we find MLOs are not able to perform accurate inference at resolutions different from those on which they were trained, and instead they are brittle and susceptible to aliasing. To address these failure modes, we propose a simple, computationally-efficient, and data-driven multi-resolution training protocol that overcomes aliasing and that provides robust multi-resolution generalization.
+
+<img width="682" height="370" alt="image" src="https://github.com/user-attachments/assets/09a29bce-43e6-47d8-a2b0-91e0917dd97b" />
+
+*Aliasing in zero-shot super-resolution. Model trained on resolution 16 data, and evaluated at varying resolutions: 16, 32, 64, 128. Top Row: Sample prediction for Darcy flow; notice
+striation artifacts at resolution 128. Middle Row: Average test set 2D energy spectrum of label and model prediction. Bottom Row: Average residual spectrum normalized by label spectrum.*
+
+We give a high-level overview of the code structure in this repository below. More detailed READMEs can be found in every subdirectory with pointers to any external repos we utilized or took inspiration from. If there are any questions or concerns, please feel free to open a github issue or email  `sakarvadia@uchicago.edu`.
+
+# Quickstart/ Getting Started
+- [`main.py`](https://github.com/msakarvadia/operator_aliasing/blob/main/operator_aliasing/main.py) allows you to run a single experiment w/ custom experimental configurations. Do `python main.py --help` for descriptions of all experimental parameters and their defualt configurations. Running `python main.py` with default args will train an FNO w/ n-modes parameter = 16 on a multi-resolution darcy flow dataset (10% 128 resolution data, 10% 64 resolution data, 10% 32 resolution data, 70% 16 resolution data) from PDEBench.
+- [`demo.ipynb`](https://github.com/msakarvadia/operator_aliasing/blob/main/notebooks/demo.ipynb) is a self-contained demo notebook (minimal dependancies: `torch`+`neuraloperator`) which does a representative subset of experiments on the Darcy Flow dataset and produced corresponding figures:
+  - Zero-shot Super-Resolutin
+  - Information Extrapolation
+  - Resolution Interpolation
+  - Multi-Resolution Training
+
+# Training Models on PDE Data
+- [`train`](https://github.com/msakarvadia/operator_aliasing/tree/main/operator_aliasing/train) contains training utility codes
+
+# Data
+- [`data`](https://github.com/msakarvadia/operator_aliasing/tree/main/operator_aliasing/data) data downloading + processing scritps for Darcy Flow, Burgers, and Incompressible Navier Stokes data.
+
+# Models
+- [`models`](https://github.com/msakarvadia/operator_aliasing/tree/main/operator_aliasing/models) contains model definitions and the utilities to instantiate them
 
 
+# Experimental Configuration/Launch Scripts
+
+All experimental codes are in [`experiments`](https://github.com/msakarvadia/operator_aliasing/tree/main/experiments). All experiments are parallelized using the [`parsl`](https://parsl-project.org/) framework.
+- [`parsl_setup.py`](https://github.com/msakarvadia/operator_aliasing/blob/main/experiments/parsl_setup.py): set up Parsl configuration specific to your computing envionrment here. The default settings are specific to the [`Perlmutter`](https://docs.nersc.gov/systems/perlmutter/architecture/) machine.
+- [`get_train_args.py`](https://github.com/msakarvadia/operator_aliasing/blob/main/experiments/get_train_args.py): script to compile configures for each experiment (iterates through all variation of the experiment in the paper)
+- [`training.py`](https://github.com/msakarvadia/operator_aliasing/blob/main/experiments/training.py): script to run a specific set of expreiments.
+  - By default `python training.py` will run the information extrapolation/resolution interpolation experiments from the paper.
+  - Toggle `python training.py --help` to see all avaliable experiments.
+
+# Figures
+
+- [figures.ipynb](https://github.com/msakarvadia/operator_aliasing/blob/train/notebooks/figures.ipynb) is used to process experimental results and generate figures.
+
+
+## Installation
+
 For local development:
 ```
 git clone https://github.com/msakarvadia/operator_aliasing.git # swap url for clone via SSH
@@ -17,4 +59,11 @@ pre-commit install
 Please cite this work as:
 
 ```bibtex
-...
+@inproceedings{sakarvadia2026false,
+      title={The False Promise of Zero-Shot Super-Resolution in Machine-Learned Operators}, 
+      author={Mansi Sakarvadia and Kareem Hegazy and Amin Totounferoush and Kyle Chard and Yaoqing Yang and Ian Foster and Michael W. Mahoney},
+      booktitle={The Fourteenth International Conference on Learning Representations},
+      year={2026},
+      url={https://openreview.net/forum?id=hkF7ZM7fEp}
+}
+```
diff --git a/experiments/README.md b/experiments/README.md
new file mode 100644
index 0000000..41eee99
--- /dev/null
+++ b/experiments/README.md
@@ -0,0 +1,9 @@
+All experiments are parallelized using the [`parsl`](https://parsl-project.org/) framework.
+- [`parsl_setup.py`](https://github.com/msakarvadia/operator_aliasing/blob/main/experiments/parsl_setup.py): set up parl configuration specific to your computing envionrment here. The default settings are specific to the [`Perlmutter`](https://docs.nersc.gov/systems/perlmutter/architecture/) machine.
+- [`sample_experiment.py`](https://github.com/msakarvadia/operator_aliasing/blob/main/experiments/sample_experiment.py): "Hello World" experiment, useful for testing parallelizaiton of experimental infrastructure
+- [`get_train_args.py`](https://github.com/msakarvadia/operator_aliasing/blob/main/experiments/get_train_args.py): script to compile configures for each experiment (iterates through all variation of the experiment in the paper)
+- [`training.py`](https://github.com/msakarvadia/operator_aliasing/blob/main/experiments/training.py): script to run a specific set of expreiments.
+  - By default `python training.py` will run the information extrapolation/resolution interpolation experiments from the paper.
+  - Toggle `python training.py --help` to see all avaliable experiments.
+- [`multi_architecture_test.py`](https://github.com/msakarvadia/operator_aliasing/blob/main/experiments/multi_architecture_test.py): experiment to run minimal zero-shot super-resolution vs. multi-resolution training experiment on Darcy flow. Intended to enable fast benchmarking across different computing architectures. 
+
diff --git a/figures/README.md b/figures/README.md
index e7bf312..205ea6f 100644
--- a/figures/README.md
+++ b/figures/README.md
@@ -1,3 +1,3 @@
 # Figures
 
-Contains all info to recreate paper figures
+Old and new figures. Not all figures are from the final experiments. See the paper+appendix for relavent figures and explinations.
diff --git a/figures/new/darcy_deeponet_fno_heatmaps.pdf b/figures/new/darcy_deeponet_fno_heatmaps.pdf
index e66a6fd..1432e13 100644
Binary files a/figures/new/darcy_deeponet_fno_heatmaps.pdf and b/figures/new/darcy_deeponet_fno_heatmaps.pdf differ
diff --git a/notebooks/CNO2d_playground.ipynb b/notebooks/CNO2d_playground.ipynb
deleted file mode 100644
index 8aaba2a..0000000
--- a/notebooks/CNO2d_playground.ipynb
+++ /dev/null
@@ -1,3060 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "id": "1b41f01e-9bb8-4ef5-9e8b-35896d86188e",
-   "metadata": {},
-   "source": [
-    "# Imports\n",
-    "\n",
-    "- https://github.com/camlab-ethz/ConvolutionalNeuralOperator/tree/main/CNO2d_vanilla_torch_version"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "id": "660548ef-5a3d-4b9a-b0f7-3a0310dd9b27",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "from __future__ import annotations\n",
-    "\n",
-    "import torch\n",
-    "from neuralop.models import FNO\n",
-    "\n",
-    "from operator_aliasing.models.cno2d import CNO2d\n",
-    "from operator_aliasing.models.cno1d import CNO1d\n",
-    "from operator_aliasing.models.FNOModules import FNO2d\n",
-    "import numpy as np\n",
-    "\n",
-    "device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "b4cd47e5-c52c-4d58-adcb-af2518b13714",
-   "metadata": {
-    "jp-MarkdownHeadingCollapsed": true
-   },
-   "source": [
-    "# Crop"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "id": "436c41fe-609c-4e2b-913c-19de9dbec3c9",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# https://github.com/wenhangao21/ICLR25-CROP/blob/main/original_code_and_trained_models/Sec5_1_NS_with_low_Reynolds/CROP/CROP.py\n",
-    "\n",
-    "import torch.nn.functional as F\n",
-    "import torch.nn as nn\n",
-    "#from utilities3 import *\n",
-    "from timeit import default_timer\n",
-    "import math\n",
-    "import argparse\n",
-    "import os\n",
-    "\n",
-    "################################################################\n",
-    "# fourier layer\n",
-    "################################################################\n",
-    "\n",
-    "\n",
-    "class Spectral_weights(nn.Module):\n",
-    "    def __init__(self, in_channels, out_channels, modes1, modes2):\n",
-    "        super().__init__()\n",
-    "        self.in_channels = in_channels\n",
-    "        self.out_channels = out_channels\n",
-    "        dtype = torch.cfloat\n",
-    "        self.kernel_size_Y = 2*modes1 - 1\n",
-    "        self.kernel_size_X = modes2\n",
-    "        self.W = nn.ParameterDict({\n",
-    "            'y0_modes': torch.nn.Parameter(torch.empty(in_channels, out_channels, modes1 - 1, 1, dtype=dtype)),\n",
-    "            'yposx_modes': torch.nn.Parameter(torch.empty(in_channels, out_channels, self.kernel_size_Y, self.kernel_size_X - 1, dtype=dtype)),\n",
-    "            '00_modes': torch.nn.Parameter(torch.empty(in_channels, out_channels, 1, 1, dtype=torch.float))\n",
-    "        })\n",
-    "        self.eval_build = True\n",
-    "        self.reset_parameters()\n",
-    "        self.get_weight()\n",
-    "\n",
-    "    def reset_parameters(self):\n",
-    "        for v in self.W.values():\n",
-    "            nn.init.kaiming_uniform_(v, a=math.sqrt(5))\n",
-    "            \n",
-    "    def get_weight(self):\n",
-    "        if self.training:\n",
-    "            self.eval_build = True\n",
-    "        elif self.eval_build:\n",
-    "            self.eval_build = False\n",
-    "        else:\n",
-    "            return\n",
-    "\n",
-    "        self.weights = torch.cat([self.W[\"y0_modes\"], self.W[\"00_modes\"].cfloat(), self.W[\"y0_modes\"].flip(dims=(-2, )).conj()], dim=-2)\n",
-    "        self.weights = torch.cat([self.weights, self.W[\"yposx_modes\"]], dim=-1)\n",
-    "        self.weights = self.weights.view(self.in_channels, self.out_channels,\n",
-    "                                         self.kernel_size_Y, self.kernel_size_X)\n",
-    "        \n",
-    "\n",
-    "class SpectralConv2d(nn.Module):\n",
-    "    def __init__(self, in_channels, out_channels, modes1, modes2):\n",
-    "        super(SpectralConv2d, self).__init__()\n",
-    "\n",
-    "        \"\"\"\n",
-    "        2D Fourier layer. It does FFT, linear transform, and Inverse FFT.    \n",
-    "        \"\"\"\n",
-    "\n",
-    "        self.in_channels = in_channels\n",
-    "        self.out_channels = out_channels\n",
-    "        self.modes1 = modes1 #Number of Fourier modes to multiply, at most floor(N/2) + 1\n",
-    "        self.modes2 = modes2\n",
-    "        self.spectral_weight = Spectral_weights(in_channels=in_channels, out_channels=out_channels, modes1=modes1, modes2=modes2)\n",
-    "        self.get_weight()\n",
-    "\n",
-    "    def get_weight(self):\n",
-    "        self.spectral_weight.get_weight()\n",
-    "        self.weights = self.spectral_weight.weights\n",
-    "        \n",
-    "    # Complex multiplication\n",
-    "    def compl_mul2d(self, input, weights):\n",
-    "        # (batch, in_channel, x,y ), (in_channel, out_channel, x,y) -> (batch, out_channel, x,y)\n",
-    "        return torch.einsum(\"bixy,ioxy->boxy\", input, weights)\n",
-    "\n",
-    "    def forward(self, x):\n",
-    "        batchsize = x.shape[0]\n",
-    "\n",
-    "        # get the index of the zero frequency and construct weight\n",
-    "        freq0_y = (torch.fft.fftshift(torch.fft.fftfreq(x.shape[-2])) == 0).nonzero().item()\n",
-    "        self.get_weight()\n",
-    "        # Compute Fourier coeffcients up to factor of e^(- something constant)\n",
-    "        x_ft = torch.fft.fftshift(torch.fft.rfft2(x), dim=-2)\n",
-    "        x_ft = x_ft[..., (freq0_y - self.modes1 + 1):(freq0_y + self.modes1), :self.modes2]\n",
-    "        # Multiply relevant Fourier modes\n",
-    "        out_ft = torch.zeros(batchsize, self.out_channels, x.size(-2), x.size(-1) // 2 + 1, dtype=torch.cfloat,\n",
-    "                             device=x.device)              \n",
-    "        out_ft[..., (freq0_y - self.modes1 + 1):(freq0_y + self.modes1), :self.modes2] = \\\n",
-    "            self.compl_mul2d(x_ft, self.weights)\n",
-    "\n",
-    "\n",
-    "        # Return to physical space\n",
-    "        x = torch.fft.irfft2(torch.fft.ifftshift(out_ft, dim=-2), s=(x.size(-2), x.size(-1)))\n",
-    "        return x\n",
-    "\n",
-    "\n",
-    "class MLP(nn.Module):\n",
-    "    def __init__(self, in_channels, out_channels, mid_channels):\n",
-    "        super(MLP, self).__init__()\n",
-    "        self.mlp1 = nn.Conv2d(in_channels, mid_channels, 1)\n",
-    "        self.mlp2 = nn.Conv2d(mid_channels, out_channels, 1)\n",
-    "\n",
-    "    def forward(self, x):\n",
-    "        x = self.mlp1(x)\n",
-    "        x = F.gelu(x)\n",
-    "        x = self.mlp2(x)\n",
-    "        return x\n",
-    "        \n",
-    "class Crop_to_latent_size(nn.Module):\n",
-    "    def __init__(self, in_size, out_size):\n",
-    "        super(Crop_to_latent_size, self).__init__()\n",
-    "        self.in_size = in_size\n",
-    "        self.out_size = out_size\n",
-    "        self.temp_size = min(in_size, out_size)\n",
-    "    def forward(self, u1):\n",
-    "        B, C, _, _ = u1.shape\n",
-    "        fu1 = torch.fft.rfft2(u1, norm=\"ortho\")\n",
-    "        fu1_recover = torch.zeros((B, C, self.out_size, self.out_size // 2 + 1), dtype=torch.complex64, device=u1.device)\n",
-    "        fu1_recover[:, :, :self.temp_size // 2, :self.temp_size // 2 + 1] = fu1[:, :, :self.temp_size // 2, :self.temp_size // 2 + 1]\n",
-    "        fu1_recover[:, :, -self.temp_size // 2:, :self.temp_size // 2 + 1] = fu1[:, :, -self.temp_size // 2:, :self.temp_size // 2 + 1]\n",
-    "        # Inverse FFT and scaling\n",
-    "        u1_recover = torch.fft.irfft2(fu1_recover, norm=\"ortho\") * (self.out_size / self.in_size)\n",
-    "        return u1_recover\n",
-    "\n",
-    "class CROP_FNO2d(nn.Module):\n",
-    "    def __init__(self, modes1, modes2, width, in_size, latent_size, time_steps):\n",
-    "        super(CROP_FNO2d, self).__init__()\n",
-    "\n",
-    "        \"\"\"\n",
-    "        The overall network. It contains 4 layers of the Fourier layer.\n",
-    "        1. Lift the input to the desire channel dimension by self.fc0 .\n",
-    "        2. 4 layers of the integral operators u' = (W + K)(u).\n",
-    "            W defined by self.w; K defined by self.conv .\n",
-    "        3. Project from the channel space to the output space by self.fc1 and self.fc2 .\n",
-    "        \n",
-    "        input: the solution of the previous 10 timesteps + 2 locations (u(t-10, x, y), ..., u(t-1, x, y),  x, y)\n",
-    "        input shape: (batchsize, x=64, y=64, c=12)\n",
-    "        output: the solution of the next timestep\n",
-    "        output shape: (batchsize, x=64, y=64, c=1)\n",
-    "        \"\"\"\n",
-    "\n",
-    "        self.modes1 = modes1\n",
-    "        self.modes2 = modes2\n",
-    "        self.width = width\n",
-    "        self.in_size = in_size\n",
-    "        self.latent_size = latent_size\n",
-    "        self.padding = 8 # pad the domain if input is non-periodic\n",
-    "        self.time_steps = time_steps\n",
-    "        \n",
-    "        self.CROP_to_latent = Crop_to_latent_size(self.in_size, self.latent_size)\n",
-    "        self.CROP_back = Crop_to_latent_size(self.latent_size, self.in_size)\n",
-    "        self.p = nn.Conv2d(self.time_steps, self.width, 1) # input channel is 12: the solution of the previous 10 timesteps + 2 locations (u(t-10, x, y), ..., u(t-1, x, y),  x, y)\n",
-    "        self.conv0 = SpectralConv2d(self.width, self.width, self.modes1, self.modes2)\n",
-    "        self.conv1 = SpectralConv2d(self.width, self.width, self.modes1, self.modes2)\n",
-    "        self.conv2 = SpectralConv2d(self.width, self.width, self.modes1, self.modes2)\n",
-    "        self.conv3 = SpectralConv2d(self.width, self.width, self.modes1, self.modes2)\n",
-    "        self.mlp0 = MLP(self.width, self.width, self.width)\n",
-    "        self.mlp1 = MLP(self.width, self.width, self.width)\n",
-    "        self.mlp2 = MLP(self.width, self.width, self.width)\n",
-    "        self.mlp3 = MLP(self.width, self.width, self.width)\n",
-    "        self.w0 = nn.Conv2d(self.width, self.width, 1)\n",
-    "        self.w1 = nn.Conv2d(self.width, self.width, 1)\n",
-    "        self.w2 = nn.Conv2d(self.width, self.width, 1)\n",
-    "        self.w3 = nn.Conv2d(self.width, self.width, 1)\n",
-    "        self.norm = nn.InstanceNorm2d(self.width)\n",
-    "        self.q = MLP(self.width, 1, self.width * 4) # output channel is 1: u(x, y)\n",
-    "\n",
-    "    def forward(self, x):\n",
-    "        #x = x.permute(0, 3, 1, 2)\n",
-    "        print(\"Pre projection: \", x.shape)\n",
-    "        x = self.CROP_to_latent(x)\n",
-    "        print(\"Post projection: \", x.shape)\n",
-    "        x = self.p(x)\n",
-    "        # x = F.pad(x, [0,self.padding, 0,self.padding]) # pad the domain if input is non-periodic\n",
-    "\n",
-    "        x1 = self.norm(self.conv0(self.norm(x)))\n",
-    "        x1 = self.mlp0(x1)\n",
-    "        x2 = self.w0(x)\n",
-    "        x = x1 + x2\n",
-    "        x = F.gelu(x)\n",
-    "\n",
-    "        x1 = self.norm(self.conv1(self.norm(x)))\n",
-    "        x1 = self.mlp1(x1)\n",
-    "        x2 = self.w1(x)\n",
-    "        x = x1 + x2\n",
-    "        x = F.gelu(x)\n",
-    "\n",
-    "        x1 = self.norm(self.conv2(self.norm(x)))\n",
-    "        x1 = self.mlp2(x1)\n",
-    "        x2 = self.w2(x)\n",
-    "        x = x1 + x2\n",
-    "        x = F.gelu(x)\n",
-    "\n",
-    "        x1 = self.norm(self.conv3(self.norm(x)))\n",
-    "        x1 = self.mlp3(x1)\n",
-    "        x2 = self.w3(x)\n",
-    "        x = x1 + x2\n",
-    "        print(\"Pre crop back: \", x.shape)\n",
-    "        x = self.CROP_back(x)\n",
-    "        print(\"Post crop back: \", x.shape)\n",
-    "\n",
-    "        # x = x[..., :-self.padding, :-self.padding] # pad the domain if input is non-periodic\n",
-    "        x = self.q(x)\n",
-    "        #x = x.permute(0, 2, 3, 1)\n",
-    "        return x\n",
-    "\n",
-    "    def get_grid(self, shape, device):\n",
-    "        batchsize, size_x, size_y = shape[0], shape[1], shape[2]\n",
-    "        gridx = torch.tensor(np.linspace(0, 1, size_x), dtype=torch.float, device=device)\n",
-    "        gridx = gridx.reshape(1, size_x, 1, 1).repeat([batchsize, 1, size_y, 1])\n",
-    "        gridy = torch.tensor(np.linspace(0, 1, size_y), dtype=torch.float, device=device)\n",
-    "        gridy = gridy.reshape(1, 1, size_y, 1).repeat([batchsize, size_x, 1, 1])\n",
-    "        return torch.cat((gridx, gridy), dim=-1)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 15,
-   "id": "fe52cb88-cd8d-4169-8c25-0d5e93b49c5b",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Pre projection:  torch.Size([2, 1, 128, 128])\n",
-      "Post projection:  torch.Size([2, 1, 64, 64])\n",
-      "Pre crop back:  torch.Size([2, 64, 64, 64])\n",
-      "Post crop back:  torch.Size([2, 64, 128, 128])\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "torch.Size([2, 1, 128, 128])"
-      ]
-     },
-     "execution_count": 15,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "modes1 = 32 # modes have to be less than half the latent size\n",
-    "modes2 = 16\n",
-    "width = 64\n",
-    "latent_size = 64 # Latent size has to be smaller or equal to smallest input dimension\n",
-    "in_size = 128 # The in_size is dynamically changed for different input!\n",
-    "batch_size = 2\n",
-    "time_steps = 1\n",
-    "\n",
-    "crop_model = CROP_FNO2d(modes1, modes2, width, in_size, latent_size, time_steps).to(device)\n",
-    "\n",
-    "x_data = torch.rand((batch_size, time_steps, in_size, in_size, )).type(torch.float32).to(device)\n",
-    "\n",
-    "#x_data_transformed = torch.rand((32, 64, 64, 1)).type(torch.float32).to(device)\n",
-    "\n",
-    "crop_model(x_data).shape"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "id": "150f3b06-a947-482b-8d1c-abc23055f00a",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "torch.Size([2, 1, 64, 64])"
-      ]
-     },
-     "execution_count": 7,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "x_data.shape"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "a488eb7a-e6f8-4b56-b01a-1b8306767918",
-   "metadata": {
-    "jp-MarkdownHeadingCollapsed": true
-   },
-   "source": [
-    "# FNO Implementation"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "id": "0647e853-7e0e-4213-abe5-2ee797ad0f01",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "\"\"\"\n",
-    "Adopted From:\n",
-    "@author: Zongyi Li\n",
-    "This file is the Fourier Neural Operator for 2D problem such as the Navier-Stokes equation discussed in Section 5.3 in the [paper](https://arxiv.org/pdf/2010.08895.pdf),\n",
-    "which uses a recurrent structure to propagates in time.\n",
-    "\"\"\"\n",
-    "# https://github.com/wenhangao21/ICLR25-CROP/blob/main/original_code_and_trained_models/Sec5_1_NS_with_low_Reynolds/FNO/fno.py \n",
-    "\n",
-    "import torch.nn.functional as F\n",
-    "from timeit import default_timer\n",
-    "import math\n",
-    "import argparse\n",
-    "import os\n",
-    "\n",
-    "################################################################\n",
-    "# fourier layer\n",
-    "################################################################\n",
-    "\n",
-    "\n",
-    "class Spectral_weights(nn.Module):\n",
-    "    def __init__(self, in_channels, out_channels, modes1, modes2):\n",
-    "        super().__init__()\n",
-    "        self.in_channels = in_channels\n",
-    "        self.out_channels = out_channels\n",
-    "        dtype = torch.cfloat\n",
-    "        self.kernel_size_Y = 2*modes1 - 1\n",
-    "        self.kernel_size_X = modes2\n",
-    "        self.W = nn.ParameterDict({\n",
-    "            'y0_modes': torch.nn.Parameter(torch.empty(in_channels, out_channels, modes1 - 1, 1, dtype=dtype)),\n",
-    "            'yposx_modes': torch.nn.Parameter(torch.empty(in_channels, out_channels, self.kernel_size_Y, self.kernel_size_X - 1, dtype=dtype)),\n",
-    "            '00_modes': torch.nn.Parameter(torch.empty(in_channels, out_channels, 1, 1, dtype=torch.float))\n",
-    "        })\n",
-    "        self.eval_build = True\n",
-    "        self.reset_parameters()\n",
-    "        self.get_weight()\n",
-    "\n",
-    "    def reset_parameters(self):\n",
-    "        for v in self.W.values():\n",
-    "            nn.init.kaiming_uniform_(v, a=math.sqrt(5))\n",
-    "            \n",
-    "    def get_weight(self):\n",
-    "        if self.training:\n",
-    "            self.eval_build = True\n",
-    "        elif self.eval_build:\n",
-    "            self.eval_build = False\n",
-    "        else:\n",
-    "            return\n",
-    "\n",
-    "        self.weights = torch.cat([self.W[\"y0_modes\"], self.W[\"00_modes\"].cfloat(), self.W[\"y0_modes\"].flip(dims=(-2, )).conj()], dim=-2)\n",
-    "        self.weights = torch.cat([self.weights, self.W[\"yposx_modes\"]], dim=-1)\n",
-    "        self.weights = self.weights.view(self.in_channels, self.out_channels,\n",
-    "                                         self.kernel_size_Y, self.kernel_size_X)\n",
-    "        \n",
-    "\n",
-    "class SpectralConv2d(nn.Module):\n",
-    "    def __init__(self, in_channels, out_channels, modes1, modes2):\n",
-    "        super(SpectralConv2d, self).__init__()\n",
-    "\n",
-    "        \"\"\"\n",
-    "        2D Fourier layer. It does FFT, linear transform, and Inverse FFT.    \n",
-    "        \"\"\"\n",
-    "\n",
-    "        self.in_channels = in_channels\n",
-    "        self.out_channels = out_channels\n",
-    "        self.modes1 = modes1 #Number of Fourier modes to multiply, at most floor(N/2) + 1\n",
-    "        self.modes2 = modes2\n",
-    "        self.spectral_weight = Spectral_weights(in_channels=in_channels, out_channels=out_channels, modes1=modes1, modes2=modes2)\n",
-    "        self.get_weight()\n",
-    "\n",
-    "    def get_weight(self):\n",
-    "        self.spectral_weight.get_weight()\n",
-    "        self.weights = self.spectral_weight.weights\n",
-    "        \n",
-    "    # Complex multiplication\n",
-    "    def compl_mul2d(self, input, weights):\n",
-    "        # (batch, in_channel, x,y ), (in_channel, out_channel, x,y) -> (batch, out_channel, x,y)\n",
-    "        return torch.einsum(\"bixy,ioxy->boxy\", input, weights)\n",
-    "\n",
-    "    def forward(self, x):\n",
-    "        batchsize = x.shape[0]\n",
-    "\n",
-    "        # get the index of the zero frequency and construct weight\n",
-    "        freq0_y = (torch.fft.fftshift(torch.fft.fftfreq(x.shape[-2])) == 0).nonzero().item()\n",
-    "        self.get_weight()\n",
-    "        # Compute Fourier coeffcients up to factor of e^(- something constant)\n",
-    "        x_ft = torch.fft.fftshift(torch.fft.rfft2(x), dim=-2)\n",
-    "        x_ft = x_ft[..., (freq0_y - self.modes1 + 1):(freq0_y + self.modes1), :self.modes2]\n",
-    "        # Multiply relevant Fourier modes\n",
-    "        out_ft = torch.zeros(batchsize, self.out_channels, x.size(-2), x.size(-1) // 2 + 1, dtype=torch.cfloat,\n",
-    "                             device=x.device)              \n",
-    "        out_ft[..., (freq0_y - self.modes1 + 1):(freq0_y + self.modes1), :self.modes2] = \\\n",
-    "            self.compl_mul2d(x_ft, self.weights)\n",
-    "\n",
-    "\n",
-    "        # Return to physical space\n",
-    "        x = torch.fft.irfft2(torch.fft.ifftshift(out_ft, dim=-2), s=(x.size(-2), x.size(-1)))\n",
-    "        return x\n",
-    "\n",
-    "\n",
-    "class MLP(nn.Module):\n",
-    "    def __init__(self, in_channels, out_channels, mid_channels):\n",
-    "        super(MLP, self).__init__()\n",
-    "        self.mlp1 = nn.Conv2d(in_channels, mid_channels, 1)\n",
-    "        self.mlp2 = nn.Conv2d(mid_channels, out_channels, 1)\n",
-    "\n",
-    "    def forward(self, x):\n",
-    "        x = self.mlp1(x)\n",
-    "        x = F.gelu(x)\n",
-    "        x = self.mlp2(x)\n",
-    "        return x\n",
-    "\n",
-    "class FNO2d_custom(nn.Module):\n",
-    "    def __init__(self, modes1, modes2, width):\n",
-    "        super(FNO2d_custom, self).__init__()\n",
-    "\n",
-    "        \"\"\"\n",
-    "        The overall network. It contains 4 layers of the Fourier layer.\n",
-    "        1. Lift the input to the desire channel dimension by self.fc0 .\n",
-    "        2. 4 layers of the integral operators u' = (W + K)(u).\n",
-    "            W defined by self.w; K defined by self.conv .\n",
-    "        3. Project from the channel space to the output space by self.fc1 and self.fc2 .\n",
-    "        \n",
-    "        input: the solution of the previous 10 timesteps + 2 locations (u(t-10, x, y), ..., u(t-1, x, y),  x, y)\n",
-    "        input shape: (batchsize, x=64, y=64, c=12)\n",
-    "        output: the solution of the next timestep\n",
-    "        output shape: (batchsize, x=64, y=64, c=1)\n",
-    "        \"\"\"\n",
-    "\n",
-    "        self.modes1 = modes1\n",
-    "        self.modes2 = modes2\n",
-    "        self.width = width\n",
-    "        self.padding = 8 # pad the domain if input is non-periodic\n",
-    "\n",
-    "        self.p = nn.Linear(12, self.width) # input channel is 12: the solution of the previous 10 timesteps + 2 locations (u(t-10, x, y), ..., u(t-1, x, y),  x, y)\n",
-    "        self.conv0 = SpectralConv2d(self.width, self.width, self.modes1, self.modes2)\n",
-    "        self.conv1 = SpectralConv2d(self.width, self.width, self.modes1, self.modes2)\n",
-    "        self.conv2 = SpectralConv2d(self.width, self.width, self.modes1, self.modes2)\n",
-    "        self.conv3 = SpectralConv2d(self.width, self.width, self.modes1, self.modes2)\n",
-    "        self.mlp0 = MLP(self.width, self.width, self.width)\n",
-    "        self.mlp1 = MLP(self.width, self.width, self.width)\n",
-    "        self.mlp2 = MLP(self.width, self.width, self.width)\n",
-    "        self.mlp3 = MLP(self.width, self.width, self.width)\n",
-    "        self.w0 = nn.Conv2d(self.width, self.width, 1)\n",
-    "        self.w1 = nn.Conv2d(self.width, self.width, 1)\n",
-    "        self.w2 = nn.Conv2d(self.width, self.width, 1)\n",
-    "        self.w3 = nn.Conv2d(self.width, self.width, 1)\n",
-    "        self.norm = nn.InstanceNorm2d(self.width)\n",
-    "        self.q = MLP(self.width, 1, self.width * 4) # output channel is 1: u(x, y)\n",
-    "\n",
-    "    def forward(self, x):\n",
-    "        grid = self.get_grid(x.shape, x.device)\n",
-    "        x = torch.cat((x, grid), dim=-1)\n",
-    "        x = self.p(x)\n",
-    "        x = x.permute(0, 3, 1, 2)\n",
-    "        # x = F.pad(x, [0,self.padding, 0,self.padding]) # pad the domain if input is non-periodic\n",
-    "\n",
-    "        x1 = self.norm(self.conv0(self.norm(x)))\n",
-    "        x1 = self.mlp0(x1)\n",
-    "        x2 = self.w0(x)\n",
-    "        x = x1 + x2\n",
-    "        x = F.gelu(x)\n",
-    "\n",
-    "        x1 = self.norm(self.conv1(self.norm(x)))\n",
-    "        x1 = self.mlp1(x1)\n",
-    "        x2 = self.w1(x)\n",
-    "        x = x1 + x2\n",
-    "        x = F.gelu(x)\n",
-    "\n",
-    "        x1 = self.norm(self.conv2(self.norm(x)))\n",
-    "        x1 = self.mlp2(x1)\n",
-    "        x2 = self.w2(x)\n",
-    "        x = x1 + x2\n",
-    "        x = F.gelu(x)\n",
-    "\n",
-    "        x1 = self.norm(self.conv3(self.norm(x)))\n",
-    "        x1 = self.mlp3(x1)\n",
-    "        x2 = self.w3(x)\n",
-    "        x = x1 + x2\n",
-    "\n",
-    "        # x = x[..., :-self.padding, :-self.padding] # pad the domain if input is non-periodic\n",
-    "        x = self.q(x)\n",
-    "        x = x.permute(0, 2, 3, 1)\n",
-    "        return x\n",
-    "\n",
-    "    def get_grid(self, shape, device):\n",
-    "        batchsize, size_x, size_y = shape[0], shape[1], shape[2]\n",
-    "        gridx = torch.tensor(np.linspace(0, 1, size_x), dtype=torch.float, device=device)\n",
-    "        gridx = gridx.reshape(1, size_x, 1, 1).repeat([batchsize, 1, size_y, 1])\n",
-    "        gridy = torch.tensor(np.linspace(0, 1, size_y), dtype=torch.float, device=device)\n",
-    "        gridy = gridy.reshape(1, 1, size_y, 1).repeat([batchsize, size_x, 1, 1])\n",
-    "        return torch.cat((gridx, gridy), dim=-1)\n",
-    "\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "id": "fea30069-dc19-431b-b3b9-d37a47861171",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "torch.Size([2, 64, 64, 1])"
-      ]
-     },
-     "execution_count": 9,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "modes1 = 12\n",
-    "modes2 = 12\n",
-    "width = 20\n",
-    "in_size = 32\n",
-    "\n",
-    "fno_model = FNO2d_custom(modes1, modes2, width).to(device)\n",
-    "\n",
-    "x_data = torch.rand((batch_size, 2*in_size, 2*in_size, 10)).type(torch.float32).to(device)\n",
-    "\n",
-    "#x_data_transformed = torch.rand((32, 64, 64, 1)).type(torch.float32).to(device)\n",
-    "\n",
-    "fno_model(x_data).shape"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "f08ac361-f5a0-4b76-9d91-b0dc10b22526",
-   "metadata": {},
-   "source": [
-    "# Original CNO"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "id": "4555df63-d742-46ce-ac70-5e83bc07dbc5",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "from operator_aliasing.models.CNO2d_original_version.CNOModule import CNO\n",
-    "from operator_aliasing.models.CNO2d_original_version.training.filtered_networks import LReLu, LReLu_regular, LReLu_torch"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 11,
-   "id": "8e29f246-904b-4956-bd3a-5fa685a847db",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "activation = LReLu_torch(in_channels =1, #In _channels is not used in these settings\n",
-    "                                            out_channels         = 1,                   \n",
-    "                                            in_size               = 32,                       \n",
-    "                                            out_size              = 32,                       \n",
-    "                                            in_sampling_rate      = 32,               \n",
-    "                                            out_sampling_rate     = 32)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 12,
-   "id": "1a4a31c5-f530-471e-b1b3-f13764031e62",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "torch.Size([2, 1, 64, 64])"
-      ]
-     },
-     "execution_count": 12,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "\n",
-    "x_data = torch.rand((batch_size, time_steps, 2*in_size, 2*in_size, )).type(torch.float32).to(device)\n",
-    "cno.lift.inter_CNOBlock.activation.activation(x_data).shape"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "id": "5a52ea07-bac6-4656-bfb8-39ff67d1e480",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "torch.Size([2, 1, 74, 74])"
-      ]
-     },
-     "execution_count": 3,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "modes1 = 16\n",
-    "modes2 = 16\n",
-    "width = 64\n",
-    "latent_size = 256\n",
-    "in_size = 37\n",
-    "batch_size = 2\n",
-    "time_steps = 1\n",
-    "\n",
-    "x_data = torch.rand((batch_size, time_steps, 2*in_size, 2*in_size, )).type(torch.float32).to(device)\n",
-    "\n",
-    "cno = CNO(\n",
-    "                 in_dim = time_steps,                    # Number of input channels.\n",
-    "                 in_size=in_size,                   # Input spatial size\n",
-    "                 N_layers=1,                  # Number of (D) or (U) blocks in the network\n",
-    "                 N_res = 1,                 # Number of (R) blocks per level (except the neck)\n",
-    "                 N_res_neck = 6,            # Number of (R) blocks in the neck\n",
-    "                 channel_multiplier = 32,   # How the number of channels evolve?\n",
-    "                 conv_kernel=3,             # Size of all the kernels\n",
-    "                 cutoff_den = 2.0001,       # Filter property 1.\n",
-    "                 filter_size=6,             # Filter property 2.\n",
-    "                 lrelu_upsampling = 2,      # Filter property 3.\n",
-    "                 half_width_mult  = 0.8,    # Filter property 4.\n",
-    "                 radial = False,            # Filter property 5. Is filter radial?\n",
-    "                 batch_norm = True,         # Add BN? We do not add BN in lifting/projection layer\n",
-    "                 out_dim = 1,               # Target dimension\n",
-    "                 out_size = 1,              # If out_size is 1, Then out_size = in_size. Else must be int\n",
-    "                 expand_input = False,      # Start with original in_size, or expand it (pad zeros in the spectrum)\n",
-    "                 latent_lift_proj_dim = 64, # Intermediate latent dimension in the lifting/projection layer\n",
-    "                 add_inv = True,            # Add invariant block (I) after the intermediate connections?\n",
-    "                 activation = 'cno_lrelu_torch'   # Activation function can be 'cno_lrelu' or 'lrelu'\n",
-    "                #activation='lrelu'                \n",
-    ").to(device)\n",
-    "\n",
-    "cno(x_data).shape"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 37,
-   "id": "8467394a-0b41-4d38-932f-b6fab76d4c4b",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "pre-lift torch.Size([2, 1, 320, 320])\n",
-      "pre upsample: torch.Size([2, 64, 320, 320])\n",
-      "post upsample: torch.Size([2, 64, 160, 160])\n",
-      "post downsample: torch.Size([2, 64, 80, 80])\n",
-      "post downsample 2.0: torch.Size([2, 64, 80, 80])\n",
-      "post-lift torch.Size([2, 16, 80, 80])\n",
-      "pre-activation: torch.Size([2, 16, 80, 80])\n",
-      "pre upsample: torch.Size([2, 16, 80, 80])\n",
-      "post upsample: torch.Size([2, 16, 160, 160])\n",
-      "post downsample: torch.Size([2, 16, 80, 80])\n",
-      "post downsample 2.0: torch.Size([2, 16, 80, 80])\n",
-      "post-activation: torch.Size([2, 16, 80, 80])\n",
-      "pre upsample: torch.Size([2, 32, 80, 80])\n",
-      "post upsample: torch.Size([2, 32, 160, 160])\n",
-      "post downsample: torch.Size([2, 32, 80, 80])\n",
-      "post downsample 2.0: torch.Size([2, 32, 40, 40])\n",
-      "pre-activation: torch.Size([2, 32, 40, 40])\n",
-      "pre upsample: torch.Size([2, 32, 40, 40])\n",
-      "post upsample: torch.Size([2, 32, 80, 80])\n",
-      "post downsample: torch.Size([2, 32, 40, 40])\n",
-      "post downsample 2.0: torch.Size([2, 32, 40, 40])\n",
-      "post-activation: torch.Size([2, 32, 40, 40])\n",
-      "pre-activation: torch.Size([2, 32, 40, 40])\n",
-      "pre upsample: torch.Size([2, 32, 40, 40])\n",
-      "post upsample: torch.Size([2, 32, 80, 80])\n",
-      "post downsample: torch.Size([2, 32, 40, 40])\n",
-      "post downsample 2.0: torch.Size([2, 32, 40, 40])\n",
-      "post-activation: torch.Size([2, 32, 40, 40])\n",
-      "pre-activation: torch.Size([2, 32, 40, 40])\n",
-      "pre upsample: torch.Size([2, 32, 40, 40])\n",
-      "post upsample: torch.Size([2, 32, 80, 80])\n",
-      "post downsample: torch.Size([2, 32, 40, 40])\n",
-      "post downsample 2.0: torch.Size([2, 32, 40, 40])\n",
-      "post-activation: torch.Size([2, 32, 40, 40])\n",
-      "pre-activation: torch.Size([2, 32, 40, 40])\n",
-      "pre upsample: torch.Size([2, 32, 40, 40])\n",
-      "post upsample: torch.Size([2, 32, 80, 80])\n",
-      "post downsample: torch.Size([2, 32, 40, 40])\n",
-      "post downsample 2.0: torch.Size([2, 32, 40, 40])\n",
-      "post-activation: torch.Size([2, 32, 40, 40])\n",
-      "pre-activation: torch.Size([2, 32, 40, 40])\n",
-      "pre upsample: torch.Size([2, 32, 40, 40])\n",
-      "post upsample: torch.Size([2, 32, 80, 80])\n",
-      "post downsample: torch.Size([2, 32, 40, 40])\n",
-      "post downsample 2.0: torch.Size([2, 32, 40, 40])\n",
-      "post-activation: torch.Size([2, 32, 40, 40])\n",
-      "pre-activation: torch.Size([2, 32, 40, 40])\n",
-      "pre upsample: torch.Size([2, 32, 40, 40])\n",
-      "post upsample: torch.Size([2, 32, 80, 80])\n",
-      "post downsample: torch.Size([2, 32, 40, 40])\n",
-      "post downsample 2.0: torch.Size([2, 32, 40, 40])\n",
-      "post-activation: torch.Size([2, 32, 40, 40])\n",
-      "pre upsample: torch.Size([2, 32, 40, 40])\n",
-      "post upsample: torch.Size([2, 32, 80, 80])\n",
-      "post downsample: torch.Size([2, 32, 40, 40])\n",
-      "post downsample 2.0: torch.Size([2, 32, 40, 40])\n",
-      "pre upsample: torch.Size([2, 32, 40, 40])\n",
-      "post upsample: torch.Size([2, 32, 80, 80])\n",
-      "post downsample: torch.Size([2, 32, 40, 40])\n",
-      "post downsample 2.0: torch.Size([2, 32, 40, 40])\n",
-      "pre upsample: torch.Size([2, 16, 40, 40])\n",
-      "post upsample: torch.Size([2, 16, 80, 80])\n",
-      "post downsample: torch.Size([2, 16, 40, 40])\n",
-      "post downsample 2.0: torch.Size([2, 16, 80, 80])\n",
-      "pre upsample: torch.Size([2, 16, 80, 80])\n",
-      "post upsample: torch.Size([2, 16, 160, 160])\n",
-      "post downsample: torch.Size([2, 16, 80, 80])\n",
-      "post downsample 2.0: torch.Size([2, 16, 80, 80])\n",
-      "pre-projection torch.Size([2, 32, 80, 80])\n",
-      "pre upsample: torch.Size([2, 64, 80, 80])\n",
-      "post upsample: torch.Size([2, 64, 160, 160])\n",
-      "post downsample: torch.Size([2, 64, 80, 80])\n",
-      "post downsample 2.0: torch.Size([2, 64, 80, 80])\n",
-      "post-projection torch.Size([2, 1, 80, 80])\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "torch.Size([2, 1, 80, 80])"
-      ]
-     },
-     "execution_count": 37,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "x_data = torch.rand((batch_size, time_steps, in_size*4, in_size*4, )).type(torch.float32).to(device)\n",
-    "cno(x_data).shape"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "id": "fd362724-ac32-4c45-8cd8-aa2cb992765d",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# The CNO1d code has been modified from a tutorial featured in the \n",
-    "# ETH Zurich course \"AI in the Sciences and Engineering.\"\n",
-    "# Git page for this course: https://github.com/bogdanraonic3/AI_Science_Engineering \n",
-    "\n",
-    "# For up/downsampling, the antialias interpolation functions from the \n",
-    "# torch library are utilized, limiting the ability to design\n",
-    "# your own low-pass filters at present.\n",
-    "\n",
-    "# While acknowledging this suboptimal setup, the performance of CNO1d remains commendable. \n",
-    "# Additionally, a training script is available, offering a solid foundation for personal projects.\n",
-    "\n",
-    "\n",
-    "import torch\n",
-    "import torch.nn as nn\n",
-    "import os\n",
-    "import numpy as np\n",
-    "import torch.nn.functional as F\n",
-    "\n",
-    "\n",
-    "# CNO LReLu activation fucntion\n",
-    "# CNO building block (CNOBlock) → Conv1d - BatchNorm - Activation\n",
-    "# Lift/Project Block (Important for embeddings)\n",
-    "# Residual Block → Conv1d - BatchNorm - Activation - Conv1d - BatchNorm - Skip Connection\n",
-    "# ResNet → Stacked ResidualBlocks (several blocks applied iteratively)\n",
-    "\n",
-    "\n",
-    "#---------------------\n",
-    "# Activation Function:\n",
-    "#---------------------\n",
-    "\n",
-    "class CNO_LReLu(nn.Module):\n",
-    "    def __init__(self,\n",
-    "                in_size,\n",
-    "                out_size\n",
-    "                ):\n",
-    "        super(CNO_LReLu, self).__init__()\n",
-    "\n",
-    "        self.in_size = in_size\n",
-    "        self.out_size = out_size\n",
-    "        self.act = nn.LeakyReLU()\n",
-    "\n",
-    "    def forward(self, x):\n",
-    "        x = F.interpolate(x.unsqueeze(2), size = (1,2 * self.in_size), mode = \"bicubic\", antialias = True)\n",
-    "        x = self.act(x)\n",
-    "        x = F.interpolate(x, size = (1,self.out_size), mode = \"bicubic\", antialias = True)\n",
-    "        return x[:,:,0]\n",
-    "\n",
-    "#--------------------\n",
-    "# CNO Block:\n",
-    "#--------------------\n",
-    "\n",
-    "class CNOBlock(nn.Module):\n",
-    "    def __init__(self,\n",
-    "                in_channels,\n",
-    "                out_channels,\n",
-    "                in_size,\n",
-    "                out_size,\n",
-    "                use_bn = True\n",
-    "                ):\n",
-    "        super(CNOBlock, self).__init__()\n",
-    "\n",
-    "        self.in_channels = in_channels\n",
-    "        self.out_channels = out_channels\n",
-    "        self.in_size  = in_size\n",
-    "        self.out_size = out_size\n",
-    "\n",
-    "        #-----------------------------------------\n",
-    "\n",
-    "        # We apply Conv -> BN (optional) -> Activation\n",
-    "        # Up/Downsampling happens inside Activation\n",
-    "\n",
-    "        self.convolution = torch.nn.Conv1d(in_channels = self.in_channels,\n",
-    "                                            out_channels= self.out_channels,\n",
-    "                                            kernel_size = 3,\n",
-    "                                            padding     = 1)\n",
-    "\n",
-    "        if use_bn:\n",
-    "            self.batch_norm  = nn.BatchNorm1d(self.out_channels)\n",
-    "        else:\n",
-    "            self.batch_norm  = nn.Identity()\n",
-    "        self.act           = CNO_LReLu(in_size  = self.in_size,\n",
-    "                                        out_size = self.out_size)\n",
-    "    def forward(self, x):\n",
-    "        x = self.convolution(x)\n",
-    "        x = self.batch_norm(x)\n",
-    "        return self.act(x)\n",
-    "    \n",
-    "#--------------------\n",
-    "# Lift/Project Block:\n",
-    "#--------------------\n",
-    "\n",
-    "class LiftProjectBlock(nn.Module):\n",
-    "    def __init__(self,\n",
-    "                in_channels,\n",
-    "                out_channels,\n",
-    "                size,\n",
-    "                latent_dim = 64\n",
-    "                ):\n",
-    "        super(LiftProjectBlock, self).__init__()\n",
-    "\n",
-    "        self.inter_CNOBlock = CNOBlock(in_channels       = in_channels,\n",
-    "                                        out_channels     = latent_dim,\n",
-    "                                        in_size          = size,\n",
-    "                                        out_size         = size,\n",
-    "                                        use_bn           = False)\n",
-    "\n",
-    "        self.convolution = torch.nn.Conv1d(in_channels  = latent_dim,\n",
-    "                                            out_channels = out_channels,\n",
-    "                                            kernel_size  = 3,\n",
-    "                                            padding      = 1)\n",
-    "\n",
-    "\n",
-    "    def forward(self, x):\n",
-    "        x = self.inter_CNOBlock(x)\n",
-    "        x = self.convolution(x)\n",
-    "        return x\n",
-    "\n",
-    "#--------------------\n",
-    "# Residual Block:\n",
-    "#--------------------\n",
-    "\n",
-    "class ResidualBlock(nn.Module):\n",
-    "    def __init__(self,\n",
-    "                channels,\n",
-    "                size,\n",
-    "                use_bn = True\n",
-    "                ):\n",
-    "        super(ResidualBlock, self).__init__()\n",
-    "\n",
-    "        self.channels = channels\n",
-    "        self.size     = size\n",
-    "\n",
-    "        #-----------------------------------------\n",
-    "\n",
-    "        # We apply Conv -> BN (optional) -> Activation -> Conv -> BN (optional) -> Skip Connection\n",
-    "        # Up/Downsampling happens inside Activation\n",
-    "\n",
-    "        self.convolution1 = torch.nn.Conv1d(in_channels = self.channels,\n",
-    "                                            out_channels= self.channels,\n",
-    "                                            kernel_size = 3,\n",
-    "                                            padding     = 1)\n",
-    "        self.convolution2 = torch.nn.Conv1d(in_channels = self.channels,\n",
-    "                                            out_channels= self.channels,\n",
-    "                                            kernel_size = 3,\n",
-    "                                            padding     = 1)\n",
-    "\n",
-    "        if use_bn:\n",
-    "            self.batch_norm1  = nn.BatchNorm1d(self.channels)\n",
-    "            self.batch_norm2  = nn.BatchNorm1d(self.channels)\n",
-    "\n",
-    "        else:\n",
-    "            self.batch_norm1  = nn.Identity()\n",
-    "            self.batch_norm2  = nn.Identity()\n",
-    "\n",
-    "        self.act           = CNO_LReLu(in_size  = self.size,\n",
-    "                                        out_size = self.size)\n",
-    "\n",
-    "\n",
-    "    def forward(self, x):\n",
-    "        out = self.convolution1(x)\n",
-    "        out = self.batch_norm1(out)\n",
-    "        out = self.act(out)\n",
-    "        out = self.convolution2(out)\n",
-    "        out = self.batch_norm2(out)\n",
-    "        return x + out\n",
-    "\n",
-    "#--------------------\n",
-    "# ResNet:\n",
-    "#--------------------\n",
-    "\n",
-    "class ResNet(nn.Module):\n",
-    "    def __init__(self,\n",
-    "                channels,\n",
-    "                size,\n",
-    "                num_blocks,\n",
-    "                use_bn = True\n",
-    "                ):\n",
-    "        super(ResNet, self).__init__()\n",
-    "\n",
-    "        self.channels = channels\n",
-    "        self.size = size\n",
-    "        self.num_blocks = num_blocks\n",
-    "\n",
-    "        self.res_nets = []\n",
-    "        for _ in range(self.num_blocks):\n",
-    "            self.res_nets.append(ResidualBlock(channels = channels,\n",
-    "                                                size = size,\n",
-    "                                                use_bn = use_bn))\n",
-    "\n",
-    "        self.res_nets = torch.nn.Sequential(*self.res_nets)\n",
-    "\n",
-    "    def forward(self, x):\n",
-    "        for i in range(self.num_blocks):\n",
-    "            x = self.res_nets[i](x)\n",
-    "        return x\n",
-    "    \n",
-    "    \n",
-    "#--------------------\n",
-    "# CNO:\n",
-    "#--------------------\n",
-    "\n",
-    "class CNO1d(nn.Module):\n",
-    "    def __init__(self,\n",
-    "                in_dim,                    # Number of input channels.\n",
-    "                out_dim,                   # Number of input channels.\n",
-    "                size,                      # Input and Output spatial size (required )\n",
-    "                N_layers,                  # Number of (D) or (U) blocks in the network\n",
-    "                N_res = 4,                 # Number of (R) blocks per level (except the neck)\n",
-    "                N_res_neck = 4,            # Number of (R) blocks in the neck\n",
-    "                channel_multiplier = 16,   # How the number of channels evolve?\n",
-    "                use_bn = True,             # Add BN? We do not add BN in lifting/projection layer\n",
-    "                ):\n",
-    "\n",
-    "        super(CNO1d, self).__init__()\n",
-    "\n",
-    "        self.N_layers = int(N_layers)         # Number od (D) & (U) Blocks\n",
-    "        self.lift_dim = channel_multiplier//2 # Input is lifted to the half of channel_multiplier dimension\n",
-    "        self.in_dim   = in_dim\n",
-    "        self.out_dim  = out_dim\n",
-    "        self.channel_multiplier = channel_multiplier  # The growth of the channels\n",
-    "\n",
-    "        ######## Num of channels/features - evolution ########\n",
-    "\n",
-    "        self.encoder_features = [self.lift_dim] # How the features in Encoder evolve (number of features)\n",
-    "        for i in range(self.N_layers):\n",
-    "            self.encoder_features.append(2 ** i *   self.channel_multiplier)\n",
-    "\n",
-    "        self.decoder_features_in = self.encoder_features[1:] # How the features in Decoder evolve (number of features)\n",
-    "        self.decoder_features_in.reverse()\n",
-    "        self.decoder_features_out = self.encoder_features[:-1]\n",
-    "        self.decoder_features_out.reverse()\n",
-    "\n",
-    "        for i in range(1, self.N_layers):\n",
-    "            self.decoder_features_in[i] = 2*self.decoder_features_in[i] #Pad the outputs of the resnets (we must multiply by 2 then)\n",
-    "\n",
-    "        ######## Spatial sizes of channels - evolution ########\n",
-    "\n",
-    "        self.encoder_sizes = []\n",
-    "        self.decoder_sizes = []\n",
-    "        for i in range(self.N_layers + 1):\n",
-    "            self.encoder_sizes.append(size // 2 ** i)\n",
-    "            self.decoder_sizes.append(size // 2 ** (self.N_layers - i))\n",
-    "\n",
-    "\n",
-    "        ######## Define Lift and Project blocks ########\n",
-    "\n",
-    "        self.lift   = LiftProjectBlock(in_channels = in_dim,\n",
-    "                                        out_channels = self.encoder_features[0],\n",
-    "                                        size = size)\n",
-    "\n",
-    "        self.project   = LiftProjectBlock(in_channels = self.encoder_features[0] + self.decoder_features_out[-1],\n",
-    "                                            out_channels = out_dim,\n",
-    "                                            size = size)\n",
-    "\n",
-    "        ######## Define Encoder, ED Linker and Decoder networks ########\n",
-    "\n",
-    "        self.encoder         = nn.ModuleList([(CNOBlock(in_channels  = self.encoder_features[i],\n",
-    "                                                        out_channels = self.encoder_features[i+1],\n",
-    "                                                        in_size      = self.encoder_sizes[i],\n",
-    "                                                        out_size     = self.encoder_sizes[i+1],\n",
-    "                                                        use_bn       = use_bn))\n",
-    "                                                for i in range(self.N_layers)])\n",
-    "\n",
-    "        # After the ResNets are executed, the sizes of encoder and decoder might not match (if out_size>1)\n",
-    "        # We must ensure that the sizes are the same, by aplying CNO Blocks\n",
-    "        self.ED_expansion     = nn.ModuleList([(CNOBlock(in_channels = self.encoder_features[i],\n",
-    "                                                        out_channels = self.encoder_features[i],\n",
-    "                                                        in_size      = self.encoder_sizes[i],\n",
-    "                                                        out_size     = self.decoder_sizes[self.N_layers - i],\n",
-    "                                                        use_bn       = use_bn))\n",
-    "                                                for i in range(self.N_layers + 1)])\n",
-    "\n",
-    "        self.decoder         = nn.ModuleList([(CNOBlock(in_channels  = self.decoder_features_in[i],\n",
-    "                                                        out_channels = self.decoder_features_out[i],\n",
-    "                                                        in_size      = self.decoder_sizes[i],\n",
-    "                                                        out_size     = self.decoder_sizes[i+1],\n",
-    "                                                        use_bn       = use_bn))\n",
-    "                                                for i in range(self.N_layers)])\n",
-    "\n",
-    "        ####################### Define ResNets Blocks ################################################################\n",
-    "\n",
-    "        # Here, we define ResNet Blocks.\n",
-    "\n",
-    "        # Operator UNet:\n",
-    "        # Outputs of the middle networks are patched (or padded) to corresponding sets of feature maps in the decoder\n",
-    "\n",
-    "        self.res_nets = []\n",
-    "        self.N_res = int(N_res)\n",
-    "        self.N_res_neck = int(N_res_neck)\n",
-    "\n",
-    "        # Define the ResNet networks (before the neck)\n",
-    "        for l in range(self.N_layers):\n",
-    "            self.res_nets.append(ResNet(channels = self.encoder_features[l],\n",
-    "                                        size = self.encoder_sizes[l],\n",
-    "                                        num_blocks = self.N_res,\n",
-    "                                        use_bn = use_bn))\n",
-    "\n",
-    "        self.res_net_neck = ResNet(channels = self.encoder_features[self.N_layers],\n",
-    "                                    size = self.encoder_sizes[self.N_layers],\n",
-    "                                    num_blocks = self.N_res_neck,\n",
-    "                                    use_bn = use_bn)\n",
-    "\n",
-    "        self.res_nets = torch.nn.Sequential(*self.res_nets)\n",
-    "\n",
-    "    def forward(self, x):\n",
-    "\n",
-    "        x = self.lift(x) #Execute Lift\n",
-    "        skip = []\n",
-    "\n",
-    "        # Execute Encoder\n",
-    "        for i in range(self.N_layers):\n",
-    "\n",
-    "            #Apply ResNet & save the result\n",
-    "            y = self.res_nets[i](x)\n",
-    "            skip.append(y)\n",
-    "\n",
-    "            # Apply (D) block\n",
-    "            x = self.encoder[i](x)\n",
-    "            \n",
-    "        # Apply the deepest ResNet (bottle neck)\n",
-    "        x = self.res_net_neck(x)\n",
-    "\n",
-    "        # Execute Decode\n",
-    "        for i in range(self.N_layers):\n",
-    "\n",
-    "            # Apply (I) block (ED_expansion) & cat if needed\n",
-    "            if i == 0:\n",
-    "                x = self.ED_expansion[self.N_layers - i](x) #BottleNeck : no cat\n",
-    "            else:\n",
-    "                x = torch.cat((x, self.ED_expansion[self.N_layers - i](skip[-i])),1)\n",
-    "\n",
-    "            # Apply (U) block\n",
-    "            x = self.decoder[i](x)\n",
-    "\n",
-    "        # Cat & Execute Projetion\n",
-    "        x = torch.cat((x, self.ED_expansion[0](skip[0])),1)\n",
-    "        x = self.project(x)\n",
-    "\n",
-    "        return x"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "id": "86d505b6-28bf-46a0-a09f-7a29cc05ae62",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "torch.Size([2, 1, 27])"
-      ]
-     },
-     "execution_count": 10,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "width = 64\n",
-    "in_size = 27\n",
-    "batch_size = 2\n",
-    "time_steps = 1\n",
-    "\n",
-    "x_data = torch.rand((batch_size, time_steps, 2*in_size*2, )).type(torch.float32).to(device)\n",
-    "\n",
-    "model= CNO1d(\n",
-    "                time_steps,                    # Number of input channels.\n",
-    "                time_steps,                   # Number of input channels.\n",
-    "                in_size,                      # Input and Output spatial size (required )\n",
-    "                N_layers=4,                  # Number of (D) or (U) blocks in the network\n",
-    "                N_res = 4,                 # Number of (R) blocks per level (except the neck)\n",
-    "                N_res_neck = 4,            # Number of (R) blocks in the neck\n",
-    "                channel_multiplier = 16,   # How the number of channels evolve?\n",
-    "                use_bn = True,             # Add BN? We do not add BN in lifting/projection layer\n",
-    "                ).to(device)\n",
-    "model_output = model(x_data)\n",
-    "model_output.shape"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 29,
-   "id": "0c9366e0-513a-485e-89c2-b6aa726d0f7e",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "torch.Size([2, 1, 375, 188]) (375, 375)\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "torch.Size([2, 1, 375, 375])"
-      ]
-     },
-     "execution_count": 29,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "def resize(x, out_size, permute=False):\n",
-    "    if permute:\n",
-    "        x = x.permute(0, 3, 1, 2)\n",
-    "        \n",
-    "    f = torch.fft.rfft2(x, norm='backward')\n",
-    "    f_z = torch.zeros((*x.shape[:-2], out_size[0], out_size[1]//2 + 1), dtype=f.dtype, device=f.device)\n",
-    "    # 2k+1 -> (2k+1 + 1) // 2 = k+1 and (2k+1)//2 = k\n",
-    "    top_freqs1 = min((f.shape[-2] + 1) // 2, (out_size[0] + 1) // 2)\n",
-    "    top_freqs2 = min(f.shape[-1], out_size[1] // 2 + 1)\n",
-    "    # 2k -> (2k + 1) // 2 = k and (2k)//2 = k\n",
-    "    bot_freqs1 = min(f.shape[-2] // 2, out_size[0] // 2)\n",
-    "    bot_freqs2 = min(f.shape[-1], out_size[1] // 2 + 1)\n",
-    "    f_z[..., :top_freqs1, :top_freqs2] = f[..., :top_freqs1, :top_freqs2]\n",
-    "    f_z[..., -bot_freqs1:, :bot_freqs2] = f[..., -bot_freqs1:, :bot_freqs2]\n",
-    "    # x_z = torch.fft.ifft2(f_z, s=out_size).real\n",
-    "    x_z = torch.fft.irfft2(f_z, s=out_size).real\n",
-    "    print(f_z.shape, out_size)\n",
-    "    x_z = x_z * (out_size[0] / x.shape[-2]) * (out_size[1] / x.shape[-1])\n",
-    " \n",
-    "    # f_z[..., -f.shape[-2]//2:, :f.shape[-1]] = f[..., :f.shape[-2]//2+1, :]\n",
-    " \n",
-    "    if permute:\n",
-    "        x_z = x_z.permute(0, 2, 3, 1)\n",
-    "    return x_z\n",
-    "    \n",
-    "x_data = torch.rand((batch_size, time_steps, 2*in_size*2, 2*in_size*2))\n",
-    "resize(x_data, (375,375), permute=False).shape"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 38,
-   "id": "3dd245a5-3304-4b76-89b5-36dedd50d9fc",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "torch.Size([2, 1, 39, 20])\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "torch.Size([2, 1, 39, 39])"
-      ]
-     },
-     "execution_count": 38,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "class Crop_to_latent_size(nn.Module):\n",
-    "    def __init__(self, in_size, out_size):\n",
-    "        super(Crop_to_latent_size, self).__init__()\n",
-    "        self.in_size = in_size\n",
-    "        self.out_size = out_size\n",
-    "        self.temp_size = min(in_size, out_size)\n",
-    "    def forward(self, u1):\n",
-    "        B, C, _, _ = u1.shape\n",
-    "        fu1 = torch.fft.rfft2(u1, norm=\"ortho\")\n",
-    "        fu1_recover = torch.zeros((B, C, self.out_size, self.out_size // 2 + 1), dtype=torch.complex64, device=u1.device)\n",
-    "        fu1_recover[:, :, :self.temp_size // 2, :self.temp_size // 2 + 1] = fu1[:, :, :self.temp_size // 2, :self.temp_size // 2 + 1]\n",
-    "        fu1_recover[:, :, -self.temp_size // 2:, :self.temp_size // 2 + 1] = fu1[:, :, -self.temp_size // 2:, :self.temp_size // 2 + 1]\n",
-    "        # Inverse FFT and scaling\n",
-    "        print(fu1_recover.shape)\n",
-    "        u1_recover = torch.fft.irfft2(fu1_recover, norm=\"ortho\", s=(self.out_size,self.out_size)) * (self.out_size / self.in_size)\n",
-    "        return u1_recover\n",
-    "\n",
-    "in_size = 37\n",
-    "x_data = torch.rand((batch_size, time_steps, in_size, in_size))\n",
-    "proj = Crop_to_latent_size(in_size, 39)\n",
-    "proj(x_data).shape"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "e9d3e379-caec-4fd2-bc59-70d81b393449",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def resize(x, out_size, permute=False):\n",
-    "    if permute:\n",
-    "        x = x.permute(0, 3, 1, 2)\n",
-    "        \n",
-    "    f = torch.fft.rfft2(x, norm='backward')\n",
-    "    f_z = torch.zeros((*x.shape[:-2], out_size[0], out_size[1]//2 + 1), dtype=f.dtype, device=f.device)\n",
-    "\n",
-    "    \n",
-    "    # 2k+1 -> (2k+1 + 1) // 2 = k+1 and (2k+1)//2 = k\n",
-    "    top_freqs1 = min((f.shape[-2] + 1) // 2, (out_size[0] + 1) // 2)\n",
-    "    top_freqs2 = min(f.shape[-1], out_size[1] // 2 + 1)\n",
-    "    # 2k -> (2k + 1) // 2 = k and (2k)//2 = k\n",
-    "    bot_freqs1 = min(f.shape[-2] // 2, out_size[0] // 2)\n",
-    "    bot_freqs2 = min(f.shape[-1], out_size[1] // 2 + 1)\n",
-    "\n",
-    "    \n",
-    "    f_z[..., :top_freqs1, :top_freqs2] = f[..., :top_freqs1, :top_freqs2]\n",
-    "    f_z[..., -bot_freqs1:, :bot_freqs2] = f[..., -bot_freqs1:, :bot_freqs2]\n",
-    "    # x_z = torch.fft.ifft2(f_z, s=out_size).real\n",
-    "    x_z = torch.fft.irfft2(f_z, s=out_size).real\n",
-    "    x_z = x_z * (out_size[0] / x.shape[-2]) * (out_size[1] / x.shape[-1])\n",
-    " \n",
-    "    # f_z[..., -f.shape[-2]//2:, :f.shape[-1]] = f[..., :f.shape[-2]//2+1, :]\n",
-    " \n",
-    "    if permute:\n",
-    "        x_z = x_z.permute(0, 2, 3, 1)\n",
-    "    return x_z"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "id": "3d022d94-9cf8-4c7e-8f61-35e4df79a3c7",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def resize_1D(x, out_size, permute=False):\n",
-    "    # based on https://github.com/camlab-ethz/ConvolutionalNeuralOperator/blob/main/CNO2d_original_version/Error_Distribution_VaryingResolution.py#L119C1-L141C15\n",
-    "    if permute:\n",
-    "        x = x.permute(0, 3, 1, 2)\n",
-    "\n",
-    "    f = torch.fft.rfftn(x, norm='backward', s = x.shape[-1])\n",
-    "\n",
-    "    f_z = torch.zeros((*x.shape[:-1], out_size[0] // 2 + 1), dtype=f.dtype, device=f.device)\n",
-    "    # 2k+1 -> (2k+1 + 1) // 2 = k+1 and (2k+1)//2 = k\n",
-    "    top_freqs1 = min((f.shape[-1]), (out_size[0] // 2 + 1))\n",
-    "    f_z[..., :top_freqs1] = f[..., :top_freqs1]\n",
-    "    x_z = torch.fft.irfftn(f_z,s=out_size[0]).real\n",
-    "    x_z = x_z * (out_size[0] / x.shape[-2]) #* (out_size[1] / x.shape[-1])\n",
-    "\n",
-    "    if permute:\n",
-    "        x_z = x_z.permute(0, 2, 3, 1)\n",
-    "    return x_z\n",
-    "\n",
-    "time_steps = 1\n",
-    "in_size = 100\n",
-    "batch_size = 1\n",
-    "x_data = torch.rand((batch_size, time_steps, 1, in_size))\n",
-    "upsample = resize_1D(x_data, (320,), permute=False)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 12,
-   "id": "a533848e-1ad1-453a-8368-69c264dd4612",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "torch.Size([1, 1, 320])"
-      ]
-     },
-     "execution_count": 12,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "upsample.shape"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 153,
-   "id": "b83c031c-9bef-403f-ae9d-40aadcc09f79",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "from operator_aliasing.utils import get_energy_curve_1d\n",
-    "import matplotlib.pyplot as plt\n",
-    "\n",
-    "original_spectrum = get_energy_curve_1d(x_data)\n",
-    "\n",
-    "upsample_spectrum = get_energy_curve_1d(upsample)\n",
-    "\n",
-    "\n",
-    "plt.plot(original_spectrum)\n",
-    "plt.plot(upsample_spectrum)\n",
-    "plt.yscale(\"log\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 15,
-   "id": "28fc8cf6-20d5-4c0e-8d17-f7a7aec51766",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Implementation of the filters is borrowed from paper \"Alias-Free Generative Adversarial Networks (StyleGAN3)\" https://nvlabs.github.io/stylegan3/\n",
-    "# Copyright (c) 2021, NVIDIA CORPORATION & AFFILIATES.  All rights reserved.\n",
-    "#\n",
-    "# NVIDIA CORPORATION and its licensors retain all intellectual property\n",
-    "# and proprietary rights in and to this software, related documentation\n",
-    "# and any modifications thereto.  Any use, reproduction, disclosure or\n",
-    "# distribution of this software and related documentation without an express\n",
-    "# license agreement from NVIDIA CORPORATION is strictly prohibited.\n",
-    "\n",
-    "#-------------------------------------------------------------------------------\n",
-    "\n",
-    "import torch.nn as nn\n",
-    "\n",
-    "import torch\n",
-    "from torch.nn import LeakyReLU as LReLu\n",
-    "#------------------------------------------------------------------------------\n",
-    "\n",
-    "#Depending on in_size, out_size, the CNOBlock can be:\n",
-    "#   -- (D) Block\n",
-    "#   -- (U) Block\n",
-    "#   -- (I) Block\n",
-    "\n",
-    "class CNOBlock(nn.Module):\n",
-    "    def __init__(self,\n",
-    "                 in_channels,\n",
-    "                 out_channels,\n",
-    "                 in_size,\n",
-    "                 out_size,\n",
-    "                 cutoff_den = 2.0001,\n",
-    "                 conv_kernel = 3,\n",
-    "                 filter_size = 6,\n",
-    "                 lrelu_upsampling = 2,\n",
-    "                 half_width_mult  = 0.8,\n",
-    "                 radial = False,\n",
-    "                 batch_norm = True,\n",
-    "                 activation = 'cno_lrelu'\n",
-    "                 ):\n",
-    "        super(CNOBlock, self).__init__()\n",
-    "        \n",
-    "        self.in_channels = in_channels\n",
-    "        self.out_channels = out_channels\n",
-    "        self.in_size  = in_size\n",
-    "        self.out_size = out_size\n",
-    "        self.conv_kernel = conv_kernel\n",
-    "        self.batch_norm = batch_norm\n",
-    "        \n",
-    "        #---------- Filter properties -----------\n",
-    "        self.citically_sampled = False #We use w_c = s/2.0001 --> NOT critically sampled\n",
-    "\n",
-    "        if cutoff_den == 2.0:\n",
-    "            self.citically_sampled = True\n",
-    "        self.in_cutoff  = self.in_size / cutoff_den\n",
-    "        self.out_cutoff = self.out_size / cutoff_den\n",
-    "        \n",
-    "        self.in_halfwidth =  half_width_mult*self.in_size - self.in_size / cutoff_den\n",
-    "        self.out_halfwidth = half_width_mult*self.out_size - self.out_size / cutoff_den\n",
-    "        \n",
-    "        #-----------------------------------------\n",
-    "\n",
-    "        # We apply Conv -> BN (optional) -> Activation\n",
-    "        # Up/Downsampling happens inside Activation\n",
-    "        \n",
-    "        pad = (self.conv_kernel-1)//2\n",
-    "        self.convolution = torch.nn.Conv2d(in_channels = self.in_channels, out_channels=self.out_channels, \n",
-    "                                           kernel_size=self.conv_kernel, \n",
-    "                                           padding = pad)\n",
-    "    \n",
-    "        if self.batch_norm:\n",
-    "            self.batch_norm  = nn.BatchNorm2d(self.out_channels)\n",
-    "        self.activation = LReLu() \n",
-    "        if activation == \"cno_lrelu_torch\":\n",
-    "            self.activation = LReLu_torch(in_channels           = self.out_channels, #In _channels is not used in these settings\n",
-    "                                            out_channels          = self.out_channels,                   \n",
-    "                                            in_size               = self.in_size,                       \n",
-    "                                            out_size              = self.out_size,                       \n",
-    "                                            in_sampling_rate      = self.in_size,               \n",
-    "                                            out_sampling_rate     = self.out_size)\n",
-    "        \n",
-    "        \n",
-    "    def forward(self, x):\n",
-    "        x = self.convolution(x)\n",
-    "        if self.batch_norm:\n",
-    "            x = self.batch_norm(x)\n",
-    "        return self.activation(x)\n",
-    "\n",
-    "#------------------------------------------------------------------------------\n",
-    "\n",
-    "# Contains CNOBlock -> Convolution -> BN\n",
-    "\n",
-    "class LiftProjectBlock(nn.Module):\n",
-    "    def __init__(self,\n",
-    "                 in_channels,\n",
-    "                 out_channels,\n",
-    "                 in_size,\n",
-    "                 out_size,\n",
-    "                 latent_dim = 64,\n",
-    "                 cutoff_den = 2.0001,\n",
-    "                 conv_kernel = 3,\n",
-    "                 filter_size = 6,\n",
-    "                 lrelu_upsampling = 2,\n",
-    "                 half_width_mult  = 0.8,\n",
-    "                 radial = False,\n",
-    "                 batch_norm = True,\n",
-    "                 activation = 'cno_lrelu'\n",
-    "                 ):\n",
-    "        super(LiftProjectBlock, self).__init__()\n",
-    "    \n",
-    "        self.inter_CNOBlock = CNOBlock(in_channels = in_channels,\n",
-    "                                    out_channels = latent_dim,\n",
-    "                                    in_size = in_size,\n",
-    "                                    out_size = out_size,\n",
-    "                                    cutoff_den = cutoff_den,\n",
-    "                                    conv_kernel = conv_kernel,\n",
-    "                                    filter_size = filter_size,\n",
-    "                                    lrelu_upsampling = lrelu_upsampling,\n",
-    "                                    half_width_mult  = half_width_mult,\n",
-    "                                    radial = radial,\n",
-    "                                    batch_norm = batch_norm,\n",
-    "                                    activation = activation)\n",
-    "        \n",
-    "        pad = (conv_kernel-1)//2\n",
-    "        self.convolution = torch.nn.Conv2d(in_channels = latent_dim, out_channels=out_channels, \n",
-    "                                           kernel_size=conv_kernel, stride = 1, \n",
-    "                                           padding = pad)\n",
-    "        \n",
-    "        self.batch_norm = batch_norm\n",
-    "        if self.batch_norm:\n",
-    "            self.batch_norm  = nn.BatchNorm2d(out_channels)\n",
-    "        \n",
-    "    def forward(self, x):\n",
-    "        x = self.inter_CNOBlock(x)\n",
-    "        \n",
-    "        x = self.convolution(x)\n",
-    "        if self.batch_norm:\n",
-    "            x = self.batch_norm(x)\n",
-    "        return x\n",
-    "        \n",
-    "#------------------------------------------------------------------------------\n",
-    "\n",
-    "# Residual Block containts:\n",
-    "    # Convolution -> BN -> Activation -> Convolution -> BN -> SKIP CONNECTION\n",
-    "\n",
-    "class ResidualBlock(nn.Module):\n",
-    "    def __init__(self,\n",
-    "                 channels,\n",
-    "                 size,\n",
-    "                 cutoff_den = 2.0001,\n",
-    "                 conv_kernel = 3,\n",
-    "                 filter_size = 6,\n",
-    "                 lrelu_upsampling = 2,\n",
-    "                 half_width_mult  = 0.8,\n",
-    "                 radial = False,\n",
-    "                 batch_norm = True,\n",
-    "                 activation = 'cno_lrelu'\n",
-    "                 ):\n",
-    "        super(ResidualBlock, self).__init__()\n",
-    "\n",
-    "        self.channels = channels\n",
-    "        self.size  = size\n",
-    "        self.conv_kernel = conv_kernel\n",
-    "        self.batch_norm = batch_norm\n",
-    "\n",
-    "        #---------- Filter properties -----------\n",
-    "        self.citically_sampled = False #We use w_c = s/2.0001 --> NOT critically sampled\n",
-    "\n",
-    "        if cutoff_den == 2.0:\n",
-    "            self.citically_sampled = True\n",
-    "        self.cutoff  = self.size / cutoff_den        \n",
-    "        self.halfwidth =  half_width_mult*self.size - self.size / cutoff_den\n",
-    "        \n",
-    "        #-----------------------------------------\n",
-    "        \n",
-    "        pad = (self.conv_kernel-1)//2\n",
-    "        self.convolution1 = torch.nn.Conv2d(in_channels = self.channels, out_channels=self.channels, \n",
-    "                                           kernel_size=self.conv_kernel, stride = 1, \n",
-    "                                           padding = pad)\n",
-    "        self.convolution2 = torch.nn.Conv2d(in_channels = self.channels, out_channels=self.channels, \n",
-    "                                           kernel_size=self.conv_kernel, stride = 1, \n",
-    "                                           padding = pad)\n",
-    "        \n",
-    "        if self.batch_norm:\n",
-    "            self.batch_norm1  = nn.BatchNorm2d(self.channels)\n",
-    "            self.batch_norm2  = nn.BatchNorm2d(self.channels)\n",
-    "        self.activation = LReLu() \n",
-    "        if activation == \"cno_lrelu_torch\":\n",
-    "            print(\"custom activation\")\n",
-    "            self.activation = LReLu_torch(in_channels           = self.channels, #In _channels is not used in these settings\n",
-    "                                            out_channels          = self.channels,                   \n",
-    "                                            in_size               = self.size,                       \n",
-    "                                            out_size              = self.size,                       \n",
-    "                                            in_sampling_rate      = self.size,               \n",
-    "                                            out_sampling_rate     = self.size)\n",
-    "\n",
-    "    def forward(self, x):\n",
-    "        out = self.convolution1(x)\n",
-    "        if self.batch_norm:\n",
-    "            out = self.batch_norm1(out)\n",
-    "        print(\"pre-activation:\",out.shape)\n",
-    "        out = self.activation(out)\n",
-    "        print(\"post-activation:\",out.shape)\n",
-    "        out = self.convolution2(out)\n",
-    "        if self.batch_norm:\n",
-    "            out = self.batch_norm2(out)\n",
-    "        \n",
-    "        return x + out\n",
-    "#------------------------------------------------------------------------------\n",
-    "\n",
-    "#CNO NETWORK:\n",
-    "class CNO(nn.Module):\n",
-    "    def __init__(self,  \n",
-    "                 in_dim,                    # Number of input channels.\n",
-    "                 in_size,                   # Input spatial size\n",
-    "                 N_layers,                  # Number of (D) or (U) blocks in the network\n",
-    "                 N_res = 1,                 # Number of (R) blocks per level (except the neck)\n",
-    "                 N_res_neck = 6,            # Number of (R) blocks in the neck\n",
-    "                 channel_multiplier = 32,   # How the number of channels evolve?\n",
-    "                 conv_kernel=3,             # Size of all the kernels\n",
-    "                 cutoff_den = 2.0001,       # Filter property 1.\n",
-    "                 filter_size=6,             # Filter property 2.\n",
-    "                 lrelu_upsampling = 2,      # Filter property 3.\n",
-    "                 half_width_mult  = 0.8,    # Filter property 4.\n",
-    "                 radial = False,            # Filter property 5. Is filter radial?\n",
-    "                 batch_norm = True,         # Add BN? We do not add BN in lifting/projection layer\n",
-    "                 out_dim = 1,               # Target dimension\n",
-    "                 out_size = 1,              # If out_size is 1, Then out_size = in_size. Else must be int\n",
-    "                 expand_input = False,      # Start with original in_size, or expand it (pad zeros in the spectrum)\n",
-    "                 latent_lift_proj_dim = 64, # Intermediate latent dimension in the lifting/projection layer\n",
-    "                 add_inv = True,            # Add invariant block (I) after the intermediate connections?\n",
-    "                 activation = 'cno_lrelu'   # Activation function can be 'cno_lrelu' or 'lrelu'\n",
-    "                ):\n",
-    "        \n",
-    "        super(CNO, self).__init__()\n",
-    "\n",
-    "        ###################### Define the parameters & specifications #################################################\n",
-    "\n",
-    "        \n",
-    "        # Number od (D) & (U) Blocks\n",
-    "        self.N_layers = int(N_layers)\n",
-    "        \n",
-    "        # Input is lifted to the half on channel_multiplier dimension\n",
-    "        self.lift_dim = channel_multiplier//2         \n",
-    "        self.out_dim  = out_dim\n",
-    "        \n",
-    "        #Should we add invariant layers in the decoder?\n",
-    "        self.add_inv = add_inv\n",
-    "        \n",
-    "        # The growth of the channels : d_e parametee\n",
-    "        self.channel_multiplier = channel_multiplier        \n",
-    "        \n",
-    "        # Is the filter radial? We always use NOT radial\n",
-    "        if radial ==0:\n",
-    "            self.radial = False\n",
-    "        else:\n",
-    "            self.radial = True\n",
-    "        \n",
-    "        ###################### Define evolution of the number features ################################################\n",
-    "\n",
-    "        # How the features in Encoder evolve (number of features)\n",
-    "        self.encoder_features = [self.lift_dim]\n",
-    "        for i in range(self.N_layers):\n",
-    "            self.encoder_features.append(2 ** i *   self.channel_multiplier)\n",
-    "        \n",
-    "        # How the features in Decoder evolve (number of features)\n",
-    "        self.decoder_features_in = self.encoder_features[1:]\n",
-    "        self.decoder_features_in.reverse()\n",
-    "        self.decoder_features_out = self.encoder_features[:-1]\n",
-    "        self.decoder_features_out.reverse()\n",
-    "\n",
-    "        for i in range(1, self.N_layers):\n",
-    "            self.decoder_features_in[i] = 2*self.decoder_features_in[i] #Pad the outputs of the resnets\n",
-    "        \n",
-    "        self.inv_features = self.decoder_features_in\n",
-    "        self.inv_features.append(self.encoder_features[0] + self.decoder_features_out[-1])\n",
-    "        \n",
-    "        ###################### Define evolution of sampling rates #####################################################\n",
-    "        \n",
-    "        if not expand_input:\n",
-    "            latent_size = in_size # No change in in_size\n",
-    "        else:\n",
-    "            down_exponent = 2 ** N_layers\n",
-    "            latent_size = in_size - (in_size % down_exponent) + down_exponent # Jump from 64 to 72, for example\n",
-    "        \n",
-    "        #Are inputs and outputs of the same size? If not, how should the size of the decoder evolve?\n",
-    "        if out_size == 1:\n",
-    "            latent_size_out = latent_size\n",
-    "        else:\n",
-    "            if not expand_input:\n",
-    "                latent_size_out = out_size # No change in in_size\n",
-    "            else:\n",
-    "                down_exponent = 2 ** N_layers\n",
-    "                latent_size_out = out_size - (out_size % down_exponent) + down_exponent # Jump from 64 to 72, for example\n",
-    "        \n",
-    "        self.encoder_sizes = []\n",
-    "        self.decoder_sizes = []\n",
-    "        for i in range(self.N_layers + 1):\n",
-    "            self.encoder_sizes.append(latent_size // 2 ** i)\n",
-    "            self.decoder_sizes.append(latent_size_out // 2 ** (self.N_layers - i))\n",
-    "        \n",
-    "        \n",
-    "        \n",
-    "        ###################### Define Projection & Lift ##############################################################\n",
-    "    \n",
-    "        self.lift = LiftProjectBlock(in_channels  = in_dim,\n",
-    "                                     out_channels = self.encoder_features[0],\n",
-    "                                     in_size      = in_size,\n",
-    "                                     out_size     = self.encoder_sizes[0],\n",
-    "                                     latent_dim   = latent_lift_proj_dim,\n",
-    "                                     cutoff_den   = cutoff_den,\n",
-    "                                     conv_kernel  = conv_kernel,\n",
-    "                                     filter_size  = filter_size,\n",
-    "                                     lrelu_upsampling  = lrelu_upsampling,\n",
-    "                                     half_width_mult   = half_width_mult,\n",
-    "                                     radial            = radial,\n",
-    "                                     batch_norm        = False,\n",
-    "                                     activation = activation)\n",
-    "        _out_size = out_size\n",
-    "        if out_size == 1:\n",
-    "            _out_size = in_size\n",
-    "            \n",
-    "        self.project = LiftProjectBlock(in_channels  = self.encoder_features[0] + self.decoder_features_out[-1],\n",
-    "                                        out_channels = out_dim,\n",
-    "                                        in_size      = self.decoder_sizes[-1],\n",
-    "                                        out_size     = _out_size,\n",
-    "                                        latent_dim   = latent_lift_proj_dim,\n",
-    "                                        cutoff_den   = cutoff_den,\n",
-    "                                        conv_kernel  = conv_kernel,\n",
-    "                                        filter_size  = filter_size,\n",
-    "                                        lrelu_upsampling  = lrelu_upsampling,\n",
-    "                                        half_width_mult   = half_width_mult,\n",
-    "                                        radial            = radial,\n",
-    "                                        batch_norm        = False,\n",
-    "                                        activation = activation) \n",
-    "\n",
-    "        ###################### Define U & D blocks ###################################################################\n",
-    "\n",
-    "        self.encoder         = nn.ModuleList([(CNOBlock(in_channels  = self.encoder_features[i],\n",
-    "                                                        out_channels = self.encoder_features[i+1],\n",
-    "                                                        in_size      = self.encoder_sizes[i],\n",
-    "                                                        out_size     = self.encoder_sizes[i+1],\n",
-    "                                                        cutoff_den   = cutoff_den,\n",
-    "                                                        conv_kernel  = conv_kernel,\n",
-    "                                                        filter_size  = filter_size,\n",
-    "                                                        lrelu_upsampling = lrelu_upsampling,\n",
-    "                                                        half_width_mult  = half_width_mult,\n",
-    "                                                        radial = radial,\n",
-    "                                                        batch_norm = batch_norm,\n",
-    "                                                        activation = activation))                                  \n",
-    "                                               for i in range(self.N_layers)])\n",
-    "        \n",
-    "        # After the ResNets are executed, the sizes of encoder and decoder might not match (if out_size>1)\n",
-    "        # We must ensure that the sizes are the same, by aplying CNO Blocks\n",
-    "        self.ED_expansion     = nn.ModuleList([(CNOBlock(in_channels = self.encoder_features[i],\n",
-    "                                                        out_channels = self.encoder_features[i],\n",
-    "                                                        in_size      = self.encoder_sizes[i],\n",
-    "                                                        out_size     = self.decoder_sizes[self.N_layers - i],\n",
-    "                                                        cutoff_den   = cutoff_den,\n",
-    "                                                        conv_kernel  = conv_kernel,\n",
-    "                                                        filter_size  = filter_size,\n",
-    "                                                        lrelu_upsampling = lrelu_upsampling,\n",
-    "                                                        half_width_mult  = half_width_mult,\n",
-    "                                                        radial = radial,\n",
-    "                                                        batch_norm = batch_norm,\n",
-    "                                                        activation = activation))                                  \n",
-    "                                               for i in range(self.N_layers + 1)])\n",
-    "        \n",
-    "        self.decoder         = nn.ModuleList([(CNOBlock(in_channels  = self.decoder_features_in[i],\n",
-    "                                                        out_channels = self.decoder_features_out[i],\n",
-    "                                                        in_size      = self.decoder_sizes[i],\n",
-    "                                                        out_size     = self.decoder_sizes[i+1],\n",
-    "                                                        cutoff_den   = cutoff_den,\n",
-    "                                                        conv_kernel  = conv_kernel,\n",
-    "                                                        filter_size  = filter_size,\n",
-    "                                                        lrelu_upsampling = lrelu_upsampling,\n",
-    "                                                        half_width_mult  = half_width_mult,\n",
-    "                                                        radial = radial,\n",
-    "                                                        batch_norm = batch_norm,\n",
-    "                                                        activation = activation))                                  \n",
-    "                                               for i in range(self.N_layers)])\n",
-    "        \n",
-    "        \n",
-    "        self.decoder_inv    = nn.ModuleList([(CNOBlock(in_channels  =  self.inv_features[i],\n",
-    "                                                        out_channels = self.inv_features[i],\n",
-    "                                                        in_size      = self.decoder_sizes[i],\n",
-    "                                                        out_size     = self.decoder_sizes[i],\n",
-    "                                                        cutoff_den   = cutoff_den,\n",
-    "                                                        conv_kernel  = conv_kernel,\n",
-    "                                                        filter_size  = filter_size,\n",
-    "                                                        lrelu_upsampling = lrelu_upsampling,\n",
-    "                                                        half_width_mult  = half_width_mult,\n",
-    "                                                        radial = radial,\n",
-    "                                                        batch_norm = batch_norm,\n",
-    "                                                        activation = activation))                                  \n",
-    "                                               for i in range(self.N_layers + 1)])\n",
-    "        \n",
-    "        \n",
-    "        ####################### Define ResNets Blocks ################################################################\n",
-    "\n",
-    "        # Here, we define ResNet Blocks. \n",
-    "        # We also define the BatchNorm layers applied BEFORE the ResNet blocks \n",
-    "        \n",
-    "        # Operator UNet:\n",
-    "        # Outputs of the middle networks are patched (or padded) to corresponding sets of feature maps in the decoder \n",
-    "\n",
-    "        self.res_nets = []\n",
-    "        self.N_res = int(N_res)\n",
-    "        self.N_res_neck = int(N_res_neck)\n",
-    "\n",
-    "        # Define the ResNet blocks & BatchNorm\n",
-    "        for l in range(self.N_layers):\n",
-    "            for i in range(self.N_res):\n",
-    "                self.res_nets.append(ResidualBlock(channels = self.encoder_features[l],\n",
-    "                                                   size     = self.encoder_sizes[l],\n",
-    "                                                   cutoff_den = cutoff_den,\n",
-    "                                                   conv_kernel = conv_kernel,\n",
-    "                                                   filter_size = filter_size,\n",
-    "                                                   lrelu_upsampling = lrelu_upsampling,\n",
-    "                                                   half_width_mult  = half_width_mult,\n",
-    "                                                   radial = radial,\n",
-    "                                                   batch_norm = batch_norm,\n",
-    "                                                   activation = activation))\n",
-    "        for i in range(self.N_res_neck):\n",
-    "            self.res_nets.append(ResidualBlock(channels = self.encoder_features[self.N_layers],\n",
-    "                                               size     = self.encoder_sizes[self.N_layers],\n",
-    "                                               cutoff_den = cutoff_den,\n",
-    "                                               conv_kernel = conv_kernel,\n",
-    "                                               filter_size = filter_size,\n",
-    "                                               lrelu_upsampling = lrelu_upsampling,\n",
-    "                                               half_width_mult  = half_width_mult,\n",
-    "                                               radial = radial,\n",
-    "                                               batch_norm = batch_norm,\n",
-    "                                               activation = activation))\n",
-    "        \n",
-    "        self.res_nets = torch.nn.Sequential(*self.res_nets)    \n",
-    "\n",
-    "\n",
-    "    def forward(self, x):\n",
-    "                 \n",
-    "        #Execute Lift ---------------------------------------------------------\n",
-    "        print(\"pre-lift\", x.shape)\n",
-    "        x = self.lift(x)\n",
-    "        print(\"post-lift\", x.shape)\n",
-    "        skip = []\n",
-    "        \n",
-    "        # Execute Encoder -----------------------------------------------------\n",
-    "        for i in range(self.N_layers):\n",
-    "            \n",
-    "            #Apply ResNet & save the result\n",
-    "            y = x\n",
-    "            for j in range(self.N_res):\n",
-    "                y = self.res_nets[i*self.N_res + j](y)\n",
-    "            skip.append(y)\n",
-    "            \n",
-    "            # Apply (D) block\n",
-    "            x = self.encoder[i](x)   \n",
-    "        \n",
-    "        #----------------------------------------------------------------------\n",
-    "        \n",
-    "        # Apply the deepest ResNet (bottle neck)\n",
-    "        for j in range(self.N_res_neck):\n",
-    "            x = self.res_nets[-j-1](x)\n",
-    "\n",
-    "        # Execute Decoder -----------------------------------------------------\n",
-    "        for i in range(self.N_layers):\n",
-    "            \n",
-    "            # Apply (I) block (ED_expansion) & cat if needed\n",
-    "            if i == 0:\n",
-    "                x = self.ED_expansion[self.N_layers - i](x) #BottleNeck : no cat\n",
-    "            else:\n",
-    "                x = torch.cat((x, self.ED_expansion[self.N_layers - i](skip[-i])),1)\n",
-    "            \n",
-    "            if self.add_inv:\n",
-    "                x = self.decoder_inv[i](x)\n",
-    "            # Apply (U) block\n",
-    "            x = self.decoder[i](x)\n",
-    "        # Cat & Execute Projetion ---------------------------------------------\n",
-    "        \n",
-    "        x = torch.cat((x, self.ED_expansion[0](skip[0])),1)\n",
-    "        print(\"pre-projection\", x.shape)\n",
-    "        x = self.project(x)\n",
-    "        print(\"post-projection\", x.shape)\n",
-    "        \n",
-    "        del skip\n",
-    "        del y\n",
-    "        \n",
-    "        return x\n",
-    "\n",
-    "\n",
-    "    def get_n_params(self):\n",
-    "        pp = 0\n",
-    "        \n",
-    "        for p in list(self.parameters()):\n",
-    "            nn = 1\n",
-    "            for s in list(p.size()):\n",
-    "                nn = nn * s\n",
-    "            pp += nn\n",
-    "        return pp\n",
-    "\n",
-    "    def print_size(self):\n",
-    "        nparams = 0\n",
-    "        nbytes = 0\n",
-    "\n",
-    "        for param in self.parameters():\n",
-    "            nparams += param.numel()\n",
-    "            nbytes += param.data.element_size() * param.numel()\n",
-    "\n",
-    "        print(f'Total number of model parameters: {nparams}')\n",
-    "\n",
-    "        return nparams"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 16,
-   "id": "8c31d42f-7842-4657-871f-2c3505c35b0f",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "pre-lift torch.Size([2, 1, 108, 108])\n",
-      "post-lift torch.Size([2, 16, 108, 108])\n",
-      "pre-activation: torch.Size([2, 16, 108, 108])\n",
-      "post-activation: torch.Size([2, 16, 108, 108])\n",
-      "pre-activation: torch.Size([2, 32, 108, 108])\n",
-      "post-activation: torch.Size([2, 32, 108, 108])\n",
-      "pre-activation: torch.Size([2, 32, 108, 108])\n",
-      "post-activation: torch.Size([2, 32, 108, 108])\n",
-      "pre-activation: torch.Size([2, 32, 108, 108])\n",
-      "post-activation: torch.Size([2, 32, 108, 108])\n",
-      "pre-activation: torch.Size([2, 32, 108, 108])\n",
-      "post-activation: torch.Size([2, 32, 108, 108])\n",
-      "pre-activation: torch.Size([2, 32, 108, 108])\n",
-      "post-activation: torch.Size([2, 32, 108, 108])\n",
-      "pre-activation: torch.Size([2, 32, 108, 108])\n",
-      "post-activation: torch.Size([2, 32, 108, 108])\n",
-      "pre-projection torch.Size([2, 32, 108, 108])\n",
-      "post-projection torch.Size([2, 1, 108, 108])\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "torch.Size([2, 1, 108, 108])"
-      ]
-     },
-     "execution_count": 16,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "modes1 = 16\n",
-    "modes2 = 16\n",
-    "width = 64\n",
-    "in_size = 27\n",
-    "batch_size = 2\n",
-    "time_steps = 1\n",
-    "\n",
-    "x_data = torch.rand((batch_size, time_steps, 2*in_size* 2, 2*in_size*2, )).type(torch.float32).to(device)\n",
-    "\n",
-    "cno = CNO(\n",
-    "                 in_dim = time_steps,                    # Number of input channels.\n",
-    "                 in_size=in_size,                   # Input spatial size\n",
-    "                 N_layers=1,                  # Number of (D) or (U) blocks in the network\n",
-    "                 N_res = 1,                 # Number of (R) blocks per level (except the neck)\n",
-    "                 N_res_neck = 6,            # Number of (R) blocks in the neck\n",
-    "                 channel_multiplier = 32,   # How the number of channels evolve?\n",
-    "                 conv_kernel=3,             # Size of all the kernels\n",
-    "                 cutoff_den = 2.0001,       # Filter property 1.\n",
-    "                 filter_size=6,             # Filter property 2.\n",
-    "                 lrelu_upsampling = 2,      # Filter property 3.\n",
-    "                 half_width_mult  = 0.8,    # Filter property 4.\n",
-    "                 radial = False,            # Filter property 5. Is filter radial?\n",
-    "                 batch_norm = True,         # Add BN? We do not add BN in lifting/projection layer\n",
-    "                 out_dim = 1,               # Target dimension\n",
-    "                 out_size = 1,              # If out_size is 1, Then out_size = in_size. Else must be int\n",
-    "                 expand_input = False,      # Start with original in_size, or expand it (pad zeros in the spectrum)\n",
-    "                 latent_lift_proj_dim = 38, # Intermediate latent dimension in the lifting/projection layer (channels)\n",
-    "                 add_inv = True,            # Add invariant block (I) after the intermediate connections?\n",
-    "                 activation = 'cno_lrelu'   # Activation function can be 'cno_lrelu' or 'lrelu'\n",
-    "                ).to(device)\n",
-    "\n",
-    "cno(x_data).shape"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 17,
-   "id": "07dd13c7-e1b4-492c-b193-229c7033cbdb",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "torch.Size([2, 1, 108, 108])"
-      ]
-     },
-     "execution_count": 17,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "x_data.shape"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 18,
-   "id": "8cd4493a-bf30-4566-9e7e-c4dc81edd46d",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "torch.Size([2, 1, 128, 128])"
-      ]
-     },
-     "execution_count": 18,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "x_data = torch.rand((batch_size, time_steps, 128, 128, )).type(torch.float32).to(device)\n",
-    "cno.lift.inter_CNOBlock.activation(x_data).shape"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "61dffb17-f4c9-43ef-a143-7cb41e5f632c",
-   "metadata": {
-    "jp-MarkdownHeadingCollapsed": true
-   },
-   "source": [
-    "# Multi-resolution inference"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 19,
-   "id": "6b98d1ae-d72c-4366-8f20-13805df26776",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "x_data = torch.rand((32, 1, 128, 128)).type(torch.float32).to(device)\n",
-    "y_data = torch.ones((32, 1, 128, 128)).type(torch.float32).to(device)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 39,
-   "id": "60ba03e0-ac10-4832-b050-6fe9e0d2556f",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "N_layers = 1\n",
-    "N_res = 4\n",
-    "N_res_neck = 4\n",
-    "channel_multiplier = 16\n",
-    "\n",
-    "s = 128\n",
-    "\n",
-    "model_args = {\n",
-    "    'in_dim': 1,  # Number of input channels.\n",
-    "    'out_dim': 1,  # Number of output channels.\n",
-    "    #'size': s,  # Input and Output spatial size (required )\n",
-    "    'n_layers': N_layers,  # Number of (D) or (U) blocks in the network\n",
-    "    'n_res': N_res,  # Number of (R) blocks per level (except the neck)\n",
-    "    'n_res_neck': N_res_neck,  # Number of (R) blocks in the neck\n",
-    "    'channel_multiplier': channel_multiplier,  # How num channels evolve?\n",
-    "    'use_bn': False,\n",
-    "}\n",
-    "cno = CNO2d(**model_args)\n",
-    "cno = cno.to(device)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "id": "5aeaa06b-b6d7-4a7b-8760-e13cb8d1f0d0",
-   "metadata": {},
-   "outputs": [
-    {
-     "ename": "RuntimeError",
-     "evalue": "Expected 2D (unbatched) or 3D (batched) input to conv1d, but got input of size: [32, 10, 1, 128]",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mRuntimeError\u001b[0m                              Traceback (most recent call last)",
-      "Cell \u001b[0;32mIn[10], line 22\u001b[0m\n\u001b[1;32m     19\u001b[0m cno \u001b[38;5;241m=\u001b[39m cno\u001b[38;5;241m.\u001b[39mto(device)\n\u001b[1;32m     21\u001b[0m x_data_transformed \u001b[38;5;241m=\u001b[39m torch\u001b[38;5;241m.\u001b[39mrand((\u001b[38;5;241m32\u001b[39m, \u001b[38;5;241m10\u001b[39m, \u001b[38;5;241m1\u001b[39m, \u001b[38;5;241m16\u001b[39m))\u001b[38;5;241m.\u001b[39mtype(torch\u001b[38;5;241m.\u001b[39mfloat32)\u001b[38;5;241m.\u001b[39mto(device)\n\u001b[0;32m---> 22\u001b[0m \u001b[43mcno\u001b[49m\u001b[43m(\u001b[49m\u001b[43mx_data_transformed\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241m.\u001b[39mshape\n",
-      "File \u001b[0;32m/pscratch/sd/m/mansisak/operator_aliasing/env/lib/python3.10/site-packages/torch/nn/modules/module.py:1751\u001b[0m, in \u001b[0;36mModule._wrapped_call_impl\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m   1749\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_compiled_call_impl(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)  \u001b[38;5;66;03m# type: ignore[misc]\u001b[39;00m\n\u001b[1;32m   1750\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m-> 1751\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_call_impl\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m/pscratch/sd/m/mansisak/operator_aliasing/env/lib/python3.10/site-packages/torch/nn/modules/module.py:1762\u001b[0m, in \u001b[0;36mModule._call_impl\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m   1757\u001b[0m \u001b[38;5;66;03m# If we don't have any hooks, we want to skip the rest of the logic in\u001b[39;00m\n\u001b[1;32m   1758\u001b[0m \u001b[38;5;66;03m# this function, and just call forward.\u001b[39;00m\n\u001b[1;32m   1759\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m (\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_backward_hooks \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_backward_pre_hooks \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_forward_hooks \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_forward_pre_hooks\n\u001b[1;32m   1760\u001b[0m         \u001b[38;5;129;01mor\u001b[39;00m _global_backward_pre_hooks \u001b[38;5;129;01mor\u001b[39;00m _global_backward_hooks\n\u001b[1;32m   1761\u001b[0m         \u001b[38;5;129;01mor\u001b[39;00m _global_forward_hooks \u001b[38;5;129;01mor\u001b[39;00m _global_forward_pre_hooks):\n\u001b[0;32m-> 1762\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mforward_call\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   1764\u001b[0m result \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m   1765\u001b[0m called_always_called_hooks \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mset\u001b[39m()\n",
-      "File \u001b[0;32m/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/models/cno1d.py:328\u001b[0m, in \u001b[0;36mCNO1d.forward\u001b[0;34m(self, x)\u001b[0m\n\u001b[1;32m    326\u001b[0m original_size \u001b[38;5;241m=\u001b[39m x\u001b[38;5;241m.\u001b[39mshape[\u001b[38;5;241m-\u001b[39m\u001b[38;5;241m1\u001b[39m]\n\u001b[1;32m    327\u001b[0m x \u001b[38;5;241m=\u001b[39m resize(x, (\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39msize,))\n\u001b[0;32m--> 328\u001b[0m x \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mlift\u001b[49m\u001b[43m(\u001b[49m\u001b[43mx\u001b[49m\u001b[43m)\u001b[49m \u001b[38;5;66;03m#Execute Lift\u001b[39;00m\n\u001b[1;32m    329\u001b[0m skip \u001b[38;5;241m=\u001b[39m []\n\u001b[1;32m    331\u001b[0m \u001b[38;5;66;03m# Execute Encoder\u001b[39;00m\n",
-      "File \u001b[0;32m/pscratch/sd/m/mansisak/operator_aliasing/env/lib/python3.10/site-packages/torch/nn/modules/module.py:1751\u001b[0m, in \u001b[0;36mModule._wrapped_call_impl\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m   1749\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_compiled_call_impl(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)  \u001b[38;5;66;03m# type: ignore[misc]\u001b[39;00m\n\u001b[1;32m   1750\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m-> 1751\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_call_impl\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m/pscratch/sd/m/mansisak/operator_aliasing/env/lib/python3.10/site-packages/torch/nn/modules/module.py:1762\u001b[0m, in \u001b[0;36mModule._call_impl\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m   1757\u001b[0m \u001b[38;5;66;03m# If we don't have any hooks, we want to skip the rest of the logic in\u001b[39;00m\n\u001b[1;32m   1758\u001b[0m \u001b[38;5;66;03m# this function, and just call forward.\u001b[39;00m\n\u001b[1;32m   1759\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m (\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_backward_hooks \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_backward_pre_hooks \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_forward_hooks \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_forward_pre_hooks\n\u001b[1;32m   1760\u001b[0m         \u001b[38;5;129;01mor\u001b[39;00m _global_backward_pre_hooks \u001b[38;5;129;01mor\u001b[39;00m _global_backward_hooks\n\u001b[1;32m   1761\u001b[0m         \u001b[38;5;129;01mor\u001b[39;00m _global_forward_hooks \u001b[38;5;129;01mor\u001b[39;00m _global_forward_pre_hooks):\n\u001b[0;32m-> 1762\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mforward_call\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   1764\u001b[0m result \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m   1765\u001b[0m called_always_called_hooks \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mset\u001b[39m()\n",
-      "File \u001b[0;32m/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/models/cno1d.py:131\u001b[0m, in \u001b[0;36mLiftProjectBlock.forward\u001b[0;34m(self, x)\u001b[0m\n\u001b[1;32m    130\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21mforward\u001b[39m(\u001b[38;5;28mself\u001b[39m, x):\n\u001b[0;32m--> 131\u001b[0m     x \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43minter_CNOBlock\u001b[49m\u001b[43m(\u001b[49m\u001b[43mx\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    132\u001b[0m     x \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mconvolution(x)\n\u001b[1;32m    133\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m x\n",
-      "File \u001b[0;32m/pscratch/sd/m/mansisak/operator_aliasing/env/lib/python3.10/site-packages/torch/nn/modules/module.py:1751\u001b[0m, in \u001b[0;36mModule._wrapped_call_impl\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m   1749\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_compiled_call_impl(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)  \u001b[38;5;66;03m# type: ignore[misc]\u001b[39;00m\n\u001b[1;32m   1750\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m-> 1751\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_call_impl\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m/pscratch/sd/m/mansisak/operator_aliasing/env/lib/python3.10/site-packages/torch/nn/modules/module.py:1762\u001b[0m, in \u001b[0;36mModule._call_impl\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m   1757\u001b[0m \u001b[38;5;66;03m# If we don't have any hooks, we want to skip the rest of the logic in\u001b[39;00m\n\u001b[1;32m   1758\u001b[0m \u001b[38;5;66;03m# this function, and just call forward.\u001b[39;00m\n\u001b[1;32m   1759\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m (\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_backward_hooks \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_backward_pre_hooks \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_forward_hooks \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_forward_pre_hooks\n\u001b[1;32m   1760\u001b[0m         \u001b[38;5;129;01mor\u001b[39;00m _global_backward_pre_hooks \u001b[38;5;129;01mor\u001b[39;00m _global_backward_hooks\n\u001b[1;32m   1761\u001b[0m         \u001b[38;5;129;01mor\u001b[39;00m _global_forward_hooks \u001b[38;5;129;01mor\u001b[39;00m _global_forward_pre_hooks):\n\u001b[0;32m-> 1762\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mforward_call\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   1764\u001b[0m result \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m   1765\u001b[0m called_always_called_hooks \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mset\u001b[39m()\n",
-      "File \u001b[0;32m/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/models/cno1d.py:101\u001b[0m, in \u001b[0;36mCNOBlock.forward\u001b[0;34m(self, x)\u001b[0m\n\u001b[1;32m    100\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21mforward\u001b[39m(\u001b[38;5;28mself\u001b[39m, x):\n\u001b[0;32m--> 101\u001b[0m     x \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mconvolution\u001b[49m\u001b[43m(\u001b[49m\u001b[43mx\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    102\u001b[0m     x \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mbatch_norm(x)\n\u001b[1;32m    103\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mact(x)\n",
-      "File \u001b[0;32m/pscratch/sd/m/mansisak/operator_aliasing/env/lib/python3.10/site-packages/torch/nn/modules/module.py:1751\u001b[0m, in \u001b[0;36mModule._wrapped_call_impl\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m   1749\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_compiled_call_impl(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)  \u001b[38;5;66;03m# type: ignore[misc]\u001b[39;00m\n\u001b[1;32m   1750\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m-> 1751\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_call_impl\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m/pscratch/sd/m/mansisak/operator_aliasing/env/lib/python3.10/site-packages/torch/nn/modules/module.py:1762\u001b[0m, in \u001b[0;36mModule._call_impl\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m   1757\u001b[0m \u001b[38;5;66;03m# If we don't have any hooks, we want to skip the rest of the logic in\u001b[39;00m\n\u001b[1;32m   1758\u001b[0m \u001b[38;5;66;03m# this function, and just call forward.\u001b[39;00m\n\u001b[1;32m   1759\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m (\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_backward_hooks \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_backward_pre_hooks \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_forward_hooks \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_forward_pre_hooks\n\u001b[1;32m   1760\u001b[0m         \u001b[38;5;129;01mor\u001b[39;00m _global_backward_pre_hooks \u001b[38;5;129;01mor\u001b[39;00m _global_backward_hooks\n\u001b[1;32m   1761\u001b[0m         \u001b[38;5;129;01mor\u001b[39;00m _global_forward_hooks \u001b[38;5;129;01mor\u001b[39;00m _global_forward_pre_hooks):\n\u001b[0;32m-> 1762\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mforward_call\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   1764\u001b[0m result \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m   1765\u001b[0m called_always_called_hooks \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mset\u001b[39m()\n",
-      "File \u001b[0;32m/pscratch/sd/m/mansisak/operator_aliasing/env/lib/python3.10/site-packages/torch/nn/modules/conv.py:375\u001b[0m, in \u001b[0;36mConv1d.forward\u001b[0;34m(self, input)\u001b[0m\n\u001b[1;32m    374\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21mforward\u001b[39m(\u001b[38;5;28mself\u001b[39m, \u001b[38;5;28minput\u001b[39m: Tensor) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m Tensor:\n\u001b[0;32m--> 375\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_conv_forward\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43minput\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mweight\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mbias\u001b[49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m/pscratch/sd/m/mansisak/operator_aliasing/env/lib/python3.10/site-packages/torch/nn/modules/conv.py:370\u001b[0m, in \u001b[0;36mConv1d._conv_forward\u001b[0;34m(self, input, weight, bias)\u001b[0m\n\u001b[1;32m    358\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mpadding_mode \u001b[38;5;241m!=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mzeros\u001b[39m\u001b[38;5;124m\"\u001b[39m:\n\u001b[1;32m    359\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m F\u001b[38;5;241m.\u001b[39mconv1d(\n\u001b[1;32m    360\u001b[0m         F\u001b[38;5;241m.\u001b[39mpad(\n\u001b[1;32m    361\u001b[0m             \u001b[38;5;28minput\u001b[39m, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_reversed_padding_repeated_twice, mode\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mpadding_mode\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    368\u001b[0m         \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mgroups,\n\u001b[1;32m    369\u001b[0m     )\n\u001b[0;32m--> 370\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mF\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mconv1d\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    371\u001b[0m \u001b[43m    \u001b[49m\u001b[38;5;28;43minput\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mweight\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mbias\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mstride\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mpadding\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdilation\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mgroups\u001b[49m\n\u001b[1;32m    372\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n",
-      "\u001b[0;31mRuntimeError\u001b[0m: Expected 2D (unbatched) or 3D (batched) input to conv1d, but got input of size: [32, 10, 1, 128]"
-     ]
-    }
-   ],
-   "source": [
-    "N_layers = 1\n",
-    "N_res = 4\n",
-    "N_res_neck = 4\n",
-    "channel_multiplier = 16\n",
-    "\n",
-    "s = 128\n",
-    "\n",
-    "model_args = {\n",
-    "    'in_dim': 10,  # Number of input channels.\n",
-    "    'out_dim': 1,  # Number of output channels.\n",
-    "    'size': s,  # Input and Output spatial size (required )\n",
-    "    'N_layers': N_layers,  # Number of (D) or (U) blocks in the network\n",
-    "    'N_res': N_res,  # Number of (R) blocks per level (except the neck)\n",
-    "    'N_res_neck': N_res_neck,  # Number of (R) blocks in the neck\n",
-    "    'channel_multiplier': channel_multiplier,  # How num channels evolve?\n",
-    "    'use_bn': False,\n",
-    "}\n",
-    "cno = CNO1d(**model_args)\n",
-    "cno = cno.to(device)\n",
-    "\n",
-    "x_data_transformed = torch.rand((32, 10,1 16)).type(torch.float32).to(device)\n",
-    "cno(x_data_transformed).shape"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 21,
-   "id": "edc0fb5a-7f09-445b-ba80-879dfc513b11",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "max_modes = 16\n",
-    "starting_modes = (max_modes, max_modes)\n",
-    "model = FNO(\n",
-    "    max_n_modes=(max_modes, max_modes),\n",
-    "    n_modes=starting_modes,\n",
-    "    hidden_channels=32,\n",
-    "    in_channels=1,\n",
-    "    out_channels=1,\n",
-    ").to(device)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 22,
-   "id": "43a53c54-ff1c-48c5-b75d-b20f62eaa869",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "torch.Size([32, 64, 64, 1])"
-      ]
-     },
-     "execution_count": 22,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "fno_architecture = {\n",
-    "    'width': 64,\n",
-    "    'modes': 16,\n",
-    "    'FourierF': 0,  # Num Fourier Features in the input channels. Default is 0.\n",
-    "    'n_layers': 4,  # Number of Fourier layers\n",
-    "    'padding': 0,\n",
-    "    'include_grid': 0,\n",
-    "    'retrain': 4,  # Random seed\n",
-    "}\n",
-    "\n",
-    "fno = FNO2d(fno_architecture, device=device).to(device)\n",
-    "\n",
-    "x_data_transformed = torch.rand((32, 64, 64, 1)).type(torch.float32).to(device)\n",
-    "\n",
-    "fno(x_data_transformed).shape"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 23,
-   "id": "18a4bb01-f31d-4cc5-a975-7b75c4a69a3b",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "torch.Size([32, 1, 128, 128])"
-      ]
-     },
-     "execution_count": 23,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "model(x_data).shape"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 24,
-   "id": "efab6a55-6c71-482b-b348-b11bc4d5a9b0",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "128.0"
-      ]
-     },
-     "execution_count": 24,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "4096 / 32"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 25,
-   "id": "aac531f1-6e07-4f1f-a5f7-f3806ac1ff75",
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "torch.Size([32, 1, 128, 128])"
-      ]
-     },
-     "execution_count": 25,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "cno(x_data).shape"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 26,
-   "id": "ca9727f1-0933-4977-9666-0674ac7f1c09",
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "torch.Size([32, 1, 64, 64])"
-      ]
-     },
-     "execution_count": 26,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "x_data_small = torch.rand((32, 1, 64, 64)).type(torch.float32).to(device)\n",
-    "y_data_small = torch.ones((32, 1, 64, 64)).type(torch.float32).to(device)\n",
-    "cno(x_data_small).shape\n",
-    "\n",
-    "# model(x_data_small).shape"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 27,
-   "id": "b074778c-5bd4-41a9-b02f-fb07f61020fe",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "torch.Size([1, 1, 256, 256])"
-      ]
-     },
-     "execution_count": 27,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "x_data_large = torch.rand((1, 1, 256, 256)).type(torch.float32).to(device)\n",
-    "y_data_large = torch.ones((1, 1, 256, 256)).type(torch.float32).to(device)\n",
-    "cno(x_data_large).shape"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 28,
-   "id": "c2160caf-b28d-4410-9930-f337806923d1",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "######### Epoch: 0  ######### Train Loss: 0.9055739879608155  ######### Relative L1 Test Norm: 57.7748908996582\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "######### Epoch: 1  ######### Train Loss: 0.25167717672884465  ######### Relative L1 Test Norm: 52.63320207595825\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "######### Epoch: 2  ######### Train Loss: 0.1598238818347454  ######### Relative L1 Test Norm: 21.002609848976135\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "######### Epoch: 3  ######### Train Loss: 0.0730876948684454  ######### Relative L1 Test Norm: 20.69439399242401\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "######### Epoch: 4  ######### Train Loss: 0.03981395326554775  ######### Relative L1 Test Norm: 14.589525878429413\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "######### Epoch: 5  ######### Train Loss: 0.02466009221971035  ######### Relative L1 Test Norm: 15.191275537014008\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "######### Epoch: 6  ######### Train Loss: 0.01775022381916642  ######### Relative L1 Test Norm: 11.939327001571655\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "######### Epoch: 7  ######### Train Loss: 0.010724165989086033  ######### Relative L1 Test Norm: 11.165721952915192\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "######### Epoch: 8  ######### Train Loss: 0.019835104001685977  ######### Relative L1 Test Norm: 20.73923969268799\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "######### Epoch: 9  ######### Train Loss: 0.03328498362097889  ######### Relative L1 Test Norm: 14.320962846279144\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "######### Epoch: 10  ######### Train Loss: 0.019196551712229847  ######### Relative L1 Test Norm: 5.934997051954269\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "######### Epoch: 11  ######### Train Loss: 0.013836816023103892  ######### Relative L1 Test Norm: 16.565542936325073\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "######### Epoch: 12  ######### Train Loss: 0.0204890004824847  ######### Relative L1 Test Norm: 5.3831963539123535\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "######### Epoch: 13  ######### Train Loss: 0.016350756445899606  ######### Relative L1 Test Norm: 8.301013350486755\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "######### Epoch: 14  ######### Train Loss: 0.04209347409196198  ######### Relative L1 Test Norm: 22.714921236038208\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "######### Epoch: 15  ######### Train Loss: 0.023178669367916883  ######### Relative L1 Test Norm: 14.617516994476318\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "######### Epoch: 16  ######### Train Loss: 0.01646250020712614  ######### Relative L1 Test Norm: 15.028542816638947\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "######### Epoch: 17  ######### Train Loss: 0.014920321735553443  ######### Relative L1 Test Norm: 7.615252673625946\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "######### Epoch: 18  ######### Train Loss: 0.014300728915259242  ######### Relative L1 Test Norm: 14.405225813388824\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "######### Epoch: 19  ######### Train Loss: 0.019231191952712834  ######### Relative L1 Test Norm: 5.602485746145248\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "######### Epoch: 20  ######### Train Loss: 0.007936568465083838  ######### Relative L1 Test Norm: 8.887517511844635\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "######### Epoch: 21  ######### Train Loss: 0.007859216444194317  ######### Relative L1 Test Norm: 7.601627886295319\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "######### Epoch: 22  ######### Train Loss: 0.00781525990460068  ######### Relative L1 Test Norm: 11.896973729133606\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "######### Epoch: 23  ######### Train Loss: 0.007785650342702866  ######### Relative L1 Test Norm: 9.838278353214264\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "######### Epoch: 24  ######### Train Loss: 0.0070966253988444805  ######### Relative L1 Test Norm: 7.581246435642242\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "######### Epoch: 25  ######### Train Loss: 0.003634190559387207  ######### Relative L1 Test Norm: 5.930107891559601\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "######### Epoch: 26  ######### Train Loss: 0.0030647005885839464  ######### Relative L1 Test Norm: 5.152249783277512\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "######### Epoch: 27  ######### Train Loss: 0.002791524026542902  ######### Relative L1 Test Norm: 4.967260152101517\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "######### Epoch: 28  ######### Train Loss: 0.002452390524558723  ######### Relative L1 Test Norm: 5.203385561704636\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "######### Epoch: 29  ######### Train Loss: 0.002589865354821086  ######### Relative L1 Test Norm: 5.083554685115814\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "######### Epoch: 30  ######### Train Loss: 0.002473056106828153  ######### Relative L1 Test Norm: 5.031180769205093\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "######### Epoch: 31  ######### Train Loss: 0.0024922051932662727  ######### Relative L1 Test Norm: 5.007603973150253\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "######### Epoch: 32  ######### Train Loss: 0.002501706825569272  ######### Relative L1 Test Norm: 4.987777262926102\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "######### Epoch: 33  ######### Train Loss: 0.0024460564134642484  ######### Relative L1 Test Norm: 5.030503153800964\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "######### Epoch: 34  ######### Train Loss: 0.002482384000904858  ######### Relative L1 Test Norm: 4.898721486330032\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "######### Epoch: 35  ######### Train Loss: 0.0024414320243522523  ######### Relative L1 Test Norm: 4.857206642627716\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "######### Epoch: 36  ######### Train Loss: 0.0024523244705051185  ######### Relative L1 Test Norm: 4.832018822431564\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "######### Epoch: 37  ######### Train Loss: 0.0024294022703543307  ######### Relative L1 Test Norm: 5.031657665967941\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "######### Epoch: 38  ######### Train Loss: 0.002463870961219072  ######### Relative L1 Test Norm: 5.045852154493332\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "######### Epoch: 39  ######### Train Loss: 0.002392797847278416  ######### Relative L1 Test Norm: 4.860679030418396\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "######### Epoch: 40  ######### Train Loss: 0.0022901520365849136  ######### Relative L1 Test Norm: 4.6938157081604\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "######### Epoch: 41  ######### Train Loss: 0.002199833421036601  ######### Relative L1 Test Norm: 4.678664833307266\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "######### Epoch: 42  ######### Train Loss: 0.0021741229575127363  ######### Relative L1 Test Norm: 4.649824023246765\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "######### Epoch: 43  ######### Train Loss: 0.0021493012318387628  ######### Relative L1 Test Norm: 4.62138819694519\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "######### Epoch: 44  ######### Train Loss: 0.0021238300716504453  ######### Relative L1 Test Norm: 4.5931116938591\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "######### Epoch: 45  ######### Train Loss: 0.0021034441655501724  ######### Relative L1 Test Norm: 4.578712552785873\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "######### Epoch: 46  ######### Train Loss: 0.002089642523787916  ######### Relative L1 Test Norm: 4.563655346632004\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "######### Epoch: 47  ######### Train Loss: 0.002075689984485507  ######### Relative L1 Test Norm: 4.548003762960434\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "######### Epoch: 48  ######### Train Loss: 0.002061313670128584  ######### Relative L1 Test Norm: 4.532163918018341\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "torch.Size([10, 128, 128, 1])\n",
-      "######### Epoch: 49  ######### Train Loss: 0.0020467838272452354  ######### Relative L1 Test Norm: 4.515728771686554\n"
-     ]
-    }
-   ],
-   "source": [
-    "import torch\n",
-    "from torch import nn\n",
-    "from torch.optim import AdamW\n",
-    "from torch.utils.data import DataLoader\n",
-    "from torch.utils.data import TensorDataset\n",
-    "\n",
-    "# --------------------------------------\n",
-    "# REPLACE THIS PART BY YOUR DATALOADER\n",
-    "# --------------------------------------\n",
-    "\n",
-    "n_train = 100  # number of training samples\n",
-    "\n",
-    "x_data = (\n",
-    "    torch.rand((256, 1, 128, 128))\n",
-    "    .type(torch.float32)\n",
-    "    .reshape(256, 128, 128, 1)\n",
-    ")\n",
-    "y_data = (\n",
-    "    torch.ones((256, 1, 128, 128))\n",
-    "    .type(torch.float32)\n",
-    "    .reshape(256, 128, 128, 1)\n",
-    ")\n",
-    "\n",
-    "input_function_train = x_data[:n_train, :]\n",
-    "output_function_train = y_data[:n_train, :]\n",
-    "input_function_test = x_data[n_train:, :]\n",
-    "output_function_test = y_data[n_train:, :]\n",
-    "\n",
-    "batch_size = 10\n",
-    "\n",
-    "training_set = DataLoader(\n",
-    "    TensorDataset(input_function_train, output_function_train),\n",
-    "    batch_size=batch_size,\n",
-    "    shuffle=True,\n",
-    ")\n",
-    "testing_set = DataLoader(\n",
-    "    TensorDataset(input_function_test, output_function_test),\n",
-    "    batch_size=batch_size,\n",
-    "    shuffle=False,\n",
-    ")\n",
-    "\n",
-    "\n",
-    "# ---------------------\n",
-    "# Define the hyperparameters and the model:\n",
-    "# ---------------------\n",
-    "\n",
-    "learning_rate = 0.001\n",
-    "epochs = 50\n",
-    "step_size = 15\n",
-    "gamma = 0.5\n",
-    "\n",
-    "N_layers = 4\n",
-    "N_res = 4\n",
-    "N_res_neck = 4\n",
-    "channel_multiplier = 16\n",
-    "\n",
-    "s = 128\n",
-    "\n",
-    "cno = CNO2d(**model_args)\n",
-    "\n",
-    "# -----------\n",
-    "# TRAIN:\n",
-    "# -----------\n",
-    "\n",
-    "cno = cno.to(device)\n",
-    "\n",
-    "# cno = model.to(device)\n",
-    "\n",
-    "cno = fno.to(device)\n",
-    "\n",
-    "optimizer = AdamW(cno.parameters(), lr=learning_rate, weight_decay=1e-8)\n",
-    "scheduler = torch.optim.lr_scheduler.StepLR(\n",
-    "    optimizer, step_size=step_size, gamma=gamma\n",
-    ")\n",
-    "\n",
-    "loss = nn.L1Loss()\n",
-    "freq_print = 1\n",
-    "\n",
-    "\n",
-    "for epoch in range(epochs):\n",
-    "    train_mse = 0.0\n",
-    "    for _step, (input_data, output_data) in enumerate(training_set):\n",
-    "        input_batch = input_data.to(device)\n",
-    "        output_batch = output_data.to(device)\n",
-    "        print(input_batch.shape)\n",
-    "        optimizer.zero_grad()\n",
-    "        output_pred_batch = cno(input_batch)\n",
-    "        loss_f = loss(output_pred_batch, output_batch)\n",
-    "        loss_f.backward()\n",
-    "        optimizer.step()\n",
-    "        train_mse += loss_f.item()\n",
-    "    train_mse /= len(training_set)\n",
-    "\n",
-    "    scheduler.step()\n",
-    "\n",
-    "    with torch.no_grad():\n",
-    "        cno.eval()\n",
-    "        test_relative_l2 = 0.0\n",
-    "        for _step, (input_data, output_data) in enumerate(testing_set):\n",
-    "            input_batch = input_data.to(device)\n",
-    "            output_batch = output_data.to(device)\n",
-    "            output_pred_batch = cno(input_batch)\n",
-    "            loss_f = (\n",
-    "                torch.mean(abs(output_pred_batch - output_batch))\n",
-    "                / torch.mean(abs(output_batch))\n",
-    "            ) ** 0.5 * 100\n",
-    "            test_relative_l2 += loss_f.item()\n",
-    "        test_relative_l2 /= len(testing_set)\n",
-    "\n",
-    "    if epoch % freq_print == 0:\n",
-    "        print(\n",
-    "            '######### Epoch:',\n",
-    "            epoch,\n",
-    "            ' ######### Train Loss:',\n",
-    "            train_mse,\n",
-    "            ' ######### Relative L1 Test Norm:',\n",
-    "            test_relative_l2,\n",
-    "        )"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 29,
-   "id": "d46ebe86-8493-48a9-910c-2398603c2476",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def get_model_preds(\n",
-    "    test_loader: torch.utils.data.DataLoader,\n",
-    "    model: torch.nn.Module,\n",
-    "    device: torch.device,\n",
-    "    # data_transform: DataProcessor,\n",
-    ") -> torch.Tensor:\n",
-    "    \"\"\"Return model predictions.\"\"\"\n",
-    "    model_preds = []\n",
-    "    for _idx, sample in enumerate(test_loader):  # resolution 128\n",
-    "        model_input = sample['x'].to(device)\n",
-    "        with torch.no_grad():\n",
-    "            out = model(model_input)\n",
-    "            model_preds.append(out)\n",
-    "    return torch.cat(model_preds)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 30,
-   "id": "ef00da32-4c24-42a2-872c-af6c0c891123",
-   "metadata": {},
-   "outputs": [
-    {
-     "ename": "NameError",
-     "evalue": "name 'test_loader' is not defined",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
-      "Cell \u001b[0;32mIn[30], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m _idx, sample \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28menumerate\u001b[39m(\u001b[43mtest_loader\u001b[49m):  \u001b[38;5;66;03m# resolution 128\u001b[39;00m\n\u001b[1;32m      2\u001b[0m     model_input \u001b[38;5;241m=\u001b[39m sample[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mx\u001b[39m\u001b[38;5;124m'\u001b[39m]\u001b[38;5;241m.\u001b[39mto(device)\n\u001b[1;32m      3\u001b[0m     \u001b[38;5;28;01mwith\u001b[39;00m torch\u001b[38;5;241m.\u001b[39mno_grad():\n",
-      "\u001b[0;31mNameError\u001b[0m: name 'test_loader' is not defined"
-     ]
-    }
-   ],
-   "source": [
-    "for _idx, sample in enumerate(test_loader):  # resolution 128\n",
-    "    model_input = sample['x'].to(device)\n",
-    "    with torch.no_grad():\n",
-    "        out = model(model_input)\n",
-    "        model_preds.append(out)\n",
-    "return torch.cat(model_preds)"
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "operator_alias",
-   "language": "python",
-   "name": "env"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.10.0"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 5
-}
diff --git a/notebooks/MultiResBrainstorm.ipynb b/notebooks/MultiResBrainstorm.ipynb
deleted file mode 100644
index 882e014..0000000
--- a/notebooks/MultiResBrainstorm.ipynb
+++ /dev/null
@@ -1,1275 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "id": "36a0ced0-9448-4f7c-873b-7ac4e6938816",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import numpy as np\n",
-    "import matplotlib.pyplot as plt\n",
-    "\n",
-    "from numpy.random import default_rng\n",
-    "import math\n",
-    "\n",
-    "test_proportion = 0.1\n",
-    "num_samples_max = 1000\n",
-    "batch_size = 16\n",
-    "\n",
-    "from operator_aliasing.data.transforms import DownSample\n",
-    "from operator_aliasing.data.utils import get_dataset\n",
-    "from operator_aliasing.data.utils import get_data\n",
-    "from operator_aliasing.data.transforms import LowpassFilter\n",
-    "from operator_aliasing.utils import get_energy_curve\n",
-    "from operator_aliasing.utils import get_energy_curve_1d\n",
-    "from operator_aliasing.train.pinn_losses import incomp_ns_fdm\n",
-    "import time"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "id": "13a7326e-35f3-414d-b0d0-df822789be8f",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "resolution_ratios=[0, 1, 0, 0]\n",
-      "self.num_samples=987\n",
-      "resolution_ratios=[0, 1, 0, 0]\n",
-      "self.num_samples=109\n",
-      "9.466808080673218\n"
-     ]
-    }
-   ],
-   "source": [
-    "batch_size = 4\n",
-    "initial_steps = 10\n",
-    "filter_lim = -1\n",
-    "downsample_dim = -1\n",
-    "model_name = 'FNO2D'\n",
-    "darcy_forcing_term = 1.0\n",
-    "burger_viscosity = 1.0\n",
-    "train = False\n",
-    "data_transforms = None\n",
-    "dataset_name = 'incomp_ns_pdebench'\n",
-    "comp_ns_params = ['Turb', 1.0, 1e-08, 1e-08, 'periodic', 512]\n",
-    "\n",
-    "resolution_ratios = [0, 1, 0, 0]\n",
-    "img_size = 128\n",
-    "seed = 0\n",
-    "\n",
-    "train_loader, test_loader = get_data(\n",
-    "    dataset_name = dataset_name,\n",
-    "    filter_lim = 32,\n",
-    "    img_size = img_size,\n",
-    "    downsample_dim = 64,\n",
-    "    train=train,\n",
-    "    initial_steps=initial_steps,\n",
-    "    model_name=model_name,\n",
-    "    darcy_forcing_term=darcy_forcing_term,\n",
-    "    burger_viscosity=burger_viscosity,\n",
-    "    batch_size=batch_size,\n",
-    "    seed=seed,\n",
-    "    resolution_ratios=resolution_ratios,\n",
-    "    comp_ns_params=comp_ns_params,\n",
-    "    test_res=\"single\",\n",
-    ")\n",
-    "start = time.time()\n",
-    "for idx, batch in enumerate(test_loader['test']):\n",
-    "    count = 1\n",
-    "\n",
-    "end = time.time()\n",
-    "\n",
-    "print(end - start)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "a967763a-bfcd-460c-bd90-5be105cf3d08",
-   "metadata": {},
-   "source": [
-    "Requriments:\n",
-    "\n",
-    "- **Ratios** of different size inputs are passed via a tuple: e.g., (.9, .1, .07, .03), which means that we want 90% of data to be the lowest res, 10% to be second lowest res, and so on.  For any given dataset (Darcy, Burgers, Navier Stokes, Incompressible Navier Stokes), we support a fixed number of resolutions (documented in the class doc string)\n",
-    "\n",
-    "- We also **pre-batch** all of our data so that, we can ensure that datasamples from the same res are in each batch. Otherwise, we would need to enforce batch_size=1 which is prohibitively slow in some cases w/ long time step datasets. Or we would need to use padding, which may not make physical sense considering boundry contidtions.\n",
-    "\n",
-    "- We also need to return **multiple resolutions of test data** (this is done outside of the intial data class)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 54,
-   "id": "3edf89c4-e353-4887-8791-6e3d9044ddf7",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "720"
-      ]
-     },
-     "execution_count": 54,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "rng = default_rng(seed=0)\n",
-    "\n",
-    "data_idx = np.arange(0,num_samples_max)\n",
-    "test_idx = int(num_samples_max*test_proportion)\n",
-    "test_idxs = data_idx[:test_idx]\n",
-    "train_idxs = data_idx[test_idx:num_samples_max]\n",
-    "\n",
-    "resolution_proportions = [0.8, 0.1, 0.07, 0.03]\n",
-    "#resolution_idxs = []\n",
-    "num_train_samples = len(train_idxs)\n",
-    "rng.shuffle(train_idxs)\n",
-    "\n",
-    "res_sets = []\n",
-    "for ratio in resolution_proportions:\n",
-    "    res_idx = int(num_train_samples * ratio)\n",
-    "    #resolution_idxs.append(res_idx)\n",
-    "    res_sets.append(train_idxs[:res_idx])\n",
-    "    train_idxs = train_idxs[res_idx:]\n",
-    "# can just pass in # of samples or maybe \n",
-    "len(res_sets[0])"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 52,
-   "id": "07f65cad-4d7b-4ba7-9dba-6695d627efa6",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "900"
-      ]
-     },
-     "execution_count": 52,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "total_count = 0\n",
-    "for i in range(4):\n",
-    "    total_count += len(res_sets[i])\n",
-    "\n",
-    "total_count"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 67,
-   "id": "918822f8-e00e-4ece-b07e-37f84063a850",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "num_batches_in_set=6\n",
-      "num_batches_in_set=1\n",
-      "num_batches_in_set=1\n",
-      "num_batches_in_set=1\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "836"
-      ]
-     },
-     "execution_count": 67,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "num_of_train_batches = math.ceil(num_train_samples / batch_size)\n",
-    "num_of_train_batches\n",
-    "\n",
-    "batch_idx = 45\n",
-    "\n",
-    "for res_set in res_sets:\n",
-    "    num_batches_in_set = math.ceil(len(res_set) / batch_size)\n",
-    "    print(f\"{num_batches_in_set=}\")\n",
-    "    if batch_idx >= num_batches_in_set:\n",
-    "        batch_idx -= num_batches_in_set\n",
-    "    else:\n",
-    "        print(f\"in correct set, {len(res_set)=}\")\n",
-    "        item_idx = int(batch_idx*batch_size)\n",
-    "        sample = res_set[item_idx:item_idx+batch_size]\n",
-    "        break\n",
-    "\n",
-    "sample"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 61,
-   "id": "0c8cfb63-b71f-4df3-a285-ef17796456b9",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "\"\"\"(Compressible) Navier Stokes Dataset Example.\"\"\"\n",
-    "\n",
-    "# https://github.com/pdebench/PDEBench/blob/main/pdebench/models/fno/utils.py\n",
-    "from __future__ import annotations\n",
-    "\n",
-    "import math\n",
-    "import typing\n",
-    "from pathlib import Path\n",
-    "\n",
-    "import h5py\n",
-    "import numpy as np\n",
-    "import torch\n",
-    "from numpy.random import default_rng\n",
-    "from torch.utils.data import Dataset\n",
-    "from torchvision.transforms import Compose\n",
-    "\n",
-    "\n",
-    "class NSPDEBench(Dataset):\n",
-    "    \"\"\"(Compressible) Navier Stokes Dataset from PDE Bench.\"\"\"\n",
-    "\n",
-    "    def __init__(\n",
-    "        self,\n",
-    "        filename: str,\n",
-    "        initial_step: int = 10,\n",
-    "        saved_folder: str = '../data/',\n",
-    "        train: bool = False,\n",
-    "        transform: Compose = None,\n",
-    "        **kwargs: typing.Any,\n",
-    "    ):\n",
-    "        \"\"\"Initialize data.\n",
-    "\n",
-    "        :param filename: filename that contains the dataset\n",
-    "        :type filename: STR\n",
-    "\n",
-    "        support img dimentions: 128, 64, 32, 16 (highest to lowest)\n",
-    "                             OR 512, 256, 128, 64, (highest to lowest)\n",
-    "\n",
-    "        spatial dim just depends on the original simulation res\n",
-    "        \"\"\"\n",
-    "        self.transform = transform\n",
-    "        self.initial_step = initial_step\n",
-    "        resolution_proportions = kwargs['resolution_proportions']\n",
-    "        four = 4\n",
-    "        assert len(resolution_proportions) == four, (\n",
-    "            'Only support 4 img_resolutions, see doc string.'\n",
-    "        )\n",
-    "        assert sum(resolution_proportions) == 1, (\n",
-    "            'All dataset proportions must sum to 1.'\n",
-    "        )\n",
-    "        self.rng = default_rng(seed=kwargs['seed'])\n",
-    "        self.batch_size = kwargs['batch_size']\n",
-    "        test_ratio = 0.1\n",
-    "        num_samples_max = -1\n",
-    "        # NOTE(MS): already filtered time in preprocessing\n",
-    "        self.reduced_resolution_t = 1\n",
-    "\n",
-    "        self.root_path = Path(Path(saved_folder).resolve()) / filename\n",
-    "        with h5py.File(self.root_path, 'r') as f:\n",
-    "            # num of data samples\n",
-    "            num_samples_max = f['density'].shape[0]\n",
-    "\n",
-    "            # list of data idxs\n",
-    "            data_idx = np.arange(0, num_samples_max)\n",
-    "            # num of test samples\n",
-    "            test_idx = int(num_samples_max * test_ratio)\n",
-    "            if train:\n",
-    "                first_batch_idx = test_idx\n",
-    "                last_batch_idx = -1\n",
-    "                self.num_samples = num_samples_max - test_idx\n",
-    "            else:\n",
-    "                first_batch_idx = 0\n",
-    "                last_batch_idx = test_idx\n",
-    "                self.num_samples = test_idx\n",
-    "            print(f'{self.num_samples=}')\n",
-    "            # grab data indexs\n",
-    "            self.data_idxs = data_idx[first_batch_idx:last_batch_idx]\n",
-    "            # shuffle indexes\n",
-    "            self.rng.shuffle(self.data_idxs)\n",
-    "\n",
-    "        # Define path to files\n",
-    "        self.data_sets = []\n",
-    "        self.index_sets = []\n",
-    "        for _res_factor, ratio in enumerate(resolution_proportions):\n",
-    "            # number of points in this resolution set\n",
-    "            res_idx = int(self.num_samples * ratio)\n",
-    "            # sort all indexes\n",
-    "            set_indexes = np.sort(self.data_idxs[:res_idx])\n",
-    "            self.index_sets.append(set_indexes)\n",
-    "            # remove already used indexes\n",
-    "            self.data_idxs = self.data_idxs[res_idx:]\n",
-    "            \n",
-    "            \n",
-    "\n",
-    "    def __len__(self) -> int:\n",
-    "        \"\"\"Returns len of dataset.\n",
-    "\n",
-    "        Recall this is a pre-batched dataset, so we return\n",
-    "        number of batches.\n",
-    "        \"\"\"\n",
-    "        total_batches = 0\n",
-    "        for _set_idx, res_set in enumerate(self.index_sets):\n",
-    "            num_batches_in_set = math.ceil(len(res_set) / self.batch_size)\n",
-    "            total_batches += num_batches_in_set\n",
-    "        return total_batches\n",
-    "\n",
-    "    def __getitem__(self, batch_idx: int) -> dict[str, torch.Tensor]:\n",
-    "        \"\"\"Get single batch.\"\"\"\n",
-    "        # iterate through all resoulution sets to find batch\n",
-    "        for _set_idx, res_set in enumerate(self.index_sets):\n",
-    "            num_batches_in_set = math.ceil(len(res_set) / self.batch_size)\n",
-    "            if batch_idx >= num_batches_in_set:\n",
-    "                batch_idx -= num_batches_in_set\n",
-    "            else:\n",
-    "                item_idx = int(batch_idx * self.batch_size)\n",
-    "                set_idx = _set_idx\n",
-    "                break\n",
-    "\n",
-    "        reduced_resolution = 2**set_idx\n",
-    "        set_indexes = self.index_sets[set_idx][\n",
-    "            item_idx : item_idx + self.batch_size\n",
-    "        ]\n",
-    "        with h5py.File(self.root_path, 'r') as f:\n",
-    "            density = np.array(\n",
-    "                f['density'][\n",
-    "                    set_indexes,\n",
-    "                    ::self.reduced_resolution_t,\n",
-    "                    ::reduced_resolution,\n",
-    "                    ::reduced_resolution,\n",
-    "                ],\n",
-    "                dtype=np.float32,\n",
-    "            )\n",
-    "            # batch, time, x,...\n",
-    "            # pressure\n",
-    "            pressure = np.array(\n",
-    "                f['pressure'][\n",
-    "                    set_indexes,\n",
-    "                    ::self.reduced_resolution_t,\n",
-    "                    ::reduced_resolution,\n",
-    "                    ::reduced_resolution,\n",
-    "                ],\n",
-    "                dtype=np.float32,\n",
-    "            )  # batch, time, x,...\n",
-    "            # Vx\n",
-    "            vx = np.array(\n",
-    "                f['Vx'][\n",
-    "                    set_indexes,\n",
-    "                    ::self.reduced_resolution_t,\n",
-    "                    ::reduced_resolution,\n",
-    "                    ::reduced_resolution,\n",
-    "                ],\n",
-    "                dtype=np.float32,\n",
-    "            )  # batch, time, x,...\n",
-    "            # Vy\n",
-    "            vy = np.array(\n",
-    "                f['Vy'][\n",
-    "                    set_indexes,\n",
-    "                    ::self.reduced_resolution_t,\n",
-    "                    ::reduced_resolution,\n",
-    "                    ::reduced_resolution,\n",
-    "                ],\n",
-    "                dtype=np.float32,\n",
-    "            )  # batch, time, x,...\n",
-    "\n",
-    "            self.data_set= torch.tensor(np.stack([density, pressure, vx, vy], axis=2))\n",
-    "            \n",
-    "                \n",
-    "        sample = {\n",
-    "            'x': self.data_set[\n",
-    "                :,\n",
-    "                : self.initial_step,\n",
-    "                ...,\n",
-    "            ],\n",
-    "            'y': self.data_set\n",
-    "        }\n",
-    "\n",
-    "        if self.transform:\n",
-    "            sample = self.transform(sample)\n",
-    "\n",
-    "        return sample"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "dafa47d4-efb3-4181-b61b-b946f0fc5bc2",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "param = ['Turb', 1.0, 1e-08, 1e-08, 'periodic', 512]\n",
-    "\n",
-    "dataset = NSPDEBench(\n",
-    "    filename=(\n",
-    "        f'2D_CFD_{param[0]}_M{param[1]}_'\n",
-    "        f'Eta{param[2]}_Zeta{param[3]}_{param[4]}_{param[5]}_Train.hdf5'\n",
-    "    ),\n",
-    "    initial_step=initial_steps,\n",
-    "    saved_folder=f'/pscratch/sd/m/mansisak/PDEBench/pdebench_data/2D/CFD/2D_Train_{param[0]}/',\n",
-    "    # Rand/',\n",
-    "    train=train,\n",
-    "    transform=data_transforms,\n",
-    "    batch_size=batch_size,\n",
-    "    resolution_proportions=resolution_ratios,\n",
-    "    seed=seed,\n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "id": "657146d1-c888-4c4e-8c48-db0dd45a2f14",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "self.num_samples=987\n"
-     ]
-    }
-   ],
-   "source": [
-    "from operator_aliasing.data.incomp_ns_pdebench import IncompNSPDEBench\n",
-    "\n",
-    "initial_steps = 10\n",
-    "batch_size = 4\n",
-    "data_transforms = None\n",
-    "train = True\n",
-    "resolution_ratios = [0,0, 1, 0]\n",
-    "seed = 0\n",
-    "dataset = IncompNSPDEBench(\n",
-    "            filename='full_data_merge.h5',\n",
-    "            initial_step=initial_steps,\n",
-    "            saved_folder='/pscratch/sd/m/mansisak/PDEBench/pdebench_data/2D/NS_incom/',\n",
-    "            train=train,\n",
-    "            transform=data_transforms,\n",
-    "            batch_size=batch_size,\n",
-    "            resolution_proportions=resolution_ratios,\n",
-    "            seed=seed,\n",
-    "        )"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 14,
-   "id": "7a9d05fe-1698-4928-8f45-a868be97ddf1",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "torch.Size([4, 10, 1, 128, 128])"
-      ]
-     },
-     "execution_count": 14,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "dataset[0]['x'].shape"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 15,
-   "id": "59548e50-87e1-41c5-bb9e-02f1ae5c8fa2",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([4, 10, 1, 128, 128])\n",
-      "torch.Size([2, 10, 1, 128, 128])\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "986"
-      ]
-     },
-     "execution_count": 15,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "num_samples = 0\n",
-    "for i in range(len(dataset)):\n",
-    "    bs = dataset[i]['x'].shape[0]\n",
-    "    print(dataset[i]['x'].shape)\n",
-    "    num_samples += bs\n",
-    "\n",
-    "num_samples"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 40,
-   "id": "e273471b-318f-48e9-92a4-55b17baa1d48",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "resolution_ratios=[0, 1, 0, 0]\n",
-      "self.num_samples=109\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "torch.Size([109, 10, 1, 64, 64])"
-      ]
-     },
-     "execution_count": 40,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "batch_size = 137\n",
-    "initial_steps = 10\n",
-    "filter_lim = -1\n",
-    "downsample_dim = -1\n",
-    "model_name = 'FNO2D'\n",
-    "darcy_forcing_term = 1.0\n",
-    "burger_viscosity = 1.0\n",
-    "train = False\n",
-    "data_transforms = None\n",
-    "dataset_name = 'incomp_ns_pdebench'\n",
-    "comp_ns_params = ['Turb', 1.0, 1e-08, 1e-08, 'periodic', 512]\n",
-    "\n",
-    "resolution_ratios = [0, 1, 0, 0]\n",
-    "img_size = 128\n",
-    "seed = 0\n",
-    "\n",
-    "data = get_dataset(\n",
-    "    dataset_name = dataset_name,\n",
-    "    filter_lim = 32,\n",
-    "    img_size = img_size,\n",
-    "    downsample_dim = 64,\n",
-    "    train=train,\n",
-    "    initial_steps=initial_steps,\n",
-    "    model_name=model_name,\n",
-    "    darcy_forcing_term=darcy_forcing_term,\n",
-    "    burger_viscosity=burger_viscosity,\n",
-    "    batch_size=batch_size,\n",
-    "    seed=seed,\n",
-    "    resolution_ratios=resolution_ratios,\n",
-    "    comp_ns_params=comp_ns_params,\n",
-    ")\n",
-    "data[0]['x'].shape"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "id": "1468e635-92c8-4a65-ab00-1ebc9de4160b",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "resolution_ratios=[0, 1, 0, 0]\n",
-      "self.num_samples=987\n",
-      "resolution_ratios=[0, 1, 0, 0]\n",
-      "self.num_samples=109\n"
-     ]
-    }
-   ],
-   "source": [
-    "batch_size = 137\n",
-    "initial_steps = 10\n",
-    "filter_lim = -1\n",
-    "downsample_dim = -1\n",
-    "model_name = 'FNO2D'\n",
-    "darcy_forcing_term = 1.0\n",
-    "burger_viscosity = 1.0\n",
-    "train = False\n",
-    "data_transforms = None\n",
-    "dataset_name = 'incomp_ns_pdebench'\n",
-    "comp_ns_params = ['Turb', 1.0, 1e-08, 1e-08, 'periodic', 512]\n",
-    "\n",
-    "resolution_ratios = [0, 1, 0, 0]\n",
-    "img_size = 128\n",
-    "seed = 0\n",
-    "\n",
-    "train_loader, test_loader = get_data(\n",
-    "    dataset_name = dataset_name,\n",
-    "    filter_lim = 32,\n",
-    "    img_size = img_size,\n",
-    "    downsample_dim = 64,\n",
-    "    train=train,\n",
-    "    initial_steps=initial_steps,\n",
-    "    model_name=model_name,\n",
-    "    darcy_forcing_term=darcy_forcing_term,\n",
-    "    burger_viscosity=burger_viscosity,\n",
-    "    batch_size=batch_size,\n",
-    "    seed=seed,\n",
-    "    resolution_ratios=resolution_ratios,\n",
-    "    comp_ns_params=comp_ns_params,\n",
-    "    test_res=\"single\",\n",
-    ")\n",
-    "\n",
-    "for idx, batch in enumerate(test_loader['test']):\n",
-    "    print(batch['x'].shape)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "id": "a403680d-c58d-44c8-b1af-a947d937d019",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "{'test': <torch.utils.data.dataloader.DataLoader at 0x7f91b3d1f3d0>}"
-      ]
-     },
-     "execution_count": 13,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "test_loader"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 15,
-   "id": "33b08c6a-dc60-4bca-93d4-64839d4dd091",
-   "metadata": {},
-   "outputs": [
-    {
-     "ename": "RuntimeError",
-     "evalue": "DataLoader worker (pid(s) 659020, 659021) exited unexpectedly",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mEmpty\u001b[0m                                     Traceback (most recent call last)",
-      "File \u001b[0;32m/pscratch/sd/m/mansisak/operator_aliasing/env/lib/python3.10/site-packages/torch/utils/data/dataloader.py:1284\u001b[0m, in \u001b[0;36m_MultiProcessingDataLoaderIter._try_get_data\u001b[0;34m(self, timeout)\u001b[0m\n\u001b[1;32m   1283\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m-> 1284\u001b[0m     data \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_data_queue\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget\u001b[49m\u001b[43m(\u001b[49m\u001b[43mtimeout\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtimeout\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   1285\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m (\u001b[38;5;28;01mTrue\u001b[39;00m, data)\n",
-      "File \u001b[0;32m/pscratch/sd/m/mansisak/operator_aliasing/env/lib/python3.10/queue.py:179\u001b[0m, in \u001b[0;36mQueue.get\u001b[0;34m(self, block, timeout)\u001b[0m\n\u001b[1;32m    178\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m remaining \u001b[38;5;241m<\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;241m0.0\u001b[39m:\n\u001b[0;32m--> 179\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m Empty\n\u001b[1;32m    180\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mnot_empty\u001b[38;5;241m.\u001b[39mwait(remaining)\n",
-      "\u001b[0;31mEmpty\u001b[0m: ",
-      "\nThe above exception was the direct cause of the following exception:\n",
-      "\u001b[0;31mRuntimeError\u001b[0m                              Traceback (most recent call last)",
-      "Cell \u001b[0;32mIn[15], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m idx, batch \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28;43menumerate\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mtest_loader\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mtest\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m)\u001b[49m:\n\u001b[1;32m      2\u001b[0m     \u001b[38;5;28mprint\u001b[39m(batch[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mx\u001b[39m\u001b[38;5;124m'\u001b[39m]\u001b[38;5;241m.\u001b[39mshape)\n",
-      "File \u001b[0;32m/pscratch/sd/m/mansisak/operator_aliasing/env/lib/python3.10/site-packages/torch/utils/data/dataloader.py:490\u001b[0m, in \u001b[0;36mDataLoader.__iter__\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    488\u001b[0m         \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_iterator \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_get_iterator()\n\u001b[1;32m    489\u001b[0m     \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m--> 490\u001b[0m         \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_iterator\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_reset\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m    491\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_iterator\n\u001b[1;32m    492\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n",
-      "File \u001b[0;32m/pscratch/sd/m/mansisak/operator_aliasing/env/lib/python3.10/site-packages/torch/utils/data/dataloader.py:1263\u001b[0m, in \u001b[0;36m_MultiProcessingDataLoaderIter._reset\u001b[0;34m(self, loader, first_iter)\u001b[0m\n\u001b[1;32m   1261\u001b[0m resume_iteration_cnt \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_num_workers\n\u001b[1;32m   1262\u001b[0m \u001b[38;5;28;01mwhile\u001b[39;00m resume_iteration_cnt \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m0\u001b[39m:\n\u001b[0;32m-> 1263\u001b[0m     return_idx, return_data \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_get_data\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   1264\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(return_idx, _utils\u001b[38;5;241m.\u001b[39mworker\u001b[38;5;241m.\u001b[39m_ResumeIteration):\n\u001b[1;32m   1265\u001b[0m         \u001b[38;5;28;01massert\u001b[39;00m return_data \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n",
-      "File \u001b[0;32m/pscratch/sd/m/mansisak/operator_aliasing/env/lib/python3.10/site-packages/torch/utils/data/dataloader.py:1443\u001b[0m, in \u001b[0;36m_MultiProcessingDataLoaderIter._get_data\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m   1441\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_pin_memory:\n\u001b[1;32m   1442\u001b[0m     \u001b[38;5;28;01mwhile\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_pin_memory_thread\u001b[38;5;241m.\u001b[39mis_alive():\n\u001b[0;32m-> 1443\u001b[0m         success, data \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_try_get_data\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   1444\u001b[0m         \u001b[38;5;28;01mif\u001b[39;00m success:\n\u001b[1;32m   1445\u001b[0m             \u001b[38;5;28;01mreturn\u001b[39;00m data\n",
-      "File \u001b[0;32m/pscratch/sd/m/mansisak/operator_aliasing/env/lib/python3.10/site-packages/torch/utils/data/dataloader.py:1297\u001b[0m, in \u001b[0;36m_MultiProcessingDataLoaderIter._try_get_data\u001b[0;34m(self, timeout)\u001b[0m\n\u001b[1;32m   1295\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(failed_workers) \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m0\u001b[39m:\n\u001b[1;32m   1296\u001b[0m     pids_str \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m, \u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;241m.\u001b[39mjoin(\u001b[38;5;28mstr\u001b[39m(w\u001b[38;5;241m.\u001b[39mpid) \u001b[38;5;28;01mfor\u001b[39;00m w \u001b[38;5;129;01min\u001b[39;00m failed_workers)\n\u001b[0;32m-> 1297\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mRuntimeError\u001b[39;00m(\n\u001b[1;32m   1298\u001b[0m         \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mDataLoader worker (pid(s) \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mpids_str\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m) exited unexpectedly\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m   1299\u001b[0m     ) \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21;01me\u001b[39;00m\n\u001b[1;32m   1300\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(e, queue\u001b[38;5;241m.\u001b[39mEmpty):\n\u001b[1;32m   1301\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m (\u001b[38;5;28;01mFalse\u001b[39;00m, \u001b[38;5;28;01mNone\u001b[39;00m)\n",
-      "\u001b[0;31mRuntimeError\u001b[0m: DataLoader worker (pid(s) 659020, 659021) exited unexpectedly"
-     ]
-    }
-   ],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 30,
-   "id": "db2951f7-1ede-4e94-bbf4-653bf659c5e6",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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jcnLysGPd5z73QSnFZZddRrvdJkmS1d7Am/P4xz+eD3/4wzz5yU/mcY97HDt27OAd73gHp5xyymru8PbwP//zP1x55ZU451heXuaaa67h3//93xFC8C//8i/c+973Xt33ZS97Gf/2b//GYx7zGF70ohcxMTHBe9/7Xnbs2MG///u/H1EscHt59KMfTRzHPOEJT+BP//RP6fV6vOtd72JmZuYIz37EXZNdu3Zx+eWXs2vXLjZu3AiE8OqnPvUpLr/8cl772tcetn+WZfzrv/4rL3vZy47Gco+g2+2yefNmnvrUp3LaaadRr9f53Oc+xzXXXHNYhGnjxo1cdtll3HjjjZx44om8//3v5zvf+Q7/+I//uFr09od/+Id84AMf4PnPfz5XXXUVv/Vbv4W1lh//+Md84AMf4NOf/jT3v//9OeGEE3jFK17BX//1X/PQhz6UpzzlKSRJwjXXXMPGjRu59NJLATj99NN5+9vfzt/8zd9wwgknMDMzs1oEdGs885nP5C//8i958pOfzIte9CIGgwFvf/vbOfHEE39thYNrlqNWV3sr/Nd//Zc/77zz/D3ucQ9fr9d9HMf+hBNO8C984Qv9wYMHD9sX8BdccIG/8sor/d3vfnefJIm/733ve0QLx9LSkj/33HP91NSUr9fr/uyzz/Y//vGP/bZt2/w555xz2L7vete7/PHHH++VUoe1g9y8tcE551/72tf6bdu2rZ734x//+C2WZnMbWkAO3bTWfmJiwj/wgQ/0F198sd+5c+ctPu+GG27wT33qU/3Y2JhP09Q/4AEP8B//+McP2+dQG8YHP/jBw7YfKjG/5pprDtt+qIx8bm5uddvHPvYxf+9739unaeq3b9/uL7vsMv+e97zniHLxW2sBufm5D73eyy+//Oe+LyOODoD/yEc+snr/4x//uAd8rVY77Ka19k9/+tOPeP773vc+r7X2Bw4c+A2u+tbJ89y/5CUv8aeddppvNBq+Vqv50047zb/tbW9b3edhD3uYv+c97+m/9a1v+TPPPNOnaeq3bdvm3/KWtxxxvKIo/GWXXebvec97+iRJ/Pj4uD/99NP9X/3VX622aB3iPe95j7/vfe+7ut/DHvYw/9nPfnb18QMHDvjHPe5xvtFoeGD1+3Nr389DfOYzn/Gnnnqqj+PYn3TSSf7KK6+81RaQm7e+3FrL2a19X9cydzrt1tuCEIILLriAt7zlLUd7KSNG3KUQQvCRj3yEJz3pSQC8//3v59nPfjY//OEPjyj2qNfrrF+//rBtj3zkI2k2m8dU+O+ss85ifn6eH/zgB0d7KSPuRNzpwq0jRoy483Hf+94Xay2zs7O/MMe4Y8cOrrrqqlvsax4x4lhjZCRHjBgBhD7cm+rp7tixg+985ztMTExw4okn8uxnP5vnPOc5vOENb+C+970vc3NzfP7zn+fe9743j3vc41af9573vIcNGzbcpraKESPurIyM5IgRIwD41re+xcMf/vDV+xdddBEA55xzDldccQWXX345f/M3f8Of//mfs3fvXqampnjQgx7E4x//+NXnOOe44ooreO5zn/srq8SMGHFn4KjlJN/61rfy+te/ngMHDnDaaafx5je/mQc84AFHYykjRowYMWLELXJU+iTf//73c9FFF/HKV76S//mf/+G0007j7LPPPqrzIkeMGDFixIibc1Q8yQc+8IGcccYZq1Wpzjm2bNnCC1/4wjtNX9WIESNGjBjxG89JFkXBt7/9bS6++OLVbVJKHvWoR92qWk2e54epYhyaujE5OXm7JJ1G/Hrx3tPtdtm4ceMdJmgw4teDc459+/bRaDRG36URa4pf9jr1GzeS8/PzWGuPGCy6bt26Vc3Rm3PppZcepqAz4thg9+7dq5PUR9w52bdv3x0uyD1ixLHEL7pOHRPVrRdffPFqpR0E3dCtW7ey9fUvQ6YJYjEC7bFVh5QevT+CxGJqQMOgtKVSK1hf6eAl9IuESFuSyDDXq5MvpAz7CdHMkGY1o9tNkbHHDBW6YsFDJSoxhUIkju5iFZZidEcQt6Gsg2l5RORQEzleeibGeijl8RayLAHpae9pIhqGKC3JZ6vIjsKnDmEEMhMIC7blIBfgBNKAl6AKgU08woGtQLwEdmOB8Rq/8uNfWAHCI/sSV3OonmDs5CVmJtrsao9T5JpiGKFmI1zVEU1mHD8zT2kUHZMi8Cy3q5TDGKQn1oa8n6AaBexLsQnIXOCnClIMRTfB1hxJLafRyIiEZa7TQHlPMe+48aWXHTanbsSdk0N/o927d9/u6TIjRhyLdDodtmzZ8guvU79xIzk1NYVSioMHDx62/eDBg0eodhwiSRKSJDliu25p0gnIYg0DhZRAxeLHNFFHEC1BXjdQgpEZ8yLBWUFvvsbkTIeJxhL15oD+tGHvvgQrKyR1i655Fjs1ZCqotgaYXKNSSSwdpY0Yix3LscbMgFjQyALUxoKxqQGNSsZsu0HajDiuuUBhFLvaKUIKSu1wKNz+GlFFINaVyJ9VUENBPg4ucriWJe4LxKKGCJwG14DaAYj6nrIqSBdKyqxOb6vAK2CiJOoJ/EKETUEZoOJZHkwjxyKMqeGkRCqFqGioORoTBQeK9XSXqkSVkjLTyKolTqEYRhRAMm44/fgD/Li+kY5J8EOFqsZsW7fMwBTMd+o4V6VPiulGWKPQsSGaC5Z7FL6783Pob9RsNkdGcsSa5Bddp37jRjKOY04//XQ+//nPr0peOef4/Oc/z4UXXnibjpVWSophilpWiExSjDsQIK3ApgSPqlkQp4ZBL0GUAqdAeHAItHRkZURWRNRaQ7qDlJlal4GNGfQSWuNDxpt9cqPZsziOtwJrFC5X6HqJyTRsH4CHE2dmWcyrSOWIYgMOfnhgI7nV9OarRLHFZQorBEiBmihIkwJx74LhDQ2cEoBA9iW2ZZCJxyJgoFADgalCuuApGoJk0ZK0PfiIsiaIbowoq4Ko5/HSM9ggie7eZ9hLWFqs49sRTgr0ogreaA26vQpID8KTZxEUEi8FJpcgPXIgcQ3J3uVxPIJEG9yYIR9G7DwwzfhkF6zA3liF2OMdMGYpexHKmzv8czNixIgRR4OjUlVx0UUX8a53vYv3vve9/OhHP+IFL3gB/X7/iAkfv4i8HePmE+RAErdBWJDLGheF0KS3gnIpYXCwRr2WsWXjArVahp7OGZiI3Z1xBJ6TJw+QG42KLAJoxRn32HiAu03NcbDXoJOnFL2YIotwQ4VMLGP1AZMTXZLEUKvknDaxh5PGDtKIctKo5EC7xcL+FsNugqobRNViNKAdVC0qshw/OUduFWXTQeRQQ8H49wTx9TFyINDzCt0XqAJUBip3VGYNnRNShtPBQEoDwoDKIW57KnMelUF+sALKYxcTRE8RzSlc4ilmLEgo+xF2qPG5otrIiWsFDCSyqxDSg4CoWjDbbdLd0yRbqlD2I9RcTDnQzM+2sIsxwgiSfRJRSsglvlCY+i/6y424Jb785S/zhCc8gY0bNyKE4KMf/egvfM4Xv/hF7ne/+5EkCSeccAJXXHHFHb6uhV7Oo974Jd72xet/8c4jRtzFOCpG8hnPeAZ/93d/xyWXXMJ97nMfvvOd7/CpT33qiGKeX4SbT/Da42JP0QyOkWtaBB6vwDcsUVtR2aXIf9Lkhus3sLyvhelH2G5M0Y2RyrO7P86wn6C048blCZwHi2Bfv0miDJ1uFe8F66aWiaslSlumaz22jS+yeWyJ4ybnqeucR03+iPs1dwaDqy1KeOSixluBUA4RO7yVeATFMGJu0EBJh/SglxVjP3UIJ2je4Gh9W5DOivCiAFnCcFpTNjRlXdDdItAD0ENPPi7wEhDQ26rwEkRfIQ2oPBxHlkDNomsFRA4xlDgEaqygkuY85ISfct8Td1Dd0iVp5IjJAh05vPK4qQIfO/xCCFe7ocYtxDAXo3tQmXdEfQdxuNnx8o7/0KwB+v0+p512Gm9961t/qf137NjB4x73OB7+8Ifzne98hxe/+MX88R//MZ/+9Kfv0HW940s3cP1sj9d96sgB3yNG3NU5aoU7F1544W0Or96cqCPwWmEaDoTHC6j/NHhfwynQHYltWnwNbATJWI4rJTJyFHuqdITgxvlJJus91jU6HOg3SNIS4eHAoMH2xiKZi+h2q8StAadO72NnZYKhjYikpbAKJTyb0mU6JqWjKkTKsr7eZa5bZ/z4ZayQlE4yyBNcO8Joh1jW+HFHe76OGUSoRU0654k6DoQgXspxSpBPVtBdgcrAphB1wVQEcceTt0KhDl6ABxtDb7PEC4EeelwELlO42JPNQLIo0NdrbFXjxjwicYjIIHLJIIo50G6yodUmzQp6w4RaNUcIj0ZgliR09GoxEZlAGoGLPTaFwTpJWfXoeU3UhywZyZHdHh7zmMfcJr3Td7zjHRx33HGr8xBPPvlkvvKVr/CmN72Js88++w5bV2mP2UFBI0b8yhwT1a23hotAADigZlEOorbGRRD1BS6T+GmHnymRlpB3KyXGC8RYiUotSjpyGzFwMVJ4qqrg4KCB9ZKNyTJ7huPI1FBPCm7sTjLbazDT7HJqcx8e+H5nE9fMbWNdvct1nfXMzzcoUkmjmpF7TSwtW+vLLORV1jc6/PTGDRQVD06SzVdRwxBOTRcc0cBhE4FLFPlERLzsUUPBcL3HxgKVgyw9ToNwHj3wZBMCUwElLCaWeAdRj5Cf1SAHAjUIudh0GfBQHQpcJBD7EkzLk09Jrl3azPXz6yDyNKoZwyKiluYkkWHdcR327J3CdmLkkkTlIlS7FuBi8CV4JUiWIF0AVx/1Rv4muPrqq3nUox512Lazzz6bF7/4xbf6nJv3HHc6nV/X8kaMuEtwTF/NnA4TiqlZpPCQSVy8kqeznmLSY6cNrpTYUpG1U8o8wi7F6IqhVR/gcsX8YoPOoEK1nnPS9EHW1zto4fjszlNoJUPuM7WHVjJkfrZFf6HKbLtB7jRDF1NaRRqVdMuEXZ1xBjKiHud0i5ROnmKtoHAKJRwTug+RQ9cL4n0aWYLMCWHREkwqGExryrqiMpuTTcJgnaBoCISBfAK8Cl5lMQ5lXWBqUGwwZNstpu7QGZimh6pFGtB9gdfgEsjHIJ+CsgbV/Z7Kfkh3S+hEYT3XVWBR021XqEYFAmj3KrSLCjJ2iIFEloKy4bEVhwuD2hEGKrOgB4f+MKOq1t8EBw4cuMV+406nw3A4vMXnXHrppbRardXbqEdyxIifzzFtJPUQoj7IocRXbagMTWCwHoYbPKbhQm/fUIVWiSjcV0OJLARpUjIoY5R2pJUC72FHZ4rt6SJnr7+Weprxg4WNDG3MclahMp7RmOpT5BE/6c2wVFbJjSbyjtPG97J9bJEsi9kzN86gn6CF4+BSi/3dFs0oQ2rPvbbtYazVR+LRxlNuKZEFmFRiUwkCuls18/dOGWzz2KYLBTebDMWmknLMU9YAB9k06MyTHFD4jkZkKvRs1jyqq4jmNbIUmJrHKXCJQA0gWQKExFRCRavuClrXe6r7BMmPEvyOKt2DdQZ5TDmfsjjbxO9KQYCLPLoviDoSWYLKBKYOZROcDqHfuOeO8idjxK1x8cUX0263V2+7d+/+hc8ZdfKMWMsc0+HWqAe2Cr4UJD9OcITQJMLjYlBdiasIqFsoJMIIfORJ1veJEsOe/RPEqWHT9BJjyQDhQUvLZNIjEYZUlxxst+jnCdPNLqVROC2Ynu6xrtKlpgri5iw/bq9nf9Yks5qxsT7dXsogSxDC06wN8Q7GoyGTcY8DeZN9UQt7QkaiDbKbEHc9ldmC3pYYUwmeX77R0dzUJRvEmF5COjlEK0suK8hdCV5B5aAnWXIs3lsiUosXPrSYKI/qS2QZcoa+YfBNj+lqRC6gKyiaofAHH0KkcduueKYCF3mcV9hejOgrRBd8IWCmxMSKeEHhopADdrHHR6F4SpQK4YH26Kr6m2D9+vW32G/cbDapVCq3+Jxb6zn+eQhGf88Ra5dj2kgiQl4snZU0djt03zB/f0kx4UlnJa7i0Rt6WCRFOyFuFtQqOZ0sJetFKAet5gAlHMYpptMuBwdNvjx3d3p5woHZMcosYv2GJZwXHFhokaQlgyymEpWQdDmxdpCBi9ndGac9rJAmJRPNXug1VJ5IWY5rzdPUQ5bKKvv7YyzNNbBZxDCVKBeKipz0DNeFNhavwHvB8oEmwnukFeQHqjCWoeolppLgBfS2wXBG4VKH7Et83REZsAONGgikhaLuUB2NmMrxmzJ8ISiGFXBQtAAv0H3IJjXCQzHpcDWPdwJRaMRMAYsRZeqRRhIvSeJO8EyFC3+D/paQmzQ1R9wWodJ1xK+dM888k09+8pOHbfvsZz/LmWeeeYeeZ+RJjljLHNNGMm57igaYGjgF+ZgiXhSULUs+Hio4x+sZhVXoyGCMIk5Ljm91yZ0mN5phEdHuVelJh/dw49IksbRkRqMSi3WSTpEwt9TAlYqZsQ7VpEDg2Tto0S4rPGziJ2xKJ7ius4493THSimHb5CKZjdg3P8aB5RaTzR7bxxaY69UpOgnehT5Im0BvO7gkRQ8gHw85vupOGTziSAYBgAjiKcv4eI898yk+UyEh64N0newpEBBvGjBcqGCqUI5L0J5oQVK2Y3AmPKXpUQNB3PaoAmwkyCYFpu4pZxwoD7lCzwWv1iNQFqJOMOJR15N0LLLw9DZpvPbogUBnwXCOaiFvH71ej+uv/99exB07dvCd73yHiYkJtm7dysUXX8zevXv553/+ZwCe//zn85a3vIWXvvSlnHfeeXzhC1/gAx/4AJ/4xCfu0HWNbOSItcwxbSTzMUGx0eJTR6+IsDH4xOObBtHTiJqhGhWMVQy7Dk4Sp5ZhHuP6mkER41JHrC3L3SrlIEJrS+QdplQksaG/VEVKR9ZLcKUiTQq2NRbpuYS93TE8UEQZO6pTSDyJMjSTjM21ZYZlxA171pGXGoykHydcu38jwzJCTebY2RTTdCT7NUXLk00FwQCXeuLFcFmSJujC6oEgXXDkiwlz7Qi5rPESbLJijoTHrS9wQ01/uRI87ExCxYELRT+qL3FFhEgc8bIgnQWEQJYeqtDf7HEti2iUxNLhU0kpYtSSQpWhT7Nshn+LXGATRdJZER3oiFDl6iX5hEcXx3Sq+6jxrW99i4c//OGr9w/pFZ9zzjlcccUV7N+/n127dq0+ftxxx/GJT3yCP/uzP+Mf/uEf2Lx5M//0T/90h7Z/jBix1jmmjaTTQKbwVuKilQv4RGjYpxWk0SaiAevrbRJh2L0wwfLBJn6ooG5Q3qDiAovAJZ49O6YRVUtjok9/GPI2DkFSKTB9hah4vvG9k1CTGevH2iSRIVaW/ze/hYbOOJg1qGjDdfPrWJhvUKDwefDwhjsauMijesG7q85KshnINlm88qh5hXCCeDHosfaOc8jIIbsS4RSyFETXJuiBJ1EgS4fTgqIJriawcZCTE8qDlahWiUgssqewNUF1j6RoCvAK3Q8GD89qDlRlArG5JI4MsbS4BAwCE3lkAcRBwF3sSCgbkK2DvpMki6EdRQ0FovTIMggcjLjtnHXWWfy88a63pKZz1lln8f/+3//7Na5qFG4dsbY5po2kcARFGu0xdRB1g2wZsALXi3DacePcFAeyBpWoZMvUIv1ehXKo8H2N72g6ExqhHXQ0DmAo6CzWcFYSVUuMkTgv0M2CrIhQkSONLaVTYGEy7bNzcYIbO9PEtYLFUuKspFrLsR2FFSCMQC/JEBYtgwqOcJDMSfLYYirg1hd4QOyPEVYgCwFGEi1J9CAUydgUQJDOO2o7e5i6YvnkGtQsjfV9vINBnuC7CdXJDFU1TG3os7xYY7A4gTQSm3qECceSZaiE9VIgC7CLMcNEk7U1TJd44fHCQ8WjD2i80FCxlImAXCDxDDaBSx26oyD1VPeK8ONlxF2GkVD9iLXMMR0Xi7se3RN4v1JlGXsOlYxEyxKxrFlYbjC/2GQ4jFls1/HLGpc4VBaa7PWsRsxHRAsKPRBgBLV6Rm1sSCQcogw5QZGEXsyJ9R2MkSz1aoxXBnRNShxZJic7bGwtEyXBg7UIrADpgMTiNUQ9QboYKk7LejAmsqOIMoGwYiWEyur4q9qNkvoeh8pWxHUUmCoUTcnSvRt0j68xnAFbKgbdhPUTbVrVISgfwsfCcePsJL3lKlYLPKH9w9RA9wGxMoorB1MPKj0MFCoXuFyi8cjYoZwHIzEVYHOOr1tc06L6oRJWZpJkIYzSwnuShZEs3YgRI+4aHNO/+b0M+TbhBE57nJHQloiaxTYcsoRma0Bnscb+/RVUFoxgakKhj84gX5kWYrQPQuQahsMYhhq3GBG3BWZakm7vQhWqlYLOoILJNAf7DSLlqMYFG2ttDg4alO0YsRDDZkOlmdNfjlFdRTyRUU5L8oHGO9C9MKnEVjyir3ClRHiI2itzJNeXFJMR0kpUHlo7KnMe4T1OCoqWIO56kiWBsQI2WYSHQSclGs9RtZL2Yg3Tjolv1CSLHj2weClwSXjvSgT1XUGQoBx34EJhjuoLbFMgJwx+GOMSh7jbkEgH+b8kzhkuVrAV0N1QRYyEuANeC0xtJEt3V2LkR45YyxzTRrKsgjSCeBFMTWArQcjbGQkNg6iUGCGQA4leDjqmtuqpHhDYKHhTNhLovsZWPaKdQN1hTQyhr59iwiEalonagFxF7N89QRkJavWc3jAlLzQnrTvI3uUx5vt1nJWovmK4UCFZP0BULV4L1IYM5yTj1SHzB1u4LEUPBFEXyhZ4B37CUE46nJGImsNOOWwiiRdDT6MqPHkrGFOdsaLfCtGyILIhBFw6hXCezbUON86vw1uJSSAB4o7FRYIsVQxmBJV5T9R1tMcVqidx4xbb8ORC4BuWfBAhHNQbGWWpKaxC9FSYWNIOeWBhwOvQvoIlVNj6kZG8SzGykiPWMMe0kZQuaJl6GSTRbMWDEIjIoSJDEhkGuxuofujtKxtBnu1Q20TRhHLMUdkvEV5QtDx+pXVaGvAaKvslZTdmPmlSa2Zo57HKUziJG8TYQrG/2mKYxVR1QVlR5OsN3ghsL0I3ClwpKayiokuyQYIrFL7mibtBlq6Q4BKPKAUehSgkXoDqSWzFU9YFZR3y8aBygwA1hOpsyFV2jwc7n9JrFfhCYIcRP+tvACuIFyR6CHrgMDWNNI6yFrzY7laBMhKnQ6ha5gIfewSg5jTULSeftJvNY0t8d3YT+w5MIIYauSDxCtxEiZ7TyFxg6g7VD78s8qlRn+RdiZGYwIi1zDFtJMs62A1Bti1aUMRLElVAWShKn+CWwrxDpEdlAq9EMAQSosGh9olwwTeTBh8DpQzTLgYCW/XYWihcyYQCF1Hf0ENmMQ7B+PQyC70a7UEFJRxxtaRWavpzVWzD4vekQY1muiSbrzCME+RihO4JypbHVMCOhSpdYYNSDpFHNEvUniS0bixLqvs8tiIoWlBOOip7JMKGyR8I8FWHGbMM8ph0PKP0KV56/GK8IvYORVMR9R15S5FNBQ/URx5T8di6Q89rvIJomfAjQgmEsIxV+xzImujIoqsG29HEy5DNeOIDGt0V2AqogaKcCKIG7thOdY+4GaO6nRFrmWPaSKohOA+iZsn1ipj3YMUILoaRWcKGQhkXhSb4shbEwVUeDJOtOMrtJd4I4sSQiTBj0smVatKtQ5r1IVJ6hnnM0mIdITzVZkY1KjHVDK0s/WFCnkcMshibeqJFhal6dE+SHkjAQzEV5jNWDgZjXTYI8xdrHoxA9RS+ZXBDjR+zOCORQ0kxJkgWQnhZdSRlHeI29LcIhIXKLsXAVRjWY7Ry+FKGkGgmsDoU/ABk45JiPKjj2IojmVMUkytqPdrDVIkbKOSyCh53rti1PEk1LegNU8SiDqHrIcTLYSpJ1A+ydsMpiHfIIAuoRy0gdyVGNnLEWuaYNpJesTrtQsaGZCpn0E6Jd8crj4dwpHBB8DzqQTof8nllTeC1p2x44qqBTCJuTFF1QHlM0+IFZP0YoR2NNEdYaKQZRT+mO18jnnD0sjDpo5yv4CX4uoWKwxahSlQNg3SeHnqqBz3SgNMOkERDGGwIxUe6I0mWwM3GZCcWJOMZdhBhy4RixlE2VAjJKoetO8oljRoGSbl8LISa9Vz4c7qqRxcgagaRa7KJFaGCOIRChRHIqqWYBl+zyNjiM4UTgsR4vAtC5qLq2NttUS0LBoME14uIhgJpPFE/KOvE7TDeSxpBsuwpxgQmOkofiBG/Fkae5Ii1zDFtJIsGiH5Qn5HCY4THF4pi3BEtSaLBofFSYWQWQiMzQWUuXNi9DwbULMV4K6hkAhqhpcFHnmgqp+zGtNIhd5ucJxKWne1xRKvP7oUJFpYalMMIITwkPrRp9FXocfQh32grYThy3A1VuCqzlJM6NNwPoWiJ4HnJ0N6h+yBKQT5XJWrlxJv62FxTlCr8ovcQpyVWedz+GN332DT0YSZLIdfqlECOhVFWahmkCXnGfNrjE4fOJZXpPv19dURHIyYseizHlIrSpVDxkFrS6QFJZOhnMaHhE3TfM5wOo71sBKYbNGIrcx5TEUSdcP4Rd02896O+yRFrimPaSLpJQ1QkYMIsRg6mJBkU0xbT8Pg4NMvjgYECF/J6ph4qM03TIRykuzVFa6VHUXuc9IiKDYahFJhCI4RnsahSTUr6JmZmrEM3S+l5ge/qIAguVno1K2EyRtxRyMyTj0E3FUQdgTSSZNlRNCWmCnbMoqdz8sV0paVFIuciZAlWOaiXFL04hE9nNXhB0Qq6rTKCfELilEdnhLiYJIir70qoLlhsuqKqIz2qBF8BPGTdIJLutccOYqKKIa6UDKoxQoCKHEJ4egfqsBjhlMeljnwijB0rphzxkiBZtggnGE4pTI1VwYQRd02s8+jRj6ARa4hj2khKA6Zl0UOBQBB1BTYOoUvGzIpBkMTzEqcFfsxQSoHIZCiSqZtQ5VoD5mPKhg8h3NiRNnMGyxWE9iy06/w0nuHE8VmqScGPOzNI5UkSQy9xVJs9sk6CU8FG+YHGA6bhkUOBadkww7IUWA+ylER9D16gdiryTpVKJrCJXxULd5GHoaTUEZjQ9a9ygamGKlSRBw9OKouPwEqJSaFsOmhYhI3QA4GpwmCjQ2iPkB5lwggxuhXEmMc3LVG9IK0VtHc3kQMJiYOqI2unyNk4VLKmDgTYqg/5yKEkWYa4Y3CxQlpJuhAGOttodBG9K3HT6lbr/bF90Rgx4jZyTH/ek52axCmKpkAmoYAkmwSTeAwSIT3Shd5I8NQ3dxn0EkodIfsK19WgPD6xKO9xLQNOQC7J5qqoUiAbJbaQLPRqfKN3HK6v8dKTNnN8J0IWiqKXYguNjx1oj04MumExZQpWUdmr8DI06ufTHq8Etb2QtENbSjoXPL2oG/KLpu4oxx0il8g5hdCgCkEx4Yi6ApOAbzioGTJAWTDLMQgQqUPa8P70tgb5O1WGthiUh4UIUwkKQsJJlPfEsaHfT9AHNdJ6yg2hhcO7ECqmaYgSh21H+KpBzkV4AWXdU1YVSIEeOoq6xNRB9kaFO3clbhpddaPunhFrjGPaSEYD8DVB2QQvPdm4QJYC1ZeUDQt1iy8kQgESikIzM9HGNDQLe8ZwRgWjkougX5pavBN4I4IRKRXWSLwTRMJRLKVYJxHeM2xHkEvcmEEIESpEB6HRX0wUWCmxQiBE8Kx8FGTf3KE+ewE6c0gj8MoznBLYVGKrHp94dFeCBS8Eqgjye0H2DfChTcRlimRnFBr666FXtJhS2MQRDcN7gg/vh8tCJawwYOor3t6KXF6WR3gvkBUPQ4FcjDBFyK2aukcvBqNIHNZmax5RgkkEC6dF+MSFAqkitNu4kZbAXYqbxgXszxFgHzHirsgxbSTzCRC1lSrWxFNEoHuh0lNmEtGPiduCbJ1DlIKsnbJuaj+q4fDa01mu4bWnEpewXlCvD9DCse/gJH5niql54n0RZtySL6XIRU26aYgDxMGYcrxEVh0sanQvjIuykwbTi4k6kOYCmUPZ8KFfU3mSxWDIhXVk4xJTCa0U+XioglUZ6IXQ5lFMO2RssLnCC0iWBJWDjuFQUgxThAjycjoPggoIiBcFtiJxqcclK2HStgySfMKjCoErPKYGyntkbLGFIk4MliBRB56oI2BFT1blocApr4CajXBC4MYdYiAoJy3x+iHeCYqlBDUU+FpxdD8YI+5YbuJKWjcykiPWFse0kSwrIOorfXkNgzMSW/fIVolfjEl36FDdGoW5h0J6ftqe5m6T8zTSnMp0yWCYsLC/BYmjWskovSCqFmQTOhT+6GBgXaZwm3KSVsZgmBDfvYcwiuFSBTVQqDzk62RiEakh2p/gZOjPjJeD0k/SDiFXU4HhjFwVO/cS9DC0Xdg45PWED15fNF3gbqhiUoIXKVbUgFQoDjJSAIK4DVHPE/U9vc2S/laHAKq7JUUDkuUQ2s2mPLbqIHLogxp9UFJGAjMW1HykBTNjKRsgl3So1HWEMDQOV/MrBUIeMRRQcaSVgkRZlr2g0BGiGF1I70rc1JN0IyM5Yo1xTBtJVRAk1aYKosRSLKQ4AbFw+MiFOYk5OOuhaklqBc5L9iyO088TTtpwgNIonBNU45LFXp1GbUitmpNuK1lcrONQVNYPyXox9eaQ7kId19ckGw1loUE73JQnkxpXcyig1swYbNC4UuETT2W3JFn05BOhglYWYbSXFyFnmM2E5n6VSVzsgmA4wVCWmUbIMCRZlbB8DxGKdQgzM+1QgVFEvWBse5tCAY/uSNLF0CbjVVD1sUkIybqqR+QC3ZNEPYGoQJnLYPsyKLwgakvipfAcWw1CDLIUiJkctxBDqfA1h6wZep0K3UzhO5rqPknpk6P6uRjx62MUbh2x1jimjaTug+0Fd00dV1BvDBkuVCh3VqGQ2DgIiEujKZoerKO2eRimcGjL/k6LpaU60kGJJI4L4sjQ7VbwChqtIWWpqKc53oP3ocBGJJZ+PyVNCrxTVMcH9LM6yntU1TAwEXJ9ju3G4CBfD6YhsBuD4LpaUqQHFfmEw614iK5hcYknGcsx/Qjf0fjEIwmGvrHT0N+oIXaI6RxxMEV6j/FgU0/vhJXe0E5o9pf9MBnF1MAnjuE6gcqDAHy6X2GT4LmaqiDqe6oHLDYNrTHDUlDbDcmyI29Jykbo4bQNh7ICNZXjc4mfTfC5RO2LEeXKRBZ7aO7l2qLf71Or1Y72Mn4t3NQsjjzJEWuNY1pks2gG78kiyHoJGzcvkG7tYWcMZtLiIo9XPijVCI/JNQsHmjgr6XcqzLcbmEKh5zT2YIrNNXPLDbqzdRgohIdhN6XfT0kSQ7WakzZzVMXgBophFmOdoLtQhdRCJilnK5SLKcYoRCGY2byEnM4pN5ds3LzAlo3ziIojW28xYw6mc3zLkLRy4skM044R/dAuggMz0MgS+ps1pgreSey+ClhBWQYVHpJQfJTOCmp7LZV5jyw8RTMYrWRWUjkY1Hmifgg/qwJq+z2671F5iOOq3CMs1HYL6nsM1b0ZjR0ZKoOoAyIXqEyyfcM86WSGW1fiSoXMBHpFDnC4PogqrDXWrVvHeeedx1e+8pWjvZQ7nJsaxpEnOWKtcUwbSWlC+FD1JQwUS/0qeR4hylBtqoowYNgmYCvBOES1koXdY0SpIdEGoTzFWGj/KHsRbm8FmQt6SxX6gwSBB+EpjaLXTymNCmFWL0jTEl0zYCR+qHFVhygEqicRB2Ksgna/gkWgUsPe+XGE8sQzQ9yEQeWCJCmpjg+opAVlrrFO4rwMBr5mQYRxXdlkKJ6R+YqRywRCErzQ2KM7Aj3wFA3JYJ0gmwSXBoOlVoQGoi4ki6GIKG4TjCI+yOJlDhcJbCxIFsHj0e0MYYPBDSO5JFJb9u2dpFiR6xO5CPlU5fHRSmi3YY/2R+M3zpVXXsni4iKPeMQjOPHEE/nbv/1b9u3bd7SXdYfgbmIYR47kiLXGMW0kbRpybT7yKOdZ2N9CdBXyYITuC/JNhnyTwUxYZC5wTlAWGtWX2Btq5Dvq2E6MzIGBxg01aiLHpy5M1jCStFIw3uzjlyKy65vYpRhpoHG9xO6oYrrRSmELyK5CWU91T/CqhBPkB6tobZF4xpp9+mWMjg0KjxhKfK5IsWRFFKaPxBY9kyFncpQInp1NgqEz1fC6dVdQ3QfJXoUeCEQusYmgt0UwnIFizGMbQUxd2FA8dMhQegmihOEMtI+XpHOGZNlQ1hVlPUz0cJGguy2mv7mC01CZd1RmHXoA6TUJ2d4qRSdGz2qieYUnhHGThVBdq5bWXg/Ik570JD760Y+yd+9env/85/O+972Pbdu28fjHP54Pf/jDGGOO9hJvNzc1jKNw64i1xjFtJM2EpRx3+MgjxsvQ4F5qbMUHiblShoLQXpBxExWLLEGYkD+TkwXRWA4KpPOoyZzWTC8Ig8eORiNjcqIHXqAn8jBS6kBE87sRogDZk8QHdagi3djDTxeYFLKTSmzdIQYSX3FE0rFt/QIbm20wgtIo4kYBUwUOwdK+FmU/pjnW5/jjDzA9vUylniNnI+J5RbwYcoVee3y60m8ZQXUvqI4i6ghsy2CaDjNt0AOBHMrQVymgmHTBo46BlekmLgkhVxdLTFWRjwuKRnhfVO6wCXROqjD7kJTlkxRL9xQMTijJpgSu6ojmFXq/pnogiLcjw3SVcntBsenYNQi/KtPT01x00UV873vf441vfCOf+9zneOpTn8rGjRu55JJLGAwGR3uJtxl/E09y1AIyYq1xbBfu4NCTOWY5wRcKbwUcGmCsHJWDkuHmlT4/I7BDheuqUD0qPHI5Qg0FSV9Q1hTWVOhIx0yzy/qxNgcGDdZVO/xwx2byfijCMTVPNikwLY9qFchSIJWgHIaGfF91WA9xYjBCoWPLcH+NXUaB9BSLKcn0kPFWD1MZ0isSvPDYXsT0+h4Sx3S1z2C+hu4K8mkXwpy5wNY9bjwIo/bjCJmFYcdULJQS3ZNIIxAluKZHJCtVvl1NuaKrWjZWRom1BbW9ju5WhcqgbIVCHmmgaK5o21bBNh22vuKtDyX5FoNsazxh1JeteOJ2kAM0LYfva2qt9lH+ZBw9Dh48yHvf+16uuOIKdu7cyVOf+lT+6I/+iD179nDZZZfx9a9/nc985jNHe5m3iZuGW0c5yRFrjdvkSV566aWcccYZNBoNZmZmeNKTnsR111132D5ZlnHBBRcwOTlJvV7n93//9zl48OBh++zatYvHPe5xVKtVZmZmeMlLXnK7wlGTm5aZmO6iypB7kw2DUA4ijyfolvoo9FG6COL9YbyUT11QjonAJFA2QjhSWLClQlcMXZOwrt6lnVfIvQJECI8mPgxJ1o6JzctsuPsclcnhihydRVYMoqMpc0U8neEHK4LgvRgVWSrTA5rVIXFkmKz1SeOSeiOjvq7PjQen2bU0wZ7OGBs3LCLv1cM3LcWMxbSCdye0J64XsCHHbSqIZ4ahkS2X2AjUIKjkyDJsM1YS9SFZCj8WyqZHOBE83kmJcOBisVKcE1R58olgNG3VgxXU1/eoTw9wFYe3QahAmiB+YOphf1MHP1ngtWfYX3stIB/+8Id5whOewJYtW3jf+97H+eefz969e7nyyit5+MMfzh/+4R/yH//xH3zxi1882ku9zYzCrSPWMrfJk/zSl77EBRdcwBlnnIExhpe//OU8+tGP5tprr10tf/+zP/szPvGJT/DBD36QVqvFhRdeyFOe8hS++tWvAmCt5XGPexzr16/na1/7Gvv37+c5z3kOURTx2te+9jYtfn7vOCpJg3h5oUhqJYWPqEwMyYcRZU8jjMQqgfBhlJObKJGxg8UYYQS6FwpiIAiH28WYPdk0IjWcsGGWWlwQpyUml7hEQOQpJz3jmzv0hwnzwwZlL0Z5oCcRUyWu6pCZxDQ9risRzeD9NdKMQii0tvTzhOW8ykRjgJKOHfunqEQlw35EH+jHOa2JHoWTGBcRzQzIllJcX2N3JrgJi0wt0oMcSnzVgNEgwU+XYAROCYQLnuMhRZ9kQeAi0DkMNniirgQfjJxcUdYxFUL7SaPEW0FnsYbSDtlRiLpFtUqsjLGFAgeu5cL0D4LsXlrNb9Pf8a7AueeeyzOf+Uy++tWvcsYZZ9ziPhs3buQVr3jFb3hlvzojT3LEWuY2GclPfepTh92/4oormJmZ4dvf/ja//du/Tbvd5t3vfjfve9/7eMQjHgHA5Zdfzsknn8zXv/51HvSgB/GZz3yGa6+9ls997nOsW7eO+9znPvz1X/81f/mXf8mrXvUq4jj+5Rdfz3HtGgKPGihKk+ILRT6o4hoWEYULPSbCe4WrWkRPI8ZKXOrQc4q4E8KKyZLA9GGQSHzVoQrJclEhjQ2NqGChV0MYgZcOUbF0Fmq4TIUhy07gV9o21I1JMBwVj7ihgllnULFDloIsC4IETZ3RNhVKrRiYiM6ggoot9eqAwU+mKQR005S81Gxdt8CBg+Nkwwg5ULjIU05aZFtBT1PWJen6fqiKbRVkYxFRq6AaFSzON4lnJdUDoRIYFwQNyrGgIuRTj0kNakGtVsm6KLSJuFZJMjmknuQs9Kr4XFFdV9BY1yUvInoVi11MkblETYfWFS/Ap458ee15kvv376darf7cfSqVCq985St/Qyu647ipXRzlJEesNX6lwp12O+SeJiYmAPj2t79NWZY86lGPWt3nHve4B1u3buXqq68G4Oqrr+Ze97oX69atW93n7LPPptPp8MMf/vAWz5PnOZ1O57AbQKwdPnWooQQjUPOaqBvmOoYufI84GKow1VDgVuYnulyhlyW6z4omKqQLlmgQjJk0YJykKDWL/SqlkMSbQriRhsF6gc01oqdQczG6I5E2NO3LbEU2zglwAr2o8YsxDkEpBc5J5voNht2E6XqXZpKhcEgnmF9oYmOPs5LCaJLIkDlN2spRDrwLhTqyo0iWBLLwJPWC9XGPzeNLbJ5eojoz4PjpOU6aOUAcl6hh0IaNOo5kOVT5Cg9iS0Z9Wwc9leHi0LrhZWipsanH9iPyxZSFdp0kMjTGB5x6wk5Kp6imBUlSBq3aCJT0NDd0ESJU7LroV/lUHZsYY474jHY6HbrdLkVxbGvZHtYCMpoCMmKNcbsLd5xzvPjFL+a3fuu3OPXUUwE4cOAAcRwzNjZ22L7r1q3jwIEDq/vc1EAeevzQY7fEpZdeyl/91V8dsT3/SQOx2VNMG/SyRvUg7kJ3AigksivBBuk3F/ngPUUeOZRE7dDfp4fhAmAqEpU7sCB6mmj9kO5ylZkNPeKGCQOWZzxZHpFGJU4oWEqwiUNUXRAfGEp8FAyNlwIX+2Cohcf1NCbW5ImitJqNrTb3G99FZjXWS/bPjyEjh4wc3gj6CxVcUtKOKrhSImcTfN1hoqDJWjYFLvWUO2rsNTXK7TmNqT6VqEQKz8Z0me/FdiXvGkKuyWKQw3NKQDticCDGColmZYLIpEMZsSLGDqYfoRJHJS5ZXqzz7b0nwHjJMDIMu2noIa1YlHR05+vQ1SRtSSnWnpUcGxtD3HSm1M3YvHkzz33uc3nlK1+JlMdWUbkdiQmMWMPcbiN5wQUX8IMf/OA3ojBy8cUXc9FFF63e73Q6bNmyBdNyqIFCREG/1RAGDeu+CGLjZfCK5HIYM6WGYVLHoWkb0kA2IdEDj2uA10GovJi2uHYCFcv8oMbWyUU8gmEZMVYpkHh6VCiaOoifpw5hJKIMo6xkAWbSky6AKSXlCQWVtGS8MqRay1ju1Lh+73qWywrOC2JtyQtNozGkTAz9gzXoaYY6aL9G0jJx3CLLZUo5l4IEta1PmQUPlcSR1gusk7TbCZ12lX39FnkeoT2UdchSQT4W4TTITEAeflQoCflGE9pclhVWhYIdYQle4XzMbD6GmtfE85DdE/I8RWQSH/ugPXugQdQRIUwbrRx/jXHFFVfwile8guc+97k84AEPAOCb3/wm733ve/k//+f/MDc3x9/93d+RJAkvf/nLj/JqbxtuFG4dsYa5XUbywgsv5OMf/zhf/vKX2bx58+r29evXUxQFy8vLh3mTBw8eZP369av7fPOb3zzseIeqXw/tc3OSJCFJjsxz+bES0U+JlyXeKLwR5JNgp03QWu1L1EAQ9SDueLKJMLi4tltS228pWhI9hGIM8ikfQpMDUHMaX7UwYVjuVynyiPWTbaqqZG6+SRRbikyHEGgRhMH9WIkYRFRmJV4HXdmyAeW4AwRCOcZrPeayOrlXJPWcvNSUhaY+1sEr6PYqtNIhRaPAVSRSeoxRuIpF1gx2PijxqLpBpRZVOjArVagSyl6MOVDBa09RasglyRII48kSgdcgyxBW9RKKKY/QFp2DWpShd7QQ5IDXhIHUpUT0BaqAbJvFuRCupZDEyyFMKw3/q+zjoWiuvZjce9/7Xt7whjfw9Kc/fXXbE57wBO51r3vxzne+k89//vNs3bqV17zmNceckbxpn6QfeZIj1hi3Ke7jvefCCy/kIx/5CF/4whc47rjjDnv89NNPJ4oiPv/5z69uu+6669i1axdnnnkmAGeeeSbf//73mZ2dXd3ns5/9LM1mk1NOOeU2LV4sR1BIRAnRAY0eghqCWNLIxYjKgaBXmiw7om4YR6X7gqIF2ZQi6v9vK0N9Z1CMKdZZfN0ihgpdCKbGugznqtywcx0HD4xRqRQ4L0JYVPnQTpJLtLa4mme4jiAJV/GYahhnRVszmK3xwx9vY37HBH6oEMrTPdAgG8QcnBvDFpJKNWfb1DxjY32qjYztm+Y49bg9xMJxYN84/kCK1CEkm/USXCkRTiAHkuFChXw+BQGqUSKEx1ctve2efEpQrLdkU558wqOHkM6D6oNVAoYKm4ig0iPBNyx+zODrFlfxyMGKmEHd4ocKB0gbvE2vVsLV9aClm63zmOm1J0v3ta99jfve975HbL/vfe+7mo9/yEMewq5du37TS/uVcSMxgRFrmNtkJC+44AKuvPJK3ve+99FoNDhw4AAHDhxgOBwC0Gq1+KM/+iMuuugirrrqKr797W9z7rnncuaZZ/KgBz0IgEc/+tGccsop/OEf/iHf/e53+fSnP83/+T//hwsuuOAWvcWfhygENvWU2wrKMRea35Og5aq7ApuGdoeiHkROhQXciqrMwBL1LF5CuuRJloKXJbPQy+AlFIOI5X4VG3l8TyO1o9kakKZF+P/2Dsn0ENlV2IMp6V6JTT35JkPZ9KGx34WxVXIoiRYUak5T7qqS767Byrlyr5AehsOYHYvTLC02aFQzlHJYLzh+/Sy1yQH17R2iVoErJXQ0lbEhassAtT4jEisFTNKjx0KhiBKedHMfs7lgeusiul4ifNCzHWx1CCdI9ytwIhQ8ZcFTdQJ85NA44iUJOuRz9c6YdH9Yq/SgMhF+iAxCAVQ+ARhBvGPt5SS3bNnCu9/97iO2v/vd72bLli0ALCwsMD4+/pte2q/MYeHWkSc5Yo1xm8Ktb3/72wE466yzDtt++eWX89znPheAN73pTUgp+f3f/33yPOfss8/mbW972+q+Sik+/vGP84IXvIAzzzyTWq3GOeecw6tf/erbvHhhwaVhbmQYXuwRJaTzwfNxOuTMhjPQrQmSpRAGNQ0YbFAIBOmCwyaCfDyoxngBalmhMzDrDbGwGMKxXV8zf7CFk4QGfgetiT7zuUbMxpRVESpgffCwzEozvjACvSxDq0oOpZZ44/AK4kpJPojxRkJi6fZThIflQZWFbh1bSlqNAc4LxisDxiLHwV2TsE/BUg0z6WGyIJ3IyBKPHyqKfoTrR2AEfkMfGpZuluKLMA3ES0HUkasjrWQRRNSFAdsA3VawrDDjFhn7MDx6whC1JaojSG/UQfZPg1npQa0cCPeLMY9ee22S/N3f/R1Pe9rT+K//+q/VPslvfetb/PjHP+ZDH/oQANdccw3PeMYzjuYybxej6tYRa5nbZCR/mXxEmqa89a1v5a1vfeut7rNt2zY++clP3pZT3yKuEkZh+U6Ejzzx4qE8mSfKVjRKo0PzDQVlfUU4wAed0XQe6juHLNy7Sj4e8mvpbJC2K+5WhBYHKajN9OktV4hii8sV41NdFmebDDspqjWAqsWlPvRG5oJ4VlOsN4i0xPc1TnvSdji3k6BSQ+VuPXrtSnhfC0lrosfGyWWGZcTcchNnJGYuRc8qFqYTRNWyJ68htSO+MaK215O3FKWCMoYslejEENUziiIiqhUUiwnKe/KBIptLwAhMJUzsiLtBjchJEdxCH/KRNvVI61EDia1LyqZDKh/Gdw0lKoO0F4QZkrYlmwg52GgAeuCozMJwDc6TfOITn8h1113HO9/5zlUVqsc85jF89KMfZfv27QC84AUvOIorvP34kSc5Yg1zTGu3ilKgcGAUPgotDF5IKvNQnXU4LehuDSFPWYCrh1FWiKAMY+qS/uYKZVOERngZim10GVobnFGUJoQXfS6xMvQwWieDEZqtsDiXQhK8wmg8w8ymOCWIZnVoqxjzlFMW4RRxW5BPgBqq0EcJRNqSTPS436ZdJMowLCMqUcm+pTEKnxJGdwi8FYi6QQmHTSKGUwIQuNSCEdhuhKjBfTbtYqGss3+5SVo1CO2QSxrZV0F1qOnACgoZwtF4cGMWrS2lk7hS4vsSW3UgPUJ6ZGKJdmsqcyvvWzUU74RwtWewTpFNQqwELhbYNeZtlGXJ7/7u7/KOd7yDSy+99Ggv5w7ncE9yZCRHrC2OaSMZLQmShZh82mMmS8RQAZJk2SGLYDDjTvAgUZ7koKQYA4TD1R2DTZJinSefMJBJ1FBgpi1+SSF2pTBhcWgGSxW09eiJjDBa0VNJSlwUIxcicDpUfHZS0q6krAEe4mVWBh8LynGPiwUyA5sI+p0KOjFBW1Vb9vTHEBIKo8hsBBLiDQOSDZayCKFSl2vyXBIj8Ar0wCMziY0dQnhk5Ci8oig0fqjxVjDQCrwg6nkGmzw0DfpAhLAhB6u29ymRKG1xVsFAY8YIBVGFIOpqpJdEPdB9jzSeohVS2fmYwqah3zTqrRTrZCEvu5aIoojvfe97R3sZvzZGLSAj1jLHVlfzzdAZQS3GCaLdMelOjcoE2bikv0FTNCROB2Fvrz1lDSoHobJPhorNusPeLYOqDR5TLmAYQoxeCGRPoeYi4ukh9eM6lFlEpZnjvKA3TIgmM/yUoZi2odqzH3KhegBjP7YIF4TXo0WJcH5FIzUIpLuliGIpIT9QpTtXpzCaWBrqSc50pUukDevHO9QaGbE26NgGzzkToT/RHgonh4HIMrXUm0Nu7Eyy9+AEw17CcBBjBlGYXDIFOBBLEXIoMDVwFYctNH45JltOSdISXQ1C8yoPI7GEcFT3SGQOemDxSoTxY8bT2yIpmmGGZW+zor8piLmHhO3a4g/+4A9usXDn9vDWt76V7du3k6YpD3zgA49ombopV1xxBUKIw25pesfGu91ITGDEGuaY9iRtAmba4xJPelDiYigbDpeGqRZeQfWAp77XUlYlnbuByjxeCgSgmwVCOnRaYpwCBVQcIpPYikcOBWJjxthUj83VZX68sB4tHN1+SjUpmaj38bU+B+fGKAYpNnGoviTqCXpbFMW4Rw8EUQdkrsLsywS8JQyB1iIYVuGwXrKcVYPm6rBKe7FGXo0YdFOUdCAEIhehd3G6IFsvsJ2IeDGIGHirGWQxQnqIHKKUiK5CJA7ZFagelBMe17BYFHpdjo89ZSdGFTC+uYMRAqMUvlgZGo3HrsyhrM46TE0hTfCIy6bA6aB7axoOlQXBhsE6Actr70JqjOE973kPn/vc5zj99NNXBf8P8cY3vvGXOs773/9+LrroIt7xjnfwwAc+kL//+7/n7LPP5rrrrmNmZuYWn9NsNg+bxvPzlH9uD6Nw64i1zDFtJIUNotyyDGOxysmQn3OJDzMTewJpHU4JBuslpu7o1kOFqxhKyrkUnzqEBy8louqRXYVLPDiPzsAqWFyus7xUx/Y12XKEq3iKCc/41IDFYZVmdciir4QJGyoUC7kKxItiVazA1IN4OImFTIV2k57A1h1xvWCi2md20MADpVWklYJmbRg8wT1VTAS+4vDCoxOHkEHqrmz6ICNXN8w0egxMBE6gopKyoinnU/DhR4EoJL6EdFuPemNIVkYsDTV+yuEFDIYxth2H0LEH2dHofhALKOvBqHsZ3uuiCVI7fNXhY/C5wmkYbHLE5drzJH/wgx9wv/vdD4Cf/OQnhz12W4zWG9/4Rp73vOdx7rnnAvCOd7yDT3ziE7znPe/hZS972S0+Rwhxq0IcdwSjKSAj1jLHtJGMBp5SO1wMLhGorkRYgY8ctuYox2HpFEm8KJFFKN4p6yshSgdIgVrWK6HL0J5hxh1RWqKvS0O7xmyCTx16URN3QZSQb7YUywk/7G/BOoloa+LlEGYt6yLkLOc8RV1QjK3k/nLASkRXks6v9GGOCfAWVTEs9GsMi4iFpTrGSRq1jEg5GlN9lhWI/RWiBUk5bTADTVQtqW/oMbyxEQp3SsGB5SaTzR7TlR57ZyeYmOmyDPhhhWKdQ5UeVYReym63QtZLQIJODb1hgs116N0UoeVFDwRmypJpudKTSjCe5YqIQOoQDYOaj1F+pd1F+ZXRY2uLq6666lc+RlEUfPvb3+biiy9e3Sal5FGPetSqIMEt0ev12LZtG8457ne/+/Ha176We97znre4b57n5Pn/9ugcGhbw8zhsnuTIRo5YYxzTOcnBTJj8IVdEAuKloLAj6hahPfjgVao8hGY9oSpTFgLdEyRz4Re+l5DOCdJ5QesHkvS7CRDydrojqezUqD6kcz4YZAWyrXFlGDGVLAqkDV5jMIaEaSIr7SZeESpUtQ+6rmlQ5bGpR/ckynlEIegs1IMMXS+iu6/Brt1TzO0doxhEyEwSLwrUQoSaj8AKjJf4iguFMkNF2YmZW2yyf7mFTCweQHvsTIkYL9DbBkzcfZGZ8Q7WS4wU1Go5sXeUiwm+H4QFbN3hU49NguRdttGGGZPaYxpBJJ3Y4aZKaGsa10viWYnuhX7QfGYNWskVrr/+ej796U+vCmzcFhm3+fl5rLW3OADg1sT/TzrpJN7znvfwH//xH1x55ZU453jwgx/Mnj17bnH/Sy+9lFartXo7JHTw8/CjcOuINcwx7Ul6EXoP432afCqEQFEOEseGdct0+hXMD+vYGOIOSCtgWYZQbDd82fUgGLZ8MuiPVmZDG0g26SlbIcfoIkBA5oLhVJ1gHAsJspR4BMmyI+54vJbBg2yEAh1VQD6+IlEjg8HMZ0KRUHVvaEfJRJ39SR0qDjmQ6MXg3RbjwQuGcH7hwFaCYILbm5IriJYUNvEwZqmMD8isJo4Nkba0l2ogPb6QmFIRp4ZeEdNtVzD9mOpYRgVDe7YOThKN57gmRMrhEoWzcfAcBzL80GgAkwVuMYKqg1yi5zV66BiuE+jMU79RUKhj+rfX7WJhYYGnP/3pXHXVVQgh+OlPf8rxxx/PH/3RHzE+Ps4b3vCGX8t5zzzzzFXJR4AHP/jBnHzyybzzne/kr//6r4/Y/9aGBfw8RtWtI9Yyx/TVTJUhvygLVqdvSBdCgYvdGtl8BaxEFSEvqAcAnmy9xdQ9cTdUn4atwXCq3JGNC9QQ1CC8PS4GO12uihEkCyHkqJc08X4VpnKUUDRDu4mLQ07UVKHYYHFjlnghhDHNtCUqPTJxDNfB4ASDH7OoJUm8X0Nf4VeUgojdihcaPGEXrQgS1B226lHdICNnKx6berq9FLsYU1Elg36Cim2Qq6sZZGLI9tUo9lfJewnOCuwNNbo/HMf3ImQuMEsJzdqQODKwHBF1BCoxyNQilA+/IqTHtSzeCcT+hLLp6G0T6IFAFuFHBGvQkfyzP/szoihi165dhw1ffsYznnHEsPJbY2pqCqXUquD/IW46IOAXEUUR973vfbn++utv8fEkSWg2m4fdfhGjnOSItcwxbSTjDtT2OVSxUkXaDyo8cl+C3VFDHYwwKQw2eooxx3AGsvWOqCdIFiDEQkEVnmQZ8glBNiFJlj1er3huNYetWaJlSbIMUTfIr3kFurvSXiIhHxNkU4Lh8QZb9Qw3Ofxkias6quv65BtcKKiplUTH9/FjJVQscqzASjBTFlkEY20mDG5zAanDb8rDeK+ccMx1ObJe4msWsS3738IjI/EDjat4BiZCRxYtHTo1OCtQqUHhEF2NWlZEc4poLowJQ3lc3aKnMpbmG3Tna/hSYGKBX46xEdiWDYILPY3IJDq2oD0+9eTTDteyDDcFw180jurH4qjwmc98hssuu+ywqTgAd7/73dm5c+cvdYw4jjn99NMPGxDgnOPzn//8Yd7iz8Nay/e//302bNjwyy/+F3BYTnLkSY5YYxzT4dZsHGgET9ErT1kT1H+kKKuCcqV1wauQB5S5xEeeaCmMj1JFmHihciirIX9oo6AmowdQPQAIyJsSUw8VtDiwteCx6mGo8PQahPWUm8zKhAyBa64MI44NCBj2ErwXxB2BNQnDRhy0YGPQEmqNjEFZZbjVIIwgii0bNi9wcLmJ3VdB98NaTMNQSQvKgxV8BNZobCWIKkgrsTMllIKxypB19S4/3bse4xRKesxygkgA4ZDCYaXCjFnidUN8qaGvccsRUhJyk4AZt6EYp6cQG4fY5QQ8COnxcwkyh6RZ4sYNblLgS4WfT1iDM5fp9/uHeZCHWFxcvE3C/RdddBHnnHMO97///XnAAx7A3//939Pv91erXZ/znOewadOmVWWfV7/61TzoQQ/ihBNOYHl5mde//vXs3LmTP/7jP75jXhiH5yRHnuSItcYxbSQFkN+9wOYa3SqwhaLoa2ziMRPBc6vukcH7U1A0JDrzZJOQTcoQUi1Ci0OYiyiQpaeyYMkmFHrgiTuevCFJOoaiIUBITBoMros8TgvQjsrGjGERIYwEI/EDhV0O0nS2AjRCCDNelAxTh6g69JLG1ySVyQFZP8FaSbphgBSOTlahLHQYUTXmcTWLiB1FHiHnIrQEl4QUbLnOIDOJVA5rNYNBwnXtGtIKnPLYUiEKiZrMMUaCdnhjSZKSWnPI8lwdNa8wLYfMBbYSKo5UL4SSRSHIO0loJalYXE/jJg0YQTRRUPRStLbEqaGYEFi39kZlPfShD+Wf//mfV/OAQgicc7zuda/j4Q9/+C99nGc84xnMzc1xySWXcODAAe5zn/vwqU99arWYZ9euXUj5vwGgpaUlnve853HgwAHGx8c5/fTT+drXvnabx879PG6ahxx5kiPWGse0kXQRpD+LMesM9bEBS7MNhtssSjpqYxnlIMIsVFaHAwsH2YbQE6i6ckUdJlSbeg1x22Mq0NmuiPpQNATNHTnJImA9eqAYOkk+7jHrSlzkkT2FnCzIvAoarlYGQQIH0YImbgtsAvGNGlF6elvCWpyViIrDF5rFHeMwViKFI1tOSGoFWjuS2JBXJGJJIYYKj8Boj6x7XOzD2C8XFIeUttRaQ/rDhM7OFi72qG7wFqmEnKIZ6FDtmivoa3IT4QTIyFNWQtjYQfAehyGHKvPQMqOWFLbhUHMaJ0K/pKgZBt0g0m4LRdzIcYnArr02SV73utfxyEc+km9961sURcFLX/pSfvjDH7K4uMhXv/rV23SsCy+8kAsvvPAWH/viF7942P03velNvOlNb7q9y/6lGM2THLGWObaNZNVhNxREjQKlHbJioFAkaRF6ABciGgdCgc5wSga1GA26F6pKdQZ4yKY9ruZIZkOlqKt6MguqJ0jnFfUdfQB6W5t0twrMhMUbiVAuTCLpR6HtYyhRRuCTEG41DU/cDobMRgLTArOxgFyFGphWiTUSHwFWEFdKChPhhEALR5pmLC0kOATCekRXYVsWF68ICADUDEp7OBjR67cwFSBdKbBJVgqTconsSnwiYKLE5gpRD8U81VrOYBijSnBO4gVEg3BsWQQRBBE5VGKJ6yUulcTKM2ynNOpDhPb0Fyv4XFEOI4pBjBfF0fg4HFVOPfVUfvKTn/CWt7yFRqNBr9fjKU95ChdccMEdmh88Ghw+T/LorWPEiKPBMW0kmSzQEyWNSo5FMNYcUHpJJSpZXq5hbejdsAkkHc9wKkinxUuCuO3JWwIfCaIuuEIhCxBG4Icr8m8IXCzBOcpWgnQeH3mSvQoXAyhsAshQXRrPSSrzjsF6iVNhoLJTApl7ygaUUxapHWJJw3hJOpaRd2NMERNpR96PATCzKcvDKqYRwp9+0oQm/aUIkcnViSWyJDT0p5aylMiuRqQlJA61ZyUPlkvMhMVFoKZzkmqBixVj430qUcE9W/v55sHtzK+LUAdibMPhncSLkEMtWx7GDDItUbEl1RZfSDKrsUKQSousBG/VW4GQnmSPOjqfh6NMq9XiFa94xdFexh3OqE9yxFrmmDaSjcaQomhCLcOUmodsuJ4fLm9ECA9NwaKv0tvqUZkIIVMfQrQmDZM5XBzCrDaBZGnl8ViA90Sd4G32tiiqe2JU5mj+sI3TYxQtQSlXpObSMIkjbkO64Bn70QAvqwzXSURO8F6jcA6iUE1rYw+FwhpJc3xAbWqZDE2/lyKkw9clxWwF1VcwVeD7Gj2nwRNk6EqBEB49kFRqQ2wM/U6ErVpk4iALCkMuDiFmbwU+dZAroppjw8ZFYmFYyGoczJtEkUHVDf5uBl9ofKLwuSQ72SBFaGfJugmqajDakvVjhIBqUtBZrlIajcKjUwMDgRlfgz0gwPLyMt/85jeZnZ3F3Ww68XOe85yjtKpfncMVd0ZGcsTa4pg2kqVReCXo9irEcYnAM5H2yWzEXN7ANoOH4+ZjvApqPKov8CvC3GUdpA1hSVsRlA2PWgnB2jK0mMTLjv7WKsJ6vBZ4EQYTl2PgUo9qFri5BD0QFC3oba2EgcbykASewCYeW3fIXBKNW8ppRzPKmWj1ENJzXHOB2azBgi6pqJKN1TbfSTfT3tVCzMckywJbDVJxApAWoo7E1jyDQYowFl0rcVWBTixWKcSJJVVh6C1XUTWDihxaW1RkaeiMhbzO9uYiN7SnWOjUKdoJsmJWZm8KnPToSsnGiTbdLGVhXwvbjpETGVPrOrRnGyzONhFVQyIM1kjQHlk1uI3ZUf5k/Ob5z//8T5797GfT6/VoNpuH6bUKIY5xIzmqbh2xdjmmjaTzgo1TSyz2aggvuGZuOwvtOtZKXK6QkUN6j3MCp0MbR9wBUwntIbIAxgyVLQOKQYSfS3HRSotHFpR3TFVi4yAW4BUMp4NnKkrQhcCbCFkGsfV8ypOvE9R2yNB/mYepI2UNILSS8LMUsa0gqhu0tmytLWG9ZGt1kZNqB4ikZV82xrpal/54istTEBJWBibLpsEOFF4rGCtDgY+y5EIxXhvQqGQs9GoM56uUXuAE0I9wRlDGDqUcNy5PYaxka32RuzdnGWQxcd2TOcXEVJexzUPm+3WUdCx1avTnQmuDqpdo7ykzjVeeuF7grSCJDN1ehXIxZXJDm45ZexfSP//zP+e8887jta997S22ghzL3NST7Gbm6C1kxIijwDEtJiA87J0fxxgVqjr7FZyTOCdpjA2IlMUtx7i6ReVBt9Xp0PLhWpZivaWYcAytRiqPGgZdVh/mFIdRUJWV+7CqhXqoUlZY0IthhmI+7TDTBjduyCfAVsPjyBDijXpQOSDwFYfzAifBOMVcXudn7Un6JuHU2j4mogFDG9NIMoQAEo/dUMBUidAebwSiEDBR4JzAziVBfLyrKZFYBMqAP5CQL1UQA4XqBdF11SrIiojZGydYnGvynd1bWBrUEE5QGEWjOWRDo40Qnq1ji5hC0+lUcd2IxDqmZ9o0xgc4CUQOV0iskyx3azgjoa9ZPNDCumP6Y3W72Lt3Ly960YvucgYSDs9J7l8eHsWVjBjxm+eY9iSl9DjpKZzCz8fkMuTqmuu6ZDaidIpkU596NWMxbuH3xKsSbsoKJA43UMjU4BZinAxFPDoL/ZLpvKe2J2O4MWWwTiAs+NTjrEf3Qti2bIViHqc98T4NNoRknfYUM0EBCAuNG2E4LShSQVRAsb/CnmELN1kilWepW6NbJIzFAzomoTA6CKQnhurMACE9VV0wzGO6qoKxwVO2UtHb00A0SmpxQW+Y0p6ro004dzSW05zqs7BcR0cWlyt84iBTLHXrLPZriKEi7kF3oJn1hk6Z8sDNN+KnFoiVYb5sUd/Qod2uUq3lbBpbZm9njOEgplopSNOS7nIFagYGEkN8tD8av3HOPvtsvvWtb3H88ccf7aXc4dw03LqvvfZC6SPWNse0kRwMY7RTofcv9VAKRF8xaFeD7mkpQ8WlAKqWfJ1FH2pv6EpcLmHCYJdi5EDjE08ZQ7QPbEUgjUcgUJkn6gk8EO9XlE1POeaJlwU+F8ieWNGPFeiBD8OW+yHcOkwB5SnrkrLlSXdrop4mXXTY9ZKeVgjlmNnU5fqFaUqrSaWhtGGqhxPQXqgRJ4Zk0tDLElymw5BjA94LpAU30CwsNiiGUSjYOT4L/ZbCsbC3BQKs1Bgb+h+RHp2WK9NJLNXpnHIQsam1TL1MiYXBWEmjMcRpguBA5Fi6cYx22iCdGjIz0UEJz+JiHd+LECa0wTi/9qpbH/e4x/GSl7yEa6+9lnvd615E0eGyQ0984hOP0sp+dexNapD2t0ee5Ii1xTFtJMeaAxpjGa1kSCdL2b9rEplJSgSxdKhWgROC5W4V2w+TNWRfYictbszgdGiaF4lDRI5oMUwIMUkIp2olyKaTlQHOHpMKhAuVsslSGHelbchhFi2QziF7At0PRUC2AniBzAT5tEeYlTCsg8xL8nUOIoeMLIMyot+vYPandKseOZBEXUE55pBdRWXLEFtIzIEK0aIk6oXio+rwUD5UUHRi1EKEb1koIBcxWSnDkOdcYAcKMZ0TVwrKgaZRzejsa0LsmF7XYR9jbG/Mk9mI/ze3lcxoqnHJUruGrFjSak6JpF7NmGx1GU+GzLXrGMKMSp96bOwRg7VX3fq85z0PCDJxN0cIgbXHrgrRTcOtB9oZznmkXIOKESPWJMe0kUx1yd3H2yzmVXpFgm6WFH2NXIjIE42qlyTjQ7yVuDiIDZgixUceP15CpiAWOL8yWUOBzoMaT9Tz6KEnbpdkExFlTYRGfRcmj+TjUIx5mCwRs3GQcmsa1FaD2VnFxaCGYUKWnQiScixrigmLHKqgLZsAucRawZKs441Al+DweO2xaRgkLUvoL1cR1uCiUOFqah6bhupZl4a2kOpPg6A7XqEyRb5RBKUe7TGJh8gxPdaj30spS0mkLDo15N2En+1aT1Qv+FF7A8Yr5jp1cILlso6IHWWpQq63NmRDq41xCuMk957Zi7WKBe0oujEOQRKvPW/j5i0fdyVuGm4tredfvr6Tcx68/egtaMSI3yDHdIVFLS4QeOaHNXKjUdqiMkHUFmHMVUfjvaD0krSRoRKDsCCERylH3MypTA5JJjJUM+QG/fqCYsxjqmGyh4skwgcxc1MFgV/JRTqYKkkrBX5zhnIglzWZ0WHmowOzziC8RxceFqJQFOSDV1k2IJ6TRAsqeLO5oNbKMBtK0CuScwbSxTD42BpJuZSAE+TTlmKjJcRNIZ0VxO0g6p5PO1wUjh/NaXRHIKxYsdaChXadYSdFJpb+ngZlptGNAgrBcLHCDQdm2NtpYZdj7I1VxL4ELJAptLI0qhmDMmZjdZmqLPhJd4b1422qccG9T9jJPbbtRVWPXa/ptvLYxz6Wdru9ev9v//ZvWV5eXr2/sLBwh+qoHg1urh/wnq/uODoLGTHiKHBMG8nJpM++wRiJsqxrdqjEBW7CYCvg4jDlIx9ETDZ6yEySLVRClSceLR22UCS6ZLLWB+HxEyW+q6ntFsTLHi+gfYJiOC1QBaTzgIfe8Ra3qUBUDUQOX0h8KVDjYbyV8KAHgnh/CHPWfqSIl0HlAt2TkFjMmMPUIRqAKAV+KaZ/oIaYj0IutWJx4wYbEwxmX6HMofmXAtENeT+Vw3DGk085zMYwQsvFIMrwHukM4nmByoHIIRYiZFsjdyYk30yJ92hcrmht7JK2csbH+qxrdNhy3ByqZvAVR5QYJJ56nLPUqzLbbvCzzhRzeZ3SKvplTLM65PjGPOuTDuXgmA5Q3CY+/elPk+f56v3Xvva1LC4urt43xnDdddcdjaXdYRzyJF/z5FMB2Lc8HCnvjFgzHNNXs8IrGnFGYRW72+M4L4nHM9xBTdSTmA0l05Nd7jW+j51Mct1wA2bM05ga4HKFEEEcfLreo1sk9LsV9KzGaYEZh3yTxddsmAM5F4EPg5tFw6ArhqIbM3ARPvLIqoP5CF8NYVQZexq7IJuAzt3B1i3RokIYUPMaU/HoHtiKx7cMXgQvNR4rMVJgncTXHdnJFnkwRjiBXlTYaYeXHl/1uEyilgTxsiBf75BLGhV5vA9tLsKFlpaoB9IoTEOCDaPAhBOYFKr7ARexnNRBeMbTPrWopEuC2jhEGslkq8+cUWQmohqXlF7ihMBayYZ6B4dgMprDOcGCrXHvLbs5ts3CL4+/WXP9ze/fFTj0ko6fqiNECLku9AumG7/8CLARI45VjmkjOR4NWFftcH13isEwYdvUAouDKkvNKtQtMxuWWVfrsGyqVGoFrekeGyodhjZm1551NDd0qVYK2nmFRBv6gNdh/JWNQ8GNbXpEW4MLWqnJItjdMeV6gRMCJT3ShGrZZFZgN3oQ4BJP0RCoDKJlgW35EIYtgTGDnigo5xN87CGXqJohbWRsmGizf248eJXGIlKHqzrEQIWK2UJS1oH1OWI+RpSQbQljwfCCaFmQT3rkivgBAkwNVAZjP/IM1gdBBVl68jFBqYLUnSsUKjWURvOzTpN2r4qMHFumlzipdZDrMFSjguWyQhVHM87YsTSFsYp+kdCw48i65W6tObr52gm3rgUOeZKxlsw0Eg52cva3hyMjOWJNcEwbyemkx9A1QAruvu4g48kwdDecADO1LgMXUTjFwMac1DjIsBFxz7F9fOfAFvyYoe8ifO45bmyB/fMtImnRx/exuyvoRUWRCpiPg8i49mAEw/VBy1QuRPgxCzaEWrGCwUYfql/nV/oslxxR22ArEpdoXAx2wpBMZkHkIHWhsjaT1FsDVOQYFDH9+WqYD9kX2JpHdwTYMOhZ9EEY8L2EshZUgQBQQZHH1ENIN1kCRKjARQTvNpuQlA1IFxxR35FNaIqx8JgoBa4C11+/EW09YrKgbCd0qyk3yCkAlno15rIa040esbJUk4L5pQb9XsqScozpLktJlUh2j84H4igghDhMgu7QtrsSh4ykFLC+VeFgJ2ffcsa9N///7b17lB1Vnfj72XvX67xPv9KdzoPEAILKQ0FjdMaA5kecwQfqUlRmRK+zHBFGRlzekVkKenGEn+PMcGcGwVGvuFzgg7lL5orKDIMJPngIEVFRGAiBJCTdne7Tfd6nHnvv+0d1DmlCFAQTO6nPWrVO1d712FV1qr713fv7OMQNy8g4CCxqIXnLY8dzzMomiZUYK5kNc1S8TpoRJNfBhAXasU/gxAhrObYyRT3JUSl1CeoxvtGsHdvGw60R/FyMEoajBmrsGS6x+6GRNB2Wns+p6Ik0HmvVojppIAErAAO2rHGGw1QbiwVJz6HycOqaoQsOcV7gzUFv3CBKCUnopN23FYtTjmBEs2ZkD7UwT6fnpxasrkVLEKEgmBJYlYa464yLNORdlPpuigR0O83W4TbTLCckaaQgFUJhl8VKkYbWCy3lrZaoJOmOzLuRFADHoMpRajUbCUJPIDsudBR7dg5QqxQYKrV40fAu4tpS5ro5GmFAu+NjQ4Uz61BZPUeznWPSKyHCI8dP0lrLu9/9bnw/1ap6vR7vf//7KRQKAAvGKxcrew13pRCMVwLu2wETmb9kxhHCohaSzxvcQz2u4krDznqFOHZQyjBWaRCohJLTY+vOJRgjmSmVeOnybexoD+BJTa4YMlZsMOB2cDHoRFItddleG0Q4FjkcYSOBbrtEnsCbkVgnzeNofYstJkgrsFZCLFA5g3VBBJa4pUjyaeQdFYLxoTtmSYoWd6eXdo12BeQsye4cUloeUqME+YjpWgkh57XV+XFFYcFpWbQvCKYtSV7gz6XdpVhw6wIRp/6buWlDVBH0htIMJ24nDbauA4iLEhVZwkELpBGETEUzsnKWWAmSRBHHChEqbMcBz+AFMQOVFqPFBqsL0wx4bTbtej4awZLBBtLAbK5AdbDFGq9Nxe9Rbxx+43IH4txzz12w/Gd/9mf7rbOYg5vDvpqkYKwSADDRWPzCPyPj6fCshOQVV1zBxRdfzIUXXsiVV14JpF/SH/7wh/n6179OGIZs3LiRz33uc4yOjva32759O+eddx6bNm2iWCxy7rnncvnll+M4z6w5ywp15lzFY41BWp1capTiJrQjj6lekbyK0WEaZaZXVPxscgXGERTckE7PY2t3hB2zA7RqeUgkvptgrKTd8ghyIYlxsR0fK9K0WNZN015JDSqvcRxNV+fIP+qQrDRoF0RPIYygPZZqf24rdR8xfuoWoisaNetgVboftIBI0QjydBOXcrlLo57HSkswLQmrEA5ahn6e0B2e3y6GJCfRLhQmDDKBsCrTOLPSYlTqAiJj8BoCK9KMJsa1tJdb5HgPU/OIlMBf0cbLxdSmqxgjcPIx1qbptTBw4urtIC17uiUebI+yJjfNisoskXFoJR6eqxFVg4OhGnQZdZssK7Sfzd9qUfHlL3/5UDfh905fSEoYKqQhB2fbR15i7Ywjk99ZSN599918/vOf58QTT1xQ/qEPfYjvfOc73HDDDVQqFS644ALe/OY38+Mf/xgArTVnnnkmY2Nj3H777ezevZt3vetduK7Lpz/96WfUhp9NLyeiTK1ZhIaT5k6MXPYUPZoDeSqlDjpSaTdp7FDTCtFS9Gwer6TptH3CPTmcWJIUoN0MSLouqhzRruexHYWHwXYVllQBFJUYKSx6xicxEMzINCjApIcdMuAYmA+SblyIqpD2j1pUR6KrFhlB4XFLezxNgcVIhJtPiLsOPccgfA049IbSvJZBTaC6hqCm6Y4oOkst+d3gdgROL40QtDcwu0zAr1t0kGYdSQWlJqzMW9Z2ROqHORzhBTFR6FBv5NE1D1GJiZseSloINEMDTWbiAtbCSL5FO/b5bu2FFPwIR2p8pRnLNUisZHkwy2PtQaY7BUp69nf9W2X8AbLX20MKwcC8kKx1MiGZcWTwOwnJVqvFOeecwxe+8AU+9alP9cvr9Tpf+tKXuP7663n1q18NpF/axx9/PHfeeScvf/nL+a//+i9+9atf8d///d+Mjo5y8sknc9lll/E3f/M3fOITn8Dznn5w7MenB7BxGfIab1ZBkmo/sQ+tyCNpC4SvKRQi8vmQ2q4KOpH0IomremmAcCERCEQ+Bi2Quz1iLZF+gkkUdjwknpvPtTjnIAEdKkQokDYVTNGQQXUEwtXIosZEkmTAIHIGKTV6xsepSVQEXs3B6aTapUzA5DTWM5imixSk55BISCQyEnjNdCyyvcybz085L3wrgmBPaozTHU41xagCLevgtg3FnQbtC7ojEJXSDwWdS8cgbd0jGO7iBTFIiyd1GsM1loiuwljILW0jpWWmXkT5mlqnQF7GTDdK2EoL19Hk3Ii5MIcFdlFlZ2uAPTsGGKxmVo+HE3af7tbBfKZJZhxZ/E7BBM4//3zOPPNMNmzYsKB8y5YtxHG8oPy4445j5cqV3HHHHQDccccdnHDCCQu6Xzdu3Eij0eD+++9/yuOFYUij0VgwQerjaGMBDQe3Lig8nrpfyI5CTnmYjoPQgqFqk3bHRyOQHYnqCpK2S9JJg3Jb3+AYSzQTIEMQDYXd4yMTgeMYSkubDI81EEtDBkaauFLDUIyKU79J2RPY0Qh3KMRYkNWIYLwDgcYKcNoCp5t22cYli/ahuzQdo9QO0FaIGRcx5xBO5bA1j9xuqGw18y4cAqFtKsiExG1KLKlVahp8HZyOBWnpLTH0hgRhRSIMeHXmE0WLNGKQAdGT9GoBjaki3ek89YkSsiuQNTcdd9XphwAWpDIIa8nLmNm5IlKk+TkHcx10IhHakpcR9z2+nNl2Dm+gR619+KWLOpJ5QpOEaj7TJDOOLJ6xJvn1r3+dn/70p9x999371U1MTOB5HtVqdUH56OgoExMT/XX2FZB76/fWPRWXX345n/zkJ/crtxKksKimwiiA1FDGOuDUJLqeQ7mWCW+AGInoSrymQAxFhAULbQUSZCnBLUXEHZdoVGO8eb+waojrJOT9iNlaEdtwMcUuVGNkrDDCpTuajjVaQEeKcqULCRw9MsX9O5fRbQfIQYOzSyLDNEScVRYVpZarqu2Q321AGOKixJ/V9IYcyo8muPWY3lAO60F+Mh17bC9Ng7AbDyIJCIGMIRwQmILGDsTEeQedU3hzAqMgqFliIClbtG8RvgHXorb7qU/nih5i2BAnCokld1QXx9P4QUzeRlgrCPyYVUMzPDYzSL2dZ0oVCROH2CqiUCGEpVcrYKVFREeO4c6RwN4xSSEEg/PdrY/safNf909wxgvHDmXTMjJ+7zwjTXLHjh1ceOGFXHfddQRB8Ptq035cfPHF1Ov1/rRjxw4AXD/GlhOEgbiYdjeGIxYT2HQYMEwFkd7j4+5ysb4hWpqQX91EKQM5DeM93GpIu+uDtKhyjOoK3FlJ3PDo/bLCngeGSWY96CrmZopEtSDVRAcMshph8gajJcYIAi+iWOyhrcRRZl77g3DI4HQgqJnUCnVXal3qNVOLVK9usA7IRJKfshhXEJfddEyxbnE6mrgo8OuQm4Ti46kWqwNwehanOz8OGimEsqij28TPizCjCZ3lFqssxmFvuFec3S66opFr2uBYkq6DEJbcUBcdKkwkaXZyzHbzNCMfRxh8mTBcajFUbZLzYhxp8JRGx4pe7Kah/WJJ0lvURtMZT2JvCDopYKDwRAqw9311C/G+ebQyMg5DntHbbMuWLUxNTfGSl7ykX6a15gc/+AH/+q//yn/+538SRRFzc3MLtMnJyUnGxtIvzrGxMX7yk58s2O/k5GS/7qnwfb/vh7YvrmsgSgWiE6ZC0mmmeRbDMYPJGZyGwp1VWGWRrkB1BfWkkmbt0BIx4aFDEMMGoQVm0keGafeocdPg4jgWrQS2bHAcA0JirADXkCQq7cJsOogBQxw7tGOHVs+nM5NHtSS2qBHVmCTxcUKB07V0Vhs0ChkJwqoiN52Qn0hfOFEJhFEE0wm5PYaoLJg50UeGqbWsdea9SJZYhGPw6vPGQ7EAD2wpwUYSpxrxvNEpdtWq1KbLCGmRcw6i5UBiSXIWqQSlgQ5taTEmTYMVuQ71yRLC15hEUip22eMUaYY+SaLoaQdHG3Ss2NEeoJzvUcyFzNV8hBHIcFGHBM54EnZfw538QpuBe7fP8bLVg4egVRkZB4dn9DZ7zWtewy9+8Qt+9rOf9adTTz2Vc845pz/vui633nprf5sHH3yQ7du3s27dOgDWrVvHL37xC6ampvrr3HLLLZTL5WecLSGayGEmAoyTamq6kIZ+kyHIgQiMwGlbvLpFdVPhmZQMOlHY7nx+SZMGB/AmFaotkJEgKRl6yzRiKEYt6yGX9CCvyZV7vHDl44wsn8UTOp1yMal6ZmHaoz5VJK57lPwQtxxicgYcy7LRGsHxDZprDN0hQelBQW4KVGzx6wk6SDVLbOq+YVyL00mNb9rjAu0CQhCV0yAFxgXlacRoRGNNOj7pzkqC7S52d0A8kSOsBexqVCmUQo5aNYUsJIjxHmIkJBrXOIUEHUviWLFiyTSnPO8RjJY40pAb6OIVYkRX0d1RYk+txM7JQZJYUZAx3cSl3sgTd1wSKwljJw3UDmnWkIzDBr2P4Y6rFr4yfvTQnkPRpIyMg8Yz0iRLpRIvetGLFpQVCgWGhob65e9973u56KKLGBwcpFwu81d/9VesW7eOl7/85QCcccYZvOAFL+DP//zP+cxnPsPExAQf+9jHOP/8859SW/xNyB0+diAVGE5LovMmDdxdsESJg0wEYRXcOYirJnW6TwQ2MGkUkQGNHTKYjkeyNMYpJCQTQSrzIolRily5B6TGL9VKm0g7LCvV0eMSX2k6iUtDCHTPoVJt4nsxXevS6AYUq+nYnpWWnnZpd3zEUEwvEQgjsU4aYq477JLkUr9Gu7c3y1qsk6a/SqoG2U0j5AibappISJTA1nyUsCQFgT+TXguRDnFSXVonTBxcoVlZqaGUoR4GNJ0crk1IWh7SNXQaASpfp6s9xsoNtk0Oo7XC8ROcIMEpaIqVNjOTFSZ3DCI1FFY18PyYGEnei5gL88i2RBoIg2xM8nDiiTHJdPnUowa457HUzed/JluHqlkZGQeF53zw6J/+6Z+QUvKWt7xlQTCBvSiluOmmmzjvvPNYt24dhUKBc8899ykzuv82kpyFggUD2p0fk0sEumRxp1Uax9VY4iJYBNGYxhkKiXouoiexiSRpO5hxjUgUSTPVJI1nkcaiHUu7lkMlMHpUjZwf0U1cdkwOYRDoQkSrFWBnPJxIIIctytdUnZh6N42kUyj2aHYC6u0cuu1iTfpFroN5oehAe3mayNl4qStHcUeC0JYkp7BSIMI0BF5SsFS2GsKqoDckcGsK1YVoMH2JhcNpIHOhLDpvKYiYREjaoU+tU6Dk9Zht51FYdM/BSqDuQEHzSG0E01WMLZ1lSaXBVLuENpLCUJtVQzP8z+QoVoAqJChpiHouSlqiWNKNXNBiPkqQQHaz7tbDib3WrUqmUvLa/+NlfOvex/n4jb/k0ZkjJ3BExpHJsxaSmzdvXrAcBAFXXXUVV1111QG3Oeqoo/jud7/7bA+NyVmcSGBGI/A0MhawK8A4FhFK8Ay6qIkrFu1avEKa5klai6wrhJXEeRAyjaFqZjxsXiPKGt1TyERgrcCEkt27BxgcanLi6E7a7YB67BN1fCwC4RjKy5uMDtbZMVfFMxrfTRgrNHhwcpRoT0B+oIvopULY6QAIohGNakqKOyzahd6wwJ9Nw86J+IkEz25DEA0adE4Q5wRGpWHorLR4DUiKAuOkWmZStJjRCNFW7GpUSYzAy8c0uwFuFzqOYs3SKXbuGSRpBVCJ8UsRgRMzFxVphz5dmaqzxaCHrxLyToQfpNeumAvpdTw0grDnIgTUa0VoOjieIfEFavpZ39qMPyCOHikSaYOjUiFZ9B3+6Og06P2jM22MsUh5eAV1z8jYy6I2Q/SnBWbUYnsK6WpUoEmWhoi6i/Yt+V2SuCLR4zFeTWETBwY0rp8QDUhUQ6YuFJGgVO4y13PwCiHVahs6isl6GelrTMeBWFGrF7m9cwzRdIAppmOUSsbkVrcYLLRZWaix1J9ja2MJjqPZ0yzSm86hag7RpItrBGL+s1xYiz+R+jK2V6TdwVZLnI7ANiVRJQ1enuTS7B+xYxGjEd2Oj9tMLVpjN83yYVyLN5tG2EmGkzQogGdBg40UCaBjgVPsMV6do+BGFIo9hiotap0CUejQjBWlYpd8EGJMOi754uEddLWLowyrCjNMUOGEkZ08WB+j1QmoNTysEaAl/kgHVxi620ppWcZhw3cv/OP9ypYP5FBS0IsNk80eSyu5Q9CyjIzfP4taSMZVoGjwyiGJllgjMLFKA4TnLdFKizYS2ZZYIzGuxvdj8k5MlDho12B7DipIqPhdhla3OKY0xWjQYHdY4eGpUXbODhL1JKKtsB1FnE+QvkY5ml7PZXSgyUipyXhQp+z2eDyuMtEsYROJmfbTfJA5i8nZ1LzHCKQGp5W6hqgQwiUakaTpsDrLDUlNzgdGT4WN9i1qVmGwJMOWcHi+/8sI3LqgtC21dNW+RRkQuzxkAtoDL7YkAwJZjPErISsrNRAQuDFj+QZzUYC0AmkESqUuHTm/R9nrMZ6vMxfl2NoZoZrrUrUdalGB8VKdbdahvKRN2PaIui5uLiGa9RHlBFPpHaq/RMZBwlWSVUN5tu5p8//8aBvvWrcK35EsKR8817CMjIPBohaSYkUHI4skkcL2FLYaIU0aONwb7WAcsG0H+3gOE1hET+JIjQHypR5Y6LYL+ENdXC8h58REwiGQMcfmpxBLQAaGR9pLsaFM3UjyCUoZerUAORgRaYUjNY80h2g08uSCCGGh2/RRnsVYiRoJoa1wsESRwp1QWNcSDxpim2piIhJY1+JNyyeCqHctnaVp5hGZpG4mlDViIHXwtx0n7aZN5i11I4Hc5RLMpGOd3TGL8Ay4BreUbtMIA2abRZQyvGhsF3s6JfboIvl8xMpiDW0kFb/HY81B7jPL6CQeSljyTsj22kqitkt1pEWr5xO2PXwvZmi0Tq1ZwEoBeUMxl6VROhK4cMOxfPBr9/KFH27jCz/cRiXn8u0L/oiVQ1nEpYzDh0UtJHNBTOzExLEiV+wglSUYT5MXKwy7Hh9CNBwoanAtwtMoYXGVxhiRRtvRkHdiBoMOjV7AryeX0hn0UMow18uxY3oQA1DUeDWJaQdEBYNIJLrjELsO2khazRx79lRRXsLgSBOtFSaUSC9B9xSqmKAcjWx4yNURYQFsKDGRRIQyHRetqTRXZSl1/E8GQCSpa4hVoEdiBpfWCbyYWruAziXYrsTUHLxaGlgACd0xkNZgRhIoxZi2R6+Wo7S8x47WAEmiGC02+M5jJxD4MUPFNqP5JiW3Ry0sMOo3ENayu1eh3fEp5EL+Z24ULQReISbUCmnB9BS9UBFrhetqhkfrGCvwkszi8UjgDSeN8/hsl/998wMA1Lsx5123hX9//yvIeUdOTtGMw5tFLSSNFnilGGEhn49whKaa62IFtLo+KgHVAr1U4wyGyCS1cq3NFSkVu7RreTSSuUaBqVzISL7FrmaF+yaWsbw6x2SrlFpxlmPMtI+ak0glcCYFvTGLmHUIJ0s81HUwCIbH55hr5NMuXmXwPE1QjJjulLETPj0HnJEe5GJk3cfu8pEWVGLxamluSO2n3avGt0jHInMJSctN026VI4SydHo+cc/BznhoK/E0GDf11bQC4uEEEUrktIt2LF4xQvcU7djDakngRdRaBbDQqQW4+RhjBaVqDyEse8Ii25pDzLYLtKfzVMeatNoBUeTgFyKklnRbHspY8tUeIwMNXCdhSaGFKzVbdxcO9V8j4yBx3mlr+F8vWMKj0x3+z//359y/q8GbPvdjzjxhKW96yTKWVXMIkY1RZyxeFrWQ9P2E4VIPimkM18lGmXovR8nvceLI41SCHjuGB4mQCJv6efluzOoV08z0CoQtHzHWoVTuklhJM/bxlKZRz7OtN4Jy0q5ZVxqoRpg9OdAWHaSWpca3BKsbRDo1LW10AuKGR8fVVEodPKmZaRRRXQGxRGCJuw7JnIf0DBQ1oqkwUpDk58cfc4Z4UCNUGrBc+RqrFTKXkA8iHGVodgPs7gDRFcgA4qpF9QRuM81I4tRVGjQhZ3CEJfBjWj2HuOURW4nWgtFKk6ldVcKGDwVNcVnInl6RHY0BxosO7cRjoNTm+UMTJELxiB4mnwtpdwI6kUdpsIOwkPNilpQaWCtQGJb5s8xlNhxHFEcvKXH0khJfKJzCe758Nw9MNHlgosk/3PI/HL2kyP/99pN5bKbDK9YM9QOkZ2QsFha1Q9t4ZZY/HnqYdy27m1cObmVltcaSUhNHGn4+s4zpbgFjBXkvJu9HSGnpNgMeawzS0w75ahfH18w180zMVNg1W8VagSMsScOjN1nACRISK0laLnHFpIHFyxZT1siepDlTIGp6BG5MtdTBH+rhCU0cOUxOVensySPqaa5LtCD3sEduu5PGUq1o4gGNLRiiQUNUtmhXIAVIaVGBJkzS8UupLNV8h7DnEocOyNR4x/hpXFYVW/KTFqcpQYvUT7StSHoOvbqPbThEkznEhE9c99k5MYgKNO5oDzcXs6deYtdslW7DZ6pdorarysSuQQKZUHU7HD28h1VDM5TLHZxcQqfj4zkJ3cilFhaIjEJJQ0n1WFPIorA8G6666ipWrVpFEASsXbt2vzCOT+aGG27guOOOIwgCTjjhhOfEvep34ZSjBvnvi9bzwdccw4rB9Evp4akWZ/7zj/jAdT/l5P/rFk657Bau3ryVVpjw2EybRi8+JG3NyHi6LGpNcmmQpsza2h3ip7MraEQBYc8jyEXMzRbo1AP8gZCRQgdXamqiQL2RxzQcCoWQWKdCRLkaYcEgmNldSY1iJOAZ4pYHVuBNK6wS80HIgVkHE6SprEzTRRcc8pUWcaCYnSrjl0Lso6mZvHEsJjCp9tlUaexVI5EahG/QBYPCktQ9pAErLVYL7KyHGojAMSSJ5PGpwbTr1TcoI7Eu+Hsk4aChN5Qa+LhNUsMdAW2VRuyRjkF1JFaAjEA87pGULHEVZCUm2RMgB0PaPZ8l5SZj1TkwgryK2N4e5ITBx2n3fB6pL8H1EoS0lPM9erFLp+NTDro4VlMXOWa8IpLOIfxXLG6+8Y1vcNFFF3HNNdewdu1arrzySjZu3MiDDz7IkiVL9lv/9ttv5x3veAeXX345r3vd67j++us566yz+OlPf7pfdKyDwZJywEX/61g+tOEYfvl4gzde9aN+MAKAmXbE/775gf44ppKCsXLASMlnqOAxWPA4cXmFF68cYKTkI4WgFSYM5F0qOTfrus046Ai7N6PqIqLRaFCpVHjVf5zH8IChrX2iyGHnxBBm1sUWNcrXSNeQz4eU/B6u1ChjmI6KtFoByjFEHRcbKipjTZrTBXScBhw3OY2qOZiB1OfQuGnOSFlI0GGqFYquRFc0ylqCfESx0qWTuOieIqwFWDsfAk/ZNApNRxIviXG6gtxWZ14jhXg0HVOVyqJ2eQhjiYYMUoMdjBGugbaDradh9lgaIo0liRxERyHa850BnsEOxqgJj9JWQeJDkk+7YqkmiLpCNVK/zDRpM1DQ2EBD3cVWYwSwctkeTl6yE5eE+xvjdLTHTL1A1EtzTTpYkkhhWi4mlOBZ/JEuQlpWVmu8oLybNWI755/6E+r1OuVy+VD+VRYda9eu5aUvfSn/+q//CoAxhhUrVvBXf/VXfPSjH91v/bPPPpt2u81NN93UL3v5y1/OySefzDXXXPNbj7f3Wfp93av/775d3Ldjjje9eBl3PjLDr3Y1+NHD00w1Q5QUaPP0Xz/DRY9yzsVTkkrO5ZSjBvAdRSdOmKz3kEJw3NISAHnPoeg7FHyHgq+emPfS5ZyrUFJkQvcI5un+9xe1Jnl8aZJSUfBAc4xCLqQ+ENAOfJLH84i2SzyoYV5I5pyYQbdD1HTIOTGTjw5htUSUYzodv5/VozTaJlAx0/EAjq+JSRMva19hrEAGGsdLiD0XKaCypMlwqYWSBtnOU28V0mwbLYlYGuLnI8I5H2M8SEQqdD2BURYZgVNzsEBS1ZiqQYYC1VQkJU3gJ8SRg627yFCgixq0RKERHYnoSGSSdrnqvEWZ1Pintdxi/NQy1mkJTNdFatLA6f58GrGugJ4iqQhMSZMrRsSJYi7OsaMzwB8NPESrGPBwc4SBcoduzqXT9ulO56GddgFT0Di5hKjrUsiFJFbxUHsJD3dLwG/uIszYnyiK2LJlCxdffHG/TErJhg0b+knLn8wdd9zBRRddtKBs48aN3Hjjjb/Ppj5t3nDSOG84aRyAFy2rAGnqrWYvoRQ4TDZ7TNR7TDVDZtsRu+s97to2w9Y9bWrtCGMteVfRjjTTrYjp1hPJnu/aVtv/gPc+/bYpKSh4ClelScytteRcReApPCVxlcRRaVB3d/7XkRLPEThSLixXYr9tHCn6glgKFs4LgRQCKeeHV/aZV2LhNlIIxD7zUuwdkkl/4Yl9iH1+BQIp09+93wJ7PwkWfhuIBWX7Vu39iHiq7cSTtluwx737etL2C4+z//biSTNiny1/l/blPIXnPLtRxUUtJO+fW8rRQYtjC5P8ZHoVva6HsQITGIyUCGUJI4dttWGq+Q46Lxn2WxhfMjVQgkil+Q/j9CI68zFJ/WJMcWmL1nQeWgqDA5UYLx8RNXxszUe4YANDs+sTtTyq1TaJVqxZNsnDk6P0lEepEDJUbDMRKSwCb4ePsOC0LUkO4iUa8gbbVjiRQLsG2ZKp4Y5j5+OjGuK8SSMGuRLRUsgW5HqppigSgYzAOBLblIhYoP3UwlV2JW5Tkpuz9AZTgelNpEEGEGk+yq6R2I7AKAeDJPYd2rHHvz96Cr5M2F2v9rufk8kAd1ahfYseSpDKMFBtMV0rERuJ5yQoaXlgZv9uwYzfzvT0NFrrp0xK/sADDzzlNgdKYn6gBOZhGBKGYX+50Wg8y1Y/c6QUVPJp6MOlldwBo/UYY7GkwqEbaR6aatKNNImx7Jzt8LMddYSAvKso51y6sWbbnjY5T9EOE9pRQivU6fzeKdJ97VUbS6OXLDjmLNkY6eHElWefzFkvXvas9rGoheREo0xbVRmv1HnB4AS/isZ5fGYAd06mAc/z0G0EOIWYXuwy2S6hpEUnEtN1sFoyMNgkTBy6M3kSq9AK4skK5YE2tqNwOhIdWKS0xF0XegpRihFC4BTSrtLuTJ5OlFrttWs5CkNdKqU2rU6AMQKdKDQCJyEVNvnU2V8EBlWJCGWqZapAEw+C9DW4BtGTMJFDFA3xoEmzbOh0H9GAJSmngdxVKJCxxSqIizbtDhYWpyFx26D9NKC6DTQmEHhzAp2Hbmne/zJnMS0vzXmJYOvkEhylcRxDohUmVIhIIFoK7YHqCcRuF5aGdDppFhI/F7OnWSKxgmOGd/PUr/SMQ83ll1/OJz/5yUPdjKfFvvFgc57ixOXVBfVnv/SZ79NaS5gYwtjQjTWtMMFYi523fu/Fmm6kibUlNoY4MSTGEmtDtM98rNPfRBsibUm0eVJ5ur21aRYVbdJjaGMx1mLmy/vz8+V71zPWop9Ut3A+XbZ7f7EYky5b2Kc+LQOw+1yD/vXolx24bu/Mvh3j++9zn7r5UvsU2z2xL/sU2z31vp+83sFmUQvJ5y+ZoiaGiLTi59PjTNfL2K4iLsy/yKddTFnjFkK6XY+WDrCxhB0BDCfkCiFCWApBSMcLEJ00co+20GwHyFhghmOEY9CANRJViagMNVOjlbkcMhTgauhKZClmyfAcs708SwaaRInDdLOI4yUw5aF9SAYTdE+Q265gu0sXgagkFIMenp/QnCoigoRoNsDfoZA9EPH8WGJgSXzSwAilBGe3h1V2PtGxwAQWZJrWS9Yd3Da0j0rzbOIbrGMRNRfjQjygUyOhokb5CUQKoyUkEj0VIMa6RA0PY9KxVVoO0qbtRxmIBXaPT6fhIQYi4lghFHRjl8daQ4f6r7EoGR4eRinVT0K+l32Tlj+ZsbGxZ7T+xRdfvKB7ttFosGLFimfZ8sWDEILAVQSuooL72zfI+IOlL0x/gxCXz8GY86J2AfFUQsGLaHQDerGL7jiolkS1JOX/AX8WyGlQFmLJQL7DksEGumTAMywZqdOJPRphgGxLnJpC1hz8fMSqZXsYOKaG9iw0XJSwKE9jEsWeiSqB0Lhugmm6eI+7ODWHgUKHYi41Eoq0IrKKsOPRnQuw5QRd0khpMYGlMwrhsKUy1EIZy3CxRdhzIadRrkG0FeEgtNdooiWaaKkmGdKoXupzabsK1QGdS1NoIdJA58azWM8gDITDBj0W4wyGqEKMbCgQkBQMsiNxpxSirjCRQkUCQkk86yNCgY8mX+ohlQHf4A710GWNXw5xBkJUOU7HTxsSZ5tP77Ei9XqeuOcS+NFvvXcZ++N5HqeccsqCpOXGGG699dZ+0vIns27dugXrQ5rE/EDr+75PuVxeMGVkLEbE3rFbmU5qn8lREkfJ5yQ7zaLWJC2CXuKgHINnNaqhSAoGt6bS7kVlsQZ6XY+RahqIvBun1q8A23eO4BUjPJUQaomUgIAocphr56lNlRGhSl00BAxU2rSaOfTjORoTgyQ+uPV0TFDnLZ2dRXYKyWChw565cmrkkgictkQeFWECi2042FAhsZicJkkUSazYPjVEUIiIOy6x9kCCO9ZBa0nScRGOwYYKLJicAS/tXnU6adetLhhsQYNk3p0ltdSlo2AgQVmwcWqkQ6ARezyMC0bOC10JKIuYVTgdQXdHERkkUDQMDzdwlWbigSXEUznEYIQxAjsap92/LQVapK4y+ZBGLYu487ty0UUXce6553Lqqafyspe9jCuvvJJ2u8173vMeAN71rnexbNkyLr/8cgAuvPBC1q9fzz/8wz9w5pln8vWvf5177rmHf/u3fzuUp5GRcdiwKIXkXlV6dkoy2QgQriFKHIzqgLHoiqGZkzjlCGEUek4x3VNUZExedcnJgDiR6EQRzVnipkLORMQFi1fskYSC+gzk/DlUUVOfy5N0BbVIYjoaEfdQeyTSsUQBeF1BMG3RAxo9ELFzJsBYjZmJkT1B4oHcrcGL0T0HEUmYk7gTAh27OAVDXIFWUWLiGJUIRDchKsYQSmQt1YSFo4k9i8j1YCIgsglGWdyGIHENIgQ8g/ENVit03iBCgeyG9EIXkfSgbrGhAT8k8QRIi++HJD0H0/JSoVywyC6IPRJdNTQAR0sS1QbX4ugYGyqEa/BzCaGvcF1DFCmcbkRjh7fgPmU8fc4++2z27NnDJZdcwsTEBCeffDI333xz3zhn+/btSPlEB9ArXvEKrr/+ej72sY/xt3/7txxzzDHceOONT9tHcu89OhQGPBkZh5K9//nf9p5alH6SjzzyCGvWrDnUzcj4LezYsYPly5cf6mZk/AZ27tx5RI1JZmQ8md/2nlqUQnJubo6BgQG2b99OpVI51M3JmGevEcj27dsRQjA+Pr5A68n4w8MYw65duyiVSgd0rN97X3fs2JGNYZJdjyezWK+HtZZms/lb31OLsrt17wlVKpVFdVOOFLL7sniQUj5tbT8z9FlIdj0Wshivx9NRsrLP/IyMjIyMjAOQCcmMjIyMjIwDsCiFpO/7XHrppfi+f6ibkrEP2X05PMnu60Ky67GQw/16LErDnYyMjIyMjIPBotQkMzIyMjIyDgaZkMzIyMjIyDgAmZDMyMjIyMg4AItSSF511VWsWrWKIAhYu3YtP/lJluD398UnPvGJfiDhvdNxxx3Xr+/1epx//vkMDQ1RLBZ5y1vesl9Wiu3bt3PmmWeSz+dZsmQJH/nIR0iS5MmHyvgD5Uh53n7wgx/w+te/nvHxcYQQ+yWuttZyySWXsHTpUnK5HBs2bOChhx5asE6tVuOcc86hXC5TrVZ573vfS6vVOohn8dxw+eWX89KXvpRSqcSSJUs466yzePDBBxesc6Q8+4tOSH7jG9/goosu4tJLL+WnP/0pJ510Ehs3bmRqaupQN+2w5YUvfCG7d+/uTz/60Y/6dR/60If49re/zQ033MBtt93Grl27ePOb39yv11pz5plnEkURt99+O1/5yle49tprueSSSw7FqWQ8Q46k563dbnPSSSdx1VVXPWX9Zz7zGf75n/+Za665hrvuuotCocDGjRvp9Xr9dc455xzuv/9+brnlFm666SZ+8IMf8L73ve9gncJzxm233cb555/PnXfeyS233EIcx5xxxhm02+3+OkfMs28XGS972cvs+eef31/WWtvx8XF7+eWXH8JWHb5ceuml9qSTTnrKurm5Oeu6rr3hhhv6Zb/+9a8tYO+44w5rrbXf/e53rZTSTkxM9Ne5+uqrbblctmEY/l7bnvHsOVKfN8B+61vf6i8bY+zY2Jj9+7//+37Z3Nyc9X3ffu1rX7PWWvurX/3KAvbuu+/ur/O9733PCiHs448/ftDa/vtgamrKAva2226z1h5Zz/6i0iSjKGLLli1s2LChXyalZMOGDdxxxx2HsGWHNw899BDj4+M873nP45xzzmH79u0AbNmyhTiOF9yP4447jpUrV/bvxx133MEJJ5zQz2IBsHHjRhqNBvfff//BPZGMZ0T2vD3Btm3bmJiYWHAtKpUKa9euXfBfr1arnHrqqf11NmzYgJSSu+6666C3+bmkXq8DMDg4CBxZz/6iEpLT09NorRdcdIDR0VEmJiYOUasOb9auXcu1117LzTffzNVXX822bdv44z/+Y5rNJhMTE3ieR7VaXbDNvvdjYmLiKe/X3rqMP1yy5+0J9p7vb7oWExMTLFmyZEG94zgMDg4u6utljOGv//qveeUrX9lPwXYkPfuLMsB5xsHjT/7kT/rzJ554ImvXruWoo47im9/8Jrlc7hC2LCMj42Bw/vnn88tf/nKBLcKRxKLSJIeHh1FK7WdBNTk5ydjY2CFq1ZFFtVrl2GOP5eGHH2ZsbIwoipibm1uwzr73Y2xs7Cnv1966jD9csuftCfae72+6FmNjY/sZNCVJQq1WW7TX64ILLuCmm25i06ZNC7LFHEnP/qISkp7nccopp3Drrbf2y4wx3Hrrraxbt+4QtuzIodVqsXXrVpYuXcopp5yC67oL7seDDz7I9u3b+/dj3bp1/OIXv1jw8rjlllsol8u84AUvOOjtz3j6ZM/bE6xevZqxsbEF16LRaHDXXXct+K/Pzc2xZcuW/jrf//73Mcawdu3ag97mZ4O1lgsuuIBvfetbfP/732f16tUL6o+oZ/9QWw49U77+9a9b3/fttddea3/1q1/Z973vfbZarS6woMp47vjwhz9sN2/ebLdt22Z//OMf2w0bNtjh4WE7NTVlrbX2/e9/v125cqX9/ve/b++55x67bt06u27duv72SZLYF73oRfaMM86wP/vZz+zNN99sR0ZG7MUXX3yoTinjGXAkPW/NZtPee++99t5777WA/cd//Ed777332scee8xaa+0VV1xhq9Wq/Y//+A/785//3L7xjW+0q1evtt1ut7+P1772tfbFL36xveuuu+yPfvQje8wxx9h3vOMdh+qUfmfOO+88W6lU7ObNm+3u3bv7U6fT6a9zpDz7i05IWmvtv/zLv9iVK1daz/Psy172MnvnnXce6iYdtpx99tl26dKl1vM8u2zZMnv22Wfbhx9+uF/f7XbtBz7wATswMGDz+bx905veZHfv3r1gH48++qj9kz/5E5vL5ezw8LD98Ic/bOM4PtinkvE7cqQ8b5s2bbLAftO5555rrU3dQD7+8Y/b0dFR6/u+fc1rXmMffPDBBfuYmZmx73jHO2yxWLTlctm+5z3vsc1m8xCczbPjqa4DYL/85S/31zlSnv0sC0hGRkZGRsYBWFRjkhkZGRkZGQeTTEhmZGRkZGQcgExIZmRkZGRkHIBMSGZkZGRkZByATEhmZGRkZGQcgExIZmRkZGRkHIBMSGZkZGRkZByATEhmZGRkZGQcgExIZmRkZBymfOITn+Dkk08+1M1Y1GRCMiMj47DgmmuuoVQqkSRJv6zVauG6LqeddtqCdTdv3owQgq1btx7kVmYsNjIhmZGRcVhw+umn02q1uOeee/plP/zhDxkbG+Ouu+6i1+v1yzdt2sTKlStZs2bNoWjqoieO40PdhINGJiQzMjIOC57//OezdOlSNm/e3C/bvHkzb3zjG1m9ejV33nnngvLTTz+dr371q5x66qmUSiXGxsZ45zvf2U/tZIxh+fLlXH311QuOc++99yKl5LHHHgNgbm6Ov/iLv2BkZIRyucyrX/1q7rvvvv76e7s8v/rVr7Jq1SoqlQpvf/vbaTab/XVWrVrFlVdeueA4J598Mp/4xCf6y0IIPv/5z/O6172OfD7P8ccfzx133MHDDz/MaaedRqFQ4BWveMVTasef//znWbFiBfl8nre97W3U6/UF9V/84hc5/vjjCYKA4447js997nP9ukcffRQhBN/4xjdYv349QRBw3XXX/Za7cfiQCcmMjIzDhtNPP51Nmzb1lzdt2sRpp53G+vXr++Xdbpe77rqL008/nTiOueyyy7jvvvu48cYbefTRR3n3u98NgJSSd7zjHVx//fULjnHdddfxyle+kqOOOgqAt771rUxNTfG9732PLVu28JKXvITXvOY11Gq1/jZbt27lxhtv5KabbuKmm27itttu44orrnjG53fZZZfxrne9i5/97Gccd9xxvPOd7+Qv//Ivufjii7nnnnv6eSD35eGHH+ab3/wm3/72t7n55pu59957+cAHPrDgfC655BL+7u/+jl//+td8+tOf5uMf/zhf+cpXFuznox/9KBdeeCG//vWv2bhx4zNu+6LlEGchycjIyHjO+MIXvmALhYKN49g2Gg3rOI6dmpqy119/vX3Vq15lrbX21ltvtUA/T+S+3H333Rbop7e69957rRCiv67W2i5btsxeffXV1lprf/jDH9pyuWx7vd6C/axZs8Z+/vOft9Zae+mll9p8Pm8bjUa//iMf+Yhdu3Ztf/moo46y//RP/7RgHyeddJK99NJL+8uA/djHPtZfvuOOOyxgv/SlL/XLvva1r9kgCPrLl156qVVK2Z07d/bLvve971kpZT+t1Zo1a+z111+/4NiXXXZZPzfktm3bLGCvvPLK/a7XkUCmSWZkZBw2nHbaabTbbe6++25++MMfcuyxxzIyMsL69ev745KbN2/mec97HitXrmTLli28/vWvZ+XKlZRKJdavXw/A9u3bgbTL8/jjj+9rk7fddhtTU1O89a1vBeC+++6j1WoxNDREsVjsT9u2bVvQ7blq1SpKpVJ/eenSpf1u3WfCiSee2J8fHR0F4IQTTlhQ1uv1aDQa/bKVK1eybNmy/vK6deswxvDggw/SbrfZunUr733vexe0/1Of+tR+3bannnrqM27v4YBzqBuQkZGR8Vxx9NFHs3z5cjZt2sTs7Gxf6I2Pj7NixQpuv/12Nm3axKtf/Wra7TYbN25k48aNXHfddYyMjLB9+3Y2btxIFEX9fZ5zzjlcf/31fPSjH+X666/nta99LUNDQ0BqPfvkcdC9VKvV/rzrugvqhBAYY/rLUkrsk1L7PpVxzL77EUIcsGzfff8mWq0WAF/4whdYu3btgjql1ILlQqHwtPZ5uJEJyYyMjMOK008/nc2bNzM7O8tHPvKRfvmrXvUqvve97/GTn/yE8847jwceeICZmRmuuOIKVqxYAbDAMnYv73znO/nYxz7Gli1b+Pd//3euueaaft1LXvISJiYmcByHVatW/c5tHhkZYffu3f3lRqPBtm3bfuf97cv27dvZtWsX4+PjANx5551IKXn+85/P6Ogo4+PjPPLII5xzzjnPyfEONzIhmZGRcVhx+umnc/755xPHcV+TBFi/fj0XXHABURRx+umn4zgOnufxL//yL7z//e/nl7/8JZdddtl++1u1ahWveMUreO9734vWmje84Q39ug0bNrBu3TrOOussPvOZz3Dssceya9cuvvOd7/CmN73paXdRvvrVr+baa6/l9a9/PdVqlUsuuWQ/Te53JQgCzj33XD772c/SaDT44Ac/yNve9jbGxsYA+OQnP8kHP/hBKpUKr33tawnDkHvuuYfZ2Vkuuuii56QNi5lsTDIjI+Ow4vTTT6fb7XL00Uf3x+0gFZLNZrPvKjIyMsK1117LDTfcwAte8AKuuOIKPvvZzz7lPs855xzuu+8+3vSmN5HL5frlQgi++93v8qpXvYr3vOc9HHvssbz97W/nscceW3Ds38bFF1/M+vXred3rXseZZ57JWWed9Zz5cB599NG8+c1v5k//9E8544wzOPHEExe4ePzFX/wFX/ziF/nyl7/MCSecwPr167n22mtZvXr1c3L8xY6wT+4Iz8jIyMjIyAAyTTIjIyMjI+OAZEIyIyMjIyPjAGRCMiMjIyMj4wBkQjIjIyMjI+MAZEIyIyMjIyPjAGRCMiMjIyMj4wBkQjIjIyMjI+MAZEIyIyMjIyPjAGRCMiMjIyMj4wBkQjIjIyMjI+MAZEIyIyMjIyPjAGRCMiMjIyMj4wD8/xw2K+pE9fU3AAAAAElFTkSuQmCC",
-      "text/plain": [
-       "<Figure size 500x200 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "def show_img_and_power_spectrum(image: np.array):\n",
-    "    \"\"\"Show image and its corresponding energy spectrum.\"\"\"\n",
-    "    fig, axs = plt.subplots(1, 2, figsize=(5, 2))\n",
-    "\n",
-    "    axs[0].imshow(image)\n",
-    "    axs[0].set_title('Spatial Domain')\n",
-    "\n",
-    "    spectrum = get_energy_curve(image[None, None, ...])\n",
-    "    axs[1].plot(spectrum)\n",
-    "    #axs[1].set_yscale('log')\n",
-    "    #axs[1].set_xscale('log')\n",
-    "    axs[1].set_title('spectrum')\n",
-    "    axs[1].set_ylabel('Energy')\n",
-    "    axs[1].set_xlabel('Wavenumber')\n",
-    "    # axs[1].set_xscale(\"log\")\n",
-    "\n",
-    "    plt.tight_layout()\n",
-    "    plt.show()\n",
-    "\n",
-    "show_img_and_power_spectrum(data[0]['x'][0,0,0,...])"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 41,
-   "id": "e4de63ba-858f-42d0-bcd6-58db89ed82c6",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 500x200 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "show_img_and_power_spectrum(data[0]['x'][0,0,0,...])"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 45,
-   "id": "24f3c42b-6448-4b1e-8778-16ee7bc3714c",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "31"
-      ]
-     },
-     "execution_count": 45,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "510 // 2 //2 //2 //2"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "id": "ea2cc1fc-4684-42af-881d-36304b99b804",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "from operator_aliasing.train.pinn_losses import finite_difference_2d\n",
-    "import torch\n",
-    "def incomp_ns_fdm(\n",
-    "    vx: torch.tensor,\n",
-    "    vy: torch.tensor,\n",
-    "    vorticity: torch.tensor,\n",
-    "    viscosity: float,\n",
-    "    force_curl: torch.tensor,\n",
-    ") -> torch.tensor:\n",
-    "    \"\"\"Pinns loss for vorticity for of incompressible Navier stokes equations.\n",
-    "\n",
-    "    vx: x velocity\n",
-    "    vy: y velocity\n",
-    "    vorticity: vorticity\n",
-    "    viscosity: viscosity coeff\n",
-    "    force_curl: curl of x and y forces\n",
-    "    t_interval: time interval = 1\n",
-    "\n",
-    "    For using finite difference instead of spectral derivative incase\n",
-    "    of non-periodic boundary conditions\n",
-    "\n",
-    "    https://github.com/neuraloperator/physics_informed/blob/master/train_utils/losses.py#L68\n",
-    "    \"\"\"\n",
-    "    # hold time interval constant at 1\n",
-    "    # (can make function arg if time interval changes)\n",
-    "    t_interval = 1\n",
-    "    nt = vorticity.shape[1]\n",
-    "\n",
-    "    dt = t_interval / (nt - 1)\n",
-    "    vorticity_dt = (vorticity[:, 2:, ...] - vorticity[:, :-2, ...]) / (2 * dt)\n",
-    "\n",
-    "    voriticity_dx = finite_difference_2d(vorticity, d=1, axis='dx')\n",
-    "    voriticity_dy = finite_difference_2d(vorticity, d=1, axis='dy')\n",
-    "    print(f\"{vx[:, nt:, 1:-1, 1:-1].shape=}, {voriticity_dx.shape=}\")\n",
-    "    # veolicty * nabla vorticity\n",
-    "    u_nabla_vort = (\n",
-    "        vx[:, nt:, 1:-1, 1:-1] * voriticity_dx\n",
-    "        + vy[:, nt:, 1:-1, 1:-1] * voriticity_dy\n",
-    "    )\n",
-    "\n",
-    "    # force term (repeat along time dim\n",
-    "    force_curl = force_curl.unsqueeze(dim=1).repeat(1, nt - 2, 1, 1)\n",
-    "\n",
-    "    # viscoity*laplacian of vorticity\n",
-    "    lap_vorticity = laplacian(vorticity)\n",
-    "\n",
-    "    # NOTE(MS):must ensure shape's matchup\n",
-    "    # finite-difference shaves off a dimention each time it is applied\n",
-    "    return (\n",
-    "        vorticity_dt[..., 1:-1, 1:-1]\n",
-    "        + u_nabla_vort[:, 1:-1, ...]\n",
-    "        - viscosity * lap_vorticity[:, 1:-1, ...]\n",
-    "        - force_curl[..., 1:-1, 1:-1]\n",
-    "    )"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 15,
-   "id": "95a5c16c-8268-4a41-9dbe-9a9aa8b09981",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "vx[:, nt:, 1:-1, 1:-1].shape=torch.Size([109, 10, 253, 253]), voriticity_dx.shape=torch.Size([109, 10, 253, 253])\n"
-     ]
-    },
-    {
-     "ename": "RuntimeError",
-     "evalue": "Number of dimensions of repeat dims can not be smaller than number of dimensions of tensor",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mRuntimeError\u001b[0m                              Traceback (most recent call last)",
-      "Cell \u001b[0;32mIn[15], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[43mincomp_ns_fdm\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m      2\u001b[0m \u001b[43m    \u001b[49m\u001b[43mdata\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mVx\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m[\u001b[49m\u001b[43m:\u001b[49m\u001b[43m,\u001b[49m\u001b[43m:\u001b[49m\u001b[43m,\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m      3\u001b[0m \u001b[43m    \u001b[49m\u001b[43mdata\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mVy\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m[\u001b[49m\u001b[43m:\u001b[49m\u001b[43m,\u001b[49m\u001b[43m:\u001b[49m\u001b[43m,\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m      4\u001b[0m \u001b[43m    \u001b[49m\u001b[43mdata\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mx\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m]\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msqueeze\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m      5\u001b[0m \u001b[43m    \u001b[49m\u001b[38;5;241;43m1\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m      6\u001b[0m \u001b[43m    \u001b[49m\u001b[43mdata\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mforce_curl\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m      7\u001b[0m \u001b[43m)\u001b[49m\n",
-      "Cell \u001b[0;32mIn[13], line 42\u001b[0m, in \u001b[0;36mincomp_ns_fdm\u001b[0;34m(vx, vy, vorticity, viscosity, force_curl)\u001b[0m\n\u001b[1;32m     36\u001b[0m u_nabla_vort \u001b[38;5;241m=\u001b[39m (\n\u001b[1;32m     37\u001b[0m     vx[:, nt:, \u001b[38;5;241m1\u001b[39m:\u001b[38;5;241m-\u001b[39m\u001b[38;5;241m1\u001b[39m, \u001b[38;5;241m1\u001b[39m:\u001b[38;5;241m-\u001b[39m\u001b[38;5;241m1\u001b[39m] \u001b[38;5;241m*\u001b[39m voriticity_dx\n\u001b[1;32m     38\u001b[0m     \u001b[38;5;241m+\u001b[39m vy[:, nt:, \u001b[38;5;241m1\u001b[39m:\u001b[38;5;241m-\u001b[39m\u001b[38;5;241m1\u001b[39m, \u001b[38;5;241m1\u001b[39m:\u001b[38;5;241m-\u001b[39m\u001b[38;5;241m1\u001b[39m] \u001b[38;5;241m*\u001b[39m voriticity_dy\n\u001b[1;32m     39\u001b[0m )\n\u001b[1;32m     41\u001b[0m \u001b[38;5;66;03m# force term (repeat along time dim\u001b[39;00m\n\u001b[0;32m---> 42\u001b[0m force_curl \u001b[38;5;241m=\u001b[39m \u001b[43mforce_curl\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43munsqueeze\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdim\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m1\u001b[39;49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrepeat\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m1\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mnt\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m-\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;241;43m2\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m1\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m1\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m     44\u001b[0m \u001b[38;5;66;03m# viscoity*laplacian of vorticity\u001b[39;00m\n\u001b[1;32m     45\u001b[0m lap_vorticity \u001b[38;5;241m=\u001b[39m laplacian(vorticity)\n",
-      "\u001b[0;31mRuntimeError\u001b[0m: Number of dimensions of repeat dims can not be smaller than number of dimensions of tensor"
-     ]
-    }
-   ],
-   "source": [
-    "incomp_ns_fdm(\n",
-    "    data[0]['Vx'][:,:,...],\n",
-    "    data[0]['Vy'][:,:,...],\n",
-    "    data[0]['x'].squeeze(),\n",
-    "    1,\n",
-    "    data[0]['force_curl'],\n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "id": "85b3db07-b903-4bb0-8470-483e0d148f39",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Text(0.5, 0, 'Wavenumber')"
-      ]
-     },
-     "execution_count": 5,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "spectrum = get_energy_curve(data[0]['x'][:,:,2,...])\n",
-    "plt.plot(spectrum)\n",
-    "#plt.axvline(x=8, color='orange')\n",
-    "plt.title('spectrum')\n",
-    "plt.ylabel('Energy')\n",
-    "plt.yscale('log')\n",
-    "plt.xscale('log')\n",
-    "plt.xlabel('Wavenumber')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 38,
-   "id": "055914f0-5877-44ed-9e2f-b68b50a7f384",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Text(0.5, 0, 'Wavenumber')"
-      ]
-     },
-     "execution_count": 38,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "spectrum = get_energy_curve_1d(data[0]['x'])\n",
-    "plt.plot(spectrum)\n",
-    "plt.axvline(x=8, color='orange')\n",
-    "plt.title('spectrum')\n",
-    "plt.ylabel('Energy')\n",
-    "plt.yscale('log')\n",
-    "plt.xlabel('Wavenumber')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 14,
-   "id": "2de431fa-72c5-4a93-9c3c-369e447483e6",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 500x200 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "show_img_and_power_spectrum(data[0]['x'][0,0,0,...])"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "id": "37748ef3-9330-4e79-a101-bd75a13f512f",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "s = '[0, 1, 0, 0]' \n",
-    "\n",
-    "int_list = eval(s)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "id": "2e509a51-f64f-4407-aa5e-b08a9b5ec0ed",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "hp_args = {\n",
-    "\n",
-    "                             'resolution_ratios':[0,1,0,0], # high to low\n",
-    "                         }"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "id": "4dddccc9-a8db-4432-8871-91c73686f1eb",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "[0, 1, 0, 0]"
-      ]
-     },
-     "execution_count": 8,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "hp_args['resolution_ratios']"
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "operator_alias",
-   "language": "python",
-   "name": "env"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.10.0"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 5
-}
diff --git a/notebooks/PDEBench_data.ipynb b/notebooks/PDEBench_data.ipynb
deleted file mode 100644
index 6d99e35..0000000
--- a/notebooks/PDEBench_data.ipynb
+++ /dev/null
@@ -1,6771 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "id": "8b2553ea-f934-452c-b4f4-19f5c9ddbb5a",
-   "metadata": {
-    "jp-MarkdownHeadingCollapsed": true
-   },
-   "source": [
-    "# Imports / Set Up"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "id": "124d5e8e-ced5-4528-b587-103ab269e4ff",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "device=device(type='cuda')\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Specific to NERSC: Set up kernel using: https://docs.nersc.gov/services/jupyter/how-to-guides/\n",
-    "from __future__ import annotations\n",
-    "\n",
-    "import matplotlib.pyplot as plt\n",
-    "import numpy as np\n",
-    "import pandas as pd\n",
-    "import seaborn as sns\n",
-    "import torch\n",
-    "import os\n",
-    "import glob\n",
-    "\n",
-    "# might have issues with too many files being opened at once\n",
-    "# this will prevent that\n",
-    "import torch.multiprocessing\n",
-    "import torch.nn.functional as f\n",
-    "from neuralop.data.datasets.darcy import DarcyDataset\n",
-    "from neuralop.utils import get_project_root\n",
-    "from torch.utils.data import DataLoader\n",
-    "import matplotlib.ticker as ticker\n",
-    "import h5py\n",
-    "\n",
-    "from operator_aliasing.utils import filter_batch\n",
-    "from operator_aliasing.utils import get_2d_low_pass_filter\n",
-    "from operator_aliasing.utils import get_energy_curve\n",
-    "from operator_aliasing.utils import get_model_preds\n",
-    "from operator_aliasing.models.utils import get_model\n",
-    "from operator_aliasing.train.utils import load_latest_ckpt\n",
-    "from operator_aliasing.data.utils import get_dataset\n",
-    "\n",
-    "torch.multiprocessing.set_sharing_strategy('file_system')\n",
-    "\n",
-    "root_dir = get_project_root() / 'neuralop/data/datasets/data'\n",
-    "device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n",
-    "print(f'{device=}')\n",
-    "\n",
-    "FIG_DIR = '../figures'"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "1cbd056a-1de1-4ce9-8634-50c5d476a043",
-   "metadata": {
-    "jp-MarkdownHeadingCollapsed": true
-   },
-   "source": [
-    "# Testing Data Generation"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "id": "45b8b04a-db1b-4a88-839c-2c3ec87a3234",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Loading test db for resolution 16 with 100 samples \n",
-      "Loading test db for resolution 16 with 100 samples \n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/plain": [
-       "Text(0.5, 1.0, 'Filtered lim = 3')"
-      ]
-     },
-     "execution_count": 2,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "data_kwargs = {\n",
-    "    'dataset_name': 'darcy',\n",
-    "    'filter_lim': 3,\n",
-    "    'img_size': 16,\n",
-    "    'downsample_dim': -1,\n",
-    "    'train': True,\n",
-    "}\n",
-    "\n",
-    "dataset = get_dataset(**data_kwargs)\n",
-    "samples = len(dataset)\n",
-    "s = data_kwargs['img_size']\n",
-    "filtered_sp = get_energy_curve(\n",
-    "    dataset[:samples]['x'].reshape(samples * 1, s, s)\n",
-    ")\n",
-    "filtered_sample = dataset[0]\n",
-    "\n",
-    "data_kwargs = {\n",
-    "    'dataset_name': 'darcy',\n",
-    "    'filter_lim': 3,\n",
-    "    'img_size': 16,\n",
-    "    'downsample_dim': 8, #5, -1\n",
-    "    'train': True,\n",
-    "}\n",
-    "\n",
-    "dataset = get_dataset(**data_kwargs)\n",
-    "samples = len(dataset)\n",
-    "s = data_kwargs['img_size']\n",
-    "if data_kwargs['downsample_dim'] != -1:\n",
-    "    s = data_kwargs['downsample_dim']\n",
-    "\n",
-    "inputs = [dataset[i]['x'] for i in range(samples)]\n",
-    "labels = [dataset[i]['y'] for i in range(samples)]\n",
-    "dataset_samples = {'x': torch.cat(inputs), 'y': torch.cat(labels)}\n",
-    "unfiltered_sp = get_energy_curve(\n",
-    "    dataset_samples['x'].reshape(samples * 1, s, s)\n",
-    ")\n",
-    "unfiltered_sample = dataset[0]\n",
-    "\n",
-    "plt.yscale('log')\n",
-    "plt.plot(filtered_sp, color='blue', label='filtered')\n",
-    "plt.plot(unfiltered_sp, color='red', label='unfiltered')\n",
-    "plt.ylabel('Energy')\n",
-    "plt.xlabel('Wavenumber')\n",
-    "plt.legend()\n",
-    "plt.show()\n",
-    "\n",
-    "fig, axes = plt.subplots(nrows=1, ncols=2)\n",
-    "axes[0].imshow(unfiltered_sample['y'][0, :, :])\n",
-    "axes[0].set_title('Unfiltered')\n",
-    "axes[1].imshow(filtered_sample['y'][0, :, :])\n",
-    "axes[1].set_title('Filtered lim = 3')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "34ea7bd7-536d-45f7-8946-b4017dd1f977",
-   "metadata": {
-    "jp-MarkdownHeadingCollapsed": true
-   },
-   "source": [
-    "# Visualizing Training Loss curves\n",
-    "\n",
-    "1. Loss curves -- why do columns 5/9/11 behave differently?? (something to do w/ odd values)??\n",
-    "2. Heatmpats for new experiments (lim vs. downsample)\n",
-    "3. Spectrums"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "id": "46f9d6fe-8b23-4fc1-81e0-80187430706d",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/tmp/ipykernel_81220/1884829040.py:35: UserWarning: Tight layout not applied. tight_layout cannot make Axes width small enough to accommodate all Axes decorations\n",
-      "  plt.tight_layout()\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x800 with 20 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/tmp/ipykernel_81220/1884829040.py:35: UserWarning: Tight layout not applied. tight_layout cannot make Axes width small enough to accommodate all Axes decorations\n",
-      "  plt.tight_layout()\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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UJScnxzqcDpHVO0+fWLkaaJZKlfulrP7xDgkAAABAHMW88Hrrrbc0ZswYTZ06VVOnTg1t9/v9euutt3T55Z1/3at+WcnaZ+dooEplH94lY8Bl8Q4JAAAAQBzFfKjh2LFjVVFRccr2qqoqjR07NtbhdIi+mcnaaQ+SJPn2vxvnaAAAAADEW8wLL9u2ZRjGKduPHj2q1NTUWIfTIZJcDh12B4cX+o4ysyEAAADQ3cVsqOGkSZMkBWcx/N73viePxxPaFwgE9P7772vMmDGxCqfDBdL7SpWSWV0c71AAAAAAxFnMCq+MjODaVrZtKy0trcVEGm63W5dccolmzZoVq3A6nPOsr8h3zKHk4yVS8btS3lfjHRIAAACAOIlZ4fXMM89IkvLz83XXXXd1mWGFp9OnT1+t3j1a33ZslD78A4UXAAAA0I3F/BmvBQsWdPmiS5IGnZWq7daXgx8qGW4IAAAAdGcx6fEaNmxYqxNqtGbbtm0dHE1sDDqrh/4/u6ckya4qVvvuHgAAAEBXFJPCa8KECbG4TEIZeFYPlTTNbKiyf0g1ZVJaTnyDAgAAABAXMSm8FixYEIvLJBSHaejs/MH64JN8XWh+Jn36pnTRv8Y7LAAAAABxEPNnvLqTkQN6aot1XvDDhofjGwwAAACAuIlJ4dWzZ0+Vl5dLkrKystSzZ8/TvrqS0QN7aY/dL/jhyG7pf++UvLXxDQoAAABAzMVkqOHSpUuVlpYmSVq2bFksLpkQLuqXoft7XibVPBXc8N5KSYb0zSVxjQsAAABAbMWk8Nq5c6duuukmeTweDRgwQGPGjJHTGbMlxOLGMAx99YICfXnd89qVPFNO2ye9t0IaOVvqXRDv8AAAAADESEyGGv7qV79SbW1wiN3YsWNVUVERi8smhP69UuSTU1N7/0nKvSi4ccU1UvG78Q0MAAAAQMzEpNspPz9fjzzyiK655hrZtq3NmzcrKyur1WMvv/zyWIQUMyPye8o0pHf2VWvtTU9o3Hv/LpW+L60YJ133kORKks4eItm2dNa5kis53iEDAAAAiLKYFF4PPfSQbrnlFi1atEiGYWjixImtHmcYhgKBQCxCipkB2ama8bUBWrHxU932p31aNfVpDXvj21JVsfTaT1oePPx70g2/DL63bamdi04DAAAASGwxW0B5woQJqq2tVXp6uvbs2aPevXvH4tIJYd51BdpRXKmt+47ppt98rP/9/l903scrpXdXSP76EwdufVb6x5+khqrg52E3SwXXS84kqUdvKe3s4Ht3SrAwkyjOAAAAgE4gpjNc9OjRQ+vWrdOAAQO6xeQazZwOU09PG6F/fWKz/nm4Vt958WM98727NOyy/5AOvBdc46v478GDm4suSdr+QvB1CkMyHZJhSmm5kitVsi3JnXpiu9H0r/m594bZVKiFKdZCxZxx0ufPbUP8jb5Nyr803lEAAACgHWJe/VxxxRWxvmRCyEp1a9W/j9Z3n35H/3eoWrOef09/u+tKpX/lGukr1wR7sPb/Xdq3UWqolva9LaX0kqoOSsc+k5xuqf5Y09lsyfIH31buj9ctId7OnxDvCAAAANBO3afbKQH0THXrpVtG67pfvqXiinpd9PM1+s9vFOiGIX10dkay1H908HU6vgapsU6qOxLs4XK4pfoKyXc82JvVeDy43Q5IVqDpfdPLCkiymz7bwfet9l7ZJ320T78P8dV3eLwjAAAAQDt1icLrscce00MPPaTS0lINGTJEv/rVrzRy5MhWj33qqaf0/PPP68MPP5QkDR8+XPfff/9pj4+2Hh6nHvz2EH13xTsKWLbuf3W37n91ty7+Uqbun3ShCnLTT9/YlRR8pfaKSawAAAAAoiMm63h1pFWrVmnu3LlasGCBtm3bpiFDhmj8+PE6fPhwq8evX79e3/nOd7Ru3Tpt3rxZeXl5uuaaa3Tw4MGYxTx6UC/tWnitHrzpIg3Ny5RpSNv2V+raZRs0uPB1TXnq71r4P/+n32/Zr4q6Rtk2PU0AAABAZ2bYnfy3+lGjRumrX/2qHn30UUmSZVnKy8vT7bffrrvvvjts+0AgoKysLD366KOaNm1a2OOrq6uVkZGhqqoqpae30TsVgdKqBs17+X2t23Ok1f1JLlM9U9zKTHGrZ6pbWaluZaW4lJXiVmaKS06HqYxklzxOU7Zty7aljBSXkl0OWbYtf8CW22nK5TDldpoyFJy632EaMiRZtt30kgJW03sruD1g27JtWw4zGIMtWx6nQ+W1XklSqscpl6P1CTcafJYs21aS06Eklym/ZStg2TJNQw7DkGFIxxsDSnE7Qte3rOCPo20Hr282HWfbTfOENE30EbwHNb03ZJqSL2DLaoo/eB+Sx2kqYNlymMGDQ9dpui+naco0jOD3ZFnyW7bSklwKBGw1BgLyW7Z6prpD8TTHaJqGGv2W7KZr+QLB4xymoYq6Rlm2LZfDkG1LKR6n7Kb/DrYUKqRtfX4kpx1637zd1onv4sS+E8f1y0pWZor7lO+9I35Gz0SixAG0JlF+PhMlDqA1ifLzmShxAK2J5OezUw81bGxs1NatWzVv3rzQNtM0NW7cOG3evLld5zh+/Lh8Pp969uzZ6n6v1yuv1xv6XF1d/cWCbkVuRpKemTFSpVUN2nWoWp+W12nf0Tqt23NE+yuOq8FnqaSqQSVVDVG/NjqvZZOHasKwvvEOIyQWuQJ0duQJEB55gq6qUxde5eXlCgQCysnJabE9JydHu3fvbtc5fvrTn6pPnz4aN25cq/sXLVqke+655wvH2h65GUnKzUjS2KbP90g63uhXeU2jjh0/8aqo86nyeKMq6oKfaxr88vot+QKWApatqnqfGv1WsEfLkFymqcZAcL8vEOzpae65sSWZhj7XC2XIYUqmYQRfpuQwDB2ta5QvYEmSGv2WMpJd8gfsUK9YawKWrRS3U76ApQZfQA4zeM7mXp+AZSvZ5VC9L9B0rWAMtoI9XQ7DCPaS2bb8AUsuh6nPdRA1/RN84wvYcjvMULxm07XqvP5gr1dT75lpGKHeMsMw5AtYoSlGmnu+vH5Lbmewd1CSKo/7mmIPtjENhXoRm6/lC1jy+oPff5rHqUBTL6JtS76AJadpytN0PhknpjUJ9eCdtO3E++YbNj7XwxfcnuRKrJHCscwVoLMiT4DwyBN0VZ16qGFJSYn69u2rTZs2afToE7MB/r//9//05ptv6p133mmz/QMPPKAHH3xQ69ev10UXXdTqMa391SUvL69bd3fbth0qGNp7XPOPWWvt2nO+5uF9ke5vb6yRXvt05z352M+n1xeNo73iNSSDXEFnQp4A4ZEnQHjdZqhhdna2HA6HysrKWmwvKytTbm5um23/+7//Ww888IDWrl172qJLkjwejzweT1Ti7SraW0B8/ri22rTnfG0VXW3tj0ax09q5T3fek4+NVbGVCMgVIDzyBAiPPEFXlVhjlSLkdrs1fPhwFRUVhbZZlqWioqIWPWAne/DBB3Xvvffq9ddf14gRI2IRKgAAAIBurFP3eEnS3LlzNX36dI0YMUIjR47UsmXLVFdXpxkzZkiSpk2bpr59+2rRokWSpMWLF6uwsFAvvvii8vPzVVpaKknq0aOHevToEfZ6zUPHeNATiar5ZzPeo4jJFSQy8gQIjzwBwoskTzp94TV58mQdOXJEhYWFKi0t1dChQ/X666+HJtzYv3+/TPNEx96vf/1rNTY26qabbmpxngULFujnP/952OvV1NRIkvLy8qJ3E0AHqKmpUUZGRlyvL5ErSGzkCRAeeQKE15486dSTa8SDZVkqKSlRWlpaq8/vND8AWlxc3G0eAO2O9ywl7n3btq2amhr16dOnxR8dYq2tXEnU766jdcf7TtR7Jk8SV3e870S9586QJ1Lifn8diXtOnHuOJE86fY9XrJmmqX79+oU9Lj09PaF+KGKhO96zlJj3Hc+/TDZrT64k4ncXC93xvhPxnsmTxNYd7zsR77mz5ImUmN9fR+OeE0N786RTT64BAAAAAJ0BhRcAAAAAdDAKryjzeDxasGBBt1p/ojves9R97zsauut31x3vuzvec7R01++uO953d7znaOqO3x/33DkxuQYAAAAAdDB6vAAAAACgg1F4AQAAAEAHo/ACAAAAgA5G4QUAAAAAHYzCCwAAAAA6GIUXAAAAAHQwCi8AAAAA6GAUXgAAAADQwSi8AAAAAKCDUXgBAAAAQAej8AIAAACADkbhBQAAAAAdjMILAAAAADqYM94BdDaWZamkpERpaWkyDCPe4QCnsG1bNTU16tOnj0wzfn9bIVeQyMgTIDzyBAgvkjyh8IpQSUmJ8vLy4h0GEFZxcbH69esXt+uTK+gMyBMgPPIECK89eULhFaG0tDRJwS83PT09ztEAp6qurlZeXl7oZzVeyBUkMvIECI88AcKLJE8ovCLU3MWdnp5O8iOhxXs4BrmCzoA8AcIjT4Dw2pMnFF5RdrCyXv6ApdyMJHmcjniHAwAAACABMKthlE16/G1d8dB67T1cG+9QAAAAACQICq8oM5u6GW07zoEAAAAASBgUXlHWXHgFLCovAAAAAEEUXlHWPH2/RZcXAAAAgCYxn1yjtLRU77zzjkpLSyVJubm5GjVqlHJzc2MdSodo7vGiwwsAAABAs5gVXnV1dfr3f/93/f73v5dhGOrZs6ckqaKiQrZt6zvf+Y6eeOIJpaSkxCqkDnHiGS8qLwAAAABBMRtqeMcdd2jLli165ZVX1NDQoLKyMpWVlamhoUGvvvqqtmzZojvuuCNW4XSY5in8ecYLAAAAQLOYFV5//OMf9eyzz2r8+PFyOE6sb+VwOHTNNddo5cqV+sMf/hCrcDqMg6GGAAAAAE4Ss8LLsiy53e7T7ne73bIsK1bhdBiGGgIAAAA4WcwKr29+85uaPXu2tm/ffsq+7du369Zbb9UNN9wQq3A6TGioIYUXAAAAgCYxK7weffRR5eTkaPjw4erVq5fOO+88nXfeeerVq5dGjBih3r1769FHH41VOB3GYTLUEAAAAEBLMZvVMCsrS6+99pp2796tzZs3t5hOfvTo0SooKIhVKB3qxHTyVF4AAAAAgmK+jldBQUGXKbJa09ThxTNeAAAAAEJiNtQwnGPHjun555+PdxhfmNHU4xXo/POEAAAAAIiShCm89u/frxkzZsQ7jC/sxDNe9HgBAAAACIpZ4VVdXd3mq6am5ozP/dhjjyk/P19JSUkaNWqUtmzZctpjn332WRmG0eKVlJR0xtc+GUMNAQAAAJwsZs94ZWZmhobhtca27Tb3n86qVas0d+5cLV++XKNGjdKyZcs0fvx47dmzR7179261TXp6uvbs2RP6fCbXPR2GGgIAAAA4WcwKr7S0NM2fP1+jRo1qdf8///lP/fu//3vE512yZIlmzZoVGqa4fPlyvfLKK1q5cqXuvvvuVtsYhqHc3NyIr9UezT1eDDUEAAAA0CxmhdfFF18sSbriiita3Z+ZmRnx8LzGxkZt3bpV8+bNC20zTVPjxo3T5s2bT9uutrZW/fv3l2VZuvjii3X//ffr/PPPb/VYr9crr9cb+lxdXd1mTDzjhe4q0lwBuiPyBAiPPEFXFbNnvKZMmdLms1S5ublasGBBROcsLy9XIBBQTk5Oi+05OTmhdcJOdu6552rlypX6y1/+ot/85jeyLEtjxozRgQMHWj1+0aJFysjICL3y8vLajKmnVaF+xhEp0BjRvQCdXaS5AnRH5AkQHnmCrsqwO/EsECUlJerbt682bdqk0aNHh7b/v//3//Tmm2/qnXfeCXsOn8+n8847T9/5znd07733nrK/tb+65OXlqaqqSunp6accf+zeAcoKVGjt5X/QuKuuPsM7A85cdXW1MjIyTvsz2lEizRUgnsgTIDzyBAgvkjyJ+QLK0ZSdnS2Hw6GysrIW28vKytr9DJfL5dKwYcO0d+/eVvd7PB55PJ52x2TLEXxj+dvdBugKIs0VoDsiT4DwyBN0VXFZx+vtt98O/SXj8+8j5Xa7NXz4cBUVFYW2WZaloqKiFj1gbQkEAvrggw909tlnn1EMp5zPaC68mNYQAAAAQFBcCq/rrrtOBw8ePOX9mZg7d66eeuopPffcc9q1a5duvfVW1dXVhWY5nDZtWovJNxYuXKg1a9bok08+0bZt2/Td735X+/bt0w9+8IMvdlNNLHq8AAAAAJwkLkMNP/9Y2Rd9xGzy5Mk6cuSICgsLVVpaqqFDh+r1118PTbixf/9+meaJ+vLYsWOaNWuWSktLlZWVpeHDh2vTpk0aPHjwF4qjmW0Er2VTeAEAAABo0qmf8Wo2Z84czZkzp9V969evb/F56dKlWrp0aYfFYjUPNbQDHXYNAAAAAJ1LXIYadmUMNQQAAABwMgqvKLNCQw3p8QIAAAAQROEVZZbRNHqTwgsAAABAEwqvKLObnvEyGGoIAAAAoAmFV5Q1DzVkcg0AAAAAzeJSeD3xxBOh6d4//74raO7xUoDCCwAAAEBQXKaTnzJlSqvvuwKr+Su1GWoIAAAAIIihhlFmNy3WbDC5BgAAAIAmMe/xOnr0qAoLC7Vu3TodPnxYlmW12F9RURHrkKIqtIAyk2sAAAAAaBLzwuvmm2/W3r17NXPmTOXk5MgwjFiH0KHspunkbSbXAAAAANAk5oXXhg0btHHjRg0ZMiTWl46N5lkN6fECAAAA0CTmz3gVFBSovr4+1peNGTu0gDKFFwAAAICgiAuv4uJiHThwIPR5y5Yt+vGPf6wnn3yyXe0ff/xxzZ8/X2+++aaOHj2q6urqFq/OzjabhhoynTwAAACAJhEXXlOmTNG6deskSaWlpbr66qu1ZcsWzZ8/XwsXLgzbPjMzU9XV1brqqqvUu3dvZWVlKSsrS5mZmcrKyor8DhKMYbKAMgAAAICWIn7G68MPP9TIkSMlSS+99JIuuOACvf3221qzZo1uueUWFRYWttl+6tSpcrlcevHFF7vm5BomQw0BAAAAtBRx4eXz+eTxeCRJa9eu1Y033igp+OzWoUOHwrb/8MMPtX37dp177rmRXrpzCE0nT48XAAAAgKCIhxqef/75Wr58uTZs2KC//vWvuvbaayVJJSUl6tWrV9j2I0aMUHFxceSRdhaOYC1rWL44BwIAAAAgUURceC1evFhPPPGErrzySn3nO98JTQu/evXq0BDEttx+++2644479Oyzz2rr1q16//33W7zOxGOPPab8/HwlJSVp1KhR2rJlS7va/f73v5dhGJowYcIZXbc1liNJkmQGvFE7JwAAAIDOLeKhhldeeaXKy8tVXV3dYjKM2bNnKyUlJWz7yZMnS5K+//3vh7YZhiHbtmUYhgIRzga4atUqzZ07V8uXL9eoUaO0bNkyjR8/Xnv27FHv3r1P2+6zzz7TXXfdpcsuuyyi64VjOZIlSc5AQ1TPCwAAAKDzirjwqq+vl23boaJr3759+tOf/qTzzjtP48ePD9v+008/jTzKNixZskSzZs3SjBkzJEnLly/XK6+8opUrV+ruu+9utU0gENDUqVN1zz33aMOGDaqsrIxaPLYz2OPltOjxAgAAABAUceH1rW99S5MmTdItt9yiyspKjRo1Si6XS+Xl5VqyZIluvfXWNtv379//jIM9WWNjo7Zu3ap58+aFtpmmqXHjxmnz5s2nbbdw4UL17t1bM2fO1IYNG9q8htfrldd7oogKt9aY5Wzq8bLo8UL3EmmuAN0ReQKER56gq4q48Nq2bZuWLl0qSfrDH/6gnJwcbd++XX/84x9VWFjYauG1evVqXXfddXK5XFq9enWb52+eJbE9ysvLFQgElJOT02J7Tk6Odu/e3WqbjRs3asWKFdqxY0e7rrFo0SLdc8897Y6pucfLRY8XuplIcwXojsgTIDzyBF1VxIXX8ePHlZaWJklas2aNJk2aJNM0dckll2jfvn2ttpkwYYJKS0vVu3fvNieyOJNnvCJRU1Ojm2++WU899ZSys7Pb1WbevHmaO3du6HN1dbXy8vJO38AV7PFy0eOFbibiXAG6IfIECI88QVcVceF1zjnn6M9//rMmTpyoN954Q3feeack6fDhw0pPT2+1jWVZrb7/orKzs+VwOFRWVtZie1lZmXJzc085/uOPP9Znn32mG2644ZR4nE6n9uzZo0GDBrVo4/F4QuuWtYfdNNTQZdPjhe4l0lwBuiPyBAiPPEFXFfF08oWFhbrrrruUn5+vkSNHavTo0ZKCvV/Dhg2LeoBtcbvdGj58uIqKikLbLMtSUVFRKK7PKygo0AcffKAdO3aEXjfeeKPGjh2rHTt2ROevKU09Xm6GGgIAAABoEnGP10033aRLL71Uhw4dCq3hJUlf//rXNXHixFbbPPLII+0+/49+9KOI4pk7d66mT5+uESNGaOTIkVq2bJnq6upCsxxOmzZNffv21aJFi5SUlKQLLrigRfvMzExJOmX7GWsuvOjxAgAAANAk4sJLknJzc5Wbm6sDBw5Ikvr169fm4snNk3GEYxhGxIXX5MmTdeTIERUWFqq0tFRDhw7V66+/HppwY//+/TLNiDv2zpjhYqghAAAAgJYiLrwsy9IvfvELPfzww6qtrZUkpaWl6T/+4z80f/78VoucaK/ddbI5c+Zozpw5re5bv359m22fffbZqMbi8AQXkfZQeAEAAABoEnHhNX/+fK1YsUIPPPCAvva1r0kKTtH+85//XA0NDbrvvvuiElh6erp27NihgQMHRuV8seL0pEpiqCEAAACAEyIuvJ577jk9/fTTLdbbuuiii9S3b1/ddtttUSu8bNuOynliLSk5WHh51CjZtmQYcY4IAAAAQLxF/PBTRUWFCgoKTtleUFCgioqKqATVmXmaCi+HLCngi3M0AAAAABJBxIXXkCFD9Oijj56y/dFHH20xy2F35UnpEXpv++riGAkAAACARBHxUMMHH3xQ119/vdauXRtaK2vz5s0qLi7Wq6++GvUAO5vkpCT5bVNOw5Kvvlbu5Kx4hwQAAAAgziLu8briiiv00UcfaeLEiaqsrFRlZaUmTZqkPXv26LLLLotaYEYnfTYq2e3UQTtbkuQr3R3naAAAAAAkgjNax6tPnz6nTKJx4MABzZ49W08++WRUAuusk2u4HKZ2KV/9dVj+sl3S4KvjHRIAAACAOIvaysJHjx7VihUr2jzG5/Np0KBB2rVrV9jzvfbaa+rbt2+0woupWmemJMlby2QjAAAAAM6wx+tMuVwuNTQ0tOvYSy+9tIOj6TgBd7rUIDXWHot3KAAAAAASQNR6vNrrhz/8oRYvXiy/3x/rS8eM7cmQJAWOV8Y3EAAAAAAJIaY9XpL07rvvqqioSGvWrNGFF16o1NTUFvtffvnlWIcUdWZShlQl2fWV8Q4FAAAAQAJod+E1adKkNvdXVla26zyZmZn69re/3d7LdkqBtL5SmZRR85Fk21InnaERAAAAQHS0u/DKyMgIu3/atGlhz/PMM8+095KdVu3Zl8j7T6eyvCXS0b1S9pfjHRIAAACAOGp34RXNgsnv92v9+vX6+OOPNWXKFKWlpamkpETp6enq0aNH1K4TLxkZGdpuf1mXGLuk4i0UXgAAAEA3F/NnvPbt26drr71W+/fvl9fr1dVXX620tDQtXrxYXq9Xy5cvj3VIUXd2RpI+sc7WJeYuqXJfvMMBAAAAEGcxn9Xwjjvu0IgRI3Ts2DElJyeHtk+cOFFFRUWxDqdD9MlMVrHdW5JkH/ssvsEAAAAAiLuY93ht2LBBmzZtktvtbrE9Pz9fBw8ejHU4HaJvZrKK7bMkSYGjn8X+SwYAAACQUGLe42VZlgKBwCnbDxw4oLS0tDM652OPPab8/HwlJSVp1KhR2rJly2mPffnllzVixAhlZmYqNTVVQ4cO1QsvvHBG1z2dJJdDVUl9JUnOg+9Ijcejen4AAAAAnUvMC69rrrlGy5YtC302DEO1tbVasGCBvvGNb0R8vlWrVmnu3LlasGCBtm3bpiFDhmj8+PE6fPhwq8f37NlT8+fP1+bNm/X+++9rxowZmjFjht54440zvaVWHc86V/V2U6/ep29F9dwAAAAAOpeYF14PP/yw3n77bQ0ePFgNDQ2aMmVKaJjh4sWLIz7fkiVLNGvWLM2YMUODBw/W8uXLlZKSopUrV7Z6/JVXXqmJEyfqvPPO06BBg3THHXfooosu0saNG7/orbVwdq9MbbAuDH6oPhDVcwMAAADoXGL++FG/fv20c+dOrVq1Sjt37lRtba1mzpypqVOntphsoz0aGxu1detWzZs3L7TNNE2NGzdOmzdvDtvetm397W9/0549e05b9Hm9Xnm93tDn6urqdsU2MDtVJXav4IcqCi90fWeaK0B3Qp4A4ZEn6Kpi3uP11lvBYXdTp07Vgw8+qMcff1w/+MEP5HK5Qvvaq7y8XIFAQDk5OS225+TkqLS09LTtqqqq1KNHD7ndbl1//fX61a9+pauvvrrVYxctWqSMjIzQKy8vr12xDTyrhz6xzw5+OLyrfTcEdGJnmitAd0KeAOGRJ+iqYl54jR07VhUVFadsr6qq0tixY2MSQ1pamnbs2KF3331X9913n+bOnav169e3euy8efNUVVUVehUXF7frGgOyU/UPKz/44cB7kmVFJ3ggQZ1prgDdCXkChEeeoKuK+VBD27ZlGMYp248eParU1NSIzpWdnS2Hw6GysrIW28vKypSbm3vadqZp6pxzzpEkDR06VLt27dKiRYt05ZVXnnKsx+ORx+OJKC5JGnBWqj6wB6rWTlKP4+VS6U6pz7CIzwN0FmeaK0B3Qp4A4ZEn6KpiVnhNmjRJUnAWw+9973stEioQCOj999/XmDFjIjqn2+3W8OHDVVRUpAkTJkgKTldfVFSkOXPmtPs8lmW1GEscDelJLqX36KFN3vN1jWOr9Ml6Ci8AAACgm4pZ4ZWRkSEp2OOVlpbWYiINt9utSy65RLNmzYr4vHPnztX06dM1YsQIjRw5UsuWLVNdXZ1mzJghSZo2bZr69u2rRYsWSQqOGx4xYoQGDRokr9erV199VS+88IJ+/etfR+EuW7qgb7r+sTc/WHit/bn01VmSp0fUrwMAAAAgscWs8HrmmWckSfn5+brrrrsiHlZ4OpMnT9aRI0dUWFio0tJSDR06VK+//npowo39+/fLNE88ylZXV6fbbrtNBw4cUHJysgoKCvSb3/xGkydPjko8nzdyQE9t/2f/ExsW9ZV+uEU669yoXwsAAABA4jJs27bjHURnUl1drYyMDFVVVSk9Pb3NY9ftOayZz7yjV1Lu0XnWP4Mb0/pIP/5AcsT88Tp0E5H8jHaHOIDWJMrPZ6LEAbQmUX4+EyUOoDWR/HzG5Lf/YcOGtTqhRmu2bdvWwdHEzsVfypJpOnTd8Z/r/wqeUcpna6WaEuneXtKPtks9B8Y7RAAAAAAxEJPCq3nii+4mI9mlSwb20sa95fr9oIf0fd8PpINbgztf+Q/p5j/FN0AAAAAAMRGTwmvBggWxuExCGvalTG3cW6695XXS99+Q7s0O7vj4b9Lvp0pDp0p9L5b2/13Kv0xK7RXfgAEAAABEHQ8adbAv9UyRJH1UWiM5XFJhhfTCROnTN6Xd/xt8NRt0Fb1gAAAAQBcUk8KrZ8+e+uijj5Sdna2srKw2n/eqqKiIRUgxMyK/pxymoff2HdMb/yjV+PNzpX97Udr0iPT+KunYZycO/vhv0pNXSvXHJIdbGv496cvXBD+fVSAl8UApAAAA0BnFpPBaunSp0tLSJEnLli2LxSUTxoDsVP3gsgF64s1PdNdLO3Xu7WnKz+4hjf1P6YqfSkf2SNuel95pWkesZPuJxm/8Z/DVLK2PlNJLMk0p4JOSs6QeOZLpkEyXlNIz+N4wJcMhWX7JMCRXarC3rUXBa3zu8+nex0Mcr93Z7nvQWCn7y9EPBQAAAFEXk8Jr586duummm+TxeDRgwACNGTNGTmf3GeV457iv6K2PyrXrULWu++UG/e2uK3R2RnKwSMoZLF33gDT+fmn/Zqm6JDjz4V8LpawB0rFPT5yopmkfIEmTnqLwAgAA6CRiUv386le/0k9/+lOlpqZq7NixOnTokHr37h2LSyeEJJdDT08foW89ulHltY265YWt+t3sS5Ti/tzXb5pS/tdOfP7aHcF//Y2Sv16yLal8r3S8XKqvDH62/JKvXrIDkr8hOCTRtpv2BYKFXaCx6eWX1LRkW2jptlY+x3VZtzheuzPed0a/6IYBAACADhOTwis/P1+PPPKIrrnmGtm2rc2bNysrK6vVYy+//PJYhBRzfTOT9eS0EZr61DvaeaBKP/rddj09/avhGzrdwZck5bXjeAAAAAAJJyaF10MPPaRbbrlFixYtkmEYmjhxYqvHGYahQCAQi5Di4uIvZek3Pxipf3vy71q767AeW7dXt1wxSA4zns8WAQAAAOhoZiwuMmHCBJWWlqq6ulq2bWvPnj06duzYKa+uNqNha4b376kZXxsgSXrojT26Zumb+t2W/ao83hjnyAAAAAB0lJjOcNGjRw+tW7dOAwYM6FaTa5zsP675ilwOQ4+v/1gfH6nTvJc/0H2v7NK9E87XhKF925xuHwAAAEDnE/Pq54orroj1JROOx+nQT8YX6HtjBuj/21qsP249oI+P1OnOVTv1Hy/t1Ij+PXXVeb01NC9TlwzsFe9wAQAAAHxB3bfbKQGclebRbVeeox9cOlBzX9qh/33/kCxb2vJZhbZ8Fhx2md3Do4FnpSrF7VC/rGQV5Karb1aykpwOnZXmkcdpKruHR0kuM9RTFrBsmYboOevC/AFLTkdMRgoDAAAgCii8EoDbaerRKRfrFxMatW7PYX1aflwfHqzSWx8dUXmtV+W13nadI9nlkGFINQ1+pSU51S8rWZYVnKne57dDxzhMQy6nKZdpqK7RL4dpqMFnhdq3prmIc5mGXA5TFXWNsmxbaUlONfgs1TX6lexyqMFvKSfNoySXQxV1jXI6DDk/N3nI8caATMMIxuAwZBiGbNtW8wLChiFZli2/ZcuybTlMQ04zWGDUen1ymIaq6/1KcplKcjlk21KqxyFDhnwBS6XVDTo7I1lef0D+gK0kl6mALZmG5DTN4HrSDkNV9T75/LaS3A75/JbSkpyybFsNPktupylDkmXbOt4YULLbIY/TlNvpUKM/IF/AVqApPsMw5PUF5LdspSc51Riw1Oi35AsEvxuHacjjDMYfsIL3ZxqSaRgyDUOGEfxOGnwBpbgdavBZSvU4Qsc7zeAxlm2Hjg9Ytt777Jhevm2M+vdKPcOfOgAAAMQShVcCyUxxa+KwE2szVTf4tPdwrQ4cq1dJZb1Kqxq0p7RGpdUNkqTyGq/qm37pb/QHf+FvVnncp8rjvpjfQyL4R0l1vEOIiZe3HdSdV38l3mEAAACgHSi8Elh6kksXfylLF3+p9TXPJKnRb6m+MaCqep8aA5Zs29bRukbVNwan5ff6LRmG1OALhHp8/JYtn9+SLxB8+S1bPTxOuT43dM3+3KK+n19buNFvqTFgKSPZpfrGYNHnNA0lux2ybFuVx31ymoa8fksOM9ir09zjYzWdJ8XtkC9gKdDUs+UPBAtGl9OUoWAPmWkG/23uQapu8CktySWHYSi7h1v1voAs25ZtB3uMbEnV9T75ApZ6pbqV4naq3heQL2ApxX2iByl4DwGlJbnkdBiqbwzIbI7XMHTseKPSk5zBXi/DUKPfkj8QvJcar19pSS55HKbqfQEZhuR2mPI13UOq2ymPy5THaaoxYKuq3qeGxkCod8/lMGXZwe/WsiXbtuX1WTLNYK+fx2nK5TBV0xDs0XOYpiz7RM+a7OB/FduW8nom6/Ivn/UFf8IAAAAQKxRenZzbacrtNJWR4gpt+3Ic4wEAAABwKp7OBwAAAIAORo9XhOymcXfV1d3jOSJ0Ps0/m/bnx4jGAbmCREaeAOGRJ0B4keQJhVeEampqJEl5eXlxjgRoW01NjTIyMuJ6fYlcQWIjT4DwyBMgvPbkiWHH+88YnYxlWSopKVFaWlqr62RVV1crLy9PxcXFSk9Pj0OEsdcd71lK3Pu2bVs1NTXq06ePTDN+o4nbypVE/e46Wne870S9Z/IkcXXH+07Ue+4MeSIl7vfXkbjnxLnnSPKEHq8Imaapfv36hT0uPT09oX4oYqE73rOUmPcdz79MNmtPriTidxcL3fG+E/GeyZPE1h3vOxHvubPkiZSY319H454TQ3vzhMk1AAAAAKCDUXgBAAAAQAej8Ioyj8ejBQsWyOPxxDuUmOmO9yx13/uOhu763XXH++6O9xwt3fW764733R3vOZq64/fHPXdOTK4BAAAAAB2MHi8AAAAA6GAUXgAAAADQwSi8AAAAAKCDUXgBAAAAQAej8AIAAACADkbhBQAAAAAdjMILAAAAADoYhRcAAAAAdDAKLwAAAADoYBReAAAAANDBKLwAAAAAoINReAEAAABAB6PwAgAAAIAORuEFAAAAAB3MGe8AOhvLslRSUqK0tDQZhhHvcIBT2Latmpoa9enTR6YZv7+tkCtIZOQJEB55AoQXSZ5QeEWopKREeXl58Q4DCKu4uFj9+vWL2/XJFXQG5AkQHnkChNeePKHwilBaWpqk4Jebnp4e52iAU1VXVysvLy/0sxov5AoSGXkChEeeAOFFkicUXhFq7uJOT08n+ZHQ4j0cg1xBZ0CeAOGRJ0B47ckTJteIsp/+4X3Nev49FVccj3coAAAAABIEhVeUvfnREf31/8pUVe+LdygAAAAAEgSFV5SZTb2Mlm3HNxAAAAAACYPCK8qax3da1F0AAAAAmlB4RZnDbC68qLwAAAAABFF4RVnzUEObwgsAAABAEwqvKDMZaggAAADgJBReUdY8hX+AygsAAABAEwqvKOMZLwAAAAAnc8bz4p9++qn27t2rs88+WxdccEE8Q4ma5qGG1F0AAAAAmsWsx+u2225TbW2tJKm+vl433XSTzjnnHI0fP15DhgzRVVddFdofqccee0z5+flKSkrSqFGjtGXLltMe++yzz8owjBavpKSkM7pua05MJ0/lBQAAACAoZoXXE088oePHj0uS7r33Xr3zzjtau3atamtr9dZbb2n//v267777Ij7vqlWrNHfuXC1YsEDbtm3TkCFDNH78eB0+fPi0bdLT03Xo0KHQa9++fWd8XyczecYLAAAAwEliVnh9fnr1//mf/9GDDz6osWPHKiUlRV/72te0ZMkSvfzyyxGfd8mSJZo1a5ZmzJihwYMHa/ny5UpJSdHKlStP28YwDOXm5oZeOTk5Z3RPrWl+xosOLwAAAADNYvqMV/MwvNLSUl100UUt9g0ZMkTFxcURna+xsVFbt27VvHnzQttM09S4ceO0efPm07arra1V//79ZVmWLr74Yt1///06//zzWz3W6/XK6/WGPldXV7cZE0MN0V1FmitAd0SeAOGRJ+iqYjqr4X/9139p7ty5Mk1TJSUlLfYdPXpUqampEZ2vvLxcgUDglB6rnJwclZaWttrm3HPP1cqVK/WXv/xFv/nNb2RZlsaMGaMDBw60evyiRYuUkZEReuXl5bUZU/NQQ0YaoruJNFeA7og8AcIjT9BVxazwuvzyy7Vnzx5t375dgwcPPuW5qldfffW0vU7RNHr0aE2bNk1Dhw7VFVdcoZdffllnnXWWnnjiiVaPnzdvnqqqqkKvcL1yzbMa8owXuptIcwXojsgTIDzyBF1VzIYarl+/vs39U6ZM0fe+972IzpmdnS2Hw6GysrIW28vKypSbm9uuc7hcLg0bNkx79+5tdb/H45HH42l3TI7QdPIUXuheIs0VoDsiT4DwyBN0VQmzgPLAgQPVr1+/iNq43W4NHz5cRUVFoW2WZamoqEijR49u1zkCgYA++OADnX322RFd+3QMhhoCAAAAOElcCq+333479NDk59+fiblz5+qpp57Sc889p127dunWW29VXV2dZsyYIUmaNm1ai8k3Fi5cqDVr1uiTTz7Rtm3b9N3vflf79u3TD37wgy92U01MJtcAAAAAcJKYzmrY7LrrrtOOHTs0cODAFu/PxOTJk3XkyBEVFhaqtLRUQ4cO1euvvx6acGP//v0yzRP15bFjxzRr1iyVlpYqKytLw4cP16ZNmzR48OCo3FvzpSi8AAAAADSLS+H1+eefovEs1Jw5czRnzpxW9538bNnSpUu1dOnSL3zN06HHCwAAAMDJEuYZr64iVHhZcQ4EAAAAQMKIS49XV/avlU/rWudheY7PlxTZZCEAAAAAuiZ6vKJsTN1afce5Ti5vRbxDAQAAAJAgKLyiLGA0dSJa/vgGAgAAACBhUHhFWXPhZVi+OEcCAAAAIFFQeEWZ1fzYXIAeLwAAAABBcSm8nnjiidA6W59/3xVYhqPpDYUXAAAAgKC4zGo4ZcqUVt93BSee8WKoIQAAAIAghhpGWXOPl0GPFwAAAIAmMe/xOnr0qAoLC7Vu3TodPnxY1kkrDVdUdO5p2C0m1wAAAABwkpgXXjfffLP27t2rmTNnKicnR4ZhxDqEDhV6xovJNQAAAAA0iXnhtWHDBm3cuFFDhgyJ9aVjgnW8AAAAAJws5s94FRQUqL6+PtaXjZnQUEObwgsAAABAUMwLr8cff1zz58/Xm2++qaNHj6q6urrFq7OzzGDhZfKMFwAAAIAmMR9qmJmZqerqal111VUtttu2LcMwFAgEYh1SVDX3ePGMFwAAAIBmMS+8pk6dKpfLpRdffLFLTq5hNxdeDDUEAAAA0CTmhdeHH36o7du369xzz431pWPCNpt7vBhqCAAAACAo4me8iouLdeDAgdDnLVu26Mc//rGefPLJdrUfMWKEiouLI71s52G6gv8yqyEAAACAJhH3eE2ZMkWzZ8/WzTffrNLSUl199dU6//zz9dvf/lalpaUqLCxss/3tt9+uO+64Qz/5yU904YUXyuVytdh/0UUXRRpSQrEd9HgBAAAAaCniwuvDDz/UyJEjJUkvvfSSLrjgAr399ttas2aNbrnllrCF1+TJkyVJ3//+90PbDMPoMpNr2I4kSZIZaIhzJAAAAAASRcRDDX0+nzwejyRp7dq1uvHGGyUF1+c6dOhQ2PaffvrpKa9PPvkk9O+ZeOyxx5Sfn6+kpCSNGjVKW7ZsaVe73//+9zIMQxMmTDij67bG7+ohSXL5a6N2TgAAAACdW8Q9Xueff76WL1+u66+/Xn/961917733SpJKSkrUq1evsO379+8feZRtWLVqlebOnavly5dr1KhRWrZsmcaPH689e/aod+/ep2332Wef6a677tJll10W1XgCTYWX218X1fMCAAAA6LwiLrwWL16siRMn6qGHHtL06dM1ZMgQSdLq1atDQxBPtnr1al133XVyuVxavXp1m+dv7kFrryVLlmjWrFmaMWOGJGn58uV65ZVXtHLlSt19992ttgkEApo6daruuecebdiwQZWVlRFdsy2WK1WS5A5QeAEAAAAIirjwuvLKK1VeXq7q6mplZWWFts+ePVspKSmttpkwYYJKS0vVu3fvNof1RfqMV2Njo7Zu3ap58+aFtpmmqXHjxmnz5s2nbbdw4UL17t1bM2fO1IYNG9q8htfrldfrDX2urq5u83jLnSZJcgeOt+cWgC4j0lwBuiPyBAiPPEFXFfEzXvX19fJ6vaGia9++fVq2bFmbQ/ssywrtsyzrtK9IJ9YoLy9XIBBQTk5Oi+05OTkqLS1ttc3GjRu1YsUKPfXUU+26xqJFi5SRkRF65eXltXl8c+GVZFF4oXuJNFeA7og8AcIjT9BVRVx4fetb39Lzzz8vSaqsrNSoUaP08MMPa8KECfr1r38d9QCjqaamRjfffLOeeuopZWdnt6vNvHnzVFVVFXqFXYPME3zGy2Mx1BDdS8S5AnRD5AkQHnmCririoYbbtm3T0qVLJUl/+MMflJOTo+3bt+uPf/yjCgsLdeutt57S5pFHHmn3+X/0ox+1+9js7Gw5HA6VlZW12F5WVqbc3NxTjv/444/12Wef6YYbbghtsyxLkuR0OrVnzx4NGjSoRRuPxxOaxbE97KYer2R6vNDNRJorQHdEngDhkSfoqiIuvI4fP660tGBxsWbNGk2aNEmmaeqSSy7Rvn37Wm3TXKiFYxhGRIWX2+3W8OHDVVRUFHp2zLIsFRUVac6cOaccX1BQoA8++KDFtp/97GeqqanRL3/5y6h0ZRtJFF4AAAAAWoq48DrnnHP05z//WRMnTtQbb7yhO++8U5J0+PBhpaent9rm008//WJRtmHu3LmaPn26RowYoZEjR2rZsmWqq6sLzXI4bdo09e3bV4sWLVJSUpIuuOCCFu0zMzMl6ZTtZ8wTLLw88koBv+SI+CsGAAAA0MVEXBUUFhZqypQpuvPOO3XVVVdp9OjRkoK9X8OGDYtaYOnp6dqxY4cGDhzY5nGTJ0/WkSNHVFhYqNLSUg0dOlSvv/56aMKN/fv3yzQjfpTtjDmTPld8NtZIyVmnPxgAAABAtxBx4XXTTTfp0ksv1aFDh0JreEnS17/+dU2cODFqgdm23e5j58yZ0+rQQklav359m22fffbZCKIKLyk5WV7bJY/hk7wUXgAAAADOoPCSpNzcXOXm5urAgQOSpH79+p128eTuJtnlUI2S5VFT4QUAAACg24t4DJ5lWVq4cKEyMjLUv39/9e/fX5mZmbr33ntDMwR2Zyluh2rt5OAHCi8AAAAAOoMer/nz52vFihV64IEH9LWvfU1ScFHin//852poaNB9990X9SA7k2SXQ0eUJEmyvTUy4hwPAAAAgPiLuPB67rnn9PTTT+vGG28MbbvooovUt29f3XbbbVErvAyjc5YsyW6HahXs8fIdr5I7zvEAAAAAiL+IhxpWVFSooKDglO0FBQWqqKiISlBSZJNrJJJkl0M1TUMNfXVVcY4GAAAAQCKIuPAaMmSIHn300VO2P/rooy1mOWyNz+fToEGDtGvXrrDXee2119S3b99Iw4s7p8NUnZEqSfLVRa8QBQAAANB5RTzU8MEHH9T111+vtWvXhtbw2rx5s4qLi/Xqq6+22dblcqmhoaFd17n00ksjDS1h1LuypIDUUHU43qEAAAAASAAR93hdccUV+uijjzRx4kRVVlaqsrJSkyZN0p49e3TZZZeFbf/DH/5Qixcvlt/vP6OAO4NAci9Jkr/mSJwjAQAAAJAIzmgdrz59+pwyicaBAwc0e/ZsPfnkk222fffdd1VUVKQ1a9bowgsvVGpqaov9L7/88pmElFhSsqVaya6j8AIAAABwhoVXa44ePaoVK1aELbwyMzP17W9/O1qXTUiBjDzpsNSz8h/xDgUAAABAAoha4dVezzzzTKwvGXNG9lekf0qp/mPSgfekfiPiHRIAAACAOIr4Ga9o8Pv9Wrt2rZ544gnV1NRIkkpKSlRbWxuPcKKux1l5Jz6Uvh+/QAAAAAAkhJj3eO3bt0/XXnut9u/fL6/Xq6uvvlppaWlavHixvF6vli9fHuuQoi4nI1kv+q/SFOffpFpmNgQAAAC6u3YXXpMmTWpzf2VlZbvOc8cdd2jEiBHauXOnevXqFdo+ceJEzZo1q73hJLSc9CS9q8zgh9qyuMYCAAAAIP7aXXhlZGSE3T9t2rSw59mwYYM2bdokt9vdYnt+fr4OHjzY3nASWk56ko7Ywe/LX10a+25FAAAAAAml3TVBtCbFsCxLgUDglO0HDhxQWlpaVK4Rbz08TtW5gr15zo9elWxbMow4RwUAAAAgXmI+ucY111yjZcuWhT4bhqHa2lotWLBA3/jGN2IdTodxpPU+8WFvUfwCAQAAABB3MR8F9/DDD2v8+PEaPHiwGhoaNGXKFP3zn/9Udna2fve738U6nA5jZw2Qapo+1FfENRYAAAAA8RXzwqtfv37auXOnVq1apZ07d6q2tlYzZ87U1KlTlZycHOtwOkxadl8d3pep3kal1Ng1pskHAAAAcGZiXni99dZbGjNmjKZOnaqpU6eGtvv9fr311lu6/PLLYx1Sh8jrmaL1gSH6V+ebUv2xeIcDAAAAII5i/ozX2LFjVVFx6tC7qqoqjR079ozO+dhjjyk/P19JSUkaNWqUtmzZctpjX375ZY0YMUKZmZlKTU3V0KFD9cILL5zRddtyXm6aKtUj+IG1vAAAAIBuLeaFl23bMlqZ4e/o0aNKTU2N+HyrVq3S3LlztWDBAm3btk1DhgzR+PHjdfhw68VOz549NX/+fG3evFnvv/++ZsyYoRkzZuiNN96I+NptOTc3TR9aA4If3lkuBfxRPT8AAACAziNmQw2bF2A2DEPf+9735PF4QvsCgYDef/99jRkzJuLzLlmyRLNmzdKMGTMkScuXL9crr7yilStX6u677z7l+CuvvLLF5zvuuEPPPfecNm7cqPHjx0d8/dPpmerWFtcIWbYh07Clbc9KX/1B1M4PAAAAoPOIWeHVvACzbdtKS0trMZGG2+3WJZdcolmzZkV0zsbGRm3dulXz5s0LbTNNU+PGjdPmzZvDtrdtW3/729+0Z88eLV68uNVjvF6vvF5v6HN1dXW7YjMMQ/1yc3SotKf66qh05KN2tQM6qzPNFaA7IU+A8MgTdFUxK7yaF2DOz8/XXXfddUbDCk9WXl6uQCCgnJycFttzcnK0e/fu07arqqpS37595fV65XA49Pjjj+vqq69u9dhFixbpnnvuOaP4vnnR2XriwDe10PWcVH3wjM4BdBZfJFeA7oI8AcIjT9BVxfwZrwULFkSl6Poi0tLStGPHDr377ru67777NHfuXK1fv77VY+fNm6eqqqrQq7i4uN3XKTg7XSV2dvDDwa2Sl2nl0XV9kVwBugvyBAiPPEFXFZMer2HDhrU6oUZrtm3b1u7zZmdny+FwqKysrMX2srIy5ebmnradaZo655xzJElDhw7Vrl27tGjRolOe/5Ikj8fT4nm0SJzTu4c2WhfogJ2tfjWHpEV9pR++K531lTM6H5DIvkiuAN0FeQKER56gq4pJ4TVhwoQOOa/b7dbw4cNVVFQUuoZlWSoqKtKcOXPafR7LslqMJY6WXqluJaX00M8avq9n3Q8GNz72Ven2bVKvQVG/HgAAAIDEFJPCa8GCBR127rlz52r69OkaMWKERo4cqWXLlqmuri40y+G0adPUt29fLVq0SFJw3PCIESM0aNAgeb1evfrqq3rhhRf061//OuqxGYahqwp66+VtQ7U/7WJ9qaapN2/Nz6Tv/C7q1wMAAACQmGI2uUZHmTx5so4cOaLCwkKVlpZq6NChev3110MTbuzfv1+meeJRtrq6Ot122206cOCAkpOTVVBQoN/85jeaPHlyh8Q3+Ox0vayDWpz733rMmizVHQk+7wUAAACg24hJ4dWzZ0999NFHys7OVlZWVpvPe1VUVER8/jlz5px2aOHJk2b84he/0C9+8YuIr3GmBp4VnEjk/YNVsm/dKGPZhVJtmfT6f0rX3h+zOAAAAADET0wKr6VLlyotLU2StGzZslhcMmFcMrCXUtwOFVfUa/XHAX3rqz+Q/v649PfHpLIPpan/n+TkAVIAAACgK4tJ4bVz507ddNNN8ng8GjBggMaMGSOns9OPcmyXFLdT3764n174+z7d98ouXfeTe+Su+FT66DXp0zel331H+uZSKat/vEMFAAAA0EFiso7Xr371K9XWBtewGjt27BkNJ+zM5n2jQNk9PDpc49X9r/9T+tajJ3Z+XCT98iJp+WXSB3+QLCt+gQIAAADoEDHpdsrPz9cjjzyia665RrZta/PmzcrKymr12MsvvzwWIcVUitup+dcX6M5VO/Xsps807EuZ+tbPq6RD70t/+L509J9S6fvSH2dKmx+Veg+WvnSJlHeJlP1lqZ1roAEAAABITDEpvB566CHdcsstWrRokQzD0MSJE1s9zjAMBQKBWIQUcxOH9dOGf5br5W0H9dAbezT+/FwlnX2RdOvbUsl26S9zggVYyfbga8dvgw2TMqSzCqT8S6XkLMmVLKX0kvxeKb2PlJEnpWZL7h4UaAAAAECCitkCyhMmTFBtba3S09O1Z88e9e7dOxaXTij3fusC/fX/ynTgWL3uf3WXFn7rguDEGl+6RLr9Pan0A+m9lZK3RjrwnlR1QGqokorfCb7CMZ2Swy2ZLsnpbnrvkGxbkhEszAyj6b15mvdN/4Zz2iLvNNupCaPvqkLpK9fEOwoAAAC0Q0xnuOjRo4fWrVunAQMGdJvJNT4v1ePUf//LEP37C1v10nvF+sn4c5WW5DpxQO6FwYk2mnlrggVX1YFgL1jFp1J1iSRbqjoouVOl4+Unjrf8wZckeWNyS4inhsp4RwAAAIB2inn1c8UVV8T6kgnlmsE5Oqd3D+09XKvbf7ddv/rOsJbF1+d50qRzxgXfD/9e68dYAclXH3xZPinQKAWa/20M7jcMyZYkW7Ktph6wNt6HY5/umNNsP+3x+EJyzo93BAAAAGin7tftFGeGYajwm4M1+4X3tH7PEV33yw267cpz9G9fzZNpnsF4PNMheXoEXwAAAAASUkymk0dLl3/lLL3076PVO82jA8fq9Z9/+kD/9tTfVXXcF+/QAAAAAHQACq84uahfptbcebn+8xsFSnU7tOXTCk1+crP+9/0SCjAAAACgi2GoYRxlprg1+/JBGjmgl779603aXVqjOS9uV3YPj0YN6KkrvnKW/mVEPxlMEw8AAAB0ahReCWBoXqZ++4NRen7zZ3r1g1KV13r1ygeH9MoHh3Tfq7s0vH+W+mUla9BZPTQ0L1NfyUlTksukIAMAAAA6CQqvBHHJwF66ZGAvHW/062+7D+ul9w7orY+OqKrep7/tPnzK8W6nqcxklzJTXMpMdisjxaWMZJfSk1yqqPMq1eNU/14pMg1DtV6/snt4ZBhSqtsp0zTkdphymIYCli2HacjrD8hhGKpp8CszxaWz0jxq8Fmq9fpVebxR9b6AMlPcykh2KcXt0JEar8prveqbmax6X0ABy5bTNOULWPI4TWWneVRSWa+0pOCPmD8QvI4kpbidcjoM1Xn98gdsuZymjnv9SnI75DSD2wOWlOJxyLJsmUYwzmS3Q5Ztq84bUIMvoJSmz+lJLvksW1X1Ph2ra1R+dqoClhU8t8MMrSHmdphymoYMw1Dl8Ub5LVtuh6kar08ep0OmYSjV45BlB5sYhlTT4FdOuke2LfkCtnwBS76ApYBly7Il27bVGLBUedyn/r1SVFXvU6PfksM0gsumyVAPj1N+y5IvYKu6waectCT5ApYaA5aSXQ75LVuGpJ6pbtU1+mUYhlymGTpHo9+SaRhymIacDkNen6V1ew7r7usKgvcHAACAhEfhlWBS3E5986I++uZFfVR5vFHvH6jSgWP1+kdJlT45Uqet+4+p0W+p0W/pcI1Xh2tYsKu76peVrBlfGxDvMAAAANAOFF4JLDPFrcu/claLbbZtq64xoMrjjao87lNVve/Ev/WNqqr36f9KqiVJZ/XwqN4XkG1Lx443yu00Vd8YkMM05Lds1Xn98gUsWbaU6nHIYRiq9wXkME1VHW9Ustshwwj22HxypFZnZyTLNA3VN/pV1xiQISkj2aVUj1OGEezVOlLjVXqyU16/pdoGv1I8DmUmu+W3bNm2LbfTbOrRCvYYmU09Ok6HqbQkZ1NPllM1DT45m3qoGnwBVdQ16qw0j1wOU0kuh3wBK7Q8mN+yVO8L6Ghto443BvSlninKTHHJMAzV1PskI9jbdbwxIKdpyLJtZSS75DANHW8MyO001ei35LdsOZu+G7Opt8rpMFRR1yiP05TL0fRymqpv9Ms0gvstS8FjXKY8TlP+gC1PU4y+gCUp2NMYsGyV13rVLytZAduWz2/L6w/I43So1uuXaUrpSS7V+wJyO8zQd+ZymLJtKWDbCljBXrcv9+6hSwb2iuWPIwAAAL4ACq9OprkQ6uFxql9WvKMBAAAA0B48IAIAAAAAHYzCCwAAAAA6GEMNI2Q3PVhUXV0d50iA1jX/bDb/rMYLuYJERp4A4ZEnQHiR5AmFV4RqamokSXl5eXGOBGhbTU2NMjIy4np9iVxBYiNPgPDIEyC89uSJYcf7zxidjGVZKikpUVpaWqsLGFdXVysvL0/FxcVKT0+PQ4Sx1x3vWUrc+7ZtWzU1NerTp49MM36jidvKlUT97jpad7zvRL1n8iRxdcf7TtR77gx5IiXu99eRuOfEuedI8oQerwiZpql+/fqFPS49PT2hfihioTves5SY9x3Pv0w2a0+uJOJ3Fwvd8b4T8Z7Jk8TWHe87Ee+5s+SJlJjfX0fjnhNDe/OEyTUAAAAAoINReAEAAABAB6PwijKPx6MFCxbI4/HEO5SY6Y73LHXf+46G7vrddcf77o73HC3d9bvrjvfdHe85mrrj98c9d05MrgEAAAAAHYweLwAAAADoYBReAAAAANDBKLwAAAAAoINReAEAAABAB6PwAgAAAIAORuEFAAAAAB2MwgsAAAAAOhiFFwAAAAB0MAovAAAAAOhgFF4AAAAA0MEovAAAAACgg1F4AQAAAEAHo/ACAAAAgA7mjHcAnY1lWSopKVFaWpoMw4h3OMApbNtWTU2N+vTpI9OM399WyBUkMvIECI88AcKLJE8ovCJUUlKivLy8eIcBhFVcXKx+/frF7frkCjoD8gQIjzwBwmtPnlB4RSgtLU1S8MtNT0+PczTAqaqrq5WXlxf6WY0XcgWJjDwBwiNPgPAiyRMKrwg1d3Gnp6eT/Eho8R6OQa6gMyBPgPDIEyC89uQJhVeU7SiuVKPf0vl90pXq4esFAAAAwKyGUffvL7ynf31isz47WhfvUAAAAAAkCAqvKDObuhltO86BAAAAAEgYFF5R1lx4WVReAAAAAJp0icLrscceU35+vpKSkjRq1Cht2bLltMc+++yzMgyjxSspKSlqsTQ/V2dRdwEAAABo0ukLr1WrVmnu3LlasGCBtm3bpiFDhmj8+PE6fPjwadukp6fr0KFDode+ffuiFg89XgAAAABO1ukLryVLlmjWrFmaMWOGBg8erOXLlyslJUUrV648bRvDMJSbmxt65eTkRC0es6nHy6bwAgAAANCkU8933tjYqK1bt2revHmhbaZpaty4cdq8efNp29XW1qp///6yLEsXX3yx7r//fp1//vmtHuv1euX1ekOfq6ur24ypuccrYEVyJ0DnF2muAN0ReQKER56gq+rUPV7l5eUKBAKn9Fjl5OSotLS01TbnnnuuVq5cqb/85S/6zW9+I8uyNGbMGB04cKDV4xctWqSMjIzQKy8vr82YTjzjRY8XupdIcwXojsgTIDzyBF1V3Auvq666KqrPWIUzevRoTZs2TUOHDtUVV1yhl19+WWeddZaeeOKJVo+fN2+eqqqqQq/i4uI2z+8wecYL3VOkuQJ0R+QJEB55gq4qZkMNV69e3er2t956S//7v/8b+mvGjTfe2O5zZmdny+FwqKysrMX2srIy5ebmtuscLpdLw4YN0969e1vd7/F45PF42h0T63ihu4o0V4DuiDwBwiNP0FXFrPCaMGGCDMNoddKJ22+/XVJw0otAINDuc7rdbg0fPlxFRUWaMGGCJMmyLBUVFWnOnDntOkcgENAHH3ygb3zjG+2+blsMZjUEAAAAcJKYDTUcP368rrvuOpWWlsqyrNDL4XDoww8/lGVZERVdzebOnaunnnpKzz33nHbt2qVbb71VdXV1mjFjhiRp2rRpLSbfWLhwodasWaNPPvlE27Zt03e/+13t27dPP/jBD6JynybreAEAAAA4Scx6vF577TUtXbpUI0aM0OOPP65vfvObUTnv5MmTdeTIERUWFqq0tFRDhw7V66+/HppwY//+/TLNE/XlsWPHNGvWLJWWliorK0vDhw/Xpk2bNHjw4KjEwzpeAAAAAE4W0+nk77zzTo0dO1ZTp07V//zP/2jp0qVROe+cOXNOO7Rw/fr1LT4vXbo0atdtDet4AQAAADhZzGc1HDp0qN577z0ZhqGhQ4d2uQIl9IwX63gBAAAAaBKXBZSTk5O1fPlyrV69WuvWrVN2dnY8wugQJut4AQAAADhJXAqvZjfeeGNE08d3Biee8YpzIAAAAAASRlwWUH777bfl9XpPed8VnFjHi8oLAAAAQFBcCq/rrrtOBw8ePOV9V2AwnTwAAACAk8Sl8Pp8b1BX6xlq7vEKdLH7AgAAAHDm4lJ4dWXNS4Z1tYISAAAAwJmj8IoyFlAGAAAAcDIKrygzWccLAAAAwEkovKKMdbwAAAAAnIzCK8pOTCcf50AAAAAAJAwKrygzeMYLAAAAwEniUng98cQTysnJOeV9V2CyjhcAAACAk8Sl8JoyZYpSU1NPed8VzC35D61136UeNZ/EOxQAAAAACYKhhlGW4z+oc8wSOfzH4x0KAAAAgAThjPUFjx49qsLCQq1bt06HDx+WddK86xUVFbEOKaoCRvArNSxfnCMBAAAAkChiXnjdfPPN2rt3r2bOnKmcnJzQZBRdRXPhJQovAAAAAE1iXnht2LBBGzdu1JAhQ2J96ZgI9XgFKLwAAAAABMX8Ga+CggLV19fH+rIxEzBckhhqCAAAAOCEmBdejz/+uObPn68333xTR48eVXV1dYtXZxcaakiPFwAAAIAmMR9qmJmZqerqal111VUtttu2LcMwFAgEYh1SVFlMrgEAAADgJDEvvKZOnSqXy6UXX3yxi06uwVBDAAAAAC3FvPD68MMPtX37dp177rmxvnRMWGbwKzUpvAAAAAA0ifkzXiNGjFBxcXFUz/nYY48pPz9fSUlJGjVqlLZs2dKudr///e9lGIYmTJgQtVhO9Hj5o3ZOAAAAAJ1bxD1excXFMgxD/fr1kyRt2bJFL774ogYPHqzZs2eHbX/77bfrjjvu0E9+8hNdeOGFcrlcLfZfdNFFEcWzatUqzZ07V8uXL9eoUaO0bNkyjR8/Xnv27FHv3r1P2+6zzz7TXXfdpcsuuyyi64Vz4hmvxqieFwAAAEDnFXGP15QpU7Ru3TpJUmlpqa6++mpt2bJF8+fP18KFC8O2nzx5snbt2qXvf//7+upXv6qhQ4dq2LBhoX8jtWTJEs2aNUszZszQ4MGDtXz5cqWkpGjlypWnbRMIBDR16lTdc889GjhwYMTXbIttNhWS9HgBAAAAaBJxj9eHH36okSNHSpJeeuklXXDBBXr77be1Zs0a3XLLLSosLGyz/aeffnpmkbaisbFRW7du1bx580LbTNPUuHHjtHnz5tO2W7hwoXr37q2ZM2dqw4YNbV7D6/XK6/WGPoeb8t52NBVeAXq80L1EmitAd0SeAOGRJ+iqIi68fD6fPB6PJGnt2rW68cYbJQUXRj506FDY9v3794/0kqdVXl6uQCCgnJycFttzcnK0e/fuVtts3LhRK1as0I4dO9p1jUWLFumee+5pd0zNPV62n8k10L1EmitAd0SeAOGRJ+iqIh5qeP7552v58uXasGGD/vrXv+raa6+VJJWUlKhXr16ttlm9erV8Pl/ofVuvjlRTU6Obb75ZTz31lLKzs9vVZt68eaqqqgq9wk0MYjuCRakZaPjC8QKdSaS5AnRH5AkQHnmCririHq/Fixdr4sSJeuihhzR9+nQNGTJEUrCgah6CeLIJEyaotLRUvXv3bnMGwUgXUM7OzpbD4VBZWVmL7WVlZcrNzT3l+I8//lifffaZbrjhhtA2y7IkSU6nU3v27NGgQYNatPF4PKEevvbwu9MkSW5/TbvbAF1BpLkCdEfkCRAeeYKuKuLC68orr1R5ebmqq6uVlZUV2j579mylpKS02qa5uDn5/Rfldrs1fPhwFRUVhQo6y7JUVFSkOXPmnHJ8QUGBPvjggxbbfvazn6mmpka//OUvlZeX94VjCrjSJUkeCi8AAAAATSIuvOrr62Xbdqjo2rdvn/70pz/pvPPO0/jx46MeYDhz587V9OnTNWLECI0cOVLLli1TXV2dZsyYIUmaNm2a+vbtq0WLFikpKUkXXHBBi/aZmZmSdMr2MxXwZEiSkii8AAAAADSJuPD61re+pUmTJumWW25RZWWlRo0aJZfLpfLyci1ZskS33nrrKW0eeeSRdp//Rz/6UUTxTJ48WUeOHFFhYaFKS0s1dOhQvf7666EJN/bv3y/TjN060VZz4RWojdk1AQAAACS2iAuvbdu2aenSpZKkP/zhD8rJydH27dv1xz/+UYWFha0WXs3Hh2MYRsSFlyTNmTOn1aGFkrR+/fo22z777LMRX68ttruHJMltHY/qeQEAAAB0XhEXXsePH1daWnACiTVr1mjSpEkyTVOXXHKJ9u3b12qbaK7dlegMV7IkyWV5wxwJAAAAoLuIeAzeOeecoz//+c8qLi7WG2+8oWuuuUaSdPjwYaWnp0ctsPT0dH3yySdRO1+smO5g4eW2KbwAAAAABEVceBUWFuquu+5Sfn6+Ro4cqdGjR0sK9n4NGzYsaoHZth21c8VSc+HlsllAGQAAAEBQxEMNb7rpJl166aU6dOhQaA0vSfr617+uiRMnRjW4zsjlCU6p76LHCwAAAECTiAsvScrNzVVubq4OHDggSerXr99pF0/ubpKSUyVJHjVKti0ZRpwjAgAAABBvEQ81tCxLCxcuVEZGhvr376/+/fsrMzNT9957b1QXR+6sklOChZcpWwo0xjkaAAAAAIkg4h6v+fPna8WKFXrggQf0ta99TZK0ceNG/fznP1dDQ4Puu+++qARmdNKeoqSUHic++Oolpyd+wQAAAABICBEXXs8995yefvpp3XjjjaFtF110kfr27avbbrstaoVXZ51cIzUpWZZtyDRsNTYclzs5M94hAQAAAIiziIcaVlRUqKCg4JTtBQUFqqioaLOtz+fToEGDtGvXrrDXee2119S3b99Iw4u7lCSnKhRc58xbWRrnaAAAAAAkgogLryFDhujRRx89Zfujjz7aYpbD1rhcLjU0NLTrOpdeeqk8ns43TM/lMHVAvSVJ3iMfxzkaAAAAAIkg4qGGDz74oK6//nqtXbs2tIbX5s2bVVxcrFdffTVs+x/+8IdavHixnn76aTmdZzSpYsI77DhbsvbKe6TzLQANAAAAIPoirnyuuOIKffTRR3rssce0e/duSdKkSZN02223qU+fPmHbv/vuuyoqKtKaNWt04YUXKjU1tcX+l19+OdKQEs4xTx+pXur77v3S9T+NdzgAAAAA4uyMupz69OlzyiQaBw4c0OzZs/Xkk0+22TYzM1Pf/va3z+SynUZdSj+pvumDt1by9GjzeAAAAABdW9TG+h09elQrVqwIW3g988wz0bpkwvo45xrp6MPBD3WHKbwAAACAbi7iyTWiwe/3a+3atXriiSdUU1MjSSopKVFtbW08wom6jPRM7bfOCn6oPRLfYAAAAADEXcxnt9i3b5+uvfZa7d+/X16vV1dffbXS0tK0ePFieb1eLV++PNYhRV2vHh6VK0Nf0hGplinlAQAAgO4u5j1ed9xxh0aMGKFjx44pOTk5tH3ixIkqKiqKdTgdIjc9ScV2cEp5VXwa32AAAAAAxF27e7wmTZrU5v7Kysp2nWfDhg3atGmT3G53i+35+fk6ePBge8NJaF/J6aH/sfpIDsk+/H8y4h0QAAAAgLhqd+GVkZERdv+0adPCnseyLAUCgVO2HzhwQGlpae0NJ6HlZ6dqh74c/PDhy9J1D0rJmXGNCQAAAED8tLvwitZshNdcc42WLVsWmv3QMAzV1tZqwYIF+sY3vhGVa8Sby2Fqf/rF8h53ymP5pAPvSl++Ot5hAQAAAIiTmD/j9fDDD+vtt9/W4MGD1dDQoClTpoSGGS5evDjW4XSYvr3StdX6SvBDQ1V8gwEAAAAQVzGf1bBfv37auXOnVq1apZ07d6q2tlYzZ87U1KlTW0y20dl9qWeKqvelBj80VMY1FgAAAADxFfPC66233tKYMWM0depUTZ06NbTd7/frrbfe0uWXXx7rkDpEXs8UVdspwQ/0eAEAAADdWsyHGo4dO1YVFRWnbK+qqtLYsWPP6JyPPfaY8vPzlZSUpFGjRmnLli2nPfbll1/WiBEjlJmZqdTUVA0dOlQvvPDCGV23Lef3yVCNmgqvonujfn4AAAAAnUfMCy/btmUYp06wfvToUaWmpkZ8vlWrVmnu3LlasGCBtm3bpiFDhmj8+PE6fPhwq8f37NlT8+fP1+bNm/X+++9rxowZmjFjht54442Ir92WoXmZ+tTOlSRZnq4xWyMAAACAMxOzoYbN64AZhqHvfe978ng8oX2BQEDvv/++xowZE/F5lyxZolmzZmnGjBmSpOXLl+uVV17RypUrdffdd59y/JVXXtni8x133KHnnntOGzdu1Pjx4yO+/ulkJLu0s+e1Us0zMr3VweGGSW1PyQ8AAACga4pZ4dW8Dpht20pLS2sxkYbb7dYll1yiWbNmRXTOxsZGbd26VfPmzQttM01T48aN0+bNm8O2t21bf/vb37Rnz57Tzqjo9Xrl9XpDn6urq9sd3+D+fXT0gzT1Mmqkku3SwCvb3RbobL5IrgDdBXkChEeeoKuKWeHVvA5Yfn6+7rrrrjMaVniy8vJyBQIB5eTktNiek5Oj3bt3n7ZdVVWV+vbtK6/XK4fDoccff1xXX936OluLFi3SPffcc0bxXdw/U2/sGKEpznXShiUUXujSvkiuAN0FeQKER56gq4r5M14LFiyIStH1RaSlpWnHjh169913dd9992nu3Llav359q8fOmzdPVVVVoVdxcXG7r3NRv0w9HwgOX7QPvCtZgWiEDySkL5IrQHdBngDhkSfoqmLS4zVs2LBWJ9RozbZt29p93uzsbDkcDpWVlbXYXlZWptzc3NO2M01T55xzjiRp6NCh2rVrlxYtWnTK81+S5PF4WjyPFokB2an6p/qpyk5Rhu+49Mp/SDcsO6NzAYnui+QK0F2QJ0B45Am6qpgUXhMmTOiQ87rdbg0fPlxFRUWha1iWpaKiIs2ZM6fd57Esq8VY4mhJcjk08Kx0vVxxmWY435C2PiMd2SN9/7WoXwsAAABA4opJ4bVgwYIOO/fcuXM1ffp0jRgxQiNHjtSyZctUV1cXmuVw2rRp6tu3rxYtWiQpOG54xIgRGjRokLxer1599VW98MIL+vWvf90h8V1V0FuL3/q3YOElSfs3SbtflQq+0SHXAwAAAJB4Yja5RkeZPHmyjhw5osLCQpWWlmro0KF6/fXXQxNu7N+/X6Z54lG2uro63XbbbTpw4ICSk5NVUFCg3/zmN5o8eXKHxNe/V6oa5NFP+jyvh0pnSpZP+vvjFF4AAABAN2LYtm139EV69uypjz76SNnZ2crKymrzea+KioqODucLqa6uVkZGhqqqqpSenh72+G37j2nS45vUw+PU1lvz5Vk+Mrhj9Bxp/H0dHC26o0h/Rrt6HEBrEuXnM1HiAFqTKD+fiRIH0JpIfj5j0uO1dOlSpaWlSZKWLVsWi0smjKH9MnV2RpIOVTXonk1e3d+8Y/Oj0rifSw5XHKMDAAAAEAsxKbx27typm266SR6PRwMGDNCYMWPkdHb6UY7tYpqGfvT1L2veyx/oxS3FumvKS+r58r8Gd96bLX3rMWnYd+MbJAAAAIAOFZN1vH71q1+ptrZWkjR27NiEH04Ybd8Z+SUV5AZ7/Ao/PEua/NsTO//yQ+nnGdKh9+MUHQAAAICOFpNup/z8fD3yyCO65pprZNu2Nm/erKysrFaPvfzyy2MRUswVfnOwpq54R//7/iFNGXmJxnx7hfTHmScOeOIyadBV0lX/JWXlS0mZkhnz9a0BAAAAdICYFF4PPfSQbrnlFi1atEiGYWjixImtHmcYhgKBQCxCirkx52Tru6P664W/79PP/vyhVt8+QT0WfDvY47WjqQfs478FX5LkyZCyviQlZ0lX3yvlXiiZjvjdAAAAAIAzFrMFlCdMmKDa2lqlp6drz5496t27dywunVDuGn+uXvvwkD4pr9OSNR+p8IbB0oTHpRt+KW15UnrrIan+WPBgb5VU+kHw/ZNXtDxR2tlSzSHpS2OCvWPuFCklW5ItWX4ptbdkW5JhBqevT8qUTGfw1Tyj5OeLuLYmtmwxA6XRyvbTz1CJDtZnmJSZF+8oAAAA0A4xneGiR48eWrdunQYMGNBtJtf4vIxklxZ/+yLNfO49/eadffrx1V9WepIrOLPh6B9Kl9wWLKgaqqU186WDW08UYp9Xcyj47/5NwRe6p0lPUXgBAAB0EjGvfq644orwB3VhVxX01sCzUvXJkTr95P/bqUe+M0weZ1Pvk2FI6X2Cr+/+8UQjf6N0/GjwtfevweGHRz+WfPXBXixvTfB5sIbqYBEX8EkNlZLDLTk9UuNxBXvDAsGeMKnp39Z6sD6nRU+Y3cr2Dl8CDm1J6RXvCAAAANBO3a/bKc4Mw9BPrjlXt/9uu974R5n+ZflmLZ08VIPO6nH6Rk63lH528JV7QeyCBQAAABAVTJsXB9ddeLaenDZcaUlOvX+gSl9/+E39quifstt61goAAABAp0XhFSdXFeTo5VvHaPTA4HCxh//6kX76x/cpvgAAAIAuiMIrjr6ck6YXZ43SzZf0lyS99N4Bnftfr+v6Rzboybc+VnHF8ThHCAAAACAaeMYrzgzD0D03ni9btn7z9/1q9Fv6R0m1/lFSrUWv7db00fka1LuHzu+TrsFnpyvJxVpeAAAAQGdD4ZUATNPQLyZcqJ+ML9Dmj4/q1+v3aueBKtm29Oymz1ocOzA7VYP7pCu7h0fpSU65naYGZPfQl3qmyO005TANVTf4dFYPj3qne2QahgxJTocp27ZltDZ74edYli3TPPWYk9s2D4k8+XztuUZHitf123Nd27bVGLBOzGIZQduT7Smt0bm5aRHHCQAAgPig8EogGckuXXtBrq69IFfHG/363ZZi7T5Urb1HarXrULUafJY+Ka/TJ+V1EZ87M8Wl2ga/nA5DKW6nTEMKWMFf+A1JdY1+uR2mqhv8yk1PUkayS/W+gKobfKpp8Ctg2UpxO5TdwyOXw9DHR4Ix9Ep1q8brlz9gKbuHR4drvMru4VZOepL+UVKt9CSn0pNd8gdsuZ2mGv1WUwwOVdT55Lcs9Up1y+u3ZFm2fJYtry+g6ga/+mYmy9NUTFbV++T1W+rhccpvWTruDcjjcsjrC8jjMpXqcWrf0eDQzFS3Q0kuhxymIcuWengcOlLj1VlpHiW5HLJsW43+4LT6tqQjNV5lJrskSXWNAfVMdcsXsGTb0pFar87OSNLxxoCSXQ55nKbqvH4ZhiGv39LxRr+ONwYkSX0zk1V5vFH1voBcDlO+gKVUt1MeV/C+G3yWLNtWXs8UHa31qrrBr5x0j8qqvZKkAdmpavAF5HQYMmTI5TBkK/jfyWkaMgxDx71++Sxb5bVe/em2r2loXuYX+pkDAABAbFB4JagUt1MzLx0Q+uwPWCqtbtA7n1To0/I6+S1bJZX1qqr3adeh6tAv6MeON6q1+Tkqj/uC57FsNfgaW71mgy9YjJRWN6i0uuGU/ccbA9p/0nNnR+tOnOtwTbCAKK9tVHltcHt1g1/VDf4277U5tpMdrKw/ZVtV/Ylja7z+pn8Vup4ULJ7qmoqhYDxN24+e/pm54587/vPXkBQq6ML5fLzepsKuxutX09cS8unnCufmouvk7eE4TUMfHKik8AIAAOgkKLw6CafDVL+sFPUbntKu42u9wV6q441+OQxDh6oa5HKYqvX6lZ7sVMCyVd8YUKPfUsC2leJ2ytE0xNAXsFTr9SvVHexd6pnqVnlNo1I8DvkDtrz+gNKTXKpp8MvjMtXDEzxfRV2jjtZ5ld3DI6/P0nFfQH0zk2TbUr0vILNpOF3AskPX8QUsHW8MyON0qEeSU9k93DJk6HBNMN5GvyWHaajW61deVorqfQF5nKZsSaYhJbscOnbcJ1/AUnW9T3sP12p4/yylJ7vk9VuqbwzI5TCU5HKost4n27blMA0luxyyFVwL2mEasm1bNV6/UlwO+S079Cydy2Gooq5RvVI9qvH6ZFlSisehyuONSktyBXvVLFu+pu8l2eUI9iI2jRysbwzIsm2lepxKbuptq23wKy3J1VSoBb/75vsxDUNef0AZyS41+m2ZRjA+X8CW37JkyJDTYSivZ4r6ZiZH8ScMAAAAHYnCq4vq4Qn+p81oGkLXOz3pi50w94tGFJnBSo/tBePgwn4Z8Q4BAAAAMcJ08gAAAADQwejxilDzbH7V1dVxjgRoXfPPZrwX4yZXkMjIEyA88gQIL5I8ofCKUE1NjSQpLy8vzpEAbaupqVFGRvyGM5Ir6AzIEyA88gQIrz15Ytjx/jNGJ2NZlkpKSpSWltbq2kvV1dXKy8tTcXGx0tO7/nNKUve8Zylx79u2bdXU1KhPnz4yzfiNJm4rVxL1u+to3fG+E/WeyZPE1R3vO1HvuTPkiZS4319H4p4T554jyRN6vCJkmqb69esX9rj09PSE+qGIhe54z1Ji3nc8/zLZrD25kojfXSx0x/tOxHsmTxJbd7zvRLznzpInUmJ+fx2Ne04M7c0TJtcAAAAAgA5G4QUAAAAAHYzCK8o8Ho8WLFggj8cT71Bipjves9R97zsauut31x3vuzvec7R01++uO953d7znaOqO3x/33DkxuQYAAAAAdDB6vAAAAACgg1F4AQAAAEAHo/ACAAAAgA5G4QUAAAAAHYzCCwAAAAA6GIUXAAAAAHQwCi8AAAAA6GAUXgAAAADQwSi8AAAAAKCDUXgBAAAAQAej8AIAAACADkbhBQAAAAAdjMILAAAAADqYM94BdDaWZamkpERpaWkyDCPe4QCnsG1bNTU16tOnj0wzfn9bIVeQyMgTIDzyBAgvkjyh8IpQSUmJ8vLy4h0GEFZxcbH69esXt+uTK+gMyBMgPPIECK89eULhFaG0tDRJwS83PT09ztEAp6qurlZeXl7oZzVeyBUkMvIECI88AcKLJE8ovCLU3MWdnp5O8iOhxXs4BrmCzoA8AcIjT4Dw2pMnTK4BAAAAAB2MwivKZjyzRTc+ulEfH6mNdygAAAAAEgRDDaNs16EalVY3qL4xEO9QAAAAACQIeryizGwa3hmw7PgGAgAAACBhUHhFmdlUeVk2hRcAAACAIAqvKDMNCi8AAAAALVF4RZkj1OMV50AAAAAAJAwKrygzeMYLAAAAwEkovKLMwVBDAAAAACeh8Iqy0FBDK86BAAAAAEgYMS28bNvWp59+Kr/fL0lqbGzUqlWr9Pzzz6u8vDyWoXQYgx4vAAAAACeJ2QLKe/bs0fjx41VcXKyBAwdqzZo1+pd/+Rft3r1btm0rJSVFmzZt0pe//OVYhdQhHE2lbIDCCwAAAECTmPV4/fSnP9WQIUO0Y8cOffOb39T111+vfv366dixY6qoqNDo0aO1cOHCWIXTYULTyTO5BgAAAIAmMSu8Nm3apHvuuUcXXnihfvGLX2j37t2666675HK55PF4dPfdd+utt96KVTgd5sQ6XnEOBAAAAEDCiFnhVVtbq549e0qSUlNTlZqaqrPPPju0Py8vT2VlZbEKp8OYTCcPAAAA4CQxK7z69Omj/fv3hz4/+OCD6t27d+jzkSNHlJWVFatwOkzzrIY2z3gBAAB0qL/tLtOEx97Wwv/5v3iHAoQVs8Jr3Lhx2r17d+jzrbfeqrS0tNDnNWvW6OKLL45VOB2meaghk2sAAAB0rIo6n3YUV+rjI7XxDgUIK2azGi5fvrzN/ZMnT9b06dNjFE3H4RkvAACA2Gh+xINlfNAZJMwCygMGDGjxzFckHnvsMeXn5yspKUmjRo3Sli1b2tXu97//vQzD0IQJE87ouq05sYAy/wMAAADoSKHfuyi80AnEpfB6++235fV6T3l/JlatWqW5c+dqwYIF2rZtm4YMGaLx48fr8OHDbbb77LPPdNddd+myyy4742u3xuAvLwAAADFhhJbxiXMgQDvEpfC67rrrdPDgwVPen4klS5Zo1qxZmjFjhgYPHqzly5crJSVFK1euPG2bQCCgqVOn6p577tHAgQPP+Nqtaf7LC7MaAgAAdCyGGqIzidkzXp/3+Rn/vsjsf42Njdq6davmzZsX2maapsaNG6fNmzeftt3ChQvVu3dvzZw5Uxs2bGjzGl6vt0WPXHV1dZvHn3jGi/8BoHuJNFeA7og8AcKLJE8c/N6FTiRhnvE6E+Xl5QoEAsrJyWmxPScnR6Wlpa222bhxo1asWKGnnnqqXddYtGiRMjIyQq+8vLw2j2dyDXRXkeYK0B2RJ0B4keSJwe9d6EQ6deEVqZqaGt1888166qmnlJ2d3a428+bNU1VVVehVXFzc5vGOpm+UoYbobiLNFaA7Ik+A8CLJE4YaojOJy1DDaMnOzpbD4VBZWVmL7WVlZcrNzT3l+I8//lifffaZbrjhhtA2q+lpTKfTqT179mjQoEEt2ng8Hnk8nnbH1DNQrkHGQRmBL0dyK0CnF2muAN0ReQKEF0meMNIInUmn7vFyu90aPny4ioqKQtssy1JRUZFGjx59yvEFBQX64IMPtGPHjtDrxhtv1NixY7Vjx46oDPmYV3yLijw/UWrNZ1/4XACA7itg2fL6A/IHmK4NOB2W8UFn0ql7vCRp7ty5mj59ukaMGKGRI0dq2bJlqqur04wZMyRJ06ZNU9++fbVo0SIlJSXpggsuaNE+MzNTkk7ZfqZ8pkcKSI5AfVTOBwDonh54bZee2vCp/v2KgZp33XnxDgdISCzjg86k0xdekydP1pEjR1RYWKjS0lINHTpUr7/+emjCjf3798s0Y9ex12gkSZJMP4UXAODMNQ+h4vdJ4PQYaojOJC6F1xNPPBEqjD7//kzNmTNHc+bMaXXf+vXr22z77LPPfqFrn8xnBgsvR+B4VM8LAOheTiwMy2+UwOmc+AMFeYLEF5fCa8qUKa2+7woazWRJkulviHMkAIDO7MRsbfGNA0hkzYOaGGqIzqBTT66RiHxmcBYeJ0MNAQBfgMnCsEBYzXnCMj7oDGJeeB09elQ//OEPNXjwYGVnZ6tnz54tXp1dqlUjSbr8nw/EORIAQGfW3OPFECrg9HgWEp1JzIca3nzzzdq7d69mzpypnJyc0Bj2ruJLx/8hSXLajXGOBADQmRlMGgCExQLK6ExiXnht2LBBGzdu1JAhQ2J96Zg4kpSvsxo+i3cYAIBOjqGGQHimyR8o0HnEfKhhQUGB6uu77vNPa8/5mSTJ2zTJBgAAZ4LJNYDweMYLnUnMC6/HH39c8+fP15tvvqmjR4+qurq6xauzs3sEp8Y3bCvOkQAAOrPmv+TzjBdwejwLic4k5kMNMzMzVV1drauuuqrFdtu2ZRiGAoFArEOKKldKmiTJbXslyzoxzykAABEweHYFCIsFlNGZxLzwmjp1qlwul1588cUuOblGUnLaiQ++45KnR/yCAQB0WvxCCYTHs5DoTGJeeH344Yfavn27zj333FhfOiaSUnrIsg2Zhi011lF4AQDOCLO1AeGdWEA5vnEA7RHxOLji4mIdOHAg9HnLli368Y9/rCeffLJd7UeMGKHi4uJIL9tp9OzhVpVSgx/qK+IbDJCg/lFSpY3/LNfh6oZ4hwIkLNYnAsKjxwudScSF15QpU7Ru3TpJUmlpqa6++mpt2bJF8+fP18KFC8O2v/3223XHHXfo2Wef1datW/X++++3eHV2OelJKrczJEl2bVmcowES0wOv7dZ3V7yjjXvL4x0KkLAMfqEEwqJnGJ1JxEMNP/zwQ40cOVKS9NJLL+mCCy7Q22+/rTVr1uiWW25RYWFhm+0nT54sSfr+978f2mYYRpeZXKN3WpK22hn6sg6q7ugh9RgY74iAxMP0v0B4TCcPhBfq8SJR0AlEXHj5fD55PB5J0tq1a3XjjTdKCq7PdejQobDtP/3000gv2am4nabKnLmS/X/yf7RW+up34h0SkHAcJkOogHAYQgWE5/DVqb9RKpedFO9QgLAiLrzOP/98LV++XNdff73++te/6t5775UklZSUqFevXmHb9+/fP/IoO5l3U6/UhNq/yVPyTrxDARISQ0OA8FifCAivx8f/qzc9c/WmPUzS1HiHA7Qp4sJr8eLFmjhxoh566CFNnz5dQ4YMkSStXr06NATxZKtXr9Z1110nl8ul1atXt3n+5h60zqwq83ypVkquK5YaqqSkjHiHBCSU0FBDfqEETiv0jJcV50CAROZwS5Kc8sc5ECC8iAuvK6+8UuXl5aqurlZWVlZo++zZs5WSktJqmwkTJqi0tFS9e/fWhAkTTnvurvCMlySl98rRweJe6msclUo/lPK/Fu+QgITC+kRAeAw1BMIzXMHHX9zyxTkSILyIZzWsr6+X1+sNFV379u3TsmXLtGfPHvXu3bvVNpZlhfZZlnXaV1couiSpb2ay9lh5wQ/lH8U3GCABNa+7whAq4PSYXAMIz3A0FV42hRcSX8SF17e+9S09//zzkqTKykqNGjVKDz/8sCZMmKBf//rXUQ+wM8rvlap9dk7ww//+mBkEgJMwqyEQ3ol1vMgT4HQMZ7DwcjHUEJ1AxEMNt23bpqVLl0qS/vCHPygnJ0fbt2/XH//4RxUWFurWW289pc0jjzzS7vP/6Ec/ijSkhDN6UC8ttr90YsO+TQw3BD6HoYZAeAaT0ADhORlqiM4j4sLr+PHjSktLkyStWbNGkyZNkmmauuSSS7Rv375W2zQXauEYhtElCq+eqW69mfR1KfBUcMOxTym8gM9htjYgPP5AAYRnOoOTa7jlC60JCySqiAuvc845R3/+8581ceJEvfHGG7rzzjslSYcPH1Z6enqrbbr62l2t6Zedod8dHKvvONdJVQfjHQ6QUEyToYZAOM3PQtLjBZye0Vx4GX5ZtuSg7kICi/gZr8LCQt11113Kz8/XyJEjNXr0aEnB3q9hw4ZFLbD09HR98sknUTtfrI0e1OvEc17r75cqul/xCZwOf8kHwjvxjFecAwESmOkKLpzslk++AGsvILFFXHjddNNN2r9/v9577z298cYboe1f//rX2z2ksD06+xCk8efnapN1/okNz1wnvTRdOvBe/IICEgQLKAPhGUwnD4Tl8iQH/1VAXj+FFxJbxEMNJSk3N1e5ubk6cOCAJKlfv36nXTy5uzq/T7oac4Zq/dEhutKxU6o5JP3fn6WqA9KsoniHB8SVw2xeGJZfKIHT4Q8UQHgu94nJNar8AUmu+AYEtCHiHi/LsrRw4UJlZGSof//+6t+/vzIzM3XvvffKsvhLQzPDMDRl1Jd0i+/HLXccfE+qPRKXmIBEYTDUEAiLIblAeIYzONTQY/jlbewa68Gi64q48Jo/f74effRRPfDAA9q+fbu2b9+u+++/X7/61a/0X//1Xx0RY6f1jQvPVoM8Kmh4Rj5PzxM7/vscac9r8QsMiDP+kg+Ex+yfQDs0PeMlSY0Nx+MYCBBexEMNn3vuOT399NO68cYbQ9suuugi9e3bV7fddpvuu+++qATWFaYDze7hUXqSU9UN0i8G/4/uGeOSVlwtNVRJv/u34EHDvyd9fYFUVy6d9ZW4xgvEioNnV4Cw6BkG2sGVKkuGTNny1VdJOiveEQGnFXGPV0VFhQoKCk7ZXlBQoIqKiqgEJXWdv/AV3hCcYOO5zfu09kimNHu9lH3uiQO2Pis9OEB67KvSP/4kWYFgEWbRXY6ui0kD/v/27jw+ivr+H/hrZvbOZnOShHCFM3KLIAgoh3IElAqKUEoV/FUoCioq/WqrAtpaBLHiCUUEbatiVbQWT0BCASO3gJyCRi4TwhFy7jXz+f0xycKSO2SPJK/ng31kd2Z25j2TeYd972fm8yGqmsw8IaqaLKMYequXWpwX4mCIKlfjwqt79+545ZVXykx/5ZVX0L1790rf6/F40LZtWxw4cKDK7Xz++edo1qxZTcMLO7d0a4q2TSIAAPf8YzvGv58N5//7GkgdWXbh9ycDT8cCz7XVfy65Hlj9MLD5JSBzE3DwU+DQF0DxeUDTgKK6K3SJgon3rhBV7eIluaGNgyjcFUk2ACy8KPzV+FLDBQsW4Oabb8batWt9Y3hlZGTg+PHj+Oyzzyp9r9FohNPprNZ2rr/++pqGFpYsRgVL7+qFm57fAADY8tM53P2v7/H2Pe/og8ge3wrs/w+QUbaYRdZe/VEZaywgyYDZDhhtgGIEZAMgl/xU3YBJL/wgG/T5mqo/F6r+XGiAJAGQ9HWVPq9IWFwGGg4xhFjf+4CU+pknSunAsPxESVQhe94RDJe3wehuB6B/qMMhClvFkg0QZ6E5WXhReKtx4TVw4EAcPnwYr776Kg4ePAgAuO2223DfffchOTm5yvdPnz4d8+fPx7Jly2Aw1Ko3+3qnbRM7tj0+BPe8tQ27T1xAxo9n8bu3tmHZpGuhtOgNtOit3+flLgDys4C1cwCTXS+YzmcCmRsBswNwlfMHpbik1avoTFD3icJA59GhjqDWeAkVUdWSf3wffzetwPuusQB+G+pwiMKWU7YBGqCxxYvCXK0qn+Tk5DKdaJw4cQJTp07F0qVLK33vtm3bsG7dOnz11Vfo2rUrIiIi/OavWrWqNiGFvSaRZvxnxvV4Yc1hvJZ+BOsP5WDUy5vwwE3tMPiqBJgNJsAQC9higYnvl78SIQCvU7/E0HkBsEYDRWcBVz4gKYCnSG/B0jyA5gVUDwABeF16S5bXpbdyCa2kZUsBZEV/Xrp+CH3+5du9+KLuDw7VTrOeoY6g1mSZlxoSVUUY9IFhzaJ6V4oQNVaFhmjAC6DwdKhDIapUnTU5nT17Fm+88UaVhVd0dDRuv/32utpsvfPQ0A5oHmPF/324B/t/ycO0f+2E2SDj9p7N8cjQDoizmyt+syQBRisQ1Ux/AICj6lZGonBTeu+KysqLqEKaQb9vxSxcIY6EKLwVmpsATkAqyA51KESVCvq1fitWrAj2JsPOHb1aoHNyFN76JhPrDp7GmQIX3tlyDO9sOYbBqU3QtXk0eqfEomuzKETZOAI7NTyllxo2lN5LiQJBlIxPZGKLF1GlnJYE4AJgKGLhReEtJDdZeb1epKen4+jRo/jNb36DyMhInDp1Cg6HA3a7PRQhBV2nZAfmj+0GIQQ2HzmLe9/egXynF+sP5WD9oRzfcu0S7JAloFm0Fa3iItAqzoZm0VbIkoREhwWqEIiLMCHRYYHJIEPVBLyaBkWSYFBq3Gkl1ROaJiAAKHL97GSEvRoSVU2wxYuoWjy2RACAuZiXGlJ4C3rh9fPPPyMtLQ3Hjh2Dy+XC0KFDERkZifnz58PlcmHJkiXBDimkJEnC9e3jsen/bsR3J3Kx90Qu9v+Sh93HL+BkbjGOnC4AABzOLgCQU+m6jIoEjypK1gvYzQZYjAo8qoYoqxEujwaLUYYAYDbIUGQZBS4PJEhweVUYZBkurwqzQUFytAVuVcCrasjOc8JuNsBuMUCRZUAI5BZ74PSosBgVSAAK3SoizQYUuLywmw1IcJhx4nyxb75RkeH0qFCFQKTFAAkSPKoGIQCH1QCDLKPYo8JZ8ij2qIgwGQAJMCkyClxeeFWBaJsR54vcOFfoRosYmy8Gk0F//89ni9Ai1gqPV8BkkFHo8sJqUmBSZBgVGUaDBIMs43yRG06PCofFCAGg2K3CbNALVZtZgVcVkCQJsgREmA3ILXLr21FkeFQNXk1ACPhiPV/kRnKUFW5V8+1X6XE2yBJsJgOy85xQZAlJURYUuLwocHrhsBqRfUH/NrtFrA1OrwoIvTfMKKsR+S4PhNCPnyJLKHarUGQJP+YUYNmka9G3bVxAzstAKy28VLZ4EVVIGPV7vEwsvIgqpdn1wsvqqvxzElGoVbvwuu222yqdn5ubW631PPjgg+jVqxd2796NuLiLHxrHjBmDKVOmVDecBifKZsTADk0wsMPFEddz8l3Yd+oCLhR7kJPvQtYFJ348U4jj54qgyBLOFrpR5PKi0K0PtlxadAF6fxj5Ti/ynV4AQG6Rp0bxnMwt9nt9psBd5Xty8vUPB6fzXfjxTGGNtle+sh82svIuXnJT0TaOn/OPHZWEkp1Xdx9oqrvPp/Nd5T7f/0vNemPad+pCPS689J+81JCoYlJJ4WXWeKkhUWXMMc0BAJFuFl4U3qpdeEVFRVU5/6677qpyPRs3bsQ333wDk8nkNz0lJQUnT56sbjiNQpNIMwalJlS5nEfVcL7IDVUTMMgycovccHk1mAwycvJdsBhlOEtau4rdGhRZglvVey40G2TkO70wyFJJy5GEQpfegmMzGaDIgMNixLFzRXBY9PvNNKG3Bjk9KmwmBZIERJgMcHo15Ba5YTYovpYzWQJMBhkurwabSYHFqOBCkQdeTcBkkJBX7IVH1WA2KrCWPGRZL+LMBhlCAB5NwO3VEG83waMKRFmNkCXA5dVgNxvg8mpwelRk5zmRdcGJq5o6YDcb9NYjAFFWI7yqgEfV4FY1eFUBWdJblVRNwKBIkCUJxR4Vbq8GIQTsZiMEBLyaQL7TiwiT4itwbUYFxpLWMUWSfMfZqEjIznOiZVwENE3AqMgodHshSxIUWT9GxR4VHlUgwqzgx5xCmBQZ8ZEmGBUZXk1A0wTOF3mgyHqrkNkgl7RaCqiafpycbhVtE+xoEx9RztlQP/h6NdSqWJCoETNaIwGwxYuoKo6m7QAA0dp5oPg8YI0JcURE5at24VVXnWJomgZVVctMP3HiBCIjI+tkG42NUZGREGnxvW4SebFnxA6JdXNMe6XE1sl66KJ+beNDHULI8FJDoqqZrPo9zxZRXMWSRI1bclIijmtN0ELOgefbZTAOeAhQGsdYsVS/BL33hWHDhmHRokW+15IkoaCgAHPmzMHIkSODHQ4RhUDppYYcQJmoYia7/oWXA4XQ2BMNUYWaRVuxzjgAAGDc8Bfgs0dCHBFR+YJeeD3//PPYvHkzOnXqBKfTid/85je+ywznz59fq3W++uqrSElJgcViQZ8+fbB169YKl3399ddxww03ICYmBjExMRgyZEilyxNR3VNkCXYU8VpDokqYHRcLL6enZvfpEjUmkiThcNu7L07Y8WbIYiGqTNALr+bNm2P37t14/PHH8dBDD6FHjx549tlnsWvXLiQkVH0/0+Xee+89PPzww5gzZw527tyJ7t27Y/jw4Th9uvwuRdPT0zFhwgSsX78eGRkZaNGiBYYNG8b7y4iCqOXZjdhtnoJ7f34o1KEQhS2LXe88R5EEivNzQxsMUZi7ukNKqEMgqlLQC6///e9/AICJEydiwYIFeO2113DPPffAaDT65tXE3/72N0yZMgV33303OnXqhCVLlsBms2H58uXlLv/222/jvvvuw9VXX42rrroKy5Ytg6ZpWLdu3RXtFxFVk6ai38F5UCSB9sXfAc6a9eZI1FjIJiuKhd4RlSv/bIijIQpv/dvFY4hrwcUJXz6ud/FMFEaCXngNHjwY586dKzP9woULGDx4cI3W5Xa7sWPHDgwZMsQ3TZZlDBkyBBkZGdVaR1FRETweD2Jjy+88wuVyIS8vz+9BRGVVO1dkBRu7zbv4+vxPwQmQKAzU9P+UHElv9XLmZAYhOqLwUJvPXs2irYht1Q3nhN4pDTJeAY7wS3UKL0EvvERJV+SXO3v2LCIiatY99pkzZ6CqKhITE/2mJyYmIisrq1rrePTRR5GcnOxXvF1q3rx5iIqK8j1atGhRoxiJGoua5EpBQi/s0VrrL/Krl6tEDUFN/0/JNiYDALzZB4IRHlFYqO1nrz/d3BEPeaZfnPD27cDcKGB73fTMTXSlgtbXZukAzJIkYfLkyTCbL3Z5rqoq9uzZg379+gUrHADAs88+i5UrVyI9PR0Wi6XcZf74xz/i4Ycf9r3Oy8tj8UVUjprkSvMYG4pR8jfAUxSM8IjCQk3/T8k3JwEeoMOOp4CeNwLJVwchSqLQqu1nr6tbRCO51y1YvHM/7jX89+KM1TMBCKDTaMDG4XEodIJWeJUOwCyEQGRkJKxWq2+eyWTCddddhylTptRonfHx8VAUBdnZ2X7Ts7OzkZSUVOl7Fy5ciGeffRZr165Ft27dKlzObDb7FYlEVL6a5ErzGCt+LLl3xesqDt4fIqIQq+n/KcISAxSUvPjgbuCBXYEJjCiMXMlnr1nDUnHL1mEYq2xAE+mSSxRXP6Q/HjsGWKLqKFKimgna553SAZhTUlIwa9asGl9WWB6TyYSePXti3bp1GD16NAD4OsqYMWNGhe9bsGABnnnmGXz55Zfo1avXFcdBRDXTLNqKw7L+n2rO+Vw0DXE8ROFKskZffHHuR30IBjnodwkQ1RtxdjN6de+KAbsXIRb52Gx50H+BZ1sCkU2BAbOAFn2ApK6hCZQapaB/0Txnzpw6Xd/DDz+MSZMmoVevXujduzcWLVqEwsJC3H23Pp7DXXfdhWbNmmHePP1m/vnz52P27Nl45513kJKS4rsXzG63w26312lsRFQ+WZZgskYATuB87gUWXkQVMNsi/ScUZAMOZgxRZRaNvxq/vlCMbZkWdHIuxyzDv/H/DF9cXCD/F+DTkkGW2wwCsvYCTa4COo8BolsBrjygWU+9ZcwUAchGQHUDxvJvSyGqrqAUXj169Ci3Q43y7Ny5s0brHj9+PHJycjB79mxkZWXh6quvxhdffOHrcOPYsWOQL/l2cPHixXC73Rg7dqzfeubMmYO5c+fWaNtEVHsGsw1wAoWFBVUvTNRIifhU4NAlE37ZzcKLqAqKLOG9qX3xVkYmnvrvfjztvQuLvLfjpsR8PFf4JAzewosL/5iu//x5s/4oQwJQ0i29NQZQTHohZo4EFCMgK4Bs0B8AoHkBk/3ie/zWc+nLyz8X12D+lby33PlULbY44NZXrmgVQSm8Si8DDJQZM2ZUeGlhenq63+vMzMyAxkJE1WOyRAAXgOKi/FCHQhS2Ol43Ao+mT8F84+v6hHfHA3MvhDYoonpAliXc3b81JvRuiQfe3YWv9mfjo+wIfAQ9l3q1iMSUthcwzHoQUtYewBoNnP8ZyP0ZOJ95yZouKaCKzwdzFyjcRF1553pBKbzq+vJCIqr/zFb9Pk+5MLuKJYkar7hIC3bEjQLyXr84UQh+Y01UTRajgqV39cKa/dlYvukn7Dp+Hk6Phu3H87H9uIxERw90SByAFiYbLLEKbugTj9REO2xqPhxWE2RPAeC8oF+eaLQCkPSWLk8RoHoBoeqtXKrn4ka9LkC69F7My1q/ygzsXIP5V/LecudTtZmuvH8KdiZGRCFhjdDvXbk+/wvg52+AVsEdToKovmjXxI53zg3Gbwzr9QmFOcA74wBHM+DXb4c2OKJ6YminRAztlAinR8W+U3n4cl8W/pGRiew8F7LzXL7llm/+yffcZJCREGlG8xgrEiLjYZAlyLIEq1GBgBUJkRbYTAoUWUK+04tEhxmSJEGWJCgyIJc8v/S1JElQNeH77kTVBBRZgiJJUBQJEIDLq0KRZaiaBrNRgVGW4VE1eDW9aJIAFLq90ISAoeR2miirEUZFhoBAyT8IAQiIkp96z+IAYFJkSJIEl1eF26vBqMgocHlhMsgwGWS4PCoACYosQZYATQB5xR7YLQZ4VA2yJMFqUmBSZBw7V4RIiwGqJmBS9FhKS7vSGk+UTHF5NBgUCQ6LER5VgyRJkKB/jyRJgAQJAgJurwaLUdH3VZJgVCR4VQFVCKiqgFcT8Goaoq0myDLgUQWK3V4UuFTE2Iy+7SqKhPOFbthMCswGBUVuFbIERFqM8Gr6fmhCQJYkFLlVRJbsX2lcXk2DRxXwqvr2LLKC4Vd4Hgal8IqNjcXhw4cRHx+PmJiYSu/3OnfuXDBCIqIQs8Zccp/KihG8fIqoAs+M6YIBf/ntxcLrH7cCp/cDp3YB7iLAZAttgET1iMWooGerGPRsFYP7b2yHw9kFOHI6H3tPXsDne7MQYTbgVG4xvJpeAJw4X4wT54tDHTaFgeYxVgzvXPlwVVUJSuH1wgsvIDJS/3Z70aJFwdgkEYW5yLbXAZtCHQVR+IuzmzF1SHdkbOiEvsp+vegq9d5E4M6PQhccUT0WaTH6irDx1wJ/Ga13Le9V9ZaOnHwXjp4pwLkCN7LynDDIEoo9Kk6eL4bFqMCraShyq3B6VBw5XYBmMTYYZL1FSxP6Q9UENA36cyGglTRFeTUBgyzBZJChagKqAFRNgwR9mtur6bFoAkIIGBRJb9Eqac2xGGUYZBnni9xQS1rCvJq42IIEydeqdmnLkr5/Ah5VKzkGBng1AYtRgdOjAkBJi57eGieE3l5lMShwelVYjArynV7fccrOcyLKZkSSQ+/xUSrtyMP/ByQJcHs1aEL/aTbKvpY4lGyjtIVOkWV4vBokCXB61JJWLxmKDCiyDIMs4UKxB8VuFWaDDKmkFavYrfpa+GwmBaoQcHk0KLL+flkCcvJdiLQYYVD036XVqEATgCwBLq/m12pnVCQYZAkGRd9mQuSVj+sblMJr9+7dGDt2LMxmM1q3bo1+/frBYOBVjkSNmT3lmlCHQFRvTBvUBj3XPoy/YDlGK99cnHH0a+BfY4HUEUD3X9fJPQhEjZ1BkWFQgJZxNrSMY4sy1Z2gjML48ssvo6BA7zJ68ODBvJyQiMpecnzpjclE5MdsUDBxYBc85pmCz9Te/jOPrAE+fRj4azIwNwp4Yxiw4Tng0OfA96sAj1P/KllTQxM8EREBCFKLV0pKCl566SUMGzYMQghkZGQgJiam3GUHDBgQjJCIKAwsi3kI95x/QX9xPhOIbx/SeIjC2WNpV2Hl1uO4r3gmDB4veko/4D3zn8sueHyL/qiIoxlQnAvEtQXsifp4RKobsCcAilkfl0hTAYNJ/2mJ9u9F0fe8gnGFyus1TZIuLh92PTKGWzwhEJMCdPpVqKMgavCCUng999xzmDZtGubNmwdJkjBmzJhyl5MkCarKb+SIGosjzW/Dj2ffRRs5C/j4XmDiB/pYKkRUhiRJ+G72UCzb+BOe+ewAtoiOaO38FwQk3NdkL6Y22YfoH/9b9YryTuo/s/YENmCqP9oPZ+FFFARBG0B59OjRKCgogMPhwKFDh5CQkBCMTRNRGBvdoxne3DkcT8tvASe2AfNbAZFNgT6/B65/KNThEYUdSZIwZUAbTBnQBtsyz+GOJRkAgNdyuuG1nG4AJqBLMwd6tYzBQzckweFwQDpzGDj/E3D2CODMA4QGWKIAawxQdFZv7fK6ANmgzxMa4C25PBHikueAr6Nov0at0mmi/Nawy5cJK+EWT4gkdgl1BESNQlB7uLDb7Vi/fj1at27NzjWICNe1icMCrbX/xPxfgLVzgX4PAnJQbkMlqpeuTYnFT/NG4q1vMrHpyFmkHzoNrybw/ck8fH8yD29m/IwIk4L4SDMclhikdRmFKLsREWYF8XYzrEYFLWJtaGI3QxP6WEKVDfdCRERXJujVz8CBA4O9SSIKY4X2lkB5/Wos7gdM2whcOKHff8APhERlSJKEyf1bY3L/1rhQ5EGe04MHV+5C5tkinCt0o9CtovBsEQBg78mqx8qzGGXYzQZE20wQJQOLKrI+WKoQ+oCyvm2jZIDYSwaG1afpA5qWDlBaWtApkr6cW9VgKJkmlwzi6vSoMMgybCYFucX6HwSrUYHFKMNsVODyaMhzemA26Mt4VAG5ZH0ASgak1QdaVWTJ1y22y6sPhmpSZGhCH+BVloFitwpNAGaDDK+md63t9mqwmw2QJH19BS4vIswGX0OehMu75b5kcNmS2PwGhL3kd3RpV94o6eb70m62L+362+3VYDLoXW07S46NXDLobunxL12nIus/3SVdg7s8GmQZcFiMvuNc7FERaTbq41KpGoyy5Isf0PezZ6sY/GH4VdU+74iodtjsREQhtXRaGj5cdD1uVy4b1CvnAPDneP352BVAl9uCHxxRPRJlMyLKZsSq+/oDAC4UefDjmQLk5Luw/efz+OWCE7lFbpwvcuN8oQcXij0ocHn91uH0aHB63DhT4A7FLlCIhN0VoEQNFAsvIgqpVnERKLj3HaQvHoVByu7yF/rgbv3yQ7NDvwE8oaPeRbbFAbS9EVCMwPmfgeiW+icIXqJIhCibET1a6j0ID+ucVO4yTo+KC8UeKLIETQhkX3DBo2m+VpZij4oz+S5EWY2QJMk3qKsklfRQXzJI7MXn8A32apBl33xNA1RRMhjrJbeCqZre6lTKo2pwWI2QJb3VyulRUexRocgSIkz6R5Zij+prvdJKBlw1yBI0ob/fqwpYTQokAMaSwVDdqgZZAtyqgNurwVbSgqcJAWPJwLRGRUahywsB+FqRSqeXDiKLku2VDvyqCQEJEqwmfTuahpKBYPVK5tL3APC9r7TQuXRdpQsUulUYZAlmowKLQYbJIMPl0WA0SChyXxzwVVxy3EtjsRgUKLKEPKcHFqMCTROQS1oAJQBWkwGqpvlt02KU0SExsjanGBHVEAsvIgq5zslR2DnlP0h5TR8Y9mb5W7xqesl/odyf9Z/ZeytfmTECaNpd7zjAEgU4L+jd1GtevfMA1aN/6rNEAcaSgTFlpexXvmUubZT8u8Qur7OA0vml7+XlkaGX1B1ocW2oowhbFqMCi1HxvU6ItIQwGiKiho2FFxGFhWtaxuDLmQPw6Id78Onx6/Cpsw/M8GCEvBUTbFvRx7u9eivyFALHvvGfdqju46V64vqHWHgREVFYYOFFRGEjNSkSH0/vjyOnC/DAu7uw/5c8fKxdj48LrvctE283Y1BrK1rYvGgmn0OKfBrNzE7Eu0/AGJmgF16mCODMD4DBAhSfA8xR+vhgQgM8xYC7QG/5kg2AKw8w2fVWL+Cylq9Lnpd2re3XZTZQfguYCMObJsItniBp0jHUERAREQFg4UVEYahdgh2fPXgDNE1g89EzWHfgNHIKXFizPxtnClz4YK+rZEkTgOal74JJkaHIElLiI5DkGIh4uxmKQUKEwQCTkBFlNUKx6T16eVQBm0lBhNkACYChpDc0ryogSfq9IXpPaYBJkavVzbbTo/p6HROlN3eU9HxW2vtbaU9ul/bIllfsKZmux2UyyL75pffNKDKgyLLv3pHyVFpaVTJTVDKzsvqxonmVxVHb+CuvYyue2TrejtTK3kpERBQkLLyIKGzJsoQb2jfBDe2bAADOFLjwzdGzyLpQjOPnivHjmQJkXXDiaE4hgJIulVXgwC95OPBLKCOncHHvoLZ4NI3dZBMRUeix8CKieiPebsavuieXmS6EwNlCN84WuHGu0I0LxR6cK9S7zRZCoMCl4nyhG56SLsdUIaBIEs4XuUt6RQNUTe8NzaBIEALwqgKyrLe0lI6RU5XSsXZk6eI4O4B/b2+auPy18LW6qSXTZEny9YxW2tKmaQJe37orjuHiVsuZV+n7KlHJGyuaU9ttVdayWPn7yp/eLNpaybuIiIiCh4UXEdV7kiQh3m5GvN0c6lCIiIiIysXBboiIiIiIiAKMhRcREREREVGA8VLDGirtkSsvLy/EkRCVr/TcrKz3uGBgrlA4Y54QVY15QlS1muQJC68ays/PBwC0aNEixJEQVS4/Px9RUVEh3T7AXKHwxjwhqhrzhKhq1ckTSYT6a4x6RtM0nDp1CpGRkeX2vpWXl4cWLVrg+PHjcDgcIYgw+BrjPgPhu99CCOTn5yM5ORmyHLqriSvLlXA9doHWGPc7XPeZeRK+GuN+h+s+14c8AcL3+AUS9zl89rkmecIWrxqSZRnNmzevcjmHwxFWJ0UwNMZ9BsJzv0P5zWSp6uRKOB67YGiM+x2O+8w8CW+Ncb/DcZ/rS54A4Xn8Ao37HB6qmyfsXIOIiIiIiCjAWHgREREREREFGAuvOmY2mzFnzhyYzY1nINfGuM9A493vutBYj11j3O/GuM91pbEeu8a4341xn+tSYzx+3Of6iZ1rEBERERERBRhbvIiIiIiIiAKMhRcREREREVGAsfAiIiIiIiIKMBZeREREREREAcbCq469+uqrSElJgcViQZ8+fbB169ZQh1Qr8+bNw7XXXovIyEgkJCRg9OjROHTokN8yTqcT06dPR1xcHOx2O26//XZkZ2f7LXPs2DHcfPPNsNlsSEhIwB/+8Ad4vd5g7kqtPfvss5AkCTNnzvRNa+j7HCzMk4ZzzjBPAqeh5AnAXAGYK4HCPGlY50yDzxNBdWblypXCZDKJ5cuXi3379okpU6aI6OhokZ2dHerQamz48OFixYoV4vvvvxffffedGDlypGjZsqUoKCjwLTNt2jTRokULsW7dOrF9+3Zx3XXXiX79+vnme71e0aVLFzFkyBCxa9cu8dlnn4n4+Hjxxz/+MRS7VCNbt24VKSkpolu3buLBBx/0TW/I+xwszJOGc84wTwKnIeWJEMwV5kpgME8a1jnTGPKEhVcd6t27t5g+fbrvtaqqIjk5WcybNy+EUdWN06dPCwBiw4YNQgghcnNzhdFoFO+//75vmQMHDggAIiMjQwghxGeffSZkWRZZWVm+ZRYvXiwcDodwuVzB3YEayM/PF+3btxdr1qwRAwcO9CV/Q97nYGKeNIxzhnkSWA05T4RgrgjRsPc5WJgnDeecaSx5wksN64jb7caOHTswZMgQ3zRZljFkyBBkZGSEMLK6ceHCBQBAbGwsAGDHjh3weDx++3vVVVehZcuWvv3NyMhA165dkZiY6Ftm+PDhyMvLw759+4IYfc1Mnz4dN998s9++AQ17n4OFedJwzhnmSeA09DwBmCtAw97nYGCe6BrKOdNY8sQQ6gAaijNnzkBVVb9fOgAkJibi4MGDIYqqbmiahpkzZ6J///7o0qULACArKwsmkwnR0dF+yyYmJiIrK8u3THnHo3ReOFq5ciV27tyJbdu2lZnXUPc5mJgnuvp+zjBPAqsh5wnAXCnVUPc5WJgnF9X3c6Yx5QkLL6rS9OnT8f3332PTpk2hDiWgjh8/jgcffBBr1qyBxWIJdThUzzBPiKqHuUJUNeZJw8RLDetIfHw8FEUp08tKdnY2kpKSQhTVlZsxYwZWr16N9evXo3nz5r7pSUlJcLvdyM3N9Vv+0v1NSkoq93iUzgs3O3bswOnTp3HNNdfAYDDAYDBgw4YNeOmll2AwGJCYmNjg9jnYmCe6+nzOME8Cr6HmCcBcYa7UHebJRfX5nGl0eRLqm8wakt69e4sZM2b4XquqKpo1a1Yvb/LUNE1Mnz5dJCcni8OHD5eZX3qz4wcffOCbdvDgwXJvdry0d6G///3vwuFwCKfTGfidqKG8vDyxd+9ev0evXr3Eb3/7W7F3794Guc+hwDyp3+cM8yQ4GlKeCMFcYa4EBvOk/p8zjS1PWHjVoZUrVwqz2SzefPNNsX//fjF16lQRHR3t18tKfXHvvfeKqKgokZ6eLn755Rffo6ioyLfMtGnTRMuWLcXXX38ttm/fLvr27Sv69u3rm1/aveewYcPEd999J7744gvRpEmTsOzesyKX9qwjROPY50BjnjS8c4Z5UvcaUp4IwVwpxVypW8yThnnONOQ8YeFVx15++WXRsmVLYTKZRO/evcW3334b6pBqBUC5jxUrVviWKS4uFvfdd5+IiYkRNptNjBkzRvzyyy9+68nMzBQjRowQVqtVxMfHi0ceeUR4PJ4g703tXZ78jWGfg4F50rDOGeZJYDSUPBGCuVKKuVL3mCcN75xpyHkiCSFE4C9oJCIiIiIiarzYuQYREREREVGAsfAiIiIiIiIKMBZeREREREREAcbCi4iIiIiIKMBYeBEREREREQUYCy8iIiIiIqIAY+FFREREREQUYCy8qN6RJAkff/xxqMMgCmvME6LqYa4QVY15UjdYeFG1TZ48GZIklXmkpaWFOjSisME8Iaoe5gpR1ZgnDYsh1AFQ/ZKWloYVK1b4TTObzSGKhig8MU+Iqoe5QlQ15knDwRYvqhGz2YykpCS/R0xMjG++JElYvHgxRowYAavVijZt2uCDDz7wW8fevXtx4403wmq1Ii4uDlOnTkVBQYHfMsuXL0fnzp1hNpvRtGlTzJgxw2/+mTNnMGbMGNhsNrRv3x6ffPJJ4HaaqIaYJ0TVw1whqhrzpOFg4UV17sknn8Ttt9+O3bt3Y+LEifj1r3+NAwcOAAAKCwsxfPhwxMTEYNu2bXj//fexdu1av+RevHgxpk+fjqlTp2Lv3r345JNP0K5dO79tPPXUUxg3bhz27NmDkSNHYuLEiTh37lxQ95PoSjBPiKqHuUJUNeZJPSGIqmnSpElCURQRERHh93jmmWd8ywAQ06ZN83tfnz59xL333iuEEGLp0qUiJiZGFBQU+OZ/+umnQpZlkZWVJYQQIjk5WTz++OMVxgFAPPHEE77XBQUFAoD4/PPP62Q/ia4E84SoepgrRFVjnjQsvMeLamTw4MFYvHix37TY2Fi/13379i3z+rvvvgMAHDhwAN27d0dERIRvfv/+/aFpGg4dOgRJknDq1CncdNNNlcbRrVs33/OIiAg4HA6cPn26NrtEVOeYJ0TVw1whqhrzpOFg4UU1EhERUabpuS5ZrdZqLWc0Gv1eS5IETdMCERJRjTFPiKqHuUJUNeZJw8F7vKjOffvtt2Ved+zYEQDQsWNH7N69G4WFhb75mzdvhizLSE1NRWRkJFJSUrBu3bqgxkwUbMwTouphrhBVjXlSP7DFi2rE5XIhKyvLb5rBYEB8fLzv9fvvv49evXrh+uuvx9tvv42tW7fijTfeAABMnDgRc+bMwaRJkzB37lzk5OTg/vvvx5133onExEQAwNy5czFt2jQkJCRgxIgRyM/Px+bNm3H//fcHb0eJrgDzhKh6mCtEVWOeNCChvsmM6o9JkyYJAGUeqampvmUAiFdffVUMHTpUmM1mkZKSIt577z2/9ezZs0cMHjxYWCwWERsbK6ZMmSLy8/P9llmyZIlITU0VRqNRNG3aVNx///1+2/joo4/8lo+KihIrVqyo830mqinmCVH1MFeIqsY8aVgkIYQITolHjYEkSfjoo48wevToUIdCFLaYJ0TVw1whqhrzpP7gPV5EREREREQBxsKLiIiIiIgowHipIRERERERUYCxxYuIiIiIiCjAWHjVM2+++Saio6NDHUZYGjRoEGbOnBnqMCjMMGcqxpyhUsyTijFPGi/mRcWYF7XDwosowJ555hn069cPNpuNf8CJypGRkYEbb7wRERERcDgcGDBgAIqLi0MdFlHYyMrKwp133omkpCRERETgmmuuwYcffhjqsIhCaunSpRg0aBAcDgckSUJubq7f/MzMTPzud79D69atYbVa0bZtW8yZMwdutzs0AYOFF1HAud1u3HHHHbj33ntDHQpR2MnIyEBaWhqGDRuGrVu3Ytu2bZgxYwZkmf89EZW66667cOjQIXzyySfYu3cvbrvtNowbNw67du0KdWhEIVNUVIS0tDT86U9/Knf+wYMHoWka/v73v2Pfvn144YUXsGTJkgqXDwb+zxbm3nzzTbRs2RI2mw1jxozB2bNnyyyzePFitG3bFiaTCampqfjnP//pmzdr1izccsstvteLFi2CJEn44osvfNPatWuHZcuWAQAmT56M0aNHY+HChWjatCni4uIwffp0eDwe3/KvvfYa2rdvD4vFgsTERIwdO9Y374svvsD111+P6OhoxMXF4ZZbbsHRo0d98zMzMyFJEv7973/jhhtugNVqxbXXXovDhw9j27Zt6NWrF+x2O0aMGIGcnBzf+0rjeuqpp9CkSRM4HA5Mmzat0m8tXC4XZs2ahWbNmiEiIgJ9+vRBenp6NY983Xnqqafw0EMPoWvXrkHfdmPEnIFfXOGeMw899BAeeOABPPbYY+jcuTNSU1Mxbtw4mM3mgG63sWOewC+ucM+Tb775Bvfffz969+6NNm3a4IknnkB0dDR27NgR0O02NswL+MUV7nkxc+ZMPPbYY7juuuvKnZ+WloYVK1Zg2LBhaNOmDX71q19h1qxZWLVqVUDjqlRox2+mynz77bdClmUxf/58cejQIfHiiy+K6OhoERUV5Vtm1apVwmg0ildffVUcOnRIPP/880JRFPH1118LIYT45JNPRFRUlPB6vUIIIUaPHi3i4+PFo48+KoQQ4sSJEwKA+OGHH4QQ+gjpDodDTJs2TRw4cED897//FTabTSxdulQIIcS2bduEoijinXfeEZmZmWLnzp3ixRdf9MXzwQcfiA8//FD88MMPYteuXWLUqFGia9euQlVVIYQQP/30kwAgrrrqKvHFF1+I/fv3i+uuu0707NlTDBo0SGzatEns3LlTtGvXTkybNs233kmTJgm73S7Gjx8vvv/+e7F69WrRpEkT8ac//cm3zMCBA8WDDz7oe33PPfeIfv36if/973/iyJEj4rnnnhNms1kcPny4wmOelpYmIiIiKnx06tSpNr9KIYQQK1as8PvdUd1jztSvnMnOzhYAxEsvvST69u0rEhISxIABA8TGjRsr/T3TlWGe1K88EUKIoUOHiptvvlmcPXtWqKoq3n33XWGz2XzHl64c86L+5UWp9evXCwDi/PnzVS77+OOPi549e1ZrvYHAwiuMTZgwQYwcOdJv2vjx4/3+CPTr109MmTLFb5k77rjD977z588LWZbFtm3bhKZpIjY2VsybN0/06dNHCCHEv/71L9GsWTPfeydNmiRatWrl+6NRur7x48cLIYT48MMPhcPhEHl5edXah5ycHAFA7N27Vwhx8Y/AsmXLfMu8++67AoBYt26db9q8efNEamqqX1yxsbGisLDQN23x4sXCbrf7/sBc+kfg559/FoqiiJMnT/rFc9NNN4k//vGPFcZ74sQJ8cMPP1T4yMzMrNZ+l4eFV+AxZ+pXzmRkZAgAIjY2Vixfvlzs3LlTzJw5U5hMpkr/s6YrwzypX3kihH68hw0bJgAIg8EgHA6H+PLLL6s4SlQTzIv6lxelqlt4/fDDD8LhcPgK21DgpYZh7MCBA+jTp4/ftL59+5ZZpn///n7T+vfvjwMHDgAAoqOj0b17d6Snp2Pv3r0wmUyYOnUqdu3ahYKCAmzYsAEDBw70e3/nzp2hKIrvddOmTXH69GkAwNChQ9GqVSu0adMGd955J95++20UFRX5lv3hhx8wYcIEtGnTBg6HAykpKQCAY8eO+W2jW7duvueJiYkA4HcpXmJiom+bpbp37w6bzeZ3LAoKCnD8+PHLDx327t0LVVXRoUMH2O1232PDhg1+zfCXa9asGdq1a1fho1WrVhW+d9q0aX7bouBjztSvnNE0DQDw+9//HnfffTd69OiBF154AampqVi+fHmF76MrwzypX3kCAE8++SRyc3Oxdu1abN++HQ8//DDGjRuHvXv3Vvo+qj7mRf3Li5o4efIk0tLScMcdd2DKlCl1tt6aMoRsyxQ0gwYNQnp6OsxmMwYOHIjY2Fh07NgRmzZtwoYNG/DII4/4LW80Gv1eS5Lk+4AUGRmJnTt3Ij09HV999RVmz56NuXPnYtu2bYiOjsaoUaPQqlUrvP7660hOToamaejSpUuZ64Iv3YYkSeVOK91mbRQUFEBRFOzYscPvDxqASouiESNGYOPGjRXOb9WqFfbt21fuvKeffhqzZs2qXcAUVpgzwcmZpk2bAgA6derkN71jx45lPjhQ+GGeBCdPjh49ildeeQXff/89OnfuDED/ULxx40a8+uqrWLJkSS32hAKFeRGcvKiJU6dOYfDgwejXrx+WLl16xeu7Eiy8wljHjh2xZcsWv2nffvttmWU2b96MSZMm+aZt3rzZ74PMwIEDsXz5chgMBqSlpQHQ/zC8++67OHz4MAYNGlSjuAwGA4YMGYIhQ4Zgzpw5iI6Oxtdff42BAwfi0KFDeP3113HDDTcAADZt2lSjdVdm9+7dKC4uhtVqBaAfC7vdjhYtWpRZtkePHlBVFadPn/bFUh3Lli2rtBvry/9AXiohIQEJCQnV3hbVPeaMv3DPmZSUFCQnJ+PQoUN+0w8fPowRI0ZUOwaqGeaJv3DPk9IWjst7+lQU5Yo+LJM/5oW/cM+L6jp58iQGDx6Mnj17YsWKFSHvMZeFVxh74IEH0L9/fyxcuBC33norvvzyS7+ecQDgD3/4A8aNG4cePXpgyJAh+O9//4tVq1Zh7dq1vmUGDBiA/Px8rF69Gs8++ywA/Y/A2LFj0bRpU3To0KHaMa1evRo//vgjBgwYgJiYGHz22WfQNA2pqamIiYlBXFwcli5diqZNm+LYsWN47LHH6uZgQO+W/Xe/+x2eeOIJZGZmYs6cORV2O92hQwdMnDgRd911F55//nn06NEDOTk5WLduHbp164abb7653G00a9aszuItdezYMZw7dw7Hjh2Dqqr47rvvAOg9G/GSxLrFnPEX7jkjSRL+8Ic/YM6cOejevTuuvvpqvPXWWzh48CA++OCDWq+XKsc88RfueXLVVVehXbt2+P3vf4+FCxciLi4OH3/8MdasWYPVq1fXer3kj3nhL9zzAtDHt8vKysKRI0cA6Jc8RkZGomXLloiNjcXJkycxaNAgtGrVCgsXLvTruTEpKemKtl1rIbu7jKrljTfeEM2bNxdWq1WMGjVKLFy4sEwHDa+99ppo06aNMBqNokOHDuIf//hHmfV0795dJCUl+V6fPXtWSJIkfv3rX/stN2nSJHHrrbf6TXvwwQfFwIEDhRBCbNy4UQwcOFDExMQIq9UqunXrJt577z3fsmvWrBEdO3YUZrNZdOvWTaSnpwsA4qOPPhJCXLzRc9euXb73lHdT5OUdUZTGNXv2bBEXFyfsdruYMmWKcDqdvmUu72HH7XaL2bNni5SUFGE0GkXTpk3FmDFjxJ49e8o50oEzadIkAaDMY/369UGNo7FgzvjHVR9yZt68eaJ58+bCZrOJvn37slfDIGCe+McV7nly+PBhcdttt4mEhARhs9lEt27dyv190JVhXvjHFe55MWfOnHI/X61YscK3X+XND2X5IwkhRHBKPKLamzx5MnJzc/Hxxx+HOhSieoE5Q1Q15glRWcyLwGGvhkRERERERAHGwouIiIiIiCjAeKkhERERERFRgLHFi4iIiIiIKMBYeBEREREREQUYCy8iIiIiIqIAY+FFREREREQUYCy8iIiIiIiIAoyFFxERERERUYCx8CIiIiIiIgowFl5EREREREQBxsKLiIiIiIgowFh4ERERERERBRgLLyIiIiIiogBj4UVERERERBRgLLyIiIiIiIgCjIUXERERERFRgLHwIiIiIiIiCjAWXkRERERERAHGwouIiIiIiCjAWHgREREREREFGAsvIiIiIiKiAGPhRUREREREFGAsvIiIiIiIiAKMhRcREREREVGAsfAiIiIiIiIKMBZeREREREREAcbCi4iIiIiIKMBYeBEREREREQUYCy8iIiIiIqIAY+FFREREREQUYCy8iIiIiIiIAoyFFxERERERUYCx8CIiIiIiIgowFl5EREREREQBxsKLiIiIiIgowFh4ERERERERBRgLLyIiIiIiogBj4UVERERERBRgLLyIiIiIiIgCjIUXERERERFRgLHwIiIiIiIiCjAWXkRERERERAHGwouIiIiIiCjAWHgREREREREFGAsvIiIiIiKiAGPhRUREREREFGAsvIiIiIiIiAKMhRcREREREVGAsfAiIiIiIiIKMBZeREREREREAcbCi4iIiIiIKMBYeBEREREREQUYCy8iIiIiIqIAY+FFREREREQUYCy8iIiIiIiIAoyFFxERERERUYCx8CIiIiIiIgowFl5EREREREQBxsKLiIiIiIgowFh4ERERERERBRgLLyIiIiIiogBj4UVERERERBRgLLyIiIiIiIgCjIUXERERERFRgLHwIiIiIiIiCjAWXkRERERERAHGwouIiIiIiCjAWHgREREREREFmCHUAdQ3qqrC4/GEOgyiesVkMkGW+T0PERERNV4svKpJCIGsrCzk5uaGOhSiekeWZbRu3RomkynUoRARERGFhCSEEKEOoj745ZdfkJubi4SEBNhsNkiSFOqQiOoFTdNw6tQpGI1GtGzZkrlDREREjRJbvKpBVVVf0RUXFxfqcIjqnSZNmuDUqVPwer0wGo2hDoeIiIgo6HjTRTWU3tNls9lCHAlR/VR6iaGqqiGOhIiIiCg0WHjVAC+RIqod5g4RERE1diy8iIiIiIiIAoyFF1VbSkoKFi1aVCfrSk9PhyRJ7CWSiIiIiBoFFl4N3KBBgzBz5sw6Wde2bdswderUOlkXhUZdng8AMHnyZIwePbrO1kdERETUULFXw0ZOCAFVVWEwVH0qNGnSJAgRERERERE1PGzxqgUhBIrc3pA8ajLs2uTJk7Fhwwa8+OKLkCQJkiThzTffhCRJ+Pzzz9GzZ0+YzWZs2rQJR48exa233orExETY7XZce+21WLt2rd/6Lr/UUJIkLFu2DGPGjIHNZkP79u3xySef1Pq4fvjhh+jcuTPMZjNSUlLw/PPP+81/7bXX0L59e1gsFiQmJmLs2LG+eR988AG6du0Kq9WKuLg4DBkyBIWFhbWOpcaEANyFoXlU85wo73zIzMzE999/jxEjRsButyMxMRF33nknzpw543tfRcd27ty5eOutt/Cf//zHt7709PQAHWAiIiKi+o0tXrVQ7FHRafaXIdn2/qeHw2aq3q/txRdfxOHDh9GlSxc8/fTTAIB9+/YBAB577DEsXLgQbdq0QUxMDI4fP46RI0fimWeegdlsxj/+8Q+MGjUKhw4dQsuWLSvcxlNPPYUFCxbgueeew8svv4yJEyfi559/RmxsbI32a8eOHRg3bhzmzp2L8ePH45tvvsF9992HuLg4TJ48Gdu3b8cDDzyAf/7zn+jXrx/OnTuHjRs3AtAHt54wYQIWLFiAMWPGID8/Hxs3bqxRkXrFPEXAX5ODt71L/ekUYIqocrHyzgej0YjevXvjnnvuwQsvvIDi4mI8+uijGDduHL7++utKj+2sWbNw4MAB5OXlYcWKFQBQ4987ERERUWPBwqsBi4qKgslkgs1mQ1JSEgDg4MGDAICnn34aQ4cO9S0bGxuL7t27+17/+c9/xkcffYRPPvkEM2bMqHAbkydPxoQJEwAAf/3rX/HSSy9h69atSEtLq1Gsf/vb33DTTTfhySefBAB06NAB+/fvx3PPPYfJkyfj2LFjiIiIwC233ILIyEi0atUKPXr0AKAXXl6vF7fddhtatWoFAOjatWuNtt8YlHc+/OUvf0GPHj3w17/+1bfc8uXL0aJFCxw+fBgFBQWVHlur1QqXy+VbHxERERGVj4VXLViNCvY/PTxk264LvXr18ntdUFCAuXPn4tNPP/UVMsXFxTh27Fil6+nWrZvveUREBBwOB06fPl3jeA4cOIBbb73Vb1r//v2xaNEiqKqKoUOHolWrVmjTpg3S0tKQlpbmu8Sxe/fuuOmmm9C1a1cMHz4cw4YNw9ixYxETE1PjOGrNaNNbnkLBWPuBvXfv3o3169fDbreXmXf06FEMGzYs9MeWiIiIqAFg4VULkiRV+3K/cBUR4X9p2qxZs7BmzRosXLgQ7dq1g9VqxdixY+F2uytdj9Fo9HstSRI0TavzeCMjI7Fz506kp6fjq6++wuzZszF37lxs27YN0dHRWLNmDb755ht89dVXePnll/H4449jy5YtaN26dZ3HUi5JqtblfuGmoKAAo0aNwvz588vMa9q0KRRFCf2xJSIiImoA2LlGA2cymaCqapXLbd68GZMnT8aYMWPQtWtXJCUlITMzM/ABlujYsSM2b95cJqYOHTpAUfRWPoPBgCFDhmDBggXYs2cPMjMz8fXXXwPQC77+/fvjqaeewq5du2AymfDRRx8FLf764vLz4ZprrsG+ffuQkpKCdu3a+T1Ki/PKjm11zy8iIiKixq5+N9tQlVJSUrBlyxZkZmbCbrdX2BrVvn17rFq1CqNGjYIkSXjyyScD0nJVkUceeQTXXnst/vznP2P8+PHIyMjAK6+8gtdeew0AsHr1avz4448YMGAAYmJi8Nlnn0HTNKSmpmLLli1Yt24dhg0bhoSEBGzZsgU5OTno2LFj0OKvLy4/H6ZPn47XX38dEyZMwP/93/8hNjYWR44cwcqVK7Fs2TJs37690mObkpKCL7/8EocOHUJcXByioqLKtIISEREREVu8GrxZs2ZBURR06tQJTZo0qfCerb/97W+IiYlBv379MGrUKAwfPhzXXHNN0OK85ppr8O9//xsrV65Ely5dMHv2bDz99NOYPHkyACA6OhqrVq3CjTfeiI4dO2LJkiV499130blzZzgcDvzvf//DyJEj0aFDBzzxxBN4/vnnMWLEiKDFX19cfj643W5s3rwZqqpi2LBh6Nq1K2bOnIno6GjIslzlsZ0yZQpSU1PRq1cvNGnSpEyrJRERERHpJBHUPrfrJ6fTiZ9++gmtW7eGxWIJdThE9Q5ziIiIiBo7tngREREREREFGAsvCohp06bBbreX+5g2bVqowyMiIiIiCipealgNvEyq5k6fPo28vLxy5zkcDiQkJAQ5Igol5hARERE1duzVkAIiISGBxRURERERUQlealgDbBwkqh3mDhERETV2LLyqoXRcoqKiohBHQlQ/ud1uAPANhk1ERETU2PBSw2pQFAXR0dE4ffo0AMBms0GSpBBHRVQ/aJqGnJwc2Gw2GAz8k0NERESNEz8FVVNSUhIA+IovIqo+WZbRsmVLfmFBREREjRZ7NawhVVXh8XhCHQZRvWIymSDLvLKZiIiIGi8WXkRERERERAHGr6CJiIiIiIgCjIUXERERERFRgLHwIiIiIiIiCjAWXkRERERERAHGwouIiIiIiCjAWHgREREREREFGAsvIiIiIiKiAPv/nRaDbrw8hP4AAAAASUVORK5CYII=",
-      "text/plain": [
-       "<Figure size 1000x800 with 20 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# Loss curves\n",
-    "ckpt_path = (\n",
-    "    '/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts'\n",
-    ")\n",
-    "for ckpt_path in ['/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts', \n",
-    "                 '/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss'\n",
-    "                 ]:\n",
-    "    fig, axes = plt.subplots(\n",
-    "        nrows=5, ncols=4, sharey='row', sharex='col', figsize=(10, 8)\n",
-    "    )\n",
-    "    \n",
-    "    for x_idx, downsample_dim in enumerate([-1, 6, 8, 12]):\n",
-    "        for y_idx, filter_lim in enumerate([-1, 10, 5, 4, 3]):\n",
-    "            if filter_lim == -1 and downsample_dim != -1:\n",
-    "                continue\n",
-    "            ckpt_dir = f'{downsample_dim}_{filter_lim}'\n",
-    "            ckpt_name = f'{ckpt_path}/{ckpt_dir}/train_stats.csv'\n",
-    "            if not os.path.exists(ckpt_name):\n",
-    "                continue\n",
-    "            df = pd.read_csv(ckpt_name)\n",
-    "            for ylabel in [\n",
-    "                'train_loss',\n",
-    "                'test',\n",
-    "            ]:\n",
-    "                sns.lineplot(\n",
-    "                    df, x='epoch', y=ylabel, label=ylabel, ax=axes[y_idx, x_idx]\n",
-    "                )\n",
-    "                axes[y_idx, x_idx].set_xlabel(\n",
-    "                    f'Epoch \\n downsample = {downsample_dim}'\n",
-    "                )\n",
-    "                axes[y_idx, x_idx].get_legend().remove()\n",
-    "                axes[y_idx, x_idx].set_ylabel(f'Loss \\n {filter_lim=}')\n",
-    "    \n",
-    "    plt.legend(bbox_to_anchor=(-3, -1.5), loc='lower center', ncols=3)\n",
-    "    plt.tight_layout()\n",
-    "    plt.show()\n",
-    "    loss_type = ckpt_path.split(\"/\")[-1]\n",
-    "    fig.savefig(\n",
-    "        f'{FIG_DIR}/training_loss_{loss_type}.pdf',\n",
-    "        bbox_inches='tight',\n",
-    "    )"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "f1b397e8-2566-4752-bd05-491a60376241",
-   "metadata": {
-    "jp-MarkdownHeadingCollapsed": true
-   },
-   "source": [
-    "# Vis Spectra (small darcy data)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "id": "d5eefdde-c71f-483f-bd4d-98e92b8e593b",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Resuming training from /pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/-1_3/500_ckpt.pth\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/tmp/ipykernel_81220/198592572.py:75: UserWarning: Tight layout not applied. The left and right margins cannot be made large enough to accommodate all Axes decorations.\n",
-      "  plt.tight_layout()\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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sW7aszjkLFy4kISEBHx8fRowYwbp162qOpaenExsbW/M6NjaWtLS0U1G680lMtD1aLJy1P4UvV48G4LSBy8nY+HvNadN6TmPPLXs4reNp9TYTExPDrFmzmDVrFjExMVRUwA03gMfEu4m9L4ve9/635ty9i+6hd6d3qVraGUtVVat9NBERcW4KYEREREScXGlpKQMHDmThwoX1Hl+6dCnz5s3jwQcfZOPGjQwcOJApU6aQnZ19iittA+bMgffesz1/6SV63PMCOWkBePlYKFg6vdapfp5+Nc8zDmeQXXrs+/Ty8iIhIYGEhAS8vLy45RZ45RU47zwwm6nNUs3hfG8ys/rg5ulZs/vAsrex1DlZRERclQIYERERESc3depUHnnkEWbMmFHv8eeee445c+ZwzTXX0KdPHxYtWoSfnx+LFy8GbL01ju/xkpaWRkxMTIPvV1lZSXFxca3NZXh6wkUXQXw85OTQ75cNLN55IQB9Bqaw6aUFdS5Zn7aeIa8O4eIPL6bKXH8PlgcegAED4IUXbIstHa/nbf/Gd04hcTd9XrPv0Ncf0rFsFgULgqksLGixjyciIs5LAYyIiIhIG2YymdiwYQOTJk2q2efm5sakSZNYu3YtAMOHD2fLli2kpaVRUlLC119/zZQpUxps8/HHHycoKKhmi4+Pb/XPcUp5eMAtt9ieP/88Vz//BJvWJQDQsfw+zJUVtU4P9A6kxFRCTlkOuWW5AGRlZTF//nzmz59PVlYWcXGwaROcfnoDb+ntg1/0sdCr5Pevqa4yUFYaiHdwSM3+7F9WqFeMiIiLUgAjIiIi0obl5uZiNpuJioqqtT8qKorMTNukrx4eHjz77LNMmDCBxMREbr/9dsLCwhps85577qGoqKhmO3jwYKt+hlOqtBRuuw3Wrwd/f9i6lai1m/lf9FVUlrsT1qGUjffXnni3V3gvll+5nF+v/ZUOgR0AKC8vrzl+9Lnbcf9lnZEBt98ODU350uuuxZSN3orn+Ddr9h3ev5ewvZM5vDCQ4t3bW+gDi4iIs/BwdAEiIiIi0vrOO+88zjvvvCad6+3tjbe3dytX5CCenrBgge35nDnw2mvw/PPctewDPrp6BZdP+4WBvb4kb+tmwvoOrLlsZNzIWs2YLQ33UjGbYfJk2LoVLBZ4/vn6zzN2742xe++a11nfvktnH7BaIbBLj5r9e954lIDuQ4ke13CvJRERcX7qASMiIiLShoWHh+Pu7k5WVlat/VlZWURHRzuoKifm5QX33w9PPw033QQGA3zzDYF7D5J25WVkH7JNyJv77swGm/ho20dc/unlDR53d4fHH4cePWDu3KaX1u3/HqDs9N0Ud1qE25GJZCxmM9GVDxN96Cx2vXx/0xsTERGnox4wIiIiIm2Yl5cXQ4YMYcWKFUyfPh0Ai8XCihUrmHsyd//tycMPH3t+/vmwbBksWMDfXn6RO19fyYIL/kfPfvvYvvh5es++rdalJrOJ+1beR2FxYaNvMW0anHWWrcPNyQjs1JXATl1rXh/es52yokC8fAqIv/Cmmv27Xrwbc942Imc8QNiAoSf3Ju1cVUkJhXv2ULRnD0V794LVSkB8PAGxsQTExeEfG4uHr6+jyxQRF6QARkRERMTJlZSUsGfPnprXKSkpJCcnExoaSseOHZk3bx6zZs1i6NChDB8+nAULFlBaWso111zjwKrbiNtuswUw77yD12OPMfyBC0l+cxODRuwjquh+zJU34u7tU3O6l7sXn1zyCW/9+BZsbbzp48OXjRshORlmzz658oJ69iPonlzK0g/hF3GsR1Ng8Rt06J7Ljo+KCRuw6uQabSeqSksp2rvXFrQcF7iUHZkbycaKwQBWq6HWtT7h4QTExdXa/I88+kZG1vRQEhE5GQpgRERERJxcUlISEyZMqHk9b948AGbNmsVbb73FJZdcQk5ODg888ACZmZkkJibyzTff1JmYV46orIS8PPD1hbFjYcgQ2LABFi3iL/f+g7PKl/F52X5Co0pJ/ufFJD7yWa3Le0f05sahN7Jk65ImvV1KCowfDyUlEBkJ55578iX7xcTVel1oGo5n+k8ETfh7zb59bz+P94EnKPGdSc/bXz75N2mjqkpLKd63ryZgOdq7pSwjAwA3dwv+QVUEhpqIizMROKCKoCgIDDPj61eCm8FMdbUXpkoPTGVQWQamioOYKjZTVeGOaYs7+UluZFa4U1XpTnW1F+6BHfAKj8c7sjO+sV0IiIsnID6eoK5dcffycvA3IiLOymC1Wq2OLkJEREREnFdxcTFBQUEUFRVhNBodXY79rroK3nkHnnoK7rwT3n0XrrgCoqJg/36WH/qRrLse5cqZqzFVuFE2Kong3oNqNZGamsqSJbYAZtasWSQkJDT4dlYr3HwzbNkCn30GrfUV7rm/L916byNlZxc6z99bs7/w13cJTDwfd5+A1nnjUyxr/XrSV6+u6d1SmpaGh5eZgJAqAoNNBISYCAw1ERBswhhuxjegEoPhxO02l8UMpiPhTJXJA4NPKB7BMfhEd8EzOAY8g8ErGDyDbI/HP/cMAk8jGDQ156nmcr9r0iaoB4yIiIiItC/h4bY1o0tLba8vugjuugvS0uD995l81VWcPmwxUw4GEhl/mAPvXUjwP/fWaiImJoaSziVszNxIZFYkNybc2ODbGQzwwgtgMoGPT4On2c137D/Z+dOzuHc5ttpVfvJaQvddgWmbO5YLMvEMCm+9AlpZ1rp1/PHSS1jSfyS6cymdQkwEnGELXHwDGl6VCgAPfwjoCoHdaj8GdAUPPzAVHtkKoKqB56ZCrKYCrOW5YCrEYC7GgBk3d/DxN+PjbwZMQBlwCDLXQWaDFR3HYAthaoUyQeAZAO6+4O5nq7Ghx6PP3X3rHnf3oVXTJxE5KQpgRERERKR9efxxeOYZWwgDtpWR5s6Fe+6B55/HcNVVPHflHdx7tYVXZ31It9772PP2c3S7al5NE15eXpSElrAyZSVjy8ee8C3d3GqHLx9/DN26wYABLfexYs+cCWfWXr0p5eNP8Y33oLTIl/DjwpesRadhMB/GZ9TDGAdPb7kiWkHW+vX8sfBF3PNW0X90LlFnltV/oncYBBwNWLranh999IlsPIjwiWxSLYYjG2Dr2mQuqwlvrKZ8SvZtpWhbEof3/YEpZz+eXtV4+Zjx9Lbg5Qf+YT74BLrj4VmNm+UwmCsAK1QV2bayA03/YprK3RfcPG2bwfO45x7172/0tcexb8HgduTRALgdeWzC/qPPrRawmoEjjxaz7fHPG5aGj1nNtnZCB8HAR1v+uxNpYRqCJCIiIiKNahdd9fPzIT4eyspgxQqYOJEL3r2Se39dy+BRe8nP8iforzm4ex9bHWdbzjbyyvLoFtqNDoEdmvxWn34KM2fa5oNJSoLY2Nb4QDZluWVseiuJ4KgS+l55NgDmShNV7/jj41dNbodFhE+4HoDSvb9Sse8XgkZejUdgWOsV1UTZSUn8sfBFPItW0Pe0XMI6VABgNXhi6HgBBA84Lmzpaus94kRMxcVkrl1L+s8/k/HTT5Tn5NQ6buzcmZgxI4gdnUh4n864U2brcVNVZAt1qsvAXG4LearLTvD4p/MsJod8ZoeJngwTl5/UJe3id02cjgIYEREREWlUu7lRuekmeOkl2yy5n3/O7rzdzLj27ySd+zk+fma27DqXfg99DkBWVhaLFi0C4IYbbjipCY8LC+H002HkSNvbneoFdbb/73d+f+I+egzeQ79nfsMzMBCArDenE+X9Kbn53Qifu7vmfKu5GoP7qes4n71hA1te+je+pd/RZ1QuQRG2MMHq5ouh+w3Qex74xZ2gFeditVop3LmT9J9+IuPnn8nZtAmr+diwKXcfH6KGD6fDmDHEjB1LYMeO9r2hpdoW3hwNcSxVYK2yPR7dmvW6GrDaev9wZLNajttnqXvM+qfzjj43uIHB/ch2/PP6thMc942BDpNP6itqN79r4lQ0BElERERE2pcDB+C558DDwzYU6ahbb7UlIl98ATt30r1nT8ZcG80Hi8dz1UUr6NHpK4q2bySo92DKy8trLjv+eVMEB8Pq1bbJeB0xPUen07uRv+8uKj3da8IXgKythQR296I66LSafab8Q/BpAiWlkQTN3o67X1Cr1ZWzcSNbXv4XAZXLGT4yj4DgKgCs7kYMvW7B0PNW8Gmbc9gYDAZCevUipFcv+s6Zg+nwYTLXriXj559J/+knyrOzSV+9mvTVq9kABHbqRNSIEUQOGULksGH4neyKZm4e4BYInoEnPldEThn1gBERERGRRrncX4q3boV+/SA01LYc9fHOOw8+/xxuvBFeeomMwxn0vHMGuztvIyr+MPt2dqbL/H21VkGKGxfHtROubXY5VissXgyXXgr+/vZ8sObL3prNy/1exuBu5dZ9NxHUMQKAvO+fJyx7HqWHffG//tjcK1lvnI2hMh2vofcQPPwSu947Z9Mmti16HmP1t/QakVczoa7VMxxD3zug+422SWpdlNVqpXDXLjJ++on0o71jqqtrnRMQH28LY4YOJXLoUPzj4jBocl27uNzvmrQJCmBEREREpFEud6NSWAhPPgkRETBvXu1jP/wAEyeCry8cOgShody38j4y56fz2v+9icEAKTyDYfQFNQHMUs+lbPvHtmaXc9998Oijtuzn00/t+Fx2KM8vZ+PrGzmcfpizFpxVs/+nx34gtksKwZElhE68pWb/4ZcDCQwqIS/0McLOugeAkh0/UvrL03h2m0bo6def8D1zkpPZ8eqzBFu/oefQfLx8LQBYvGNx638PdJkNHr51rjObzBQdKKK6opqq8iqqy6uPPa+orv26gWPV5cf2+YX5ET04mpghMXQY0gG/MD97v067mA4fJnv9erKTkshOSqJg+3asFkutc/yio4k4LpAxdu6sQOYkudzvmrQJCmBEREREpFHt6kbFaoVBg2DzZnjsMbjnHooqiuj82HC+y7cyZPRuCnL8KDhrA++8vxSArbFbWXrt0mbfAK9daxv9lJAAb70Ffo69/69RUVjBszHPYrVYmf3LbGKGxNQcy/vmcaoPfk/w+a/hHdkFgOz/Xkek9Q3y82MInZt27NzlT+MdPwT/nuMxuLmRk5zMzteeItzjW7oNKsDDy3Y7YvHtitvA+yHhMtuKO8cxm8zsW7GPbR9sY/sn26ksqmy1zx3UKagmjOkwpAMxQ2LwC3fc/yhVJSXkbNpUE8jkb9mC5U89ZLxDQ2uGK0UOGUJwjx4Yjq7yJfVqV79r4jQUwIiIiIhIo9rdjcrbb8OsWRATAykp4OXF82uf59UHtrDp4iX4+JvZuOssPjeMBGDWrFkkJCQ4tuZWUFlcySdXfYLBzcBFH16Em3vjN/T5K1/AvG0RlpBhRF1u6x1kMVVg+a8/Hp4W0gJe4sD3PxLu9S1dBhbWTD5sDuiHe+JDEDcd3I7NSGyptpCyMoWtH2xl+8fbqSioqDnm6eeJV4AXHj4eePh64OnrWfPcw6fu6wb3+3hQfKiYjA0ZZGzIIH9Pfr2fLahjUK1ApsOQDvhHOGa8WHV5ObmbN5O9YQM5SUnkbt6MubJ2IOVpNBI5eDCRQ4cSMWQIob174+bp2UCL7VO7+10Tp6AARkREREQa5ZI3KpWVtvlfgoLqTrxiMkGnTpCZCf/5D1x+OZXVlfT4V18e/rEHsy79mtJyb545ZBt646oBDIDFbMFSZcHDx7Z2h9VqBSsY3JrW26fswO9UfDIeP/9iMvf507FPMcd3zCgo7UXIddvAYMBqsZC3/BkKDvdm+3cWdny8k/K8YxMc+0f50+eiPvS9uC8dT+vY5BpORkVhBRmbMmoCmfQN6eTvrj+UMcYb6/SU8Y889aGM2WQif8sWsjdsIHv9enI2baK6rKzWOe6+voQPHEjE4MFEDhlC+IABeDhLVysHccnfNXF6CmBEREREpFEueaMyciT89ht88glMn173+COPwP33w+DBkJQEBgNvb36b6556mwP91xMaV87je+8FXDuA+bMfH/6R3O25nP/W+Xh4N7ygqrmykpTPPqb4x6eJ77iDiLhjQUp1yASK0/Lxd9tKkf91hF+4kAM/HWDP0mVMGnsbFjM8fu09VFd54xfhx/CLCokdEUPH6ZfiZQw7FR+zloqiCjI3ZZK+Ib0mmMnblVfvuUEdg4gdEUvs8FhiR8QSMyQGT79T2/PEUl1NwY4dNUOWcjZswFRcXOscg4cHob17EzF4MBFDhhAxeDA+ISGntE5Hc8nfNXF6CmBEREREpFEueaNy7rnwzTfw5ptw5ZV1j+fmQnw8VFTAjz/CuHGYLWYGvTKIYe+M59UbX+SwJYj395zOsyFbef7c5zm3x7nNLueuu+C99+Af/7AtwOSMCvYV8GKvF7FUWbj444vpPaN3nXMq8vNJWfoyhj2v0Klnes2KRharO5aoaXgMfgBCB2G1WNn/UypbP/ydHf/bQ0lmCR177GT6DcuwWNxYs/O/9L2kLwmnJ5C/qBvhoSlkWa4g6op3ADDl7qdozWt4J5yGccDUZn2eqiooKbF1gPLyOrlrK4sryUyuHcrk7syFP91ZGdwNRPaLrAll4kbEEd47/ITDuVqS1WKhaN8+cjZssA1b2rCBsszMOucZu3Qh8kgYEzFkCP4xMS49sa9L/q6J01MAIyIiIiKNcskblfJy8PaGxiYqvf56ePVVWw+ZTz4B4MtdX3LuwltYX+XB0DG7KMrz4dO9QXSIHUb/fucS2H0Afh37YPA0wkncvM6dCwsX2lZE+uc/7fxsrWjvd3tJ+y2NcfeNq7W/eN8+0j76JwGly4jtXljztVZZgzH0ugmPPnOxekdx6NdDbP1gK9s+3Mbh9MM11/uE+NBrRi/6XtyXhNPj8fDxrjmWvXAARp8dlHX7N6GnX09hIaQu+zeJXrdQXOjPZ8YSSkpsYUq//JuxVJv4tfh69pUMrtn/5+3wYdtIMwBPT+jb1zb38qBBtk5PAwdCQMDJfTeVhytJT0onbV0aab/ZtuM/41FeAV7EDI2xhTJHghlj7Kn996o0Pd0WxmzcSM6GDRTt3VvnHL/oaFsYc2TYUlC3bi41sa9L/q6J01MAIyIiIiKNarc3Ktu3Q58+tiBl1y7o1g2r1cr4JePJen0YybP+hY9/db2XVpvcKC/1pqLcj0qTkWpCsXhG42bsiFdUdwK69COga3/c/CLB4Mbu3VBUZFsJKTz8lH7KZrNarWT+8gOF3zxAh/AkgiOPTQRb4d4fr2H3UO43lZQfD5GyMoU9X++h+OCxoTDeQd70mm4LXbpM6oK7l3t9bwNARrqFzz6Djz9xY+VKmJX4Ag9d8DBpOdGMfG5LzXnZzxmJiDrMjf96mkXr7gDg7B7/4x9TH2bN7tH8/auXm/TZDAbo0eNYIHM0nAk7yRFQxWnFpP2WxqHfDpG+Lp209WlUlVbVOS8wNpC4EXHEDI+xPQ6NwSvgJLvl2KGioIDcTZtqQpn8bduw/mmlJS+jkbD+/TF27lyzBXbujG9ERJvsKdNuf9fEoRTAiIiIiEij2vWNytlnw9dfw803wwsvAPDroV8546Xzuc8wi1jvdIaWriI48DD+xkp8A6rw8rE0uXmL2UB5qRcVZb5UmgIxmYOxuIeDbwweIZ3w7tCdgK798IvricErsLU+5UmxVFWR/vWbVCc/TUzcvprPazZ7UB54DtmWa9j5oxepK1PJ3pJd61qvQC96nd+LPhf3oeuZXRudRyY11dbx6OOP4ZdfbCuEHxUXByEhtl4qts2Kr5+Zm+InERu0h8U5b5Dv1w2DdxlTTA9yTq9PSD0UxeNBj1DlXoDJPZ8Hcl4Dg5k3qyeSaZiFOX0ARSlBbNviyZ7U+ru/dOxYO5QZPNi2WFZT8weL2ULOtpxavWSyt2RjtdS+JTO4GYjoE0HM8Bhih9l6yUT2j8Tds+GQqiVVl5WR+/vv5GzcSPaGDbaVlsrL6z3Xw98fY0JCrWDG2LkzgZ064e7tXe81zqBd/66JwyiAEREREZFGueSNyqZN8NZbtnle7rij4fO++w7OPNM2UcihQxAcDMAlb1xCn0N9ANiy9RpSUzqyb68VU2Exnf120jfsD7qG7iY+dD/RIRmEB+USElyE0ViCv7EC34AqfPzNJ1VylcmNilJvKsp9qawMoMoSgtk9HINfDO4hnfCN6UFA1774deyNwcO3mV9Mw0zFhWR98iBeWf8hKu7YykCFOf6kpk1l85ox7F9bVCdMiBoYReeJnek8sTNdJnWpWVHpz6xWW6ejjz+2bZs21T4+bJiF/qfvoaTrO+z3+I7DpsMcrjxc82i21v99nl3pxRXuHuw2W3nQ2xYiuFmhsrMBD08rI7d68JuXrbfH3z08eLJzNasrOvJq7qMYMgeRn5JAT8Mn7EoN5sftp1NSUTsIi4g4FsYMHQojRtgCoiZ/r6UmMjZk1PSSOfTboVo9hY7y8PEgelA0scNjiRkWQ+zwWEK7hZ6S3ieWqioKduygYMcOilNTKU5JoTglhdJDh7BaGggcDQb8Y2JsgUxCAsYuXTAmJDhNrxmX/F0Tp6cARkREREQa5ZI3KsuWwYwZttWQ1q5t+DyrFQYMgC1b4Kmn4M47Afgh+QdWf7oagJd5mRLPErqGdiXavRfG8oF4F/fGkp9AWXY0+RnBZBzwITXVwNFRHd6UE++9j96hv9M9dBedQlPoEJxBREgOocGFBAaW4BdQjl+ACd+AKjy8Tu4/2U2VbpjKPams8KGqypdqSwAW9yDwDsM9IArP8Fg8jbG4B8fhGdIRz4jOePjXvwpO6f4tFHz5d4INKwgIMtV8LYf2deTnZaPZtakHWI/NDRLWI4yEiQl0OaMLnU7vhH9Ew0szW622RaY+/tjW22XnzmPH3NxgzFgzPcZsJa/TG6zMW0JRZdEJP7u/pz+B3oEEegXWfTzy3Ojuy8D924mszOGH3uPZkL2FTRmbeCYzm5n9S1m5y48zDMeWcj7cFQLc4ObM+8jLmEbJ/m50ql7NhE7v8FXyVN5Ydd2xzx+Qi09QKMOGuTFiBAwfDsOGQeBJdGA6nHGY9PVH5pNZl0b6+nQqCivqnOcT4kPssNhaPWUCok9y8ho7mE0mSg4cqBXKFKekUJyaSlVx3RDpKA9/f/w7dMA7JOTYFhyMT2go3sHBttfHPffw8Wnx2l3yd02cngIYEREREWmUS96o7N5tWwGpe3e45prGz128GK691tZbZt8+8PAgNTWVJUuWALYAJousRptwM7gR7RdLtGUoxrJEvIt7Yc3vTHlOB/IzQkhL8aWwsL4JTq0EGIrp4r+TPuFb6Ru7l84RB4gKyiA4IJcAv0L8/Erw9a/A178S34Bq3D2a95/31SY3Kis9qDJ5U232w2IIBKyEBu/Dw9PWZmWZO3+s6cmaLydSkG2brCaoYxCdJ3YmYWICUf2j2P31bsbcNQaDW/09HMxm+PnnY6HLwYPHjnl5wYQzqug0ciPpMa+wMnspZVXHgpAo/yhm9JrBGV3OINQ3tE7I4u/pj7tb84fpbHx1Ifs/e5+iaf34MbqC5MxkClJ38L2POx5hlfTKq+boTDePhbtxT4iFr0qH8fbeJyg70JsD2yNYc4sRT/cqut++m/25CQCM7fUTM8f8jMk4kqAeExgxAvr1A4+GR2DVYrVayd+TXyuQydiYgbmybq8fY7zRtgz2kZ4yMUNi8Dae2qFAVquVyvz8WoFMk3rNNMDD17d2WHMksPEOCcEnJISAjh2JHjnypNp0yd81cXoKYERERESkUe3+RqWiAjp1guxseP99uOSSWgHMqtBVBEcEc/3Q6zlQdIADRQc4WHyw5vmh4kOYzKbG36M8CMP7X+LvZ6X3WT/hV9IHa0FnynI6kJcWRNoBT0ymxodsBBmt9O5UzJDYbfQK30Wsfyohnmn4u2XhYcnD3VCEl+dhvL3L8PE34eNnwse/Cm/fak6UWeSmB7D+uyFsXHUa3sEhNYFL54mdCekSgsFgwGK2sHj0YtLWpTFy3kimPDsFsPVyycqCDRtsgctnn0FOzrG2/f1h0lmVRA9dw77whfyY+Xmt76tTUCdm9p7JzN4zGRU3yq6ApamsVmvNEJkd77/Hxn8+iqVHLEnX9yE5M5nkzGTOyjXRJaKStQYLq45MjxLkBvldwM0Al6z7jry9iez+I5Q5wx/gvumPsvC7vzL3rYUA+PpaSft3FNWGYNb6/8jAkR3o2BEMhb9D8Q4I7gdBfRqs0Wwyk70lu1Yok701u85S2AAhXUOITowmamAU0QOjiU6MxhhvdMgwoKO9Zspzc6nIz6eyoIDKwkIq8/NtjwUFtTZLdf0TXR8vctgwJr311knV0e5/18QhFMCIiIiISKN0owLMnw8PPWQbT/Lrr6Tu318TwMyaNYuEhIQGL7VYLWSXZtuCmaKDdUKag8UHySzJbPz9LW7EGIYQaRqJsSwR96LuVOXGU5wZRtZBf7KyGl8eODISevaEXr2gR3cr3WLKiAkoJpDDlGQUUnpwP5VZKVgOH4TyLNwtuXh7FePlW0nqroG4xZ1LwpF5XCL61J2/o6wMUlIgafHv7H/9OwrOv5q9hWHs22fbX1ZWu57QUJg0tZSQQavYbvw3P2d8h8V6rFdEz7CeXND7Amb2nsngDoMdOl9IdXk5WevWYXB3J2bMGADMVVV8NHYM5sMl7L9zIr/6HGBTxiYOFh/EA4jygLQjuYG7wZ25Ib04292fTYfO55Nf5rJjcyCGqkIKXgsFwOfqciqrfIiKgn9dex+X9H2U/d5z8Rv3byIisKVYn8SAVzBM+hF8Im2N56yB/CQIHQIRp1F5uJKMjRmkr9tP2rps0tanUbS//mFbPsE+tkDmuGAmom9EoxMjn2pWq5WqkpLaIc2R5xXHBTbBPXow8JZbTqpt/a6JIyiAEREREZFGueyNSmUl5OXZZlH19Gz83Oxs2xI4lZXwyy+kxsQ0OYBpUinVlewv2s++gn3szd9reyw49nj8MJz6GA3RxFpOI6RiCL7F/bDkdqUoLYaM1EAy0hvuMeLlBd262YKZowHN0ed+XlWU5ZYRGBOIFTfS020jsI6GKkef79tn6+FylCdVVHHs+zRgxeBmICEBTptYhN+Ab9js/SK/Zvxcq5ZB0YNqerr0iWi454czKM/JYc1dd1G0dy/TV67Ezd32He/ZtIbth/ew0ZJCUkYS69PWk1Vad3iap8Gb3pxL//LhhBbEsGLtTHZt86W62sANZ7zMZaPf4701l7FoxY3Ex8PYEYW8O8M2R0/m6eVExx6ZEyX5H7DtcehxMwy1rdKF1Qrve4GHP5y7g7JSI5mbMzHt+BCfku/ZvbETv37cCUu1LfDqPmgnVZVeHNwdh8XiRUTvCKIGRhJ1pKdM9MBo/CMbnsenrXLZ3zVxagpgRERERKRRLnujEhYG+fmwdSv0acIN/3XXwRtvwIUXkvr00y0awDTGarWSXZp9LJDJ38u+wn01zzNKMhq9PsStI3GmiYSUjsIjvy8VWQnkHQxj/15vKioa7lkSFQVdukBuLuzfD6YTjKIKDoYuXazEd6oiNKYI/6hMPMt34PfODtL/doiN/r+xOWtzrWtGx49mZq+ZzOg9gy4hXZr6lTgNs8mEu5cXAKaiIr6++GJMRUWMf/llIgYNwmq1knY4jaR0WxhzNJQpqCio05YvoXSrvJCQvLOoOjiIzN0dSN3rhdVqwN2tml4xOwgPzOXH7eOJibGtunT1+PcYGf8pvt3OJWTQlbblsE0F8JGtZw2XVID7kflfasKaW6ju/yy523PJ3JzBQI8hGAxWFv7jPnL323q/nHbuz5w+cxUbfxjCN+9MJSA6gKiBUUw89y28A70oiX2Y4J7dMcYaMeSvh5zVEDwAOpx57ANlrwaDB4QMgqOrcpkrwWoGdx8wNN5rq7W57O+aODUFMCIiIiLSKJe9UenZE/buhdWrYfToE5+/ZQv07w9ubpi2beOT5GQAPqr+iE15m3jvgvcYHju82eX89a+2+VGeegouu6zp15VVlZFSkFLTW2Zv/l525e9iZ+5O9hftb/A6N6sHnQxjiSwfh1/RICw5PTic3oG0lECyMuv2mvHwgE6dLETHlxHcoRDfiAwMoSmYjDso9ttMZvV2DhYfpMRUUnPNlW9fSdd9XdnZYyf/vey/uBvcGZ8wnpm9ZzK913RiAmNO6jtyZuU5Ofz0t79RnpvL1A8+wCsoqN7zrFYrKYUptkAmPYn16evZkLGh1vd2VIAlhq6mCwgpOIPqtIFk7Iph325PrNa6wVlUFAwZAoMHWxk5uIBBfXLp0KMHNaO3slZB9k8QNhxibPPzYK6A7ydAVRHWKUkUZ1aRtTkLnwMP0zH4XZJ/PZ1PX5xwZF4ZK/e/8zBublaevel2SgoD8fDxYOLl6xk18VPS8iaT4fUYod1CCesehvG3ThiqiuDcnWDsYXu/XS9B0k0QfwGM/ehY8V/2hco8OGPlsXlvDn4CfzwEkeNh6L+OnfvrNVCRDYOehaBeJ/G/UG0u+7smTk0BjIiIiIiLO3jwIFdeeSXZ2dl4eHhw//33c9FFFzX5epe9USkpAT8/23rHTXXmmfDdd3DbbfDccwCMeH0E69LWseySZZzf6/xml3PFFfDuu/D003DHHc1uppayqjJ25+1mZ95OduTuYGfeTnbm2p6XVpU2eF2IoRNxpjMIKk+kyiedIr9NZLolUWjKa9L7hvqGEm+MJ8E9gV4f9ML4NyNdOnVhUpdJhPuFt8yHc0KWqirKsrMJiI2t2WeurMTdu/FViCxWC7vydtUKZZIzkymvLq9zrpEYulVdQEj+GVSn20KZPTs9sVjqhjLh4baeMgMG2LLD/v2hd2844arOVSVQmQPuvpjMoWT9kUXW5nR8896hMr+QX78eRN7uMizVFnoM2kmfEVs5sLMTG38YUtPE/z36Kn5GEz/8NB/fuK6EdQ+jc8z/CCt5AmunKzCc9s6x9/tfuC2AOWfrsQBmz6uw7nqIOx/GLTt27rJOUHYAzvwNwpsfeLrs75o4NQUwIiIiIi4uIyODrKwsEhMTyczMZMiQIezatQt//6bN66AbleN88w1MnQqBgXDoEBiNrD24FrPVTN+IvoT4hjS76e3bbZPVdu5sm6S2NVmtVtIPp9cOZfJ2sDN3JweKDmCtbymdIwK9AokPiifeeGQLqv0YZ4zD38v15gxpjvSffmLdQw9x2tNPEzF48EldW22pZnvOdpLSk0hKT2JDxgaSM5OpNFfWOTfYLYbu1RcQUjCJqkMDyNgVw+4dnpjNdUMZd3fo0eNYIHN0S0g4uSzSUm2hcH8h+Xvyyd+db3s88rxgX0HNHDPHMxgseHhV4eHtjndoOH7hfvhF+BHZKR+/UA+sAd3xDQ/BL9yPwOBiAvwO4B0eg3fCKNzcjxR38GMwFUHsNPBpfpin3zVxBAUwIiIiIu3MwIED+eKLL4iPj2/S+bpROY7VCn37kn/oEC/efjsYDMydO5fQ1k5MTqHje82kFKQQ4htSK2AJ8ql/aM2JWC1Wqiuq8fQ7wYTHLsJqtfL9rFnkbNhA90svZdj999vdZpW5iq05W22BTPoGkjKS2Jy5mSpLVZ1zwzxjj4QyE7Fk9SU/NYY9O3wpKKh/3p+AAOjXr24wExZ28nVaqi0UHSiqCWXydudRsKfA9rivAEtV3XCmUQbwDfW1BTZHt4hjz8N6hNFzWs+TalK/a+IICmBEREREHGz16tU8/fTTbNiwgYyMDD755BOmT59e65yFCxfy9NNPk5mZycCBA/n3v//N8OEn3/1+w4YNzJo1iy1btjT5Gpe9Ufn+e/j8c9vS0pdf3vTrXn2V1IcfZsmcOUDrT8LrCja8toGv/voVvWf25sKlFzq6nFOmqrSU7YsX0/f662sm621pldWVbMneUtNLJik9iT+y/6DaUl3nXF8PP3p5TSS6dDLeeUMpT+tG+t4wdu5wb3CS5ZiYY2FM377Qtatt69ABmrM6uMVsC2dKMksoyy2zbTllx57/aV9FYcUJ20yYkMCslbNOqg6X/V0Tp+Y8i7yLiIiItFOlpaUMHDiQ2bNnM3PmzDrHly5dyrx581i0aBEjRoxgwYIFTJkyhZ07dxIZGQlAYmIi1dV1b7iWL19OTIxtotP8/HyuuuoqXnvttUbrqayspLLy2DCH4uJiez6e89q4EV54Aa666uQCmCuvhH8dmxQ0qzSLjds3EuwTzMTOE5tdTk6ObXoZOLlJeNsCb6M3lmoLJZl1J5p1ZZ7+/gy4+eZa+/546SU6nnkmQd26tch7eHt4MyRmCENijs2/UlFdwe9Zv7MhfQMbMjawOWszW7K3UF5dxqbqL8DwBYRj2wZCZ2MPulimEFI0Dmt2fwr3x7F3hx+pqQbS0yE9Hb79tvb7+vnZVsk6Gsh07Wpb0rxrV9uK7Q2t7O7m7kZI5xBCOjdtuJ65ykx5fnnDQU1uGRF9Ipr35YmcYuoBIyIiIuJEDAZDnR4wI0aMYNiwYbz44osAWCwW4uPjufnmm7n77rub1G5lZSWTJ09mzpw5XHnllY2e+9BDDzF//vw6+13uL8U//wxffQXDhsGMGSd1aer997PEw/a3zPARocz97RamdJ3CN1d80+xy1q2DESNsN6/7G168qE2qPFxJZVEl/pH+uHvVXWGpVVRX2yZaProdPlz79dEtONg2U22fPg2nBi0k5bPPWHvPPXgGBHDet9/iHRzcqu93vGpLNbvzdrM5azObMzfbHrM2k344vd7zjd5G+hhHElt+Jj55w6lM70HeoXBS97mzfz9YGhlF5O4OnTrVDWa6drWFNk2cfqpVqQeMOIICGBEREREn8ucAxmQy4efnx0cffVQrlJk1axaFhYV8+umnJ2zTarVy2WWX0bNnTx566KETnl9fD5j4+HjdqBwndcMGlnzxBQD9Pn+NZ0fkMqq6A8/6nGeb4bR7d9tjfLztbrQJ0tJsnWvi42HJktasvg3LyIBPP4Xff284VDm6r7LuZLWN8vKyjbMZNMgWyAwaZFs+yM+vxcqvyMvjlzvvJHrUKPoeGcLmaLllubUCmc2Zm9mWs63eeWUAYgNj6RrUm+jqEQSWDMStsAeVObHkp4eQss+dvXuh4gSjhqKjIS7ONr/M0S08vOHXfn7NG+7UGAUw4ggagiQiIiLixHJzczGbzURFRdXaHxUVxY4dO5rUxi+//MLSpUsZMGAAy5YtA+Cdd96hf//+9Z7v7e2N9wmWzW33jpuZdEgmrHmpEkgFXqh9nre37c//RwOZ48OZqKhad5WxsbBy5Smpvm3Zswc++cS2rV178td7etpWrQoIqL0FBtq6YmRk2IajFRXBhg227Sg3N+jV61ggM3gwJCbaes00g09YGBNeew3Dcf+7VxYWYq6owC86ullt2ivcL5wzupzBGV3OqNlnMpvYkbujTjCTU5ZD2uE00g6nAd/bTvYAOoChg4H4ifGMDu5BjGEIxtJBeBT2pDI3joIj4cyePVBQAJmZtq2pvL0bD2i6d4dzz23Rr0WkVSiAEREREXFxY8aMwdLYeIH2rKIC8vNtM40216ef2npc7NoFu3fbHnftgr17bb0wtm61bX8WGFg7mOnZ0zYMplcv8PFpfj1Oav1L6yk6UMTI20YSEBXQ8IlWq62Hy8cf20KXP/6ofXzkSJg4EUJCGg5Wjn/dlMlvrVZITbUFMZs22R43boSsLNi2zbb95z/Hzu/SpXZPmcGDbYFaE7gd1yPKYjbzy513UrBjB2MXLCByyJBGrjx1vNy9GBA1gAFRA7gS25BFq9VKXnkeu/N2szt/97HHI88Pmw5zoOgAB4oOUBPOAASBW7AbnUZ1YlhYd+I9BxBUNhjvik5QFkZ1aRCmw4GUFvlSkO9GXh41W24umEy2f43S0mxbfSZMUAAjbYMCGBEREREnFh4ejru7O1lZWbX2Z2VlEe2gv5i7jPz8Yz1ZTKbmz/8RFgZDhsDpp9febzbDgQN1g5ldu2yTvBw+fOxG/3hubrYb/L59bYHM0cdevcDXt3k1OoE1z6yhMKWQHtN61A1gLBZb75ZPPrEFLykpx465u9vusGfMgPPPt3UVamkGA3TubNsuuODY/oyMY4HM0cfUVNi3z7b973/Hzu3QwfbPwdChxx5P8O+oqaiIyvx8qsvK8AoMbPnP1YIMBgPhfuGE+4UzKn5UrWNWq5Xs0ux6g5k9+XsorSolpTCFlMIUYHndxgNsW0jXkJr3SPALJ8w3nCC3GHyr4vCq7IBbeSSUh2EuDcZ0OICSQl/y8w307XtKvgIRuymAEREREXFiXl5eDBkyhBUrVtTMAWOxWFixYgVz5851bHFtXXCwLexwc7OFMU3swQC2YKxjx441zycsmcCBogOsvGolnYI72U5ydz92Uz9lSu0GKittN/BHw5mdO2HHDq5adxMrTGN5Zc/1nLvnU1vvmqMMhtrBzNFwplevFp2npLUMuGIAlYcr8Qs/UqvJBD/8YAtdli2z9TY5ysfH9p3NnGnr2hAa6pCa6dDBtp199rF9+fmQnFw7lNm50xbWfPGFbTsqNvZYGHM0mDmychmAT2gok999l4Jt2wju0aNmv9VqrTVMydkZDAaiAqKICohiTMcxtY5ZrVYySjJqwpij4UzG4Qxyy3LJLculoKIAgIKKAgoqCtidv/vEb+oJbpFuhHYKxdL5DOD9VvhkIi1Lk/CKiIiIOFhJSQl79uwBYNCgQTz33HNMmDCB0NBQOnbsyNKlS5k1axavvPIKw4cPZ8GCBXzwwQfs2LGjztwwrcGlJ6ssKgKj0e4ZPjs+35GDxQf57brfGB47vNntTJtm5YsvDLw6bwdzEr6zDX05OoQpP7/+i4723ji+t8zRHjMBjQz1cYTSUvjmG1vo8sUXtu//KKMRpk2z9XQ56yznWCqnqUpLYfNm2/wxSUm2x+3b618qKD6+di+ZIUNsE5occfjAAX6+/XbGPv88AXFxp/BDOE61pZr88nxyy3LJK8urCWZqtvLcOvuKK4trrj+n+zl8cdkXjbxDXS79uyZOSwGMiIiIiIOtWrWKCRMm1Nk/a9Ys3nrrLQBefPFFnn76aTIzM0lMTOSFF15gxIgRp6Q+3aic2A8pP+Dl7sXA6IEEeDU/9PjjD1vHkK5d/zTPq9UKOTm2IOZoKHP0MTe34Qbj46F3b1sg07v3se24G/5WUV0Nhw7Zhuvs32973LQJvv229hI5UVEwfbotdJkwoWnztbQVJSW2njJHA5mkJFtPmfpuvzp1qukls+K338jatYseV1zB0HvuOeVltxUms6kmrPFw86B3RO+Tul6/a+IICmBEREREpFG6UakrPz+fhQsXAnDTTTcR6qghMmALZv4cymzfXntIz5+Fh9cNZXr3tq0N3JTeQCYTHDxYO2A5/nlamm0OnD+xYqCqUze8LphmG140cmSTl+l2CYcP24KopKRjwcyuXbVOyfLzI9fXl/DgYKISE20T/B7djhu+JPbR75o4ggIYEREREWmUS9+ofPAB/PwznHceTJrU5MtSU1NZsmQJYOuplJCQ0EoF2iE/3xbEHN22bbM97t/f8DWBgbahS0cDmW7dbO0cDVaOPqan19+T43heXraeHQkJ0KkTvxcnsOx/Zrqd1Y3LvrisBT9oG1dUZJtH5mgvmaQk2wpa9YmLqx3IDBlim6OmDc0X4yxc+ndNnJYm4RURERGR9uu77+D11209C04igPmzvfl7Sc5MJtYYy8i4kc1uJyMDVq60zUF7/GI8zRIaCqedZtuOV1pqGwpzNJA5uu3ebeuhsX69bTsRX99aAQsJCbWfR0XZJjg+wueLXVg/+C8lmSV2fjAXExRkG351/DDEgoJjE/1u2GB73LXLNqzr0CH47LNj50ZF1Q1lOnZUKCPihBTAiIiIiEj7dfbZEBFRN6Q4SR9s/YB/rPwHVydebVcAs2ULXHEF9O/fAgFMQ/z9j92sH89kgj17aveY2bfPNlypvoAlIuKkbvITJiRw26Hb8I9sQ5PrOoDVasVkMFAeG0vQ6adjOBpiHT5sm+j3+FBm2zbbULOvv7ZtR4WG1g1lunZVKCPiYApgRERERKT9mjHDttmpe1h3RsePpmtIV7va6dgRJk6Enj3tLunkeXkdW0GpNZr398LL34Um2W0lVrOZj8eOxWqxMGPVKnwjImwHAgNhzBjbdlRZmW3m5uNDmS1bbMPGvv/eth0VFHQsjDm6de1aq5eSiLQuBTAiIiIiIna6sM+FXNjnQrvb6dkTVqxogYKkzXLz8MAnPBxLVRWmoqJjAUx9/PxgxAjbdlRlpW0i5o0bbVtSEvz+u22umR9+sG1HBQXBoEHHlsNWKCPSqhTAiIiIiEj7Vl5uG96hFWZa3YZXN5C/N5/hNw0nqGOQo8txWud/9x1uHs28VfP2rjvErKrKFsps2HBs27zZFsqsWmXbjjIa6/aU6dZNoYxIC1AAIyIiIiLt12+/2ZZCTkiAlBRHV+Py1v17HdlbsukyqYsCmEY0O3xpiKcnJCbatmuvte2rqrLNIXN09aWjoUxxcf2hzKBBtmCmXz/b1qcPBAS0bJ0iLk4BjIiIiIi0X6GhtsfCwpO6LDw8nIgjQ0PCw8MpqypjwpIJ5JblsuXGLfh6+ja7pBkzbLnQ++/DuHHNbsYp9ftLP8pyywiMCXR0KeLpCQMH2rbZs237jg9lju8pU1wMP/5o246XkHAskOnXD/r2tS1j7uNzyj+OSFtgsFqtVkcXISIiIiLOq7i4mKCgIIqKijAajY4up2WZzVBSYvsLvx0rxFitVrwf8abKUsX+v+2nY1DHZrc1bhz89BMsXQoXX9zsZqQNy/z1V1I++4yQXr3oddVVji2mqsq2KtbRMGbLFttwpszM+s93c4Pu3Y8FMkfDmW7dbKGPk3Dp3zVxWuoBIyIiIiLtl7u7bSJSOxkMBj699FOCfIKI9LdvLpkXXgCr1TYXqrRPJQcPkvLpp1QWFjo+gPH0hAEDbNvxcnNtQczRQGbLFttWUAA7d9q2//3v2PleXrbeMUdDmS5dbEuZR0batrAwaOmhVyJORj1gRERERKRR+ktxXfn5+bz88ssA3HjjjYQeHcokJ2S1WDGVmvAO9HZ0KU6rcM8e0n74geDu3YkdP97R5TSd1QoZGbUDmaPPS0sbv9ZgsIUwx4cyR7c/74uIgJAQu3qt6XdNHEERo4iIiIi0by+/bJv34vrrbX+Zb4Li4mKqq6trniuAaZrtH2/nw4s/pNPYTsz6YZajy3Fawd26Edytm6PLOHkGA8TE2LbJk4/tt1jgwIHagcyhQ5CTA9nZtt40VqvtMTfXNuTpRDw8jgUzY8bAiy+23ucSaSEKYERERETqYbVaSU1NJT4+Hg8PD0wmE5988gmVlZWcffbZhIeHO7pEaSnvvw+rV8PYsU0OYOqzPWc7W3O20j20OwOjBza7nYMHbeUYjTBtWrObcUo+IT5YzVZKMkscXYqcSm5utgl7ExLg3HPrHjebIS/PFsYc3Y6GM3/ecnJsy2dXV9t622Rk2AIfkTZAAYyIiIjIn+zcuZMpU6Zw8OBBunTpwvLly7nooovYsWMHVqsVPz8/1qxZQ/fu3R1dqrSEyy6z/QW9Z0+7mlmUtIgX1r3A3afdbVcA89tvcMUVtpJcLYCJGxnHbYduwz/S39GlOL2KggLKs7MJ7NQJD1dfVcjd/djwoqaorKwd0ARqVS1pG9wcXYCIiIiIs7nrrrsYOHAgycnJnHvuuZxzzjnExcVRUFBAfn4+o0aN4uGHH3Z0mdJSrr8eHn3UthyvHXpH9Oa0+NOIM8bZ1U7nznDGGTB8uF3NOCVPX0+MsUbcPd0dXYrT++bCC/l65kyKdu92dCnOx9sb4uJg8GA46yw47TRHVyTSJOoBIyIiIvIna9asYfny5fTv359HHnmEf/3rX7z66qt4HllC9e677+Yvf/mLg6sUZ3PD0Bu4YegNdrczZAh8/30LFCRtmm9kJGaTiaoTTV4rIm2GAhgRERGRPykpKamZVNXf3x9/f386dOhQczw+Pp6srCxHlSetobzctmky3Va3afEmcnfkMnjOYMK6hzm6HKd15rvvYnDTgAURV6J/o0VERET+JCYmhgMHDtS8fuqpp4g8bm6CnJwcQkJCHFGatIZ33wU/P7j0UkdX0i5seHUDa55eQ87WHEeX4tQUvoi4Hv1bLSIiIvInkyZNYseOHTWvb7zxRgKPm+Rx+fLlDB482BGlSWs4GqYVFDT5kvDwcIxGI0ajsWZFrEPFhxj+2nASFyXaXdLkydChA2zebHdTTqfPRX0YedtIghOCHV2KiMgpZbBarVZHFyEiIiLSlqSkpODj41NrWJIrKy4uJigoiKKiIoxGo6PLaXmVlbYtMBAMhmY3k1eWR/jTtjCm8r5KvNy9mt3WwIHw++/w7bdw5pnNbkbasPytW9n5n//gGxVF4t/+5uhyXI7L/66JU9IcMCIiIiInqXPnzo4uQVqSt7dts1OIbwifXvopEX4RuBns62j+xhu2lXm10nn7VVFQQMpnnxHco4cCGBEXoQBGREREpBG//PILQ4cOxdvbu9Zzad/y8/N55ZVXALj++usJDQ3FzeDGeT3Pa5H2hw5tkWaclsVswVRiwifIx9GlOK3g7t1JvO02AuLjHV2KiLQQzQEjIiIi0oipU6eSlpZW53lbVFZWRqdOnbjjjjscXYrzefRRmDsXcpo2MWxxcTEmkwmTyURxcXErF+dadn+9m0e8H+E/Z/7H0aU4Nb+oKPpcdx0dp0xxdCki0kLUA0ZERESkEcdPl9fWp8579NFHGTlypKPLcE4vvgiZmXDttRAR0exmkjOT2Z23m8ToRLqHNX/80L59sGaNrRRXu//2DfXFarZSklXi6FJERE4pBTAiIiIi7cDu3bvZsWMH06ZNY8uWLY4ux/nceCOYTBAWZlczj/70KB9t+4gXznrBrgBm5UqYMwfOOcf1ApjoxGjmpc3DP9Lf0aU4vYqCAsqzsvDv0AGvoCBHlyMidtIQJBEREREHW716NdOmTSMmJgaDwcCyZcvqnLNw4UISEhLw8fFhxIgRrFu37qTe44477uDxxx9voYpd0AMPwCOPQMeOdjUzIHIAp8WfRrhfuF3tdO8OkyaBK6527uHtQWBMIG4euhU5kdVz5/L1BReQdZL/vouIc1IPGBEREREHKy0tZeDAgcyePZuZM2fWOb506VLmzZvHokWLGDFiBAsWLGDKlCns3LmTyMhIABITE6murq5z7fLly1m/fj09evSgR48erFmzptU/T3t2/+n3c//p99vdzumn2zZp33wjI/EJC8NsMjm6FBFpAQpgRERERBxs6tSpTJ06tcHjzz33HHPmzOGaa64BYNGiRXz55ZcsXryYu+++G4Dk5OQGr//11195//33+fDDDykpKaGqqgqj0cgDDzxQ7/mVlZVUVlbWvG43k8yWlUF1NRiNjq7E5W1+ezNZf2SROCuRyH6Rji7HaY157jkMBoOjyxCRFqJ+fyIiIiJOzGQysWHDBiZNmlSzz83NjUmTJrF27domtfH4449z8OBBUlNTeeaZZ5gzZ06D4cvR84OCgmq2+PawDO5DD4G/P/zjH46upF3YvGQza59ZS+bmTEeX4tQUvoi4FgUwIiIiIk4sNzcXs9lMVFRUrf1RUVFkZrbOzes999xDUVFRzXbw4MFWeR+nEhJie8zPb9Lp4eHh+Pn54efnR3j4sflefs/6neGvDefMd860u6QRIyA6GlJS7G7K6fS+oDcj540krId9kx6LiLQlGoIkIiIi0ohXXnmlJvw4/nlbdfXVV5/wHG9vb7y9vVu/GGdy3XUwezYEBDTp9ICAAO688846+90MbqxPX2/3JLwAWVm2LTsbOne2uzmnMuyvwxxdQptweP9+/li0CHdPT0Y8/LCjyxEROymAEREREZdVWlqKv799S91edtll9T4/VcLDw3F3dycrK6vW/qysLKKjo095PS7Lzn9Ojuoc3JnPLv2MCP8Iu9t6/33w8YGePVugMGmTzFVVpH72GV5BQQpgRFyAhiCJiIiIy4qKimL27Nn8/PPPji6l2by8vBgyZAgrVqyo2WexWFixYgWjRo1yYGXtW0lJCU8//TRPP/00JSUlNfv9vfyZ1nMaI+NG2v0eI0dCYiL4+trdlFOymC2UF5Q7ugyn5t+hA4nz5jHknnuwWq2OLkdE7KQARkRERFzWf/7zH/Lz85k4cSI9evTgiSeeID09vcnX5+XlcdNNN9GnTx/Cw8MJDQ2ttbWUkpISkpOTa1YySklJITk5mQMHDgAwb948XnvtNZYsWcL27du58cYbKS0trVkVSVpASYltIt5bb4Um3Ojm5uZSVlZGWVkZubm5rV+fi9m/ej+PeD3Cm2PfdHQpTs3T358+115L52nTNCGviAvQECQRERFxWdOnT2f69Onk5OTwzjvv8NZbb3H//fczZcoUZs+ezXnnnYeHR8P/OXTllVeyZ88err32WqKiolrtBigpKYkJEybUvJ43bx4As2bN4q233uKSSy4hJyeHBx54gMzMTBITE/nmm2/a/Hw0Tmf+fNvjY4/ZNSRpXdo69hfuZ3T8aGKNsc1uZ+dO+O03iI+H4/7xcAm+Yb5YLVZKs0odXYqIyCljsKovm4iIiLQj//73v7nzzjsxmUyEh4dzww03cPfdd+Pn51fn3MDAQH7++WcGDhzogEqdR3FxMUFBQRQVFWE0Gh1dTuuwWuHmm22rIf397xAY2OjpqampLFmyBLAFZQkJCTXHxr45lp8P/MwHF37ARX0vanZJzz4Ld9wBl10G777b7GackrnKTFluGf4R/rh5qFN+YyoLCynLyMAnPBzfCPvnFhKbdvG7Jk5HPWBERETE5WVlZbFkyRLeeust9u/fz4UXXsi1117LoUOHePLJJ/n1119Zvnx5net69epFebnmqGgXDAZ48cUWaWpQ9CAAAryatqJSQ3r1gsmToX//lqjKubh7uhPYofGQS2zW//OfHPjmGwbffTe9rrzS0eWIiB0UwIiIiIjL+vjjj3nzzTf59ttv6dOnD3/961+54oorCA4Orjln9OjR9O7du97rX3rpJe6++24eeOAB+vXrh6enZ63j+qup1OeFqS+0SDvnnGPbpH3zjYzEJyysSXMTiYhzUwAjIiIiLuuaa67h0ksv5ZdffmHYsGH1nhMTE8O9995b77Hg4GCKi4uZOHFirf1WqxWDwYDZbG7xmsXByspsj/UMSZOW9fu7v5O5KZN+f+lHzJAYR5fjtAb//e8MuesuR5chIi1AAYyIiIi4rIyMjHrndjmer68vDz74YL3HLr/8cjw9PXnvvfdadRJecRJXXGGbbGXBAttqSNKqti7dyq7PdxHWI0wBTCP0uyPiOhTAiIiIiMuqrq6muLi4zn6DwYC3tzdeXl6NXr9lyxY2bdpEz549W6tEcSZBQbbH/PwTnmo0Gmv++fnzULRVqau487s76RHWg3dnNn/2XLMZBg2CrCzYtg3CwprdlFPqeX5PwnqEEdkv0tGliIicEgpgRERExGUFBwc3+tfjuLg4rr76ah588EHc3OquxDJ06FAOHjyoAKa9ePRReOIJCDjx5LmhoaHcc8899R6rMleRlJ5ERXWFXeW4u8PBg1BYCDk5rhfADL52sKNLaBMqCgrY+OSTmIqLGf/SS44uR0TsoABGREREXNZbb73Fvffey9VXX83w4cMBWLduHUuWLOG+++4jJyeHZ555Bm9vb/7xj3/Uuf7mm2/m1ltv5c4776R///51JuEdMGDAKfkccoocNzmzPQZ3GMznf/mcmED7h9V8/rltRezOnVugMGmT3D09Sf38cwCqy8rw0PxEIm2WwWrVdNoiIiLims444wyuv/56Lr744lr7P/jgA1555RVWrFjBO++8w6OPPsqOHTvqXF9frxiDwdDuJuEtLi4mKCiIoqIirfx0RElJCa+99hoAc+bMIaAJvWakLovZQkVhBX5hChUaYrVa2bFkCT5hYcRPnoyHj4+jS3IJ+l0TR1APGBEREXFZa9asYdGiRXX2Dxo0iLVr1wIwZswYDhw4UO/1KSkprVqfOJkDB+CNN8DbG+rpEXW83NzcmvmFcnNzFcA0Q3pSOq+PeB1jvJG/pf7N0eU4LYPBQO+rr3Z0GSLSAhTAiIiIiMuKj4/njTfe4Iknnqi1/4033iA+Ph6AvLw8QkJC6r2+U6dOrV6jOJHcXHj4YYiJOWEAcyI/H/iZ9MPpTOoyiVDf0Ga3s3UrbNgA3brB6NF2leR0/ML9sFqslOWU1fQqExFxZQpgRERExGU988wzXHTRRXz99dcMGzYMgKSkJHbs2MFHH30EwPr167nkkktqrvnss8+YOnUqnp6efPbZZ422f95557Ve8XLqxcfDjTdChw52N3X1sqvZW7CXn675iTEdxzS7naVL4Z//tJXlagGMMd7I7Rm34xfhp/DlBExFRZSmp+MZGEhAXJyjyxGRZlIAIyIiIi7rvPPOY+fOnbzyyivs3LkTgKlTp7Js2TISEhIAuPHGG2tdM336dDIzM4mMjGT69OkNtt2e5oBpNyIioIVWmRkeO5yYwBg83TxPfHIj+vaFM8+EXr1apCyn4ubuRkC0hm41xZZXXmHHkiX0uvpqBt95p6PLEZFmUgAjIiIiLqmqqoqzzjqLRYsW8fjjjzf5OovFUu9zkZPx3gXvtUg7l1xi26R984uOxicsDDdP+wI9EXEsBTAiIiLikjw9Pfn9998dXYa0NVYrlJWBpyd4eTm6Gpe3ZekW0tal0eeCPsSPjnd0OU6r11VX0euqqxxdhojYSQGMiIiIuKwrrrii3kl4G/PCCy80+dxbbrmlOWWJMxs1Cn77Db76CqZOdXQ1Lm/nsp1seX8LxjijAhgRcXkKYERERMRlVVdXs3jxYr7//nuGDBmCv79/rePPPfdcnWuef/75JrVtMBgUwLgio9H2mJt7gtOMeHh41Dz/s4+3f8xjPz3GmI5jWHDWgmaXU1xsm3w3NxcOHrR1zHEl3c/tTmBcIDFDYhxdiohIqzNYrVaro4sQERERaQ0TJkxo8JjBYGDlypWnsJq2q7i4mKCgIIqKiuoNG1xKbi74+IC/P9ixMs/bm99m1rJZTO4ymeVXLm92OxaLLXSxWCA9vUUWaJI2yFJdza/33kt5djbjXnwRzz+FyXLy2tXvmjgN9YARERERl/XDDz+ckvcxGo0kJyfTpUuXU/J+0orCw1ukmYmdJ/L5Xz6nU1Anu9pxc4OVKyEkpMVKkzbIzcODtFWrqCopoTw7G8/OnR1dkog0gwIYERERcXl79uxh7969jBs3Dl9fX6xWKwY7ejf8mToUtz8lJSW8/fbbAFx11VUEBNReTjnOGEecMa5F3uv001ukGadlqbZQXlCOf4R6dTRm0J134u7jg09oqKNLEZFmUgAjIiIiLisvL4+LL76YH374AYPBwO7du+nSpQvXXnstISEhPPvss44uUZzN77/DRx9BfDzMmdPgabm5ueTk5NQ8/3MAI02TvTWbl/u/jF+4H3dm3+nocpxatwsvdHQJImInN0cXICIiItJabrvtNjw9PTlw4AB+fn41+y+55BK++eYbB1YmTmv7dvjnP+Hdd+1qxmq1sjJlJUu3LKWiusKutpKTYckSSEqyqxmn5B/hD1aoKKjAUm1xdDkiIq1KPWBERETEZS1fvpxvv/2WuLjaQ0G6d+/O/v37HVSVOLU+feDGG6FvX7uaMRgMTPvvNMqqythz8x66hnZtdltvvgkvvAD33ANDh9pVltPxi/Dj9szb8Qv3w81dfxtujOnwYUoOHcLd05Ogbt0cXY6INIMCGBEREXFZpaWltXq+HJWfn4+3t3eLvU9LzicjDta/P7z0Uos0NTp+NCazCYvVvp4dAwbAlCnginM8GwwGAqI0fKsp9n3yCRuffJKOU6cy5plnHF2OiDSDAhgRERFxWWPHjuXtt9/mn//8J2C72bNYLDz11FONLlF9strCJLwpKSnMnj2brKws3N3d+fXXX/HXUrat6rsrv2uRdq691rZJ++YXFYVPeDgevr6OLkVEmkkBjIiIiLisp556ijPOOIOkpCRMJhN///vf2bp1K/n5+fzyyy+NXltVVUWvXr344osv6N27d6Pnfv3118TGxrZk6S3u6quv5pFHHmHs2LEt3gPI5VitUFoKvr7g7u7oalze9o+3c+DnA/SY1oPOE7S8ckM6TplCxylTHF2GiNhBAy1FRETEZfXr149du3YxZswYzj//fEpLS5k5cyabNm2ia9fG5+Tw9PSkoqJpk6eOGTPGqQONrVu34unpydixYwEIDQ3Fw0N/h2tQRAQEBkJqqqMraRd2f7WbX5//lYO/HHR0KSIirUoBjIiIiLi0oKAg7r33Xj744AO++uorHnnkETp06NCka2+66SaefPJJqqurW7XG1atXM23aNGJiYjAYDCxbtqzOOQsXLiQhIQEfHx9GjBjBunXrmtz+7t27CQgIYNq0aQwePJjHHnusBat3QUeXlM7NbfAUo9GIm5sbbm5uGI3Ges95bcNrDHl1CI/9ZN/3nZ5umxM4IcGuZpxWt7O6MfrO0cSPjnd0KSIirUp/+hARERGXVlhYyLp168jOzsZiqT0Z6lVXXdXotevXr2fFihUsX76c/v3715kz5eOPP26RGktLSxk4cCCzZ89m5syZdY4vXbqUefPmsWjRIkaMGMGCBQuYMmUKO3fuJDIyEoDExMR6g6Lly5dTXV3NTz/9RHJyMpGRkZx11lkMGzaMyZMn11tPZWUllZWVNa+Li4tb5HO2GWvX2nrANDJHTmhoKPfff3+jzeSX57MxYyP9IvvZVU5AAGzbZnteWtpoWW1Snwv70OfCPo4uo01Y9/DDHE5JYfhDDxHYqZOjyxGRk6QARkRERFzW559/zuWXX05JSQlGo7HWakUGg+GEAUxwcDAXXHBBa5fJ1KlTmTp1aoPHn3vuOebMmcM111wDwKJFi/jyyy9ZvHgxd999NwDJyckNXh8bG8vQoUOJj7f1MDj77LNJTk5uMIB5/PHHmT9/fjM/jQtoYg+pE5nZeyb9IvvRLdS+JYMDA+H77yEyEnx8WqQ0aaNykpIo2ruX0vR0BTAibZDB2ham7RcRERFphh49enD22Wfz2GOP1bsctTMyGAx88sknTJ8+HQCTyYSfnx8fffRRzT6AWbNmUVhYyKeffnrCNqurqxk2bBgrV64kKCiI888/n+uvv55zzz233vPr6wETHx9PUVFRg8Nt2puSkhI+/PBDAC666CICArSUsj0s1RbK8sq0JPUJHPj2WyzV1UQNH45vRISjy2nTiouLCQoK0u+anFLqASMiIiIuKy0tjVtuucWu8KW6uppVq1axd+9eLrvsMgIDA0lPT8doNJ6Sm+7c3FzMZjNRUVG19kdFRbFjx44mteHh4cFjjz3GuHHjsFqtnHnmmQ2GLwDe3t5OPalwq1u92tblZMgQOP/8ek/Jzc3lwIEDNc8VwDRfYWoh/+ryLzx9Pbmn5J5aPdWkNq2CJNK2KYARERERlzVlyhSSkpLo0qVLs67fv38/Z511FgcOHKCyspLJkycTGBjIk08+SWVlJYsWLWrhilvPiYY5yXFWr4Z//hOuu67BAKYpTGYTP+3/ibzyPC7ue7FdJa1fD1u32jKh/v3tasrp+EX4gRWqK6upKq3CK8DL0SWJiLQKBTAiIiLiss455xzuvPNOtm3bRv/+/fH09Kx1/Lzzzmv0+ltvvZWhQ4eyefNmwsLCavbPmDGDOXPmtErNfxYeHo67uztZWVm19mdlZREdHX1Kamh3RoyAv/4Vxoyxq5mK6gomvTMJgHO6n4O/V/Nnz33xRXj7bXjiCdcLYLz8vbgj6w78wv0wuKn3S2OqSks5vH8/WK2E9u3r6HJE5CQpgBERERGXdTQkefjhh+scMxgMmM3mRq//6aefWLNmDV5etf8in5CQQFpaWssV2ggvLy+GDBnCihUrauaAsVgsrFixgrlz556SGtqdyZNtm50CvQJJjE4kyDuIsqoyuwKYIUMgKwviXXSlZv9IF1vaqZVk/PILP992G+GJiZz57ruOLkdETpICGBEREXFZf152ujnX1xfSHDp0iMDAQLvaPl5JSQl79uypeZ2SkkJycjKhoaF07NiRefPmMWvWLIYOHcrw4cNZsGABpaWlNasiiXMyGAxsun5Ti7R1yy22Tdo3v+hofCMi8A4OdnQpItIMCmBEREREGnDmmWeyYMECXn31VcB2Q11SUsKDDz7I2Wef3WLvk5SUxIQJE2pez5s3D7CtdPTWW29xySWXkJOTwwMPPEBmZiaJiYl88803dSbmlRZktUJpKWhy3VNi52c7SV2VStczu9LtLPuW7XZl4QMGMGPVKkeXISLN5OboAkRERERa2tlnn01RUVHN6yeeeILCwsKa13l5efTp0+eE7Tz77LP88ssv9OnTh4qKCi677LKa4UdPPvlki9U7fvx4rFZrne2tt96qOWfu3Lns37+fyspKfvvtN0aMGNFi7y9/kpUFPj4QFAR29qKSptm3Yh+/Pv8rqT+mOroUEZFWowBGREREXM63335LZWVlzevHHnuM/Pz8mtfV1dXs3LnzhO3ExcWxefNm7r33Xm677TYGDRrEE088waZNm4iMjGyV2sUJhISAyWQLXwoK6j3FaDRiMBgwGAwYjcYGm3ry5ycZ/MpgXtvwml0l7doFffq43gS8R3Wd3JXRfx9NwvgER5ciItJqNARJREREXI7Vam30dVOtXr2a0aNHc/nll3P55ZfX7K+urmb16tWMGzfOrjrFSXl5wf79EBYGfn71nhIaGsoDDzxwwqYySzLZlLmJvQV77SrJ1xe2bwcPD9voKIOLLRbU49we9Di3h6PLaBOSFywgNzmZATffTOSQIY4uR0ROggIYERERkQZMmDCBjIyMOr1dioqKmDBhwglXUZI2rGPHFmlm9qDZTO46mV7hvexqJzoaVqwAdbySgm3byF6/npIDBxTAiLQxCmBERETE5RwdGvLnfSfLarXWe11eXh7+/lo2tz0zmUx88sknAMyYMaPOUuVH9Y/qT/8o+8cNeXrCxIl2N+PUzFVmynLLCOzQciuMuaKeV11F5/PPJzwx0dGliMhJUgAjIiIiLsdqtXL11Vfj7e0NQEVFBTfccENNaHL8/DD1mTlzJmALbY5vB8BsNvP7778zevToVqpenMKnn0JSEkydCvX8b52ens6OHTtqnickJJziAl1LSVYJz0Y/i8HNwH2m+3Bz11SVDYkZM8bRJYhIMymAEREREZcza9asWq+vuOKKOudcddVVDV4fFBQE2IKcwMBAfH19a455eXkxcuRI5syZ00LVilP66CP4z3/AaKw3gGmqUlMpaw+tpayqjPN6nmdXSWvWwM6dtnJ69rSrKafjF+6Hwc2Awc1AeV45/pHqYSYirkcBjIiIiLicN998s0WuT0hI4I477tBwo/Zo8mTbMtR2DvNIO5zG5HcmY/Q2UnR30YkvaMRTT9k65rz8susFMG7ubtyRfQe+Ib4Y3FxshuEWVl1eTvG+fVRXVGgOGJE2RgGMiIiISAMefPBBR5cgjnLVVbbNThF+EfSJ6EOkfyRmixl3N/dmtzV8uG117Ohou8tySn5h9a84JbUV7t7N8r/8Bb/oaKavWOHockTkJCiAERERETnOoEGDmjxh78aNG1u5GmnrQnxD2PrXrS3S1j/+0SLNSBvnFxmJb2QkvlFRDU4ULiLOSQGMiIiIyHGmT5/u6BLEWVitUFEBx80BJK1n91e72fvdXhLGJ9DrfPuW7XZlftHRzPjhB0eXISLNoABGRERE5DgadiQArF0L48dD585wZLUjaV0Hfj7Abwt+w2q2KoAREZek9d1ERERERP7MaLRNuJKb28BhY73P63PXd3cx+JXBLNuxzK6SNm6E3r3BVVchTpiQwOi/j6brlK6OLkVEpFWoB4yIiIjIcUJDQ9m1axfh4eGEhIQ0Or9Cfn7+KaxMTqkePWD/fggLq/dwaGhok3tL7S/az6bMTaQWptpVkpeXrTNOAyW1eV0nd6XrZIUvTbFt8WLSV6+mx1/+QscpUxxdjog0kQIYERERkeM8//zzBAYGArBgwQLHFiOO4+kJHTu2SFPzRs1j1sBZ9IvsZ1c7XbvCypUQGdkiZUkbdjg1lez164kaMcLRpYjISVAAIyIiInKczZs3c+GFF+Lt7U3nzp0ZPXo0Hh76TyapzWQysXLlSgAmTpyIl5dXg+cOjx3eIu/p6wsTJrRIU07LbDJTml2KMa7xYV3tXZcZM4gaOZLQPn0cXYqInASD1Wq1OroIEREREWfh6enJoUOHiIqKwt3dnYyMDCLbeZeD4uJigoKCKCoqOuF8Jy5lyRLYvRtmzYLu3WsdSk1NZcmSJQDMmjWLhIQEBxToWkwlJh4PfByAew7fg1dAw6GWiL3a7e+aOJT+nCMiIiJynISEBF544QXOPPNMrFYra9euJSQkpN5zx40bd4qrk1Pq5Zfht99g6NA6AczJKKwoJCk9CavVyuSuk+0q6ccfYe9eW0+Yzp3tasrpeAV44envibnSTGlOqQIYEXE5CmBEREREjvP0009zww038Pjjj2MwGJgxY0a95xkMBsxm8ymuTk6pmTNh2DC754LZnLmZye9MpkdYD3bO3WlXWw89BKtWwXvvuV4AA3DbgdvwCfbB4Nbw5NcCZpOJwl27qCwoIGbsWEeXIyJNpABGRERE5DjTp09n+vTplJSUYDQa2blzZ7sfgtRu/f3vLdJMh8AO9I3oS7fQbna3NWqUbS4YV10JyTfU19EltAmVhYV8e8klGNzduWTTJtzc3R1dkog0gQIYERERkXoEBATwww8/0LlzZ03CK3bpEdaDLX/d0iJtPfZYizQjbZxPaCh+0dH4hIVRXVqKl+YwEWkT9F8TIiIiIg04/fTTHV2COJrVCiYTeHs7upJ2Ye93e9n95W7iRsXR7xL7lu12ZW4eHkxfscLRZYjISXJzdAEiIiIiIk7pP/+xBS8XXujoStqNtHVp/Pav39j33T5HlyIi0uIUwIiIiIi0A88//zx9+/alT58+3HLLLVitVkeX5Pz8/aGqCnJz6xzy9fWt93lD/u/z/2PQK4NYc3CNXSWtXg29e8PUqXY147Q6je3EaXefRo9pPRxdiohIi9MQJBEREREXl5OTw4svvsjWrVvx9PRk3Lhx/Prrr4waNcrRpTm3yZPhwAEID69zKCoqigcffLDJTe3M20lyZjIHiw5CfPNLcneHHTtsuZAr6jSuE53GdXJ0GW3Cno8+IvXzz4k/80x6Xn65o8sRkSZQACMiIiLSDlRXV1NRUQFAVVWVVnZqioAA29YCHh7/MOXV5QyKHmRXO/37ww8/QHR0i5QlbVh5djbZSUkEJiQ4uhQRaSINQRIRERFxsNWrVzNt2jRiYmIwGAwsW7aszjkLFy4kISEBHx8fRowYwbp165rcfkREBHfccQcdO3YkJiaGSZMm0bVr1xb8BO2PyWRi/fr1rF+/HpPJdMLzT084nbO6nUVUQJRd72s0wvjx0KuXXc04NbPJTNHBIqwWDZNrTPykSZz2zDP0vOIKR5ciIk2kHjAiIiIiDlZaWsrAgQOZPXs2M2fOrHN86dKlzJs3j0WLFjFixAgWLFjAlClT2LlzZ01PlsTERKqrq+tcu3z5cnx9ffniiy9ITU3F19eXqVOnsnr1asaNG9fqn63Ne+EFyM6GO++EoKCa3enp6Xz11VeALeBKUC+EFmGptvCo76NYLVbuyLoD/0h/R5fktIJ79CC4h+bKEWlLFMCIiIiIONjUqVOZ2sisqs899xxz5szhmmuuAWDRokV8+eWXLF68mLvvvhuA5OTkBq//8MMP6datG6GhoQCcc845/Prrrw0GMJWVlVRWVta8Li4uPtmP5Drmz4f8fLjssloBzMnKLs1mc+ZmfD19GdNxjF0lrVgBqam2iXhjYuxqyum4ebjhG+ZLRUEFpTmlCmBExKVoCJKIiIiIEzOZTGzYsIFJkybV7HNzc2PSpEmsXbu2SW3Ex8ezZs0aKioqMJvNrFq1ip49ezZ4/uOPP05QUFDNFh9vx6yxbd1VV8HcuXbPBbMyZSVn/udM7lt5n90l3XknXHcdbN5sd1NO6eZdN3Nf5X1E9tU8RY2xWizk/fEHh1auxFJP7zcRcT7qASMiIiLixHJzczGbzURF1Z47JCoqih07djSpjZEjR3L22WczaNAg3NzcOOOMMzjvvPMaPP+ee+5h3rx5Na+Li4vbbwjz/PMt0kycMY7+kf3pGmL/3DtjxkCHDhAY2AKFOSGfYB9Hl9BmLL/8cqxmM9NXrMBPMzOLOD0FMCIiIiLtwKOPPsqjjz7apHO9vb3x9vZu5YralzEdx/D7jb+3SFsvvNAizUgbZ3BzI6R3bwCqjxsyKCLOSwGMiIiIiBMLDw/H3d2drKysWvuzsrKI1l+8Tw2rFaqrwdPT0ZW0Cyk/pLBj2Q46DO5A4qxER5fj1M5autTRJYjISdAcMCIiIiJOzMvLiyFDhrBixYqafRaLhRUrVjBq1CgHVtZOPPwweHvDXXc5upJ2I2tzFuteWMeer/c4uhQRkRalAEZERETEwUpKSkhOTq5ZySglJYXk5GQOHDgAwLx583jttddYsmQJ27dv58Ybb6S0tLRmVSRpRT4+UFUFeXm1dvv6+tb7vDEXfHABAxcNZHfebrtK+uor6NULLrnErmacVtyoOMbcM4Y+F/VxdCkiIi3KYLVarY4uQkRERKQ9W7VqFRMmTKizf9asWbz11lsAvPjiizz99NNkZmaSmJjICy+8wIgRI05JfcXFxQQFBVFUVITRaDwl7+k08vOhrAzCw21hjB16/LsHu/N38+PVPzKuU/1LgDfFl1/CuefC4MGwYYNdJUkbd/D779n5zjtEDB7MwFtvdXQ5bUq7/l0Th9EcMCIiIiIONn78eE70N7G5c+cyd+7cU1SR1AgNtW0t4IWpttlz+0f2t6udUaNg1SqIiWmBoqRNMx0+THZSEu52hoMicmqoB4yIiIiINEp/Ka7LZDKRnp4OQExMDF5eXg6uyLVUV1ZTmlVKYEwgbh6aNaEhJWlp5P3xB4EdOxLaR0O2ToZ+18QR1ANGRERERKQhhw/D669DcTE8+GDN7vT0dJYsWQLYhoolJCQ4qEDXY7VaeTLkSarLq7ll3y2EdA5xdElOKyA2loDYWEeXISJNpDhZRERERKQhJhPMmwcPPWSbjNcOacVpLN+7nKT0JLvL+vprWy70p7mBXYLBYCAgKgA3TzfK88odXY6ISItRDxgRERERkYaEhMBf/mKbhNdkAk/PZjf1wdYPmLd8Hpf2u5T/XvBfu8qaOxf27YM+fWD0aLuacko3bL4Br0AvDAaDo0txevnbtlGWmUnksGF4BQY6uhwRaYQCGBERERGRhri5wXvvtUhTCcEJDIgaQLwx3u62xo+H3r3tXpjJaXkbvR1dQpvx0623UpqezpnvvUf4wIGOLkdEGqEARkRERETkFJjRewYzes9okbbeeKNFmhEXENK7Nz5hYSdcSU1EHE8BjIiIiIjIiVitYDaDh/7z+VQ48PMBtn6wlYi+EQy9fqijy3Fq4154wdEliEgTaRJeEREREZHGzJoFXl7qdnIK5WzPYd2/17H7i92OLkVEpMUogBERERERaYynJ1RXQ25uzS6f4yZf8WniRCxmi5lJb09i4KKBFFUU2VXSBx9Az55w3XV2NeO0YofFMuaeMQy4coCjSxERaTEGqwYLioiIiEgjiouLCQoKoqioCKPR6OhyTr2MDNvwo4gI8LZvctjAxwMpMZWwa+4uuod1b3Y7770Hl18OEybAypV2lSRtXHZSEpv/9S8CO3Zk5KOPOrqcNqPd/66JQ2gQq4iIiIhIYzp0aLGm3p7+Nn6efnQItK/NM86AH3+EuLgWKkzaLLPJRM7GjZgOH3Z0KSJyAuoBIyIiIiKN0l+KxRGqK6opySohsEMg7l7uji7HaVUUFJC9bh1+HToQPkBDtppKv2viCOoBIyIiIiLSmEOHbJOueHvDTTcBkJqaypIlSwCYNWsWCQkJDizQNT0X9xzleeXc+MeNRPaLdHQ5TssnJISOU6Y4ugwRaQJNwisiIiIi0phDh+D22+GZZ+xuKrUwlW/3fMvW7K12t/X55/Daa+CqI08CogNw93KnPL/c0aWIiLQI9YAREREREWlMfDxcdlmLTLjy0vqXeHrN09w28jaem/KcXW1dcw3k5cHo0dC3r92lOZ3rfr0OT39PDAaDo0txegU7dlCSlkZY//74Raq3kIizUgAjIiIiItKY2Fh4990WaaprSFcGRA0g0t/+m+QzzoCyMnB30elRvAK8HF1Cm5H06KPkbNzImOee03AkESemAEZERERE5BS5fuj1XD/0+hZpa+nSFmlGXEBwz55Yqqtx81JoJeLMFMCIiIiIiDSF1Wrb3DSN4qlw6NdD/P7u74R2C2XkrSMdXY5TG3bffY4uQUSaQP/vISIiIiJyIuPGgacnrFrl6Erajfy9+ax/cT07P93p6FJERFqEAhgRERERkRMxGMBshtxcAHx8fGoOHf/8RHJKczjj7TMY+upQrFarXSUtXgw9esC8eXY147Q6DO7AmH+MYfB1gx1diohIi9AQJBERERGRE1myxNYDJiICgOjoaB588MGTbsbX05eVKSsBKDGVEOgd2OySKith925ISWl2E04toncEZzx6hqPLaBMK9+xh/fz5uPv4MPG11xxdjog0QAGMiIiIiMiJJCS0SDP+nv68O/Ndwv3C8fbwtqut886zLT/dsWOLlCZtmMHNjZyNG/EMCHB0KSLSCIPV3r6PIiIiIuLSiouLCQoKoqioCKPR6OhypB2pKq+iNKuUgOgAPHz0t+OGVFdUkP7jj/hGRBA+aBAGg8HRJTk9/a6JI2gOGBEREREXMWPGDEJCQrjwwgvrHPviiy/o2bMn3bt35/XXX3dAdW3c1q3w7LPw/vsApKamMn/+fObPn09qaqpja3NhC3st5F+d/0Xm5kxHl+LUPHx86DhlChGDByt8EXFiCmBEREREXMStt97K22+/XWd/dXU18+bNY+XKlWzatImnn36avLw8B1TYhm3YAHfcAW++aXdTu/N2882eb9ibv9eudsxm+PRTeO01MJnsLsspBUQH4O7tTkVhhaNLERGxmwIYERERERcxfvx4AgPrTuq6bt06+vbtS2xsLAEBAUydOpXly5c7oMI2rHdvuPxyOPNMu5v65+p/MvXdqXy8/WO72nFzgwsvhP/7P8jOtrsspzTrh1ncW34v3aZ0c3QpTq9ozx4Ofv89xfv3O7oUEWmAAhgRERGRU2D16tVMmzaNmJgYDAYDy5Ytq3POwoULSUhIwMfHhxEjRrBu3boWee/09HRiY2NrXsfGxpKWltYibbcbw4bBf/4Dt99ud1M9wnowMGogQT5BdrVjMMCUKTBtGlgsdpfllDz9PDWkpom2LFrET7feStoPPzi6FBFpgGayEhERETkFSktLGThwILNnz2bmzJl1ji9dupR58+axaNEiRowYwYIFC5gyZQo7d+4kMjISgMTERKqrq+tcu3z5cmJiYlqs1srKSiorK2teFxcXt1jbAveNu4/7xt3XIm198UWLNCMuILhHD0rS0/EOsi/YE5HWowBGRERE5BSYOnUqU6dObfD4c889x5w5c7jmmmsAWLRoEV9++SWLFy/m7rvvBiA5OblZ7x0TE1Orx0taWhrDhw9v8PzHH3+c+fPnN+u9XJ7FYut6IqdExsYMNi3ehDHeyJi7xji6HKfW9//+j77/93+OLkNEGqEhSCIiIiIOZjKZ2LBhA5MmTarZ5+bmxqRJk1i7dq3d7Q8fPpwtW7aQlpZGSUkJX3/9NVOmTGnw/HvuuYeioqKa7eDBg3bX0OZZrRAfD15eoOFbp0zRgSLWL1zPjk92OLoUERG7KYARERERcbDc3FzMZjNRUVG19kdFRZGZ2fTldydNmsRFF13EV199RVxcXE144+HhwbPPPsuECRNITEzk9ttvJywsrMF2vL29MRqNtbZ2z2CA6mrb0kM5OXh6etYcOv55U+zO280Zb5/B1Hcb7hHVVC+8AN27g6t2WIrsH8nYe8cy7KZhji5FRMRuGoIkIiIi4iK+//77Bo+dd955nHfeeaewGhe0ahUEBkJkJLEeHjz44IPNasZgMLAyZSUBXgF2l1RWBnv2QGqq3U05pdCuoUx8ZKKjy2gTynNy+Olvf6OqpIRzPv3U0eWISD0UwIiIiIg4WHh4OO7u7mRlZdXan5WVRXR0tIOqkjp69myRZmIDY3l35rtE+EVgtVrtWuXn0kvhtNMgIaFFSpM2zMPPj9wj80RVlZbi6e/v2IJEpA4FMCIiIiIO5uXlxZAhQ1ixYgXTp08HwGKxsGLFCubOnevY4qTF+Xr6cln/y1qkrYQE1w9fqsqrKMksISAqAE+/kxvu1Z54+vszdsECfMLDcffycnQ5IlIPBTAiIiIip0BJSQl79uypeZ2SkkJycjKhoaF07NiRefPmMWvWLIYOHcrw4cNZsGABpaWlNasiiRP49Vf45RcYOJDUbt1YsmQJALNmzSLB1VMQB3p18Kvk7sjlqhVX0XliZ0eX49TiJ092dAki0ggFMCIiIiKnQFJSEhMmTKh5PW/ePMB28/7WW29xySWXkJOTwwMPPEBmZiaJiYl88803dSbmFQf64gt49FG46Sa44w67mtqWs40DRQfoH9mfWGNss9uprISvvoLcXLjuOtdcITugQwAFKQVUFFU4uhQREbsYrFar1dFFiIiIiIjzKi4uJigoiKKiova9ItKyZfDRRzB5Mqmnn25XD5hJb09iRcoK3p7+NlcOvLLZJZWWQsCRuXyLi21zBLua6opq3L3d7Zorp704vH8/hbt34x8bS2jv3o4ux6npd00cQT1gRERERESaYvp02wZ2LzvUO7w3eeV5+Hr62tWOvz+cfjoEBdl6w7hiAOPho1uWptrz0UdsX7yYnlddpQBGxAnp10xERERE5BT799n/brG2Vq1qsaakjQvq0oWwgQPx09BFEaekAEZERERE5GRoBP8plfVHFkmLkvCP9Gf8g+MdXY5T6zJjBl1mzHB0GSLSADdHFyAiIiIi0iakpUFkJBiNCmFOodKsUpJeSmL7R9sdXYqIiF0UwIiIiIiINEVQEOTkQEkJnmZzzW5PT8+Tbmpd2jomLJnAlZ80fwLeox57DLp1g+ees7sppxTeK5yx941l1O2jHF2KiIhdNARJRERERKQp/P1h82aIiCA2KooHH3yw2U1VVleyKnUV3UK72V3W4cOwdy8cOGB3U07JGGdk4j8nOrqMNsFSXc33s2ZRnpPD1A8/xCsoyNElichxFMCIiIiIiDSFwQADBrRIU30j+/LezPeICYyxu61rr4Vzz4XOnVugMGnT3Dw8KN63D1NxMeU5OQpgRJyMwWrVAFYRERERaVhxcTFBQUEUFRVhNBodXY60Q1VlVZRkluAf6Y9XgJejy3FqGb/8goe/PyE9e+Lha98y565Mv2viCOoBIyIiIiLSVMuXw++/c3DQIBb//DMAs2fPJj4+3sGFuba3Tn+L9KR0Lv3sUnpO6+nocpxah9NOc3QJItIATcIrIiIiItJUb7wBd96JedOmml3m4ybkPRmbMzfz9e6vyS/Pt6uk0lL45BN46y27mnFqAdEBePh4YDpscnQpIiLNph4wIiIiIiJNNW4ceHlBXBzs3GlXU5d/fDlbc7by3ZXfManLpGa3U1QEM2eCmxtcdZXt0dVc9NFFuHu5YzAYHF2K0ytNTyd/61a8Q0KIHDrU0eWIyHEUwIiIiIiINNVNN9m21FS7A5h+kf3wcvfC3eBuVzsRETBqFERGQnm5bbEmV+PhrduWpjr0ww9seOwx4idPVgAj4mT0SyYiIiIi4gDvX/h+i7Tj6Qlr1rRIU+ICAjt2JDwxEaOWxRJxOgpgREREREROlhYSPaVyd+Ty2wu/4W30ZtITzR+u1R7EjB1LzNixji5DROrhgiNERURERERayS+/2Mb6XHutoytpV8oLykl6OYmtS7c6uhQRkWZTACMiIiIi0lS+vpCTg3tOTs0ud/fmzeHy7Z5vGf/WeG775ja7y/rHP6BrV3j9dbubckqhXUMZd/84xt6rnh0i0nZpCJKIiIiISFP17g2//058RAQPRkfb1VRRZRE/7v8Ri9Vid1mFhbBvHxw8aHdTTsk/0p8JD09wdBltxqq//pWi3bs5/eWXCe7WzdHliMgRCmBERERERJrK1xf692+RpkbHj+a/F/yXhOAEu9u65Ra4/HJbLxiRsowMStPTKcvMVAAj4kQMVqtmEBMRERGRhhUXFxMUFERRURFGo9HR5Ug7ZSo1UZJZgl+4Hz5BPo4ux6llb9iAm4cHQV274hkQ4OhynJJ+18QR1ANGRERERORkfPghB3ftYnF1NQCzZ88mPj7ewUW5vvfOeY/9P+7ngv9eQL9L+zm6HKcWOWSIo0sQkXpoEl4RERERkZPx+OOYX3655qXZbG52U0npSXy1+yvKqsrsKqmoCD7+GN57z65mnFpAdAAevh6YSk2OLkVEpFnUA0ZERERE5GRMnQqZmS3S1JT/TCG/PJ8tN26hb2TfZreTng4XXADBwXDZZS1SmtOZ8fYM3DzdMBgMji7F6ZXn5JCzaRPu3t7Enn66o8sRkSPUA0ZERETEhcyYMYOQkBAuvPDCWvsPHjzI+PHj6dOnDwMGDODDDz90UIUu4NFH4f77W6SpgVEDGdxhMGZr83vRAERHw6hRMH48WOxfVMkpuXu5K3xpotzff+fn225jy6JFji5FRI6jHjAiIiIiLuTWW29l9uzZLFmypNZ+Dw8PFixYQGJiIpmZmQwZMoSzzz4bf39/B1UqACtnrWyRdkJCYM2aFmlKXEBAbCzhiYmE9Ozp6FJE5DgKYERERERcyPjx41m1alWd/R06dKBDhw4AREdHEx4eTn5+vgIYaTPy9+az5pk1eHh7cNaCsxxdjlML6dWLM99919FliMifaAiSiIiIyCmyevVqpk2bRkxMDAaDgWXLltU5Z+HChSQkJODj48OIESNYt25di9exYcMGzGazVu5prnffhXPOcXQV7Y6pxMSGRRv4470/HF2KiEizKIAREREROUVKS0sZOHAgCxcurPf40qX/396dh8d4rn8A/072fd/JIgixxy5aEVKJErR2foiipRTHVtqSqLWntnJalFYclDpKKWqLhNhi39WSZrGE2CL7NvP8/phmGFlkkplMEt/Pdc0l7zPPPO8979zPa3LnXX7FpEmTEBoaivPnz6Np06YIDAxEcnKyok+zZs3QqFGjQo8HDx6UKoZnz55h6NCh+PHHH9Xynt5KenrQff4cEAIAoKurW+ahtlzdAr9wP8yPnl/usMaPBzw9ga1byz1UpWTlboUOszrAf46/tkMhIioTnoJEREREVEG6du2Krl27Fvv8kiVLMGrUKAwfPhwAsGrVKuzZswc///wzpk+fDgC4ePFimdefk5ODXr16Yfr06fD19S2xX05OjmI5NTW1zOuslrp0geuBAwh1cAAcHMo11KP0RziacBROZk7lDuvpUyAuDrh3r9xDVUpGVkbwn83iS2md/OILPDp9Gq3DwuDyzjvaDoeIwAIMERERUaWQm5uLc+fOYcaMGYo2HR0dBAQE4OTJk+UeXwiBkJAQdOrUCUOGDCmx74IFCzB79uxyr7PasraWP9QgqE4QNptthpetV7nHmj4dGDsWqFtXDYFRlZeTkoLMpCRkqumW6URUfhIh/jl2koiIiIgqjEQiwY4dO9CrVy8AwIMHD1CjRg2cOHEC7dq1U/SbNm0ajhw5gpiYmFKNGxAQgEuXLiEjIwM2Njb43//+h3bt2uHYsWPo0KEDmjRpoui7YcMGNG7cuNAYRR0B4+rqihcvXsDCwqKM75io/HIzcpGelA5jG2MY2xhrO5xK7dmNG5Dl5cHC3R0GlpbaDqfSSU1NhaWlJfdrVKF4BAwRERFRNXLo0KEi29955x3IZLJSjWFoaAhDQ0N1hlW9CIH7q1Zh7T/X5hk5ciRq1Kih5aDeDtv6bcPtvbcRvDYYzUc013Y4lZqNt7e2QyCi1/AivERERESVgJ2dHXR1dfHo0SOl9kePHsHJqfzXByE1kkiQt2SJYjEvL6/MQ0llUpy+fxp7bu2BTJSuQFacp0+Bbdvkj+rK1MkU+ib6yM/K13YoREQqYwGGiIiIqBIwMDBAixYtEBERoWiTyWSIiIhQOiWJKgl/9VwMNl+WjzZr26D75u5IyU4p11i3bwN9+wJTp6oltEopeHUwvsj4Aq3HtdZ2KJVeTkoKEvfvR/yePdoOhYj+wVOQiIiIiCpIeno67ty5o1iOi4vDxYsXYWNjAzc3N0yaNAnDhg1Dy5Yt0bp1ayxbtgwZGRmKuyJRJfLFF8D69eUexlDPEA3tG8JQzxCZeZmwMbYp81guLkD79oC7e7nDqrR09Pj349LKuH8fxyZNgrGDAzy6ddN2OGqX9SQFsZExsHO1hFPbttoOh6hUWIAhIiIiqiBnz56F/ytHTkyaNAkAMGzYMISHh6N///54/PgxZs2ahYcPH6JZs2bYt28fHB0dtRUyVYCrn15VyzhubsCxY2oZiqoBY0dH2Pv4wMTJCUIISCQSbYdUZnkZGXh27RpSjaSIvnUdT6ek4OnjTDTx2AKXjp1YgKEqgwUYIiIiogrSsWNHvOkGlOPGjcO4ceMqKCKiquXF3ReInhcNIQSCVwdrO5xKzdjODu9t3KjtMFQmZDKkxsXBsnZtnNx4EqeWJyA99QRq60bgVlND/Nv1L3ye8DmMIHArsznsrXnfdao6WIAhIiIiIlKVGk4/ItVJc6Q4t/oc9E31WYCpJmR5eYBEF7f/vI2dK+LhkBQGA1kqvv0wBdbRXvA70xEvLC2QVtMJbrZWaPj8Amwb/Yq2K2Lg3cocpqbafgdEpccCDBERERFRWbzhaKbSWnlmJbZc24LBjQfj4xYfl2us4cOBqCjghx+Arl3VEl6lYu5iDr9QP5g5m0HIBCQ6Vfe0mpKk3k/Fjb3xuP63ESxaeqF3b3n7pQ2XcObgCzx2aIBOfe3Qpg3w9NZTHFl4CqeumiKzdUf85z/yvpGzInFyexLuGjnh3Rrb4Dd5AOxbtMW9U/eQLjOEo91TmNdwgomDg8bfT+ajR8h6/Bjmrq6AnjEeXH2O6A3HIDn/IywaO2FHgAzuIbUgydTF41r2qGGRB5vkR7hR7y8MzG+BmoH/QsdBc1G7lgwfHTkCLG8HGBlpPG4idWMBhoiIiIhIRR6jRiH0+XPA2RmwKfuFcwEg4UUCjiYchY+TT7njSk4G4uOBBw/KPVS5yGRAZk4uYpKicTv+HNpJRmLSXBtYWAD9wjbh133f4n3jpsgTP+HYKT383/8BES+GQZKSgvENZmDJjrYwNAT6TTyLY4fD0ci8NvIk43Dpuj46dOmIpxa/4+iJJ3ixOQ+5RrZoN8kXzs6Ajg6Q9TwL+sb60DOqnL/q5OdKkZKqCzs7+fKBqQdwfMs9HNDtigkLnTFgAPDo8iPs+3gHHsAZv1q+LMCcW30O94/fxa+wh56jvACT/jAdV9adRRZssfrCywLM/Zj7ME3aiyY29yGynyM/IxhPbjzBhoANkBplo77nLhjZO+DDqEicWHQCV448Awz+hptrKlp91AM2DRpBmieFrr4Estxc6JmYKL2P1IQEZD16BMu6dSFghPiYR7gWfRuy23+gViM7tJw5E7sn7sa5nU9hY/I77CS3IZ3cG5fvZsEszAypJhK08LiHjOupCHc5hUG130cz4+GQ+vRF8/FeaHxtNdyjL8NiXjDgV+Ofteqo7Q5kRNpQOfdKRERERESVmYuL/KEG/Rv2h4+TDxo5NCr3WHPnAl99BXh5qSGwUpBK5cWefLM4HEuMRs08Y/zv575Yvx74dokUYx8GAABOp0hw+PBU2NkBjR5dwc7sS3A9cgnPzNdiy1agdWvguxcbIJMIDPhvPSxf1xbGxoBtj0OYHvs9hl8A9MxHY81GfcyZA3wrHQjLRHuM+HkEnsEafZf4YtP537Bi92QEbf0AuGqF2Abd8d70FrBpswe6z3SRHZ6Dhxl2qD+iPd55B9DTAzKfZgIADM0NoWugq7btkpuei4QLz5CcbYEadU3g4QHER8Xj177b8PczK2yzGomnT+V9k84mQefeXWQiGdevOwMATB1MUaODJ+7etsU7zV+O6xXshWe69uhgaYmGDeVtVh5WaDfDD8cvmiLUV35glkQCtP1XW1w8Wh9PszPhUisVds2a4enfebCobYfEpBQ8lzqhbg0nAMDNXTfxMDoRhu6XYf7XX8gIbIHcXDusabUGuRYCDWv+D+aengj+4w/s/Ggnzu9+AGvb/XDQuQ2j6UNw9X4uxAyBDBMpmnlEIP6FE96ZMxcj/hgOxwQXPK1pBSsnJ5y4tBt/ZD3CJwYhyNOthSuN12DMv10xfUZLdDSJQZelX0HSroH8jTUYC/RV20dCVCmwAENEREREpEU+zj7wcS7/0S8A4KOeYQrJywPu3AFMTASu5+7D5UeX0M10JFq2s4OeHvDFzv/iy2NhGHQZsLPPRmamIf6+bYxOVnVhefU2bOyuYuNGwNgYcKvTHa5b/kQDC1Nk/J9Aa1/g3XcFvjjcFXlXL8Gxbk18+aX8aJb6tvUwMMECbXKNYNROBqkB0KwZ0OSMHZ7L0lG3mRQb7/jASg9ISP0Lp2QJ6Jj0AkawwtnrJvBKAMbH9YVFvD0+WvcRnsEaYza2x3/P/YpFEV+g1699oXPOGPuMe6H7l03xvNUUSG9JYfe5HZ7JrHGsyaf4bsslHE86BJMfTfAiSgd/13wXfmMawKb1n8h8kInMRZm4nWgBo/49MWL8I9x5dgcX+1/Ek1NP8Bs+RJ/ZjfHe8JNIzkxG9pMMWEOKlBTgRuJDxOWch81wG9h1bYmWbq5o1QmI+DsCKcYp6LE3ECNN5acHJaQkYH/sftj1sMOUzz9UfC7rLqzD3dS7GDB5ALrYyqtut57ewvenv4eTmRNmzJ+h6Ds/ej6uJF/BZ5GfYbyLL549+xKPxXV03dQVnm084WHWBw9TvVCn2SOsfvI7Lv/xPVqhFaSyHACA1FAXLouc0etoLzg+dsJjAwdYu+bj6OUd2JmWiE+thiFN1MNxi5kY8qkUuRcP41irw/j63X8jv8NEtOxsifzjU2AZvhhdWv+CttFxitgWrLgBWFvLK0dE1RgLMEREREREKrp/6xbWbt4MABg5ciRq1KjxhldUTjIZkJv78nIaeXnAmjXyU5n+b2wCDifuh7meKaJXDcLKVRJ88YUEPxsNxEPZC7xz7wSk0l2QSIA6Zv549+ECNH6ShwFDbmDspGbw9AT0Ms/KKylmZqitWOs7aPnzJcVSIABAgubN9yja5ip++gA9f/5AsTTsn3+7d78LpKYCUikGWVtDCCDuQU/U334Ezv43Ift4BVzjDNCslQyHttsiIy8N3s3zsetpczS3Be6m3cblzL/xflwyjOCO9Cxd5OcDa07+BxZ37TEycySkyMPp08DppBOYcnAKJh0NgUWCB84lZMOyHfDL3aHIT9TBp7s/RRZMMecyYPHOQXwWOQRj84bB3qQB7PTzoKMD/N/mPkhIe4TdYWFwDZ6ArxsB229FYeBvA9Ex2wmREy4AThYAgH+Fj8SVrHgc1AlBwMx1AIDLjy7jk92foPVzU3w4ugFQvz4A4MdDC3Eq8xaa/RoFrx8OAwDupd7D8tPL0fCxBDN0/QBfXwBAxOktOJx+BcG/XoTv1huwtwf+vpeGfXf2wSMPiBsfDAQNBAD897u22OMQgy7vJaLFsKPIkXwJ96bnkbTND4fb7cXyoBXI95uCJu1MkRb5GfK3ncY7TTfDPypBnkfSPMTv2w2n5PswDLUGOloCAD6ymQXU7gO4uionYjlP4yOqKliAISIiIiJSUV5a2sufc3LKNVZOfg4uPryI1JxUvFf7vXKN9egRcOiQvJASEvLP+DnAN9/IiypfzH2CK0/OQVdHFyc2BmD2bGDCBOBu856IuXsSG+vOxLhxn0EIwKPzDXxy+BO0fiDB/1m8C1NTN+TkAD2d2+JF1H6YPr2Nv/+Wn4mlq9sB/eyuATVqKF8c1cKiXO+nRK+MLZEAnjUawfO7A4o233/+jXI4Bdy8CTg5oV8D+ektdxN6osWJcNg77kDN8/fRP9MItnaAwXdtkXHnOAaGPMMNv/HoZAMY2tXC4MtADdM/UWf2PljIaqFlZ+CvSFs8T0tEi/ZJOGL8CUbXAYyENWo/B3KcNmDWtr8h8XAHAJyYawGTpw/glH0CDZvLt4+tsS1aPNJFvbsPgWfPACf56UDNhRMsE+JhkfPyCBEXcxf0TDCG170M4JXc62Xsg6ZHb8FNL0vR5mHlgS+u28Ip/inQN0/RPsYmEMHbrqC5xctrudS2qY31591hcSsBCHx5UemZNQbik+9j0NheBrfBVgCAzLyWOHu1PZxjrsF5cQ4kfeW3HxoXOBPIaQrUqqV4vb6uPtxXbi76M2vbtoQPlah6kwihpsu3ExEREVG1lJqaCktLS7x48QIWmvyFugqJv30b63/5BQAwbMAAeNSrV+axElIS4PGdBwx1DZH1ZRYkEgluP72NnTd3ooZ5DQxsPFDRN/xiOJLSktCvYT/UtpEfUxL7LBa/XPkFTmZOcHsyCkFBgKkpMHzzGJyNP4mlDaagfZf/g0wG/HxkPz6KDEKrF2bol38VU1e4Y/BgINGnEaLTr2HLuVr40+ZvGBkBA8bdwL9/fAfNrz3DrL4/Qf+Tj+RniKSmAgkJ8qMw9PXLtR0rnefPgSdPAHNzRUEEUimwdSuQkQEMHQoYGMjb9+4Fdu4E3nkHGDLk5Rj9+wP5+fJbUTk6ytsOHwa2bQNatZLfqqrA4sXyCtnIkUDB3Yj++gs4fhzw8AA6d37Z9+BB+eFK7dsDVlbytsePgdhY+fI/R8UAkH8+Uqn8ItHGxvK2rCwgJUX+mRVcARiQF3/y8wFLS8DQUN6Wmysv9OjqvlxXwbbQVd+1crSJ+zXSBhZgiIiIiKhE/EWlsPj4eKxfvx4AMGzYMHjUrCk/DKPgl9N794DTp+W/vHbq9PKFkyfLf2H+5hvgn6JN1paNML8xBD9fq4OBv16Hvq4+tt/Yjt5be6N9InCsz17FPaVbLPLC+Yzb2HOhAd7//RoAYP+d/QjaFIRmT/QQ6bsLbcK64t13gdvejXA0/Rq2nPXAaa84GBsDAQOvYkJ4WzSNzcDy9/+HrG59YGcHXDzxC2Qzv0J9t+aw3LjtZbxnzsiLEXXrVptfvIkA7tdIO3gKEhERERFReQwaBJw8CZw9C7RoIW+LipIfFdG5s3IB5sAB4OpV4LPPFAUYYzMr/PgH0NLBAvq68iNK3CzdMOSuDereeaZ0YdKeVm3Q9Nht1HwhU7S5Wrri43tOcL31EFYdM3Hzprx9//4xmPDV52hr44z+iwt6N8KlztuANulA27awkt90B638BgFHBxV+b61aqWEDERERwAIMEREREVH56P3zlTol5WWbq6v84qeNXru19PTpQHq68n2iO3fGR60eAiYvr83R0qUl/vvNLfmpINbWivZZg1YD/mFKp/40sG+A1dOPyU+RcXNTtAcGjgUCxxaONyioLO+SiIjKiQUYIiIiIqLyWLxYfgHSVwol8POTX8fjdYMHF24zNn55nY5X2doWbjMxAWrXLtxeVBsREVUqLMAQEREREZWHvb3yRU2JiIiKwIvwEhEREVGJeLFKIqpuuF8jbdDRdgBERERERERERNUdCzBERERERERERBrGa8AQEREREano4cOHWL16NQDgk08+gZOTk5YjIiKiyo5HwBARERERqSg7O7vIn4mIiIrDAgwRERERERERkYaxAENEREREREREpGEswBARERERERERaRgLMEREREREREREGsYCDBERERERERGRhvE21ERERERUIiEEACA1NVXLkVQeaWlpirsfpaWlcdsQVTEFc7Zg/0ZUESSCGUdEREREJbh37x5cXV21HQYRkdrdvXsXNWvW1HYY9JZgAYaIiIiISiSTyfDgwQOYm5tDIpGU+nWpqalwdXXF3bt3YWFhocEI1Y+xawdj1463MXYhBNLS0uDi4gIdHV6ZgyoGT0EiIiIiohLp6OiU6y/EFhYWVe6XugKMXTsYu3a8bbFbWlpqKBqiorHUR0RERERERESkYSzAEBERERERERFpGAswRERERKQRhoaGCA0NhaGhobZDURlj1w7Grh2Mnahi8CK8REREREREREQaxiNgiIiIiIiIiIg0jAUYIiIiIiIiIiINYwGGiIiIiIiIiEjDWIAhIiIiIiIiItIwFmCIiIiIiIiIiDSMBRgiIiIiKrPvv/8eHh4eMDIyQps2bXD69OkS+//vf/9D/fr1YWRkhMaNG2Pv3r0VFOlLCxYsQKtWrWBubg4HBwf06tULN2/eLPE14eHhkEgkSg8jI6MKivilsLCwQnHUr1+/xNdUhm0OAB4eHoVil0gkGDt2bJH9tbnNjx49iuDgYLi4uEAikeD3339Xel4IgVmzZsHZ2RnGxsYICAjA7du33ziuqvNF3bHn5eXh888/R+PGjWFqagoXFxcMHToUDx48KHHMsuSdumMHgJCQkEJxBAUFvXHcitjuRKXBAgwRERERlcmvv/6KSZMmITQ0FOfPn0fTpk0RGBiI5OTkIvufOHECAwcOxIgRI3DhwgX06tULvXr1wtWrVys07iNHjmDs2LE4deoUDh48iLy8PHTp0gUZGRklvs7CwgJJSUmKR0JCQgVFrKxhw4ZKcRw7dqzYvpVlmwPAmTNnlOI+ePAgAKBv377FvkZb2zwjIwNNmzbF999/X+Tz//73v7F8+XKsWrUKMTExMDU1RWBgILKzs4sdU9X5oonYMzMzcf78ecycORPnz5/H9u3bcfPmTfTo0eON46qSd5qIvUBQUJBSHJs3by5xzIra7kSlIoiIiIiIyqB169Zi7NiximWpVCpcXFzEggULiuzfr18/0a1bN6W2Nm3aiE8++USjcb5JcnKyACCOHDlSbJ9169YJS0vLiguqGKGhoaJp06al7l9Zt7kQQkyYMEHUrl1byGSyIp+vLNscgNixY4diWSaTCScnJ/Htt98q2lJSUoShoaHYvHlzseOoOl/U4fXYi3L69GkBQCQkJBTbR9W8U4eiYh82bJjo2bOnSuNoY7sTFYdHwBARERGRynJzc3Hu3DkEBAQo2nR0dBAQEICTJ08W+ZqTJ08q9QeAwMDAYvtXlBcvXgAAbGxsSuyXnp4Od3d3uLq6omfPnrh27VpFhFfI7du34eLiAk9PTwwePBiJiYnF9q2s2zw3NxcbN27ERx99BIlEUmy/yrLNXxUXF4eHDx8qbVdLS0u0adOm2O1alvlSUV68eAGJRAIrK6sS+6mSd5oUFRUFBwcH1KtXD2PGjMHTp0+L7VuZtzu9nViAISIiIiKVPXnyBFKpFI6Ojkrtjo6OePjwYZGvefjwoUr9K4JMJsPEiRPRvn17NGrUqNh+9erVw88//4ydO3di48aNkMlk8PX1xb179yowWqBNmzYIDw/Hvn37sHLlSsTFxeHdd99FWlpakf0r4zYHgN9//x0pKSkICQkptk9l2eavK9h2qmzXssyXipCdnY3PP/8cAwcOhIWFRbH9VM07TQkKCsJ///tfRERE4JtvvsGRI0fQtWtXSKXSIvtX1u1Oby89bQdARERERKQtY8eOxdWrV994PYt27dqhXbt2imVfX194e3tj9erVmDNnjqbDVOjatavi5yZNmqBNmzZwd3fH1q1bMWLEiAqLo7x++ukndO3aFS4uLsX2qSzbvLrKy8tDv379IITAypUrS+xbWfJuwIABip8bN26MJk2aoHbt2oiKikLnzp0rLA6isuIRMERERESkMjs7O+jq6uLRo0dK7Y8ePYKTk1ORr3FyclKpv6aNGzcOu3fvRmRkJGrWrKnSa/X19eHj44M7d+5oKLrSsbKygpeXV7FxVLZtDgAJCQk4dOgQRo4cqdLrKss2L9h2qmzXsswXTSooviQkJODgwYMlHv1SlDflXUXx9PSEnZ1dsXFUtu1OxAIMEREREanMwMAALVq0QEREhKJNJpMhIiJC6aiFV7Vr106pPwAcPHiw2P6aIoTAuHHjsGPHDhw+fBi1atVSeQypVIorV67A2dlZAxGWXnp6OmJjY4uNo7Js81etW7cODg4O6Natm0qvqyzbvFatWnByclLarqmpqYiJiSl2u5ZlvmhKQfHl9u3bOHToEGxtbVUe4015V1Hu3buHp0+fFhtHZdruRAB4FyQiIiIiKpstW7YIQ0NDER4eLq5fvy4+/vhjYWVlJR4+fCiEEGLIkCFi+vTpiv7Hjx8Xenp6YtGiReLGjRsiNDRU6OvriytXrlRo3GPGjBGWlpYiKipKJCUlKR6ZmZmKPq/HPnv2bLF//34RGxsrzp07JwYMGCCMjIzEtWvXKjT2yZMni6ioKBEXFyeOHz8uAgIChJ2dnUhOTi4y7sqyzQtIpVLh5uYmPv/880LPVaZtnpaWJi5cuCAuXLggAIglS5aICxcuKO4UtHDhQmFlZSV27twpLl++LHr27Clq1aolsrKyFGN06tRJrFixQrH8pvlSEbHn5uaKHj16iJo1a4qLFy8q5X9OTk6xsb8p7yoi9rS0NDFlyhRx8uRJERcXJw4dOiSaN28u6tatK7Kzs4uNvaK2O1FpsABDRERERGW2YsUK4ebmJgwMDETr1q3FqVOnFM/5+fmJYcOGKfXfunWr8PLyEgYGBqJhw4Ziz549FRyx/Pa2RT3WrVun6PN67BMnTlS8T0dHR/H++++L8+fPV3js/fv3F87OzsLAwEDUqFFD9O/fX9y5c6fYuIWoHNu8wP79+wUAcfPmzULPVaZtHhkZWWSOFMQnk8nEzJkzhaOjozA0NBSdO3cu9J7c3d1FaGioUltJ86UiYo+Liys2/yMjI4uN/U15VxGxZ2Zmii5dugh7e3uhr68v3N3dxahRowoVUrS13YlKQyKEEBVwoA0RERERERER0VuL14AhIiIiIiIiItIwFmCIiIiIiIiIiDSMBRgiIiIiIiIiIg1jAYaIiIiIiIiISMNYgCEiIiIiIiIi0jAWYIiIiIiIiIiINIwFGCIiIiIiIiIiDWMBhoiIiIiIqrWwsDA0a9ZM22EQ0VuOBRgiIiIiompi1apVMDc3R35+vqItPT0d+vr66Nixo1LfqKgoSCQSxMbGVnCURERvJxZgiIiIiIiqCX9/f6Snp+Ps2bOKtujoaDg5OSEmJgbZ2dmK9sjISLi5uaF27draCLVayMvL03YIRFSFsABDRERERFRN1KtXD87OzoiKilK0RUVFoWfPnqhVqxZOnTql1O7v7w8A2LBhA1q2bAlzc3M4OTlh0KBBSE5OBgDIZDLUrFkTK1euVFrXhQsXoKOjg4SEBABASkoKRo4cCXt7e1hYWKBTp064dOmSon/BaUAbNmyAh4cHLC0tMWDAAKSlpSn6eHh4YNmyZUrradasGcLCwhTLEokEq1evRvfu3WFiYgJvb2+cPHkSd+7cQceOHWFqagpfX98ij+xZvXo1XF1dYWJign79+uHFixdKz69duxbe3t4wMjJC/fr18cMPPyiei4+Ph0Qiwa+//go/Pz8YGRlh06ZNJX0cRERKWIAhIiIiIqpG/P39ERkZqViOjIxEx44d4efnp2jPyspCTEyMogCTl5eHOXPm4NKlS/j9998RHx+PkJAQAICOjg4GDhyIX375RWk9mzZtQvv27eHu7g4A6Nu3L5KTk/Hnn3/i3LlzaN68OTp37oxnz54pXhMbG4vff/8du3fvxu7du3HkyBEsXLhQ5fc4Z84cDB06FBcvXkT9+vUxaNAgfPLJJ5gxYwbOnj0LIQTGjRun9Jo7d+5g69at+OOPP7Bv3z5cuHABn376qdL7mTVrFubNm4cbN25g/vz5mDlzJtavX680zvTp0zFhwgTcuHEDgYGBKsdORG8xQURERERE1caaNWuEqampyMvLE6mpqUJPT08kJyeLX375RXTo0EEIIURERIQAIBISEooc48yZMwKASEtLE0IIceHCBSGRSBT9pVKpqFGjhli5cqUQQojo6GhhYWEhsrOzlcapXbu2WL16tRBCiNDQUGFiYiJSU1MVz0+dOlW0adNGsezu7i6WLl2qNEbTpk1FaGioYhmA+OqrrxTLJ0+eFADETz/9pGjbvHmzMDIyUiyHhoYKXV1dce/ePUXbn3/+KXR0dERSUpIi1l9++UVp3XPmzBHt2rUTQggRFxcnAIhly5YVuc2IiN6ER8AQEREREVUjHTt2REZGBs6cOYPo6Gh4eXnB3t4efn5+iuvAREVFwdPTE25ubgCAc+fOITg4GG5ubjA3N4efnx8AIDExEYD8NCBvb2/FUTBHjhxBcnIy+vbtCwC4dOkS0tPTYWtrCzMzM8UjLi5O6VQgDw8PmJubK5adnZ0VpzqpokmTJoqfHR0dAQCNGzdWasvOzkZqaqqizc3NDTVq1FAst2vXDjKZDDdv3kRGRgZiY2MxYsQIpfjnzp1b6FSmli1bqhwvEREA6Gk7ACIiIiIiUp86deqgZs2aiIyMxPPnzxXFFBcXF7i6uuLEiROIjIxEp06dAAAZGRkIDAxEYGAgNm3aBHt7eyQmJiIwMBC5ubmKcQcPHoxffvkF06dPxy+//IKgoCDY2toCkN9p6fVrzxSwsrJS/Kyvr6/0nEQigUwmUyzr6OhACKHUp6gL3b46jkQiKbbt1bFLkp6eDgBYs2YN2rRpo/Scrq6u0rKpqWmpxiQieh0LMERERERE1Yy/vz+ioqLw/PlzTJ06VdHeoUMH/Pnnnzh9+jTGjBkDAPjrr7/w9OlTLFy4EK6urgCgdBelAoMGDcJXX32Fc+fOYdu2bVi1apXiuebNm+Phw4fQ09ODh4dHmeO2t7dHUlKSYjk1NRVxcXFlHu9ViYmJePDgAVxcXAAAp06dgo6ODurVqwdHR0e4uLjg77//xuDBg9WyPiKi1/EUJCIiIiKiasbf3x/Hjh3DxYsXFUfAAICfnx9Wr16N3NxcxQV43dzcYGBggBUrVuDvv//Grl27MGfOnEJjenh4wNfXFyNGjIBUKkWPHj0UzwUEBKBdu3bo1asXDhw4gPj4eJw4cQJffvllkcWc4nTq1AkbNmxAdHQ0rly5gmHDhhU6AqWsjIyMMGzYMFy6dAnR0dEYP348+vXrBycnJwDA7NmzsWDBAixfvhy3bt3ClStXsG7dOixZskQt6yciYgGGiIiIiKia8ff3R1ZWFurUqaO4RgogL8CkpaUpblcNyI86CQ8Px//+9z80aNAACxcuxKJFi4ocd/Dgwbh06RI++OADGBsbK9olEgn27t2LDh06YPjw4fDy8sKAAQOQkJCgtP43mTFjBvz8/NC9e3d069YNvXr1Qu3atcu4FZTVqVMHH374Id5//3106dIFTZo0UbrN9MiRI7F27VqsW7cOjRs3hp+fH8LDw1GrVi21rJ+ISCJeP8mSiIiIiIiIiIjUikfAEBERERERERFpGAswREREREREREQaxgIMEREREREREZGGsQBDRERERERERKRhLMAQEREREVVR4eHhsLKy0nYYlVLHjh0xceJEbYdBRKTAAgwREREREVEFmTdvHnx9fWFiYsLiGdFbhgUYIiIiIiKiCpKbm4u+fftizJgx2g6FiCoYCzBERERERFVEeHg43NzcYGJigg8++ABPnz4t1GflypWoXbs2DAwMUK9ePWzYsEHx3JQpU9C9e3fF8rJlyyCRSLBv3z5FW506dbB27VoAQEhICHr16oVFixbB2dkZtra2GDt2LPLy8hT9f/jhB9StWxdGRkZwdHREnz59FM/t27cP77zzDqysrGBra4vu3bsjNjZW8Xx8fDwkEgm2bt2Kd999F8bGxmjVqhVu3bqFM2fOoGXLljAzM0PXrl3x+PFjxesK4po9ezbs7e1hYWGB0aNHIzc3t9htl5OTgylTpqBGjRowNTVFmzZtEBUVVcotrz6zZ8/Gv/71LzRu3LjC101E2sUCDBERERFRFRATE4MRI0Zg3LhxuHjxIvz9/TF37lylPjt27MCECRMwefJkXL16FZ988gmGDx+OyMhIAICfnx+OHTsGqVQKADhy5Ajs7OwUhYj79+8jNjYWHTt2VIwZGRmJ2NhYREZGYv369QgPD0d4eDgA4OzZsxg/fjy+/vpr3Lx5E/v27UOHDh0Ur83IyMCkSZNw9uxZREREQEdHBx988AFkMplS3KGhofjqq69w/vx56OnpYdCgQZg2bRq+++47REdH486dO5g1a5bSayIiInDjxg1ERUVh8+bN2L59O2bPnl3s9hs3bhxOnjyJLVu24PLly+jbty+CgoJw+/btYl/TtWtXmJmZFfto2LBhsa8lInqdRAghtB0EERERERGVbNCgQXjx4gX27NmjaBswYAD27duHlJQUAED79u3RsGFD/Pjjj4o+/fr1Q0ZGBvbs2YOUlBTY2toiJiYGLVq0gJ2dHaZOnYrff/8dp06dwqZNm/D555/j3r17AORHmkRFRSE2Nha6urqK8XR0dLBlyxZs374dw4cPx71792Bubv7G9/DkyRPY29vjypUraNSoEeLj41GrVi2sXbsWI0aMAABs2bIFAwcOREREBDp16gQAWLhwIcLDw/HXX38p4vrjjz9w9+5dmJiYAABWrVqFqVOn4sWLF9DR0UHHjh3RrFkzLFu2DImJifD09ERiYiJcXFwU8QQEBKB169aYP39+kfHev38fWVlZxb4ffX19uLu7v/F9FyU8PBwTJ05UfHZEVP3xCBgiIiIioirgxo0baNOmjVJbu3btCvVp3769Ulv79u1x48YNAICVlRWaNm2KqKgoXLlyBQYGBvj4449x4cIFpKen48iRI/Dz81N6fcOGDRXFFwBwdnZGcnIyAOC9996Du7s7PD09MWTIEGzatAmZmZmKvrdv38bAgQPh6ekJCwsLeHh4AAASExOV1tGkSRPFz46OjgCgdIqOo6OjYp0FmjZtqii+FGyL9PR03L179/VNhytXrkAqlcLLy0vpCJYjR44onRL1uho1aqBOnTrFPkoqvowePVppXUREetoOgIiIiIiIKk7Hjh0RFRUFQ0ND+Pn5wcbGBt7e3jh27BiOHDmCyZMnK/XX19dXWpZIJIpTiMzNzXH+/HlERUXhwIEDmDVrFsLCwnDmzBlYWVkhODgY7u7uWLNmDVxcXCCTydCoUaNC12p5dR0SiaTIttdPW1JFeno6dHV1ce7cOaViEoASiyNdu3ZFdHR0sc+7u7vj2rVrRT739ddfY8qUKWULmIiqJRZgiIiIiIiqAG9vb8TExCi1nTp1qlCf48ePY9iwYYq248ePo0GDBoplPz8//Pzzz9DT00NQUBAAeVFm8+bNuHXrltL1X0pDT08PAQEBCAgIQGhoKKysrHD48GH4+fnh5s2bWLNmDd59910AwLFjx1QauySXLl1CVlYWjI2NAci3hZmZGVxdXQv19fHxgVQqRXJysiKW0li7du0bT0EqjoODAxwcHEq9LiKq/liAISIiIiKqAsaPH4/27dtj0aJF6NmzJ/bv36909yIAmDp1Kvr16wcfHx8EBATgjz/+wPbt23Ho0CFFnw4dOiAtLQ27d+/GwoULAcgLMH369IGzszO8vLxKHdPu3bvx999/o0OHDrC2tsbevXshk8lQr149WFtbw9bWFj/++COcnZ2RmJiI6dOnq2djQH475xEjRuCrr75CfHw8QkNDMW7cOOjoFL7KgpeXFwYPHoyhQ4di8eLF8PHxwePHjxEREYEmTZqgW7duRa6jRo0aaou3QGJiIp49e4bExERIpVJcvHgRgPzuUzxViah64zVgiIiIiIiqgLZt22LNmjX47rvv0LRpUxw4cABfffWVUp9evXrhu+++w6JFi9CwYUOsXr0a69atUzqqxdraGo0bN4a9vT3q168PQF6Ukclkha7/8iZWVlbYvn07OnXqBG9vb6xatQqbN29Gw4YNFRfqPXfuHBo1aoR//etf+Pbbb8u9HQp07twZdevWRYcOHdC/f3/06NEDYWFhxfZft24dhg4dismTJ6NevXro1asXzpw5Azc3N7XFVBqzZs2Cj48PQkNDkZ6eDh8fH/j4+ODs2bMVGgcRVTzeBYmIiIiIiKqUkJAQpKSk4Pfff9d2KEREpcYjYIiIiIiIiIiINIwFGCIiIiIiIiIiDeMpSEREREREREREGsYjYIiIiIiIiIiINIwFGCIiIiIiIiIiDWMBhoiIiIiIiIhIw1iAISIiIiIiIiLSMBZgiIiIiIiIiIg0jAUYIiIiIiIiIiINYwGGiIiIiIiIiEjD9FTpLIRAfn4+pFKppuIhIiIiIiIiIqoSdHV1oaenB4lE8sa+pS7A5ObmIikpCZmZmeUKjoiIiIiIiIioujAxMYGzszMMDAxK7CcRQog3DSaTyXD79m3o6urC3t4eBgYGparuEBERERERERFVR0II5Obm4vHjx5BKpahbty50dIq/0kupjoDJzc2FTCaDq6srTExM1BYsEREREREREVFVZWxsDH19fSQkJCA3NxdGRkbF9lXpIrwlVXKIiIiIiIiIiN42pa2VsKJCRERERERERKRhLMAQEREREREREWkYCzAlCA8Ph5WVVbnHkUgk+P3338s9jibFx8dDIpHg4sWLAICoqChIJBKkpKRoNS7SHOY387s6Y34zv6sz5jfzuzpjfjO/33acA9V7DlTrAkxISAh69eql7TDeqGPHjpg4caJaxyzve/f19UVSUhIsLS3VF9QbPH36FEFBQXBxcYGhoSFcXV0xbtw4pKamVlgMVQnzu1eZX6+N/H7V06dPUbNmzWr/H0x5ML97lfn12spviURS6LFly5YKjaGqYH73KvPrtZXfZ86cQefOnWFlZQVra2sEBgbi0qVLFRpDVcH87lXm12srv8ePH48WLVrA0NAQzZo1K/R8VFQUevbsCWdnZ5iamqJZs2bYtGlThcZYlXAO9Crz67X9Hb1AdnY2QkJC0LhxY+jp6an186zWBRgqOwMDAzg5OVXo7cZ1dHTQs2dP7Nq1C7du3UJ4eDgOHTqE0aNHV1gM9HbQRn6/asSIEWjSpIlW1k3Vnzbze926dUhKSlI8qsIXUKpatJHf6enpCAoKgpubG2JiYnDs2DGYm5sjMDAQeXl5FRYHVX/a3H9/9NFH6N+/f5HPnThxAk2aNMFvv/2Gy5cvY/jw4Rg6dCh2795dwVFSdaft7+gFpFIpjI2NMX78eAQEBKh17PIXYDIy5A8hXrbl5srbcnKK7iuTvWzLy5O3ZWe/ua+aLVmyBI0bN4apqSlcXV3x6aefIj09vVC/33//HXXr1oWRkRECAwNx9+5dped37tyJ5s2bw8jICJ6enpg9ezby8/NLFUNISAiOHDmC7777TvEXw/j4eADA1atX0bVrV5iZmcHR0RFDhgzBkydPFK/dtm0bGjduDGNjY9ja2iIgIAAZGRkICwvD+vXrsXPnTsWYUVFRKm2b1w//KjgUbvfu3ahXrx5MTEzQp08fZGZmYv369fDw8IC1tTXGjx8PqVSq0roKWFtbY8yYMWjZsiXc3d3RuXNnfPrpp4iOji7TeOWVkZuBjNwMiFdyO1eai4zcDOTk5xTZVyZe5mueNA8ZuRnIzs8uVV91Y34XTxv5XWDlypVISUnBlClTyjVOeVXkrlsTv58wv4unzfy2srKCk5OT4lHSbRg1KTcjF7kZuUr7b2muFLkZucjPyS+6r+yVvnn/9M0uXV91Y34XTxv5/ddff+HZs2f4+uuvUa9ePTRs2BChoaF49OgREhISyjRmeeRnZiI/M/O1/M5FfmYmpLm5Rfd9Zacsy8uT931tZ19cX3VjfhdPW/vv5cuXY+zYsfD09Czy+S+++AJz5syBr68vateujQkTJiAoKAjbt28v8zrLJT9D/nj1S4w0V94mzSmm7ytfTGR5//TNLl1fNeMcKJ42v8O8ytTUFCtXrsSoUaPg5OSktnEBAKIUsrKyxPXr10VWVlbhJ+WpL0Ry8su2uXPlbSNHKvc1MZG3x8W9bFu6VN42aJByXzs7efvVq6UJsUjDhg0TPXv2LPb5pUuXisOHD4u4uDgREREh6tWrJ8aMGaN4ft26dUJfX1+0bNlSnDhxQpw9e1a0bt1a+Pr6KvocPXpUWFhYiPDwcBEbGysOHDggPDw8RFhYmKIPALFjx44iY0hJSRHt2rUTo0aNEklJSSIpKUnk5+eL58+fC3t7ezFjxgxx48YNcf78efHee+8Jf39/IYQQDx48EHp6emLJkiUiLi5OXL58WXz//fciLS1NpKWliX79+omgoCDFmDk5OSVuq7i4OAFAXLhwQQghRGRkpAAgnj9/rrQt3nvvPXH+/Hlx5MgRYWtrK7p06SL69esnrl27Jv744w9hYGAgtmzZohj3k08+EaampiU+inP//n3h5+cnBg8eXGLsmoIwCIRBJKe/zO25R+YKhEGM3Kmc2ybzTATCIOKexynalp5cKhAGMeg35dy2+7edQBjE1Ucvc/vHsz+qHB/zu+rl97Vr14STk5NISEgoFENFq8hd94+qpzfzuwrmNwDh4uIibG1tRatWrcRPP/0kZDJZibFrShjCRBjCRHpyuqLtyNwjIgxhYufInUp955nME2EIE8/jnivaTi49KcIQJn4b9JtS33/b/VuEIUw8uvpI0Xb2x7Mqx8f8rlr5nZqaKmxtbUVoaKjIyckRmZmZYsKECcLb21vk5eWVGL8mbGrQQGxq0EBkPX2qaLuyapXY1KCBODVzplLfLS1aiE0NGoi0e/cUbTfWrxebGjQQx6ZOVeq7rX17salBA/H89m1F2+2tW1WOj/ldtfL7VaGhoaJp06Ylxlygffv2YvLkyaXqq3abIH9kvfIl5spcedup177EbDGRt6fFvWy7sVTeduy1LzHb7OTtz1/5EnOb39HfpjlQlDd9ngVKrJm8Qk+95Zyq5dVz3jw8PDB37lyMHj0aP/zwg6I9Ly8P//nPf9CmTRsAwPr16+Ht7Y3Tp0+jdevWmD17NqZPn45hw4YBADw9PTFnzhxMmzYNoaGhb4zB0tISBgYGMDExUaqu/ec//4GPjw/mz5+vaPv555/h6uqKW7duIT09Hfn5+fjwww/h7u4OAGjcuLGir7GxMXJyctRascvLy8PKlStRu3ZtAECfPn2wYcMGPHr0CGZmZmjQoAH8/f0RGRmpOITx66+/Vvkv/QMHDsTOnTuRlZWF4OBgrF27Vm3v4W3C/FaNpvM7JycHAwcOxLfffgs3Nzf8/fffaov9bcT8Vk1F7L+//vprdOrUCSYmJjhw4IDiL3rjx49X2/t4WzC/VaPp/DY3N0dUVBR69eqFOXPmAADq1q2L/fv3Q0/vrf4qXSbMb9VU1PdvVWzduhVnzpzB6tWrNbaO6oxzQDWVcQ6UR/n/1yg4XMrE5GXb1KnAxInA6/8pJSfL/zU2ftk2diwwahSgq6vc959DoJT6qtmhQ4ewYMEC/PXXX0hNTUV+fj6ys7ORmZkJk3/ej56eHlq1aqV4Tf369WFlZYUbN26gdevWuHTpEo4fP4558+Yp+kil0kLjqOrSpUuIjIyEmZlZoediY2PRpUsXdO7cGY0bN0ZgYCC6dOmCPn36wNraukzrKw0TExNF4gOAo6MjPDw8lGJ0dHREcsHnDMDBwQEODg4qrWfp0qUIDQ3FrVu3MGPGDEyaNElph1RR0mfIc9tE/+VnOLX9VExsOxF6Osq5nTxF/p6N9V/m69hWYzGq+Sjo6ijndvyE+EJ9Q5qFqDN0AMxvVWk6v2fMmAFvb2/83//9n/qCLoeK3HWHhKgh4Ncwv1VTEfvvmTNnKn728fFBRkYGvv32W60UYGakzwAA6JvoK9raT22PthPbQkdP+ezrKcnyL2j6xi/7thrbCs1HNYeOrnLfCfETCvVtFtJMrbEDzG9VaTq/s7KyMGLECLRv3x6bN2+GVCrFokWL0K1bN5w5cwbGGvyuWpR+Z84AAHRfWa/38OGoP2QIJK/twHsfPSrv+8rpgF4DB6JOnz6QvLYD73ngQKG+nhq4jhPzWzUV9f27tCIjIzF8+HCsWbMGDRs21Mg63qjfP19idF/5nL2nAvUnApLXvsT0/me76L4yT73GAnVGAZLXvsT0jC/c1zNEDQEr4xxQjabnQMOGDRWnk7777rv4888/1RR50cpfgDE1LdxmYCB/lKavvr78UZq+ahQfH4/u3btjzJgxmDdvHmxsbHDs2DGMGDECubm5pU7a9PR0zJ49Gx9++GGh58pz7nt6ejqCg4PxzTffFHrO2dkZurq6OHjwIE6cOIEDBw5gxYoV+PLLLxETE4NatWqVeb0l0X/tc5JIJEW2yV45d3j06NHYuHFjieO+fs5jwbUD6tevDxsbG7z77ruYOXMmnJ2dy/kOVGNqUDgHDXQNYKBbOLeL6quvqw993cK5XVxfdWJ+q07T+X348GFcuXIF27ZtAwDFuft2dnb48ssvMXv27HK/B1VU5K67qH7lwfxWXUXtv1/Vpk0bzJkzBzk5OTA0NCxD1GVnYFo4kXUNdKFroFu6vvq60NUvfV91Yn6rTtP5/csvvyA+Ph4nT56Ejo6Oos3a2ho7d+7EgAED1PE2Sk2viBzQLWYHXlRfHX196BSxYy6urzoxv1Wnjf13cY4cOYLg4GAsXboUQ4cOVfn1aqNXxJcNXQMARXyJKaqvjr78Udq+asQ5oDpNz4G9e/cqLqheEQX1t/a4yXPnzkEmk2Hx4sWK/0y3bt1aqF9+fj7Onj2L1q1bAwBu3ryJlJQUeHt7AwCaN2+Omzdvok6dOmWOxcDAoNBFg5o3b47ffvsNHh4exR7eKpFI0L59e7Rv3x6zZs2Cu7s7duzYgUmTJhU5pjaU9/CvgomU8/pVQalEzO+KoUp+//bbb8jKylIsnzlzBh999BGio6OVqvr0ZszvilHe/ffFixdhbW1d4cWXqo75XTFUye/MzEzo6Ogo3ZWjYFmmwZtFVEfM74qhidMvoqKi0L17d3zzzTf4+OOP1Tr224RzoGKoMgcKTqWqKNW+APPixQtcvHhRqc3W1hZ16tRBXl4eVqxYgeDgYBw/fhyrVq0q9Hp9fX189tlnWL58OfT09DBu3Di0bdtWMRlmzZqF7t27w83NDX369IGOjg4uXbqEq1evYu7cuaWK0cPDAzExMYiPj4eZmRlsbGwwduxYrFmzBgMHDsS0adNgY2ODO3fuYMuWLVi7di3Onj2LiIgIdOnSBQ4ODoiJicHjx48Vk9LDwwP79+/HzZs3YWtrC0tLy0KVwoqgyuFfe/fuxaNHj9CqVSuYmZnh2rVrmDp1Ktq3bw8PDw/NBlpFMb+rTn6/XmQpuJq8t7c3rKys1B1atcD8rjr5/ccff+DRo0do27YtjIyMcPDgQcyfP7/Snn9dGTC/q05+v/fee5g6dSrGjh2Lzz77DDKZDAsXLoSenh78/f01HGnVxPyuOvkNAHfu3EF6ejoePnyIrKwsxWfXoEEDGBgYIDIyEt27d8eECRPQu3dvPHz4EID8F3gbGxtNvIUqj3Ogas2Boly/fh25ubl49uwZ0tLSFJ9ns2bNyhdcaa78W9or+lY2w4YNEwAKPUaMGCGEEGLJkiXC2dlZGBsbi8DAQPHf//630FWXLS0txW+//SY8PT2FoaGhCAgIEAkJCUrr2bdvn/D19RXGxsbCwsJCtG7dWvz4ym0/UMIVqIUQ4ubNm6Jt27bC2NhYABBx/9xq5NatW+KDDz4QVlZWwtjYWNSvX19MnDhRyGQycf36dREYGCjs7e2FoaGh8PLyEitWrFCMmZycLN577z1hZmYmAIjIyMgSt1VprkBtaWmp9JqirpRe2qtEF+Xw4cOiXbt2wtLSUhgZGYm6deuKzz//XGt3iansmN9VK79fp+27IFV2zO+qld9//vmnaNasmTAzMxOmpqaiadOmYtWqVUIqlZZpvOqO+V218lsIIQ4cOCDat28vLC0thbW1tejUqZM4efJkmcerzpjfVS+//fz8ivzMCrZJcZ+pn59fmddZnXEOVL05UBR3d/ciP8filLZmIhHi1RuoFy07OxtxcXGoVatWuc4pIyIiIiIiIiKqTkpbM9Ep9hkiIiIiIiIiIlILFmDeEvPnz4eZmVmRj65du2o7PKJyYX5Tdcb8puqM+U3VGfOb3nacA4XxFKS3xLNnz/Ds2bMinzM2NkaNGjUqOCIi9WF+U3XG/KbqjPlN1Rnzm952b9McKG3NhAUYIiIiIiIiIqIy4jVgiIiIiIiIiIgqCRZgiIiIiIiIiIg0jAUYIiIiIiIiIiINYwGGiIiIiIiIiEjDWIAhIiIiIiIiItIwFmDUJCQkBL169dJ2GG/UsWNHTJw4UbHs4eGBZcuWaS0eqhqY31SdMb+pOmN+U3XG/Ka3HedA1VOtCzAhISGQSCSQSCQwMDBAnTp18PXXXyM/P7/CYwkPD4eVlZVax4yKioJEIkFKSkqZxzhz5gw+/vhj9QVVCmFhYahfvz5MTU1hbW2NgIAAxMTEVGgM1QHz+820kd+vGj16NCQSyVv7H0x5ML/fTBv5/ernUvAICgqq0BiqA+b3m2kjv9PT0zFu3DjUrFkTxsbGaNCgAVatWlWhMVQHzO8300Z+b9++HV26dIGtrS0kEgkuXryo9PyzZ8/w2WefoV69ejA2NoabmxvGjx+PFy9eVGic1QHnwJtp+zt6gR9//BEdO3aEhYVFud9TaelpfA1aFhQUhHXr1iEnJwd79+7F2LFjoa+vjxkzZhTqm5ubCwMDAy1EqT329vYVvk4vLy/85z//gaenJ7KysrB06VJ06dIFd+7c0Uo8VRnzu2TazKcdO3bg1KlTcHFx0VoMVR3zu2Tayu+Cz6WAoaGhVuKo6pjfJdNGfk+aNAmHDx/Gxo0b4eHhgQMHDuDTTz+Fi4sLevToUeHxVGXM75JpI78zMjLwzjvvoF+/fhg1alSh5x88eIAHDx5g0aJFaNCgARISEjB69Gg8ePAA27Ztq/B4qzrOgZJVlt/5MjMzERQUhKCgoCI/G00o+xEwQgAZGRX/EEKlMA0NDeHk5AR3d3eMGTMGAQEB2LVrF4CXh2zNmzcPLi4uqFevHgDg7t276NevH6ysrGBjY4OePXsiPj5eMaZUKsWkSZNgZWUFW1tbTJs2DaKEuKKiojB8+HC8ePFCUQ0NCwsDAOTk5GDKlCmoUaMGTE1N0aZNG0RFRSlem5CQgODgYFhbW8PU1BQNGzbE3r17ER8fD39/fwCAtbU1JBIJQkJCVNo2QOHDvyQSCVavXo3u3bvDxMQE3t7eOHnyJO7cuYOOHTvC1NQUvr6+iI2NVXldBQYNGoSAgAB4enqiYcOGWLJkCVJTU3H58uUyj6lOQghk5GZo5VFSHhWF+V0ybeQ3ANy/fx+fffYZNm3aBH19/XKNpW7a2nWXYffN/H4DbeV3wedS8LC2ti7XeOokhEBuRq5WHtx/V/38PnHiBIYNG4aOHTvCw8MDH3/8MZo2bYrTp0+XeUx1EkIgPzNTKw/md9XP7yFDhmDWrFkICAgo8vlGjRrht99+Q3BwMGrXro1OnTph3rx5+OOPP7Ry5EaRhADyM7Tz4Byo8nOgKBMnTsT06dPRtm1btY5bkrIfAZOZCZiZqTGUUkpPB0xNy/xyY2NjPH36VLEcEREBCwsLHDx4EACQl5eHwMBAtGvXDtHR0dDT08PcuXMRFBSEy5cvw8DAAIsXL0Z4eDh+/vlneHt7Y/HixdixYwc6depU5Dp9fX2xbNkyzJo1Czdv3gQAmP2z7caNG4fr169jy5YtcHFxwY4dOxAUFIQrV66gbt26GDt2LHJzc3H06FGYmpri+vXrMDMzg6urK3777Tf07t0bN2/ehIWFBYyNjcu8XV41Z84cLFmyBEuWLMHnn3+OQYMGwdPTEzNmzICbmxs++ugjjBs3Dn/++ScAIDo6Gl27di1xzNWrV2Pw4MGF2nNzc/Hjjz/C0tISTZs2VUv85ZWZlwmzBVrIbQDpM9JhasD8rsr5LZPJMGTIEEydOhUNGzZUS8zqpK1dN1Du3TfzuxQqYv8dFRUFBwcHWFtbo1OnTpg7dy5sbW3VEn955WXmYYHZAq2se0b6DBiYlv0vmMzvN9N0fvv6+mLXrl346KOP4OLigqioKNy6dQtLly5VS/zlJc3KwtZWrbSy7n5nzkDPxKTMr2d+v1lFfv8urRcvXsDCwgJ6epXkpAlpJrBVS19i+qUDevyO/rbNAU2oJLNJ84QQiIiIwP79+/HZZ58p2k1NTbF27VrFYV8bN26ETCbD2rVrIZFIAADr1q2DlZUVoqKi0KVLFyxbtgwzZszAhx9+CABYtWoV9u/fX+y6DQwMYGlpCYlEAicnJ0V7YmIi1q1bh8TERMVpClOmTMG+ffuwbt06zJ8/H4mJiejduzcaN24MAPD09FS83sbGBgDg4OCg1nP7hg8fjn79+gEAPv/8c7Rr1w4zZ85EYGAgAGDChAkYPny4on/Lli0LnUf6OkdHR6Xl3bt3Y8CAAcjMzISzszMOHjwIOzs7tb2Htw3zu/Q0nd/ffPMN9PT0MH78eLXF/LZjfpeepvM7KCgIH374IWrVqoXY2Fh88cUX6Nq1K06ePAldXV21vY+3CfO79DSd3ytWrMDHH3+MmjVrQk9PDzo6OlizZg06dOigtvfwtmF+l15FfP9WxZMnTzBnzpxKcZ2OqoxzoPQq2xzQlLIXYExM5H/OrGgqVt93794NMzMz5OXlQSaTYdCgQYpDrwCgcePGSufcXbp0CXfu3IG5ubnSONnZ2YiNjcWLFy+QlJSENm3aKJ7T09NDy5YtVT4888qVK5BKpfDy8lJqz8nJUfw1cfz48RgzZgwOHDiAgIAA9O7dG02aNFFpPap6dfyCpC2YfAVt2dnZSE1NVVQ969Spo9I6/P39cfHiRTx58gRr1qxBv379EBMTAwcHB/W8iXIw0TdB+gwt5PY/61YF81t1mszvc+fO4bvvvsP58+cV/3lWNtradResWxXMb9Vpev89YMAAxc+NGzdGkyZNULt2bURFRaFz585qeAflo2+ijxnpFXMOd1HrVgXzW3Wazu8VK1bg1KlT2LVrF9zd3XH06FGMHTsWLi4uxZ62UZF0jY3R78wZra1bFcxv1VXE9+/SSk1NRbdu3dCgQQOlz03rdE3kR6Joa90q4BxQnSbnwPz58zF//nzF8vXr1+Hm5qamyFVT9gKMRFK+Y8kriL+/P1auXAkDAwO4uLgUOoTO9LX3kJ6ejhYtWmDTpk2FxlL3xYLS09Ohq6uLc+fOFfrLYcHhYSNHjkRgYCD27NmDAwcOYMGCBVi8eLFSBVXdXr1mRcEvkUW1yWQyAGU7/MvU1BR16tRBnTp10LZtW9StWxc//fRThV38qCQSiaRcpwFVJOa36jSZ39HR0UhOTlbaoUulUkyePBnLli1TOo9XW6rIrhsA87ssKmL//SpPT0/Y2dnhzp07laIAI5FIynUaUEVifqtOk/mdlZWFL774Ajt27EC3bt0AyH8ZuHjxIhYtWlQpCjASiaRcpwFVJOa36ip6/12ctLQ0BAUFwdzcHDt27Khc17KTSMp1GlBF4hxQnSbnwOjRoxVH1wDQ6k0yqv0pSAW/6JdW8+bN8euvv8LBwQEWFhZF9nF2dkZMTIzikNT8/HycO3cOzZs3L3ZcAwMDSKVSpTYfHx9IpVIkJyfj3XffLfa1rq6uGD16NEaPHo0ZM2ZgzZo1+OyzzxRV09fHrWjqOPxLJpMhJydHjVG9HZjfmqdKfg8ZMqTQl/TAwEAMGTJE6ZBJKh3mt+aVd/997949PH36FM7OzmqOrPpjfmueKvmdl5eHvLw86Ogo359CV1dX8WWfSo/5rXmaOP0iNTUVgYGBMDQ0xK5du2BkZFSOCN9unAOap8ocsLGxUZw6pW3VvgCjqsGDB+Pbb79Fz5498fXXX6NmzZpISEjA9u3bMW3aNNSsWRMTJkzAwoULUbduXdSvXx9Llix54z3DPTw8kJ6ejoiICDRt2hQmJibw8vLC4MGDMXToUCxevBg+Pj54/PgxIiIi0KRJE3Tr1g0TJ05E165d4eXlhefPnyMyMhLe3t4AAHd3d0gkEuzevRvvv/8+jI2NFVXLiqTK4V8ZGRmYN28eevToAWdnZzx58gTff/897t+/j759+2o4UmJ+q06V/La1tS10MVJ9fX04OTkprnBPmsP8Vp0q+Z2eno7Zs2ejd+/ecHJyQmxsLKZNm4Y6deoozs8mzWF+q06V/LawsICfnx+mTp0KY2NjuLu748iRI/jvf/+LJUuWaDhSYn6rTtVTkJ49e4bExEQ8ePAAABQXZS24o11qaiq6dOmCzMxMbNy4EampqUhNTQUgPwKD1/nSLM4B1anjNLyHDx/i4cOHuHPnDgD56Vnm5uZwc3PTWMGm7LehrqZMTExw9OhRuLm54cMPP4S3tzdGjBiB7OxsRTVy8uTJGDJkCIYNG4Z27drB3NwcH3zwQYnj+vr6YvTo0ejfvz/s7e3x73//G4D84kpDhw7F5MmTUa9ePfTq1QtnzpxRnMIglUoxduxYeHt7IygoCF5eXvjhhx8AADVq1MDs2bMxffp0ODo6Yty4cRrcMuqhq6uLv/76C71794aXlxeCg4Px9OlTREdHV8o7xlQ3zG+qzpjfmqWrq4vLly+jR48e8PLywogRI9CiRQtER0fD0NBQ2+FVe8xvzduyZQtatWqFwYMHo0GDBli4cCHmzZuH0aNHazu0ao/5rXm7du2Cj4+P4hS7AQMGwMfHB6tWrQIAnD9/HjExMbhy5Qrq1KkDZ2dnxePu3bvaDP2twDmgHatWrYKPjw9GjRoFAOjQoQN8fHwUtwzXBIkoxVV7srOzERcXh1q1avFQNCIiIiIiIiKif5S2ZsIjYIiIiIiIiIiINIwFmGokMTERZmZmxT4SExO1HSJRmTG/qTpjflN1xvym6oz5TW87zgHV8BSkaiQ/P7/E29x6eHgUugUaUVXB/KbqjPlN1Rnzm6oz5je97TgH5EpbM2EBhoiIiIiIiIiojHgNGCIiIiIiIiKiSoIFGCIiIiIiIiIiDWMBhoiIiIiIiIhIw1iAISIiIiIiIiLSMBZgiIiIiIiIiIg0jAUYFXl4eGDZsmXaDqPCRUVFQSKRICUlRduhkAYxv1O0HQppEPM7RduhkAYxv1O0HQppEPM7RduhkJZxDqRoOxS1qbYFGIlEUuIjLCysTOOeOXMGH3/8cbli69ixoyIOQ0ND1KhRA8HBwdi+fbvKY4WFhaFZs2bliqdASRPb19cXSUlJsLS0VMu6qHyY36pjflcdzG/VMb+rDua36pjfVQfzW3XM7+qFc0B1b9scqLYFmKSkJMVj2bJlsLCwUGqbMmWKoq8QAvn5+aUa197eHiYmJuWOb9SoUUhKSkJsbCx+++03NGjQAAMGDCj3xNIUAwMDODk5QSKRaDsUAvNb3ZjflQvzW72Y35UL81u9mN+VC/NbvZjfVQ/ngHpVyzkgSiErK0tcv35dZGVllaZ7pbNu3TphaWmpWI6MjBQAxN69e0Xz5s2Fvr6+iIyMFHfu3BE9evQQDg4OwtTUVLRs2VIcPHhQaSx3d3exdOlSxTIAsWbNGtGrVy9hbGws6tSpI3bu3FliPH5+fmLChAmF2n/++WcBQGmd06ZNE3Xr1hXGxsaiVq1a4quvvhK5ubmK9wVA6bFu3TohhBCLFy8WjRo1EiYmJqJmzZpizJgxIi0trcS4Xn9vryrYZs+fP1es29LSUvzxxx/Cy8tLGBsbi969e4uMjAwRHh4u3N3dhZWVlfjss89Efn5+ieul8mF+M7+rM+Y387s6Y34zv6sz5jfz+23HOfB2zYHS1kzKfQRMbm5usY/XK3ol9c3Ly3tjX3WbPn06Fi5ciBs3bqBJkyZIT0/H+++/j4iICFy4cAFBQUEIDg5GYmJiiePMnj0b/fr1w+XLl/H+++9j8ODBePbsmcrxDBs2DNbW1kqHgZmbmyM8PBzXr1/Hd999hzVr1mDp0qUAgP79+2Py5Mlo2LChoqrav39/AICOjg6WL1+Oa9euYf369Th8+DCmTZumckwlyczMxPLly7Flyxbs27cPUVFR+OCDD7B3717s3bsXGzZswOrVq7Ft2za1rreiVGRuM7+Z3xWN+S3H/GZ+M7/fjPlduTC/5Zjf1TO/S4NzQI5zoGrOAb3yDrBgwYJin6tbty4GDRqkWF60aFGhRC/g7u6OkJAQxfJ3332HzMxMpT6hoaHlC/Y1X3/9Nd577z3Fso2NDZo2bapYnjNnDnbs2IFdu3Zh3LhxxY4TEhKCgQMHAgDmz5+P5cuX4/Tp0wgKClIpHh0dHXh5eSE+Pl7R9tVXXyl+9vDwwJQpU7BlyxZMmzYNxsbGMDMzg56eHpycnJTGmjhxotLr5s6di9GjR+OHH35QKaaS5OXlYeXKlahduzYAoE+fPtiwYQMePXoEMzMzNGjQAP7+/oiMjFRMyqqkInMbYH4zvysW81uO+c38Zn6/GfO7cmF+yzG/q2d+lwbngBznQNWcA+UuwFRlLVu2VFpOT09HWFgY9uzZg6SkJOTn5yMrK+uN1ccmTZoofjY1NYWFhQWSk5PLFJMQQukct19//RXLly9HbGws0tPTkZ+fDwsLizeOc+jQISxYsAB//fUXUlNTkZ+fj+zsbGRmZqrl/EEAMDExUSQ+ADg6OsLDwwNmZmZKbWXdFlQ+zO/yYX5Xbszv8mF+V27M7/JhflduzO/yYX5XfZwD5VPV50C5CzAzZswo9jkdHeUznF696NDrXr+wzoQJE8oXWCmYmpoqLU+ZMgUHDx7EokWLUKdOHRgbG6NPnz5vPPRMX19faVkikUAmk6kcj1Qqxe3bt9GqVSsAwMmTJzF48GDMnj0bgYGBsLS0xJYtW7B48eISx4mPj0f37t0xZswYzJs3DzY2Njh27BhGjBiB3NxctSV/Ue9bXduiMqjKuQ0wv8uL+f0S8/vNmN+VC/Nbjvktx/wuGvNbjvld9XAOyHEOyFW1OVDuAoyBgYHW+6rL8ePHERISgg8++ACAvBr56qFYmrZ+/Xo8f/4cvXv3BgCcOHEC7u7u+PLLLxV9EhISlF5jYGAAqVSq1Hbu3DnIZDIsXrxYsRPaunWrhqOvfqpTbgPMb1LG/FYv5nflwvxWL+Z35cL8Vi/md9XDOaBenAMV660+Bel1devWxfbt2xEcHAyJRIKZM2dqrHKWmZmJhw8fIj8/H/fu3cOOHTuwdOlSjBkzBv7+/op4EhMTsWXLFrRq1Qp79uzBjh07lMbx8PBAXFwcLl68iJo1a8Lc3Bx16tRBXl4eVqxYgeDgYBw/fhyrVq0qVVz379/HxYsXldrc3d3V8p5Ju5jfzO/qjPnN/K7OmN/M7+qM+c38fttxDrxdc6Dcd0GqTpYsWQJra2v4+voiODgYgYGBaN68uUbWtWbNGjg7O6N27dr48MMPcf36dfz6669KFyjq0aMH/vWvf2HcuHFo1qwZTpw4gZkzZyqN07t3bwQFBcHf3x/29vbYvHkzmjZtiiVLluCbb75Bo0aNsGnTphIvVvWqRYsWwcfHR+mxZ88etb530g7mN/O7OmN+M7+rM+Y387s6Y34zv992nANv1xyQCCHEmzplZ2cjLi4OtWrVgpGRUUXERURERERERERU6ZW2ZsIjYIiIiIiIiIiINIwFGCIiIiIiIiIiDWMBhoiIiIiIiIhIw1iAISIiIiIiIiLSMJUKMKW4Xi8RERERERER0VujtLWSUhVg9PX1AcjvG05ERERERERERHIFtZKC2klx9EozmK6uLqysrJCcnAwAMDExgUQiKWeIRERERERERERVkxACmZmZSE5OhpWVFXR1dUvsLxGlPFZGCIGHDx8iJSVFHXESEREREREREVV5VlZWcHJyeuOBKqUuwBSQSqXIy8srV3BERERERERERFWdvr7+G498KaByAYaIiIiIiIiIiFTD21ATEREREREREWkYCzBERERERERERBrGAgwRERERERERkYaxAENEREREREREpGEswBARERERERERaRgLMEREREREREREGsYCDBERERERERGRhv0/x1vAjSoTrtAAAAAASUVORK5CYII=",
-      "text/plain": [
-       "<Figure size 400x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "colors = ['red', 'green', 'blue', 'purple', 'brown', 'orange', 'pink']\n",
-    "fig, axes = plt.subplots(\n",
-    "    nrows=1, ncols=1, sharey='row', sharex='col', figsize=(4, 4)\n",
-    ")\n",
-    "ckpt_path = (\n",
-    "    '/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts'\n",
-    ")\n",
-    "for x_idx, downsample_dim in enumerate([-1]):\n",
-    "    for y_idx, filter_lim in enumerate([3]):\n",
-    "        if filter_lim == -1 and downsample_dim != -1:\n",
-    "            continue\n",
-    "        ckpt_dir = f'{downsample_dim}_{filter_lim}'\n",
-    "        ckpt_pth = f'{ckpt_path}/{ckpt_dir}/'\n",
-    "        ckpt_name = f'{ckpt_pth}/train_stats.csv'\n",
-    "        df = pd.read_csv(ckpt_name)\n",
-    "\n",
-    "        # load model\n",
-    "        model = get_model(\n",
-    "            model_name='FNO2D',\n",
-    "            out_channels=1,\n",
-    "            in_channels=1,\n",
-    "            hidden_channels=32,\n",
-    "            max_modes=16,\n",
-    "        ).to(device)\n",
-    "        ckpt_dict = load_latest_ckpt(ckpt_pth)\n",
-    "        model.load_state_dict(ckpt_dict['model_state_dict'])\n",
-    "\n",
-    "        for color_idx, test_lim in enumerate([3, 4, 5, 8, 12, -1]):\n",
-    "            for test_down in [-1]:\n",
-    "                ylabel = f'test_lim={test_lim}_downsample={test_down}'\n",
-    "                # get data\n",
-    "                data_kwargs = {\n",
-    "                    'dataset_name': 'darcy',\n",
-    "                    'filter_lim': test_lim,\n",
-    "                    'img_size': 32,\n",
-    "                    'downsample_dim': test_down,\n",
-    "                    'train': True,\n",
-    "                }\n",
-    "\n",
-    "                dataset = get_dataset(**data_kwargs)\n",
-    "                samples = len(dataset)\n",
-    "                s = data_kwargs['img_size']\n",
-    "\n",
-    "                # get label + spectrum\n",
-    "                label_spectrum = get_energy_curve(\n",
-    "                    dataset[:samples]['y'].reshape(samples * 1, s, s)\n",
-    "                )\n",
-    "\n",
-    "                # get model pred + spectrum\n",
-    "                dataloader = DataLoader(dataset, batch_size=32)\n",
-    "                model_preds_test = get_model_preds(\n",
-    "                    dataloader, model, device\n",
-    "                ).squeeze()\n",
-    "                pred_spectrum = get_energy_curve(\n",
-    "                    model_preds_test[:samples].reshape(samples * 1, s, s)\n",
-    "                )\n",
-    "                axes.set_yscale('log')\n",
-    "                axes.plot(\n",
-    "                    label_spectrum,\n",
-    "                    label=f'Label {test_lim=}',\n",
-    "                    linestyle=\":\",\n",
-    "                    color=colors[color_idx],\n",
-    "                )\n",
-    "                axes.plot(\n",
-    "                    pred_spectrum,\n",
-    "                    label=f'Pred {test_lim=}',\n",
-    "                    color=colors[color_idx],\n",
-    "                )\n",
-    "                axes.axvline(x = filter_lim, color = 'grey', linestyle=\"--\", label = 'Train Data Lim')\n",
-    "                \n",
-    "                axes.set_xlabel(f'Wavenumber \\n downsample = {downsample_dim}')\n",
-    "                axes.set_ylabel(f'Energy \\n {filter_lim=}')\n",
-    "\n",
-    "plt.legend(bbox_to_anchor=(1.5, -0.2), ncols=6)\n",
-    "plt.tight_layout()\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 24,
-   "id": "0d4e0b2a-2454-4486-ac6c-1cbb4a082fae",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n"
-     ]
-    },
-    {
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",
-      "text/plain": [
-       "<Figure size 800x400 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "colors = ['red', 'green', 'blue', 'purple', 'brown', 'orange', 'pink']\n",
-    "\n",
-    "fig, axes = plt.subplots(\n",
-    "nrows=1, ncols=2, sharey='row', sharex='col', figsize=(8, 4)\n",
-    ")\n",
-    "for x_idx, ckpt_path in enumerate(['/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts', \n",
-    "                 '/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss'\n",
-    "                 ]):\n",
-    "    loss_type = ckpt_path.split(\"/\")[-1]\n",
-    "    if not \"pinn\" in loss_type:\n",
-    "        loss_type = \"data_loss\"\n",
-    "    for _x_idx, downsample_dim in enumerate([-1]):\n",
-    "        for y_idx, filter_lim in enumerate([3]):\n",
-    "            if filter_lim == -1 and downsample_dim != -1:\n",
-    "                continue\n",
-    "            ckpt_dir = f'{downsample_dim}_{filter_lim}'\n",
-    "            ckpt_pth = f'{ckpt_path}/{ckpt_dir}/'\n",
-    "            ckpt_name = f'{ckpt_pth}/train_stats.csv'\n",
-    "            df = pd.read_csv(ckpt_name)\n",
-    "    \n",
-    "            # load model\n",
-    "            model = get_model(\n",
-    "                model_name='FNO2D',\n",
-    "                out_channels=1,\n",
-    "                in_channels=1,\n",
-    "                hidden_channels=32,\n",
-    "                max_modes=16,\n",
-    "            ).to(device)\n",
-    "            epoch = 500\n",
-    "            ckpt_dict = torch.load(\n",
-    "                f\"{ckpt_pth}/{epoch}_ckpt.pth\",\n",
-    "                weights_only=False,\n",
-    "            )\n",
-    "            model.load_state_dict(ckpt_dict['model_state_dict'])\n",
-    "    \n",
-    "            for color_idx, test_lim in enumerate([3, 4, 5, 8, 12, -1]):\n",
-    "                for test_down in [-1]:\n",
-    "                    ylabel = f'test_lim={test_lim}_downsample={test_down}'\n",
-    "                    # get data\n",
-    "                    data_kwargs = {\n",
-    "                        'dataset_name': 'darcy',\n",
-    "                        'filter_lim': test_lim,\n",
-    "                        'img_size': 32,\n",
-    "                        'downsample_dim': test_down,\n",
-    "                        'train': True,\n",
-    "                    }\n",
-    "    \n",
-    "                    dataset = get_dataset(**data_kwargs)\n",
-    "                    samples = len(dataset)\n",
-    "                    s = data_kwargs['img_size']\n",
-    "    \n",
-    "                    # get model pred\n",
-    "                    dataloader = DataLoader(dataset, batch_size=32)\n",
-    "                    model_preds_test = get_model_preds(\n",
-    "                        dataloader, model, device\n",
-    "                    ).squeeze()\n",
-    "    \n",
-    "                    # compute residuals\n",
-    "                    residuals = []\n",
-    "                    for i in range(model_preds_test.shape[0]):\n",
-    "                        residual = model_preds_test[i].to('cpu') - dataset[:samples]['y'].squeeze()[i]\n",
-    "                        residuals.append(residual)\n",
-    "                    \n",
-    "                    residuals = torch.stack(residuals)\n",
-    "    \n",
-    "                    label_spectrum = get_energy_curve(\n",
-    "                        dataset[:samples]['y'].reshape(samples * 1, s, s)\n",
-    "                    )\n",
-    "    \n",
-    "                    # get unfiltered label specturm\n",
-    "                    unfilter_data_kwargs = {\n",
-    "                        'dataset_name': 'darcy',\n",
-    "                        'filter_lim': -1,\n",
-    "                        'img_size': 32,\n",
-    "                        'downsample_dim': -1,\n",
-    "                        'train': True,\n",
-    "                    }\n",
-    "    \n",
-    "                    unfilter_dataset = get_dataset(**unfilter_data_kwargs)\n",
-    "                    unfilter_label_spectrum = get_energy_curve(\n",
-    "                        unfilter_dataset[:samples]['y'].reshape(samples * 1, s, s)\n",
-    "                    )\n",
-    "    \n",
-    "                    # spectrum of residuals\n",
-    "                    residual_spectrum = get_energy_curve(\n",
-    "                        residuals #.reshape(samples * 1, s, s)\n",
-    "                    )\n",
-    "                    x = np.linspace(1, s//2, s//2)\n",
-    "                    axes[x_idx].set_yscale('log')\n",
-    "                    if test_lim == -1:\n",
-    "                        test_lim = 16\n",
-    "                    axes[x_idx].plot(\n",
-    "                        x,\n",
-    "                        residual_spectrum / unfilter_label_spectrum,\n",
-    "                        label=f'Lowpass limit {test_lim}',\n",
-    "                        color=colors[color_idx],\n",
-    "                    )\n",
-    "\n",
-    "                    loss_title = \"Data Loss\"\n",
-    "                    if \"pinn\" in loss_type:\n",
-    "                        loss_title = \"Data + Physics Loss\"\n",
-    "                    axes[x_idx].set_title(f\"{loss_title}\")\n",
-    "                    axes[x_idx].set_xlabel(f'Wavenumber')\n",
-    "                    if x_idx == 0:\n",
-    "                        axes[x_idx].set_ylabel(f'Energy of Residuals \\n (Pred - Label)')\n",
-    "            axes[x_idx].axvline(x = filter_lim, color = 'grey', linestyle=\"--\", label = 'Train Lowpass Limit')\n",
-    "            axes[x_idx].xaxis.set_major_locator(ticker.MaxNLocator(integer=True, nbins=4))\n",
-    "            handles, labels = axes[x_idx].get_legend_handles_labels()\n",
-    "            \n",
-    "fig.legend(handles = handles , labels=labels,loc='upper center',\n",
-    "             bbox_to_anchor=(0.5, -0.0),fancybox=False, shadow=False, ncol=4)\n",
-    "plt.tight_layout()\n",
-    "fig.savefig(\n",
-    "    f'{FIG_DIR}/pinn_vs_data_loss.png', # .pdf\n",
-    "    bbox_inches='tight',\n",
-    "    dpi=300,\n",
-    ")\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "id": "1512e159-8f42-4d79-a967-047f57762ef6",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
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-      "Loading test db for resolution 32 with 100 samples \n",
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-      "Loading test db for resolution 32 with 100 samples \n",
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-      "Loading test db for resolution 32 with 100 samples \n",
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-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
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-      "Loading test db for resolution 32 with 100 samples \n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/tmp/ipykernel_578554/502831663.py:125: UserWarning: Tight layout not applied. tight_layout cannot make Axes width small enough to accommodate all Axes decorations\n",
-      "  plt.tight_layout()\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1200x1000 with 24 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "colors = ['red', 'green', 'blue', 'purple', 'brown', 'orange', 'pink']\n",
-    "\n",
-    "# https://gist.github.com/thriveth/8560036\n",
-    "colors = ['#377eb8', '#ff7f00', '#4daf4a',\n",
-    "                  '#f781bf', '#a65628', '#984ea3',\n",
-    "                  '#999999', '#e41a1c', '#dede00']\n",
-    "\n",
-    "fig, axes = plt.subplots(\n",
-    "nrows=4, ncols=6, sharey='row', sharex='col', figsize=(12, 10)\n",
-    ")\n",
-    "for color_idx, ckpt_path in enumerate(['/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts', \n",
-    "                 '/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss'\n",
-    "                 ]):\n",
-    "    loss_type = ckpt_path.split(\"/\")[-1]\n",
-    "    if not \"pinn\" in loss_type:\n",
-    "        loss_type = \"data_loss\"\n",
-    "    for _x_idx, downsample_dim in enumerate([-1]):\n",
-    "        for y_idx, filter_lim in enumerate([3, 5, 10, -1]):\n",
-    "            if filter_lim == -1 and downsample_dim != -1:\n",
-    "                continue\n",
-    "            ckpt_dir = f'{downsample_dim}_{filter_lim}'\n",
-    "            ckpt_pth = f'{ckpt_path}/{ckpt_dir}/'\n",
-    "            ckpt_name = f'{ckpt_pth}/train_stats.csv'\n",
-    "            df = pd.read_csv(ckpt_name)\n",
-    "    \n",
-    "            # load model\n",
-    "            model = get_model(\n",
-    "                model_name='FNO2D',\n",
-    "                out_channels=1,\n",
-    "                in_channels=1,\n",
-    "                hidden_channels=32,\n",
-    "                max_modes=16,\n",
-    "            ).to(device)\n",
-    "            epoch = 500\n",
-    "            ckpt_dict = torch.load(\n",
-    "                f\"{ckpt_pth}/{epoch}_ckpt.pth\",\n",
-    "                weights_only=False,\n",
-    "            )\n",
-    "            #load_latest_ckpt(ckpt_pth)\n",
-    "            model.load_state_dict(ckpt_dict['model_state_dict'])\n",
-    "    \n",
-    "            for x_idx, test_lim in enumerate([3, 4, 5, 8, 12, -1]):\n",
-    "                for test_down in [-1]:\n",
-    "                    ylabel = f'test_lim={test_lim}_downsample={test_down}'\n",
-    "                    # get data\n",
-    "                    data_kwargs = {\n",
-    "                        'dataset_name': 'darcy',\n",
-    "                        'filter_lim': test_lim,\n",
-    "                        'img_size': 32,\n",
-    "                        'downsample_dim': test_down,\n",
-    "                        'train': True,\n",
-    "                    }\n",
-    "    \n",
-    "                    dataset = get_dataset(**data_kwargs)\n",
-    "                    samples = len(dataset)\n",
-    "                    s = data_kwargs['img_size']\n",
-    "    \n",
-    "                    # get model pred\n",
-    "                    dataloader = DataLoader(dataset, batch_size=32)\n",
-    "                    model_preds_test = get_model_preds(\n",
-    "                        dataloader, model, device\n",
-    "                    ).squeeze()\n",
-    "\n",
-    "                    model_pred_spectrum = get_energy_curve(\n",
-    "                        model_preds_test[:samples].reshape(samples * 1, s, s)\n",
-    "                    )\n",
-    "                    \n",
-    "                    label_spectrum = get_energy_curve(\n",
-    "                        dataset[:samples]['y'].reshape(samples * 1, s, s)\n",
-    "                    )\n",
-    "    \n",
-    "                    # get unfiltered label specturm\n",
-    "                    unfilter_data_kwargs = {\n",
-    "                        'dataset_name': 'darcy',\n",
-    "                        'filter_lim': -1,\n",
-    "                        'img_size': 32,\n",
-    "                        'downsample_dim': -1,\n",
-    "                        'train': True,\n",
-    "                    }\n",
-    "    \n",
-    "                    unfilter_dataset = get_dataset(**unfilter_data_kwargs)\n",
-    "                    unfilter_label_spectrum = get_energy_curve(\n",
-    "                        unfilter_dataset[:samples]['y'].reshape(samples * 1, s, s)\n",
-    "                    )\n",
-    "    \n",
-    "\n",
-    "                    if color_idx == 0:\n",
-    "                        line_label = \"data_loss\"\n",
-    "                    else:\n",
-    "                        line_label = \"pino_loss\"\n",
-    "                    axes[y_idx, x_idx].set_yscale('log')\n",
-    "                    x = np.linspace(1, s//2, s//2)\n",
-    "                    axes[y_idx, x_idx].plot(\n",
-    "                        x,\n",
-    "                        model_pred_spectrum, #residual_spectrum / unfilter_label_spectrum,\n",
-    "                        label=f'{line_label}',\n",
-    "                        color=colors[color_idx],\n",
-    "                    )\n",
-    "                    if color_idx == 0:\n",
-    "                        axes[y_idx, x_idx].plot(\n",
-    "                            x,\n",
-    "                            label_spectrum, #residual_spectrum / unfilter_label_spectrum,\n",
-    "                            label=f'Filter Ground Truth',\n",
-    "                            color=colors[-1],\n",
-    "                            linestyle=\":\",\n",
-    "                        )\n",
-    "                        axes[y_idx, x_idx].plot(\n",
-    "                            x,\n",
-    "                            unfilter_label_spectrum, #residual_spectrum / unfilter_label_spectrum,\n",
-    "                            label=f'UnFiltered Ground Truth',\n",
-    "                            color=colors[-2],\n",
-    "                            linestyle=\"--\",\n",
-    "                        )\n",
-    "                    if filter_lim == -1:\n",
-    "                        filter_lim = 16\n",
-    "                    axes[y_idx, x_idx].axvline(x = filter_lim, color = 'grey', linestyle=\"--\", label = 'Train Data Lim')\n",
-    "                    if y_idx == 0:\n",
-    "                        axes[y_idx, x_idx].set_title(f\"{test_lim=}\")\n",
-    "                    if y_idx == 3:\n",
-    "                        axes[y_idx, x_idx].set_xlabel(f'Wavenumber \\n downsample = {downsample_dim}')\n",
-    "                    if x_idx == 0:\n",
-    "                        axes[y_idx, x_idx].set_ylabel(f'Energy \\n Model Filter Lim {filter_lim}')\n",
-    "    \n",
-    "plt.legend(bbox_to_anchor=(1.5, -0.5), ncols=4)\n",
-    "plt.tight_layout()\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "id": "b9d3aec3-65f3-4ca9-9a75-4c0761a604d1",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/tmp/ipykernel_578554/3115389764.py:140: UserWarning: Tight layout not applied. tight_layout cannot make Axes width small enough to accommodate all Axes decorations\n",
-      "  plt.tight_layout()\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x1000 with 16 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "colors = ['red', 'green', 'blue', 'purple', 'brown', 'orange', 'pink']\n",
-    "\n",
-    "# https://gist.github.com/thriveth/8560036\n",
-    "colors = ['#377eb8', '#ff7f00', '#4daf4a',\n",
-    "                  '#f781bf', '#a65628', '#984ea3',\n",
-    "                  '#999999', '#e41a1c', '#dede00']\n",
-    "\n",
-    "fig, axes = plt.subplots(\n",
-    "nrows=4, ncols=4, sharey='row', sharex='col', figsize=(10, 10)\n",
-    ")\n",
-    "for color_idx, ckpt_path in enumerate(['/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts', \n",
-    "                 '/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss'\n",
-    "                 ]):\n",
-    "    loss_type = ckpt_path.split(\"/\")[-1]\n",
-    "    if not \"pinn\" in loss_type:\n",
-    "        loss_type = \"data_loss\"\n",
-    "    for y_idx, downsample_dim in enumerate([6, 8, 12, -1]):\n",
-    "        for x_idx, filter_lim in enumerate([3]):\n",
-    "            if filter_lim == -1 and downsample_dim != -1:\n",
-    "                continue\n",
-    "            ckpt_dir = f'{downsample_dim}_{filter_lim}'\n",
-    "            ckpt_pth = f'{ckpt_path}/{ckpt_dir}/'\n",
-    "            ckpt_name = f'{ckpt_pth}/train_stats.csv'\n",
-    "            df = pd.read_csv(ckpt_name)\n",
-    "    \n",
-    "            # load model\n",
-    "            model = get_model(\n",
-    "                model_name='FNO2D',\n",
-    "                out_channels=1,\n",
-    "                in_channels=1,\n",
-    "                hidden_channels=32,\n",
-    "                max_modes=16,\n",
-    "            ).to(device)\n",
-    "            epoch = 500\n",
-    "            ckpt_dict = torch.load(\n",
-    "                f\"{ckpt_pth}/{epoch}_ckpt.pth\",\n",
-    "                weights_only=False,\n",
-    "            )\n",
-    "            #load_latest_ckpt(ckpt_pth)\n",
-    "            model.load_state_dict(ckpt_dict['model_state_dict'])\n",
-    "    \n",
-    "            for _x_idx, test_lim in enumerate([3]):\n",
-    "                for x_idx, test_down in enumerate([6, 8, 12, -1]):\n",
-    "                    ylabel = f'test_lim={test_lim}_downsample={test_down}'\n",
-    "                    # get data\n",
-    "                    data_kwargs = {\n",
-    "                        'dataset_name': 'darcy',\n",
-    "                        'filter_lim': test_lim,\n",
-    "                        'img_size': 32,\n",
-    "                        'downsample_dim': test_down,\n",
-    "                        'train': True,\n",
-    "                    }\n",
-    "    \n",
-    "                    dataset = get_dataset(**data_kwargs)\n",
-    "                    samples = len(dataset)\n",
-    "                    s = data_kwargs['img_size']\n",
-    "                    if data_kwargs['downsample_dim'] != -1:\n",
-    "                        s = data_kwargs['downsample_dim']\n",
-    "    \n",
-    "                    # get model pred\n",
-    "                    dataloader = DataLoader(dataset, batch_size=32)\n",
-    "                    model_preds_test = get_model_preds(\n",
-    "                        dataloader, model, device\n",
-    "                    ).squeeze()\n",
-    "    \n",
-    "\n",
-    "                    model_pred_spectrum = get_energy_curve(\n",
-    "                        model_preds_test[:samples]\n",
-    "                    )\n",
-    "\n",
-    "                    inputs = [dataset[i]['x'] for i in range(samples)]\n",
-    "                    labels = [dataset[i]['y'] for i in range(samples)]\n",
-    "                    dataset_samples = {\n",
-    "                        'x': torch.cat(inputs),\n",
-    "                        'y': torch.cat(labels),\n",
-    "                    }\n",
-    "                    \n",
-    "                    label_spectrum = get_energy_curve(\n",
-    "                        dataset_samples['y'].reshape(samples * 1, s, s)\n",
-    "                    )\n",
-    "    \n",
-    "                    # get unfiltered label specturm\n",
-    "                    unfilter_data_kwargs = {\n",
-    "                        'dataset_name': 'darcy',\n",
-    "                        'filter_lim': -1,\n",
-    "                        'img_size': 32,\n",
-    "                        'downsample_dim': test_down,\n",
-    "                        'train': True,\n",
-    "                    }\n",
-    "                    unfilter_dataset = get_dataset(**unfilter_data_kwargs)\n",
-    "                    unfilt_inputs = [unfilter_dataset[i]['x'] for i in range(samples)]\n",
-    "                    unfilt_labels = [unfilter_dataset[i]['y'] for i in range(samples)]\n",
-    "                    unfilter_dataset = {\n",
-    "                        'x': torch.cat(unfilt_inputs),\n",
-    "                        'y': torch.cat(unfilt_labels),\n",
-    "                    }\n",
-    "    \n",
-    "                    unfilter_label_spectrum = get_energy_curve(\n",
-    "                        unfilter_dataset['y'].reshape(samples * 1, s, s)\n",
-    "                    )\n",
-    "    \n",
-    "                    if color_idx == 0:\n",
-    "                        line_label = \"data_loss\"\n",
-    "                    else:\n",
-    "                        line_label = \"pino_loss\"\n",
-    "                    axes[y_idx, x_idx].set_yscale('log')\n",
-    "                    x = np.linspace(1, s//2, s//2)\n",
-    "                    axes[y_idx, x_idx].plot(\n",
-    "                        x,\n",
-    "                        model_pred_spectrum, #residual_spectrum / unfilter_label_spectrum,\n",
-    "                        label=f'{line_label}',\n",
-    "                        color=colors[color_idx],\n",
-    "                    )\n",
-    "                    if color_idx == 0:\n",
-    "                        axes[y_idx, x_idx].plot(\n",
-    "                            x,\n",
-    "                            label_spectrum, #residual_spectrum / unfilter_label_spectrum,\n",
-    "                            label=f'Filter Ground Truth',\n",
-    "                            color=colors[-1],\n",
-    "                            linestyle=\":\",\n",
-    "                        )\n",
-    "                        axes[y_idx, x_idx].plot(\n",
-    "                            x,\n",
-    "                            unfilter_label_spectrum, #residual_spectrum / unfilter_label_spectrum,\n",
-    "                            label=f'UnFiltered Ground Truth',\n",
-    "                            color=colors[-2],\n",
-    "                            linestyle=\"--\",\n",
-    "                        )\n",
-    "                    if filter_lim == -1:\n",
-    "                        filter_lim = 16\n",
-    "                    axes[y_idx, x_idx].axvline(x = filter_lim, color = 'grey', linestyle=\"--\", label = 'Train Data Lim')\n",
-    "                    if y_idx == 0:\n",
-    "                        axes[y_idx, x_idx].set_title(f\"{test_lim=}\")\n",
-    "                    if y_idx == 3:\n",
-    "                        axes[y_idx, x_idx].set_xlabel(f'Wavenumber')\n",
-    "                    if x_idx == 0:\n",
-    "                        axes[y_idx, x_idx].set_ylabel(f'Energy \\n Model Downsample dim {downsample_dim}')\n",
-    "    \n",
-    "plt.legend(bbox_to_anchor=(1.5, -0.5), ncols=4)\n",
-    "plt.tight_layout()\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "5bac8d42-8746-4fac-873b-349a63401431",
-   "metadata": {},
-   "source": [
-    "### TODO\n",
-    "\n",
-    "- Look at the power spectrum themselves (just green w/ and w/o PINNs loss), maybe we can document some sort of smoothing function\n",
-    "- each color has its own plot w/ ground truth, w/ model pred, w/o pinns and w/ pinns (+ subplot w/ difference bw w/ and w/o PINNs)\n",
-    "- look at model predictions themselves for a particular test example\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 25,
-   "id": "b3406956-52d3-44bd-94a2-a267e90bb76c",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/-1_3//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/-1_5//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/-1_10//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/-1_-1//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/-1_3//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/-1_5//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/-1_10//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/-1_-1//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/tmp/ipykernel_81220/1540017462.py:104: UserWarning: Tight layout not applied. tight_layout cannot make Axes width small enough to accommodate all Axes decorations\n",
-      "  plt.tight_layout()\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x600 with 8 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "colors = ['red', 'green', 'blue', 'purple', 'brown', 'orange', 'pink']\n",
-    "for epoch in [500]: # 0, 50, 100, 250, 500\n",
-    "    fig, axes = plt.subplots(\n",
-    "        nrows=2, ncols=4, sharey=True, sharex='col', figsize=(10, 6)\n",
-    "    )\n",
-    "    for y_idx, ckpt_path in enumerate(['/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts', \n",
-    "                 '/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss'\n",
-    "                 ]):\n",
-    "        loss_type = ckpt_path.split(\"/\")[-1]\n",
-    "        if not \"pinn\" in loss_type:\n",
-    "            loss_type = \"data_loss\"\n",
-    "\n",
-    "        for _y_idx, downsample_dim in enumerate([-1]):\n",
-    "            for x_idx, filter_lim in enumerate([3, 5, 10, -1]):\n",
-    "                if filter_lim == -1 and downsample_dim != -1:\n",
-    "                    continue\n",
-    "                ckpt_dir = f'{downsample_dim}_{filter_lim}'\n",
-    "                ckpt_pth = f'{ckpt_path}/{ckpt_dir}/'\n",
-    "                ckpt_name = f'{ckpt_pth}/train_stats.csv'\n",
-    "                # load model\n",
-    "                model = get_model(\n",
-    "                    model_name='FNO2D',\n",
-    "                    out_channels=1,\n",
-    "                    in_channels=1,\n",
-    "                    hidden_channels=32,\n",
-    "                    max_modes=16,\n",
-    "                ).to(device)\n",
-    "                #ckpt_dict = load_latest_ckpt(ckpt_pth)\n",
-    "                ckpt_file = f\"{ckpt_pth}/{epoch}_ckpt.pth\"\n",
-    "                print(f\"{ckpt_file=}\")\n",
-    "                ckpt_dict = torch.load(\n",
-    "                    ckpt_file,\n",
-    "                    weights_only=False,\n",
-    "                )\n",
-    "                model.load_state_dict(ckpt_dict['model_state_dict'])\n",
-    "        \n",
-    "                for color_idx, test_lim in enumerate([3, 4, 5, 8, 12, -1]):\n",
-    "                    for test_down in [-1]:\n",
-    "                        ylabel = f'test_lim={test_lim}_downsample={test_down}'\n",
-    "                        # get data\n",
-    "                        data_kwargs = {\n",
-    "                            'dataset_name': 'darcy',\n",
-    "                            'filter_lim': test_lim,\n",
-    "                            'img_size': 32,\n",
-    "                            'downsample_dim': test_down,\n",
-    "                            'train': False,\n",
-    "                        }\n",
-    "        \n",
-    "                        dataset = get_dataset(**data_kwargs)\n",
-    "                        samples = len(dataset)\n",
-    "                        s = data_kwargs['img_size']\n",
-    "        \n",
-    "                        # get model pred\n",
-    "                        dataloader = DataLoader(dataset, batch_size=32)\n",
-    "                        model_preds_test = get_model_preds(\n",
-    "                            dataloader, model, device\n",
-    "                        ).squeeze()\n",
-    "        \n",
-    "                        # compute residuals\n",
-    "                        residuals = []\n",
-    "                        for i in range(model_preds_test.shape[0]):\n",
-    "                            residual = model_preds_test[i].to('cpu') - dataset[:samples]['y'].squeeze()[i]\n",
-    "                            residuals.append(residual)\n",
-    "                        \n",
-    "                        residuals = torch.stack(residuals)\n",
-    "        \n",
-    "                        # spectrum of residuals\n",
-    "                        residual_spectrum = get_energy_curve(\n",
-    "                            residuals #.reshape(samples * 1, s, s)\n",
-    "                        )\n",
-    "        \n",
-    "                        # get unfiltered label specturm\n",
-    "                        unfilter_data_kwargs = {\n",
-    "                            'dataset_name': 'darcy',\n",
-    "                            'filter_lim': -1,\n",
-    "                            'img_size': 32,\n",
-    "                            'downsample_dim': -1,\n",
-    "                            'train': False,\n",
-    "                        }\n",
-    "        \n",
-    "                        unfilter_dataset = get_dataset(**unfilter_data_kwargs)\n",
-    "                        unfilter_label_spectrum = get_energy_curve(\n",
-    "                            unfilter_dataset[:samples]['y'].reshape(samples * 1, s, s)\n",
-    "                        )\n",
-    "                        x = np.linspace(1, s//2, s//2)\n",
-    "                        axes[y_idx , x_idx].set_yscale('log')\n",
-    "                        axes[y_idx, x_idx].plot(\n",
-    "                            x,\n",
-    "                            residual_spectrum / unfilter_label_spectrum,\n",
-    "                            label=f'{test_lim=}',\n",
-    "                            color=colors[color_idx],\n",
-    "                        )\n",
-    "        \n",
-    "                        axes[y_idx, x_idx].set_xlabel(\n",
-    "                            f'Wavenumber'\n",
-    "                        )\n",
-    "                        if filter_lim == -1:\n",
-    "                            filter_lim = s // 2  \n",
-    "                        axes[y_idx, x_idx].axvline(x = filter_lim, color = 'grey', linestyle=\"--\", label = 'Train Data Lim')\n",
-    "                        if x_idx == 0:\n",
-    "                            axes[y_idx, x_idx].set_ylabel(f'Energy of Residuals \\n (Pred - Label) \\n {loss_type}')\n",
-    "        \n",
-    "    fig.legend(handles = handles , labels=labels,loc='upper center',\n",
-    "             bbox_to_anchor=(0.5, -0.0),fancybox=False, shadow=False, ncol=4)\n",
-    "    plt.tight_layout()\n",
-    "    plt.show()\n",
-    "    fig.savefig(\n",
-    "        f'{FIG_DIR}/varried_filters_{epoch}.pdf',\n",
-    "        bbox_inches='tight',\n",
-    "    )"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 37,
-   "id": "41c19ab7-6b9a-45cf-a92b-6649d0fe0ba2",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/-1_3//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/-1_5//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/-1_10//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/-1_-1//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x300 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "colors = ['red', 'green', 'blue', 'purple', 'brown', 'orange', 'pink']\n",
-    "for epoch in [500]: # 0, 50, 100, 250, 500\n",
-    "    fig, axes = plt.subplots(\n",
-    "        nrows=1, ncols=4, sharey=True, sharex='col', figsize=(10, 3)\n",
-    "    )\n",
-    "    for y_idx, ckpt_path in enumerate(['/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts', \n",
-    "                 #'/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss'\n",
-    "                 ]):\n",
-    "        loss_type = ckpt_path.split(\"/\")[-1]\n",
-    "        if not \"pinn\" in loss_type:\n",
-    "            loss_type = \"data_loss\"\n",
-    "\n",
-    "        for _y_idx, downsample_dim in enumerate([-1]):\n",
-    "            for x_idx, filter_lim in enumerate([3, 5, 10, -1]):\n",
-    "                if filter_lim == -1 and downsample_dim != -1:\n",
-    "                    continue\n",
-    "                ckpt_dir = f'{downsample_dim}_{filter_lim}'\n",
-    "                ckpt_pth = f'{ckpt_path}/{ckpt_dir}/'\n",
-    "                ckpt_name = f'{ckpt_pth}/train_stats.csv'\n",
-    "                # load model\n",
-    "                model = get_model(\n",
-    "                    model_name='FNO2D',\n",
-    "                    out_channels=1,\n",
-    "                    in_channels=1,\n",
-    "                    hidden_channels=32,\n",
-    "                    max_modes=16,\n",
-    "                ).to(device)\n",
-    "                #ckpt_dict = load_latest_ckpt(ckpt_pth)\n",
-    "                ckpt_file = f\"{ckpt_pth}/{epoch}_ckpt.pth\"\n",
-    "                print(f\"{ckpt_file=}\")\n",
-    "                ckpt_dict = torch.load(\n",
-    "                    ckpt_file,\n",
-    "                    weights_only=False,\n",
-    "                )\n",
-    "                model.load_state_dict(ckpt_dict['model_state_dict'])\n",
-    "        \n",
-    "                for color_idx, test_lim in enumerate([3, 4, 5, 8, 12, -1]):\n",
-    "                    for test_down in [-1]:\n",
-    "                        ylabel = f'test_lim={test_lim}_downsample={test_down}'\n",
-    "                        # get data\n",
-    "                        data_kwargs = {\n",
-    "                            'dataset_name': 'darcy',\n",
-    "                            'filter_lim': test_lim,\n",
-    "                            'img_size': 32,\n",
-    "                            'downsample_dim': test_down,\n",
-    "                            'train': False,\n",
-    "                        }\n",
-    "        \n",
-    "                        dataset = get_dataset(**data_kwargs)\n",
-    "                        samples = len(dataset)\n",
-    "                        s = data_kwargs['img_size']\n",
-    "        \n",
-    "                        # get model pred\n",
-    "                        dataloader = DataLoader(dataset, batch_size=32)\n",
-    "                        model_preds_test = get_model_preds(\n",
-    "                            dataloader, model, device\n",
-    "                        ).squeeze()\n",
-    "        \n",
-    "                        # compute residuals\n",
-    "                        residuals = []\n",
-    "                        for i in range(model_preds_test.shape[0]):\n",
-    "                            residual = model_preds_test[i].to('cpu') - dataset[:samples]['y'].squeeze()[i]\n",
-    "                            residuals.append(residual)\n",
-    "                        \n",
-    "                        residuals = torch.stack(residuals)\n",
-    "        \n",
-    "                        # spectrum of residuals\n",
-    "                        residual_spectrum = get_energy_curve(\n",
-    "                            residuals #.reshape(samples * 1, s, s)\n",
-    "                        )\n",
-    "        \n",
-    "                        # get unfiltered label specturm\n",
-    "                        unfilter_data_kwargs = {\n",
-    "                            'dataset_name': 'darcy',\n",
-    "                            'filter_lim': -1,\n",
-    "                            'img_size': 32,\n",
-    "                            'downsample_dim': -1,\n",
-    "                            'train': False,\n",
-    "                        }\n",
-    "        \n",
-    "                        unfilter_dataset = get_dataset(**unfilter_data_kwargs)\n",
-    "                        unfilter_label_spectrum = get_energy_curve(\n",
-    "                            unfilter_dataset[:samples]['y'].reshape(samples * 1, s, s)\n",
-    "                        )\n",
-    "                        x = np.linspace(1, s//2, s//2)\n",
-    "                        axes[x_idx].set_yscale('log')\n",
-    "                        if test_lim == -1:\n",
-    "                            test_lim = 16\n",
-    "                        axes[x_idx].plot(\n",
-    "                            x,\n",
-    "                            residual_spectrum / unfilter_label_spectrum,\n",
-    "                            label=f'Lowpass limit {test_lim}',\n",
-    "                            color=colors[color_idx],\n",
-    "                        )\n",
-    "        \n",
-    "                        axes[x_idx].set_xlabel(\n",
-    "                            f'Wavenumber'\n",
-    "                        )\n",
-    "                        if filter_lim == -1:\n",
-    "                            filter_lim = s // 2  \n",
-    "                        if color_idx == 0:\n",
-    "                            axes[x_idx].axvline(x = filter_lim, color = 'grey', linestyle=\"--\", label ='Train Lowpass Limit')\n",
-    "                        if x_idx == 0:\n",
-    "                            axes[x_idx].set_ylabel(f'Energy of Residuals \\n (Pred - Label)')\n",
-    "                        handles, labels = axes[x_idx].get_legend_handles_labels()\n",
-    "        \n",
-    "    fig.legend(handles = handles , labels=labels,loc='upper center',\n",
-    "             bbox_to_anchor=(0.5, -0.0),fancybox=False, shadow=False, ncol=4)\n",
-    "    plt.tight_layout()\n",
-    "    plt.show()\n",
-    "    fig.savefig(\n",
-    "        f'{FIG_DIR}/varried_filters_{epoch}.pdf',\n",
-    "        bbox_inches='tight',\n",
-    "        dpi=300,\n",
-    "    )"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 24,
-   "id": "b9cab9c8-8552-4be1-927b-f1ad0eb64e1c",
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/-1_3//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/-1_5//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/-1_10//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/-1_-1//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/-1_3//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/-1_5//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/-1_10//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/-1_-1//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/-1_3//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/-1_5//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/-1_10//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/-1_-1//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/-1_3//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/-1_5//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/-1_10//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/-1_-1//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/-1_3//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/-1_5//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/-1_10//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/-1_-1//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/-1_3//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/-1_5//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/-1_10//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/-1_-1//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/-1_3//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/-1_5//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/-1_10//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/-1_-1//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/-1_3//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/-1_5//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/-1_10//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/-1_-1//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/-1_3//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/-1_5//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/-1_10//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/-1_-1//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/-1_3//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/-1_5//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/-1_10//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/-1_-1//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/-1_3//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/-1_5//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/-1_10//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/-1_-1//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/-1_3//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/-1_5//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/-1_10//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/-1_-1//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/tmp/ipykernel_39341/574077706.py:108: UserWarning: Tight layout not applied. tight_layout cannot make Axes width small enough to accommodate all Axes decorations\n",
-      "  plt.tight_layout()\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1200x600 with 12 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "colors = ['cyan', 'c', 'darkcyan', 'darkslategrey']\n",
-    "\n",
-    "for epoch in [500]:\n",
-    "    fig, axes = plt.subplots(\n",
-    "        nrows=2, ncols=6, sharey=True, sharex='col', figsize=(12, 6)\n",
-    "    )\n",
-    "    for y_idx, ckpt_path in enumerate(['/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts', \n",
-    "             '/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss'\n",
-    "             ]):\n",
-    "        loss_type = ckpt_path.split(\"/\")[-1]\n",
-    "        if not \"pinn\" in loss_type:\n",
-    "            loss_type = \"data_loss\"\n",
-    "        for _y_idx, downsample_dim in enumerate([-1]):\n",
-    "            #for x_idx, filter_lim in enumerate([3, 5, 10, -1]):\n",
-    "            for x_idx, test_lim in enumerate([3, 4, 5, 8, 12, -1]):\n",
-    "        \n",
-    "                #for color_idx, test_lim in enumerate([3, 4, 5, 8, 12, -1]):\n",
-    "                for color_idx, filter_lim in enumerate([3, 5, 10, -1]):\n",
-    "                    ckpt_dir = f'{downsample_dim}_{filter_lim}'\n",
-    "                    ckpt_pth = f'{ckpt_path}/{ckpt_dir}/'\n",
-    "                    ckpt_name = f'{ckpt_pth}/train_stats.csv'\n",
-    "                    # load model\n",
-    "                    model = get_model(\n",
-    "                        model_name='FNO2D',\n",
-    "                        out_channels=1,\n",
-    "                        in_channels=1,\n",
-    "                        hidden_channels=32,\n",
-    "                        max_modes=16,\n",
-    "                    ).to(device)\n",
-    "                    #ckpt_dict = load_latest_ckpt(ckpt_pth)\n",
-    "                    ckpt_file = f\"{ckpt_pth}/{epoch}_ckpt.pth\"\n",
-    "                    print(f\"{ckpt_file=}\")\n",
-    "                    ckpt_dict = torch.load(\n",
-    "                        ckpt_file,\n",
-    "                        weights_only=False,\n",
-    "                    )\n",
-    "                    model.load_state_dict(ckpt_dict['model_state_dict'])\n",
-    "                \n",
-    "                    for test_down in [-1]:\n",
-    "                        ylabel = f'test_lim={test_lim}_downsample={test_down}'\n",
-    "                        # get data\n",
-    "                        data_kwargs = {\n",
-    "                            'dataset_name': 'darcy',\n",
-    "                            'filter_lim': test_lim,\n",
-    "                            'img_size': 32,\n",
-    "                            'downsample_dim': test_down,\n",
-    "                            'train': False,\n",
-    "                        }\n",
-    "        \n",
-    "                        dataset = get_dataset(**data_kwargs)\n",
-    "                        samples = len(dataset)\n",
-    "                        s = data_kwargs['img_size']\n",
-    "        \n",
-    "                        # get model pred\n",
-    "                        dataloader = DataLoader(dataset, batch_size=32)\n",
-    "                        model_preds_test = get_model_preds(\n",
-    "                            dataloader, model, device\n",
-    "                        ).squeeze()\n",
-    "        \n",
-    "                        # compute residuals\n",
-    "                        residuals = []\n",
-    "                        for i in range(model_preds_test.shape[0]):\n",
-    "                            residual = model_preds_test[i].to('cpu') - dataset[:samples]['y'].squeeze()[i]\n",
-    "                            residuals.append(residual)\n",
-    "                        \n",
-    "                        residuals = torch.stack(residuals)\n",
-    "        \n",
-    "                        # spectrum of residuals\n",
-    "                        residual_spectrum = get_energy_curve(\n",
-    "                            residuals #.reshape(samples * 1, s, s)\n",
-    "                        )\n",
-    "        \n",
-    "                        # get unfiltered label specturm\n",
-    "                        unfilter_data_kwargs = {\n",
-    "                            'dataset_name': 'darcy',\n",
-    "                            'filter_lim': -1,\n",
-    "                            'img_size': 32,\n",
-    "                            'downsample_dim': -1,\n",
-    "                            'train': False,\n",
-    "                        }\n",
-    "        \n",
-    "                        unfilter_dataset = get_dataset(**unfilter_data_kwargs)\n",
-    "                        unfilter_label_spectrum = get_energy_curve(\n",
-    "                            unfilter_dataset[:samples]['y'].reshape(samples * 1, s, s)\n",
-    "                        )\n",
-    "        \n",
-    "                        axes[y_idx, x_idx].set_yscale('log')\n",
-    "                        x = np.linspace(1, s//2, s//2)\n",
-    "                        axes[y_idx, x_idx].plot(\n",
-    "                            x,\n",
-    "                            residual_spectrum / unfilter_label_spectrum,\n",
-    "                            label=f'Model train lim {filter_lim}',\n",
-    "                            color=colors[color_idx],\n",
-    "                        )\n",
-    "                        if y_idx == 0:\n",
-    "                            axes[y_idx, x_idx].set_title(f\"Test Filter lim: \\n {test_lim}\")\n",
-    "                        else:\n",
-    "                            axes[y_idx, x_idx].set_xlabel(\n",
-    "                                f'Wavenumber'\n",
-    "                            )\n",
-    "                        if test_lim == -1:\n",
-    "                            test_lim = s // 2  \n",
-    "                        axes[y_idx, x_idx].axvline(x = test_lim, color = 'grey', linestyle=\"--\", label = 'Test Data Lim')\n",
-    "                        if x_idx == 0:\n",
-    "                            axes[y_idx, x_idx].set_ylabel(f'Energy \\n {loss_type}')\n",
-    "    \n",
-    "    plt.legend(bbox_to_anchor=(1.5, -.3), ncols=6)\n",
-    "    plt.tight_layout()\n",
-    "    plt.show()\n",
-    "    fig.savefig(\n",
-    "        f'{FIG_DIR}/varried_train_filter_fixed_test_filter_{epoch}.pdf',\n",
-    "        bbox_inches='tight',\n",
-    "    )"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 27,
-   "id": "62d1836a-20a3-460b-ad16-0fac1d9f0250",
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/6_3//train_stats.csv\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/6_3//0_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/8_3//train_stats.csv\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/8_3//0_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/12_3//train_stats.csv\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/12_3//0_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/-1_3//train_stats.csv\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/-1_3//0_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/6_3//train_stats.csv\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/6_3//0_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/8_3//train_stats.csv\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/8_3//0_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/12_3//train_stats.csv\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/12_3//0_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/-1_3//train_stats.csv\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/-1_3//0_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/tmp/ipykernel_39341/693904872.py:125: UserWarning: Tight layout not applied. tight_layout cannot make Axes width small enough to accommodate all Axes decorations\n",
-      "  plt.tight_layout()\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x600 with 8 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/6_3//train_stats.csv\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/6_3//50_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/8_3//train_stats.csv\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/8_3//50_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/12_3//train_stats.csv\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/12_3//50_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/-1_3//train_stats.csv\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/-1_3//50_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/6_3//train_stats.csv\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/6_3//50_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/8_3//train_stats.csv\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/8_3//50_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/12_3//train_stats.csv\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/12_3//50_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/-1_3//train_stats.csv\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/-1_3//50_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/tmp/ipykernel_39341/693904872.py:125: UserWarning: Tight layout not applied. tight_layout cannot make Axes width small enough to accommodate all Axes decorations\n",
-      "  plt.tight_layout()\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x600 with 8 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/6_3//train_stats.csv\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/6_3//100_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/8_3//train_stats.csv\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/8_3//100_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/12_3//train_stats.csv\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/12_3//100_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/-1_3//train_stats.csv\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/-1_3//100_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/6_3//train_stats.csv\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/6_3//100_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/8_3//train_stats.csv\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/8_3//100_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/12_3//train_stats.csv\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/12_3//100_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/-1_3//train_stats.csv\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/-1_3//100_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/tmp/ipykernel_39341/693904872.py:125: UserWarning: Tight layout not applied. tight_layout cannot make Axes width small enough to accommodate all Axes decorations\n",
-      "  plt.tight_layout()\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x600 with 8 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/6_3//train_stats.csv\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/6_3//250_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/8_3//train_stats.csv\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/8_3//250_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/12_3//train_stats.csv\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/12_3//250_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/-1_3//train_stats.csv\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/-1_3//250_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/6_3//train_stats.csv\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/6_3//250_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/8_3//train_stats.csv\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/8_3//250_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/12_3//train_stats.csv\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/12_3//250_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/-1_3//train_stats.csv\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/-1_3//250_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/tmp/ipykernel_39341/693904872.py:125: UserWarning: Tight layout not applied. tight_layout cannot make Axes width small enough to accommodate all Axes decorations\n",
-      "  plt.tight_layout()\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x600 with 8 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/6_3//train_stats.csv\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/6_3//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/8_3//train_stats.csv\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/8_3//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/12_3//train_stats.csv\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/12_3//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/-1_3//train_stats.csv\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/-1_3//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/6_3//train_stats.csv\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/6_3//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/8_3//train_stats.csv\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/8_3//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/12_3//train_stats.csv\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/12_3//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/-1_3//train_stats.csv\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/-1_3//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/tmp/ipykernel_39341/693904872.py:125: UserWarning: Tight layout not applied. tight_layout cannot make Axes width small enough to accommodate all Axes decorations\n",
-      "  plt.tight_layout()\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x600 with 8 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "for epoch in [0, 50, 100, 250, 500]:\n",
-    "    fig, axes = plt.subplots(\n",
-    "        nrows=2, ncols=4, sharey=True, sharex='col', figsize=(10, 6)\n",
-    "    )\n",
-    "    for y_idx, ckpt_path in enumerate(['/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts', \n",
-    "         '/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss'\n",
-    "         ]):\n",
-    "        loss_type = ckpt_path.split(\"/\")[-1]\n",
-    "        if not \"pinn\" in loss_type:\n",
-    "            loss_type = \"data_loss\"\n",
-    "        for x_idx, downsample_dim in enumerate([6, 8, 12, -1]):\n",
-    "            for _y_idx, filter_lim in enumerate([3]):\n",
-    "                if filter_lim == -1 and downsample_dim != -1:\n",
-    "                    continue\n",
-    "                ckpt_dir = f'{downsample_dim}_{filter_lim}'\n",
-    "                ckpt_pth = f'{ckpt_path}/{ckpt_dir}/'\n",
-    "                ckpt_name = f'{ckpt_pth}/train_stats.csv'\n",
-    "                df = pd.read_csv(ckpt_name)\n",
-    "        \n",
-    "                print(f'{ckpt_name}')\n",
-    "                # load model\n",
-    "                model = get_model(\n",
-    "                    model_name='FNO2D',\n",
-    "                    out_channels=1,\n",
-    "                    in_channels=1,\n",
-    "                    hidden_channels=32,\n",
-    "                    max_modes=16,\n",
-    "                ).to(device)\n",
-    "                #ckpt_dict = load_latest_ckpt(ckpt_pth)\n",
-    "                ckpt_file = f\"{ckpt_pth}/{epoch}_ckpt.pth\"\n",
-    "                print(f\"{ckpt_file=}\")\n",
-    "                ckpt_dict = torch.load(\n",
-    "                        ckpt_file,\n",
-    "                        weights_only=False,\n",
-    "                    )\n",
-    "                model.load_state_dict(ckpt_dict['model_state_dict'])\n",
-    "        \n",
-    "                for test_lim in [3]:\n",
-    "                    for test_down in [6, 8, 12, -1]:\n",
-    "                        ylabel = f'test_lim={test_lim}_downsample={test_down}'\n",
-    "                        # get data\n",
-    "                        data_kwargs = {\n",
-    "                            'dataset_name': 'darcy',\n",
-    "                            'filter_lim': test_lim,\n",
-    "                            'img_size': 32,\n",
-    "                            'downsample_dim': test_down,\n",
-    "                            'train': False,\n",
-    "                        }\n",
-    "        \n",
-    "                        dataset = get_dataset(**data_kwargs)\n",
-    "                        samples = len(dataset)\n",
-    "                        s = data_kwargs['img_size']\n",
-    "                        if data_kwargs['downsample_dim'] != -1:\n",
-    "                            s = data_kwargs['downsample_dim']\n",
-    "                        inputs = [dataset[i]['x'] for i in range(samples)]\n",
-    "                        labels = [dataset[i]['y'] for i in range(samples)]\n",
-    "                        dataset_samples = {\n",
-    "                            'x': torch.cat(inputs),\n",
-    "                            'y': torch.cat(labels),\n",
-    "                        }\n",
-    "        \n",
-    "                        # get model pred\n",
-    "                        dataloader = DataLoader(dataset, batch_size=32)\n",
-    "                        model_preds_test = get_model_preds(\n",
-    "                            dataloader, model, device\n",
-    "                        ).squeeze()\n",
-    "        \n",
-    "                        # compute residuals\n",
-    "                        residuals = []\n",
-    "                        for i in range(model_preds_test.shape[0]):\n",
-    "                            residual = model_preds_test[i].to('cpu') - dataset_samples['y'].squeeze()[i]\n",
-    "                            residuals.append(residual)\n",
-    "                        \n",
-    "                        residuals = torch.stack(residuals)\n",
-    "        \n",
-    "                        # spectrum of residuals\n",
-    "                        residual_spectrum = get_energy_curve(\n",
-    "                            residuals #.reshape(samples * 1, s, s)\n",
-    "                        )\n",
-    "                        \n",
-    "                        # get unfiltered label specturm\n",
-    "                        unfilter_data_kwargs = {\n",
-    "                            'dataset_name': 'darcy',\n",
-    "                            'filter_lim': -1,\n",
-    "                            'img_size': 32,\n",
-    "                            'downsample_dim': test_down,\n",
-    "                            'train': False,\n",
-    "                        }\n",
-    "                        unfilter_dataset = get_dataset(**unfilter_data_kwargs)\n",
-    "                        unfilt_inputs = [unfilter_dataset[i]['x'] for i in range(samples)]\n",
-    "                        unfilt_labels = [unfilter_dataset[i]['y'] for i in range(samples)]\n",
-    "                        unfilter_dataset = {\n",
-    "                            'x': torch.cat(unfilt_inputs),\n",
-    "                            'y': torch.cat(unfilt_labels),\n",
-    "                        }\n",
-    "        \n",
-    "                        unfilter_label_spectrum = get_energy_curve(\n",
-    "                            unfilter_dataset['y'].reshape(samples * 1, s, s)\n",
-    "                        )\n",
-    "                        x = np.linspace(1, s//2, s//2)\n",
-    "                        axes[y_idx, x_idx].set_yscale('log')\n",
-    "                        axes[y_idx, x_idx].plot(\n",
-    "                            x,\n",
-    "                            residual_spectrum / unfilter_label_spectrum,\n",
-    "                            label=f'{test_down=}',\n",
-    "                            #color=colors[color_idx],\n",
-    "                        )\n",
-    "        \n",
-    "                        \n",
-    "                        if filter_lim == -1:\n",
-    "                            filter_lim = s // 2  \n",
-    "                        if filter_lim == -1:\n",
-    "                            filter_lim = s // 2  \n",
-    "                        axes[y_idx, x_idx].axvline(x = filter_lim - 1, color = 'grey', linestyle=\"--\", label = 'Train Data Lim')\n",
-    "                        if x_idx == 0:\n",
-    "                            axes[y_idx, x_idx].set_ylabel(f'Energy \\n {loss_type}')\n",
-    "\n",
-    "                        if y_idx == 0:\n",
-    "                            axes[y_idx, x_idx].set_title(f'{downsample_dim=}')\n",
-    "                        else:\n",
-    "                            axes[y_idx, x_idx].set_xlabel(\n",
-    "                            f'Wavenumber'\n",
-    "                            )\n",
-    "    \n",
-    "    plt.legend(bbox_to_anchor=(1.5, -.3), ncols=6)\n",
-    "    plt.tight_layout()\n",
-    "    plt.show()\n",
-    "    fig.savefig(\n",
-    "        f'{FIG_DIR}/varried_downsample_{epoch}.pdf',\n",
-    "        bbox_inches='tight',\n",
-    "    )"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 39,
-   "id": "4e6efb13-5a64-4d21-8296-8754ccb0df7e",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/6_3//train_stats.csv\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/6_3//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/8_3//train_stats.csv\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/8_3//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/12_3//train_stats.csv\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/12_3//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/-1_3//train_stats.csv\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/-1_3//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x300 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "for epoch in [500]: #0, 50, 100, 250,\n",
-    "    fig, axes = plt.subplots(\n",
-    "        nrows=1, ncols=4, sharey=True, sharex='col', figsize=(10, 3)\n",
-    "    )\n",
-    "    for y_idx, ckpt_path in enumerate(['/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts', \n",
-    "         #'/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss'\n",
-    "         ]):\n",
-    "        loss_type = ckpt_path.split(\"/\")[-1]\n",
-    "        if not \"pinn\" in loss_type:\n",
-    "            loss_type = \"data_loss\"\n",
-    "        for x_idx, downsample_dim in enumerate([6, 8, 12, -1]):\n",
-    "            for _y_idx, filter_lim in enumerate([3]):\n",
-    "                if filter_lim == -1 and downsample_dim != -1:\n",
-    "                    continue\n",
-    "                ckpt_dir = f'{downsample_dim}_{filter_lim}'\n",
-    "                ckpt_pth = f'{ckpt_path}/{ckpt_dir}/'\n",
-    "                ckpt_name = f'{ckpt_pth}/train_stats.csv'\n",
-    "                df = pd.read_csv(ckpt_name)\n",
-    "        \n",
-    "                print(f'{ckpt_name}')\n",
-    "                # load model\n",
-    "                model = get_model(\n",
-    "                    model_name='FNO2D',\n",
-    "                    out_channels=1,\n",
-    "                    in_channels=1,\n",
-    "                    hidden_channels=32,\n",
-    "                    max_modes=16,\n",
-    "                ).to(device)\n",
-    "                #ckpt_dict = load_latest_ckpt(ckpt_pth)\n",
-    "                ckpt_file = f\"{ckpt_pth}/{epoch}_ckpt.pth\"\n",
-    "                print(f\"{ckpt_file=}\")\n",
-    "                ckpt_dict = torch.load(\n",
-    "                        ckpt_file,\n",
-    "                        weights_only=False,\n",
-    "                    )\n",
-    "                model.load_state_dict(ckpt_dict['model_state_dict'])\n",
-    "        \n",
-    "                for test_lim in [3]:\n",
-    "                    for test_down in [6, 8, 12, -1]:\n",
-    "                        ylabel = f'test_lim={test_lim}_downsample={test_down}'\n",
-    "                        # get data\n",
-    "                        data_kwargs = {\n",
-    "                            'dataset_name': 'darcy',\n",
-    "                            'filter_lim': test_lim,\n",
-    "                            'img_size': 32,\n",
-    "                            'downsample_dim': test_down,\n",
-    "                            'train': False,\n",
-    "                        }\n",
-    "        \n",
-    "                        dataset = get_dataset(**data_kwargs)\n",
-    "                        samples = len(dataset)\n",
-    "                        s = data_kwargs['img_size']\n",
-    "                        if data_kwargs['downsample_dim'] != -1:\n",
-    "                            s = data_kwargs['downsample_dim']\n",
-    "                        inputs = [dataset[i]['x'] for i in range(samples)]\n",
-    "                        labels = [dataset[i]['y'] for i in range(samples)]\n",
-    "                        dataset_samples = {\n",
-    "                            'x': torch.cat(inputs),\n",
-    "                            'y': torch.cat(labels),\n",
-    "                        }\n",
-    "        \n",
-    "                        # get model pred\n",
-    "                        dataloader = DataLoader(dataset, batch_size=32)\n",
-    "                        model_preds_test = get_model_preds(\n",
-    "                            dataloader, model, device\n",
-    "                        ).squeeze()\n",
-    "        \n",
-    "                        # compute residuals\n",
-    "                        residuals = []\n",
-    "                        for i in range(model_preds_test.shape[0]):\n",
-    "                            residual = model_preds_test[i].to('cpu') - dataset_samples['y'].squeeze()[i]\n",
-    "                            residuals.append(residual)\n",
-    "                        \n",
-    "                        residuals = torch.stack(residuals)\n",
-    "        \n",
-    "                        # spectrum of residuals\n",
-    "                        residual_spectrum = get_energy_curve(\n",
-    "                            residuals #.reshape(samples * 1, s, s)\n",
-    "                        )\n",
-    "                        \n",
-    "                        # get unfiltered label specturm\n",
-    "                        unfilter_data_kwargs = {\n",
-    "                            'dataset_name': 'darcy',\n",
-    "                            'filter_lim': -1,\n",
-    "                            'img_size': 32,\n",
-    "                            'downsample_dim': test_down,\n",
-    "                            'train': False,\n",
-    "                        }\n",
-    "                        unfilter_dataset = get_dataset(**unfilter_data_kwargs)\n",
-    "                        unfilt_inputs = [unfilter_dataset[i]['x'] for i in range(samples)]\n",
-    "                        unfilt_labels = [unfilter_dataset[i]['y'] for i in range(samples)]\n",
-    "                        unfilter_dataset = {\n",
-    "                            'x': torch.cat(unfilt_inputs),\n",
-    "                            'y': torch.cat(unfilt_labels),\n",
-    "                        }\n",
-    "        \n",
-    "                        unfilter_label_spectrum = get_energy_curve(\n",
-    "                            unfilter_dataset['y'].reshape(samples * 1, s, s)\n",
-    "                        )\n",
-    "                        x = np.linspace(1, s//2, s//2)\n",
-    "                        axes[x_idx].set_yscale('log')\n",
-    "                        if test_down == -1:\n",
-    "                            test_down = 32\n",
-    "                        axes[x_idx].plot(\n",
-    "                            x,\n",
-    "                            residual_spectrum / unfilter_label_spectrum,\n",
-    "                            label=f'Downsample ({test_down})',\n",
-    "                            #color=colors[color_idx],\n",
-    "                        )\n",
-    "        \n",
-    "                        \n",
-    "                        if filter_lim == -1:\n",
-    "                            filter_lim = s // 2  \n",
-    "                        if filter_lim == -1:\n",
-    "                            filter_lim = s // 2  \n",
-    "                        if test_down == 32:\n",
-    "                            axes[x_idx].axvline(x = filter_lim, color = 'grey', linestyle=\"--\", label = 'Train Lowpass Limit')\n",
-    "                        if x_idx == 0:\n",
-    "                            axes[x_idx].set_ylabel(f'Energy of Residuals \\n (Pred - Label)')\n",
-    "\n",
-    "                        if y_idx == 0:\n",
-    "                            ds_dim = downsample_dim\n",
-    "                            if downsample_dim == -1:\n",
-    "                                ds_dim = 32\n",
-    "                            axes[x_idx].set_title(f'Train data \\n Downsampled ({ds_dim}, {ds_dim})')\n",
-    "                        else:\n",
-    "                            axes[ x_idx].set_xlabel(\n",
-    "                            f'Wavenumber'\n",
-    "                            )\n",
-    "    \n",
-    "                        handles, labels = axes[x_idx].get_legend_handles_labels()\n",
-    "        \n",
-    "    fig.legend(handles = handles , labels=labels,loc='upper center',\n",
-    "             bbox_to_anchor=(0.5, -0.0),fancybox=False, shadow=False, ncol=4)\n",
-    "    plt.tight_layout()\n",
-    "    plt.show()\n",
-    "    fig.savefig(\n",
-    "        f'{FIG_DIR}/varried_downsample_{epoch}.png',\n",
-    "        dpi=300,\n",
-    "        bbox_inches='tight',\n",
-    "    )"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 29,
-   "id": "ab2ef8d0-5997-49f9-82d4-2a17c3655cf8",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/6_3//train_stats.csv\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/6_3//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/8_3//train_stats.csv\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/8_3//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/12_3//train_stats.csv\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/12_3//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/-1_3//train_stats.csv\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/-1_3//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/6_3//train_stats.csv\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/6_3//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/8_3//train_stats.csv\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/8_3//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/12_3//train_stats.csv\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/12_3//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/-1_3//train_stats.csv\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/-1_3//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/6_3//train_stats.csv\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/6_3//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/8_3//train_stats.csv\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/8_3//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/12_3//train_stats.csv\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/12_3//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/-1_3//train_stats.csv\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/-1_3//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/6_3//train_stats.csv\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/6_3//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/8_3//train_stats.csv\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/8_3//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/12_3//train_stats.csv\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/12_3//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/-1_3//train_stats.csv\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/-1_3//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/6_3//train_stats.csv\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/6_3//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/8_3//train_stats.csv\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/8_3//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/12_3//train_stats.csv\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/12_3//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/-1_3//train_stats.csv\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/-1_3//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/6_3//train_stats.csv\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/6_3//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/8_3//train_stats.csv\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/8_3//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/12_3//train_stats.csv\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/12_3//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/-1_3//train_stats.csv\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/-1_3//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/6_3//train_stats.csv\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/6_3//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/8_3//train_stats.csv\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/8_3//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/12_3//train_stats.csv\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/12_3//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/-1_3//train_stats.csv\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/-1_3//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/6_3//train_stats.csv\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/6_3//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/8_3//train_stats.csv\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/8_3//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/12_3//train_stats.csv\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/12_3//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/-1_3//train_stats.csv\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss/-1_3//500_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/tmp/ipykernel_39341/89955015.py:125: UserWarning: Tight layout not applied. tight_layout cannot make Axes width small enough to accommodate all Axes decorations\n",
-      "  plt.tight_layout()\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x600 with 8 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "colors = ['cyan', 'c', 'darkcyan', 'darkslategrey']\n",
-    "for epoch in [500]:\n",
-    "    fig, axes = plt.subplots(\n",
-    "        nrows=2, ncols=4, sharey=True, sharex='col', figsize=(10, 6)\n",
-    "    )\n",
-    "    for y_idx, ckpt_path in enumerate(['/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts', \n",
-    "         '/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss'\n",
-    "         ]):\n",
-    "        loss_type = ckpt_path.split(\"/\")[-1]\n",
-    "        if not \"pinn\" in loss_type:\n",
-    "            loss_type = \"data_loss\"\n",
-    "        #for x_idx, downsample_dim in enumerate([6, 8, 12, -1]):\n",
-    "        for x_idx, test_down in enumerate([6, 8, 12, -1]):\n",
-    "            for _y_idx, filter_lim in enumerate([3]):\n",
-    "    \n",
-    "                for test_lim in [3]:\n",
-    "                    for color_idx, downsample_dim in enumerate([6, 8, 12, -1]):\n",
-    "                        ckpt_dir = f'{downsample_dim}_{filter_lim}'\n",
-    "                        ckpt_pth = f'{ckpt_path}/{ckpt_dir}/'\n",
-    "                        ckpt_name = f'{ckpt_pth}/train_stats.csv'\n",
-    "                        df = pd.read_csv(ckpt_name)\n",
-    "                \n",
-    "                        print(f'{ckpt_name}')\n",
-    "                        # load model\n",
-    "                        model = get_model(\n",
-    "                            model_name='FNO2D',\n",
-    "                            out_channels=1,\n",
-    "                            in_channels=1,\n",
-    "                            hidden_channels=32,\n",
-    "                            max_modes=16,\n",
-    "                        ).to(device)\n",
-    "                        #ckpt_dict = load_latest_ckpt(ckpt_pth)\n",
-    "                        ckpt_file = f\"{ckpt_pth}/{epoch}_ckpt.pth\"\n",
-    "                        print(f\"{ckpt_file=}\")\n",
-    "                        ckpt_dict = torch.load(\n",
-    "                                ckpt_file,\n",
-    "                                weights_only=False,\n",
-    "                            )\n",
-    "                        model.load_state_dict(ckpt_dict['model_state_dict'])\n",
-    "                        \n",
-    "                        #ylabel = f'test_lim={test_lim}_downsample={test_down}'\n",
-    "                        #print(ylabel)\n",
-    "                        \n",
-    "                        # get data\n",
-    "                        data_kwargs = {\n",
-    "                            'dataset_name': 'darcy',\n",
-    "                            'filter_lim': test_lim,\n",
-    "                            'img_size': 32,\n",
-    "                            'downsample_dim': test_down,\n",
-    "                            'train': False,\n",
-    "                        }\n",
-    "        \n",
-    "                        dataset = get_dataset(**data_kwargs)\n",
-    "                        samples = len(dataset)\n",
-    "                        s = data_kwargs['img_size']\n",
-    "                        if data_kwargs['downsample_dim'] != -1:\n",
-    "                            s = data_kwargs['downsample_dim']\n",
-    "                        inputs = [dataset[i]['x'] for i in range(samples)]\n",
-    "                        labels = [dataset[i]['y'] for i in range(samples)]\n",
-    "                        dataset_samples = {\n",
-    "                            'x': torch.cat(inputs),\n",
-    "                            'y': torch.cat(labels),\n",
-    "                        }\n",
-    "        \n",
-    "                        # get model pred\n",
-    "                        dataloader = DataLoader(dataset, batch_size=32)\n",
-    "                        model_preds_test = get_model_preds(\n",
-    "                            dataloader, model, device\n",
-    "                        ).squeeze()\n",
-    "        \n",
-    "                        # compute residuals\n",
-    "                        residuals = []\n",
-    "                        for i in range(model_preds_test.shape[0]):\n",
-    "                            residual = model_preds_test[i].to('cpu') - dataset_samples['y'].squeeze()[i]\n",
-    "                            residuals.append(residual)\n",
-    "                        \n",
-    "                        residuals = torch.stack(residuals)\n",
-    "        \n",
-    "                        # spectrum of residuals\n",
-    "                        residual_spectrum = get_energy_curve(\n",
-    "                            residuals #.reshape(samples * 1, s, s)\n",
-    "                        )\n",
-    "                        \n",
-    "                        # get unfiltered label specturm\n",
-    "                        unfilter_data_kwargs = {\n",
-    "                            'dataset_name': 'darcy',\n",
-    "                            'filter_lim': -1,\n",
-    "                            'img_size': 32,\n",
-    "                            'downsample_dim': test_down,\n",
-    "                            'train': False,\n",
-    "                        }\n",
-    "                        unfilter_dataset = get_dataset(**unfilter_data_kwargs)\n",
-    "                        unfilt_inputs = [unfilter_dataset[i]['x'] for i in range(samples)]\n",
-    "                        unfilt_labels = [unfilter_dataset[i]['y'] for i in range(samples)]\n",
-    "                        unfilter_dataset = {\n",
-    "                            'x': torch.cat(unfilt_inputs),\n",
-    "                            'y': torch.cat(unfilt_labels),\n",
-    "                        }\n",
-    "        \n",
-    "                        unfilter_label_spectrum = get_energy_curve(\n",
-    "                            unfilter_dataset['y'].reshape(samples * 1, s, s)\n",
-    "                        )\n",
-    "        \n",
-    "                        axes[y_idx, x_idx].set_yscale('log')\n",
-    "                        x = np.linspace(1, s//2, s//2)\n",
-    "                        axes[y_idx, x_idx].plot(\n",
-    "                            x,\n",
-    "                            residual_spectrum / unfilter_label_spectrum,\n",
-    "                            label=f'Model train downsample {downsample_dim}',\n",
-    "                            color=colors[color_idx],\n",
-    "                        )\n",
-    "                        if y_idx == 0:\n",
-    "                            axes[y_idx, x_idx].set_title(f\"Test Downsample \\n Dim: {test_down}\")\n",
-    "                        else:\n",
-    "                            axes[y_idx, x_idx].set_xlabel(\n",
-    "                                f'Wavenumber'\n",
-    "                            )\n",
-    "                        if filter_lim == -1:\n",
-    "                            filter_lim = s // 2  \n",
-    "                        if filter_lim == -1:\n",
-    "                            filter_lim = s // 2  \n",
-    "                        if x_idx == 0:\n",
-    "                            axes[y_idx, x_idx].set_ylabel(f'Energy \\n {loss_type}')\n",
-    "    \n",
-    "    plt.legend(bbox_to_anchor=(1.5, -.3), ncols=6)\n",
-    "    plt.tight_layout()\n",
-    "    plt.show()\n",
-    "    fig.savefig(\n",
-    "        f'{FIG_DIR}/varried_downsample_train_fixed_downsample_test_{epoch}.pdf',\n",
-    "        bbox_inches='tight',\n",
-    "    )"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "c66ab48c-453a-49d3-870f-dbc02f6a33e8",
-   "metadata": {
-    "jp-MarkdownHeadingCollapsed": true
-   },
-   "source": [
-    "# HP Search + PINO Results"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 74,
-   "id": "02879f7e-d6ed-4d3e-bd0b-41b6f979df1c",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/tmp/ipykernel_75589/2233647798.py:34: UserWarning: Tight layout not applied. tight_layout cannot make Axes width small enough to accommodate all Axes decorations\n",
-      "  plt.tight_layout()\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 600x600 with 12 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/tmp/ipykernel_75589/2233647798.py:34: UserWarning: Tight layout not applied. tight_layout cannot make Axes width small enough to accommodate all Axes decorations\n",
-      "  plt.tight_layout()\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 600x600 with 12 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "for loss in ['l1', 'darcy_pinn']:\n",
-    "    fig, axes = plt.subplots(\n",
-    "        nrows=4, ncols=3, sharey=True, sharex='col', figsize=(6, 6)\n",
-    "    )\n",
-    "    ckpt_path = '/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts'    \n",
-    "    for y_idx, lr in enumerate(['01', '001', '0001', '1e-05']):\n",
-    "        for x_idx, wd in enumerate([1e-07, 1e-08, 1e-09]):\n",
-    "            for color_idx, img_size in enumerate([16, 32, 64, 128]):\n",
-    "                max_mode = img_size // 2\n",
-    "                ckpt_dir = f'{lr}_{wd}_15_05_{loss}_32_darcy_-1_-1_{img_size}_{max_mode}'\n",
-    "                ckpt_pth = f'{ckpt_path}/{ckpt_dir}/'\n",
-    "                ckpt_name = f'{ckpt_pth}/train_stats.csv'\n",
-    "                if not os.path.exists(ckpt_name):\n",
-    "                    continue\n",
-    "                df = pd.read_csv(ckpt_name)\n",
-    "                for ylabel in [\n",
-    "                    #'train_loss',\n",
-    "                    'test',\n",
-    "                ]:\n",
-    "                    sns.lineplot(\n",
-    "                        df, x='epoch', y=ylabel, label=f\"{img_size=}\", ax=axes[y_idx, x_idx]\n",
-    "                    )\n",
-    "                    axes[y_idx, x_idx].get_legend().remove()\n",
-    "                    axes[y_idx, x_idx].set_yscale('log')\n",
-    "                 \n",
-    "            if y_idx == 3:\n",
-    "                axes[y_idx, x_idx].set_xlabel(\n",
-    "                    f'Epoch \\n {wd=}'\n",
-    "                )\n",
-    "            if x_idx == 0:\n",
-    "                axes[y_idx, x_idx].set_ylabel(f'Loss \\n {lr=}')\n",
-    "            \n",
-    "    plt.legend(bbox_to_anchor=(0, -1), loc='upper center', ncols=3)\n",
-    "    plt.tight_layout()\n",
-    "    fig.suptitle(f\"{loss=}\")\n",
-    "    plt.show()\n",
-    "    fig.savefig(\n",
-    "        f'{FIG_DIR}/varried_filters_{epoch}_w_max_modes.pdf',\n",
-    "        bbox_inches='tight',\n",
-    "        dpi=300,\n",
-    "    )"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "id": "d033f1a6-abc3-4d46-b2e1-e09c1d595d88",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-08_15_05_l1_32_darcy_-1_-1_16_8//150_ckpt.pth'\n",
-      "Loading test db for resolution 16 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 64 with 100 samples \n",
-      "Loading test db for resolution 128 with 100 samples \n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-08_15_05_l1_32_darcy_-1_-1_32_16//150_ckpt.pth'\n",
-      "Loading test db for resolution 16 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 64 with 100 samples \n",
-      "Loading test db for resolution 128 with 100 samples \n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-08_15_05_l1_32_darcy_-1_-1_64_32//150_ckpt.pth'\n",
-      "Loading test db for resolution 16 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 64 with 100 samples \n",
-      "Loading test db for resolution 128 with 100 samples \n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-08_15_05_l1_32_darcy_-1_-1_128_64//150_ckpt.pth'\n",
-      "Loading test db for resolution 16 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 64 with 100 samples \n",
-      "Loading test db for resolution 128 with 100 samples \n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-08_15_05_darcy_pinn_32_darcy_-1_-1_16_8//150_ckpt.pth'\n",
-      "Loading test db for resolution 16 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 64 with 100 samples \n",
-      "Loading test db for resolution 128 with 100 samples \n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-08_15_05_darcy_pinn_32_darcy_-1_-1_32_16//150_ckpt.pth'\n",
-      "Loading test db for resolution 16 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 64 with 100 samples \n",
-      "Loading test db for resolution 128 with 100 samples \n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-08_15_05_darcy_pinn_32_darcy_-1_-1_64_32//150_ckpt.pth'\n",
-      "Loading test db for resolution 16 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 64 with 100 samples \n",
-      "Loading test db for resolution 128 with 100 samples \n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-08_15_05_darcy_pinn_32_darcy_-1_-1_128_64//150_ckpt.pth'\n",
-      "Loading test db for resolution 16 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 64 with 100 samples \n",
-      "Loading test db for resolution 128 with 100 samples \n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 800x500 with 8 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "colors = ['red', 'green', 'blue', 'purple', 'brown', 'orange', 'pink']\n",
-    "ckpt_path = '/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts'   \n",
-    "for epoch in [150]: # 0, 50, 100, 250, 500\n",
-    "    fig, axes = plt.subplots(\n",
-    "        nrows=2, ncols=4, sharey=True, sharex='col', figsize=(8, 5)\n",
-    "    )\n",
-    "    for y_idx, loss in enumerate(['l1', 'darcy_pinn']):\n",
-    "        for x_idx, img_size in enumerate([16, 32, 64, 128]):\n",
-    "            max_mode = img_size // 2\n",
-    "            ckpt_dir = f'0001_1e-08_15_05_{loss}_32_darcy_-1_-1_{img_size}_{max_mode}'\n",
-    "            ckpt_pth = f'{ckpt_path}/{ckpt_dir}/'\n",
-    "            ckpt_name = f'{ckpt_pth}/train_stats.csv'\n",
-    "            # load model\n",
-    "            model = get_model(\n",
-    "                model_name='FNO2D',\n",
-    "                out_channels=1,\n",
-    "                in_channels=1,\n",
-    "                hidden_channels=32,\n",
-    "                max_modes=max_mode,\n",
-    "            ).to(device)\n",
-    "            #ckpt_dict = load_latest_ckpt(ckpt_pth)\n",
-    "            ckpt_file = f\"{ckpt_pth}/{epoch}_ckpt.pth\"\n",
-    "            print(f\"{ckpt_file=}\")\n",
-    "            ckpt_dict = torch.load(\n",
-    "                ckpt_file,\n",
-    "                weights_only=False,\n",
-    "            )\n",
-    "            model.load_state_dict(ckpt_dict['model_state_dict'])\n",
-    "    \n",
-    "            for color_idx, test_size in enumerate([16, 32, 64, 128]):\n",
-    "                for test_down in [-1]:\n",
-    "                    # get data\n",
-    "                    data_kwargs = {\n",
-    "                        'dataset_name': 'darcy',\n",
-    "                        'filter_lim': -1,\n",
-    "                        'img_size': test_size,\n",
-    "                        'downsample_dim': -1,\n",
-    "                        'train': False,\n",
-    "                    }\n",
-    "    \n",
-    "                    dataset = get_dataset(**data_kwargs)\n",
-    "                    samples = len(dataset)\n",
-    "                    s = data_kwargs['img_size']\n",
-    "    \n",
-    "                    # get model pred\n",
-    "                    dataloader = DataLoader(dataset, batch_size=32)\n",
-    "                    model_preds_test = get_model_preds(\n",
-    "                        dataloader, model, device\n",
-    "                    ).squeeze()\n",
-    "    \n",
-    "                    # compute residuals\n",
-    "                    residuals = []\n",
-    "                    for i in range(model_preds_test.shape[0]):\n",
-    "                        residual = model_preds_test[i].to('cpu') - dataset[:samples]['y'].squeeze()[i]\n",
-    "                        residuals.append(residual)\n",
-    "                    \n",
-    "                    residuals = torch.stack(residuals)\n",
-    "                    # spectrum of residuals\n",
-    "                    residual_spectrum = get_energy_curve(\n",
-    "                        residuals #.reshape(samples * 1, s, s)\n",
-    "                    )\n",
-    "    \n",
-    "                    label_spectrum = get_energy_curve(\n",
-    "                        dataset[:samples]['y'].reshape(samples * 1, s, s)\n",
-    "                    )\n",
-    "                    x = np.linspace(1, s//2, s//2)\n",
-    "                    axes[y_idx, x_idx].set_yscale('log')\n",
-    "                    axes[y_idx, x_idx].plot(\n",
-    "                        x,\n",
-    "                        residual_spectrum / label_spectrum,\n",
-    "                        label=f'Test Res {test_size}',\n",
-    "                        color=colors[color_idx],\n",
-    "                    )\n",
-    "                    if y_idx == 2:\n",
-    "                        axes[y_idx, x_idx].set_xlabel(f'Wavenumber')\n",
-    "                    if y_idx == 0:\n",
-    "                        axes[y_idx, x_idx].set_title(f\"Train Res {img_size}\")\n",
-    "                    loss_type = \"Data Loss\"\n",
-    "                    if \"pinn\" in loss:\n",
-    "                        loss_type = \"Data+Physics Loss\"\n",
-    "                    if x_idx == 0:\n",
-    "                        axes[y_idx, x_idx].set_ylabel(f'Energy of Residuals \\n{loss_type}')\n",
-    "                    handles, labels = axes[y_idx, x_idx].get_legend_handles_labels()\n",
-    "            \n",
-    "    fig.legend(handles = handles , labels=labels,loc='upper center',\n",
-    "             bbox_to_anchor=(0.5, -0.0),fancybox=False, shadow=False, ncol=4)\n",
-    "    plt.tight_layout()\n",
-    "    plt.show()\n",
-    "    fig.savefig(\n",
-    "        f'{FIG_DIR}/pinn_vs_no_pinn_loss.pdf',\n",
-    "        bbox_inches='tight',\n",
-    "        dpi=300,\n",
-    "    )"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 17,
-   "id": "ba305273-3760-4fb9-a00a-693d164681b0",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Loading test db for resolution 16 with 100 samples \n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-08_15_05_l1_32_darcy_-1_-1_16_8//150_ckpt.pth'\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-08_15_05_darcy_pinn_32_darcy_-1_-1_16_8//150_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-08_15_05_l1_32_darcy_-1_-1_16_8//150_ckpt.pth'\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-08_15_05_darcy_pinn_32_darcy_-1_-1_16_8//150_ckpt.pth'\n",
-      "Loading test db for resolution 64 with 100 samples \n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-08_15_05_l1_32_darcy_-1_-1_16_8//150_ckpt.pth'\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-08_15_05_darcy_pinn_32_darcy_-1_-1_16_8//150_ckpt.pth'\n",
-      "Loading test db for resolution 128 with 100 samples \n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-08_15_05_l1_32_darcy_-1_-1_16_8//150_ckpt.pth'\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-08_15_05_darcy_pinn_32_darcy_-1_-1_16_8//150_ckpt.pth'\n",
-      "Loading test db for resolution 16 with 100 samples \n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-08_15_05_l1_32_darcy_-1_-1_32_16//150_ckpt.pth'\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-08_15_05_darcy_pinn_32_darcy_-1_-1_32_16//150_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-08_15_05_l1_32_darcy_-1_-1_32_16//150_ckpt.pth'\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-08_15_05_darcy_pinn_32_darcy_-1_-1_32_16//150_ckpt.pth'\n",
-      "Loading test db for resolution 64 with 100 samples \n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-08_15_05_l1_32_darcy_-1_-1_32_16//150_ckpt.pth'\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-08_15_05_darcy_pinn_32_darcy_-1_-1_32_16//150_ckpt.pth'\n",
-      "Loading test db for resolution 128 with 100 samples \n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-08_15_05_l1_32_darcy_-1_-1_32_16//150_ckpt.pth'\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-08_15_05_darcy_pinn_32_darcy_-1_-1_32_16//150_ckpt.pth'\n",
-      "Loading test db for resolution 16 with 100 samples \n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-08_15_05_l1_32_darcy_-1_-1_64_32//150_ckpt.pth'\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-08_15_05_darcy_pinn_32_darcy_-1_-1_64_32//150_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-08_15_05_l1_32_darcy_-1_-1_64_32//150_ckpt.pth'\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-08_15_05_darcy_pinn_32_darcy_-1_-1_64_32//150_ckpt.pth'\n",
-      "Loading test db for resolution 64 with 100 samples \n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-08_15_05_l1_32_darcy_-1_-1_64_32//150_ckpt.pth'\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-08_15_05_darcy_pinn_32_darcy_-1_-1_64_32//150_ckpt.pth'\n",
-      "Loading test db for resolution 128 with 100 samples \n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-08_15_05_l1_32_darcy_-1_-1_64_32//150_ckpt.pth'\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-08_15_05_darcy_pinn_32_darcy_-1_-1_64_32//150_ckpt.pth'\n",
-      "Loading test db for resolution 16 with 100 samples \n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-08_15_05_l1_32_darcy_-1_-1_128_64//150_ckpt.pth'\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-08_15_05_darcy_pinn_32_darcy_-1_-1_128_64//150_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-08_15_05_l1_32_darcy_-1_-1_128_64//150_ckpt.pth'\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-08_15_05_darcy_pinn_32_darcy_-1_-1_128_64//150_ckpt.pth'\n",
-      "Loading test db for resolution 64 with 100 samples \n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-08_15_05_l1_32_darcy_-1_-1_128_64//150_ckpt.pth'\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-08_15_05_darcy_pinn_32_darcy_-1_-1_128_64//150_ckpt.pth'\n",
-      "Loading test db for resolution 128 with 100 samples \n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-08_15_05_l1_32_darcy_-1_-1_128_64//150_ckpt.pth'\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-08_15_05_darcy_pinn_32_darcy_-1_-1_128_64//150_ckpt.pth'\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 600x600 with 16 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "colors = ['red', 'green', 'blue', 'purple', 'brown', 'orange', 'pink']\n",
-    "ckpt_path = '/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts' \n",
-    "for epoch in [150]: # 0, 50, 100, 250, 500\n",
-    "    fig, axes = plt.subplots(\n",
-    "    nrows=4, ncols=4, sharey=True, sharex='col', figsize=(6, 6)\n",
-    "    )\n",
-    "    for x_idx, img_size in enumerate([16, 32, 64, 128]):\n",
-    "        for y_idx, test_size in enumerate([16, 32, 64, 128]):\n",
-    "            # get data\n",
-    "            data_kwargs = {\n",
-    "                'dataset_name': 'darcy',\n",
-    "                'filter_lim': -1,\n",
-    "                'img_size': test_size,\n",
-    "                'downsample_dim': -1,\n",
-    "                'train': False,\n",
-    "            }\n",
-    "\n",
-    "            dataset = get_dataset(**data_kwargs)\n",
-    "            samples = len(dataset)\n",
-    "            s = data_kwargs['img_size']\n",
-    "            dataloader = DataLoader(dataset, batch_size=32)\n",
-    "\n",
-    "            label_spectrum = get_energy_curve(\n",
-    "                    dataset[:samples]['y'].reshape(samples * 1, s, s)\n",
-    "                )\n",
-    "            x = np.linspace(1, s//2, s//2)\n",
-    "            axes[y_idx, x_idx].plot(\n",
-    "                    x,\n",
-    "                    label_spectrum,\n",
-    "                    label=f'Label',\n",
-    "                    color='purple',\n",
-    "                    linestyle=\":\",\n",
-    "                )\n",
-    "            for _y_idx, loss in enumerate(['l1', 'darcy_pinn']):\n",
-    "                loss_type = \"Data Loss\"\n",
-    "                col = \"green\"\n",
-    "                if \"pinn\" in loss:\n",
-    "                    loss_type = \"Data+Physics Loss\"\n",
-    "                    col = \"orange\"\n",
-    "                    \n",
-    "                max_mode = img_size // 2\n",
-    "                ckpt_dir = f'0001_1e-08_15_05_{loss}_32_darcy_-1_-1_{img_size}_{max_mode}'\n",
-    "                ckpt_pth = f'{ckpt_path}/{ckpt_dir}/'\n",
-    "                ckpt_name = f'{ckpt_pth}/train_stats.csv'\n",
-    "                # load model\n",
-    "                model = get_model(\n",
-    "                    model_name='FNO2D',\n",
-    "                    out_channels=1,\n",
-    "                    in_channels=1,\n",
-    "                    hidden_channels=32,\n",
-    "                    max_modes=max_mode,\n",
-    "                ).to(device)\n",
-    "                #ckpt_dict = load_latest_ckpt(ckpt_pth)\n",
-    "                ckpt_file = f\"{ckpt_pth}/{epoch}_ckpt.pth\"\n",
-    "                print(f\"{ckpt_file=}\")\n",
-    "                ckpt_dict = torch.load(\n",
-    "                    ckpt_file,\n",
-    "                    weights_only=False,\n",
-    "                )\n",
-    "                model.load_state_dict(ckpt_dict['model_state_dict'])\n",
-    "    \n",
-    "\n",
-    "                # get model pred\n",
-    "                model_preds_test = get_model_preds(\n",
-    "                    dataloader, model, device\n",
-    "                ).squeeze()\n",
-    "\n",
-    "                model_pred_spectrum = get_energy_curve(\n",
-    "                    model_preds_test.squeeze()\n",
-    "                )\n",
-    "\n",
-    "                axes[y_idx, x_idx].set_yscale('log')\n",
-    "                axes[y_idx, x_idx].plot(\n",
-    "                    x,\n",
-    "                    model_pred_spectrum,\n",
-    "                    label=f'{loss_type}',\n",
-    "                    color=col,\n",
-    "                )\n",
-    "                if y_idx == 2:\n",
-    "                    axes[y_idx, x_idx].set_xlabel(f'Wavenumber')\n",
-    "                if y_idx == 0:\n",
-    "                    axes[y_idx, x_idx].set_title(f\"Train Res {img_size}\")\n",
-    "                if x_idx == 0:\n",
-    "                    axes[y_idx, x_idx].set_ylabel(f'Energy \\n Test Res {test_size}')\n",
-    "                handles, labels = axes[y_idx, x_idx].get_legend_handles_labels()\n",
-    "            \n",
-    "    fig.legend(handles = handles , labels=labels,loc='upper center',\n",
-    "             bbox_to_anchor=(0.5, -0.0),fancybox=False, shadow=False, ncol=4)\n",
-    "    plt.tight_layout()\n",
-    "    plt.show()\n",
-    "    fig.savefig(\n",
-    "        f'{FIG_DIR}/pinn_vs_no_pinn_label_spectrums.pdf',\n",
-    "        bbox_inches='tight',\n",
-    "        dpi=300,\n",
-    "    )"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "19e61be0-904c-441c-a395-12ae37b78f93",
-   "metadata": {},
-   "source": [
-    "# Max Modes vs. Filter/Downsample Small Darcy"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 51,
-   "id": "894a149b-64e0-40f5-9144-c49176baee9c",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/tmp/ipykernel_75589/2929245417.py:33: UserWarning: Tight layout not applied. tight_layout cannot make Axes width small enough to accommodate all Axes decorations\n",
-      "  plt.tight_layout()\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 600x600 with 16 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "colors = ['red', 'green', 'blue', 'purple', 'brown', 'orange', 'pink']\n",
-    "\n",
-    "fig, axes = plt.subplots(\n",
-    "    nrows=4, ncols=4, sharey=True, sharex='col', figsize=(6, 6)\n",
-    ")\n",
-    "ckpt_path = '/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts'    \n",
-    "for x_idx, downsample_dim in enumerate([6, 8, 12, -1]):\n",
-    "    for y_idx, filter_lim in enumerate([3, 5, 10, -1]):\n",
-    "        for color_idx, max_mode in enumerate([4, 8, 16]):\n",
-    "            ckpt_dir = f'darcy_{downsample_dim}_{filter_lim}_32_0001_1e-08_15_05_l1_{max_mode}_32'\n",
-    "            ckpt_pth = f'{ckpt_path}/{ckpt_dir}/'\n",
-    "            ckpt_name = f'{ckpt_pth}/train_stats.csv'\n",
-    "            if not os.path.exists(ckpt_name):\n",
-    "                continue\n",
-    "            df = pd.read_csv(ckpt_name)\n",
-    "            for ylabel in [\n",
-    "                #'train_loss',\n",
-    "                'test',\n",
-    "            ]:\n",
-    "                sns.lineplot(\n",
-    "                    df, x='epoch', y=ylabel, label=f\"{max_mode=}\", ax=axes[y_idx, x_idx]\n",
-    "                )\n",
-    "                axes[y_idx, x_idx].get_legend().remove()\n",
-    "             \n",
-    "        if y_idx == 3:\n",
-    "            axes[y_idx, x_idx].set_xlabel(\n",
-    "                f'Epoch \\n downsample = {downsample_dim}'\n",
-    "            )\n",
-    "        if x_idx == 0:\n",
-    "            axes[y_idx, x_idx].set_ylabel(f'Loss \\n {filter_lim=}')\n",
-    "        \n",
-    "plt.legend(bbox_to_anchor=(-3, -1.5), loc='lower center', ncols=3)\n",
-    "plt.tight_layout()\n",
-    "plt.show()\n",
-    "fig.savefig(\n",
-    "    f'{FIG_DIR}/varried_filters_{epoch}_w_max_modes.pdf',\n",
-    "    bbox_inches='tight',\n",
-    "    dpi=300,\n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 39,
-   "id": "960cec6f-fa5f-456c-be6b-6d93a4b2bd9e",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/darcy_-1_3_32_0001_1e-08_15_05_l1_4_32//150_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/darcy_-1_5_32_0001_1e-08_15_05_l1_4_32//150_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/darcy_-1_10_32_0001_1e-08_15_05_l1_4_32//150_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n"
-     ]
-    },
-    {
-     "ename": "KeyboardInterrupt",
-     "evalue": "",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
-      "Cell \u001b[0;32mIn[39], line 82\u001b[0m\n\u001b[1;32m     73\u001b[0m \u001b[38;5;66;03m# get unfiltered label specturm\u001b[39;00m\n\u001b[1;32m     74\u001b[0m unfilter_data_kwargs \u001b[38;5;241m=\u001b[39m {\n\u001b[1;32m     75\u001b[0m     \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mdataset_name\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mdarcy\u001b[39m\u001b[38;5;124m'\u001b[39m,\n\u001b[1;32m     76\u001b[0m     \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mfilter_lim\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m1\u001b[39m,\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m     79\u001b[0m     \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtrain\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;28;01mFalse\u001b[39;00m,\n\u001b[1;32m     80\u001b[0m }\n\u001b[0;32m---> 82\u001b[0m unfilter_dataset \u001b[38;5;241m=\u001b[39m \u001b[43mget_dataset\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43munfilter_data_kwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m     83\u001b[0m unfilter_label_spectrum \u001b[38;5;241m=\u001b[39m get_energy_curve(\n\u001b[1;32m     84\u001b[0m     unfilter_dataset[:samples][\u001b[38;5;124m'\u001b[39m\u001b[38;5;124my\u001b[39m\u001b[38;5;124m'\u001b[39m]\u001b[38;5;241m.\u001b[39mreshape(samples \u001b[38;5;241m*\u001b[39m \u001b[38;5;241m1\u001b[39m, s, s)\n\u001b[1;32m     85\u001b[0m )\n\u001b[1;32m     86\u001b[0m x \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39mlinspace(\u001b[38;5;241m1\u001b[39m, s\u001b[38;5;241m/\u001b[39m\u001b[38;5;241m/\u001b[39m\u001b[38;5;241m2\u001b[39m, s\u001b[38;5;241m/\u001b[39m\u001b[38;5;241m/\u001b[39m\u001b[38;5;241m2\u001b[39m)\n",
-      "File \u001b[0;32m/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/data/utils.py:55\u001b[0m, in \u001b[0;36mget_dataset\u001b[0;34m(**data_args)\u001b[0m\n\u001b[1;32m     53\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m dataset_name \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mdarcy\u001b[39m\u001b[38;5;124m'\u001b[39m:\n\u001b[1;32m     54\u001b[0m     data_class \u001b[38;5;241m=\u001b[39m DarcyData\n\u001b[0;32m---> 55\u001b[0m     dataset \u001b[38;5;241m=\u001b[39m \u001b[43mdata_class\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m     56\u001b[0m \u001b[43m        \u001b[49m\u001b[43mn_train\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m1000\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m     57\u001b[0m \u001b[43m        \u001b[49m\u001b[43mtrain\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtrain\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m     58\u001b[0m \u001b[43m        \u001b[49m\u001b[43mtransform\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mdata_transforms\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m     59\u001b[0m \u001b[43m        \u001b[49m\u001b[43mimg_size\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mimg_size\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m     60\u001b[0m \u001b[43m    \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m     61\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m dataset_name \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mdarcy_pdebench\u001b[39m\u001b[38;5;124m'\u001b[39m:\n\u001b[1;32m     62\u001b[0m     dataset \u001b[38;5;241m=\u001b[39m DarcyPDEBench(\n\u001b[1;32m     63\u001b[0m         filename\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m2D_DarcyFlow_beta0.01_Train.hdf5\u001b[39m\u001b[38;5;124m'\u001b[39m,\n\u001b[1;32m     64\u001b[0m         \u001b[38;5;66;03m# initial_step=1,\u001b[39;00m\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m     72\u001b[0m         transform\u001b[38;5;241m=\u001b[39mdata_transforms,\n\u001b[1;32m     73\u001b[0m     )\n",
-      "File \u001b[0;32m/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/data/darcy.py:28\u001b[0m, in \u001b[0;36mDarcyData.__init__\u001b[0;34m(self, n_train, transform, train, img_size)\u001b[0m\n\u001b[1;32m     25\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mtrain \u001b[38;5;241m=\u001b[39m train\n\u001b[1;32m     27\u001b[0m root_dir \u001b[38;5;241m=\u001b[39m get_project_root() \u001b[38;5;241m/\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mneuralop/data/datasets/data\u001b[39m\u001b[38;5;124m'\u001b[39m\n\u001b[0;32m---> 28\u001b[0m data \u001b[38;5;241m=\u001b[39m \u001b[43mDarcyDataset\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m     29\u001b[0m \u001b[43m    \u001b[49m\u001b[43mroot_dir\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mroot_dir\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m     30\u001b[0m \u001b[43m    \u001b[49m\u001b[43mn_train\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mn_train\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m     31\u001b[0m \u001b[43m    \u001b[49m\u001b[43mn_tests\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m[\u001b[49m\u001b[38;5;241;43m100\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m100\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m100\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m100\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m     32\u001b[0m \u001b[43m    \u001b[49m\u001b[43mbatch_size\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m16\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m     33\u001b[0m \u001b[43m    \u001b[49m\u001b[43mtest_batch_sizes\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m[\u001b[49m\u001b[38;5;241;43m16\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m16\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m16\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m16\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m     34\u001b[0m \u001b[43m    \u001b[49m\u001b[43mtrain_resolution\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mimg_size\u001b[49m\u001b[43m,\u001b[49m\u001b[43m  \u001b[49m\u001b[38;5;66;43;03m# change res to download different data\u001b[39;49;00m\n\u001b[1;32m     35\u001b[0m \u001b[43m    \u001b[49m\u001b[43mtest_resolutions\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m[\u001b[49m\u001b[43mimg_size\u001b[49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m     36\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m     38\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdata \u001b[38;5;241m=\u001b[39m data\u001b[38;5;241m.\u001b[39mtest_dbs[img_size]\n\u001b[1;32m     39\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mtrain:\n",
-      "File \u001b[0;32m/pscratch/sd/m/mansisak/operator_aliasing/env/lib/python3.10/site-packages/neuralop/data/datasets/darcy.py:107\u001b[0m, in \u001b[0;36mDarcyDataset.__init__\u001b[0;34m(self, root_dir, n_train, n_tests, batch_size, test_batch_sizes, train_resolution, test_resolutions, encode_input, encode_output, encoding, channel_dim, subsampling_rate, download)\u001b[0m\n\u001b[1;32m    104\u001b[0m         \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mdarcy_train_\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mres\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m.pt\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;129;01min\u001b[39;00m already_downloaded_files \u001b[38;5;129;01mor\u001b[39;00m \\\n\u001b[1;32m    105\u001b[0m         \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mdarcy_test_\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mres\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m.pt\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;129;01min\u001b[39;00m already_downloaded_files:    \n\u001b[1;32m    106\u001b[0m             files_to_download\u001b[38;5;241m.\u001b[39mappend(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mdarcy_\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mres\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m.tgz\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m--> 107\u001b[0m     \u001b[43mdownload_from_zenodo_record\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrecord_id\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mzenodo_record_id\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    108\u001b[0m \u001b[43m                                \u001b[49m\u001b[43mroot\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mroot_dir\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    109\u001b[0m \u001b[43m                                \u001b[49m\u001b[43mfiles_to_download\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mfiles_to_download\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    111\u001b[0m \u001b[38;5;66;03m# once downloaded/if files already exist, init PTDataset\u001b[39;00m\n\u001b[1;32m    112\u001b[0m \u001b[38;5;28msuper\u001b[39m()\u001b[38;5;241m.\u001b[39m\u001b[38;5;21m__init__\u001b[39m(root_dir\u001b[38;5;241m=\u001b[39mroot_dir,\n\u001b[1;32m    113\u001b[0m                dataset_name\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mdarcy\u001b[39m\u001b[38;5;124m\"\u001b[39m,\n\u001b[1;32m    114\u001b[0m                n_train\u001b[38;5;241m=\u001b[39mn_train,\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    124\u001b[0m                input_subsampling_rate\u001b[38;5;241m=\u001b[39msubsampling_rate,\n\u001b[1;32m    125\u001b[0m                output_subsampling_rate\u001b[38;5;241m=\u001b[39msubsampling_rate)\n",
-      "File \u001b[0;32m/pscratch/sd/m/mansisak/operator_aliasing/env/lib/python3.10/site-packages/neuralop/data/datasets/web_utils.py:148\u001b[0m, in \u001b[0;36mdownload_from_zenodo_record\u001b[0;34m(record_id, root, files_to_download)\u001b[0m\n\u001b[1;32m    146\u001b[0m fname \u001b[38;5;241m=\u001b[39m file_record[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mkey\u001b[39m\u001b[38;5;124m'\u001b[39m]\n\u001b[1;32m    147\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m files_to_download \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;129;01mor\u001b[39;00m fname \u001b[38;5;129;01min\u001b[39;00m files_to_download:\n\u001b[0;32m--> 148\u001b[0m     \u001b[43mdownload_from_url\u001b[49m\u001b[43m(\u001b[49m\u001b[43murl\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mfile_record\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mlinks\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mself\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    149\u001b[0m \u001b[43m                      \u001b[49m\u001b[43mmd5\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mfile_record\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mchecksum\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;241;43m4\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;66;43;03m# md5 stored as 'md5:xxxxx'\u001b[39;49;00m\n\u001b[1;32m    150\u001b[0m \u001b[43m                      \u001b[49m\u001b[43msize\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mfile_record\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43msize\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    151\u001b[0m \u001b[43m                      \u001b[49m\u001b[43mroot\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mroot\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    152\u001b[0m \u001b[43m                      \u001b[49m\u001b[43mfilename\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mfname\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    153\u001b[0m \u001b[43m                      \u001b[49m\u001b[43mextract_tars\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mTrue\u001b[39;49;00m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m/pscratch/sd/m/mansisak/operator_aliasing/env/lib/python3.10/site-packages/neuralop/data/datasets/web_utils.py:89\u001b[0m, in \u001b[0;36mdownload_from_url\u001b[0;34m(url, root, filename, md5, size, chunk_size, extract_tars)\u001b[0m\n\u001b[1;32m     86\u001b[0m root\u001b[38;5;241m.\u001b[39mmkdir(parents\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m, exist_ok\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m)\n\u001b[1;32m     88\u001b[0m \u001b[38;5;66;03m# check if file is already present locally\u001b[39;00m\n\u001b[0;32m---> 89\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[43mcheck_integrity\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfpath\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmd5\u001b[49m\u001b[43m)\u001b[49m:\n\u001b[1;32m     90\u001b[0m     logger\u001b[38;5;241m.\u001b[39minfo(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mUsing downloaded and verified file: \u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;241m+\u001b[39m \u001b[38;5;28mstr\u001b[39m(fpath))\n\u001b[1;32m     91\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m\n",
-      "File \u001b[0;32m/pscratch/sd/m/mansisak/operator_aliasing/env/lib/python3.10/site-packages/neuralop/data/datasets/web_utils.py:44\u001b[0m, in \u001b[0;36mcheck_integrity\u001b[0;34m(fpath, md5)\u001b[0m\n\u001b[1;32m     42\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m md5 \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m     43\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;01mTrue\u001b[39;00m\n\u001b[0;32m---> 44\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mcheck_md5\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfpath\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmd5\u001b[49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m/pscratch/sd/m/mansisak/operator_aliasing/env/lib/python3.10/site-packages/neuralop/data/datasets/web_utils.py:35\u001b[0m, in \u001b[0;36mcheck_md5\u001b[0;34m(fpath, md5, **kwargs)\u001b[0m\n\u001b[1;32m     34\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21mcheck_md5\u001b[39m(fpath: Union[\u001b[38;5;28mstr\u001b[39m, Path], md5: \u001b[38;5;28mstr\u001b[39m, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs: Any) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m \u001b[38;5;28mbool\u001b[39m:\n\u001b[0;32m---> 35\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m md5 \u001b[38;5;241m==\u001b[39m \u001b[43mcalculate_md5\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfpath\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m/pscratch/sd/m/mansisak/operator_aliasing/env/lib/python3.10/site-packages/neuralop/data/datasets/web_utils.py:31\u001b[0m, in \u001b[0;36mcalculate_md5\u001b[0;34m(fpath, chunk_size)\u001b[0m\n\u001b[1;32m     29\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m \u001b[38;5;28mopen\u001b[39m(fpath, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mrb\u001b[39m\u001b[38;5;124m\"\u001b[39m) \u001b[38;5;28;01mas\u001b[39;00m f:\n\u001b[1;32m     30\u001b[0m     \u001b[38;5;28;01mwhile\u001b[39;00m chunk \u001b[38;5;241m:=\u001b[39m f\u001b[38;5;241m.\u001b[39mread(chunk_size):\n\u001b[0;32m---> 31\u001b[0m         \u001b[43mmd5\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mupdate\u001b[49m\u001b[43m(\u001b[49m\u001b[43mchunk\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m     32\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m md5\u001b[38;5;241m.\u001b[39mhexdigest()\n",
-      "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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/9x5n4uM5sHAhVXv0cHWTJJ84zDeOr4aRCQlbIH4pGYcWQdxS3DKPAReSaoCEI54cOViKxDM1KdVsCFUevpPQ8pdfFManXDlq3Xknte68k7TkZP755huiP/iATePHU7VnT3xDQx33PUREpNgqdJJ96UpJdrudunXr8tprr9GtW7c8Pzdq1KjCt06KTmYaqbtmcWbtx5RKXYGXRxpeNsANTh7x5vjpFni3HE6Ffr0t2Uvs5ulJ7X792BQVxY4vv1SSfa3JTIcT682k+uBCOLoMN8OcI3I+oc7MgOOHfYg/UIpTZ6viXrkTQc1uoOJdLahVseIVndbD15f6DzxAzJ9/Er9mDWtHj6bDRx856EuJiEhxVugke/LkyQ458cmTJ/nhhx/YvXs3zz77LEFBQaxbt46QkBAqVarkkHNIPoxM0vbNI3nlh/icWYKXVwqeAB6QnOjOng0hbFzWhD3bw6l7a1PadLzOkgn2ebXuvJMtn37K0ehojm3eTNlGjVzdJHGWjFQ4vgbi/yB9/2/YT/yNnbPAhaQ6LdXG0YOlOHKgFElptfCs1ong5m2pNrglpfLprS4Mm81Gi//+l7l33MHB33/n4OLFVO7UyWHHFxGR4skl61Bv3LiRrl27EhgYyL59+xg6dChBQUHMmDGD/fv3M23aNFc0K0+zZ8/m6aefJjMzk+eff54Hi/m4y/S41SQtGY33qXl4+5wxVzj3grPJbuzZVI7t65tApbuo3q0Z/LuVzM272DZjG9tmbKNym8q0faYtdW+ri93NWmXXfMqVo0qPHuz75Rd2fPUVbQtR0UYsLiMFjq3CiPuDjP3zsSesxk4qcOEfsdQzduIPlCL+gC9nqId3zS6Ua9mK2o80xyfYuRNyS9eqRf1Bg9g6cSJrR4+mwnXX4e7CeQoiIuJ6BUqyC7NkekGqi0RGRjJ48GDeffdd/M8vCQj07NmTe+65p0DnKSrp6elERkayePFiAgMDad68OX369Mm13reVGckxnFr6Dvz7NQEBR83E2gdSz9rZt6UsOzc2wQi7m4b3duK296vi5mH2Bza9vynxW+JZMXYFm77cxMEVB/nuju8oU7MM1z11HU3vb4pHKev0bte99172/fIL+3/9laaRkfiUK+fqJslVMOKWkr7qedwS12K3pWHjwj9aZ5PdiN9fiviDfqR4hFOqTifKd2xFo6ZN8bxkWFtRaPTII+z79VeSDx1iy2efEf7kk0XeBhERsY4CJdnjxo3Lenzs2DHeeOMNunfvTps2bQCzssj8+fMvO/HxYqtXr+bTTz/N8XqlSpWIjY0t0DGKyqpVq2jYsGHWEJYePXqwYMEC7r77bhe3rAAyz5K86kPORn9CGf9dBNiBALOKwsEdpdm5qQmZlQbScGB3bn6vEjZ77hdS5RuW57aJt9HlzS6silrFmv+t4cTuE8x9Yi47Z+9kwLwBRfu9LqNs48YER0RwNDqaXd9/T+PHHnN1k+QKZcYuxVjYBQ97OtjgTJIb8ft9OXIogLRSzfCt14XyPVsS3qQJHr6+rm4u7qVK0eKFF1j6xBNsmzSJarfcQmDNmq5uloiIuEiBkuyLV3K84447eO2113j88cezXhs+fDgff/wxCxcu5D//+U++x/Py8iIxMTHH6zt37qScg3sely5dynvvvcfatWs5fPgwM2fOzFHpJCoqivfee4/Y2FjCw8P56KOPaNWqFQAxMTHZxohXqlSJQ4cOObSNznBky0eU9vkKX68MfM916sUfKMU/62tzyvduGg29h66vVy5U2TS/Cn50fr0z7Ua0Y8PUDcx7ah675+8mdkMsFcIrOOmbFF6de+/laHQ0/0yfToMHH8TNkVUrpEgYx9eT+Vs33N3Sidntx99zw/GpfQNNHuxF09bNLPtnWqlTJ0JvuIGYJUtY88YbdJ40SQvViIhcowo9qHb+/Pm5rsh40003sXDhwgId49Zbb+W1114jLS0NMCcO7d+/n+eff5477rijsE26rOTkZMLDw4mKisr1/enTpxMZGcmoUaNYt24d4eHhdO/enfj4+Cs6X0pKComJidk2R7Pb7YSHhxMeHp7rctRJ236jrP80PLwySDrpwfrF1Zn/61MkNllDm6/WcdPE56l8XdgV/+fv6etJy8daUr9PfQDWfrr2qr6Po1W58UZ8ypfn7NGjHFiwwNXNKXJFEYMFYrNBSFlzy2NZ9VzjOHEn6XM64O6WQvx+H77/8A42rbiRVdM8+aLXHyx+eSmnYk4V4RcpOJvNRosXXsDN25u4VavYN2eOq5vkMpaJQ7mmKQ7FlQqdZJctW5affvopx+s//fRTgccpv//++yQlJVG+fHnOnDnDDTfcQK1atfD39+fNN98sbJMuq0ePHrzxxhv06dMn1/fHjh3L0KFDGTJkCA0aNGD8+PGUKlWKSZMmARAaGpqt5/rQoUOEXqYO7ujRowkMDMzawsLCHPp9wFyOunfv3vTu3Rt39+w3I4z0FNIX98fuBv9uK8vegCU0/ngn3b/8gFo96jt0smLzR5oDsPGLjaScSnHYca+W3cOD2v36AbDjq69c3JqiVxQxWCB2O9Srbm65XAzmGsfJB0j9uQ0ebkkcj/Vm1oTb6fvrm9zy2S2UrVuWlIQU/nrnL8ZVG8dP9//Eka1HivhL5c+vcuWsVUfXv/suqdfof+qWiUO5pikOxZUKvaz6lClTePDBB+nRowetW7cGYOXKlcybN48JEyYwePDgAh9r2bJlbNy4kaSkJJo1a0bXrl0L1fjCstls2YaLpKamUqpUKX744YdsQ0gGDRrEyZMn+emnn0hPT6d+/fr88ccfWRMfly9fnucFRUpKCikpFxLOxMREwsLCimwJ10Of9KRS4FzOJrux2306DYc49s7AxQzDIKpeFMd2HuOWT2+h+UPNnXauwjp77BizunQhMy2Nbt98Q3CTJq5uUjbOXNrX1TF4xc4eIWVGBF7EkHjMkx8+upWbvv6Q0BbmRa2RabBz9k6Wv7ec/cv2Z32s9s21ufmTmwkMK/rJjnnJSE1l7h13kLhnD7XvvpuWL73k6iblSnEoVqA4FCtwRhwWultz8ODB/PXXXwQEBDBjxgxmzJhBQEAAy5YtK1SCDdCuXTsee+wxnnvuOacn2Lk5evQoGRkZhISEZHs9JCQkawKmu7s777//Pp06dSIiIoKnn376sj32Xl5eBAQE8MUXX3DdddfRpUsXh7fbMAxSU1NJTU3l4mukxPU/UdF/LgDr1/Sg4cDe5nLSTmKz2Wj+sJlYrxm/hkJerzmVd9myVLv5ZgC25DLJtiQrihgsEMMwZ9lmZOQah9niOOUkKbPa4EUMyQnuzPr0Rm6cMjYrwQaw2W3UvbUuQ/4cwgMrHqD+7fXBBv/M+Yef7/+5KL9Zvtw8PbMS63++/ZZjmze7uEVFzzJxKNc0xaG4UqF7sh1l0aJFfPDBB2zbtg2A+vXr89RTTzk12b60J/v8pMbly5dnVUoBeO6551iyZAkrV6686nM648ooNTWV0edqQJ9fjtpIO03ipyEEBiWxZ3N5PBr8zPa4MnR9siY290Iuq14Ip4+dZmylsWSkZPDgqgep1NI6Cwkl7NrFr3fcgZGeTvtx4wi78UZXNymLM3tuXHmubDIyYNl683Euy6qfj2N3WxpP1/8F77SNnE12Y+b/buC6sZ9TvVP1fE8RtzGOz1p8RmZaJoMWD6Jax2pO+CJXbvnzz7Nv9myCGjak2zffYHdz3t/FK3FNxKFYnuJQrMBlPdkXTxS4dALBlUwo+N///sdNN92Ev78/Tz75JE8++SQBAQH07NkzzwmKzhAcHIybmxtxcXHZXo+Li6NChaurlhEVFUWDBg1o2bLlVR2noGI+7UVgUBJnTrlzoOwE2kY2pdszdZg5y7nnLVW2FA3vbAiYvdlWElirFg3uvx+ANW++ec2NjS3qGLwSdjLoF/Ql3mkbST1rZ87E1rR4638FSrABQpqEZA1T+v3F3y11NwWg6TPP4OHvz/EtW9j55Zeubo5LFIc4lJJPcSiuUKAku0yZMlnVNkqXLk2ZMmVybOdfL4i33nqLDz74gG+++Ybhw4czfPhwvv76az744APeeuutK/82heTp6Unz5s1ZtGhR1muZmZksWrQoW8/2lRg2bBhbt25l9erVV9vMfCWsmk5omd8B+HvlbfR7rxcHj5glziZOcv6qjOcnQG7+ZjNnT551+vkKo9Ejj+BfrRpnjhwh+qJ679eCoozBK3VLwExqBf1LepqNeVOa0vD5z6jdo26hjtH+hfa4e7tzYPkBds3d5aSWXhmfcuVoGhkJQPS4cZz85x8Xt6joFYc4lJJPcSiuUKAM7PfffycoKAiAxYsX8/vvv+fYzr9eECdPnsy1DGC3bt1ISEgoRPPzl5SURHR0NNHR0QDs3buX6Oho9u83J05FRkYyYcIEpk6dyrZt23j00UdJTk5myJAhDm2Hsxipp7CvuR+bDf6JrsiAn78kLs5GnTAz2Z2/AC7pqHe4sLZhlG9UnvQz6Wz8cqNzT1ZIbl5etHrlFQB2TZ9O/FprlRu8lhlJewkvZ45VXvR1Q6o//Bn1+jQs9HH8Q/1p+bjZO/X7S79jZFqrN7vmnXcSesMNZKamsvy558hITXV1k0REpAgUKMm+4YYbskps3XDDDZfdCuLWW29l5syZOV7/6aefuOWWWwrR/PytWbOGpk2b0rRpU8BMqps2bcrLL78MQL9+/RgzZgwvv/wyERERREdHM2/evByTIQurqG5NHfn8VvxLnyY50YNhX0wj5pg3LVsYrIjaRqv6SWRk2Pj2W6c2wZwA+Yg1J0AChLRsSc1z9ddXvfLKNZPkWP32aPJvL2G3w+E9fpS5LYrG9za74mO1e74dnv6exK6PZdvMbQ5s5dWz2Wy0fu01vIKCOLlzJxv/7/9c3aQiZfU4lGuD4lBcodATH+fNm4efnx/t2rUDzMCdMGECDRo0ICoqKs8hI/930X8siYmJjBkzhuuvvz5rWMbff//NX3/9xdNPP81LFi13dSWcOfGxVspm7m30AwDj/3cPj/71FddfD3N+ziBw03o+nlGOJ/6vKs2agbM7cM8mnGVs6FjSTqcx5M8hVGlXxbknLKTUhARm9+rF2WPHaPTYYzQZNsyl7bkmJvpcbuJj+mlSppXByzuVX79uRdcZf+J5las4Lh61mKWvLSW4fjCPbnrUoTXhHeHg77+z9IknwGajy6RJhJxbVdaVrok4FMtTHIoVWKKE37PPPps1wXHTpk1ERkbSs2dP9u7dS+S5sYe5+eCDD7K2iRMnUqZMGbZu3crEiROZOHEiW7ZsoXTp0lmLwBR3zr5q9jTOcGvlXwDYsrIyT/w1mU6dYN48CDxXLrh/5xO4uxusWwdbtzqlGVm8A71pdHcjwHorQAJ4BgbS/IUXANj62Wck7LLW2F1nsHLPzenV/4eXdypJJz3YYL/eIcdsE9kG7zLeHN12lE1fb3LIMR2pcufO1OzbFwyDFSNHXjMTca0ch3LtUByKKxS6J9vPz4/NmzdTrVo1XnnlFTZv3swPP/zAunXr6NmzZ1Z9aTE548ooPT2d3aObULfmNpJOeNJpxEKC27Vnxgzw8QEyM2HbXgBuG1mDn3+xMWIEnKv65zQxa2KY0HICbl5uRB6MpFRwKeeesJAMw2DJsGHELFlCcEQEN37xBbZcViIsCtdEz81FcUj9i1Z9NAxOTSiPv99RVs6txb4eb3DHXXfkWL30Six7exmLRi6iTI0yDNs+DDcPa5XMS0tOZm7fviTt30/Vm2/m+nffdWl7rok4FMtTHIoVWKIn29PTk9OnTwOwcOFCunXrBkBQUFCBS/jJVUo5Sa1q2wH4fOq9VOrSnlmzziXYYCYzDWtCw5rcN9AGwJdfmjmPM4W2CKVis4pkpGQQPTXauSe7AjabjZb//S/upUpxNDqaXd9/7+omlWx2O5TxAX+PbMuqp++fj7/fUdJTbST6PUi/e/o5JMEGaPVEK3xDfDmx5wTrJ613yDEdycPXl7Zvv43NzY1/58xh35w5rm6SiIg4SaGT7Hbt2hEZGcnrr7/OqlWruPncqno7d+6kcuXKBT7OwYMH+d///seIESOIjIzMtpUEzrw1dejHsbi5GSQc82Jl2Cd8/z14eeW+7y23QOnScPAg/PGHw5uSw/kJkGs/XWu5CZAAvhUrEv7UUwBEjx3LaWeXXnEhl98e/e47qFULmjSBi6oGnVpoDtvZvSGYVi887NBTevp60v6F9gAsfX0p6WfTHXp8RwgOD6fhw+b3Xv366yQfPuziFjmXy+NQBMWhuEahk+yPP/4Yd3d3fvjhBz755BMqVTJX+Js7d26uZflys2jRIurWrcsnn3zC+++/z+LFi5k8eTKTJk3KKrVX3DmzJmf6nlkA/LO1Gl9M98LDI+99vb3hrrvMx1984fCm5ND47sZ4+nty/J/j7Fu8z/knvAK1+/enbJMmpCUlsaYI67IXNZfVhc3MhJdegn794MwZM8GePx8AI2kfgV5mD/Pu/TcRGFba4adv/lBzAioHcOrQKcstkHReo4ceomzjxqSdOsXfL7yA4ezbTC6k+sRiBYpDcYVCJ9lVqlRh9uzZbNiwgQceeCDr9Q8++CBbBZHLGTlyJM888wybNm3C29ubH3/8kQMHDnDDDTdw5513FrZJ1xYjk9BK5qS9v3a0JTMzl3J0GRmwZI25ZWQwcKD58g8/wLmRPk7j6edJkwFNAOutAHme3c2N1q++is3dnYMLF3Lgt99c3aSSIzEReveGN980r/D+WG1u8+YBZi/2+bJ9NQZH8uqrr/Lqq6+S6sCyiu7e7nR4uQMAf771J6lJ1ivZaPfwoM077+Dm40PcqlVsnzbN1U0SEREHu6JZX7t37+all17i7rvvzloJcu7cuWzZsqVAn9+2bRsDz2V+7u7unDlzBj8/P1577TXeeeedK2nSNeP4iu/x8U0j9ayddd5tC/SZtm2hRg1ISoJZs5zbPoDmD5tDRrbP3E5SbJLzT3gFStepk7Xk+vKRIzU21hF27YI2beCXX8zxSxMmXHhv/nxIOYX3iR8B2LI2nOrd6jutKRGDIyhTswynj5xm5f+tdNp5rkZA1ao0f+45ADaMG8eJbdaq7y0iIlen0En2kiVLaNy4MStXrmTGjBkkJZlJ1IYNGxg1alSBjuHr65vVc1WxYkV2796d9d7Ro0cL2yRLctb4r6OLPwNg/z/lqND4WIE+Y7PBgAHm46LoMKsQXoHKbSqTmZ7J+snWm3x2XqNHHqHi9deTceYMy597jrXvvENmuvXG8F6pIh2D+Ntv0KqVWSsyNBSWLoW7777w/vHjnJ09Ek8vs2xfqdaR2Gw2pzXHzcONjq92BGD5e8s5e/Ks0851NbJWg0xLY/Ejj5C4d6+rm+RwGgsrVqA4FFcodJI9YsQI3njjDX777bdsi0d07tyZv//+u0DHuO6661i2bBkAPXv25Omnn+bNN9/k/vvv57rrritskyzJWeO/gnzMIRhrtkSQWqrg5RLvu8/8+dtvUBTzrFo80gKAtePXknY6zfknvAJuXl7c8MknNBg6FIAd06bx+4MPcvZYwS5erK5IxiAaBnzwAdx0E5w4Aa1bw5o1ZsKdfUfSY8xJAVv/rkqLJxy7smtuGvVvRLkG5Th78ixL31zq9PNdCZvNRpu33qJ0nTqcPXqURfffz6l//3V1sxxKY2HFChSH4gqFTrI3bdpEnz59crxevnz5AvdCjx07ltatWwPw6quv0qVLF6ZPn061atWYOHFiYZt0zUiJ20FwhUQMA6Yeq8H/8X/8uf/PAn22Vi3zTn5mJnzzjZMbCjS4swF+Ff1I2J/Ab89bd8yz3c2NiKeeov24cbiXKkX86tXMu+sujm7c6OqmWZ9hwEMPQWSkGViDBpklbCpWzLFrRj0Dv7KJpKfaOGYfgKfv1a3uWBB2Nzud3+oMwIoxKyxZVhLAq3RpOk+cSGCtWpyJj2fR/feTdOCAq5slIiJXqdBJdunSpTmcS1fo+vXrsyqN5KdGjRo0aWJOjvP19WX8+PFs3LiR6dOn43G5UhnXuEM/vgfAkQN+zG+0lEwyGTBrALFJBevRPj8BsiiGjHj4eHDb5NsAWP3xanbNs/YKi2E33kj3b78loHp1TsfGsnDgQHb/+KOrm2VtS5bA55+bNbA/+AAmTzYnO+YiqZtZB3v3hmBavvBokTWx3m31aPusOXfh5wd+tmwcegcF0XniRAJq1DDjb8gQkg4dcnWzRETkKhQ6ye7fvz/PP/88sbGx2Gw2MjMz+euvv3jmmWeyJjNeqS1bthAWFnZVxyjJ3E8sAGDLltoYFc1JprHJsdz9492kZ+Y/lviuu8DTEzZsgE1FsOp0re61aPm4Of7tpyE/cfqok0ubXKXAmjXp/u23VO7cmcy0NFa+/DKrXn2VDAdWvihRZs40fw4cCE89ZQ7+z4WRFoN/Y/PPftf6VgTXKV9EDTR1fbsrje9tjJFh8F3f74hZE1Ok5y8on+BgukyahH+1apw+fJhFQ4aQHGPNtoqISP4KnWS/9dZb1KtXj7CwMJKSkmjQoAEdOnSgbdu2vPjii85oY7Hk6EkWRmoyoZXNnq2f9zYBGwwpNwRfD1/+2PcHLy9++cLONhsEBZrbRYlPUBCcWzuoSGpmA9z4zo0E1w8mKTaJ2Q/PtuQCNRfz8POj/Ycf0mT4cLDZ2PXddyy45x5iCzjfwEqcOtHHMC6Uqsll+BiQFYdJcZPPle3zpUaST9bbdrud2rVrU7t2bexOXN7eZrdx26TbqNG1BmnJaXx989cc333caee7Gj7lytFl0iT8qlQh+dAhFt1/P6djCz73woo04UysQHEormAzrjDrOXDgAJs2bSIpKYmmTZtSu3btq27Mhg0baNasGRkZGVd9LKtITEwkMDCQhIQEAgICrvg48XM/oPyJSJITPAhd0J3ADhvY99Q+vt/yPf1/7A/Az/1/plfdXpc9zqxZZk4UGgr794Ob2xU3qcAOrzvM560/JzM9k9sm30bE4Ajnn9QBYv78k+XPPUdqYiIAIdddR8RTT1G2ceOrPraj4sJl51q/Hpo1g1Kl4OhR8PHJfb/006R+WQZPz1R+m9SErn/uwHb8GPj6OqYdhZCSmMKUG6YQGx1LmZpleGD5A/iWL/p2FMTp2FgWDh5M0oED+FetSpcpUyhV3vF3AIp9HEqJoDgUK3BGbFxx91FYWBg9e/bkrrvuonbt2syYMSNrnLU43qm1XwGwe1soiQ0WcW/je7Hb7PRr1I8nWj0BwMBZA9l74vIlwHr2NHu0Y2Lg99+d3mwAKjarSKfXOwEw94m5nNhzomhOfJVC27fn5l9+oc6AAdjd3Yn7+2/m9+/Pn08+ScJFZSevSed7sbt3zzvBBlI2jcfTM5WkEx54bg7GlpoCixYVTRsv4RXgxb1z76V0tdKc2H2Cr2/+2pIL1QCUqlCBLpMm4VupEqf+/Zff77+f0+fWJBARkeKhUEn2p59+St++fbnnnntYudJc4OH333+nadOm3HfffVx//fWX/fzGjRsvu+3YsePKv0lJZhiElN0MwJKt4eB5hgFNBmS9PabbGFpXas3Jsyfp+31fzqbnXRPY0xP6mx3fRTZkBKDts22p0r4KqUmpzBw4k8z04rGMtE9wMC1GjuSWX3+l+m23YbPbObBwIb/27s3fL7107Y6ZPZ9k9+6d5y7pGWmcWGEOY9r6dxitb2tkvjF7tnPbdhl+FfwYMH8APmV9iFkTw/d3fU9GmjXvnPmGhtJl8mRKVaxI4t69/NKzJ6vfeINT+/e7umkiIlIABR4u8vbbb/Pyyy/TpEkTtm/fjmEYvPjii3z00Uc8+eSTPPzww5QpU+ayx7Db7dhstlzH5Z5/3WazabjIJU7vXEypNZ1JT7PR9PP7cbt3DXcdvwuAZ555Bk9PT/Yn7KfZp804duYYjzR7mE9KP2R+uG14jjEhf/9tlvMrVQri4sDP76q+YoGd3HeST5p8QuqpVDq90YkOL3YomhM70Mldu9j4f//HwXO9sXYPD2rcfjuVO3WifPPmuJcqVaDjFOvbo3v2QM2aZlzFx5u3RnLx61+v0PPfV0lPs/Hip+3p9p+edLlrhFni79AhUtPSGDNmDHAhjovKwZUHmdppKuln0okYHMGtk2516uI4V+PU/v389cwzHD+/oq7NRuUuXag/eDDlmja9qmMX6ziUEkNxKFbg0uEikydPZsKECaxZs4a5c+dy5swZli9fzq5duxgxYkS+CTbA3r172bNnD3v37s2xnX99z549V/WFSqLYXz8EIGZ3GTY3W8jdDe8mLS2NtLQLi7xUCazCV7d/hQ0b49d9ypcxs83axblo3Rpq14bTp+GHH4rkKwBQulppen7cE4AlryyxbJWHyyldqxYd/u//6PbNN4S0akVmWhq7pk/nj0ce4Ye2bVk4eDBbPvuMY5s2kVmCLhazOd+LfcMNeSbYmUYmqSuiADi4M5Avmmznpu0vMaGNp7ka0npzJdBL47ioVG5dmTu/uxObm43oKdEs/u/iIm9DQflXqUL36dPpPHEioR06gGFwcOFCfhswgPn33MP++fNLbqyJiBRjBU6y9+/fT+fO5sIO7du3x8PDg1dffRXfQkxgqlq1aoE2yc4v3Vwdc93m+tjLHqBfg3657te9VndevsG8Pf/wztFsTsq9JrDNBg88YD5+800oyhynyX1NaHBnAzLTM5kxYIZlV4PMT3CTJnSeNInOEydS84478A0NJTMtjfjVq9nw4YfM79+fGe3bsywykl3ff8/puDhXN9lxCjBU5Mct39Mp4CQAuzfXpfONXUnPTOeh7qk8dyNk/vKz05uZnzq31OGW8ebKk3+++Ser/2fdleBsNhsVrruOjp98ws0//UTNO+7A7uHBsQ0bWBYZyS89e7Lxo484+PvvnI6NtXwVHxGRa0GBk+yUlBS8L1powtPTk6A8erHEceWCMk4dolxFc5nvbw40oEv1LoT6h+a5/387/Jcbq3fldOZZ+m4ZQVJqUq77DRsGISGwa5e5nkhRsdls3DL+FvxD/Tm24xgLnl1QdCd3sPOJT+vXXuPWBQu45ddfafHSS1Tu0gUPPz9SExLYP38+q155hf0Liv57OqVkVXw8/PWX+fi223LdxTAMfvtrJIF+6aSesWP3u5UvbpvKqx1fBeC966Fv7IckpyY7rl1XqNmDzej4WkcAfn38V7b+sNW1DSqAwFq1aP3aa9y2cCGNHnkEr9KlST54kM3jx7P0iSeY1aULM2+4gcUPP8yGDz/kwMKFJMfEuCzxVuk0sQLFobhCgcdk2+12HnroIUqdG3MaFRXFgAEDCAwMzLbf2LFjHd/KYuxqx/jEfPssoZljOH7Yh9B1rfnsuSH0r9+f0aNHAzBy5MgcY1mPJMbS7H/hHEyJ58NuHzC8zVO5HjsqCh5/HCpUMJPtoqyqtvu33XzZ7UsAOvy3Ax1f7WjZMbFXIjM9nWObNhG7YgWxy5fT6tVXCaxZM+v9YjsGceJEePBBs3zf2rW57vLLjl+wzbqLW8LOsnNtMOVb/UDpvu3AzY2v//wfQxYMI9UdmpVtTMdjNxJAQK5xXFQMw2DOY3NYO34tbp5uDFgwgGo3VHNJW65E+pkz/Dt3LkfWruX41q0k7N6NkcvwEa/SpekydSqla9XKeq3YxqGUKIpDsQJnxIZ7QXfs0KFDtuofbdu2zTF+uiQlSVaRtucnqAbbt1TDVnctferlf5u9nG85ngsbyPBdY/hi01d5JtlDh8LYseY8tnHjoCjXEqp5Y006v9mZ31/8naWvLyVhfwK9PuuFm2cRFO4uAnZ3d8o1bUq5pk1p/Nhjrm6O4+QzVMQwDN5e+ioLy5ml8fZubUydWy9cvd3T/jGqvvERvcO3s45N7OJf7uEeJzf68mw2Gz0/7klybDLbZ23n29u+ZcifQwhpHOLSdhWUu48PNW+/nZq33w5A+tmznNy5kxNbt3J861aOb9nCyV27SE1MxC8077tgIiLiWAVOsv/44w8nNkNylZlGxQrmhcyCHRH0uTkCfy9/UguwzHf/8t2I3P0Baw6vYduRbdQvVz/HPp6e8MYbcM898O678MgjULasw79Fntq/0B7f8r7MfmQ2G6Zu4FTMKe764S68AryKrhFScElJ8Ntv5uM8Vnn8bc9vhB5fi08YnE50xzvklhz7XH/93awcN4qeD/uzwzuRSUwiMiGS2uWufkGrK2V3s3P717fzZbcv2b9sP1/d9BUPrHiAwCqB+X/YYty9vQlu0oTgi9YtyEhN5dS+fQWufiMiIlfPeWsZF9Dbb7/NyZMnXd0MS0pY/S2e3hmcTXZjopc79zW5DzB73s5PEs397oGNcuXC6BFilsj7YmPeBbH79YOmTSExEd56yxnf4vKaPdiMu3+5Gw9fD/b8tofJHSaTeCix6Bsi+Zs/H1JSzPJ9DRvmeNswDF5f+jqPu5kXSXs2BdP0no4Q6AdcFKe33EKNE/DnJBtVPaqSSipTNkwpkq9wOR4+HvT/uT/lGpbjVMwpvuz+JaePnXZ1sxzCzdOT0nXquLoZIiLXFJcn2W+99RbHjx93dTMs6fif5ozEfdvLc6bdam6seSMAHh4eDB48mMGDB+Ph4ZHzg252iKjHwPbmMIUvN35JppF7OT+7Hc4N7+bjj82l1ota7R61GbxkML4hvsRtiGNim4nEb9HqdpZz8VCRXC7ulv67lA0Hl3F9efNOy769rQno1gwi6pkxeV7TphAaSrn4RN6uZg4V+XJz3jFalHzK+HDv3HsJqBzA0e1H+abXN8W2Ao6IiLiWy5Ps4lBqqk+fPpQpU4a+ffsW6XmDvM2JZX9vasy9bbrhbi/w6B4AbqlzC4FegRxIPMCSfUvy3K9bN+jYEVJTYdSoq2nxlQttHsoDKx6gbN2yJB5IZNL1k9i7+PJLxEsRSku7sFJjHuOx3/jzDe72tuHubpBw1JMy7QblfiybDW6+2TzU3ycJ9Apkf8J+Fu+1Rq3qwLBA7p13L96lvTm44iA/3v1jsVmhVERErMPlSXZx8OSTTzJt2rQiPWdqXDSBQclkZMC04zWyLaNeUN7u3vRraNbUnrYx7/bbbPD22+bjadPg/MJyRa1M9TI8sPwBwq4PIyUhhS+7f8mmrze5pjGS3ZIlcPIklC9vLhd6ib8P/s3CPQt5xN2sELJ7QwhNH+qe9/FuMcdqe8+ex92N+gMwOXqyw5t9pco3LM/dv9yNu7c7O37ewS9DfyH9bLqrmyUiIsVIgZLs22+/ncREc5zstGnTSElJcVgDtm7davkFaDp27Ii/v3+RnjN+zjgA4vYF8G+HOFqEtsh6LzU1lffee4/33nsv90mQGRmwPBqWRzOw8b0A/LD1B06n5T2+tHVruP12c5HIF15w5DcpHJ8gHwYuHEiDvg3ITMtkxr0z+PnBnzlz/IzrGiUXhorcequ5nPol3lj6BiFuEF7O/Ldh/6F2lCrjRfrSaNKXRpsxebEuXUj18+O9vn1x32D+MzRj2wwSziY48UsUTpV2Vbjjmzuw2c1VIceHj2ffkn2ubpaIiBQTBUqyZ8+eTXKyuXDEkCFDSEhw3H+EYWFhuOXyn3ZBLV26lF69ehEaGorNZmPW+WTgIlFRUVSrVg1vb29at27NqlWrrqLFRcPtmFnFYfOm2gy+rVmOCY6nT5/m9OnLTMpKS4e0dNpWbkuNMjVISk1i1vZZlz3nm2+aY7R//vnCeiOu4O7tTt/pfWnzjNljun7iej6u9zEbv9pYLIYXlTiGcdnSfesOr2POP3MY7GPHboejh3yo2H0gSUkQMaguZW5qzNCHbfz9t3kowCzKfsMNnPb1pWx6eeqVrceZ9DN8t+W7ovpWBVKvdz36zeqHX0U/ju08xtSOU/l56M+cOaGLPhERubwCJdn16tVj5MiRTJ06FcMw+O6775g2bVquW1FLTk4mPDycqKioXN+fPn06kZGRjBo1inXr1hEeHk737t2Jj78wsS4iIoJGjRrl2GJiYorqa2RjpJwgpMJhAGbtbsq9Ta68jrDNZsuqSjJtw+X/fOrVg/vvNx+PGHFRQuQCNruNbu91Y8ifQyjXoBynj5xm5oCZfHXTVxzfrYmyRWrNGjh0yEyMu3TJ8fabf74JwDBf827PP+srEj6kI/992caWfT4knXHj84l22rSBRo3g/ffNhSPp0QMAGzYGNhkIYIkqI5eq26suw7YOo/nDzQFY//l6oupHseW7LbroExGRPBVoJt348eOJjIxkzpw52Gw2XnrppVxLx9lsNgYOHOjwRl5Ojx496HHuP+vcjB07lqFDhzJkyBDA/C5z5sxh0qRJjBgxAoDo6GiHtSclJSXbcJrzw2wK48TvHxLkZnDyiBdr6gdRo0yNq2rTgCYDeHXJq/y25zcOnzpMRf+Kee77yivw5ZewbBnMmZM1dNZlqrSrwsPrH+av9/5i6etL2b1gN580+oQOL3eg7TNtcfMoGYvXOJIjYjCb873YPXqAt3e2t7bEb2HGthnU9ICwgAQyM+Hwsc7Yd3jz4UdmAvr+YwfYcKoS3/9gZ+tWeOYZ8yLu5k6D8C33MzVr7uKO4Jt56fSHLI+O48dF+wiyVyMhARISwM8PevUy67q7indpb24ZfwuN723M7Idmc3T7UX7o9wN1vqhDz6iexbKetrM5PA5FroDiUFypQD3Zbdu25e+//+bIkSMYhsHOnTs5ceJEjs1qpfhSU1NZu3YtXbt2zXrNbrfTtWtXVqxY4ZRzjh49msDAwKwtLCys0Mc4u8Vcbnx7dDXuGXr1tW1rBdWibVhbMo1Mvt709WX3rVQJhg83H48cmXMorSu4ebrR4cUOPLrpUap3rk762XR+f+F3Pmv2GQdWHHB18yzHETGYzfkkO5cFaM73Yr9TsS4AsXt9qXzrAIYOBcOwMeDGY0TeFcfUyQaHD8P48dCqFaSnw0+/+fH11/fwxhsvUbdhEzLfjYWPdtG3azU6dzZPN3gw9O1rzhc4e/bqvoYjVG1flYejH+aGUTdg97Czc/ZO/tfwfyx/f7nmDVzC4XEocgUUh+JKha4usnfvXsqVK+eMtjjc0aNHycjIICQk+/LIISEhxMbGFvg4Xbt25c477+TXX3+lcuXKl03QR44cSUJCAmPGjKFu3brUqlWrUG02UhMJKW+u8jh7UxsGtsp9Zb3COj9k5HIL05w3YgSULg2bN8Nnnznk9A5RtnZZ7lt4H72n9aZUcCniN8cz6fpJ/PTATyTFJbm6eZZxtTGYzc6dsHUruLtDz57Z3tp3ch/Tt0wHoLtxFIB/1oexIO46Nm2C4GCDD4ZduAgKDISHH4aVK2HjRnjiiQx8fE5jGBf9M+R5CntALPXrG1x3nVle0sfHvKvSuzecsUAe6+7lTsdXOvJI9COEXR9GalIqvz3zG2NCxvDlTV+ybuK6ErOIzdVwaByKXCHFobhS4QovA1WrVuXkyZNMnDiRbdu2AdCgQQMeeOABAgPzvmUaGRlZ4HOMHTu2sM1yqoULFxZ4Xy8vL7y8vHj66ad5+umnSUxMvOzv5VInl/yPMu4Gicc8WVazDm/4BF1Jk3O4q+FdPDnvSTbEbWBD7AbCK4TnuW+ZMmYv9vPPw2OPwZEj8NJL5qRIV7PZbITfF07tHrX57dnfiJ4STfSkaLb9sI0bRt1Aq8db4eZ5bQ8hudoYzOann8yfnTqZV14X+WLDF2QamTxSvSV+7qtJT7Nx8EQ3Xn/HXPHxww8MgkvnXvaucWMYMyaDwMD3SUryY8THo/Hf9hdhM67j+JnjfHDvPLrXMksALl5sDluaP9/8+fPP5vBwVyvXoBxDlg5h3cR1rP54NXEb49g9fze75+9m9sOzqdGlBg3ubEC93vUoFXztLWfu0DgUuUKKQ3GlQifZa9asoXv37vj4+NCqVSsAPvjgA9566y0WLFhAs2bNcv3c+vXrsz1ft24d6enp1K1r3mbeuXMnbm5uNG/evLBNylNwcDBubm7ExcVlez0uLo4KFSo47Dy5iYqKIioqioxCjrdIjp5CmUqwY0MVBgyvnes+NpuN0NDQrMe57AH+pS48BoJ8guhVpxc/bvuRLzZ+cdkkGyAyEg4ehI8+Mheo2bgRpkwxx8daQangUtw2+TaaDW3G3OFzObz2MAueXsDaz9Zy07ibqHWTeiuuNAazmTnT/HlJVRHDMLJqrz/u6wspcGinP3Ni+5Oaag7fvrs/sDF7HF7MZrNRpUoF2L6dIE7g8cOP3NPkHj5e/TGToydnJdmdOsG8eWZH+u+/mz9nz4YirqqZK5vdRvOhzWk+tDnHdh5jy/db2Pr9VuI2xLF7wW52L9jN7EdmU+2GaoS1C6NSy0qEtgjFr4JF/iIVAYfEochVUhyKK9iMQk6Pb9++PbVq1WLChAm4u5s5enp6Og8++CB79uxh6dKl+R5j7Nix/PHHH0ydOpUyZcoAcOLECYYMGUL79u15+umnr+CrmP9pz5w5k94XJQStW7emVatWfPTRRwBkZmZSpUoVHn/88ayJj850/qo5ISGBgICAy+5rpCWR8XUg7h6ZvPbhACL//AQ/T8f9Z/zT9p/oPb03FfwqcOA/Bwq0guTEifDoo+aCf40bmx2b1as7rEkOYWQarJ+8nkUjF3H6iHmbvk6vOnQf252gWo65E+BohYkLl53r8GFzkL5hmFdclSplvbXiwAraTmqLv0cpjlRyw8vjFAu+bMItc9fg6evBli1Q4PL3EyfCgw9Cgwas+20azSe0wMvNi8NPH6aMT5kL51wBN90EiYnQti3MnQtO/tVdsWP/HGPrD1vZ+v1WYtfnHJoWUDmA0JahhLYIzfrpU8anyNtZLOJQSjzFoViBM2Kj0AMA1qxZw/PPP5+VYAO4u7vz3HPPsWbNmgId4/3332f06NFZCTZAmTJleOONN3j//fcL1Z6kpCSio6OzKoTs3buX6Oho9u/fD5jDVCZMmMDUqVPZtm0bjz76KMnJyVnVRqwk4a9PcffI5NQJD5ZXa+LQBBugR+0elPUpS2xSLIv2LCrQZx54AP74A0JCYNMmaNnSvH1vJTa7jWYPNOOJnU9w3X+uw+5uZ+cv5oS0hSMWknLKcYsnXVNmzzYT7JYtsyXYcGFs/8jabfHyOEXKGTu/r7mZNDx4661CJNgAd9wBXl6wdStN4+w0Lt+YlIwUvt38bbbd2rSBhQvNUSvLl8ONN5qLUFpR2dplaT+yPQ+ve5gn/nmCHh/3IHxQOOUalgMbJB5MZPvM7fz+4u982e1L3g16l/+r9X/80P8Hlo9Zzr4/9pGSqLgVESnOCj1cJCAggP3791OvXr1srx84cKDAqyImJiZy5MiRHK8fOXKEU6dOFao9a9asoVOnTlnPz4/9HjRoEFOmTKFfv34cOXKEl19+mdjYWCIiIpg3b16OyZCOdiW3pk6tnkTpSvDPxjDue7qBw9vk6eZJ/0b9iVodxRcbv8i6HZ+ftm3NUsl9+pg/b7wRxo2DYcPMJdmtwru0N93HdqfZ0GbM/898ds/fzV/v/MX6Sevp8N8OtHi4xTU1Xvuqb4/+/LP587bbsr2ckn4hAR7glgppsH9bIHOP9aV1azMuCqV0abNG3w8/YPvqKwbfMZinFzzNlA1TeLTlo9l2bdnSHDLStSusWmWW7V6wAMqWvbKvWBSCagXRqlarrOepSakcXneYmDUxxKyO4dDqQ5zYfSJr2zJ9i7mjDYLrBhPaIpSKLSpSsWlFQsJD8A70zuNM1qTb9GIFikNxhUIPFxk+fDgzZ85kzJgxtG3bFoC//vqLZ599ljvuuINx48ble4yBAwfy559/8v7772eN6165ciXPPvss7du3Z+rUqYX/JhZV4NsP6WdI+8IfD68MRn90N5F/TsbL3SvXXdPS0rIW3xk2bBgeHh7Zd8jIgNXn/qNu2TDbMtirDq2i9eet8XH3Ie6ZOPy9Cj6w9cwZeOghs442mL3cUVFmJ6TVGIbBztk7WfD0Ao7/Y5aWLF29NJ3f6Eyj/o2w2V17dWD526PJyRAcbNbN27jRHCt0zoxtM7jjuzuo7h/KzuBjuLun8NOnLen313LWRLvTqNG5HS8Th3BJHFetisftt0PFisRvX0ulD6uQnpnOlse20KBczgvOjRvNRPvIEWjSBH77DcqXL/SvxjLOHD+TLfGOWRNDwv7cV9YtXa00IeEhVIiokPWzdLXSeczPuDzLx6FcExSHYgXOiI1C92SPGTMma9GZ9HSzcoCHhwePPvoob7/9doGOMX78eJ555hnuuece0tLSzIa4u/PAAw/w3nvvFbZJllTYq+aEvycS6JVBcoIHK6q0zDPBBjOBPL+0fZ7XSCmpub7cMrQldcvWZcexHczYNoNBEYMK1D4wS6lNmwYREfDcc+ZQ2i1b4IcfcowmcDmbzUbdXnWpdVMt1k9cz5JXl3By70lm3DuD5e8tp8vbXajZreYVJSbFxVX13CxcaCbY1apxIWs2nV859K3aTXE/NYfkRHcWbriZ515wv3TXPOMQLonjG2+EoCA4fJjyq7bQs3ZPft7xM1Oip/Duje/m+GyTJuYwps6dzYS7RQszDlu1yrFrseAT5EONrjWo0fXCwlPJ8cnErI3JSrzjNsSRsD+Bk/tOcnLfSXb8tCNrX68AL8o3Kk+5huUo17Ac5RuWp1yDcvhV9HN5jKsHUaxAcSiuUOie7PNOnz7N7t27AahZsyalShW+RFVycnK2Y/haoS6XgxX0yujf98KpWmkj0cuqsufBSdzerHOe+6ampjJ69GjArAHqeelSeBkZsOxcNZd2TXP0IL659E1eWvwSnat3ZtHAgo3NvtT8+dC/vzkmNiQEvvsOOnS4okMVidTkVP4e9zfL312eNda1eufqdHm7C5VaFv0VguV7bh580LyKGj4cPvww6+Wjp48S+n4oaZlpJNavg3/6Tjb8EcLTcxcxZ1fD7Hc18onDHHH81FPwyScwaBCzRvSmz/Q++U7S3bnTLOv3zz/mipAffQRDh1prGJMjnTl+hriNccRGxxK3IY7YDbEc2XKEjNTcEwfv0t5m4t3ATL6b3NskWzlBy8ehXBMUh2IFlpj4eF6pUqVo3LgxjRs3vqIEG+Dw4cMcPnyY2rVr4+vrm3evbEmXkUKFsuZt9UUbWnFrhHOz1QFNBgCweO9idh7beUXH6N7dHJ/dpAnExZk9ih9+aM6TsyJPX086vNiB4buHc91/rsPN0429v+/l81af890d3xG7oeCLE5V4mZnwyy/m4169sr01ffN00jLTuLtSPfzTd5KRAWuWRDDqy3pXP2xogBmX/PgjPSt1JLhUMLFJsczfNT/Pj9SpA6tXmxUGU1PNxW4eeMAai9Y4g0+QD9U6VuO6p67jtsm38fC6hxmZNJJHNj7C7V/fTvuX2lOvTz3K1imLzW7j7MmzHPjrAOsmrGP+U/NJTc77zoKIiDiWS5YXOXbsGF26dKFOnTr07NmTw4cPA/DAAw9ccfk+q4mKiqJBgwa0bNky331PrfkCL+8MTp9yZ1Xl6wtUWu9qVC1dlRuq3oCBQd2P61L7o9rcN/M+Pl71MasPrSY1o2D/EdesaVZ5uOces9PyqafMPOm0hRe7KxVciu5ju/P4zscJHxgONtg2YxufRnzK9D7TObz+sKub6DCFicFsVq2C+HizPt4ltyfO18Z+sYxZ+ebA9gD+sfej/Q0OmFDapo1ZHzIpCc/ZcxnQ2Ey6J0dPvuzHAgPhxx9h9GhzwaTJk+H662Hv3qtvUnHg5uFGSOMQGt/dmM6vd6bfjH48vuNxXkh+gUc2nEu+X2xPw7saElil6BfhuOI4FHEgxaG4gkuS7P/85z94eHiwf//+bL3g/fr1Y968ea5oksMNGzaMrVu3snr16nz3PbbkfwDs3lSRQS8WzT8Ar3V6jXrBZoWYXcd38eXGL3li7hO0+rwVAaMDaDuxLZHzI1l3eN1lj+Pra06EHDfOHA3w9ddmrnRuFJBlla5amt5Te/Popkdp1L8R2GD7rO181uwzvr3tW2LWxri6iVetMDGYzfmqIj16mGMwztlxdAerDq2irJudemc2ALD5r2rc9FZvxzTYZrvQm/3llwyOGGw2Z8fPHD199LIftdthxAhzGFNwMKxfD82bm4vYXKvcvd0JaXIu+X6jM32n93XJ+OwrjkMRB1Iciiu4JMlesGAB77zzDpUrV872eu3atfn3339d0STXyUyjQtlNACze1IKbGl9XJKftULUD24Zt4/hzx5l37zxeueEVetTqQZBPECkZKaw4uIIP/v6A5p81p/e3vVl/eH2ex7LZ4MknzdJqISEXJqL9+muRfJWrUr5hee745g4e2/wYje9pjM1uY8fPO5jQYgLf9PqGmDXFP9kutPNJ9q23Znv5fG3st6vVwc2exok4L1bv7EnHPmUuPcKVu/de8+f8+YTbK9K0QlPSMtPoNLUTa2Lyr8PftSusXWuW+jtxwlwd8vXXzREwIiIiRanQSXZycvJVnzQ5OTnXcdzHjx/Hy4r14JwoOfpbvH3SOZvsxuqQTtht+f+R2Gw2ypUrR7ly5fLumSrlbW75KONThu61ujOq4yh+vfdXjj57lJ2P7+SLPl/Qv1F/7DY7P+34iWafNaPP9D5Ex0bneawOHcwE57rrzAmRt9wCL75oVoOzunINynH7V7fz2NbHaDKgCTa7jZ2zdzKh5QS+6PYFW77bQvrZdFc30/n27DFLxri5mT3Z52QamXyx8QtswF1GPADbV5enyr33Xf54l4nDXOO4bl0zQ87IgOnT+b8e/0e5UuXYHL+Z1p+3ZsTCEZxNP3vZU1apAn/+aY7PNgx4+WVz+Mhvv1l3zoCIiJRARiH5+voaQ4YMMf7888/CfjRLjx49jJdeeskwDMPw8/Mz9uzZY2RkZBh33nmncccdd1zxca3k448/NurXr2/UqVPHAIyEhIRc99v9TkvD+Apj8/BKxuIt64u2kQWw7cg2454f7zFsr9gMXsHgFYw+3/Yx1h9en+dnUlIM49FHDcNMaQyjYkXDmDDBMNLSiq7dV+vojqPGzIEzjVftrxqv8IrxCq8Yb5d525gzbI4RszbGyMzMvKrjJyQkXDYuHKGgMZjNuHHmH1rHjtleXrx3sfln/0Epw/gKI2Wi3fgw7C4j5ezV/R5y9eGHZhtatTIMwzDik+KN/j/0z4q/eh/XM5bvX16gQ02aZBg+Phdi8frrDeO33wzjKv/4SgzLxqFcUxSHYgXOiMNCJ9kzZ840brvtNsPDw8OoXbu2MXr0aOPQoUOFOsamTZuM8uXLGzfddJPh6elp9O3b16hfv74REhJi7Nq1q7BNsrTL/qFlpBmnP/MwjK8w/tfx1qtO3Jxpa/xW4+4f7s6RbG+J35LnZ777zjCqVbuQ4NSvbxg//1y8Epzju48bi15cZIytPDYr2X6FV4xPmnxirPhghZEUn3RFxy2K/1Su6FydO5t/WGPHZnv5/ln3G7yCsXFqJcP4CmPbk0HGWzf+4pwGx8UZhpub2Y4dO7JenrltphHyXojBKxi2V2xG5LxIIzk1Od/DxcQYxvDhhuHldSEW27c3jEWLilcsOoNl41CuKYpDsQJnxEahh4v07t2bWbNmcejQIR555BG+/vprqlatyi233MKMGTOyFqi5nEaNGrFz507atWvHbbfdRnJyMrfffjvr16+nZs2ahW1SsXV6ywx8fNM4e9qNdSE3unzRiMupX64+X9/xNVse20L/Rv2xYWPm9pk0+7QZH/79IZlGzkGvd94J27fD2LHmOiPbtpnDfG+4AVaudMGXuAJlapSh8xudeXLfkwyYP4BG/Rvh5uVG3MY45v9nPmMrjWV6n+ls/GojZ09efhiD5Z08CUuXmo8vGo99Ou0032/9nqru0MjtEADrl9Tnvqi8a7lflfLlzRqRcGF5UaB3vd5sHbaVgeEDMTAY+/dYwseHs/TfpZc9XMWKZnnJPXvgiSfMFUr//NNckr1jR3NRGxEREUe74sVoLvbRRx/x7LPPkpqaSnBwMI888ggjRozIddx1WloaN910E+PHj6d27dpXe2rLu1xx813vtqFW5b/ZvqYiCY8upnXtugU6ZlpaGhMmTABg6NChuS+rvm6b+bhZ/RyLgDjC1iNbeWbBM8zdNReAbjW7MeW2KVT0r5jr/idPwttvm8nO2XO5aN++8NZbUNzC4MyJM2z+ZjPRk6OzTYy0e9ip0aUG9frUo+5tdfEL8cvzGJZcfOHbb+Huu6FBA3Nc9jnfbPqGe2bcw2cVAhnqn8DhPb58/uWr/Hd7PuU284nDy8bxN9+YtSGrVzdL1VxyATpn5xwenv0wh06ZSf/A8IG82vFVqpWudvk2AYcOmeX+Jkwwa2sD1KplLmzZoMGFrV49c5VTKzMMc87DiRNwbvFcIOdiPOefV64M7hdVCLVkHMo1R3EoVmCJZdXPi4uLY+rUqUyZMoV///2Xvn378sADD3Dw4EHeeecd/v77bxYsWJDjcx4eHmzcuPGqGl0iGJlUDDTL4y3b2JQHC5hgg7kc9ZEjR7Ie5+q0c3tVG5RrwJx75vDJmk94esHTLNi9gMafNObzWz+nd73eOfYvXdpMsocNMyeiTZ1qLoP988/m8+eeg0uvFazKp4wPLR9rScvHWhK3KY6t329l24xtHNlyhF3zdrFr3i5mPzKbKu2qUP/2+tTrU4/SVUu7utn5u0xVES8b3OttxtS2v0Pp+Gr/gh3zMnF42Ti+7Tbw8zOLXa9YAW3bZnv75jo3s+WxLTy94Gkmrp/ItA3T+GbTNzza4lFe7PAi5X3L53neSpXg44/Nkn+jR8Pnn8OuXeY2a9aF/Ww2qFHDTLgrVTLj083NTFIv3Tw8wNsbSpUyE/NLN29vc7/zn7/0p80GiYlmsnzyZPaf+T0uwM3DLDExZs++iIg4X6GT7BkzZjB58mTmz59PgwYNeOyxxxgwYAClS5fO2qdt27bUr18/z2MMGDCAiRMn8vbbb19Ro4uDqKgooqKiyMjIfbnj09t+wdc/ldSzdtYF9ci5w59/mjWKW7d2ckuvnM1m47GWj9GpWifumXEP0bHR9Jneh6HNhvJB9w/w9fTN8ZmwMHOxkP/8B559FhYsgJdeghkzzNebNHHBF7kKIY1DCGkcQqfXOnF0x1G2z9zOthnbiFkdw/4/97P/z/3M/898ur3fjTaRbYq0bfnFYDZpaRdqLl60ymNsUizzd8/nXl8o5ZFCcoI7azZ04bnZTl6KvlQpuP12mDbNHDJySZINEOgdyOe3fs5DzR/ihUUvsGjvIv5v1f8xcf1EIttE8nSbpwn0znvxlcqVISoKXnsNoqNh61azA//8z+PHzU50q9d8BzPJP1+Y6dLrlYufu2JEWqHiUMRJFIfiCoUeLhIYGEj//v158MEH81w56cyZM7z77ruMGjUq1/efeOIJpk2bRu3atWnevDm+vtmTsbFjxxamSZaW1+2Hne+2o07lv9i5LoTTj/5NRM1qFz60Ywc0bGg+/uIL8xb+RVJTUxk9ejQAI0eOxPOiBUMA8zb9snN1rds1dcpwkUulpKfw38X/ZczyMRgY1Clbh69u/4oWoS3y/IxhmPnTk0+avXIeHmbJv5Ejs62BUiwl7E9g+ywz4d7/536GLBtCWJuwrPctd3v099/NQcrlysHhw1kxM3bFWJ5e8DQ7KvlRp1QS63+vwKZSMxj4fwW4YMgnDvON499+g27dzAH9hw/nGxQL9yxk5KKRWfW0y/qUZWS7kQxrNQxv9/zLWV7MMODIkQtJ95Ej5tdJT7+wXfw8NdVcyv38dvp09udnz2b/TEbGhcfna3j7+pp3fMqUMbdLH5cubeDldxqbz0kyvI6R5hnPWffDJNkPcjIjhjPpp0k30knPTCcjM4P0zPRsW4aRwXd9v6OMz4W65paLQ7kmKQ7FCiwxXOTw4cO5jrW+mI+PT54JNsDmzZtp1qwZADt37sz2npUn/zmMkUlowFoA/t4YwcCLE2yAMWPM/4HBXAEvPR3uy6cesYt5uXvx7o3v0qNWD+6beR87j+2kzcQ2vNDuBf7T5j+U9i6d4zM2m/m1unaFRx+Fn36CV16BmTNhyhSIiCjiL+FAgVUCaT28Na2HtyY5PplSwZf/O+Ny54eK3HJLtmR42oZpNPeCOqWSyEi3sXZpUwZGF9GyxJ07Q4UKEBsL779vju+4zL8PXWt0pUv1LszcPpMXf3+R7Ue388xvzzBu5TiebP0kdze6m0oBBeuBt9nM+Zfly0OnTo76QrkzDEhJSyPudAwHEw9mbQcSD3Aw8SA7zj2PPxVPWkJa/ge8jPxqjIuIiOMUOslOT08nMTExx+s2mw0vL6+cvVG5WLx4cWFPW6Kc3bUAv4CzpKXYiS7Ti4EXv3n4sHmLHMxevAULYNAgM9EeMsQVzS2UTtU7sfHRjTwy+xG+3/o9ry19jQ/+/oDHWj7GU9c9RQW/Cjk+U7GimVh/+61Z/WHDBnM9kpEjzaEkxb1X27d8zmEzlmIYuY7H3hS3iQ1xG/i6rBuQwf5tASRW6o9nqSueylE4bm7muKLnn4cXXoCDB82Zs+55n99ms3F7/du5te6tTNswjVf+eIUDiQd49rdnee635+hcvTP3Nr6X2+vfftmhJI5mGAbHzhxjz4k9Wdvu47vZc9J8fCDhAAYFu6kY4BVAed/ylCtVjvK+5bMe+3n64W53z9rc7G4XHtvMx0X5nUVErnWF/t+ydOnSl+1trly5MoMHD2bUqFHY7TkrBE6fPp2ff/6Z1NRUunTpwiOPPFLYJhR7yyfPIjzImxNH/Hno7duzv/l//2fee77+epg7Fx5/HD75BO6/30y0hw51TaMLIcgniOl9p9N3a19eX/o6m+M3885f7zDu73Hc3/R+nm37LNXLVM/2GZvNHBXTubM5OfLHH83lsGfMgOHDzXKAZRy4erdcZOtWc4KhlxfceGPWyxPXTyTIDn3P3TXbtKw6/cbfmsdBnOTZZ8FuN2fG/u9/Zh2+6dMhn1t57nZ37m96P/c0vodpG6bxxcYvWLZ/GYv2LmLR3kU89utj9KrTiwFNBnBTrZvwdHPMlVxKegr/HP+H7Ue3s+PoDrYf2872o9vZeWwniSk5Oycu5unmSeWAyhc2/wuPKwVUoqJfRcr5liv00BcREXGNQifZU6ZM4cUXX2Tw4MG0atUKgFWrVjF16lReeukljhw5wpgxY/Dy8uKFF17I9tlPPvmEYcOGUbt2bXx8fJgxYwa7d+/mvffec8y3KSbmnrmZGa+EYZQ+TdQ7F031T0w0E2owkwq73ZyZ5eFhJt8PPQTp6dgefJDAQLNHKs8LHi/Xdv/abDbuangXfRv0Zc7OOYxeNpoVB1fwyZpP+GztZ/Rv1J8R7UbQqHyjbJ8LCTGrjnz/vZlsb9liLo89fLg5H2/gQLjppuJTiaRYON+L3aWLOTAYc1jBFxu/4EF/8HDP4HisN9tje3Jrw9KFO/Zl4tBms+UfxzYbPPMM1KwJ994L8+aZF6CzZ0PVqvme3tvdm4eaP8RDzR9i38l9fL3pa77c+CXbjm7j+63f8/3W7wnyCeL6sOup6FeRiv4Vs35W8KtART/zp91m5/iZ48Qnx3Pk9BHik+PNx8nm4wOJB9h+dDt7T+7NtWb8eZX8K1GjTA1qlKlBzTI1sx5XL1OdEN+Qa2O4nIjINaLQEx+7dOnCww8/zF133ZXt9e+++45PP/2URYsW8cUXX/Dmm2+yffv2bPs0bNiQu+66K2u89pdffsnDDz9McnLyVX4N68prIH3MyaPsOniSDo1qXdh5zBiz565+fdi82Uyywbyd/8wz5qouYCbcTzxRhN/i6hmGwdJ/lzJ62Wjm756f9frNtW/mydZP0rVG1xwJxrFjZsWRqVPNX8d5wcFmr/fAgdC8uWsqJlwtS030adMG/v4bxo83r2iAbzd/y70/3s2hUC8q+Kaw/KcqZHafR7v7864a5HRr15pXWocPm4Olf/75iqrvGIZBdGw0X278km82f8PhpMP5fsZus182eb5YoFcg9YLrZW11y9albnBdapSpYbleaEvFoVyzFIdiBc6IjUIn2T4+PmzcuDHHQjL//PMP4eHhnD59mr1799KwYUNOnz6d47Pbtm2jWrVqAGRmZuLj48O+ffuoWMKKt15cLmjnzp35/6GlppoLb8TEwKRJOcdfG4Y58evdd83nY8ea41WLobUxa3n7r7f5ceuPWeNQ6wXX4/GWjzMwfCD+Xv7Z9jcMc5z2F1/AV19BXNyF9+rVMxcHvOEGaN/eTMCLg6L4h75AMRgXZw6KNwxzzHMlc2Jg12ld8YxbxK+VIOWMnQmv92PYnq+w2V18RXPwoDk5c8MGs/j0tGnmWKIrlJGZwbL9y9hxbAeHTx3mcJK5xZyK4fCpw8Qlx5GeeaEQdZBPUNY46IvHRVf0q5iVVJf3LV9seqQtE4dyTVMcihU4JQ4Luw577dq1jeeffz7H688//7xRp04dwzAMY/Xq1UZoaGiOfWw2mxEfH5/tNT8/P2P37t2FbUaxkZCQYABGQkLC5XecPNkwwDBCQw3j7Nnc98nMNIwXXzT3A8N45x2Ht7co7Ti6w3h8zuOG31t+Bq9g8AqG/1v+xhO/PmHsOLoj18+kpRnGr78axt13G4a394VfxfmtYUPDeOwxw5g+3TAOHy7iL1QIBY4LZ59r4kTzF9eiRdZLu4/vNngFY+H/eRrGVxhbnyhrfPngHKe3s8ASEw3j5psv/KG/9Zb5d8MJMjIzjLikOCMmMcZITU91yjlcyTJxKNc0xaFYgTNio9BjsseMGcOdd97J3Llzs+pkr1mzhu3bt/PDDz8AsHr1avr165fr5//73/9mKwGYmprKm2++mTU2E0pWnewCycy80EP91FMXVpW4lM0Gr79Omrs7U2JiYNcuBk+ciMcDD2TfLyMTNpwbqhNeD9xyTkC1gjpl6/BRz494s8ubTNswjY9XfcyOYzv4aNVHfLTqI7rX7M4jLR7h+rDrKedbDjALS/ToYW6Jieb6KUuWwNKlFxYR2bLFnCMHUKcOXHedWa2kZUsIDzc7QOWcXKqKTFo/ieru0CnIXHN8/dL69Pn9CurY5ROHaWlpTJkyBYDBgwdnX1b9cvz9zXqPzzwD48aZlUdWrYJPPzWHkTiQ3Wa/7OqRIiIieSl0kn3rrbeyY8cOPv30U3bs2AFAjx49mDVrVtYwkEcffTTXz3bo0CHrM+e1bduWPXv2ZD0vLrdZHWrOHNi2zayYcG5MbJ5sNowXXiDm3CIexvDhUKuWOV4iiwGnTl94bHEBXgE83upxHmv5GIv2LOKjVR8xe+ds5u+enzV+u6JfRSIqRBBRIYLwkHAiKkRQK6gW/fu70f/cCt/x8eZCmUuXmon3xo2wc6e5na+K6OEBjRtfSLpbtDATcR8fF315VzpzxiwRCVmrPKZnpjM5ejKRfjbsNoOY3b4c9bmDUkFX8gu6fBwahkFMTEzW40Jxc4MPPjD/8J580lwPfdkyc1z5HXdcQVstLj3dDPDYWHNMemxszsenT5sX7JduhnHh8d9/mwsOiYiI0xUqyU5LS+Omm25i/PjxWSu1FcYff/xR6M9cE873Yj/6aL6lyXJISzOXn/77b7hknHxxY7fZubHmjdxY80b2nNjD/1b/j592/MSu47vMsbK7DjN319ys/Ut5lKJx+cY0KNeA+sH1aVCuAU0716fP7dWw2+ycOAF//QWrV1/Yjh6FdevM7dNPL5w7KAhCQ7NvlSqZP4ODwc8v+1aq1IV5qcXWokVmoh0WZnbxA3P/mcuxpBiGVvYA0tj6dyVuHnPX5Y/jSo8+ak7cHDTIvKrq2xfuuQc++sj8Qy1uzpwxrwq3br2wbdsG//xjJtpXyxHHEBGRAilUku3h4cHGjRud1ZZr0/LlZg+cp6dZp66wWrSAFSvMyWArVhTPxCIXNcrUYEy3MYzpNoZTKafYFL+JDbEbiI6NZkPcBjbGbeR02mlWHlrJykMrs33W292bumXrZiXf1fuE0ea+ClTwrUja8VD2bi3L2jV2Vq82C1YkJsLx4+Z2cRWTy7HZzGp355Nuf/8LW0BA9uf+/mbZwQYNnPCLuhq//GL+vPXWrBItn6//nLt8IcA7jeQEDzZu7UrX60Nd2MgCiIgwr6Beew1Gj4avv4bFi2HCBLj5Zle3Lm9nzpjtXrYMVq40xznt2WP2POfGzc0cDlOxorkS5qWbv7955Xe5rWzZov2OIiLXsEIPFxkwYAATJ07k7bffLtTn3n77bYYPH57vkuwAK1eu5OjRo9xsgf8gDxw4wH333Ud8fDzu7u7897//5c6rqGaQw/le7PvuM7tNC2v6dLNu8M6dZi/e/PkloIs1O38vf9qGtaVtWNus1zIyM/jn+D9sjNvItiPb2Hp0K9uObGPnsZ2cTT/LhrgNbIjbkOvx3GxulC9fnor9K3L9AxXwyahA+skQMhJCSD1ZlrMnynLmeBCnjwdy6lggZ095k3LGg9TTnqSc8cAwbBgGJCWZW0GUK2fBJPs//zEr2pxbNzzmVAxzds5hXbAnkMrONWWp9+DAyx/DKjw94Y03zAuGQYNg+3bzwvOBB8xKPFaoIhAfb95aOb+tXWveibpUmTJmsFy81a9v/vtw0ZL3IiJibVe0rPqkSZNYuHAhzZs3x9c3+5LReU1a3Lp1K1WrVuXOO++kV69etGjRgnLnxgamp6ezdetWli1bxpdffklMTAzTzg+idTF3d3fGjRtHREQEsbGxNG/enJ49e+b43ldk+3ZzApfNZtbHvhIhIebCHNdfb/bePfbYhQVtSjA3u1tWybSLZWRmsPfkXrYd2ca2o9vYfnQ7MadiiE2K5XDSYY4kHyHDyMgq1ZZDwLktr3VODCDNB1L9Ltr8IcUfUgIuPE499/zc451GacD1F43Z1KtnloU8Z2r0VMI9M2hSOoOMDFj7ZzMG/6+5Cxt4BVq1MscCvfSSOWZ74kT47Tdz+EivXkVbVD0z07y79P335uqtO3fm3KdiRfPvbtu2Zo98gwZmb/W1ODdFRKSEKXSSvXnzZpo1awbAzkv+07jcpMVp06axYcMGPv74Y+655x4SExNxc3PDy8srq55206ZNefDBBxk8eDDeFikBUbFixawa3hUqVCA4OJjjx487JskeM8b8edttULfulR+nSRP49luzF+/zz83/qJu1v/r2FUNudjdqBdWiVlAtetXtleP99Mx04pPjiU2KNRPvU4dJTkvmbPpZUtJTzJ8ZKReeZ5wlPTOdTCMzzy01I5Xk1ESS0w6TnJpMUmoSyWnJJKcmZ9UBb9Ts26L+VRRKppHJxPUTeaWUHcjkwLYAUmvdi7tXof+JcD0fH3j/fejdGwYPNodg3HabmYC/9hp06+a8JPZ8Yv3dd/Djj3Do0IX3bDZo2NBMqq+/Htq1g2rVlFCLiJRQhf4fdPHixVd8svDwcCZMmMCnn37Kxo0b+ffffzlz5gzBwcFEREQQfAUriSxdupT33nuPtWvXcvjwYWbOnEnv3r2z7RMVFcV7771HbGws4eHhfPTRR1lLwhfG2rVrycjIICwsrNCfzSEmxlxdBcwl1Aspx7Cbm282b4s/9RS8+CLMWZx3KUAwx4PGx0OVKtfUf/LudndC/UMJ9Xf+OGPDMDibfpbktGR8PRxwUeZEf+z7g2MJu7mrqjnUaMOymtw5yQE97x6X/yemIMPHrlj79uaiNW++aa6SumqVOTi+XTt4/XXo2NEx58nMNOdWfP99zsQ6IMC8+L3jDrMCUJkyjjmniIhY3hV3U+3atYvdu3fToUMHfHx8MAyjwOX37HY7ERERREREXOnpsyQnJxMeHs7999/P7bffnuP96dOnExkZyfjx42ndujXjxo2je/fu7Nixg/LnaupGRESQnsus+wULFhB6bpz08ePHGThwIBMmTLjqNgPw4YfmKo/t2pnVEQrB09OTZ3MbXjJ8uDkEZfx4uKWzOaEKYMcO2LTJnNV3/ueuXWZy0KgRPP44DBhgzuQTh7HZbPh4+ODjYf36gJ+v+5wH/cDTPZMTcV7siO/FbbUC8//g5bi5QduIPN/OM44dyc/PnAz51FPwzjvmUKply8xx6J07mz3b119f+OPGxZnlD+fNM38ePXrhvYAAs+f8zjvNXvPLXeyKiEiJVehl1Y8dO8Zdd93F4sWLsdls/PPPP9SoUYP777+fMmXK8P777zurrfmy2Ww5erJbt25Ny5Yt+fjjjwFzKfewsDCeeOIJRlw0HvVyUlJSuPHGGxk6dCj33XdfvvumpKRkPU9MTCQsLCz7Mp0JCWYPcmKiWeHhllsK90UvJy3N7NX+7TczwUhPh7Nnc9/XbjcTbYDSpeH++2HYMKhRw3HtkVw5cxnhAsXgRY6dPkalsRXZVQ4q+6ex/JcqZN60kHaDindJyFzFxMBbb8Fnn12YdNi9u3mRGRxsVt84vwUEXLjLk5Zm9lbPn28m1uvXZz/u+cT6rrvgxhuLTWJtpTiUa5fiUKzAGXFY6DIU//nPf/Dw8GD//v3ZbvX269ePefPmOaRRjpKamsratWvp2rVr1mt2u52uXbuyYsWKAh3DMAwGDx5M586d802wAUaPHk1gYGDWluvQkm++MRPsBg2gZ88Cf58C8fAwx4PWr2+Wvjh71izq3LIlDBliDin57Tdz8Ypjx8znNWvCyZPm41q1zAliCxZcSMClWClQDF7kq01f0cErjcr+aaSetbNmRXuuH1iriFpbxEJD4eOPzTs5Q4eaS4jOn29W9+nRwxy3XbOmedHp4WFOQqxf30y6O3Y0e8XPJ9jNmpmrTS5ZYvZkT5tmXjAXkwTb2QobhyLOoDgUVyp0T3aFChWYP38+4eHh+Pv7s2HDBmrUqMGePXto0qQJSQWtaeYEl/Zkx8TEUKlSJZYvX06bi4ZkPPfccyxZsoSVK1fmcaQLli1bRocOHWjSpEnWa1988QWNGzfOdf8CXTVnZpqrPJ5fI7yQ0tLS+OqrrwC49957cy5HnZEJ67eaiXxYOTNpuFxZv8xMs3fuo4/Mn+fVqWNWPRk0yEw4xGGs0nNjGAZNxjdhbPp2biybzvZVZVl24msenNrt6huSkQmbzk2Oblwn12XVLxvHRWHPHnOS5Pbt5kXn+e3MmZz7Bgebvd7du5vDQEJCir69DmaVOJRrm+JQrMAZcVjoMdnJycm5TlY6fvw4XiWwB6ddu3ZkFqJH18vLCy8vL6KiooiKiiIjIyPnTnZ71jLWV8IwDP7999+sx7nsAclnwc3THPqRX91su93sUe/Z0ywzFhUFkyebj4cOhbffhpdfNlfScy+G1SauMQWKwXNWx6wm8fhmupwrWbh+SUP6L+zgoJYYkJB04fGl7+Ybx0WgRg0z3i915oy5OtH5pDsw0CyxV8Jq0DtTYeJQxFkUh+JKhf4fo3379tlqWNtsNjIzM3n33XfpdG5RC6sIDg7Gzc2NuLi4bK/HxcVRoUIFp5572LBhbN26ldWrVzv1PA5Xp445KfPQIbOHr3x52L3b7M1u1Mgc6qJ/pIqFgsTghLUTeNzXht0OsXtLsd9+F35lrVE+06V8fKBSJbM8ZqdO5tAQJdhXpNj+WygliuJQXKHQ/2u8++67fPbZZ/To0YPU1FSee+45GjVqxNKlS3nnnXec0cYr5unpSfPmzVm0aFHWa5mZmSxatCjb8BFniIqKokGDBrRs2dKp53Eaf3+IjDRvp7/9trlc+44dZm92eDj88IPGbFtcfjF4KuUUP27+mof8zVUEt6wIo+e7fYuyiXINKPb/FkqJoDgUVyh0kt2oUSN27txJu3btuO2220hOTub2229n/fr11KxZ0xltvKykpCSio6OJjo4GYO/evURHR7N//34AIiMjmTBhAlOnTmXbtm08+uijJCcnM2TIEKe2q8RcNfv6wvPPw969Zm3h0qVhyxazPFmzZuYkSrGk/GLwuy3f0cPrNIE+6Zw+5c6aTTfRuEvxH2cs1lJi/i2UYk1xKK5wRQNsAwMDefHFFx3dliuyZs2abMNUIiMjARg0aBBTpkyhX79+HDlyhJdffpnY2FgiIiKYN28eIU6etFTixn8FBJhLVT/+uLlc9QcfmAt9dOtmlv17912ziolYRn4xGB0bzTPe7kA6O9eWJeyegUXbQLkmlLh/C6VYUhyKKxS6ugjAyZMnWbVqFfHx8TkmBQ4cqP+oL+aM2aqpqamMHj0agJEjR+Lp6Zl9h4wMWHauzFi7puaiII52/Lg5GfL8pLF69eCrr8ze7ZLEMMy65vHxF7a4uOzPExPN/S63vfSSWT/5HGfOpr9Unuc6sQHmRpCZAZ+/3oshm2bi4eXAWMknDvONY3E6S8ShXPMUh2IFlqgu8ssvv3DvvfeSlJREQEBAtlUebTabkuxznH3VnG+5M2dP0goKMusN9+pl1t/evh1atzZX0HvuOeck9s5y5ow5HGbPngvbxc9Pn776c1wy+bYo5BeDqevexRM4sCOAk5UHODbBPi+fOHRJ2T4pUupBFCtQHIorFLonu06dOvTs2ZO33nor11J+kt01cdV87Bg89BDMmGE+b9fOXJijenXXtutiGRnw77/m5M1Lt5iY/D8fEGBWWsltCww0Vwa83Na6NVStmnU4K/TcLHnqQap4/8CmFTUJj/qDqo38ndoOsR4rxKGI4lCswBI92YcOHWL48OFKsOWCsmXNaiNTp8Lw4bBsmVmB5KOPYODAC0tTF4X0dHM1v82bL2zbt5uvXbQgQQ4BAeaiPTVqmFv16hceV65slnQrYZbOq0Xo2XAOuXXjViXYIiIiDlXoJLt79+6sWbOGGjVqOKM9UlzZbDB4MNxwg7lE9V9/mc8nTjSXo27d2lyyulw5x5wvLQ327TMXzDmfTG/aBNu2QWpq7p/x8oLataFu3exb7dpQpkzRXgxYwA2vDuTXV+rT4ckIVzdFRESkxCl0kn3zzTfz7LPPsnXrVho3bpxjTOWtt97qsMYVZ84c/5Wens53330HwF133YX7paswZmbClt3m44b5LKnuaNWrw5Il8M47MGoU/PmnuV38fuvWF7a6dc3XDcNs96U/k5LMxXD++cfsjT7/c9++vBfF8fWFhg3NxXMaNYL69c3zVKlSvMaKX6X8YrBDv1A69LvNeQ3IJw7zjWMpETQWVqxAcSiuUOgx2fbLJGw2m00BfIkSW12kIHbtMutor1xpbtu3O/b4Pj5Qq9aFZLpRI2jc2Bz7bPHV+a6JMYiqLmJ510QciuUpDsUKLDEm+9KSfSJ5qlXL3B591Hx+8iSsXn0h6V65Eo4cyf2zdrs5fMPb2xwXXbu2udWqdeFnaOg1N8RDREREigfdn3US3ZrKRenSZq3o8/WiDcOcqHi+Asf5xFocQjEoVqA4FCtQHIorFPiees+ePUlISMh6/vbbb3Py5Mms58eOHaNBgwYObVxxpiVcC8BmAw8PcHc3hxIowXYoxaBYgeJQrEBxKK5Q4CR7/vz5pFxUAu2tt97i+PHjWc/T09PZsWOHY1snIiIiIlIMFTjJvnR+5BWsxi4iIiIick3QmGwnO38xkpiY6LBjpqamcvbs2azj5lpdJDmJcztcU2Xriovz8VAUF6vOiMECyScO841jcbprIg7F8hSHYgXOiMMCJ9k2mw3bJWNmL30uOZ06dQqAsLAwpxz/7bffdspxpWicOnWKwMBAp58DnBeDjqA4dq2iiMNjx44B1o5Dca1jx44pDsXlHBmHBU6yDcNg8ODBeHl5AXD27FkeeeQRfH19AbKN15YLQkNDOXDgAP7+/pa6KElMTCQsLIwDBw5YtlZoSW6jYRicOnWK0NBQJ7bOZNUYhJL9Z1yUikMcBgUFAbB//36nJ1LFQXGIq6KSkJBAlSpVsmLEmRSHFygGs3NGHBY4yR40aFC25wMGDMixz8CBA6++RSWM3W6ncuXKrm5GngICAiz/l6uktrGo/oG3egxCyf0zLmpWj8Pz57P677EoFYe4KiqXW+zO0edQHF6gGMzOkXFY4CR78uTJDjupiIiIiEhJZu21p0VEREREiiEl2dcoLy8vRo0alTXG3orUxpKvOPz+1EbHKA5tLEr6fVxQlL8L/d4v0O8iO2f8PmyGCl6LiIiIiDiUerJFRERERBxMSbaIiIiIiIMpyRYRERERcTAl2SIiIiIiDqYkW0RERETEwZRki4iIiIg4mJJsEREREREHU5ItIiIiIuJgSrJFRERERBxMSbaIiIiIiIMpyRYRERERcTAl2SIiIiIiDqYkW0RERETEwZRki4iIiIg4mJJsEREREREHU5ItIiIiIuJgSrJFRERERBxMSbaIiIiIiIMpyRYRERERcTB3VzegpMvMzCQmJgZ/f39sNpurmyMWYRgGp06dIjQ0FLvdude6ikHJi+JQrEBxKFbgjDhUku1kMTExhIWFuboZYlEHDhygcuXKTj2HYlDyozgUK1AcihU4Mg6VZDuZv78/YP6hBQQEuLg1YhWJiYmEhYVlxYczKQYlL4pDsQLFoViBM+JQSbaTREVFERUVRUZGBgABAQH6Cy05OPN2pWJQCkpxKFagOBQrcGQc2gzDMBx2NMkhMTGRwMBAEhIS9BdashRlXCgGJS+KQ7ECxaFYgTNiQ9VFnCQqKooGDRrQsmVLVzdFrlGKQbECxaFYgeJQXEE92U6mq2bJjXpuxAoUh2IFikOxAvVki4iIiIgUA0qynUS3psTVFINiBYpDsQLFobiChos4mW5NSW50e1SsQHEoVqA4FCvQcBERERERkWJASbaT6NaUuJpiUKxAcShWoDgUV9BwESfTrSnJjW6PihUoDsUKFIdiBRouIiIiIiJSDCjJFhERERFxMCXZTqLxX+JqikGxAsWhWIHiUFxBY7KdTOO/JDcagyhWoDgUK1AcihVoTLaIiIiISDGgJFtERERExMGUZIuIiIiIOJiSbCfRJAtxNcWgWIHiUKxAcSiuoImPTqZJFpIbTfQRK1AcihUoDsUKNPFRRERERKQYUJItIiIiIuJgSrJFRERERBxMSbaIiIiIiIMpyRYRERERcTAl2U6ickHiaopBsQLFoViB4lBcQSX8nEzlgiQ3KlklVqA4FCtQHIoVqISfiIiIiEgxoCRbRERERMTBlGSLiIiIiDiYkmwREREREQdTkl0As2fPpm7dutSuXZvPP//c1c0REREREYtzd3UDrC49PZ3IyEgWL15MYGAgzZs3p0+fPpQtW9bVTRMRERERi1JPdj5WrVpFw4YNqVSpEn5+fvTo0YMFCxa4ulkiIiIiYmElPsleunQpvXr1IjQ0FJvNxqxZs3LsExUVRbVq1fD29qZ169asWrUq672YmBgqVaqU9bxSpUocOnSoKJouIiIiIsVUiU+yk5OTCQ8PJyoqKtf3p0+fTmRkJKNGjWLdunWEh4fTvXt34uPji7ilIiIiIlJSlPgx2T169KBHjx55vj927FiGDh3KkCFDABg/fjxz5sxh0qRJjBgxgtDQ0Gw914cOHaJVq1Z5Hi8lJYWUlJSs54mJiQ74FiIFpxgUK1AcihUoDsWVSnxP9uWkpqaydu1aunbtmvWa3W6na9eurFixAoBWrVqxefNmDh06RFJSEnPnzqV79+55HnP06NEEBgZmbWFhYU7/HiIXUwyKFSgOxQoUh+JK13SSffToUTIyMggJCcn2ekhICLGxsQC4u7vz/vvv06lTJyIiInj66acvW1lk5MiRJCQkMGbMGOrWrUutWrWc+h1ELqUYFCtQHIoVKA7FlWyGYRiubkRRsdlszJw5k969ewMXJjUuX76cNm3aZO333HPPsWTJElauXHnV50xMTCQwMJCEhAQCAgKu+nhSMhRlXCgGJS+KQ7ECxaFYgTNi45ruyQ4ODsbNzY24uLhsr8fFxVGhQoWrOnZUVBQNGjSgZcuWV3UckSulGBQrUByKFSgOxRWu6STb09OT5s2bs2jRoqzXMjMzWbRoUbae7SsxbNgwtm7dyurVq6+2mSJXRDEoVqA4FCtQHIorlPjqIklJSezatSvr+d69e4mOjiYoKIgqVaoQGRnJoEGDaNGiBa1atWLcuHEkJydnVRsRERERESmsEp9kr1mzhk6dOmU9j4yMBGDQoEFMmTKFfv36ceTIEV5++WViY2OJiIhg3rx5OSZDFlZUVBRRUVFkZGRc1XFErpRiUKxAcShWoDgUV7imJj66giZZSG400UesQHEoVqA4FCvQxMdiRJMsxNUUg2IFikOxAsWhuIJ6sp1MV82SG/XciBUoDsUKFIdiBerJFhEREREpBpRkO4luTYmrKQbFChSHYgWKQ3EFDRdxMt2aktzo9qhYgeJQrEBxKFag4SIiIiIiIsWAkmwREREREQdTku0kGv8lrqYYFCtQHIoVKA7FFTQm28k0/ktyozGIYgWKQ7ECxaFYgcZki4iIiIgUA0qyRUREREQcTEm2iIiIiIiDKcl2Ek2yEFdTDIoVKA7FChSH4gqa+OhkmmQhudFEH7ECxaFYgeJQrEATH0VEREREigEl2SIiIiIiDqYkW0RERETEwZRki4iIiIg4mJJsEREREREHU5LtJCoXJK6mGBQrUByKFSgOxRVUws/JVC5IcqOSVWIFikOxAsWhWIFK+ImIiIiIFANKskVEREREHExJtoiIiIiIgynJFhERERFxMCXZBdCnTx/KlClD3759Xd0UERERESkGlGQXwJNPPsm0adNc3QwRERERKSaUZBdAx44d8ff3d3UzRERERKSYKPZJ9tKlS+nVqxehoaHYbDZmzZqVY5+oqCiqVauGt7c3rVu3ZtWqVUXfUBERERG5ZhT7JDs5OZnw8HCioqJyfX/69OlERkYyatQo1q1bR3h4ON27dyc+Pj5rn4iICBo1apRji4mJKaqvISIiIiIliLurG3C1evToQY8ePfJ8f+zYsQwdOpQhQ4YAMH78eObMmcOkSZMYMWIEANHR0Q5rT0pKCikpKVnPExMTHXZskYJQDIoVKA7FChSH4krFvif7clJTU1m7di1du3bNes1ut9O1a1dWrFjhlHOOHj2awMDArC0sLMwp5xHJi2JQrEBxKFagOBRXKtFJ9tGjR8nIyCAkJCTb6yEhIcTGxhb4OF27duXOO+/k119/pXLlypdN0EeOHElCQgJjxoyhbt261KpV64rbL3IlFINiBYpDsQLFobiSzTAMw9WNcBSbzcbMmTPp3bs3ADExMVSqVInly5fTpk2brP2ee+45lixZwsqVK53epsTERAIDA0lISCAgIMDp55PioSjjQjEoeVEcihUoDsUKnBEbJbonOzg4GDc3N+Li4rK9HhcXR4UKFZx67qioKBo0aEDLli2deh6RvCgGxQoUh2IFikNxhRKdZHt6etK8eXMWLVqU9VpmZiaLFi3K1rPtDMOGDWPr1q2sXr3aqecRyYtiUKxAcShWoDgUVyj21UWSkpLYtWtX1vO9e/cSHR1NUFAQVapUITIykkGDBtGiRQtatWrFuHHjSE5Ozqo2IiIiIiLiaMU+yV6zZg2dOnXKeh4ZGQnAoEGDmDJlCv369ePIkSO8/PLLxMbGEhERwbx583JMhnS0qKgooqKiyMjIcOp5RPKiGBQrUByKFSgOxRVK1MRHK9IkC8mNJvqIFSgOxQoUh2IFmvhYjGiShbiaYlCsQHEoVqA4FFdQT7aT6apZcqOeG7ECxaFYgeJQrEA92SIiIiIixYCSbCfRrSlxNcWgWIHiUKxAcSiuoOEiTqZbU5Ib3R4VK1AcihUoDsUKNFxERERERKQYUJItIiIiIuJgSrKdROO/xNUUg2IFikOxAsWhuILGZDuZxn9JbjQGUaxAcShWoDgUK9CYbBERERGRYkBJtoiIiIiIgynJFhERERFxMCXZTqJJFuJqikGxAsWhWIHiUFxBEx+dTJMsJDea6CNWoDgUK1AcihVo4qOIiIiISDGgJFtERERExMGUZIuIiIiIOJiSbBERERERB1OSLSIiIiLiYEqynUTlgsTVFINiBYpDsQLFobiCSvg5mcoFSW5UskqsQHEoVqA4FCtQCT8RERERkWJASbaIiIiIiIMpyRYRERERcTAl2SIiIiIiDqYkOx8HDhygY8eONGjQgCZNmvD999+7ukkiIiIiYnHurm6A1bm7uzNu3DgiIiKIjY2lefPm9OzZE19fX1c3TUREREQsSkl2PipWrEjFihUBqFChAsHBwRw/flxJtoiIiIjkqdgPF1m6dCm9evUiNDQUm83GrFmzcuwTFRVFtWrV8Pb2pnXr1qxateqKzrV27VoyMjIICwu7ylaLiIiISElW7JPs5ORkwsPDiYqKyvX96dOnExkZyahRo1i3bh3h4eF0796d+Pj4rH0iIiJo1KhRji0mJiZrn+PHjzNw4EA+++wzp38nERERESneiv1wkR49etCjR4883x87dixDhw5lyJAhAIwfP545c+YwadIkRowYAUB0dPRlz5GSkkLv3r0ZMWIEbdu2zXfflJSUrOeJiYkF/CYijqEYFCtQHIoVKA7FlYp9T/blpKamsnbtWrp27Zr1mt1up2vXrqxYsaJAxzAMg8GDB9O5c2fuu+++fPcfPXo0gYGBWZuGlkhRUwyKFSgOxQoUh+JKJTrJPnr0KBkZGYSEhGR7PSQkhNjY2AId46+//mL69OnMmjWLiIgIIiIi2LRpU577jxw5koSEhKztwIEDV/UdRApLMShWoDgUK1AciisV++EiztauXTsyMzMLvL+XlxdeXl5ERUURFRVFRkaGE1snkpNiUKxAcShWoDgUVyrRPdnBwcG4ubkRFxeX7fW4uDgqVKjg1HMPGzaMrVu3snr1aqeeRyQvikGxAsWhWIHiUFyhRCfZnp6eNG/enEWLFmW9lpmZyaJFi2jTpo1Tzx0VFUWDBg1o2bKlU88jkhfFoFiB4lCsQHEormAzDMNwdSOuRlJSErt27QKgadOmjB07lk6dOhEUFESVKlWYPn06gwYN4tNPP6VVq1aMGzeO7777ju3bt+cYq+0MiYmJBAYGkpCQQEBAgNPPJ8VDUcaFYlDyojgUK1AcihU4IzaK/ZjsNWvW0KlTp6znkZGRAAwaNIgpU6bQr18/jhw5wssvv0xsbCwRERHMmzfP6Qm2xn+JqykGxQoUh2IFikNxhWLfk211umqW3KjnRqxAcShWoDgUK3BGbJToMdkiIiIiIq6gJNtJNMlCXE0xKFagOBQrUByKK2i4iJPp1pTkRrdHxQoUh2IFikOxAg0XEREREREpBpRkO4luTYmrKQbFChSHYgWKQ3EFDRdxMt2aktzo9qhYgeJQrEBxKFag4SIiIiIiIsWAkmwn0a0pcTXFoFiB4lCsQHEorqDhIk6mW1OSG90eFStQHIoVKA7FCjRcRERERESkGFCSLSIiIiLiYO6ubkBJd340TmJiootbIlZyPh6KYrSWYlDyojgUK1AcihU4Iw6VZDvZqVOnAAgLC3NxS8SKTp06RWBgoNPPAYpByVtRxOGxY8cAxaHk7dixY4pDcTlHxqGSbCcLDQ3lwIED+Pv7Y7PZXN2cLImJiYSFhXHgwAHLTv4oyW00DINTp04RGhrqxNaZrBqDULL/jItScYjDoKAgAPbv3+/0RKo4KA5xVVQSEhKoUqVKVow4k+LwAsVgds6IQyXZTma326lcubKrm5GngIAAy//lKqltLKp/4K0eg1By/4yLmtXj8Pz5rP57LErFIa6KyvkYKYpzKA4vUAxm58g41MRHEREREREHU5ItIiIiIuJgSrKvUV5eXowaNQovLy9XNyVPamPJVxx+f2qjYxSHNhYl/T4uKMrfhX7vF+h3kZ0zfh9a8VFERERExMHUky0iIiIi4mBKskVEREREHExJtoiIiIiIgynJFhERERFxMCXZIiIiIiIOpiRbRERERMTBlGSLiIiIiDiYkmwREREREQdTki0iIiIi4mBKskVEREREHExJtoiIiIiIgynJFhERERFxMCXZIiIiIiIOpiRbRERERMTBlGSLiIiIiDiYkmwREREREQdTki0iIiIi4mBKskVEREREHExJtoiIiIiIg7m7ugElXWZmJjExMfj7+2Oz2VzdHLEIwzA4deoUoaGh2O3OvdZVDEpeFIdiBYpDsQJnxKGSbCeLiYkhLCzM1c0Qizpw4ACVK1d26jkUg5IfxaFYgeJQrMCRcagk28n8/f0B8w8tICDAxa0Rq0hMTCQsLCwrPpxJMSh5URyKFSgOxQqcEYdKsp0kKiqKqKgoMjIyAAgICNBfaMnBmbcrFYNSUIpDsQLFoViBI+PQZhiG4bCjSQ6JiYkEBgaSkJCgv9CSpSjjQjEoeVEcihUoDsUKnBEbqi7iJFFRUTRo0ICWLVu6uilyjVIMihUoDsUKFIfiCurJdjJdNUtu1HMjVqA4FCtQHIoVqCdbRERERKQYUJLtJLo1Ja6mGBQrUByKFSgOxRU0XMTJdGtKcqPbo2IFikOxAsWhWIGGi4iIiIiIFANKsp1Et6bE1RSDYgWKQ7ECxaG4goaLOJluTUludHtUrEBxKFagOBQr0HAREREREZFiQEm2iIiIiIiDKcl2Eo3/EldTDIoVKA7FChSH4goak+1kGv8ludEYRLECxaFYgeJQrEBjskVEREREigEl2SIiIiIiDqYkW0RERETEwZRkO4kmWYirKQbFChSHYgWKQ3EFTXx0Mk2ykNxooo9YgeJQrEBxKFagiY8iIiIiIsWAkmwREREREQdTki0iIiIi4mBKskVEREREHExJtoiIiIiIgynJdhKVCxJXUwyKFSgOxQoUh+IKKuHnZCoXJLlRySqxAsWhWIHiUKxAJfxERERERIoBJdkiIiIiIg6mJFtERERExMGUZIuIiIiIOJiS7AKYPXs2devWpXbt2nz++eeubo6IiIiIWJy7qxtgdenp6URGRrJ48WICAwNp3rw5ffr0oWzZsq5umoiIiIhYlHqy87Fq1SoaNmxIpUqV8PPzo0ePHixYsMDVzRIRERERCyvxSfbSpUvp1asXoaGh2Gw2Zs2alWOfqKgoqlWrhre3N61bt2bVqlVZ78XExFCpUqWs55UqVeLQoUNF0XQRERERKaZKfJKdnJxMeHg4UVFRub4/ffp0IiMjGTVqFOvWrSM8PJzu3bsTHx9fxC0VERERkZKixI/J7tGjBz169Mjz/bFjxzJ06FCGDBkCwPjx45kzZw6TJk1ixIgRhIaGZuu5PnToEK1atcrzeCkpKaSkpGQ9T0xMdMC3ECk4xaBYgeJQrEBxKK5U4nuyLyc1NZW1a9fStWvXrNfsdjtdu3ZlxYoVALRq1YrNmzdz6NAhkpKSmDt3Lt27d8/zmKNHjyYwMDBrCwsLc/r3ELmYYlCsQHEoVqA4FFe6ppPso0ePkpGRQUhISLbXQ0JCiI2NBcDd3Z3333+fTp06ERERwdNPP33ZyiIjR44kISGBMWPGULduXWrVquXU7yByKcWgWIHiUKxAcSiuZDMMw3B1I4qKzWZj5syZ9O7dG7gwqXH58uW0adMma7/nnnuOJUuWsHLlyqs+Z2JiIoGBgSQkJBAQEHDVx5OSoSjjQjEoeVEcihUoDsUKnBEb13RPdnBwMG5ubsTFxWV7PS4ujgoVKlzVsaOiomjQoAEtW7a8quOIXCnFoFiB4lCsQHEornBNJ9menp40b96cRYsWZb2WmZnJokWLsvVsX4lhw4axdetWVq9efbXNFLkiikGxAsWhWIHiUFyhxFcXSUpKYteuXVnP9+7dS3R0NEFBQVSpUoXIyEgGDRpEixYtaNWqFePGjSM5OTmr2oiIiIiISGGV+CR7zZo1dOrUKet5ZGQkAIMGDWLKlCn069ePI0eO8PLLLxMbG0tERATz5s3LMRmysKKiooiKiiIjI+OqjiNypRSDYgWKQ7ECxaG4wjU18dEVNMlCcqOJPmIFikOxAsWhWIEmPhYjmmQhrqYYFCtQHIoVKA7FFdST7WS6apbcqOdGrEBxKFagOBQrUE+2iIiIiEgxoCTbSXRrSlxNMShWoDgUK1AciitouIiT6daU5Ea3R8UKFIdiBYpDsQINFxERERERKQaUZIuIiIiIOJiSbCfR+C9xNcWgWIHiUKxAcSiuoDHZTqbxX5IbjUEUK1AcihUoDsUKNCZbRERERKQYUJItIiIiIuJgSrJFRERERBxMSbaTaJKFuJpiUKxAcShWoDgUV9DERyfTJAvJjSb6iBUoDsUKFIdiBZr4KCIiIiJSDCjJFhERERFxMCXZIiIiIiIOpiRbRERERMTBlGSLiIiIiDiYkmwnUbkgcTXFoFiB4lCsQHEorqASfk6mckGSG5WsEitQHIoVKA7FClTCT0RERESkGFCSLSIiIiLiYEqyRUREREQcTEm2iIiIiIiDKckugD59+lCmTBn69u3r6qaIiIiISDGgJLsAnnzySaZNm+bqZoiIiIhIMaEkuwA6duyIv7+/q5shIiIiIsVEsU+yly5dSq9evQgNDcVmszFr1qwc+0RFRVGtWjW8vb1p3bo1q1atKvqGioiIiMg1o9gn2cnJyYSHhxMVFZXr+9OnTycyMpJRo0axbt06wsPD6d69O/Hx8Vn7RERE0KhRoxxbTExMUX0NERERESlB3F3dgKvVo0cPevTokef7Y8eOZejQoQwZMgSA8ePHM2fOHCZNmsSIESMAiI6Odlh7UlJSSElJyXqemJjosGOLFIRiUKxAcShWoDgUVyr2PdmXk5qaytq1a+natWvWa3a7na5du7JixQqnnHP06NEEBgZmbWFhYU45j0heFINiBYpDsQLFobhSiU6yjx49SkZGBiEhIdleDwkJITY2tsDH6dq1K3feeSe//vorlStX/v/27jamyvqP4/gHUQ7mAucobgq8qdQ05SgThqsZyf6IzumjsDU7NrPWfOLoZvggqfXA7sZc7SztgbLWZuCD9IENlyxyGXmDuMybJsYUVwcVFwfMm+3w+z9oHiJAQa7rXL+D79d2Ns51Lvh9z+98DvtyXb/rcMcGfePGjers7Ize2tra7rl+4F6QQdiAHMIG5BBeivvlIrGwf//+Ie/r8/nk8/kUDAYVDAYViURcrAzojwzCBuQQNiCH8NKoPpKdlpamxMREtbe399ne3t6ujIwMV8dev369Tp06pSNHjrg6DjAYMggbkEPYgBzCC6O6yU5KSlJeXp7q6+uj23p6elRfX6/CwkJXxw4Gg5o1a5YWLFjg6jjAYMggbEAOYQNyCC8kGGOM10WMRHd3t1paWiRJ8+bNU1VVlYqKijRp0iTl5OSopqZGgUBA27ZtU35+vrZs2aLa2lqdOXOm31ptN4TDYaWmpqqzs1MpKSmuj4f4EMtckEEMhhzCBuQQNnAjG3G/Jvvo0aMqKiqK3i8vL5ckBQIBVVdXq6ysTJcvX9amTZsUCoXk9/tVV1fneoPN+i94jQzCBuQQNiCH8ELcH8m2HX81YyAcuYENyCFsQA5hAzeyMarXZHuJ9V/wGhmEDcghbEAO4QWOZLuMv5oxEI7cwAbkEDYgh7ABR7IBAACAOECTDQAAADiMJtslrP+C18ggbEAOYQNyCC+wJttlrP/CQFiDCBuQQ9iAHMIGrMkGAAAA4gBNtks4NQWvkUHYgBzCBuQQXmC5iMs4NYWBcHoUNiCHsAE5hA1YLgIAAADEAZpsAAAAwGE02QAAAIDDaLJdwkUW8BoZhA3IIWxADuEFLnx0GRdZYCBc6AMbkEPYgBzCBlz4CAAAAMQBmmwAAADAYTTZAAAAgMNosgEAAACH0WQDAAAADqPJdgkfFwSvkUHYgBzCBuQQXuAj/FzGxwVhIHxkFWxADmEDcggb8BF+AAAAQBygyQYAAAAcRpMNAAAAOIwmGwAAAHAYTfZdtLW16dlnn9WsWbM0d+5c7dq1y+uSAAAAYLmxXhdgu7Fjx2rLli3y+/0KhULKy8vT0qVLNWHCBK9LAwAAgKVosu8iMzNTmZmZkqSMjAylpaXp6tWrNNkAAAAYVNwvFzlw4ICWL1+urKwsJSQkaPfu3f32CQaDmjJlipKTk1VQUKDDhw/f01hNTU2KRCLKzs4eYdUAAAAYzeK+yb527Zpyc3MVDAYHfLympkbl5eWqrKzUsWPHlJubq5KSEl26dCm6j9/v11NPPdXv9scff0T3uXr1ql566SV98cUXrj8nAAAAxLe4Xy5SWlqq0tLSQR+vqqrSunXr9PLLL0uStm7dqr1792r79u2qqKiQJB0/fvyOY9y8eVMrV65URUWFFi5ceNd9b968Gb0fDoeH+EwAZ5BB2IAcwgbkEF6K+yPZd3Lr1i01NTWpuLg4um3MmDEqLi5WY2PjkH6GMUZr1qzRc889p9WrV991/82bNys1NTV6Y2kJYo0MwgbkEDYgh/DSqG6yr1y5okgkovT09D7b09PTFQqFhvQzDh48qJqaGu3evVt+v19+v18nTpwYdP+NGzeqs7MzemtraxvRcwCGiwzCBuQQNiCH8FLcLxdx29NPP62enp4h7+/z+eTz+RQMBhUMBhWJRFysDuiPDMIG5BA2IIfw0qg+kp2WlqbExES1t7f32d7e3q6MjAxXx16/fr1OnTqlI0eOuDoOMBgyCBuQQ9iAHMILo7rJTkpKUl5enurr66Pbenp6VF9fr8LCQlfHDgaDmjVrlhYsWODqOMBgyCBsQA5hA3IILyQYY4zXRYxEd3e3WlpaJEnz5s1TVVWVioqKNGnSJOXk5KimpkaBQEDbtm1Tfn6+tmzZotraWp05c6bfWm03hMNhpaamqrOzUykpKa6Ph/gQy1yQQQyGHMIG5BA2cCMbcb8m++jRoyoqKoreLy8vlyQFAgFVV1errKxMly9f1qZNmxQKheT3+1VXV+d6g836L3iNDMIG5BA2IIfwQtwfybYdfzVjIBy5gQ3IIWxADmEDN7IxqtdkAwAAAF6gyXYJF1nAa2QQNiCHsAE5hBdYLuIyTk1hIJwehQ3IIWxADmEDlosAAAAAcYAm2yWcmoLXyCBsQA5hA3IIL7BcxGWcmsJAOD0KG5BD2IAcwgYsFwEAAADiAE22Szg1Ba+RQdiAHMIG5BBeYLmIyzg1hYFwehQ2IIewATmEDVguAgAAAMQBmmwAAADAYWO9LmC0u70aJxwOe1wJbHI7D7FYrUUGMRhyCBuQQ9jAjRzSZLusq6tLkpSdne1xJbBRV1eXUlNTXR9DIoMYXCxy2NHRIYkcYnAdHR3kEJ5zMoc02S7LyspSW1ubHnzwQSUkJHhdTlQ4HFZ2drba2tqsvfhjNNdojFFXV5eysrJcrO4ftmZQGt2vcSzFQw4nTZokSbpw4YLrjVQ8iIdcxUpnZ6dycnKiGXETOexFBvtyI4c02S4bM2aMHn30Ua/LGFRKSor1b67RWmOsfsHbnkFp9L7GsWZ7Dm+PZ/s8xlI85CpWbmckFmOQw15ksC8nc8iFjwAAAIDDaLIBAAAAh9Fk36d8Pp8qKyvl8/m8LmVQ1Dj6xcP8UaMz4qHGWGI+esVyLpj3XsxFX27MB//xEQAAAHAYR7IBAAAAh9FkAwAAAA6jyQYAAAAcRpMNAAAAOIwmGwAAAHAYTfZ95t1331VCQkKf28yZMz2t6cCBA1q+fLmysrKUkJCg3bt393ncGKNNmzYpMzNT48ePV3Fxsc6ePWtVjWvWrOk3r0uWLIlpjfGEHLpTo9c5DAaDmjJlipKTk1VQUKDDhw/fcf9du3Zp5syZSk5O1pw5c/Ttt9/GqFL3DWcuqqur+71uycnJMazWPXfL7EAaGho0f/58+Xw+Pf7446qurh7WmOSwFzn8hxc5lGiy70uzZ8/Wn3/+Gb39+OOPntZz7do15ebmKhgMDvj4Rx99pE8//VRbt27VoUOHNGHCBJWUlOjGjRvW1ChJS5Ys6TOvO3fujFl98YgcOl+j5F0Oa2pqVF5ersrKSh07dky5ubkqKSnRpUuXBtz/p59+0gsvvKC1a9equblZK1eu1MqVK/Xrr7/GpF43DXcupH/+tfW/X7fz58/HsGL3DCWz/9ba2qply5apqKhIx48f14YNG/TKK69o3759Q/p+ctiLHPaKdQ6jDO4rlZWVJjc31+syBiXJfPPNN9H7PT09JiMjw3z88cfRbX/99Zfx+Xxm586dHlTYv0ZjjAkEAmbFihWe1BOPyOHI2ZbD/Px8s379+uj9SCRisrKyzObNmwfc//nnnzfLli3rs62goMC89tprrtYZC8Odix07dpjU1NQYVeedgTL7X2+//baZPXt2n21lZWWmpKRkSGOQw17kcGCxyOFtHMm+D509e1ZZWVmaNm2aXnzxRV24cMHrkgbV2tqqUCik4uLi6LbU1FQVFBSosbHRw8r6a2ho0MMPP6wZM2bo9ddfV0dHh9clWY0cusOLHN66dUtNTU195mfMmDEqLi4edH4aGxv77C9JJSUl1s3ncN3LXEhSd3e3Jk+erOzsbK1YsUInT56MRbnWGUkuyGEvcjgyTuWCJvs+U1BQoOrqatXV1enzzz9Xa2urnnnmGXV1dXld2oBCoZAkKT09vc/29PT06GM2WLJkib788kvV19frww8/1A8//KDS0lJFIhGvS7MSOXSHVzm8cuWKIpHIsOYnFApZP5/34l7mYsaMGdq+fbv27Nmjr776Sj09PVq4cKEuXrwYi5KtMlguwuGwrl+/fsfvJYe9yOHIjCSH/zbW6cJgt9LS0ujXc+fOVUFBgSZPnqza2lqtXbvWw8ri26pVq6Jfz5kzR3PnztVjjz2mhoYGLV682MPK7EQO3UEO41NhYaEKCwuj9xcuXKgnn3xS27Zt0/vvv+9hZbifkEPncST7Pjdx4kRNnz5dLS0tXpcyoIyMDElSe3t7n+3t7e3Rx2w0bdo0paWlWTuvtiGH7ohVDtPS0pSYmDis+cnIyIi7+RyKe5mL/xo3bpzmzZtn7fvBTYPlIiUlRePHj7/j95LDXuRwZEaSw3+jyb7PdXd369y5c8rMzPS6lAFNnTpVGRkZqq+vj24Lh8M6dOhQn7+4bXPx4kV1dHRYO6+2IYfuiFUOk5KSlJeX12d+enp6VF9fP+j8FBYW9tlfkr777jur53Mo7mUu/isSiejEiRPWvh/cNJJckMNe5HBkHMvFcK/KRHx74403TENDg2ltbTUHDx40xcXFJi0tzVy6dMmzmrq6ukxzc7Npbm42kkxVVZVpbm4258+fN8YY88EHH5iJEyeaPXv2mF9++cWsWLHCTJ061Vy/ft2KGru6usybb75pGhsbTWtrq9m/f7+ZP3++eeKJJ8yNGzdiVmM8IYfO1+h1Dr/++mvj8/lMdXW1OXXqlHn11VfNxIkTTSgUMsYYs3r1alNRURHd/+DBg2bs2LHmk08+MadPnzaVlZVm3Lhx5sSJE67X6rbhzsV7771n9u3bZ86dO2eamprMqlWrTHJysjl58qRXT8Exd3tfVVRUmNWrV0f3//33380DDzxg3nrrLXP69GkTDAZNYmKiqaurG9J45LAXOewV6xzeRpN9nykrKzOZmZkmKSnJPPLII6asrMy0tLR4WtP3339vJPW7BQIBY8w/H5/2zjvvmPT0dOPz+czixYvNb7/9Zk2Nf//9t/nf//5nHnroITNu3DgzefJks27duugvMvRHDp2v0YYcfvbZZyYnJ8ckJSWZ/Px88/PPP0cfW7RoUXQub6utrTXTp083SUlJZvbs2Wbv3r0xq9Vtw5mLDRs2RPdNT083S5cuNceOHfOgaufd7X0VCATMokWL+n2P3+83SUlJZtq0aWbHjh3DGpMc9iKH//Aih8YYk2CMMcM79g0AAADgTliTDQAAADiMJhsAAABwGE02AAAA4DCabAAAAMBhNNkAAACAw2iyAQAAAIfRZAMAAAAOo8kGAAAAHEaTDQAAADiMJhsAAABwGE02AAAA4LD/A8TOZCbOC5uWAAAAAElFTkSuQmCC",
-      "text/plain": [
-       "<Figure size 800x600 with 12 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "colors = ['red', 'green', 'blue', 'purple', 'brown', 'orange', 'pink']\n",
-    "for epoch in [150]: # 0, 50, 100, 250, 500\n",
-    "    fig, axes = plt.subplots(\n",
-    "        nrows=3, ncols=4, sharey=True, sharex='col', figsize=(8, 6)\n",
-    "    )\n",
-    "    for y_idx, max_mode in enumerate([4, 8, 16]):\n",
-    "        for _y_idx, ckpt_path in enumerate(['/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts', \n",
-    "                     #'/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss'\n",
-    "                     ]):\n",
-    "            loss_type = ckpt_path.split(\"/\")[-1]\n",
-    "            if not \"pinn\" in loss_type:\n",
-    "                loss_type = \"data_loss\"\n",
-    "    \n",
-    "            for _y_idx, downsample_dim in enumerate([-1]):\n",
-    "                for x_idx, filter_lim in enumerate([3, 5, 10, -1]):\n",
-    "                    if filter_lim == -1 and downsample_dim != -1:\n",
-    "                        continue\n",
-    "                    ckpt_dir = f'darcy_{downsample_dim}_{filter_lim}_32_0001_1e-08_15_05_l1_{max_mode}_32'\n",
-    "                    ckpt_pth = f'{ckpt_path}/{ckpt_dir}/'\n",
-    "                    ckpt_name = f'{ckpt_pth}/train_stats.csv'\n",
-    "                    # load model\n",
-    "                    model = get_model(\n",
-    "                        model_name='FNO2D',\n",
-    "                        out_channels=1,\n",
-    "                        in_channels=1,\n",
-    "                        hidden_channels=32,\n",
-    "                        max_modes=max_mode,\n",
-    "                    ).to(device)\n",
-    "                    #ckpt_dict = load_latest_ckpt(ckpt_pth)\n",
-    "                    ckpt_file = f\"{ckpt_pth}/{epoch}_ckpt.pth\"\n",
-    "                    print(f\"{ckpt_file=}\")\n",
-    "                    ckpt_dict = torch.load(\n",
-    "                        ckpt_file,\n",
-    "                        weights_only=False,\n",
-    "                    )\n",
-    "                    model.load_state_dict(ckpt_dict['model_state_dict'])\n",
-    "            \n",
-    "                    for color_idx, test_lim in enumerate([3, 4, 5, 8, 12, -1]):\n",
-    "                        for test_down in [-1]:\n",
-    "                            ylabel = f'test_lim={test_lim}_downsample={test_down}'\n",
-    "                            # get data\n",
-    "                            data_kwargs = {\n",
-    "                                'dataset_name': 'darcy',\n",
-    "                                'filter_lim': test_lim,\n",
-    "                                'img_size': 32,\n",
-    "                                'downsample_dim': test_down,\n",
-    "                                'train': False,\n",
-    "                            }\n",
-    "            \n",
-    "                            dataset = get_dataset(**data_kwargs)\n",
-    "                            samples = len(dataset)\n",
-    "                            s = data_kwargs['img_size']\n",
-    "            \n",
-    "                            # get model pred\n",
-    "                            dataloader = DataLoader(dataset, batch_size=32)\n",
-    "                            model_preds_test = get_model_preds(\n",
-    "                                dataloader, model, device\n",
-    "                            ).squeeze()\n",
-    "            \n",
-    "                            # compute residuals\n",
-    "                            residuals = []\n",
-    "                            for i in range(model_preds_test.shape[0]):\n",
-    "                                residual = model_preds_test[i].to('cpu') - dataset[:samples]['y'].squeeze()[i]\n",
-    "                                residuals.append(residual)\n",
-    "                            \n",
-    "                            residuals = torch.stack(residuals)\n",
-    "            \n",
-    "                            # spectrum of residuals\n",
-    "                            residual_spectrum = get_energy_curve(\n",
-    "                                residuals #.reshape(samples * 1, s, s)\n",
-    "                            )\n",
-    "            \n",
-    "                            # get unfiltered label specturm\n",
-    "                            unfilter_data_kwargs = {\n",
-    "                                'dataset_name': 'darcy',\n",
-    "                                'filter_lim': -1,\n",
-    "                                'img_size': 32,\n",
-    "                                'downsample_dim': -1,\n",
-    "                                'train': False,\n",
-    "                            }\n",
-    "            \n",
-    "                            unfilter_dataset = get_dataset(**unfilter_data_kwargs)\n",
-    "                            unfilter_label_spectrum = get_energy_curve(\n",
-    "                                unfilter_dataset[:samples]['y'].reshape(samples * 1, s, s)\n",
-    "                            )\n",
-    "                            x = np.linspace(1, s//2, s//2)\n",
-    "                            axes[y_idx, x_idx].set_yscale('log')\n",
-    "                            if test_lim == -1:\n",
-    "                                test_lim = 16\n",
-    "                            axes[y_idx, x_idx].plot(\n",
-    "                                x,\n",
-    "                                residual_spectrum / unfilter_label_spectrum,\n",
-    "                                label=f'Lowpass limit {test_lim}',\n",
-    "                                color=colors[color_idx],\n",
-    "                            )\n",
-    "                            if y_idx == 2:\n",
-    "                                axes[y_idx, x_idx].set_xlabel(f'Wavenumber')\n",
-    "                            if filter_lim == -1:\n",
-    "                                filter_lim = s // 2  \n",
-    "                            if color_idx == 0:\n",
-    "                                axes[y_idx, x_idx].axvline(x = filter_lim, color = 'grey', linestyle=\"--\", label ='Train Lowpass Limit')\n",
-    "                                axes[y_idx, x_idx].axvline(x = max_mode, color = 'pink', linestyle=\"--\", label ='FNO Max Modes')\n",
-    "                            if x_idx == 0:\n",
-    "                                axes[y_idx, x_idx].set_ylabel(f'Energy of Residuals \\n (Pred - Label)')\n",
-    "                            handles, labels = axes[y_idx, x_idx].get_legend_handles_labels()\n",
-    "            \n",
-    "    fig.legend(handles = handles , labels=labels,loc='upper center',\n",
-    "             bbox_to_anchor=(0.5, -0.0),fancybox=False, shadow=False, ncol=4)\n",
-    "    plt.tight_layout()\n",
-    "    plt.show()\n",
-    "    fig.savefig(\n",
-    "        f'{FIG_DIR}/varried_filters_{epoch}_w_max_modes.pdf',\n",
-    "        bbox_inches='tight',\n",
-    "        dpi=300,\n",
-    "    )"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 19,
-   "id": "8cc8f10a-479d-49fd-803e-09183df04887",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/darcy_6_3_32_0001_1e-08_15_05_l1_4_32//train_stats.csv\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/darcy_6_3_32_0001_1e-08_15_05_l1_4_32//150_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/darcy_8_3_32_0001_1e-08_15_05_l1_4_32//train_stats.csv\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/darcy_8_3_32_0001_1e-08_15_05_l1_4_32//150_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/darcy_12_3_32_0001_1e-08_15_05_l1_4_32//train_stats.csv\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/darcy_12_3_32_0001_1e-08_15_05_l1_4_32//150_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/darcy_-1_3_32_0001_1e-08_15_05_l1_4_32//train_stats.csv\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/darcy_-1_3_32_0001_1e-08_15_05_l1_4_32//150_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/darcy_6_3_32_0001_1e-08_15_05_l1_8_32//train_stats.csv\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/darcy_6_3_32_0001_1e-08_15_05_l1_8_32//150_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/darcy_8_3_32_0001_1e-08_15_05_l1_8_32//train_stats.csv\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/darcy_8_3_32_0001_1e-08_15_05_l1_8_32//150_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/darcy_12_3_32_0001_1e-08_15_05_l1_8_32//train_stats.csv\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/darcy_12_3_32_0001_1e-08_15_05_l1_8_32//150_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/darcy_-1_3_32_0001_1e-08_15_05_l1_8_32//train_stats.csv\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/darcy_-1_3_32_0001_1e-08_15_05_l1_8_32//150_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/darcy_6_3_32_0001_1e-08_15_05_l1_16_32//train_stats.csv\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/darcy_6_3_32_0001_1e-08_15_05_l1_16_32//150_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/darcy_8_3_32_0001_1e-08_15_05_l1_16_32//train_stats.csv\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/darcy_8_3_32_0001_1e-08_15_05_l1_16_32//150_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/darcy_12_3_32_0001_1e-08_15_05_l1_16_32//train_stats.csv\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/darcy_12_3_32_0001_1e-08_15_05_l1_16_32//150_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/darcy_-1_3_32_0001_1e-08_15_05_l1_16_32//train_stats.csv\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/darcy_-1_3_32_0001_1e-08_15_05_l1_16_32//150_ckpt.pth'\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n"
-     ]
-    },
-    {
-     "data": {
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",
-      "text/plain": [
-       "<Figure size 800x600 with 12 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "for epoch in [150]: #0, 50, 100, 250,\n",
-    "    fig, axes = plt.subplots(\n",
-    "        nrows=3, ncols=4, sharey=True, sharex='col', figsize=(8, 6)\n",
-    "    )\n",
-    "    for y_idx, max_mode in enumerate([4, 8, 16]):\n",
-    "        for _y_idx, ckpt_path in enumerate(['/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts', \n",
-    "             #'/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss'\n",
-    "             ]):\n",
-    "            loss_type = ckpt_path.split(\"/\")[-1]\n",
-    "            if not \"pinn\" in loss_type:\n",
-    "                loss_type = \"data_loss\"\n",
-    "            for x_idx, downsample_dim in enumerate([6, 8, 12, -1]):\n",
-    "                for _y_idx, filter_lim in enumerate([3]):\n",
-    "                    if filter_lim == -1 and downsample_dim != -1:\n",
-    "                        continue\n",
-    "                    ckpt_dir = f'darcy_{downsample_dim}_{filter_lim}_32_0001_1e-08_15_05_l1_{max_mode}_32'\n",
-    "                    ckpt_pth = f'{ckpt_path}/{ckpt_dir}/'\n",
-    "                    ckpt_name = f'{ckpt_pth}/train_stats.csv'\n",
-    "                    df = pd.read_csv(ckpt_name)\n",
-    "            \n",
-    "                    print(f'{ckpt_name}')\n",
-    "                    # load model\n",
-    "                    model = get_model(\n",
-    "                        model_name='FNO2D',\n",
-    "                        out_channels=1,\n",
-    "                        in_channels=1,\n",
-    "                        hidden_channels=32,\n",
-    "                        max_modes=max_mode,\n",
-    "                    ).to(device)\n",
-    "                    #ckpt_dict = load_latest_ckpt(ckpt_pth)\n",
-    "                    ckpt_file = f\"{ckpt_pth}/{epoch}_ckpt.pth\"\n",
-    "                    print(f\"{ckpt_file=}\")\n",
-    "                    ckpt_dict = torch.load(\n",
-    "                            ckpt_file,\n",
-    "                            weights_only=False,\n",
-    "                        )\n",
-    "                    model.load_state_dict(ckpt_dict['model_state_dict'])\n",
-    "            \n",
-    "                    for test_lim in [3]:\n",
-    "                        for test_down in [6, 8, 12, -1]:\n",
-    "                            ylabel = f'test_lim={test_lim}_downsample={test_down}'\n",
-    "                            # get data\n",
-    "                            data_kwargs = {\n",
-    "                                'dataset_name': 'darcy',\n",
-    "                                'filter_lim': test_lim,\n",
-    "                                'img_size': 32,\n",
-    "                                'downsample_dim': test_down,\n",
-    "                                'train': False,\n",
-    "                            }\n",
-    "            \n",
-    "                            dataset = get_dataset(**data_kwargs)\n",
-    "                            samples = len(dataset)\n",
-    "                            s = data_kwargs['img_size']\n",
-    "                            if data_kwargs['downsample_dim'] != -1:\n",
-    "                                s = data_kwargs['downsample_dim']\n",
-    "                            inputs = [dataset[i]['x'] for i in range(samples)]\n",
-    "                            labels = [dataset[i]['y'] for i in range(samples)]\n",
-    "                            dataset_samples = {\n",
-    "                                'x': torch.cat(inputs),\n",
-    "                                'y': torch.cat(labels),\n",
-    "                            }\n",
-    "            \n",
-    "                            # get model pred\n",
-    "                            dataloader = DataLoader(dataset, batch_size=32)\n",
-    "                            model_preds_test = get_model_preds(\n",
-    "                                dataloader, model, device\n",
-    "                            ).squeeze()\n",
-    "            \n",
-    "                            # compute residuals\n",
-    "                            residuals = []\n",
-    "                            for i in range(model_preds_test.shape[0]):\n",
-    "                                residual = model_preds_test[i].to('cpu') - dataset_samples['y'].squeeze()[i]\n",
-    "                                residuals.append(residual)\n",
-    "                            \n",
-    "                            residuals = torch.stack(residuals)\n",
-    "            \n",
-    "                            # spectrum of residuals\n",
-    "                            residual_spectrum = get_energy_curve(\n",
-    "                                residuals #.reshape(samples * 1, s, s)\n",
-    "                            )\n",
-    "                            \n",
-    "                            # get unfiltered label specturm\n",
-    "                            unfilter_data_kwargs = {\n",
-    "                                'dataset_name': 'darcy',\n",
-    "                                'filter_lim': -1,\n",
-    "                                'img_size': 32,\n",
-    "                                'downsample_dim': test_down,\n",
-    "                                'train': False,\n",
-    "                            }\n",
-    "                            unfilter_dataset = get_dataset(**unfilter_data_kwargs)\n",
-    "                            unfilt_inputs = [unfilter_dataset[i]['x'] for i in range(samples)]\n",
-    "                            unfilt_labels = [unfilter_dataset[i]['y'] for i in range(samples)]\n",
-    "                            unfilter_dataset = {\n",
-    "                                'x': torch.cat(unfilt_inputs),\n",
-    "                                'y': torch.cat(unfilt_labels),\n",
-    "                            }\n",
-    "            \n",
-    "                            unfilter_label_spectrum = get_energy_curve(\n",
-    "                                unfilter_dataset['y'].reshape(samples * 1, s, s)\n",
-    "                            )\n",
-    "                            x = np.linspace(1, s//2, s//2)\n",
-    "                            axes[y_idx, x_idx].set_yscale('log')\n",
-    "                            if test_down == -1:\n",
-    "                                test_down = 32\n",
-    "                            axes[y_idx, x_idx].plot(\n",
-    "                                x,\n",
-    "                                residual_spectrum / unfilter_label_spectrum,\n",
-    "                                label=f'Downsample ({test_down})',\n",
-    "                                #color=colors[color_idx],\n",
-    "                            )\n",
-    "            \n",
-    "                            \n",
-    "                            if filter_lim == -1:\n",
-    "                                filter_lim = s // 2  \n",
-    "                            if filter_lim == -1:\n",
-    "                                filter_lim = s // 2  \n",
-    "                            if test_down == 32:\n",
-    "                                axes[y_idx, x_idx].axvline(x = filter_lim, color = 'grey', linestyle=\"--\", label = 'Train Lowpass Limit')\n",
-    "                                axes[y_idx, x_idx].axvline(x = max_mode, color = 'pink', linestyle=\"--\", label ='FNO Max Modes')\n",
-    "                            if x_idx == 0:\n",
-    "                                axes[y_idx, x_idx].set_ylabel(f'Energy of Residuals \\n (Pred - Label)')\n",
-    "    \n",
-    "                            if y_idx == 0:\n",
-    "                                ds_dim = downsample_dim\n",
-    "                                if downsample_dim == -1:\n",
-    "                                    ds_dim = 32\n",
-    "                                axes[y_idx, x_idx].set_title(f'Train data\\nDownsample ({ds_dim},{ds_dim})')\n",
-    "                            if y_idx == 2:\n",
-    "                                axes[y_idx, x_idx].set_xlabel(f'Wavenumber')\n",
-    "        \n",
-    "                            handles, labels = axes[y_idx, x_idx].get_legend_handles_labels()\n",
-    "        \n",
-    "    fig.legend(handles = handles , labels=labels,loc='upper center',\n",
-    "             bbox_to_anchor=(0.5, -0.0),fancybox=False, shadow=False, ncol=4)\n",
-    "    plt.tight_layout()\n",
-    "    plt.show()\n",
-    "    fig.savefig(\n",
-    "        f'{FIG_DIR}/varried_downsample_{epoch}_w_max_modes.png',\n",
-    "        dpi=300,\n",
-    "        bbox_inches='tight',\n",
-    "    )"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "fcc90aab-2ad7-45b3-93e1-5549cefde87d",
-   "metadata": {
-    "jp-MarkdownHeadingCollapsed": true
-   },
-   "source": [
-    "# Larger Darcy PDE Bench Dataset"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 54,
-   "id": "351a9d32-2327-468d-9ada-1fbe6ef73c36",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/tmp/ipykernel_75589/1229968890.py:33: UserWarning: Tight layout not applied. tight_layout cannot make Axes width small enough to accommodate all Axes decorations\n",
-      "  plt.tight_layout()\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 600x600 with 16 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "colors = ['red', 'green', 'blue', 'purple', 'brown', 'orange', 'pink']\n",
-    "\n",
-    "fig, axes = plt.subplots(\n",
-    "    nrows=4, ncols=4, sharey=True, sharex='col', figsize=(6, 6)\n",
-    ")\n",
-    "ckpt_path = '/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts'    \n",
-    "for x_idx, downsample_dim in enumerate([16, 32, 64, -1]):\n",
-    "    for y_idx, filter_lim in enumerate([8, 16, 32, -1]):\n",
-    "        for color_idx, max_mode in enumerate([16, 32, 64]):\n",
-    "            ckpt_dir = f'darcy_pdebench_{downsample_dim}_{filter_lim}_128_0001_1e-08_15_05_l1_{max_mode}_32'\n",
-    "            ckpt_pth = f'{ckpt_path}/{ckpt_dir}/'\n",
-    "            ckpt_name = f'{ckpt_pth}/train_stats.csv'\n",
-    "            if not os.path.exists(ckpt_name):\n",
-    "                continue\n",
-    "            df = pd.read_csv(ckpt_name)\n",
-    "            for ylabel in [\n",
-    "                #'train_loss',\n",
-    "                'test',\n",
-    "            ]:\n",
-    "                sns.lineplot(\n",
-    "                    df, x='epoch', y=ylabel, label=f\"{max_mode=}\", ax=axes[y_idx, x_idx]\n",
-    "                )\n",
-    "                axes[y_idx, x_idx].get_legend().remove()\n",
-    "             \n",
-    "        if y_idx == 3:\n",
-    "            axes[y_idx, x_idx].set_xlabel(\n",
-    "                f'Epoch \\n downsample = {downsample_dim}'\n",
-    "            )\n",
-    "        if x_idx == 0:\n",
-    "            axes[y_idx, x_idx].set_ylabel(f'Loss \\n {filter_lim=}')\n",
-    "        \n",
-    "plt.legend(bbox_to_anchor=(-3, -1.5), loc='lower center', ncols=3)\n",
-    "plt.tight_layout()\n",
-    "plt.show()\n",
-    "fig.savefig(\n",
-    "    f'{FIG_DIR}/varried_filters_{epoch}_w_max_modes.pdf',\n",
-    "    bbox_inches='tight',\n",
-    "    dpi=300,\n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "319ec2cf-adc7-481f-b599-e7d937085bf0",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def truncate_dataset(dataset, samples=50):\n",
-    "    data_truncated = []\n",
-    "    for i in range(samples):\n",
-    "        dict_data = {\n",
-    "            'x':dataset[i]['x'],\n",
-    "            'y':dataset[i]['y'],\n",
-    "        }\n",
-    "        data_truncated.append(dict_data)\n",
-    "\n",
-    "    return data_truncated"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 34,
-   "id": "4917e03f-9bb8-45fc-ac7c-684473099ade",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "filter_lim=8\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/darcy_pdebench_-1_8_128_0001_1e-08_15_05_l1_16_32//100_ckpt.pth'\n",
-      "filter_lim=16\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/darcy_pdebench_-1_16_128_0001_1e-08_15_05_l1_16_32//100_ckpt.pth'\n",
-      "CKPT not ready yet.\n",
-      "filter_lim=32\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/darcy_pdebench_-1_32_128_0001_1e-08_15_05_l1_16_32//100_ckpt.pth'\n",
-      "CKPT not ready yet.\n",
-      "filter_lim=-1\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/darcy_pdebench_-1_-1_128_0001_1e-08_15_05_l1_16_32//100_ckpt.pth'\n",
-      "CKPT not ready yet.\n",
-      "filter_lim=8\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/darcy_pdebench_-1_8_128_0001_1e-08_15_05_l1_32_32//100_ckpt.pth'\n",
-      "filter_lim=16\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/darcy_pdebench_-1_16_128_0001_1e-08_15_05_l1_32_32//100_ckpt.pth'\n",
-      "CKPT not ready yet.\n",
-      "filter_lim=32\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/darcy_pdebench_-1_32_128_0001_1e-08_15_05_l1_32_32//100_ckpt.pth'\n",
-      "CKPT not ready yet.\n",
-      "filter_lim=-1\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/darcy_pdebench_-1_-1_128_0001_1e-08_15_05_l1_32_32//100_ckpt.pth'\n",
-      "CKPT not ready yet.\n",
-      "filter_lim=8\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/darcy_pdebench_-1_8_128_0001_1e-08_15_05_l1_64_32//100_ckpt.pth'\n",
-      "filter_lim=16\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/darcy_pdebench_-1_16_128_0001_1e-08_15_05_l1_64_32//100_ckpt.pth'\n",
-      "CKPT not ready yet.\n",
-      "filter_lim=32\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/darcy_pdebench_-1_32_128_0001_1e-08_15_05_l1_64_32//100_ckpt.pth'\n",
-      "CKPT not ready yet.\n",
-      "filter_lim=-1\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/darcy_pdebench_-1_-1_128_0001_1e-08_15_05_l1_64_32//100_ckpt.pth'\n",
-      "CKPT not ready yet.\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 800x600 with 12 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "colors = ['red', 'green', 'blue', 'purple', 'brown', 'orange', 'pink']\n",
-    "for epoch in [100]: # 0, 50, 100, 250, 500\n",
-    "    fig, axes = plt.subplots(\n",
-    "        nrows=3, ncols=4, sharey=True, sharex='col', figsize=(8, 6)\n",
-    "    )\n",
-    "    for y_idx, max_mode in enumerate([16, 32, 64]):\n",
-    "        for _y_idx, ckpt_path in enumerate(['/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts', \n",
-    "                     ]):\n",
-    "            loss_type = ckpt_path.split(\"/\")[-1]\n",
-    "            if not \"pinn\" in loss_type:\n",
-    "                loss_type = \"data_loss\"\n",
-    "    \n",
-    "            for _y_idx, downsample_dim in enumerate([-1]):\n",
-    "                for x_idx, filter_lim in enumerate([8, 16, 32, -1]):\n",
-    "                    print(f\"{filter_lim=}\")\n",
-    "                    if filter_lim == -1 and downsample_dim != -1:\n",
-    "                        continue\n",
-    "                    ckpt_dir = f'darcy_pdebench_{downsample_dim}_{filter_lim}_128_0001_1e-08_15_05_l1_{max_mode}_32'\n",
-    "                    ckpt_pth = f'{ckpt_path}/{ckpt_dir}/'\n",
-    "                    ckpt_name = f'{ckpt_pth}/train_stats.csv'\n",
-    "                    # load model\n",
-    "                    model = get_model(\n",
-    "                        model_name='FNO2D',\n",
-    "                        out_channels=1,\n",
-    "                        in_channels=1,\n",
-    "                        hidden_channels=32,\n",
-    "                        max_modes=max_mode,\n",
-    "                    ).to(device)\n",
-    "    \n",
-    "                    ckpt_file = f\"{ckpt_pth}/{epoch}_ckpt.pth\"\n",
-    "                    print(f\"{ckpt_file=}\")\n",
-    "                    if not os.path.exists(ckpt_file):\n",
-    "                        print(\"CKPT not ready yet.\")\n",
-    "                        continue\n",
-    "                    ckpt_dict = torch.load(\n",
-    "                        ckpt_file,\n",
-    "                        weights_only=False,\n",
-    "                    )\n",
-    "                    model.load_state_dict(ckpt_dict['model_state_dict'])\n",
-    "            \n",
-    "                    for color_idx, test_lim in enumerate([8, 16, 32, -1]):\n",
-    "                        for test_down in [-1]:\n",
-    "                            ylabel = f'test_lim={test_lim}_downsample={test_down}'\n",
-    "                            # get data\n",
-    "                            data_kwargs = {\n",
-    "                                'dataset_name': 'darcy_pdebench',\n",
-    "                                'filter_lim': test_lim,\n",
-    "                                'img_size': 128,\n",
-    "                                'downsample_dim': test_down,\n",
-    "                                'train': False,\n",
-    "                            }\n",
-    "            \n",
-    "                            dataset = get_dataset(**data_kwargs)\n",
-    "                            samples = 100 #len(dataset)\n",
-    "                            dataset = truncate_dataset(dataset, samples)\n",
-    "                            s = data_kwargs['img_size']\n",
-    "            \n",
-    "                            # get model pred\n",
-    "                            dataloader = DataLoader(dataset, batch_size=32)\n",
-    "                            model_preds_test = get_model_preds(\n",
-    "                                dataloader, model, device\n",
-    "                            ).squeeze()\n",
-    "            \n",
-    "                            # compute residuals\n",
-    "                            residuals = []\n",
-    "                            for i in range(samples):\n",
-    "                                residual = model_preds_test[i].to('cpu') - dataset[i]['y'].squeeze()\n",
-    "                                residuals.append(residual)\n",
-    "                            \n",
-    "                            residuals = torch.stack(residuals)\n",
-    "            \n",
-    "                            # spectrum of residuals\n",
-    "                            residual_spectrum = get_energy_curve(\n",
-    "                                residuals #.reshape(samples * 1, s, s)\n",
-    "                            )\n",
-    "                            # get unfiltered label specturm\n",
-    "                            unfilter_data_kwargs = {\n",
-    "                                'dataset_name': 'darcy_pdebench',\n",
-    "                                'filter_lim': -1,\n",
-    "                                'img_size': 128,\n",
-    "                                'downsample_dim': -1,\n",
-    "                                'train': False,\n",
-    "                            }\n",
-    "            \n",
-    "                            unfilter_dataset = get_dataset(**unfilter_data_kwargs)\n",
-    "                            unfilter_label_spectrum = get_energy_curve(\n",
-    "                                unfilter_dataset[:samples]['y'].reshape(samples * 1, s, s)\n",
-    "                            )\n",
-    "                            x = np.linspace(1, s//2, s//2)\n",
-    "                            axes[y_idx, x_idx].set_yscale('log')\n",
-    "                            if test_lim == -1:\n",
-    "                                test_lim = s // 2\n",
-    "                            axes[y_idx, x_idx].plot(\n",
-    "                                x,\n",
-    "                                residual_spectrum / unfilter_label_spectrum,\n",
-    "                                label=f'Lowpass limit {test_lim}',\n",
-    "                                color=colors[color_idx],\n",
-    "                            )\n",
-    "            \n",
-    "                            axes[y_idx, x_idx].set_xlabel(\n",
-    "                                f'Wavenumber'\n",
-    "                            )\n",
-    "                            if filter_lim == -1:\n",
-    "                                filter_lim = s // 2  \n",
-    "                            if color_idx == 0:\n",
-    "                                axes[y_idx, x_idx].axvline(x = filter_lim, color = 'grey', linestyle=\"--\", label ='Train Lowpass Limit')\n",
-    "                                axes[y_idx, x_idx].axvline(x = max_mode, color = 'pink', linestyle=\"--\", label ='FNO Max Modes')\n",
-    "                            if x_idx == 0:\n",
-    "                                axes[y_idx, x_idx].set_ylabel(f'Energy of Residuals \\n (Pred - Label)')\n",
-    "                            handles, labels = axes[y_idx, x_idx].get_legend_handles_labels()\n",
-    "        \n",
-    "    fig.legend(handles = handles , labels=labels,loc='upper center',\n",
-    "             bbox_to_anchor=(0.5, -0.0),fancybox=False, shadow=False, ncol=4)\n",
-    "    plt.tight_layout()\n",
-    "    plt.show()\n",
-    "    fig.savefig(\n",
-    "        f'{FIG_DIR}/varried_filters_{epoch}_large_darcy_w_max_modes.png',\n",
-    "        bbox_inches='tight',\n",
-    "        dpi=300,\n",
-    "    )"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 37,
-   "id": "feaa6911-943a-41a1-8198-8556ed0b3fe1",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/darcy_pdebench_16_8_128_0001_1e-08_15_05_l1_16_32//train_stats.csv\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/darcy_pdebench_16_8_128_0001_1e-08_15_05_l1_16_32//150_ckpt.pth'\n"
-     ]
-    },
-    {
-     "ename": "NameError",
-     "evalue": "name 'max_modes' is not defined",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
-      "Cell \u001b[0;32mIn[37], line 110\u001b[0m\n\u001b[1;32m    108\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m test_down \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m1\u001b[39m:\n\u001b[1;32m    109\u001b[0m     axes[y_idx, x_idx]\u001b[38;5;241m.\u001b[39maxvline(x \u001b[38;5;241m=\u001b[39m filter_lim, color \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mgrey\u001b[39m\u001b[38;5;124m'\u001b[39m, linestyle\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m--\u001b[39m\u001b[38;5;124m\"\u001b[39m, label \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mTrain Lowpass Limit\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[0;32m--> 110\u001b[0m     axes[y_idx, x_idx]\u001b[38;5;241m.\u001b[39maxvline(x \u001b[38;5;241m=\u001b[39m \u001b[43mmax_modes\u001b[49m, color \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124morange\u001b[39m\u001b[38;5;124m'\u001b[39m, linestyle\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m--\u001b[39m\u001b[38;5;124m\"\u001b[39m, label \u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mFNO Max Modes\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[1;32m    111\u001b[0m     test_down \u001b[38;5;241m=\u001b[39m s \u001b[38;5;241m/\u001b[39m\u001b[38;5;241m/\u001b[39m \u001b[38;5;241m2\u001b[39m\n\u001b[1;32m    112\u001b[0m axes[y_idx, x_idx]\u001b[38;5;241m.\u001b[39mplot(\n\u001b[1;32m    113\u001b[0m     x,\n\u001b[1;32m    114\u001b[0m     residual_spectrum \u001b[38;5;241m/\u001b[39m unfilter_label_spectrum,\n\u001b[1;32m    115\u001b[0m     label\u001b[38;5;241m=\u001b[39m\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mDownsample (\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mtest_down\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m)\u001b[39m\u001b[38;5;124m'\u001b[39m,\n\u001b[1;32m    116\u001b[0m     \u001b[38;5;66;03m#color=colors[color_idx],\u001b[39;00m\n\u001b[1;32m    117\u001b[0m )\n",
-      "\u001b[0;31mNameError\u001b[0m: name 'max_modes' is not defined"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 800x600 with 12 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "for epoch in [150]: #0, 50, 100, 250,\n",
-    "    fig, axes = plt.subplots(\n",
-    "        nrows=3, ncols=4, sharey=True, sharex='col', figsize=(8, 6)\n",
-    "    )\n",
-    "    for y_idx, max_mode in enumerate([16, 32, 64]):\n",
-    "        for _y_idx, ckpt_path in enumerate(['/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts', \n",
-    "             #'/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss'\n",
-    "             ]):\n",
-    "            loss_type = ckpt_path.split(\"/\")[-1]\n",
-    "            if not \"pinn\" in loss_type:\n",
-    "                loss_type = \"data_loss\"\n",
-    "            for x_idx, downsample_dim in enumerate([16, 32, 64, -1]):\n",
-    "                for _y_idx, filter_lim in enumerate([8]):\n",
-    "                    if filter_lim == -1 and downsample_dim != -1:\n",
-    "                        continue\n",
-    "                    ckpt_dir = f'darcy_pdebench_{downsample_dim}_{filter_lim}_128_0001_1e-08_15_05_l1_{max_mode}_32'\n",
-    "                    ckpt_pth = f'{ckpt_path}/{ckpt_dir}/'\n",
-    "                    ckpt_name = f'{ckpt_pth}/train_stats.csv'\n",
-    "                    df = pd.read_csv(ckpt_name)\n",
-    "            \n",
-    "                    print(f'{ckpt_name}')\n",
-    "                    # load model\n",
-    "                    model = get_model(\n",
-    "                        model_name='FNO2D',\n",
-    "                        out_channels=1,\n",
-    "                        in_channels=1,\n",
-    "                        hidden_channels=32,\n",
-    "                        max_modes=max_mode,\n",
-    "                    ).to(device)\n",
-    "                    #ckpt_dict = load_latest_ckpt(ckpt_pth)\n",
-    "                    ckpt_file = f\"{ckpt_pth}/{epoch}_ckpt.pth\"\n",
-    "                    print(f\"{ckpt_file=}\")\n",
-    "                    if not os.path.exists(ckpt_file):\n",
-    "                        print(\"CKPT not ready yet.\")\n",
-    "                        continue\n",
-    "                    ckpt_dict = torch.load(\n",
-    "                            ckpt_file,\n",
-    "                            weights_only=False,\n",
-    "                        )\n",
-    "                    model.load_state_dict(ckpt_dict['model_state_dict'])\n",
-    "            \n",
-    "                    for test_lim in [8]:\n",
-    "                        for test_down in [16, 32, 64, -1]:\n",
-    "                            ylabel = f'test_lim={test_lim}_downsample={test_down}'\n",
-    "                            # get data\n",
-    "                            data_kwargs = {\n",
-    "                                'dataset_name': 'darcy_pdebench',\n",
-    "                                'filter_lim': test_lim,\n",
-    "                                'img_size': 128,\n",
-    "                                'downsample_dim': test_down,\n",
-    "                                'train': False,\n",
-    "                            }\n",
-    "            \n",
-    "                            dataset = get_dataset(**data_kwargs)\n",
-    "                            samples = len(dataset)\n",
-    "                            dataset = truncate_dataset(dataset, samples)\n",
-    "                            s = data_kwargs['img_size']\n",
-    "                            if data_kwargs['downsample_dim'] != -1:\n",
-    "                                s = data_kwargs['downsample_dim']\n",
-    "                            inputs = [dataset[i]['x'] for i in range(samples)]\n",
-    "                            labels = [dataset[i]['y'] for i in range(samples)]\n",
-    "                            dataset_samples = {\n",
-    "                                'x': torch.cat(inputs),\n",
-    "                                'y': torch.cat(labels),\n",
-    "                            }\n",
-    "            \n",
-    "                            # get model pred\n",
-    "                            dataloader = DataLoader(dataset, batch_size=32)\n",
-    "                            model_preds_test = get_model_preds(\n",
-    "                                dataloader, model, device\n",
-    "                            ).squeeze()\n",
-    "            \n",
-    "                            # compute residuals\n",
-    "                            residuals = []\n",
-    "                            for i in range(model_preds_test.shape[0]):\n",
-    "                                residual = model_preds_test[i].to('cpu') - dataset_samples['y'].squeeze()[i]\n",
-    "                                residuals.append(residual)\n",
-    "                            \n",
-    "                            residuals = torch.stack(residuals)\n",
-    "            \n",
-    "                            # spectrum of residuals\n",
-    "                            residual_spectrum = get_energy_curve(\n",
-    "                                residuals #.reshape(samples * 1, s, s)\n",
-    "                            )\n",
-    "                            \n",
-    "                            # get unfiltered label specturm\n",
-    "                            unfilter_data_kwargs = {\n",
-    "                                'dataset_name': 'darcy_pdebench',\n",
-    "                                'filter_lim': -1,\n",
-    "                                'img_size': 128,\n",
-    "                                'downsample_dim': test_down,\n",
-    "                                'train': False,\n",
-    "                            }\n",
-    "                            unfilter_dataset = get_dataset(**unfilter_data_kwargs)\n",
-    "                            unfilter_dataset = truncate_dataset(unfilter_dataset, samples)\n",
-    "                            unfilt_inputs = [unfilter_dataset[i]['x'] for i in range(samples)]\n",
-    "                            unfilt_labels = [unfilter_dataset[i]['y'] for i in range(samples)]\n",
-    "                            unfilter_dataset = {\n",
-    "                                'x': torch.cat(unfilt_inputs),\n",
-    "                                'y': torch.cat(unfilt_labels),\n",
-    "                            }\n",
-    "            \n",
-    "                            unfilter_label_spectrum = get_energy_curve(\n",
-    "                                unfilter_dataset['y'].reshape(samples * 1, s, s)\n",
-    "                            )\n",
-    "                            x = np.linspace(1, s//2, s//2)\n",
-    "                            axes[y_idx, x_idx].set_yscale('log')\n",
-    "                            if test_down == -1:\n",
-    "                                axes[y_idx, x_idx].axvline(x = filter_lim, color = 'grey', linestyle=\"--\", label = 'Train Lowpass Limit')\n",
-    "                                axes[y_idx, x_idx].axvline(x = max_mode, color = 'orange', linestyle=\"--\", label ='FNO Max Modes')\n",
-    "                                test_down = s // 2\n",
-    "                            axes[y_idx, x_idx].plot(\n",
-    "                                x,\n",
-    "                                residual_spectrum / unfilter_label_spectrum,\n",
-    "                                label=f'Downsample ({test_down})',\n",
-    "                                #color=colors[color_idx],\n",
-    "                            )\n",
-    "             \n",
-    "                            if x_idx == 0:\n",
-    "                                axes[y_idx, x_idx].set_ylabel(f'Energy of Residuals \\n (Pred - Label)')\n",
-    "                            if y_idx == 0:\n",
-    "                                ds_dim = downsample_dim\n",
-    "                                if downsample_dim == -1:\n",
-    "                                    ds_dim = s\n",
-    "                                axes[y_idx, x_idx].set_title(f'Train data\\nDownsample ({ds_dim},{ds_dim})')\n",
-    "                            else:\n",
-    "                                axes[y_idx,  x_idx].set_xlabel(\n",
-    "                                f'Wavenumber'\n",
-    "                                )\n",
-    "        \n",
-    "                            handles, labels = axes[y_idx, x_idx].get_legend_handles_labels()\n",
-    "        \n",
-    "    fig.legend(handles = handles , labels=labels,loc='upper center',\n",
-    "             bbox_to_anchor=(0.5, -0.0),fancybox=False, shadow=False, ncol=4)\n",
-    "    plt.tight_layout()\n",
-    "    plt.show()\n",
-    "    fig.savefig(\n",
-    "        f'{FIG_DIR}/varried_downsample_{epoch}_large_darcy.png',\n",
-    "        dpi=300,\n",
-    "        bbox_inches='tight',\n",
-    "    )"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 20,
-   "id": "1219893f-75b3-4f3a-9e98-2bae519aa73b",
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "filter_lim=8\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/darcy_pdebench_ckpts/-1_8//0_ckpt.pth'\n",
-      "test_lim=8\n",
-      "test_lim=8_downsample=-1\n",
-      "test_lim=16\n",
-      "test_lim=16_downsample=-1\n",
-      "test_lim=32\n",
-      "test_lim=32_downsample=-1\n",
-      "test_lim=-1\n",
-      "test_lim=-1_downsample=-1\n",
-      "filter_lim=16\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/darcy_pdebench_ckpts/-1_16//0_ckpt.pth'\n",
-      "test_lim=8\n",
-      "test_lim=8_downsample=-1\n",
-      "test_lim=16\n",
-      "test_lim=16_downsample=-1\n",
-      "test_lim=32\n",
-      "test_lim=32_downsample=-1\n",
-      "test_lim=-1\n",
-      "test_lim=-1_downsample=-1\n",
-      "filter_lim=32\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/darcy_pdebench_ckpts/-1_32//0_ckpt.pth'\n",
-      "test_lim=8\n",
-      "test_lim=8_downsample=-1\n",
-      "test_lim=16\n",
-      "test_lim=16_downsample=-1\n",
-      "test_lim=32\n",
-      "test_lim=32_downsample=-1\n",
-      "test_lim=-1\n",
-      "test_lim=-1_downsample=-1\n",
-      "filter_lim=-1\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/darcy_pdebench_ckpts/-1_-1//0_ckpt.pth'\n",
-      "test_lim=8\n",
-      "test_lim=8_downsample=-1\n",
-      "test_lim=16\n",
-      "test_lim=16_downsample=-1\n",
-      "test_lim=32\n",
-      "test_lim=32_downsample=-1\n",
-      "test_lim=-1\n",
-      "test_lim=-1_downsample=-1\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x300 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "filter_lim=8\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/darcy_pdebench_ckpts/-1_8//10_ckpt.pth'\n",
-      "test_lim=8\n",
-      "test_lim=8_downsample=-1\n",
-      "test_lim=16\n",
-      "test_lim=16_downsample=-1\n",
-      "test_lim=32\n",
-      "test_lim=32_downsample=-1\n",
-      "test_lim=-1\n",
-      "test_lim=-1_downsample=-1\n",
-      "filter_lim=16\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/darcy_pdebench_ckpts/-1_16//10_ckpt.pth'\n",
-      "test_lim=8\n",
-      "test_lim=8_downsample=-1\n",
-      "test_lim=16\n",
-      "test_lim=16_downsample=-1\n",
-      "test_lim=32\n",
-      "test_lim=32_downsample=-1\n",
-      "test_lim=-1\n",
-      "test_lim=-1_downsample=-1\n",
-      "filter_lim=32\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/darcy_pdebench_ckpts/-1_32//10_ckpt.pth'\n",
-      "test_lim=8\n",
-      "test_lim=8_downsample=-1\n",
-      "test_lim=16\n",
-      "test_lim=16_downsample=-1\n",
-      "test_lim=32\n",
-      "test_lim=32_downsample=-1\n",
-      "test_lim=-1\n",
-      "test_lim=-1_downsample=-1\n",
-      "filter_lim=-1\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/darcy_pdebench_ckpts/-1_-1//10_ckpt.pth'\n",
-      "test_lim=8\n",
-      "test_lim=8_downsample=-1\n",
-      "test_lim=16\n",
-      "test_lim=16_downsample=-1\n",
-      "test_lim=32\n",
-      "test_lim=32_downsample=-1\n",
-      "test_lim=-1\n",
-      "test_lim=-1_downsample=-1\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x300 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "filter_lim=8\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/darcy_pdebench_ckpts/-1_8//50_ckpt.pth'\n",
-      "test_lim=8\n",
-      "test_lim=8_downsample=-1\n",
-      "test_lim=16\n",
-      "test_lim=16_downsample=-1\n",
-      "test_lim=32\n",
-      "test_lim=32_downsample=-1\n",
-      "test_lim=-1\n",
-      "test_lim=-1_downsample=-1\n",
-      "filter_lim=16\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/darcy_pdebench_ckpts/-1_16//50_ckpt.pth'\n",
-      "test_lim=8\n",
-      "test_lim=8_downsample=-1\n",
-      "test_lim=16\n",
-      "test_lim=16_downsample=-1\n",
-      "test_lim=32\n",
-      "test_lim=32_downsample=-1\n",
-      "test_lim=-1\n",
-      "test_lim=-1_downsample=-1\n",
-      "filter_lim=32\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/darcy_pdebench_ckpts/-1_32//50_ckpt.pth'\n",
-      "test_lim=8\n",
-      "test_lim=8_downsample=-1\n",
-      "test_lim=16\n",
-      "test_lim=16_downsample=-1\n",
-      "test_lim=32\n",
-      "test_lim=32_downsample=-1\n",
-      "test_lim=-1\n",
-      "test_lim=-1_downsample=-1\n",
-      "filter_lim=-1\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/darcy_pdebench_ckpts/-1_-1//50_ckpt.pth'\n",
-      "test_lim=8\n",
-      "test_lim=8_downsample=-1\n",
-      "test_lim=16\n",
-      "test_lim=16_downsample=-1\n",
-      "test_lim=32\n",
-      "test_lim=32_downsample=-1\n",
-      "test_lim=-1\n",
-      "test_lim=-1_downsample=-1\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x300 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "filter_lim=8\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/darcy_pdebench_ckpts/-1_8//100_ckpt.pth'\n",
-      "test_lim=8\n",
-      "test_lim=8_downsample=-1\n",
-      "test_lim=16\n",
-      "test_lim=16_downsample=-1\n",
-      "test_lim=32\n",
-      "test_lim=32_downsample=-1\n",
-      "test_lim=-1\n",
-      "test_lim=-1_downsample=-1\n",
-      "filter_lim=16\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/darcy_pdebench_ckpts/-1_16//100_ckpt.pth'\n",
-      "test_lim=8\n",
-      "test_lim=8_downsample=-1\n",
-      "test_lim=16\n",
-      "test_lim=16_downsample=-1\n",
-      "test_lim=32\n",
-      "test_lim=32_downsample=-1\n",
-      "test_lim=-1\n",
-      "test_lim=-1_downsample=-1\n",
-      "filter_lim=32\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/darcy_pdebench_ckpts/-1_32//100_ckpt.pth'\n",
-      "test_lim=8\n",
-      "test_lim=8_downsample=-1\n",
-      "test_lim=16\n",
-      "test_lim=16_downsample=-1\n",
-      "test_lim=32\n",
-      "test_lim=32_downsample=-1\n",
-      "test_lim=-1\n",
-      "test_lim=-1_downsample=-1\n",
-      "filter_lim=-1\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/darcy_pdebench_ckpts/-1_-1//100_ckpt.pth'\n",
-      "test_lim=8\n",
-      "test_lim=8_downsample=-1\n",
-      "test_lim=16\n",
-      "test_lim=16_downsample=-1\n",
-      "test_lim=32\n",
-      "test_lim=32_downsample=-1\n",
-      "test_lim=-1\n",
-      "test_lim=-1_downsample=-1\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x300 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "filter_lim=8\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/darcy_pdebench_ckpts/-1_8//250_ckpt.pth'\n",
-      "test_lim=8\n",
-      "test_lim=8_downsample=-1\n",
-      "test_lim=16\n",
-      "test_lim=16_downsample=-1\n",
-      "test_lim=32\n",
-      "test_lim=32_downsample=-1\n",
-      "test_lim=-1\n",
-      "test_lim=-1_downsample=-1\n",
-      "filter_lim=16\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/darcy_pdebench_ckpts/-1_16//250_ckpt.pth'\n",
-      "test_lim=8\n",
-      "test_lim=8_downsample=-1\n",
-      "test_lim=16\n",
-      "test_lim=16_downsample=-1\n",
-      "test_lim=32\n",
-      "test_lim=32_downsample=-1\n",
-      "test_lim=-1\n",
-      "test_lim=-1_downsample=-1\n",
-      "filter_lim=32\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/darcy_pdebench_ckpts/-1_32//250_ckpt.pth'\n",
-      "test_lim=8\n",
-      "test_lim=8_downsample=-1\n",
-      "test_lim=16\n",
-      "test_lim=16_downsample=-1\n",
-      "test_lim=32\n",
-      "test_lim=32_downsample=-1\n",
-      "test_lim=-1\n",
-      "test_lim=-1_downsample=-1\n",
-      "filter_lim=-1\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/darcy_pdebench_ckpts/-1_-1//250_ckpt.pth'\n",
-      "test_lim=8\n",
-      "test_lim=8_downsample=-1\n",
-      "test_lim=16\n",
-      "test_lim=16_downsample=-1\n",
-      "test_lim=32\n",
-      "test_lim=32_downsample=-1\n",
-      "test_lim=-1\n",
-      "test_lim=-1_downsample=-1\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x300 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "colors = ['red', 'green', 'blue', 'purple', 'brown', 'orange', 'pink']\n",
-    "for epoch in [0, 10, 50, 100, 250]: # 0, 50, 100, 250, 500\n",
-    "    fig, axes = plt.subplots(\n",
-    "        nrows=1, ncols=4, sharey=True, sharex='col', figsize=(10, 3)\n",
-    "    )\n",
-    "    for y_idx, ckpt_path in enumerate(['/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/darcy_pdebench_ckpts', \n",
-    "                 #'/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss'\n",
-    "                 ]):\n",
-    "        loss_type = ckpt_path.split(\"/\")[-1]\n",
-    "        if not \"pinn\" in loss_type:\n",
-    "            loss_type = \"data_loss\"\n",
-    "\n",
-    "        for _y_idx, downsample_dim in enumerate([-1]):\n",
-    "            for x_idx, filter_lim in enumerate([8, 16, 32, -1]):\n",
-    "                print(f\"{filter_lim=}\")\n",
-    "                if filter_lim == -1 and downsample_dim != -1:\n",
-    "                    continue\n",
-    "                ckpt_dir = f'{downsample_dim}_{filter_lim}'\n",
-    "                ckpt_pth = f'{ckpt_path}/{ckpt_dir}/'\n",
-    "                ckpt_name = f'{ckpt_pth}/train_stats.csv'\n",
-    "                # load model\n",
-    "                model = get_model(\n",
-    "                    model_name='FNO2D',\n",
-    "                    out_channels=1,\n",
-    "                    in_channels=1,\n",
-    "                    hidden_channels=32,\n",
-    "                    max_modes=16,\n",
-    "                ).to(device)\n",
-    "\n",
-    "                ckpt_file = f\"{ckpt_pth}/{epoch}_ckpt.pth\"\n",
-    "                print(f\"{ckpt_file=}\")\n",
-    "                ckpt_dict = torch.load(\n",
-    "                    ckpt_file,\n",
-    "                    weights_only=False,\n",
-    "                )\n",
-    "                model.load_state_dict(ckpt_dict['model_state_dict'])\n",
-    "        \n",
-    "                for color_idx, test_lim in enumerate([8, 16, 32, -1]):\n",
-    "                    print(f\"{test_lim=}\")\n",
-    "                    for test_down in [-1]:\n",
-    "                        ylabel = f'test_lim={test_lim}_downsample={test_down}'\n",
-    "                        print(ylabel)\n",
-    "                        \n",
-    "                        # get data\n",
-    "                        data_kwargs = {\n",
-    "                            'dataset_name': 'darcy_pdebench',\n",
-    "                            'filter_lim': test_lim,\n",
-    "                            'img_size': 128,\n",
-    "                            'downsample_dim': test_down,\n",
-    "                            'train': False,\n",
-    "                        }\n",
-    "        \n",
-    "                        dataset = get_dataset(**data_kwargs)\n",
-    "                        samples = 100 #len(dataset)\n",
-    "                        dataset = truncate_dataset(dataset, samples)\n",
-    "                        s = data_kwargs['img_size']\n",
-    "        \n",
-    "                        # get model pred\n",
-    "                        dataloader = DataLoader(dataset, batch_size=32)\n",
-    "                        model_preds_test = get_model_preds(\n",
-    "                            dataloader, model, device\n",
-    "                        ).squeeze()\n",
-    "        \n",
-    "                        # compute residuals\n",
-    "                        residuals = []\n",
-    "                        for i in range(samples):\n",
-    "                            residual = model_preds_test[i].to('cpu') - dataset[i]['y'].squeeze()\n",
-    "                            residuals.append(residual)\n",
-    "                        \n",
-    "                        residuals = torch.stack(residuals)\n",
-    "        \n",
-    "                        # spectrum of residuals\n",
-    "                        residual_spectrum = get_energy_curve(\n",
-    "                            residuals #.reshape(samples * 1, s, s)\n",
-    "                        )\n",
-    "                        # get unfiltered label specturm\n",
-    "                        unfilter_data_kwargs = {\n",
-    "                            'dataset_name': 'darcy_pdebench',\n",
-    "                            'filter_lim': -1,\n",
-    "                            'img_size': 128,\n",
-    "                            'downsample_dim': -1,\n",
-    "                            'train': False,\n",
-    "                        }\n",
-    "        \n",
-    "                        unfilter_dataset = get_dataset(**unfilter_data_kwargs)\n",
-    "                        unfilter_label_spectrum = get_energy_curve(\n",
-    "                            unfilter_dataset[:samples]['y'].reshape(samples * 1, s, s)\n",
-    "                        )\n",
-    "                        x = np.linspace(1, s//2, s//2)\n",
-    "                        axes[x_idx].set_yscale('log')\n",
-    "                        if test_lim == -1:\n",
-    "                            test_lim = s // 2\n",
-    "                        axes[x_idx].plot(\n",
-    "                            x,\n",
-    "                            residual_spectrum / unfilter_label_spectrum,\n",
-    "                            label=f'Lowpass limit {test_lim}',\n",
-    "                            color=colors[color_idx],\n",
-    "                        )\n",
-    "        \n",
-    "                        axes[x_idx].set_xlabel(\n",
-    "                            f'Wavenumber'\n",
-    "                        )\n",
-    "                        if filter_lim == -1:\n",
-    "                            filter_lim = s // 2  \n",
-    "                        if color_idx == 0:\n",
-    "                            axes[x_idx].axvline(x = filter_lim, color = 'grey', linestyle=\"--\", label ='Train Lowpass Limit')\n",
-    "                            axes[x_idx].axvline(x = 16, color = 'pink', linestyle=\"--\", label ='FNO Max Modes')\n",
-    "                        if x_idx == 0:\n",
-    "                            axes[x_idx].set_ylabel(f'Energy of Residuals \\n (Pred - Label)')\n",
-    "                        handles, labels = axes[x_idx].get_legend_handles_labels()\n",
-    "        \n",
-    "    fig.legend(handles = handles , labels=labels,loc='upper center',\n",
-    "             bbox_to_anchor=(0.5, -0.0),fancybox=False, shadow=False, ncol=4)\n",
-    "    plt.tight_layout()\n",
-    "    plt.show()\n",
-    "    fig.savefig(\n",
-    "        f'{FIG_DIR}/varried_filters_{epoch}_large_darcy.png',\n",
-    "        bbox_inches='tight',\n",
-    "        dpi=300,\n",
-    "    )"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 40,
-   "id": "bdf06a04-70be-42d8-9595-cf910dcf8af5",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/darcy_pdebench_ckpts/16_8//train_stats.csv\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/darcy_pdebench_ckpts/16_8//500_ckpt.pth'\n",
-      "test_lim=8_downsample=16\n",
-      "test_lim=8_downsample=32\n",
-      "test_lim=8_downsample=64\n",
-      "test_lim=8_downsample=-1\n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/darcy_pdebench_ckpts/32_8//train_stats.csv\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/darcy_pdebench_ckpts/32_8//500_ckpt.pth'\n",
-      "test_lim=8_downsample=16\n",
-      "test_lim=8_downsample=32\n",
-      "test_lim=8_downsample=64\n",
-      "test_lim=8_downsample=-1\n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/darcy_pdebench_ckpts/64_8//train_stats.csv\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/darcy_pdebench_ckpts/64_8//500_ckpt.pth'\n",
-      "test_lim=8_downsample=16\n",
-      "test_lim=8_downsample=32\n",
-      "test_lim=8_downsample=64\n",
-      "test_lim=8_downsample=-1\n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/darcy_pdebench_ckpts/-1_8//train_stats.csv\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/darcy_pdebench_ckpts/-1_8//500_ckpt.pth'\n",
-      "test_lim=8_downsample=16\n",
-      "test_lim=8_downsample=32\n",
-      "test_lim=8_downsample=64\n",
-      "test_lim=8_downsample=-1\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x300 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "for epoch in [500]: #0, 50, 100, 250,\n",
-    "    fig, axes = plt.subplots(\n",
-    "        nrows=1, ncols=4, sharey=True, sharex='col', figsize=(10, 3)\n",
-    "    )\n",
-    "    for y_idx, ckpt_path in enumerate(['/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/darcy_pdebench_ckpts', \n",
-    "         #'/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/pinn_loss'\n",
-    "         ]):\n",
-    "        loss_type = ckpt_path.split(\"/\")[-1]\n",
-    "        if not \"pinn\" in loss_type:\n",
-    "            loss_type = \"data_loss\"\n",
-    "        for x_idx, downsample_dim in enumerate([16, 32, 64, -1]):\n",
-    "            for _y_idx, filter_lim in enumerate([8]):\n",
-    "                if filter_lim == -1 and downsample_dim != -1:\n",
-    "                    continue\n",
-    "                ckpt_dir = f'{downsample_dim}_{filter_lim}'\n",
-    "                ckpt_pth = f'{ckpt_path}/{ckpt_dir}/'\n",
-    "                ckpt_name = f'{ckpt_pth}/train_stats.csv'\n",
-    "                df = pd.read_csv(ckpt_name)\n",
-    "        \n",
-    "                print(f'{ckpt_name}')\n",
-    "                # load model\n",
-    "                model = get_model(\n",
-    "                    model_name='FNO2D',\n",
-    "                    out_channels=1,\n",
-    "                    in_channels=1,\n",
-    "                    hidden_channels=32,\n",
-    "                    max_modes=16,\n",
-    "                ).to(device)\n",
-    "                #ckpt_dict = load_latest_ckpt(ckpt_pth)\n",
-    "                ckpt_file = f\"{ckpt_pth}/{epoch}_ckpt.pth\"\n",
-    "                print(f\"{ckpt_file=}\")\n",
-    "                ckpt_dict = torch.load(\n",
-    "                        ckpt_file,\n",
-    "                        weights_only=False,\n",
-    "                    )\n",
-    "                model.load_state_dict(ckpt_dict['model_state_dict'])\n",
-    "        \n",
-    "                for test_lim in [8]:\n",
-    "                    for test_down in [16, 32, 64, -1]:\n",
-    "                        ylabel = f'test_lim={test_lim}_downsample={test_down}'\n",
-    "                        print(ylabel)\n",
-    "                        # get data\n",
-    "                        data_kwargs = {\n",
-    "                            'dataset_name': 'darcy_pdebench',\n",
-    "                            'filter_lim': test_lim,\n",
-    "                            'img_size': 128,\n",
-    "                            'downsample_dim': test_down,\n",
-    "                            'train': False,\n",
-    "                        }\n",
-    "        \n",
-    "                        dataset = get_dataset(**data_kwargs)\n",
-    "                        samples = len(dataset)\n",
-    "                        dataset = truncate_dataset(dataset, samples)\n",
-    "                        s = data_kwargs['img_size']\n",
-    "                        if data_kwargs['downsample_dim'] != -1:\n",
-    "                            s = data_kwargs['downsample_dim']\n",
-    "                        inputs = [dataset[i]['x'] for i in range(samples)]\n",
-    "                        labels = [dataset[i]['y'] for i in range(samples)]\n",
-    "                        dataset_samples = {\n",
-    "                            'x': torch.cat(inputs),\n",
-    "                            'y': torch.cat(labels),\n",
-    "                        }\n",
-    "        \n",
-    "                        # get model pred\n",
-    "                        dataloader = DataLoader(dataset, batch_size=32)\n",
-    "                        model_preds_test = get_model_preds(\n",
-    "                            dataloader, model, device\n",
-    "                        ).squeeze()\n",
-    "        \n",
-    "                        # compute residuals\n",
-    "                        residuals = []\n",
-    "                        for i in range(model_preds_test.shape[0]):\n",
-    "                            residual = model_preds_test[i].to('cpu') - dataset_samples['y'].squeeze()[i]\n",
-    "                            residuals.append(residual)\n",
-    "                        \n",
-    "                        residuals = torch.stack(residuals)\n",
-    "        \n",
-    "                        # spectrum of residuals\n",
-    "                        residual_spectrum = get_energy_curve(\n",
-    "                            residuals #.reshape(samples * 1, s, s)\n",
-    "                        )\n",
-    "                        \n",
-    "                        # get unfiltered label specturm\n",
-    "                        unfilter_data_kwargs = {\n",
-    "                            'dataset_name': 'darcy_pdebench',\n",
-    "                            'filter_lim': -1,\n",
-    "                            'img_size': 128,\n",
-    "                            'downsample_dim': test_down,\n",
-    "                            'train': False,\n",
-    "                        }\n",
-    "                        unfilter_dataset = get_dataset(**unfilter_data_kwargs)\n",
-    "                        unfilter_dataset = truncate_dataset(unfilter_dataset, samples)\n",
-    "                        unfilt_inputs = [unfilter_dataset[i]['x'] for i in range(samples)]\n",
-    "                        unfilt_labels = [unfilter_dataset[i]['y'] for i in range(samples)]\n",
-    "                        unfilter_dataset = {\n",
-    "                            'x': torch.cat(unfilt_inputs),\n",
-    "                            'y': torch.cat(unfilt_labels),\n",
-    "                        }\n",
-    "        \n",
-    "                        unfilter_label_spectrum = get_energy_curve(\n",
-    "                            unfilter_dataset['y'].reshape(samples * 1, s, s)\n",
-    "                        )\n",
-    "                        x = np.linspace(1, s//2, s//2)\n",
-    "                        axes[x_idx].set_yscale('log')\n",
-    "                        if test_down == -1:\n",
-    "                            axes[x_idx].axvline(x = filter_lim, color = 'grey', linestyle=\"--\", label = 'Train Lowpass Limit')\n",
-    "                            axes[x_idx].axvline(x = 16, color = 'orange', linestyle=\"--\", label ='FNO Max Modes')\n",
-    "                            test_down = s // 2\n",
-    "                        axes[x_idx].plot(\n",
-    "                            x,\n",
-    "                            residual_spectrum / unfilter_label_spectrum,\n",
-    "                            label=f'Downsample ({test_down})',\n",
-    "                            #color=colors[color_idx],\n",
-    "                        )\n",
-    "         \n",
-    "                        if x_idx == 0:\n",
-    "                            axes[x_idx].set_ylabel(f'Energy of Residuals \\n (Pred - Label)')\n",
-    "                        if y_idx == 0:\n",
-    "                            ds_dim = downsample_dim\n",
-    "                            if downsample_dim == -1:\n",
-    "                                ds_dim = s\n",
-    "                            axes[x_idx].set_title(f'Train data \\n Downsampled ({ds_dim}, {ds_dim})')\n",
-    "                        else:\n",
-    "                            axes[ x_idx].set_xlabel(\n",
-    "                            f'Wavenumber'\n",
-    "                            )\n",
-    "    \n",
-    "                        handles, labels = axes[x_idx].get_legend_handles_labels()\n",
-    "        \n",
-    "    fig.legend(handles = handles , labels=labels,loc='upper center',\n",
-    "             bbox_to_anchor=(0.5, -0.0),fancybox=False, shadow=False, ncol=4)\n",
-    "    plt.tight_layout()\n",
-    "    plt.show()\n",
-    "    fig.savefig(\n",
-    "        f'{FIG_DIR}/varried_downsample_{epoch}_large_darcy.png',\n",
-    "        dpi=300,\n",
-    "        bbox_inches='tight',\n",
-    "    )"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "a783cf74-cab7-4d6e-9714-36efb576ed44",
-   "metadata": {
-    "jp-MarkdownHeadingCollapsed": true
-   },
-   "source": [
-    "# Old figures\n",
-    "\n",
-    "below here are preliminary figure drafts that are no longer used"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 12,
-   "id": "ce0b5494-9e52-4a29-b883-fb8d8d816331",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/-1_3//train_stats.csv\n",
-      "Resuming training from /pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/-1_3/500_ckpt.pth\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/-1_5//train_stats.csv\n",
-      "Resuming training from /pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/-1_5/500_ckpt.pth\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/-1_-1//train_stats.csv\n",
-      "Resuming training from /pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/-1_-1/500_ckpt.pth\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/tmp/ipykernel_544107/330076640.py:90: UserWarning: Tight layout not applied. tight_layout cannot make Axes width small enough to accommodate all Axes decorations\n",
-      "  plt.tight_layout()\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1200x400 with 3 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "fig, axes = plt.subplots(\n",
-    "    nrows=1, ncols=3, sharey='row', sharex='col', figsize=(12, 4)\n",
-    ")\n",
-    "ckpt_path = '/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts'\n",
-    "for y_idx, downsample_dim in enumerate([-1]):\n",
-    "    for x_idx, filter_lim in enumerate([3, 5, -1]):\n",
-    "        if filter_lim == -1 and downsample_dim != -1:\n",
-    "            continue\n",
-    "        ckpt_dir = f'{downsample_dim}_{filter_lim}'\n",
-    "        ckpt_pth = f'{ckpt_path}/{ckpt_dir}/'\n",
-    "        ckpt_name = f'{ckpt_pth}/train_stats.csv'\n",
-    "        df = pd.read_csv(ckpt_name)\n",
-    "\n",
-    "        print(f'{ckpt_name}')\n",
-    "        # load model\n",
-    "        model = get_model(\n",
-    "            model_name='FNO2D',\n",
-    "            out_channels=1,\n",
-    "            in_channels=1,\n",
-    "            hidden_channels=32,\n",
-    "            max_modes=16,\n",
-    "        ).to(device)\n",
-    "        ckpt_dict = load_latest_ckpt(ckpt_pth)\n",
-    "        model.load_state_dict(ckpt_dict['model_state_dict'])\n",
-    "\n",
-    "        for test_lim in [3, 4, 5, 8, 12, -1]:\n",
-    "            for test_down in [-1]:\n",
-    "                ylabel = f'test_lim={test_lim}_downsample={test_down}'\n",
-    "                # get data\n",
-    "                data_kwargs = {\n",
-    "                    'dataset_name': 'darcy',\n",
-    "                    'filter_lim': test_lim,\n",
-    "                    'img_size': 32,\n",
-    "                    'downsample_dim': test_down,\n",
-    "                    'train': True,\n",
-    "                }\n",
-    "\n",
-    "                dataset = get_dataset(**data_kwargs)\n",
-    "                samples = len(dataset)\n",
-    "                s = data_kwargs['img_size']\n",
-    "\n",
-    "                # get label + spectrum\n",
-    "                label_spectrum = get_energy_curve(\n",
-    "                    dataset[:samples]['y'].reshape(samples * 1, s, s)\n",
-    "                )\n",
-    "\n",
-    "                # get unfiltered label specturm\n",
-    "                unfilter_data_kwargs = {\n",
-    "                    'dataset_name': 'darcy',\n",
-    "                    'filter_lim': -1,\n",
-    "                    'img_size': 32,\n",
-    "                    'downsample_dim': -1,\n",
-    "                    'train': True,\n",
-    "                }\n",
-    "\n",
-    "                unfilter_dataset = get_dataset(**unfilter_data_kwargs)\n",
-    "                unfilter_label_spectrum = get_energy_curve(\n",
-    "                    unfilter_dataset[:samples]['y'].reshape(samples * 1, s, s)\n",
-    "                )\n",
-    "\n",
-    "                # get model pred + spectrum\n",
-    "                dataloader = DataLoader(dataset, batch_size=32)\n",
-    "                model_preds_test = get_model_preds(\n",
-    "                    dataloader, model, device\n",
-    "                ).squeeze()\n",
-    "                pred_spectrum = get_energy_curve(\n",
-    "                    model_preds_test[:samples].reshape(samples * 1, s, s)\n",
-    "                )\n",
-    "                axes[x_idx].set_yscale('log')\n",
-    "                axes[x_idx].plot(\n",
-    "                    abs(pred_spectrum - label_spectrum) / unfilter_label_spectrum,\n",
-    "                    #pred_spectrum,\n",
-    "                    label=f'|Label - Pred| {test_lim=}',\n",
-    "                    #color=colors[color_idx],\n",
-    "                )\n",
-    "\n",
-    "                # sns.lineplot(df, x=\"epoch\", y=ylabel, label=ylabel, ax=axes)\n",
-    "                axes[x_idx].set_xlabel(\n",
-    "                    f'Wavenumber \\n downsample = {downsample_dim}'\n",
-    "                )\n",
-    "                # axes.get_legend().remove()\n",
-    "                axes[x_idx].set_ylabel('| Pred Energy - Label Energy |')\n",
-    "                axes[x_idx].set_title(f'{filter_lim=}')\n",
-    "\n",
-    "plt.legend(bbox_to_anchor=(-0, -.2), ncols=6)\n",
-    "plt.tight_layout()\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 24,
-   "id": "9b489dc3-ea45-4074-a5a8-24419a2f25c0",
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/6_3//train_stats.csv\n",
-      "Resuming training from /pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/6_3/500_ckpt.pth\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/8_3//train_stats.csv\n",
-      "Resuming training from /pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/8_3/500_ckpt.pth\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/12_3//train_stats.csv\n",
-      "Resuming training from /pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/12_3/500_ckpt.pth\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/-1_3//train_stats.csv\n",
-      "Resuming training from /pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/-1_3/500_ckpt.pth\n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/tmp/ipykernel_544107/3293453546.py:100: UserWarning: Tight layout not applied. tight_layout cannot make Axes width small enough to accommodate all Axes decorations\n",
-      "  plt.tight_layout()\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1200x400 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "fig, axes = plt.subplots(\n",
-    "    nrows=1, ncols=4, sharey='row', sharex='col', figsize=(12, 4)\n",
-    ")\n",
-    "ckpt_path = '/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts'\n",
-    "for x_idx, downsample_dim in enumerate([6, 8, 12, -1]):\n",
-    "    for y_idx, filter_lim in enumerate([3]):\n",
-    "        if filter_lim == -1 and downsample_dim != -1:\n",
-    "            continue\n",
-    "        ckpt_dir = f'{downsample_dim}_{filter_lim}'\n",
-    "        ckpt_pth = f'{ckpt_path}/{ckpt_dir}/'\n",
-    "        ckpt_name = f'{ckpt_pth}/train_stats.csv'\n",
-    "        df = pd.read_csv(ckpt_name)\n",
-    "\n",
-    "        print(f'{ckpt_name}')\n",
-    "        # load model\n",
-    "        model = get_model(\n",
-    "            model_name='FNO2D',\n",
-    "            out_channels=1,\n",
-    "            in_channels=1,\n",
-    "            hidden_channels=32,\n",
-    "            max_modes=16,\n",
-    "        ).to(device)\n",
-    "        ckpt_dict = load_latest_ckpt(ckpt_pth)\n",
-    "        model.load_state_dict(ckpt_dict['model_state_dict'])\n",
-    "\n",
-    "        for test_lim in [3]:\n",
-    "            for test_down in [6, 8, 12, -1]:\n",
-    "                ylabel = f'test_lim={test_lim}_downsample={test_down}'\n",
-    "                # get data\n",
-    "                data_kwargs = {\n",
-    "                    'dataset_name': 'darcy',\n",
-    "                    'filter_lim': test_lim,\n",
-    "                    'img_size': 32,\n",
-    "                    'downsample_dim': test_down,\n",
-    "                    'train': False,\n",
-    "                }\n",
-    "\n",
-    "                dataset = get_dataset(**data_kwargs)\n",
-    "                samples = len(dataset)\n",
-    "                s = data_kwargs['img_size']\n",
-    "                if data_kwargs['downsample_dim'] != -1:\n",
-    "                    s = data_kwargs['downsample_dim']\n",
-    "\n",
-    "                # get label + spectrum\n",
-    "                inputs = [dataset[i]['x'] for i in range(samples)]\n",
-    "                labels = [dataset[i]['y'] for i in range(samples)]\n",
-    "                dataset_samples = {\n",
-    "                    'x': torch.cat(inputs),\n",
-    "                    'y': torch.cat(labels),\n",
-    "                }\n",
-    "                label_spectrum = get_energy_curve(\n",
-    "                    dataset_samples['y'].reshape(samples * 1, s, s)\n",
-    "                )\n",
-    "\n",
-    "                # get unfiltered label specturm\n",
-    "                unfilter_data_kwargs = {\n",
-    "                    'dataset_name': 'darcy',\n",
-    "                    'filter_lim': -1,\n",
-    "                    'img_size': 32,\n",
-    "                    'downsample_dim': test_down,\n",
-    "                    'train': False,\n",
-    "                }\n",
-    "                unfilter_dataset = get_dataset(**unfilter_data_kwargs)\n",
-    "                unfilt_inputs = [unfilter_dataset[i]['x'] for i in range(samples)]\n",
-    "                unfilt_labels = [unfilter_dataset[i]['y'] for i in range(samples)]\n",
-    "                unfilter_dataset = {\n",
-    "                    'x': torch.cat(unfilt_inputs),\n",
-    "                    'y': torch.cat(unfilt_labels),\n",
-    "                }\n",
-    "\n",
-    "                unfilter_label_spectrum = get_energy_curve(\n",
-    "                    unfilter_dataset['y'].reshape(samples * 1, s, s)\n",
-    "                )\n",
-    "\n",
-    "                # get model pred + spectrum\n",
-    "                dataloader = DataLoader(dataset, batch_size=32)\n",
-    "                model_preds_test = get_model_preds(\n",
-    "                    dataloader, model, device\n",
-    "                ).squeeze()\n",
-    "                pred_spectrum = get_energy_curve(\n",
-    "                    model_preds_test[:samples].reshape(samples * 1, s, s)\n",
-    "                )\n",
-    "                axes[x_idx].set_yscale('log')\n",
-    "                axes[x_idx].plot(\n",
-    "                    abs(pred_spectrum - label_spectrum) / unfilter_label_spectrum,\n",
-    "                    label=f'{test_down=}',\n",
-    "                )\n",
-    "\n",
-    "                axes[x_idx].set_xlabel(f'Wavenumber \\n {filter_lim=}')\n",
-    "                # axes.get_legend().remove()\n",
-    "                axes[x_idx].set_ylabel('| Pred Energy - Label Energy |')\n",
-    "                axes[x_idx].set_title(f'{downsample_dim=}')\n",
-    "\n",
-    "plt.legend(bbox_to_anchor=(-0, -0.2), ncols=3)\n",
-    "plt.tight_layout()\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "239dcc5a-322d-4746-8f3c-6202d78dc0e0",
-   "metadata": {
-    "jp-MarkdownHeadingCollapsed": true
-   },
-   "source": [
-    "# Basic Filter to NeuralOp Data"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "cae6a662-c2d3-4c06-9dd1-ba86ca1332b0",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# first download data\n",
-    "data = DarcyDataset(\n",
-    "    root_dir=root_dir,\n",
-    "    n_train=100,\n",
-    "    n_tests=[32, 32, 32, 32],\n",
-    "    batch_size=16,\n",
-    "    test_batch_sizes=[16, 16, 16, 16],\n",
-    "    train_resolution=128,  # change resolution to download different data\n",
-    "    test_resolutions=[16, 32, 64, 128],\n",
-    ")\n",
-    "\n",
-    "# load darcy flow dataset\n",
-    "\n",
-    "\n",
-    "def load_darcy_flow_small(\n",
-    "    n_train,\n",
-    "    n_tests,\n",
-    "    data_root=root_dir,\n",
-    "    test_resolutions=(16, 32),\n",
-    "    train_resolution=16,\n",
-    "):\n",
-    "    \"\"\"Docstring.\"\"\"\n",
-    "    batch_size = 16\n",
-    "    test_batch_sizes = [batch_size] * len(test_resolutions)\n",
-    "\n",
-    "    dataset = DarcyDataset(\n",
-    "        root_dir=data_root,\n",
-    "        n_train=n_train,\n",
-    "        n_tests=n_tests,\n",
-    "        batch_size=batch_size,\n",
-    "        test_batch_sizes=test_batch_sizes,\n",
-    "        train_resolution=train_resolution,\n",
-    "        test_resolutions=test_resolutions,\n",
-    "        encode_input=False,\n",
-    "        encode_output=True,\n",
-    "        channel_dim=1,\n",
-    "        encoding='channel-wise',\n",
-    "        download=True,\n",
-    "    )\n",
-    "\n",
-    "    # return dataloaders for backwards compat\n",
-    "    train_loader = DataLoader(\n",
-    "        dataset.train_db,\n",
-    "        batch_size=batch_size,\n",
-    "        num_workers=1,\n",
-    "        pin_memory=True,\n",
-    "        persistent_workers=False,\n",
-    "    )\n",
-    "\n",
-    "    test_loaders = {}\n",
-    "    for res, test_bsize in zip(test_resolutions, test_batch_sizes):\n",
-    "        test_loaders[res] = DataLoader(\n",
-    "            dataset.test_dbs[res],\n",
-    "            batch_size=test_bsize,\n",
-    "            shuffle=False,\n",
-    "            num_workers=1,\n",
-    "            pin_memory=True,\n",
-    "            persistent_workers=False,\n",
-    "        )\n",
-    "\n",
-    "    return train_loader, test_loaders, dataset.data_processor\n",
-    "\n",
-    "\n",
-    "train_resolution = 16\n",
-    "train_loader, test_loaders, output_encoder = load_darcy_flow_small(\n",
-    "    n_train=1000,\n",
-    "    # batch_size=16,\n",
-    "    train_resolution=train_resolution,\n",
-    "    test_resolutions=[16, 32, 64, 128],\n",
-    "    n_tests=[100, 100, 100, 100],\n",
-    "    # test_batch_sizes=[32, 32, 32, 32],\n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "52f359cd-3e3f-4bde-a38d-4be442b8b5da",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "data.train_db[0]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "6ecd992f-21b8-4e28-92fb-3b107127e52b",
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [],
-   "source": [
-    "for _idx, batch in enumerate(train_loader):\n",
-    "    print(batch)\n",
-    "    sample = batch\n",
-    "    break"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "b1d9aad0-215b-4aff-8891-6630da2896fa",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "class lowpass_filter_2d:\n",
-    "    \"\"\"Lowpass filter the image.\n",
-    "\n",
-    "    Args:\n",
-    "        filter_limit: frequencies > filter_lim excluded\n",
-    "    \"\"\"\n",
-    "\n",
-    "    def __init__(self, filter_limit: int, img_size: int) -> None:\n",
-    "        assert isinstance(filter_limit, int)\n",
-    "        assert isinstance(img_size, int)\n",
-    "        self.filter_limit = filter_limit\n",
-    "        self.img_size = img_size\n",
-    "\n",
-    "        # assert that filter limit is less than half img_size\n",
-    "        assert self.filter_limit <= self.img_size // 2\n",
-    "\n",
-    "        # get filter\n",
-    "        self.filter = get_2d_low_pass_filter(self.filter_limit, self.img_size)\n",
-    "\n",
-    "    def __call__(self, sample):\n",
-    "        model_input, label = sample['x'], sample['y']\n",
-    "\n",
-    "        # apply no filter\n",
-    "        if self.filter_limit == -1:\n",
-    "            return {'x': model_input, 'y': label}\n",
-    "\n",
-    "        filter_input = filter_batch(self.filter, model_input)\n",
-    "        filter_label = filter_batch(self.filter, label)\n",
-    "\n",
-    "        return {'x': filter_input, 'y': filter_label}\n",
-    "\n",
-    "\n",
-    "class downsample:\n",
-    "    \"\"\"Downsize image.\n",
-    "\n",
-    "    Args:\n",
-    "        out_size: x/y dim of downsampled obj\n",
-    "    \"\"\"\n",
-    "\n",
-    "    def __init__(self, out_size: int) -> None:\n",
-    "        assert isinstance(out_size, int)\n",
-    "        self.out_size = out_size\n",
-    "\n",
-    "    def __call__(self, sample):\n",
-    "        model_input, label = sample['x'], sample['y']\n",
-    "\n",
-    "        # apply no downsample\n",
-    "        if self.out_size == -1:\n",
-    "            return {'x': model_input, 'y': label}\n",
-    "\n",
-    "        downsample_input = f.interpolate(\n",
-    "            model_input,\n",
-    "            size=(self.out_size, self.out_size),\n",
-    "            mode='bicubic',\n",
-    "            antialias=True,\n",
-    "        )\n",
-    "\n",
-    "        downsample_label = f.interpolate(\n",
-    "            model_input,\n",
-    "            size=(self.out_size, self.out_size),\n",
-    "            mode='bicubic',\n",
-    "            antialias=True,\n",
-    "        )\n",
-    "\n",
-    "        return {'x': downsample_input, 'y': downsample_label}"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "5d6c2d91-bc18-4703-9deb-0c5dbd6d5a4d",
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [],
-   "source": [
-    "filter_lim = 2\n",
-    "img_size = 16\n",
-    "lowpass_transform = lowpass_filter_2d(filter_lim, img_size)\n",
-    "downsample_transform = downsample(filter_lim * 2 + 1)\n",
-    "lowpass_transform(sample)['x']\n",
-    "downsample_transform(sample)['x'].shape"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "8c4d5ac4-12b8-4387-b426-955366a8a45c",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "filtered_batch = lowpass_transform(sample)['y']\n",
-    "\n",
-    "samples = 16\n",
-    "s = 16\n",
-    "filtered_sp = get_energy_curve(\n",
-    "    filtered_batch[:samples].reshape(samples * 1, s, s)\n",
-    ")\n",
-    "\n",
-    "unfiltered_sp = get_energy_curve(\n",
-    "    sample['y'][:samples].reshape(samples * 1, s, s)\n",
-    ")\n",
-    "\n",
-    "plt.plot(filtered_sp, color='blue', label='filtered')\n",
-    "plt.plot(unfiltered_sp, color='red', label='unfiltered')\n",
-    "plt.ylabel('Energy')\n",
-    "plt.xlabel('Wavenumber')\n",
-    "plt.legend()\n",
-    "plt.show()\n",
-    "\n",
-    "fig, axes = plt.subplots(nrows=1, ncols=2)\n",
-    "axes[0].imshow(sample['y'][0, 0, :, :])\n",
-    "axes[0].set_title('Unfiltered')\n",
-    "axes[1].imshow(filtered_batch[0, 0, :, :])\n",
-    "axes[1].set_title(f'Filtered {filter_lim=}')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "df7c05e6-698d-4291-9fb3-f5f21ce5858e",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "lowpass = lowpass_transform(sample)\n",
-    "downsampled_batch = downsample_transform(lowpass)['y']\n",
-    "# filtered_batch = lowpass_transform(sample)['x']\n",
-    "\n",
-    "samples = 16\n",
-    "s = 16\n",
-    "filtered_sp = get_energy_curve(\n",
-    "    downsampled_batch[:samples].reshape(\n",
-    "        samples * 1, filter_lim * 2 + 1, filter_lim * 2 + 1\n",
-    "    )\n",
-    ")\n",
-    "\n",
-    "unfiltered_sp = get_energy_curve(\n",
-    "    sample['y'][:samples].reshape(samples * 1, s, s)\n",
-    ")\n",
-    "\n",
-    "plt.plot(filtered_sp, color='blue', label='filtered_downsample')\n",
-    "plt.plot(unfiltered_sp, color='red', label='unfiltered')\n",
-    "plt.ylabel('Energy')\n",
-    "plt.xlabel('Wavenumber')\n",
-    "plt.legend()\n",
-    "plt.show()\n",
-    "\n",
-    "fig, axes = plt.subplots(nrows=1, ncols=2)\n",
-    "axes[0].imshow(sample['y'][0, 0, :, :])\n",
-    "axes[0].set_title('Unfiltered')\n",
-    "axes[1].imshow(downsampled_batch[0, 0, :, :])\n",
-    "axes[1].set_title(f'{filter_lim=}, downsample to {filter_lim * 2 + 1}')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "1b287cd5-db23-4c70-a09f-aa667f8a8e6c",
-   "metadata": {
-    "jp-MarkdownHeadingCollapsed": true
-   },
-   "source": [
-    "# PDE BENCH"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "id": "951fd207-2b1d-4d32-a4a3-2fe648b1f761",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# https://github.com/pdebench/PDEBench/blob/main/pdebench/models/fno/utils.py\n",
-    "from __future__ import annotations\n",
-    "\n",
-    "import math as mt\n",
-    "from pathlib import Path\n",
-    "\n",
-    "import h5py\n",
-    "import torch\n",
-    "from torch.utils.data import Dataset\n",
-    "\n",
-    "\n",
-    "class FNODatasetSingle(Dataset):\n",
-    "    def __init__(\n",
-    "        self,\n",
-    "        filename,\n",
-    "        initial_step=10,\n",
-    "        saved_folder='../data/',\n",
-    "        reduced_resolution=1,\n",
-    "        reduced_resolution_t=1,\n",
-    "        reduced_batch=1,\n",
-    "        if_test=False,\n",
-    "        test_ratio=0.1,\n",
-    "        num_samples_max=-1,\n",
-    "        transform: Compose = None,\n",
-    "    ):\n",
-    "        \"\"\":param filename: filename that contains the dataset\n",
-    "        :type filename: STR\n",
-    "        :param filenum: array containing indices of filename included in the dataset\n",
-    "        :type filenum: ARRAY\n",
-    "        :param initial_step: time steps taken as initial condition, defaults to 10\n",
-    "        :type initial_step: INT, optional\n",
-    "\n",
-    "        \"\"\"\n",
-    "        self.transform = transform\n",
-    "        \n",
-    "        # Define path to files\n",
-    "        root_path = Path(Path(saved_folder).resolve()) / filename\n",
-    "        if filename[-2:] != 'h5':\n",
-    "            # print(\".HDF5 file extension is assumed hereafter\")\n",
-    "\n",
-    "            with h5py.File(root_path, 'r') as f:\n",
-    "                keys = list(f.keys())\n",
-    "                keys.sort()\n",
-    "\n",
-    "                ## data dim = [t, x1, ..., xd, v]\n",
-    "                _data = np.array(\n",
-    "                    f['tensor'], dtype=np.float32\n",
-    "                )  # batch, time, x,...\n",
-    "                if len(_data.shape) == 3:  # 1D\n",
-    "                    _data = _data[\n",
-    "                        ::reduced_batch,\n",
-    "                        ::reduced_resolution_t,\n",
-    "                        ::reduced_resolution,\n",
-    "                    ]\n",
-    "                    ## convert to [x1, ..., xd, t, v]\n",
-    "                    _data = np.transpose(_data[:, :, :], (0, 2, 1))\n",
-    "                    self.data = _data[:, :, :, None]  # batch, x, t, ch\n",
-    "\n",
-    "                    self.grid = np.array(\n",
-    "                        f['x-coordinate'], dtype=np.float32\n",
-    "                    )\n",
-    "                    self.grid = torch.tensor(\n",
-    "                        self.grid[::reduced_resolution], dtype=torch.float\n",
-    "                    ).unsqueeze(-1)\n",
-    "                if len(_data.shape) == 4:  # 2D Darcy flow\n",
-    "                    # u: label\n",
-    "                    _data = _data[\n",
-    "                        ::reduced_batch,\n",
-    "                        :,\n",
-    "                        ::reduced_resolution,\n",
-    "                        ::reduced_resolution,\n",
-    "                    ]\n",
-    "                    ## convert to [x1, ..., xd, t, v]\n",
-    "                    _data = np.transpose(_data[:, :, :, :], (0, 2, 3, 1))\n",
-    "                    # if _data.shape[-1]==1:  # if nt==1\n",
-    "                    #    _data = np.tile(_data, (1, 1, 1, 2))\n",
-    "                    self.data = _data\n",
-    "                    # nu: input\n",
-    "                    _data = np.array(\n",
-    "                        f['nu'], dtype=np.float32\n",
-    "                    )  # batch, time, x,...\n",
-    "                    _data = _data[\n",
-    "                        ::reduced_batch,\n",
-    "                        None,\n",
-    "                        ::reduced_resolution,\n",
-    "                        ::reduced_resolution,\n",
-    "                    ]\n",
-    "                    ## convert to [x1, ..., xd, t, v]\n",
-    "                    _data = np.transpose(_data[:, :, :, :], (0, 2, 3, 1))\n",
-    "                    self.data = np.concatenate([_data, self.data], axis=-1)\n",
-    "                    self.data = self.data[\n",
-    "                        :, :, :, :,  #None\n",
-    "                    ]  # batch, x, y, t, ch\n",
-    "\n",
-    "                    x = np.array(f['x-coordinate'], dtype=np.float32)\n",
-    "                    y = np.array(f['y-coordinate'], dtype=np.float32)\n",
-    "                    x = torch.tensor(x, dtype=torch.float)\n",
-    "                    y = torch.tensor(y, dtype=torch.float)\n",
-    "                    X, Y = torch.meshgrid(x, y, indexing='ij')\n",
-    "                    self.grid = torch.stack((X, Y), axis=-1)[\n",
-    "                        ::reduced_resolution, ::reduced_resolution\n",
-    "                    ]\n",
-    "\n",
-    "\n",
-    "        if num_samples_max > 0:\n",
-    "            num_samples_max = min(num_samples_max, self.data.shape[0])\n",
-    "        else:\n",
-    "            num_samples_max = self.data.shape[0]\n",
-    "\n",
-    "        test_idx = int(num_samples_max * test_ratio)\n",
-    "        if if_test:\n",
-    "            self.data = self.data[:test_idx]\n",
-    "        else:\n",
-    "            self.data = self.data[test_idx:num_samples_max]\n",
-    "\n",
-    "        # Time steps used as initial conditions\n",
-    "        self.initial_step = initial_step\n",
-    "\n",
-    "        self.data = (\n",
-    "            self.data\n",
-    "            if torch.is_tensor(self.data)\n",
-    "            else torch.tensor(self.data)\n",
-    "        )\n",
-    "\n",
-    "    def __len__(self):\n",
-    "        return len(self.data)\n",
-    "\n",
-    "    def __getitem__(self, idx):\n",
-    "        unsqueeze_dim = 0\n",
-    "        if type(idx) != int:\n",
-    "            unsqueeze_dim = 1\n",
-    "        sample = {\n",
-    "            \"x\": self.data[idx, :, :, 0].unsqueeze(unsqueeze_dim),\n",
-    "            \"y\": self.data[idx, ..., 1].unsqueeze(unsqueeze_dim),\n",
-    "            #self.grid,\n",
-    "        }\n",
-    "\n",
-    "        if self.transform:\n",
-    "            sample = self.transform(sample)\n",
-    "\n",
-    "        return sample"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "id": "a22666f4-8ca5-46af-a5de-3917bd9bd2ed",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "torch.Size([1, 128, 128])\n"
-     ]
-    }
-   ],
-   "source": [
-    "data = FNODatasetSingle(\n",
-    "    filename='2D_DarcyFlow_beta0.01_Train.hdf5',\n",
-    "    initial_step=1,\n",
-    "    saved_folder='/pscratch/sd/m/mansisak/PDEBench/pdebench_data/2D/DarcyFlow/',\n",
-    "    reduced_resolution=1,\n",
-    "    reduced_resolution_t=1,\n",
-    "    reduced_batch=1,\n",
-    "    if_test=False,\n",
-    "    test_ratio=0.1,\n",
-    "    num_samples_max=-1,\n",
-    ")\n",
-    "\n",
-    "print(data[0]['x'].shape)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 98,
-   "id": "6fbad626-7b49-4776-b134-95c0bdf979ae",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "slice(0, 10, None)\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "torch.Size([10, 1, 128, 128])"
-      ]
-     },
-     "execution_count": 98,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "data[0:10]['x'].shape"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 60,
-   "id": "8bdab373-967a-46e6-b775-4ce120c4c71c",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "False"
-      ]
-     },
-     "execution_count": 60,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "torch.equal(initial, label)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 74,
-   "id": "f0b8a55b-1ae6-4380-85c8-3171df3cd429",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.image.AxesImage at 0x7fa322150b20>"
-      ]
-     },
-     "execution_count": 74,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plt.imshow(initial[:, :])"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 75,
-   "id": "f92bc056-3384-4f23-b6c1-d405db2ea1fc",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.image.AxesImage at 0x7fa3221a0be0>"
-      ]
-     },
-     "execution_count": 75,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plt.imshow(label[:, :])"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "id": "e835650a-30d6-4c0d-8cca-b9e7e3ce520b",
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.image.AxesImage at 0x7fa3506dfb20>"
-      ]
-     },
-     "execution_count": 7,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plt.imshow(grid[:, :, 1])"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "b12cc3b2-b807-4b22-8da6-63f547a11a6c",
-   "metadata": {
-    "jp-MarkdownHeadingCollapsed": true
-   },
-   "source": [
-    "# load burgers"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 19,
-   "id": "84607a5c-44e7-4b33-b8fb-3773bff842dd",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# https://github.com/pdebench/PDEBench/blob/main/pdebench/models/fno/utils.py\n",
-    "from __future__ import annotations\n",
-    "\n",
-    "import math as mt\n",
-    "from pathlib import Path\n",
-    "\n",
-    "import h5py\n",
-    "import torch\n",
-    "from torch.utils.data import Dataset\n",
-    "\n",
-    "\n",
-    "class FNODatasetSingle(Dataset):\n",
-    "    def __init__(\n",
-    "        self,\n",
-    "        filename,\n",
-    "        initial_step=10,\n",
-    "        saved_folder='../data/',\n",
-    "        reduced_resolution=1,\n",
-    "        reduced_resolution_t=1,\n",
-    "        reduced_batch=1,\n",
-    "        if_test=False,\n",
-    "        test_ratio=0.1,\n",
-    "        num_samples_max=-1,\n",
-    "        transform: Compose = None,\n",
-    "    ):\n",
-    "        \"\"\":param filename: filename that contains the dataset\n",
-    "        :type filename: STR\n",
-    "        :param filenum: array containing indices of filename included in the dataset\n",
-    "        :type filenum: ARRAY\n",
-    "        :param initial_step: time steps taken as initial condition, defaults to 10\n",
-    "        :type initial_step: INT, optional\n",
-    "\n",
-    "        \"\"\"\n",
-    "        self.transform = transform\n",
-    "        \n",
-    "        # Define path to files\n",
-    "        root_path = Path(Path(saved_folder).resolve()) / filename\n",
-    "        if filename[-2:] != 'h5':\n",
-    "            # print(\".HDF5 file extension is assumed hereafter\")\n",
-    "\n",
-    "            with h5py.File(root_path, 'r') as f:\n",
-    "                keys = list(f.keys())\n",
-    "                keys.sort()\n",
-    "\n",
-    "                ## data dim = [t, x1, ..., xd, v]\n",
-    "                _data = np.array(\n",
-    "                    f['tensor'], dtype=np.float32\n",
-    "                )  # batch, time, x,...\n",
-    "                if len(_data.shape) == 3:  # 1D\n",
-    "                    _data = _data[\n",
-    "                        ::reduced_batch,\n",
-    "                        ::reduced_resolution_t,\n",
-    "                        ::reduced_resolution,\n",
-    "                    ]\n",
-    "                    ## convert to [x1, ..., xd, t, v]\n",
-    "                    _data = np.transpose(_data[:, :, :], (0, 2, 1))\n",
-    "                    self.data = _data[:, :, :, None]  # batch, x, t, ch\n",
-    "\n",
-    "                    # batch, time, channel, x,\n",
-    "                    self.data = np.transpose(self.data, (0, 2, 3, 1))\n",
-    "\n",
-    "\n",
-    "        if num_samples_max > 0:\n",
-    "            num_samples_max = min(num_samples_max, self.data.shape[0])\n",
-    "        else:\n",
-    "            num_samples_max = self.data.shape[0]\n",
-    "\n",
-    "        test_idx = int(num_samples_max * test_ratio)\n",
-    "        if if_test:\n",
-    "            self.data = self.data[:test_idx]\n",
-    "        else:\n",
-    "            self.data = self.data[test_idx:num_samples_max]\n",
-    "\n",
-    "        # Time steps used as initial conditions\n",
-    "        self.initial_step = initial_step\n",
-    "\n",
-    "        self.data = (\n",
-    "            self.data\n",
-    "            if torch.is_tensor(self.data)\n",
-    "            else torch.tensor(self.data)\n",
-    "        )\n",
-    "\n",
-    "    def __len__(self):\n",
-    "        return len(self.data)\n",
-    "\n",
-    "    def __getitem__(self, idx: int) -> dict[str, torch.Tensor]:\n",
-    "        \"\"\"Get single sample at idx.\"\"\"\n",
-    "\n",
-    "        unsqueeze_dim = 0\n",
-    "        if type(idx) != int:\n",
-    "            unsqueeze_dim = 1\n",
-    "\n",
-    "        sample = {\n",
-    "            'x': self.data[idx, : self.initial_step, ...],\n",
-    "            'y': self.data[idx, ... ],\n",
-    "            # self.grid,\n",
-    "        }\n",
-    "\n",
-    "        if self.transform:\n",
-    "            sample = self.transform(sample)\n",
-    "\n",
-    "        return sample"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 20,
-   "id": "41e16200-b5b1-4c92-b682-e737d835625d",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "data = FNODatasetSingle(\n",
-    "    filename='1D_Burgers_Sols_Nu1.0.hdf5',\n",
-    "    initial_step=5,\n",
-    "    saved_folder='/pscratch/sd/m/mansisak/PDEBench/pdebench_data/1D/Burgers/Train/',\n",
-    "    reduced_resolution=1,\n",
-    "    reduced_resolution_t=1,\n",
-    "    reduced_batch=1,\n",
-    "    if_test=False,\n",
-    "    test_ratio=0.1,\n",
-    "    num_samples_max=-1,\n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 23,
-   "id": "870d9afb-1c49-4925-9fd9-ba6e51a5dac5",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "torch.Size([10, 5, 1, 1024])"
-      ]
-     },
-     "execution_count": 23,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "data[0:10]['x'].shape"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "61f0281f-910f-491e-a82e-0cb48440fdfc",
-   "metadata": {
-    "jp-MarkdownHeadingCollapsed": true
-   },
-   "source": [
-    "# load NS"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 24,
-   "id": "17cd180d-dbfb-4016-a041-fdd5dc412b3e",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# https://github.com/pdebench/PDEBench/blob/main/pdebench/models/fno/utils.py\n",
-    "from __future__ import annotations\n",
-    "\n",
-    "import math as mt\n",
-    "from pathlib import Path\n",
-    "\n",
-    "import h5py\n",
-    "import torch\n",
-    "from torch.utils.data import Dataset\n",
-    "\n",
-    "\n",
-    "class FNODatasetSingle(Dataset):\n",
-    "    def __init__(\n",
-    "        self,\n",
-    "        filename,\n",
-    "        initial_step=10,\n",
-    "        saved_folder='../data/',\n",
-    "        reduced_resolution=1,\n",
-    "        reduced_resolution_t=1,\n",
-    "        reduced_batch=1,\n",
-    "        if_test=False,\n",
-    "        test_ratio=0.1,\n",
-    "        num_samples_max=-1,\n",
-    "        transform: Compose = None,\n",
-    "    ):\n",
-    "        \"\"\":param filename: filename that contains the dataset\n",
-    "        :type filename: STR\n",
-    "        :param filenum: array containing indices of filename included in the dataset\n",
-    "        :type filenum: ARRAY\n",
-    "        :param initial_step: time steps taken as initial condition, defaults to 10\n",
-    "        :type initial_step: INT, optional\n",
-    "\n",
-    "        \"\"\"\n",
-    "\n",
-    "        \n",
-    "        # Define path to files\n",
-    "        root_path = Path(Path(saved_folder).resolve()) / filename\n",
-    "        if filename[-2:] != 'h5':\n",
-    "            # print(\".HDF5 file extension is assumed hereafter\")\n",
-    "\n",
-    "            with h5py.File(root_path, 'r') as f:\n",
-    "                keys = list(f.keys())\n",
-    "                keys.sort()\n",
-    "                if 'tensor' not in keys:\n",
-    "                    _data = np.array(\n",
-    "                        f['density'], dtype=np.float32\n",
-    "                    )  # batch, time, x,...\n",
-    "                    idx_cfd = _data.shape\n",
-    "\n",
-    "                    if len(idx_cfd) == 4:  # 2D\n",
-    "                        self.data = np.zeros(\n",
-    "                            [\n",
-    "                                idx_cfd[0] // reduced_batch,\n",
-    "                                idx_cfd[2] // reduced_resolution,\n",
-    "                                idx_cfd[3] // reduced_resolution,\n",
-    "                                mt.ceil(idx_cfd[1] / reduced_resolution_t),\n",
-    "                                4,\n",
-    "                            ],\n",
-    "                            dtype=np.float32,\n",
-    "                        )\n",
-    "                        # density\n",
-    "                        density = _data[\n",
-    "                            ::reduced_batch,\n",
-    "                            ::reduced_resolution_t,\n",
-    "                            ::reduced_resolution,\n",
-    "                            ::reduced_resolution,\n",
-    "                        ]\n",
-    "                        ## convert to [x1, ..., xd, t, v]\n",
-    "                        _data = np.transpose(_data, (0, 2, 3, 1))\n",
-    "                        self.data[..., 0] = _data  # batch, x, t, ch\n",
-    "                        print(\"loaded density\")\n",
-    "                        # pressure\n",
-    "                        _data = np.array(\n",
-    "                            f['pressure'], dtype=np.float32\n",
-    "                        )  # batch, time, x,...\n",
-    "                        _data = _data[\n",
-    "                            ::reduced_batch,\n",
-    "                            ::reduced_resolution_t,\n",
-    "                            ::reduced_resolution,\n",
-    "                            ::reduced_resolution,\n",
-    "                        ]\n",
-    "                        ## convert to [x1, ..., xd, t, v]\n",
-    "                        _data = np.transpose(_data, (0, 2, 3, 1))\n",
-    "                        self.data[..., 1] = _data  # batch, x, t, ch\n",
-    "                        print(\"loaded pressure\")\n",
-    "                        # Vx\n",
-    "                        _data = np.array(\n",
-    "                            f['Vx'], dtype=np.float32\n",
-    "                        )  # batch, time, x,...\n",
-    "                        _data = _data[\n",
-    "                            ::reduced_batch,\n",
-    "                            ::reduced_resolution_t,\n",
-    "                            ::reduced_resolution,\n",
-    "                            ::reduced_resolution,\n",
-    "                        ]\n",
-    "                        ## convert to [x1, ..., xd, t, v]\n",
-    "                        _data = np.transpose(_data, (0, 2, 3, 1))\n",
-    "                        self.data[..., 2] = _data  # batch, x, t, ch\n",
-    "                        print(\"loaded Vx\")\n",
-    "                        # Vy\n",
-    "                        _data = np.array(\n",
-    "                            f['Vy'], dtype=np.float32\n",
-    "                        )  # batch, time, x,...\n",
-    "                        _data = _data[\n",
-    "                            ::reduced_batch,\n",
-    "                            ::reduced_resolution_t,\n",
-    "                            ::reduced_resolution,\n",
-    "                            ::reduced_resolution,\n",
-    "                        ]\n",
-    "                        ## convert to [x1, ..., xd, t, v]\n",
-    "                        _data = np.transpose(_data, (0, 2, 3, 1))\n",
-    "                        \n",
-    "                        self.data[..., 3] = _data  # batch, x, t, ch\n",
-    "                        print(\"loaded Vy\")\n",
-    "\n",
-    "                        # batch, time, channel, x, y\n",
-    "                        self.data = np.transpose(self.data, (0, 3, 4, 1, 2))\n",
-    "\n",
-    "                        #x = np.array(f['x-coordinate'], dtype=np.float32)\n",
-    "                        #y = np.array(f['y-coordinate'], dtype=np.float32)\n",
-    "                        #x = torch.tensor(x, dtype=torch.float)\n",
-    "                        #y = torch.tensor(y, dtype=torch.float)\n",
-    "                        #X, Y = torch.meshgrid(x, y, indexing='ij')\n",
-    "                        #self.grid = torch.stack((X, Y), axis=-1)[\n",
-    "                        #    ::reduced_resolution, ::reduced_resolution\n",
-    "                        #]\n",
-    "\n",
-    "        if num_samples_max > 0:\n",
-    "            num_samples_max = min(num_samples_max, self.data.shape[0])\n",
-    "        else:\n",
-    "            num_samples_max = self.data.shape[0]\n",
-    "\n",
-    "        test_idx = int(num_samples_max * test_ratio)\n",
-    "        if if_test:\n",
-    "            self.data = self.data[:test_idx]\n",
-    "        else:\n",
-    "            self.data = self.data[test_idx:num_samples_max]\n",
-    "\n",
-    "        # Time steps used as initial conditions\n",
-    "        self.initial_step = initial_step\n",
-    "\n",
-    "        self.data = (\n",
-    "            self.data\n",
-    "            if torch.is_tensor(self.data)\n",
-    "            else torch.tensor(self.data)\n",
-    "        )\n",
-    "\n",
-    "    def __len__(self):\n",
-    "        return len(self.data)\n",
-    "    '''\n",
-    "    def __getitem__(self, idx):\n",
-    "        return (\n",
-    "            self.data[idx, ..., : self.initial_step, :],\n",
-    "            self.data[idx],\n",
-    "            self.grid,\n",
-    "        )\n",
-    "    '''\n",
-    "\n",
-    "    def __getitem__(self, idx: int) -> dict[str, torch.Tensor]:\n",
-    "        \"\"\"Get single sample at idx.\"\"\"\n",
-    "\n",
-    "        sample = {\n",
-    "            'x': self.data[idx, : self.initial_step, ...],\n",
-    "            'y': self.data[idx, ... ],\n",
-    "            # self.grid,\n",
-    "        }\n",
-    "\n",
-    "        if self.transform:\n",
-    "            sample = self.transform(sample)\n",
-    "\n",
-    "        return sample\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 32,
-   "id": "81b547d8-e72f-45d9-951c-f3e6a369f24d",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "(10, 21, 2, 16, 16)"
-      ]
-     },
-     "execution_count": 32,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# batch, t, x, y\n",
-    "\n",
-    "pressure = np.random.rand(10, 21, 16, 16)\n",
-    "density = np.random.rand(10, 21, 16, 16)\n",
-    "\n",
-    "np.stack([pressure, density], axis=2).shape"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "id": "bdfd0718-29fe-48d1-99f2-3199edd6a466",
-   "metadata": {},
-   "outputs": [
-    {
-     "ename": "ValueError",
-     "evalue": "could not broadcast input array from shape (10000,21,128,128) into shape (10000,128,21,4)",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
-      "Cell \u001b[0;32mIn[13], line 3\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[38;5;66;03m# NOTE(MS): I make sure you use the OG FNODatasetSingle class (not the modified one)\u001b[39;00m\n\u001b[0;32m----> 3\u001b[0m data \u001b[38;5;241m=\u001b[39m \u001b[43mFNODatasetSingle\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m      4\u001b[0m \u001b[43m    \u001b[49m\u001b[43mfilename\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43m2D_CFD_Rand_M0.1_Eta0.1_Zeta0.1_periodic_128_Train.hdf5\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m      5\u001b[0m \u001b[43m    \u001b[49m\u001b[43minitial_step\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m5\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m      6\u001b[0m \u001b[43m    \u001b[49m\u001b[43msaved_folder\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43m/pscratch/sd/m/mansisak/PDEBench/pdebench_data/2D/CFD/2D_Train_Rand/\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m      7\u001b[0m \u001b[43m    \u001b[49m\u001b[43mreduced_resolution\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m1\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m      8\u001b[0m \u001b[43m    \u001b[49m\u001b[43mreduced_resolution_t\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m1\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m      9\u001b[0m \u001b[43m    \u001b[49m\u001b[43mreduced_batch\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m1\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m     10\u001b[0m \u001b[43m    \u001b[49m\u001b[43mif_test\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[1;32m     11\u001b[0m \u001b[43m    \u001b[49m\u001b[43mtest_ratio\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m0.1\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m     12\u001b[0m \u001b[43m    \u001b[49m\u001b[43mnum_samples_max\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m-\u001b[39;49m\u001b[38;5;241;43m1\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m     13\u001b[0m \u001b[43m)\u001b[49m\n",
-      "Cell \u001b[0;32mIn[12], line 72\u001b[0m, in \u001b[0;36mFNODatasetSingle.__init__\u001b[0;34m(self, filename, initial_step, saved_folder, reduced_resolution, reduced_resolution_t, reduced_batch, if_test, test_ratio, num_samples_max, transform)\u001b[0m\n\u001b[1;32m     64\u001b[0m _data \u001b[38;5;241m=\u001b[39m _data[\n\u001b[1;32m     65\u001b[0m     ::reduced_batch,\n\u001b[1;32m     66\u001b[0m     ::reduced_resolution_t,\n\u001b[1;32m     67\u001b[0m     ::reduced_resolution,\n\u001b[1;32m     68\u001b[0m     ::reduced_resolution,\n\u001b[1;32m     69\u001b[0m ]\n\u001b[1;32m     70\u001b[0m \u001b[38;5;66;03m## convert to [x1, ..., xd, t, v]\u001b[39;00m\n\u001b[1;32m     71\u001b[0m \u001b[38;5;66;03m#_data = np.transpose(_data, (0, 2, 3, 1))\u001b[39;00m\n\u001b[0;32m---> 72\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdata\u001b[49m\u001b[43m[\u001b[49m\u001b[43m:\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m:\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m]\u001b[49m \u001b[38;5;241m=\u001b[39m _data  \u001b[38;5;66;03m# batch, x, t, ch\u001b[39;00m\n\u001b[1;32m     73\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mloaded density\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m     74\u001b[0m \u001b[38;5;66;03m# pressure\u001b[39;00m\n",
-      "\u001b[0;31mValueError\u001b[0m: could not broadcast input array from shape (10000,21,128,128) into shape (10000,128,21,4)"
-     ]
-    }
-   ],
-   "source": [
-    "# NOTE(MS): I make sure you use the OG FNODatasetSingle class (not the modified one)\n",
-    "\n",
-    "data = FNODatasetSingle(\n",
-    "    filename='2D_CFD_Rand_M0.1_Eta0.1_Zeta0.1_periodic_128_Train.hdf5',\n",
-    "    initial_step=5,\n",
-    "    saved_folder='/pscratch/sd/m/mansisak/PDEBench/pdebench_data/2D/CFD/2D_Train_Rand/',\n",
-    "    reduced_resolution=1,\n",
-    "    reduced_resolution_t=1,\n",
-    "    reduced_batch=1,\n",
-    "    if_test=False,\n",
-    "    test_ratio=0.1,\n",
-    "    num_samples_max=-1,\n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "id": "a3f0a206-8ada-4cdd-832b-b3b8df250f30",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "data.transform = None"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 11,
-   "id": "b59b8fa0-4f99-43da-8048-9113176838c5",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "5"
-      ]
-     },
-     "execution_count": 11,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "data.initial_step"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "id": "3f3b9914-3d65-4b25-bf22-592f256b8d96",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "torch.Size([10, 5, 4, 128, 128])"
-      ]
-     },
-     "execution_count": 10,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "data[0:10]['x'].shape"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "e7afa1b2-ef0d-4941-bb5a-5f6480850c7e",
-   "metadata": {
-    "jp-MarkdownHeadingCollapsed": true
-   },
-   "source": [
-    "# Incompressible NS"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 34,
-   "id": "17afecaf-62e1-4c98-9b6a-3ff85db38b02",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def finite_difference_2d(u: torch.tensor, d:int=1, axis:str=\"dx\"):\n",
-    "    \"\"\"Calculate finite difference.\n",
-    "\n",
-    "    u: feild (shape (batch, channels, xdim, ydim))\n",
-    "    axis: d/dx or d/dy (var deriv is taken w.r.t.)\n",
-    "    d: size of spatial domain (assume equivalent x/y size)\n",
-    "    #https://github.com/neuraloperator/physics_informed/blob/master/train_utils/losses.py#L15 \n",
-    "    \"\"\"\n",
-    "\n",
-    "    size = u.shape[-1]\n",
-    "    delta = d / (size -1)\n",
-    "    \n",
-    "    if axis == \"dx\":\n",
-    "        ux = (u[..., 2:, 1:-1] - u[..., :-2, 1:-1]) / (2 * delta) \n",
-    "\n",
-    "        return ux\n",
-    "    \n",
-    "    if axis == \"dy\":\n",
-    "        uy = (u[..., 1:-1, 2:] - u[..., 1:-1, :-2]) / (2 * delta)\n",
-    "\n",
-    "        return uy\n",
-    "\n",
-    "def curl(xfield: torch.tensor, yfield: torch.tensor):\n",
-    "    \"\"\"Curl operator\n",
-    "\n",
-    "    xfield: x_direction commponent (e.g., velocity or force)\n",
-    "    yfield: y_direction commponent (e.g., velocity or force)\n",
-    "    \"\"\"\n",
-    "    xfield_dy = finite_difference_2d(u=xfield, d=1, axis=\"dy\")\n",
-    "    yfield_dx = finite_difference_2d(u=yfield, d=1, axis=\"dx\")\n",
-    "    return yfield_dx - xfield_dy\n",
-    "\n",
-    "def laplacian(u:torch.tensor, d:int=1):\n",
-    "    \"\"\"Laplacian Operator.\n",
-    "\n",
-    "    Can be applied to vorticity for example.\n",
-    "    \n",
-    "    u: feild (shape (batch, channels, xdim, ydim))\n",
-    "    d: size of spatial domain (assume equivalent x/y size)\n",
-    "    # https://github.com/neuraloperator/physics_informed/blob/master/train_utils/losses.py#L20C5-L21C74\n",
-    "    \"\"\"\n",
-    "    size = u.shape[-1]\n",
-    "    delta = d / (size -1)\n",
-    "    \n",
-    "    # d/dx^2\n",
-    "    uxx = (u[..., 2:, 1:-1] -2*u[...,1:-1,1:-1] +u[..., :-2, 1:-1]) / (delta**2)\n",
-    "    # d/dy^2\n",
-    "    uyy = (u[..., 1:-1, 2:] -2*u[...,1:-1,1:-1] +u[..., 1:-1, :-2]) / (delta**2)\n",
-    "\n",
-    "    return uxx + uyy\n",
-    "\n",
-    "def incomp_NS_FDM(vx: torch.tensor, vy:torch.tensor, vorticity: torch.tensor, viscosity: float, force_curl:torch.tensor):\n",
-    "    \"\"\" Pinns loss for vorticity for of incompressible Navier stokes equations.\n",
-    "\n",
-    "    vx: x velocity\n",
-    "    vy: y velocity\n",
-    "    vorticity: vorticity\n",
-    "    viscosity: viscosity coeff\n",
-    "    force_curl: curl of x and y forces\n",
-    "    t_interval: time interval\n",
-    "    \n",
-    "    For using finite difference instead of spectral derivative incase \n",
-    "    of non-periodic boundary conditions\n",
-    "\n",
-    "    https://github.com/neuraloperator/physics_informed/blob/master/train_utils/losses.py#L68\n",
-    "    \"\"\"\n",
-    "\n",
-    "    t_interval = 1 # we hold this constant at 1 (can make function arg if time interval is changing)\n",
-    "    batchsize = vorticity.shape[0]\n",
-    "    nx = vorticity.shape[-1]\n",
-    "    ny = nx # assume same x/y dim\n",
-    "    nt = vorticity.shape[1]\n",
-    "\n",
-    "    dt = t_interval / (nt-1)\n",
-    "    vorticity_dt = (vorticity[:, 2:, ...] - vorticity[:, :-2, ...]) / (2 * dt)\n",
-    "\n",
-    "    voriticity_dx = finite_difference_2d(vorticity, d=1, axis=\"dx\")\n",
-    "    voriticity_dy = finite_difference_2d(vorticity, d=1, axis=\"dy\")\n",
-    "\n",
-    "    # veolicty * nabla vorticity\n",
-    "    u_nabla_vort = vx[...,1:-1,1:-1]*voriticity_dx + vy[...,1:-1,1:-1]*voriticity_dy\n",
-    "\n",
-    "    # force term (repeat along time dim\n",
-    "    print(f\"{force_curl.shape=}\")\n",
-    "    force_curl = force_curl.repeat(nt-2).reshape(batchsize, nt-2, nx, ny)\n",
-    "    print(f\"{force_curl.shape=}\")\n",
-    "\n",
-    "    # viscoity*laplacian of vorticity\n",
-    "    lap_vorticity = laplacian(vorticity)\n",
-    "\n",
-    "    # must ensure shape's matchup (finite-difference shaves off a dimention each time it is applied)\n",
-    "    return vorticity_dt[...,1:-1,1:-1] + u_nabla_vort[:,1:-1,...] - viscosity*lap_vorticity[:,1:-1,...] - force_curl[...,1:-1,1:-1]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 35,
-   "id": "87c9af58-8df4-40a7-b6d4-794a1b0e84ea",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "['force', 'particles', 't', 'velocity']\n",
-      "(4, 1000, 512, 512, 2)\n",
-      "(4, 512, 512, 2)\n",
-      "(4, 20, 512, 512)\n",
-      "(4, 20, 510, 510)\n",
-      "vorticity.shape=(4, 20, 510, 510)\n",
-      "laplacian_vel.shape=(4, 20, 508, 508)\n",
-      "Vx.shape=(4, 20, 512, 512), Vy.shape=(4, 20, 512, 512), vorticity.shape=(4, 20, 510, 510), force_curl.shape=(4, 510, 510)\n",
-      "force_curl.shape=(4, 510, 510)\n",
-      "force_curl.shape=(4, 18, 510, 510)\n",
-      "(4, 18, 508, 508)\n"
-     ]
-    }
-   ],
-   "source": [
-    "# there only 4 data points for each of 250 files\n",
-    "# compress # of time steps\n",
-    "root_path = \"/pscratch/sd/m/mansisak/PDEBench/pdebench_data/2D/NS_incom/ns_incom_inhom_2d_512-103.h5\"\n",
-    "with h5py.File(root_path, 'r') as f:\n",
-    "    keys = list(f.keys())\n",
-    "    keys.sort()\n",
-    "    print(keys)\n",
-    "\n",
-    "    print(f['velocity'].shape)\n",
-    "    print(f[\"force\"].shape)\n",
-    "\n",
-    "    Vx = f['velocity'][:, ::50, :, :, 0]\n",
-    "    Vy = f['velocity'][:, ::50, :, :, 1]\n",
-    "\n",
-    "    Fx = f['force'][..., 0]\n",
-    "    Fy = f['force'][..., 1]\n",
-    "    print(f'{Vx.shape}')\n",
-    "    Vx_dx = finite_difference_2d(Vx, d=1, axis=\"dx\")\n",
-    "\n",
-    "    print(Vx_dx.shape)\n",
-    "\n",
-    "    vorticity = curl(Vx, Vy)\n",
-    "    print(f\"{vorticity.shape=}\")\n",
-    "\n",
-    "    force_curl = curl(Fx, Fy)\n",
-    "\n",
-    "    laplacian_vel = laplacian(vorticity)\n",
-    "    print(f\"{laplacian_vel.shape=}\")\n",
-    "    # do we just add the forces up for X and Y??\n",
-    "\n",
-    "    viscosity = 0.01\n",
-    "    print(f\"{Vx.shape=}, {Vy.shape=}, {vorticity.shape=}, {force_curl.shape=}\")\n",
-    "    pde_loss = incomp_NS_FDM(Vx[...,1:-1, 1:-1], Vy[...,1:-1, 1:-1], vorticity, viscosity, force_curl)\n",
-    "    print(pde_loss.shape)\n",
-    "    # Another question: PINO uses spectral derivative on Vorticity -- I assume that no longer works for us either?\n",
-    "    "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 41,
-   "id": "f56a63e3-55b5-42e9-bf49-378aa249bd00",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "torch.Size([8, 1, 32, 32])"
-      ]
-     },
-     "execution_count": 41,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "fake = torch.zeros((8, 32, 32)).unsqueeze(dim=1)\n",
-    "#fake = fake.repeat((1, 20, 1, 1)) #.reshape(8, 20, 32, 32)\n",
-    "fake.shape"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "id": "3314dc27-020d-49fa-9b5d-5b1eb13d8842",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "4\n"
-     ]
-    },
-    {
-     "ename": "KeyboardInterrupt",
-     "evalue": "",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
-      "Cell \u001b[0;32mIn[13], line 10\u001b[0m\n\u001b[1;32m      8\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m h5name \u001b[38;5;129;01min\u001b[39;00m glob\u001b[38;5;241m.\u001b[39mglob(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m/pscratch/sd/m/mansisak/PDEBench/pdebench_data/2D/NS_incom/ns_incom_inhom_2d_512*.h5\u001b[39m\u001b[38;5;124m'\u001b[39m):\n\u001b[1;32m      9\u001b[0m     h5fr \u001b[38;5;241m=\u001b[39m h5py\u001b[38;5;241m.\u001b[39mFile(h5name,\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mr\u001b[39m\u001b[38;5;124m'\u001b[39m) \n\u001b[0;32m---> 10\u001b[0m     Vx \u001b[38;5;241m=\u001b[39m \u001b[43mh5fr\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mvelocity\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m[\u001b[49m\u001b[43m:\u001b[49m\u001b[43m,\u001b[49m\u001b[43m:\u001b[49m\u001b[43m:\u001b[49m\u001b[38;5;241;43m50\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m:\u001b[49m\u001b[43m,\u001b[49m\u001b[43m:\u001b[49m\u001b[43m,\u001b[49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m]\u001b[49m \u001b[38;5;66;03m# bs, time, x, y, 2(x,y vel)\u001b[39;00m\n\u001b[1;32m     11\u001b[0m     Vy \u001b[38;5;241m=\u001b[39m h5fr[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mvelocity\u001b[39m\u001b[38;5;124m'\u001b[39m][:,::\u001b[38;5;241m50\u001b[39m,:,:,\u001b[38;5;241m1\u001b[39m] \u001b[38;5;66;03m# bs, time, x, y, 2(x,y vel)\u001b[39;00m\n\u001b[1;32m     12\u001b[0m     Fx \u001b[38;5;241m=\u001b[39m h5fr[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mforce\u001b[39m\u001b[38;5;124m'\u001b[39m][\u001b[38;5;241m.\u001b[39m\u001b[38;5;241m.\u001b[39m\u001b[38;5;241m.\u001b[39m,\u001b[38;5;241m0\u001b[39m] \u001b[38;5;66;03m# bs, x, y, 2(x,y force)\u001b[39;00m\n",
-      "File \u001b[0;32mh5py/_objects.pyx:54\u001b[0m, in \u001b[0;36mh5py._objects.with_phil.wrapper\u001b[0;34m()\u001b[0m\n",
-      "File \u001b[0;32mh5py/_objects.pyx:55\u001b[0m, in \u001b[0;36mh5py._objects.with_phil.wrapper\u001b[0;34m()\u001b[0m\n",
-      "File \u001b[0;32m/pscratch/sd/m/mansisak/operator_aliasing/env/lib/python3.10/site-packages/h5py/_hl/dataset.py:802\u001b[0m, in \u001b[0;36mDataset.__getitem__\u001b[0;34m(self, args, new_dtype)\u001b[0m\n\u001b[1;32m    800\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_fast_read_ok \u001b[38;5;129;01mand\u001b[39;00m (new_dtype \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m):\n\u001b[1;32m    801\u001b[0m     \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 802\u001b[0m         \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_fast_reader\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mread\u001b[49m\u001b[43m(\u001b[49m\u001b[43margs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    803\u001b[0m     \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m:\n\u001b[1;32m    804\u001b[0m         \u001b[38;5;28;01mpass\u001b[39;00m  \u001b[38;5;66;03m# Fall back to Python read pathway below\u001b[39;00m\n",
-      "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
-     ]
-    }
-   ],
-   "source": [
-    "with h5py.File('/pscratch/sd/m/mansisak/PDEBench/pdebench_data/2D/NS_incom/full_data_merge.h5',mode='w') as h5fw:\n",
-    "    row1 = 0\n",
-    "\n",
-    "    h5fw.require_dataset('Vx', dtype=\"f\",  shape=(1096,20,510,510), maxshape=(1096,20,510,510) )\n",
-    "    h5fw.require_dataset('Vy', dtype=\"f\",  shape=(1096,20,510,510), maxshape=(1096,20,510,510) )\n",
-    "    h5fw.require_dataset('vorticity', dtype=\"f\",  shape=(1096,20,510,510), maxshape=(1096,20,510,510) )\n",
-    "    h5fw.require_dataset('force_curl', dtype=\"f\",  shape=(1096,510,510), maxshape=(1096,510,510) )\n",
-    "    for h5name in glob.glob('/pscratch/sd/m/mansisak/PDEBench/pdebench_data/2D/NS_incom/ns_incom_inhom_2d_512*.h5'):\n",
-    "        h5fr = h5py.File(h5name,'r') \n",
-    "        Vx = h5fr['velocity'][:,::50,:,:,0] # bs, time, x, y, 2(x,y vel)\n",
-    "        Vy = h5fr['velocity'][:,::50,:,:,1] # bs, time, x, y, 2(x,y vel)\n",
-    "        Fx = h5fr['force'][...,0] # bs, x, y, 2(x,y force)\n",
-    "        Fy = h5fr['force'][...,1] # bs, x, y, 2(x,y force)\n",
-    "        vorticity = curl(Vx, Vy)\n",
-    "        force_curl = curl(Fx, Fy)\n",
-    "\n",
-    "        batch_size = Vx.shape[0]\n",
-    "        \n",
-    "        h5fw['Vx'][row1:row1+batch_size,...] = Vx[:,...,1:-1, 1:-1]\n",
-    "        h5fw['Vy'][row1:row1+batch_size,...] = Vy[:,...,1:-1, 1:-1]\n",
-    "        h5fw['vorticity'][row1:row1+batch_size,...] = vorticity[:,...]\n",
-    "        h5fw['force_curl'][row1:row1+batch_size,...] = force_curl[:,...]\n",
-    "        \n",
-    "        row1 += batch_size\n",
-    "        print(row1)\n",
-    "        if row1 > 15:\n",
-    "            break"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "id": "58414781-ad6a-4978-a61b-33025b74c742",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "f['vorticity'].shape=(1096, 20, 510, 510)\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/tmp/ipykernel_407488/2361223086.py:4: UserWarning: Creating a tensor from a list of numpy.ndarrays is extremely slow. Please consider converting the list to a single numpy.ndarray with numpy.array() before converting to a tensor. (Triggered internally at /pytorch/torch/csrc/utils/tensor_new.cpp:254.)\n",
-      "  vort = torch.tensor(f['vorticity'], dtype=torch.float32)\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# check full_data_merge\n",
-    "with h5py.File('/pscratch/sd/m/mansisak/PDEBench/pdebench_data/2D/NS_incom/full_data_merge.h5', 'r') as f:\n",
-    "    print(f\"{f['vorticity'].shape=}\")\n",
-    "    vort = torch.tensor(f['vorticity'], dtype=torch.float32)\n",
-    "    plt.imshow(f['Vx'][16,0,:,:])"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 21,
-   "id": "897cf59d-18b5-4c4b-b86c-a7fe7317b2fd",
-   "metadata": {},
-   "outputs": [
-    {
-     "ename": "RuntimeError",
-     "evalue": "Number of dimensions of repeat dims can not be smaller than number of dimensions of tensor",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mRuntimeError\u001b[0m                              Traceback (most recent call last)",
-      "Cell \u001b[0;32mIn[21], line 5\u001b[0m\n\u001b[1;32m      1\u001b[0m fake \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39mzeros((\u001b[38;5;241m100\u001b[39m,\u001b[38;5;241m32\u001b[39m,\u001b[38;5;241m32\u001b[39m))\n\u001b[1;32m      3\u001b[0m fake \u001b[38;5;241m=\u001b[39m torch\u001b[38;5;241m.\u001b[39mzeros((\u001b[38;5;241m8\u001b[39m, \u001b[38;5;241m17\u001b[39m, \u001b[38;5;241m17\u001b[39m))\n\u001b[0;32m----> 5\u001b[0m \u001b[43mfake\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrepeat\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m10\u001b[39;49m\u001b[43m)\u001b[49m\n",
-      "\u001b[0;31mRuntimeError\u001b[0m: Number of dimensions of repeat dims can not be smaller than number of dimensions of tensor"
-     ]
-    }
-   ],
-   "source": [
-    "fake = np.zeros((100,32,32))\n",
-    "\n",
-    "fake = torch.zeros((8, 17, 17))\n",
-    "\n",
-    "fake.repeat(10)"
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "operator_alias",
-   "language": "python",
-   "name": "env"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.10.0"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 5
-}
diff --git a/notebooks/PINO.ipynb b/notebooks/PINO.ipynb
deleted file mode 100644
index 3a797b1..0000000
--- a/notebooks/PINO.ipynb
+++ /dev/null
@@ -1,635 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "id": "1fd21fb0-1b84-4c63-8668-5104643fc8e5",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "from operator_aliasing.data.utils import get_data\n",
-    "from operator_aliasing.models.utils import get_model\n",
-    "from operator_aliasing.train.utils import get_loss\n",
-    "\n",
-    "import torch\n",
-    "from torch.optim import AdamW\n",
-    "import numpy as np\n",
-    "import torch.nn.functional as F\n",
-    "\n",
-    "device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "id": "a51eb9af-2432-42a2-82d1-60ed8cec836b",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Loading test db for resolution 16 with 100 samples \n",
-      "Loading test db for resolution 16 with 100 samples \n"
-     ]
-    }
-   ],
-   "source": [
-    "# Get Data\n",
-    "data_kwargs = {\n",
-    "    'dataset_name': 'darcy',\n",
-    "    'filter_lim': 3,\n",
-    "    'img_size': 16,\n",
-    "    'downsample_dim': -1,\n",
-    "    'train': True,\n",
-    "    'batch_size':16,\n",
-    "    'seed':0,\n",
-    "}\n",
-    "\n",
-    "train_dataloader, test_loaders = get_data(**data_kwargs)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "id": "0744d812-6977-43f7-835a-364c4a7783f1",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "model = get_model(\n",
-    "            model_name='FNO2D',\n",
-    "            out_channels=1,\n",
-    "            in_channels=1,\n",
-    "            hidden_channels=32,\n",
-    "            max_modes=16,\n",
-    "        ).to(device)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "id": "e90f4a67-56bd-45c8-8d7b-11671d68a0b7",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "class LpLoss(object):\n",
-    "    '''\n",
-    "    loss function with rel/abs Lp loss\n",
-    "    '''\n",
-    "    def __init__(self, d=2, p=2, size_average=True, reduction=True):\n",
-    "        super(LpLoss, self).__init__()\n",
-    "\n",
-    "        #Dimension and Lp-norm type are postive\n",
-    "        assert d > 0 and p > 0\n",
-    "\n",
-    "        self.d = d\n",
-    "        self.p = p\n",
-    "        self.reduction = reduction\n",
-    "        self.size_average = size_average\n",
-    "\n",
-    "    def abs(self, x, y):\n",
-    "        num_examples = x.size()[0]\n",
-    "\n",
-    "        #Assume uniform mesh\n",
-    "        h = 1.0 / (x.size()[1] - 1.0)\n",
-    "\n",
-    "        all_norms = (h**(self.d/self.p))*torch.norm(x.view(num_examples,-1) - y.view(num_examples,-1), self.p, 1)\n",
-    "\n",
-    "        if self.reduction:\n",
-    "            if self.size_average:\n",
-    "                return torch.mean(all_norms)\n",
-    "            else:\n",
-    "                return torch.sum(all_norms)\n",
-    "\n",
-    "        return all_norms\n",
-    "\n",
-    "    def rel(self, x, y):\n",
-    "        num_examples = x.size()[0]\n",
-    "\n",
-    "        diff_norms = torch.norm(x.reshape(num_examples,-1) - y.reshape(num_examples,-1), self.p, 1)\n",
-    "        y_norms = torch.norm(y.reshape(num_examples,-1), self.p, 1)\n",
-    "\n",
-    "        if self.reduction:\n",
-    "            if self.size_average:\n",
-    "                return torch.mean(diff_norms/y_norms)\n",
-    "            else:\n",
-    "                return torch.sum(diff_norms/y_norms)\n",
-    "\n",
-    "        return diff_norms/y_norms\n",
-    "\n",
-    "    def __call__(self, x, y):\n",
-    "        return self.rel(x, y)\n",
-    "\n",
-    "# PINNs Loss\n",
-    "\n",
-    "# u = model pred\n",
-    "# a = label\n",
-    "def FDM_Darcy(u, a, D=1):\n",
-    "    batchsize = u.size(0)\n",
-    "    size = u.size(1)\n",
-    "    u = u.reshape(batchsize, size, size)\n",
-    "    a = a.reshape(batchsize, size, size)\n",
-    "    dx = D / (size - 1)\n",
-    "    dy = dx\n",
-    "\n",
-    "    # ux: (batch, size-2, size-2)\n",
-    "    ux = (u[:, 2:, 1:-1] - u[:, :-2, 1:-1]) / (2 * dx)\n",
-    "    uy = (u[:, 1:-1, 2:] - u[:, 1:-1, :-2]) / (2 * dy)\n",
-    "\n",
-    "    # ax = (a[:, 2:, 1:-1] - a[:, :-2, 1:-1]) / (2 * dx)\n",
-    "    # ay = (a[:, 1:-1, 2:] - a[:, 1:-1, :-2]) / (2 * dy)\n",
-    "    # uxx = (u[:, 2:, 1:-1] -2*u[:,1:-1,1:-1] +u[:, :-2, 1:-1]) / (dx**2)\n",
-    "    # uyy = (u[:, 1:-1, 2:] -2*u[:,1:-1,1:-1] +u[:, 1:-1, :-2]) / (dy**2)\n",
-    "\n",
-    "    a = a[:, 1:-1, 1:-1]\n",
-    "    # u = u[:, 1:-1, 1:-1]\n",
-    "    # Du = -(ax*ux + ay*uy + a*uxx + a*uyy)\n",
-    "\n",
-    "    # inner1 = torch.mean(a*(ux**2 + uy**2), dim=[1,2])\n",
-    "    # inner2 = torch.mean(f*u, dim=[1,2])\n",
-    "    # return 0.5*inner1 - inner2\n",
-    "\n",
-    "    aux = a * ux\n",
-    "    auy = a * uy\n",
-    "    auxx = (aux[:, 2:, 1:-1] - aux[:, :-2, 1:-1]) / (2 * dx)\n",
-    "    auyy = (auy[:, 1:-1, 2:] - auy[:, 1:-1, :-2]) / (2 * dy)\n",
-    "    Du = - (auxx + auyy)\n",
-    "    return Du\n",
-    "\n",
-    "\n",
-    "def darcy_loss(u, a):\n",
-    "    batchsize = u.size(0)\n",
-    "    size = u.size(1)\n",
-    "    u = u.reshape(batchsize, size, size)\n",
-    "    a = a.reshape(batchsize, size, size)\n",
-    "    lploss = LpLoss(size_average=True)\n",
-    "\n",
-    "    # index_x = torch.cat([torch.tensor(range(0, size)), (size - 1) * torch.ones(size), torch.tensor(range(size-1, 1, -1)),\n",
-    "    #                      torch.zeros(size)], dim=0).long()\n",
-    "    # index_y = torch.cat([(size - 1) * torch.ones(size), torch.tensor(range(size-1, 1, -1)), torch.zeros(size),\n",
-    "    #                      torch.tensor(range(0, size))], dim=0).long()\n",
-    "\n",
-    "    # boundary_u = u[:, index_x, index_y]\n",
-    "    # truth_u = torch.zeros(boundary_u.shape, device=u.device)\n",
-    "    # loss_u = lploss.abs(boundary_u, truth_u)\n",
-    "\n",
-    "    Du = FDM_Darcy(u, a)\n",
-    "    f = torch.ones(Du.shape, device=u.device)\n",
-    "    loss_f = lploss.rel(Du, f)\n",
-    "\n",
-    "    # im = (Du-f)[0].detach().cpu().numpy()\n",
-    "    # plt.imshow(im)\n",
-    "    # plt.show()\n",
-    "\n",
-    "    # loss_f = FDM_Darcy(u, a)\n",
-    "    # loss_f = torch.mean(loss_f)\n",
-    "    return loss_f\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 11,
-   "id": "6e9401b3-8e10-4397-8d2e-11918f4e7d39",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import torch.nn as nn\n",
-    "class DarcyDataAndPinnsLoss(nn.Module):\n",
-    "    def __init__(self, pinn_loss_weight:float):\n",
-    "        super().__init__()\n",
-    "        self.L1 = nn.L1Loss()\n",
-    "        self.lploss = LpLoss(size_average=True)\n",
-    "        self.pinn_loss_weight = pinn_loss_weight\n",
-    "\n",
-    "    def forward(self, model_pred:torch.Tensor, ground_truth:torch.Tensor):\n",
-    "        \"\"\"Loss calculation.\n",
-    "            model_pred shape: batch_size x 1 (no time) x X_dim x Y_dim\n",
-    "            ground_truth shape: same as model pred\n",
-    "        \"\"\"\n",
-    "        data_loss = self.L1(model_pred, ground_truth)\n",
-    "\n",
-    "        batchsize = model_pred.size(0)\n",
-    "        size = ground_truth.size(-1)\n",
-    "        u = model_pred.reshape(batchsize, size, size)\n",
-    "        a = ground_truth.reshape(batchsize, size, size)\n",
-    "        Du = FDM_Darcy(u, a)\n",
-    "        f = torch.ones(Du.shape, device=u.device)\n",
-    "        pinn_loss = self.lploss.rel(Du, f)\n",
-    "        \n",
-    "        return (1 - self.pinn_loss_weight) * data_loss + self.pinn_loss_weight * pinn_loss"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 12,
-   "id": "d6f1cc08-c231-42f3-8275-bd28fdd37542",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "epoch=0, train_loss=0.16677389920703947\n",
-      "epoch=1, train_loss=0.16411511552712274\n",
-      "epoch=2, train_loss=0.16248389203397054\n",
-      "epoch=3, train_loss=0.16238959748593587\n",
-      "epoch=4, train_loss=0.16045862885694656\n"
-     ]
-    }
-   ],
-   "source": [
-    "epochs = 5\n",
-    "lr = 1e-3\n",
-    "weight_decay = 1e-8\n",
-    "step_size = 15\n",
-    "gamma = 0.5\n",
-    "# set up optimizer and scheduler\n",
-    "optimizer = AdamW(model.parameters(), lr=lr, weight_decay=weight_decay)\n",
-    "scheduler = torch.optim.lr_scheduler.StepLR(\n",
-    "    optimizer, step_size=step_size, gamma=gamma\n",
-    ")\n",
-    "loss = get_loss(\"l1\")\n",
-    "\n",
-    "data_loss_weight = 0.95\n",
-    "pinn_loss_weight = 0.05\n",
-    "\n",
-    "darcy_pinn_loss = DarcyDataAndPinnsLoss(pinn_loss_weight=0.5)\n",
-    "\n",
-    "for epoch in range(epochs):\n",
-    "    train_loss = 0.0\n",
-    "    for _step, batch in enumerate(train_dataloader):  \n",
-    "        input_batch = batch['x'].to(device)\n",
-    "        output_batch = batch['y'].to(device)\n",
-    "        optimizer.zero_grad()\n",
-    "        output_pred_batch = model(input_batch)\n",
-    "\n",
-    "        loss_f = darcy_pinn_loss(output_pred_batch, output_batch)\n",
-    "        loss_f.backward()\n",
-    "        optimizer.step()\n",
-    "        train_loss += loss_f.item()\n",
-    "    train_loss /= len(train_dataloader)\n",
-    "    scheduler.step()\n",
-    "    print(f\"{epoch=}, {train_loss=}\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "id": "c8db6009-8fed-4472-a53d-89edb5cf101e",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "L1Loss()"
-      ]
-     },
-     "execution_count": 7,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "loss"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "14ef0c89-85ac-4878-8676-5162942e3e66",
-   "metadata": {},
-   "source": [
-    "# Burgers"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 19,
-   "id": "6cc796f2-6e85-4018-9a6f-606ce9abfba5",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Get Data\n",
-    "data_kwargs = {\n",
-    "    'dataset_name': 'burgers_pdebench',\n",
-    "    'filter_lim': -1,\n",
-    "    'img_size': 1024,\n",
-    "    'downsample_dim': -1,\n",
-    "    'batch_size':7,\n",
-    "    'seed':0,\n",
-    "    'initial_steps':10,\n",
-    "    'model_name':'FNO1d',\n",
-    "    'darcy_forcing_term':1,\n",
-    "}\n",
-    "\n",
-    "train_dataloader, test_loaders = get_data(**data_kwargs)\n",
-    "\n",
-    "model = get_model(\n",
-    "            model_name='FNO1D',\n",
-    "            out_channels=1,\n",
-    "            in_channels=10,\n",
-    "            hidden_channels=32,\n",
-    "            max_modes=16,\n",
-    "        ).to(device)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 45,
-   "id": "24575f33-907a-470d-9277-abae81588953",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "v = 1.0 # viscosity (from dataset)\n",
-    "\n",
-    "def FDM_Burgers(u, v, D=1):\n",
-    "    batchsize = u.size(0)\n",
-    "    nt = u.size(1)\n",
-    "    nx = u.size(-1)\n",
-    "\n",
-    "    u = u.reshape(batchsize, nt, nx)\n",
-    "    dt = D / (nt-1)\n",
-    "    dx = D / (nx)\n",
-    "\n",
-    "    u_h = torch.fft.fft(u, dim=2)\n",
-    "    # Wavenumbers in y-direction\n",
-    "    k_max = nx//2\n",
-    "    k_x = torch.cat((torch.arange(start=0, end=k_max, step=1, device=u.device),\n",
-    "                     torch.arange(start=-k_max, end=0, step=1, device=u.device)), 0).reshape(1,1,nx)\n",
-    "    ux_h = 2j *np.pi*k_x*u_h\n",
-    "    uxx_h = 2j *np.pi*k_x*ux_h\n",
-    "    ux = torch.fft.irfft(ux_h[:, :, :k_max+1], dim=2, n=nx)\n",
-    "    uxx = torch.fft.irfft(uxx_h[:, :, :k_max+1], dim=2, n=nx)\n",
-    "    ut = (u[:, 2:, :] - u[:, :-2, :]) / (2 * dt)\n",
-    "    Du = ut + (ux*u - v*uxx)[:,1:-1,:]\n",
-    "    return Du"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 37,
-   "id": "72cff4be-8941-4657-ab31-c1c16a09d4ce",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "initial_steps = 10\n",
-    "for _step, batch in enumerate(train_dataloader):  \n",
-    "    input_batch = batch['x'].to(device).squeeze()\n",
-    "    output_batch = batch['y'].to(device).squeeze()\n",
-    "    img_size = input_batch.shape[-1]\n",
-    "    batch_size = input_batch.shape[0]\n",
-    "    loss_f = 0\n",
-    "    t_train = output_batch.shape[1]  # number of time steps\n",
-    "    shape = (batch_size, -1)\n",
-    "    for _dim in range(model.n_dim):\n",
-    "        shape += (img_size,)\n",
-    "\n",
-    "    preds = []\n",
-    "    for t in range(initial_steps, t_train):\n",
-    "        # Extract target at current time step\n",
-    "        # squeeze out time dim\n",
-    "        output_at_time_step = output_batch[:, t : t + 1, ...].squeeze(dim=1)\n",
-    "\n",
-    "        # Model run\n",
-    "        model_input = torch.reshape(input_batch, shape)\n",
-    "        output_pred_batch = model(model_input)\n",
-    "        preds.append(output_pred_batch)\n",
-    "\n",
-    "    full_model_preds = torch.stack(preds, dim=1)\n",
-    "    break"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 36,
-   "id": "53681bf9-e7cc-4d3a-aaf1-882d5a20f825",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "torch.Size([7, 91, 1, 1024])"
-      ]
-     },
-     "execution_count": 36,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "torch.stack(preds, dim=1).shape"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 22,
-   "id": "1110d5af-bb18-4854-b2e8-0fc90bf2d011",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "torch.Size([7, 10, 1024])"
-      ]
-     },
-     "execution_count": 22,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "input_batch.shape"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 46,
-   "id": "450d04af-dbe9-4ec2-af3e-d8e50f9ba9fa",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "torch.Size([7, 89, 1024])"
-      ]
-     },
-     "execution_count": 46,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "output_pred_batch = input_batch # temp just to get correct shape\n",
-    "\n",
-    "FDM_Burgers(full_model_preds, v).shape"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 24,
-   "id": "aef5cf25-c62f-411b-887b-9c36f83c9bb8",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "torch.Size([7, 10, 1024])\n",
-      "torch.Size([7, 10, 1024])\n"
-     ]
-    }
-   ],
-   "source": [
-    "u = input_batch\n",
-    "batchsize = u.size(0)\n",
-    "nt = u.size(1)\n",
-    "nx = u.size(2)\n",
-    "print(u.shape)\n",
-    "\n",
-    "u = u.reshape(batchsize, nt, nx)\n",
-    "print(u.shape)\n",
-    "# lploss = LpLoss(size_average=True)\n",
-    "\n",
-    "index_t = torch.zeros(nx,).long()\n",
-    "index_x = torch.tensor(range(nx)).long()\n",
-    "boundary_u = u[:, index_t, index_x]\n",
-    "#loss_u = F.mse_loss(boundary_u, u0)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 26,
-   "id": "85cc7581-d0e5-45ec-b926-f50fcc97d195",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "torch.Size([7, 1024])"
-      ]
-     },
-     "execution_count": 26,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "boundary_u.shape"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "548df6ec-df6b-42ad-b4bf-f3cf7ae00295",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def PINO_loss(u, u0, v):\n",
-    "    batchsize = u.size(0)\n",
-    "    nt = u.size(1)\n",
-    "    nx = u.size(2)\n",
-    "\n",
-    "    u = u.reshape(batchsize, nt, nx)\n",
-    "    # lploss = LpLoss(size_average=True)\n",
-    "\n",
-    "    index_t = torch.zeros(nx,).long()\n",
-    "    index_x = torch.tensor(range(nx)).long()\n",
-    "    boundary_u = u[:, index_t, index_x]\n",
-    "    loss_u = F.mse_loss(boundary_u, u0)\n",
-    "\n",
-    "    Du = FDM_Burgers(u, v)[:, :, :]\n",
-    "    f = torch.zeros(Du.shape, device=u.device)\n",
-    "    loss_f = F.mse_loss(Du, f)\n",
-    "\n",
-    "    return loss_u, loss_f"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 47,
-   "id": "42df3120-32a6-432c-9d24-1eb0c7bde4c5",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "torch.Size([7, 10, 1, 1024])"
-      ]
-     },
-     "execution_count": 47,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "batch['x'].shape"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 42,
-   "id": "12244187-1c2f-4861-b52f-94c3513c4969",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "tensor(0., device='cuda:0', grad_fn=<MeanBackward0>)"
-      ]
-     },
-     "execution_count": 42,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "from torch import nn\n",
-    "\n",
-    "loss = nn.L1Loss()\n",
-    "\n",
-    "loss(full_model_preds, full_model_preds)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 44,
-   "id": "9a3fdf65-31eb-4d0c-a7c5-27ebb35689fe",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "torch.Size([7, 91, 1, 1024])"
-      ]
-     },
-     "execution_count": 44,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "full_model_preds.shape"
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "operator_alias",
-   "language": "python",
-   "name": "env"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.10.0"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 5
-}
diff --git a/notebooks/README.md b/notebooks/README.md
index 923ecd7..cec581d 100644
--- a/notebooks/README.md
+++ b/notebooks/README.md
@@ -1 +1,8 @@
 # Notebooks
+
+Most of these notebooks were for scratch work and therefore are not supported. 
+- [demo.ipynb](https://github.com/msakarvadia/operator_aliasing/blob/main/notebooks/demo.ipynb) is a demo notebook which does a subset of experiments on the Darcy Flow dataset:
+  - Zero-shot Super-Resolutin
+  - Information Extrapolation
+  - Resolution Interpolation
+  - Multi-Resolution Training
diff --git a/notebooks/activation_function_analysis.ipynb b/notebooks/activation_function_analysis.ipynb
deleted file mode 100644
index b9ba612..0000000
--- a/notebooks/activation_function_analysis.ipynb
+++ /dev/null
@@ -1,1703 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "id": "d399fc27-ec7b-445c-bd5f-93ac1bca8fb1",
-   "metadata": {},
-   "source": [
-    "# Imports"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "id": "9e98cabb-752e-4f29-8c2e-190639abd46d",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "device=device(type='cuda')\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Specific to NERSC: Set up kernel using: https://docs.nersc.gov/services/jupyter/how-to-guides/\n",
-    "from __future__ import annotations\n",
-    "\n",
-    "import sys\n",
-    "\n",
-    "import matplotlib.colors as mcolors\n",
-    "import matplotlib.pyplot as plt\n",
-    "import numpy as np\n",
-    "import pandas as pd\n",
-    "import seaborn as sns\n",
-    "import torch\n",
-    "\n",
-    "# might have issues with too many files being opened at once\n",
-    "# this will prevent that\n",
-    "import torch.multiprocessing\n",
-    "import torch.nn.functional as f\n",
-    "from neuralop import H1Loss\n",
-    "from neuralop import LpLoss\n",
-    "from neuralop.data.datasets.darcy import DarcyDataset\n",
-    "from neuralop.models import FNO\n",
-    "from neuralop.training import AdamW\n",
-    "from neuralop.training.incremental import IncrementalFNOTrainer\n",
-    "from neuralop.utils import get_project_root\n",
-    "from torch import nn\n",
-    "from torch.utils.data import DataLoader\n",
-    "\n",
-    "from operator_aliasing.utils import filter_batch\n",
-    "from operator_aliasing.utils import get_2d_low_pass_filter\n",
-    "from operator_aliasing.utils import get_energy_curve\n",
-    "from operator_aliasing.utils import get_model_preds\n",
-    "from operator_aliasing.utils import lowpass_filter_dataloader\n",
-    "\n",
-    "torch.multiprocessing.set_sharing_strategy('file_system')\n",
-    "\n",
-    "root_dir = get_project_root() / 'neuralop/data/datasets/data'\n",
-    "device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n",
-    "print(f'{device=}')\n",
-    "\n",
-    "FIG_DIR = '../figures'"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "id": "24acd538-c496-4db3-901f-443ef8c47327",
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "\"\\n# install a filtering library and include a versioning work around\\n%pip install hdaf-filter==0.1.1\\n\\n# Monkeypatch\\nfrom hdaf_filter import hdaf\\nfrom scipy.special import factorial\\n\\nnp.math = type('math', (), {})()\\nnp.math.factorial = factorial\\n\""
-      ]
-     },
-     "execution_count": 2,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "\"\"\"\n",
-    "# install a filtering library and include a versioning work around\n",
-    "%pip install hdaf-filter==0.1.1\n",
-    "\n",
-    "# Monkeypatch\n",
-    "from hdaf_filter import hdaf\n",
-    "from scipy.special import factorial\n",
-    "\n",
-    "np.math = type('math', (), {})()\n",
-    "np.math.factorial = factorial\n",
-    "\"\"\""
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "6f0f56e9-c98d-4b66-a82a-bfeaed16bb11",
-   "metadata": {},
-   "source": [
-    "# Get Data"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "id": "b5af40d8-508e-4885-adef-e6384a6474f7",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Loading test db for resolution 16 with 32 samples \n",
-      "Loading test db for resolution 32 with 32 samples \n",
-      "Loading test db for resolution 64 with 32 samples \n",
-      "Loading test db for resolution 128 with 32 samples \n",
-      "Loading test db for resolution 16 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 64 with 100 samples \n",
-      "Loading test db for resolution 128 with 100 samples \n"
-     ]
-    }
-   ],
-   "source": [
-    "# first download data\n",
-    "data = DarcyDataset(\n",
-    "    root_dir=root_dir,\n",
-    "    n_train=100,\n",
-    "    n_tests=[32, 32, 32, 32],\n",
-    "    batch_size=16,\n",
-    "    test_batch_sizes=[16, 16, 16, 16],\n",
-    "    train_resolution=128,  # change resolution to download different data\n",
-    "    test_resolutions=[16, 32, 64, 128],\n",
-    ")\n",
-    "\n",
-    "# load darcy flow dataset\n",
-    "\n",
-    "\n",
-    "def load_darcy_flow_small(\n",
-    "    n_train,\n",
-    "    n_tests,\n",
-    "    data_root=root_dir,\n",
-    "    test_resolutions=(16, 32),\n",
-    "    train_resolution=16,\n",
-    "):\n",
-    "    \"\"\"Docstring.\"\"\"\n",
-    "    batch_size = 16\n",
-    "    test_batch_sizes = [batch_size] * len(test_resolutions)\n",
-    "\n",
-    "    dataset = DarcyDataset(\n",
-    "        root_dir=data_root,\n",
-    "        n_train=n_train,\n",
-    "        n_tests=n_tests,\n",
-    "        batch_size=batch_size,\n",
-    "        test_batch_sizes=test_batch_sizes,\n",
-    "        train_resolution=train_resolution,\n",
-    "        test_resolutions=test_resolutions,\n",
-    "        encode_input=False,\n",
-    "        encode_output=True,\n",
-    "        channel_dim=1,\n",
-    "        encoding='channel-wise',\n",
-    "        download=True,\n",
-    "    )\n",
-    "\n",
-    "    # return dataloaders for backwards compat\n",
-    "    train_loader = DataLoader(\n",
-    "        dataset.train_db,\n",
-    "        batch_size=batch_size,\n",
-    "        num_workers=1,\n",
-    "        pin_memory=True,\n",
-    "        persistent_workers=False,\n",
-    "    )\n",
-    "\n",
-    "    test_loaders = {}\n",
-    "    for res, test_bsize in zip(test_resolutions, test_batch_sizes):\n",
-    "        test_loaders[res] = DataLoader(\n",
-    "            dataset.test_dbs[res],\n",
-    "            batch_size=test_bsize,\n",
-    "            shuffle=False,\n",
-    "            num_workers=1,\n",
-    "            pin_memory=True,\n",
-    "            persistent_workers=False,\n",
-    "        )\n",
-    "\n",
-    "    return train_loader, test_loaders, dataset.data_processor\n",
-    "\n",
-    "\n",
-    "train_resolution = 16\n",
-    "train_loader, test_loaders, output_encoder = load_darcy_flow_small(\n",
-    "    n_train=1000,\n",
-    "    # batch_size=16,\n",
-    "    train_resolution=train_resolution,\n",
-    "    test_resolutions=[16, 32, 64, 128],\n",
-    "    n_tests=[100, 100, 100, 100],\n",
-    "    # test_batch_sizes=[32, 32, 32, 32],\n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "id": "0db487be-647d-4c50-a70f-9fd36c6f4286",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "for _idx, batch in enumerate(test_loaders[16]):\n",
-    "    low_res_batch = batch\n",
-    "    break\n",
-    "\n",
-    "for _idx, batch in enumerate(test_loaders[64]):\n",
-    "    med_res_batch = batch\n",
-    "    break\n",
-    "\n",
-    "for _idx, batch in enumerate(test_loaders[128]):\n",
-    "    high_res_batch = batch\n",
-    "    break"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "a6e7088f-1d7e-4ca9-a0ca-ed804fc645ac",
-   "metadata": {},
-   "source": [
-    "# Train FNO at multiple resolutions"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "id": "f2e0f583-9e83-485f-bc02-de1c673dd211",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def train_model(\n",
-    "    model: torch.nn.Module,\n",
-    "    train_loader: torch.utils.data.Dataloader,\n",
-    "    test_loaders: list[torch.utils.data.Dataloader],\n",
-    "    # train_resolution\n",
-    ") -> tuple(\n",
-    "    torch.nn.Module,\n",
-    "    dict[str, float | torch.Tensor],\n",
-    "    # neuralop.data.transforms.DataProcessor,\n",
-    "):\n",
-    "    \"\"\"Train model with neuralop conventions.\"\"\"\n",
-    "    # optimizer + data\n",
-    "    optimizer = AdamW(model.parameters(), lr=8e-3, weight_decay=1e-4)\n",
-    "    scheduler = torch.optim.lr_scheduler.CosineAnnealingLR(optimizer, T_max=30)\n",
-    "\n",
-    "    \"\"\"\n",
-    "    data_transform = IncrementalDataProcessor(\n",
-    "        in_normalizer=None,\n",
-    "        out_normalizer=None,\n",
-    "        device=device,\n",
-    "        subsampling_rates=[2, 1],\n",
-    "        dataset_resolution=16,\n",
-    "        dataset_indices=[2, 3],\n",
-    "        epoch_gap=10,\n",
-    "        verbose=True,\n",
-    "    )\n",
-    "    \"\"\"\n",
-    "\n",
-    "    # data_transform = data_transform.to(device)\n",
-    "\n",
-    "    l2loss = LpLoss(d=2, p=2)\n",
-    "    h1loss = H1Loss(d=2)\n",
-    "    train_loss = h1loss\n",
-    "    eval_losses = {'h1': h1loss, 'l2': l2loss}\n",
-    "    sys.stdout.flush()\n",
-    "\n",
-    "    # Finally pass all of these to the Trainer\n",
-    "    trainer = IncrementalFNOTrainer(\n",
-    "        model=model,\n",
-    "        n_epochs=20,\n",
-    "        # data_processor=data_transform,\n",
-    "        device=device,\n",
-    "        verbose=False,\n",
-    "        incremental_loss_gap=False,\n",
-    "        incremental_grad=True,\n",
-    "        incremental_grad_eps=0.9999,\n",
-    "        incremental_loss_eps=0.001,\n",
-    "        incremental_buffer=5,\n",
-    "        incremental_max_iter=1,\n",
-    "        incremental_grad_max_iter=2,\n",
-    "    )\n",
-    "\n",
-    "    # train\n",
-    "    end_stats = trainer.train(\n",
-    "        train_loader,\n",
-    "        test_loaders,\n",
-    "        optimizer,\n",
-    "        scheduler,\n",
-    "        regularizer=False,\n",
-    "        training_loss=train_loss,\n",
-    "        eval_losses=eval_losses,\n",
-    "    )\n",
-    "    return model, end_stats  # , data_transform"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "id": "77439973-ec24-4b04-9a1e-c14e431cfc04",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Loading test db for resolution 16 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 64 with 100 samples \n",
-      "Loading test db for resolution 128 with 100 samples \n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/tmp/ipykernel_978731/1902019189.py:62: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
-      "  df = pd.concat([df, pd.DataFrame([row])], ignore_index=True)\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Loading test db for resolution 16 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 64 with 100 samples \n",
-      "Loading test db for resolution 128 with 100 samples \n",
-      "Loading test db for resolution 16 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 64 with 100 samples \n",
-      "Loading test db for resolution 128 with 100 samples \n",
-      "Loading test db for resolution 16 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 64 with 100 samples \n",
-      "Loading test db for resolution 128 with 100 samples \n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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bbJcuXdCzZ0+kpKRgxYoVaNmypWKi5OHDhzFmzBh8+OGHeOedd/Dy5Uts2LABurq6+OCDDwAAM2fOxNGjR9GtWzc4OTnhwYMHWLFiBWrXrl2mX6CFvLy8sHLlSsyaNQv169eHra2t0pyKkJAQLF26FAkJCZg7d26J7aSlpaFnz57o0qULTpw4gR9//BEff/wxPDw8ALz6K3TWrFmIiIjAjRs30Lt3b5iZmSEtLQ07d+7EiBEjMGnSJADqHxsvTlZWliIhKlzOu2zZMlhaWsLS0hJjxoyp0Hg6d+4MAwMD9OjRA59++ilycnKwevVq2Nra4t69e4p6z58/R2hoKBo0aIDZs2cDAKKiorBnzx4MGTIE58+fh4mJSYXEPHXqVGzevBlBQUEICwtDjRo1sH79eqSlpWH79u2K4bThw4dj2bJlCAkJwdmzZ2Fvb48NGzYUGcbR0dHBmjVrEBQUhCZNmmDIkCFwdHTEnTt3kJCQAHNzc+zZswdPnz5F7dq10bdvX3h4eMDU1BSHDh3C6dOnsWDBAkV7qn6ubt68iQ0bNgAAzpw5AwCK3kMnJydFb55UKsW8efMQGhqKdu3aYdCgQUhPT8eSJUvQtm1b9OnTp/zfVKLy0txCFaoo/12KWmjZsmVCo0aNBH19fcHOzk4YOXKk8PjxY8Xx1NRUYejQoUK9evUEQ0NDoUaNGkL79u2FQ4cOKerEx8cLvXr1EhwcHAQDAwPBwcFB6N+/v3DlypVyxXj//n2hW7dugpmZmQCg2GWpTZo0EXR0dITbt28XOVa4vO/SpUtC3759BTMzM8HKykoYM2aM8OzZsyL1t2/fLrRp00YwMTERTExMhEaNGgmjR48WUlJSyhV3WRQuB/3vkt60tDQBgLB27doiZcW93rTktTzXLvxMnD59Wqm88Pv4+tLi3bt3C82aNRMMDQ0FZ2dnYe7cucL333+v9JmaMGGCoKurK5w8eVKpvTNnzgh6enrCyJEjyxxzaGioYGJiUqTc399faNKkSZFyJycnoVu3bkpl169fF/r27StYWloKhoaGQqtWrYRff/21yLk3b94UevbsKRgbGwvW1tbCuHHjhLi4OKWlqIXOnTsn9OnTR6hZs6YglUoFJycnITg4WIiPjxcEQRBkMpkwefJkwcPDQzAzMxNMTEwEDw8PYcWKFWV+76Up/FkW9yru38vmzZsFDw8PQSqVCnZ2dsKYMWOE7OxsUWIhehOJIFTAbDIiEXh6eqJGjRqIj48vcqxwU7DMzExYW1trIDoiIirE7b+pUjhz5gySkpIQEhKi6VCIiOgNOOeC1CozMxMFBQUlHjcwMCgyIfR1Fy5cwNmzZ7FgwQLY29ujX79+6giTKkBWVhaePXtWap1atWpVUDREpE5MLkitWrZsqdiUqzj+/v6KfRGKs23bNsycORMNGzbE5s2bFTPfqfIZN24c1q9fX2odjtISVQ2cc0FqdezYsVL/WrWyslKsy6eq7dKlS7h7926pdcq6LwoRaTcmF0RERCQqTugkIiIiUTG5ICIiIlFVyQmdbitKfk4FVbzoog8vJQ3pfVLTEZDCYE0HQAoVMTuglOcnlUslmcnAngsiIiISFZMLIiIiEhWTCyIiIhJVlZxzQUREpFX0NR1AxWLPBREREYmKyQURERGJisMiRERE6sZhESIiIiLVMbkgIiIiUTG5ICIiIlFxzgUREZG6cc4FERERkeqYXBAREZGomFwQERGRqDjngoiISN0MNB1AxWLPBREREYmKyQURERGJisMiRERE6salqERERESqY3JBREREomJyQURERKJickFERKRu+iK9yuno0aPo0aMHHBwcIJFI8Msvv5Raf8eOHejUqRNsbGxgbm4OX19f7N+/v9zXZXJBRERUReXm5sLDwwPLly8vU/2jR4+iU6dO2LdvH86ePYv27dujR48eOHfuXLmuy9UiREREVVRQUBCCgoLKXH/x4sVKX0dHR2PXrl3Ys2cPPD09y9wOkwsiIqJKQiaTQSaTKZVJpVJIpVK1XE8ul+Pp06eoUaNGuc7jsAgREZG6iTTnIiYmBhYWFkqvmJgYtYU9f/585OTkIDg4uFznseeCiIiokoiIiEB4eLhSmbp6LTZt2oSoqCjs2rULtra25TqXyQUREVEloc4hkNdt2bIFw4YNw88//4yAgIByn89hESIiIlLYvHkzhgwZgs2bN6Nbt24qtcGeCyIiInXT0LNFcnJycO3aNcXXaWlpSEpKQo0aNVC3bl1ERETgzp07+OGHHwC8GgoJDQ3FkiVL4OPjg/v37wMAjIyMYGFhUebrsueCiIioijpz5gw8PT0Vy0jDw8Ph6emJ6dOnAwDu3buH9PR0Rf1Vq1bh5cuXGD16NOzt7RWvcePGleu6EkEQBPHehnZwWyHRdAj0mugOmo6ACvU+qekISGGwpgMghYq4DbqJdF+6VDlu2RwWISIiUjc+cp2IiIhIdUwuiIiISFRMLoiIiEhUnHNBRESkbgaaDqBiseeCiIiIRMXkgoiIiETF5IKIiIhEpdHk4vbt23j48KHi6z/++AMDBgxA27ZtMXDgQJw4cUKD0REREYlEpEeuVxYaTS4++OAD/PXXXwCAXbt24b333kNOTg78/PyQl5cHf39//Prrr5oMkYiIiMpJo6tFLl68iCZNmgAAYmJiEB0djSlTpiiOL1u2DNOnT0f37t01FSIRERGVk0Z7LvT09PD06VMAr57UFhQUpHQ8KCgIKSkpmgiNiIhIPBwWqTj+/v7YvHkzAMDT0xNHjhxROp6QkABHR8dS25DJZMjOzlZ6yV+oK2IiIiJ6E40Oi8yZMwdt27bF3bt30aZNG3zxxRc4ffo0GjdujJSUFGzduhWxsbGlthETE4OoqCilMuuugE03dUZOREREJdH4I9evX7+OL7/8Env37kVOTg6AV8MlLVu2xOTJk9G7d+9Sz5fJZJDJZEplrdZaQKcSdR9VdXzkuvbgI9e1yGBNB0AKFXEb9Bfpkeu/85HrZVKvXj1s3rwZgiDgwYMHkMvlsLa2hr5+2bIDqVQKqVSqVMbEgoiItEo1uy9pzSZaEokEdnZ2sLe3VyQWt27dwtChQzUcGREREZWH1iQXxXn06BHWr1+v6TCIiIioHDQ6LLJ79+5Sj6emplZQJERERCQWjSYXvXv3hkQiQWlzSiUSkSbBEBERaQrnXFQce3t77NixA3K5vNhXYmKiJsMjIiIiFWg0ufDy8sLZs2dLPP6mXg0iIiLSPhodFpk8eTJyc3NLPF6/fn0kJCRUYERERERqUM2GRTSaXLRt27bU4yYmJvD396+gaIiIiEgMWr0UlYiIiCofJhdEREQkKo1v/01ERFTlVbM5F+y5ICIiIlExuSAiIiJRMbkgIiIiUXHOBRERkboZaDqAisWeCyIiIhIVkwsiIiISFZMLIiIiEhXnXBAREakb97kgIiIiUh2TCyIiIhIVh0WIiIjUjcMiRERERKpjckFERESiYnJBREREouKcCyIiInXjnAsiIiIi1TG5ICIiIlExuSAiIiJRcc4FERGRunHOBREREZHqmFwQERGRqDgsQkREpG4cFiEiIiJSHZMLIiIiEhWTCyIiIhIVkwsiIiJ10xfpVU5Hjx5Fjx494ODgAIlEgl9++eWN5xw5cgQtWrSAVCpF/fr1sW7dunJfl8kFERFRFZWbmwsPDw8sX768TPXT0tLQrVs3tG/fHklJSRg/fjyGDRuG/fv3l+u6XC1CRERURQUFBSEoKKjM9WNjY+Hi4oIFCxYAABo3bow///wTixYtQmBgYJnbYc8FERFRJSGTyZCdna30kslkorV/4sQJBAQEKJUFBgbixIkT5WqHyQUREZG6GYjziomJgYWFhdIrJiZGtDDv378POzs7pTI7OztkZ2fj2bNnZW6HwyJERESVREREBMLDw5XKpFKphqIpGZMLIiKiSkIqlao1mahVqxYyMjKUyjIyMmBubg4jI6Myt1Mlkwt9DvZoleBtmo6ACjW21nQEVMh3j6YjoEKxFXGRSrL9t6+vL/bt26dUdvDgQfj6+parHd6GiYiIqqicnBwkJSUhKSkJwKulpklJSUhPTwfwapglJCREUf+zzz5DamoqPv/8c1y+fBkrVqzATz/9hAkTJpTrukwuiIiIqqgzZ87A09MTnp6eAIDw8HB4enpi+vTpAIB79+4pEg0AcHFxwd69e3Hw4EF4eHhgwYIFWLNmTbmWoQKARBAEQby3oR08YiWaDoFek/xQ0xFQIQ6LaA/f2pqOgArFdq+A2+BMke5L0yvHLbtKzrkgIiLSKpVkzoVYOCxCREREomJyQURERKJickFERESi4pwLIiIideOcCyIiIiLVMbkgIiIiUXFYhIiISN04LEJERESkOiYXREREJComF0RERCQqzrkgIiJSN865ICIiIlIdkwsiIiISFZMLIiIiEhXnXBAREambgaYDqFjsuSAiIiJRMbkgIiIiUTG5ICIiIlFxzgUREZG6cZ8LIiIiItUxuSAiIiJRcViEiIhI3TgsQkRERKQ6JhdEREQkKiYXREREJCrOuSAiIlI3zrkgIiIiUh2TCyIiIhIVkwsiIiISFedcEBERqRvnXBARERGpjskFERERiYrDIkREROrGYREiIiIi1TG5ICIiIlExuSAiIiJRqTznQi6X49q1a3jw4AHkcrnSsXbt2r11YERERFVGNZtzoVJy8ddff+Hjjz/GzZs3IQiC0jGJRIKCgoJytSeXy6GjU7QTRS6X4/bt26hbt64qYRIREZEGqDQs8tlnn8Hb2xsXLlzAo0eP8PjxY8Xr0aNHZW4nOzsbwcHBMDExgZ2dHaZPn66UmGRmZsLFxUWVEImIiEhDVOq5uHr1KrZt24b69eu/1cWnTZuGv//+Gxs2bMCTJ08wa9YsJCYmYseOHTAwMACAIj0jREREpN1U6rnw8fHBtWvX3vriv/zyC7799lv07dsXw4YNw5kzZ5CZmYkePXpAJpMBeDXMQkREVKkZiPSqJFTquRg7diwmTpyI+/fvw93dHfr6yjNVmjVrVqZ2MjMz4eTkpPja2toahw4dQmBgILp27Yo1a9a8sQ2ZTKZIRArJXwA61WzyDBERkbZQKbn44IMPAABDhw5VlEkkEgiCUK4JnXXr1kVycrLSvAozMzMcOHAAnTt3xvvvv//GNmJiYhAVFaVUZtsNqNW9TCEQERGRyCSCCpMabt68Werx13sjShMWFoZ79+7h559/LnLs6dOn6NSpE06fPl1qslJcz4Xfegv2XGiR5IeajoAKNbbWdARUyLe2piOgQrHdK2Bu3zGRhvj9Ksc8RJV6LsqaPLxJVFQU7t69W+wxMzMzHDx4EImJiaW2IZVKIZVKlcqYWBAREWmOyptoXb9+HYsXL0ZycjIAwM3NDePGjUO9evXK3IaVlRXu37+PtWvXwtfXF40aNcLly5exZMkSyGQyDBw4EB06dFA1RCIiItIAlVaL7N+/H25ubjh16hSaNWuGZs2a4eTJk2jSpAkOHjxY5nbi4uLQvHlzTJo0CZ6enoiLi0O7du1w7do13Lx5E507d8bhw4dVCZGIiIg0RKU5F56enggMDMScOXOUyqdOnYoDBw68cSijUOvWrdGhQwfMmjULW7ZswahRozBy5EjMnj0bABAREYGzZ8/iwIED5YrPI5bLV7UJ51xoD8650B6cc6E9KmTOxSmR7kutKsecC5V6LpKTk/HJJ58UKR86dCguXbpU5nYuXryIwYMHAwCCg4Px9OlT9O3bV3F8wIAB+Oeff1QJkYiIiDREpeTCxsYGSUlJRcqTkpJga2tbrrYKN8nS0dGBoaEhLCwsFMfMzMyQlZWlSohERESkISpN6Bw+fDhGjBiB1NRUtG7dGgBw7NgxzJ07F+Hh4WVux9nZGVevXlVMAj1x4oTSQ8rS09Nhb2+vSohERESkISolF9OmTYOZmRkWLFiAiIgIAICDgwNmzJiBsLCwMrczcuRIpT0smjZtqnT8t99+42oRIiKq/KrZFgkqTeh83dOnTwG8GsLQFpzQqV04oVN7cEKn9uCETu1RIRM6z4l0X/Isf6zLly/HvHnzcP/+fXh4eOCbb75Bq1atSqy/ePFirFy5Eunp6bC2tkbfvn0RExMDQ0PDMl9TpTkXrzMzM9OqxIKIiIhe2bp1K8LDwxEZGYnExER4eHggMDAQDx48KLb+pk2bMHXqVERGRiI5ORnfffcdtm7div/973/lum6Zh0VatGiB+Ph4WFlZwdPTs9SnlZZ1KSoRERGpz8KFCzF8+HAMGTIEABAbG4u9e/fi+++/x9SpU4vUP378OPz8/PDxxx8DeDU3sn///jh58mS5rlvm5KJXr16KbbZ79erFR6ETERGVlUhzLop7nlZxj8EAgPz8fJw9e1YxNxJ4tTIzICAAJ06cKLb91q1b48cff8SpU6fQqlUrpKamYt++fRg0aFC54ixzchEZGan4/xkzZpTrIkRERPT2insSeGRkZLH35YcPH6KgoAB2dnZK5XZ2drh8+XKx7X/88cd4+PAh2rRpA0EQ8PLlS3z22WflHhZRac6Fq6sr/v333yLlT548gaurqypNEhER0RtEREQgKytL6fV6z8TbOnLkCKKjo7FixQokJiZix44d2Lt3L7766qtytaPSUtQbN24U+xh0mUyG27dvq9IkERFR1SXSsEhJQyDFsba2hq6uLjIyMpTKMzIyUKtWrWLPmTZtGgYNGoRhw4YBANzd3ZGbm4sRI0bgiy++gI5O2fokypVc7N69W/H/+/fvV9pNs6CgAPHx8XBxcSlPk0RERKQGBgYG8PLyQnx8PHr37g0AkMvliI+Px5gxY4o9Jy8vr0gCoaurCwAoz84V5UouCoOTSCQIDQ1VOqavrw9nZ2csWLCgPE0SERGRmoSHhyM0NBTe3t5o1aoVFi9ejNzcXMXqkZCQEDg6OiImJgYA0KNHDyxcuBCenp7w8fHBtWvXMG3aNPTo0UORZJRFuZILuVwOAHBxccHp06dhbc0deYiIiLRVv379kJmZienTp+P+/fto3rw54uLiFJM809PTlXoqvvzyS0gkEnz55Ze4c+cObGxs0KNHD8XTysvqrXfo1EbcoVO7cIdO7cEdOrUHd+jUHhWyQ2eaSPcll8pxy1ZpQufMmTNLPT59+nSVgiEiIqLKT6XkYufOnUpfv3jxAmlpadDT00O9evWYXBAREVVjKiUX586dK1KWnZ2NwYMH4/3333/roIiIiKjyeusHlxUyNzdHVFQUpk2bJlaTREREVYO+SK9KQrTkAoBitzAiIiKqvlQaFlm6dKnS14Ig4N69e9iwYQOCgoJECYyIiIgqJ5WSi0WLFil9raOjAxsbG4SGhoq6xzkREVGVUImGNMSgUnKRlpYmdhxERERURYg654KIiIiozD0Xffr0KXOjO3bsUCkYIiIiqvzKnFy8/gRUIiIiKgfOuSje2rVr1RkHERERVREqTegslJmZiZSUFABAw4YNYWNjI0pQREREVHmpNKEzNzcXQ4cOhb29Pdq1a4d27drBwcEBn3zyCfLy8sSOkYiIiCoRlZKL8PBw/P7779izZw+ePHmCJ0+eYNeuXfj9998xceJEsWMkIiKq3KrZ9t8qDYts374d27Ztw3vvvaco69q1K4yMjBAcHIyVK1eKFR8RERFVMir1XOTl5cHOzq5Iua2tLYdFiIiIqjmVkgtfX19ERkbi+fPnirJnz54hKioKvr6+ogVHRERUJXBY5M2WLFmCwMBA1K5dGx4eHgCAv//+G4aGhti/f7+oARIREVHlolJy0bRpU1y9ehUbN27E5cuXAQD9+/fHgAEDYGRkJGqAREREVLmovM+FsbExhg8fLmYsREREVAWoNOdi/fr12Lt3r+Lrzz//HJaWlmjdujVu3rwpWnBERERVQjWbc6FSchEdHa0Y/jhx4gSWLVuGr7/+GtbW1pgwYYKoARIREVHlotKwyK1bt1C/fn0AwC+//IK+fftixIgR8PPzU9r7goiIiKoflXouTE1N8e+//wIADhw4gE6dOgEADA0N8ezZM/GiIyIiokpHpZ6LTp06YdiwYfD09MSVK1fQtWtXAMDFixfh7OwsZnwqcTDTdAT0uptZmo6ACv2ToekIqNBD7jeoNWIr4BoFKv0pX5SuOM2onUpvd/ny5fD19UVmZia2b9+OmjVrAgDOnj2L/v37ixogERERVS4SQRAETQchtqCNEk2HQK85cVvTEVChrOdvrkMVgz2s2uNOuPpvgwWCOPclXUnluGWr3FHzxx9/YODAgWjdujXu3LkDANiwYQP+/PNP0YIjIiKqCl4UiPOqLFRKLrZv347AwEAYGRkhMTERMpkMAJCVlYXo6GhRAyQiIqLKRaXkYtasWYiNjcXq1auhr///u3r4+fkhMTFRtOCIiIio8lEpuUhJSUG7du2KlFtYWODJkydvGxMRERFVYiotRa1VqxauXbtWZNnpn3/+CVdXVzHiIiIiqjJeyMVpx1CcZtROpZ6L4cOHY9y4cTh58iQkEgnu3r2LjRs3YtKkSRg5cqTYMRIREVElolLPxdSpUyGXy9GxY0fk5eWhXbt2kEqlmDRpEsaOHSt2jERERFSJlHufi4KCAhw7dgzNmjWDsbExrl27hpycHLi5ucHU1FRdcZYL97nQLtznQntwnwvtwX0utEdF7HPxNF+c+5KZQeXY56LcPRe6urro3LkzkpOTYWlpCTc3N3XERUREVGVUpj0qxKDSnIumTZsiNTVV7FiIiIioClB5n4tJkybh119/xb1795Cdna30IiIioupLpQmdhU9B7dmzJySS/x9HEgQBEokEBQXVrP+HiIiIFFRKLhISEsSOg4iIqMqqbnMuVEou/P39y1Rv1KhRmDlzJqytrVW5DBEREVVCKj8VtSx+/PFHzsEgIiKqZlTquSircm6hQUREVCWJtf13ZaHWngsiIiKqfphcEBERkaiYXBAREZGo1DrngoiIiKrfUlS19lwMHDgQ5ubm6rwEERERaRmVey6ePHmCU6dO4cGDB5DLlafBhoSEAABWrlz5dtERERFRpaNScrFnzx4MGDAAOTk5MDc3V9oCXCKRKJILIiIiqn5USi4mTpyIoUOHIjo6GsbGxmLHREREVKXkc5+LN7tz5w7CwsKYWBAREWm55cuXw9nZGYaGhvDx8cGpU6dKrf/kyROMHj0a9vb2kEqleOedd7Bv375yXVOl5CIwMBBnzpxR5VQiIiKqIFu3bkV4eDgiIyORmJgIDw8PBAYG4sGDB8XWz8/PR6dOnXDjxg1s27YNKSkpWL16NRwdHct1XZWGRbp164bJkyfj0qVLcHd3h76+vtLxnj17qtIsERFRlaSppagLFy7E8OHDMWTIEABAbGws9u7di++//x5Tp04tUv/777/Ho0ePcPz4ccW93dnZudzXlQgqPABER6fkDg+JRIKCAs0u6A3aKHlzJaowJ25rOgIqlPVc0xFQIQczTUdAhe6Eq/85WBceiHNfamDxHDKZTKlMKpVCKpUWqZufnw9jY2Ns27YNvXv3VpSHhobiyZMn2LVrV5Fzunbtiho1asDY2Bi7du2CjY0NPv74Y0yZMgW6urpljlOlYRG5XF7iS9OJBRERUVUVExMDCwsLpVdMTEyxdR8+fIiCggLY2dkpldvZ2eH+/fvFnpOamopt27ahoKAA+/btw7Rp07BgwQLMmjWrXHFyh04iIqJKIiIiAuHh4UplxfVaqEoul8PW1harVq2Crq4uvLy8cOfOHcybNw+RkZFlbqfMycXSpUsxYsQIGBoaYunSpaXWDQsLK3MAREREVZ1Yj1wvaQikONbW1tDV1UVGRoZSeUZGBmrVqlXsOfb29tDX11caAmncuDHu37+P/Px8GBgYlOnaZU4uFi1ahAEDBsDQ0BCLFi0qsZ5EImFyQUREpGEGBgbw8vJCfHy8Ys6FXC5HfHw8xowZU+w5fn5+2LRpE+RyuWJ+5ZUrV2Bvb1/mxAIoR3KRlpZW7P8TERGRdgoPD0doaCi8vb3RqlUrLF68GLm5uYrVIyEhIXB0dFTM2xg5ciSWLVuGcePGYezYsbh69Sqio6PL3WnAORdERERVVL9+/ZCZmYnp06fj/v37aN68OeLi4hSTPNPT05VWgNapUwf79+/HhAkT0KxZMzg6OmLcuHGYMmVKua6r0lJUALh9+zZ2796N9PR05OfnKx1buHChKk2KhktRtQuXomoPLkXVHlyKqj0qYinqqTvi3JdaOao/VjGo1HMRHx+Pnj17wtXVFZcvX0bTpk1x48YNCIKAFi1aiB0jERERVSIq7XMRERGBSZMm4fz58zA0NMT27dtx69Yt+Pv748MPPxQ7RiIiIqpEVEoukpOTFY9V19PTw7Nnz2BqaoqZM2di7ty5bx2Uq6srrl69+tbtEBERaYMXBeK8KguVhkVMTEwU8yzs7e1x/fp1NGnSBMCrHcHKqqT9MtLT07F27VrFOlwubSUiIqo8VEou3n33Xfz5559o3LgxunbtiokTJ+L8+fPYsWMH3n333TK3M378eDg6OkJPTzkMuVyOH374Afr6+tw3g4iIqJJRKblYuHAhcnJyAABRUVHIycnB1q1b0aBBg3KtFBkxYgROnjyJTZs2oXHjxopyfX19HDhwAG5ubqqER0RERBpU7uSioKAAt2/fRrNmzQC8GiKJjY1V6eKxsbHYuXMnAgMD8fnnn5e4YxgREVFlJtb235VFuSd06urqonPnznj8+LEoAbz//vs4ceIEdu7ciaCgoBKf1FYSmUyG7OxspZf8hSihERERkQpUWi3StGlTpKamihaEo6MjDh06hHbt2sHT0xPl2deruMfPXt8tWmhERERUTirt0BkXF4eIiAh89dVX8PLygomJidJxc3NzlQM6e/Ys/vzzT4SEhMDKyuqN9WUyGWQymVLZhzssoKOvcggkMu7QqT24Q6f24A6d2qMidug8ckOcHTrfc64cO3SqlFy8vg+5RPL/3zBBECCRSFBQoNnFuNz+W7swudAeTC60B5ML7VERycWB6+LclzrXqxzJhUqrRdauXYs6deooPe8deLWEND09vcztJCYmwsrKCi4uLgCADRs2IDY2Funp6XBycsKYMWPw0UcfqRIiERERaYhKycXQoUNx79492NraKpX/+++/CAgIQGhoaJnaGTJkCBYsWAAXFxesWbMGYWFhGD58OAYNGoSUlBQMHz4ceXl5GDp0qCphEhERkQaolFwUDn/8V05ODgwNDcvcztWrV9GgQQMAwIoVK7BkyRIMHz5ccbxly5aYPXs2kwsiIqJKpFzJRXh4OIBX8yymTZsGY2NjxbGCggKcPHkSzZs3L3N7xsbGePjwIZycnHDnzh20atVK6biPjw/S0tLKEyIREZHWqW77XJQruTh37hyAVz0X58+fh4GBgeKYgYEBPDw8MGnSpDK3FxQUhJUrV2LNmjXw9/fHtm3b4OHhoTj+008/oX79+uUJkYiIiDSsXMlFQkICgFdzJZYsWfJWS04BYO7cufDz84O/vz+8vb2xYMECHDlyBI0bN0ZKSgr++usv7Ny5862uQURERBVL5dUiYnBwcMC5c+cwZ84c7NmzB4Ig4NSpU7h16xb8/Pxw7NgxeHt7i3ItIiIiTalMj0sXg0r7XGg77nOhXbjPhfbgPhfag/tcaI+K2Ofil8vi3Jd6N6oct2yVtv8mIiIiKgmTCyIiIhKVSnMuiIiIqOyq21JU9lwQERGRqJhcEBERkaiYXBAREZGoOOeCiIhIzarbPhfsuSAiIiJRMbkgIiIiUXFYhIiISM24FJWIiIjoLTC5ICIiIlExuSAiIiJRcc4FERGRmnEpKhEREdFbYHJBREREomJyQURERKLinAsiIiI1y+ecCyIiIiLVMbkgIiIiUXFYhIiISM24/TcRERHRW2ByQURERKJickFERESi4pwLIiIiNeP230RERERvgckFERERiYrJBREREYmKcy6IiIjUjPtcEBEREb0FJhdEREQkKg6LEBERqRmXohIRERG9BSYXREREJComF0RERFXY8uXL4ezsDENDQ/j4+ODUqVNlOm/Lli2QSCTo3bt3ua9ZJedcWBpqOgJ6nY2xpiOgQtVt3Feb3X2q6QioImlqKerWrVsRHh6O2NhY+Pj4YPHixQgMDERKSgpsbW1LPO/GjRuYNGkS2rZtq9J12XNBRERURS1cuBDDhw/HkCFD4ObmhtjYWBgbG+P7778v8ZyCggIMGDAAUVFRcHV1Vem6TC6IiIgqCZlMhuzsbKWXTCYrtm5+fj7Onj2LgIAARZmOjg4CAgJw4sSJEq8xc+ZM2Nra4pNPPlE5TiYXRERElURMTAwsLCyUXjExMcXWffjwIQoKCmBnZ6dUbmdnh/v37xd7zp9//onvvvsOq1evfqs4q+ScCyIiIm2SL9J8p5kREQgPD1cqk0qlorT99OlTDBo0CKtXr4a1tfVbtcXkgoiIqJKQSqVlTiasra2hq6uLjIwMpfKMjAzUqlWrSP3r16/jxo0b6NGjh6JMLn81E1VPTw8pKSmoV69ema7NYREiIqIqyMDAAF5eXoiPj1eUyeVyxMfHw9fXt0j9Ro0a4fz580hKSlK8evbsifbt2yMpKQl16tQp87XZc0FERFRFhYeHIzQ0FN7e3mjVqhUWL16M3NxcDBkyBAAQEhICR0dHxMTEwNDQEE2bNlU639LSEgCKlL8JkwsiIiI109QeM/369UNmZiamT5+O+/fvo3nz5oiLi1NM8kxPT4eOjviDGBJBEATRW9Ww/tslmg6BXnPmrqYjoELcuEl75L3QdARUSIhU/20wfL8496WFgZXjls05F0RERCQqDosQERGpmaa2/9YU9lwQERGRqJhcEBERkaiYXBAREZGoOOeCiIhIzTS1FFVT2HNBREREomJyQURERKJickFERESi4pwLIiIiNeM+F0RERERvgckFERERiYrDIkRERGrGpahEREREb4HJBREREYmKyQURERGJinMuiIiI1IxLUYmIiIjeApMLIiIiEhWTCyIiIhIV51wQERGpWT73uSAiIiJSHZMLIiIiEhWHRYiIiNSM238TERERvQUmF0RERCQqJhdEREQkKo3PuXjw4AEuXLgALy8vWFhYICMjA+vXr4dcLke3bt3g7u6u6RCJiIjeSnXb/lujycWRI0fQvXt35OXlwc7ODnFxcejevTuMjIygo6ODGTNmYPfu3ejcubMmwyQiIqJy0OiwyLRp0zB48GBkZ2dj4sSJ6NatG3r16oUrV67g8uXLGDt2LKKiojQZIhEREZWTRpOLf/75BxMmTICpqSnGjx+PjIwMDBs2THF8xIgRuHjxogYjJCIiovLS6LCIgYEBnj9/DgDIz8+HXC5XfA0Az549g76+vqbCIyIiEgX3uahAfn5+mDp1Ko4dO4YJEyagRYsWmDVrFnJzc5GXl4evvvoK3t7emgyRiIiIykmjPRfz5s1Dt27d0LZtWzRq1AgHDx7EqFGjYGlpCQCwsrJCXFycJkMkIiKictJoctGgQQNcuXIF//77L2rWrAkA2LVrF+Lj4/Hs2TP4+voqyomIiKhy0Pg+FwCKJBAdO3Ys87kymQwymUyprOAFoMupGkREpCWq2z4XWrFD5+3bt5GTk1Ok/MWLFzh69Gip58bExMDCwkLpdWmHuiIlIiKiN9FocnHv3j20atUKTk5OsLS0REhIiFKS8ejRI7Rv377UNiIiIpCVlaX0cuuj7siJiIioJBodFpk6dSp0dHRw8uRJPHnyBFOnTkX79u1x4MABWFlZAQAEQSi1DalUCqlUqlTGIREiItImXIpagQ4dOoSlS5fC29sbAQEBOHbsGOzt7dGhQwc8evQIACCRSDQZIhEREZWTRpOLrKwsRQ8F8KoXYseOHXB2dkb79u3x4MEDDUZHREREqtBocuHq6op//vlHqUxPTw8///wzXF1d0b17dw1FRkRERKrSaHIRFBSEVatWFSkvTDCaN2/+xjkXRERE2u6FXJxXZaHRCZ2zZ89GXl5escf09PSwfft23Llzp4KjIiIioreh0Z4LPT09mJubl3j83r17fOQ6ERFRJaMVm2iV5NGjR1i/fr2mwyAiIqJy0OiwyO7du0s9npqaWkGREBERqU9+NdvnQqPJRe/evSGRSEqdtMl9LoiIiCoXjQ6L2NvbY8eOHZDL5cW+EhMTNRkeERERqUCjyYWXlxfOnj1b4vE39WoQERFVBlyKWoEmT56M3NzcEo/Xr18fCQkJFRgRERERvS2NJhdt27Yt9biJiQn8/f0rKBoiIiISg1YvRSUiIqK3s3z5cjg7O8PQ0BA+Pj44depUiXVXr16Ntm3bwsrKClZWVggICCi1fkmYXBAREanZiwJxXuW1detWhIeHIzIyEomJifDw8EBgYGCJDwY9cuQI+vfvj4SEBJw4cQJ16tRB586dy71btkSogjMm+2/n8lVtcuaupiOgQnefajoCKpT3QtMRUCEhUv23wQbfiHNfujq2fLH6+PigZcuWWLZsGQBALpejTp06GDt2LKZOnfrG8wsKCmBlZYVly5YhJCSkzNdlzwUREVElIZPJkJ2drfSSyWTF1s3Pz8fZs2cREBCgKNPR0UFAQABOnDhRpuvl5eXhxYsXqFGjRrniZHJBRERUScTExMDCwkLpFRMTU2zdhw8foqCgAHZ2dkrldnZ2uH//fpmuN2XKFDg4OCglKGWh0dUiRERE1YEq8yWKExERgfDwcKUyqVQqTuP/MWfOHGzZsgVHjhyBoaFhuc5lckFERFRJSKXSMicT1tbW0NXVRUZGhlJ5RkYGatWqVeq58+fPx5w5c3Do0CE0a9as3HFyWISIiKgKMjAwgJeXF+Lj4xVlcrkc8fHx8PX1LfG8r7/+Gl999RXi4uLg7e2t0rXZc0FERKRmmtq6Ozw8HKGhofD29karVq2wePFi5ObmYsiQIQCAkJAQODo6KuZtzJ07F9OnT8emTZvg7OysmJthamoKU1PTMl+XyQUREVEV1a9fP2RmZmL69Om4f/8+mjdvjri4OMUkz/T0dOjo/P8gxsqVK5Gfn4++ffsqtRMZGYkZM2aU+brc54LUjvtcaA/uc6E9uM+F9qiIfS4cF4pzX7oTXjlu2ZxzQURERKLisAgREZGaibUUtbJgzwURERGJiskFERERiYrJBREREYmKcy6IiIjULF9D+1xoCnsuiIiISFRMLoiIiEhUHBYhIiJSMy5FJSIiInoLTC6IiIhIVEwuiIiISFScc0FERKRmmnrkuqaw54KIiIhExeSCiIiIRMXkgoiIiETFORdERERqxn0uiIiIiN4CkwsiIiISFZMLIiIiEpVEEARB00FQUTKZDDExMYiIiIBUKtV0ONUafxbagz8L7cKfB5WEyYWWys7OhoWFBbKysmBubq7pcKo1/iy0B38W2oU/DyoJh0WIiIhIVEwuiIiISFRMLoiIiEhUTC60lFQqRWRkJCdJaQH+LLQHfxbahT8PKgkndBIREZGo2HNBREREomJyQURERKJickFERESiYnJBREREomJyoWFHjx5Fjx494ODgAIlEgl9++aVIneTkZPTs2RMWFhYwMTFBy5YtkZ6eXvHBVnErV65Es2bNYG5uDnNzc/j6+uK3334DADx69Ahjx45Fw4YNYWRkhLp16yIsLAxZWVkajrrqunPnDgYOHIiaNWvCyMgI7u7uOHPmTLF1P/vsM0gkEixevLhig6yCSvud9OLFC0yZMgXu7u4wMTGBg4MDQkJCcPfuXaU2rly5gl69esHa2hrm5uZo06YNEhISKvidkCYxudCw3NxceHh4YPny5cUev379Otq0aYNGjRrhyJEj+OeffzBt2jQYGhpWcKRVX+3atTFnzhycPXsWZ86cQYcOHdCrVy9cvHgRd+/exd27dzF//nxcuHAB69atQ1xcHD755BNNh10lPX78GH5+ftDX18dvv/2GS5cuYcGCBbCysipSd+fOnfjrr7/g4OCggUirntJ+J+Xl5SExMRHTpk1DYmIiduzYgZSUFPTs2VOpXvfu3fHy5UscPnwYZ8+ehYeHB7p374779+9X1NsgTRNIawAQdu7cqVTWr18/YeDAgZoJiAQrKythzZo1xR776aefBAMDA+HFixcVHFXVN2XKFKFNmzZvrHf79m3B0dFRuHDhguDk5CQsWrRI/cFVI8X9TvqvU6dOCQCEmzdvCoIgCJmZmQIA4ejRo4o62dnZAgDh4MGD6gyXtAh7LrSYXC7H3r178c477yAwMBC2trbw8fEpduiExFVQUIAtW7YgNzcXvr6+xdYpfFiTnp5eBUdX9e3evRve3t748MMPYWtrC09PT6xevVqpjlwux6BBgzB58mQ0adJEQ5FSVlYWJBIJLC0tAQA1a9ZEw4YN8cMPPyA3NxcvX77Et99+C1tbW3h5eWk2WKowTC602IMHD5CTk4M5c+agS5cuOHDgAN5//3306dMHv//+u6bDq5LOnz8PU1NTSKVSfPbZZ9i5cyfc3NyK1Hv48CG++uorjBgxQgNRVn2pqalYuXIlGjRogP3792PkyJEICwvD+vXrFXXmzp0LPT09hIWFaTDS6u358+eYMmUK+vfvr3gqqkQiwaFDh3Du3DmYmZnB0NAQCxcuRFxcXLHDWlQ18U8uLSaXywEAvXr1woQJEwAAzZs3x/HjxxEbGwt/f39NhlclNWzYEElJScjKysK2bdsQGhqK33//XSnByM7ORrdu3eDm5oYZM2ZoLtgqTC6Xw9vbG9HR0QAAT09PXLhwAbGxsQgNDcXZs2exZMkSJCYmQiKRaDja6unFixcIDg6GIAhYuXKlolwQBIwePRq2trb4448/YGRkhDVr1qBHjx44ffo07O3tNRg1VRT2XGgxa2tr6OnpFfnLuXHjxlwtoiYGBgaoX78+vLy8EBMTAw8PDyxZskRx/OnTp+jSpQvMzMywc+dO6OvrazDaqsve3r7Uz/0ff/yBBw8eoG7dutDT04Oenh5u3ryJiRMnwtnZWQMRVy+FicXNmzdx8OBBRa8FABw+fBi//vortmzZAj8/P7Ro0QIrVqyAkZGRUs8TVW3sudBiBgYGaNmyJVJSUpTKr1y5AicnJw1FVb3I5XLIZDIAr3osAgMDIZVKsXv3bq7YUSM/P79SP/eDBg1CQECA0vHAwEAMGjQIQ4YMqbA4q6PCxOLq1atISEhAzZo1lY7n5eUBAHR0lP921dHRUfTGUtXH5ELDcnJycO3aNcXXaWlpSEpKQo0aNVC3bl1MnjwZ/fr1Q7t27dC+fXvExcVhz549OHLkiOaCrqIiIiIQFBSEunXr4unTp9i0aROOHDmC/fv3Izs7G507d0ZeXh5+/PFHZGdnIzs7GwBgY2MDXV1dDUdftUyYMAGtW7dGdHQ0goODcerUKaxatQqrVq0C8GrS4H9vavr6+qhVqxYaNmyoiZCrjNJ+J9nb26Nv375ITEzEr7/+ioKCAsXy0ho1asDAwAC+vr6wsrJCaGgopk+fDiMjI6xevRppaWno1q2bpt4WVTRNL1ep7hISEgQARV6hoaGKOt99951Qv359wdDQUPDw8BB++eUXzQVchQ0dOlRwcnISDAwMBBsbG6Fjx47CgQMHBEEo+ecEQEhLS9Ns4FXUnj17hKZNmwpSqVRo1KiRsGrVqlLrcymqOEr7nZSWllbiv4OEhARFG6dPnxY6d+4s1KhRQzAzMxPeffddYd++fZp7U1Th+Mh1IiIiEhUndBIREZGomFwQERGRqJhcEBERkaiYXBAREZGomFwQERGRqJhcEBERkaiYXBAREZGomFwQUYlmzJiB5s2bv3U769atUzySm4iqPiYXRGXw3nvvYfz48aK1N3jwYPTu3Vu09rSJs7MzFi9erFTWr18/XLlyRTMBEVGF47NFiCqpFy9eVJqnshoZGcHIyEjTYRBRBWHPBdEbDB48GL///juWLFkCiUQCiUSCGzdu4MKFCwgKCoKpqSns7OwwaNAgPHz4UHHetm3b4O7uDiMjI9SsWRMBAQHIzc3FjBkzsH79euzatUvR3pseRHfjxg1IJBJs3boV/v7+MDQ0xMaNGwEAa9asQePGjWFoaIhGjRphxYoVivPy8/MxZswY2Nvbw9DQEE5OToiJiVEcT09PR69evWBqagpzc3MEBwcjIyOjxDiK68Hp3bs3Bg8erDh+8+ZNTJgwQfHegOKHRVauXIl69erBwMAADRs2xIYNG5SOSyQSrFmzBu+//z6MjY3RoEED7N69u9TvExFpByYXRG+wZMkS+Pr6Yvjw4bh37x7u3bsHMzMzdOjQAZ6enjhz5gzi4uKQkZGB4OBgAMC9e/fQv39/DB06FMnJyThy5Aj69OkDQRAwadIkBAcHo0uXLor2WrduXaZYpk6dinHjxiE5ORmBgYHYuHEjpk+fjtmzZyM5ORnR0dGYNm0a1q9fDwBYunQpdu/ejZ9++gkpKSnYuHEjnJ2dAbx6nHyvXr3w6NEj/P777zh48CBSU1PRr18/lb9XO3bsQO3atTFz5kzFeyvOzp07MW7cOEycOBEXLlzAp59+iiFDhiAhIUGpXlRUFIKDg/HPP/+ga9euGDBgAB49eqRyfERUMTgsQvQGFhYWMDAwgLGxMWrVqgUAmDVrFjw9PREdHa2o9/3336NOnTq4cuUKcnJy8PLlS/Tp0wdOTk4AAHd3d0VdIyMjyGQyRXtlNX78ePTp00fxdWRkJBYsWKAoc3FxwaVLl/Dtt98iNDQU6enpaNCgAdq0aQOJRKKIBQDi4+Nx/vx5pKWloU6dOgCAH374AU2aNMHp06fRsmXLcn6nXj12W1dXF2ZmZqW+t/nz52Pw4MEYNWoUACA8PBx//fUX5s+fj/bt2yvqDR48GP379wcAREdHY+nSpTh16hS6dOlS7tiIqOKw54JIBX///TcSEhJgamqqeDVq1AgAcP36dXh4eKBjx45wd3fHhx9+iNWrV+Px48dvfV1vb2/F/+fm5uL69ev45JNPlOKYNWsWrl+/DuDVzTkpKQkNGzZEWFgYDhw4oDg/OTkZderUUSQWAODm5gZLS0skJye/daylSU5Ohp+fn1KZn59fkes2a9ZM8f8mJiYwNzfHgwcP1BobEb099lwQqSAnJwc9evTA3Llzixyzt7eHrq4uDh48iOPHj+PAgQP45ptv8MUXX+DkyZNwcXFR+bomJiZKMQDA6tWr4ePjo1RPV1cXANCiRQukpaXht99+w6FDhxAcHIyAgABs27ZNpevr6OhAEASlshcvXqjUVln8d8KqRCKBXC5X2/WISBzsuSAqAwMDAxQUFCi+btGiBS5evAhnZ2fUr19f6VWYAEgkEvj5+SEqKgrnzp2DgYEBdu7cWWx7qrCzs4ODgwNSU1OLxPB6AmNubo5+/fph9erV2Lp1K7Zv345Hjx6hcePGuHXrFm7duqWoe+nSJTx58gRubm7FXtPGxkZpHkVBQQEuXLhQ6veqOI0bN8axY8eUyo4dO1bidYmocmHPBVEZODs74+TJk7hx4wZMTU0xevRorF69Gv3798fnn3+OGjVq4Nq1a9iyZQvWrFmDM2fOID4+Hp07d4atrS1OnjyJzMxMNG7cWNHe/v37kZKSgpo1a8LCwkKlZaVRUVEICwuDhYUFunTpAplMhjNnzuDx48cIDw/HwoULYW9vD09PT+jo6ODnn39GrVq1YGlpiYCAALi7u2PAgAFYvHgxXr58iVGjRsHf319p+OV1HTp0QHh4OPbu3Yt69eph4cKFePLkSZHv1dGjR/HRRx9BKpXC2tq6SDuTJ09GcHAwPD09ERAQgD179mDHjh04dOhQub8HRKR92HNBVAaTJk2Crq4u3NzcYGNjg/z8fBw7dgwFBQXo3Lkz3N3dMX78eFhaWkJHRwfm5uY4evQounbtinfeeQdffvklFixYgKCgIADA8OHD0bBhQ3h7e8PGxqbIX/FlNWzYMKxZswZr166Fu7s7/P39sW7dOkXPhZmZGb7++mt4e3ujZcuWuHHjBvbt2wcdHR1IJBLs2rULVlZWaNeuHQICAuDq6oqtW7eWeL2hQ4ciNDQUISEh8Pf3h6urq9IETACYOXMmbty4gXr16sHGxqbYdnr37o0lS5Zg/vz5aNKkCb799lusXbsW7733nkrfByLSLhLhvwOoRERERG+BPRdEREQkKiYXRFogOjpaaTnp66/CoRQiosqCwyJEWuDRo0cl7jxpZGQER0fHCo6IiEh1TC6IiIhIVBwWISIiIlExuSAiIiJRMbkgIiIiUTG5ICIiIlExuSAiIiJRMbkgIiIiUTG5ICIiIlExuSAiIiJR/R/rll4qYcyV0gAAAABJRU5ErkJggg==",
-      "text/plain": [
-       "<Figure size 640x480 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "df = pd.DataFrame(\n",
-    "    columns=[\n",
-    "        'train_resolution',\n",
-    "        'test_resolution',\n",
-    "        'loss_type',\n",
-    "        'loss',\n",
-    "        'max_modes',\n",
-    "    ],\n",
-    ")\n",
-    "modes = {}\n",
-    "starting_mode = 2\n",
-    "for max_modes in [16]:\n",
-    "    trained_models = {}  # at different resolutions\n",
-    "    for train_resolution in [16, 32, 64, 128]:\n",
-    "        # get data\n",
-    "        train_loader, test_loaders, output_encoder = load_darcy_flow_small(\n",
-    "            n_train=1000,\n",
-    "            # batch_size=16,\n",
-    "            train_resolution=train_resolution,\n",
-    "            test_resolutions=[16, 32, 64, 128],\n",
-    "            n_tests=[100, 100, 100, 100],\n",
-    "            # test_batch_sizes=[32, 32, 32, 32],\n",
-    "        )\n",
-    "\n",
-    "        # incrementally vary modes\n",
-    "        incremental = False\n",
-    "        starting_modes = (max_modes, max_modes)\n",
-    "        if incremental:\n",
-    "            starting_modes = (2, 2)\n",
-    "\n",
-    "        # Set up model\n",
-    "        model = FNO(\n",
-    "            max_n_modes=(max_modes, max_modes),\n",
-    "            n_modes=starting_modes,\n",
-    "            hidden_channels=32,\n",
-    "            in_channels=1,\n",
-    "            out_channels=1,\n",
-    "        )\n",
-    "        model = model.to(device)\n",
-    "\n",
-    "        (\n",
-    "            trained_model,\n",
-    "            end_stats,\n",
-    "        ) = train_model(  # data_transform\n",
-    "            model, train_loader, test_loaders\n",
-    "        )\n",
-    "\n",
-    "        trained_models[train_resolution] = trained_model\n",
-    "\n",
-    "        # save stats\n",
-    "        for k, v in end_stats.items():\n",
-    "            s = k.split('_')\n",
-    "\n",
-    "            if 'h1' in s or ('l2' in s):\n",
-    "                row = {\n",
-    "                    'train_resolution': train_resolution,\n",
-    "                    'test_resolution': s[0],\n",
-    "                    'loss_type': s[1],\n",
-    "                    'loss': v.item(),\n",
-    "                    'max_modes': max_modes,\n",
-    "                }\n",
-    "                df = pd.concat([df, pd.DataFrame([row])], ignore_index=True)\n",
-    "\n",
-    "    modes[max_modes] = trained_models\n",
-    "    # Define colormap from green (high engagement) to red (low engagement)\n",
-    "    cmap = mcolors.LinearSegmentedColormap.from_list(\n",
-    "        'green_red',\n",
-    "        ['green', 'yellow', 'red'],\n",
-    "        N=100,\n",
-    "    )\n",
-    "    for loss_type in ['l2', 'h1']:\n",
-    "        heat = df[\n",
-    "            (df.loss_type == loss_type) & (df.max_modes == max_modes)\n",
-    "        ].pivot(\n",
-    "            index='train_resolution',\n",
-    "            columns='test_resolution',\n",
-    "            values='loss',\n",
-    "        )\n",
-    "        heat = heat.loc[:, ['16', '32', '64', '128']]\n",
-    "        sns.heatmap(heat, cmap=cmap)\n",
-    "        plt.title(f'{loss_type=} {max_modes=}')\n",
-    "        plt.show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "id": "db2c593f-1964-4a16-97ba-b08c554afb22",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "'\\nclass NoAct(nn.Module):\\n    def __init__(self):\\n        super(NoAct, self).__init__()\\n\\n    def forward(self, x):\\n        return x\\n'"
-      ]
-     },
-     "execution_count": 7,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "\"\"\"\n",
-    "class NoAct(nn.Module):\n",
-    "    def __init__(self):\n",
-    "        super(NoAct, self).__init__()\n",
-    "\n",
-    "    def forward(self, x):\n",
-    "        return x\n",
-    "\"\"\""
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "2ec22578-3369-4266-b3be-29e4c028fba9",
-   "metadata": {},
-   "source": [
-    "# Plot Spectrum"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "id": "f19befd0-3988-48d9-b67b-38a53cb1e0fc",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "[<matplotlib.lines.Line2D at 0x7f2a326bbc40>]"
-      ]
-     },
-     "execution_count": 8,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "spectrum = get_energy_curve(high_res_batch['x'].squeeze())\n",
-    "plt.plot(spectrum)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "id": "11332965-f39e-4ab2-a190-e7e601656995",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Loading test db for resolution 16 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 64 with 100 samples \n",
-      "Loading test db for resolution 128 with 100 samples \n",
-      "Loading test db for resolution 16 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 64 with 100 samples \n",
-      "Loading test db for resolution 128 with 100 samples \n",
-      "Loading test db for resolution 16 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 64 with 100 samples \n",
-      "Loading test db for resolution 128 with 100 samples \n",
-      "Loading test db for resolution 16 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 64 with 100 samples \n",
-      "Loading test db for resolution 128 with 100 samples \n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 800x400 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "for spectrum_func in [get_energy_curve]:\n",
-    "    fig, ax = plt.subplots(1, 4, figsize=(8, 4), sharey='row')\n",
-    "\n",
-    "    model = model.to(device)\n",
-    "    model = model.eval()\n",
-    "\n",
-    "    for idx, s in enumerate([16, 32, 64, 128]):\n",
-    "        ## Define some variables\n",
-    "        T = 500  # number of time steps\n",
-    "        samples = 50\n",
-    "        # s = 16 # resolution of the dataset\n",
-    "\n",
-    "        # additional paramaters for the dataset\n",
-    "        Re = 5000\n",
-    "        index = 1\n",
-    "        T = 100\n",
-    "        dataset_name = 'Darcy Flow'\n",
-    "\n",
-    "        train_loader, test_loaders, output_encoder = load_darcy_flow_small(\n",
-    "            n_train=1000,\n",
-    "            # batch_size=16,\n",
-    "            train_resolution=s,\n",
-    "            test_resolutions=[16, 32, 64, 128],\n",
-    "            n_tests=[100, 100, 100, 100],\n",
-    "            # test_batch_sizes=[32, 32, 32, 32],\n",
-    "        )\n",
-    "\n",
-    "        # It is important to note that we want the last two dimensions\n",
-    "        # to represent the spatial dimensions\n",
-    "        # So in some cases one might have to permute the\n",
-    "        # dataset after squeezing\n",
-    "        # the initial dimensions as well\n",
-    "\n",
-    "        # squeeze the dataset to remove the empty channel dimension\n",
-    "        dataset_pred = train_loader.dataset[:samples]['x'].squeeze()\n",
-    "        dataset_pred_y = train_loader.dataset[:samples]['y'].squeeze()\n",
-    "        model_preds_train = get_model_preds(\n",
-    "            train_loader,\n",
-    "            model,\n",
-    "            device,  # data_transform=data_transform\n",
-    "        ).squeeze()\n",
-    "        model_preds_test = get_model_preds(\n",
-    "            test_loaders[s],\n",
-    "            model,\n",
-    "            device,  # data_transform=data_transform\n",
-    "        ).squeeze()\n",
-    "        # Shape of the dataset\n",
-    "        shape = dataset_pred.shape\n",
-    "\n",
-    "        # Generate the spectrum of the dataset\n",
-    "        # We reshape our samples into the form expected by ``spectrum_2d``:\n",
-    "        # ``(n_samples, h, w)``\n",
-    "        train_sp_x = spectrum_func(dataset_pred.reshape(samples * 1, s, s))\n",
-    "        train_sp_y = spectrum_func(dataset_pred_y.reshape(samples * 1, s, s))\n",
-    "        train_sp_model_pred = spectrum_func(\n",
-    "            model_preds_train[:samples].reshape(samples * 1, s, s)\n",
-    "        )\n",
-    "\n",
-    "        test_sp_x = spectrum_func(\n",
-    "            test_loaders[s]\n",
-    "            .dataset[:samples]['x']\n",
-    "            .squeeze()\n",
-    "            .reshape(samples * 1, s, s)\n",
-    "        )\n",
-    "        test_sp_y = spectrum_func(\n",
-    "            test_loaders[s]\n",
-    "            .dataset[:samples]['y']\n",
-    "            .squeeze()\n",
-    "            .reshape(samples * 1, s, s)\n",
-    "        )\n",
-    "        test_sp_model_pred = spectrum_func(\n",
-    "            model_preds_test[:samples].reshape(samples * 1, s, s)\n",
-    "        )\n",
-    "        # Configure pyplot and generate the plot\n",
-    "\n",
-    "        ax[idx].set_yscale('log')\n",
-    "\n",
-    "        length = dataset_pred.shape[-1]  # the resolution length of the dataset\n",
-    "        buffer = 10  # just add a buffer to the plot\n",
-    "        k = np.arange(length + buffer) * 1.0\n",
-    "        ax[idx].plot(train_sp_x, linestyle=':', label='train_x')\n",
-    "        ax[idx].plot(train_sp_y, linestyle='-', label='train_y')\n",
-    "        ax[idx].plot(test_sp_x, linestyle=':', label='test_x')\n",
-    "        ax[idx].plot(test_sp_y, linestyle='-', label='test_y')\n",
-    "        ax[idx].plot(\n",
-    "            test_sp_model_pred, linestyle='-', label='test_model_pred'\n",
-    "        )\n",
-    "        ax[idx].plot(\n",
-    "            train_sp_model_pred, linestyle='-', label='train_model_pred'\n",
-    "        )\n",
-    "\n",
-    "        ax[idx].set_title(f'Resolution: {s}')\n",
-    "        fig.suptitle(f'Spectrum of {dataset_name} Dataset')\n",
-    "\n",
-    "    fig.supxlabel('wavenumber')\n",
-    "    fig.supylabel('energy')\n",
-    "\n",
-    "    # show the figure\n",
-    "    leg = plt.legend(loc='best')\n",
-    "    leg.get_frame().set_alpha(0.5)\n",
-    "    plt.show()\n",
-    "    fig.savefig(\n",
-    "        f'{FIG_DIR}/{spectrum_func.__name__}_cross_resolution_spectral_analysis.pdf',\n",
-    "        bbox_inches='tight',\n",
-    "    )"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "2bd0876d-4a90-4e63-ab46-37742b78d75b",
-   "metadata": {},
-   "source": [
-    "# filter training experiment to test super-resolution"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "id": "6c30eba9-0702-45d0-8064-2ec9780b6e14",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.image.AxesImage at 0x7f86a1a91de0>"
-      ]
-     },
-     "execution_count": 10,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": "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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "filt = get_2d_low_pass_filter(2, 8)\n",
-    "plt.imshow(filt[0])"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 11,
-   "id": "bfca57a7-1ac3-4948-b12c-54496b6e03ee",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# data_transform = data_transform.to(device)\n",
-    "for _idx, sample in enumerate(test_loaders[32]):  # resolution 128\n",
-    "    # model_input = data_transform.preprocess(sample)\n",
-    "\n",
-    "    # grab a batch\n",
-    "    model_input = sample['x']  # [0, :, :, :].unsqueeze(dim=0)\n",
-    "    ground_truth = sample['y']  # [0, :, :, :].unsqueeze(dim=0)\n",
-    "    break\n",
-    "\n",
-    "# grab image to initialize filter with\n",
-    "filter_initializer_img = model_input[0, 0, :, :].cpu().numpy()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 12,
-   "id": "725c9cd4-44b9-46b7-a41c-5c33aac7f441",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 500x200 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "def show_img_and_power_spectrum(image: np.array):\n",
-    "    \"\"\"Show image and its corresponding energy spectrum.\"\"\"\n",
-    "    fig, axs = plt.subplots(1, 2, figsize=(5, 2))\n",
-    "\n",
-    "    axs[0].imshow(image)\n",
-    "    axs[0].set_title('Spatial Domain')\n",
-    "\n",
-    "    spectrum = get_energy_curve(torch.tensor(image).unsqueeze(dim=0))\n",
-    "    axs[1].plot(spectrum)\n",
-    "    axs[1].set_title('spectrum')\n",
-    "    axs[1].set_ylabel('Energy')\n",
-    "    axs[1].set_xlabel('Wavenumber')\n",
-    "    # axs[1].set_xscale(\"log\")\n",
-    "\n",
-    "    plt.tight_layout()\n",
-    "    plt.show()\n",
-    "\n",
-    "\n",
-    "show_img_and_power_spectrum(filter_initializer_img)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "id": "407e32d8-21c1-45a6-8850-bfb50c93c386",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/tmp/ipykernel_486906/1972661804.py:8: UserWarning: To copy construct from a tensor, it is recommended to use sourceTensor.detach().clone() or sourceTensor.detach().clone().requires_grad_(True), rather than torch.tensor(sourceTensor).\n",
-      "  spectrum = get_energy_curve(torch.tensor(image).unsqueeze(dim=0))\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 500x200 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/tmp/ipykernel_486906/2358148620.py:12: UserWarning: To copy construct from a tensor, it is recommended to use sourceTensor.detach().clone() or sourceTensor.detach().clone().requires_grad_(True), rather than torch.tensor(sourceTensor).\n",
-      "  low_pass_filter = torch.tensor(low_pass_filter, device=device)\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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yyMhINmXKFFXad955h3Xo0IHpdDpV9wxtVwNJktgrr7zCIiMj5fNu3ry51ibSaECXjOo/vV7PAgMDWf/+/dm8efNYdnZ2rfudPHmSjR8/ngUEBDCz2cz69evHNm/erEpT3S1iw4YNqu3VTb3379+v2l7dnPvChQvytk8//ZT17NmTmc1mFhUVxRYtWsTefffdGs226+qSoT139fWmpaVd8b4Q0pisViubO3cu69WrF/P19WXe3t6sV69ebNmyZXKa+Ph4dvPNN7MDBw6wuLg4ZjabWWRkJPvnP/9Z43g2m40tWrSI3XzzzcxkMrFWrVqx2NhY9uKLL8pdp6q9++677JZbbpHTxcfHs6+++kp+PTc3l919993M19eXAZA/R3V9Tqtt27aNde/enRmNRtalSxe2Zs2aOrtkaLui1NUVrK7PLanUrGOfNoQgCEhMTMQ///lPV2eFENJCDBkyBBcvXsThw4ddnRXipmjqKEIIIaQKFYqEEEJIFSoUCSGEkCpuW6dICCGENLcme1JcunQpoqKiYDab0b9/f+zbt6+pTkUIIYQ0iiYpFNetW4fk5GSkpKTghx9+QK9evZCQkODSiYQJIYSQ+jRJ+LR///7o27ev3J1CkiSEh4fjySefxLPPPnvFfSVJwtmzZ+Hr63tNQyORpscYQ3FxMcLCwhptEAHSuOhzRIja1X5vNfqINjabDVlZWZg3b568TRRFjBgx4qqGSTt79myjD7ZLmsaZM2fkWcKJe6HPESG1q+97q9ELxYsXL8LpdNaYWTokJEQezJpntVpV4xJWP7i2+/vzEM1mGC+qR3j3usi4ZWWsQa88m7xsuKSeuVooKJaXpWJuubxCnRnuoVnQK7dGtCgj2At+vqpdpEBlVgtrkJKuvI2yf1mQ+leJtY1yHnsbu7zs07pMlS4ioEBe7uh9QV6O8rooL4fpC8DzEcvlZYOg3J8KSf1WX5KU6/jD1kpe/q0sSFkuVg+Vd+5y5bVK5VZkz3pDNUcbcS/V782ZM2eueeYVQlqSoqIihIeH1/u95fJZMlJTU1VjmVYTzWaIXmbozOpCUWdUChS9QfnS1+uVgkevc6j2EUSl0JUEI7esnYKFKxQFrlDk9hFEk2oPSaesO/VmLp/K/jqTulAUzcp5RC/l+nQWdX4M3sp5TT7KBMJeXsqxLQb1/fEWlXUDFzXTSep0ZU7lGGabcmyjqJxTL6mvVawwq9YpLOe+qt8bPz8/KhQJ4dT3vdXohWKbNm2g0+lw/vx51fbz588jNDS0Rvp58+YhOTlZXq8uzQWnAMEhQLSr04sOfpkrxJzcCPUOdeHCuFnmGT97xpWqUwWuIOPnIzOob5lkVF6TuFLIyS1LBtUukAxcvo1Kvs0GdWFu0StPv1465UaYBWXZIKj3MXAFvQ7KsSVNmyonU/JnZ8o1WLnC0+ZUF6RS1brkvL4Zwon7sDkkiAKg11HdMCFAE7Q+NRqNiI2NxY4dO+RtkiRhx44diIuLq5HeZDLJv2bpVy0hzWfSvzLR9W9f4kA2zcBOSLUm+XmYnJyMd955B6tXr8Yvv/yCmTNnorS0tMbUUIQQ1zHoREgMyLlcVn9iQjxEk9QpPvDAA7hw4QLmz5+P3Nxc9O7dG1u2bKnR+IYQ4joRgRYAQM4lKhQJqdZkDW2SkpKQlJR0zfsLzqo/qeb2Wpclrn7wCnWFfCUrE9V1Y4KovCYYlYpAwaQ0PmEmdQWhZFJuocOsPHg7uTYqTnV7FUgmvrGQchEWg7oC1VevNBDy1SktZb25hkN8/SIAGKFtPFRJhPpG8nWMfJ2ig6tTdErqQILkrLw/kkQNbFoCuVCkJ0VCZFS7ToiHimxNhSIhWlQoEuKhwulJkZAaXN5PsU6SUPmnjYSyOpZ5miF8+I74zGDgkml+E3ChVcGL65PHLUsWI78HHBYu9GjmumR4cctmdUaZSQllmsxc532jVZXOT690xPfXKV9cvjplu7dgU+1j5rpo2K7yN4+TKekc3LI2fCrfb5pXpUWoDp9eLrWhuMIOX7Ohnj0IafnoSZEQD+VrNiCwaoAIelokpBIVioR4sOoQ6hkqFAkB4M7h07pwDR+5RpNg/Igces2IK1zIVDBzYVFJ01KTa40qWLiQqbcypqnzSuFTi5I5B3cabfhU9FJCnN4mJfwZYCxXpfPTKy1OVa1PuZCpucaINlwrU+60Om0z3qsg1QhdC+p/yQ0vItCCQ2cK6EmRkCr0pEiIB4uselLMpr6KhACgQpEQj0Z9FQlRc9/wqcAAgYGJ6lCdOmTKD7qtlO/MqLksMz/LBXc8bXyQC7syLnzq9FV639t91Me2e3MDa/PhU4tybMmiDl2azUrI09+khEUDDOrwaaBemQIrQKcs+4rKPhZRHT7V1dE0VLud78xfV2hV1EZJBab+l9zwqE6REDV6UiTEg1V34P89vxwOZ8PrnQlpaahQJMSDhfiZYdSJcEgM5wor6t+BkBaOCkVCPJhOFNA+sLJ1NYVQCXHjOkWmq/rTFNsSl2N+Il8nN7u9aFGPzKHjBwg31H3JjJvFnu964fBVjmf3VXf34OsUHRYub1ydouClmTzYrIxc429S6hEDDOovJf+66hG5bhiWK9TvObl6Q+1kxEZuNHWRq28UueMJmmMLIqt1O7mxRQRa8NuFUmRfLsNAV2eGEBejJ0VCPBy1QCVEQYUiIR6OCkVCFG4cPmVgegamGaNYUoVMle1OLy586tBcFj/Qt50bxUbT50DSc4NhW5Rj2LiQqc1HvY+dW3f4KGFFJ9cNw+SlnvPQjwuftjIqX0R8FwwACOAGAfcTlH28ReXYZkFzDXzeuLCxQVCP3iMKUq2vGbkuHgadeh9Bx1T/kpaBJhsmREFPioR4uAiaV5EQGRWKhHi46ifFwnI7Csvs9aQmpGVz3/CpgYEZGJxGdajOaap90G3RzpXvmuiepOfCp06u9WiN8CnfklQ5ns1bWeZbm1am45a9+BanSujRYlbPeehvrH0UG37ORADwq2PkGgsXMjUL6tawTu7ibXxYFOqO2XzrUwMfMuXDqqJ6H52ucl3QUSfvlsRi1KONjwkXS6zIuVyGHhZ/V2eJEJehJ0VCGlFqair69u0LX19fBAcHY+zYsTh27JgqTUVFBRITE9G6dWv4+Pjg/vvvx/nz51VpcnJycPfdd8NisSA4OBhz586Fw6HuVtOYIqr6KlIIlXg6KhQJaUS7du1CYmIi9uzZg6+++gp2ux0jR45EaanSiOqpp57CZ599hg0bNmDXrl04e/Ys7rvvPvl1p9OJu+++GzabDbt378bq1auRnp6O+fPnN1m+I1t7AwCyL5fWk5KQls1tw6eE3Ii2bNmiWk9PT0dwcDCysrIwePBgFBYWYtWqVVi7di2GDRsGAEhLS0O3bt2wZ88eDBgwANu2bcORI0ewfft2hISEoHfv3li4cCH++te/YsGCBTAajbWd+rrQwOCEVHLfQtEgAQYJklH9MKuqU/Ti6wq5RIJ6H74bB5+u5mg5tR9bNROGj3ofh3fts2EYuW4YPiZ1nWIrk/LF46/jRrTR1CmqR7FRzmMWlLfNoKlTFLluGEZVtwt1PSA/wg0/UbGXTsm3SaeZwNhQefOcBqpTvFqFhYUAgMDAQABAVlYW7HY7RowYIafp2rUrIiIikJmZiQEDBiAzMxM9evRASEiInCYhIQEzZ87Ezz//jFtuuaXGeaxWK6xWpdtOUVFRg/JJfRUJqUThU0Kq8CHOxiBJEubMmYPbbrsN3bt3BwDk5ubCaDQiICBAlTYkJAS5ublyGr5ArH69+rXapKamwt/fX/4LDw9vUF6rZ8ugyYaJp6NCkZAqISEhmD59Or777rtGOV5iYiIOHz6Mjz76qFGOdyXz5s1DYWGh/HfmzJkG7V/9pHi2oBx2mkKKeDC3DZ+KBidEoxOSSdPlgOv2IDq4sKjEdZXQFPX8wOF8FPGKg42buVCqd+3nBzTdMMxKbNZk4sKnRqtqH1+9Ehb11SnL3qI6nZmL9fIj1/AhUz3U94ePDxsYv49momOBC5OKtS976dV91kyGynWnoWX2ZVuzZg3S09MxbNgwREVFYfr06XjkkUcQFhbW4GMlJSVh8+bN+Oabb9C+fXt5e2hoKGw2GwoKClRPi+fPn0doaKicZt++farjVbdOrU6jZTKZYDKZan3tagT7mmDSi7A6JJwtKJcb3hDiaehJkZAqY8eOxaZNm/DHH3/giSeewNq1axEZGYnRo0dj48aNV9UlgjGGpKQkfPLJJ/j6668RHR2tej02NhYGgwE7duyQtx07dgw5OTmIi4sDAMTFxeGnn35CXl6enOarr76Cn58fYmJiGulq1QRBkJ8WKYRKPBkVioRoBAUFITk5GT/++COWLFmC7du3Y/z48QgLC8P8+fNRVlZ3oZGYmIg1a9Zg7dq18PX1RW5uLnJzc1FeXtmgyt/fHzNmzEBycjIyMjKQlZWFadOmIS4uDgMGDAAAjBw5EjExMfjTn/6EQ4cOYevWrXjhhReQmJh4XU+D9aHGNoS4cfhUb6wMn9rM6rCf08aFQrnwKT+KDdOMVCNyg4oLXOtMphlMm6nCp8qyw6v2ZQBgJq6Fp4kbdcaohBgtenXrU76Fp4ULmWrnPORDnjooeRW53zI6TUtb/j6I3PEMqDt8ahaU/PnolfzUyLeh8ngOfdN1IncH58+fl/sGZmdnY/z48ZgxYwZ+//13LFq0CHv27MG2bdtq3Xf58uUAgCFDhqi2p6WlYerUqQCAN998E6Io4v7774fVakVCQgKWLVsmp9XpdNi8eTNmzpyJuLg4eHt7Y8qUKXjppZea5HqrVY+BSt0yiCdz20KRkOa2ceNGpKWlYevWrYiJicGsWbPw8MMPq+r+Bg4ciG7dutV5DMbqn0HEbDZj6dKlWLp0aZ1pIiMj8cUXXzQo/9eLwqeEUKFIiGzatGmYNGkSvv/+e/Tt27fWNGFhYXj++eebOWfNg8KnhLhxoWgyOaAz2eEwa1qf2vmO+Hz4U1nWtirlxrtWtVJl6uipOnzKDRriNHMd9E2a5upGZV1v4Abg5uYiNGs6wZu5Fp58yFQ756GOi4WKXJhUhCbjdeBDrgbNLvy5+PxYRCVk6q0Jn3obKtcdBvX2luLcuXOwWCxXTOPl5YWUlJRmylHziuTCp4wxCMLV/T8jpCVx20KRkObmcDhqHQlGEASYTKYmGV7NnbRvVVkoFlsdyC+zI9C7ZV8vIbWh1qeEVAkICECrVq1q/AUEBMDLywuRkZFISUmBJLXMzu1mgw4hfpWtWymESjwVPSkSUiU9PR3PP/88pk6din79+gEA9u3bh9WrV+OFF17AhQsX8Prrr8NkMuG5555zcW6bRmSgN84XVc6r2Ds8wNXZIaTZuW2haDHaoDMJsNrUWbTalTpGJ1+nyFUk1qhTtNc1cLg6HeOqLyVucmN+mWkmPRa5ekS9nhtNRsdP4quuKxS1syDXwcllUOJaNUrc4OCa8WxUXTRE7kZo0/Gj5fAj6fB1in76ctU+vsbK/ih2e8usU1y9ejXeeOMNTJw4Ud52zz33oEePHli5ciV27NiBiIgIvPzyyy22UAwPtGDf6cvIuURTSBHPROFTQqrs3r271hkobrnlFmRmZgIAbr/9duTk5DR31poNtUAlno4KRUKqhIeHY9WqVTW2r1q1Sp514tKlS2jVqlVzZ63ZVLdApUKReCq3DZ96G23QGwWUaVr88V00nNyINk4+IqkZ5YXpuEG71ZFMTTpumbszkoEfJkYd+hT4Y3PbRS7E6dT0/ZD4sCj3u8TONN1PuP3sXMhV4kan0R6bp+Oa1Os0zev5EW740W18ufkd+dFtAMDXULlu07fM8Onrr7+OCRMm4Msvv5T7KR44cABHjx7Fxx9/DADYv38/HnjgAVdms0lVTzacQx34iYdy20KRkOY2ZswYHDt2DCtXrsSxY8cAAKNGjcKmTZsQFRUFAJg5c6YLc9j0qp8UzxVVwOpwwqTX1kYT0rJRoUgIALvdjjvvvBMrVqxAamqqq7PjMq29jbAYdSizOfF7fjk6Bvm4OkuENCu3LRQtejsMegEWkzpUZ3cov1wrzFyLU4kPpWpaiHKhQz6yqg088pFIPuSqqnm9ykE+HJLILat/bVdIhtqXmUGVzsqFU23MzqXjBh7XDgheB20qo1B7+JQfoNyHm+sRALx1le+FQdfy5lM0GAz48ccfXZ0Nl6ueQupobjFyLpdRoUg8DjW0IaTKww8/XGtDG09T3QKVZssgnshtnxQJaW4OhwPvvvsutm/fjtjYWHh7q2efX7JkiYty1rxotgziydy2UPQxWGEwMBQb1JOqVhiUEKNdr2TfYVDCgUwzChdjdcQ/NX3oVeHTusKk2n34sC0XMrU7uTCvU32by53KNRRLysSNpZL6Wku5iSAtXMjUyPh5FtWhTIPAtc5lfCd/zRyT3IWYuUHJ1aFUzYDgVa1R9fqWFz4FgMOHD6NPnz4AgOPHj6te86TBsSOoWwbxYG5bKBLS3DIyMlydBbdA4VPiyahOkRCNEydOYOvWrSgvr+yzeTUTB7ck/Kg2nnbthFChSEiVS5cuYfjw4ejcuTPuuusunDt3DgAwY8YMPP300y7OXfNp18oLggCU2Zy4WNIyB2ogpC5uGz41i3YYdQJMmgl6Ddyg2zpu2annumfYNSPacKPQqHowONX1RAL/o5irl2R8Okm9D3Nw9YjcYOXlduXWljnUo/IUO5R6xBKnslzgVDfs8BOVLhHeXF0fX+/Hj0yjJV7hNw8/6bChju4Z/EDhgFLHqBNbZp3iU089BYPBgJycHHTr1k3e/sADDyA5ORlvvPGGC3PXfEx6HcL8vfBHQTlyLpchyNdU/06EtBD0pEhIlW3btmHRokVo3769avtNN92E7OxsF+XKNcIDK2dEyblMs2UQz0KFIiFVSktLYbFYamy/fPkyTCbPelqS6xUvldeTkpCWxW3DpybRCaPogFEzFyE/T6FOp4T9BC5EygRt44A6umFIdaZS9cnguy9Imqb5jIvHOnRcNwy90p2iRNOtpFCvhEzz9cqXsHYEmQJReY0facYk8XM1XiF8WuM+1E7HXZ+RGzHdoBk93VwdNm2h4dNBgwbhvffew8KFCwFUdsOQJAmLFy/G0KFDXZy75hXZujKUT90yiKdx20KRkOa2ePFiDB8+HAcOHIDNZsMzzzyDn3/+GZcvX8b333/v6uw1K3m2DAqfEg9D4VNCqnTv3h3Hjx/H7bffjnvvvRelpaW47777cPDgQXTs2NHV2WtWkTTZMPFQbvukqBed0Isi9JrwaZ0DzVxhOBqBazEqcC1JRe3cilwkkj8C09V9bD54KYnK7bRyA4oX69QhTpOeG9CbGx3GR6eZv5BrfcqHT/kWokam3kfHhUz5aSCdmqF4+CHK+fCwgRvdhl+uXK+8YU6h7pDtjc7f3x/PP/+8q7PhctV1iueLrKiwO2E20BRSxDM0qFBMTU3Fxo0bcfToUXh5eWHgwIFYtGgRunTpIqepqKjA008/jY8++ghWqxUJCQlYtmwZQkJCGj3zhDS2goIC7Nu3D3l5eZAkdeH/yCOPuChXzS/AYoCvSY9iqwNnLpfhphBfV2eJkGbRoEJx165dSExMRN++feFwOPDcc89h5MiROHLkiDx48lNPPYXPP/8cGzZsgL+/P5KSknDfffd5XJ0MufF89tlnmDx5MkpKSuDn56ca71QQBI8qFAVBQERrC34+W4QcKhSJB2lQobhlyxbVenp6OoKDg5GVlYXBgwejsLAQq1atwtq1azFs2DAAQFpaGrp164Y9e/ZgwIABjZdzQhrZ008/jenTp+OVV16ptWuGp4kIrCwUabYM4kmuq06xsLAQABAYGAgAyMrKgt1ux4gRI+Q0Xbt2RUREBDIzM2stFK1WK6xWpV6sqKjoiufka8ZU9Yh11BsCgGDn6hG53gSiXZOOr2PkTsTN9QvBqa6bE7iZMfjdnYJya8s13SaKuC4ZXlydordePaINX8foy3XX8JP4kW409X6MywV3edoWVdrq1NrotFOCtHB//PEHZs+eTQVilQhqbEM80DW3PpUkCXPmzMFtt92G7t27AwByc3NhNBoREBCgShsSEoLc3Nxaj5Oamgp/f3/5Lzw8/FqzRMh1SUhIwIEDB1ydDbdRPYUUzZZBPMk1PykmJibi8OHD+O67764rA/PmzUNycrK8XlRURAUjcYm7774bc+fOxZEjR9CjRw8YuLk7AWDMmDEuyplryJMNU6FIPMg1FYpJSUnYvHkzvvnmG9U4kaGhobDZbCgoKFA9LZ4/fx6hoaG1HstkMtU6hJbEBEhMgENSNwXnJ+91OGofBFwbFuVDpjpr7aFUAOAjkfxgMPwcxZLm2BIfveQS8hFcu0795VqqV8KpRQYllOpj8FKlK+TWC5xKSM9XVIbesmgG7TZwExDzXS20DeqvplOFs84OMC3To48+CgB46aWXarwmCAKczqsJOrcc/LyKksQgip71/4F4pgaFTxljSEpKwieffIKvv/4a0dHRqtdjY2NhMBiwY8cOeduxY8eQk5ODuLi4xskxIU1EkqQ6/zytQASAsAAv6EQBVoeECyXW+ncgpAVoUKGYmJiINWvWYO3atfD19UVubi5yc3PlyVj9/f0xY8YMJCcnIyMjA1lZWZg2bRri4uKo5SlxW3fddZfcaAwAXn31VRQUFMjrly5dQkxMjAty5loGnYiwgMpIBrVAJZ6iQeHT5cuXAwCGDBmi2p6WloapU6cCAN58802Iooj7779f1Xm/oaySDkzSw6YNnzqUdSe3DL6FqVUd5tFVCNwyt13z41e08zFT7gW+katBfWynKnzKvVbHQOEAYOXqqoq5wcKLjGZVugIufBrItVgt0yn7lEnq0DPfGtWO2luiAgDfiFbiXrQz5b+ExNS/mexVzXDtrGWNaLN161ZVC+hXXnkFEydOlKsAHA4Hjh075qLcuVZEoAVnLlfOq9gvOtDV2SGkyTWoUGSs/ib6ZrMZS5cuxdKlS685U4Q0J+3/66v5f+4pIgK98T0uUbcM4jFoQHBCSJ2UeRVptgziGdx2QPAKyQCn04Byh7rlpo0LmUpWZVm0KuU7Hy4FAD03T6qe+8Grq9AMks21RhUkfn5G5XiSQdN531HHXI3cPkyv/u3hNHAd+43cvIs2dSi0mAun8sulXMi0gqnvTwU30oCBH7hb8/TDB0DtXJjUxu1f49hS5bq1ZUVPIQiCaki36m0EiGxNHfiJZ3HbQpGQ5sIYw9SpU+WuQRUVFXjiiSfk8Xz5+kZPo4xqU15PSkJaBioUicebMmWKav3hhx+ukcaTBgPnVU82fLHEilKrA94m+sogLRv9DyceLy0tzdVZcFv+XgYEWAwoKLPjTH4Zuob6uTpLhDQpty0UyxxGGBxGlNs1dYpWbr2OekS9JtLD1yMaShmXTlunqKzXXaeoGS2njlFwINa9j2RS8m23cfWLmmstcxiV15zKa2VXqFO0c3WCdtXg4OqKQCfXfcTGtbeyc2PfVNchKuetzI9Vovo2TxIRaEFBWSFyLlGhSFo+an1KCLmicJotg3gQKhQJIVcUSYUi8SBuGz4tdxhgdxhRZlOH8BxcNwxduVKm68u48Knms2soUeKaxlKJS6cOKYo2ZV3Vm4EfENyo/h0hOLlByblRbCTuzuqMmlFwuBF3nDYuXGlXvx0VTi60Kimh1Apu1Bm+CwUA2MCHT+v+zcO/xodg+e4e2tFySh2V6zYH/ZbyJDSvIvEk9O1GCLkipQM/FYqk5aNCkRByRdWTDf+eXw6nREPgkZbNbcOnJTYT9AYTKirU4VNUcOFTfqBvftSaUvUHlw+ZGoqdXDqHKp1oU15TtT7lW5Jq+2lxoUym49Ip0U44vbTzO3LhU27Z4dAMfs4Nhm7lQql2LjbLD+Bdua7sY+PCudB8l/EtTvlWpvxysVM9QHlRVfjU7qTWp56krb8X9KIAm1NCblEF2gV41b8TITcoelIkhFyRThTQvlVlQUghVNLSUaFICKlXROvKIe/OUGMb0sJRoUgIqVdEYOWTYvZlmi2DtGxuW6dYZjdAZzPAYVVnUeS6Yei4bhj8SDVGTZ2ioYSvU1SmwtCV2lTpBBtXx8g3KNAp5xScmikiVN01uImOua4Woh0qAr/OjQ4jaUaKcUpcFw9uImB+mR+ZpnKd24ef/UJTDch3w+CXiyWlvqjEqe6SUWKvqlO0U52ip4kMrHxSpIHBSUtHT4qEkHrRqDbEU1ChSAipF002TDyF24ZPy60G6HRGsAp1NwV9HQN/qwb9LlGHOFUh0yJlbjyxrEJ9UhsX1+Qn5eUmBdb+imAGrosIF+pVDS7u0Exgy4VJ+WWmCZ9KrO4waV0kLodOVZhV092DWy9TjWKj9CUp1YRPi+2VXTQcFD71ONV9FfPL7CiqsMPPbKhnD0JuTPSkSAipl49Jj9belT+YFvz3Z/yeT2FU0jJRoUgIuSrjbmkHANh48A8MfX0nXtj0E3ILK+rZi5Abi9uGT+02PZx6PQSrutzWl/PhUyVEaSjjB/p2qvbhW5mKpUrMlZVpWtLZNM1EqxmVUJEgagYEN3GvOfgBxZXwpKAZTUa1fpWjZum0B7kKziv85qmr9WkZFzItsqtHtCmrmu/RYde0wCVNZunSpXjttdeQm5uLXr164e2330a/fv1ckpcXRsdgVI9QLPnqOL4/cQlr9uRg/YHf8VC/CMwa2hHBvub6D0KIm6MnRULc1Lp165CcnIyUlBT88MMP6NWrFxISEpCXl+eyPMVGBuKDPw/AR48NQL+oQNgcEtJ3n8bgxRl45YtfcKnEWv9BCHFjVCgS4qaWLFmCRx99FNOmTUNMTAxWrFgBi8WCd99919VZw4AOrbHu8QFYM6M/bokIQIVdwr+++Q2DFmdg8ZajyNf0ASbkRuG24VOnTQem00FfoS63ddwPUR1XncGHUvVl6jCoUKok5EOm2vApsykfZEHHhT/5REb1IOKCVPscjFcKi/INSZnItVIV1TvpRC4kzB1c5A5+pbAq33nfqb4K1UDi/ByKfIf9Moe6hWF51dyWTgqfNjmbzYasrCzMmzdP3iaKIkaMGIHMzEwX5kwhCAJuv6kNbuvUGjuPX8CbXx3Hj78XYtnOk3gvMxvTb4/Gw/0jYDLo6j8YIY3A16SHKF5f63i3LRQJ8WQXL16E0+lESEiIantISAiOHj1aI73VaoXVqvxiLCoqavI8VhMEAUO7BGNI5yBs/yUPS746jl/OFeEfO37FP3b82mz5IGTvc8MR4nd9ddsUPiWkBUhNTYW/v7/8Fx4e3ux5EAQBd8SE4PMnb8fyyX3QNdS32fNAyPWiJ0VC3FCbNm2g0+lw/vx51fbz588jNDS0Rvp58+YhOTlZXi8qKnJJwQgAoihgVI+2GNWjLezasYIJaUL66wydAu5cKNpEQCfWGExb5OoU9Vaubq1C6YYhlmvqFCuUukJWztUvVqhbyjEHtx9fp6jnbhPT1OHx6/z7oao31OzC1x1yr+l06i8Qo6hck4FbNnM3RQf1PiJq/xJyajJh40a0sXITC5c7lRFtyhxG1T5We+V9cNrVXV5I4zMajYiNjcWOHTswduxYAIAkSdixYweSkpJqpDeZTDCZTDW2u5pBR8EocmNx30KREA+XnJyMKVOm4NZbb0W/fv3w1ltvobS0FNOmTXN11ghpsdyuUGRVT15SRUXVv+osOq3ceJ5cK0gH95Snc6qfAEVJWWdMeWqUmPqJknHrAuNae3L7CJL62BL3ZOVwKE9fDu5pyqkZgECqUJ4UpXIunWYsVodROZdNVPJQ4VRawJYZ1E9tJu6J0i4oyzbNA26ZpLxWYVeOZ+Oesh2l6mt1lllV/zLtUzNpVA888AAuXLiA+fPnIzc3F71798aWLVtqNL6pTfV705wNbghxZ9Wfhfq+twTmZt9sv//+u8vqQkjDnDlzBu3bt3d1Nkgt6HNESO3q+95yu0JRkiScPXsWjDFERETgzJkz8PPzc3W2XKK6sYS73QPGGIqLixEWFgZRpDojd1T9OfL19YUg1N74wF3/fzUVT7peT7pW4Oqu92q/t9wufCqKItq3by8/6vr5+XnEm3ol7ngP/P39XZ0FcgXVn6Or4Y7/v5qSJ12vJ10rUP/1Xs33Fv3MJ4QQQqpQoUgIIYRUcdtC0WQyISUlxS37XjUXugekKXna/y9Pul5Pulagca/X7RraEEIIIa7itk+KhBBCSHOjQpEQQgipQoUiIYQQUsUtC8WlS5ciKioKZrMZ/fv3x759+1ydpSaTmpqKvn37wtfXF8HBwRg7diyOHTumSlNRUYHExES0bt0aPj4+uP/++2vMnkBIQ3nK52zBggUQBEH117VrV1dnq1F88803uOeeexAWFgZBELBp0ybV64wxzJ8/H23btoWXlxdGjBiBX3+9cee4rO96p06dWuO9vvPOOxt0DrcrFNetW4fk5GSkpKTghx9+QK9evZCQkIC8vDxXZ61J7Nq1C4mJidizZw+++uor2O12jBw5EqWlpXKap556Cp999hk2bNiAXbt24ezZs7jvvvtcmGtyo/O0z9nNN9+Mc+fOyX/fffedq7PUKEpLS9GrVy8sXbq01tcXL16Mf/zjH1ixYgX27t0Lb29vJCQkoKKiotb07q6+6wWAO++8U/Vef/jhhw07CXMz/fr1Y4mJifK60+lkYWFhLDU11YW5aj55eXkMANu1axdjjLGCggJmMBjYhg0b5DS//PILA8AyMzNdlU1yg/Okz1lKSgrr1auXq7PR5ACwTz75RF6XJImFhoay1157Td5WUFDATCYT+/DDD12Qw8alvV7GGJsyZQq79957r+u4bvWkaLPZkJWVhREjRsjbRFHEiBEjkJmZ6cKcNZ/CwkIAQGBgIAAgKysLdrtddU+6du2KiIgIj7knpHF54ufs119/RVhYGDp06IDJkycjJyfH1VlqcqdOnUJubq7qffb390f//v1b7PsMADt37kRwcDC6dOmCmTNn4tKlSw3a360KxYsXL8LpdNaYGickJAS5ubkuylXzkSQJc+bMwW233Ybu3bsDAHJzc2E0GhEQEKBK6yn3hDQ+T/uc9e/fH+np6diyZQuWL1+OU6dOYdCgQSguLnZ11ppU9XvpKe8zUBk6fe+997Bjxw4sWrQIu3btwqhRo+B0Xv3E6G43ILgnS0xMxOHDh1tMfQch7mDUqFHycs+ePdG/f39ERkZi/fr1mDFjhgtzRhrbpEmT5OUePXqgZ8+e6NixI3bu3Inhw4df1THc6kmxTZs20Ol0NVpWnj9/HqGhoS7KVfNISkrC5s2bkZGRoZrdIDQ0FDabDQUFBar0nnBPSNPw5M8ZAAQEBKBz5844ceKEq7PSpKrfS099nwGgQ4cOaNOmTYPea7cqFI1GI2JjY7Fjxw55myRJ2LFjB+Li4lyYs6bDGENSUhI++eQTfP3114iOjla9HhsbC4PBoLonx44dQ05OTou9J6RpeeLnjFdSUoKTJ0+ibdu2rs5Kk4qOjkZoaKjqfS4qKsLevXs94n0GKifbvnTpUsPe6+tqptMEPvroI2YymVh6ejo7cuQIe+yxx1hAQADLzc11ddaaxMyZM5m/vz/buXMnO3funPxXVlYmp3niiSdYREQE+/rrr9mBAwdYXFwci4uLc2GuyY3Okz5nTz/9NNu5cyc7deoU+/7779mIESNYmzZtWF5enquzdt2Ki4vZwYMH2cGDBxkAtmTJEnbw4EGWnZ3NGGPs1VdfZQEBAey///0v+/HHH9m9997LoqOjWXl5uYtzfm2udL3FxcXsL3/5C8vMzGSnTp1i27dvZ3369GE33XQTq6iouOpzuF2hyBhjb7/9NouIiGBGo5H169eP7dmzx9VZajIAav1LS0uT05SXl7NZs2axVq1aMYvFwsaNG8fOnTvnukyTFsFTPmcPPPAAa9u2LTMajaxdu3bsgQceYCdOnHB1thpFRkZGrd8fU6ZMYYxVdsv429/+xkJCQpjJZGLDhw9nx44dc22mr8OVrresrIyNHDmSBQUFMYPBwCIjI9mjjz7a4B96NEsGIYQQUsWt6hQJIYQQV6JCkRBCCKlChSIhhBBShQpFQgghpAoVioQQQkgVKhQJIYSQKlQoEkIIIVWoUCSEEEKqUKFICCE3sAULFqB3796uzkaLQYUiIeSGsWLFCvj6+sLhcMjbSkpKYDAYMGTIEFXanTt3QhAEnDx5splzSW5kVCgSQm4YQ4cORUlJCQ4cOCBv+/bbbxEaGoq9e/eioqJC3p6RkYGIiAh07NjRFVm94dntdldnwSWoUCSE3DC6dOmCtm3bYufOnfK2nTt34t5770V0dDT27Nmj2j506FC8//77uPXWW+Hr64vQ0FA89NBDyMvLA1A5ZVb79u2xfPly1XkOHjwIURSRnZ0NACgoKMCf//xnBAUFwc/PD8OGDcOhQ4fk9NUhzPfffx9RUVHw9/fHpEmTUFxcLKeJiorCW2+9pTpP7969sWDBAnldEASsXLkSo0ePhsViQbdu3ZCZmYkTJ05gyJAh8Pb2xsCBA2t9+l25ciXCw8NhsVgwceJEFBYWql7/97//jW7dusFsNqNr165YtmyZ/Nrp06chCALWrVuH+Ph4mM1mfPDBB/W8Gy0TFYqEkBvK0KFDkZGRIa9nZGRgyJAhiI+Pl7eXl5dj7969GDp0KOx2OxYuXIhDhw5h06ZNOH36NKZOnQoAEEURDz74INauXas6xwcffIDbbrsNkZGRAIAJEyYgLy8PX375JbKystCnTx8MHz4cly9flvc5efIkNm3ahM2bN2Pz5s3YtWsXXn311QZf38KFC/HII4/gf//7H7p27YqHHnoIjz/+OObNm4cDBw7Ic7DyTpw4gfXr1+Ozzz7Dli1bcPDgQcyaNUt1PfPnz8fLL7+MX375Ba+88gr+9re/YfXq1arjPPvss/h//+//4ZdffkFCQkKD894iNMX0HoQQ0lTeeecd5u3tzex2OysqKmJ6vZ7l5eWxtWvXssGDBzPGGNuxYwcDIM8ryNu/fz8DwIqLixljjB08eJAJgiCndTqdrF27dmz58uWMMca+/fZb5ufnV2NOvo4dO7KVK1cyxhhLSUlhFouFFRUVya/PnTuX9e/fX16PjIxkb775puoYvXr1YikpKfI6APbCCy/I65mZmQwAW7Vqlbztww8/ZGazWV5PSUlhOp2O/f777/K2L7/8komiKE8x17FjR7Z27VrVuRcuXCjPy3rq1CkGgL311ls17penoSdFQsgNZciQISgtLcX+/fvx7bffonPnzggKCkJ8fLxcr7hz50506NABERERyMrKwj333IOIiAj4+voiPj4eAJCTkwOgMoTZrVs3+Wlx165dyMvLw4QJEwAAhw4dQklJCVq3bg0fHx/579SpU6owZlRUFHx9feX1tm3bymHahujZs6e8HBISAgDo0aOHaltFRQWKiorkbREREWjXrp28HhcXB0mScOzYMZSWluLkyZOYMWOGKv9///vfa4Rhb7311gbnt6XRuzoDhBDSEJ06dUL79u2RkZGB/Px8uZALCwtDeHg4du/ejYyMDAwbNgylpaVISEhAQkICPvjgAwQFBSEnJwcJCQmw2WzyMSdPnoy1a9fi2Wefxdq1a3HnnXeidevWACpbt2rrMasFBATIywaDQfWaIAiQJEleF0URTDN9bW2NWfjjCIJQ5zb+2FdSUlICAHjnnXfQv39/1Ws6nU617u3tfVXHbMmoUCSE3HCGDh2KnTt3Ij8/H3PnzpW3Dx48GF9++SX27duHmTNn4ujRo7h06RJeffVVhIeHA4Cq5Wq1hx56CC+88AKysrLw8ccfY8WKFfJrffr0QW5uLvR6PaKioq45z0FBQTh37py8XlRUhFOnTl3z8Xg5OTk4e/YswsLCAAB79uyBKIro0qULQkJCEBYWht9++w2TJ09ulPO1ZFQoEkJuOEOHDkViYiLsdrv8pAgA8fHxSEpKgs1mw9ChQ6HX62E0GvH222/jiSeewOHDh7Fw4cIax4uKisLAgQMxY8YMOJ1OjBkzRn5txIgRiIuLw9ixY7F48WJ07twZZ8+exeeff45x48Zddchx2LBhSE9Pxz333IOAgADMnz+/xpPatTKbzZgyZQpef/11FBUVYfbs2Zg4cSJCQ0MBAC+++CJmz54Nf39/3HnnnbBarThw4ADy8/ORnJzcKHloKahOkRBywxk6dCjKy8vRqVMnud4NqCwUi4uL5a4bQUFBSE9Px4YNGxATE4NXX30Vr7/+eq3HnDx5Mg4dOoRx48bBy8tL3i4IAr744gsMHjwY06ZNQ+fOnTFp0iRkZ2erzl2fefPmIT4+HqNHj8bdd9+NsWPHNlofyk6dOuG+++7DXXfdhZEjR6Jnz56qLhd//vOf8e9//xtpaWno0aMH4uPjkZ6ejujo6EY5f0siMG2QmxBCCPFQ9KRICCGEVKFCkRBCCKlChSIhhBBShQpFQgghpAoVioQQQkgVKhQJIYSQKlQoEkIIIVWoUCSEEEKqUKFICCGEVKFCkRBCCKlChSIhhBBShQpFQgghpMr/B8lbJnlbnoS+AAAAAElFTkSuQmCC",
-      "text/plain": [
-       "<Figure size 500x200 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 500x200 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# Show image\n",
-    "ground_truth = model_input\n",
-    "show_img_and_power_spectrum(ground_truth[0, 0, :, :].cpu())\n",
-    "\n",
-    "low_freq_limit = 2\n",
-    "# show filter\n",
-    "low_pass_filter = get_2d_low_pass_filter(\n",
-    "    low_freq_limit, filter_initializer_img.shape[-1]\n",
-    ")\n",
-    "plt.imshow(low_pass_filter[0])\n",
-    "plt.show()\n",
-    "low_pass_filter = torch.tensor(low_pass_filter, device=device)\n",
-    "\n",
-    "# Filter batch\n",
-    "filtered_batch = filter_batch(low_pass_filter, ground_truth.to(device))\n",
-    "show_img_and_power_spectrum(filtered_batch[0, 0, :, :].cpu())\n",
-    "\n",
-    "# show diff from original and filtered\n",
-    "show_img_and_power_spectrum(\n",
-    "    ground_truth[0, 0, :, :].cpu() - filtered_batch[0, 0, :, :].cpu()\n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 14,
-   "id": "31ff5a59-9469-4870-bc91-0b1f1312faf9",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/tmp/ipykernel_486906/1972661804.py:8: UserWarning: To copy construct from a tensor, it is recommended to use sourceTensor.detach().clone() or sourceTensor.detach().clone().requires_grad_(True), rather than torch.tensor(sourceTensor).\n",
-      "  spectrum = get_energy_curve(torch.tensor(image).unsqueeze(dim=0))\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 500x200 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 500x200 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 500x200 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# Regular spectrum\n",
-    "med_img = med_res_batch['y'][0].squeeze()\n",
-    "high_img = high_res_batch['y'][0].squeeze()\n",
-    "show_img_and_power_spectrum(med_img)\n",
-    "\n",
-    "# upsampled spectrum\n",
-    "upsample_med_batch = f.interpolate(\n",
-    "    med_res_batch['y'], size=(128, 128), mode='bicubic', antialias=True\n",
-    ")\n",
-    "upsample_med_img = upsample_med_batch[0].squeeze()\n",
-    "show_img_and_power_spectrum(upsample_med_img)\n",
-    "\n",
-    "# downsampled spectrum\n",
-    "downsample_med_batch = f.interpolate(\n",
-    "    med_res_batch['y'], size=(16, 16), mode='bicubic', antialias=True\n",
-    ")\n",
-    "downsample_med_img = downsample_med_batch[0].squeeze()\n",
-    "show_img_and_power_spectrum(downsample_med_img)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 15,
-   "id": "bd3532c9-f1e7-4dbc-b470-7835a4df02ac",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 300x200 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "def plot_overlaping_spectrums(images: list[np.array]):\n",
-    "    \"\"\"Take a list of images, and plot all of their spectrums at once.\"\"\"\n",
-    "    fig, axs = plt.subplots(1, 1, figsize=(3, 2))\n",
-    "    axs.set_title('spectrum')\n",
-    "    axs.set_ylabel('Energy')\n",
-    "    axs.set_xlabel('Wavenumber')\n",
-    "\n",
-    "    for _idx, image in enumerate(images):\n",
-    "        spectrum = get_energy_curve(image.unsqueeze(dim=0))\n",
-    "        axs.plot(spectrum, label=_idx)\n",
-    "\n",
-    "    plt.show()\n",
-    "\n",
-    "\n",
-    "plot_overlaping_spectrums(\n",
-    "    [high_img, upsample_med_img, med_img, downsample_med_img]\n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 16,
-   "id": "baef3822-d592-4cb6-9f94-2c6592eeed23",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Loading test db for resolution 16 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 64 with 100 samples \n",
-      "Loading test db for resolution 128 with 100 samples \n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/utils.py:186: UserWarning: To copy construct from a tensor, it is recommended to use sourceTensor.detach().clone() or sourceTensor.detach().clone().requires_grad_(True), rather than torch.tensor(sourceTensor).\n",
-      "  low_pass_filter = torch.tensor(low_pass_filter, device=device)\n",
-      "/tmp/ipykernel_486906/219240965.py:76: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
-      "  df = pd.concat([df, pd.DataFrame([row])], ignore_index=True)\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "{'train_err': 3.6427601140642922,\n",
-       " 'avg_loss': 0.2294938871860504,\n",
-       " 'avg_lasso_loss': None,\n",
-       " 'epoch_train_time': 0.8067499429453164,\n",
-       " 'no_filter_h1': tensor(1.6076, device='cuda:0'),\n",
-       " 'no_filter_l2': tensor(0.8073, device='cuda:0'),\n",
-       " 'filter_h1': tensor(0.2472, device='cuda:0'),\n",
-       " 'filter_l2': tensor(0.1211, device='cuda:0')}"
-      ]
-     },
-     "execution_count": 16,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df = pd.DataFrame(\n",
-    "    columns=[\n",
-    "        'train_resolution',\n",
-    "        'test_resolution',\n",
-    "        'loss_type',\n",
-    "        'loss',\n",
-    "        'max_modes',\n",
-    "    ],\n",
-    ")\n",
-    "modes = {}\n",
-    "starting_mode = 2\n",
-    "for max_modes in [16]:\n",
-    "    trained_models = {}  # at different resolutions\n",
-    "    for train_resolution in [64]:\n",
-    "        # get data\n",
-    "        train_loader, test_loaders, output_encoder = load_darcy_flow_small(\n",
-    "            n_train=1000,\n",
-    "            # batch_size=16,\n",
-    "            train_resolution=train_resolution,\n",
-    "            test_resolutions=[16, 32, 64, 128],\n",
-    "            n_tests=[100, 100, 100, 100],\n",
-    "            # test_batch_sizes=[32, 32, 32, 32],\n",
-    "        )\n",
-    "\n",
-    "        filter_limit = 2\n",
-    "        test_dataloader = test_loaders[train_resolution]\n",
-    "        train_loader_filter = lowpass_filter_dataloader(\n",
-    "            train_resolution, filter_limit, train_loader, device\n",
-    "        )\n",
-    "        test_loaders_filter = {\n",
-    "            'no_filter': test_dataloader,\n",
-    "            # lowpass_filter_dataloader(\n",
-    "            #    train_resolution, train_resolution//2, test_dataloader, device\n",
-    "            # )\n",
-    "            'filter': lowpass_filter_dataloader(\n",
-    "                train_resolution, filter_limit, test_dataloader, device\n",
-    "            ),\n",
-    "        }\n",
-    "\n",
-    "        # incrementally vary modes\n",
-    "        incremental = False\n",
-    "        starting_modes = (max_modes, max_modes)\n",
-    "        if incremental:\n",
-    "            starting_modes = (2, 2)\n",
-    "\n",
-    "        # Set up model\n",
-    "        model = FNO(\n",
-    "            max_n_modes=(max_modes, max_modes),\n",
-    "            n_modes=starting_modes,\n",
-    "            hidden_channels=32,\n",
-    "            in_channels=1,\n",
-    "            out_channels=1,\n",
-    "        )\n",
-    "        model = model.to(device)\n",
-    "\n",
-    "        trained_model, end_stats = train_model(\n",
-    "            model,\n",
-    "            train_loader_filter,  # _filter,\n",
-    "            test_loaders_filter,  # _filter\n",
-    "        )\n",
-    "\n",
-    "        trained_models[train_resolution] = trained_model\n",
-    "\n",
-    "        # save stats\n",
-    "        for k, v in end_stats.items():\n",
-    "            s = k.split('_')\n",
-    "\n",
-    "            if 'h1' in s or ('l2' in s):\n",
-    "                row = {\n",
-    "                    'train_resolution': train_resolution,\n",
-    "                    'test_resolution': s[0],\n",
-    "                    'loss_type': s[-1],\n",
-    "                    'loss': v.item(),\n",
-    "                    'max_modes': max_modes,\n",
-    "                }\n",
-    "                df = pd.concat([df, pd.DataFrame([row])], ignore_index=True)\n",
-    "\n",
-    "end_stats"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 17,
-   "id": "fa037d2d-fdf8-420d-a23c-ec45cef186c0",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>train_resolution</th>\n",
-       "      <th>test_resolution</th>\n",
-       "      <th>loss_type</th>\n",
-       "      <th>loss</th>\n",
-       "      <th>max_modes</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>64</td>\n",
-       "      <td>no</td>\n",
-       "      <td>h1</td>\n",
-       "      <td>1.607637</td>\n",
-       "      <td>16</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>64</td>\n",
-       "      <td>no</td>\n",
-       "      <td>l2</td>\n",
-       "      <td>0.807270</td>\n",
-       "      <td>16</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>64</td>\n",
-       "      <td>filter</td>\n",
-       "      <td>h1</td>\n",
-       "      <td>0.247214</td>\n",
-       "      <td>16</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>64</td>\n",
-       "      <td>filter</td>\n",
-       "      <td>l2</td>\n",
-       "      <td>0.121075</td>\n",
-       "      <td>16</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "  train_resolution test_resolution loss_type      loss max_modes\n",
-       "0               64              no        h1  1.607637        16\n",
-       "1               64              no        l2  0.807270        16\n",
-       "2               64          filter        h1  0.247214        16\n",
-       "3               64          filter        l2  0.121075        16"
-      ]
-     },
-     "execution_count": 17,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 18,
-   "id": "3fb2d31d-ff7b-4105-ae0d-b3129939e5a2",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/tmp/ipykernel_486906/1972661804.py:8: UserWarning: To copy construct from a tensor, it is recommended to use sourceTensor.detach().clone() or sourceTensor.detach().clone().requires_grad_(True), rather than torch.tensor(sourceTensor).\n",
-      "  spectrum = get_energy_curve(torch.tensor(image).unsqueeze(dim=0))\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 500x200 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 500x200 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 500x200 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 500x200 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 500x200 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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rVOMxD/XLxMSE2dnZsYCAABYeHs7S0tJ0bpecnMxGjBjBbGxsmEQiYZ07d2Z79+7VyKN+1GLbtm0a6equ4ufOndNIV3cHv3//Pp+2e/du1qZNGyaRSJinpydbvHgx+/nnn7W6fT/rMY+nj60+3/Xr1z/3fSGktpWVlbE5c+awtm3bMktLS2Zubs7atm3LVq5cyecJCgpiLVu2ZOfPn2eBgYFMIpEwDw8P9sMPP2jtTy6Xs8WLF7OWLVsysVjMbG1tmb+/P5s/fz7/iJbazz//zNq3b8/nCwoKYocOHeLXZ2Vlsf79+zNLS0sGgP9sPeuzq3bw4EHWqlUrJhKJmI+PD9u4ceMzH/N4+vGWZz1y9qzPsrGr07FYq4PjOISGhuKHH37Qd1EIIQ1Yjx498ODBA1y9elXfRSEGhqa7IoQQQnSgAEkIIYToQAGSEEII0cFg70ESQggh+lRrNcgVK1bA09MTEokEAQEBOHv2bG0dihBCCKlxtRIgt2zZgrCwMERGRuLvv/9G27ZtERISotdJkQkhhJDqqJUm1oCAAHTq1Il/REOlUsHNzQ0zZ87E3Llzn7utSqVCZmYmLC0tX2goJlL7GGMoKCiAi4tLjQ1YQOoOfcaIsavqNazGR9KRy+VISEhAeHg4nyYQCNC7d2+dQ7WVlZVpDPl09+7dGhtGjdSujIwMfqZzUn9kZmbW+MDahNRHlV3DajxAPnjwAEqlUmt2bCcnJ36g7SdFR0drDB2n1hX9YAJTrfT6ykSswlfbk+HpU/pS+1Epge2rHXDrsjn+PmYBxqpfA3jjrYd4P+rZc+NVRlaogkeHVI355Ej9of69ZWRkvPDsMYTUZzKZDG5ubpVew/Q+m0d4eDjCwsL4ZXXBTWAKE67hBEhTTgVLcyGsLF++SfLduQ+ReLEEV/+yhVJRnQBZ0ZpuJjKpkXJQ81z9pP69WVlZUYAkRq2ya1iNB0h7e3sIhUJkZ2drpGdnZ8PZ2Vkrv1gshlgsruliEB1s7BWY/sVdeHi/XC2WGAeFUgUTId1jJsarxv/6RSIR/P39ceTIET5NpVLhyJEjCAwMrOnDkSqydSyHW/MydAwugKcvBUjybBcz8tA68gBe//a4votCiF7VShNrWFgYxo8fj44dO6Jz585YtmwZioqKtKazInWF4b2ITHQJyYdYqqo8OzFqFmIhCsoUoBZ0YuxqJUC++eabuH//PiIiIpCVlYV27dph//79Wh13jIlKyeHwdlv4tBOj24C8F774qFQc4nbbIPGCFKwKsc61WSk695LBy68UEnMKjqRyduYVtzxkpQqUK1UwpWZWYqRqrZPOjBkzMGPGjNrafb2jVHDYvsoRbQIL0bV/Pjiu+o+fMhWgKOewc609Ei+YPzMfJ2B8AH6lTclL9VglxsfazBQcBzAG5BWXw8GS+ggQ46T3Xqyk6mJ32WL3enuk35I8N9+o6Tl49XUZAMDKTlEXRSMNiFDAwcbMFLnF5XhUJKcASYwWBch6QF4mQEaSGIkXpbiR8Oyao9RCCRevMvh2KEaLTkV1WELS0Niai/gASYixogBZD9y/a4qPRzZDcaHwufl8OhRjwYY7ENJvlbykRuYi3LlfhNxiCpDEeNGltB5grOLeo0qpu2eP0JRh4PgH8G1fDBMRo96H5KXZSkUAgIdUgyRGjAJkHVOpAHkJB1MxIDR58XHiOY7BVFyxvdhMhQHjHsCteVklWxFSNXbmFQEylwIkMWIUIOtY0mUpZvbzxluzsxE8NPeF9+PhU4pPfkiH0IRBwAHO7nQhIzVHHSDpHiQxZhQg61hZiQDpSRIU5D3/fuKTxGYqtO1SCHnpv8+juTYrg4d36UvVQgl5Fr4GSfcgiRGjAFkPODQux/yYFM1EDnSvkdQa9T1IqkESY0ZDZOjJsV02WB3ZBLJHVfiOwgGc4KkXBUdSi6iJlRAKkHpz+6oUp/ZbobSEfgXE8FAnHUKoiVVvRs/MRp83H8HWgUa6IYaHr0HSPUhixKj6oicW1krYNy6nTjbEINk+DpCl5SoUy+lLHDFOFCAJIVrMRUKIHs/iQfchibGiJlY92f+bHS7HWwAAfNoVY+T0HD2XiJB/cRwHO3MRsmSlyC0qh6utvktESN2jAKknyVelSL4qBQAUFwrQY3AeLG0VkNCExsRA2D4OkA+LaIQmYpyoidUAXDppgWmve+N8rJW+i0IIz87cFAANFkCMF9UgDYCiXICCPAHOHbVEWSmHbv3zIZJQTZLol515xTyQj4rK9VwSQvSDapAGZP9vjfDTFy4oKaJfC9E/O+njGiR10iFGiq7EhNSQ48ePY+DAgXBxcQHHcdi1a5fGesYYIiIi0LhxY5iZmaF3795ISkrSyPPo0SOMHTsWVlZWsLGxweTJk1FYWKiR5/Lly+jWrRskEgnc3NywZMmSWjkf9aMeNOUVMVYUIKvJzqkcTZqWQig0zucXH2aZIv22WN/FMEhFRUVo27YtVqxYoXP9kiVL8P3332P16tU4c+YMzM3NERISgtLSUj7P2LFjce3aNRw6dAh79+7F8ePH8d577/HrZTIZ+vTpAw8PDyQkJOCrr75CVFQUfvzxxxo/HxpNhxg7ugdZTW+HZaFTcAFm9X8FufdN9V2cOvfL1844+F8LADf0XRSD07dvX/Tt21fnOsYYli1bhnnz5mHw4MEAgF9++QVOTk7YtWsXRo8ejRs3bmD//v04d+4cOnbsCABYvnw5+vXrh6+//houLi7YtGkT5HI5fv75Z4hEIrRs2RIXL17E0qVLNQJpTaDRdIixowD5HO26FsC3fbFGmnfbEljZKjDk3QcoKfy3Al4oE+LAb3Yol+uulAuEDH3efASbRv+OSiIv43Dgt0awcShHt/75AACphRJiM8ProJOZIsbxPTZIumymMe0WqZqUlBRkZWWhd+/efJq1tTUCAgIQHx+P0aNHIz4+HjY2NnxwBIDevXtDIBDgzJkzGDp0KOLj49G9e3eIRCI+T0hICBYvXozc3FzY2mo/sFhWVoaysn8f1ZDJZFUqs52UapDEuFGAfI5OPQswYqruB/hHz8zWWM5KF+H4Hhso8zmolNpTbQhNGIZMfgAvvxI+rUgmxOlD1mjqV4qJc+8BhjhDBwMUCg6piRKsX+SMikJSr8bqysrKAgA4OTlppDs5OfHrsrKy4OjoqLHexMQEdnZ2Gnm8vLy09qFepytARkdHY/78+dUusy3N6EGMHFUFakgj53Is+j0Zw967X+VtJOYqRPyUikmfGWhwBFBaIsAX73li7ecu+i5KrSkqKtJ3EWpVeHg48vPz+VdGRkaVtnty0mSVyjjvuRPjRgFSBzNzJXw7FKGRU9VrSqYihmatSuDTrhi+HYogtVBWuo1QyODlVwIXT8MdqUSl5JB6U4LMVDEMNoq/JCcnJ0yaNAl//fVXrR3D2dkZAJCdrdnykJ2dza9zdnZGTo5mi4VCocCjR4808ujax5PHeJpYLIaVlZXGqyrUkyarGCArpVYDYnwoQOrg4VOKr/6bjB6D86q9bbf++fh6x200bVlSeWZiEDZu3IhHjx6hZ8+e8Pb2xqJFi5CZmVmjx/Dy8oKzszOOHDnCp8lkMpw5cwaBgYEAgMDAQOTl5SEhIYHPc/ToUahUKgQEBPB5jh8/jvLyfwPWoUOH4OPjo7N59WWITASwFFfchaFHPYgxogD5BIGAYei79zFk8gOYmjJwguo3K3ECBqEQ4J6qbCkVHLavdsCeDfZg1FplUIYMGYJdu3bh7t27mDp1KjZv3gwPDw8MGDAAO3bsgEJRtemeCgsLcfHiRVy8eBFARcecixcvIj09HRzHYfbs2fjiiy+we/duXLlyBePGjYOLiwuGDBkCAPDz88Mbb7yBKVOm4OzZszh58iRmzJiB0aNHw8Wloon7rbfegkgkwuTJk3Ht2jVs2bIF3333HcLCwmrjreHvQ1JHHWKMKEA+QSBk6Dk8F8FDc18oOD5JJFE97o1asR+VksPhbXY4vtsGjDXMpsr6zsHBAWFhYbh8+TKWLl2Kw4cPY8SIEXBxcUFERASKi4ufu/358+fRvn17tG/fHgAQFhaG9u3bIyIiAgDw8ccfY+bMmXjvvffQqVMnFBYWYv/+/ZBIJPw+Nm3aBF9fX/Tq1Qv9+vVD165dNZ5xtLa2xsGDB5GSkgJ/f398+OGHiIiIqPFHPNTsqKMOMWLUi7UWCAQMH3ydgeSrUiyY4gFFOQXE+iA7OxsbNmxATEwM0tLSMGLECEyePBn//PMPFi9ejNOnT+PgwYPP3L5Hjx5gz2ke4DgOn3/+OT7//PNn5rGzs8PmzZufW842bdrgxIkTlZ9QDXiyow4hxqZaATI6Oho7duzAzZs3YWZmhi5dumDx4sXw8fHh8/To0QNxcXEa273//vtYvXp1zZS4PuAAB5dyKBUl6BhcAKXi3wDp6VsKDvWnjVVowtAmsBAW1kokXTZDQ+yos2PHDqxfvx4HDhxAixYtMH36dLz99tuwsbHh83Tp0gV+fn76K6SeqDvq0D1IYoyqFSDj4uIQGhqKTp06QaFQ4NNPP0WfPn1w/fp1mJub8/mmTJmi8S1ZKpXWXInrEWc3OaLWp2ilP31/0pCJzVT44JsMnDlshcjxXpVvUA9NnDgRo0ePxsmTJ9GpUyedeVxcXPDZZ5/Vccn0j5/yigIkMULVCpD79+/XWI6JiYGjoyMSEhLQvXt3Pl0qlT6zy7lR4RpGfYvjgGYtS/DRsorn54pKlTj2iZ4LVYPu3btX6Zc4MzMzREZG1lGJDAdNeUWM2Ut10snPrxgezc7OTiN906ZNsLe3R6tWrRAeHl5p5wZi+BxcyvH6qEd4fdQj9Byaq+/i1CiFQgGZTKb1KigogFxu3DUnmjSZGLMX7qSjUqkwe/ZsvPbaa2jVqhWf/tZbb8HDwwMuLi64fPkyPvnkEyQmJmLHjh069/Oi40QSUlNsbGzAPafd29XVFRMmTEBkZCQEAuPq+E33IIkxe+EAGRoaiqtXr2qNPvJkd/PWrVujcePG6NWrF5KTk9GsWTOt/bzoOJGE1JSYmBh89tlnmDBhAjp37gwAOHv2LDZs2IB58+bh/v37+PrrryEWi/Hpp5/qubR1i6a8IsbshQLkjBkz+LnqXF1dn5tXPQLI7du3dQbI8PBwjYecZTIZ3NzcXqRYNYehYdw8JFWyYcMGfPPNNxg1ahSfNnDgQLRu3Rpr1qzBkSNH4O7ujoULF1KAJMSIVKu9iDGGGTNmYOfOnTh69KjWrAK6qEcVady4sc71LzpOZG1QKjisiXLB2i9cdM7IQRqmU6dO8Q/3P6l9+/aIj48HAHTt2hXp6el1XTS9UwfIgjIFyhSVjy9MSENSrQAZGhqKjRs3YvPmzbC0tERWVhaysrJQUlIx7mhycjIWLFiAhIQEpKamYvfu3Rg3bhy6d++ONm3a1MoJ1CTGOFw9Y4FrZ81pODgj4ubmhnXr1mmlr1u3jm/NePjwYY2PdVofWElMIRRUfFnMK6aerMS4VKuJddWqVQAqBgN40vr16zFhwgSIRCIcPnwYy5YtQ1FREdzc3DB8+HDMmzevxgpMSE37+uuvMXLkSOzbt49/DvL8+fO4efMmtm/fDgA4d+4c3nzzTX0WUy8EAg62UlM8KJTjUZEcTlaSyjcipIGoVoB83jBaQMU38adH0amPHuWY4n8/26NNYCGat6ZZORq6QYMGITExEWvWrEFiYiIAoG/fvti1axc8PT0BANOmTdNjCfXLVirCg0I53YckRofGYtUhO0OENVFNMCUikwJkA1deXo433ngDq1evRnR0tL6LY5DUM3rQox7E2BjXQ12EPMXU1BSXL1/WdzEMmp2UBiwnxokC5HM8zDJByg0zlJfR29SQvf322zo76ZAKdhY05RUxTtTE+hy71jng0DY7fLc3CU28yirfgNRLCoUCP//8Mw4fPgx/f3+NgfcBYOnSpXoqmWFQ1yApQBJjQwHyOVRKDiWFAuz6yQGWNhWzynfpm4/mrei+ZENy9epVdOjQAQBw69YtjXXPG4LOWNjSpMnESFGArISiXIDd6+35ZfvG5XBvXlGbFAgZTEzpgcn6LjY2Vt9FMGg0YDkxVhQgq2nTt058wOzcS4ZJn97Tc4lITbl9+zaSk5PRvXt3mJmZgTFGNUjQlFfEeNWLACmSqPBKm2IIhVXL/88dMR5lm9ZKWR7cE+HB45hoY6/A5XgLnfmatSyBuRUNzVUfPHz4EKNGjUJsbCw4jkNSUhKaNm2KyZMnw9bWFt98842+i6hX/96DpPvwxLjUiwBp71yOBb+kwMxCVaX8P4Q3wR+/2lee8SVdOGGBiye1A6RAACzemozWrxbWehnIy/vggw9gamqK9PR0+Pn58elvvvkmwsLCjD5A2qqbWIvKqVZNjIrBBsgpEXchlVQUz9xKCbGZCgJB1e739RicB0/fUo20A7/b4faVJ2eNZxg86QGklipsW+kARfmLPMrBgemI2UrGsHOtPa6dM8fIaTkQmtB9SkN28OBBHDhwQGtmmldeeQVpaWl6KpXhaPS4iVWuVKFIroSF2GAvG4TUKIP9S+/39iNYWb7Y84dtuhSiTRfN2lvSZSnupYn5ZY5j6No/H7YO5Tjwmx3KSiuCWEmR4OVn8mAcTu6zwT93xAgZ/RCmIgaOA8zMVRAIKVgamqKiIkilUq30R48eQSwW69jCuJiJhJCYClBarkJukZwCJDEaRvOXPvmzTLwdlqWRZuuggEDIsGxvEsAARTmHz9/1ROpNsxo55t07Yszq7w2OA0xFKkStT4Vb89LKNyR1qlu3bvjll1+wYMECABWPdqhUKixZsgTBwcF6Lp1hsJOKkJlfiodFcrjZaX+ZIKQhMpoAaWOveOY6J9eK7uuKcg6mopqr4SnKBcj5p6KDg4mpCudjLZGRVFEj8WpRgsYe1G3eECxZsgS9evXC+fPnIZfL8fHHH+PatWt49OgRTp48qe/iGQRb84oASQOWE2NCY6jVEUW5AKsjXTB/sifmT/bEuaP6mxiaaGrVqhVu3bqFrl27YvDgwSgqKsKwYcNw4cIFNGvWrMaOExUVBY7jNF6+vr78+tLSUoSGhqJRo0awsLDA8OHDkZ2drbGP9PR09O/fH1KpFI6OjpgzZw4Uimd/+aspdjRYADFCRlODNAz/3ts8uMUOyVfNMOnTe7BuVPsXOPJ81tbW+Oyzz2r9OC1btsThw4f5ZROTfz+CH3zwAf744w9s27YN1tbWmDFjBoYNG8bXYpVKJfr37w9nZ2ecOnUK9+7dw7hx42Bqaoovv/yyVstNAZIYIwqQepJ0WYq7KWL0HfsQAgFgaUtBUp/y8vJw9uxZ5OTkQKXS7Jo8bty4GjuOiYkJnJ2dtdLz8/Oxbt06bN68GT179gRQMRG5n58fTp8+jVdffRUHDx7E9evXcfjwYTg5OaFdu3ZYsGABPvnkE0RFRUEkEtVYOZ9mq34WkkbTIUaEAqQelRQKMO/tpgh4XYY5y9KfrGCSOrRnzx6MHTsWhYWFsLKy0njOj+O4Gg2QSUlJcHFxgUQiQWBgIKKjo+Hu7o6EhASUl5ejd+/efF5fX1+4u7sjPj4er776KuLj49G6dWs4OTnxeUJCQjBt2jRcu3YN7du313nMsrIylJX9+5C/TCardrnVNUi6B0mMCd2DfOzOdTMc3GIH2aO6+87AGIeCPBMUF1RxiCBSKz788ENMmjQJhYWFyMvLQ25uLv969OhRjR0nICAAMTEx2L9/P1atWoWUlBR069YNBQUFyMrKgkgkgo2NjcY2Tk5OyMqq6H2dlZWlERzV69XrniU6OhrW1tb8y83NrdplpyZWYoyoBskABuDMYSvELGqs79IQPbh79y5mzZql81nImtS3b1/+5zZt2iAgIAAeHh7YunUrzMxq5tEiXcLDwxEWFsYvy2SyagdJCpDEGBl9DTLnrghRE7xwcIudvotC9CQkJATnz5+v8+Pa2NjA29sbt2/fhrOzM+RyOfLy8jTyZGdn8/csnZ2dtXq1qpd13ddUE4vFsLKy0nhVF92DJMbIeGuQDLifKULKTQn+Pm4JeZnRf1cwWv3798ecOXNw/fp1tG7dGqammgPdDxo0qFaOW1hYiOTkZLzzzjvw9/eHqakpjhw5guHDhwMAEhMTkZ6ejsDAQABAYGAgFi5ciJycHDg6OgIADh06BCsrK7Ro0aJWyqjWyILuQRLjY7QBkgH4PtwVF/+ygLyMescYsylTpgAAPv/8c611HMdBqayZWVk++ugjDBw4EB4eHsjMzERkZCSEQiHGjBkDa2trTJ48GWFhYbCzs4OVlRVmzpyJwMBAvPrqqwCAPn36oEWLFnjnnXewZMkSZGVlYd68eQgNDa31IfHUNci8knIoVQxCAX1mSMNnlAHyzjUznD9miX9uiyEvpZqjsXv6sY7a8s8//2DMmDF4+PAhHBwc0LVrV5w+fRoODg4AgG+//RYCgQDDhw9HWVkZQkJCsHLlSn57oVCIvXv3Ytq0aQgMDIS5uTnGjx+vM7DXNBtpRa2aMSCvWI5GFjRGLWn4jCpAMgaolByuJ0ixbqGLvovDYwxQKDgIhQBXxRlLyMvr168ffvvtN1hbWwMAFi1ahKlTp/I9SR8+fIhu3brh+vXrNXK833///bnrJRIJVqxYgRUrVjwzj4eHB/78888aKU91mAoFsJKYQFaqQC4FSGIkjKr6lP/QBPPeboqtKxz1XRQNV06bI2xwc/x9XPfky6R2HDhwQOP5wC+//FLjsQ6FQoHExER9FM0gqYPio6JyPZeEkLrR4GuQBXlC3E2p+GDnPzDBzQtSg3vusDDfBIkXTSDLbfC/DoPCGHvuMtFkKzVFCoBHRWWV5iWkIWjwV+TLpyywcKpnxQIDaqi/BSFG599nIakGSYyDwQbIDV85w0z08sX7544YSgX1uCPa1DNqPJ1GdFP3ZM2lZyGJkTDYALlrrQNMONPKMxLyghhjmDBhAv+IRGlpKaZOnQpzc3MA0Lg/SQBHq4r3KTGrQM8lIaRuGGyAJKS2jR8/XmP57bff1spTkwOV13e9/ZywIjYZB69nQVZaDisJfYElDVu1AmRUVBTmz5+vkebj44ObN28CqPgG/uGHH+L333/XeI7r6QGWCTEE69ev13cR6pV2bjZo7miB2zmF+OPyPYzp7K7vIhFSq6r9mEfLli1x7949/vXXX3/x6z744APs2bMH27ZtQ1xcHDIzMzFs2LAaLTAhRD84jsMIf1cAwPaEf/RcGkJqX7UDpHrCV/XL3t4ewL8Tvi5duhQ9e/aEv78/1q9fj1OnTuH06dM1XvCGaN8mO/z4uQtKCg3rMRRC1Ia1bwIBBySk5SL5fqG+i0NIrap2gFRP+Nq0aVOMHTsW6enpAFDphK+kcpdOWSJ2py2NDUsMlqOVBEHeFUPj/ZdqkaSBq1aAfNkJX3UpKyuDTCbTeBFCDNfIjhVzSe74+y6UKhpcgTRc1eqkUxsTvkZHR2t1/CGEGK5efo6wkZoiS1aKv24/4GuUhDQ0LzUWa3UnfNUlPDwc+fn5/CsjI+NlilTPMVDjKjF0YhMhBretGOx/23lj/ryShu6lAqR6wtfGjRtrTPiq9vSEr7rUxGznDcWwKQ/wwTcZkFrSeHjEsI3wr2hmPXg9G/nFNPQcaZiqFSA/+ugjxMXFITU1FadOncLQoUN1TvgaGxuLhIQETJw4UWPCV6Kb2EwFR1c52nQpRKeeMpiK6L4OMWytmljB19kScoUKuy9n6rs4hNSKagVI9YSvPj4+GDVqFBo1aqQ14euAAQMwfPhwdO/eHc7OztixY0etFLwhadulEKsOJaJTMHVQIvUDPRNJjEG1OunUxISvRJuJKYOFlRKV3YBMvmqGG39L8VrffNg6KOqmcIQ8w5D2TbBo301cyshDUnYBXnGy1HeRCKlRRjVhsuFh4LiKV1X8fcISK+e54l6aGExVy0UjpBL2FmL08KmYfJxqkaQhogCpRxKpCp+sSMe4OVmV1h7VlEpgxWdNsPxTV5rGi+jdyI4Vzaw7LtxFsZxaNUjDQgFSj4QmQAv/Inj6llYpv7WdAh7epchIkiDpkhSM+vIQPQv2cYS9hRj3C8rQ77sTuJCeq+8iEVJjKEDWI72G5+K7vUlVDqiE1DaRiQCr3u6AxtYSpD4sxojV8Vh66BbKlXQPgNR/FCDrEaEJg9iM4Y2xD/HGWw8hoN8eMQCdPO2w//+6Y3A7FyhVDN8fScLwVadoMHNS79Eltp4RCBj6jX2I/u88hEBIbazEMFhLTfHd6PZYPqY9rCQmuPxPPvp/fwJLD91C+sNifRePkBdCAZIQUmMGtnXBwQ+C0O0Ve5SWq/D9kSR0/yoWw1edwq+n05BbJNd3EQmpMgqQBir3vimunjFHQR7NDUl0W7FiBTw9PSGRSBAQEICzZ8/qu0gAAGdrCTZM7IzvRrdDt1fs+fkj/7PrKjp/eRiTY85h5bHbiL2Zg3v5JWDU24wYqGoNFEDqztkjllg2xw0Lfr2Djj0K9F0cYmC2bNmCsLAwrF69GgEBAVi2bBlCQkKQmJgIR0dHfRcPAgGHwe2aYHC7JsiWlWLPpUzsvHAX1zJlOHIzB0du5vB5baSm8HW2hIedOczFJpCKhJCKhZCaCiEVm8BCbALzx/9bSh7/LDKBVCyEqZC+45PawzED+/omk8lgbW2NHhgME85U38WpVaYiFYKH5kFqoT04edotCS6csEBgiAxOrhXNUu26FiIwJL+ui6lFVqCCrfcd5OfnG/Xg8voUEBCATp064YcffgAAqFQquLm5YebMmZg7d+5zt1V/xvTx+0vKLsDhGzm4cU+Gm1kyJN8veqk5JUVCAcxEQpiLhBX/Pw6w5iITSMUmMBcJIRWZwNSEg4mAg1AgePz/4xfHgeMAAcdBwFUEdgHH8XlMhBXbCDkOQoE6X8U6jgOEj/Ort69I5x6ng88reLw9p95efVwBp/EItPqdqOyyzHEVW3EAHv8I9Z44Tvuxal174x7/8/R2uvbNWPXKpqtcT2OP96je3dP7r+pfxZN7V5cdAGzMTCEQ6D52VT8DVIPUo3K5AAe32D03T/wBa/5nhopxWyVSFXXQMWJyuRwJCQkIDw/n0wQCAXr37o34+Hit/GVlZSgrK+OX9Tkp+StOlhpD0pUplEjKLsSNezJk5ZeiuFyJ4jIFiuVKFMuVKJIrUFymREGZAkVlChQ+fskVFY+RyJUqyEtUyC+hGUWIpgv/eR225qKX2gcFyHrk8DY7nI+1wmerU9GsVYm+i0P05MGDB1AqlXByctJId3Jyws2bN7XyG/Kk5GITIVo1sUarJtaVZ36CXKFCiTqAypUolitQVFbx/9PLhWVKKJQqKFQMShV7/H/FMmOAijGoHv/PWEUepQp8HqWKQaFkUDEGpTrv4/SKbfA4/fHPj9NVqor8SlXFvpWqiv1rHxMa1SD1j5zuys+/tTm+5sU0Bg15sibGPWMnjFXU3wyr/dDwUICsR6wej6QjNqOHsEnVhYeHIywsjF+WyWRwc3PTY4lenshEAJGJANbShn0bpi7xTZtMd5CtLHCrtwXwOPj+21T6rE2ete9nBfaqlP3ffVdrFzpRgKxHXuubjynzMqs8bitpmOzt7SEUCpGdna2Rnp2dDWdnZ638YrEYYrG4ropH6ik+WGlcX6p3sXmZbV+G7rK/PAqQBqr1q4XoO/ahRpqHdykFRwKRSAR/f38cOXIEQ4YMAVDRSefIkSOYMWOGfgtHSANicAFSXVVWoLzq3ZgaILsmRejU56FWuswAnviQFVY08RpYB2ijEhYWhvHjx6Njx47o3Lkzli1bhqKiIkycOLHSbdW/N3121iFEn9R/+5Vew5iBycjIYHjchE0vw35lZGTo+8/FqC1fvpy5u7szkUjEOnfuzE6fPl2l7egzRi96Vbwqu4YZ3HOQKpUKiYmJaNGiBTIyMug5u5eg7oxR0+8jYwwFBQVwcXGBgEZMr3dUKhUyMzNhaWn5zM4QtfW3Yyga+vkBDf8cX+b8qnoNM7gmVoFAgCZNmgAArKysGuQvtq7VxvtobW1do/sjdUcgEMDV1bVKeRv6Z7Chnx/Q8M/xRc+vKtcw+vpPCCGE6EABkhBCCNHBIAOkWCxGZGQkPbv1kuh9JC+qof/tNPTzAxr+OdbF+RlcJx1CCCHEEBhkDZIQQgjRNwqQhBBCiA4UIAkhhBAdDDJArlixAp6enpBIJAgICMDZs2f1XSSDFRUVVTFB6RMvX19ffn1paSlCQ0PRqFEjWFhYYPjw4VqDXBPypIb0+Tt+/DgGDhwIFxcXcByHXbt2aaxnjCEiIgKNGzeGmZkZevfujaSkJP0U9gVER0ejU6dOsLS0hKOjI4YMGYLExESNPPX9GrBq1Sq0adOGf94xMDAQ+/bt49fX5vkZXIDcsmULwsLCEBkZib///htt27ZFSEgIcnJy9F00g9WyZUvcu3ePf/3111/8ug8++AB79uzBtm3bEBcXh8zMTAwbNkyPpSWGrKF9/oqKitC2bVusWLFC5/olS5bg+++/x+rVq3HmzBmYm5sjJCQEpaWldVzSFxMXF4fQ0FCcPn0ahw4dQnl5Ofr06YOioiI+T32/Bri6umLRokVISEjA+fPn0bNnTwwePBjXrl0DUMvn91KDQdaCzp07s9DQUH5ZqVQyFxcXFh0drcdSGa7IyEjWtm1bnevy8vKYqakp27ZtG59248YNBoDFx8fXUQlJfdKQP38A2M6dO/lllUrFnJ2d2VdffcWn5eXlMbFYzH777Tc9lPDl5eTkMAAsLi6OMdZwrwG2trbsp59+qvXzM6gapFwuR0JCAnr37s2nCQQC9O7dG/Hx8XosmWFLSkqCi4sLmjZtirFjxyI9PR0AkJCQgPLyco3309fXF+7u7vR+Ei3G9vlLSUlBVlaWxvlaW1sjICCg3p5vfn4+AMDOzg5Aw7sGKJVK/P777ygqKkJgYGCtn59BBcgHDx5AqVTCyclJI93JyQlZWVl6KpVhCwgIQExMDPbv349Vq1YhJSUF3bp1Q0FBAbKysiASiWBjY6OxDb2fRBdj+/ypz6mhnK9KpcLs2bPx2muvoVWrVgDQYK4BV65cgYWFBcRiMaZOnYqdO3eiRYsWtX5+BjdYOamevn378j+3adMGAQEB8PDwwNatW2FmZqbHkhFC6lJoaCiuXr2q0QehofDx8cHFixeRn5+P7du3Y/z48YiLi6v14xpUDdLe3h5CoVCrB1J2djacnZ31VKr6xcbGBt7e3rh9+zacnZ0hl8uRl5enkYfeT6KLsX3+1OfUEM53xowZ2Lt3L2JjYzVmamko1wCRSITmzZvD398f0dHRaNu2Lb777rtaPz+DCpAikQj+/v44cuQIn6ZSqXDkyBEEBgbqsWT1R2FhIZKTk9G4cWP4+/vD1NRU4/1MTExEeno6vZ9Ei7F9/ry8vODs7KxxvjKZDGfOnKk358sYw4wZM7Bz504cPXoUXl5eGusb6jVApVKhrKys9s/vpbv51LDff/+dicViFhMTw65fv87ee+89ZmNjw7KysvRdNIP04YcfsmPHjrGUlBR28uRJ1rt3b2Zvb89ycnIYY4xNnTqVubu7s6NHj7Lz58+zwMBAFhgYqOdSE0PV0D5/BQUF7MKFC+zChQsMAFu6dCm7cOECS0tLY4wxtmjRImZjY8P+97//scuXL7PBgwczLy8vVlJSoueSV820adOYtbU1O3bsGLt37x7/Ki4u5vPU92vA3LlzWVxcHEtJSWGXL19mc+fOZRzHsYMHDzLGavf8DC5AMsbY8uXLmbu7OxOJRKxz587s9OnT+i6SwXrzzTdZ48aNmUgkYk2aNGFvvvkmu337Nr++pKSETZ8+ndna2jKpVMqGDh3K7t27p8cSE0PXkD5/sbGxDIDWa/z48Yyxikc9/vOf/zAnJycmFotZr169WGJion4LXQ26zg0AW79+PZ+nvl8DJk2axDw8PJhIJGIODg6sV69efHBkrHbPj2bzIIQQQnQwqHuQhBBCiKGgAEkIIYToQAGSEEII0YECJCGEEKIDBUhCCCFEBwqQhBBCiA4UIAkhhBAdKEASQgghOlCAJISQBiYqKgrt2rXTdzHqPQqQhJB6bfXq1bC0tIRCoeDTCgsLYWpqih49emjkPXbsGDiOQ3Jych2XktRHFCAJIfVacHAwCgsLcf78eT7txIkTcHZ2xpkzZ1BaWsqnx8bGwt3dHc2aNdNHUeu98vJyfRehTlGAJITUaz4+PmjcuDGOHTvGpx07dgyDBw+Gl5cXTp8+rZEeHByMX3/9FR07doSlpSWcnZ3x1ltvIScnB0DFVEqurq5YtWqVxnEuXLgAgUCAtLQ0AEBeXh7effddODg4wMrKCj179sSlS5f4/Opmzl9//RWenp6wtrbG6NGjUVBQwOfx9PTEsmXLNI7Trl07REVF8cscx2HNmjUYMGAApFIp/Pz8EB8fj9u3b6NHjx4wNzdHly5ddNaK16xZAzc3N0ilUowaNQr5+fka63/66Sf4+flBIpHA19cXK1eu5NelpqaC4zhs2bIFQUFBkEgk2LRpUyW/jYaFAiQhpN4LDg5GbGwsvxwbG4sePXogKCiITy8pKcGZM2cQHByM8vJyLFiwAJcuXcKuXbuQmpqKCRMmAAAEAgHGjBmDzZs3axxj06ZNeO211+Dh4QEAGDlyJHJycrBv3z4kJCSgQ4cO6NWrFx49esRvk5ycjF27dmHv3r3Yu3cv4uLisGjRomqf34IFCzBu3DhcvHgRvr6+eOutt/D+++8jPDwc58+f5+eFfNLt27exdetW7NmzB/v378eFCxcwffp0jfOJiIjAwoULcePGDXz55Zf4z3/+gw0bNmjsZ+7cufi///s/3LhxAyEhIdUue71WI3OCEEKIHq1du5aZm5uz8vJyJpPJmImJCcvJyWGbN29m3bt3Z4wxduTIEQaAnwvySefOnWMAWEFBAWOMsQsXLjCO4/i8SqWSNWnShK1atYoxxtiJEyeYlZUVKy0t1dhPs2bN2Jo1axhjjEVGRjKpVMpkMhm/fs6cOSwgIIBf9vDwYN9++63GPtq2bcsiIyP5ZQBs3rx5/HJ8fDwDwNatW8en/fbbb0wikfDLkZGRTCgUsn/++YdP27dvHxMIBPxUUM2aNWObN2/WOPaCBQv4uRRTUlIYALZs2TKt98tYUA2SEFLv9ejRA0VFRTh37hxOnDgBb29vODg4ICgoiL8PeezYMTRt2hTu7u5ISEjAwIED4e7uDktLSwQFBQEA0tPTAVQ0c/r5+fG1yLi4OOTk5GDkyJEAgEuXLqGwsBCNGjWChYUF/0pJSdFo6vT09ISlpSW/3LhxY74ptzratGnD/+zk5AQAaN26tUZaaWkpZDIZn+bu7o4mTZrwy4GBgVCpVEhMTERRURGSk5MxefJkjfJ/8cUXWk21HTt2rHZ5GwoTfReAEEJeVvPmzeHq6orY2Fjk5ubyAc/FxQVubm44deoUYmNj0bNnTxQVFSEkJAQhISHYtGkTHBwckJ6ejpCQEMjlcn6fY8eOxebNmzF37lxs3rwZb7zxBho1agSgopfs0/c91WxsbPifTU1NNdZxHAeVSsUvCwQCsKem5NXVEebJ/XAc98y0J/f9PIWFhQCAtWvXIiAgQGOdUCjUWDY3N6/SPhsiCpCEkAYhODgYx44dQ25uLubMmcOnd+/eHfv27cPZs2cxbdo03Lx5Ew8fPsSiRYvg5uYGABo9YNXeeustzJs3DwkJCdi+fTtWr17Nr+vQoQOysrJgYmICT0/PFy6zg4MD7t27xy/LZDKkpKS88P6elJ6ejszMTLi4uAAATp8+DYFAAB8fHzg5OcHFxQV37tzB2LFja+R4DREFSEJIgxAcHIzQ0FCUl5fzNUgACAoKwowZMyCXyxEcHAwTExOIRCIsX74cU6dOxdWrV7FgwQKt/Xl6eqJLly6YPHkylEolBg0axK/r3bs3AgMDMWTIECxZsgTe3t7IzMzEH3/8gaFDh1a5WbJnz56IiYnBwIEDYWNjg4iICK0a3IuSSCQYP348vv76a8hkMsyaNQujRo2Cs7MzAGD+/PmYNWsWrK2t8cYbb6CsrAznz59Hbm4uwsLCaqQM9R3dgySENAjBwcEoKSlB8+bN+ft0QEWALCgo4B8HcXBwQExMDLZt24YWLVpg0aJF+Prrr3Xuc+zYsbh06RKGDh0KMzMzPp3jOPz555/o3r07Jk6cCG9vb4wePRppaWkax65MeHg4goKCMGDAAPTv3x9DhgypsWc0mzdvjmHDhqFfv37o06cP2rRpo/EYx7vvvouffvoJ69evR+vWrREUFISYmBh4eXnVyPEbAo493QBOCCGEEKpBEkIIIbpQgCSEEEJ0oABJCCGE6EABkhBCCNGBAiQhhBCiAwVIQgghRAcKkIQQQogOFCAJIYQQHShAEkIIITpQgCSEEEJ0oABJCCGE6EABkhBCCNHh/wH9P+iulMIVgwAAAABJRU5ErkJggg==",
-      "text/plain": [
-       "<Figure size 500x200 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# Show unfilterd train\n",
-    "unfilted_input = train_loader.dataset.x[0]\n",
-    "show_img_and_power_spectrum(unfilted_input[0].cpu())\n",
-    "\n",
-    "unfilted_ground_truth = train_loader.dataset.y[0]\n",
-    "show_img_and_power_spectrum(unfilted_ground_truth[0].cpu())\n",
-    "\n",
-    "# filtered data\n",
-    "filtered_input = train_loader_filter.dataset.x[0]\n",
-    "show_img_and_power_spectrum(filtered_input[0].cpu())\n",
-    "\n",
-    "# filtered ground truth\n",
-    "filtered_ground_truth = train_loader_filter.dataset.y[0]\n",
-    "show_img_and_power_spectrum(filtered_ground_truth[0].cpu())\n",
-    "\n",
-    "# filter test\n",
-    "filtered_input_test = test_loaders_filter['filter'].dataset.x[0]\n",
-    "show_img_and_power_spectrum(filtered_input_test[0].cpu())\n",
-    "\n",
-    "# unfilted test\n",
-    "unfiltered_input_test = test_loaders_filter['no_filter'].dataset.x[0]\n",
-    "show_img_and_power_spectrum(unfiltered_input_test[0].cpu())"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 35,
-   "id": "e0284aff-cd32-4dcf-a5aa-f811abce6d61",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 400x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "fig, ax = plt.subplots(1, 1, figsize=(4, 4), sharey='row')\n",
-    "samples = 100\n",
-    "s = train_resolution\n",
-    "model = trained_model\n",
-    "\n",
-    "dataset_pred_y = train_loader_filter.dataset[:samples]['y'].squeeze()\n",
-    "train_sp_y = spectrum_func(dataset_pred_y.reshape(samples * 1, s, s))\n",
-    "model_preds_train = get_model_preds(\n",
-    "    train_loader_filter,\n",
-    "    model,\n",
-    "    device,  # data_transform=data_transform\n",
-    ").squeeze()\n",
-    "\n",
-    "train_sp_model_pred = spectrum_func(\n",
-    "    model_preds_train[:samples].reshape(samples * 1, s, s)\n",
-    ")\n",
-    "\n",
-    "\n",
-    "# ax.plot(train_sp_y, linestyle=':', label='train_y')\n",
-    "# ax.plot(train_sp_model_pred, label='train model pred')\n",
-    "ax.plot(abs(train_sp_model_pred), label='train |model pred - label|')\n",
-    "\n",
-    "\n",
-    "for test_case in ['filter', 'no_filter']:  #'no_filter'\n",
-    "    test_loader = test_loaders_filter[test_case]\n",
-    "\n",
-    "    dataset_pred_y = test_loader.dataset[:samples]['y'].squeeze()\n",
-    "    test_sp_y = spectrum_func(dataset_pred_y.reshape(samples * 1, s, s))\n",
-    "    model_preds_train = get_model_preds(\n",
-    "        test_loader,\n",
-    "        model,\n",
-    "        device,  # data_transform=data_transform\n",
-    "    ).squeeze()\n",
-    "\n",
-    "    test_sp_model_pred = spectrum_func(\n",
-    "        model_preds_train[:samples].reshape(samples * 1, s, s)\n",
-    "    )\n",
-    "    ax.plot(\n",
-    "        abs(test_sp_model_pred - test_sp_y),\n",
-    "        label=f'Test {test_case}, |model pred - label|',\n",
-    "    )\n",
-    "    # ax.plot(test_sp_model_pred - test_sp_y,\n",
-    "    # label=f'Test {test_case}, model pred')\n",
-    "    # ax.plot(test_sp_y, label=f'Test {test_case}, y')\n",
-    "\n",
-    "plt.axvline(x=2, color='b', linestyle=':', label='filter cutoff freq')\n",
-    "plt.yscale('log')\n",
-    "fig.supxlabel('wavenumber')\n",
-    "fig.supylabel('energy')\n",
-    "leg = plt.legend(loc='best')\n",
-    "# leg.get_frame().set_alpha(0.5)\n",
-    "plt.tight_layout()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "389da9eb-120b-44a0-beb1-952f6be87df3",
-   "metadata": {
-    "jp-MarkdownHeadingCollapsed": true
-   },
-   "source": [
-    "# Playing w/ spectral conv layer"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 20,
-   "id": "20e1985f-d58b-4dbf-8b37-a94c7babb5f9",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "in_channels = 1\n",
-    "out_channels = 1\n",
-    "modes1 = 8\n",
-    "modes2 = 8"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 21,
-   "id": "5154f148-0617-4de4-9186-d2e8ba89f858",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "\"\\nclass SpectralConv2d(nn.Module):\\n    def __init__(\\n        self,\\n        in_channels,  # Number of input channels\\n        out_channels,  # Number of output channels\\n        modes1,  # Number of Fourier modes to multiply in the first dimension\\n        modes2,\\n    ):  # Number of Fourier modes to multiply in the second dimension\\n        super(SpectralConv2d, self).__init__()\\n\\n        self.in_channels = in_channels\\n        self.out_channels = out_channels\\n        self.modes1 = modes1\\n        self.modes2 = modes2\\n\\n        self.scale = 1 / (in_channels * out_channels)\\n        self.weights1 = nn.Parameter(\\n            self.scale\\n            * torch.rand(\\n                in_channels,\\n                out_channels,\\n                self.modes1,\\n                self.modes2,\\n                dtype=torch.cfloat,\\n            )\\n        )\\n        self.weights2 = nn.Parameter(\\n            self.scale\\n            * torch.rand(\\n                in_channels,\\n                out_channels,\\n                self.modes1,\\n                self.modes2,\\n                dtype=torch.cfloat,\\n            )\\n        )\\n\\n    def forward(self, x):\\n        batchsize = x.shape[0]\\n        # Compute Fourier coeffcients\\n        x_ft = torch.fft.rfft2(x)\\n\\n        # Multiply relevant Fourier modes\\n        out_ft = torch.zeros(\\n            batchsize,\\n            self.out_channels,\\n            x.size(-2),\\n            x.size(-1) // 2 + 1,\\n            dtype=torch.cfloat,\\n            device=x.device,\\n        )\\n        out_ft[:, :, : self.modes1, : self.modes2] = self.compl_mul2d(\\n            x_ft[:, :, : self.modes1, : self.modes2], self.weights1\\n        )\\n        out_ft[:, :, -self.modes1 :, : self.modes2] = self.compl_mul2d(\\n            x_ft[:, :, -self.modes1 :, : self.modes2], self.weights2\\n        )\\n\\n        # Return to physical space\\n        print(f'{out_ft.shape=}, {(x.size(-2), x.size(-1))=}')\\n        x = torch.fft.irfft2(out_ft, s=(x.size(-2), x.size(-1)))\\n        return x\\n\\n    def compl_mul2d(self, input, weights):\\n        # (batch, in_channel, x,y ), (in_channel, out_channel, x,y) \\n        # -> (batch, out_channel, x,y)\\n        print(f'{input.shape=}')\\n        return torch.einsum('bixy,ioxy->boxy', input, weights)\\n\\n\\n\\nspectral_conv = SpectralConv2d(\\n    in_channels=in_channels,\\n    out_channels=out_channels,\\n    modes1=modes1,\\n    modes2=modes2,\\n)\\nspectral_conv.forward(low_res_batch['x']).shape\\nspectral_conv.forward(high_res_batch['x']).shape\\n\""
-      ]
-     },
-     "execution_count": 21,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "\"\"\"\n",
-    "class SpectralConv2d(nn.Module):\n",
-    "    def __init__(\n",
-    "        self,\n",
-    "        in_channels,  # Number of input channels\n",
-    "        out_channels,  # Number of output channels\n",
-    "        modes1,  # Number of Fourier modes to multiply in the first dimension\n",
-    "        modes2,\n",
-    "    ):  # Number of Fourier modes to multiply in the second dimension\n",
-    "        super(SpectralConv2d, self).__init__()\n",
-    "\n",
-    "        self.in_channels = in_channels\n",
-    "        self.out_channels = out_channels\n",
-    "        self.modes1 = modes1\n",
-    "        self.modes2 = modes2\n",
-    "\n",
-    "        self.scale = 1 / (in_channels * out_channels)\n",
-    "        self.weights1 = nn.Parameter(\n",
-    "            self.scale\n",
-    "            * torch.rand(\n",
-    "                in_channels,\n",
-    "                out_channels,\n",
-    "                self.modes1,\n",
-    "                self.modes2,\n",
-    "                dtype=torch.cfloat,\n",
-    "            )\n",
-    "        )\n",
-    "        self.weights2 = nn.Parameter(\n",
-    "            self.scale\n",
-    "            * torch.rand(\n",
-    "                in_channels,\n",
-    "                out_channels,\n",
-    "                self.modes1,\n",
-    "                self.modes2,\n",
-    "                dtype=torch.cfloat,\n",
-    "            )\n",
-    "        )\n",
-    "\n",
-    "    def forward(self, x):\n",
-    "        batchsize = x.shape[0]\n",
-    "        # Compute Fourier coeffcients\n",
-    "        x_ft = torch.fft.rfft2(x)\n",
-    "\n",
-    "        # Multiply relevant Fourier modes\n",
-    "        out_ft = torch.zeros(\n",
-    "            batchsize,\n",
-    "            self.out_channels,\n",
-    "            x.size(-2),\n",
-    "            x.size(-1) // 2 + 1,\n",
-    "            dtype=torch.cfloat,\n",
-    "            device=x.device,\n",
-    "        )\n",
-    "        out_ft[:, :, : self.modes1, : self.modes2] = self.compl_mul2d(\n",
-    "            x_ft[:, :, : self.modes1, : self.modes2], self.weights1\n",
-    "        )\n",
-    "        out_ft[:, :, -self.modes1 :, : self.modes2] = self.compl_mul2d(\n",
-    "            x_ft[:, :, -self.modes1 :, : self.modes2], self.weights2\n",
-    "        )\n",
-    "\n",
-    "        # Return to physical space\n",
-    "        print(f'{out_ft.shape=}, {(x.size(-2), x.size(-1))=}')\n",
-    "        x = torch.fft.irfft2(out_ft, s=(x.size(-2), x.size(-1)))\n",
-    "        return x\n",
-    "\n",
-    "    def compl_mul2d(self, input, weights):\n",
-    "        # (batch, in_channel, x,y ), (in_channel, out_channel, x,y) \n",
-    "        # -> (batch, out_channel, x,y)\n",
-    "        print(f'{input.shape=}')\n",
-    "        return torch.einsum('bixy,ioxy->boxy', input, weights)\n",
-    "\n",
-    "\n",
-    "\n",
-    "spectral_conv = SpectralConv2d(\n",
-    "    in_channels=in_channels,\n",
-    "    out_channels=out_channels,\n",
-    "    modes1=modes1,\n",
-    "    modes2=modes2,\n",
-    ")\n",
-    "spectral_conv.forward(low_res_batch['x']).shape\n",
-    "spectral_conv.forward(high_res_batch['x']).shape\n",
-    "\"\"\""
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 22,
-   "id": "81471c9c-d46d-4000-8473-81ac760f67ec",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "torch.Size([16, 1, 128, 128])"
-      ]
-     },
-     "execution_count": 22,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "from neuralop.layers.spectral_convolution import SpectralConv\n",
-    "\n",
-    "modes1 = 400\n",
-    "modes2 = 400\n",
-    "fourier_layer = SpectralConv(\n",
-    "    in_channels=in_channels,\n",
-    "    out_channels=out_channels,\n",
-    "    n_modes=(modes1, modes2),\n",
-    ")\n",
-    "fourier_layer.forward(high_res_batch['x']).shape"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 23,
-   "id": "ac00d664-be07-422e-9213-006a0e48728b",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "torch.Size([16, 1, 128, 128])"
-      ]
-     },
-     "execution_count": 23,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "max_modes = 400\n",
-    "starting_modes = (max_modes, max_modes)\n",
-    "model = FNO(\n",
-    "    max_n_modes=(max_modes, max_modes),\n",
-    "    n_modes=starting_modes,\n",
-    "    hidden_channels=32,\n",
-    "    in_channels=1,\n",
-    "    out_channels=1,\n",
-    ")\n",
-    "model(high_res_batch['x']).shape"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "4d07ff44-9023-459b-b707-7c920056e8e8",
-   "metadata": {
-    "jp-MarkdownHeadingCollapsed": true
-   },
-   "source": [
-    "# Testing Activation Functions\n",
-    "\n",
-    "- try style gan activation function (CNO), and see what happens\n",
-    "\n",
-    "- https://github.com/camlab-ethz/AI_Science_Engineering/blob/main/Tutorial%2006%20-%20Operator%20Learing%20-%20Convolutional%20Neural%20Operator.ipynb "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 24,
-   "id": "c786fc03-67e4-4671-8401-5c90ee5db652",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "class CNOLReLu(nn.Module):\n",
-    "    \"\"\"Same activation function as StyleGAN3: meant to prevent aliasing.\"\"\"\n",
-    "\n",
-    "    def __init__(self, in_size, out_size):\n",
-    "        \"\"\"Initilize StyleGan Relu.\"\"\"\n",
-    "        super(__class__, self).__init__()\n",
-    "\n",
-    "        self.in_size = in_size\n",
-    "        self.out_size = out_size\n",
-    "        self.act = nn.LeakyReLU()\n",
-    "\n",
-    "    def forward(self, x):\n",
-    "        \"\"\"Upsample, activation, downsample.\"\"\"\n",
-    "        x = f.interpolate(\n",
-    "            x.unsqueeze(2),\n",
-    "            size=(1, 2 * self.in_size),\n",
-    "            mode='bicubic',\n",
-    "            antialias=True,\n",
-    "        )\n",
-    "        x = self.act(x)\n",
-    "        x = f.interpolate(\n",
-    "            x, size=(1, self.out_size), mode='bicubic', antialias=True\n",
-    "        )\n",
-    "\n",
-    "        return x[:, :, 0]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 25,
-   "id": "69b6df74-377f-433d-ba15-7c6e94945045",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "tensor([[[[0.0749, 0.0749, 0.0749,  ..., 0.0835, 0.0835, 0.0835],\n",
-       "          [0.0749, 0.0749, 0.0750,  ..., 0.0835, 0.0835, 0.0835],\n",
-       "          [0.0749, 0.0749, 0.0750,  ..., 0.0835, 0.0835, 0.0836],\n",
-       "          ...,\n",
-       "          [0.0768, 0.0768, 0.0768,  ..., 0.0889, 0.0889, 0.0889],\n",
-       "          [0.0767, 0.0768, 0.0768,  ..., 0.0889, 0.0889, 0.0889],\n",
-       "          [0.0767, 0.0767, 0.0768,  ..., 0.0889, 0.0889, 0.0890]]],\n",
-       "\n",
-       "\n",
-       "        [[[0.0750, 0.0750, 0.0750,  ..., 0.0769, 0.0769, 0.0769],\n",
-       "          [0.0750, 0.0750, 0.0750,  ..., 0.0770, 0.0770, 0.0770],\n",
-       "          [0.0750, 0.0750, 0.0750,  ..., 0.0770, 0.0770, 0.0770],\n",
-       "          ...,\n",
-       "          [0.0844, 0.0844, 0.0844,  ..., 0.0889, 0.0889, 0.0889],\n",
-       "          [0.0844, 0.0844, 0.0844,  ..., 0.0889, 0.0889, 0.0889],\n",
-       "          [0.0844, 0.0844, 0.0844,  ..., 0.0889, 0.0889, 0.0890]]],\n",
-       "\n",
-       "\n",
-       "        [[[0.0752, 0.0752, 0.0752,  ..., 0.0774, 0.0773, 0.0772],\n",
-       "          [0.0752, 0.0752, 0.0752,  ..., 0.0774, 0.0774, 0.0773],\n",
-       "          [0.0753, 0.0752, 0.0752,  ..., 0.0775, 0.0774, 0.0773],\n",
-       "          ...,\n",
-       "          [0.0770, 0.0770, 0.0770,  ..., 0.0893, 0.0892, 0.0892],\n",
-       "          [0.0770, 0.0770, 0.0770,  ..., 0.0893, 0.0893, 0.0893],\n",
-       "          [0.0770, 0.0770, 0.0770,  ..., 0.0894, 0.0894, 0.0894]]],\n",
-       "\n",
-       "\n",
-       "        ...,\n",
-       "\n",
-       "\n",
-       "        [[[0.0809, 0.0809, 0.0809,  ..., 0.0770, 0.0770, 0.0769],\n",
-       "          [0.0809, 0.0809, 0.0809,  ..., 0.0770, 0.0769, 0.0769],\n",
-       "          [0.0809, 0.0808, 0.0809,  ..., 0.0770, 0.0769, 0.0769],\n",
-       "          ...,\n",
-       "          [0.0768, 0.0768, 0.0768,  ..., 0.0812, 0.0812, 0.0811],\n",
-       "          [0.0767, 0.0767, 0.0767,  ..., 0.0812, 0.0811, 0.0811],\n",
-       "          [0.0767, 0.0767, 0.0767,  ..., 0.0812, 0.0811, 0.0810]]],\n",
-       "\n",
-       "\n",
-       "        [[[0.0751, 0.0751, 0.0751,  ..., 0.0837, 0.0837, 0.0837],\n",
-       "          [0.0751, 0.0751, 0.0751,  ..., 0.0838, 0.0838, 0.0838],\n",
-       "          [0.0752, 0.0751, 0.0751,  ..., 0.0838, 0.0838, 0.0838],\n",
-       "          ...,\n",
-       "          [0.0770, 0.0770, 0.0770,  ..., 0.0891, 0.0891, 0.0892],\n",
-       "          [0.0770, 0.0770, 0.0770,  ..., 0.0891, 0.0892, 0.0892],\n",
-       "          [0.0770, 0.0770, 0.0770,  ..., 0.0892, 0.0892, 0.0892]]],\n",
-       "\n",
-       "\n",
-       "        [[[0.0812, 0.0812, 0.0811,  ..., 0.0839, 0.0839, 0.0839],\n",
-       "          [0.0812, 0.0811, 0.0811,  ..., 0.0839, 0.0839, 0.0839],\n",
-       "          [0.0812, 0.0811, 0.0811,  ..., 0.0839, 0.0839, 0.0838],\n",
-       "          ...,\n",
-       "          [0.0770, 0.0770, 0.0769,  ..., 0.0815, 0.0814, 0.0814],\n",
-       "          [0.0770, 0.0770, 0.0769,  ..., 0.0814, 0.0814, 0.0814],\n",
-       "          [0.0770, 0.0769, 0.0769,  ..., 0.0814, 0.0814, 0.0813]]]],\n",
-       "       grad_fn=<ViewBackward0>)"
-      ]
-     },
-     "execution_count": 25,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "max_modes = 16\n",
-    "starting_modes = (max_modes, max_modes)\n",
-    "model = FNO(\n",
-    "    max_n_modes=(max_modes, max_modes),\n",
-    "    n_modes=starting_modes,\n",
-    "    hidden_channels=32,\n",
-    "    in_channels=1,\n",
-    "    out_channels=1,\n",
-    "    # non_linearity=NoAct(),\n",
-    ")\n",
-    "\n",
-    "model(high_res_batch['x'])"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 26,
-   "id": "5078dfad-7719-47b8-834e-7d72f38fdb2d",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "torch.Size([16, 32, 128, 128])"
-      ]
-     },
-     "execution_count": 26,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "model.fno_blocks.convs[0](high_res_batch['x']).shape"
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "operator_alias",
-   "language": "python",
-   "name": "env"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.10.0"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 5
-}
diff --git a/notebooks/explore_super_resolution_hypothesis.ipynb b/notebooks/explore_super_resolution_hypothesis.ipynb
deleted file mode 100644
index fe07196..0000000
--- a/notebooks/explore_super_resolution_hypothesis.ipynb
+++ /dev/null
@@ -1,3873 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "id": "d0fd7f89-b549-4982-afec-59b319fd3a79",
-   "metadata": {},
-   "source": [
-    "# Imports/Set up"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "id": "c687e91b-80c6-4bb9-8770-30e2e311f393",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "device=device(type='cuda')\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Specific to NERSC: Set up kernel using: https://docs.nersc.gov/services/jupyter/how-to-guides/\n",
-    "from __future__ import annotations\n",
-    "\n",
-    "import math\n",
-    "import os\n",
-    "import sys\n",
-    "\n",
-    "import matplotlib.colors as mcolors\n",
-    "import matplotlib.pyplot as plt\n",
-    "import numpy as np\n",
-    "import pandas as pd\n",
-    "import seaborn as sns\n",
-    "import torch\n",
-    "\n",
-    "# might have issues with too many files being opened at once\n",
-    "# this will prevent that\n",
-    "import torch.multiprocessing\n",
-    "from neuralop import H1Loss\n",
-    "from neuralop import LpLoss\n",
-    "from neuralop.data.datasets.darcy import DarcyDataset\n",
-    "from neuralop.data.datasets.navier_stokes import NavierStokesDataset\n",
-    "from neuralop.data.transforms.data_processors import IncrementalDataProcessor\n",
-    "from neuralop.models import FNO\n",
-    "from neuralop.training import AdamW\n",
-    "from neuralop.training.incremental import IncrementalFNOTrainer\n",
-    "from neuralop.utils import count_model_params\n",
-    "from neuralop.utils import get_project_root\n",
-    "from neuralop.utils import spectrum_2d\n",
-    "from torch.utils.data import DataLoader\n",
-    "from torch.utils.data import TensorDataset\n",
-    "\n",
-    "from operator_aliasing.utils import get_energy_curve\n",
-    "\n",
-    "torch.multiprocessing.set_sharing_strategy('file_system')\n",
-    "\n",
-    "root_dir = get_project_root() / 'neuralop/data/datasets/data'\n",
-    "device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n",
-    "print(f'{device=}')\n",
-    "\n",
-    "FIG_DIR = '../figures'"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "3c180114-6282-4f4c-92c5-c92b5e73b88c",
-   "metadata": {
-    "jp-MarkdownHeadingCollapsed": true
-   },
-   "source": [
-    "# Train FNO At Different Resolutions"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 19,
-   "id": "21c98068-8bf8-44c8-9a9c-f749758de8e9",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Loading test db for resolution 16 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 64 with 100 samples \n",
-      "Loading test db for resolution 128 with 100 samples \n"
-     ]
-    }
-   ],
-   "source": [
-    "# first download data\n",
-    "data = DarcyDataset(\n",
-    "    root_dir=root_dir,\n",
-    "    n_train=10000,\n",
-    "    n_tests=[100, 100, 100, 100],\n",
-    "    batch_size=16,\n",
-    "    test_batch_sizes=[16, 16, 16, 16],\n",
-    "    train_resolution=128,  # change resolution to download different data\n",
-    "    test_resolutions=[16, 32, 64, 128],\n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "id": "2147b385-0586-430c-b567-7da50f01ecd6",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "5000"
-      ]
-     },
-     "execution_count": 3,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "len(data.train_db)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 28,
-   "id": "e7d097ae-9c6d-4dd2-a1a9-10e864254cc3",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Loading test db for resolution 1024 with 100 samples \n"
-     ]
-    }
-   ],
-   "source": [
-    "# first download data\n",
-    "data = NavierStokesDataset(\n",
-    "    root_dir=root_dir,\n",
-    "    n_train=10000,\n",
-    "    n_tests=[100, 100, 100, 100],\n",
-    "    batch_size=16,\n",
-    "    test_batch_sizes=[16, 16, 16, 16],\n",
-    "    train_resolution=128,  # change resolution to download different data\n",
-    "    test_resolutions=[1024],\n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 11,
-   "id": "4772b443-d5c5-484b-a745-cbaccc91747e",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "data = torch.load(f'{root_dir}/nsforcing_test_128.pt')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "id": "07713ce0-df3f-41f2-813c-3f3bd93ef1c7",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# load darcy flow dataset\n",
-    "\n",
-    "\n",
-    "def load_darcy_flow_small(\n",
-    "    n_train,\n",
-    "    n_tests,\n",
-    "    data_root=root_dir,\n",
-    "    test_resolutions=(16, 32),\n",
-    "    train_resolution=16,\n",
-    "):\n",
-    "    \"\"\"Docstring.\"\"\"\n",
-    "    batch_size = 16\n",
-    "    test_batch_sizes = [batch_size] * len(test_resolutions)\n",
-    "\n",
-    "    dataset = DarcyDataset(\n",
-    "        root_dir=data_root,\n",
-    "        n_train=n_train,\n",
-    "        n_tests=n_tests,\n",
-    "        batch_size=batch_size,\n",
-    "        test_batch_sizes=test_batch_sizes,\n",
-    "        train_resolution=train_resolution,\n",
-    "        test_resolutions=test_resolutions,\n",
-    "        encode_input=False,\n",
-    "        encode_output=True,\n",
-    "        channel_dim=1,\n",
-    "        encoding='channel-wise',\n",
-    "        download=True,\n",
-    "    )\n",
-    "\n",
-    "    # return dataloaders for backwards compat\n",
-    "    train_loader = DataLoader(\n",
-    "        dataset.train_db,\n",
-    "        batch_size=batch_size,\n",
-    "        num_workers=1,\n",
-    "        pin_memory=True,\n",
-    "        persistent_workers=False,\n",
-    "    )\n",
-    "\n",
-    "    test_loaders = {}\n",
-    "    for res, test_bsize in zip(test_resolutions, test_batch_sizes):\n",
-    "        test_loaders[res] = DataLoader(\n",
-    "            dataset.test_dbs[res],\n",
-    "            batch_size=test_bsize,\n",
-    "            shuffle=False,\n",
-    "            num_workers=1,\n",
-    "            pin_memory=True,\n",
-    "            persistent_workers=False,\n",
-    "        )\n",
-    "\n",
-    "    return train_loader, test_loaders, dataset.data_processor"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "id": "ecbd3e95-8881-48ba-8024-7aee6549bb95",
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Loading test db for resolution 16 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 64 with 100 samples \n",
-      "Loading test db for resolution 128 with 100 samples \n",
-      "Original Incre Res: change index to 0\n",
-      "Original Incre Res: change sub to 2\n",
-      "Original Incre Res: change res to 8\n",
-      "\n",
-      "### N PARAMS ###\n",
-      " 2110305\n",
-      "\n",
-      "### OPTIMIZER ###\n",
-      " AdamW (\n",
-      "Parameter Group 0\n",
-      "    betas: (0.9, 0.999)\n",
-      "    correct_bias: True\n",
-      "    eps: 1e-06\n",
-      "    initial_lr: 0.008\n",
-      "    lr: 0.008\n",
-      "    weight_decay: 0.0001\n",
-      ")\n",
-      "\n",
-      "### SCHEDULER ###\n",
-      " <torch.optim.lr_scheduler.CosineAnnealingLR object at 0x7f6b481ae1a0>\n",
-      "\n",
-      "### LOSSES ###\n",
-      "\n",
-      "### INCREMENTAL RESOLUTION + GRADIENT EXPLAINED ###\n",
-      "\n",
-      " * Train: <neuralop.losses.data_losses.H1Loss object at 0x7f6b1ccf88b0>\n",
-      "\n",
-      " * Test: {'h1': <neuralop.losses.data_losses.H1Loss object at 0x7f6b1ccf88b0>, 'l2': <neuralop.losses.data_losses.LpLoss object at 0x7f6b1ccf8ee0>}\n",
-      "Incre Res Update: change index to 1\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 2\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 3\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 4\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 5\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 6\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 7\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 8\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 9\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/tmp/ipykernel_81343/2740228403.py:114: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
-      "  df = pd.concat([df, pd.DataFrame([row])], ignore_index=True)\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Loading test db for resolution 16 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 64 with 100 samples \n",
-      "Loading test db for resolution 128 with 100 samples \n",
-      "Original Incre Res: change index to 0\n",
-      "Original Incre Res: change sub to 2\n",
-      "Original Incre Res: change res to 8\n",
-      "\n",
-      "### N PARAMS ###\n",
-      " 2110305\n",
-      "\n",
-      "### OPTIMIZER ###\n",
-      " AdamW (\n",
-      "Parameter Group 0\n",
-      "    betas: (0.9, 0.999)\n",
-      "    correct_bias: True\n",
-      "    eps: 1e-06\n",
-      "    initial_lr: 0.008\n",
-      "    lr: 0.008\n",
-      "    weight_decay: 0.0001\n",
-      ")\n",
-      "\n",
-      "### SCHEDULER ###\n",
-      " <torch.optim.lr_scheduler.CosineAnnealingLR object at 0x7f6b481ba860>\n",
-      "\n",
-      "### LOSSES ###\n",
-      "\n",
-      "### INCREMENTAL RESOLUTION + GRADIENT EXPLAINED ###\n",
-      "\n",
-      " * Train: <neuralop.losses.data_losses.H1Loss object at 0x7f6b481bbbe0>\n",
-      "\n",
-      " * Test: {'h1': <neuralop.losses.data_losses.H1Loss object at 0x7f6b481bbbe0>, 'l2': <neuralop.losses.data_losses.LpLoss object at 0x7f6b481ba980>}\n",
-      "Incre Res Update: change index to 1\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 2\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 3\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 4\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 5\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 6\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 7\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 8\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 9\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Loading test db for resolution 16 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 64 with 100 samples \n",
-      "Loading test db for resolution 128 with 100 samples \n",
-      "Original Incre Res: change index to 0\n",
-      "Original Incre Res: change sub to 2\n",
-      "Original Incre Res: change res to 8\n",
-      "\n",
-      "### N PARAMS ###\n",
-      " 2110305\n",
-      "\n",
-      "### OPTIMIZER ###\n",
-      " AdamW (\n",
-      "Parameter Group 0\n",
-      "    betas: (0.9, 0.999)\n",
-      "    correct_bias: True\n",
-      "    eps: 1e-06\n",
-      "    initial_lr: 0.008\n",
-      "    lr: 0.008\n",
-      "    weight_decay: 0.0001\n",
-      ")\n",
-      "\n",
-      "### SCHEDULER ###\n",
-      " <torch.optim.lr_scheduler.CosineAnnealingLR object at 0x7f6d5bf036a0>\n",
-      "\n",
-      "### LOSSES ###\n",
-      "\n",
-      "### INCREMENTAL RESOLUTION + GRADIENT EXPLAINED ###\n",
-      "\n",
-      " * Train: <neuralop.losses.data_losses.H1Loss object at 0x7f6b481ba6e0>\n",
-      "\n",
-      " * Test: {'h1': <neuralop.losses.data_losses.H1Loss object at 0x7f6b481ba6e0>, 'l2': <neuralop.losses.data_losses.LpLoss object at 0x7f6b481ba4d0>}\n",
-      "Incre Res Update: change index to 1\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 2\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 3\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 4\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 5\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 6\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 7\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 8\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 9\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Loading test db for resolution 16 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 64 with 100 samples \n",
-      "Loading test db for resolution 128 with 100 samples \n",
-      "Original Incre Res: change index to 0\n",
-      "Original Incre Res: change sub to 2\n",
-      "Original Incre Res: change res to 8\n",
-      "\n",
-      "### N PARAMS ###\n",
-      " 2110305\n",
-      "\n",
-      "### OPTIMIZER ###\n",
-      " AdamW (\n",
-      "Parameter Group 0\n",
-      "    betas: (0.9, 0.999)\n",
-      "    correct_bias: True\n",
-      "    eps: 1e-06\n",
-      "    initial_lr: 0.008\n",
-      "    lr: 0.008\n",
-      "    weight_decay: 0.0001\n",
-      ")\n",
-      "\n",
-      "### SCHEDULER ###\n",
-      " <torch.optim.lr_scheduler.CosineAnnealingLR object at 0x7f6d5bf2bac0>\n",
-      "\n",
-      "### LOSSES ###\n",
-      "\n",
-      "### INCREMENTAL RESOLUTION + GRADIENT EXPLAINED ###\n",
-      "\n",
-      " * Train: <neuralop.losses.data_losses.H1Loss object at 0x7f6d5bf5d480>\n",
-      "\n",
-      " * Test: {'h1': <neuralop.losses.data_losses.H1Loss object at 0x7f6d5bf5d480>, 'l2': <neuralop.losses.data_losses.LpLoss object at 0x7f6d5bf28730>}\n",
-      "Incre Res Update: change index to 1\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 2\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 3\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 4\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 5\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 6\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 7\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 8\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 9\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Loading test db for resolution 16 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 64 with 100 samples \n",
-      "Loading test db for resolution 128 with 100 samples \n",
-      "Original Incre Res: change index to 0\n",
-      "Original Incre Res: change sub to 2\n",
-      "Original Incre Res: change res to 8\n",
-      "\n",
-      "### N PARAMS ###\n",
-      " 8401761\n",
-      "\n",
-      "### OPTIMIZER ###\n",
-      " AdamW (\n",
-      "Parameter Group 0\n",
-      "    betas: (0.9, 0.999)\n",
-      "    correct_bias: True\n",
-      "    eps: 1e-06\n",
-      "    initial_lr: 0.008\n",
-      "    lr: 0.008\n",
-      "    weight_decay: 0.0001\n",
-      ")\n",
-      "\n",
-      "### SCHEDULER ###\n",
-      " <torch.optim.lr_scheduler.CosineAnnealingLR object at 0x7f6d5bf5e860>\n",
-      "\n",
-      "### LOSSES ###\n",
-      "\n",
-      "### INCREMENTAL RESOLUTION + GRADIENT EXPLAINED ###\n",
-      "\n",
-      " * Train: <neuralop.losses.data_losses.H1Loss object at 0x7f6d5bf5fb20>\n",
-      "\n",
-      " * Test: {'h1': <neuralop.losses.data_losses.H1Loss object at 0x7f6d5bf5fb20>, 'l2': <neuralop.losses.data_losses.LpLoss object at 0x7f6d5bf5f7c0>}\n",
-      "Incre Res Update: change index to 1\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 2\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 3\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 4\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 5\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 6\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 7\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 8\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 9\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Loading test db for resolution 16 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 64 with 100 samples \n",
-      "Loading test db for resolution 128 with 100 samples \n",
-      "Original Incre Res: change index to 0\n",
-      "Original Incre Res: change sub to 2\n",
-      "Original Incre Res: change res to 8\n",
-      "\n",
-      "### N PARAMS ###\n",
-      " 8401761\n",
-      "\n",
-      "### OPTIMIZER ###\n",
-      " AdamW (\n",
-      "Parameter Group 0\n",
-      "    betas: (0.9, 0.999)\n",
-      "    correct_bias: True\n",
-      "    eps: 1e-06\n",
-      "    initial_lr: 0.008\n",
-      "    lr: 0.008\n",
-      "    weight_decay: 0.0001\n",
-      ")\n",
-      "\n",
-      "### SCHEDULER ###\n",
-      " <torch.optim.lr_scheduler.CosineAnnealingLR object at 0x7f6d59baf310>\n",
-      "\n",
-      "### LOSSES ###\n",
-      "\n",
-      "### INCREMENTAL RESOLUTION + GRADIENT EXPLAINED ###\n",
-      "\n",
-      " * Train: <neuralop.losses.data_losses.H1Loss object at 0x7f6d59bafd30>\n",
-      "\n",
-      " * Test: {'h1': <neuralop.losses.data_losses.H1Loss object at 0x7f6d59bafd30>, 'l2': <neuralop.losses.data_losses.LpLoss object at 0x7f6d59bac6a0>}\n",
-      "Incre Res Update: change index to 1\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 2\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 3\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 4\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 5\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 6\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 7\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 8\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 9\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Loading test db for resolution 16 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 64 with 100 samples \n",
-      "Loading test db for resolution 128 with 100 samples \n",
-      "Original Incre Res: change index to 0\n",
-      "Original Incre Res: change sub to 2\n",
-      "Original Incre Res: change res to 8\n",
-      "\n",
-      "### N PARAMS ###\n",
-      " 8401761\n",
-      "\n",
-      "### OPTIMIZER ###\n",
-      " AdamW (\n",
-      "Parameter Group 0\n",
-      "    betas: (0.9, 0.999)\n",
-      "    correct_bias: True\n",
-      "    eps: 1e-06\n",
-      "    initial_lr: 0.008\n",
-      "    lr: 0.008\n",
-      "    weight_decay: 0.0001\n",
-      ")\n",
-      "\n",
-      "### SCHEDULER ###\n",
-      " <torch.optim.lr_scheduler.CosineAnnealingLR object at 0x7f6b1c75aa40>\n",
-      "\n",
-      "### LOSSES ###\n",
-      "\n",
-      "### INCREMENTAL RESOLUTION + GRADIENT EXPLAINED ###\n",
-      "\n",
-      " * Train: <neuralop.losses.data_losses.H1Loss object at 0x7f6d5bf92020>\n",
-      "\n",
-      " * Test: {'h1': <neuralop.losses.data_losses.H1Loss object at 0x7f6d5bf92020>, 'l2': <neuralop.losses.data_losses.LpLoss object at 0x7f6d5bf93be0>}\n",
-      "Incre Res Update: change index to 1\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 2\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 3\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 4\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 5\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 6\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 7\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 8\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 9\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Loading test db for resolution 16 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 64 with 100 samples \n",
-      "Loading test db for resolution 128 with 100 samples \n",
-      "Original Incre Res: change index to 0\n",
-      "Original Incre Res: change sub to 2\n",
-      "Original Incre Res: change res to 8\n",
-      "\n",
-      "### N PARAMS ###\n",
-      " 8401761\n",
-      "\n",
-      "### OPTIMIZER ###\n",
-      " AdamW (\n",
-      "Parameter Group 0\n",
-      "    betas: (0.9, 0.999)\n",
-      "    correct_bias: True\n",
-      "    eps: 1e-06\n",
-      "    initial_lr: 0.008\n",
-      "    lr: 0.008\n",
-      "    weight_decay: 0.0001\n",
-      ")\n",
-      "\n",
-      "### SCHEDULER ###\n",
-      " <torch.optim.lr_scheduler.CosineAnnealingLR object at 0x7f6d59bae4a0>\n",
-      "\n",
-      "### LOSSES ###\n",
-      "\n",
-      "### INCREMENTAL RESOLUTION + GRADIENT EXPLAINED ###\n",
-      "\n",
-      " * Train: <neuralop.losses.data_losses.H1Loss object at 0x7f6d5bf5d060>\n",
-      "\n",
-      " * Test: {'h1': <neuralop.losses.data_losses.H1Loss object at 0x7f6d5bf5d060>, 'l2': <neuralop.losses.data_losses.LpLoss object at 0x7f6d5bf28730>}\n",
-      "Incre Res Update: change index to 1\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 2\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 3\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 4\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 5\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 6\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 7\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 8\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 9\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Loading test db for resolution 16 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 64 with 100 samples \n",
-      "Loading test db for resolution 128 with 100 samples \n",
-      "Original Incre Res: change index to 0\n",
-      "Original Incre Res: change sub to 2\n",
-      "Original Incre Res: change res to 8\n",
-      "\n",
-      "### N PARAMS ###\n",
-      " 33567585\n",
-      "\n",
-      "### OPTIMIZER ###\n",
-      " AdamW (\n",
-      "Parameter Group 0\n",
-      "    betas: (0.9, 0.999)\n",
-      "    correct_bias: True\n",
-      "    eps: 1e-06\n",
-      "    initial_lr: 0.008\n",
-      "    lr: 0.008\n",
-      "    weight_decay: 0.0001\n",
-      ")\n",
-      "\n",
-      "### SCHEDULER ###\n",
-      " <torch.optim.lr_scheduler.CosineAnnealingLR object at 0x7f6d59bdbb80>\n",
-      "\n",
-      "### LOSSES ###\n",
-      "\n",
-      "### INCREMENTAL RESOLUTION + GRADIENT EXPLAINED ###\n",
-      "\n",
-      " * Train: <neuralop.losses.data_losses.H1Loss object at 0x7f6d59bdbcd0>\n",
-      "\n",
-      " * Test: {'h1': <neuralop.losses.data_losses.H1Loss object at 0x7f6d59bdbcd0>, 'l2': <neuralop.losses.data_losses.LpLoss object at 0x7f6d59bd95a0>}\n",
-      "Incre Res Update: change index to 1\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 2\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 3\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 4\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 5\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 6\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 7\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 8\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 9\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Loading test db for resolution 16 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 64 with 100 samples \n",
-      "Loading test db for resolution 128 with 100 samples \n",
-      "Original Incre Res: change index to 0\n",
-      "Original Incre Res: change sub to 2\n",
-      "Original Incre Res: change res to 8\n",
-      "\n",
-      "### N PARAMS ###\n",
-      " 33567585\n",
-      "\n",
-      "### OPTIMIZER ###\n",
-      " AdamW (\n",
-      "Parameter Group 0\n",
-      "    betas: (0.9, 0.999)\n",
-      "    correct_bias: True\n",
-      "    eps: 1e-06\n",
-      "    initial_lr: 0.008\n",
-      "    lr: 0.008\n",
-      "    weight_decay: 0.0001\n",
-      ")\n",
-      "\n",
-      "### SCHEDULER ###\n",
-      " <torch.optim.lr_scheduler.CosineAnnealingLR object at 0x7f6d5992e0b0>\n",
-      "\n",
-      "### LOSSES ###\n",
-      "\n",
-      "### INCREMENTAL RESOLUTION + GRADIENT EXPLAINED ###\n",
-      "\n",
-      " * Train: <neuralop.losses.data_losses.H1Loss object at 0x7f6d5992e290>\n",
-      "\n",
-      " * Test: {'h1': <neuralop.losses.data_losses.H1Loss object at 0x7f6d5992e290>, 'l2': <neuralop.losses.data_losses.LpLoss object at 0x7f6d5992f070>}\n",
-      "Incre Res Update: change index to 1\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 2\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 3\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 4\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 5\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 6\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 7\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 8\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 9\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Loading test db for resolution 16 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 64 with 100 samples \n",
-      "Loading test db for resolution 128 with 100 samples \n",
-      "Original Incre Res: change index to 0\n",
-      "Original Incre Res: change sub to 2\n",
-      "Original Incre Res: change res to 8\n",
-      "\n",
-      "### N PARAMS ###\n",
-      " 33567585\n",
-      "\n",
-      "### OPTIMIZER ###\n",
-      " AdamW (\n",
-      "Parameter Group 0\n",
-      "    betas: (0.9, 0.999)\n",
-      "    correct_bias: True\n",
-      "    eps: 1e-06\n",
-      "    initial_lr: 0.008\n",
-      "    lr: 0.008\n",
-      "    weight_decay: 0.0001\n",
-      ")\n",
-      "\n",
-      "### SCHEDULER ###\n",
-      " <torch.optim.lr_scheduler.CosineAnnealingLR object at 0x7f6d59a09ba0>\n",
-      "\n",
-      "### LOSSES ###\n",
-      "\n",
-      "### INCREMENTAL RESOLUTION + GRADIENT EXPLAINED ###\n",
-      "\n",
-      " * Train: <neuralop.losses.data_losses.H1Loss object at 0x7f6d5bf5e860>\n",
-      "\n",
-      " * Test: {'h1': <neuralop.losses.data_losses.H1Loss object at 0x7f6d5bf5e860>, 'l2': <neuralop.losses.data_losses.LpLoss object at 0x7f6d5bf5fac0>}\n",
-      "Incre Res Update: change index to 1\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 2\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 3\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 4\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 5\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 6\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 7\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 8\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 9\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Loading test db for resolution 16 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 64 with 100 samples \n",
-      "Loading test db for resolution 128 with 100 samples \n",
-      "Original Incre Res: change index to 0\n",
-      "Original Incre Res: change sub to 2\n",
-      "Original Incre Res: change res to 8\n",
-      "\n",
-      "### N PARAMS ###\n",
-      " 33567585\n",
-      "\n",
-      "### OPTIMIZER ###\n",
-      " AdamW (\n",
-      "Parameter Group 0\n",
-      "    betas: (0.9, 0.999)\n",
-      "    correct_bias: True\n",
-      "    eps: 1e-06\n",
-      "    initial_lr: 0.008\n",
-      "    lr: 0.008\n",
-      "    weight_decay: 0.0001\n",
-      ")\n",
-      "\n",
-      "### SCHEDULER ###\n",
-      " <torch.optim.lr_scheduler.CosineAnnealingLR object at 0x7f6d59bd9ba0>\n",
-      "\n",
-      "### LOSSES ###\n",
-      "\n",
-      "### INCREMENTAL RESOLUTION + GRADIENT EXPLAINED ###\n",
-      "\n",
-      " * Train: <neuralop.losses.data_losses.H1Loss object at 0x7f6d59bd9720>\n",
-      "\n",
-      " * Test: {'h1': <neuralop.losses.data_losses.H1Loss object at 0x7f6d59bd9720>, 'l2': <neuralop.losses.data_losses.LpLoss object at 0x7f6d59bdb1f0>}\n",
-      "Incre Res Update: change index to 1\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 2\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 3\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 4\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 5\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 6\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 7\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 8\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 9\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Loading test db for resolution 16 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 64 with 100 samples \n",
-      "Loading test db for resolution 128 with 100 samples \n",
-      "Original Incre Res: change index to 0\n",
-      "Original Incre Res: change sub to 2\n",
-      "Original Incre Res: change res to 8\n",
-      "\n",
-      "### N PARAMS ###\n",
-      " 134230881\n",
-      "\n",
-      "### OPTIMIZER ###\n",
-      " AdamW (\n",
-      "Parameter Group 0\n",
-      "    betas: (0.9, 0.999)\n",
-      "    correct_bias: True\n",
-      "    eps: 1e-06\n",
-      "    initial_lr: 0.008\n",
-      "    lr: 0.008\n",
-      "    weight_decay: 0.0001\n",
-      ")\n",
-      "\n",
-      "### SCHEDULER ###\n",
-      " <torch.optim.lr_scheduler.CosineAnnealingLR object at 0x7f6d5998f610>\n",
-      "\n",
-      "### LOSSES ###\n",
-      "\n",
-      "### INCREMENTAL RESOLUTION + GRADIENT EXPLAINED ###\n",
-      "\n",
-      " * Train: <neuralop.losses.data_losses.H1Loss object at 0x7f6d5998ce80>\n",
-      "\n",
-      " * Test: {'h1': <neuralop.losses.data_losses.H1Loss object at 0x7f6d5998ce80>, 'l2': <neuralop.losses.data_losses.LpLoss object at 0x7f6d5998ff40>}\n",
-      "Incre Res Update: change index to 1\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 2\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 3\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 4\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 5\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 6\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 7\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 8\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 9\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Loading test db for resolution 16 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 64 with 100 samples \n",
-      "Loading test db for resolution 128 with 100 samples \n",
-      "Original Incre Res: change index to 0\n",
-      "Original Incre Res: change sub to 2\n",
-      "Original Incre Res: change res to 8\n",
-      "\n",
-      "### N PARAMS ###\n",
-      " 134230881\n",
-      "\n",
-      "### OPTIMIZER ###\n",
-      " AdamW (\n",
-      "Parameter Group 0\n",
-      "    betas: (0.9, 0.999)\n",
-      "    correct_bias: True\n",
-      "    eps: 1e-06\n",
-      "    initial_lr: 0.008\n",
-      "    lr: 0.008\n",
-      "    weight_decay: 0.0001\n",
-      ")\n",
-      "\n",
-      "### SCHEDULER ###\n",
-      " <torch.optim.lr_scheduler.CosineAnnealingLR object at 0x7f6c3852f760>\n",
-      "\n",
-      "### LOSSES ###\n",
-      "\n",
-      "### INCREMENTAL RESOLUTION + GRADIENT EXPLAINED ###\n",
-      "\n",
-      " * Train: <neuralop.losses.data_losses.H1Loss object at 0x7f6c3852f160>\n",
-      "\n",
-      " * Test: {'h1': <neuralop.losses.data_losses.H1Loss object at 0x7f6c3852f160>, 'l2': <neuralop.losses.data_losses.LpLoss object at 0x7f6c3852f730>}\n",
-      "Incre Res Update: change index to 1\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 2\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 3\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 4\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 5\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 6\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 7\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 8\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 9\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Loading test db for resolution 16 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 64 with 100 samples \n",
-      "Loading test db for resolution 128 with 100 samples \n",
-      "Original Incre Res: change index to 0\n",
-      "Original Incre Res: change sub to 2\n",
-      "Original Incre Res: change res to 8\n",
-      "\n",
-      "### N PARAMS ###\n",
-      " 134230881\n",
-      "\n",
-      "### OPTIMIZER ###\n",
-      " AdamW (\n",
-      "Parameter Group 0\n",
-      "    betas: (0.9, 0.999)\n",
-      "    correct_bias: True\n",
-      "    eps: 1e-06\n",
-      "    initial_lr: 0.008\n",
-      "    lr: 0.008\n",
-      "    weight_decay: 0.0001\n",
-      ")\n",
-      "\n",
-      "### SCHEDULER ###\n",
-      " <torch.optim.lr_scheduler.CosineAnnealingLR object at 0x7f6d599d05e0>\n",
-      "\n",
-      "### LOSSES ###\n",
-      "\n",
-      "### INCREMENTAL RESOLUTION + GRADIENT EXPLAINED ###\n",
-      "\n",
-      " * Train: <neuralop.losses.data_losses.H1Loss object at 0x7f6c38507850>\n",
-      "\n",
-      " * Test: {'h1': <neuralop.losses.data_losses.H1Loss object at 0x7f6c38507850>, 'l2': <neuralop.losses.data_losses.LpLoss object at 0x7f6d5989a020>}\n",
-      "Incre Res Update: change index to 1\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 2\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 3\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 4\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 5\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 6\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 7\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 8\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 9\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Loading test db for resolution 16 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 64 with 100 samples \n",
-      "Loading test db for resolution 128 with 100 samples \n",
-      "Original Incre Res: change index to 0\n",
-      "Original Incre Res: change sub to 2\n",
-      "Original Incre Res: change res to 8\n",
-      "\n",
-      "### N PARAMS ###\n",
-      " 134230881\n",
-      "\n",
-      "### OPTIMIZER ###\n",
-      " AdamW (\n",
-      "Parameter Group 0\n",
-      "    betas: (0.9, 0.999)\n",
-      "    correct_bias: True\n",
-      "    eps: 1e-06\n",
-      "    initial_lr: 0.008\n",
-      "    lr: 0.008\n",
-      "    weight_decay: 0.0001\n",
-      ")\n",
-      "\n",
-      "### SCHEDULER ###\n",
-      " <torch.optim.lr_scheduler.CosineAnnealingLR object at 0x7f6d5998e800>\n",
-      "\n",
-      "### LOSSES ###\n",
-      "\n",
-      "### INCREMENTAL RESOLUTION + GRADIENT EXPLAINED ###\n",
-      "\n",
-      " * Train: <neuralop.losses.data_losses.H1Loss object at 0x7f6d5998f940>\n",
-      "\n",
-      " * Test: {'h1': <neuralop.losses.data_losses.H1Loss object at 0x7f6d5998f940>, 'l2': <neuralop.losses.data_losses.LpLoss object at 0x7f6d5998e230>}\n",
-      "Incre Res Update: change index to 1\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 2\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 3\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 4\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 5\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 6\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 7\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 8\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n",
-      "Incre Res Update: change index to 9\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "df = pd.DataFrame(\n",
-    "    columns=[\n",
-    "        'train_resolution',\n",
-    "        'test_resolution',\n",
-    "        'loss_type',\n",
-    "        'loss',\n",
-    "        'max_modes',\n",
-    "    ],\n",
-    ")\n",
-    "modes = {}\n",
-    "for max_modes in [16, 32, 64, 128]:\n",
-    "    trained_models = {}  # at different resolutions\n",
-    "    for train_resolution in [16, 32, 64, 128]:\n",
-    "        # get data\n",
-    "        train_loader, test_loaders, output_encoder = load_darcy_flow_small(\n",
-    "            n_train=1000,\n",
-    "            # batch_size=16,\n",
-    "            train_resolution=train_resolution,\n",
-    "            test_resolutions=[16, 32, 64, 128],\n",
-    "            n_tests=[100, 100, 100, 100],\n",
-    "            # test_batch_sizes=[32, 32, 32, 32],\n",
-    "        )\n",
-    "\n",
-    "        # incrementally vary modes\n",
-    "        incremental = True\n",
-    "        starting_modes = (max_modes, max_modes)\n",
-    "        if incremental:\n",
-    "            starting_modes = (2, 2)\n",
-    "\n",
-    "        # Set up model\n",
-    "        model = FNO(\n",
-    "            max_n_modes=(max_modes, max_modes),\n",
-    "            n_modes=starting_modes,\n",
-    "            hidden_channels=32,\n",
-    "            in_channels=1,\n",
-    "            out_channels=1,\n",
-    "        )\n",
-    "        model = model.to(device)\n",
-    "        n_params = count_model_params(model)\n",
-    "\n",
-    "        # optimizer + data\n",
-    "        optimizer = AdamW(model.parameters(), lr=8e-3, weight_decay=1e-4)\n",
-    "        scheduler = torch.optim.lr_scheduler.CosineAnnealingLR(\n",
-    "            optimizer, T_max=30\n",
-    "        )\n",
-    "\n",
-    "        data_transform = IncrementalDataProcessor(\n",
-    "            in_normalizer=None,\n",
-    "            out_normalizer=None,\n",
-    "            device=device,\n",
-    "            subsampling_rates=[2, 1],\n",
-    "            dataset_resolution=16,\n",
-    "            dataset_indices=[2, 3],\n",
-    "            epoch_gap=10,\n",
-    "            verbose=True,\n",
-    "        )\n",
-    "\n",
-    "        data_transform = data_transform.to(device)\n",
-    "\n",
-    "        l2loss = LpLoss(d=2, p=2)\n",
-    "        h1loss = H1Loss(d=2)\n",
-    "        train_loss = h1loss\n",
-    "        eval_losses = {'h1': h1loss, 'l2': l2loss}\n",
-    "        print('\\n### N PARAMS ###\\n', n_params)\n",
-    "        print('\\n### OPTIMIZER ###\\n', optimizer)\n",
-    "        print('\\n### SCHEDULER ###\\n', scheduler)\n",
-    "        print('\\n### LOSSES ###')\n",
-    "        print('\\n### INCREMENTAL RESOLUTION + GRADIENT EXPLAINED ###')\n",
-    "        print(f'\\n * Train: {train_loss}')\n",
-    "        print(f'\\n * Test: {eval_losses}')\n",
-    "        sys.stdout.flush()\n",
-    "\n",
-    "        # Finally pass all of these to the Trainer\n",
-    "        trainer = IncrementalFNOTrainer(\n",
-    "            model=model,\n",
-    "            n_epochs=100,  # 20\n",
-    "            data_processor=data_transform,\n",
-    "            device=device,\n",
-    "            verbose=False,\n",
-    "            incremental_loss_gap=False,\n",
-    "            incremental_grad=True,\n",
-    "            incremental_grad_eps=0.9999,\n",
-    "            incremental_loss_eps=0.001,\n",
-    "            incremental_buffer=5,\n",
-    "            incremental_max_iter=1,\n",
-    "            incremental_grad_max_iter=2,\n",
-    "        )\n",
-    "\n",
-    "        # train\n",
-    "        end_stats = trainer.train(\n",
-    "            train_loader,\n",
-    "            test_loaders,\n",
-    "            optimizer,\n",
-    "            scheduler,\n",
-    "            regularizer=False,\n",
-    "            training_loss=train_loss,\n",
-    "            eval_losses=eval_losses,\n",
-    "        )\n",
-    "\n",
-    "        trained_models[train_resolution] = trainer.model\n",
-    "\n",
-    "        # save stats\n",
-    "        for k, v in end_stats.items():\n",
-    "            s = k.split('_')\n",
-    "\n",
-    "            if 'h1' in s or ('l2' in s):\n",
-    "                row = {\n",
-    "                    'train_resolution': train_resolution,\n",
-    "                    'test_resolution': s[0],\n",
-    "                    'loss_type': s[1],\n",
-    "                    'loss': v.item(),\n",
-    "                    'max_modes': max_modes,\n",
-    "                }\n",
-    "                df = pd.concat([df, pd.DataFrame([row])], ignore_index=True)\n",
-    "\n",
-    "    modes[max_modes] = trained_models\n",
-    "    # Define colormap from green (high engagement) to red (low engagement)\n",
-    "    cmap = mcolors.LinearSegmentedColormap.from_list(\n",
-    "        'green_red',\n",
-    "        ['green', 'yellow', 'red'],\n",
-    "        N=100,\n",
-    "    )\n",
-    "    for loss_type in ['l2', 'h1']:\n",
-    "        heat = df[\n",
-    "            (df.loss_type == loss_type) & (df.max_modes == max_modes)\n",
-    "        ].pivot(\n",
-    "            index='train_resolution',\n",
-    "            columns='test_resolution',\n",
-    "            values='loss',\n",
-    "        )\n",
-    "        heat = heat.loc[:, ['16', '32', '64', '128']]\n",
-    "        sns.heatmap(heat, cmap=cmap)\n",
-    "        plt.title(f'{loss_type=} {max_modes=}')\n",
-    "        plt.show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "id": "e995380d-edcf-4c8e-833a-4bf214a3e1bc",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Text(0.5, 1.0, 'Training resolution affect on Test Performance')"
-      ]
-     },
-     "execution_count": 5,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "sns.scatterplot(\n",
-    "    data=df,\n",
-    "    x='test_resolution',\n",
-    "    y='loss',\n",
-    "    hue='loss_type',\n",
-    "    size='train_resolution',\n",
-    "    style='max_modes',\n",
-    ")\n",
-    "plt.title('Training resolution affect on Test Performance')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "id": "1ab93af8-aea9-4aea-bb96-9d5d756ba67e",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x400 with 7 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x400 with 7 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# Define colormap from green (high engagement) to red (low engagement)\n",
-    "max_modes = 16\n",
-    "cmap = mcolors.LinearSegmentedColormap.from_list(\n",
-    "    'green_red',\n",
-    "    ['green', 'yellow', 'red'],\n",
-    "    N=100,\n",
-    ")\n",
-    "for loss_type in ['l2', 'h1']:\n",
-    "    vmax = 0.5\n",
-    "    vmin = 0\n",
-    "    if loss_type == 'h1':\n",
-    "        vmax = 1\n",
-    "    fig, axs = plt.subplots(1, 4, figsize=(10, 4), sharey=True)\n",
-    "    for idx, max_modes in enumerate([16, 32, 64, 128]):\n",
-    "        heat = df[\n",
-    "            (df.loss_type == loss_type) & (df.max_modes == max_modes)\n",
-    "        ].pivot(\n",
-    "            index='train_resolution',\n",
-    "            columns='test_resolution',\n",
-    "            values='loss',\n",
-    "        )\n",
-    "        heat = heat.loc[:, ['16', '32', '64', '128']]\n",
-    "        color_bar = False\n",
-    "        if idx < len(heat) - 1:\n",
-    "            color_bar = True\n",
-    "        sns.heatmap(\n",
-    "            heat,\n",
-    "            cmap=cmap,\n",
-    "            ax=axs[idx],\n",
-    "            vmax=vmax,\n",
-    "            vmin=vmin,\n",
-    "            cbar=color_bar,\n",
-    "            annot=True,\n",
-    "            fmt='.2f',\n",
-    "        )\n",
-    "        axs[idx].set_title(f'{max_modes=}')\n",
-    "        if idx > 0:\n",
-    "            axs[idx].get_yaxis().set_visible(False)\n",
-    "\n",
-    "    fig.suptitle(f'{loss_type=}')\n",
-    "    plt.tight_layout()\n",
-    "    fig.savefig(\n",
-    "        f'{FIG_DIR}/{loss_type}_cross_resolution_testing.pdf',\n",
-    "        bbox_inches='tight',\n",
-    "    )\n",
-    "    plt.show()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "32e501c5-cbf0-4553-a8f2-bfd8728c5a9f",
-   "metadata": {},
-   "source": [
-    "# Visualize Loss on Different Frequencies\n",
-    "\n",
-    "Model trained on resolution of 16 x 16 and evaluated on 128 x 128 data"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "id": "f430a61f-4f1b-4f25-aef0-27499cca6b4f",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Requirement already satisfied: hdaf-filter==0.1.1 in /pscratch/sd/m/mansisak/operator_aliasing/env/lib/python3.10/site-packages (0.1.1)\n",
-      "Requirement already satisfied: matplotlib>=3.2.2 in /pscratch/sd/m/mansisak/operator_aliasing/env/lib/python3.10/site-packages (from hdaf-filter==0.1.1) (3.10.3)\n",
-      "Requirement already satisfied: numpy>=1.21.6 in /pscratch/sd/m/mansisak/operator_aliasing/env/lib/python3.10/site-packages (from hdaf-filter==0.1.1) (1.26.4)\n",
-      "Requirement already satisfied: setuptools>=57.4.0 in /pscratch/sd/m/mansisak/operator_aliasing/env/lib/python3.10/site-packages (from hdaf-filter==0.1.1) (80.8.0)\n",
-      "Requirement already satisfied: tifffile>=2021.11.2 in /pscratch/sd/m/mansisak/operator_aliasing/env/lib/python3.10/site-packages (from hdaf-filter==0.1.1) (2025.5.10)\n",
-      "Requirement already satisfied: contourpy>=1.0.1 in /pscratch/sd/m/mansisak/operator_aliasing/env/lib/python3.10/site-packages (from matplotlib>=3.2.2->hdaf-filter==0.1.1) (1.3.2)\n",
-      "Requirement already satisfied: cycler>=0.10 in /pscratch/sd/m/mansisak/operator_aliasing/env/lib/python3.10/site-packages (from matplotlib>=3.2.2->hdaf-filter==0.1.1) (0.12.1)\n",
-      "Requirement already satisfied: fonttools>=4.22.0 in /pscratch/sd/m/mansisak/operator_aliasing/env/lib/python3.10/site-packages (from matplotlib>=3.2.2->hdaf-filter==0.1.1) (4.58.0)\n",
-      "Requirement already satisfied: kiwisolver>=1.3.1 in /pscratch/sd/m/mansisak/operator_aliasing/env/lib/python3.10/site-packages (from matplotlib>=3.2.2->hdaf-filter==0.1.1) (1.4.8)\n",
-      "Requirement already satisfied: packaging>=20.0 in /pscratch/sd/m/mansisak/operator_aliasing/env/lib/python3.10/site-packages (from matplotlib>=3.2.2->hdaf-filter==0.1.1) (25.0)\n",
-      "Requirement already satisfied: pillow>=8 in /pscratch/sd/m/mansisak/operator_aliasing/env/lib/python3.10/site-packages (from matplotlib>=3.2.2->hdaf-filter==0.1.1) (11.2.1)\n",
-      "Requirement already satisfied: pyparsing>=2.3.1 in /pscratch/sd/m/mansisak/operator_aliasing/env/lib/python3.10/site-packages (from matplotlib>=3.2.2->hdaf-filter==0.1.1) (3.2.3)\n",
-      "Requirement already satisfied: python-dateutil>=2.7 in /pscratch/sd/m/mansisak/operator_aliasing/env/lib/python3.10/site-packages (from matplotlib>=3.2.2->hdaf-filter==0.1.1) (2.9.0.post0)\n",
-      "Requirement already satisfied: six>=1.5 in /pscratch/sd/m/mansisak/operator_aliasing/env/lib/python3.10/site-packages (from python-dateutil>=2.7->matplotlib>=3.2.2->hdaf-filter==0.1.1) (1.17.0)\n",
-      "Note: you may need to restart the kernel to use updated packages.\n"
-     ]
-    }
-   ],
-   "source": [
-    "# install a filtering library and include a versioning work around\n",
-    "%pip install hdaf-filter==0.1.1\n",
-    "\n",
-    "# Monkeypatch\n",
-    "from scipy.special import factorial\n",
-    "\n",
-    "np.math = type('math', (), {})()\n",
-    "np.math.factorial = factorial"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "id": "31d22a24-2b69-433e-aeb5-d9962873784e",
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1500x1500 with 5 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "import matplotlib.pyplot as plt\n",
-    "import numpy as np\n",
-    "from hdaf_filter import hdaf\n",
-    "from hdaf_filter import input_output\n",
-    "\n",
-    "# This is the basics of how to do filtering on an image\n",
-    "\n",
-    "\n",
-    "# --- Load image ---\n",
-    "# file_path = \"\" # <- Here you set the path to your image\n",
-    "# img = tifffile.imread(file_path)\n",
-    "file_name = 'Cells_01.tif'\n",
-    "if not os.path.exists(file_name):\n",
-    "    !wget https://github.com/paul-hernandez-herrera/hdaf_filtering/raw/03e58207ecc8c011b66325dc1e60912dd372ead8/test_data/2d/Cells_01.tif\n",
-    "img = input_output.imread(file_name)\n",
-    "# plt.imshow(img, cmap='gray')\n",
-    "\n",
-    "# --- Apply HDAF filtering ---\n",
-    "obj = hdaf.filt(img)\n",
-    "\n",
-    "# Get high-pass filter and Fourier transform of the image\n",
-    "high_pass_filter = obj.get_filter('high_pass', 3.0)\n",
-    "img_fourier = obj.img_FT\n",
-    "\n",
-    "# Center the filter and Fourier transform\n",
-    "filter_centered = np.fft.fftshift(high_pass_filter)\n",
-    "fourier_centered = np.fft.fftshift(img_fourier)\n",
-    "\n",
-    "# Apply the filter in the frequency domain\n",
-    "filtered_fourier = filter_centered * fourier_centered\n",
-    "\n",
-    "# Inverse Fourier transform to obtain the filtered image in spatial domain\n",
-    "filtered_img = np.real(np.fft.ifftn(np.fft.ifftshift(filtered_fourier)))\n",
-    "\n",
-    "# --- Plot results ---\n",
-    "fig, axs = plt.subplots(1, 5, figsize=(15, 15))\n",
-    "\n",
-    "axs[0].imshow(img, cmap='gray')\n",
-    "axs[0].set_title('Input Image')\n",
-    "\n",
-    "axs[1].imshow(np.log(np.abs(fourier_centered[0]) + 1), cmap='gray')\n",
-    "axs[1].set_title('Image Fourier Transform')\n",
-    "\n",
-    "axs[2].imshow(filter_centered[0], cmap='gray')\n",
-    "axs[2].set_title('Filter')\n",
-    "\n",
-    "axs[3].imshow(np.log(np.abs(filtered_fourier[0]) + 1), cmap='gray')\n",
-    "axs[3].set_title('Filtered in Frequency Domain')\n",
-    "\n",
-    "axs[4].imshow(filtered_img[0], cmap='gray')\n",
-    "axs[4].set_title('Filtered Image (Spatial Domain)')\n",
-    "\n",
-    "plt.tight_layout()\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "id": "bf8d9d5c-ddf2-493d-bbf6-3601d5804496",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# grab trained model\n",
-    "model = trained_models[16]\n",
-    "model = model.to(device)\n",
-    "model = model.eval()\n",
-    "\n",
-    "data_transform = data_transform.to(device)\n",
-    "for _idx, sample in enumerate(test_loaders[128]):  # resolution 128\n",
-    "    model_input = data_transform.preprocess(sample)\n",
-    "    with torch.no_grad():\n",
-    "        out = model(**model_input)\n",
-    "\n",
-    "# grab a single input from the last batch\n",
-    "model_input = sample['x'][0, :, :, :].unsqueeze(dim=0)\n",
-    "with torch.no_grad():\n",
-    "    model_output = model(x=model_input)\n",
-    "ground_truth = sample['y'][0, :, :, :].unsqueeze(dim=0)\n",
-    "\n",
-    "# convert to plotable form\n",
-    "model_input = model_input[0, 0, :, :].cpu().numpy()\n",
-    "model_output = model_output[0, 0, :, :].cpu().numpy()\n",
-    "ground_truth = ground_truth[0, 0, :, :].cpu().numpy()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "id": "422c130f-4312-41b9-8b43-bad84065ce88",
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1500x1500 with 30 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# Apply Filtering to my data\n",
-    "\n",
-    "zero = 0\n",
-    "one = 1\n",
-    "two = 2\n",
-    "three = 3\n",
-    "four = 4\n",
-    "\n",
-    "num_subplots = 5\n",
-    "fig, axs = plt.subplots(num_subplots, 6, figsize=(15, 15))\n",
-    "for y_idx in range(num_subplots):\n",
-    "    if y_idx == zero:\n",
-    "        img = model_input\n",
-    "        y_label = 'Model Input'\n",
-    "\n",
-    "    if y_idx == one:\n",
-    "        img = ground_truth\n",
-    "        y_label = 'Ground Truth'\n",
-    "\n",
-    "    if y_idx == two:\n",
-    "        img = model_output\n",
-    "        y_label = 'Model Pred'\n",
-    "\n",
-    "    if y_idx == three:\n",
-    "        img = model_output\n",
-    "        y_label = 'Model Pred (high pass)'\n",
-    "\n",
-    "    if y_idx == four:\n",
-    "        img = model_output\n",
-    "        y_label = 'Model Pred (low pass)'\n",
-    "\n",
-    "    axs[y_idx, 0].set_ylabel(y_label)\n",
-    "\n",
-    "    # input fig\n",
-    "    axs[0, 0].set_title('Spatial Domain')\n",
-    "    axs[y_idx, 0].imshow(img)\n",
-    "\n",
-    "    obj = hdaf.filt(img)\n",
-    "\n",
-    "    # Get high-pass filter and Fourier transform of the image\n",
-    "    high_pass_filter = obj.get_filter('high_pass', 3.0)\n",
-    "    low_pass_filter = obj.get_filter('low_pass', 3.0)\n",
-    "    no_filter = np.ones(high_pass_filter.shape)\n",
-    "\n",
-    "    obj_filter = no_filter\n",
-    "    if y_idx == three:\n",
-    "        obj_filter = high_pass_filter\n",
-    "    if y_idx == four:\n",
-    "        obj_filter = low_pass_filter\n",
-    "    img_fourier = obj.img_FT\n",
-    "\n",
-    "    # Center the filter and Fourier transform\n",
-    "    filter_centered = np.fft.fftshift(obj_filter)\n",
-    "    fourier_centered = np.fft.fftshift(img_fourier)\n",
-    "\n",
-    "    # Apply the filter in the frequency domain\n",
-    "    filtered_fourier = filter_centered * fourier_centered\n",
-    "\n",
-    "    # Inverse Fourier transform to obtain the filtered image in spatial domain\n",
-    "    filtered_img = np.real(np.fft.ifftn(np.fft.ifftshift(filtered_fourier)))\n",
-    "\n",
-    "    # image in fourier space\n",
-    "    axs[0, 1].set_title('Fourier Transform')\n",
-    "    axs[y_idx, 1].imshow(np.log(np.abs(fourier_centered[0]) + 1), cmap='gray')\n",
-    "\n",
-    "    # Show filter (or lack thereof)\n",
-    "    axs[0, 2].set_title('Filter')\n",
-    "    axs[y_idx, 2].imshow(filter_centered[0], cmap='gray')  # , vmin=0, vmax=1\n",
-    "\n",
-    "    # filter in freq domain\n",
-    "    axs[0, 3].set_title('Filterd Img \\n (Freq Dom.)')\n",
-    "    axs[y_idx, 3].imshow(np.log(np.abs(filtered_fourier[0]) + 1), cmap='gray')\n",
-    "\n",
-    "    # filter in spatial domain\n",
-    "    axs[0, 4].set_title('Filterd Img \\n (Spatial Dom.)')\n",
-    "    axs[y_idx, 4].imshow(filtered_img[0])\n",
-    "\n",
-    "    # Show residual between ground truth and pred\n",
-    "    axs[0, 5].set_title('Residual \\n Ground Truth vs. Pred')\n",
-    "    if y_idx > 1:\n",
-    "        axs[y_idx, 5].imshow(ground_truth - filtered_img[0])\n",
-    "\n",
-    "fig.savefig(\n",
-    "    f'{FIG_DIR}/single_sample_spectral_analysis.pdf', bbox_inches='tight'\n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "614b7c3e-5fef-40ba-90aa-500eef9aabd6",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "fig, axs = plt.subplots(2, 4, figsize=(8, 4))\n",
-    "from matplotlib import ticker\n",
-    "\n",
-    "# grab trained model\n",
-    "model = trained_models[16]\n",
-    "model = model.to(device)\n",
-    "model = model.eval()\n",
-    "\n",
-    "for x_idx, res in enumerate([16, 32, 64, 128]):\n",
-    "    data_transform = data_transform.to(device)\n",
-    "    for _idx, sample in enumerate(test_loaders[res]):  # resolution 128\n",
-    "        model_input = data_transform.preprocess(sample)\n",
-    "        with torch.no_grad():\n",
-    "            out = model(**model_input)\n",
-    "\n",
-    "    # grab a single input from the last batch\n",
-    "    model_input = sample['x'][0, :, :, :].unsqueeze(dim=0)\n",
-    "    with torch.no_grad():\n",
-    "        model_output = model(x=model_input)\n",
-    "    ground_truth = sample['y'][0, :, :, :].unsqueeze(dim=0)\n",
-    "\n",
-    "    # convert to plotable form\n",
-    "    model_in = model_input[0, 0, :, :].cpu().numpy()\n",
-    "    output = model_output[0, 0, :, :].cpu().numpy()\n",
-    "    label = ground_truth[0, 0, :, :].cpu().numpy()\n",
-    "\n",
-    "    axs[0, x_idx].imshow(output)\n",
-    "    axs[0, x_idx].set_title(f'Res {res}')\n",
-    "    # axs[0, x_idx].get_yaxis().set_visible(False)\n",
-    "    axs[0, x_idx].get_xaxis().set_visible(False)\n",
-    "\n",
-    "    label_spectrum = get_energy_curve(ground_truth[0])\n",
-    "    pred_spectrum = get_energy_curve(model_output[0])\n",
-    "\n",
-    "    axs[1, x_idx].set_yscale('log')\n",
-    "    x = np.linspace(1, res // 2, res // 2)\n",
-    "    axs[1, x_idx].plot(x, label_spectrum, label='Label')\n",
-    "    axs[1, x_idx].plot(x, pred_spectrum, label='Pred')\n",
-    "    axs[1, x_idx].set_xlabel('Wavenumber')\n",
-    "    # plt.locator_params(axis=\"x\", integer=True, tight=True)\n",
-    "    axs[1, x_idx].xaxis.set_major_locator(\n",
-    "        ticker.MaxNLocator(integer=True, nbins=4)\n",
-    "    )\n",
-    "    if x_idx == 0:\n",
-    "        axs[1, x_idx].set_ylabel('Energy')\n",
-    "        axs[0, x_idx].set_ylabel('Model Predictions')\n",
-    "\n",
-    "plt.legend()\n",
-    "plt.tight_layout()\n",
-    "fig.savefig(\n",
-    "    f'{FIG_DIR}/aliasing_overview.pdf',  # .png\n",
-    "    dpi=300,\n",
-    "    bbox_inches='tight',\n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "5cf0ce9c-ba91-46c4-8318-615323d1a94b",
-   "metadata": {},
-   "source": [
-    "TODO further for image:\n",
-    "- if we add the high + low pass residuals do they equal the non-filtered residual?\n",
-    "- are the streaking lines evidence of aliasing?\n",
-    "- Calculate energy at both high and low pass\n",
-    "- Add in a medium band pass"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "ac349dda-0fdf-49b7-a20d-8273498e45fc",
-   "metadata": {},
-   "source": [
-    "# Spectral Analysis of Darcy Flow\n",
-    "- TODO: expand to all datasets in PDEBench\n",
-    "- Calculate energy for a datapoint\n",
-    "- Visualize energy distribution over dataset (average) -- mean and variance\n",
-    "- Visualize energy distribution over the model predictions -- mean and variance"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 14,
-   "id": "2cceb4db-e168-4798-bf2b-721c62647704",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def get_model_preds(test_loader, model):\n",
-    "    \"\"\"Return model predictions.\"\"\"\n",
-    "    model_preds = []\n",
-    "    for _idx, sample in enumerate(test_loader):  # resolution 128\n",
-    "        model_input = data_transform.preprocess(sample)\n",
-    "        with torch.no_grad():\n",
-    "            out = model(**model_input)\n",
-    "            model_preds.append(out)\n",
-    "    return torch.cat(model_preds)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 15,
-   "id": "9f846dfb-2f51-4935-952c-7a8da06e3bc6",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "data_transform = data_transform.to(device)\n",
-    "for _idx, sample in enumerate(test_loaders[16]):  # resolution 128\n",
-    "    model_input = data_transform.preprocess(sample)\n",
-    "    with torch.no_grad():\n",
-    "        out = model(**model_input)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 16,
-   "id": "9f6de0ff-1c81-40a4-b0b5-f03378e23ce2",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[[4 4 4 4 4 4 4 4]\n",
-      " [4 3 3 3 3 3 3 4]\n",
-      " [4 3 2 2 2 2 3 4]\n",
-      " [4 3 2 1 1 2 3 4]\n",
-      " [4 3 2 1 1 2 3 4]\n",
-      " [4 3 2 2 2 2 3 4]\n",
-      " [4 3 3 3 3 3 3 4]\n",
-      " [4 4 4 4 4 4 4 4]]\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "[<matplotlib.lines.Line2D at 0x7f6c381219c0>]"
-      ]
-     },
-     "execution_count": 16,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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xwhFuJSfa1bS/Xesbm62OAwBAxKF8hFiC3aZpo9IldX3KLQAA6I3yMQBY7wMAgGOjfAyAkoKuMx/LN7PeBwAAR6J8DIDThruVkmiX50C7PmvwWh0HAICIQvkYAA67TdNHM/cBAEBfKB8DpJT1PgAA6BPlY4B0r/exfPMedTL3AQBAAOVjgEzKdSnN6VDzwQ59toO5DwAAulE+BojDbtMM5j4AADgK5WMAlbDeBwAAR6F8DKDSMV3l46PNe9XR6bc4DQAAkYHyMYAm5rjkGuRQs69D6+qZ+wAAQAqyfFRUVGj69OlKS0tTZmamLrvsMq1fv77XMeecc44Mw+i13XrrrSENHS3sNkMzRnPpBQCAnoIqH5WVlSorK1N1dbXeeecdtbe368ILL1Rra2uv4374wx9qx44dge03v/lNSENHk+6l1qsoHwAASJIcwRz81ltv9fr5hRdeUGZmpmpqanT22WcH9icnJys7Ozs0CaNc99zHikNzHw47V7oAAPGtX38JPR6PJCk9Pb3X/pdeeklDhw7V5MmTVV5erv379/fnaaLaxGyX3EkJam3r1JrtHqvjAABguaDOfPTk9/t111136cwzz9TkyZMD+6+55hqNHDlSubm5Wr16te655x6tX79er7zySp+P4/P55PP5Aj97vbE1mGmzGSoena63P21U9aa9mpI/xOpIAABY6qTLR1lZmdauXasPP/yw1/5bbrkl8P1pp52mnJwcnX/++dq4caPGjBlz1ONUVFTo/vvvP9kYUaGkIENvf9qoqk17dNs5R/8OAACIJyd12eX222/XG2+8offff18jRow47rHFxcWSpA0bNvR5e3l5uTweT2Crq6s7mUgRrXvuY+WWvWpnvQ8AQJwL6syHaZq64447tHjxYi1btkyjR4/+2vvU1tZKknJycvq83el0yul0BhMj6ozPStOQ5ATt29+u1ds8mjqSSy8AgPgV1JmPsrIyvfjii1qwYIHS0tLU0NCghoYGHThwQJK0ceNG/cd//Idqamq0ZcsW/e1vf9N1112ns88+W4WFhQPyAqJB19wH630AACAFWT7mz58vj8ejc845Rzk5OYFt0aJFkqTExES9++67uvDCCzVhwgT967/+q+bMmaPXX399QMJHk+71PigfAIB4F/Rll+PJy8tTZWVlvwLFqtIxQyVJK7fsU1uHX4kO1vsAAMQn/gKGybjMVKWnJOpAe6dWb2uyOg4AAJahfISJzWZw6QUAAFE+wqqkoGvolM95AQDEM8pHGJUeKh81X+2Tr6PT4jQAAFiD8hFGYzNTNTQ1UQfb/fqkjs95AQDEJ8pHGBmGoeIC1vsAAMQ3ykeYBeY+NlI+AADxifIRZt1zH6u27tPBduY+AADxh/IRZmOGpWhYmlO+Dr9q65qsjgMAQNhRPsLMMIzApRfmPgAA8YjyYYHuxcaY+wAAxCPKhwW65z4+rmti7gMAEHcoHxYYPTRFmWlOtXX4tWrrPqvjAAAQVpQPCxiGodIx3XMfey1OAwBAeFE+LBIYOmXuAwAQZygfFume+6ita9KBNuY+AADxg/JhkZEZycp2DVJbJ3MfAID4QvmwSO+5Dy69AADiB+XDQqz3AQCIR5QPC5UWDJUkfbKtSfvbOixOAwBAeFA+LJSXnqThg5PU3mmq5ivmPgAA8YHyYSHDMFTMpRcAQJyhfFislA+ZAwDEGcqHxboXG1u9zaNWH3MfAIDYR/mwWF56skYMSVKH39RK5j4AAHGA8hEBus9+MPcBAIgHlI8IwNwHACCeUD4iQMmhlU7XbPeohbkPAECMo3xEgOGDk5SfnqxOv6kVW/ZaHQcAgAFF+YgQ3UutVzP3AQCIcZSPCMGHzAEA4gXlI0J0v+NlzXaPvAfbLU4DAMDAoXxEiBx3kkZlJMtvSiuZ+wAAxLCgykdFRYWmT5+utLQ0ZWZm6rLLLtP69et7HXPw4EGVlZUpIyNDqampmjNnjhobG0MaOlax3gcAIB4EVT4qKytVVlam6upqvfPOO2pvb9eFF16o1tbWwDF33323Xn/9db388suqrKxUfX29Lr/88pAHj0WH5z448wEAiF2GaZrmyd55165dyszMVGVlpc4++2x5PB4NGzZMCxYs0BVXXCFJ+vzzzzVx4kRVVVWppKTkax/T6/XK7XbL4/HI5XKdbLSo1Og9qOIHlspmSB/fe6HcSQlWRwIA4IQE8/e7XzMfHo9HkpSe3vU20ZqaGrW3t2vmzJmBYyZMmKD8/HxVVVX1+Rg+n09er7fXFq+yXINUMDRFflNasZmzHwCA2HTS5cPv9+uuu+7SmWeeqcmTJ0uSGhoalJiYqMGDB/c6NisrSw0NDX0+TkVFhdxud2DLy8s72Ugxobh77oO33AIAYtRJl4+ysjKtXbtWCxcu7FeA8vJyeTyewFZXV9evx4t2rPcBAIh1jpO50+2336433nhDH3zwgUaMGBHYn52drba2NjU1NfU6+9HY2Kjs7Ow+H8vpdMrpdJ5MjJhUMrrrEtanO7xq2t+mwcmJFicCACC0gjrzYZqmbr/9di1evFjvvfeeRo8e3ev2qVOnKiEhQUuXLg3sW79+vbZu3arS0tLQJI5xma5BGjMsRaYpfcTcBwAgBgV15qOsrEwLFizQa6+9prS0tMAch9vtVlJSktxut2666SbNmzdP6enpcrlcuuOOO1RaWnpC73RBl5KCDG3c1aqqTXt04aS+zxgBABCtgjrzMX/+fHk8Hp1zzjnKyckJbIsWLQoc8/DDD+s73/mO5syZo7PPPlvZ2dl65ZVXQh48lrHeBwAglvVrnY+BEM/rfHTb1ezT9P98V5L08S8u0JAU5j4AAJEtbOt8YGAMS3NqXGaqJGk5cx8AgBhD+YhQ3Z/zwltuAQCxhvIRoVjvAwAQqygfEar40Hofnzc0a0+Lz+I0AACEDuUjQmWkOjU+K00S630AAGIL5SOClRR0nf3gc14AALGE8hHBuuc+qjZSPgAAsYPyEcFmjO4qH1/ubNFu5j4AADGC8hHB0lMSNSG7a+6Dd70AAGIF5SPCsd4HACDWUD4iHHMfAIBYQ/mIcMWj02UY0sZdrdrZfNDqOAAA9BvlI8INTk7UxOyuD+jhU24BALGA8hEFWGodABBLKB9RIDB0ytwHACAGUD6iwIxDcx+bdreq0cvcBwAgulE+ooA7KUGTcrvnPjj7AQCIbpSPKFHKeh8AgBhB+YgS3XMfrPcBAIh2lI8oMX10umyGtGXPfu3wHLA6DgAAJ43yESVcgxI0ebhbEpdeAADRjfIRRQJzHxtZbAwAEL0oH1EkMPfBmQ8AQBSjfESRaaOGyG4ztHXvfm1vYu4DABCdKB9RJK3n3AfvegEARCnKR5RhvQ8AQLSjfESZkoJ0Scx9AACiF+UjykwflS67zdC2fQdUt3e/1XEAAAga5SPKpDgdKhzBeh8AgOhF+YhCh+c+WO8DABB9KB9RqKTH0KlpmhanAQAgOJSPKDRt1BA5bIa2Nx3Qtn2s9wEAiC5Bl48PPvhAl1xyiXJzc2UYhl599dVet19//fUyDKPXdtFFF4UqLyQlJzpUlDdYEp9yCwCIPkGXj9bWVhUVFenxxx8/5jEXXXSRduzYEdj+/Oc/9yskjsZ6HwCAaOUI9g6zZ8/W7Nmzj3uM0+lUdnb2SYfC1yspyNDv39+gqkNzH4ZhWB0JAIATMiAzH8uWLVNmZqbGjx+v2267TXv2HPvfzn0+n7xeb68NX2/qyCFKsBva4Tmoraz3AQCIIiEvHxdddJH++Mc/aunSpfr1r3+tyspKzZ49W52dnX0eX1FRIbfbHdjy8vJCHSkmJSXadTpzHwCAKBTy8vGDH/xA3/3ud3Xaaafpsssu0xtvvKEVK1Zo2bJlfR5fXl4uj8cT2Orq6kIdKWZ1z32w1DoAIJoM+FttCwoKNHToUG3YsKHP251Op1wuV68NJ4b1PgAA0WjAy8e2bdu0Z88e5eTkDPRTxZ0zRg5Rot2mRq9Pm3e3Wh0HAIATEnT5aGlpUW1trWprayVJmzdvVm1trbZu3aqWlhb99Kc/VXV1tbZs2aKlS5fq0ksv1dixYzVr1qxQZ497gxLsOj1/sCSWWgcARI+gy8fKlSs1ZcoUTZkyRZI0b948TZkyRffee6/sdrtWr16t7373uzrllFN00003aerUqfr73/8up9MZ8vBg7gMAEH2CXufjnHPOOe58wZIlS/oVCMEpKcjQo0u/DMx9sN4HACDS8dkuUW5K/mAlOmza1ezTxl3MfQAAIh/lI8oNSrBrav4QSSy1DgCIDpSPGFDC3AcAIIpQPmJA6Ziu8rGc9T4AAFGA8hEDivLccjps2t3Spg07W6yOAwDAcVE+YoDTYde0Ucx9AACiA+UjRpSMZu4DABAdKB8xonvuo3rTXuY+AAARjfIRIwpHDFZSgl17W9v0RSNzHwCAyEX5iBGJDhtzHwCAqED5iCGB9T42Uj4AAJGL8hFDusvH8s175Pcz9wEAiEyUjxhSOMKt5ES79u1v1/rGZqvjAADQJ8pHDEmw2zRtVLok5j4AAJGL8hFjSgq6ygdzHwCASEX5iDGlgbmPvcx9AAAiEuUjxkwe7lZKol2eA+36rMFrdRwAAI5C+YgxCXabpo/unvvYa3EaAACORvmIQaz3AQCIZJSPGNQ99/HR5j3qZO4DABBhKB8xaFKuS6lOh7wHO/TZDuY+AACRhfIRgxx2m2aMZr0PAEBkonzEKNb7AABEKspHjCotGCpJ+mjzXuY+AAARhfIRo07NdSltkEPNvg6tq/dYHQcAgADKR4yy2wwVM/cBAIhAlI8YxnofAIBIRPmIYd3lY8WWfero9FucBgCALpSPGDYxxyXXIIdafB1aW896HwCAyED5iGF2m6FiLr0AACIM5SPGdV96YegUABApKB8xrjQw97FX7cx9AAAiQNDl44MPPtAll1yi3NxcGYahV199tdftpmnq3nvvVU5OjpKSkjRz5kx9+eWXocqLIE3ITtPg5ATtb+vUmu2s9wEAsF7Q5aO1tVVFRUV6/PHH+7z9N7/5jR577DE9+eSTWr58uVJSUjRr1iwdPHiw32ERPFuP9T6Y+wAARIKgy8fs2bP1q1/9St/73veOus00TT3yyCP6+c9/rksvvVSFhYX64x//qPr6+qPOkCB8mPsAAESSkM58bN68WQ0NDZo5c2Zgn9vtVnFxsaqqqvq8j8/nk9fr7bUhtErHdJWPlVv2qa2DuQ8AgLVCWj4aGhokSVlZWb32Z2VlBW47UkVFhdxud2DLy8sLZSRIOiUzTekpiTrQ3qk125usjgMAiHOWv9ulvLxcHo8nsNXV1VkdKeYw9wEAiCQhLR/Z2dmSpMbGxl77GxsbA7cdyel0yuVy9doQet2XXqo37bU4CQAg3oW0fIwePVrZ2dlaunRpYJ/X69Xy5ctVWloayqdCkLqHTld+tVe+jk6L0wAA4pkj2Du0tLRow4YNgZ83b96s2tpapaenKz8/X3fddZd+9atfady4cRo9erR+8YtfKDc3V5dddlkocyNI4zJTlZGSqD2tbXr/8526aHKO1ZEAAHEq6PKxcuVKnXvuuYGf582bJ0maO3euXnjhBf3sZz9Ta2urbrnlFjU1Nemb3/ym3nrrLQ0aNCh0qRE0wzA0+7RsvVi9VXctqtUzTofOGjfM6lgAgDhkmKZpWh2iJ6/XK7fbLY/Hw/xHiB1s79S/vLRK732+U4kOm57656k6d3ym1bEAADEgmL/flr/bBeEzKMGuJ/9pqi44NUttHX796I81evfTxq+/IwAAIUT5iDOJDpueuPYMffu0bLV1+nXrizV6a23fa7AAADAQKB9xKMFu02M/mKJLinLV4TdVtmCV/nf1DqtjAQDiBOUjTjnsNj18ZZEunzJcnX5Td/x5lV6r3W51LABAHKB8xDGH3abffr9I3586Qn5TuntRrf6nZpvVsQAAMY7yEefsNkO/nlOoq2fky29KP/nrJ1q0YqvVsQAAMYzyAdlshh743mRdVzpSpind8z9r9GL1V1bHAgDEKMoHJHUtQnb/dyfpxjNHS5J+/upavfD/bbY4FQAgFlE+EGAYhn7xnYn60bcKJEm/fP1TPfv3TRanAgDEGsoHejEMQ/920QTdfu5YSdKv/vczzV+20eJUAIBYQvnAUQzD0E9mjdfdM0+RJP36rc/12NIvLU4FAIgVlA8c050zx+mns8ZLkh565ws99PZ6RdhHAQEAohDlA8dVdu5Y/Z9vT5AkPfbeBv1mCQUEANA/lA98rVvOHqN7v3OqJGn+so164P9+RgEBAJw0ygdOyI3fHK3/uHSSJOmZv2/W/a9/SgEBAJwUygdO2D+XjlLF5afJMKQX/rFFv3htrfx+CggAIDiUDwTl6hn5+s2cQhmG9GL1Vv2fxWsoIACAoFA+ELTvT8vTQ1cWyWZIC1fU6ad/Xa1OCggA4ARRPnBSvjdlhB79wRTZbYb+Z9U2zftLrTo6/VbHAgBEAcoHTtolRbn6/dVT5LAZeq22XncuqlU7BQQA8DUoH+iX2afl6Ilrz1CC3dD/rt6h2xesUlsHBQQAcGyUD/TbhZOy9fQ/T1Oiw6Yl6xr1Ly/VyNfRaXUsAECEonwgJM6dkKlnr5smp8Omdz/bqR/9qUYH2ykgAICjUT4QMmefMkzPXz9dSQl2LVu/Sz/840odaKOAAAB6o3wgpL4xdqheuGG6khPt+vuXu3XjCyu0v63D6lgAgAhC+UDIFRdk6I83zlCq06GqTXt0/X+vUIuPAgIA6EL5wICYNipdf7pphtIGOfTRlr267rnl8h5stzoWACACUD4wYKbkD9FLNxfLnZSgVVub9M/PfSTPfgoIAMQ7ygcGVOGIwVrww2INSU7QJ3VNuva5au1rbbM6FgDAQpQPDLhJuW79+ZYSZaQkau12r655drn2tPisjgUAsAjlA2ExIdulhbeUaGiqU5/t8OrqZ6q1q5kCAgDxiPKBsBmXlaZFPypRlsupLxpb9IOnq7TTe9DqWACAMAt5+fjlL38pwzB6bRMmTAj10yBKjRmWqkW3lCrXPUgbd7XqqqertcNzwOpYAIAwGpAzH5MmTdKOHTsC24cffjgQT4MoNWpoihb9qFTDBydp8+5WXfVUtbbt2291LABAmAxI+XA4HMrOzg5sQ4cOHYinQRTLS0/WX24tVX56srbu3a+rnqpW3V4KCADEgwEpH19++aVyc3NVUFCga6+9Vlu3bj3msT6fT16vt9eG+DB8cJIW/ahEo4emaHvTAV31VJW27G61OhYAYICFvHwUFxfrhRde0FtvvaX58+dr8+bNOuuss9Tc3Nzn8RUVFXK73YEtLy8v1JEQwXLcSVp4S4nGDEtRveegrnq6Sht3tVgdCwAwgAzTNM2BfIKmpiaNHDlSDz30kG666aajbvf5fPL5Dr/l0uv1Ki8vTx6PRy6XayCjIYLsavbp2mer9UVji4alObXg5mKNy0qzOhYA4AR5vV653e4T+vs94G+1HTx4sE455RRt2LChz9udTqdcLlevDfFnWJpTf/5hiSZkp2lXs08/eLpanzdwCQ4AYtGAl4+WlhZt3LhROTk5A/1UiHIZqV0FZFKuS3ta23T109VaV++xOhYAIMRCXj5+8pOfqLKyUlu2bNE//vEPfe9735PdbtfVV18d6qdCDBqSkqgFN5eoaIRb+/a365pnlmvNNgoIAMSSkJePbdu26eqrr9b48eN15ZVXKiMjQ9XV1Ro2bFionwoxyp2coD/dXKwz8gfLc6Bd1zxbrY+37rM6FgAgRAZ84DRYwQysILa1+Dp0w/MfacWWfUp1OvTCDdM1bVS61bEAAH2IqIFT4GSlOh36w40zVFKQrhZfh67774+0fNMeq2MBAPqJ8oGIlpzo0PPXz9A3xw7V/rZOzX3+I/1jw26rYwEA+oHygYiXlGjXs3On6VunDNPBdr9ueGGFPvhil9WxAAAnifKBqDAowa6nr5uqmRMz5evw6+Y/rNT7n++0OhYA4CRQPhA1nA67nrh2qmZNylJbp1+3/Gml3l7XYHUsAECQKB+IKokOm35/zRm6+LQctXea+peXVunNNTusjgUACALlA1EnwW7Toz84XZeenqsOv6nb//yxXv+k3upYAIATRPlAVHLYbXroytN1+RnD1ek3defCj7X4421WxwIAnADKB6KW3Wbo/72iSFdNy5PflOb95RO9vLLO6lgAgK9B+UBUs9kMVVx+mq4tzpdpSj/962r9+aOtVscCABwH5QNRz2Yz9KvLJuv6b4ySJJW/skZ/qtpiaSYAwLFRPhATDMPQfZecqpu/OVqS9IvX1um/P9xscSoAQF8oH4gZhmHo/7l4om47Z4wk6d/f+FRPf7DR4lQAgCNRPhBTDMPQz2aN14/PGytJeuD/fq7H399gcSoAQE+UD8QcwzA078LxmnfBKZKk3y5Zr0fe/UKmaVqcDAAgUT4Qw358/jj97KLxkqRH3v1S//U2BQQAIgHlAzHtX84Zq59fPFGS9Pv3N+jBtz6ngACAxRxWBwAG2s1nFchhM/TL1z/VU5WbVL1xj07PG6xJw92anOvWuKxUJdjp4QAQLpQPxIXrzxwth92me19bq0+2efTJNk/gtkS7TeOz0zR5uEuTct2aPNytCdlpGpRgtzAxAMQuw4ywc9Ber1dut1sej0cul8vqOIgxdXv3a9XWfVq73aO1271aW+9R88GOo46z2wyNy0w9VEZcmjzcrYk5LqU66esA0Jdg/n5TPhDXTNNU3d4DWlvv6Sok9V6t2+7Rnta2o441DGl0RsqhyzVdhWRSrkuDkxMtSA4AkYXyAfSDaZpq8B7U2u1erav3BL7u8Bzs8/gRQ5I0+dAZkkmHCklm2qAwpwYAa1E+gAGwu8WndfVerd3uCZSSrXv393lsZppTkw+dIZk0vGuOJNc9SIZhhDk1AIQH5QMIE8+Bdn1a332GpOuyzcZdLerrf1VDkhMOXapxB4ZbR6Yny2ajkACIfpQPwEKtvg593uDtGmg9VEi+bGxWh//o/6mlOh06NdcVuGwzebhbBUNT5OCtvwCiDOUDiDAH2zv1RWPz4TmSeq8+2+FVW4f/qGMHJdg0MaerkEw6NNg6LitVTgdv/QUQuSgfQBRo7/Rr466WwBmSdfUerav3an9b51HHJtgNnZKV1muwdWK2S0mJFBIAkYHyAUQpv9/U5j2th8rI4XfbeA60H3WszZDGZqZqcq6769LN8K6vrkEJFiQHEO8oH0AMMU1T2/YdCBSR7jVJdrccvRaJJI3KSA4sHd892JqewlokAAYW5QOIcaZpamezr9dKreu2e1R/jLVIhg9OCgy2jslMUarToVSnQymHviYn2pXidMjpsPF2YAAnhfIBxKm9rW29zpCs2+7Rlj19r0XSF4fNCBSSFGdXIUlJPPx9z8KSkmhXcq99h49PdTqU7LQzJAvEkWD+fvNBFUAMSU9J1FnjhumsccMC+7wHu9Yi6Z4j2b7vgFp8HWpt61Crr0Mtvg4dbO96102H35TnQHufMyYnI8Fu9CokvQtNj8LSo8SkJB65zx64jU8fBmLDgJWPxx9/XL/97W/V0NCgoqIi/e53v9OMGTMG6ukAHINrUIJKCjJUUpBxzGM6Ov3a396pVl93IekMFJP9bYd/7t7X9X1njwLT+3bfobcQt3eaatrfrqb9oSkziXbbUWdhuktM8hEFJ7VHyem5LznRrgS7TTbDkN1myG4Ystm6Pkyw+2e7zeDyEzCABqR8LFq0SPPmzdOTTz6p4uJiPfLII5o1a5bWr1+vzMzMgXhKAP3gsNvksttC9k6Zjk6/WtuOLCydgTJzZMFpDZyJ6bGv7fB9utdDaev0q22/X/tCVGaOxzB0qJgcLiQ2o7uk2GS39bg9UGIOf3XYun/WofsagYJjMw5/dXTvO3Rsr+fr8X3v+6rP5+v12IH7qtdzdx9jMyTDOPy9zTBkHPra/X3Pnw8fPwDHHMpo6Mgc6vEYlMFYMiAzH8XFxZo+fbp+//vfS5L8fr/y8vJ0xx136N/+7d+Oe19mPgAcqb3Tr/2+TrW0HXn25fAZmJ5nZA4Xmj7O2LR1qtNvqrOPFWcRuboLyfEKiq1HsZJ6FpxDhadHyTECX4/4XsbR+3ru775vz++Puu+xvu957IlkOJH79sxyxPF97T90n2FpTpWdOzak/x1ZOvPR1tammpoalZeXB/bZbDbNnDlTVVVVRx3v8/nk8/kCP3u93lBHAhDlEuw2uZNtcieHdg0Tv99Up2kGykinaXbtC3yvo/YFjvWb8ps9v6rXvqMe84hj/X5THUc8Z+C+gX06dD9/133MYz139/P71WnqiNfQ+7k7Ok2ZpmTKlN/seky/2fUOKv+h1+w3u47xm6ZM9f65+xjTPHx/U71/9vt7Hn/4/j2fM9h/7TXNrt/FoZ9C+s9BPCoYlhLy8hGMkJeP3bt3q7OzU1lZWb32Z2Vl6fPPPz/q+IqKCt1///2hjgEAX8tmM2SToQTelBN2pnkCBcXfo/CYhwtO4Bj/EaXIPKIUmX0Up0PHdBWm3s976D+9cnQfq0P7TFO9ipl56Eazx317FjL1eLyu247xmOqZpetOgSyB132cx9ThQnf4d9v78Xs+5uAQF/lgWf5ul/Lycs2bNy/ws9frVV5enoWJAAADrfuygE3McsSjkJePoUOHym63q7Gxsdf+xsZGZWdnH3W80+mU0+kMdQwAABChQv6m+cTERE2dOlVLly4N7PP7/Vq6dKlKS0tD/XQAACDKDMhll3nz5mnu3LmaNm2aZsyYoUceeUStra264YYbBuLpAABAFBmQ8nHVVVdp165duvfee9XQ0KDTTz9db7311lFDqAAAIP7w2S4AAKDfgvn7zQclAACAsKJ8AACAsKJ8AACAsKJ8AACAsKJ8AACAsKJ8AACAsKJ8AACAsKJ8AACAsLL8U22P1L3mmdfrtTgJAAA4Ud1/t09k7dKIKx/Nzc2SpLy8PIuTAACAYDU3N8vtdh/3mIhbXt3v96u+vl5paWkyDCOkj+31epWXl6e6urq4XLo93l+/xO8g3l+/xO+A1x/fr18auN+BaZpqbm5Wbm6ubLbjT3VE3JkPm82mESNGDOhzuFyuuP2HTuL1S/wO4v31S/wOeP3x/fqlgfkdfN0Zj24MnAIAgLCifAAAgLCKq/LhdDp13333yel0Wh3FEvH++iV+B/H++iV+B7z++H79UmT8DiJu4BQAAMS2uDrzAQAArEf5AAAAYUX5AAAAYUX5AAAAYRU35ePxxx/XqFGjNGjQIBUXF+ujjz6yOlLYfPDBB7rkkkuUm5srwzD06quvWh0prCoqKjR9+nSlpaUpMzNTl112mdavX291rLCaP3++CgsLA4sKlZaW6s0337Q6lmUefPBBGYahu+66y+ooYfPLX/5ShmH02iZMmGB1rLDavn27/umf/kkZGRlKSkrSaaedppUrV1odK2xGjRp11D8DhmGorKws7FnionwsWrRI8+bN03333adVq1apqKhIs2bN0s6dO62OFhatra0qKirS448/bnUUS1RWVqqsrEzV1dV655131N7ergsvvFCtra1WRwubESNG6MEHH1RNTY1Wrlyp8847T5deeqnWrVtndbSwW7FihZ566ikVFhZaHSXsJk2apB07dgS2Dz/80OpIYbNv3z6deeaZSkhI0JtvvqlPP/1U//Vf/6UhQ4ZYHS1sVqxY0eu//3feeUeS9P3vfz/8Ycw4MGPGDLOsrCzwc2dnp5mbm2tWVFRYmMoakszFixdbHcNSO3fuNCWZlZWVVkex1JAhQ8xnn33W6hhh1dzcbI4bN8585513zG9961vmnXfeaXWksLnvvvvMoqIiq2NY5p577jG/+c1vWh0jotx5553mmDFjTL/fH/bnjvkzH21tbaqpqdHMmTMD+2w2m2bOnKmqqioLk8EqHo9HkpSenm5xEmt0dnZq4cKFam1tVWlpqdVxwqqsrEwXX3xxr/8/iCdffvmlcnNzVVBQoGuvvVZbt261OlLY/O1vf9O0adP0/e9/X5mZmZoyZYqeeeYZq2NZpq2tTS+++KJuvPHGkH+I64mI+fKxe/dudXZ2Kisrq9f+rKwsNTQ0WJQKVvH7/brrrrt05plnavLkyVbHCas1a9YoNTVVTqdTt956qxYvXqxTTz3V6lhhs3DhQq1atUoVFRVWR7FEcXGxXnjhBb311luaP3++Nm/erLPOOkvNzc1WRwuLTZs2af78+Ro3bpyWLFmi2267TT/+8Y/1hz/8wepolnj11VfV1NSk66+/3pLnj7hPtQUGUllZmdauXRtX17q7jR8/XrW1tfJ4PPrrX/+quXPnqrKyMi4KSF1dne6880698847GjRokNVxLDF79uzA94WFhSouLtbIkSP1l7/8RTfddJOFycLD7/dr2rRpeuCBByRJU6ZM0dq1a/Xkk09q7ty5FqcLv+eee06zZ89Wbm6uJc8f82c+hg4dKrvdrsbGxl77GxsblZ2dbVEqWOH222/XG2+8offff18jRoywOk7YJSYmauzYsZo6daoqKipUVFSkRx991OpYYVFTU6OdO3fqjDPOkMPhkMPhUGVlpR577DE5HA51dnZaHTHsBg8erFNOOUUbNmywOkpY5OTkHFW0J06cGFeXnrp99dVXevfdd3XzzTdbliHmy0diYqKmTp2qpUuXBvb5/X4tXbo07q53xyvTNHX77bdr8eLFeu+99zR69GirI0UEv98vn89ndYywOP/887VmzRrV1tYGtmnTpunaa69VbW2t7Ha71RHDrqWlRRs3blROTo7VUcLizDPPPOot9l988YVGjhxpUSLrPP/888rMzNTFF19sWYa4uOwyb948zZ07V9OmTdOMGTP0yCOPqLW1VTfccIPV0cKipaWl17/dbN68WbW1tUpPT1d+fr6FycKjrKxMCxYs0Guvvaa0tLTArI/b7VZSUpLF6cKjvLxcs2fPVn5+vpqbm7VgwQItW7ZMS5YssTpaWKSlpR0145OSkqKMjIy4mf35yU9+oksuuUQjR45UfX297rvvPtntdl199dVWRwuLu+++W9/4xjf0wAMP6Morr9RHH32kp59+Wk8//bTV0cLK7/fr+eef19y5c+VwWFgBwv7+Gov87ne/M/Pz883ExERzxowZZnV1tdWRwub99983JR21zZ071+poYdHXa5dkPv/881ZHC5sbb7zRHDlypJmYmGgOGzbMPP/88823337b6liWire32l511VVmTk6OmZiYaA4fPty86qqrzA0bNlgdK6xef/11c/LkyabT6TQnTJhgPv3001ZHCrslS5aYksz169dbmsMwTdO0pvYAAIB4FPMzHwAAILJQPgAAQFhRPgAAQFhRPgAAQFhRPgAAQFhRPgAAQFhRPgAAQFhRPgAAQFhRPgAAQFhRPgAAQFhRPgAAQFhRPgAAQFj9/2QHpIuFc7kwAAAAAElFTkSuQmCC",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "def generate_wavenumbers(n=6):\n",
-    "    \"\"\"Generate the wavenumbers.\"\"\"\n",
-    "    # n = 7  # Size of the square array\n",
-    "    center = n // 2  # Center of the array\n",
-    "    array = np.zeros((n, n), dtype=int)\n",
-    "\n",
-    "    # Fill values based on distance from the center\n",
-    "    for i in range(n):\n",
-    "        for j in range(n):\n",
-    "            distance = max(abs(center - i), abs(center - j))\n",
-    "            array[i, j] = distance\n",
-    "\n",
-    "    # For even-sized arrays, ensure the center area avoids 0 directly\n",
-    "    if n % 2 == 0:\n",
-    "        for i in range(n):\n",
-    "            for j in range(n):\n",
-    "                if i + j >= n:\n",
-    "                    array[i, j] += 1\n",
-    "    return array\n",
-    "\n",
-    "\n",
-    "# Generate and print the array\n",
-    "array = generate_wavenumbers(n=8)\n",
-    "print(array)\n",
-    "\n",
-    "\n",
-    "def custom_2d_spectrum(signal, n_observations, normalize=True):\n",
-    "    \"\"\"Calculate 2d spectrum of data.\"\"\"\n",
-    "    signal = signal.cpu()\n",
-    "    t = signal.shape[0]\n",
-    "    signal = signal.view(t, n_observations, n_observations)\n",
-    "\n",
-    "    if normalize:\n",
-    "        signal = torch.fft.fft2(signal, norm='ortho')\n",
-    "    else:\n",
-    "        signal = torch.fft.rfft2(\n",
-    "            signal, s=(n_observations, n_observations), norm='backward'\n",
-    "        )\n",
-    "\n",
-    "    # center FFT\n",
-    "    centered_fft_signal = torch.fft.fftshift(signal)\n",
-    "\n",
-    "    # compute energy\n",
-    "    energy = centered_fft_signal.abs() ** 2\n",
-    "\n",
-    "    # define wavenumbers\n",
-    "    wave_numbers = generate_wavenumbers(n=n_observations)\n",
-    "    max_wavenumber = n_observations // 2\n",
-    "\n",
-    "    # spectrum = torch.zeros((T, n_observations))\n",
-    "    # for i in range(max_wavenumber):\n",
-    "    #    energies = torch.where(torch.tensor(wave_numbers) == i, energy, 0)\n",
-    "\n",
-    "    spectrum = torch.zeros((t, n_observations // 2))\n",
-    "    for j in range(1, max_wavenumber + 1):\n",
-    "        ind = torch.where(torch.tensor(wave_numbers) == j)\n",
-    "        spectrum[:, j - 1] = energy[:, ind[0], ind[1]].sum(dim=1)\n",
-    "\n",
-    "    spectrum = spectrum.mean(dim=0)\n",
-    "    return spectrum\n",
-    "\n",
-    "\n",
-    "spectrum = custom_2d_spectrum(out, 16)\n",
-    "plt.plot(spectrum)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 17,
-   "id": "18e79e25-fb99-4135-aaf4-913cbb1b4934",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "[<matplotlib.lines.Line2D at 0x7f6c380ef460>]"
-      ]
-     },
-     "execution_count": 17,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "def get_energy_curve(data, dummy_arg=None):\n",
-    "    \"\"\"Energy Calculation used by Liangzhao.\"\"\"\n",
-    "    # https://arxiv.org/pdf/2404.07200v2\n",
-    "    # Calculates the energy spectrum curve for a batch of 2D arrays.\n",
-    "    # data: The input data, expected to be a tensor of shape (B, H, W),\n",
-    "    # where B is the batch size, and H, W are the height and width\n",
-    "    #           of the 2D arrays.\n",
-    "\n",
-    "    data_f = (\n",
-    "        torch.square(\n",
-    "            torch.abs(torch.fft.fftshift(torch.fft.fft2(data), dim=(1, 2)))\n",
-    "        )\n",
-    "        / (data.size()[-1] * data.size()[-2]) ** 2\n",
-    "    )\n",
-    "    # The first division by (H*W) is a normalization\n",
-    "    # related to Parseval's theorem.\n",
-    "    # The second division by (H*W) makes the sum\n",
-    "    # of the final `data_f` equal to\n",
-    "    # the Mean Squared Value (or average energy per pixel)\n",
-    "    # of the original array.\n",
-    "\n",
-    "    n_mode = (data.size()[-1] + 1) // 2\n",
-    "    center = data.size()[-1] // 2\n",
-    "\n",
-    "    f_energy = []\n",
-    "\n",
-    "    for ii in range(n_mode):\n",
-    "        d_f = data_f[\n",
-    "            :, center - ii : center + ii + 1, center - ii : center + ii + 1\n",
-    "        ]\n",
-    "        d_f[:, 1:-1, 1:-1] = 0\n",
-    "        # Sum the energy within the isolated shell over\n",
-    "        # the spatial dimensions (H, W).\n",
-    "        f_energy.append(torch.sum(d_f, dim=(1, 2)))\n",
-    "\n",
-    "    f_energy = torch.stack(f_energy, dim=-1)\n",
-    "    # Compute the mean energy curve across the entire batch (dimension 0).\n",
-    "    f_energy = torch.mean(f_energy, dim=0)\n",
-    "\n",
-    "    return f_energy.cpu()\n",
-    "\n",
-    "\n",
-    "spectrum = get_energy_curve(out.squeeze())\n",
-    "plt.plot(spectrum)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 18,
-   "id": "947a0ce6-3ab8-4c82-b109-3f02a6e75229",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Loading test db for resolution 16 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 64 with 100 samples \n",
-      "Loading test db for resolution 128 with 100 samples \n",
-      "Loading test db for resolution 16 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 64 with 100 samples \n",
-      "Loading test db for resolution 128 with 100 samples \n",
-      "Loading test db for resolution 16 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 64 with 100 samples \n",
-      "Loading test db for resolution 128 with 100 samples \n",
-      "Loading test db for resolution 16 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 64 with 100 samples \n",
-      "Loading test db for resolution 128 with 100 samples \n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 800x400 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Loading test db for resolution 16 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 64 with 100 samples \n",
-      "Loading test db for resolution 128 with 100 samples \n",
-      "Loading test db for resolution 16 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 64 with 100 samples \n",
-      "Loading test db for resolution 128 with 100 samples \n",
-      "Loading test db for resolution 16 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 64 with 100 samples \n",
-      "Loading test db for resolution 128 with 100 samples \n",
-      "Loading test db for resolution 16 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 64 with 100 samples \n",
-      "Loading test db for resolution 128 with 100 samples \n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 800x400 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Loading test db for resolution 16 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 64 with 100 samples \n",
-      "Loading test db for resolution 128 with 100 samples \n",
-      "Loading test db for resolution 16 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 64 with 100 samples \n",
-      "Loading test db for resolution 128 with 100 samples \n",
-      "Loading test db for resolution 16 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 64 with 100 samples \n",
-      "Loading test db for resolution 128 with 100 samples \n",
-      "Loading test db for resolution 16 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 64 with 100 samples \n",
-      "Loading test db for resolution 128 with 100 samples \n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 800x400 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "for spectrum_func in [spectrum_2d, custom_2d_spectrum, get_energy_curve]:\n",
-    "    fig, ax = plt.subplots(1, 4, figsize=(8, 4), sharey='row')\n",
-    "\n",
-    "    model = trained_models[16]\n",
-    "    model = model.to(device)\n",
-    "    model = model.eval()\n",
-    "\n",
-    "    for idx, s in enumerate([16, 32, 64, 128]):\n",
-    "        ## Define some variables\n",
-    "        T = 500  # number of time steps\n",
-    "        samples = 50\n",
-    "        # s = 16 # resolution of the dataset\n",
-    "\n",
-    "        # additional paramaters for the dataset\n",
-    "        Re = 5000\n",
-    "        index = 1\n",
-    "        T = 100\n",
-    "        dataset_name = 'Darcy Flow'\n",
-    "\n",
-    "        train_loader, test_loaders, output_encoder = load_darcy_flow_small(\n",
-    "            n_train=1000,\n",
-    "            # batch_size=16,\n",
-    "            train_resolution=s,\n",
-    "            test_resolutions=[16, 32, 64, 128],\n",
-    "            n_tests=[100, 100, 100, 100],\n",
-    "            # test_batch_sizes=[32, 32, 32, 32],\n",
-    "        )\n",
-    "\n",
-    "        # It is important to note that we want the last two dimensions\n",
-    "        # to represent the spatial dimensions\n",
-    "        # So in some cases one might have to permute the\n",
-    "        # dataset after squeezing\n",
-    "        # the initial dimensions as well\n",
-    "\n",
-    "        # squeeze the dataset to remove the empty channel dimension\n",
-    "        dataset_pred = train_loader.dataset[:samples]['x'].squeeze()\n",
-    "        dataset_pred_y = train_loader.dataset[:samples]['y'].squeeze()\n",
-    "        model_preds_train = get_model_preds(train_loader, model).squeeze()\n",
-    "        model_preds_test = get_model_preds(test_loaders[s], model).squeeze()\n",
-    "        # Shape of the dataset\n",
-    "        shape = dataset_pred.shape\n",
-    "\n",
-    "        # Generate the spectrum of the dataset\n",
-    "        # We reshape our samples into the form expected by ``spectrum_2d``:\n",
-    "        # ``(n_samples, h, w)``\n",
-    "        train_sp_x = spectrum_func(dataset_pred.reshape(samples * 1, s, s), s)\n",
-    "        train_sp_y = spectrum_func(\n",
-    "            dataset_pred_y.reshape(samples * 1, s, s), s\n",
-    "        )\n",
-    "        train_sp_model_pred = spectrum_func(\n",
-    "            model_preds_train[:samples].reshape(samples * 1, s, s), s\n",
-    "        )\n",
-    "\n",
-    "        test_sp_x = spectrum_func(\n",
-    "            test_loaders[s]\n",
-    "            .dataset[:samples]['x']\n",
-    "            .squeeze()\n",
-    "            .reshape(samples * 1, s, s),\n",
-    "            s,\n",
-    "        )\n",
-    "        test_sp_y = spectrum_func(\n",
-    "            test_loaders[s]\n",
-    "            .dataset[:samples]['y']\n",
-    "            .squeeze()\n",
-    "            .reshape(samples * 1, s, s),\n",
-    "            s,\n",
-    "        )\n",
-    "        test_sp_model_pred = spectrum_func(\n",
-    "            model_preds_test[:samples].reshape(samples * 1, s, s), s\n",
-    "        )\n",
-    "        # Configure pyplot and generate the plot\n",
-    "\n",
-    "        ax[idx].set_yscale('log')\n",
-    "\n",
-    "        length = dataset_pred.shape[-1]  # the resolution length of the dataset\n",
-    "        buffer = 10  # just add a buffer to the plot\n",
-    "        k = np.arange(length + buffer) * 1.0\n",
-    "        ax[idx].plot(train_sp_x, linestyle=':', label='train_x')\n",
-    "        ax[idx].plot(train_sp_y, linestyle='-', label='train_y')\n",
-    "        ax[idx].plot(test_sp_x, linestyle=':', label='test_x')\n",
-    "        ax[idx].plot(test_sp_y, linestyle='-', label='test_y')\n",
-    "        ax[idx].plot(\n",
-    "            test_sp_model_pred, linestyle='-', label='test_model_pred'\n",
-    "        )\n",
-    "        ax[idx].plot(\n",
-    "            train_sp_model_pred, linestyle='-', label='train_model_pred'\n",
-    "        )\n",
-    "\n",
-    "        ax[idx].set_title(f'Resolution: {s}')\n",
-    "        fig.suptitle(f'Spectrum of {dataset_name} Dataset')\n",
-    "\n",
-    "    fig.supxlabel('wavenumber')\n",
-    "    fig.supylabel('energy')\n",
-    "\n",
-    "    # show the figure\n",
-    "    leg = plt.legend(loc='best')\n",
-    "    leg.get_frame().set_alpha(0.5)\n",
-    "    plt.show()\n",
-    "    fig.savefig(\n",
-    "        f'{FIG_DIR}/{spectrum_func.__name__}_cross_resolution_spectral_analysis.pdf',\n",
-    "        bbox_inches='tight',\n",
-    "    )"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 19,
-   "id": "2879e177-4dd9-480e-a546-22a6baf0ab85",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Loading test db for resolution 16 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 64 with 100 samples \n",
-      "Loading test db for resolution 128 with 100 samples \n",
-      "Loading test db for resolution 16 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 64 with 100 samples \n",
-      "Loading test db for resolution 128 with 100 samples \n",
-      "Loading test db for resolution 16 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 64 with 100 samples \n",
-      "Loading test db for resolution 128 with 100 samples \n",
-      "Loading test db for resolution 16 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 64 with 100 samples \n",
-      "Loading test db for resolution 128 with 100 samples \n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 800x400 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "from operator_aliasing.utils import get_energy_curve\n",
-    "\n",
-    "for spectrum_func in [get_energy_curve]:\n",
-    "    fig, ax = plt.subplots(1, 4, figsize=(8, 4), sharey='row')\n",
-    "\n",
-    "    model = trained_models[16]\n",
-    "    model = model.to(device)\n",
-    "    model = model.eval()\n",
-    "\n",
-    "    for idx, s in enumerate([16, 32, 64, 128]):\n",
-    "        ## Define some variables\n",
-    "        T = 500  # number of time steps\n",
-    "        samples = 50\n",
-    "        # s = 16 # resolution of the dataset\n",
-    "\n",
-    "        # additional paramaters for the dataset\n",
-    "        Re = 5000\n",
-    "        index = 1\n",
-    "        T = 100\n",
-    "        dataset_name = 'Darcy Flow'\n",
-    "\n",
-    "        train_loader, test_loaders, output_encoder = load_darcy_flow_small(\n",
-    "            n_train=1000,\n",
-    "            # batch_size=16,\n",
-    "            train_resolution=s,\n",
-    "            test_resolutions=[16, 32, 64, 128],\n",
-    "            n_tests=[100, 100, 100, 100],\n",
-    "            # test_batch_sizes=[32, 32, 32, 32],\n",
-    "        )\n",
-    "\n",
-    "        # It is important to note that we want the last two dimensions\n",
-    "        # to represent the spatial dimensions\n",
-    "        # So in some cases one might have to permute the\n",
-    "        # dataset after squeezing\n",
-    "        # the initial dimensions as well\n",
-    "\n",
-    "        # squeeze the dataset to remove the empty channel dimension\n",
-    "        dataset_pred = train_loader.dataset[:samples]['x'].squeeze()\n",
-    "        dataset_pred_y = train_loader.dataset[:samples]['y'].squeeze()\n",
-    "        model_preds_train = get_model_preds(train_loader, model).squeeze()\n",
-    "        model_preds_test = get_model_preds(test_loaders[s], model).squeeze()\n",
-    "        # Shape of the dataset\n",
-    "        shape = dataset_pred.shape\n",
-    "\n",
-    "        # Generate the spectrum of the dataset\n",
-    "        # We reshape our samples into the form expected by ``spectrum_2d``:\n",
-    "        # ``(n_samples, h, w)``\n",
-    "        train_sp_x = spectrum_func(dataset_pred.reshape(samples * 1, s, s), s)\n",
-    "        train_sp_y = spectrum_func(\n",
-    "            dataset_pred_y.reshape(samples * 1, s, s), s\n",
-    "        )\n",
-    "        train_sp_model_pred = spectrum_func(\n",
-    "            model_preds_train[:samples].reshape(samples * 1, s, s), s\n",
-    "        )\n",
-    "\n",
-    "        test_sp_x = spectrum_func(\n",
-    "            test_loaders[s]\n",
-    "            .dataset[:samples]['x']\n",
-    "            .squeeze()\n",
-    "            .reshape(samples * 1, s, s),\n",
-    "            s,\n",
-    "        )\n",
-    "        test_sp_y = spectrum_func(\n",
-    "            test_loaders[s]\n",
-    "            .dataset[:samples]['y']\n",
-    "            .squeeze()\n",
-    "            .reshape(samples * 1, s, s),\n",
-    "            s,\n",
-    "        )\n",
-    "        test_sp_model_pred = spectrum_func(\n",
-    "            model_preds_test[:samples].reshape(samples * 1, s, s), s\n",
-    "        )\n",
-    "        # Configure pyplot and generate the plot\n",
-    "\n",
-    "        ax[idx].set_yscale('log')\n",
-    "\n",
-    "        length = dataset_pred.shape[-1]  # the resolution length of the dataset\n",
-    "        buffer = 10  # just add a buffer to the plot\n",
-    "        k = np.arange(length + buffer) * 1.0\n",
-    "        ax[idx].plot(train_sp_x, linestyle=':', label='train_x')\n",
-    "        ax[idx].plot(train_sp_y, linestyle='-', label='train_y')\n",
-    "        ax[idx].plot(test_sp_x, linestyle=':', label='test_x')\n",
-    "        ax[idx].plot(test_sp_y, linestyle='-', label='test_y')\n",
-    "        ax[idx].plot(\n",
-    "            test_sp_model_pred, linestyle='-', label='test_model_pred'\n",
-    "        )\n",
-    "        ax[idx].plot(\n",
-    "            train_sp_model_pred, linestyle='-', label='train_model_pred'\n",
-    "        )\n",
-    "\n",
-    "        ax[idx].set_title(f'Resolution: {s}')\n",
-    "        fig.suptitle(f'Spectrum of {dataset_name} Dataset')\n",
-    "\n",
-    "    fig.supxlabel('wavenumber')\n",
-    "    fig.supylabel('energy')\n",
-    "\n",
-    "    # show the figure\n",
-    "    leg = plt.legend(loc='best')\n",
-    "    leg.get_frame().set_alpha(0.5)\n",
-    "    plt.show()\n",
-    "    fig.savefig(\n",
-    "        f'{FIG_DIR}/{spectrum_func.__name__}_cross_resolution_spectral_analysis.pdf',\n",
-    "        bbox_inches='tight',\n",
-    "    )"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 20,
-   "id": "ea9fec7e-8e30-4f0a-b087-1748d16305d4",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Loading test db for resolution 16 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 64 with 100 samples \n",
-      "Loading test db for resolution 128 with 100 samples \n",
-      "Loading test db for resolution 16 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 64 with 100 samples \n",
-      "Loading test db for resolution 128 with 100 samples \n",
-      "Loading test db for resolution 16 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 64 with 100 samples \n",
-      "Loading test db for resolution 128 with 100 samples \n",
-      "Loading test db for resolution 16 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 64 with 100 samples \n",
-      "Loading test db for resolution 128 with 100 samples \n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 400x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "from operator_aliasing.utils import get_energy_curve\n",
-    "\n",
-    "for spectrum_func in [get_energy_curve]:\n",
-    "    fig, ax = plt.subplots(1, 1, figsize=(4, 4), sharey='row')\n",
-    "\n",
-    "    model = trained_models[16]\n",
-    "    model = model.to(device)\n",
-    "    model = model.eval()\n",
-    "\n",
-    "    for idx, s in enumerate([16, 32, 64, 128]):\n",
-    "        ## Define some variables\n",
-    "        T = 500  # number of time steps\n",
-    "        samples = 50\n",
-    "        # s = 16 # resolution of the dataset\n",
-    "\n",
-    "        # additional paramaters for the dataset\n",
-    "        Re = 5000\n",
-    "        index = 1\n",
-    "        T = 100\n",
-    "        dataset_name = 'Darcy Flow'\n",
-    "\n",
-    "        train_loader, test_loaders, output_encoder = load_darcy_flow_small(\n",
-    "            n_train=1000,\n",
-    "            # batch_size=16,\n",
-    "            train_resolution=s,\n",
-    "            test_resolutions=[16, 32, 64, 128],\n",
-    "            n_tests=[100, 100, 100, 100],\n",
-    "            # test_batch_sizes=[32, 32, 32, 32],\n",
-    "        )\n",
-    "\n",
-    "        # squeeze the dataset to remove the empty channel dimension\n",
-    "        model_preds_train = get_model_preds(train_loader, model).squeeze()\n",
-    "        model_preds_test = get_model_preds(test_loaders[s], model).squeeze()\n",
-    "        # Shape of the dataset\n",
-    "        shape = dataset_pred.shape\n",
-    "\n",
-    "        # Generate the spectrum of the dataset\n",
-    "        # We reshape our samples into the form expected by ``spectrum_2d``:\n",
-    "        # ``(n_samples, h, w)``\n",
-    "\n",
-    "        test_sp_y = spectrum_func(\n",
-    "            test_loaders[s]\n",
-    "            .dataset[:samples]['y']\n",
-    "            .squeeze()\n",
-    "            .reshape(samples * 1, s, s),\n",
-    "            s,\n",
-    "        )\n",
-    "        test_sp_model_pred = spectrum_func(\n",
-    "            model_preds_test[:samples].reshape(samples * 1, s, s), s\n",
-    "        )\n",
-    "        # Configure pyplot and generate the plot\n",
-    "        ax.set_yscale('log')\n",
-    "        ax.plot(\n",
-    "            abs(test_sp_model_pred - test_sp_y) / test_sp_y,\n",
-    "            linestyle='-',\n",
-    "            label=f'Res {s}',\n",
-    "        )\n",
-    "\n",
-    "        fig.suptitle(f'{dataset_name} Dataset')\n",
-    "\n",
-    "    fig.supxlabel('Wavenumber')\n",
-    "    fig.supylabel('Energy (Pred vs. Label % change)')\n",
-    "\n",
-    "    # show the figure\n",
-    "    leg = plt.legend(loc='best')\n",
-    "    leg.get_frame().set_alpha(0.5)\n",
-    "    plt.tight_layout()\n",
-    "    plt.show()\n",
-    "    fig.savefig(\n",
-    "        f'{FIG_DIR}/{spectrum_func.__name__}_cross_resolution_spectral_analysis.pdf',\n",
-    "        bbox_inches='tight',\n",
-    "    )"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 55,
-   "id": "be69d5b0-e319-4bac-aef9-e59d5a4b33e5",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Loading test db for resolution 16 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 64 with 100 samples \n",
-      "Loading test db for resolution 128 with 100 samples \n",
-      "Loading test db for resolution 16 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 64 with 100 samples \n",
-      "Loading test db for resolution 128 with 100 samples \n",
-      "Loading test db for resolution 16 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 64 with 100 samples \n",
-      "Loading test db for resolution 128 with 100 samples \n",
-      "Loading test db for resolution 16 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 64 with 100 samples \n",
-      "Loading test db for resolution 128 with 100 samples \n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 400x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "from operator_aliasing.utils import get_energy_curve\n",
-    "\n",
-    "for spectrum_func in [get_energy_curve]:\n",
-    "    fig, ax = plt.subplots(1, 1, figsize=(4, 4), sharey='row')\n",
-    "\n",
-    "    model = trained_models[16]\n",
-    "    model = model.to(device)\n",
-    "    model = model.eval()\n",
-    "\n",
-    "    for idx, s in enumerate([16, 32, 64, 128]):\n",
-    "        ## Define some variables\n",
-    "        T = 500  # number of time steps\n",
-    "        samples = 100\n",
-    "        # s = 16 # resolution of the dataset\n",
-    "\n",
-    "        # additional paramaters for the dataset\n",
-    "        Re = 5000\n",
-    "        index = 1\n",
-    "        T = 100\n",
-    "        dataset_name = 'Darcy Flow'\n",
-    "\n",
-    "        train_loader, test_loaders, output_encoder = load_darcy_flow_small(\n",
-    "            n_train=1000,\n",
-    "            # batch_size=16,\n",
-    "            train_resolution=s,\n",
-    "            test_resolutions=[16, 32, 64, 128],\n",
-    "            n_tests=[100, 100, 100, 100],\n",
-    "            # test_batch_sizes=[32, 32, 32, 32],\n",
-    "        )\n",
-    "\n",
-    "        # squeeze the dataset to remove the empty channel dimension\n",
-    "        model_preds_test = get_model_preds(test_loaders[s], model).squeeze()\n",
-    "        # Shape of the dataset\n",
-    "        shape = model_preds_test.shape\n",
-    "\n",
-    "        test_sp_y = spectrum_func(\n",
-    "            test_loaders[s]\n",
-    "            .dataset[:samples]['y']\n",
-    "            .squeeze()\n",
-    "            .reshape(shape[0], s, s),\n",
-    "            s,\n",
-    "        )\n",
-    "\n",
-    "        # compute residuals\n",
-    "        residuals = []\n",
-    "        for i in range(model_preds_test.shape[0]):\n",
-    "            residual = (\n",
-    "                model_preds_test[i].to('cpu')\n",
-    "                - test_loaders[s].dataset[:samples]['y'].squeeze()[i]\n",
-    "            )\n",
-    "            residuals.append(residual)\n",
-    "\n",
-    "        residuals = torch.stack(residuals)\n",
-    "\n",
-    "        # Generate the spectrum of the dataset\n",
-    "        # We reshape our samples into the form expected by ``spectrum_2d``:\n",
-    "        # ``(n_samples, h, w)``\n",
-    "        # spectrum of residuals\n",
-    "        residual_spectrum = get_energy_curve(\n",
-    "            residuals  # .reshape(samples * 1, s, s)\n",
-    "        )\n",
-    "\n",
-    "        # Configure pyplot and generate the plot\n",
-    "        ax.set_yscale('log')\n",
-    "        x = np.linspace(1, s // 2, s // 2)\n",
-    "        ax.plot(\n",
-    "            # abs(test_sp_model_pred - test_sp_y) / test_sp_y,\n",
-    "            x,\n",
-    "            residual_spectrum / test_sp_y,\n",
-    "            linestyle='-',\n",
-    "            label=f'Res {s}',\n",
-    "        )\n",
-    "        ax.axvline(x=8, color='grey', linestyle='--')\n",
-    "\n",
-    "        fig.suptitle(f'{dataset_name} Dataset')\n",
-    "\n",
-    "    fig.supxlabel('Wavenumber')\n",
-    "    fig.supylabel('Energy of Residual \\n (Pred - Label)')\n",
-    "\n",
-    "    # show the figure\n",
-    "    leg = plt.legend(loc='best')\n",
-    "    leg.get_frame().set_alpha(0.5)\n",
-    "    plt.tight_layout()\n",
-    "    plt.show()\n",
-    "    fig.savefig(\n",
-    "        f'{FIG_DIR}/higher_res_residual_spectrum.pdf',  # .png\n",
-    "        dpi=300,\n",
-    "        bbox_inches='tight',\n",
-    "    )"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "f4efe05e-167c-4f74-8752-50dd96accf01",
-   "metadata": {},
-   "source": [
-    "# Compute loss on different Frequencies\n",
-    "\n",
-    "- https://github.com/pdebench/PDEBench/blob/main/pdebench/models/metrics.py#L257C5-L296C1\n",
-    "\n",
-    "- Visualize Samples @ different resolutions + frequencies (ground truth vs. model predictions)\n",
-    "\n",
-    "- Compute FrMSE loss\n",
-    "\n",
-    "- Normalized FRMSE by energy in each frequency bin"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 22,
-   "id": "7b3cc21b-a725-4479-a2cc-1d615b1055ea",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Loading test db for resolution 16 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 64 with 100 samples \n",
-      "Loading test db for resolution 128 with 100 samples \n",
-      "Original Incre Res: change index to 0\n",
-      "Original Incre Res: change sub to 2\n",
-      "Original Incre Res: change res to 8\n",
-      "\n",
-      "### N PARAMS ###\n",
-      " 2110305\n",
-      "\n",
-      "### OPTIMIZER ###\n",
-      " AdamW (\n",
-      "Parameter Group 0\n",
-      "    betas: (0.9, 0.999)\n",
-      "    correct_bias: True\n",
-      "    eps: 1e-06\n",
-      "    initial_lr: 0.008\n",
-      "    lr: 0.008\n",
-      "    weight_decay: 0.0001\n",
-      ")\n",
-      "\n",
-      "### SCHEDULER ###\n",
-      " <torch.optim.lr_scheduler.CosineAnnealingLR object at 0x7f6d4cc78df0>\n",
-      "\n",
-      "### LOSSES ###\n",
-      "\n",
-      "### INCREMENTAL RESOLUTION + GRADIENT EXPLAINED ###\n",
-      "\n",
-      " * Train: <neuralop.losses.data_losses.H1Loss object at 0x7f6d4a5438b0>\n",
-      "\n",
-      " * Test: {'h1': <neuralop.losses.data_losses.H1Loss object at 0x7f6d4a5438b0>, 'l2': <neuralop.losses.data_losses.LpLoss object at 0x7f6d4a5430d0>}\n",
-      "Incre Res Update: change index to 1\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/tmp/ipykernel_81343/2457714951.py:101: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n",
-      "  df = pd.concat([df, pd.DataFrame([row])], ignore_index=True)\n"
-     ]
-    }
-   ],
-   "source": [
-    "df = pd.DataFrame(\n",
-    "    columns=['train_resolution', 'test_resolution', 'loss_type', 'loss'],\n",
-    ")\n",
-    "\n",
-    "for train_resolution in [16]:\n",
-    "    # get data\n",
-    "    train_loader, test_loaders, output_encoder = load_darcy_flow_small(\n",
-    "        n_train=1000,\n",
-    "        # batch_size=16,\n",
-    "        train_resolution=train_resolution,\n",
-    "        test_resolutions=[16, 32, 64, 128],\n",
-    "        n_tests=[100, 100, 100, 100],\n",
-    "        # test_batch_sizes=[32, 32, 32, 32],\n",
-    "    )\n",
-    "\n",
-    "    # incrementally vary modes\n",
-    "    incremental = True\n",
-    "    starting_modes = (16, 16)\n",
-    "    if incremental:\n",
-    "        starting_modes = (2, 2)\n",
-    "\n",
-    "    # Set up model\n",
-    "    model = FNO(\n",
-    "        max_n_modes=(16, 16),\n",
-    "        n_modes=starting_modes,\n",
-    "        hidden_channels=32,\n",
-    "        in_channels=1,\n",
-    "        out_channels=1,\n",
-    "    )\n",
-    "    model = model.to(device)\n",
-    "    n_params = count_model_params(model)\n",
-    "\n",
-    "    # optimizer + data\n",
-    "    optimizer = AdamW(model.parameters(), lr=8e-3, weight_decay=1e-4)\n",
-    "    scheduler = torch.optim.lr_scheduler.CosineAnnealingLR(optimizer, T_max=30)\n",
-    "\n",
-    "    data_transform = IncrementalDataProcessor(\n",
-    "        in_normalizer=None,\n",
-    "        out_normalizer=None,\n",
-    "        device=device,\n",
-    "        subsampling_rates=[2, 1],\n",
-    "        dataset_resolution=16,\n",
-    "        dataset_indices=[2, 3],\n",
-    "        epoch_gap=10,\n",
-    "        verbose=True,\n",
-    "    )\n",
-    "\n",
-    "    data_transform = data_transform.to(device)\n",
-    "\n",
-    "    l2loss = LpLoss(d=2, p=2)\n",
-    "    h1loss = H1Loss(d=2)\n",
-    "    train_loss = h1loss\n",
-    "    eval_losses = {'h1': h1loss, 'l2': l2loss}\n",
-    "    print('\\n### N PARAMS ###\\n', n_params)\n",
-    "    print('\\n### OPTIMIZER ###\\n', optimizer)\n",
-    "    print('\\n### SCHEDULER ###\\n', scheduler)\n",
-    "    print('\\n### LOSSES ###')\n",
-    "    print('\\n### INCREMENTAL RESOLUTION + GRADIENT EXPLAINED ###')\n",
-    "    print(f'\\n * Train: {train_loss}')\n",
-    "    print(f'\\n * Test: {eval_losses}')\n",
-    "    sys.stdout.flush()\n",
-    "\n",
-    "    # Finally pass all of these to the Trainer\n",
-    "    trainer = IncrementalFNOTrainer(\n",
-    "        model=model,\n",
-    "        n_epochs=20,\n",
-    "        data_processor=data_transform,\n",
-    "        device=device,\n",
-    "        verbose=False,\n",
-    "        incremental_loss_gap=False,\n",
-    "        incremental_grad=True,\n",
-    "        incremental_grad_eps=0.9999,\n",
-    "        incremental_loss_eps=0.001,\n",
-    "        incremental_buffer=5,\n",
-    "        incremental_max_iter=1,\n",
-    "        incremental_grad_max_iter=2,\n",
-    "    )\n",
-    "\n",
-    "    # train\n",
-    "    end_stats = trainer.train(\n",
-    "        train_loader,\n",
-    "        test_loaders,\n",
-    "        optimizer,\n",
-    "        scheduler,\n",
-    "        regularizer=False,\n",
-    "        training_loss=train_loss,\n",
-    "        eval_losses=eval_losses,\n",
-    "    )\n",
-    "\n",
-    "    # save stats\n",
-    "    for k, v in end_stats.items():\n",
-    "        s = k.split('_')\n",
-    "\n",
-    "        if 'h1' in s or ('l2' in s):\n",
-    "            row = {\n",
-    "                'train_resolution': train_resolution,\n",
-    "                'test_resolution': s[0],\n",
-    "                'loss_type': s[1],\n",
-    "                'loss': v.item(),\n",
-    "            }\n",
-    "            df = pd.concat([df, pd.DataFrame([row])], ignore_index=True)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 23,
-   "id": "40551754-ae10-4bfb-b0d9-44cb84c8859c",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "model = trainer.model\n",
-    "model = model.to(device)\n",
-    "model = model.eval()\n",
-    "data_transform = data_transform.to(device)\n",
-    "for _idx, sample in enumerate(test_loaders[128]):  # resolution 32\n",
-    "    # print(sample['y'].shape)  # bs, 1 time step, x_dim, y_dim\n",
-    "    model_input = data_transform.preprocess(sample)\n",
-    "    # print(sample)\n",
-    "    with torch.no_grad():\n",
-    "        # with torch.autocast(device_type=device.type):\n",
-    "        out = model(**model_input)\n",
-    "        # out = model(x=sample['x'])"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 24,
-   "id": "368725e5-62e8-48c1-b60c-464748cecead",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "({'h1': tensor(4.2167, device='cuda:0', grad_fn=<SqueezeBackward0>),\n",
-       "  'l2': tensor(1.4214, device='cuda:0', grad_fn=<SqueezeBackward0>)},\n",
-       " None)"
-      ]
-     },
-     "execution_count": 24,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "trainer.eval_one_batch(sample, eval_losses)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 25,
-   "id": "0527af15-84c7-4682-b439-130051414e53",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "{'h1': <neuralop.losses.data_losses.H1Loss at 0x7f6d4a5438b0>,\n",
-       " 'l2': <neuralop.losses.data_losses.LpLoss at 0x7f6d4a5430d0>}"
-      ]
-     },
-     "execution_count": 25,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "eval_losses"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 26,
-   "id": "85ed0858-c750-461a-abbd-2362a2772660",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "torch.Size([4, 1, 128, 128])"
-      ]
-     },
-     "execution_count": 26,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "out.shape"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 27,
-   "id": "15cf7967-7d1a-46a6-9c5b-4bbdb3f09dd4",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "torch.Size([4, 1, 128, 128])\n",
-      "_err_freq.shape=torch.Size([64, 1])\n",
-      "err_freq.shape=torch.Size([3, 1])\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "tensor([[0.0289],\n",
-       "        [0.0093],\n",
-       "        [0.0034]], device='cuda:0')"
-      ]
-     },
-     "execution_count": 27,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "def frmse_2d(\n",
-    "    pred: torch.Tensor,\n",
-    "    target: torch.Tensor,\n",
-    "    scaling_factors: tuple(int, int) = (1.0, 1.0),\n",
-    "    i_low: int = 4,\n",
-    "    i_high: int = 12,\n",
-    ") -> torch.Tensor:\n",
-    "    \"\"\"Loss on diffrent frequencies.\"\"\"\n",
-    "    # initial_step = 1\n",
-    "    # pred = pred[..., initial_step:, :]\n",
-    "    # target = target[..., initial_step:, :]\n",
-    "\n",
-    "    print(pred.shape)\n",
-    "\n",
-    "    # pred = pred.permute(0, 4, 1, 2, 3)\n",
-    "    # target = target.permute(0, 4, 1, 2, 3)\n",
-    "    idxs = target.size()\n",
-    "    nb, nt = idxs[0], idxs[1]\n",
-    "\n",
-    "    lx, ly = scaling_factors\n",
-    "\n",
-    "    pred_freq = torch.fft.fftn(pred, dim=[2, 3])\n",
-    "    target_freq = torch.fft.fftn(target, dim=[2, 3])\n",
-    "    nx, ny = idxs[2:4]\n",
-    "    _err_freq = torch.abs(pred_freq - target_freq) ** 2\n",
-    "\n",
-    "    err_freq = torch.zeros([nb, min(nx // 2, ny // 2), nt]).to(device)\n",
-    "\n",
-    "    for i in range(nx // 2):\n",
-    "        for j in range(ny // 2):\n",
-    "            it = math.floor(math.sqrt(i**2 + j**2))\n",
-    "            if it > min(nx // 2, ny // 2) - 1:\n",
-    "                continue\n",
-    "            err_freq[:, it] += _err_freq[:, :, i, j]\n",
-    "\n",
-    "    _err_freq = torch.sqrt(torch.mean(err_freq, axis=0)) / (nx * ny) * lx * ly\n",
-    "    print(f'{_err_freq.shape=}')\n",
-    "    err_freq = torch.zeros([3, nt]).to(device)\n",
-    "    print(f'{err_freq.shape=}')\n",
-    "    # low freq\n",
-    "    err_freq[0] += torch.mean(_err_freq[:i_low, :], dim=0)\n",
-    "\n",
-    "    # middle freq\n",
-    "    err_freq[1] += torch.mean(_err_freq[i_low:i_high, :], dim=0)\n",
-    "\n",
-    "    # high freq\n",
-    "    err_freq[2] += torch.mean(_err_freq[i_high:, :], dim=0)\n",
-    "\n",
-    "    return err_freq\n",
-    "\n",
-    "\n",
-    "model = trainer.model\n",
-    "frmse_2d(pred=out, target=sample['y'])"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "97f80de5-0341-4dd1-9975-362ceed9f522",
-   "metadata": {},
-   "source": [
-    "**Why does highest frequency info have the lowest loss? I would have expected the opposite. FM paper has the same trend? PDE bench has the same trend. Is there just not much high frequency information? Am I missing something (Do I have my understanding reversed)**\n",
-    "\n",
-    "\n",
-    "- Error on high frequency componenet should be scaled by the energy in the high frequency component\n",
-    "- Plot the High, medium, low frequency power spectrum (show that there is transition between the different bands)\n",
-    "- https://arxiv.org/pdf/2503.02113\n",
-    "\n",
-    "Questions:\n",
-    "- fRMSE: RMSE in fourier space -- is it equivalent to compute loss in fourier space? Or should we filter different frequency bands and compute loss directly in the time domain? Why pick one over the other"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "30275100-5ad1-444f-b1c1-b6f8ebcf7c8e",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "fig, axs = plt.subplots(2, 2)\n",
-    "axs[0, 0].imshow(sample['y'][0, 0, :, :].to('cpu'))\n",
-    "axs[0, 0].set_title('Ground truth')\n",
-    "axs[0, 1].imshow(out[0, 0, :, :].to('cpu'))\n",
-    "axs[0, 1].set_title('Model Prediction')\n",
-    "\n",
-    "pred_freq = torch.fft.fftn(out, dim=[2, 3])\n",
-    "target_freq = torch.fft.fftn(sample['y'], dim=[2, 3])\n",
-    "\n",
-    "# axs[1,0].imshow(target_freq[0,0,:,:].to(\"cpu\"))\n",
-    "# axs[1,0].set_title(\"Ground truth\")\n",
-    "# axs[1,1].imshow(pred_freq[0,0,:,:].to(\"cpu\"))\n",
-    "# axs[1,1].set_title(\"Model Prediction\")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "da27e864-6003-4ca4-a342-0575cae8f4ef",
-   "metadata": {},
-   "source": [
-    "# 1D Lowpass filter"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 26,
-   "id": "d5b602be-076e-44a6-a925-79f0fd355703",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "dataset = data.test_dbs[16]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "id": "621bc6a1-c7be-4541-87e7-eac938d1e6f5",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array([[3, 3, 3, 3, 3, 3, 3],\n",
-       "       [3, 2, 2, 2, 2, 2, 3],\n",
-       "       [3, 2, 1, 1, 1, 2, 3],\n",
-       "       [3, 2, 1, 0, 1, 2, 3],\n",
-       "       [3, 2, 1, 1, 1, 2, 3],\n",
-       "       [3, 2, 2, 2, 2, 2, 3],\n",
-       "       [3, 3, 3, 3, 3, 3, 3]])"
-      ]
-     },
-     "execution_count": 3,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "def generate_wavenumbers(n=6):\n",
-    "    \"\"\"Generate the wavenumbers.\"\"\"\n",
-    "    # n = 7  # Size of the square array\n",
-    "    center = n // 2  # Center of the array\n",
-    "    array = np.zeros((n, n), dtype=int)\n",
-    "\n",
-    "    # Fill values based on distance from the center\n",
-    "    for i in range(n):\n",
-    "        for j in range(n):\n",
-    "            distance = max(abs(center - i), abs(center - j))\n",
-    "            array[i, j] = distance\n",
-    "\n",
-    "    # For even-sized arrays, ensure the center area avoids 0 directly\n",
-    "    if n % 2 == 0:\n",
-    "        for i in range(n):\n",
-    "            for j in range(n):\n",
-    "                if i + j >= n:\n",
-    "                    array[i, j] += 1\n",
-    "    return array\n",
-    "\n",
-    "\n",
-    "generate_wavenumbers(n=7)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "id": "d193e255-6a3a-4c86-9f70-992d219e90b0",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def get_energy_curve(\n",
-    "    data: torch.Tensor, normalize: bool = True\n",
-    ") -> torch.Tensor:\n",
-    "    \"\"\"Calculate 2d spectrum of data.\"\"\"\n",
-    "    signal = data.cpu()\n",
-    "    t = signal.shape[0]\n",
-    "    n_observations = signal.shape[-1]\n",
-    "    signal = signal.view(t, n_observations, n_observations)\n",
-    "\n",
-    "    if normalize:\n",
-    "        signal = torch.fft.fft2(signal, norm='ortho')\n",
-    "    else:\n",
-    "        signal = torch.fft.rfft2(\n",
-    "            signal, s=(n_observations, n_observations), norm='backward'\n",
-    "        )\n",
-    "\n",
-    "    # center FFT\n",
-    "    centered_fft_signal = torch.fft.fftshift(signal)\n",
-    "\n",
-    "    # compute energy\n",
-    "    energy = centered_fft_signal.abs() ** 2\n",
-    "\n",
-    "    # define wavenumbers\n",
-    "    wave_numbers = generate_wavenumbers(n=n_observations)\n",
-    "    max_wavenumber = n_observations // 2\n",
-    "\n",
-    "    spectrum = torch.zeros((t, n_observations // 2))\n",
-    "    for j in range(1, max_wavenumber + 1):\n",
-    "        ind = torch.where(torch.tensor(wave_numbers) == j)\n",
-    "        spectrum[:, j - 1] = energy[:, ind[0], ind[1]].sum(dim=1)\n",
-    "\n",
-    "    spectrum = spectrum.mean(dim=0)\n",
-    "    return spectrum"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 31,
-   "id": "4ff946ae-8647-4476-b536-9193cb602a53",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "[<matplotlib.lines.Line2D at 0x7f7b3ce119c0>]"
-      ]
-     },
-     "execution_count": 31,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "energy = get_energy_curve(dataset[0:10]['x'])\n",
-    "plt.plot(energy)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "id": "d475ac04-3079-41e7-adfa-2e1d2f341b6c",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array([4, 3, 2, 1, 0, 1, 2, 3, 4])"
-      ]
-     },
-     "execution_count": 5,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "def generate_wavenumbers_1D(n=6):\n",
-    "    \"\"\"Generate the wavenumbers.\"\"\"\n",
-    "    # n = 7  # Size of the square array\n",
-    "    center = n // 2  # Center of the array\n",
-    "    array = np.zeros((n), dtype=int)\n",
-    "\n",
-    "    # Fill values based on distance from the center\n",
-    "    for i in range(n):\n",
-    "        distance = abs(center - i)\n",
-    "        array[i] = distance\n",
-    "\n",
-    "    # For even-sized arrays, ensure the center area avoids 0 directly\n",
-    "    if n % 2 == 0:\n",
-    "        for i in range(n):\n",
-    "            if i >= center:\n",
-    "                array[i] += 1\n",
-    "\n",
-    "    return array\n",
-    "\n",
-    "\n",
-    "generate_wavenumbers_1D(n=9)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "id": "e39fb74a-9a55-445d-aba2-e05fbe5ce1ba",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def get_energy_curve_1D(\n",
-    "    data: torch.Tensor, normalize: bool = True\n",
-    ") -> torch.Tensor:\n",
-    "    \"\"\"Calculate 1d spectrum of data.\"\"\"\n",
-    "    signal = data.cpu()\n",
-    "    t = signal.shape[0]\n",
-    "    n_observations = signal.shape[-1]\n",
-    "    signal = signal.view(t, n_observations)\n",
-    "\n",
-    "    if normalize:\n",
-    "        signal = torch.fft.fftn(signal, norm='ortho')\n",
-    "    else:\n",
-    "        signal = torch.fft.rfftn(\n",
-    "            signal,\n",
-    "            s=(n_observations),\n",
-    "            norm='backward',\n",
-    "        )\n",
-    "\n",
-    "    # center FFT\n",
-    "    centered_fft_signal = torch.fft.fftshift(signal)\n",
-    "\n",
-    "    # compute energy\n",
-    "    energy = centered_fft_signal.abs() ** 2\n",
-    "\n",
-    "    # define wavenumbers\n",
-    "    wave_numbers = generate_wavenumbers_1D(n=n_observations)\n",
-    "    max_wavenumber = n_observations // 2\n",
-    "\n",
-    "    spectrum = torch.zeros((t, n_observations // 2))\n",
-    "    for j in range(1, max_wavenumber + 1):\n",
-    "        ind = torch.where(torch.tensor(wave_numbers) == j)\n",
-    "        spectrum[:, j - 1] = energy[:, ind[0]].sum(dim=1)\n",
-    "\n",
-    "    spectrum = spectrum.mean(dim=0)\n",
-    "    return spectrum"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "id": "e29d0c9d-ad2d-450f-9630-e23c2dc7adcb",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "[<matplotlib.lines.Line2D at 0x7fe25cd22350>]"
-      ]
-     },
-     "execution_count": 7,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "bs = 16\n",
-    "num_channel = 3\n",
-    "xdim = 32\n",
-    "random_1d_data = torch.rand((bs, num_channel, xdim))\n",
-    "random_1d_data.shape\n",
-    "\n",
-    "spectrum = get_energy_curve_1D(random_1d_data[:, 0, ...])\n",
-    "plt.plot(spectrum)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "id": "cc627c5b-1aea-4999-b823-b707bfad8f6a",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def get_1d_low_pass_filter(f: int, s: int) -> torch.Tensor:\n",
-    "    \"\"\"Return's low pass filter at limit f and size s.\n",
-    "\n",
-    "    f : the frequency limit (only allow freq < f)\n",
-    "    s : dimention of image\n",
-    "    \"\"\"\n",
-    "    if f > s // 2:\n",
-    "        raise Exception(f'Max frequency of image is {s//2=}, so lower f')\n",
-    "    # 1 = keep, 0 = get rid of\n",
-    "    # central of shifted FFT image is lowest freqs\n",
-    "    wave_numbers = generate_wavenumbers_1D(s)\n",
-    "\n",
-    "    filt = torch.where(torch.tensor(wave_numbers) < f, 1, 0)\n",
-    "    return filt.unsqueeze(dim=0)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "id": "902e0c2a-28e8-4a9b-abf4-bc4c4807812c",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "tensor([[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0,\n",
-       "         0, 0, 0, 0, 0, 0, 0, 0]])"
-      ]
-     },
-     "execution_count": 9,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "filt = get_1d_low_pass_filter(4, 32)\n",
-    "filt"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "id": "f0d2bf09-0c97-4dcf-9a05-e1b0825ece4c",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def filter_batch(\n",
-    "    filt: torch.tensor, batch: torch.tensor, ndim: int\n",
-    ") -> torch.Tensor:\n",
-    "    \"\"\"Apply (low-pass) filter to batch.\n",
-    "\n",
-    "    filt:\n",
-    "            filter for the batch\n",
-    "            (already centered i.e., torch.fft.fftshift)\n",
-    "            dim: (channel x X_dim x Y_dim) 2D\n",
-    "    batch:\n",
-    "            input batch\n",
-    "            dim: (batch x channel x X_dim x Y_dim ) 2D\n",
-    "    ndim:\n",
-    "            number of spatial dimentions\n",
-    "\n",
-    "    \"\"\"\n",
-    "    dim = (-2, -1)\n",
-    "    if ndim == 1:\n",
-    "        dim = -1\n",
-    "    # fft batch\n",
-    "    batch_fourier = torch.fft.fftn(batch, dim=dim)\n",
-    "\n",
-    "    # center batch\n",
-    "    fourier_centered = torch.fft.fftshift(batch_fourier)\n",
-    "\n",
-    "    # apply filter\n",
-    "    filtered_batch = fourier_centered * filt\n",
-    "\n",
-    "    # convert batch back to spatial domain\n",
-    "    filtered_batch = torch.real(\n",
-    "        torch.fft.ifftn(torch.fft.ifftshift(filtered_batch), dim=dim)\n",
-    "    )\n",
-    "\n",
-    "    return filtered_batch"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 11,
-   "id": "196f40a7-e649-483d-8446-af0c4d40b6da",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "tensor([[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0,\n",
-       "         0, 0, 0, 0, 0, 0, 0, 0]])"
-      ]
-     },
-     "execution_count": 11,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "filt"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 14,
-   "id": "213ab2be-6074-4e39-9620-8b5f5fb717af",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "filter_data = random_1d_data * filt"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "id": "f6a9cd51-f221-4550-8d87-fc630e64efeb",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "tensor([0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000,\n",
-       "        0.0000, 0.0000, 0.0000, 0.0000, 0.6485, 0.2671, 0.7071, 0.4299, 0.2033,\n",
-       "        0.3302, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000,\n",
-       "        0.0000, 0.0000, 0.0000, 0.0000, 0.0000])"
-      ]
-     },
-     "execution_count": 13,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "filter_data[0, 0, ...]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 15,
-   "id": "eb1914ca-daa4-46a3-aa23-b05c504b02b9",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "tensor([0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000,\n",
-       "        0.0000, 0.0000, 0.0000, 0.0000, 0.6485, 0.2671, 0.7071, 0.4299, 0.2033,\n",
-       "        0.3302, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000,\n",
-       "        0.0000, 0.0000, 0.0000, 0.0000, 0.0000])"
-      ]
-     },
-     "execution_count": 15,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "filter_data[0, 0, ...]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 70,
-   "id": "1b3b7b00-a87b-4766-98ea-65784f93bd46",
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "tensor([[[0.5291, 0.4734, 0.4266, 0.3932, 0.3746, 0.3698, 0.3757, 0.3883,\n",
-       "          0.4039, 0.4198, 0.4345, 0.4475, 0.4592, 0.4695, 0.4785, 0.4857,\n",
-       "          0.4908, 0.4941, 0.4969, 0.5013, 0.5102, 0.5262, 0.5507, 0.5831,\n",
-       "          0.6202, 0.6567, 0.6861, 0.7020, 0.7000, 0.6784, 0.6390, 0.5868]],\n",
-       "\n",
-       "        [[0.6644, 0.6538, 0.6356, 0.6126, 0.5870, 0.5603, 0.5341, 0.5106,\n",
-       "          0.4927, 0.4841, 0.4880, 0.5059, 0.5366, 0.5757, 0.6160, 0.6490,\n",
-       "          0.6665, 0.6632, 0.6380, 0.5946, 0.5411, 0.4879, 0.4456, 0.4225,\n",
-       "          0.4227, 0.4452, 0.4847, 0.5332, 0.5817, 0.6225, 0.6506, 0.6643]],\n",
-       "\n",
-       "        [[0.6626, 0.6499, 0.6044, 0.5368, 0.4632, 0.4012, 0.3649, 0.3613,\n",
-       "          0.3882, 0.4354, 0.4880, 0.5306, 0.5518, 0.5472, 0.5196, 0.4778,\n",
-       "          0.4329, 0.3946, 0.3686, 0.3553, 0.3509, 0.3497, 0.3470, 0.3420,\n",
-       "          0.3380, 0.3419, 0.3607, 0.3989, 0.4557, 0.5236, 0.5901, 0.6406]],\n",
-       "\n",
-       "        [[0.7413, 0.6501, 0.5523, 0.4606, 0.3865, 0.3392, 0.3242, 0.3418,\n",
-       "          0.3880, 0.4542, 0.5293, 0.6007, 0.6571, 0.6895, 0.6933, 0.6688,\n",
-       "          0.6212, 0.5595, 0.4952, 0.4406, 0.4060, 0.3989, 0.4224, 0.4744,\n",
-       "          0.5487, 0.6354, 0.7223, 0.7973, 0.8496, 0.8715, 0.8593, 0.8141]],\n",
-       "\n",
-       "        [[0.5922, 0.5725, 0.5671, 0.5798, 0.6068, 0.6387, 0.6631, 0.6691,\n",
-       "          0.6512, 0.6104, 0.5547, 0.4958, 0.4456, 0.4121, 0.3974, 0.3969,\n",
-       "          0.4017, 0.4020, 0.3908, 0.3669, 0.3357, 0.3073, 0.2936, 0.3037,\n",
-       "          0.3410, 0.4012, 0.4735, 0.5436, 0.5981, 0.6280, 0.6320, 0.6163]],\n",
-       "\n",
-       "        [[0.6601, 0.5631, 0.4515, 0.3466, 0.2700, 0.2383, 0.2585, 0.3263,\n",
-       "          0.4270, 0.5391, 0.6401, 0.7111, 0.7420, 0.7322, 0.6900, 0.6290,\n",
-       "          0.5643, 0.5082, 0.4680, 0.4455, 0.4384, 0.4430, 0.4563, 0.4776,\n",
-       "          0.5080, 0.5490, 0.5999, 0.6562, 0.7089, 0.7458, 0.7546, 0.7265]],\n",
-       "\n",
-       "        [[0.3838, 0.4069, 0.4402, 0.4838, 0.5359, 0.5916, 0.6436, 0.6828,\n",
-       "          0.7008, 0.6919, 0.6554, 0.5959, 0.5231, 0.4497, 0.3887, 0.3502,\n",
-       "          0.3391, 0.3540, 0.3883, 0.4314, 0.4721, 0.5010, 0.5127, 0.5064,\n",
-       "          0.4857, 0.4565, 0.4255, 0.3983, 0.3783, 0.3670, 0.3644, 0.3699]],\n",
-       "\n",
-       "        [[0.4730, 0.4406, 0.4143, 0.3967, 0.3872, 0.3830, 0.3803, 0.3760,\n",
-       "          0.3690, 0.3604, 0.3535, 0.3519, 0.3584, 0.3734, 0.3948, 0.4178,\n",
-       "          0.4372, 0.4484, 0.4493, 0.4413, 0.4288, 0.4179, 0.4148, 0.4234,\n",
-       "          0.4443, 0.4741, 0.5064, 0.5336, 0.5491, 0.5491, 0.5336, 0.5062]],\n",
-       "\n",
-       "        [[0.5388, 0.5096, 0.4856, 0.4738, 0.4784, 0.4985, 0.5282, 0.5582,\n",
-       "          0.5784, 0.5813, 0.5641, 0.5298, 0.4865, 0.4452, 0.4162, 0.4066,\n",
-       "          0.4181, 0.4468, 0.4848, 0.5227, 0.5525, 0.5697, 0.5747, 0.5714,\n",
-       "          0.5658, 0.5633, 0.5666, 0.5747, 0.5836, 0.5876, 0.5820, 0.5649]],\n",
-       "\n",
-       "        [[0.6637, 0.6620, 0.6295, 0.5774, 0.5237, 0.4879, 0.4839, 0.5153,\n",
-       "          0.5736, 0.6404, 0.6930, 0.7116, 0.6857, 0.6174, 0.5213, 0.4196,\n",
-       "          0.3362, 0.2888, 0.2844, 0.3177, 0.3734, 0.4318, 0.4754, 0.4947,\n",
-       "          0.4905, 0.4729, 0.4571, 0.4573, 0.4812, 0.5269, 0.5834, 0.6344]],\n",
-       "\n",
-       "        [[0.4792, 0.4813, 0.4889, 0.4988, 0.5057, 0.5042, 0.4913, 0.4674,\n",
-       "          0.4371, 0.4074, 0.3864, 0.3800, 0.3905, 0.4152, 0.4475, 0.4784,\n",
-       "          0.4992, 0.5044, 0.4931, 0.4691, 0.4399, 0.4141, 0.3991, 0.3985,\n",
-       "          0.4117, 0.4340, 0.4588, 0.4792, 0.4911, 0.4936, 0.4893, 0.4829]],\n",
-       "\n",
-       "        [[0.4375, 0.4408, 0.4654, 0.5067, 0.5528, 0.5882, 0.5990, 0.5773,\n",
-       "          0.5244, 0.4511, 0.3749, 0.3146, 0.2852, 0.2932, 0.3348, 0.3974,\n",
-       "          0.4631, 0.5148, 0.5409, 0.5383, 0.5130, 0.4772, 0.4451, 0.4277,\n",
-       "          0.4296, 0.4479, 0.4734, 0.4950, 0.5037, 0.4960, 0.4757, 0.4523]],\n",
-       "\n",
-       "        [[0.4979, 0.5096, 0.4989, 0.4754, 0.4522, 0.4412, 0.4494, 0.4761,\n",
-       "          0.5140, 0.5514, 0.5773, 0.5846, 0.5730, 0.5492, 0.5242, 0.5092,\n",
-       "          0.5115, 0.5315, 0.5621, 0.5906, 0.6032, 0.5895, 0.5464, 0.4798,\n",
-       "          0.4033, 0.3340, 0.2883, 0.2760, 0.2982, 0.3466, 0.4066, 0.4614]],\n",
-       "\n",
-       "        [[0.5477, 0.5797, 0.6151, 0.6469, 0.6677, 0.6710, 0.6530, 0.6136,\n",
-       "          0.5569, 0.4906, 0.4244, 0.3683, 0.3305, 0.3157, 0.3248, 0.3543,\n",
-       "          0.3982, 0.4488, 0.4985, 0.5414, 0.5734, 0.5931, 0.6008, 0.5980,\n",
-       "          0.5872, 0.5710, 0.5521, 0.5335, 0.5185, 0.5103, 0.5116, 0.5241]],\n",
-       "\n",
-       "        [[0.4994, 0.5409, 0.5822, 0.6079, 0.6051, 0.5674, 0.4978, 0.4082,\n",
-       "          0.3164, 0.2411, 0.1967, 0.1894, 0.2158, 0.2640, 0.3184, 0.3638,\n",
-       "          0.3903, 0.3959, 0.3860, 0.3712, 0.3629, 0.3689, 0.3913, 0.4252,\n",
-       "          0.4615, 0.4897, 0.5027, 0.4990, 0.4839, 0.4672, 0.4601, 0.4703]],\n",
-       "\n",
-       "        [[0.6325, 0.6407, 0.6257, 0.5896, 0.5402, 0.4885, 0.4455, 0.4192,\n",
-       "          0.4125, 0.4232, 0.4456, 0.4728, 0.4994, 0.5233, 0.5457, 0.5700,\n",
-       "          0.5999, 0.6367, 0.6781, 0.7179, 0.7479, 0.7599, 0.7488, 0.7152,\n",
-       "          0.6651, 0.6094, 0.5606, 0.5297, 0.5225, 0.5383, 0.5699, 0.6055]]])"
-      ]
-     },
-     "execution_count": 70,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "filter_batch(filt, random_1d_data, 1)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 87,
-   "id": "a85945a6-d0ec-4841-ae1e-b713d2e72bf7",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def lowpass_filter_dataloader(\n",
-    "    img_size: int,\n",
-    "    filter_limit: int,\n",
-    "    original_dataloader: torch.utils.data.Dataloader,\n",
-    "    device: torch.device,\n",
-    "    ndim: int,\n",
-    ") -> torch.utils.data.Dataloader:\n",
-    "    \"\"\"Filter all data in dataloader.\n",
-    "\n",
-    "    img_size: assume square img, len of x axis\n",
-    "    filter_limit: frequencies > filter_lim excluded\n",
-    "    original_dataloader: data to filter\n",
-    "    ndim: number of spatial dimentions\n",
-    "    \"\"\"\n",
-    "    x_data = []\n",
-    "    y_data = []\n",
-    "\n",
-    "    # get filter\n",
-    "    if ndim == 1:\n",
-    "        low_pass_filter = get_1d_low_pass_filter(filter_limit, img_size)\n",
-    "    else:\n",
-    "        low_pass_filter = get_2d_low_pass_filter(filter_limit, img_size)\n",
-    "    low_pass_filter = torch.tensor(low_pass_filter, device=device)\n",
-    "\n",
-    "    # filter x and y\n",
-    "    for _idx, sample in enumerate(original_dataloader):  # resolution 128\n",
-    "        # x_data.append(sample['x'])\n",
-    "        x_data.append(\n",
-    "            filter_batch(low_pass_filter, sample['x'].to(device), ndim)\n",
-    "        )\n",
-    "        y_data.append(\n",
-    "            filter_batch(low_pass_filter, sample['y'].to(device), ndim)\n",
-    "        )\n",
-    "\n",
-    "    # reformat filtered data into dataloader\n",
-    "    filter_x = torch.cat(x_data).to('cpu')\n",
-    "    filter_y = torch.cat(y_data).to('cpu')\n",
-    "\n",
-    "    filtered_dataset = TensorDataset(filter_x, filter_y)\n",
-    "\n",
-    "    dataloader = torch.utils.data.DataLoader(\n",
-    "        filtered_dataset,\n",
-    "        batch_size=original_dataloader.batch_size,\n",
-    "        num_workers=original_dataloader.num_workers,\n",
-    "        pin_memory=original_dataloader.pin_memory,\n",
-    "        persistent_workers=original_dataloader.persistent_workers,\n",
-    "    )\n",
-    "\n",
-    "    return dataloader"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 81,
-   "id": "7382ed42-7caf-43e8-951e-e11ccf048550",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "data_correct_format = [\n",
-    "    {'x': random_1d_data[i], 'y': random_1d_data[i]}\n",
-    "    for i in range(len(random_1d_data))\n",
-    "]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 83,
-   "id": "49a8ad60-a620-44b7-8dcb-9a6064997c1d",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "{'x': tensor([[0.5855, 0.7773, 0.3361, 0.0076, 0.9202, 0.3315, 0.1721, 0.1207, 0.5532,\n",
-       "          0.6710, 0.5551, 0.0718, 0.8684, 0.0172, 0.7211, 0.2310, 0.6675, 0.2614,\n",
-       "          0.9090, 0.8171, 0.0869, 0.0329, 0.8818, 0.9979, 0.1694, 0.8487, 0.5514,\n",
-       "          0.8219, 0.6376, 0.7078, 0.9245, 0.0964]]),\n",
-       " 'y': tensor([[0.5855, 0.7773, 0.3361, 0.0076, 0.9202, 0.3315, 0.1721, 0.1207, 0.5532,\n",
-       "          0.6710, 0.5551, 0.0718, 0.8684, 0.0172, 0.7211, 0.2310, 0.6675, 0.2614,\n",
-       "          0.9090, 0.8171, 0.0869, 0.0329, 0.8818, 0.9979, 0.1694, 0.8487, 0.5514,\n",
-       "          0.8219, 0.6376, 0.7078, 0.9245, 0.0964]])}"
-      ]
-     },
-     "execution_count": 83,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "data_correct_format[0]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 84,
-   "id": "2b58d46a-33f2-4210-963c-f9ea57c49de2",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "dataloader = torch.utils.data.DataLoader(data_correct_format)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 85,
-   "id": "26bf2371-bb9b-44d6-9d4d-b148e850f33d",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "{'x': tensor([[[0.5855, 0.7773, 0.3361, 0.0076, 0.9202, 0.3315, 0.1721, 0.1207,\n",
-      "          0.5532, 0.6710, 0.5551, 0.0718, 0.8684, 0.0172, 0.7211, 0.2310,\n",
-      "          0.6675, 0.2614, 0.9090, 0.8171, 0.0869, 0.0329, 0.8818, 0.9979,\n",
-      "          0.1694, 0.8487, 0.5514, 0.8219, 0.6376, 0.7078, 0.9245, 0.0964]]]), 'y': tensor([[[0.5855, 0.7773, 0.3361, 0.0076, 0.9202, 0.3315, 0.1721, 0.1207,\n",
-      "          0.5532, 0.6710, 0.5551, 0.0718, 0.8684, 0.0172, 0.7211, 0.2310,\n",
-      "          0.6675, 0.2614, 0.9090, 0.8171, 0.0869, 0.0329, 0.8818, 0.9979,\n",
-      "          0.1694, 0.8487, 0.5514, 0.8219, 0.6376, 0.7078, 0.9245, 0.0964]]])}\n"
-     ]
-    }
-   ],
-   "source": [
-    "for _idx, sample in enumerate(dataloader):\n",
-    "    print(sample)\n",
-    "    break"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 92,
-   "id": "60171e8a-4d74-4aa2-9488-5bf6e9b8520f",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/tmp/ipykernel_442675/2195836826.py:23: UserWarning: To copy construct from a tensor, it is recommended to use sourceTensor.detach().clone() or sourceTensor.detach().clone().requires_grad_(True), rather than torch.tensor(sourceTensor).\n",
-      "  low_pass_filter = torch.tensor(low_pass_filter, device=device)\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "[<matplotlib.lines.Line2D at 0x7f7b301744f0>]"
-      ]
-     },
-     "execution_count": 92,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "filtered_dataloader = lowpass_filter_dataloader(32, 4, dataloader, device, 1)\n",
-    "spectrum = get_energy_curve_1D(random_1d_data)\n",
-    "plt.plot(spectrum)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 93,
-   "id": "b793d8a5-b4c6-4837-a77c-8c2be4e6b4b7",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[tensor([[[0.5290, 0.4734, 0.4266, 0.3932, 0.3746, 0.3698, 0.3757, 0.3883,\n",
-      "          0.4039, 0.4198, 0.4345, 0.4475, 0.4592, 0.4695, 0.4785, 0.4857,\n",
-      "          0.4908, 0.4941, 0.4969, 0.5013, 0.5102, 0.5262, 0.5507, 0.5831,\n",
-      "          0.6202, 0.6567, 0.6861, 0.7020, 0.7000, 0.6784, 0.6390, 0.5868]]]), tensor([[[0.5290, 0.4734, 0.4266, 0.3932, 0.3746, 0.3698, 0.3757, 0.3883,\n",
-      "          0.4039, 0.4198, 0.4345, 0.4475, 0.4592, 0.4695, 0.4785, 0.4857,\n",
-      "          0.4908, 0.4941, 0.4969, 0.5013, 0.5102, 0.5262, 0.5507, 0.5831,\n",
-      "          0.6202, 0.6567, 0.6861, 0.7020, 0.7000, 0.6784, 0.6390, 0.5868]]])]\n"
-     ]
-    }
-   ],
-   "source": [
-    "for _idx, sample in enumerate(filtered_dataloader):\n",
-    "    print(sample)\n",
-    "    break"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 95,
-   "id": "96096f19-28cc-4406-b76d-160508386e7f",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<torch.utils.data.dataset.TensorDataset at 0x7f7b303b2530>"
-      ]
-     },
-     "execution_count": 95,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "filtered_dataloader.dataset"
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "operator_alias",
-   "language": "python",
-   "name": "env"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.10.0"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 5
-}
diff --git a/notebooks/figures.ipynb b/notebooks/figures.ipynb
deleted file mode 100644
index 9d020f4..0000000
--- a/notebooks/figures.ipynb
+++ /dev/null
@@ -1,14904 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "id": "aeb86ed1-0450-4cfd-b567-2a3b1df84224",
-   "metadata": {
-    "jp-MarkdownHeadingCollapsed": true
-   },
-   "source": [
-    "# Imports / Set up"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "id": "07e14d2c-d097-4759-8e10-95714acb1175",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "device=device(type='cuda')\n"
-     ]
-    }
-   ],
-   "source": [
-    "from __future__ import annotations\n",
-    "\n",
-    "import os\n",
-    "\n",
-    "import matplotlib.gridspec as gridspec\n",
-    "import matplotlib.pyplot as plt\n",
-    "import numpy as np\n",
-    "import pandas as pd\n",
-    "import seaborn as sns\n",
-    "import torch\n",
-    "from matplotlib import colors\n",
-    "from matplotlib import ticker\n",
-    "from matplotlib.colors import LogNorm\n",
-    "from matplotlib.colors import TwoSlopeNorm\n",
-    "from torch.utils.data import DataLoader\n",
-    "from torch import nn\n",
-    "\n",
-    "from operator_aliasing.data.utils import get_data\n",
-    "from operator_aliasing.data.utils import get_dataset\n",
-    "from operator_aliasing.models.utils import get_model\n",
-    "from operator_aliasing.train.train import test_model\n",
-    "from operator_aliasing.train.utils import load_latest_ckpt\n",
-    "from operator_aliasing.utils import get_dataset_info\n",
-    "from operator_aliasing.utils import get_energy_curve\n",
-    "from operator_aliasing.utils import get_energy_curve_1d\n",
-    "from operator_aliasing.utils import get_model_preds\n",
-    "import matplotlib.colors as colors\n",
-    "\n",
-    "device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n",
-    "print(f'{device=}')\n",
-    "\n",
-    "FIG_DIR = '../figures'\n",
-    "\n",
-    "ckpt_path = '/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts'\n",
-    "\n",
-    "\n",
-    "def str_from_res(resolutions=[0, 1, 0, 0]):\n",
-    "    resolutions = str(resolutions)\n",
-    "    resolutions = resolutions.replace('[', '')\n",
-    "    resolutions = resolutions.replace(']', '')\n",
-    "    resolutions = resolutions.replace(' ', '')\n",
-    "    resolutions = resolutions.replace(',', '_')\n",
-    "    resolutions = resolutions.replace('.', '')\n",
-    "    return resolutions\n",
-    "\n",
-    "\n",
-    "# dataset params\n",
-    "darcy_forcing_term = 1.0\n",
-    "burger_viscosity = 0.001\n",
-    "comp_ns_params = ['Turb', 1.0, 1e-08, 1e-08, 'periodic', 512]\n",
-    "seed = 0"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "2aa9e88c-1d1c-4410-a712-059abe0e929d",
-   "metadata": {
-    "jp-MarkdownHeadingCollapsed": true
-   },
-   "source": [
-    "# Signal Processing Overview Figure"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "id": "52faa92a-54d6-4f85-9e2c-5635886dc811",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 800x200 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "fig, axes = plt.subplots(\n",
-    "    nrows=1, ncols=4, sharey='row', sharex='col', figsize=(8, 2)\n",
-    ")\n",
-    "\n",
-    "# original\n",
-    "sample_frequency = 40\n",
-    "sine_frequency = 3\n",
-    "t = np.linspace(0, 1, sample_frequency, endpoint=False)\n",
-    "x = np.sin(2 * np.pi * sine_frequency * t)\n",
-    "axes[0].plot(t, x, '--ro', label='Sampling Rate')\n",
-    "axes[0].plot(\n",
-    "    t2 := np.linspace(0, 1, 10000),\n",
-    "    np.sin(2 * np.pi * sine_frequency * t2),\n",
-    "    'b:',\n",
-    "    label='True signal',\n",
-    ")\n",
-    "axes[0].set_title('Original')\n",
-    "axes[0].set_xlabel(\n",
-    "    f'Signal Freq.={sine_frequency}\\nSample Freq.={sample_frequency}'\n",
-    ")\n",
-    "\n",
-    "# interpolate\n",
-    "sample_frequency = 70\n",
-    "sine_frequency = 3\n",
-    "t = np.linspace(0, 1, sample_frequency, endpoint=False)\n",
-    "x = np.sin(2 * np.pi * sine_frequency * t)\n",
-    "axes[1].plot(t, x, '--ro', label='Sampling Rate')\n",
-    "axes[1].plot(\n",
-    "    t2 := np.linspace(0, 1, 10000),\n",
-    "    np.sin(2 * np.pi * sine_frequency * t2),\n",
-    "    'b:',\n",
-    "    label='True signal',\n",
-    ")\n",
-    "axes[1].set_title('Interpolate')\n",
-    "axes[1].set_xlabel(\n",
-    "    f'Signal Freq.={sine_frequency}\\nSample Freq.={sample_frequency}'\n",
-    ")\n",
-    "\n",
-    "# extrapolate\n",
-    "sample_frequency = 40\n",
-    "sine_frequency = 7\n",
-    "t = np.linspace(0, 1, sample_frequency, endpoint=False)\n",
-    "x = np.sin(2 * np.pi * sine_frequency * t)\n",
-    "axes[2].plot(t, x, '--ro', label='Sampling Rate')\n",
-    "axes[2].plot(\n",
-    "    t2 := np.linspace(0, 1, 10000),\n",
-    "    np.sin(2 * np.pi * sine_frequency * t2),\n",
-    "    'b:',\n",
-    "    label='True signal',\n",
-    ")\n",
-    "axes[2].set_title('Extrapolate')\n",
-    "axes[2].set_xlabel(\n",
-    "    f'Signal Freq.={sine_frequency}\\nSample Freq.={sample_frequency}'\n",
-    ")\n",
-    "\n",
-    "# alias\n",
-    "sample_frequency = 8\n",
-    "# sine_frequency = 7\n",
-    "t = np.linspace(0, 1, sample_frequency, endpoint=False)\n",
-    "x = np.sin(2 * np.pi * sine_frequency * t)\n",
-    "plt.plot(t, x, '--ro', label='Sampling Rate')\n",
-    "plt.plot(\n",
-    "    t2 := np.linspace(0, 1, 10000),\n",
-    "    np.sin(2 * np.pi * sine_frequency * t2),\n",
-    "    'b:',\n",
-    "    label='True Signal',\n",
-    ")\n",
-    "axes[3].set_title('Alias')\n",
-    "axes[3].set_xlabel(\n",
-    "    f'Signal Freq.={sine_frequency}\\nSample Freq.={sample_frequency}'\n",
-    ")\n",
-    "\n",
-    "for i in range(4):\n",
-    "    axes[i].get_yaxis().set_visible(False)\n",
-    "    axes[i].set_xticks([])\n",
-    "\n",
-    "handles, labels = axes[0].get_legend_handles_labels()\n",
-    "fig.legend(\n",
-    "    handles=handles,\n",
-    "    labels=labels,\n",
-    "    loc='upper center',\n",
-    "    bbox_to_anchor=(0.5, -0.0),\n",
-    "    fancybox=False,\n",
-    "    shadow=False,\n",
-    "    ncol=9,\n",
-    ")\n",
-    "plt.tight_layout()\n",
-    "plt.show()\n",
-    "fig.savefig(\n",
-    "    f'{FIG_DIR}/signal_process_overview.pdf',  # .png\n",
-    "    dpi=300,\n",
-    "    bbox_inches='tight',\n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "id": "f8e7a4e2-477b-4b5f-b2ae-619a5f28cfc4",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x250 with 5 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "fig, axes = plt.subplots(\n",
-    "    nrows=1, ncols=5, sharey='row', sharex='col', figsize=(10, 2.5)\n",
-    ")\n",
-    "\n",
-    "# original\n",
-    "sample_frequency = 40\n",
-    "sine_frequency = 3\n",
-    "t = np.linspace(0, 1, sample_frequency, endpoint=False)\n",
-    "x = np.sin(2 * np.pi * sine_frequency * t)\n",
-    "axes[0].plot(t, x, '--ro', label='Sampling Rate')\n",
-    "axes[0].plot(\n",
-    "    t2 := np.linspace(0, 1, 10000),\n",
-    "    np.sin(2 * np.pi * sine_frequency * t2),\n",
-    "    'b:',\n",
-    "    label='True signal',\n",
-    ")\n",
-    "axes[0].set_title('(a) Original')\n",
-    "axes[0].set_xlabel(\n",
-    "    f'Signal Freq.={sine_frequency}\\nSample Freq.={sample_frequency}'\n",
-    ")\n",
-    "\n",
-    "# interpolate\n",
-    "sample_frequency = 70\n",
-    "sine_frequency = 3\n",
-    "t = np.linspace(0, 1, sample_frequency, endpoint=False)\n",
-    "x = np.sin(2 * np.pi * sine_frequency * t)\n",
-    "axes[1].plot(t, x, '--ro', label='Sampling Rate')\n",
-    "axes[1].plot(\n",
-    "    t2 := np.linspace(0, 1, 10000),\n",
-    "    np.sin(2 * np.pi * sine_frequency * t2),\n",
-    "    'b:',\n",
-    "    label='True signal',\n",
-    ")\n",
-    "axes[1].set_title('(b) Interpolate')\n",
-    "axes[1].set_xlabel(\n",
-    "    f'Signal Freq.={sine_frequency}\\nSample Freq.={sample_frequency}'\n",
-    ")\n",
-    "\n",
-    "# extrapolate\n",
-    "sample_frequency = 40\n",
-    "sine_frequency = 7\n",
-    "t = np.linspace(0, 1, sample_frequency, endpoint=False)\n",
-    "x = np.sin(2 * np.pi * sine_frequency * t)\n",
-    "axes[2].plot(t, x, '--ro', label='Sampling Rate')\n",
-    "axes[2].plot(\n",
-    "    t2 := np.linspace(0, 1, 10000),\n",
-    "    np.sin(2 * np.pi * sine_frequency * t2),\n",
-    "    'b:',\n",
-    "    label='True signal',\n",
-    ")\n",
-    "axes[2].set_title('(c) Extrapolate')\n",
-    "axes[2].set_xlabel(\n",
-    "    f'Signal Freq.={sine_frequency}\\nSample Freq.={sample_frequency}'\n",
-    ")\n",
-    "\n",
-    "# super-res\n",
-    "sample_frequency = 70\n",
-    "# sine_frequency = 7\n",
-    "t = np.linspace(0, 1, sample_frequency, endpoint=False)\n",
-    "x = np.sin(2 * np.pi * sine_frequency * t)\n",
-    "axes[3].plot(t, x, '--ro', label='Sampling Rate')\n",
-    "axes[3].plot(\n",
-    "    t2 := np.linspace(0, 1, 10000),\n",
-    "    np.sin(2 * np.pi * sine_frequency * t2),\n",
-    "    'b:',\n",
-    "    label='True Signal',\n",
-    ")\n",
-    "axes[3].set_title('(d) Super-Resolution')\n",
-    "axes[3].set_xlabel(\n",
-    "    f'Signal Freq.={sine_frequency}\\nSample Freq.={sample_frequency}'\n",
-    ")\n",
-    "\n",
-    "# alias\n",
-    "sample_frequency = 8\n",
-    "# sine_frequency = 7\n",
-    "t = np.linspace(0, 1, sample_frequency, endpoint=False)\n",
-    "x = np.sin(2 * np.pi * sine_frequency * t)\n",
-    "plt.plot(t, x, '--ro', label='Sampling Rate')\n",
-    "plt.plot(\n",
-    "    t2 := np.linspace(0, 1, 10000),\n",
-    "    np.sin(2 * np.pi * sine_frequency * t2),\n",
-    "    'b:',\n",
-    "    label='True Signal',\n",
-    ")\n",
-    "axes[4].set_title('(e) Alias')\n",
-    "axes[4].set_xlabel(\n",
-    "    f'Signal Freq.={sine_frequency}\\nSample Freq.={sample_frequency}'\n",
-    ")\n",
-    "\n",
-    "for i in range(5):\n",
-    "    axes[i].get_yaxis().set_visible(False)\n",
-    "    axes[i].set_xticks([])\n",
-    "\n",
-    "handles, labels = axes[0].get_legend_handles_labels()\n",
-    "fig.legend(\n",
-    "    handles=handles,\n",
-    "    labels=labels,\n",
-    "    loc='upper center',\n",
-    "    bbox_to_anchor=(0.5, -0.0),\n",
-    "    fancybox=False,\n",
-    "    shadow=False,\n",
-    "    ncol=9,\n",
-    ")\n",
-    "plt.tight_layout()\n",
-    "plt.show()\n",
-    "fig.savefig(\n",
-    "    f'{FIG_DIR}/signal_process_overview_w_super_res.pdf',  # .png\n",
-    "    dpi=300,\n",
-    "    bbox_inches='tight',\n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "80b653ad-9395-4d7a-8e0a-b009211c4bc6",
-   "metadata": {
-    "jp-MarkdownHeadingCollapsed": true
-   },
-   "source": [
-    "## Brain storm"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 115,
-   "id": "4d393030-6a1b-484e-a05c-6c7c80306ff7",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "(8,)\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "(11,)\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "(100,)\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "sine_frequency = 7\n",
-    "nyquist_rate = sine_frequency * 2\n",
-    "for sample_frequency in [8, 11, 100]:  # range(1, 100, 10):\n",
-    "    t = np.linspace(0, 1, sample_frequency, endpoint=False)\n",
-    "    print(t.shape)\n",
-    "    x = np.sin(2 * np.pi * sine_frequency * t)\n",
-    "    plt.plot(t, x, '--ro', label='sampling rate')\n",
-    "    plt.plot(\n",
-    "        t2 := np.linspace(0, 1, 10000),\n",
-    "        np.sin(2 * np.pi * sine_frequency * t2),\n",
-    "        'b:',\n",
-    "        label='true signal',\n",
-    "    )\n",
-    "    plt.title(f'{nyquist_rate=}, {sample_frequency=}')\n",
-    "    plt.legend()\n",
-    "    plt.show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 84,
-   "id": "1660382d-bc28-48a7-95a6-cc3d17ab0205",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "(31,)\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "(281,)\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "sine_frequency = 3\n",
-    "nyquist_rate = sine_frequency * 2\n",
-    "for sample_frequency in range(31, 500, 250):\n",
-    "    t = np.linspace(0, 1, sample_frequency, endpoint=False)\n",
-    "    print(t.shape)\n",
-    "    x = np.sin(2 * np.pi * sine_frequency * t)\n",
-    "    plt.plot(t, x, '--ro', label='sampling rate')\n",
-    "    plt.plot(\n",
-    "        t2 := np.linspace(0, 1, 10000),\n",
-    "        np.sin(2 * np.pi * sine_frequency * t2),\n",
-    "        'b:',\n",
-    "        label='true signal',\n",
-    "    )\n",
-    "    plt.title(f'{nyquist_rate=}, {sample_frequency=}')\n",
-    "    plt.legend()\n",
-    "    plt.show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 93,
-   "id": "c49821e3-7b1b-475d-8218-648e9d81121f",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "(70,)\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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LFszwvuXLl1O+fHmDkb1URYsW5ebNm+m2R0REAJhsJFjKOdnBkVRjb29Pt27dWLJkCdOmTWPdunXphuFLlizJtm3biIuLMxjFOXfuXLr9eXl5cenSpXTbU7/BZqdo0aIMHjyYwYMHc/v2bWrWrMmnn36q6+Bk9sf/RWzYsIH4+HjWr19v8A03o0sbmR2/TJkyxMXF5ahj+NJLL+Xo+Zg0aZJulVnqH/e0f8wTEhK4e/dupiNH2XF0dKRdu3a0a9eO5ORkBg8ezIIFC5gwYQKBgYGsWbOGJk2asHDhQoPfi46OpnDhws91zKykjojo+++//3Bxccn0MaZeIvHx8XnujvnzyumxS5YsCWT8+NK+j1JHVaKjow22pz1nUkc2HRwcjPa4Ux/PyZMn03WO0urVqxft27fn0KFDLFu2jBo1alCpUiWDNsOGDdN1lrPSqFGjdKvGAA4cOMCFCxeYPHlyhr9XvXp1duzYobvsrv97qfdL6pLLxCVV9ezZkwcPHvDWW28RFxeX7ltY69atSUpKMlg2rdVq+eabb9Ltq0yZMpw9e9ZgCenx48fZu3dvljFotVpiYmIMtvn4+FCsWDGDIWhXV9d07V5UamdO/1tsTEwMixcvTtfW1dU13QcPiNGn/fv3s3nz5nT3RUdHk5SUpPt52bJlbN26Ndub/iqexo0b4+Pjw7JlywxWpSxZsgStVkvz5s1z/bjv3btn8LOdnR1Vq1YF0D3n9vb26b7dr169OsNvzcawf/9+g8s1169f57fffqNFixaZjj6Ehobi7u7OZ599luHS+YyWMxtLTo9dtGhRqlevzo8//mhw/m7dupXTp08b/E7JkiWxt7dPtzx+7ty5Bj/7+PjQuHFjFixYoBuxyOjYudGiRQvc3NyYOnVqutVPac+DVq1aUbhwYaZNm8bOnTsznGszevToHJ3rX331VYbxpC5N79atW4b3d+7cGa1Wy3fffafbFh8fz+LFiwkODpYrqMyAHMGRVFWjRg0qV67M6tWrqVixIjVr1jS4v127drzyyiuMHTuWK1euEBQURFhYWIYdjX79+jFjxgxCQ0Pp378/t2/fZv78+VSqVInY2NhMY3j48CF+fn507tyZatWqUaBAAf766y8OHTpk8MevVq1arFq1ipEjR/LSSy9RoEABg8Rfz6NFixa6kYzUTt7333+Pj49Pug+OWrVqMW/ePD755BMCAwPx8fGhadOmfPDBB6xfv562bdvSp08fatWqxaNHjzhx4gRr1qzhypUruhGP55mD4+TkxPTp0+nduzcNGzakZ8+eXLt2jVmzZtGgQQM6duyoaxseHk6TJk0MRoAyMmDAAO7fv0/Tpk3x8/Pj6tWrfPPNN1SvXp2KFSsC0LZtWyZPnkzfvn2pV68eJ06cYNmyZUadF6WvcuXKhIaGGiwTB/j4448z/R13d3fmzZtHz549qVmzJm+++Sbe3t5cu3aNP/74g1deeYVvv/3WJPHm5thTp06lTZs21K9fn379+nH//n2++eYbKlWqpJtEDmJ+0uuvv84333yDRqOhTJky/P777wbzuFLNmTOH+vXrU6VKFQYOHEjp0qWJiopi//793LhxI12+opw8nq+//poBAwbw0ksv0a1bN7y8vDh+/DiPHz82GI1xcHDgzTff5Ntvv8Xe3p6uXbum29+LzMFJXfDw8ssv60aW0goODub1119n3Lhx3L59m8DAQH788UeuXLmSbtRRUol6C7gka5S6TPzOnTsG29Mur9X3xRdfKIDy2WefZbjPe/fuKT179lTc3d0VDw8PpWfPnsrRo0fTLVtVFEX5+eefldKlSyuOjo5K9erVlc2bN2e7TDw+Pl754IMPlGrVqilubm6Kq6urUq1aNWXu3LkGvxMXF6d069ZN8fT0TLe8NjslS5ZU2rRpk+F969evV6pWrao4OzsrAQEByrRp05RFixale74iIyOVNm3aKG5ubumWtz58+FAZN26cEhgYqDg6OiqFCxdW6tWrp3z55ZcGS6dfxIoVK5Rq1aopTk5OSpEiRZQhQ4YosbGxBm02bNiQoyWya9asUVq0aKH4+Pgojo6OSokSJZS33npLiYiI0LV5+vSp8v777ytFixZV8ufPr7zyyivK/v3706UDSF3avHr1aoNjpJ5zhw4dMtie0TlKyvLsn3/+WSlbtqzi5OSk1KhRI91y6czO4x07diihoaGKh4eH4uzsrJQpU0bp06ePwbLznEiNIyePI7fHXrt2rVKxYkXFyclJCQoKUsLCwjJ8b9y5c0fp1KmT4uLionh5eSlvvfWWcvLkyQzfbxcvXlR69eql+Pr6Kg4ODkrx4sWVtm3bKmvWrMk2/syWpK9fv16pV6+ekj9/fsXd3V2pU6eOsmLFinSP++DBgwqgtGjRIsPn5UVs2rRJAZTZs2dn2e7JkyfKqFGjFF9fX8XJyUl56aWXMkwFIalDoyhGmGknSS9g1qxZjBgxgitXrqRbaZGZK1euUKpUKRYvXqxKbSYpY6NHj2bFihVcuHAhwyW05kqj0fDuu++abLTFXPXp04fw8HCTVUc3pePHj1O9enWWLl1qsPJSklLJOTiSqhRFYeHChTRq1CjHnRvJfO3YsYMJEyZYVOdGskzff/89BQoUMLhEKkn65BwcSRWPHj1i/fr17NixgxMnTvDbb7+pHdJzyW7ZdVZLUK3RoUOH1A7B7CQkJHD//v0s23h4eMi8KTm0YcMGTp8+zXfffceQIUNk0VEpU7KDI6nizp07dOvWDU9PT/73v//x6quvqh3Sc8lu2XVmS1Al27Fv3z6aNGmSZRt5qTXn3nvvPaKiomjdunWWE8AlSc7BkaQXsHfv3iyTiXl5eWWYJEyyHQ8ePODw4cNZtqlUqRJFixbNo4gkyTbIDo4kSZIkSVZHTjKWJEmSJMnq2OQcnOTkZG7duoWbm5tJ0u9LkiRJkmR8iqLw8OFDihUrlq7Ce1o22cG5deuWTKMtSZIkSRbq+vXr+Pn5ZdnGJjs4bm5ugHiC9IukSZIkSZJkvmJjY/H399d9jmfFJjs4qZel3N3dZQdHkiRJkixMTqaXyEnGkiRJkiRZHdnBkSRJkiTJ6sgOjiRJkiRJVkd2cCRJkiRJsjqygyNJkiRJktWRHRxJkiRJkqyO7OBIkiRJkmR1ZAdHkiRJkiSrIzs4kiRJkiRZHZvMZGxztFrYvRsiIqBoUWjQAOzt1Y5KslTyfJIkyQKYdARn165dtGvXjmLFiqHRaFi3bl22vxMeHk7NmjVxcnIiMDCQJUuWpGszZ84cAgICcHZ2Jjg4mIMHDxo/eGsRFgYBAdCkCXTrJv4NCBDbJSm35PkkmYJWC+HhsGKF+FerzXq7JOWASTs4jx49olq1asyZMydH7S9fvkybNm1o0qQJx44dY/jw4QwYMIDNmzfr2qxatYqRI0cyadIkjhw5QrVq1QgNDeX27dumehiWKywMOneGGzcMt9+8KbbLDyUpN+T5JJlCZp3m0aNlZ1p6IRpFUZQ8OZBGw6+//kqHDh0ybTNmzBj++OMPTp48qdv25ptvEh0dzaZNmwAIDg7mpZde4ttvvwUgOTkZf39/3nvvPcaOHZvhfuPj44mPj9f9nFqNNCYmxnqLbWq1EBDAzRvJFOdW+vs1GvDzg8uX5eUFKXsp51Pazs0cBpNEPjryK/7+yPNJyp3UTnPKx9ATnNlAO+qxDz9upm+fWmBxzRro2DEPA5XMRWxsLB4eHjn6/DarScb79+8nJCTEYFtoaCj79+8HICEhgcOHDxu0sbOzIyQkRNcmI1OnTsXDw0N38/f3N80DUJvecO69z7+nw41vqMNBknlWdfUPWvM7bcQflOvXxVwKScrO7t3pR26AdXRgOLP4kV7ifAoPl5cUpJzRamHYMF3nJgJfynOON/iFCwTqmsXjSBQ+4ofU7+PDh8tzS8qWWXVwIiMjKVKkiMG2IkWKEBsby5MnT7h79y5arTbDNpGRkZnud9y4ccTExOhu169fN0n8qkozzPtg/JfsoT638eEypQC4STF6sZR2/M5vvCp+LyJCvZglyxERQTIaPuFDnuCs29yVFbRgM4OZKzZ06SIvKUg5k6bTXJRIevAzflzHgxjd9nFMJZgDXKWE2CC/nEk5ZFYdHFNxcnLC3d3d4GZVMpgbEchFNtCOw9SiDJcAKMxdXmc1TdhOCH+JhkWLqhGxZGmKFmUcU5nAJ/RjkW5zPxazmZYU5IHYcP8+J6j87Pfk/BwpMxl8ufqE8fxHOWpwDICnOPEHbbhKAOtTv5Rl8fuSpM+sOji+vr5ERUUZbIuKisLd3Z38+fNTuHBh7O3tM2zj6+ubl6GajzTDvEk8m/9Ql7+pygndz04kMI932EgrXDVPwN9fLPGVpOw0aEDtgpfxIYp2bMiwiQKMZSpVOcFqOqdslJcUpEwULcp9vPiS90lMyVhih0J+nuqaOBPPNprxJ614j2/T/b4kZcWsOjh169Zl27ZtBtu2bt1K3bp1AXB0dKRWrVoGbZKTk9m2bZuujc3RG+YNpxFBnGYnDTNtrgGcNInih5kzuXQJOWdCypj+Et3du3l9QQiXKU03zcoMm2sAO5IBOEDwszvkJQUpIw0aMMzlez7gS3rzY6bN/LhJKzY926DRyC9nUs4oJvTw4UPl6NGjytGjRxVAmTFjhnL06FHl6tWriqIoytixY5WePXvq2l+6dElxcXFRPvjgA+XMmTPKnDlzFHt7e2XTpk26NitXrlScnJyUJUuWKKdPn1YGDRqkeHp6KpGRkTmOKyYmRgGUmJgY4z1YtSxfrijiI0RpSLgCijKQBbptGd78/ZXkNWuVEW3/U+xIUjbT/Nl9fn6Ksnat2o9KUtvateJc0D9v/PwU5YMP0m8vWFD3/3gclL3Uzfi8W75c7UclmZHkZEWZN+iIUpzryt8EZ/03K+V2j4LK//hUiV8Zpnb4kkpy8/lt0g7Ojh07FMTItcGtd+/eiqIoSu/evZVGjRql+53q1asrjo6OSunSpZXFixen2+8333yjlChRQnF0dFTq1Kmj/P3337mKy6o6ODt26L35vZQPmaLcwyv9H4evvxYfMDt2KEpSkqKsXasMY6YCijKKL56102jETXZybNfateIcACWCIkojdihbafbs3PjlF3EepZ5Pf/2Vow8nZccOlR+YZI4SfwlL32n290/XmU4GpYrDaQUUZcECtaOW1JKbz+88y4NjTnKzjt7speYnuXnz2XwHfRnlu0n5nTs3nnKRMrzMgex/R7INafLdDGMmsxnGy+xnH/XQZHE+pT0HY3FjFw1pq/lTnk9S1jIr/5Fm+6yjDfnxJzu++ALSZBSRbERuPr9lB8fSOziAdnUY9m+kmdQJmSfFCg8XS3izs2MHNG5srDAlS5Dm3LhBcb5lCK3YSCN2PWuX9txIXckHoChEUoQgTvMQN64SQLG138jEbJLO5MnQsCE0avTsz1ROJCWJfk9ufkeyLhab6E96Ps3mdKRrvatcLvKy4R1+fhln/MxgeWU8jtylULbtJCuX5jX34yafM86wc5NBOzp2FOda8eIA+BJFJU4RmO8K16f+LDs3km7S+unpfzBpEjRrppDblGT58qV0bmSNKikHZDVxC3fmDOzcCQ4O/nx1cTdczEGV5zTLK8N4jXeYRys2soS+mbaTbEBOX/OM2nXsCO3b6y4phOW3o3Db0mjylTVujJLlCQsT6Sxu3KAA/rzDWB46F6HEPxookcvOb1gYiUPf59ebL1GO/6jOcfFlbtYs2ZGWDMhLVFZwieroUTh0CAYNyuEvpJkzcYA6vMwBSnCV85TFUZMk50zYqpRzY+uNivzGq/RnoS7pGiDnZ0m5l6beVCoFjRiNyU1dqZR9jVS+5GtG8iYrWEE3WaPKhshLVDamRo1cdG5AfDDNmiX+r9EQzEF20JgLBIrODcDMmfIDzBalnBsLGMQchvATPZ/dl/ohkstzQ1FAr36uZEvSJCLVpyGXSSD19tWdZRTnBuX4T9wnE0pKGZAdHFuVZs5EY3biQFLm83Yk29GxI29PLELX/Ovow5Jn25/j3Hj4EAIDoVo1OaXLJqWpN/UjvbhCyWf35yYJpN6+anKEq5TkYz56vn1JNkHOwbFggwZBkSLw7rvwXJUq0syZSJ23k6yxlz1fGxfycQNCJmpht2f2c7qy4OYmztHbt+H4cTmty+bo9WqvUoK+LEaDwi2KUYTbGbbLyb40gH1K1uys2km2TXZwLNTt27BwISQnQ69ez9nBAfGBlbLc948/YHI9aNkSPv7YaKFKlkrv3HgRS5dCsWLg4vLiIUkWRq9He49CNGU7diQbdm7StMvJvvSdoDJFiMKHOznfl2QT5Bd1S5OyPLLAn7/w07jTfPB+MmWNtEglOhoOHoS1a42zP8nyREXB/PnG/RIcGAguTnJZr01q0EBc2tRoqMlR/qI5m2j57P7c1JXS21eqAXxPVU6wPHWisaxRJemRHRxLEhYmVj81aYJL3zfo9mklvlhVUmw3gjZtYO5c2LLFKLuTLNCvv8I77xh5Cpbeeavt1kMkEgwIMNp5K5mxNAsaQFQM1/85x5PWM9hXFU7gQAKRFM3dviSbIDs4liJ1qaXehD1ALPXu3NkoHxaenuLDrVixF96VZKEKFYLgYCN2cFLO25M3PGjOFpqxTWw34nkrmbmOHbk69w+eFittuP15FjSkWRzRl8XcwZvP/efIxRFSOjIPjiXkwUlTH2g39blCAG35HS+iZW4SyegUxQjp8PXO2xsUx58baEgmiiJ4c1eetzakaVM4dEhhxf9O0jbg5HNPWtfJrHaVZPVkHhxrk2ap5Te8Ry9+4gtGiw1GXh75xx/Qr5/4ki3ZJqPU+tE7b/24yRJ6c47yonMDclmvjXj6FP77D+LiNFR6swp07Somr79IhyR1ArzevuS0Likt2cGxBGlmfFbjONU5ymv8mmW75zVlCixeDBs3GmV3koW4eNHIc3/TnI+9WUpZLmTbTrIuzs5w7RqcOgWlShl//7Gx8OqrYiDn6VPj71+yXLKDYwnSLHv8kM84Sk3qcCjLds+rTx8YOlRkSJZsQ3IyvPwyeHuL+mZG8SJ1rSSrYmcHQUGm2bebGxw5AnfuwJ49pjmGZJnkHBxLmoOTUjsqHVPMZZDXuG2HVsulVYeoNbAmWuy4d0+Dg7MRXusMztudNGQdHejKCupo/pFzcCSj+OMPsTiiWjXRmZKsl5yDY230lkeepywGXZznrA+UJb1lvXTrJpf1WrOU17p097rceezCoceVcCgbYJzXOoNlvd8zkJmM4FdSVrvIZb1W7d9/xUjwlCmmPU6bNuI4snMj6ZOng6Xo2JF7i9dTnrP4cYNY3MR2Y9eOSlnWq9y4wX+U5SAvie1yWa/1SZN6IB9ayvOfcV/rNMt6X2c1A/ieEO/jclmvDdi0CY4dg7//VjsSyRbJS1SWcIkqxc6d0Lq1Qukijzjx6QbjXzrSW9a7nK50Zzkvs5/91BP3y2W91iNN6oF0jP1ay0ueNunOHdi8GXx8oEUL0x7ryBHRZ65bF9q1M+2xJPXk5vNb1qKyII0awf37Gm7cKABluhr/AHrLehuyCyeekp8nJGFPPrSGy3qNUKNIUpHea/07bZjKOHqxlLf4Ttxv7NfaSHWtJMvi7Q09euTNsX77DaZOhTfflB0cSZAdHAvj5ARlypho53rLdf24STSeOBOfZTvJQum9httpyj5eoQonsmxnTNevw61bImuyJBlD69Zw5Qq0bat2JJK5kB0c6Zk0y3Uz7Nxk0E6yQHqv4Xt8QxCnqcSpLNsZy+bNomJ9+fJw9qzRdy+ZiQ0bRI6akBAoUsT0xwsOlh1myZCcZGwh1q6F0FD48UcTHiSDar0AyaT8LKv1Wg+917oUVxjAQuqiNxPUhK91nTrg4ADu7vDkidF3L5mJGTPE5al169SORLJVsoNjIbZsEbd//zXhQdIs632CM234HW/u8DB11ZZc1msdMljCrWOK1AN6vLzgwQM4eBDy5zf67iUz8corULt23k+9unMHDh3Kvp1k/WQHx0KMGAGzZ8Mbb5j4QHrLevPzlLNU4D6F2Fu4vVzWa206dmT9mL2EFezPAzyfbTd26oEMuLqabNeS2rRaCA/nk0orODQ9nPKBeVckat8+sWLrtdbxKMtXQHi4keuPSJZELhO3oGXieSplWe+WzQqFS7lRrU8N7B3lyI21CQ4WIyk//e8MPSofy/Ml3EapWi6Zj7AwGDbMMP2An58YLcyDL0ePV/xGwW6hlOU8u2iIF9F5enzJ9HLz+S07OLKDI9koRYHhw2HbNvjzTyhRIu+OnZQkCkHv3AknT4pv3ZKFS00cqShcxw8/bojZe6k9WFOPAKccP1YpgDsPn23Pq+NLeUJ2cLJhaR2cDRvEpMxXXhGF5STJGlSuLCpM//ordOigdjTSC9FLHJlIPjyJpgBxHKYWftw0fZLQvE5cKalG1qKyMpMmQatWIu25GsLDYeJEOJFBmhRJel4zZojqzy1bqh2J9ML0EkdepAxJ5CMBR4pxS9yvnzjSxMfPkKmPL5klmQfHzCkKVK8Ojx7Byy+rE8PMmSJLqLs7VKmiTgyS8d2/DwULqnd8U6ful/KQXkLICpwjFneuEIAdSqbtTHX8JOzpzY/8zcv8Q20xD8fUx5fMkuzgmDmNBhYtUjeGV18FDw+oWlXdOCTjSU4WGbELFIBdu6BUKbUjkixamoSQTiSIwq3ZtDPF8fOh5SB1uEQZDhBMSzab/viSWcqTS1Rz5swhICAAZ2dngoODOXjwYKZtGzdujEajSXdr06aNrk2fPn3S3d9SjnObTL9+IsGg/MZtPa5eFVlm790TUxPUsm+fqB/0XwafhZIFySRJqI6pk4SmOf50PmArIdRnT94cXzJLJu/grFq1ipEjRzJp0iSOHDlCtWrVCA0N5fbt2xm2DwsLIyIiQnc7efIk9vb2vP766wbtWrZsadBuxYoVpn4oqnj8WO0IJGtUqhTExIg5MA4O6sUxZQr8738iiaVkwVISR95VCtGG3/mED59dnDJx4kj946cerwO/EcI2CvAob44vmSWTd3BmzJjBwIED6du3L0FBQcyfPx8XFxcWZXLdpWDBgvj6+upuW7duxcXFJV0Hx8nJyaCdl5dXpjHEx8cTGxtrcLMEigKBgVCunHl8w717V17CtiYFCkDNmurG0KYNvP66CQvISnmnY0cO/O83/qQNP9MD3VhOHiSOTD1+apJSA3l1fMnsmLSDk5CQwOHDhwkJCXl2QDs7QkJC2L9/f472sXDhQt58801c06Q+DQ8Px8fHh/Lly/POO+9w7969TPcxdepUPDw8dDd/f//ne0B5SaslYu0+IiLg8qVk/Iqqm43z44/B2xumTVM1DMnKDBkCv6zQ0ip/OKyQmWctXZW36jF7ZjIjRmhg+XLYsUMszc6rzkXHjqKk+I4dHP5kIzPfPc+VHXl4fMmsmLSDc/fuXbRaLUXSlJItUqQIkZGR2f7+wYMHOXnyJAMGDDDY3rJlS5YuXcq2bduYNm0aO3fupFWrVmgz+cM4btw4YmJidLfr168//4PKC2FhEBBAsddf4R4F2aFtiEtQgNiukrJlxb9yBMfyPXwo8rF9+aUZ9CVSznWaNIFu3cS/AQGqnuvS8ytRAt4bZsdbM8qLTI6NG+f9ZSF7e2jcmFF/tWTEnED+2iEvS9kqs15FtXDhQqpUqUKdOnUMtr/55pu6/1epUoWqVatSpkwZwsPDadasWbr9ODk54eTkZPJ4jUIvGyhAQR5Qn71wUyO2qzTU2r69mJCq5rJiyTj++UdUpz90CEaNUjEQvXM9DlcScKQgD+DmTVXPdck6tG4tEqOm+X4t2RCTjuAULlwYe3t7oqKiDLZHRUXh6+ub5e8+evSIlStX0r9//2yPU7p0aQoXLsyFCxdeKF7VabWijktGyaVTtw0frsrXbldX2bmxFqVLi0uNQ4eqGITeuT6Oz3AnllkME/epfK5LzycyUkwWj45WOxLhgw9g/Xpo107tSCS1mLSD4+joSK1atdi2bZtuW3JyMtu2baNu3bpZ/u7q1auJj4+nR48e2R7nxo0b3Lt3j6KWnuNALxtnIvnozRLmMJgEUpa5yGyckhGULAmjR8P776sYhN65XpybKNhxidLP7pfnusXZvBlCQ8VorySZA5Ovoho5ciTff/89P/74I2fOnOGdd97h0aNH9O3bF4BevXoxbty4dL+3cOFCOnToQKFChQy2x8XF8cEHH/D3339z5coVtm3bRvv27QkMDCQ0NNTUD8e09Ca4nCaIpfTmQz7FgcRM2+WlvXuhe3f46CNVDi9ZE71zuDvLiMCXn+iVZTvJvKUmj6xdW+1IDMXHy3Qbtsrkc3DeeOMN7ty5w8SJE4mMjKR69eps2rRJN/H42rVr2NkZ9rPOnTvHnj172JJBcgx7e3v+/fdffvzxR6KjoylWrBgtWrRgypQpljPPJjN6I1BePGASH5GAI+lSZ6k0UhUZKRZG1KghOzmWKi4Ojh0T5T8KFFAxEINzPTpH7STz1revuCUnqx3JM0OHwvz5MHs2vP222tFIeU1WEzenauKpFXFv3sx4Ho7KFXEjImDhQggOhubN8/zwkhFs3SoyUpctq3JuJTM/1yXrMH48fPopDB4Mc+aoHY1kDLKauKVKk43TgBlk4yxaVPzBkJ0byxUTA8WKiVE4VaU518NpxEC+4zsGmsW5LlmHd96BS5fg22/VjkRSg+zgmJuOHdGuWsMR71DicXy2XWbjlIygc2cxaLJ0qdqRYJB59hSV+IGB/EZ7ea5boOXLISgIPvlE7UgMFS8uypJkViJLsm5mnQfHVp0N6kit2x3xckvk7rw12BUvKorEmcG32adP4d9/4dEjkZNNskxmM12tY0do354mPx1m3K+naFDPH0bJy1KW5uBBOHMG7txROxJJekbOwTGnOTgptmyBN98U34j27FE7GkNhYdCpE1QPfMjRyb+L61Zm0vmSsqDViiXXERHyNZOM7s4dkUCyWDGoVk3taAxt2wa//Sa+kL32mtrRSC9KzsGxcC1aiKzBv/+udiTp1bq9EW+7u/hf2IEiU+tbhpRyCLuaTKRWt3JMaLJbvmaSUXl7Q6tW5te5AVHe7JtvYMMGtSOR8pq8RGWmNBrw9FQ7ijTCwijxTmeiUAyXrsvU+uZLrxzCAd7kCLUoxWWzfM0SE+HsWbHM2Bw/KCXLFBoqLqnLxRG2R16iMsNLVGYpdVlvSvbZdOSyXvOT5jWLwJd91KMwd2nELrN7zb79Ft57T6TWX79e7WiknDpwAI4cgYYNoVIltaORrJ28RGXBLlyA+vVh7Fi1I0lDL7V+hmRqffOT5jUrSiSdCBOdGzC716xaNXB3h/z51Y5Eyo3Vq0WemXnz1I5EkgzJS1Rm5p9/REmEpCS1I0lDL2X+AeowlNl48YBNtMq0naSynL4WZvKavfKKKNQol/RalgoVoGVLMYJjrpKTRT4cR0coUULtaKS8Ijs4ZqZBA/jpJ3BxUTuSNPRS5rvwmIME404MChjOx5Gp9c2H3mtxmQB204BaHKYSpzNtpyY7OZ5skQYMEDdzNmoUfP01jBgBM2aoHY2UV+SfFDNTvDj06GE28z6fadBAzNfQaKjAWVbRhYPUeXa/RgP+/qKdZB70XrMttKA3S3mfr57dL18zyUZUrixyPz15onYkUl6SHRwpZ/RS6ztotHRhNeX5T4zeyNT65knvNfMimobspD4piZXM9DXbuFFkHhgxQu1IpJx48kTMZTd33bqJQrNynpBtkR0cM/LwoVi1q2oRxKzopdY3IFPrm6+U16yL3z520pjxfCq2m+lr9uSJyFuya5fakUg58e23oir9uHFqR5I1Z2fIJydk2Bz5kpuRI0fg9dfFyt7Ll9WOJhMpqfVvr/+brX9p0Lp70euTcmY1CiClkfKaWUIm41degcWLoWZNtSORcuL0aVG+pUABtSORpPRkHhwzyoOzbZv4JlSmDKxYoXY0Wdu+HZo1g9Kl4eJFtaORsqLVigm8cnWSZGzJyeL97+oqyjSYs1Wr4Mcf4dVX4e231Y5Gel4yD46FatZMFK0z984NiJwlr7wi0rMnJ6sdjZSVP/+EggWhf3+1I5GshlYL4eHYrVpB2ZvhFCti/hNxrlxKZuNGCP/xqrgOagmTh6QXIi9RSc+lUCHzKwQqZezff0V+mYQEtSPJmago2LdPXPaQ6fXNUFgYDBtmmPjTz09MaDezOV06YWG0mTUXd8ry8t9/Q5Nj5h+z9MLkJSozukQlSaYQHw/nzolJlkFBakeTve++g7feEjWENm1SOxrJgF5ts+004U9a04IttND8Je43w4nr+jEbSL1ma44xS5mSl6gs0IUL4hr2a6+pHUnuKArExqodhZQVJyeoWtUyOjcANWqIW+XKakciGdBqxchNSkdhEy35ilH8RvtnnYfhw83r0k+amA2Ya8yS0cgOjpn491+xwOX6dbUjybkdO6BwYfFNW5KM5aWXxIrCL79UOxLJQJraZk3ZznvMphUbxQYzq20GpIs5Ch8204KTpFQFNceYJaORc3DMRMuWsH+/WHJpKXx84P59cflDUeQqHXN0/rwo/REcDG3aqB2NZNHS1CxryWZasjnbdqpKE8tUxjGL4YzkK75iVKbtJOsgOzhmwsUFXn5Z7Shyp1w5OHpUFNuTnRvztHs3TJkCTZtaZgdHqzXLdD22Kac1y8ykthmQLpbqHKMCZ/DiQZbtJOsgL1FJz83BAapXF1lCJfMUGCiWh7/6qtqR5M7ixaJM1nvvqR2JpKNX2+wuhbiGPwYzW8yxtplezAB9+JEzBD3L6G2OMUtGIzs4ZiAuDqZNE/lKbG9Nm2RKDRvCDz+IeZaWxMFBTJ04eVLtSCQdvdpmy+hBSa7Rg5/FfWZa20w/5nTDzOYas2Q0soNjBk6fhrFjxTdtS7vUc/o0fPwxzJ2rdiSSNQkNhb17Yf16tSORDKTUNrvrVop8JFKaS2K7mdY2A2QNPRsm8+CYQR6c48fh88/B3R0WLFA7mtwJC4NOnaB2bTh0SO1oJH0JCWJ0sGBBtSORrI5WS8L2PcRfv41baW+zrW1mQKuF3bv5dJ4XS/eX5YPxzgwYJL/jW5rcfH7LScZmoFo1yyjPkJGaNaFvX6hVS+1IpLQOHBCXqGTnUzI6e3scmzfCUe04csPeHho35sHv8N8v8K+8/Gn1ZAdHbSnfKsy9ynNmAgJg0SK1o5AyklqR3ttb3Tie15FDWrYtvEI1r2u0CNVY3HtDMk99+4q0HFWrqh2JZGpyfE5NYWEQEMCTJq2gWzdo0kT0GMLC1I5MsgK9esHDh6L0gcUJC2Nds28YvaAMqz+/IN8bZmT/fpFxffZstSN5PpUqQUiIyOMlWTfZwVFLSn2UuBsPKEAcpbnII1zg5k1RN8XC/pDfv29Ye08yDwUKiLmUFiXlvVH/4Z90YRWvsFdst9D3hrU5dAjWrROZzCXJnMlJxmpMMtZqxbfRGzc4TE1qcxgfoojCV9yv0YhPpcuXLWJIfuZMGDFCDEItW6Z2NJJF03tvZMjC3hvW6PRp+OsvKFkS2rdXO5rnc/Cg6KiFhED58mpHI+WG2RXbnDNnDgEBATg7OxMcHMzBgwczbbtkyRI0Go3BzTlNJjlFUZg4cSJFixYlf/78hISEcP78eVM/DOPRq49SiyPcxpvN6BV0srD6KKVLi3/v31c3DumZ6Gjo3h0++8zCciulqR2UjoW9N6xRUBAMHWq5nRuATz6BIUNER02yXibv4KxatYqRI0cyadIkjhw5QrVq1QgNDeX27duZ/o67uzsRERG629WrVw3u/+KLL5g9ezbz58/nwIEDuLq6EhoaylNLKeSUpu6JN3epzvFs25mrFi1ERfGNG9WOREp16hQsXw7z51tYbqUMzvnH5OchBbJtJ0k51bgxtG2bPjWOZF1M3sGZMWMGAwcOpG/fvgQFBTF//nxcXFxYlMXSG41Gg6+vr+5WpEgR3X2KojBz5kzGjx9P+/btqVq1KkuXLuXWrVusW7cuw/3Fx8cTGxtrcFOVJdZ0yYKzM7i5qR2FpK94cZg6VXxLtShpzvmhzKIAcczn7SzbSXnj4UMx9yaL76cWYeRI2LABOnRQOxLJlEzawUlISODw4cOEhIQ8O6CdHSEhIezfvz/T34uLi6NkyZL4+/vTvn17Tp06pbvv8uXLREZGGuzTw8OD4ODgTPc5depUPDw8dDd/f38jPLoXoFcfZRyfMYuhPMDz2f2yPor0ggICRHbs0aPVjiSX0tQOKsxdFOy4TClxv3xvqOrgQVG49ZVX1I5EkrJn0g7O3bt30Wq1BiMwAEWKFCEyMjLD3ylfvjyLFi3it99+4+effyY5OZl69epxI+W6fOrv5Waf48aNIyYmRne7fv36iz60F5NSH+Wxkp9pjGE4s0hKTUlkofVR/vwTevaEhQvVjkSyaGlqB73DPKLwYS7vWux7w5o8fgxlylhPDpmkJHGTrJPZLROvW7cuvXr1onr16jRq1IiwsDC8vb1Z8AI1DJycnHB3dze4qa5jRxKWruRDt2/oyVK8uSu2W2h9lJMn4eefYds2tSORAA4fFpcTLJJe7SBv7uLDHbHdQt8b1qRdO7hwAVavVjuSF9euHbi6yvnq1sykmYwLFy6Mvb09UVFRBtujoqLw9fXN0T4cHByoUaMGFy5cAND9XlRUFEX1rsNHRUVRvXp14wSeRzx7tmNKt9RMxsstMpNxqpAQ+PRTqFtX7Uik6GhRngHE5G+LnB/VsaNYpmPBWb6tmZ3ZfTV+PgkJcPasyCMpWR+TnqaOjo7UqlWLbXpf65OTk9m2bRt1c/hJqNVqOXHihK4zU6pUKXx9fQ32GRsby4EDB3K8T7OSUh+Frl3Fvxb6B7xmTfjf/+QfCnNw8yb4+ooBD4vs3KRKeW/8rO3K2ysb889Ry3xvSObpyy9FOqW33lI7EslUTF6LauTIkfTu3ZvatWtTp04dZs6cyaNHj+jbty8AvXr1onjx4kydOhWAyZMn8/LLLxMYGEh0dDTTp0/n6tWrDBgwABArrIYPH84nn3xC2bJlKVWqFBMmTKBYsWJ0sLAp8devQ5Ei4GhRFeskc1epkhj0ePRI7UiMY+1akTm3UqVnI1NS3ouKEiO1VaqIhJ4WlX4gAzLBn/UzeQfnjTfe4M6dO0ycOJHIyEiqV6/Opk2bdJOEr127hp3eeOeDBw8YOHAgkZGReHl5UatWLfbt20dQUJCuzejRo3n06BGDBg0iOjqa+vXrs2nTpnQJAc1d06biG8SuXVCvntrRvLiHD+HcOXE1QeaXUJ+rq9oRGEfnzqJzU6eO2pHYttOnxVy7J08sv3Mj2QZZqkGlCceJiWL05sED8W07h1OSzNrrnRXWrNUwo8cRRvSPlXMm1GDh1ekl8xUdDXv3wtOn0KmT2tG8OEWBH34Qc3A++sjCL+faELMr1SCl5+AA9+49u0xl8cLCqLBlNkWIRPvzcln9WQ0p1elfa/KAft2ecKtJN/kaSEbj6Qlt2lhH5wbEKNSECTBjhhh5lqyPHMExhyXjli6l+rNW0WBP8rPtqePYcmmv6aW8Bo+U/BRATL65SyEKaR6I+y38NUhIEMuTS5cWmbMlyRhGjxaj6YMHQ9myakcj5URuPr9lB0d2cF6MrP6sPr3X4AnObKAdlynFGL4Q91vBaxAQAFevwv798PLLakdjm5YvFxXEX3pJLoyQ1JObz2+TTzKWMjZ1Kty6Bf36QY0aakfzAnJT/blx4zwLy6bovQb5eUoX0mRhs4LXIDBQXNJNk1JLyiNxcaI6PYjXoWBBdeORpJyQc3BU8ssv8O23WfcNLEKaqs7j+Ix67OUgL2XZTjKinD63FvwahIWJpIXt26sdiW2KiYHmzUW+K2vr3CQniy+bkvWRIzgqGTUK/v0XLCz5cnppqjofoSb7qccJqlCHQ5m2k4xI77ndz8vk5wkVOIsz8Zm2szTySrK6iheHLVvUjsL4oqLEvK6EBFFny8FB7YgkY5JzcORfzheTOv/j5k1QFDYRSgwevMJe/LhpFfM/zJ7ea1BDOcwxarCedrTjd3G/fA0kKUPJyaLznFqyoXRptSOSsiOXiUt5J03155Zs5g1+eda5AVn92dT0XoPC3KUg9yhPyrpXK3kNnj6F996DFi0gPj779pKUE3Z2cOqUGL2RnRvrIzs4KrhyBc6fh6QktSMxEr3qzwZk9ee8k/IabPXrxz0KU5bzYruVvAZOTvDjj7B1K1y8qHY0tqd+fVEm4+hRtSMxvpIlIZ+crGGV5CUqFS5RDRkCc+bAmDHw+ed5fnjT0WpRdu3m3wNPOPu4BO3HVMDZ1XJHDSySFWcynj1bZJt99VUoVEjtaGxHcrIo+/H0qfhiFhiodkSSLZPLxM1cYqJIVmZ1xd5Sqj837ijSuh/vDFWrqh2UjUmtTm+Fhg5VOwLbdeSIyPYbEKB2JMZ39SrMmye+G0yfrnY0kjHJERyVJhknJ4tLVNaYMKtNG9HBmTlTJAWT8sb48WLwZvhweO01taORJMtw6hRUrixGB2NiZCFRcydHcCyAnZ11dm4A/vhD7Qhs099/i8r0ffuqHYlpaLViIdjNm9CokdrR2AgrvuSZqmxZGPxOMhUdLpL082Ec/H2t8nHaItnBkSQr8fXXIrdS/fpqR2Ia589DxYrg4iIy68pv2iYWFgbDhrH+Rg2i8aQx4ZTwU8SKPQuftK7P8fcw5mwYZph11c/P6h6nLZKrqPLYH39Aq1bwzTdqRyJZmypVRDr9kiXVjsQ0ypQROUvKlhWXQCUTSineyo0bzGIYvVnKDpqI4bPOna2nQr3e4zRgbY/TRskOTh47dAg2bYJjx9SOxHRu3xaXEAIDRRkkSTIGBwfRsTl2DLy81I7Gimm1MGyY7s1bl/00YTtVOPHsDT18uGhnyfQepwLcoigXSUmGY02P04bJS1R5rEsXKFbMupdaenrC3r3i78KtW+nT40jGd/KkWOVSvboY6bBW8rJUHkhTQPcTJhjebwXFWwGDx7mQ/gzkB1rxJ3/SRtxvLY/ThskOTh4LChI3a+boKHLL+fmBt7fa0diG1ath8mQYMAC+/17taCSLZgPFWwGD+AO5gB1a4nHKsp1kWWQHRzKJDh3UjsC2FCkCdepAjRpqR2Ja+/bBJ5+Avz8sWKB2NFZKryhrIvnIRxIZDpxZcPFWwCD+V9jLE/LjSGKW7STLIufg5KGYGDH/5soVtSORrM3gwXDggPjXmsXHw8aNsH272pFYsQYNxPCrRsMUJuDFA6Yy9tn9Go3oYTZooF6MxqD3OB1ISt+5sZbHacNkBycPHTokVlC1bKl2JKZ39y6sXQu//KJ2JJI1qVYNvvsOFi1SOxIrple89SwViMETJ1IqnFpJ8VYgXaFgA9b0OG2Y7ODkocREqFRJ/JG2dv/+K1ZZTpiQfVtJyqmCBWHgQPml2uRSirf+WPxD/qUKXVkhtltJ8VYdvULBv/A6r/MLS+lpfY/TRslSDSqVarB2t26JcgGVKsHChXL1iylt3gz9+4uRwR9+UDsayarYQCZjALRaJvW7zuSlAQxsc4vvfitinY/TCshSDZLqihUTc0Ik0zt7VuQlu39f7UjyRmQkHD8OPj7WP6ladVZcvNWAvT1t3g3Aszq8/HIxkH0bqyA7OJJk4fr2heBg661tltbcuTBlCgwaJFdSmdKxY/Drr/Dyy2LuoLWrU0fcJOsh5+DkkUePoEIFePVVsRLEliQnqx2BdXN3Fx9CNWuqHUneqFRJ3IoUUTsS67Zrl8itJPMqSZZKdnDyyPnzItPs3r3glEEuKWu0aJGYq/fuu2pHIlmTN94QmZsnT1Y7EusWFPRsbpetuHMH9uwR5WYkyycvUeUFrZbAiH1sHZdIjJMPaCvaxAQ2BwcxN+TsWbUjsV5Pn4rCreXKQbt2YGcrX1lsZfKrikJCxM2WdOokTqtly6BbN7WjkV6U7OCYWlgYDBtGgRs30P2t+MFP5F+w8iWILVvC33+LD1/JNC5ehNGjxWUqm6mwnfKeMqgA7Wcb7ynJtCpUgGvXREoPyfLZyvc9dYSFiWQw+n+IQQxrdO4s7rdi3t5i8qus/Gw6dnbw5ptibpdNLMVPeU+NuzGY8pxlNZ3Fdht5T+UVrRYePFA7iry3YIHINN+7t9qRSMYgOzimotWKb5kpaYZ+pQN/0YyHFNBtY/hw0U6SnlPFirBiBfz0k9qR5AG999RtfPiP8pwmpXKtfE8Z1fnzIqliqVLPnlpbYBNfEmxInnRw5syZQ0BAAM7OzgQHB3Pw4MFM237//fc0aNAALy8vvLy8CAkJSde+T58+aDQag1tLc5sJt3u3wcjN28ynOX/xHynXaxQFrl8X7azYnj0wfTpk8ZJLUs7ovaeG8C1/0Yx3mPfsfht5T+WF1Hp5np7yQ1+yXCbv4KxatYqRI0cyadIkjhw5QrVq1QgNDeV2JtPUw8PD6dq1Kzt27GD//v34+/vTokULbt68adCuZcuWRERE6G4rVqww9UPJnYgI3X8TyUcdDlKeswRyIdN21mjRIjFHZPNmtSOxTklJakeQh/TeKzU4RjO248OdLNtJz6dlS3j4ENatUzuSvKUo0LMn1KolEkpKls3kk4xnzJjBwIED6du3LwDz58/njz/+YNGiRYwdOzZd+2XLlhn8/MMPP7B27Vq2bdtGr169dNudnJzw9fXNUQzx8fHE6yWfiY2NfZ6HkjtFi+r+60ASG3g123bWqHFjsdKnUiW1I7FOpUqJeTibN4sJklYtp+8VK39P5ZUCBcTNlmg0sG8fXLok0nrk8CNGMlMmHcFJSEjg8OHDhOitNbSzsyMkJIT9+/fnaB+PHz8mMTGRggULGmwPDw/Hx8eH8uXL884773Dv3r1M9zF16lQ8PDx0N39//+d7QLnRoIFY2ZHZ+K5GA/7+Vl81sFcvWL5cLm4xhUePxBWba9dE2QKrl+Y9tZ0mzOUdHuAp7reR95RkWtOmwW+/QZUqakcivSiTdnDu3r2LVqulSJqUo0WKFCEyh+N/Y8aMoVixYgadpJYtW7J06VK2bdvGtGnT2LlzJ61atUKbyeTCcePGERMTo7tdv379+R9UTtnbi2WrkL6Tk/rzzJkyd4f03FxcICpKfONM0/+3TmneUwP4gXeZy0kqy/eUkQ0bJsphZPG90Wp17ixWJdrEe8rKmXUenM8//5yVK1cSHh6Os7Ozbvubb76p+3+VKlWoWrUqZcqUITw8nGbNmqXbj5OTE05qpA/u2BHWrOGtXo/Z86gGH/ERr7NGfAudOdOmhjWePIF8+UTyP8k4NBoxcmMTozepUt5TDBtG8xtbiaAojiTY5HvKVJ48gdmzxf/fflvdWCTpRZh0BKdw4cLY29sTFRVlsD0qKirb+TNffvkln3/+OVu2bKFq1apZti1dujSFCxfmwoULWbZTRceO/Fu5O6epBEOHwY4dcPmyTf0hbtgQXF1ldXHJSDp2hCtXWLCjPOuXPyJ4xzSbe0+ZUlISfPYZvPUWFC6sdjR5Lz5eJCiVKZUsn0lHcBwdHalVqxbbtm2jQ4cOACQnJ7Nt2zaGDBmS6e998cUXfPrpp2zevJnatWtne5wbN25w7949iprp5MIVKzWcOwc1atQHW/q2nSJ/frE64cIFqF9f7Wisx08/ido5bdvaYLZoe3sxg10yOjc3GDdO7SjUExUFdeuKEefUkWfJMpn8pRs5ciS9e/emdu3a1KlTh5kzZ/Lo0SPdqqpevXpRvHhxpk6dCsC0adOYOHEiy5cvJyAgQDdXp0CBAhQoUIC4uDg+/vhjOnXqhK+vLxcvXmT06NEEBgYSGhpq6ofzXAICxM1WzZ8vVmPY4rdBU1qwQBRvLV7cBjs4epKTbagGl2Ryfn4QGAglSojyJ/LvluUyeQfnjTfe4M6dO0ycOJHIyEiqV6/Opk2bdBOPr127hp3eX6d58+aRkJBA586dDfYzadIkPvroI+zt7fn333/58ccfiY6OplixYrRo0YIpU6aoM89GylapUmpHYJ1efRWKFbPd1R5370KjRiK33/378pu2sVy7JhL8uburHYk67OxEJmfJ8mkUxZYScQuxsbF4eHgQExODu4nfxUePwqFD8NJLUKOGSQ9lvmTlZ+OSzycgRm5cXMSciUuXZEfaWBo1gl27YNUq6NJF7WgkyVBuPr/lwK6J/fabmKw3d67akagkLIwnJSswo8l6hnS7R3KTpuJ6nZzB93zCwsTz16QJdOsm/rXR59PODv76S3RuSpRQOxrrERMj/rXly+qSdZAdHBMrUwZatRJVtW1OSuVnh5uXGcM05jCEmxSXlZ+fl151+jhcSSBlzb0NP5/164uRGxscwDKZY8dEJ8dmR5yB8HCoUwfeeEPtSKQXITs4JtazJ/z5JwwYoHYkeUyv8nM+tAxmLh/yCQ4kysrPzyNNdfoZjCQ/TxjNNPl8Skbn7m7bOas0GjG14PBhtSORXoSclieZRppq6rMYbni/fuVnudw3e2mezysEkIw9XjwQG2z0+bxxQ3yByJcP+vVTOxrJWlSvLgZEy5ZVOxLpRcgRHBNKThY3m5TTis6y8nPOpHmeFtKfWxRlIN9n2c7anTsn5rh98YXakViHn3+Gvn3h99/VjkRdHh7w2mtQubLakUgvQnZwTOjAAZH/pWVLtSNRQQZJFxNw4BZFs20nZSDN86QBihJJYe5l2c7aVagArVtDu3ZqR2Id/voLliwR83AkydLJS1QmdP68yISZkKB2JCpIrfx88yYoCuE0ohnbqMgZTlJFXOT285OVn3MqzfOZjo0+n8WLwx9/qB2F9ejZUyyMaN5c7UjU999/Yh5OmTLw8stqRyM9DzmCY0Jdu4o3SWrhOpuSpvKzP9dJxp4oiqAgKz/nmt7zeYaKvMdsltBb3CcraUtG0qwZTJhgo6s+01i8GHr0EJftJMskOzgm5OAgJqnZ7HXc1MrPxYsTwBUi8OU2Pmj8/cR2WRwxd1Kez3+8mvMt77GUXmK7n3w+k5PFaKkkGUuNGqJQcGCg2pFIz0tmMrbVfOR5SWbeNarDB7WsnnmTUi6RvNXjsc0/n9Onw6RJMGiQGMSSns+9e2IhXmCgmDsoSeYoN5/fcg6OiSgKTJwosoF26yYqatssWfnZqGrVsafW8hJotcV5mpgIqTcb5eMjbtHR8PSp2tGYPwcHB+wz6BBv3gzdu4v+8q5dKgQmSUYmOzgmcvs2fPKJmB7Rvbva0ZiHXbvgl19EjgmbS3xoRIqiEBkZSXR0tNqhmIVatWD9epEL5/JltaOxDJ6envj6+qJJnb+FuMRXuLBtV6bPjKI8m+omWQ7ZwTGR5GR4912R8tzZWe1ozMOJEzBnDrRvLzs4z0tR4NSpSOzsoilSxAcXFxeDDylJyoqiKDx+/Jjbt28DUFQvrUD//uJmw4OB6fTpI3ICLVkCbduqHY2UW7KDYyJFi8K336odhXl55RUYO1bUeJGeT2SklosXo/Hz88HLqxB2cpmAlEv5U66X3759Gx8fn3SXq2y5RENajx6JuUkXLqgdifQ8ZAdHyjPVq4ub9Pxu3UrEyQny5XORnRs9Dx6ID6OCBcHFRe1ozJ9LypOUmJiIPchFAJmYNF7Lh6FHKWt/CcJ95HNjYeSfSBOJjc04H5skvYhKlaBECShdWl6W0nfvHkRGQlyc2pFYBt1lzS1bICCAe0060ahbMQY1+Y/kkqVssjJ9OmFhVG4bQPWBL+Ha7w1o0kSsGpHPjcWQHRwTadhQVOTduVPtSMxLYqLI8HzvXvZtpYxpNPIyQloeHmIllU2vVsytx49FhfobN/iPcuyiEZtoid2tG9C5s21/kIeFiedAr8AtIDKJ2/pzY0FkB8cEFEWs5oiLs7nSQNnq1Ems0li9Wu1IJGvi7S1Gttzc1I7EQigK3L+vG2YO5AI/053JTHw29Dx8uMhhZWu0WtHxUxS02LGSN/iED4nHUT43FkZ2cExAoxHLxM+cgdKl1Y7GvJQpI75lx8aqHYllmjJFfC69cH0zrRbCw2HFCvGvjf6x7tOnDx06dND93LhxY4YPH65aPHnm8WOD19ybu3RnOX34UWxQFJH1b/dulQJU0e7dupEbO5IZyPdM4BMuU0rcb8vPjYWRk4xNxMlJVDqWDH32GcyYIXNKPI/kZDEy3qDBC87vCgvTXZrQ8fMTta4suNyDoohLoA4Oz39+hYWF4WDG1/8++ugj1q1bx7EXLfed0x5yRMSLHccS6T1mDfA6q1HQkI+kTNtJ5kl2cKQ8JedIPD+tViyzd3d/gTk4qXML0vaQUucWWGhNK0WB48chKUnUfnve3FMFCxY0bmA5lJCQgKOjY94dMM2xttEUH25TnnM4opcIxxavsad5zIvon6N2kvmRl6hMYNky+PBDOHBA7Ugka+LgAG+8AV5ePN8Scb25BemYeG7BmjVrqFKlCvnz56dQoUKEhITw6NEjAA4dOkTz5s0pXLgwHh4eNGrUiCNHjhj8vkajYcGCBbRt2xYXFxcqVqzI/v37uXDhAo0bN6ZAAVf69KnHjRsXdYMTH330EdWrV2fBggX4+/vj4uJCly5diImJyTTOtJeoAgIC+Oyzz+jXrx9ubm6UKFGC7777zuB39u3bR/Xq1XF2dqZ27dqsW7cOjUaT5ShLQEAAU6ZMoVevXri7uzNo0CAAxowZQ7ly5XBxcaF06dJMmDCBxJTMe0uWLOHjjz/m+PHjaDQaNBoNS5YsASA6OpoBAwbg7e2Nu7s7TZs25fjx45m/IC4uYrmzRoMCdGAdVTnBRcqkPuHg7y+GC21NgwZiRDOzYUBbfm4sjOzgmMCaNeJSzMGDakdinkaPhtat0y9QkExMb25Bhkw0tyAiIoKuXbvSr18/zpw5Q3h4OB07diS1zu/Dhw/p3bs3e/bs4e+//6Zs2bK0bt2ahw8fGuwntUNw7NgxKlSoQLdu3XjrrbcYN24c//zzD87OCvPnD0G//t6FCxf45Zdf2LBhA5s2beLo0aMMHjw4V/F/9dVX1K5dW/e777zzDufOnQNE4b927dpRpUoVjhw5wpQpUxgzZkyO9vvll19SrVo1jh49yoQJEwBwc3NjyZIlnD59mlmzZvH999/z9ddfA/DGG2/w/vvvU6lSJSIiIoiIiOCNN94A4PXXX+f27dts3LiRw4cPU7NmTZo1a8b9+/czPrhGI5IGAXG4UZEzFOIupbn07IN95kzbzPliby8u14JBJ+cpTvK5sTSKDYqJiVEAJSYmxiT7X7pUUd5+W1EOHjTJ7i1ehQqKAoqydavakViW//5TlPPnnyinTp1Wnjx5kvsdLF8unvjsbsuXGzXuw4cPK4By5cqVHLXXarWKm5ubsmHDBt02QBk/frzu5/379yuAsnDhQt22FStWKM7OzrqfJ02apNjb2ys3btzQbdu4caNiZ2enREREKIqiKL1791bat2+vu79Ro0bKsGHDdD+XLFlS6dGjh+7n5ORkxcfHR5k3b56iKIoyb948pVChQgavx/fff68AytGjRzN9jCVLllQ6dOiQ7XMxffp0pVatWgaPqVq1agZtdu/erbi7uytPnz412F6mTBllwYIFGe73yZMnyunTp5Unv/2mKH5+hq+/v7+irF2bbWxWb+1aRfHzU45TRSlChBLAJfncmIHcfH7LOTgm0LOnuEkZ++ADMVdCTsLOnQ8+gGPHRMHS55LTOQNGnltQrVo1mjVrRpUqVQgNDaVFixZ07twZLy8vAKKiohg/fjzh4eHcvn0brVbL48ePuXbtmsF+qlatqvt/kSJFAKhSpYrBtqdPnxIbG4t7yjBOiRIlKF68uK5N3bp1SU5O5ty5c/j6+uYofv3jajQafH19dbWczp07R9WqVXHWm/RTJ4e1SGrXrp1u26pVq5g9ezYXL14kLi6OpKQk3WPJzPHjx4mLi6NQoUIG2588ecLFixezDqJFC7hyRWYyzkjHjtC+PT6/HSCqky92dgrxZy/j5CKfG0shOzhSnuvXT+0ILJejo6ia/VxS5xbcvJnxPByNRtxv5LkF9vb2bN26lX379rFlyxa++eYbPvzwQw4cOECpUqXo3bs39+7dY9asWZQsWRInJyfq1q1LQpqVPvqrm1Iz8epv02rFtqtXk9Hr97ywtKuqNBoNycnJL7xfV1dXg5/3799P9+7d+fjjjwkNDcXDw4OVK1fy1VdfZbmfuLg4ihYtSnh4eLr7PD09sw/E3h4aN8554LbE3p4ir9Xjn38gMFAjOzcWRs7BMbKYGLhzR5ZpkIxv3To4evQFqtNnMrfA4GcTzS3QaDS88sorfPzxxxw9ehRHR0d+/fVXAPbu3cvQoUNp3bo1lSpVwsnJibt37+b6GKnvuXv3xJJ6gGvXrnHr1i1dm7///hs7OzvKly//wo8JoHz58pw4cYL4+HjdtkOHDj3Xvvbt20fJkiX58MMPqV27NmXLluXq1asGbRwdHdGmmQRes2ZNIiMjyZcvH4GBgQa3woULZ3vcwYOhaVPYtu25wrZ6Gg3UqiWyZUuWRXZwjGzFCpEyvksXtSMxX1otXLok82Q9j5SFL8+vY0cxC17vsg0gRm5MtET8wIEDfPbZZ/zzzz9cu3aNsLAw7ty5Q8WKFQEoW7YsP/30E2fOnOHAgQN0795dV/E6N1JHtooVe7bN2dmZ3r17c/z4cXbv3s3QoUPp0qVLji9PZadbt24kJyczaNAgzpw5w+bNm/nyyy8BvXpPOVS2bFmuXbvGypUruXjxIrNnz9Z1AlMFBARw+fJljh07xt27d4mPjyckJIS6devSoUMHtmzZwpUrV9i3bx8ffvgh//zzT7bH3bsXduyAp09zFa4kmT3ZwTGy27efjfRLGbt+XWQ0Dgmx2QS66urYUcy72LEDli8X/16+bLL8N+7u7uzatYvWrVtTrlw5xo8fz1dffUWrVq0AWLhwIQ8ePKBmzZr07NmToUOH4uPjk+vjpPYnfHyeLaMPDAykY8eOtG7dmhYtWlC1alXmzp1rrIeGu7s7GzZs4NixY1SvXp0PP/yQiRMnAhjMy8mJV199lREjRjBkyBCqV6/Ovn37dKurUnXq1ImWLVvSpEkTvL29WbFiBRqNhj///JOGDRvSt29fypUrx5tvvsnVq1d1c5Wy8sMP8OOP8NJLuQrXppw4AVOnwk8/qR2JlBsaRbG9iymxsbF4eHgQExOT7QS+XNFqYfdunl6N4mmh4ni2qisn62VAqxUrVP38RJUAb2+1IzJ/q1eLP65dujylVq3LlCpVKtcfoDZBUUQRuIQEPvryS9Zt3PjiWX9zadmyZfTt25eYmJjnGonKC0+fPuXyZXke5dSSJdC3r/hStnWr2tHYttx8fstJxsail/7eGXAGq0h/bwr29hAdLcs15MaBA7BhA9SoIeYDSBl48ADl2nWSEpNJxk5Mxnn6FB48ENkRTWTp0qWULl2a4sWLc/z4ccaMGUOXLl3MtnMj5V6NGmJlbHCw2pFIuZEnl6jmzJlDQEAAzs7OBAcHczCbDHirV6+mQoUKODs7U6VKFf7880+D+xVFYeLEiRQtWpT8+fMTEhLC+fPnTfkQspaa/j5tErXU9PdhYerEZcZk5yZ3evSAuXPFql4pAw8ewMWL3Et05zjVuUpJsT05GS5eFPebSGRkJD169KBixYqMGDGC119/PV22Y3P133/w22/iiqWUuWrVYOlSePddtSORcsPkHZxVq1YxcuRIJk2axJEjR6hWrRqhoaG6PBJp7du3j65du9K/f3+OHj1Khw4d6NChAydPntS1+eKLL5g9ezbz58/nwIEDuLq6EhoaylM1Zsnppb+/QXG6spxP+Z+4z8Tp7yXbUb06vPOOHL3JUGoGZsCJeEBBwY6PBg3i2PLlos316yZb2jh69GiuXLmiu+zz9ddf4+LiYpJjGduGDdChA2SzEl2SLJLJOzgzZsxg4MCB9O3bl6CgIObPn4+LiwuLFi3KsP2sWbNo2bIlH3zwARUrVmTKlCnUrFmTb7/9FhCjNzNnzmT8+PG0b9+eqlWrsnTpUm7dusW6desy3Gd8fDyxsbEGN6PRS39/hoqspCvL6P7sfhOlv7d0+/ZBu3byG5FkBClzbgBciaMmRyjPOcM2CQminWSgUCGoWROj5g2yZnFxkKaCiGTGTNrBSUhI4PDhw4SEhDw7oJ0dISEh7N+/P8Pf2b9/v0F7gNDQUF37y5cvExkZadDGw8OD4ODgTPc5depUPDw8dDd/f/8XfWjPRETo/luGi3zBB7zLnCzbSfD4Mfz+O2zfrnYk5i8mRuQoSRmkkNLSSwhoh4IdmYzUpEkcKEGfPnD4MKTU+pSyMGgQuLnB99+rHYn5W7UKxoyBPXvUjcOkk4zv3r2LVqtNt1SxSJEinD17NsPfiYyMzLB9ZGSk7v7UbZm1SWvcuHGMHDlS93NsbKzxOjl6ae1Lc5kP+DLbdpK45DJvHhgp35pVO3QImjcXz1UeLwiyDI6Oxm0nSRlIXe0piwRnb906WLkSCheG+vXVi8MmVlE5OTnh5ORkmp2rlP7e0hUuDG+/rXYUliEhQXRuKlVSOxIzVaCA6LykjNDcx4toPPEkmoKkTC52dBTtJOk5jRwJo0aZdEGe1fj+ezGCo3YKEJNeoipcuDD29vZERUUZbI+Kiso0k6ivr2+W7VP/zc0+TUrF9PeSbWjdGs6eFYmGpQxoNKA3IvsYF+5TiDj0OjT+/nLpXhpPn0KzZiK/i5S9QoVk5yanChQQo/RpE6bnNZN2cBwdHalVqxbb9IqcJCcns23bNurWrZvh79StW9egPcDWrVt17UuVKoWvr69Bm9jYWA4cOJDpPk1OhfT31iAyEv76C06dUjsSyyA/n7Pg5SXSYzs64kEMflynIPfFyE2ZMvKTKQOJiWLgWU4PlKyWYmIrV65UnJyclCVLliinT59WBg0apHh6eiqRkZGKoihKz549lbFjx+ra7927V8mXL5/y5ZdfKmfOnFEmTZqkODg4KCdOnNC1+fzzzxVPT0/lt99+U/7991+lffv2SqlSpZQnT57kKKaYmBgFUGJiYoz7YJOSFGXHDkVZvlz8m5Rk3P1bmZEjFQUUZfhwtSOxHE+ePFFOnz6d43Pd5iQnK0psrKLcvSv+TU7O0a81atRIGTZsmGljy0Dv3r2V9u3b5/lxnzx5opw8eVrZs+eJsn9/nh/eYn3zjaIMGKAoly6pHYn5OndOUSZPVpQNG0yz/9x8fpt8Ds4bb7zBnTt3mDhxIpGRkVSvXp1NmzbpJglfu3YNO7tnA0n16tVj+fLljB8/nv/973+ULVuWdevWUblyZV2b0aNH8+jRIwYNGkR0dDT169dn06ZN6qcct7eHxo3VjcGCVKoEFSrIL9dZ0Wqhdm0oWVKki1f7FH9ejRs3pnr16sycOdO0B9JoxFKXXAoLC8PBwcEEAZkvOzuRV8lSzyk1LF4MR45A27ZQqpTa0Zinv/+GiRNFhfq2bdWNRdaiMmYtKkkysitXxB9SR0extD4x0TJrCOWkg6MoClqtlnz5Xvx7V1KSmGPi7Pysyrg56tOnD9HR0Znm8DIVWYvq+Xz7Ldy9C126QFCQ2tGYp127REewUiUxKdvYcvP5LauJS5IZ8/aGTZtExefs5qk/eiRu+l9ZEhLEtvj4jNsmJz/blpgotqVNCJ5R29zo06cPO3fuZNasWWg0GjQaDVeuXCE8PByNRsPGjRupVasWTk5O7Nmzhz59+tChQweDfQwfPpzGeqOjycnJTJ06lVKlSpE/f36qVavGGr1Z2OfOiYnZjx4928fcuXMpW7Yszs7OFClShM6dO+vua9y4McOHD9f9HBERQZs2bcifPz+lSpVi+fLlBAQEGHTQNBoNP/zwA6+99houLi6ULVuW9evX6+7XarX0799fF2P58uWZlbogQWWKArGxopB8YqLa0ViOIUPgo49k5yYrDRuKDo4pOje5JTs4kmTGXF0hNFQU+stOgQLidvfus23Tp4ttQ4YYtvXxEduvXXu2bc4csa1/f8O2AQFi+5kzz/cYZs2aRd26dRk4cCARERFEREQY5KEaO3Ysn3/+OWfOnKFq1ao52ufUqVNZunQp8+fP59SpU4wYMYIePXqwc+dOQIzcODg8q5Dyzz//MHToUCZPnsy5c+fYtGkTDRs2zHT/vXr14tatW4SHh7N27Vq+++67DMvLfPzxx3Tp0oV///2X1q1b0717d+7fvw+ITpifnx+rV6/m9OnTTJw4kf/973/88ssvOX3qTCYxUZTnSnteSJI1MePBW8kWDB8OW7fC7NliyapkfTw8PHB0dMTFxSXDVA6TJ0+mefPmOd5ffHw8n332GX/99Zdu5WTp0qXZs2cPCxYsoFGjRpQubbjq7Nq1a7i6utK2bVvc3NwoWbIkNWrUyHD/Z8+e5a+//uLQoUPUrl0bgB9++IGyZcuma9unTx+6du0KwGeffcbs2bM5ePAgLVu2xMHBgY8//ljXtlSpUuzfv59ffvmFLl265PjxmoqLi/i2bWNTj17Ykyfi0nHFimpHYn4URZSyMJeZH7KDI6nqymWF06c1nPnpH5rZx4mEiDJnkKDVsvmrkzjG3qVWXUfcW9bLsnlqqSX9Oo8ffCA6kWnnoaQORuTP/2zbu+/CwIHpn/7UStP6bY0ptRORUxcuXODx48fpOkUJCQm6TkvaJfXNmzenZMmSlC5dmpYtW9KyZUvdpaW0zp07R758+ahZs6ZuW2BgIF4ZzIbXH3FydXXF3d3dYKRnzpw5LFq0iGvXrvHkyRMSEhKoXr16rh6vKTg6isuf8+apHYlluXdPJCkFMSfOVO8JS3XnDhQpAr6+YnRY7c6z7OBI6gkL44P9P/EOj6nx41H48Y7IHTRrlswdFBYGw4Yx/MYWztKMrYQQ4ndOXEfKYCQBxOWstBwdM65QkFFbB4eM/yBl1NaYXNMcwM7OjrRrHxL1JorEpfTk/vjjD4qnyT2VWcZyNzc3jhw5Qnh4OFu2bGHixIl89NFHHDp0CE9Pz+eOPe3KK41GQ3LKZKWVK1cyatQovvrqK+rWrYubmxvTp0/nwIEDz308SV0FC0Lq6XLrlkixJD1z6ZL419FR/c4NyA6OpJawMOjcmVfSLuK7eRM6d7btBIkpzw2KQgXOkkQ+ynJePDfDhllkSmNHR0e0qRNisuHt7c3JkycNth07dkzXmQgKCsLJyYlr167RqFGjDPeRnCxGnuLjRZkLOzvIly8fISEhhISEMGnSJDw9Pdm+fTsd05xn5cuXJykpiaNHj1KrVi1AjBo9ePAgV49579691KtXj8GDB+u2Xbx4MVf7MBXbWztrHBqNOK/c3WXizYy8/DJERz8bIVab7OBIeU+rFR/UGf2VVRTxl2P4cGjf3vYuV6V5bn5F78M39em6f9/iPqECAgI4cOAAV65coUCBAhQsWDDTtk2bNmX69OksXbqUunXr8vPPP3Py5End5Sc3NzdGjRrFiBEjSE5Opn79+sTExLB3717c3d3p3bs3Go34Q5ucLDo527b9zqVLl2jYsCFeXl78+eefJCcnUz6Daq8VKlQgJCSEQYMGMW/ePBwcHHj//ffJnz8/mlx8qpUtW5alS5eyefNmSpUqxU8//cShQ4coZQYJVC5eFJnE4+LgpZfUjsayeHioHYF58/Awn+dIrqKS8t7u3bqSvMlo2EFjvmMgian9bUWB69dFO1uj99xkSFFEJ+jx47yLyQhGjRqFvb09QUFBeHt7c01/+VYaoaGhTJgwgdGjR/PSSy/x8OFDevXqZdBmypQpTJgwgalTp1KxYkVatmzJH3/8oes8aDRQooS4hODgAJ6enoSFhdG0aVMqVqzI/PnzWbFiBZUyqWC6dOlSihQpQsOGDXnttdcYOHAgbm5uucoZ89Zbb9GxY0feeOMNgoODuXfvnsFojloURXT6kpLMZzKoJJmCTPQn3+F5b8UK6NYNEIMSBYjjMa6coxzlOP+s3fLlkLJCxWboPTcZeVqyJJfnz6dUtWo4Fy2ah4HZths3buDv789ff/1FMwtf7idWujzl4sXLlC1bigIFZKK/3Dh7VtRPzp8fvv5a7WjMy0cfifk3ffpAsWKmOYZM9CeZN70PZg0Qwl+04k+S0l4xtcUPcL3H/CGfUJXjLKF3+nYZzRyWjGb79u2sX7+ey5cvs2/fPt58800CAgKyzJ1jKTQacfqYe5ZncxUbCwsWwKpVakdiXhQFvvoKPvwQYmLUjkaQp7eU9xo0EKulbt4EReE3Ohjer9GI+xs0UCU8Vek9N8eVapygKk/R+4at0Yh5SRksb5YMJSeLnCVabe4vxSQmJvK///2PS5cu4ebmRr169Vi2bJnN1auS0qtQAcaPh3Llnk0ZlMQlz9Gj4fx5KF1a7WgEeYlKXqJSR+pKITCcMJv610KuouKyEsAZKlCZk5TgOmg04hLVmjWUqlRJ1hDKRlycuJzg6Ag5TJBsE6KjIS7uKffvX6ZcOVmLSrIs8hKVZP46dhSdGL08JgqI0Qtb7tyA7rkp5ZdIazaKzg08yxEkR29yJLVcg5OTxS06M6m7d8UKqrQ1xyTJ2shLVJJ6OnaE9u05u+wwXcaXQ2vnwKmLzra3NDwjKc8Nu3dDRISYm9OggSgidPlyukR4Unr58kG1ampHYX7c3ECrVSxtIZ5ZiY8XS+0dHDLNu2lzoqJEUtACBdSO5Bk5giOpy94er9A6nLjuyZlrrjxNlJ0bgP/+g4VL7Dns1lisJGvcGOztdXNAHstPJ+k5FSkChQs/ThnhknOKnsf06VCpEnz6qdqRmI/33hOdZ3Mq/yFHcCTV+fjAn3+Kb0JycZDw11+iNtSrr8Jvvz3bbm9vj6enp67ekYuLS66Sz0m2TVEUHj9+zO3bt/H09MRejpY+l7JlxYe5nRwi0LlzR/zr56duHPpkB0dSnUYDrVqpHYV5KVIEWrSAehnU10ytyH3bXPKhm7HHj8WyXicnyKBWps1JvbLp5eWZYWV3KWc6d4YuXeQKKn07dsCDB2Lum7mQq6jkKirJQmm1WoMilFJ6v/8Oo0ZB7drw889qR6MyrZZV068xdEYgrze4yw/rfeR8txeh1aafIyefT5PLzee3HMGRzMLly7B9u/iWbcsLqHLD3t5eXmLIRt26Yr5EUJB5fbPMcynV6U/fGEIsY3D98xcI+FKsypNvuNxLeT4NyqqkrnKUz6fZkCM4cgTHLPz0E/TqJebS7tihdjTqSn1HyuFvySj0qtMno+EmxbEjmeKaCHG/radlyK2U53OmMpQ/aMNQZtOO3206h9emTeJhh4bC66+b9lgyD45kcapUEXNOrCAT/gu7fFlk3q1bV+ZvkV5Qmur0dij4c4Pi3Hp2cg0fLtpJ2dN7Pk9Qhb9ozhFqivts+PnctQsWLoTwcLUjMSQvUUlmoXp12LxZ7SjMw4ULIgtvbKwcxTGGc+fg2DGoXFks7bUpOalOf/26aNe4cZ6FZbH0ns9eLKU+e6jL/mf32+jz2aqVWAEbHKx2JIZkB0eSzEzjxnDmDDx8qHYk1mHqVPjxR5gyxQY7OBERuv9GUoTPGUsQpxnE95m2k7Kg9zw1YheN2JVtO1vQoIF5lg6UHRzJrCiKSNZry/lwHB1FQT/JOGrVEgUAixRROxIV6FWnP00QsxhOOc6l7+DotZOykNPnST6fZkHOwZHMxvjxYu7JjBlqRyJZk/feg717YeBAtSNRQWp1eo2GokTwPl/SA7318hoN+Pub59dvc6T3fAL8R1l+pw1xuIr7bfD5fPwYTpyAJ0/UjiQ92cGRzIajo5h78t9/akeirhkzYMkSUfVZkl6Ivb1YugxU1JzjSz5gAp+I+1IneM2cKfO35JTe84lGQzO20Y7fOUEVm30+//kHqlYVc9zMjezgSGZjwAAx98ScapnktaQkGDMG+vYVk4wl6YWlVKeneHHD7X5+Nrmk+YXpPZ/VOUY1jpGAo80+nw8egKcnBAaqHUl6Mg+OzIMjmZGHD2H0aLFU/M8/Za0bY+ncGfbsgQ0b4KWX1I5GHTevafE9vxv72zLzrlHITMY6igJPn0L+/KY/lsxkLEkWytyq8VqLO3cgKkpc/rTFDo5WC2XK2aMojblwQUwTkV6Qvb1NLQXPikaTN52b3JIdHMmsrFkDR49Cv35Qpoza0UjWYvp08Xlkq6vTIiOf/b9YMfXikKS8JDs4klmZOVOseKla1TY7OI8fi29CMsGfcdWpo3YE6ipeHB49EldTbPQqikncuQM9e4rn9dgx23vfJidDy5ZQurT4EuHmpnZEhkx6hf/+/ft0794dd3d3PD096d+/P3FxcVm2f++99yhfvjz58+enRIkSDB06lJiYGIN2Go0m3W3lypWmfChSHunQAd55B0qWVDsSdXToIAqO/vab2pFI1sbeXsyDlYzHwwO2boV//xWXQG3N9evi8S9aBC4uakeTnklHcLp3705ERARbt24lMTGRvn37MmjQIJYvX55h+1u3bnHr1i2+/PJLgoKCuHr1Km+//Ta3bt1izZo1Bm0XL15My5YtdT97enqa8qFIeWTUKLUjUNf58xATA4ULqx2JdXn6FH5fr+Xy9iuMangQTTHbnhQqGYejI/z8s7jsZ3MfQVotnif28ePb+bhn5409pQDzej+ZbBXVmTNnCAoK4tChQ9SuXRuATZs20bp1a27cuEGxHF4IXr16NT169ODRo0fkyyf6YxqNhl9//ZUOHTrkaB/x8fHEx8frfo6NjcXf31+uopLMzpMncPGiGPI1x29ElurJinW4dnsVBTtu4403d8VwxqxZNrGsd9IkcYlqwADbnYckGVFYmCg6ql/nLI/eT2ZRTXz//v14enrqOjcAISEh2NnZceDAgRzvJ/VBpHZuUr377rsULlyYOnXqsGjRIrLqp02dOhUPDw/dzV8uITBriiKubdui/PlFwizZuTGisDDyd+/Iq6ynJ0tFzhKAmzfF+vGwMHXjywNLl8JXX9nu+0oyorAw8b5JW8TVDN9PJrtEFRkZiY+Pj+HB8uWjYMGCROpP6c/C3bt3mTJlCoMGDTLYPnnyZJo2bYqLiwtbtmxh8ODBxMXFMXTo0Az3M27cOEaOHKn7OXUERzI/8fGiZlBMDNy7BwULqh2RZNG0WvFNU1FYx2uG9ymKmBU6fDi0b2/Vl6vGjoWzZyEoSO1IrM/9+3DggJhw26aN2tGYmN77CWAfdfHiAYFcwEFJMrv3U647OGPHjmXatGlZtjlz5sxzB5QqNjaWNm3aEBQUxEcffWRw34QJE3T/r1GjBo8ePWL69OmZdnCcnJxwcnJ64Zgk03NyggIFRBbfK1dsq4Pz229w5AiEhkK9empHYyV2707/TVOfooiZkrt3W3VOk7feUjsC63XgALRuDVWq2EAHJ837qQc/c5nS7KIBDdhjdu+nXHdw3n//ffr06ZNlm9KlS+Pr68vt27cNticlJXH//n18fX2z/P2HDx/SsmVL3Nzc+PXXX3FwcMiyfXBwMFOmTCE+Pl52ZKzAnj3g6wvOzmpHkrfWrRM1qPLlkx0co4mISLcpkXw4kJRtO0nKifLlxWXlKlXUjiQP6L1PktFQmLvcpTDl+C/TdmrKdQfH29sbb2/vbNvVrVuX6OhoDh8+TK1atQDYvn07ycnJBAcHZ/p7sbGxhIaG4uTkxPr163HOwafcsWPH8PLykp0bKxEQoHYE6mjRAhwcoH59tSOxIkWL6v67j7q8zmqKEMURamXaztpcvSquHPj5ydIfplC6tKimbRP03id2KBwkmAxnv5rJ+8mktahatWpFVFQU8+fP1y0Tr127tm6Z+M2bN2nWrBlLly6lTp06xMbG0qJFCx4/fsyvv/6Kq6urbl/e3t7Y29uzYcMGoqKiePnll3F2dmbr1q2MGjWKUaNG8fHHH+coLlmLSpJshFYresw3b3JOKUsFzuFKHA9xQwPPPvkvXzaLOQOm0K8fLF4MU6bA+PFqRyNZNL33Exl1HfLg/WQ2taiWLVvGkCFDaNasGXZ2dnTq1InZs2fr7k9MTOTcuXM8fvwYgCNHjuhWWAWmKU16+fJlAgICcHBwYM6cOYwYMQJFUQgMDGTGjBkMHDjQlA9FykM3bsD330NiInz2mdrRSBbN3l4sXe3cmdJc5m+CKcv5Z50bEOmzrbRzAyIHUL58ULas2pFIFk/v/YRGY9jJMcP3k6wmLkdwzM6pU+Katrs7REfbRvrzuDhISLCtSdV5KqO8Hf7+4o+xDeTBSUoSq3wcHdWOxDp9/z18+aU4laZOVTuaPBAWxrg+tzj8sBzDmUlrNubZ+8lsRnAk6XmUKQMDB4pvnElJYl6KtQsLg969xerKdevUjsYKdewontzdu8UEyKK2lck4n/xLb1KJiaJS/enTakeSRzp2ZM8MhT17NfQb4gqdRpvl+0me9pLZcXaG775TO4q8deuW+NdM5uZZJ3t7jns1ZvNBKOMInczrb7Fkwdq1E6upKlZUO5K8M+NrDSdPwishr4CZppWTl6jkJSrJTDx6JOZLFCqkdiTW65tvYOhQUdT011/Vjsb0fv8dFi4UeVrkNEXJGphFqQZJelH37sG1a2pHkXdcXWXnxtReegm6dhXJFG3BgQPikufhw2pHIkl5T16ikszSggXw9ttyTopkXC+/LG62onNn8PGBSpXUjsT6HTgA//wDjRqJRRLW7MwZuHRJJDcsUULtaDInR3Aks1QmQAtAzPkoCA8X+ReskVZLxNp99Kh/hc8HXbLexympolo1eO89aNpU7Uis31dfwZAhsHmz2pGY3ooV0LYtfPqp2pFkTXZwJPMTFkbD/mWJw5Udp32hSRORXMqMqtQaRVgYBARwuvMElu0NYPH3idb5OM3Q48fw8KHaUUjWpGFDePVV28jEXrCg6Dybe3kKOclYTjI2L2FhYlw97WmZmgxnzRrryFui9zgvUprVvE5+njBM842431oepxl6912YNw+++AJGjVI7GtOJjRVzb8qXh2LF1I5GkoxDTjKWLJNWK5KxZdTnTt02fLjlX8ZJ8zjLcImxTGMYs63rcZopb2/xNF+5onYkpvXPP+LSVJMmakciSeqQHRzJfOzebZBpdh3t6cFP/Ex3sUFR4Pp10c6SpXmc6VjL4zRTQ4bA7dtiybg1e/JEJM20pdws5iApSX43MReygyOZj4gIgx+PU41l9GAHTbJsZ3HSxP8vVYghg6FWS3+cZqpwYTGKY+0lQNq0gQsXbCPfj7kICQEXFzh4UO1ITGfXLtFxHjRI7UiyJ5eJS+YjTRrflmzCiXjqsS/LdhZHL/4EHKjJEbTkIwJffInKsJ0kPS9r78iZm8REOHcO6tZVOxLTSF0ibgkjg3KSsZxkbD60WrEE4ebNjOfhaDTg5weXL5tdzZNc0Xuc15XiBHOAh7gRi/uzKtfW8DjN2OLF8PffYgm1tecskfLOmTOQP7/IDWNnpddHHjyAf/8VhVvV6MTJScaSZbK3h1mzxP/Tfu1M/XnmTMv/0Nd7nP6am9yiOJH4PuvcgHU8TjO2fLmod3bokNqRmEZ8PFSvDl26iCXxUt6oWFF8d7HWzg2Al5dIZmgJI1RW/DJIFqljR7FEunhxAGJx4xC1iSpa3bqWTqd5nK6kfAr5+VnX4zRTXbvC+PEil4c1unABjh8XSefy51c7GklSh7xEJS9RmSetFnbvpsXQ8mw9UZSF3yfTb4AV9sdTHicREWLOTYMGcuRGemEPH4rT6v596NFD7WhsR0ICLFki5uBMmwb5rGyW69OnooxOxYpiQrUaI1W5+fy2sqdfshr29tC4MRUaw8m7EJ9ohZ0boP8ge7Taxvzvf1CunNrRSNbCzU1UEJfyVr58IoXVkyeill7ZsmpHZFznzonH5+UliiGbO9nBkcza11/D7NlqR2EaigKrV4tv2x98oHY0tic+Hi5eFB1La/umLanDzg769RMTcJ2c1I7G+OzsxNXz/PktY3WevEQlL1FJKtFqRY6SM2dgzBjxR1HKG4oCnp6inMG5c1Y2eqbVEvbpGXy0EdSq50T+kFfkZc+8JC87m5S8RCVJFsDeXpSjkvKeRiOSlV24ALduWVEHJyyM5KHD6XnzDI+pzFnKU97vsVi1Jyeum15YmCjDop+p3M9PPv8qsc6JDZJVGTJELEn87z+1I5GsyY4dEBMDjRurHYmRpBRwjbsZTQN2U4YLlOaSyCvVubOsUm9qqQV0b9wgGQ1R+IjtVvT8W1oJCtnBkcze/v0iKdvp02pHYlz//ANHj4oJiVLe8/CwjHkEOaJXwNWdh2yiFRcoiwNJsoBrXtB7/s9SngLEUZmT4j4ref61WjG5uEIFiIrKvr05kB0cyeyNHw+//AIvv6x2JMY1dizUrAmrVqkdiWTxZAFXdek9//5c5wkuxODxrMacFTz/V6+KBRGXL4t6bpZAzsGRzN5rr6kdgWl4eoo/FBUqqB2Jbbp3DyZOFHNwLL4gZU4Ls8oCrqah97y68phLlMKf6+RDm2k7S1OqlOijXbtmOXOmZQdHklSyZo341/bWMZoHZ2eYO1f8/+5dy/lWmiG9wqxt2cAtijGbodRnb6btJCNK87yW4kqO2lmS1BJ5fn5qR5JzsoMjmT2tVhR3u3BBzNWzmnkTKazt8VgKV1f49FMoVswKcpY0aCA+eW7e5B+lNlH44szTZ/enfjo1aKBejNZM7/nPslCwfP7zlOzgSGYvPh5q1RJ/N6KiwMdH7Ygka/G//6kdgZGkFnDt3JmdNOYs5QkiZVa+LOBqenrPPxoNZ5TyLKEPHsTwP83noo2FP/8zZ4pcXR07gq+v2tHkjJxkLJk9FxcxGbd+fbGs1xp8/rn4Mrd8udqRSFYjpYBreb9HtGc9LqQsz5MFXPOGXgHdWxTjC8awhD5W8/x/+im8+65lTSOSIziSRfjnH7UjMK4DB2DPHujSRe1IbJtWC5cuiTk4deuqHY0RdOwI7dvLTLpqSXn+q274m3fn/keVygpMv2zxz39SEvTtK7Kuly+vdjQ5J0s1yFINkgpOn4bjx+GllyAwUO1obNeePeLz399frA6xdBs3wu3b0LChWPUiSdYmN5/f8hKVJKkgKAi6dpWdG7UFBYnCgd7ekJCgdjQvbt486NNHdHQkydaZtINz//59unfvjru7O56envTv35+4uLgsf6dx48ZoNBqD29tvv23Q5tq1a7Rp0wYXFxd8fHz44IMPSEpKMuVDkVR2/To0agSVKqkdiWRNChaEuDg4fNg6ip2+9BI0bQrVq6sdiaQoYlHVxYtqR/LiHjywzCTMJu3gdO/enVOnTrF161Z+//13du3axaBBg7L9vYEDBxIREaG7ffHFF7r7tFotbdq0ISEhgX379vHjjz+yZMkSJk6caMqHIqnMywt27RKXdu7eVTuaF3P2rJhzeOGC2pFIAHaKFsLDYcUK8a8l/iVPMWECbNsG9eqpHYk0Z46YXzxqlNqRvCCtlu6t7uGaX8uqiacs6/2hmMjp06cVQDl06JBu28aNGxWNRqPcvHkz099r1KiRMmzYsEzv//PPPxU7OzslMjJSt23evHmKu7u7Eh8fn+HvPH36VImJidHdrl+/rgBKTExM7h+YpJo1axTlyBFFSUhQO5IX88knigKK0qOH2pFIytq1iuLnJ16Q1Jufn9guSS9gyxZFsbdXlJYt1Y7kBaS8PypySgFF2UkD1d8fMTExOf78NtkIzv79+/H09KR27dq6bSEhIdjZ2XHgwIEsf3fZsmUULlyYypUrM27cOB4/fmyw3ypVqlCkSBHdttDQUGJjYzl16lSG+5s6dSoeHh66m7+//ws+OkkNnTpBjRrg4KB2JC/GxweCg8XlBElFKdWf99/woxV/0o+FYruFVn+Oj5dZsc1J48bw6JEFz4fSq45+kspcpDR1OGhR7w+TdXAiIyPxSZORLV++fBQsWJDIyMhMf69bt278/PPP7Nixg3HjxvHTTz/Ro0cPg/3qd24A3c+Z7XfcuHHExMTobtevX3/ehyVJL2zgQFEdfehQtSOxYXrVn5PIxyZasZ2m4j4Lrf48ebKob/b552pHIoH4ImaxGbL13h8AdiiU5jLOxFvU+yPXeXDGjh3LtGnTsmxz5syZ5w5If45OlSpVKFq0KM2aNePixYuUKVPmufbp5OSEk8WeaVKqBw9g+3bxrahXL7WjkSyaXvXnahxnAYOohN4IsH7158aN1Ykxl06fhthYkRhTkl5IbqrTm/H7I9cdnPfff58+ffpk2aZ06dL4+vpy+/Ztg+1JSUncv38f31zkeQ4ODgbgwoULlClTBl9fXw4ePGjQJioqCiBX+5Usz/nzYmTU19dyOziKImtPmQW9dKzuPGQQ32fbztytXAn//SeWvEvmYf16WLpU9AGGDFE7mlzQO++/ZwBnqUAXfiGYg5m2M0e57uB4e3vjnYN3UN26dYmOjubw4cPUqlULgO3bt5OcnKzrtOTEsWPHACiaUoW1bt26fPrpp9y+fVt3CWzr1q24u7sTFBSUy0cjWZKgIDFvpVIlSEy0zLk4a9aIS1Ovvw6zZ6sdjQ3LaVVnC6r+7OQEVaqoHYWk79IlWLtWfLGxqA6O3nm/hs5sIZQKnE3fwTHz94fJSjVUrFiRli1bMnDgQObPn09iYiJDhgzhzTffpFixYgDcvHmTZs2asXTpUurUqcPFixdZvnw5rVu3plChQvz777+MGDGChg0bUrVqVQBatGhBUFAQPXv25IsvviAyMpLx48fz7rvvystQVq5AAUgzeGdxTp2CyEiRe0VSUZrqz3cozD/UxoXHNGKXrP4sGUXz5jBjBtSpo3YkuaT3/uinLKIiZ6jL/mf3W8r7w5TLue7du6d07dpVKVCggOLu7q707dtXefjwoe7+y5cvK4CyY8cORVEU5dq1a0rDhg2VggULKk5OTkpgYKDywQcfpFsOduXKFaVVq1ZK/vz5lcKFCyvvv/++kpiYmOO4crPMTJKM6eFDRfn7b0U5cULtSCRl7VpF0WgURaNR5vK2AorShg26bZa0VDw8XFHGj1eU7dvVjkSyGnrvD4M0Ciq/P3Lz+S1rUclaVBYpIcE6Ms9KKgsLg2HD2HujBG+xgKZsZ7b/lzBzpkVVfx4zBr74AgYPFgnmJMkoUt4fBhOO/f1VfX/k5vNbVhOXLMqmTdC/P1SsCH/9pXY0ksVLqf78yu7dnIw4AUWrQgPLq/5cv75YZRgSonYkUlr37olL08WKWV7tuesvdSR5Z3tKXN2NJtLyqtPLDo5kUby84NYtSE5WO5Lcu3oVli+HWrWgRQu1o5F07O3NeqlrTrRrJ26S+RkzBhYuhIkT4eOP1Y4md6ZPh2++sWfMmMYWmV9JdnAki1K1Kuzfo6Xig32w4oblfKPQatn3wzn+90kQ9SrF0OJ4AfOP2UbJpfySMVWuDKVKgbOz2pHk3qNHYrVqhQpqR/J85BwcOQfHsmR0TdjPD2bNMt85Eykx77xRmu8ZSEXO8KHfUvOO2QZ99534xtq5M0ydqnY0ORcbK8o0yPw35snSO8yJiSJhsbl00HLz+W3SauKSZFR6tVEMmHNtFL2YG7GLn+nJh3xm3jHbKEURFd5TUm9ZjLVrRX2zTp3UjkTKiCV3bkCM4JhL5ya3ZAdHsgx6tVHOUp5pjGYxfcR95lobJU09FwPmGrMNa9tWTFxfulTtSHLn5k3xr6whLEmGZAdHsgx6tVGOUoOxTOMHBjy7X782irnQizkJe+JwNbzfHGO2YcWLQ7NmlnepZ/x4kThywgS1I5EyM20aVKsGP/+sdiQ5t3w5tG9vWTGnJTs4kmXQq3lSm394kxW8zuos26lOL5Z/qYobcdTmUJbtJOl5uLpCoUJqRyFlJjIS/v0XjhxRO5Kc271b1NI6dSr7tuZKrqKSLINezZOyXGAF3bJtpzq9WM4iliG4E5tlO0ldJ0/Cjh0iz5LMKSMZS58+0LSpSBFhKQYNEvX/LK7MhB65ikquorIMWi0EBOhqB6WTWhvlshklaUsT8z0K8gAvArko7jfHmG3cpEkweTL07QuLFqkdTfYOHICvvxYfnoMGqR2NJJmeXEUlWR97e7GsGnTLEh7hQgS+z5YpzJxpXh2FNDEX4r5h5wbML2YbV68evPoqBAerHUnO7NsHq1aJDN+SJBmSHRzJcnTsCGvWQPHifM8A3HjIe3wjRkHWrDHPnDJ6MRsw55htWGgo/PYbvPWW2pHkTLNm8Pnn0KOH2pFI2TlxQmQ0Pn1a7Uiy999/YkXh3btqR/Ji5BwcybKk1A4qNfMkyig7blVqDsfN+xLPrZc7Mj6kA7U9LjA4+LDlZF+WzF7VquImmb9PPoFffhFFUYOC1I4maz//DFOmQL9+olNmqWQHR7I89vbUf7caUT3Bx8dD7WiydeQILF5ix6HK5Rg8s5za4Ug5kJAgsgO7uakdiWQtGjSA+/fTD+aaowIFRGHQGjXUjuTFyEnGcpKxZGJnz8KKFeDpCSNGqB2NlJ2PPoLPPoPRo8W3brOk1XJnw9+cP/6YKi854xZaT44IWgKtVqy/jrCMytzmWGZCTjKWJDNSoYKoIiw7N5ahcGFRf+fcObUjyURYGAQEsPm1ebzyUXNat0Gs1pNlP8xbyutGkybQrZv418xfN3Pr3OSW7OBIFmvPHhg4UCyTlSRj6doVrlwR8yXMjl5ts6c4U4ybVOO4rG1m7vRet2Q0JKbODpGvm0nJDo5ksS5fhh9+EKtezFV8vCjeGB+vdiRSThUqBCVLmuG31zS1zQawkJv4MZPhsraZOdN73d5hLu7Esoo3xH1m+LrNmycmQX/1ldqRvDjZwZEsVr16og7P+++rHUnmjh0TE/UCA9WORLJ4erXN9OUj5YNR1jYzT3qvmz1aHlGAE1R5dr+ZvW6HD8OZMxAdrXYkL06uopIsVpkyYimjObt9G7y8zH9ZqGRoxw749Vdo2FBcQTALOa1ZJmubmRe912M4MxnMXMqTwQQvM3ndPvkEOnWCUqXUjuTFyREcSTKhdu3g3j2R00+yHLt3wzffiGKDZkOvZtk2mlKbQ0zk4yzbSWZA7/UI5CJBnMGe5CzbqcnXF1q1EosjLJ0cwZEsWlKSGE5NTISaNdWOJmMajcynYmmaN4cHD8ys4GaDBiID9s2bHFTqcJjaBHLh2f2ptc0aNFAvRik9vdctyzp68nUzOjmCI1m0RYtEJtexY9WORLImdeuK1Xlt2qgdiR692mZ9+JE1dGIwc8V9sraZ+UpTk24bTRnLVHbRwOxet337xCRjSygnkROygyNZtJo1xeiIq6vakaR36hTUry8mQkuSUaTUNivqZ08nwmhIysRUWdvMvOnVpPuFLkxjLH/S2uxet5UrYfBgsTrVGshLVJJFq1lTzPa3M8Ou+sGDsHcv5JPvMoukKHDpkvjXrFbBpdRjs6SMuBK616311NNows/TqHlrGPWBWb1uVaqIgrPWcrVMlmqQpRokE7l5E7ZvB3d38XkkWZYpHycz8SM7+jS8xOKPr5lNJ+LMGdF5rlsXysnSZpIxWFAJCVmqQZLMQPHi0LOn7NxYpLAwqn4zECeekrBrv1ml1V+3Dvr0ETWzJOmFWWAJiZySHRzJ4u3bJ96Tb76pdiSSVUhJq9/q3k88xI1l9BDbzSStfrFiIj+PtVxGsEWKArduQWSkyoHolZCIwZ0kUkZtzORcf1GygyNZPHt7CA8Xl4PM5YLrjRuiltHly2pHIuWKXlp9RxJxIOnZfWaSVr93b9i5E955R7UQpBc0cqQY4f3mGxWDSFP6Yzyf4MZDZjLMbM71FyU7OJLFq1YNFi6ErVvVjuSZLVvgjTegXz+1I5FyJZNyCDpmllZfskzlyomFEffuqRhEmnP9DBV5Sn58uC02WMG5Ltd3SBbP2dn8OhIuLvDSS/DKK2pHIuVKmnT5f9GMGYykMif5gjGZtssrT5+Ck5MZFgKVcqVnTzES5+KiYhBpzuEttOACgc86OJm0syQmHcG5f/8+3bt3x93dHU9PT/r3709cXFym7a9cuYJGo8nwtnr1al27jO5fuXKlKR+KJOXKm2+KlS6ffKJ2JFKupEmXH0cBNtKaTbTMsl1e+eorUdvs009VObxkJAUKqNy5gXTnsB0K5TiPJzFZtrMkJh3B6d69OxEREWzdupXExET69u3LoEGDWL58eYbt/f39iUjTW/zuu++YPn06rVq1Mti+ePFiWrZ89kfH09PT6PFLluPhQ9i2TRS3HDRI7Wgki5UmrX599jCb96jLfnG/ymn1jx2DmBjIn1+Vw0vWxAZKSJgsD86ZM2cICgri0KFD1K5dG4BNmzbRunVrbty4QbFixXK0nxo1alCzZk0WLlz4LGiNhl9//ZUOHTrkaB/x8fHEx8frfo6NjcXf31/mwbEiJ06Ikg0FCojEf2qmcEhMFMn95GUEC5W6sgQM//CnvqAqZp5NShLnepEiYjWVZLm2bYO5c6F6dZgwQaUgUs71L5QPiMKHPiyhCifN4lzPjFnkwdm/fz+enp66zg1ASEgIdnZ2HDhwIEf7OHz4MMeOHaN///7p7nv33XcpXLgwderUYdGiRWTVT5s6dSoeHh66m7+/f+4fkGTWgoKgTh3o2hWyuAqaJ+bOFRV55eUpC6WXVt+AGaTVz5cPatSQnRtrEBUl+hd//KFiECnn+tJ8/ZjB+1yitNhuBue6MZjsElVkZCQ+Pj6GB8uXj4IFCxKZw8X/CxcupGLFitSrV89g++TJk2natCkuLi5s2bKFwYMHExcXx9ChQzPcz7hx4xg5cqTu59QRHMl62NvDgX0p2Tj/VCkbZ0o20AO/BHD7dgAaJRm5UNFC6ZVDeHT5NnvulOdesSp06yhfT8k4GjWCL76ANB9vea9jR8YuTGbf2pvUbdUbKoww60zGuaLk0pgxYxQgy9uZM2eUTz/9VClXrly63/f29lbmzp2b7XEeP36seHh4KF9++WW2bSdMmKD4+fnl+DHExMQogBITE5Pj35HM3Nq1iuLnpyjiooK4+fmJ7Xl8/Cc4KXupq1zxDc6740smc+CAOJ0KF1aU5GT14pgzR1HGj1eUkyfVi0GS1Jabz+9cj+C8//779OnTJ8s2pUuXxtfXl9u3DZebJSUlcf/+fXx9fbM9zpo1a3j8+DG9evXKtm1wcDBTpkwhPj4eJyenbNtLViZ1zkTKZco7FMabu8+ycZp6qDXN8Z2Jpx77IUqTN8eXTKp6dXEJtGZNePRIzPNSw6JFcPgwVK4MlSqpE4MkWZJcd3C8vb3x9vbOtl3dunWJjo7m8OHD1KpVC4Dt27eTnJxMcHBwtr+/cOFCXn311Rwd69ixY3h5ecnOjS3Sy8b5CBeCOM01SvIATzyVGDFZbvhwcbnBFEOuabKBGlAU0x9fMjlHRzh1Su0oYPBg2LVL5layJk+ewD//wP376tWs27ULSpUCa5y1YbILyhUrVqRly5YMHDiQgwcPsnfvXoYMGcKbb76pW0F18+ZNKlSowMGDBw1+98KFC+zatYsBAwak2++GDRv44YcfOHnyJBcuXGDevHl89tlnvPfee6Z6KJI508vG6cpjHEjEDi0nqSzuN3U2zjTZQJfQm88Yxxkq5M3xJZvRrx8sWSLmf0rW4e+/RV2xTKaPmlxysuhYlSgBR4+qE4MpmTQPzrJlyxgyZAjNmjXDzs6OTp06MXv2bN39iYmJnDt3jsePHxv83qJFi/Dz86NFixbp9ung4MCcOXMYMWIEiqIQGBjIjBkzGDhwoCkfimSu0uRNWs+r+HMdN+KybGeq4y+kP3toQHFuUpGzpj++lKeio0Gm3JKMpXZtMXJSu7bIUu3snLfHv3cPSpeG8+fFpU9rY7I8OOYsN+voJTMXHi5KiWdnxw5o3Njkx5/H24TTmM/4H2W4ZPrjS3ni4UMIDhYfBPfvg5tb3h7/778hMBAKF87b40q2ISFBXIq1BLn5/JYdHNnBsWxaLQQEZJ+N8/Jl083BUfP4Up4pXVq8jDt3issKeSU5Gby9RcfqyBGRB0eSbJVZJPqTpDxhbw+zZon/p2TfXEwfOrGGw4jJ7cycabrORQbH10n92ZTHl/LMmjVw927edm5AlB8pWlSs3rLGywiSoEaCUmsf3pAdHMnypck8u55XCaMTf3l0ypsl2inHP+jdhlj0rl1YSTZQSahZEwoVyuODarX4ng3n5IcruLVqNw522jwOQDK1+HioXVvB00Ph7oK14rK31vSv89WrouRH167W29GRl6jkJSrrkZJJ+LcNdpyO9ePV90pSqWrejJwkJoKXl8KTJ3B2+u+UrelmPdlAJXWEhYkUBHqr9PDzEyOGstNsPcLCqPxGJU4llecPWtOajXnyOi9dCr17i7llf/9tssMYnZyDkw3ZwZGM7fJlCAkRlZ5v3wY7OTZqlX75BdavFzlpTJpiPyV5ZOqfZ93FTzMugig9h5TX+R+lJkWJoDi3xPY8eJ0TEuDQITGC1LSpSQ5hErKDkw3ZwZFM5cED8PJSOwrJVHr0gGXLRPXnyZNNdJDUies3bnCairRkE63YyALeFvfLievWQe91zpB8nTMkJxlLNi8+XuTWy+uhV9m5sW5du4rOzauvmvAgeskjd9KI65TgAoHP7pfJI61DmiSh6cjX+YWZNNGfJKnl229h1Cho1Qr+/NO0x0qtyCBZvzZtxM2k9JJC9mIpZTmPPRlMOpXJIy1bmtdvMy34hS68yUqa81em7YxhyxY4eBA6dLDulXlyBEeySs2bi6RoKVVBTGrnTpGEbeJE0x9LsgFFi+r+68pjQthGE8KzbCdZoDSv3x+0YRH9CaNjlu2M4ccfxUjk8uVG37VZkSM4klWqUgWiovJmsu+WLXDxIly6lH1byfIlJ8ORQ1ru7zpJC7/T4gPImCvmGjQQcy+ySx7ZoIFxjiepI83r/DqrcSCR1/hV3G+K1zllpWlrT0eeNChL21YFAeud3yMnGctJxtILevhQVGIoUkQsuZSs27ox+3nti7qU4xznUouqGntZb1gYyzqFEUUROrKWAK6K7XIVlXVJWUUFGHZmTfE6W0naATnJWJL0REebdv9ubmLSqezc2ICwMJp80Qov7lORMzwhpTrizZvigyoszDjH6diRb8vN4n2+YhvNnm2XySOtS5okpTrGfp1TO1JpJzUb+7w1M3IER47gWK3ERGjUCA4cgGvX0v8NkaRc0VvWq8UOe5IN7zfyst7Zs+HPPxR+GPA3fklXjH8pTDIfKZeOlFsRnEkow9kCtejY2Uivc5rl6LupT3WO4UZKbQgLW44u8+BkQ3ZwbEdwsFgtsHr1s5FgY5o1C5ycxBctHx/j718yI2pXrpes3smTYv5g/vyiuKqzsxF2qnfexuBOYe4CcI0SFCXyWTsLOW9z8/ktJxlLVm3+fNHxMMXoTWIifPSRuARWubLs4Fi9DJbrPsATFx7jREKW7SQpJypVglKloHx5UdjVz88IO9U7H68QQCkuY4/WsHOTpp21kHNwJKtWo4bpLk0lJMCYMdCyJdSta5pjSGYkzXLd/vyAD7fZRMss2+VWQgL88YdIVinZFo0Gzp2DjRuN1LkBg/OxGv9yjvLsoX6W7ayF7OBItkGrFUO1K1a8eLXelH25rl/B2JfD2fi71hIuXUsvKnVZb8oKFzcekoQD+0np3Wo04O//wst6t2+Htm2halXrrfIsZc7Bwcg7THPeaoBC3H92v5HOW3MkOziS1Ts1cyv93VfzXpMT0K2buB4dEPB8KwfCwsTvNmny4vuSLIu9vZh0BaDRMIKvOUc5Pmfcs2W9M2e+8ETNBw9EgsqmTWWGbFv26NH/27v3uKjLfIHjnxmUAQ0hU25CJrhqa3Y0TQ5eslw2NzuupalnM475sqgV27PZqbVM2dYUvJy2zbVcL6nnrMarQluPEZsprJfQWoXNFSRNLC+AlXFRM2X4nj+GGZkRlBmZgZn5vl+vedX8fs/vx3ceHpnvPPNc4OuvW+BG9e32vAQjODSoFmy3bZL4oaqqKgGkqqqqtUNR7paVJbsZIiDSiUr5gfYiIGIwWB5ZWU7dSwwGEZDDxEsed0ktRtfupbxXVpZITIylHVkfsbEt+vs3m0VqalrsdsrL/PGPIsHBIk891XL3nDqyVOICjslGHnBbu/UEZ96/dRaVzqLyXfXTI+tOnOR50vkZOdzFjsvTe52ZHukw1XIGS1nGDB5nBSt4wuumWqrrVD+tl7IyiIpChg3H0E5/76plbNkCY8ZYOoi3b7/++9XVQffulj9fub8v5O6IYq9ddkBnUSkFtt16jcBCZl15vuFuvdeaHumw828INYTxHePY6Py9lPcLCIC77+bcOcuePltS4B//sEzvvR71+ZLyc/feC3v2wODBLXM/oxEOHbJsPHzX+P5g7N8yN27jdAyO8l3NnfbYnHIOZdJ5gTKi+ClbXfuZyicEB8OmTXD4MGze7OJN6getn13zDj3jzAwYIJw+3aJhKi8TGGhZw8tQ13KTIzp2hAkTPLM/X1uhPTjKdzl8FD5JNP9LMj0oZRJvN1muOfcCCKKRebz68duvGI2waJFlQbaf/eza5a/QYH+gQoZiZgxn/1lG150FMF63Y/Br9W1DTpzATADtMLu0d5SI/w5W96NcTvkdh+mR7/IQz5NBBrMQcG56ZP29vqYrR4i/8rwPT7VUVzdhgmW8hNPTex32BxrGbk4Qw7raRzBM8N39gVQz1LeN1Sfu5UccZgUpluMu7B2Vng5JSfC3v7kp1jZMExzluxym9T7CnxnGTv6LJYi16Td3emT9vZbyFL34nBeYf/mcr0+1VC3PbLb03DjM8ejCtwzhY8uTX//6+tZrUt6pQds4Twe+oCfrmWw5Z20vzWwbdXWwYgVs22bZj8/faIKjfFuD3Xpv4gw7uYvJbMAY28353XrHjeP4Pf+BYGQABZeP6w7Pfq+2FlavhmFDhZrsndceM+EwaP0sHe3PNxy0rvxLg7bxKGtZweNs5aeXz1+rbTRY1NS4I4+/bTczd66lp9Hf6Bgc5fvGjYOxY+2m9bo6PXLN9u7MLjHT/fgM+Hqc1061VC3LaITFc2soORXC/9yfSSqvW040NWaiwWD0Um7hNv7JWP7CaqYRzIVGyyk/0eB3HsJZHmfVNcvZNBjTZdU9JoaX/vAHCPK/D2Ca4Cj/UD+tFywfgLKyYP9+WLDA+Vv17B0AvUe0bHzKqxnf28icUxs5TgxTWXP5hHXMhGMPX4PB6P/HGM7Tka/pap/cOJRTfqKJ37kA1XQilOrGy1nHdNV/jWXGaFnzq6k26Ad0oT9d6M/vFBVZdu0F2P+pmQFnm+jZabCY2/ayW/mXR/pxU7j21CgHDotAXqGxRSCt15w8CSJ8wp0EcYHbOdD0Nco/OLQNgCPE8wR/4iw3sIdEDLFNtKf6NlhLAInkcyef8hJpdDV86zPtSRf6U+oqfvxjSEmByO+KiR87Dk4dunzS+pUC2Lp6y4jkAUoIfLaK3a/+nd5P3ds6gau2yWE8DVg+bdcQQidqLo+ZyMuzvLlYk+nf/x4mTgSDgcHy6eWLddC6f7NOjnjoIUtbECGEGvaSQB1GirmVH786z1I2L8/Snioq7Nrgh9zL37mTo8Qxjzl+uxCpJjjKL/1plH13rs3JkzB+vN2hCwRxC8cIrvueH/3qPuj2jt919aqrcBgLcYJuTGM1tbRjKz/FSH0bmzgRzlzexTn7pmTunJ5G17+ssk+QYmIsyY22Mf9lnRxR/yErgtOsYSp3RJUT/8f65OYqvYaj+YBtjOQMne13DvezMV1um0U1f/58hgwZQocOHQgLC2vWNSLC3LlziYqKIjg4mKSkJA4fPmxX5syZM0yePJlOnToRFhbGtGnTOHv2rBtegfJZDlN0zRg5RG/LuUa+se3BMfbwr2Ty7xgNotN3lT2HsRAXCGInw/mEwRRz6+UTDZKbT7iTcd+uYMCyaRx/4Q3IzYUNGyz/LS3V5EZZ2sCxY7a2MSE3lfjjeZZzDdZPaspIcnmILPuDfjamy20JzsWLF5kwYQK//OUvm33NokWLeO2111i+fDl79+6lY8eOjBo1igsXLg+8mzx5MgcPHmTr1q1s2bKFHTt2kJKS4o6XoHxVg68UztGBB9nEIP5OLnfbipgx2j3vwPf04JhO31VXclhQsidf8GceYRfD6EtRo5dEUUYsx7mD/XRbkGq5xy9+Yfn6QL+WUlbWyRHWtgHwn/9JodzOKHIoI9JW9EtuZipv8i2dr7yPvy5E6t6NzUXWrFkjoaGh1yxXV1cnkZGRsnjxYtuxyspKMZlM8tZbb4mISFFRkQDy6aef2sp88MEHYjAY5OTJk03e+8KFC1JVVWV7HD9+vNnbrSsftGGDiCVVke8xyb3kiJFaOUBf2/F72CYGzLKdu23H7B4bNrT2q1BtSVaWiMFgeTTSXl7lVzKNlVJGhO3YKSLlLB0sz3NzW/sVKG+QmytmDHIbnwmI/JpXbO1pHO8KiIzkI/v2Z22XWVmtHX2LqKqqavb7d5tZ6K+0tJTy8nKSkpJsx0JDQ0lISCA/Px+A/Px8wsLCGDRokK1MUlISRqORvXv3Nnnv9PR0QkNDbY/Y2Fj3vRDV9jXopg3iB7bwb2Qxnts4aDsezmnCqORbbrrmPZRquKCknc6WT9PLeZLVPMbHDLGdiqKcjpy3PPGzsRHKRWVlGBHeYQKjyOFFXradeob/Zhg7WcVj9tf48UKkbWaQcXl5OQARERF2xyMiImznysvLCQ8Ptzvfrl07OnfubCvTmOeff56ZM2fanldXV2uS48+sXynUT8NsTy0P8Be7Ii+Rxioe4wbO2V9rnb7rb1296toaW1DSbEaSkniJNEroTTSnGr9WE2bVHPXtpA8l5HCf3akh5LODuzCAZYZeRITfL0TqVIIza9YsFi5ceNUyxcXF9OnT57qCamkmkwmTydTaYai2opFpmDb1z3vzef3/Y38OdPqualqDBSUBMJsxxMQw8eS7jQ5g14RZOcXhw5kjg7U9PfWU/o3CyUHGzzzzDMXFxVd9xMXFuRRIZKRlsFRFRYXd8YqKCtu5yMhITp8+bXe+traWM2fO2Moo1SxNfaUQE2NZ5jgrq/FzftrVq1zksOGrHU2YlbO0PTnFqR6crl270rVrV7cE0qNHDyIjI9m2bRv9+/cHLF8l7d271zYTKzExkcrKSvbt28fAgQMB2L59O3V1dSQkJLglLuXDrrVHVQvtX6X8nMOaJja63o1yhbanZnPbVg1fffUVZ86cYfPmzSxevJid9dNqe/bsyQ033ABAnz59SE9P58EHHwRg4cKFZGRksG7dOnr06MGcOXP47LPPKCoqIigoCID77ruPiooKli9fzqVLl5g6dSqDBg1iw4YNzY5Nt2pQSnlcg60/NGFW181P21Ob2Kph7ty5rFu3zvZ8wIABAOTm5nJ3/XfUJSUlVFVV2co899xznDt3jpSUFCorKxk2bBg5OTm25AZg/fr1zJgxg5/85CcYjUbGjx/Pa6+95q6XoZRSLcNxfI5S10Pb0zXpZpvag6OUUkp5BWfev9vMOjhKKaWUUi1FExyllFJK+RxNcJRSSinlczTBUUoppZTP0QRHKaWUUj5HExyllFJK+RxNcJRSSinlczTBUUoppZTPcdtKxm2ZdW3D6urqVo5EKaWUUs1lfd9uzhrFfpng1NTUABAbG9vKkSillFLKWTU1NYSGhl61jF9u1VBXV8epU6cICQnB4Ljl/HWqrq4mNjaW48eP6zYQbqT17Blaz56h9ewZWs+e4666FhFqamqIjo7GaLz6KBu/7MExGo3ExMS49Wd06tRJ/wF5gNazZ2g9e4bWs2doPXuOO+r6Wj03VjrIWCmllFI+RxMcpZRSSvkcTXBamMlkIi0tDZPJ1Nqh+DStZ8/QevYMrWfP0Hr2nLZQ1345yFgppZRSvk17cJRSSinlczTBUUoppZTP0QRHKaWUUj5HExyllFJK+RxNcJRSSinlczTBccGyZcu45ZZbCAoKIiEhgU8++eSq5d955x369OlDUFAQ/fr1Izs720ORejdn6nnlypUMHz6cG2+8kRtvvJGkpKRr/l6UhbPt2SozMxODwcADDzzg3gB9hLP1XFlZSWpqKlFRUZhMJnr16qV/O5rB2Xp+9dVX6d27N8HBwcTGxvL0009z4cIFD0XrnXbs2MGYMWOIjo7GYDDw3nvvXfOavLw87rjjDkwmEz179mTt2rVujxNRTsnMzJTAwEB588035eDBg/L4449LWFiYVFRUNFp+9+7dEhAQIIsWLZKioiJ58cUXpX379nLgwAEPR+5dnK3nhx9+WJYtWyYFBQVSXFwsjz76qISGhsqJEyc8HLl3cbaerUpLS6Vbt24yfPhwGTt2rGeC9WLO1vMPP/wggwYNktGjR8uuXbuktLRU8vLypLCw0MORexdn63n9+vViMplk/fr1UlpaKn/9618lKipKnn76aQ9H7l2ys7Nl9uzZsnHjRgFk06ZNVy1/9OhR6dChg8ycOVOKiopk6dKlEhAQIDk5OW6NUxMcJw0ePFhSU1Ntz81ms0RHR0t6enqj5SdOnCj333+/3bGEhAR54okn3Bqnt3O2nh3V1tZKSEiIrFu3zl0h+gRX6rm2tlaGDBkiq1atkilTpmiC0wzO1vMbb7whcXFxcvHiRU+F6BOcrefU1FQZOXKk3bGZM2fK0KFD3RqnL2lOgvPcc89J37597Y5NmjRJRo0a5cbIRPQrKidcvHiRffv2kZSUZDtmNBpJSkoiPz+/0Wvy8/PtygOMGjWqyfLKtXp2dP78eS5dukTnzp3dFabXc7Wef/e73xEeHs60adM8EabXc6WeN2/eTGJiIqmpqURERHDbbbexYMECzGazp8L2Oq7U85AhQ9i3b5/ta6yjR4+SnZ3N6NGjPRKzv2it90G/3E3cVd988w1ms5mIiAi74xERERw6dKjRa8rLyxstX15e7rY4vZ0r9ezoN7/5DdHR0Vf8o1KXuVLPu3btYvXq1RQWFnogQt/gSj0fPXqU7du3M3nyZLKzszly5AjTp0/n0qVLpKWleSJsr+NKPT/88MN88803DBs2DBGhtraWJ598khdeeMETIfuNpt4Hq6ur+f777wkODnbLz9UeHOVzMjIyyMzMZNOmTQQFBbV2OD6jpqaG5ORkVq5cSZcuXVo7HJ9WV1dHeHg4K1asYODAgUyaNInZs2ezfPny1g7Np+Tl5bFgwQJef/119u/fz8aNG3n//feZN29ea4emWoD24DihS5cuBAQEUFFRYXe8oqKCyMjIRq+JjIx0qrxyrZ6tlixZQkZGBh999BG33367O8P0es7W8xdffMGxY8cYM2aM7VhdXR0A7dq1o6SkhPj4ePcG7YVcac9RUVG0b9+egIAA27Fbb72V8vJyLl68SGBgoFtj9kau1POcOXNITk7mscceA6Bfv36cO3eOlJQUZs+ejdGofQAtoan3wU6dOrmt9wa0B8cpgYGBDBw4kG3bttmO1dXVsW3bNhITExu9JjEx0a48wNatW5ssr1yrZ4BFixYxb948cnJyGDRokCdC9WrO1nOfPn04cOAAhYWFtsfPf/5z7rnnHgoLC4mNjfVk+F7DlfY8dOhQjhw5YksgAT7//HOioqI0uWmCK/V8/vz5K5IYa1Ipug91i2m190G3DmH2QZmZmWIymWTt2rVSVFQkKSkpEhYWJuXl5SIikpycLLNmzbKV3717t7Rr106WLFkixcXFkpaWptPEm8HZes7IyJDAwEB59913payszPaoqalprZfgFZytZ0c6i6p5nK3nr776SkJCQmTGjBlSUlIiW7ZskfDwcHn55Zdb6yV4BWfrOS0tTUJCQuStt96So0ePyocffijx8fEyceLE1noJXqGmpkYKCgqkoKBAAHnllVekoKBAvvzySxERmTVrliQnJ9vKW6eJP/vss1JcXCzLli3TaeJt1dKlS+Xmm2+WwMBAGTx4sOzZs8d2bsSIETJlyhS78m+//bb06tVLAgMDpW/fvvL+++97OGLv5Ew9d+/eXYArHmlpaZ4P3Ms4254b0gSn+Zyt548//lgSEhLEZDJJXFyczJ8/X2praz0ctfdxpp4vXbokv/3tbyU+Pl6CgoIkNjZWpk+fLt99953nA/ciubm5jf69tdbtlClTZMSIEVdc079/fwkMDJS4uDhZs2aN2+M0iGg/nFJKKaV8i47BUUoppZTP0QRHKaWUUj5HExyllFJK+RxNcJRSSinlczTBUUoppZTP0QRHKaWUUj5HExyllFJK+RxNcJRSSinlczTBUUoppZTP0QRHKaWUUj5HExyllFJK+Zz/B5I9qgp7xkh3AAAAAElFTkSuQmCC",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "(70,)\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "sample_frequency = 70\n",
-    "\n",
-    "for sine_frequency in range(3, 10, 5):\n",
-    "    nyquist_rate = sine_frequency * 2\n",
-    "    t = np.linspace(0, 1, sample_frequency, endpoint=False)\n",
-    "    print(t.shape)\n",
-    "    x = np.sin(2 * np.pi * sine_frequency * t)\n",
-    "    plt.plot(t, x, 'ro', label='sampling rate')\n",
-    "    plt.plot(\n",
-    "        t2 := np.linspace(0, 1, 10000),\n",
-    "        np.sin(2 * np.pi * sine_frequency * t2),\n",
-    "        'b:',\n",
-    "        label='true signal',\n",
-    "    )\n",
-    "    plt.title(f'{nyquist_rate=}, {sample_frequency=}')\n",
-    "    plt.legend()\n",
-    "    plt.show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 193,
-   "id": "9a75d2f9-b8b5-453b-94fa-60dfcf316411",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 800x200 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 167,
-   "id": "415c29e9-a455-4183-a060-02fdea1e61a5",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x300 with 6 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "fig, axes = plt.subplots(\n",
-    "    nrows=2, ncols=3, sharey='row', sharex='col', figsize=(10, 3)\n",
-    ")\n",
-    "\n",
-    "\n",
-    "# interpolate\n",
-    "sample_frequency = 30\n",
-    "sine_frequency = 3\n",
-    "t = np.linspace(0, 1, sample_frequency, endpoint=False)\n",
-    "x = np.sin(2 * np.pi * sine_frequency * t)\n",
-    "axes[0, 0].plot(t, x, '--ro', label='Sampling Rate')\n",
-    "axes[0, 0].plot(\n",
-    "    t2 := np.linspace(0, 1, 10000),\n",
-    "    np.sin(2 * np.pi * sine_frequency * t2),\n",
-    "    'b:',\n",
-    "    label='True signal',\n",
-    ")\n",
-    "\n",
-    "sample_frequency = 50\n",
-    "t = np.linspace(0, 1, sample_frequency, endpoint=False)\n",
-    "x = np.sin(2 * np.pi * sine_frequency * t)\n",
-    "axes[1, 0].plot(t, x, '--ro', label='Sampling Rate')\n",
-    "axes[1, 0].plot(\n",
-    "    t2 := np.linspace(0, 1, 10000),\n",
-    "    np.sin(2 * np.pi * sine_frequency * t2),\n",
-    "    'b:',\n",
-    "    label='True signal',\n",
-    ")\n",
-    "axes[0, 0].set_title('Interpolate')\n",
-    "\n",
-    "# extrapolate\n",
-    "sample_frequency = 40\n",
-    "sine_frequency = 3\n",
-    "t = np.linspace(0, 1, sample_frequency, endpoint=False)\n",
-    "x = np.sin(2 * np.pi * sine_frequency * t)\n",
-    "axes[0, 1].plot(t, x, '--ro', label='Sampling Rate')\n",
-    "axes[0, 1].plot(\n",
-    "    t2 := np.linspace(0, 1, 10000),\n",
-    "    np.sin(2 * np.pi * sine_frequency * t2),\n",
-    "    'b:',\n",
-    "    label='True signal',\n",
-    ")\n",
-    "\n",
-    "sample_frequency = 40\n",
-    "sine_frequency = 7\n",
-    "t = np.linspace(0, 1, sample_frequency, endpoint=False)\n",
-    "x = np.sin(2 * np.pi * sine_frequency * t)\n",
-    "axes[1, 1].plot(t, x, '--ro', label='Sampling Rate')\n",
-    "axes[1, 1].plot(\n",
-    "    t2 := np.linspace(0, 1, 10000),\n",
-    "    np.sin(2 * np.pi * sine_frequency * t2),\n",
-    "    'b:',\n",
-    "    label='True signal',\n",
-    ")\n",
-    "axes[0, 1].set_title('Extrapolate')\n",
-    "\n",
-    "# alias\n",
-    "sample_frequency = 8\n",
-    "# sine_frequency = 7\n",
-    "t = np.linspace(0, 1, sample_frequency, endpoint=False)\n",
-    "x = np.sin(2 * np.pi * sine_frequency * t)\n",
-    "plt.plot(t, x, '--ro', label='Sampling Rate')\n",
-    "plt.plot(\n",
-    "    t2 := np.linspace(0, 1, 10000),\n",
-    "    np.sin(2 * np.pi * sine_frequency * t2),\n",
-    "    'b:',\n",
-    "    label='True Signal',\n",
-    ")\n",
-    "axes[0, 2].set_title('Alias')\n",
-    "\n",
-    "handles, labels = axes[0, 0].get_legend_handles_labels()\n",
-    "fig.legend(\n",
-    "    handles=handles,\n",
-    "    labels=labels,\n",
-    "    loc='upper center',\n",
-    "    bbox_to_anchor=(0.5, -0.1),\n",
-    "    fancybox=False,\n",
-    "    shadow=False,\n",
-    "    ncol=9,\n",
-    ")\n",
-    "plt.tight_layout()\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "5e86d1ff-740c-4d96-a30a-b55549d3a62d",
-   "metadata": {
-    "jp-MarkdownHeadingCollapsed": true
-   },
-   "source": [
-    "# Aliasing Overview\n",
-    "TODO: redo w/ newly trained model\n",
-    "\n",
-    "3 rows (1st: sample img, 2nd, avg label+avg model pred spectrum, 3rd avg residual spectrum)\n",
-    "- 2nd and 3rd row can be smaller than the first one"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "id": "34a184e4-a458-40d6-8112-74b4a8c5265e",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "resolution_ratios=[0, 1, 0, 0]\n",
-      "self.num_samples=1000\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "torch.Size([128, 1, 64, 64])"
-      ]
-     },
-     "execution_count": 10,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# get data args\n",
-    "loss = 'mse'\n",
-    "dataset_name = 'darcy_pdebench'\n",
-    "darcy_forcing_term = 1.0\n",
-    "burger_viscosity = 'na'\n",
-    "(\n",
-    "    model_name,\n",
-    "    in_channels,\n",
-    "    out_channels,\n",
-    "    initial_steps,\n",
-    "    loss,\n",
-    "    batch_size,\n",
-    "    lr,\n",
-    "    wd,\n",
-    "    pinn_loss_weight,\n",
-    ") = get_dataset_info(dataset_name, loss)\n",
-    "\n",
-    "dataset = get_dataset(\n",
-    "    dataset_name=dataset_name,\n",
-    "    filter_lim=-1,\n",
-    "    img_size=128,\n",
-    "    downsample_dim=-1,\n",
-    "    train=False,\n",
-    "    initial_steps=initial_steps,\n",
-    "    model_name=model_name,\n",
-    "    darcy_forcing_term=darcy_forcing_term,\n",
-    "    burger_viscosity=burger_viscosity,\n",
-    "    batch_size=128,\n",
-    "    seed=0,\n",
-    "    resolution_ratios=[0, 1, 0, 0],\n",
-    ")\n",
-    "\n",
-    "dataset[0]['x'].shape"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 22,
-   "id": "ba92028a-c54a-4db2-afdd-5cc55bbc6cde",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "0001_1e-05_15_05_mse_128_darcy_pdebench_-1_-1_8_FNO2D_1_1_05_1_single_0_0_0_1\n",
-      "Resuming training from /pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-05_15_05_mse_128_darcy_pdebench_-1_-1_8_FNO2D_1_1_05_1_single_0_0_0_1/150_ckpt.pth\n",
-      "resolution_ratios=[0, 0, 0, 1]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 0, 1, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 1, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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X1157Ld7xjnfgrrvuCp+iKLBx40bcddddmxTHNtPfk/e///143OMeh+c85znh3N6//I9//CPuuuuugaDvP/3pTyFmpMWjD1vCnvGY7n3+u9/9Dtdeey2OOuqo2vIlS5bgmc985pzG8nzgAx/ApZdeig9/+MN43eteN7D+0ksvxdOf/vRAKjyOOuoobNiwAf/xH/9RWz4ffyNaYrEVYffddwcg2RQ2Ffvttx8A4N57760tv++++wAA22233SYfezoYY7DPPvvgj3/8I/r9/ozOf+edd8IYgyc96UkPW7tabB2Ybf/v9XpwzmH16tW15RMTEzjyyCNx++2345vf/Cb22GOPLd5WQHzKAQyc/8EHH8QLX/hC9Ho9fPvb36751zbhv+tTnvKUh6WNLbYOTNb3J3ufA/JO9e/Tu+++G4CQ7V122SV87r33Xnz3u9/FLrvsgi984QuzbtdMf0/uvvtu/Pa3v8Wuu+4azu1Vjre97W3YZZddBojNnXfe2fb7RzG2hD0DzOx9vnLlSgBAWZYD6/I8R1EUm9WGmeKSSy7BOeecg1NPPRVnnnnm0G1Wrlw5aTsBDLR1Pv5GtMRiK4IPMPrZz362ycd4xSteAQD4/Oc/X1v+uc99DkmSTFuxe3Pxyle+EmVZ4m//9m/DsomJCXzpS1/CHnvsMTDScMstt2DPPffEokWLHtZ2tZj/mKz/r1q1aqDCNYDgXrT//vuHZWVZ4pWvfCVuvvlmXHXVVVskaO+BBx4IcvR051+/fj3+7M/+DPfeey/+5V/+ZVq3w1tuuQVE9IgEF7aYP5is7z/5yU/G3nvvja9//es1H+t/+7d/wz333IMXvOAFAIDnPe95uOaaawY+2223Hfbff39cc801OPLII2fdrpn+npx77rkD5/7Qhz4EADjjjDNwzTXXDGS7ufXWW3HIIYfMuk0ttg5sCXtmpu/zJz7xiTDG4Morr6y9q//nf/4HP/jBD/D0pz99k9swU1x55ZV4+9vfjte85jW44IILJt3uSU96Ev7jP/5joHr4P/zDP8AYg6c97Wm15fPxN6KNsdiKsOuuu2KvvfbCd77zHZxwwgm1dTfeeCNuvPFGACItr1+/PgTtHXbYYTjssMMASFDfCSecgC984QsoigLPfvaz8f3vfx9XXXUVzjrrrJphf8455+ADH/gAvve9701LOP7u7/4O/9//9/+FkvM33nhjOP/rXve6kMP5rW99Kz73uc/hpJNOwu23344VK1aEfWPfR0AY+g033IC3ve1tm3jFWjyaMFn///73v4+3v/3tOO6447Dbbruh3+/jBz/4Aa6++mrsv//+eO1rXxu2fec734l//ud/xpFHHomHHnoIf//3f187R7ztFVdcgTe+8Y24/PLL8YY3vGHSdv393/89LrvsMrz0pS/FrrvuirVr1+Lb3/42rrvuOhx55JG1oOzXvOY1+MlPfoITTjgBv/rVr2q51sfHx/HSl760duzrrrsOhx56aM2ntsW2h6ne/RdeeCFe8IIX4JnPfCbe+ta3YvXq1bjgggvwpCc9CSeeeCIAYMWKFbXYNY9TTz0Vy5YtG+h3b3jDG/C3f/u3uPPOO6fM4DTT35NnPvOZA/suXrwYAHDAAQcMnP+WW27BQw89hKOPPnqaK9Nia8WWsGdm+j7fbrvtcMIJJ+Bzn/scnv/85+OYY47B2rVrcemll2Ljxo0466yzavv5Pn/XXXdN+R1Wr14dgq+9O9WnPvUpLF68GIsXLw6B1j/5yU9w/PHHY+nSpXj+85+PL33pS7XjHHLIISG707ve9S7867/+K571rGfh5JNPxtKlS/HNb34T//qv/4o3v/nNA4Ov8/I34pGpy9diU3HBBRfw+Pg4b9iwobb87LPPZgBDP80q2P1+n8855xzeeeedOU1TfuITn8gXXnjhwLne+c53MhHxr371q2nb9exnP3vS83/ve9+rbbty5Up+/etfz0uWLOFOp8MHHnggX3vttQPH/Nd//VcGwHfccce052+xbWBY///tb3/Lxx9/PO+66648MjLC3W6X99xzTz777LNrFU2Zp+6nzdfhJz/5SQYwtG/G+OlPf8ovf/nLecWKFdzpdHhsbIz33XdfvuCCCzjP89q2O++886Tn3nnnnWvbrlq1irMs48997nObcKVaPNow2bufmfm6667jgw46iLvdLi9ZsoRf97rX1Sq+T4bJKm8fe+yxPDIywn/605+mPcZMf0+a+N73vjdp5e0zzzyTV6xYUauS3OLRh821Z2bzPs/znD/5yU/yPvvsw+Pj4zw+Ps7Pfe5z+bvf/e5Aux772MfyQQcdNG3777zzzhm9zy+//PIp23n55ZfXjvvjH/+YX/SiF/Hy5cs5TVN+0pOexOedd97A78l8/Y1oicVWhlWrVvGSJUvmpCMdcMABfNxxxz3s55kMRx99NL/0pS99xM7fYv5hLvv/y1/+cj7ggAMe9vNMhgsvvJB32GGHoYZki20Pc9n3t99+e/7Lv/zLh/08wzAxMcHLly/niy666BE5f4u5w1z26Zni//2//8cA+Jvf/OYj3ZRpMV9/I1pisRXiwx/+MD/5yU/msiwftnOsXr2asyzjX/7ylw/bOabCL3/5S7bW8i9+8YtH5Pwt5i/mov8753i77bbjb3/72w/bOaZCv9/nnXbaiS+55JJH5Pwt5ifmou/fdtttvGDBAv7jH//4sJ1jKnz605/mnXbaiScmJh6R87eYW8xFn54NPvWpT/HBBx/8SDdjWszn3whiHhJ12KJFixYtWrRo0aJFixazQJsVqkWLFi1atGjRokWLFpuNlli0aNGiRYsWLVo8inDJJZfgCU94ArrdLg488ED85Cc/eaSb1GIbQUssWrRo0aLFoxKtcdViW8SVV16J008/HWeffTZuvfVW7L333jjiiCPwhz/84ZFuWottAC2xaNHiUYzWsGqxraI1rlpsq7jgggvwF3/xF3jjG9+IPfbYA5dddhlGR0c3qbp6ixazRRu8PQWcc7jvvvuwYMECENEj3ZwW8wTMjLVr12LHHXeEMfOXm1955ZU4/vjjcdlll+HAAw/ERRddhKuuugq/+c1vsP3220+7f9v/WzSxtfR9ADjwwANxwAEH4FOf+hQA6c877bQTTjnlFLz73e+ect+277cYhq2h//f7fYyOjuJrX/tarfDg61//eqxatQpf//rXB/bp9Xro9Xph3jmHhx56CEuXLm37fwsAs+z7j1xCqrnDpz71Kd5555250+nwM57xDP7xj388o/3uueeeKYuatJ9t+3PPPfc8zD138/CMZzyDTzrppDBfliXvuOOOfP75589o/7b/t5/JPvO97/d6PbbW8jXXXFNbfvzxx/NRRx01sP3ExASvXr06fH75y18+4te4/czfz3zu//feey8D4B/+8Ie15e9617v4Gc94xtB9pipI137aT/yZSd9P8CiHl8PjUdsjjjhiRqO2CxYsAAA8E3+GBOnQbajTmb4Rjqdeb6YeESA7g5ERa6c+RjKDWz3NyATn+fTH2Fw4N/X6GQhs037Xaa4VALh1GyZdV3COHxT/FPrHfES/38ctt9yCs846KywzxuDwww/HzTffPHSf5qgV67Wu9X9Tv3Y05FqSrfejgVtWlo0d6v2b0sY5ht3P5nltfRtKGuubz9hMRhubfbGsz3NR1NcP65vNZTxN/268K7h5rWYiMNvmPZrmuw55P3G/X9+kJ/MF5/h3fGte930AeOCBB1CWJZYtW1ZbvmzZMvz6178e2P7888/HBz7wgYHlz6SXIDEZAOjIbdSPDAFE8toM706STYa9S5knv39E0QcgMuHvcEzo+Sk+R7SP79PUaEM4TjhZY77ZTlTtbE6bfSX6Thzm4wPNEPGmtXM2/p7skPF3HZgO+7L+WNHxwzkY7Fief8dg52Qz5+TdX3593vf/2eKss87C6aefHuZXr16NFStW4NmLXglaPQG7aAHKtethxkfBG3ugbgcoCiCx8NeXrJVrWHu3krzzrAXyHEhTcL8PyrLGtAMUsh5lAdhU9iMjh3cs58oL0EgHvHECND4KXrsetHghePVa4DGLgD+tBpY+RqZLFgGr1gKLxoF1G4CxEaDXl3M4fa8abVe3A6zfCF4wBlq1BrxkMeiBPwGPfQzwhweB7ZcCKx8Atl8C/OEhYOli4MFVwOIFwNr1wKge23/30gFpIstG5Ng0OgJevxE0NgLesBE00gVP9ECdDNzLQWkCLkuQMTIlA2ZXf54G3h/6LDPk3M6BEgsudeqc3JeylHugUzk+hd/42rupdPJuy3MgScAbN4K6HfTXrpmx3fOoJxaxryEAXHbZZfjWt76FL3zhC9PK4V4CTJAioUmIxSTL6xtN84KdxqAnmt4QxjTbEM3gVk9DcHguJFGaxvCawY/VtN91BtfT0fQkaj5LxLM1rIDJjata/29cu2F9kxpEgZv3rLF+gFg07t/Q+9k8r2nsY5rrzdTzQ9Hoi1w38rl5jGFG44DRPk3/brwrmBrEYibG2sA9mua7Dnk/caNru3gbnt99f1PQNKzWrFmDnXbaCYnJkCqxqBmpBICMXIem4e6XDcNUxCLal4ga72PCAFFoGM9VWyYzsuNjTXIh/HaeIFDDADeDxIIb87PhE4OIzlczelAnGs0GT3lthp2mcRzHYsj68xCDUcr3Jyffk5w8GOX87v+PfexjYa3FypUra8tXrlyJ5cuXD92n0+mgM2SQNDEjICph01GQyWGTUTjDMLYLdrkSAJbrYY0a1ClQlEIEvEHrHNDJ5Np2dZql0se7mdwnk8p72XQAQ8qlo+tMBJgMIAvODAgpuDMG4gTojAFhaoFsFMwpKB0BIwOlLFNjwGSlHxPkfJwAJgGlBKYM1BkDcyJT6JQtqDsOdn55KvOmA3RI90+qZ9ayXA+k8tvUtTL4NWplfjSR373RTPrcaEf6YEp6DY1cO6PzRNEzCSEMSQLOC1CWgvNcCUof1O2Cez1Qtwv0ekCnIwSnkwL9XAhPXkj7XPWMsdPzUAEkCVBsBNIueKIEZWNwtFFvw/R9/1FNLGY7atscsV2zZs2ctLNFi/mAyYwr6nQCgW6qB5RlgwfK6mR7Wn/MpiLRUBt4Jopd42U3YPTPQLFoEmdqKhbTqQUzOOZAuozGKZrnpKJBLIYperM0cqihvAw7JvXqigVNyHuRuQ/8aVane0QwW+NqMsOKrI1UOh2ZNbG6EBGBWF0IakLjgAMDjkMM4iZBCJs2jKyhxGGIykGD2zSJ41AwQE3FIqyr5utiCG0yrxg4F8cko1JQh+4bnb/+/eO1EekZci72o7bMgGNR+vRvZgaVpbSx/mjMO2RZhv322w/XX399iLFwzuH666/HySefPLuD+Xex0Wvh1VBrgaKQ58MbpMZW25QOlKYycj6ZStHJxDBOk4qAeMWjqXx4skuyjjpikFNHf38yITjQ5eh0AOg8IGSHCEgtggoCyLJEnlXO5HeIs6w6lmNRHBzrMQGMdPUcGQgEZKn83gTFEEoASNQBIlBiZFlipT9lCagowWkC6uXgTgqa6IO7GWiiB85SUF+vsylVjRBizWSAogCH75yCnAN3MjlmJwXleswi13MV4DQFlQ6cJCCvAJUuXFsqhRyyY5C1YGtFRbEWlKbTDjzXus2Mt9wKsaXk8BYttjZsyVGrFi22Nmwx48qThth8JlP9yBIp0TANQjHMwB1+/DClIapDvF3dgh9uQFNze08iJiEaU8GrEbFrVLTOn7J+bWZ47IFzqbKp56L4HEowaKgrSIwhasUwt6wGYfFTiogFU2VwgRyIWdrn5mfAdhOnn346Xv/612P//ffHM57xDFx00UVYv3598NyYKSgmEl6VaE6hBn+ixCBJVLFIAJuL0V8UYqgXJZCJIYxOFqbo52IY54UY285Fg0NyfCrVEC9KcGJl2yytDPSiBKdqLHdkykki91Pda5kSvaeN54YZbCKD2zlwmsgxuh2Zjur8iE6zRIx9Vcs5Opw/JgwBjuFM1P5+IftO9MGjHel+I0JiuJtp+zPp6p0U6OVynZXkwur7p5NKO5VQiCJR6D4JkCVAL5Xr38+FVBUWSBNRJxJbPS8MkHFgQ4C2E4mVqZF7O5vH+lFNLGaLyUZsW7TY2rBFR61atNgKsSWMK7IGwVXP/7IadYEy+gNvdBvvvuTJRmTMcxjtaxCEoFQIMWFPKpqjgw1iwZMRitq2/tjahph0oFo+OYaM8A9DfBw1VGaiWpCeIpzEE5imUhITm2ljjKg2qQhJ9D14yPfyRhszyAmRQKkuUGUpy40Rw3MrwCtf+Ur88Y9/xPvf/37cf//92GeffXDttdcODLJOC6N9yBv5fmqt9v9ouScWaSIj6p0UyHMx/nt9HYXPwd2OjqxnYmx3M7ne3VSekywBF05Ji4ANAYUVg1xJCIjEIJ/oy7SXw3VTmF4B102DAR+ISOnAVu4hx8+XdzeyBigcXGpg+iVclsD0dMTfH6tfgFMLyp1MixKcGFDJYBsRWXVdYkugwoETC5MXcJ0UxhDcSAoDyLR0cKMZbOHgRlLY0sGNZDBguCyVx9W7LbEQCzIk182xfOei1O+eyzk6mbQ/TeAyC5Olcu2UfJFLlFhQ1VYn7zIqGZxYucfWSqyG/j1TPKqJxZaSw1u02BqxpUatWrTYGrFFjKs4hsLHMhhPIkz4BPcoE4/kVvt5olF3QaLKcPOKh6GKXNRcn4a1q5plvyxsW63neNtom5nEzFUGfnNFfZZr5x5s3wBqCkXjXI5DeEeNWHiSMFMEzhApEy5SQ5pkwxtuTkaZQVTbXq7xzI2rRxonn3zy5g8ieYJsjPR7/7GmIhNqkFbEwgK5kABKE3HJ6aUy7afgrk47CVBmYhAzw3UzCSjupIEEBOJnDZCXcJ1EDPNuKoa3GujlaApLgBsVl6dyNIU1BNdJQH0DziyocHCJkX5G8iwSC8kQY9qA8hIus4A1MiXAdf05ExgrxzQ92Y4KM0gs/LvCyTJTMFxC4NzAdSzYEMoRi4SBYjRBUjLKkQRUZChHE1DpUI4mAFhIgSW5Fs5JyJM1IGvA4bql8t06CaibwXUsqJPqvBAKzlJRbTzB4Ej5UHWFnARtezWDEgtOjMSGJPOcWNx6661I0xRPfepTAQBf//rXcfnll2OPPfbAOeecg2yYz/YmYkuN2poF4zA0vF28+xOm3X/jspEp108smfqG5WPTngIunfpHws0gxpyni/FsxpE2959Jb5rmd8H2pl6fbJz+hyVdN/U23T9N80UAdH+/btJ1VPaAX0x7iEccW2rUynSyqv83iDctGOycbuFobb4YqXc+zuodrezU+38xUl8/Xd8GUB+BAuAajxQ354f4izb9zgdimqcxrprnHLbNQBx7Y94U9QWmkUPAlIN9u/lcDhyjX4+hsD3XWD/4PNgN9RObNZIljVxvq4ix8Nhs48qYKhGAN5aNlR9ka2vGFntjy0SuIoZEXQgEQjoEx2SFIG4fpP2SCDANQuD38agpFPJP6L+mMe9VBBq273BTPWzSJBYDBGcYqRl8lgbAsWKByBWpTihqfw9rT3ys2vGUELhqe2LWmCYeIC0USIX/OBnFdg5UqOFlaDA+6dGOWJmjiGDY6OOJdJIIYUwS8cmPDFnuZGrkp2KQd5VQOIbrJiCODPiOBZUMZ6kSngyBMguXGrAa+UxAOZrAEqEcEeOjHEnAJIY7DKHsGJjUwKVG4wt05N+//2vEgmAKA5fIs+wygkkILjPDp6kBlUZUCRfZT5FaxoaCQmJKhksJxkq7QISyK7EX5YgFOJOpA8quvHNcJsSFrbQRDCEriYHLDIAMZdeCyhRlx4JGhViYbirt7KbSzq5cd+PULczHsBhx+SNmcCnvIPLbpKkoLYlVMjOPicVb3/pWvPvd78ZTn/pU/O53v8OrXvUqvOxlL8NVV12FDRs24KKLLtqi52tHbVtsy9gio1YtWmyjqAdqAwCF0Vry7iCeUFgdtTUENlYM/JgwKMHgmFD4qZVzsKGwPStBmNRYDyTFz6N2zLDOL6/FYFSH4cY8MAWpHlAq6ssH3K2GISIHMbnwCQG9uxE51AjH4D4R+Ri2jONjsSaVElLhVYxAKBiaXtZPDYhKjamgKMHB1hFjseUgcT8ETyw8aTZVgK9hIdWplbCU1ILKBC5NYDIlEp0UnFlwR+dHZAonI+sAoezKCLlLxfjnpOpDsfHPiUHpjfuOEo2OAds0LC8zOY5LCNTxaoIZ/iz5jEt6DmcJpkNKZtSo91M9n5+GeA25VI04iwYYgAEoI7AluFSn/m8DIU6U6LpESERqJADcE2O/XUL63S0KAK5jUTJQZgYYE2JRugTOx5dYAliPiUSvaUWwQqYsr4pkidzrVLN1zaRkgWLOicXtt9+OffbZBwBw1VVX4bDDDsOXv/xl3HTTTXjVq161xYnFFvM1bNGiRYsW2xbiehKRC5SM2orLBFsLJDLPiRH1wRqwkR/oASUClSLBRv9WwsE2mlcbNpADNAyYyKgP8zFZaRKO5t+I1jfRVNaaixuKyTDVYlL4hjVUiIpYUDUfE4uIRHji0CQXzX1knkGuUiyIIS5OsVrhAGL1vy91dJiUUBCEaADYmlyhthg0jqJyAawUOwkqhvT/RDIgcWrBLgWn4q7DqYHrJnCZUUJhAMiUjSxnq2QgE7chAIFkA1C3JSUYHVEAXEZCHDJ9jjqeO6i7Ebh6FoDhpDomwlyfSnZhkvP6eUugEpVKoVNntH0NwkJOiUrp4y24OsaI7IuunKPMpG/5KWXRc4C4zytRNgClBrCASxIhJhpkzza6hgDYCOkrNY1vafV7+SkzyEYEnigEbnOqJCSdx8SCmeGU/X/nO9/BS17yEgDATjvthAceeOBhOWc7atuiRYsWLWaNWoyFuIRQ5GfOiQ3+x5wYMaoMKcGQaUUsIqM/IhJCQGS5sxWpYB0sr8dITEcqomUxMYn2abpYzYRYDF6X4cceIC3xLpOoIMQ0lEBUJIHqxKKhUhCUGABSYwIQYgCAQikKJRduCOEIQduyHxnS0VsCOXEVI005y8W2plhI6lEQgo89BfcnW5HtRJ8FY4RIIBHlgXWKVFyMRmSerT4jmRLwjhrIXuGzkxDkyPj3BrpLCKYEyrRyN6KCxRUoB8pMMra6BEoKEPoeGyhBAEwBlClg+7JP0gOKTjSdAIoRINkoU9sDyk61PZWQZ077qByTUGaAnSCUXSDZSNUxujIt9Rz+3M4CtqjIjFfZasqeJzpd/U5GXGC5a2D7QmZsn8EZweb+WjhwasRVlhBcq8inV2ZZ5t23oOl3KU3k2s9nYrH//vvj3HPPxeGHH44bbrgBn/70pwEAd955Z6sitGjRokWL+QWvFsRB1YZC7nq2JhhW7P2zU6oIhlci4MkCSTwOAc4TisRPG8TC1A2rYSOvQQDwNq+JFISplIt4OksMuE9NQywo7BQfAA0VokEgvLHjjSqH4cQiEJOIjES17eDEsBTDiSJC4bcnJR4sApUxIMPCy0olFXAVodyW4OtSMFc+9okWd0uizFD+GQCETGvfdySqAlsrfT0VklJaUYDKVAzksiP3oMx09D6RkXU2lVrhtKRDMP67gN0IFGNAsgHIxylM0/VAf5yQbmDkYwQ7wSi7BJOLIiLGeWWQlxnB9hjFCAHrGfk4gcDIFxJotU6Z0V8g7cwXCMvJxwm8oXFs7asuRXVM3dbva8r6lFjWY61szxtZ9u8rgSqqW2JKJR+5XItkglF25LsXI3J+mToUXQKtcyg7BgmzkLwJJ/EkuQzwkyYrIAaInDxPhQOgmbQyVUHmsyvURRddhNe85jX4p3/6J7z3ve/FE5/4RADA1772NRxyyCFz3ZwWLVpMB2vhXQCoUfyuXDQYvN1bVg/e7i+o/xg3g7ObyQnkpR2dY0iitqa/eTM426U85Xq2Q8yfaV04pt5+JkXHBkZtXX0nUzbme435IQXhTVGftxP1+XR9/aTJhvp8OiQhQra6/tOQqbuKK7cxwyrOzmR8RezImNK4Ck69f7gFa2AnWzWqvDKhI7ESSwF1XZDjilIREQsbKRaNoNChcQ0NxQKo71ePtai2GVZ1faYYGgw+bB6oEYmwSVjWcPnw5MBVhAExafBEo6lgBELBYV9TqFFaiPFGpRyXSgYxBRcpUvcnsgwqGMZITAYTYBxLF3AcXdRtBL5QoBOCQUo0mBBii9iaQKil7xpwomRZCXaZVATCFIyia2BzMaJtH8h1WoyQKAcdAKokeFXBpVQ31MfknuXjYtTn4/J+rE0LIR5gQjHKsBMEl3FQojhhmD6hHJGbXYwzTE7IFzBsT6bJBkJfp/kCRrKRkI8zTI9QjEmfKsYYdkJ/d7QfOv3dKsYYNpdj+33TdXKsdH11jnxcjlGEdgujcql8P//smhxwGYCNer1KIB8lmD5QjBKSCUY+6tURQjIhU9sjIRqlxHSAKQSVU0lgMAwMHAHWB5w7BrRGyLxWLJ72tKfhF78YTKnzsY99DHYWUectWrRo0aLFwwu1xmuj83X1QhQGb1AJmZBRWp2ayrXDkwWXICgXnlDAoL59zR0qao5OYxcoENeVi8lcoig+Bk/r8TTlZYmnw9Z5TOICVblCoSIKQBQHEU9pcnIR7SMKhRhbElgr2xiSYxCpWmEouEGRo+p2lnK5HACyGrRsCMwGRK4imdsKGJrtiat0sj6Vsk9XqnFGbCVYmhMJSPYBymCg7BrYvoygi0uRjN77aTki96foiotR4V18lGhTyUI2GChGxbguRsWVKB9jpOt0ulYN97Vi9KcbZCpGt3yhsoPgKscpAGIUoyzHHGMk64UEuFVyrOwhQrGA4R7S5X+SabpWSUOPUCgxcZkQC1MSyi6DCkI5ynDrgWLMwa2yMk2tHCvRYz4k7XSrDYpRRrIeKEYYVABllyWUxT/TRtQaU8h3shNCntL1QD4KZKsJxSjBrVL1Y41czzQhUTZ6pApRlSyCiAEyIOckJiR3EuSt01B8cIZ4xOpY9Pt9/OEPfwjxFh4rVqx4hFrUokWLFi1aRAiGODWWNdyhEnF/8ploysyArYyyMqmBRKpEUEUcnAZri1LhDSmNtbDQQG41gmqkAPVlEflgn92loVTIfGTlx8fblOsSMYap1Lq6KNLwlWKgSi1bVyjgKCILXFsnUxpUM0qvUMjxXAH1oVeDz3pCoZ+ymhoLcZXKGYZY4rYJoIJBcEogtzHFonRSx8A5cYViREXy1OXJGkCJhI8tcppSvOzISLrEIBDKrioTXchIelfclIouwfTFpYhYjH9TiDsRGxYVY4TVmGZx+xlluNWEctTBWYNyzMmzNyqj/OWo1K0oRx3cegM34uAKmVIhrlYuE+XKjTq4jRZutJTneKwU1XGslCD0sVJiRPzy0RIuTWS6zoJHHLg04I4TgpEzuMvgngGP+G0l3S2POThr4cZKsDUo/XRUXJTKUSnSV6rCUnb1XkTqZdkFygkhH1kiU7ZAOSLvjaIr07Ir75iyI4MYZUfeLWUGmD5piQACeZezQsmgITiND3OJkdARO/O+/4hkhXrTm96EH/7wh7XlzAwiQllOX2OgRYsWLVq0mDvE1nCkWARVgUKWJ7ZKICLVwUXB2SGWwhOOmmKh+1kO+w4oEDVywbXYCqBOLCpywfX9QmBD/Wtt6rWZciC/1mgeUCyghCIUslM3phAEG2IhAFYywerCxDHRiJQIA+ErBrItoMGuXL82ci/VzQ8Ew2KgsXo9kbqLgNUNblsTLJwDpQZcOgniZQdYcYdlDdxmLeBWKXQUAqnL1KsNFIKc2UINXSEQnJAYvImMzptC3IjYiKLA+syUHYbdSHBdGekvRxxcYlGOMDgByhEx3N2IVMMW49+AuyU4JaBbgnsAOq6qY9FxQGFhukIgzEgJThLY0QKcJDBjOVySwozmcGkKO5qDU12fWpiRAkiNTPME1HEhuNp0HbCBYEcKILWwIwVcksCO5OAklXmbyjltChot4RILHi01k5YDZwauo6593vh3eg3S+FrEUyFhzgop8QRDMm+hGvBIfAYuUVZg5L3j3TFlUITAqbxYOJnHxOKNb3wjkiTBN7/5Teywww7ysM53OP9mG8TG5VMXvwOAh3af+jKvf/zURXdoyTRV4wAk2dSErNsZ4pzd3CYtplzP0ziR0wz8dfNiajlt/YapK5/na6cvoJg8NPX1Hrt3+mqBS4rRSdcV21pmENYIyCFw3cFr3V9Yv8cTj6n3m3y8Mb+gsf+i+rncyJBzN/taUp+ntFEULqnPJ8ng82LMpvubT4bmM8ONUzRjFspG38p7jeclH+x7lNfPYTfUt8nW1Nena+vz5ZCCktSo9peukfvM5dTviEclmFGzyoNLAlXZoSxFblAIeenLjOoEwisUqkYMKBUph3nZhgdVBzRJgm9PRBZIreqIUFBzfWwn6/M07OeYwz+o79PcKl7R7PfxMXQdx/NKGoRIUI1g+ABrWcbDs0T5bUtxdeKCgo8+1aaqWBSynTGyrwRtc2VwAqDSwMGBrLIzQ7X12wTYSYxd0ReFoiiFULD3L4vINCFMJYhZjF/OWQxaI4SCDcNlsq3TEXSXCTlwmRKMjGFB8jxYuc/cYXBKcB0niRJGnKR67opBTiMlnE2EJNgUplOKAd9RstApQamBzUpx+wHDdBzQJyTdApwmyLo5XJqh081RJl10uznKBOiO5HAW6HRzODsi69MOOt0CLk2RdQoxwDul+tEZUKeASw2yTgFn5Zgu6aIzkoMt0Bnpg5MRZCOyPOkWgM203QmoU0otj44DCp++WgrZuUyugesKuXJdSWNb+mnHEzjW91BEKKy+oyxJ4WQmGB2g8O8xeWfpYIhP/2tn3vfnnFj8/Oc/xy233ILdd999rk/dokWLFi1abAJYjKkmofU2bjCyIKN8hJri4JUKjqZV7EVFNKrlDATFIxplBwbVBiUKZKq/a+QhEApVFihSGAigiBRQw8XJb+RJwPD1UTuiy9XcN1zGyB2K1aWJgVC/gks15H1hAB/0wBDXm8gtypMRmQlfKCgTzHIvjHJD9uMLNjq/b68qIUzVJ6gUceXybQlO2Rf7aSGEwqclJUR1V4RYgyWjkXEyQp5s9AXgZDlbKLEQAuHnnVVinRA4UzUqZXDCQjYzcRUSg9vCZCXYJmKIW8B2CrDtIOkUcJaRdgogYTHs0xRJp4RLdT+SyuyUiaqRZgV6iUO3k2NDwhjJ+libAmPdPlZbxlinh9UpY0G3jzUJY7TTx7qE0c1ybEw76GQF8tTCpgXgCI4ZSVaglyboZnLMbpZjvWWMRtMNFuhmOXqW0enkKBNGmhVAkikRsjCZA/WVHBuAEwZlWkU8E3LFmbiDcUfmXcdp9XAlcP46p6zXWe+DJZBlMPt4Lw4pr/3YUrMmxkww58Rijz32eNjqVbRo0aJFixZbFFGl6KbkxD6412d2suK3LCODlSIhfsu+ToUqFCQ/8KJccOX6YdSY0h962IhIDHFroohIxMSBjFjfxhMMv5xYPn5/xOpFQ3nw3ztGJdpMfsn8bkoaAqGIL6dXLjRDj3Nizft5jue9auGzqLmKlNQVC13nC5gZUSakqrKSBSf1BUhJHzlWMYLgIIoIQ2xoZjWg1d1t2wveVkLhnNSV8IEncCGtcZweOVz3hMB9rrn6yXMAOEMaO6HPgScUlsA6RcLgEkDCoISBFDBpCSQGNnWAZSRZCU6AJCvAFsiyApzItEiATlaglwBZWmAiYXRSMfTTtETJgCGGTUv0E4tOWqCfMkayHBtSxlhHCUTax59SYLzTxyoLjGc9rE6BsU4P61KH0awvhCQt4NIEWVqCHVBwgk6aI0866KYFNiZKKBJgNMuxVqfrLDCa9TGRAN2swDptdz8B0rQEW4ZJHCghGHWRpJRgMgckgEkdOEEgWUgdnE2EmKkS5BoKRXgvWb3+pYYw+Ro6lmRQw1aJKQDMSq2bc2LxkY98BGeccQb++q//Gk996lORpnW3lIULF851k1q0aNGiRYtp4QfHAaAqnOc/3sCiatQ7jpMw9flqmXdD0L8t6qRCXZooJhbAEDIxSCxIiUWNUPi/odsCwY11ZnYzT0kq4q1iEhHEgeAKpQY8qWJBRgx5oqA0iPIg8Q0clAmvSqBSGpQw6OYhrgJeIYpT2UKvfeRKxTooT4bAmmHLq0+iVjRUom0EXEo8ApdOCgc6CWIP1aihSo6vmaKj3J5kOxspFYYiglGNnDuLQCiEUDMocUBpxKU1YVBhYBJ5HpJUCUVawiVAlpbIE6CblNhogbG0wNpUXLt7nlAkjDQp0LeMNC0DN0/TAkUqJGBdwhhJc3DKGE1zcAKMpX1wKlPnl6eM0SQHrGy/OnXopjn6SYoszcHOAI7QSQpsSBxG0hx/ShkjSR+sZIUTYCSRY3UTIURdbUMnLZAnjDQpkaf++8pABSyDEyOuvYkQI1gWgmEhSoYBkDg4k4ATVyNsrARD1AqEdw24+ruZwS6kyJ5F0tY5JxaHH344AOD5z39+bXkbvN2ixdaHYQFd+Wj917e/sD6fjze2b8RU8OJ6PFA2Mhgf1IyRyBrz3ay+TzepxwZ07GCsQGZn9+4xM0jWWTTy3heuPt8r66/giaI+v75Xjynq9wdf2UVeX1Y04l7YNuYHrMdBaymZqLfTaQCfo20svmgqEIJa4WtPhNHBBJVyEcdQxEHa6tZQi61IWd2g5ENKLmiARERkwCg5ME7iyQ2L/7jxpEK2t+QqYqEB10Yt68rjZ3ifpmFkYgojm7kiFpVSoURCiYVjWe/YgBkodeqcTlkIhnMGzumxVJmQIG4lG05VDQZQyt+kSoQEc5N8Rx/E7atzq+FERJIFyjc+gRzbAuzkvpDGVww+O49yxEyNPJuT6+knPlsRG8AZwPj6E1QpEsHFz/f3YMSyBn5rLEWiLj4JA4XWFbGiWpjEwSUSL1eo4T2hikRfDfINqUzXJIxOUoB1OVJGlpbYmDqkSRGanyYleolDJymA1MnvRKIkIGWMpz24hDGaCMEYT3vghDGW9gAlCyZx6CQ5bOqQJiWccygdIUuKsA6pC0RiJMnBiUxdAoykOVzC6FhVXJISnAgBKhKHJHEoPXEwjCJxsIlDmTASf02sKhc6JVUyOHV6fdXVLL4flkLcl2Ed1AiEGlVSCj9QMp8Vi+9973tzfcoWLVq0aNFiy4DCP9U8KWHTH+UwDT7okULhf7S9UqHLocuqaUUugmsTtDq0ToUUcEUoiGGVTBjj1MWnUi4C0QAqNQOxOxSj8e1kflLCMYhYmdAWVwSDJftSIA4Qf3RmKcblQHDEcKx59pm0rUIYlCPI8ZjFNcpfZ+dJCwsJgPqkg4NRFJSKkEFLj+ekxoUffa/iWlSx8JboNsYrggtU6ZRIaP9kMTTF3QyVQmcJcFylSo5Gu4Mq1yQaFup6AxmRtwyjU/IkO2E1nhmJLZFbILUlNlpGZkW56CYFXCqDRi6BEItUCAYlTgz9tESSlCidgSFRMUzqkCUlKHHo2BxIGV1bgFOnU8aY7cOlDqNJH1DFgpQsUOqQpQVsUiJNCzhHKJ1BlhYwWYlukoMiotO1OVym03AuJRYpI7NChFJbYmPCsInElLCVwYLSciAWMpWBNk+6XAKQZneCz/JkORCJ+B44H7fhA7dDXBdVsWLa52cTYzTnxOLZz372XJ+yRYsWLVq02CLwMcLB6AyZcaof6OAKMp1SkTCgPubi5qBkInEgIwaWsV5pqLs0WQ3KNtE8ESMxTvzHVaGwxpMKJ5wlkIuKWJgo62FTuZiNksGoVImYVACkpSgoEIrSUTXPhFKXF6WBY1IFg1A4VS2YIhVDyQobsAPKUqxbVwrZYIIE0ULcn1yIwxAVA4SgXBjSnHes6WadDNDHLmtkVa3Y1rJCOQ2Cd6xpfh1YHKAQEhcANbdANgSnZMN5JSPh2vWslIqIUKhBDD+1fuoASzBWYivSpMSGlJFYB5cyMiUQqS2rkf/MiSqty5E6JFbIQ5KUKFmyQqVJCZOUyGwBCvs4dG0OzhgjNgenDiNKOEZMroQjBzJRI0xaomtzJGmBNClQOgNblsiU0Hg1pGNzcOaQmRKcCSHijJGZQomGEotE2psmJSj16oQDKbGgVMhVL5Fr0FPlYiIBEituYl7BIBMRC080PMEI9wJV0gLv/qfEEIZq77qZ4hEpkLdq1Sp8/vOfx69+9SsAwJ577okTTjgBixYteiSa06JFixYtWswanmTEVXEx5G+/zTClQhQODlOKPsa4oER4F6fg2uRdnzyxIJlPTTlAMES5cJVqAVabgWvKhf9WweHNu1uhUjNiEA0hFt4NCk2CIX97wlCSEgtHcCBY9gqFKBaGVbkgg5JE4XCOdJknGE5jNFiNX2l5SL1r5NzBg09VHq8ukY+tUGUpKErRp1Ishl2BRzc4BMnoRXLeBYo1LgbqDhipckDlCmUjBS/EEZEqEwjPgp8nwxJwb7xyIbEEXFSKhVElL9PYhMy4ilCkkQuU9Qa9VyUK2FQM/lKH3xNbwqQlUivrujYHRdMR2wdlDiO2D+iUMoeu7et2/tg5kqQUBcQZ9J1FpsfsWFE1ujbXY1VkxZMUT4w4FeIBJQ+UMpJEXKJgdfBAXaFExSnBqTzrnIhqmUeEAqpUwMaDGvG9GPyELF9UKReBOM4Qc04sfvazn+GII47AyMgInvGMZwAALrjgApx33nn4t3/7N+y7775z3aTpEaLEBtFbOL3P8cbtp34dje60dsr1T3rsH6Y9x/8anzrT1vbZmmmPMWr6U663k9Qy8DAzqGOxLpSRHI67JpZOuf72NdtPe47f/WHqY2zMx6Y9Rv++yR+Npk/7tgzvex+jaJR2aZYEKcYbdSoW1OMdxhZO1OYXj24cOMdYWu+rC7L6Po/J6vuMJfVaMB0zGGPRNfW4jGYMhW3UsplJjIVrvI03lPWYiQ2uPr82rz8ff+qPTLkeANb26rVfVmf1fSZQ36doxHWYYvAXo+jWl7lMIvecmUUE36McfgQ7xFc0s0NFAZJeseCEo7oWLEqFLvdBmKSZYIxxSKyDVcXCkwIfO+GJRGJKGCUaBmKgGDBSU0bEQvcF1wiG8cTCu0A1iEJQJHRhs8/7GI066uQiKBRs6sQiXs6EgkWV8NPcWZl3BqUzKJng2KB0so93OXFMKK0BO0JRampSgmaXMkBQLACw1rEAw5Siohh1rXL6Vcjqvn4k1ysW6nO+TcH5GIt4itotj+usDBR0HDBevUuOEgrSmCLjY4sQKRWRW6C6R5GO0nPKsMZVBnnGogSkMkXmRIVQpUDIQwmrrlCJprRKkwKJJxaqXNi0RMcUsJlDZoQ4dIy4NXWMuFN1jCcifSRpEfbLVLHos0WW5LB6bJOVyIwoEJkRdSQzBagjx6ZOicwUQOaQKiFKVWGx1oFSVTBJroG1TsmHJxSi3lhVMKxVl6jwjuGaeloL3vYua4gIxbDBkVlgzi2k0047DUcddRQ++9nPIknk9EVR4M1vfjNOPfVU3HjjjXPdpBYtWrRo0WJ2iAwqDVCofpCpsd4bVf7v4M+PKK4CQbHwSkX4UEUImi5PYUpCJDyhyCJiQahiLyw5JRiReqGuLTFxqFyg6qpFbGMMJxZ1hcLp3yU8oTBwiAmGnNU4CwbBOAPHBkSM0pmKVLGBY4YhI+5NOopqfDA4EQyr+5MqFpVyoaqGlW8SlIrY3cmrE5oyqLqXqlhgdqO2jyq4xqAiKzEQH7J6FrQaweDKQI1HxaleJJKoUixclLQgJDBQoi2j9jJanxonBriRYGdvmHdtDqMuRzYTspCkMk2VPHjFIrMFsqREx0p8RMcUyJRAJDqfdAqMmD4SVTDSTOZTVTbSpEDX5siSHJ0kV2Jh0E1ypGmBEZvLPraPJJNjJJ1CyUtZkRdPQIKKUoKUCMlAgz7LqZANJEquPNkK86JcFKnGqiQQ4pZExE5JnwyMcKU06b0JipOPTbIGPEmR6GF4RBSLmFQAQJIkOOOMM7D//vvPdXNatGjRokWLycH+H29cxv7GVDOkan7LUaCk09HXKmhVf+TjmAoNyjRWMsEkRvzCE+tgyVWuTUMIhSXx2TYkBpWBGlY1YqFKBZyQjCjGwsdceOIQArxrRIKDKu0JiCcmTXgy4SAqgygXEaGAJxiVYpGzKBR9tnAs7iQlG+TOoGQjyoVOC7ZwjsKy3AgZ6RPDOUJODKcZ2EImKR+XQQCcVBt2TBKLzKpOMKrsRrXAetp2s0Ihoo7qAhUTLI7dZHTaJBI+IBg+nbJpuELps2FIYiw82SYrzwWXFcGwSigSU4YpZa4yyEmUCSEUBTIlDUIiCqS2RAGJsfDLOjZHJy2QmhJZWqBjcnSyAl3S5VSikxXoUI5MFYssLdA1st7v37EFSiOKRcfKNrVp5smLnCPV+TQrkBklQKZAkolblU0lJsQmpQw4gGGSEonGjYhy4YJ6kxgHl8lzWikWCAQuntbVJJGhBgiFoWoAZBaYc2KxcOFC3H333QOVt++55x4sWLBgrpvTokWLFi1aTAEe7gkbqjHHAY51N4J4hNarFVA/8jj7UxVTIR9rZITW6t+J8cTCIVH1IrUOBrLcEoubBqnbBskIriWGhaspFX4akwfTIBZeiQguUvqV4+Uhbe0UikUgDqBANgqvXKAK0nYgJOxQMsE4h5Ila0/JBEsWBRudqnrhGCWpmqHGb+kYpSEQDEojWomzctGd9QqG1GCAUa8eI65T4V5FsRYhLgaouYdsW5jC3dNfEyi5iBQ5aBBwrf97pS6a96PjREqyNbDbkwjyWdESUfFIR+VJCQZpTIJJSyRUqmEuU2/Ap6YMRn83zdFJCjiSWJ6OLdFNc9kmESPfz3fTXOazHB2To5vm6Op81+QYSXN0rC63BbpJjm6SC9GFQdfqNrpvx+TopDlSU6CbFuiQHCs1SlpMgU5WIDFChFI/taJakGFYVIMPJnFKMCq3MK9gBNcoUmJBrMU3EWIsvGLkXf6Iq2xowQUqKBmz6/hzTixe+cpX4k1vehM+/vGP45BDDgEA3HTTTXjXu96FV7/61XPdnBYtWkwHx6iqgjVWpYMvnDKrLyu79X3L0bqkmo7V4yWWjG2ozS8fG4wPemxnfW1+u6wep7R9Wt9nsa0fM6UhdSyoXsfCNGKKmjEWKcop1wNAzo06FVwvCLqmEXO0uqzH/zxQ1It+PNhvFAEB8Idefdl9pt6OP5T1+1H063ExdmIwbqIR+gGXqLvJtmdZVRgeTlClZxwSCBn8ysMIoQ9WVTedkKffwVhJLWmt+FenOk1MicSIy4c1lUKRmhKWvDLhlEg4dHWamUIMkUipMORgfZxFpE4Y/XIhSxQGCQR0uSciiNQMT0hCoDZ8xifAn6mmUEBiKfzUgdB3CRwMcmdRMqHPCcpYuWCLwgnJ8CpG3yUoHaFHCUpVKLxrlXNViloOmaJkxF0eS9KK3qhngVJ3KH9PvbvINll5G4B6yVWIr4E3Pr3LWCgwGLmUhWeAohS0eg/iqRKMkGJZYy/IOhBDYyyEcBtV9Gwqz4YnFGkmz0s3y5GZAl1PFhKZ7yRCMHxvzay4MXVtjtFUthlNc6RUYizNkZLMZ1RiNJP5sbSPjskxmvbRNbJf1+YYTXKM2BylkuYR28do0q+OTQXGsj46VGAk6yM1JUayHClJBe+USoxkfWSmRNcTi0RcotKk1OcUsImomEa/O6UyACGuUawEQ6ZEjFIJm0tYY1oqNRVUvbvAFbl26jIoxHwrIBYf//jHQUQ4/vjjURTy456mKU488UR8+MMfnuvmtGjRokWLFjNAg1nEv7WNuIq4hkXN+AqxFmJ0kSoWJlIsvEphA6EQd49UXaI8oUhNiUQVikAwID7mFtVyiyg7FLwrlKtcnXwQt/9QRCBC7IWrE46hQd4cHUWDtn3mpxqRsAPEgkGwYJQgWCSSJcqxKhUOBVtY51CQi9QLAwJQkLROFA6JvyiMA2BgrERtOyMX3ytFwS0nmtaydMX30gAUq1HbHIYMKhFVLlDNvh8yCjWW+wBhiypouzk11ZQg5MJYBrOMwtuklGcj0XiiVEl1WgaVIVNFIDMlRnR+xM9bcTny6JgCI0o+RpI+UlNgNOkroegrwegjoRLjaS/Md0wRpqOJEIwRJRGeWHSMHMNPM1NiPOvpVI49rscey/qw5DCihKKb5si8mhIRC2Ip6peYEom6QJnIPcyQEApDomCYiGBwzRVKs0V59c4CKKHLqrov1ftrnhOLLMvwiU98Aueffz7++7//GwDwv/7X/8Lo6Og0e7Zo0aJFixZzCFY3KG4YVyEFo/e9R+U6E6sXFE8jFyjrfci98eRgLSO1QiKyRII4M6MjlkZ9rwOx4AGFomNymSdPNHJYqMKhZCIEbQcSURGISYkGqlgK7xrl4zY8/P5CIuquUOGjykQ+hFg4GKRUaJyEKBUplaJOcIKcDQqyolqwQa5/GzAKtVgLEtcqa9TFykm8RUkGLjFw5KQyNwB2EmzBpQRwx65PiO9dLZYA255iQRTxioZ0oW6AjIp01UhZ5OoE1F2fQGrg6tQagBNVxxKWIpCkLj/GARqQnCQyOp+mpT4n2vdTIdPdNEdCUrgupVLIgSkxYr2CIW5Lnhh3bY4Rlm1GE1UPkj4yJRKWHBakE0ipxAIlFgvSHhJyGEt7okIkPXRsjlFVPkrtzx3rSUqJ8cRv24eFHhsO45mcYyztwxLrVNqfGKkEnhmts6GSYKbkKrEVybLkYFIXgrs9waAwlVo5kpGOQ/A2uUpJ8sUOyZG4ozGUkG8FioXH6OgonvrUpz5Sp2/RokWLFi2mRkwqvIHlSQSGGFMDqgUPKhdD4iuMZoKyRgIyUyNkIrVCKDJTomPFiEqpcoFKyKHrCYUR46RDMt+haPuIWAwSh3oF7kA0qHIHNI3trDo4eXiCEhMKJnGDCq5JROLqpEHaBVUKhsRYSNC2ZY2xYIeSLSw7JGyRkxPVgi2sxllIFikNwlbFonCMwkhwbmINQEBpnBTTsxq9HVQKbrjvNO4nGn9vayAfjEJhKnxCL0i4VpF60YyhMBRccBDcbGKXKH1Gksj1ybBkmbWSOtUrboka0Z1EyHVXA6tHUunro0osRtM+LAlZyEgM/I4pMGr7gYADqljYHJkpMWqFYCxIhDgsSJRY+Pm0h4RKLEgnYEm2y0yJ8dqxi5BeOaMCo1ZiKDxJGU96MAQsTCdgyGFhOgGL6lzjSlpGVcnoJj7+Q9xumYGMC1gj1cK9amNI6l0QMUxaKkGTdNTwLlB6ndnquysifHF2NHiCUSr5YFUyZoE5IRbHHHMMrrjiCixcuBDHHHPMlNteffXVc9GkWYHzEjzEJxsYzPc+DOXC4ft67Lr0wSnXP3fp7dOeY9+RO6dcv7zhYz4MZtotNh8PNZ23G9g5e+yU65em66dcDwC5G/QZj3HnH0amXA8MxgnEcNvYqBWXJVjjD5rffNgLZ8A/P22M9nbqMQBjI/UYi+1H6/ESO48+NHCOZl2WHdNVtfnlSX1+ganXuciG1GRJp6lTYRtxJulUgY2KvHHFNrj6K3e9rcdcrHJ15XaBrdfjGLf17wFIHYMY/UadivW9+g1Z1a3Pl53BJ78ZO8OJZtjhuXhLzCdMHbwaB2wPdf8Io99R9hslFRS5QFUB2hGhsBKA2rEagGoKJFSGmArv6tShPBCMhBy61B8gFrH7k5mOUAADSoa4REnwqCcWdVf7inUxaTE7SEyOIwNmSLA2CAlKOIqUC5RgGFg4OPKEwsAwo+QSlhMUOk3IIXcOhoXYiAuV0YJ6VgkFkFsHEGBLJ94eRtxpKtWIlNhRPWA7coeqpZslroznbQkGIOc0RRYQKg3Gip0nZHHAu+/7qAzZilBwRSjAYQpfr0XjKAgUyDaIkBipYm2NKhQkI/riQpQrsVDXoqQvBroqBqNJX12hJCDbsjwLHVOg4DwoDykVGPdGfjIBAxYSAIeFyUYYMBYkE0jgZEql7ifEZMTkKFXBSU2JMStkZMz2QSTHgh7DAFiQTITlRKzEw2HMSvu7/tm3OQCp25JZcZHMEk3SkMTEArCJXEdKVFVMXCg4KMSCpTp9iKsQUk3k3f70XpZCCqkUt6lJTOChmBNisWjRIvFRhGSFom3MMGvRokWLFlsjpiGPYVTbj3ZXRCNWLjyZYNJRWT8NSoWSCyvZnjJ1fepYTU+pfyfkkJF3gcorggEnufbJYSQQC1mfoqzUCgxzd4pjJ1BzeQrEQomGhQSQNgvpNeFAKBHVsSBUrk+BYDiJvVAXJuNjK5CgJE8sRMHIVbnI2cIiAbG0x4Fg9HjGMXIt4Jjo1FoZLMitEzetKCjYV4ym2BgO90tH2YepUdsQSJUKMkankrIXSuDkOkH6vydkluouTz6zkB0yJYhbIAFGR9StVyxIngfJhoaKWBAroWCMJDkMcSAS9akY9FYN9YyklkRmCiQsGcVSKqUv+m3BGLNi3C+wQiwWKaFYmGwECFhoN4b1FowxI8RiRM8hlAiBbBgwxvVYC+wECMACOwEHIRYAsCDZCArnZowmfSRGqnNbcuioGyGBkbERcmVFoRA3KZY4DCjBAGBTIdeUaEa0RAlFUCEY5Kju+hfHgkHnC2C240lzQiwuv/zy8PcVV1wxF6ds0aJFixYtNg+xK5RXKLyFGUiEj7Gok4qaehGnMtVpM72s1UBt7wYVk4uMikAkMpLUmoFYREQjgcZaIFIsJiUWsVIhX7YiFjrvmxtli4q/hh8j5PCPoFR1Q2IrZErk4JhAxCG7GINgmKW4HaBEgVFChlMLWD2fCyQIRjI+wQAlF4CxEhBOpOqdxJXAiMrIWmDQkVbECwXwWAzn8GWiD6L7qO0MxHFbgvGuUGppGrUwTfUMhMD3qN8DgzEV7FP+qtXp55F4YiGEwhJHaZarpAWJkZF4USJymODyJIa4IcaY7euIf09iFqy6FtmeBHGD0CFR4IlYqKzRY5oeiBzGbQ8EYKGqwwvtRjAozC9KNgZy4M+VkMOIyWFRSp82QlpGjLTLH3OBnQADWJhMhGMyExbYHhwIC5IeSiaM2T4YwIjti2uhkYBw724ISHE/r1gAGJh6gkFKrsmyFK20DCpRe1+F15onEPE9hBLI6QX6gDmPsXje856Hq6++GosXL64tX7NmDV760pfiu9/97lw3qUWLFi1atBgEiwsNYi+YmhpRGabBRzlyf/KxFOHvSKmo1AqJq0g0tiKzUgm4Ywt0TYERo4GnJg+uUAliYqFuIDWlQmMt4JBqZqh6IHZFIOKieJV9OEggavPwhEMuCDPXAp0dgBKAY0ZJqmCwpH4tNXIjdmViAAWJUWY5UQXDoaAqxsKwxFUQ5Foax3Bal6JgNapYRm1T60BORrm9K5RhzZLjEKWP5aEB97X76+NktkVXKCJJN26VYHhi4V2iDAbcAavngQDwEKWiGkGvDF+GtUIAEw3YlqQFFdG2xiGFEA6vyo0lfRnpT3ogqCuRTi05jFpRLkTNKzFiIKQTKpaQk/5FJUa1AJ24m4q6INONcCAsVHfyBUbcU736MGqkLV3kUH+xQOTHTB8EhzHTA0NcWfucYIHdiA2ug4V2I9aUIxi3E9W06GLU9jBRZhgxOfqcAChQsAEoAUyBkiU4nAB0rPgodRLNspqUYAixYCbYxKEsjah04Z5VfV1IhbS7Uu1EHancpQgDCSymwJwTi+9///vo9/sDyycmJvCDH/xgrpvTokWLFi1aDAdBHRsAEIFCms0q3aYP4q6M0frfzUw5srtmwPGKBflR2VLTyEoFYTGqCqTkPw6ZxlR4l6jBqQRri1LBYTpAJgInYsRN9OvqAgtFRMIvD1emKiTnLxvLcZwex7FmpgFALG5JRDpVgkGsyoDGYDi/TAOGxaVKWluygaMSliwSVWQc0cDUENc+oNC4IR/2N7wiSQ0VY1sDWQs4F1yivAuUSFsUFBxfDE8UDK7caDgiFEl9CiUYxkrfsBpjkdqqTosvDJmZMhR9NBD3H0uMESvEYlxdiMZUGRg1fVg16BNysEpErNZxCXVZiLWmEaFDBQoYjFAPOVuMGyUBZgI9TrDQbETOCRbaCZRsMGZEXRg1PTgmdE0ZarQkgLpY9dHnBGPUwzrXxbjp4aEywbjpYX3ZxXgihGKh3Yi1ZRfjZgLrqINR00ffJeKq5STWxGhMkmWHnkvRtQVyZ9G1BUomqc/BhMyWKFliUvLSwloHVxpRLLxaBwoqRewCGBTIEFKj5Hs+ukIBwH/913+Fv3/5y1/i/vvvD/NlWeLaa6/F4x73uLlqTosWLTYFST0wfliBPJc25juNIOhuPQps0Ug9IHnHkdW1+RWdweDtZQPB2vV9tjP1ZAULGkXjshm4NDTfpSnVl6RoXIshAeE515etp7w2P8r1azHWWN8swtcs2gcAG8pObf6hrB4APtqpF91bndaPwUNyHTTzHwTjYPD0j36Q/4c8K4hGaUmNrMpHORTD08q24UPet19TzA6JrehowLYv2tW1eVAsRkyOhAp0I2KReIVCYywsJN2sIYdM61ekcEOIBSJiUbebPaEA/FcjJEoiSI1807C0GWpMMku6WSUaDkDJrEoF6zKZFmreFUptCg3ytiQVuAmMgiRQW1yiNNhdXavA4gpFAHKSysS5dtRAMIy4X8WKhQt1RLgWEzNQv8IbWTXjaxtjGJ5QWANSYsGMygI11bPQrAFS+eurQhHcaoa4QCmhkJgBzXakblApSbpVQNLDOhiM2BxgmScAXZPDQIiG0dTLBMaoEg2vUiRQBav2PDjknGDE9LHedTBmelhdjmDMTGCiXIBxM4GNxQIssBN4qBzHmOlhVTmCBdTDOu5ihHJMIEVKBaQkpVyCPidIqUCfLUZNT489gQfLcYybCazEIoxrUpExExEichg1faylLromlz5NgGRLFkIgmdFKFE6Ui41Fio4tMFGmyHQ+tSXy0sLo9SZ/3UP/9vM0dFBkgGDPAnNGLPbZZx95KRHhec973sD6kZERfPKTn5yr5rRo0aJFixYzR9P6ns4o1R9vn3ZWAoWr4G3hJFyl0qTKlzzR+dQrF1QipSIoGXEaWV+nItHMT4m6PiU6Opuqi1PktTLwqVFmjXeQdV6pqAhFtby6IE6pRXChYFUn9FoRIG5lEFvUATKarW1yYBALGWCWEXIHF1QMEKFEGSp3JyRuHjlJWb2ExP1DMksRrMZUyPWVKSmZoGEXQOEJUXWPm/d8ln1ma0eUZjbcPHg3JwpKRQj8BSqiHdevQOQCZStD1ysVwl3E6E+MZDdKjfTxROONHBM6pkDOCbomR88lwfAesX30ncWI6SPnBGOmJ2SBcvTZoks5CrboGKkz4dPNgoHMFGBHGKE+epRihPpYgxGMmj4eLIFxM4E/YgHGTQ8PlAswQn38CaMYNX1s4A46lKPHiQ4CkV42qa/SoQLrAXQpl5gJEsIzQn0AjFES751Ro/UsjAR5dzURQ9fkmHApvFtSwUb6tJNrs5EypKbARJmgY0pMlEIoNhYpEo2tMDqo5hMuiBsgJn0GgEFC4VXDmWLOiMWdd94JZsauu+6Kn/zkJ9huu+3CuizLsP3228PaqdOEtmjRokWLbRvnn38+rr76avz617/GyMgIDjnkEHzkIx/Bk5/85LDNxMQE3vnOd+IrX/kKer0ejjjiCFx66aVYtmzZZpy5UiuaNQ9qPvqqTlQxFxymtboVVopcJdYhs5Ji1meBGrE5Rmwfo6aPEdtHh0S5SKCF8uDq9SqiYO0uybhpppmfUopEE6KaHVHZFRR/ywFlwiiRMMoSDOqGhnjJa0pXsNawECKRgEOshVcxmBklNRUMaMyFC0HchaafTdjCaO0MY4S1WCPKhWWpxm2Y0TcWpMYikCA1JaBGa+m01oWSi6rOCKmaVB+5re6vX061OJJtAkQaY6QEA1TFWnhGGqt3EcGoCEV93gu9FBm+jgmJlWkaEQxPslMqUcKgawo4ZypCYXLkpcWo6aPkroz0l2LQ555IOEKXcmwEoUM5ciRISAKbSxikKNEDI6NiqNHf1TyrHZ2OkqgkHSWzHe96SA6lKsq+bkw3eja9uijEQeKgQnyGqoz+GR4hiafq6tSSAztCaXzqaEbHSHt9JfGuLbCWGB0r6kyqwe6SJr1JqLnWnxnxOvhQkWo6S1I9Z0nJd955ZzzhCU+Acw77778/dt555/DZYYcdWlLRosUscOONN+LII4/EjjvuCCLCP/3TP9XWMzPe//73Y4cddsDIyAgOP/xw3HHHHY9MY1u02IK44YYbcNJJJ+FHP/oRrrvuOuR5jhe+8IVYv76qcXPaaafhG9/4Bq666irccMMNuO+++6atoTQ5qP7DGqZU/Tg31nPz7+hTxVhodqZItTD6qRQMCdT2KoQlpzEFpfqLV8u9/7iFZtYBw5LYcZZIPgAsxLUpAcFC0rUavz5sJyTCQIKr/TaGquXVX6b6iwiGonlPSCg+nrTHQNvmPwStFM5IwlSUGK/geCMr0cxY8nG1jyUXXc+ourj6l4sXDyPEWsT31OsVjftXIxnbIsgTCb2AXrkII9qIRrcjt8B4eeSCBtLq2p5kE2taWQ6qXSgSGccdaWrlTphWiQoABLLtExuMkIz8d3zigyj+yMfmZKoEZuQJe6nH1Hox6kbV9e5UWg8m09xlCSQdbkoOKeSTkSqI6o7on9+Y/KdUIoUokN6dsUt5mM9IBhFSbXemcVaZ8VMhXl0j8SY+/iQhcSWzmqbXqDLkFbv6fa0+HE9R7/ez7ftzHrx9/vnnY9myZTjhhBNqy7/whS/gj3/8I84888y5btK0oG4GouGF3Yqx6S92siCfcv1u43+Ycv0BI7+b9hxPTntTrn+MHZ/2GOU0DtSWpuahPZ76ewLAmBsM3I+xwPx+mjZM7+R91/jSKdf/rjP9qKVLJ3803DwYtlq/fj323ntvnHDCCUMNpo9+9KO4+OKL8bd/+7fYZZdd8L73vQ9HHHEEfvnLX6Lb7c7uZMYgZAGxM4ixaDwqnDXiG7J6XMHCTj3GYvusXiCvGU8BDMZULDX1QnJLbf0FOt54flOa/UBG0698uucBAHKux0ikjWdkrPHMTTRjLGjNtOeY4Pp3W1PU7+/v00W1eTMQYzGY7aNZ+NAlMj8f+v61115bm7/iiiuw/fbb45ZbbsFhhx2G1atX4/Of/zy+/OUvB7fbyy+/HE95ylPwox/9CAcddNDsTkj6Txxf4d09zKBaUcsMNaTKNqla4YviSfabKsVsR4vhdY2oFCNGCnh1TI7UZ4NC5QrljRUZOa2UiowQyIQBqTHfdGKKvybV+zgh2j5WMCi6LgKvVIR5YjjoR4O1jSoUrK5SNp4HYDWzlAXDkcREFCBYMAqvVviK3wYwzoFNpVhYdsiNZI+aMPL+TsjBGYI1jJK5cony94W8wUs1gzgYW0DN+Jq7odh5Am9MTjEdml4ZGDBYq0wArEkM9L6ru6AlBzaSyUsCnyuCnWkR0FSXSaICGbU3cBpjIYkLDFyUES1yE4SQ8pQIqc8MxQjnSWNiH+3rY5QMWNM3iz5nSGLePGnwSgJ8P/XujCiRwpMmjghFUXN17CqJ6FIeSESH8lAYU1Q9qfaSmrIiRKYI7mJGY1Sskhk/cBHiKwxUcUKlRkT3KvztpyGehmel1s35Y/KZz3wGu++++8DyPffcE5dddtkWPdc555wT4jr8Z9i5W7TY2vCiF70I5557Ll72spcNrGNmXHTRRfirv/orHH300Xja056GL37xi7jvvvsGlI0WLbZ2rF4tJHPJkiUAgFtuuQV5nuPwww8P2+y+++5YsWIFbr755qHH6PV6WLNmTe0j8DJDPCvLQiBv0whFU6WoRsp9akd/GF94LmQuAgfDxqIydMIyqpYPVSrgDSCoSoBKScA0n8ZvZU1x8NRCg0eHx2rElKW+Hw05l2kqIzVVRT4JiXLhjcOgTKiKk6AMy23tEytA1fUlHbGtVItGRxgyX6vAPVkn3FYQ93lU9Vs46hBxkbWKcDT9+mX03N8Ta6JYo6BW6L02laGfaMyFv7epEgyDymi3mumpmq9ilbIBhUvVAFQGvsQliauUJyD+eFZdnWQ9h6QItRoxvi1wqsBJULqQHZ+FCuFcfnnHqxVKMLz7VALf9gJdVSwyKtExOTKj63SaahFNG9yglFz4uC6jcRaN91StZktQmKopxfd+BphzxeL+++/HDjvsMLB8u+22w+9/P/Vo9aZgzz33xHe+850wnyRz/pVbtJhT3Hnnnbj//vtrhtWiRYtw4IEH4uabb8arXvWqofv1ej30epXyVRlXLVrMTzjncOqpp+LQQw/FXnvtBUB+Y7IsG6iVtGzZslo2whjnn38+PvCBDwyuiKxoCswA0Qg2VT/MIYiVVbHwagXq8RUU1a8wHAypTJWKjApJMWsqF4isFsRdViOqVI2oSr0KICUxyjM14BM17K26KE2uWQza1caPPQ6KFI3LJGtYc917oiFkS47hfLQ2RKVwatj7GAsblAzJryZh2YBFiYQIlhmGvWLBsKr2WXYoYWBdooqFBPWK/7nWxjAOVmMsjHFwZKRZPraiUaDDK1FVMT2/bhbDto8SUJRK1n//qn4LDRqn4Vp6tzKOrq+S7Mg9x8cBeFc1o14JPv2yd3/zy9KIKHgS4Ef/DalyoAZ8SLscPS8JO63xXrnJefemiph4QqH1UUhSuHrC4Ys/SkE8aZfPMCWXRgYI2BML+GMyuqpKh6kvaKl9tuOzvpl6YUxHVYxFV0mFVzZj1SJWL3wAtzUORWlAhsGO5H0USKGKEyTJn9EgFM2YmZlgzhWLnXbaCTfddNPA8ptuugk77rjjFj9fkiRYvnx5+Dz2sY/d4udo0WI+wRtPzUDVqQwrQIyrRYsWhc9OO+30sLazRYvNxUknnYTbbrsNX/nKVzbrOGeddRZWr14dPvfcc09jC6r/6QNVEWURijbjSf72o+SVV5WvGVGN3gblAr4qdjUNy6NtguoBhKmPQ/b1Jprqw2Sfgf8a6oT/Ps1PuCwDV7YiMeGyKUlrtseCNM5ClYwQhxEpMYjUi5piE8elVJ9YCYqvd2go1Zo6sKxZz2KbVCyaGYFqBAMNVQdheXAFDOs8wdCRcx1JByQOACRuUEEJUMIR31NSQx1ARSSoUhFqhDua9y5JBl7FqMcopaT1MSiHY1EoShBSKuBq0xI5JCuZYyEQJaSYI3wcD1h1DdZq2ZrNCYwCRgPRKZxjzPRQgjBq+iBAqnUrAfHtjzPDpd79iaoimSM2D8qFhaTulbgVuVZSIwTqEsWBWMj9iQZA4nuo1bbZyi6u4R47FeZ8+P4v/uIvcOqppyLP8+D/ev311+OMM87AO9/5zi1+vjvuuAM77rgjut0uDj74YJx//vlYsWLF0G3bEdsW2zLOOussnH766WF+zZo12GmnnYJrBKAvmwjDXjYuafz8NuaTpB530LWN2g6mHoczZgbjh7qNWAQfWOfRacRQdKj+qptJfEQTzXgJ15ifyT5hBDi0qz4/2ri+JerfPbfrBs/RqKexujNSm78zrcccNa9/Px0WY9Gc1/vv5s+I7cknn4xvfvObuPHGG/H4xz8+LF++fDn6/T5WrVpVUy1WrlyJ5cuXDz1Wp9NBp9MZsqbGAiq3j7AOkeFUKRex/36VXlYCVptF20zkulMPQi4jP3M1hnSk1aq/tze4A/mgKK6CvIuRGSQOmzjy7iatvku1wfwqdqIee1Hbwxusasn47YwqFmAH6Xbx0eKqyVJF28KhNBpjoRW6N5gCDJJUopBiYQWLQmSiWBcOH1RxFsCAscz+vm9rMRZApNLVZavg/qTLBtz/ouWBYISaCrLaG7yeUCSmhCEEdyf/TIjBLsHISSAYlcoAICIY6mqk6YlDKmJyIU7CE/BUA50zFJAMT9JfOlRI0TvKkbNkjuqzkIIeWyRUog8LX3MlCb8/VeCCV0U8gZBUuBYdkloco6aPEnIOB4NR6sGBkJG0JaMCpEHZchzvcAV0lViM2LwWczKiv6Vdm0uBPeskva51oEJiu0oykWKBugsUYSCLl/MV1JN5TCze9a534cEHH8Tb3va2UIG72+3izDPPxFlnnbVFz3XggQfiiiuuwJOf/GT8/ve/xwc+8AE861nPwm233YYFCxYMbD+pHN6ixVYEbzytXLmy5na4cuVK7LPPPpPuN7lx1aLF/AEz45RTTsE111yD73//+9hll11q6/fbbz+kaYrrr78exx57LADgN7/5De6++24cfPDBszvZ8GH4geV1VWLyYxGiH3RESoOPu9BltQrZze2Ia8vj5tQ/9X9jJ6iZmgg88EdFAAY3jmMQph7bpyEzflyclWhYnRee5gkUgq+7ZTE6HerTkuMYi0jhiTJx+ViXWmMahtaAgrEtKhasrmIlUGOOTaWnQa6bSkbYPs5QBChhgMYEICgVnjTE7kqpqRQLghS98+5JQN1tyUXL/fapppNNIPNE4prHEBJQgpDAoYBBhwqpTUElJnzdDK1V0WOp9s5ASEnrlQv/TEpl61ihMEoYRJnItXK3YxMqd4tiwVhsN2jNDklrK+dS8kKSQKMT3Kjk/CNW62TYHD1nkZkShbPo2AL90iIxPrWv9v1Qc6T6BJenoFhEU55d9e05JxZEhI985CN43/veh1/96lcYGRnBbrvt9rAYNC960YvC30972tNw4IEHYuedd8ZXv/pVvOlNbxrYfrIR2xYttibssssuWL58Oa6//vpAJNasWYMf//jHOPHEEx/ZxrVosZk46aST8OUvfxlf//rXsWDBguDet2jRIoyMjGDRokV405vehNNPPx1LlizBwoULccopp+Dggw+efUaomSA2nIYYV2GkliqjqkoxqwXcPFGIjd+m+xNcWBab8AY+Q008oO6zOCE0LnZvmgqMKlbCBbXAn4sGthXXj0ZWqCF/DV62OvXx25MGSRsQSghhKFlIRUIMZh9LIiPSBCDXwmMZJYDRkWcCUlNKQT3jULjKNYrIgQxFI+nNEXdtzYCRvGlKz1YNqmpZkK9pAUxKJlC7Xqi2RbRrcIHysRNKMFR1MLVnRDMqebWOXHBL8gTDwai7kqkRClay4MmDP3ZoPmmsBElmMU8kMirR5wRdKrDBpehQgQ2cYbHZiPWcYcz0sZFTdJWAJChRwEr8D6DxFw4FW2RUYIJTjFIfE5yia/Jw7B4nGKUcPbYY1WJ+HSrQh8Vi2oC1rivfV4v6MRNABh09RkYFCpbCgD2XIjOisHRtrlW49VpoKl/2CQysqEiVUhG9F2LSwQAnwsFn4wr1iAl74+PjOOCAA7DXXnvN2Sjp4sWL8aQnPQm//e1vh67vdDpYuHBh7dOixXzEunXr8POf/xw///nPAUjA9s9//nPcfffdICKceuqpOPfcc/HP//zP+MUvfoHjjz8eO+64I1760pc+ou1u0WJz8elPfxqrV6/Gc57zHOywww7hc+WVV4ZtLrzwQrzkJS/Bsccei8MOOwzLly/H1VdfvUXbMe3odcNIDRmhyI/EegUC1d+13bwqMahGDG1NYwVF/4ZlM7ENuO7GJGlj5b/md65vU31iJ6iBOJTQvlhLqVSWOHOUhWlcj3iQlTVQt17Pw6f69NmCTDytKRZ6dcI14aEGMjB/CuNNl+lyYmICJ510EpYuXYrx8XEce+yxWLly5ead1PstxckLACUP01yYcB19utM6ofAxCdY4gBGyLFXuShWJtuR05L7a1xMMQIhmyQRDGswPn7ZWA/i9ShKeKc2QxKSKg0ECrZiNMigUE5xi3PRVdSix0aVI4NDnRFIhsw3HIYgO6VicXh0MLOmxySGHRdcX76MCJRO6Sg46VKCAQZcKODaauEGyQ0HfGQZynUR1YU1SAIyYHEQsU0DS8EZuZD5LlI9pGaxALwMf0v91uKChXMyGLcyJYnHMMcfgiiuuwMKFC6ctUrSlX/4x1q1bh//+7//G6173ulntF/uYNzETecjLfpPBy1STwfsOToV8mp+5mdSY2OCm3mb9NHUupm/l9H1zwTTvqcVmw7Tn2L6zdsr1NDK9b7yzU9SxmAe1HH/2s5/huc99bpj3StvrX/96XHHFFTjjjDOwfv16vOUtb8GqVavwzGc+E9dee+3sa1gAVVEkYNAyGXK/Bp4JU++btvE8JI3+3ezvdhMcEJq+4K75DA7pywXq/WKCi4FtYuSNYwzr/81LkTZiKlJM3ZnGGts/MHSbekzKAlOvCzKaNGpjpPXv2WvGxGDwHm5KZpCHCzypn3+FbreLSy65BJdccsnD25jJ3D4oMqmpMvp9mtNALhATiIZKQTFZqIK0ZwYJIKVg1ouDhmME1YJ50K0pJhLhC4LD88RqxPl7wNF+wy9PFPhLsUIxcyREqtcAOcvZiKTORUIOrOk4WY1MR+p+QqJUJKwpS7nKxOUJhg9eZUOaJQrVvay+xHSsbk4xVabL0047Dd/61rdw1VVXYdGiRTj55JNxzDHHDE2YM2M03vncJBi1bYcrP3H/Z2/Uap/2vRNUKRZ+V6/qBRIAIQbBNQioCIT4ayGFBFp3SIiwBSMH6RNggtsS6zIHA4sSBVtY00efExhi9DjFCJXIOUFGDhtdBmNleUKMPicgADlbdImCYsHsjy1B2xaMkg0yEgUjAes+JXJYdJRwdHR9CkYO2c7BYIz6KNiiRAoicYVKSCrKd6jABmj17XKkSoNrKhezUK1eryeFTGc+mJ4GFSag+vFq3MOZYE6IxaJFi4JhvmjRork4JQDgL//yL3HkkUdi5513xn333Yezzz4b1lq8+tWvnrM2tGjxcOA5z3nOlAYWEeGDH/wgPvjBD85hq1q02LYwOILfAEWTyAXDk4tQ06L2qcdRoEFAGoee8vd+0D3Jh38SvN4Qrw8h0lzV2oi/l7xzWHPgTEYm4vP7Invx+hlaKH6QGz5lbjOeJCJjIc1oo54FoloWntDp6CzVDlYF3YbTzwMSMQw+02UTW7wwJCDs08Oz0SbiGhZAuIwhED6in57kVvvKIu+e5BUMo/UX4j5fpZytXJ0cDDLqo2SDEdOP3JoksDqHFULBQqY1ySycVxcIkASuhFyjlgtYZHCYcAkSYvRUmZjgFAZAj8Vs7utU9iOULOUbAQQXPeezQsHCAOpuJUkGLICck0A0Uj22JVnuScuIyXVwjTWOiTQ1MyExUfwFxPWPgJo7mFc7qjgjBHVCbgdX99Dfkya55tnFF80Jsbj88suH/v1w43/+53/w6le/Gg8++CC22247PPOZz8SPfvQjbLfddnPWhhYtWrRosbViM6zLmjUdGVdxilmgFlcRXHUi9cIXA4sVDqOGsTcUDGbeUh9DUXdXqmIq/DrJzDScSAxTO+Qr12M4YlvFqNXpApnyFKt+nFLbUKrzVclOw1eBFFolm+sUqZZ6lyMFyLtBoV4ozwT3DwTDasANSg9eS6E6D8jGZJkupysMORWxmDIjJkFu+KZ+9yYDbvYPgioXNGSXqq+LulC5LVkwcjZSo0GJRI9TVTTUVcoRjOGQEMCB9GOEsDBQasEGb/z3I+PeKKEgABOuUjIIQM8lYBD6LNMyctwq2YCJArFwHLdbMvkZJRSGgB6nAIC+khchLXJsx6QEqoQDY50zITbEwNfTUKIRZciKr1sQmeJ+DwRCzajWD/Tx5jMxAzyqq8Vtbm7zFi1atGixDWNzjSnU7alaTQh1B6lG3+Npw2BGRCQm2WemX8Ab8pWzlv7HvlhdRTh8VEXsWljtM/xsseejz55cjTs3FZemcxfDsQvndkpqvFuXJbGFuGH9NK9ZfK2hf5uIsMWB9AMjtdFBAx0cYhQ/Epgq0+WmFIb0mDIjZi2PsB85j4awfUeKECsXA4eL/qjrF/W+DVT3ElDywaJI5M5KATq2wbjWxwkhK1OYViTUT2V7AqkbFaNSLHIWfcAThp4Toz8mFABQIAFDCAlDFQuS8G2vghTqO1qqy2uh5yjZwJIoFASZGgI2ujQ6J6HvUpTGIGcLn7yhYLkqEtshblZGA9qtOjHGl94/g8Elv0EqYtIQnurN7OdzQiye/vSnzzhv9q233vowt6ZFixYPKxqP+kBYRiPewTTmvYxbzQ/GOmQziuip4Brb94bUoJhoLMsbsv9E48ez2YJh4QfpwGuvsVdj/TpXX7+qsXk55I3fXDZw/Ux9fiCma0jDB2IsqD7d1sH+BznGZCN7U4zY1naNlYpQ4M1VpAJewahG4JuuUVUJjSogOlYkgHpcRKVQVPNAVQ3br/PLGXV7svl1PeGQIGyxPx15Y09do4JyURmQsYpS6NkKVSpKFhWjAORvJiUbTeewSqWwJDEV/joGg7URLD9w3yZxC5G/H/nOP1Wmy5GRkSn2nBqTZ8TUaxQTiQFoT/DrqbGuxksoXPd6v9FUrZERHFIzw2+vFdpJTGcfa2HJgZ2Pl6gIBOvUsY/RqZQux15ZE6PdqaHuXaKYvRIB9HV5nxNdL2pCwQbMMvWqgvM1WeJzKukARNUAhGB48gIAPZeCWcgLM7DBZShh0OMEJVtRNiCF+IqovXIsiRupvlOzn0bXezreMNm7K9p3JpgTYhFnopmYmMCll16KPfbYI+QU/9GPfoT/9//+H972trfNRXNatGjRokWLTUNseE67bTz1bk6THbIaRQ/uO6jcebyxZRG7RdVPJZ9GviVGyPTizTMJ5K4IRaxQDCMU3hWqaV+aIYYMA5p2kxBTmso8rObifYLrk7atgMR6lHr+koEChBKR4ch1ctEMfrdoZIOCV3i4QS44coPievG3gfs4fxBnunzBC14w68KQHpPWMOLmlIfMVxclNl5lnjBsFFxcbyKKy74v1UlH1aeru+zJshjTBl6R8ApFdY6KgDqIO1IJgwIGBSyIWbM6GSWrQjgkUBoaMwEUSjBKJRAFDBx7ZUMyQDmQHIO8IiLbOPYKRtUGhrhCMUNJAjDBKUoQJlwKB8KEy5CzwYRLUbBB31lYIiQk3ytBiTwoFwY+CB2MQG5qt5HlejuWfs3V4zl0MISH3PvZdP05IRZnn312+PvNb34z3v72t+NDH/rQwDb33HPPXDSnRYsWLVq0mCFo6I/vZIhdaabaSkbQ/eisr6ItU6msHRvJVZVtr0xQ7e+Ztmu4SjGVQgFUSkRz0JKVtHgiM1Ow7lwdUwiFDxx3YBRKKkSxEEJRhIw7HM4XqzlxbAVxTCYiVYi8+MANlaJOKIbGW8wzZhFnutyihSE9mCv3J/i/gSYBmHz/aBoZssykrk2AMQ0O11Q8FN4VClBXJuKg/8aqracgTlUCBwKYUJL8XUbGOMjBwaCEQckGha4rYKTPKZFg1AmKVyH8cpmaYLj7WA5/DCE1kjmqBAV3qx4nolQ4IS8bXSYEgxOUTOi5RIiFpr4lPX8CcQcjAKUGjxfRtYmvg88kpVc3ELDmrQk3NF4QPwuzwJzHWFx11VX42c9+NrD8ta99Lfbff3984QtfmOsmtWjRokWLFsPhGcBsDOdhrjTxIb1C4ckBNQrmUZThSLMd+foMVVByPSf/DFpVIw+1WhXcUCwae7lJDu9HNjfFS6giOghtcBClQhSLSKVQw6zUb2rCt5Fj1LLecKVchNHuKDi+VssC0a2lqF06z0Rgn98fmE0XeFgwVabLh6cwJGOgQ+jioctnAm+8AkoUmkPicazF4Hl9lqd4p1i5KtXA92Sj9IqCkgcf/0AQNyJPNPw0qA9KMJi1/wUiYbTPUiAQDFK3PwqqQd0Nyx/HgFnIQAlCXwlFj1M4SIxFyapcsFFiYdF3iYxvGEbuhJRITIgEsANaT8OrElA3RA1Sd2wkqZcPwHCTq66xZ3KlXMyu4885sRgZGcFNN92E3Xbbrbb8pptu2rQc+y1atGjRosXDgSahmKye0QzVCTlG5T9eq2cRXJ0q16e4sFscyDoT1FQGjm3BOrFwk9qOw5yW6vCeULV6FbNoH1AFjJdgzQLFwfXJkwlxh6LgSiKfOBlv1Z6gUlBFOGIS11SLapbUVF9iHogV02W6vPDCC2GMwbHHHoter4cjjjgCl1566aafkBt/1FygpOP4ki21xGd+k7APYVhPqo+aV+tr9ylaXt1BBIPf9wHfP7xh7YlADisKBPsgaNZMUPKsVe5NBrmPgVDy4Uf/fd2Lqg9S/dIwomV1whH321L3LbRtRUQwHEvQdsGEiTJBoctLjeMwMLDsYzuMkBImVS4YhatIhL+K4Rnmaq56Dw2539G6Wgbm4bdvUsw5sTj11FNx4okn4tZbb8UznvEMAMCPf/xjfOELX8D73ve+uW7OzBAXCGtiBi+bZgaL2WJCU5FNhVWuP+X6Ce5NuV6OMXV3mK4dY0OCbJvo0tTF6f5YTh2AtsZNTz67ZupCfzaZPvCXp6hbNtW6RyXIADQsNHmGEilN/UZqFsTrUqOg2zR9ZhjKxluwWeyuN6RAXr9ZVK+xfrpgbbsJj3mzHc1g7YfKen8f9gyWjUhr27iemal/98Q2TmKH/OAPFMij2nTbATX+3ETL0wesUiWA1FKielJBVd2FEMQdYi1mZ9tWrk6VA4Sfr+Il6q5PTUymVISvFZGKmjvLtC2N4jpYUis0lYoclQtJGf0d2haMN3/OSqkIykVEzmykVFCsWgR3qOpAA4rTVMbYHGK6TJdbujAk+zSzviPoO7KWYIirqScYNfca+JWAL55QK4+BemzEQBtCW2Jj3Rv+plIkogBpBgmhYAsLh5wT9FFWygUIxKSE1kSGvh6DvaJRkRSgHr8Qu2XFZDf+Jj7Ow5/TwSsjlergIC5RJQg9p4HiShr6zoqLljNIjKooThUKV2WaotrUhFsW/yYR6fX3TLC6AUGRY723YbPoXs9rYvHud78bu+66Kz7xiU/g7//+7wEAT3nKU3D55ZfjFa94xVw3p0WLFi1atNh8NI3PGRqhgzZsPcXs1Olk62pDpURQcGvy8RjDFYum21OjbY2RyoEMbxGpqBOLSXZAXQmpfYI7lv/Ug28H2gbWRJ9VOtqQVcu7jnnihkq5iGuFDAx6RO44PPhlZ2NbPXoQF8YbmDa3jaY89cDTZIkMhmwZTuMVCW/gO45VhcrlyWdN6nOi1dmh8Q0GFLkI+V5ThGxNMs0h6WyLyOmuGTweZ7eqkwlVL9gPRlFop+/LuQaC52xFMXFGlyeRohG7ZokrFVgIjYGoHxkVKNggoVJT2DqpmeErmMcDGqrOUf1bRK2m+pdhzOg+DsMjUsfiFa94RUsiWrRo0aLFowhcGdLeCI1HwhsI7jrRqHpFKuLK0TXHi+YZgyETZ3CCjv6LnTBcP2gqFU2SEfZriDbxsUxkpgx+t+FnbRIcB1+zwmd/Ig3ajoJfh3wDuWaljgYbEFeETILffQXu+t9xjIW/Bxx/saEKhVKzbU2wG1Z5u2aT1vvl5M5OU2CK/lWRziEEwteI8NmaojoUfjuZF6M8h4Vjg5Kkb8UWdMm+6JzRlK4+hauBJUYJQqK1Igy5GtWPa6FM5zEUlI8o7Wxt6qJ0tCwB6MRVzIYnQr6fLzITYCakVGpV7xJO5wGq+nsg1p5scMj6wIS6xydX0mhNuZsFqx7u3/AwY9WqVfjc5z6H97znPXjooYcASP2Ke++995FoTosWLVq0aDEEW3CMmmqT+gCh/tjX6ixELYg/gDe0Kr/u+OMYIUVr02h3jeXN4w5r8vAPwWDQBaracbgFPqhSVAqGXz8TxOpOHD9RuTi5qLigq2JUqL7tNkcUtiA4/DNkxWTqnd4foOoixisBQQGotvGkuTq0xiuwZFgC6kXnWJWKQms/MHzNCKptV0aaFiAkhHSakLhMWXIoIUa6gwkupkZbZRp0t6q7Pcn1Yp+xqVIwvGuf1KkYrEnhVJ3wdWF8SFAKCWDvUImSJf2sJxgutBlRJe6o/0fugANt1AdrgFDMd8Xiv/7rv3D44Ydj0aJFuOuuu/DmN78ZS5YswdVXX427774bX/ziF+e6SS1atJgK7E2RGWKWLyHbeME1YwRc0+EfwHrUYw3SRqyCcfW4DNuI0yiHvP+bMRLNs3Ya65uhNnaIMVU24jaaRfea0UAbXP17NWMqhhXIGzP1+KlmjMq4ra/PkkYslBlyMYYNQQ9b/mgHe3eZzfziVBnBoNgYjlUKjowTb1gRmA2cptpk8lWDAbABE8OoQ7R3g+9rfIGFDkrSzFpPGOzzZsieXo3Y1CtSxVZUxMaTn6lITu38EOPIiG9IuIYWDol+CnIykksGCTkkpvpYUzeyQCzXmKimXgQCNCmD2jbAHJn3sWsUIiO0SSiaj00tMKPhpoOKYBjiMCofH9oHQAflwgdEB2VC4hOskoCcLTIq0dOpQ1VUzz9dEhOhyoQqFQk5ODboUK5Gurwvfayfn1qKCUZMWikiGJHbVmh3dUnckNgNcb4iJHqpLFXPZkJCMhJdlinBEKUC6Oi7PzUSaZJovJbv7yYmFTSJWhfdNy9exDEXM8GcKxann3463vCGN+COO+6oZYH6sz/7M9x4441z3ZwWLVq0aNHiYUVTpQhqBUV/N7dF3dWp+XdVfbpyFYkVCb+NjJTywCf+z5+ramZdkZDUtn5ZPa5i2GcYYuIw1ad+3Qb98H2cRFy3wkTL4ixa4e9QwdynmY0yddWUi+HW0zbMKdTDb8gVaN7sqANwvKyxbShOWFMqWHPkRIS7Ycl6AuEgbkuF1m/I2cIQ66g/h8GYHqeQDFCSNckrGN6IJ/h4Be/qVIpBTyVyiFtRyQZdylGyEAyn6wmIppU65r+X/9sM7U/kL2sNzRo1vj6NHyCw+vxZAClEweiSEJcOFSAIsZCpkKHElDDkCQaUXLgauQj9v/lhgLXGCJs6mZwOc65Y/PSnP8VnPvOZgeWPe9zjcP/99891c1q0aNGiRYvhmMWPaUDTwlZDtiITjWDi2EWheXoIeTBa1Zc1k40/BjOjIJ9mUghBqscEiUHiMHy0MTSzoWgQCLahSAxTLqZD08XJRaoiI46x4BDoGmeh8tW7mepZhHxFbW98SdpQB7D6wXMpI7hEQbFIySE3pRpYLsRZ1My7IawoLJqJlPJoxbBnoHGdBrYY1l08idZ1RpVSr1BbkjF90yDaVViHLPGZm4RQiDKRUomcE51ajZOoYi6qFLP+eULIhGTAKGDRoT6KoFTEikXlXgRUioVB9PxG85LwoAr4dpA+6xUTidPg4G5V/+5VYcyERBWxENXCEvRvg4wMDAhdMjDEQiQIyEIbC1luZAol2NYwCvWpqtVvoboqF8IsGgrGTDHnikWn08GaNWsGlt9+++0hF3OLFi1atGgxL8CTzky/Y0Qu5Ieaa/ODA7pNCzZeWqkWtSwztYwzVSYlb6zPRBmozjRs8HJ6hWI61UJiKSb58FRXtRk7wWFENyz3f9cMPQ6js4Y4InNDON82LUdMg8ACqD4fpDaq3XQGwgh4MFSNuv959zNTuTwRAYmRqTWSSsBnNIqD7H2Vbkus2Y9KFKpQ5BGB8C5QnngQGIWPnwhuRz4jlLhCWXIAIygWHSrgmNA1uSgWmr6+Q7nGXBQgMFIqpf1URgMDHBIuVLUj1N0KEvhdgmDhUNbUEhemgFwLn346UUKRAEiJkBAjIQNLQELynVN1Ve5QXiMUHSN1wzNTigtg9Dz4j78//p7JPZTbzEQD6WdngjlXLI466ih88IMfxFe/+lUAIrHdfffdOPPMM0MZ+vkGzgvwJHn8ZwIyU/unx/51w3Bf/phpz7HBdaZcb2bgI7/Ybphy/XR1KvIhvvBNPOimrlMxk+86HR6brJtyfZpNX29jyh+bbeyHiEsH9unrNmF/avjwN+soNOXiZl2GYbUb+tMUEylNva5LMwZjGMYG6mls/o1uVpfJGy/nicZ3bcZQpI1nzgwZC+o2thltxFwsTCZq85lt1AUZFmPRgL80NItQm0cFokJg01jAsnl96F8mVBlU9Qrbkd+zN4qpGgGNIekzTRjVJFUrnFdCmCslg2WUHyAYLTYXd+WpCIB3d6rcoCj+KpPCZ6IauB5Ao9J3RShipWIo0fHxI1VUibZFq47raC4rmWBVLrw7S6lZcgoSpSLODmUMw3hDF5hBOk0lL9uYakHeBYbiaUUaghFKjWUAYOSehFvnCYWR++6n1rgQD0CIY+waipemiC3YItEsSB1TYGOZYZHdiNVuNBANQy4Qj8IrFjAaY6HfDXJXvYqQosQ6GHSoQI8TdFGN/pcwkRpQBpeoQB64Uiw8kSCS78KAttciRYlc+2UOi64RVaRjxJUpMwVYz0HRe8Iah8TIfKL9PiFGqopFqhnkMpKw9EwVi4RKjSsqgwuUUbeocpLOPKBUqEvUbMZU5lyx+L//9/9i3bp12H777bFx40Y8+9nPxhOf+EQsWLAA55133lw3p0WLFi1atJgctWH+6d1CBofEvWEf+fUjSv+IaPSwcdr4oM04i7iyL6PKEiUuRVUcRuBE/jP0+FGzvboCwkwjKvzXHVBEGuerPjzA0yZrT6xGUHQNq2tX/V2Lu4hdzeLrTZXiUbt3k5GLyS7YtgAyADudoq5YNF1kAoGQSSBrRsmvTo2pRuUBJRKqSgASs+CN6uqQrBmSpE5Dpoa6N9ilCJ6M3scGvKEqlWyV6rUeuWMCGZVjJ5oFSox+ibFwbJBSEdyuPLFw2n5xd6pGXci3lxxKDSYvIIHhBVukpoxcuAw6JkfOhMwUcJDga4CRmgJEDpY8MRBiTMS6DYLKkRjJc5UYSVqQavKCEF+kqlCsBNXiK/Qe1p7fiGDMZlBpzhWLRYsW4brrrsNNN92E//zP/8S6deuw77774vDDD5/rprRo0aJFixaTw1vjkyGKvo5HbH3Ng1CUiiQ41Zi6YuFdE+KCeEDD3UljKMLvv9oChlQpYDWNSNpako7LcrVNZZyLnRerGAQfMEogigO0KcRWTFaZe1jo92DWp6peRaxgeDulqVh4RYJRKS+DMRaRcgE1PMMyRgKHEl6pKKOaIJVhNizdZvQlpp5uKyACStdQLBgwyh58f48IRnCBGiDXksHIGIZz6tYEqPFfKRW+j8dKtmwjbkt9TjR4W2pOCIHQGhNwyLUitWNfk8IGdULUBaraBA5ZCRPVi1MlLylKlCCMatxGiiqzVMFG+5hkkwIQ1BDfar9tqdsWSiAmOEWHcuRsq3lTIFcyUwLomAIODGtK0VNIktOCSlhTwqHU6+WQmSrmw18rmTpVOIRseLfA+J7U7zXCVQpKBRBcocx8Dd7O8xwjIyP4+c9/jkMPPRSHHnroXJ6+RYsWLVq0mAW8qTDkl3iyEe6GYRXckDRYOPbHrlyh4vPVT8B+xFCXeUOedd7BDxJXnuMhUJQpGBOk1sKgeVCpDgNaRMx0BlAnFTVFgpsKRXOfyQ/bPCU1rn9MksJ6qg++hpgKJR+xT/kQm3coBnjHtkYqgIhIEMg5mXpXKHhXKO2nzVHvmmKhsRWOIsNXYyzIwanbUhzQHC44+2NSiLHwLk4WHFK25s5q7QmjrlD1VK6OqXbfCQBzRTaMnsMrFoZ8GlrGBq9UeDcmtkEF8WpE3EGIqpS5BSxSKqQKOEr0OEGHckxwglHTD9M+i2tUzgaZKVBCXKKYHAyVABVgOBidJqZAiRLW16wwLigpQKVkeHj3JEPVMxMQP6See/jnyWlK2ln0/zklFmmaYsWKFSjLcvqNW7RoMT9QykgJgKlHbxVNf2Wy9X3Sho+/afyCl5g+xqIZM2QbMRQp18/RrNybDtF1p/ML3ZTwguY+eaMd07erHj8xrI5FE806ID740COZJuYLwMCPCGm6HnLbmHUVfnAlpoG81TwZapYLB6MqxFaY+t82CjCOP5VxTSGLDagiEwwKlbUTdcUQMoFAJjy5mA18bEUgMI3vWikU8QWK3Jtq2w0qFZNdsvB9CZrdyh9FXboiQmA8WYC6NTVsJBCDotoWobJ5RDKGYthiRihKRkOux6MeRICLFIugVPiq7FTflhClKPXLq9U+DqhSjOqqRBXwXCeY3vgnVQuAqo5Frsa/f5d6IsFAICtVcTo/Zf0/Jqxci+ax4JBhqoRBBwVyaMYpGCQoUaCK0ZD9q1+RQtPiistTgY0uU0KRoatKRZdy9FTB2MAZOqbABCfITIE+G1hTogSLHxI5MJUwVCBHAUsFelwgNSUKiDojhfyaygXr30MyoU2F2hgHzcoVas5jLN773vfWKm63aNGiRYsW8xOMEMDt5zH4J4BJh8HrCXSqoO0qi1E1Au9H4+unqB+wUgGquIt4OSAjsQjbzAx1TaCuQvgzDGoTw1SJwfb4fYddsuYocuyiRdEV8C5PFO08maBSP+5kitBMUL/f09P6Rx+YWepYeMbn2HPtIRtXEzaxhFQRulrSAqoPLHnjnxu90RvvgLg4MepZnoDBpB/MzdrYPvao/tz4HuJ7PaMiJ74id5x5yhBHGakS+AJ7hqr9vRrig8ktxIUrJVEsUpTY4DpIqcCES9ExOXqcIKMCfVVH+vDnMqqA+EQMJXIwDJXosdO4DVOr5SHtrZMtVikpRCp5WakmIVIg0+Hq+MGUWQwqzXmMxac+9Sn89re/xY477oidd94ZY2NjtfW33nrrXDepRYsWLVq0mDkalYeDa4gMa1fGlNFsUF6paMRY+ABjD4mrGNQZZNS1yoQWByM79Rn3U+9LXjWV4CJ3KG+cezXBuxp51cGfb5jlGBfUqy+vpj6GYjpQ4+8qFkT+8UqHaRzPVxOP9+bG6HMV5j141lh0iAQpNagIYVDXG1hxEMg2JliEGAtrAZbK5KQEg5rsImKIAwpSdLjaKgyqtrHh71jifnxa5TIiC17NQ3QMp+tj8hGTcBcd1+izWhWTrIxwya1EKP3Hu1uxRRYFcRewSFHIlIvQ5xioVA113fJGf8+lSG2JHqdYYCSbVUcVjYwKTHAa3K0svJuVvFtKyJOaM8FSiQmd72ncSUUoKrIVFExPqmp+bKjIRaTOhb4fZViYKiSpiTknFkcffTSGVnFs0aJFixYt5jsm+4FtKhYUjb434iqaWYriwza9bTwlqHkmAJF7lBrWIcB2WJt9IPSQY0d+Jxz92zyMJx5T2hezMD6ax48vHwPBa901OU7TcEVdmWFujkjXm1cjHJPILLURWwwaWdsMyIgrFKBTqjpow+AcuDSRC1S1TNOxktyn2C3Nh277pAUh2FqJgoOpEwzW5VwZ/iWE5ceEgwAUsLV7LyTDhGMDUnjPsUEBIfAl+2OZylDXaQGLDAUKNsioTu4DaffZqILqkSChKntVny0SDUYfNxNY77pIqMQEZ1L9W9PmlnpEIUAGTIxc40h6bGFJiIVRggGIexhH11KuVUWqJCdFRLI9ofZpxWvkoprOFHNOLM4555y5PuXmg6e4qjPwO7N26juypuhOuf7+YtH0J5kGZjYOcpNg7TTHGKNm1v5BTFdvo5mDf7b7A8DqcupaGUU+dQ0EAGi4pdfAU6x7tGNGPvaNX33T8Om30wx99Fw9pmLCDYmxaPTFrBlT0awP0TjnsErCvUazJsuEUx2jjmG9quTmfP28zbHp5nzzWg2rFTPB9df4hMsa8/XrV7jGMcrBa9F81LfZOhYx4tG7qTYDoqE/RAQiSo0ajGNu7CsGVckGJRkYzb0/bPzdQTM8NapkT/s11FzzCkEJb8xzJbYMMd79JYjbvCUHCad0axpyGv+r7ONLZITZhBHmko3Ms0HpDUSm2qdyCRG1Ij5rrFzURnO3JajrU4ixmAyxCtSUooDoWYD2MV8pnitjnOuxEKK0yfYlVYTCPx9eZSBCGNV3iIx5Yq19URn8ZdiOlLYQCn3r9lnquedKVgpY6VMsqoXUkrEVkSE5HkMIjScrntbGKgpB096Ca4X9DBz6LoG1Dj0lGD1OYcDocxLcrgIRkpcL+vrO9+/+fiAU1bTkiog5vX7MBOdIrzXV1IoaoY6mnnDMpu/PWYzF+vXrceKJJ+Jxj3sctttuO7zqVa/CH//4x7k6fYsWLVq0aLGZiAaZdBS7NmKrUb7cMKiCYQUEw2PYmLo3lsJoI5vaaGP1ocZnE74FR8a5FtsLHx7+aRa525J2dnCDmmQ5Ddmmln3KEwZPLjyRwCSkollmOFwYDBpa8bptDUGh0AtQm1dMduMaf5MmICBTKRchnqHmvqTGvN4/v6yoxVeIoQ/UM0UZTe3qU70CHAhFqcqHJ5yBLMCgz4kSjAQOhB4ncBAFw0VGum8bEGec8vQ/vmzSW51KbF49KVGlwbUkBMKSxGtYVAX9cq+cIFYf5Pt7MiQKBaOnCU56nOh1EgJUsB1QdyrFAo3+HpEM9Q8bUqtwRpgzYvG+970Pf/d3f4eXvOQl+PM//3N897vfxVve8pa5On2LFi1atGgxN1ALmPRjqHKHGmaEVYZ+5Qsej8K7MPJefbwBXfmOVy4gzWM7eBeheIRfFLUS+mGgYEYBoACjAKPUjwv7TV4pezL4Ctu17zqL/Yd9HyFD0O8gRlMJgxwWBRsUbFGwRc4JcpfoMhN85zkYV9W0RiZqH968Bm/1aBAJvR4DI9hDyUWkVADBBUoyQJGmbJWAjYosVO5NpXdPYhtIgKgMFj5DlAGEUPjgZR9cTZLqtYo9EIPcH7vQZ6rPFsxAjvrof48TWe4VA1WLm6TeX6GK8MvFqPqp9C2fOapUwhFXBCdU8RFxKlugUrnj57tQItNXItHX69PnBI4Ncn+9nEHhKtUuViwQTYfGFkW3frZK3Zy5Ql1zzTW4/PLL8fKXvxwAcPzxx+Oggw5CURRIkjn3yGrRokWLFi0eNvjKtj6mwng3qIaVWlMgYoM3BK2KX3UzuxEzQpJJCXAFhjlF+b0cGEaNOJlXPxPv6QINoOZGOlcMpq2dqfOVt8vr39UfY9MRSEUgX1WQrZAKIRK5GllFMFLVuEI1cjsgv3gjK2rnlnP4ehSAwz9hvmZ4krrV6d9+eymO50KRvJIJmXEonYG1JUolGr6/lzoFa4oBhioUUrOCApFwSiSc1pWI3Y1MTQWo1BATjP1cjfOe84QihXc3IhJiQeDgblWiiv2optGlQZUwt4r3qfqdJx/+uY9VGSCKFwnZoExtsKFyBaNAuEpVVQq2KEHInUHplEizgWO5zr7/x0HccfzEMELBNHsX2DlTLP7nf/6nVhBvv/32Q5qmuO++++aqCS1atGjRosUsMFmwwdS7+I3Iz5Of56BikK70RMIrEHGQqozE1114vHExHWIDxsMB4TglCIX/MFDE6gW8yiFG4qQqA3Nwq4i3dRh0mWp+mipIrIZM+eG6USbfQwkFTPW3fppKT8km+JgHA6s5UtsiwibQqsYupJH4Qhx06rT2gxq4hZMK2aJAVRmNmka3H92vXJ/ieRPqTlglGqGmi8ZeeBXBuxj50f2eukJ59yLvVuWDrQtVEhxXtSuMEgsA0bR69rz7k4vm4eejLFfe1Sp+zoKyFl9I9s+OGTgOA0HtkX4fB7lX7n9xf6/IdPXR8ZCIFKIqkjdDzJlU4JxDmtaDCJMkaYvltWgx31FZQfXhRwz/IW6+gKzhxnx9+MMXPPLY0Ag+Xj8kYD+leuG4sWmC/r0UPtk8AORUb0eX6u+m0cZ888czH3ItJhrfLW+M5diGuTZdAbz+kLGgNa6e/OHBcrw+n9dTem/MG8HwMwjerv0AbUsYcjuIMWmxtyq2ovqEMcvmPCojREbblUj4Dxn9keeaYmEmy/zUbIse26sNseFT/aHGkfInE4ruAcG2YPnSNESn4PoRlRhEpKKRKtYTipnAE5vh36tSLEo1pGIXqD4n6HNSUy8KNigdoXRD/MxncEEleHtbewAQRc5TNJmhlRnFGjE0xsK7QkFSvkpgtS98V7lESZpUeWhK7acl+6mM5vv6DUWogO1JgMw7TX4QDHx/bCCSziqy4rM0Wc3eZPSYoSo49JhUtaFWK4JJQxV8igR5ykN8RaPmht+3DNO4qk18GZWqUKWmecIlLmJe1aiIBcMEouH7u+MqK1To91w/E6Jr0yQYM8WcKRbMjOc///nYd999w2fDhg048sgja8tatGjRokWLmeLDH/4wiAinnnpqWDYxMYGTTjoJS5cuxfj4OI499lisXLlyE44+LGTYY8BUn/wok7hBxedpukiENLKR28LsW1+db3KloJ75xsdfDCMBVfvqioQcxwd/e2WEa8epfbj6lI2PX14LzG584jZXNQeiTFDhQ5E7SOSKotd1VsOw2yoMyc0wTSO0wjBCLfOyQyiOp4NMocq2uj6F9LOQ++KN8pjHGc3yZDQuw7s4eReohBwck1aiNzUC4oO4K1Wg7lYEQI1xhGxNUkeC1b1KFIuUSlFDxAERFJ0jfn4dV+5LQOXWlENUmVxjP4om0fBJGryb0hAmX5F2T0DiOh/RM8zRskihq4j08PsZFnlPSe89OQu2MGeKxdlnnz2w7Oijj56r07do8ajC+eefj6uvvhq//vWvMTIygkMOOQQf+chH8OQnPzlsMzExgXe+8534yle+gl6vhyOOOAKXXnopli1b9gi2vEWLLYef/vSn+MxnPoOnPe1pteWnnXYavvWtb+Gqq67CokWLcPLJJ+OYY47BTTfdNLsTBL+lIatiV4LaClQGlVcqwBpvMcRYgHclqgdthzSRGIxxmAlqVapRd9GIiYpTNcIXorNq9HmPCYfKpqh7TgwjLTxACIJ7Ew+SlbhNVbunImB1UpF7JUI/OazGVMQKhgSwFmzgnKm7hcz0Ym7LiCOv5Q/UOn7cyfyAd1PkUG5COgTu3ZIkwFrudzPTkgfDF8rTuAwNyrZaqG7MSD2JEZOjZIOUSjgmWJVdPQmo3Je8i5Qc3bGBVcJgwEocGBNaoG4jZ0ixET0ewZjpoaeVsidchpSKWuyFR5NQ+GPHQeYEaOVuhAxQ3sVJ7Hh5OqRN0S3g6g4wqkBunzXK+fTKHGWtGqKCTIpJ7iHPIrX0I0osWrRosWm44YYbcNJJJ+GAAw5AURR4z3vegxe+8IX45S9/GarZbzHjqkWLeYh169bhNa95DT772c/i3HPPDctXr16Nz3/+8/jyl7+M5z3veQCAyy+/HE95ylPwox/9CAcddNDcNDAaua0Gcpu5ZOYfqhFRNDwjYpenpvHHA8ShpjJwRTBc49u7xsgpN9yuhrlf+eM0M2iFtJpopuodrvoMNZWIa+xvft6lOQIDMCYoFuKWVwX1TorQ4cUKjl2gSvh5DXNmIbOFo+CC5A1nIk8yK3JtyaF0hNSU6BUJUirE+KcSfZdgxPRRwiBDgRJCNEpOxK3J1/iDGN7Wx18AIR6jdAYJlXCgoFD4StgJqorYfU7QoRw9tkioRKmKh1fDfGyHRZWtqlJDEhg4rVnhUHACCxcyQPnsV94NUS5p5V5VKTqEjWVapVUOyQm8y9cgia5581H0kDcfOP/sG7kbPB8Vi4cDN954Iz72sY/hlltuwe9//3tcc801eOlLXxrWMzPOPvtsfPazn8WqVatw6KGH4tOf/jR222232Z1osmEmAGYGISJxdclh2FgOFgCLsboYnfYci+2GKdeP0tQ+6ACwgacpXoepj3Fv+ZhpzzHBU3/XYcXQYgzzjW/ivt7iKdeXxfRPyFQvzfmgnl977bW1+SuuuALbb789brnlFhx22GFb1Lgia0E0/LoPzRbRLEbXiLEw0zwPZeMNVg7RYO1menH2h5WzazSrGWPR/Kp5oyMMK17XXNaMkWj25+Z3zVA21g92vrWuXhByXVmPudhY1mNWymaBvCEY+CqTWXmPIE466SS8+MUvxuGHH14jFrfccgvyPMfhhx8elu2+++5YsWIFbr755qF9v9froder3m9r1qzRv4arFTVwsJ8GQEBUGC8O3ObJflLmBXzxPI/BjKsV1YiXN1PRxqSiVBOxXpND/d3D2VhSXyLOTFUfa42NqCJWLGIXqIHUvPXAWH/cGiLPKCYARqdEQ6uWbxNgBqy+DMj4C6fz0Xbes6bWp6uHQvo7hXe/VxNMcIWqXKZIlQ0xeavrbtTVKTUlykKM/YItMlNgTTmClEpsRBoIhjGM3NVT2wI00Gx/bAYhgQtqh1c/cnWB8lNf5bqvwdy5s0ip0GxR0sd8TIiP0xAyUgqRIKk7ITUsbJgacC2eI8SGRCpFnOjWMTV+S31AuqBJ2MNWzZiJMACiVzx+BpR3zNYVas5iLB4OrF+/HnvvvTcuueSSoes/+tGP4uKLL8Zll12GH//4xxgbG8MRRxyBiYmJOW5pixYPL1avXg0AWLJkCYDpjath6PV6WLNmTe3TosV8xFe+8hXceuutOP/88wfW3X///ciyDIsXL64tX7ZsGe6///6hxzv//POxaNGi8Nlpp51kRbBCqPrtnQRDV1G0Nvq7MhIqWy1U6PbrqL7dXIOn+GxyRqdoW58i1oUpIgIwmNGq2baq0nacRateTLCOYVeRG1MMGszx1vOYDD5cICJJVuBjLKJnYoBFwpMxv29zyqGui583JO4+0KnYsC70/UqpkJNbVEZ/4Y1/Z9GhXI18IRwJlaHehSasDWTFP1/QkX8Dn75Z3KYS+JiKokYsDBg9l1ZB3qjcmuIsVlJtG+KyhaqKdp8TJFRiwtUVi55TwuHSQGok+JzgS+/5a+HT2w5kmuJqWrlADTfx/XcfRg4HFAslGLNxhdqqicWLXvQinHvuuXjZy142sI6ZcdFFF+Gv/uqvcPTRR+NpT3savvjFL+K+++7DP/3TP819Y1u0eJjgnMOpp56KQw89FHvttReALWxctWgxj3DPPffgHe94B770pS+h2+1Ov8MMcNZZZ2H16tXhc88998iKWm5Y/0vLdUs5RvzjrD/ecZiG8SPxVBk3YjA4SP1fp9vU10+nej9cGCQD0AJ6kgWt4MHAa258QkE+rgdc52yRa4GyOFaiKmanQeRDfO6lSJrBRk7R4wQFLMrwMbX0nUPhSRvJQHx83zieorF8Pkl2cwF2oliwuocx1wzM2tXQ6xR712gqrVAcMiYUnlQAQGLEPLYk/d+SC4Y0QZ437yqUURGmfWfRoQJ9l6iakFbqAsoQ1F2rORFlWLOIXLIggd88RKmwcJjQY/c4QYISEy5V5SIBs9TDAKS/+roZkrVKXJ8yKtFzCVKU2OA6SKnEBpepgpEgrhjuCRGrVe/JQ+U6JsRnOg+PGSP0bw4eB6wClVevZ+MKtVUTi6lw55134v7776+N2C5atAgHHnhgO2Lb4lGFk046Cbfddhu+8pWvbNZxJjWuWrSYR7jlllvwhz/8Afvuuy+SJEGSJLjhhhtw8cUXI0kSLFu2DP1+H6tWrartt3LlSixfvnzoMTudDhYuXFj7COLhV8zKrqw2j8gBxWRBiQbVPzUlY4hawfpPNY7pDWgK64d9NgWTKhU8O8WifqyqHsewOIlKrZhcq4nX+0w3s/mOwhH8iG00chsbxPH8tgyfhruKwNYR7Ml3qRXIQ1Ox8P286v9CJIDEB1xHrlBesTDqppRSicJZZFRgohRjf2OZIqVCDHclGokqGgRxVzKQGhrh2Ym+gIWQD0slcq2F4RWKCafncBkMWKYEJRYOEy6Fzw7l+7BPi5t7EsIJLOQYiXenourYQbHgFIkqMLFLVP1SNwr0qUtUM+h96K1sKnOeNEfLOV6vU5phimuPrTrGYir4UdlmBpzpRmw/8IEPPOxta9FiS+Hkk0/GN7/5Tdx44414/OMfH5YvX748GFexajGdcdXpDImzMVT9MswEjU2trUcnpI3ApBGb1+ZHbT2Wxw5ENwzGYUw0al/0Td3dcdgxmjDTlBddz/XX5cQM4n2adSqaMUZr3dQj7mPUr80363cAw+I06jeg+YMzMPo9bHip6QKyCaNWDxee//zn4xe/+EVt2Rvf+EbsvvvuOPPMM7HTTjshTVNcf/31OPbYYwEAv/nNb3D33Xfj4IMPnt3J/LA20FAvZrKffMT1wxtQ1dSSQ2JKJFQi1U9CTkZtqVIuTJR+yhOIEgBrsKnRYACHEkQykm/9vtqcYNTPwpeHIQSCovmybpoEMlEf9K+IUSASqJSLQg2wnOsmU0jYGak7m0OKhn2jWqyLtrVSJDhISzUPn22ZXDBXwdtEgHNyvVyzT6JONiIuzqjeOSaaEolSAQAJlQAYiSoVVsfo/TMAFtJROlEAeqW4OvVKCaCecAm6Jsf6IlMSkAYS4Ef3fe2JGKQpbAkIakGp9Sx6nARCYcHYUMqx15cdyRZVZjAAemUKpFD1xLsjVYQmScTVKUsKbPQkpcywXbJWj70WPSVCfadB3KhS3FbEisOlt3AaTx/V0WhOp+i4VdySd4mioFrUXm/+nk5DJJuYE2Jx8cUXz3jbt7/97Q9jS6bGWWedhdNPPz3Mr1mzpnUHaTEvwcw45ZRTcM011+D73/8+dtlll9p6X9l+ixhXLVrMIyxYsCC4/HmMjY1h6dKlYfmb3vQmnH766ViyZAkWLlyIU045BQcffPAmZISi2mRmaDqeV8ZyMLyJa8TBREpGUC0agZkePrBaiIL4URP5vPqaFYbUsIiOMSy96rCv5clLs+K2Vyyq+arOQBzcPExhaaorcqxhhcAqA6pSYgapRazTTI1BmWnSW9lcEblDbbPkIhAKcYEiV/UOWe//aVyg0NmrYHxgkGCIQsHiCkXi4sMaPF0VI+RQRC93UkOiVybIqFClosQGJRTri44a/1kgHhYOPZeAucq25LSuBTNQOJKMUT69rCoRG8uKUBgw1pUdGDA2FBkSsLgxqaJhGCg4AWlHKVnIfd+JYtFz4golKWrFBSqlMpCVDS5DCiFECTmJFUGpcR/xs1U9Md4Vq0kgZqJchONR9S4BotcFR4NIfgMz8+POCbG48MILZ7QdEW0xYuFHZVeuXIkddtghLF+5ciX22WefoftMOmLbosU8w//P3pnHSVHc//up7p7ZXW4QOZZDEPHAAxAV8Ug8SBAVb6P5GuOdxERjgr8YTSJGo2ISNcaESGJi1CQm5jDkUjwwxqiIgq4XeAYV5RZhj9mZ6e6q3x9V3dMzuywLe8yy1PN6NU0f013TUzNb7/pcX/nKV7jvvvv429/+Ru/evWMrXN++famqqqJv377tOLiyWLYvfvSjH+E4DqeeempRDZetZivdnwqviwZSxC5P2gVExtYKV+gBVUqE2nqBNJaLIJ65heKBQjRIF+j6E9Fsrs5Co4NJhVC4xnVBV9IuDEaKpUrTOhcSEEoQmAFHZFuMAqJLg6ujrPuu0v+PBoxJtyfQ49O4SjalxerMOZGwMm13N+N+kTAGbZFYDLWH2WNb+8L2TBy0HblAGYERaYnkR5TMT1xquTDraJAcxwrEFgsJKrJmq9jCHMUcSQWO0haLFFoweIRkTbrZBj9NWgTUG4FR71fiIcmEaZ0a1rgWBcrRfdEE0ghMrQmlyIW6pkTWDO4bjJBoCCtIC0ldUElKKOqCCgTQEEQWCw8HQSBdlKPfYaBchMIIC2VEiqQhTFMhfBrDFJXCpzHUtTAaw1TBYhEFiifETlTcLirEp2NDRCwsIjexJNH2NqV+SJgct0Vcd4qwWL58eWfcpojRo0czZMgQFixYEAuJ2tpaFi1axMUXX9zp7bFY2pM77rgDgCOOOKJo/69//WvOPfdcoB0HVxZLF+eJJ54o2q6srGTOnDmbzRjYetowkkxaHJIuOHHgcMEy4STW0Yx9c2IgikcQicuHwtHiQjigZMGCoUSRpaR05j/y1C6U1i3YAGRykEhTQREPYkTk6V3w0y6110TraHCUrBgcvSfi1xey9W9OC6iidfPOUvE5KimfmnsKrWBHExNJlDSCwrhARWKvGaXW5DFFRg3V1P0yabEQZq0AjyjGQrv6RNeQUveyfKiDmvOBiX/wjcXCNzP+QZoUAQ2Btljowb92RQJFXrraohePlguupHmpB/GZUFsCGgJtsajztcCoN+uGoAIPRTZM4RGJB0EoXURUrE66uDj40iWNJCu1hSVngswzYYWJCXGpdHzyUrt0+cqlgsBYLKQRDZElj1hQ6IrghcrfoL+TrnlNcomOFVLubhmhSiYhmjFKtUTZYizy+TzLly9nzJgxeN62NaO+vp6333473l6+fDk1NTUMGDCAkSNH8rWvfY3rr7+esWPHMnr0aK6++mqqq6uLal20mVZ8TqV5/Evp5eVbPP5xK+pY+Krlasp9vZbrXADs7NW1eHxFuFOLx5vz/y5lS3UsSnPwl9Lfa9jiPbZUF0TJ7f8vhWrFFFy7Da6EQxzA17Qhzb2geKvkxyztFsdY9CyJqUiV1I9ors9kSmIqtlTfpNIp/o6Vxj4A+CW1OjIl5+RL7lGayq+H07TOS2kditJ2lsaGlNLT3XK7S5ElfsSltTTC0v7f3CVL9u3wLiGlNPccRNNjUbCqFhKFYXO0uELGcRUehdiKwrC5MPiWZlBeqHWiRYgbZZRSCmlmeF0kUoQ4KpFhiuLvYlzNF4WjzLrkg08WwksGVUe4SksOJfTAR2esKYgZCXEmKFm6qELgNmhLSUsDn8iNzMel0WSSSsaRFNppnpcZ5EXiQmesisQNTd6LUKI9Azq6F5HFooSk60zh3MKxaIY9Pl9QCDZG4Dk6aDrtBKDAFWE8E5+8tVRaPAehg1DgBzoOIh9olyFdKC8kY4RGY5AiRUg2TMWuU46CULpahEt9h9AR+KEbWyoE0BiYIO1QZ2yqDypwhXaBcoDGIIVr1h4O+SCFUB6hTKGUh0IQSg9HOSZmQsdhpNEuWxUJF65sWGin3tYWmEA5eIQkU+EKgb6vSrFJVsbHpHleQUJg6Odm3LKkQ8rRblVKRH1fFISbIkreVaraS0tStZpOFxaZTIZLL72Ue+65B4A333yTXXfdlUsvvZRhw4Zx5ZVXtvpaixcv5sgjj4y3o/iIc845h7vvvpsrrriChoYGvvCFL7Bx40YOO+ww5s+f324pCi0Wi8Wyg9GMgEgea/5vceQCYk5LDL71bGRBgJReOikqCgNyfZaKphaFce8QRngoI0LjhAQmu0wzjRPmOoKmbhOlKVubJgIQsaCIxuXSDCj1/tLMVSVWDJp/XpvTbZG7d1gU+J0YhDZz7YKAKGlDYtbaCorNU1S/IA6qacaitNnBqCiqvA1Ji4Ue8EYpYSPLhYN2jYoGx1KKWBAIFEGo+3g+MNYG38UVklyg3QGzgacDsI17Uy50UQryoRunPcZ8p/LSAwXZ0EMqQTZMoZSgwdeTPo2BntjKBClSQpENPTwhyAcpHOUQGEtFIF2QnrFYeAhc/FALi3zo4gkVp5vNS5dK4cdpcgPlUCECnR4XSSBdUlG8CcbNEB1DFX0Hw4RAg8KEUmzBoKS2izKiwlgyiawYiJZnjLZhMqnThcVVV13FSy+9xBNPPMExxxwT7586dSrf/e53t0pYHHHEES3O3AohuO6667juuuva1GaLxWKx7HiIZBao0noWsE1/dIuuTxSwLePc/UmiQXFcRRrHzExGs/yKlAiQOLGlQgsVGc9oukVh0s3/vYxml4vvnyw2JxJvt2D9iGZLU0LiKIkys6qoqIhXooYFjrFeRDEWxbaG2KoQ+eOLKB1plHWqUI17c2g3l6aVt0MzmJRKEMposKWt1ypWRPEDj60XwoqOAqJ14fKbI3KJigKSlRKxoHBMliMXabIAq0ItFKLsZAopzSy9yQ4lQ50ZzQ91ITo/0LEJ+VC7SuVD7d7km+2oDwTSMZYFQT50CZUgF3gItHDQFguzDlI6liLQsRS5QLs+6Xu6BNLDxUNJD0xweKhchHIJpItjXKI8dDvj4GyRFBhuLDAiceUaa4SHQOAgzISBTkUrY6EQGstdUYE8HN3Po+9UJEgSYq0Z9U2h3HZhReI72Vo6XVjMmzeP+++/n4MPPlj/aBv23ntv3nnnnc5ujsVisVgszbO5P6jt5BIWxVzEhcAMhb/pBVcePTB3zIykCZ6O082qONYiwMEVgoBEEHcz127SFqWanBdZG6JBS5SxSls/hNFckjCeTS32mNGDwoKlJekCVdqOpt40SUewLYegqsR1k9adwmxtIr4jmrGO36i1XrQGEZnaWkNzblLxdfRO1wRtR/UrnLh+hTmPKMWqHhTLSBTKaNukD5B6QByGpsCcWUeCIjAuUIHUwdtSOrEVMJDG+iG1KMiFWornA23tyAcmriN0cYAgdHFM33JxkNJBKAepXMAF5SClXodSf1e15UIRmOBzP9QuXIF04rocKXRwelqESOVogY7AESKWFpGTWFyBO1G/IjnxEBqBLc06kI6OUzEWzmT8SnKd/GiFERTNurttgU4XFuvWrWPQoEFN9jc0NBQJDYvF0kXQifgBUK7T9NgWKM2dH8jiazgltvPSGIGsavoztakk7sh3is8pjdNIlcQylM6WtobSHOiVTnH9jdIYDIBKUXxOabxIacxFabtLqW2m7kXpNTcFVUXbG/PFzyqbLz5f+E2fxRZKeuzQ6O6ctGQkZvRK/jhr/6CkX3/zQ+RokEM8vjVWCswMPA6Bcs2MvxtfSw+PdHkvR+mUs46QJvhaIVFm0J9oEk2/kxC9naYWi0KLChaWqE6GQsdUYNrjxvcuvEoX1HN0NiiKi+IV7lS4dzIKJdmevHLw0RW7ZZEVxyXASVTz1kuQ+L8vo7UeZIVmoKWkQOfmBWSxr3mptUJtwWOkW5K01sVrkRz5t/TiZvcqVeiPjilSGNUQirKc6RMTE+lmFr5YODoJz6zCbL2e6TduQTKa1devC6UTu0JFgjmQuuZ9ILWbVBDqSDbfiA9fuuZaut5FKI2Ilg4OjrmXEwvXaDCPmQgQKiqYZ6wLQsdDuNEa/b31RGi+zcq8D4zlT3e8Oqn3Jd+rUE1FdLRoK51jnoFpm3TitNNKmb5vrtNEVBf/FGwVnV7u6IADDuBf//pXvB2JiV/+8pc2v77FYrFYuj6bjaWgeDAabSr9onjM1MyLi/+mR4MFp8hSIROpWsPE4LrJuSRdp1wC5SQWF5+mS1655JWXWNx4CdBLaAbsIU4hINu0K24PySU6XogTiYVDiRUhOTEauyclCBFGXBTcswqWEDNL28wzixdp2iILgdyxa4gSheDtZu6d/Nx3KIRjqi4bkVfiFhj37xIPQU3rp7gLL1XxLaJ+UAi+L4hzKBQCLcQcxVcocrcCE6MRnWuWyFUocpMLZeH/2mXOiS1uUCzGIze/5NssFevRfSLrRmR5iYSDYwRQVDU7yvjkmXfoiOixateqvHJ0YcyEMC8kQihYJ0LpECqXMCGiQ2PlkUoUu/8lliLLRLQdTRo4YqsCuTvdYnHjjTcyffp0li5dShAE/PjHP2bp0qU888wz/Oc//+ns5lgsFovFsnmaqbwdWx2aHWiKoultndWmJJAynnktuPAU7AEFl6J44JMYpIeJmVrtEWKuK/TgOMr8IoUT+zwIKNwzYS3YYiVuY8WI/N6jOhlJNwlpUoO6AhSmDoUhOfgPjRtHFHgdZ4My13diH37dWkVUg0IX/AspuIP5yo2tFwWLhEdeGlEkPXJmyYeuXqSHH+qZ6VA6hKFASSe2ViBBSFGcIUclrBg7JKZ/OGYO2ox2i/p/SRcq6lIlg/KSLMbmEoVPPX5ZfCSycJl7Cl0hG6EH5cIEL0fr2JWqRBvG35EitzwjymO3oUi4R9Uz9PcQ1TSJQVF7m/MOUzphcqnLXzLNrTAmmSjTn1PU+3Wwtn5cCSFO8W9JSPE6UNH3QwvpwLy/0FgqpIx+EhK/UUl1qIiL/EUNj77ryNZ/CTrdYnHYYYdRU1NDEATsu+++PPLIIwwaNIiFCxcyadKkzm6OxWKxWCybpXjsVDygajokMpg/1iq2VOhBSkFYlLr8FF6WLBynZyQTgx+SwqRwTlI0xO5HkVUD7YYUGOtFwU2o2CpRuvi4ZrbfNVYP43KkSqwTxoIRBU0HRfcrDjoPosFbYra1tO2FidPkscLgMLaGJNygfNwiN6jYHUo6BeERmtlbaVxCpIOSNHUHKQriZmsm3rsfjhGnjmNGu9FaH47dAil5TEZAxK5K8YG4ekrRkDsSB5EE1qmCC30AYYSogBAXISDEwXEUIQ6uY2b/nYLAKAgOp+h7VSQuEtY/hY5PAvNaFAGOuVfBShGJFt1eZd6PMnEjelEiksbaHREKFo5SV8hYWCV2KyJ3MUGjVORkov1Jsa5cIyQ8QiXIK53Zypd6fyBdZOT6p6LYFFGUajYWE8YVMNHQQiy3U/oBt0xZ6liMGTOGO++8sxy33iZEykOIzTyqVphGg6Bt+q0h2HI18F5u0xz6SVbn+m7xGu81DmzxuNzCm62u2LjFe5TmSd9a1vp9tnjOO5tafh/UtVznAsBpoSSH2nK5ju6F4+oFwC2OCVDNde2SOglBUPyayGc1Pi5bjqnQxY1KblEy0+qWBAWEJXMmWVkcd1BaB6M5SmtGbCn+waVpYEJWlMZUFL+3sOR9OCXvozR+YmPYtKbNGr/4u72q5Lu+LtOzaDuXLX7vItf0e10SPrLjkswK5QgzYxst+njxDG1hiawRsQtCkdXCQSoZiwSpBKEQcYYXJfQQLK7FkJi5jZuGMsHbBXlSOKMQsxHPdJozw6Qwae4tR9dRhcFR9HYdYz2IXivjgaBuf3ROYVCYmC1ODPB0+8wjM88vKuhX5OqhBDl0nYGcETZ+QhTlVMJCofSSlx7ZsGC1yIeF2IrS+IooxkLEFgtjoYgGWaV9YUfDVN0Wrvk1dBzTEZy4/8cCWxS7yySNE8m4gHht+maUilYP3HXfkAkxIUQ06NeCIsDBcZWuSu1KQuXguqFOWuDq75TryFhgRDFGUf8LE8I2NN+JwMS6haYdgbGGRDERUgktYhQ4jiREGvEijcDQnUeZbGwgtaAQirBEWCT7eWRp0c+o+NEr055GBXkgrQruj5E7Yl7puJCc9AiVo9dSkJcuoRT4oe7rQejo/m6euf4iCmOhiywVFLlERa5Q2mLRBV2hamtrW31unz5bHjhaLBaLxdJpJNygYufn0omW0j+8kT+zk7AslMyWxpYMIyKkcAjR7kTCzJwWrBLFrktx5e6kwEj89Y/Oj86KYjEiC8Jm3yqFa0WuGI7JLiUROCqaYTbXj2aTzSAsmseVJQImOWNcuJeZBabg+hFNmiYtLlKK2OISKKc4HkR65FSKvHTJyRQ56ZGVKe0WFXr4Uqf9jFygtLXCCBsp4huK6P+lS/HD2aEQsQuUyb4UJfFwjMkueh6lLlES8IiL0cbCISEsBIWBfGRdCJUb97OozwgcovoswtGDfdeR+EZI+Mol5UoC5ZIyAsNztOCILBrC0daHKLuaJIoLKuxDFMSLj6uDrNH3itY+mKBrhWsEhnAkISEgtVsggJAmJFtpa4cROPqaCcETWVYoTNxG61BhRIS2NgTCQVDo/6FyyKuUWWtLRV66SFOYTyqd5jZOrytF5F+pP4/CF61gpaOZtUxYLlpJp7hC9evXj/79+7dqsVgsFouly5CYqVaJfap0MEXSN1+YGX9RyMefFBeRC4YqDsCO/h8Yl6LI7agQxGruk7BQRKIiqtpdmrq2EKdREBelMR9FcR+RGGgx/iLhopQQEHEAqUrOCke1KwqB50m3jmS2rKjKsjSuU37kmoUbB5Rry0RKr2W09siqVCGuQhr3J+k0yQRVaq3Qgyoza5u0WiRmbzuLJ598khkzZlBdXY0Qgnnz5hUdV0oxa9Yshg4dSlVVFVOnTuWtt94qOmfDhg2cddZZ9OnTh379+nHBBRdQX1+/bQ2KXZ9EsStU5ApYWlgknuUWJOOMksHTEAkGbXUQopBxL6oeHehonthtDgquTwGuXhtB4eOS8kJCHNJuSKBcPLM/ysCkrRCucaUqtlggIhconaVPCIWvXFyzdoTEV1qsBMYaEqAtFwESR4SESBAhWmqExlKhO1KgMNfUtTcCY5WMrJOxdcRI68B8D3IIAiVil0LfVJsPjKgOpENWegTKIStTxnKh13lTEDAIo9gK8/thXKEoEdFJK51IbEcWi3jdSjrFYvHvf/87/v+7777LlVdeybnnnhtngVq4cCH33HMPs2fP7ozmWCwWi8XSepIWi6SoaG7sHc0EKlEQFM0sSRER/98McHSAtErUsCiOxYCCqHDRxfVc456RFBaKaKAeiQonjlNo8haVLkCHGWubltDcVKVEv78oq6NJihm3UUIsTgpxFIXgU4hqYpjXqMiDUr9XTJuFUIWsVsZikVPGIqE8Gs06I9PkpUdjmNaWizCFLwsB235oYizMIkMHFTpmMCUKrk+bWzqJhoYGxo8fz/nnn88pp5zS5PgPfvADbr/9du655x5Gjx7N1VdfzbRp01i6dCmVlToV9VlnncWqVat49NFH8X2f8847jy984Qvcd999W98g4wqFME72RRYLTbOPJ3JzkxQsWyQtFtotKTBrPy4s10yAv3JQQuArLQJ8IxwCIygC5VLhBfjKJe0G+Lh4TqjFgSPJ48XiIWm5U6KQUCASOIHSYiSvPBzHCIxoLST5yHKhdP/1lTKiQHcgiTTZ0iShsfr5xrqXVw6OsYbo/ZFVRNfa8M179k37MlILibwRFFFslq+0Zc5XHo0yTSgdGsNUYi3IhZ7JCuUaUWesdBgrUpErFMVxRTJaq8J6Ky0WnSIsPvnJT8b/v+6667j11lv57Gc/G+874YQT2HffffnFL37BOeec0xlNslgsFoulZZLxFFDwJzcosw+igalAKJM1yfzxVk7zosJVMh7sRwLDFXp2VagoKLQ44LRwu5b/yhe8GZoGikfiIvkWC+GizV9XiMhCsrn7iaIIo1JLRmGM3horiIiFCYo4aLwQW1G8aAtFtLjkpQnaTsRVxIXVmgSuiuJBVdGi4nUT95AOYvr06UyfPr3ZY0opbrvtNr7zne9w4oknAnDvvfcyePBg5s2bx5lnnsmyZcuYP38+zz//PAcccAAAP/nJTzj22GO5+eabqa6u3roGRcLCdWJfe4AmaZcMhUEphexDRAXuCrFGUW2FQOkMZ750iwSGb2IIAjOgVxg3JTCDfkleeUZAeKSdkLzySLt6nTLHXSMShNDxbRKBb1In6/u7gCBAWzPyeFowoEVJTnl40drVa1co8mjrg286TYCOswiBEIUEfNDXNBYJ3Y7ICqLIGzET1TKK1lGSg5xyCUz8RF55OFIXwczJSEi7NMo0gXIK6zClXaFCLSgiF6hQJT6PpAtgJDCUdgWMYo10h0ssmO9BK+n04O2FCxcyd+7cJvsPOOAALrzwws5ujsVi2RJR0CpAaYG85k4vCW7388U/Mxm/JCDZLw5IrnKLI4dLi8g138TioOfS4O7SYO36sGmhudLg7IqSCObSEPImAeKqmaQAJb/FpUX2SoPOs7I0WLs48Hq937vJLT7IFbuQrmzoW7Rd11j8XsPGkqJ8+aaDPTdfvO2ExesdBkHBFSpZHKxEcMSBj1GWIbNIMysYSpNdRhp3B+kghM605EqJ77gIaXLvO9paEAkLmXAViuwWTmsKUybFhCrEVkjjXhW/RaW0E0YLVREL9pLmBxdJ4dN8G6LvpIiPFJ8XucdgxJaKXVYKcRXa7clXbmyxaAgrtMUiTGsLRqhjLbKhRyB1mtkgNOIiNPEVJpA1coOKBlSFz47CACshOJotPtKJLF++nNWrVzN16tR4X9++fZk8eTILFy7kzDPPZOHChfTr1y8WFQBTp07FcRwWLVrEySef3Oy1c7kcuVwhAUwcF9tMgTwBhYQFIuEyllyMBUjHGKm4dkKUnSiOG5DFVjvfxA4EZh1VmI72RRYLR0BeeriO0oN9R5JVKVyhB/+OkORUygzkPRRakEgK19ZB26YIXmJQX+QKZYRGHtdc28VxJDkTT+RjRAM6c5Rv1hJdc0Wikw4IIIeu5J017cqpFKAK7lem1nYOHYidVanYQpeX2uriCqn7t0wRSJfGMKVdoozFQlsqRCG2ItTPWRj3JwWFPl7i/pS0WJS6BAJdL8YiyYgRI5rNCPXLX/6SESNGdHZzLBaLxWLZMs1N2SddZZp1oyn48xdmzaOCbXpWPS9NgHEUW2EG0to9KvIzd+J4jEJRuuIUtDIhGpJWkCASFLEbVKGgVlx8jEScRTMDiKaWhqQ1ouWlNIZjc9eOYi2iFLvRsygu2Kf/78fr4qraUSrdOOhVFt6rNNaJopnbknVykCWa2e5oi0VLrF69GoDBgwcX7R88eHB8bPXq1QwaNKjouOd5DBgwID6nOWbPnk3fvn3jJR6LicgVSq+T8zXG0NW8taeoorlAhgIlieNbQhPzEgXU+6agW17q2IHY6hR9F4zFSiqRmOE3g3sjAnIyhRAU1kqXmssZS0U+IVri75p2IEwIC2O5KLEu5GQqvpeDvjYCcgmXrihmI0q1nEcLGd/M3+fMNXPKwyEhkMy9k+0NpGPc/LSIiOKJsjJFTqb0schiIR2yxvUpF3qExvUves7R708yA5pITH5En1EsrlVTsRH3/1bS6RaLH/3oR5x66qk89NBDTJ48GYDnnnuOt956i7/85S+d3RyLxWKxWLZIlE8/Vhexi0Bidi+e7ROoUC8SPXMI6D/4CvKOq/2ogzSBG5JywnjgnYqkRDLDk/Gv1nfXcRRIkCLEUw5KgKO0r3YhMDby2fbiInux8FDachIVu4tS3Org78SbS9xfiiiWIlH4y1gXoniJwrMiISaSQec0kRfROQ7SiAs3nmGOZ2wTGaBi9ydjqfDNzK0vXXImC1Qu9IwblJuwVohCRqiQIuuEkCBCUTxbm7BaRG4gnR3M3VlcddVVzJw5M96ura3d/ERvcy5QSUuFNO6AcY0QY7mIPoOonkjo0BCkjcDWMTD5RAavQOlAcaUwrm0mE5I0GZBUccByzqTyzkb7zTqKQ8grz2RQ0uJTYdKyGpeoKLsSkXhR2oLskLAmGGtD3oiArPIIzTogunahSJ3ux64RNp4RIQnXJ4WxXGhh4UuTMhaHrNJxQxmZJhumUEIULBamv2fDFH4YWegcnV5WOQQmlkgIiQoFOpWb+Yaaz0SENO3vkYDQqeoSQlFtlajudGFx7LHH8tZbb/Gzn/2M119/HYAZM2bwpS99yVosLBaLxdJ1UNE/kZgwI6ioonWRDzKJP8x6gCWlQETpZk12llDogYeQJiOMWXtmQOIoZaSDKmpGlPNfKAFCxkHOOsuMiN2novStkXUjWaQusoAUrmVEivFviYqQOSbOIQrgVihtfRGFdJjJiAydPjTZ3uLYjsL+Qgpbit5hwRUqSjWqYyt0XEVU8C6fLIAnE4XwokUmi+Al64cYcRZbJwoWimJ3p+KlycxtGRkyZAgAa9asYejQofH+NWvWMGHChPictWvXFr0uCAI2bNgQv745KioqqKjYcr2siCjuJCnACgINCEEEAhHq/qSkQAXGehTqfhgEWiwEoROnBY4yeUVZvRQCKbTLVNSPIzcqXbNBD8SjzEh+6JIxs/hRQH8Ug5MNU/H/o2v75v956cYuUdKI8SgeA7TAUGjRojDWBSVisZJTXlEa2ACHnEoRGmEcWVqkKra8xPdKZIrKqAotlk3K5KxMk5MeSggcFNkwpZMUGEHhh0ZQm+cZhoLQ1S5/0ggKpb9YEK03199L3aCiAO6QrXIFLEuBvOHDh3PjjTeW49bbhnD00gzp2i0/7I3rq1o8vrhny4Kqb2V2i/d4t35Ai8frclv+0aj0Wq781q+iscXjjeGWC8/1LHXeLiEnW+6Sb9duofgd8OG6fi0e9+q27AGYyrTgb+xv/li3p+THxQma9n8vU/x8GxuKP9ONlcXfh3e94r7rbMO0YGmRvfVOcSxCaZHJ5vpZT6+4yGRfr7i/S6e475bGfpTGeTRH06J7xd+50gJ6q/J9i7bX5JrW+VmTLX6v6zPFMSvZbMn3Ml/8rJzmCuTlVbPbjt9Np2xbwugKoVRBZxDN8CkzOysQoY5BUQE4odB/1ANtXwgDPfvqu6aglSMJlclr7zhUurofCGNxcIXCUTLRBBNjoaIYC4kUpsKwdHCQBE5YsGaIgsUgGshEs7LRW3BMHQxXKDyT7BJjOYBCMdPoegIFxh9cxXU2jGxoLuSjua4iEitVWs5X399HtzerUiaeIh1bKLTFQruHxDO2yiUTaJ/znImt8EO3MINralfI0PiZxwHGkWuIKAo61otqMpsrpEKE5ev/o0ePZsiQISxYsCAWErW1tSxatIiLL74YgClTprBx40aWLFnCpEmTAHj88ceRUsYeIm0hTkoQzWpH/V8JRFj4HghJFGxgXiMgFIShQAaCIHRjy0U2n4oD7SNBoUWi/n1VpnBk7DYVnWP+n5MpcoFex7VMQm3NygU6c1Iu1K5E+dAlH2qxIcBUZzcCNSyI06CZwb9She9SVqUIjVUksnREyQVCc14+EhsyFbtb6Wt6CUEh4grxWZUyLlCFwOyoJktOpnQdDJQRFPq95EKPIIwEhbFUBC4yFcbxXSrUWalEKFCu/oyAIven0liLZMyYUOCEiq0Z9ZRFWGzcuJFf/epXLFu2DIC9996b888/n759+27hlRaLxWKxdBJNyuGaFKklVoomS5EfczRraCwYQrvkhBBbKHypg0NTIjRuN7JoMiuKPxBoSwNKF9KLnJIcTGaXaKCvChmlfBn5kWs3iQihlClop0fVLkbUKweJNGLCWCeUKMTvKiN/zAyqFhyte5xC6SDxUjkBBStHMpA3qrDtqxJLhSyOrYhcZwJjrQijGJJk3QpjvSAKZm2FxaJQhKRzYizq6+t5++234+3ly5dTU1PDgAEDGDlyJF/72te4/vrrGTt2bJxutrq6mpNOOgmAvfbai2OOOYaLLrqIuXPn4vs+l1xyCWeeeebWZ4SCQkdPxFmAAmmyhJVaK2TkYiMgITSkFAhfu0IRGItS4BBIQRiY2Iqw4AYVCQ2BAkfGLm2R5SIITY2TwDXV1XXV9WygXYca/RSNMk020AH9ObPWokIH9Qu0S6IfFguVZMyHb+IdkoIikC45lTLZmFImDsiN16Fy4lTHcZxIqVgpWeelS0ZWmMBsXS2+UWqrRCZM0RikYotFPtSV5f1Ai6Qg1O8hNM9PhqbPBw54EkIBrtJroT8fY/QsrlkRfXaqeE3k1rYVfb/ThcXixYuZNm0aVVVVHHTQQQDceuut3HDDDTzyyCPsv//+nd0ki8VisViaEg0s4/+jB1XRElK0OAEoT+AESsckBAJwkIGuSeG7ilBqceA6OqNMYKoaZ5wUMi3o4fl4IsTbnAVMYeo76IGXJ7QVwZGq5DST9964eUSD7QhHaGHhCUlKBHhCEhDiIZGOwFFG6Ah0fiYVWRNNrQzVOisdRHEhmNc6BcsKBctIwVJRSKGpB1ppHbgdp5PVM85xTIVyyAYmO06g8/j7gUsozcy48etXUs+a64XCjHqrFvNZd3BmqMWLF3PkkUfG21HcwznnnMPdd9/NFVdcQUNDA1/4whfYuHEjhx12GPPnz49rWAD87ne/45JLLuHoo4/GcRxOPfVUbr/99m1rUCi1P1wowXNBSsDVzyH+HqCtFaEofBeiuiDSfAdCgQgESjoQiDg7V2S5aMinC+5OMspiJnCVQMjEviiLVByXocVlLtAWimw+ZSwYxgUqsmSYQXg+MNXYQz30zbuhtmKY/hQnASgRGpE1IcpalZORpSJlXLdSRux6cYB4FHgerfPKuF2pQrtDqQPQtUuXqUUh0/iR61ZYWMfCIvDIuVpQ5EKPIDDCwtfPSQXaQkegXf9EIFApbUVVru7HuJFooGC5SIjpyGmg4Aq1df2+04XF17/+dU444QTuvPNOPE/fPggCLrzwQr72ta/x5JNPdnaTLBaLxWJpBYnp7MQf4SJf/Gh2L7ZWaB9zhEm7if7DL5Am/Syx20eUCcoxvuXNp3gVBQuGMH/4KVgrorMjV6jIAlBaC8PBuFs54KDz+Ttm4OxGAeGYQn04ZsJav0mFQohCbEVznlClz00JkzA3rtGhGx7FXWhXLW1hCTBuMcnMT7LYahEP2hKVtUMZZd3S66hAYWx4SKQDFkq0GFfR1DWkMODqKI444gjzjJtHCMF1113Hddddt9lzBgwYsG3F8JojKarBuD8Rz2DrAakqpOxV2h1QhIDQ7lFOQDwbLqUWGKEUEJiCeIFJO2tSo0aua1Fcki6ZUZxhLDo3slz4QcGCkQlT5H2Tgtj3aAxS+IGpxh64+CYuIUr7HAX5h+ZaQTToj9PfiiJBod2WtDVCx3e4cRrkOMZCFqwWOenFQiKIrCBGaDQGJtNTaLI/JVy2IgtL3rQ3xGTBMlmfglC7+oWBvp+K0inHliFtqROBttRpYWzco4Qq+gxjgR1ZKqJjIdrKsZXe32WxWCRFBeh0aFdccUVR7mWLxdJFCAIws6r4xTEBXmPTXxyvoTj2wK0t3m5MF9dVWO8WX2Pnqvqi7XRpYQx0DvMkdSUxFPmw+J4N/pZjjHqni2OZGtLFr6kqiQ8qrXvhOVsfe+OWeK7WBsXxJ6tL4ycaezW5xqaSOhV1DSV1K+qLYyzckhgYt5kQLjdXsp3X7VTBDhZflLRYSJ1FSUkzWxsWFidQOIHQFgsXHN8EJ5tZQ+U6ICF0QLoS4biEjhYG0tWD89DVWWrS0tVeUFJbJoo/LVGIgDDeKcU1JvRMb7KoXiALqWYLV1G6WrdQeCokEA6ekDq+AxnHeYQiGbcRVfWmKPA73t6Sr4SCpKWisNtYVox/eta4lzSa6sLZ0CuyVsRZn5QTVxjOhSZdaeAipYMf6IFp4LsmcFhbLETo6NnzaHY9iGJjErEBTeIsVJHlYodCKnApERim/ytV/GxCY7lwkjErwgRz6wFuJCykdBCBFgYqNK5vjSmCwI37bSSMI0th0VcRk15ZFkRJXnrNrLWbURg65IKUGYzrGX4HhW/6j68SAiOKe4hES8K6kJWpuE5EmBC2scUjkbkqr7zYrSpQTrE4jrLEmSDzKOg8H+qYEN9YUaI4inzoFbK9mTiR0NeuTyrUljnM8yUsCAow62g7srxFnxHF1gqRsMqC/lyVa74DXdkVqk+fPrz//vvsueeeRftXrFhB795Niz9ZLBaLxVIO4r+lyWxQJTPYsf9x9Me5KF2p0K4kUumqxVKnrJVS/9GP3TscnR0qNO4gjpI4QjQpNGX+3KOUyaKkCjEKkcSIhEWonLi6cbRPKV3rsiACEgJBFAo46gJihWSxjhESUbB2FFshzescVSwsiscgpS1URceiLFC+1Kk7ozSzeVkIiNVWCi8O7o3rfkSWirBQGyROKxvVEFGiqCAepZ9XXMsislIoEo+nUBwvuX9HQcrEWiGkTgkspEzEEqn4uekZcRMgXBJz4QQQhAInhNC4pElzXtJCET/uzdnB4lgZYgGtzMBdSRO7EBaqT/vSQ8oom5QTF+VTKAJjISkq3BfHWOhrKZPSNtrWWaBSBYtF5N4kCwJECwmnUFsl1FaNSKxEQeX5wI2FRaNM4QeRpcLVqZQDT7v7hdqd0UERBA6Bp7NrBaG2UAShY2JXHIRvLD2BTlTghPoZO6H+GCNXqGhOq0nKWbNPOfqzVY7YakHd6cLijDPO4IILLuDmm2/mkEMOAeDpp5/mG9/4Bp/97Gc7uzkWi8VisTSPlLoitRB6MGXWSspCnIVUOKHOnKItFmb2W+hYC6UEyjUDIVeAdAgd/QfbdxTSMUHUSlCbryQbpuiXzuClomnfzTdPj+2ceJCloEhQJKscR8IisnK4wsE1VgolhLFTKByhB+cOCl/oAmGukAl3KxVnbtOCpDSpbDRON3YUVSwlSvdL8+q8TLibKCfO+JQ3M8b5sCAq8sZCEZjMQtEgMgj0QFAaC4UybiD42gUEkwLVCUhYLYgzehXFCIRNrRU7msUidsuKhERRMLsysRYUxESo+1dpfZAonoVQmDTMus+G0gFpLBdSUJ+viFPBxghjuRNGxIrmRKyKRUmUITBQumZMYFziQiNIou9BssBkEH9n3LgiuIpT2ha7QkklTC0NJ878FFkqAlkI3taB35GVTb/WD3WwuZ8UFGHpOhULiiiOwg/cOMYiNBYXGehYIsx3gEC7iAljsXCMRUgEGIsFxZmgEm5ORZMjmO1kgHeodC2MVtLpwuLmm29GCMHnP/95gkC7OKRSKS6++GJuuummzm6OxWKxWCzNUxS8TTyoaroo4toIJTOAOgNLlEvezMhK7dIkpfZ5Ck22qCiffpQaVgjVJEVxhEjcOp75V3rAXqjG3bTydWTl0C5M5rgQcWXvqIqGNPEbkqj2BAWXKJMdS8YuUdEDih5V8QCuaH9SUERuW0XCwvitJ2oMxD7rUeagMIrH0DPMYVwAz2SCCnX2p0K14URqWUVxcbzYKkGTGIvSfTuexSJhqYPiWIvIbSzZ52MrRlKcGZeoROVnaQRGGGphESo9uy6VIN+YIqwo7vU6xbIyi8RxTD80hRkdM+h1HIVEf2+kEghHfx+I4jRi45R2Qyw4Eep1UpQk1znpgdJFG6MaGpHAiF2iopiMKHVuWBAWQRQgHro0hBUE0TrQa993aQjTBIFDo1nnAo8gcMgH+vWRxUIGjhbQJvidQPd30WQNRCI6kQZYBCC8gngo9HFVEBvmI9fJCoylb8tZ+mM6XVik02l+/OMfM3v2bN555x0AxowZQ48ePbbwyvKh8vmiUvZJKjaFzR9I0GNFy495ndO/5fsP37jFe1Sl/BaP12e37GPeINItHq/dwjVWe1t2ZdtSO7KNLbchrN1yrYz0R26LxyvXbTnUMF23+c/VCbb8mXcrgoAo9aUoee9OrpkYi8biv75eQ/EvUr6i+PvQkCqOCXjHK65VMrb/uib3KI27SKbRBAhK6s6IVjiIRgG0EZv84nY1BMV9s8Jtue4LNK3tkim5RmksSMYvPl5X8n1paOb74TcW30Nkip9v6fP3Gor7v5dpckm8XPHzcnP6c1c7Wt+PB5MJVxhVsFSIUOGEhexQTggqypAj9B9xB1ABWmG4AuUIlKNQriI0MRZONBACpBOyMVdJLvToncrSJ5U1mZkSwyAT9AwiMTQqzOMKM4gSOCZouvBWIuuCI4rjHWL3KXNcKO2+JZQiFCaTk9Dvv7nYisI9IncWUZgVNpaT2HUF/Z2NLSwYkWCERah03EQkKAJTmTlyfQqMoAiMoAgDFyVBhVFlbTOINW4gBT/zgluOzuJl9sVWi0SWIwlOnPGo8HnvUJhaKkpFaYxJiO2E6EgICu1CQyzgkgID83mowNGuOaGJPQodMJYCKQX1fhrpCFPfJbKKRQ0o9F3HxLW5Zu245rgnQYDjSl0XLtrvSP29cEwvFSoWGEIURHChan2iSjY6w5o+7hb6tCrUw4jT4kYpaE38RSAdMmGaIHDNWlcd18IiTRg6ZMx2Y5AiDHStijDUAedh4MZefDLQQppAp+ol1GsR6P7vBvp5OnHWM2NJKrXGhdpNM94fiWfMOZHlSW29pa4sdSwAevTowb777luu21ssFovFsgUKw3G9qZpZms7aFtYCFbmJCKWLVaGzQwmhLRZC6OxQCAilBOGQC3VRrQo3IMTBVTJuQiQLTXg4jolvdYiMJqrg8qSSgzL9VuKAbxEJgoJFRgktCEKEjsVQ2pJSXBBP53SiJLaiICoKWauksYKEJsuTSlhOokxVoREYgTTFAxOF0GJhESYzPxmf+LDgQiON+4cyhQgxFotoIEto4lHC5EB3M1aLeFCs4iDleIa+g9PNdjmS79f090LMSfK5RXEWoqT/o8+Ln7teK/Psw4TlQkkdb6RMQLbvu/jCxXWksTrovu4IhetInSrZldqq5+rtlKuTDaQ8PQHieXq/64YIR+G4xurhqNiNL7J2CEcXp3QcFVsLYwuGERR5pbOnBabPRlWzwzh7VHE63EA6cc2JTJAmCLWgCEOH+qCCMDBr36UhqEAGDhk/TWgsFqHv4HseYeCYLHFKWyoCV8dUGFcnaVygpElGELn8iUg4JxMWhDpmwpHGKhG5+6mEMAwVRLEVyhTm3Iqu32nC4vzzz2/VeXfddVcHt8RisVgsllZQlIrGTONFA6woaDWZzz9yOQi1kU+E6KoNrvkDbbI9IRyU1KXphBR6HCz1wMEzlgsF1OYrCJWgyvXp6eVjd5A4oBoQppidzqADodADMVfJovoVcZYdImFhUs7GMRTapSkSIkqhLRWqYBlJZqCKZzcpyK/IZz2yVkSzt6ESsbAIk5aKxKxvJCx07QAze60KcRShLKQZlbGg0DPeKtSCQgROLCSKBrSBGfAGFLZN3REnsliY/0exFk4Td54dL8aiiQtUQmgLpSuwJ93/km5Q+vkXnmFkORISPfCNPr8Q7dITRnVHImuUS8ZPI018kjSV2qO+KwS4jqkcHwuNENcIDFdIUm6A50hSXojnSH3clXGGJVdoq0cUwwGYopHC1IqJLBROwaKnMDEWJiOVcckLo0KNJvNUlCq2ITCuT0EaGThGQLjUBxUo36HBTyN9h4yfQvoO2cBDBQ4530MGLn4gtbCI3LcCHUOEWQtjuUgFmJgKYbJwYTKgFaypUZ/XrlJGPCTqjuj+HWWKUvFnGlVZby2dJizuvvtudtllFyZOnNhinmaLxWKxWLoMyT9XJZYKkgOrhDtI0oIRBUGC/sOulAlmVaAcPUwPQz2sd4zlwjGpbbPGcgGCCjdAh7WGRWlmC25+kRVBu0E5Ss/AukrFBceSQbFFLlEmOLt4WrJgeYiu78QyotidLoqdCEvcn3yTejM0WXJklLkJ4joTQZSRRxYCZ6NsWVKKokxPYWSZiJYwYaGIUmoaQUE0Q140wNWDpiaB2kY4FAKRif9PFKS8I2aFiijVFUWCQsXWHqGM91SpFS9Z0VkKRODo70Lg4Jgq3Co0lotYYAj80AVf9+VIaIYJB76o73uuvmnKlThCknJDUk4YC4p0tO2GpJ0w7sKeI3GdyIoh4+9TlJq5KEuaIk6EEGUgC0rTzYZSZ4sKo/oZkWuTQ2OQ0haJII3ytWVC+Xob36HRrLOBh/Id/MA1AkKvlbEUqlhQgAx0kDa+E1sqnEQaZWG2nSAx4ZHo95D4LpjPB6KJElGYPDGuga2l04TFxRdfzO9//3uWL1/Oeeedx+c+9zkGDBjQWbe3WCzbiApDlKnZIErqWLjZpj73pT77qeKyFCin2Offl8VxBB8FxYOWIGwaNTas76ai7QEVDUXb/dONRdt9U8XFGmTJwAh01pAkpbUysmHxdm1JDEZj0DT+py5X/N7qG0vqbeSLrynzxTEXKlcSK5Jr+iy8xtK6FKJku/j8VEPJdl3T0VKqofiviNOoP3cn2HJcSbciYbFQyQFmNOAsqsJdSLUpTHacqNSJCIT28w4EygHpaIuGEg6EOloidPRgLXQlSIH0RByQjNLuTWk3iC0XKRHqWdoor1Lk8lTk4iSQQmf0iQK5oTgiIxIpRW+bQqwECXERVZ4u9nhPFC4zqW2Dogw5pk5BWCIcomw9JgNPlIknNCli40BsIyySgiIOvjaCInJ1IuFyE8+Yx5YKUTSDHs3e6rUqWCviGAuVEByFz3mHIhZTSUGtIp+5RHxFYiAazYKjKHKBKhrwGpHt6xn2aOY98B1UYKxUoUPouGBm3huCdBxfo9MIFybRo8QCkfXNcySeWaecEM/V65Qj8Zww/h64QhpRnZTP0VuOYoGi/m0KTcYVwo17nokFCkIX39FujX7okQulrqcRastD1giLRj8FvkMmSCF8QSafQuQdGn0PfIe8Oe77LvgC6emUsgpACIQvUJ4RFIGjCxCGAsdPuD6ZmjpFMURBVK9F4ZigbmkqcTtmosMJTUbsMPodS7gCdkVXqDlz5nDrrbfywAMPcNddd3HVVVdx3HHHccEFF/DpT38aIbYcUGuxWCwWS6cRTb9CsVtI7HevSma6RWEWNyoOhgnqRiCMeBCBsVboERFSODqdo8DUuCjOmqQzJzlUKZ+UI7XrkgMO0gSyFmpLRC4dQojCYEAU0rqWpn+N32riWDJOIhpcJa0U0rhdRQI9creKaksEJptTaCwRUVGxqFpy80JCCw2ZqD2RrEGhjIDQDUoKi6RlokRQhIAScfXneAAVFAuMwqKaWDGitLNxvMUOhFKySEjH/0eWCK5kny/22U9aiGK3M1/oQa6vB77Kd3ACQei7uhK3b7IrCYkUoEJBJp8mn/fwSypZK/SkUNTddfoBdPYoAV4kwI2I8BxJqLS7YDKFrXnH2qJIIT2ttrAJgsBY4QItLILAZCwLTCXswCULcdrjvKODrvOBhzQxE+S1RULkBY1+JChSiLwg73tm7UJePwvyDtJTCN98/4QywkLXqyAQCJ8WBUW07QQqPi4jQU2h76NMkgIhEtsSpGssF63v+1uRQKrtVFRU8NnPfpZHH32UpUuXsvfee/PlL3+ZUaNGUV9fv+ULWCwWi2WH58MPP+Rzn/scO+20E1VVVey7774sXrw4Pq6UYtasWQwdOpSqqiqmTp3KW2+9tfU3UolFX7jpDHZicOUkB6eBKrgZBOgBgA+OrytzO3m9iLwTLyrnIHMuYc7Dz3nk8x65vEfW92j0UzTk02zKV1Kbr6TOr6AhqCATpMmEabIyRU6mYreMKGg6WlRUWCxGFAdYKzNgUnrA5JuUr8mlMUzpJUiRCdM0BGnq/QoafP3/Bl8vmUCf0+inaMwX1tlcYcnnUuRzHn4uRZDzCHIuQc5D5jxkzkXlXFTWhawDOQeRcxB5gcg5ODmBk3f0M/STC4mlZF80yEqeE6iCtSKOsVCmJklxNqjos96hUIn/xC5QBVGd/B4UiYhkbEqQFBUiXuvvgxF9vpmJ9x3wHULfQfoOYeDim1iDXKC/D/V+mrxv6jv4JqVrYIKnAxMTIXVl7VDqCvJSaaEBxjoXWWHQiRQwljMBBeEb6JS3vm9ifwJjgfN1lqfAVL4OfI+sr92e8oGn08OalLChr9um8roqvMjr2AknL+J1PrnOCYK8Pi/Ma4GhfAfyDvjG5ckXYPq1MH1cxP082p/o64EqCIzk9yAWHuY7YCx3ui5PIjtaLDC6qLAourHjxNkmwnAHS2FosbSRO+64g/32248+ffrQp08fpkyZwkMPPRQfz2azfOUrX2GnnXaiV69enHrqqaxZs6aMLbZY2oePP/6YQw89lFQqxUMPPcTSpUu55ZZb6N+/f3zOD37wA26//Xbmzp3LokWL6NmzJ9OmTSObzbZw5aaokgxQ0baQUgdzR4POoqUkCDg5aI0Gu3mB6xOLCyenB8zkXVTeJci5+DkjKvJmcJ43wiJXxaZ8JXVBBXV+BfVBBQ1BmsYwRdYIgLzyioK2o5oWRRoJTJC1E1saogJ0vsm/n5c6ADUXpsiGWlhkAiMijKioM0u9WRqM0Gj0U2T8tF7yaRpzKRrzabK5NNlcilxWL/msRz6bIsh6hFmPMOsisx4y60LOLFlXC4ucEROxuIgW9OI3sy9fIiYiQeGrZkWGiJZkmlmpwGzvUBTFlihTKK+wTvb7WIjFg1QKg9Um34NigS3yDk4e8PXnK/N6tj7Mu4RGaPi+R+C71OcrCPIeDX6afM4jG3rkcil86ZLNp5DoQbtCkAs8nQ42cMFYHyI3O5nIQIU5RyqB7xtBkTcWtrz+LoU5bSHRa5cwZwrV+Q7ZIEXgm+xNgYv0XcLAQeV1rITI63oUSQHh+y5uFgLfxc1BkHdxcgLpuzg5/SxEXiDyyUkIs/Z1/xa+wM1roeb6RijEokJpS0VCZETHRWj6fyQwkhMi8f8LoppQds0YC4BcLhe7Qj311FMcf/zx/PSnP+WYY47BccqmcSyW7Y7hw4dz0003MXbsWJRS3HPPPZx44om8+OKL7L333nz961/nX//6F3/605/o27cvl1xyCaeccgpPP/10uZtusbSJ73//+4wYMYJf//rX8b7Ro0fH/1dKcdttt/Gd73yHE088EYB7772XwYMHM2/ePM4888zW36yoQF5ittaJBpuSqJaFjCpvO0oHVQLKVbHLk4rinh2zFgKkQjlotx/H3MIFJU3shcSkVdXuQKGrB0ZetHYk0rh05EIPIRRpR4e3uo6MU2oCRVER+n8Fi0WhmJ6DHkM7cQaneBvjtoQZoEHsqpXcH0pRSAlr3EKkTGRyCvTDUJHbkjQPJ1H7QLs7gYj2S0CJogD54qB5kXB9SrhCmSDsgg+5ircLrlCFyumRv7kWhdIMsGTBDWoHc4Uq7fuxsFbGPQwJpv+rUCJCx8RW6IGtSA5s82bbCEDXCD43rwW2mxeERiyGeV2fQUWuSRLyeReZd8n5HmHepd7XAiMTpMk3psiGRqiGHtmsFhq5XEoHV/vR2iNwdW0IhcBD4kduV3mzznm6/+Z0oUbZqIW2bNTWERp1gUby2oqi60pogREKnd1K5h1C14WctmyIrHbvcrL6++BmtctThREY6awgl3dwc5DPa9FMXuDmQKYEIq9/LpQwQjllnpsvcPJGIOf0749rnrNem/OLhIaKLRugYuEHWgQqF0QgEdIxaxBSIlTrx+idJiy+/OUv84c//IERI0Zw/vnn8/vf/56BAwdu+YUt8OSTT/LDH/6QJUuWsGrVKv76179y0kknxcfPPfdc7rnnnqLXTJs2jfnz52/VfVQuj9pMEt+ey2u3fAHRp8XDPVe2XNAtM2TLz+mjER1v9alY33I7G1s8qklvbPl4v2YCSZOkGrf8w+5lW5bWqdotB6BWfrj5zzUIc1t8fUczY8aMou0bbriBO+64g2effZbhw4fzq1/9ivvuu4+jjjoKgF//+tfstddePPvssxx88MFbd7MwcsIElSt+715d02dRtaGkiJso7jelBdqC2uJtf2NxUPSm/k2DomsHVBVt9+tbHJEsZfGPYEWqJOjcadpHwpLX5Hyvxe18bsvFGsOG4tc49cXPojTQOpUv3nZKHq/TTB1MN19yTr74O+KWXMPLFh9PZZo+i/TG4hu5DfomKmy5EGdn8Pe//51p06Zx+umn85///Idhw4bx5S9/mYsuugiA5cuXs3r1aqZOnRq/pm/fvkyePJmFCxc2KyxyuRy5RN+urY2+/8r4mZuc7tGsrRQQhjq7TSARvsRxdVpZJQSuqzPLKKGFhqlWV8gSFQCOnmlUDigPHdQdAK5Amj/wKnAIPInwFEHg4rgSP3RxXUk+pVNp5qVblKsp5QY65aYTFqoVo33JmwgLE0eRDFCV6O+CVIVUtaEsZMVJxkVE15TR/rA4i5MMTWrMRNE6AqEFQ0hiTUFIqOQ2cZGvon3NnaPin6lYeDQnKJIpUQvFDQuuIHpALAsz8KEePLOV7iDdBikxZbFjK138f6UFGIFAOI55zvq5uXktONxcNNDVA1w3pwe4bk5pQZHVg183Zyx4WZDpKMOXgwoBqQjSHiLrks2lUFmXrJ9C+Q51fgUyq9O5hg0pGoI0fkOabJgin0mRD1PkG1P4vbVlLO96+Hlt0fCUIsh65Htoa1kQagGRDz3IaEEhMto10GnQroEiqzM8KV/Q6Ke166JxVwrR71XlXAJXxoLCzWoXJ68RcnmXdKNO1OE2gsw7OsGG7+A2ogVFI9o6kRVaROT0bwmOfk7S06LD8SmsI8GWU2bbPGdfxZYNJ1C4viI0MRcQxV6Yn6hAIjwntljEfT4wv3mtpNOExdy5cxk5ciS77ror//nPf/jPf/7T7HkPPPBAq6/Z0NDA+PHjOf/88znllFOaPeeYY44pmtmqqNhyBWqLZXsiDEP+9Kc/0dDQwJQpU1iyZAm+7xcNrPbcc09GjhzJwoULNyssNj+4sli6Dv/73/+44447mDlzJt/61rd4/vnn+epXv0o6neacc85h9erVAAwePLjodYMHD46PlTJ79myuvfbapgci3yGBHlwpUFLqWfZQgSvNzLbECQQqECjHMZW2QQktHPQIDJ0T3tEDZSVAeGayXhJXLFYueiDuqUJKVTMwVq4glKBcnV4ycJXOSW+CUIXQfuWOUGRJIZQuABbn/o/aEb09VbBaaGOMKAgJY4kgOk4hsFrG8Rp6oK2ktmyoKINTqIUFpkhXkyrYSiSsCwkxoSiyRkQWjSbHtrQdp8mkSGBEgdibExaRkIgHVpG7W9IFbkfCWClUslCgUnqyKTTpAEJXpzkVCsd39XfBd42g0BMZTrwWeI16xtzLmgFxVuHmwW1UuFm9X6Z11iOpHDPAFci0i9fokM+lcDIumVwakXFoyKcRoaDBTyMatCWDjHaZUvXafTBs8GjMpQkyKXJeCj+XAiXwpUI2psjnU6gGHSvh1OsMTm6dSyZI4dXrVLBuRpDxU4hA6Hs2OgSBg9OorRJk9XdAhAJyAulqC0UkIPK+Q2UjNPoOXqNC5fVaROuco59JvDYWi7QWX8rRi5sFmSIWZF5O4fgOXlYWhEVQIjB8hevrz8XJR26AxpLp676vhBYeMjDCOvouGBEpZBe0WHz+859v98xP06dPZ/r06S2eU1FRwZAhQ9r1vhZLV+CVV15hypQpZLNZevXqxV//+lfGjRtHTU0N6XSafv36FZ3f0sAKWhhcWSxdCCklBxxwADfeeCMAEydO5NVXX2Xu3Lmcc84523TNq666ipkzZ8bbtbW1jBgxotgVyszQ4mizg3ADLQ4cgRP9bROmABgOjqsHtMqBMBBg0swijIuUMJYKIZAe+rhrLBgp839PmTWolINyFUHKBVeRT3kIV+GkdIEvLxUihK46LIBc3tOVvR0Zi44m4kIlLBdGLChlXLMwmZhAZ7NCayvM+ajE2rgqYepMiCgFrEkxGmduioJ5k4KixOpQapWIxEKRgIjXqkWB4UT7Q1XsGiUjC0YiSNW49AjfCItAahcQIzBEIPUM7o5G0g1KhmYW2zwXJRFBCAgEAseXsbXHzYY4gasHvIGD1yj1ALhRD3i9jMLNG6FhBtd+Tg+Y3bQJQpbCpEmFMO3iZAT5RpdURpDNpnDrHTK5NG69S12uAqEgE6RAwaZ8JaLeoSFXAQ0emWwFssEjn0oTZLWizylQDS6NvdM49S6ZXAVunUN9vgKvQYsVr16wKVeBkFCfr8Bt0LEbbsbBz3uIRh13QaO26hEKvc9VuI0CP+dQkQGV0xYLcg5eI4i8Q8qs9TMwzyIntNjK6m0tLBTK/DZ4Ob3Pyylcc662+BghkZM4eSexrUw8V0FQ6EXPcji+cWVzhBaFodB9P4qtSAjs1tKpBfLKwRNPPMGgQYPo378/Rx11FNdffz077bRTs+faGVvL9sQee+xBTU0NmzZt4s9//jPnnHPOZi2BrWGzgyuLpQsxdOhQxo0bV7Rvr7324i9/+QtAPJG0Zs0ahg4dGp+zZs0aJkyY0Ow1KyoqmrdmR39Li/L561SVQuqBJ6FedMpHPYh3fIGSCnAwxXu1CNExpHrAbiwVCD24VQ4IM3iQ0pwb6voXKtSxFspFu4a4Qq8dUIEAR7s3CEchXF1kLzTpMYUwLksicofS/tpxFl20qMAICiBRJ0AUVXyJQwxkVOMiESch9X4hMaIiUfU6mSUoslzIYuHQ3DoWDpHlKCkeQN8T4sDSwloVWyrMtZKF70rTyZYGa4uky080U7+juUIlKy7HMUYSFYbaaqErHCJUqAsz5iXCD3DzHm4uxM0r3MYQx/fwMlpweI0SJ++SykicvCCV0e5SXqPCywm8DMi0no0PTf9xfHBT4NYLyLh4dYJMxqOqXtDYmCZVJ2jIVeDVCWobq/BqXfK+Fg/ZQFfJrsunkfUu2XQa2ehC9PHWuzRm04h6QX1WC4m6XAUihLpsJUJCJp8mVS9ozKfwGgS5vIfbAPmch9MgCLIubkYglav7U0anhHUbBGQdvAzaItGgcHIOqYwWEF5G4mSN6DLrSFC4OYGXVYQV4OVAOcpYLBRuWuBmJW7exctqtzM3q5+rl9PuTm5O6v05Y0HKS1zfxfElrq9jLRAKJ5DasucYUe05RfFFImm5aCWdGrzd2RxzzDGccsopjB49mnfeeYdvfetbTJ8+nYULF+K6TeMF7IytZXsinU6z2267ATBp0iSef/55fvzjH3PGGWeQz+fZuHFjkdVizZo1LVrvNje4UqFCRX+xG4uz6jgfNRXfPUosk6m64piJsNIt2S6JsagqKaDXs6kJ1u9VHGPR2LN4O+xR/CNYX/pL15zxtGQy0ikJWxIlhfvSJaE6zcU/lBYL9EpihErjH/QsUuK4X3y+KGkT0OQHX/vOJo6XbLv54ns4uaYXjWIq4ms05sy9yh9fdOihh/LGG28U7XvzzTfZZZddAB3IPWTIEBYsWBALidraWhYtWsTFF1+8dTdLFsiTUlskQuMS5TimIJ2ZrVVKV+4N9OBCuQKZ0jOByoviLYygcJUWBY4REi7gCKRrgrldvUhX6JlKV5+jIuuFo5Apx1g39Cg79PRrfVdvK0fFftlQEBVFlcAgFgfa18kcjLqIERBxRhilLxCLgsTrCrUf0HETZp9j3MKKitOVuC0VWS5U6fHCZxGFOha3h5L9qhBzUeoaFd8rEhmF/bGoCExMRRAWtqU02ztYBktHFMSU6fdEGdEiy0UQxpYv4YeIfKhnwXN67TYGuH4aLxPg5FN4mRDX9/Q675rBtEMqI8lnteCQ6WgmXVvzHF/P0qfqFbmMo4uuNnikaiHTkKJHLdQ1pOm5SdDQmCZdC7UNlbi1gvpMJaLWIeyvLXj5wIXQASUIfZChQ2M+hZIOmXxaC4lsGq8eGrJpKuoUjbkUVXWKxmyKqnrINKboUS/INHr0aICw0cXLmMD1AJyMQKQcvIzSgiGjcLJCi6msq9971k0ICYmXdXCzeu01SrxGR4uICoHbKOPfATen4sXJGQGRM8Ihr3ByUlsw8lIHdee1sIstFXltOXJ8CaKQtUs5Bctd5N4Z17JQW5cRrVsLi2SQ3r777st+++3HmDFjeOKJJzj66KObnG9nbC3bM1JKcrkckyZNIpVKsWDBAk499VQA3njjDd5//32mTJlS5lZaLG3j61//Oocccgg33ngjn/nMZ3juuef4xS9+wS9+8QsAhBB87Wtf4/rrr2fs2LGMHj2aq6++murq6qLkHq3DCAshEjO3yQGW0AMsJ9TF2wJdMs5xQCldXls5OrONEjq4WwdxG6FhLBjCEyihtJUicolytQtSJDJEJCwCvRahESHJAHCBtmYIpa0fAnAU+qYUC2qVWBuXpmLrgCi2DKjCAB4pmlgMCtaAUgsFCdGhCrEVydc2JzQS+yBxb1WwZEQUWTRACwbTvlJBkRQalFTXjmszKFW8L1l1fUdDmQ8qYbHQqcLCODOa/kwETt4Ii7zEyQZ6cJsLdMaibKAHxI0+bq4CNxPg5lJ4mQA3ZwbbjQ5eRhJW6BiB0FfIlM5wpIUFpOoF6VqFV++Q3qQQdR7pTQpZlyJdq6irS9OzFjL1afrUChrq01TVOmTrUqTrHHzPw2nUk1UqFLj1DvmGFJX1WqT0qoeGTJr+dVDXmKZ3PWzKpOlbr+J1baNHql4hMy5uA9Dg4jSAY2KHvAadzcnLKNyMQyoT4jV6eFmJ1+jiNYa4WQ+vMcTLetr60KgTz7hZ7c6k3aEknnkWytHuUG5WaouFERROvmCZ0AHwocm0JWMx4ea1NUJnhpImQYHSFk6TpADXuEIFCSGRrDa/FW6A3VpYlLLrrrsycOBA3n777WaFxWbN4RZLF+Oqq65i+vTpjBw5krq6Ou677z6eeOIJHn74Yfr27csFF1zAzJkzGTBgAH369OHSSy9lypQpW58RymLpYhx44IH89a9/5aqrruK6665j9OjR3HbbbZx11lnxOVdccQUNDQ184QtfYOPGjRx22GHMnz+fysrKFq7cFB1DYAaxjv6/MlWeESFKFQaoOsBRoVwH5UtwBU7K1YLCEyBEIfWsEwkLs+1GwiOyYhjR4IhYfCgjOlQsPjBxGdHaiQM8EVqQ6HuZdamwgGJxQXLwLpp3P4qFhTk/uY4tAYqk9aI0NWw089nE5UnSrBiI26VMQ1XJ2ygSHIVzCvdQzcRkmHNUUmCYgVTk9pEIXC2apd+REEY4o3R8hcD470WCQumMQY7S6Uj9ULtC5UJE3sfNSkTWx8spRE6vnayvZ9uzPm62ErcxwMumcc0g22uUBJU6hkAE2kLn5CVhWpCqD0nVe6TqJal6l3SdJFXnkq6VeLUuFZskbq1HhREcqVqFqvXw6iBb5+HWCgJPp38VCoJA4NYLcvX6HFmfIlWnUPUe6XpZtE7VSVSDXot6D69e4dS7ePUSt0G7OSklcEKFl1GEaePS1IgWAxliAeHmJF6jfl9eI7i50ARsS+MGVVi7WS0iot8Fvc/Rr80qLSSyIHxpArf1WvihCaCPhITUGaLimiM64URc/JFE3YpoDdpiB9py0Up2KGHxwQcf8NFHHxX53baEMrMTgdp8ikXRitSjgd9yUaYw33Ia1zC35aB32djxJtow23I7W3WNLTyu0lSZTY77LR8HYAvniGDL6WZbSikbHVNlnL1au3Ytn//851m1ahV9+/Zlv/324+GHH+ZTn/oUAD/60Y9wHIdTTz2VXC7HtGnT+NnPfrZV92iu/4uS9+w04xojS55d6eMO/RJXKLe4f4desetTmG/a/0u/E2HJL5l0itspt8EVitKvVIkrlCo53tzPhCh5PKK0f5ekilUlbkuqPVyhSkzYKihxhQqaXrQ0rWz0OQfSpJ0t88zt8ccfz/HHH7/Z40IIrrvuOq677rptun6y7+vBqkmVKgDlmpiCEHARTghhgHI88EOQDgoXZYpx4Qj9f4H+vxEQIArCIiE0VMJFKvo/DrErVZHASAaAR0IiIURiYUFh3fwbNs+tdJBeIihiFyQjAlR0PNouil+IhETyHFW4RpQaNkxYF+J1wbKh2xVZi4rbaz6ZguhIbictG7GA0NemSHAkREUkcEITrK2U/gFTChGGXab/dzRx/xchBI3gOCZIG93HAQJjwfBDLUBcByUC8ANkRhDkGpGZFGE2g2yoIGxsQNVXEGYaoC6NbGyAeo+wMYOqE8iGDKouRNb74HqonISUjlUgJ3GEh9gUIHqmEBvzOB9VIDblcddX4GzM465LIz72cdamcDYEOGtcnA0hzloX9yOJ6CkQGxQi1LUfUCAqBc7HCpEWiI0S1jmIjRKxzoFNIWKdB5sCnHUeotbHWZeC2jxiXRpqfcQGfVxscPX5vgOBQmUVAgdVFyI2ppANOcQmicxkEJsUYTaD2AhhNgObSGw3Qq0kbMyi6kNkYx7leMhsGP92yHyo9zX6qPqQMJtF1SvCXCOqHsJcBtUgCP1GVIMg8BtRGUWYzxI2SsJ8jjAbQN5HSVfHhSmdJlv5IQofgjwyL1FhDpVXOCpPYP52tabvC7Udf0Pq6+t5++23AZ0Z5NZbb+XII49kwIABDBgwgGuvvZZTTz2VIUOG8M4773DFFVdQV1fHK6+80irLxAcffGBdoSybZcWKFQwfPrzczegwbP+3bA7b9y07Mrb/W3ZUWtP3t2th8cQTT3DkkUc22X/OOedwxx13cNJJJ/Hiiy+yceNGqqur+fSnP833vve9JvnNN4eUkpUrV9K7d+92T5Vr2X5RSlFXV0d1dXW3rhhv+7+lFNv3LTsytv9bdlS2pu9v18LCYrFYLBaLxWKxdA26r+S2WCwWi8VisVgsnYYVFhaLxWKxWCwWi6XNWGFhsVgsFovFYrFY2owVFhaLxWKxWCwWi6XNWGFhsVgsFovFYrFY2owVFhaLxWKxWCwWi6XNWGFhsVgsFovFYrFY2owVFhaLxWKxWCwWi6XNWGFhsVgsFovFYrFY2owVFhaLxWKxWCwWi6XNWGFhsVgsFovFYrFY2owVFhaLxWKxWCwWi6XNWGFhsVgsFovFYrFY2owVFhaLxWKxWCwWi6XNWGFhsVgsFovFYrFY2owVFhaLxWKxWCwWi6XNWGFhsVgsFovFYrFY2owVFhaLxWKxWCwWi6XNWGFhsVgsFovFYrFY2owVFhaLxWKxWCwWi6XNWGFhsVgsFovFYrFY2owVFhaLxWKxWCwWi6XNWGFhsVgsFovFYrFY2owVFhaLxWKxWCwWi6XNWGFhsVgsFovFYrFY2owVFhaLxWKxWCwWi6XNWGFhsVgsFovFYrFY2owVFhaLxWKxWCzdhI0bN3LAAQcwYcIE9tlnH+68885yN8myAyGUUqrcjeiqSClZuXIlvXv3RghR7uZYughKKerq6qiursZxuq82t/3fUort+5Ydme2l/4dhSC6Xo0ePHjQ0NLDPPvuwePFidtppp1a93vZ/Sylb0/e9TmrTdsnKlSsZMWJEuZth6aKsWLGC4cOHl7sZHYbt/5bNYfu+ZUemq/d/13Xp0aMHALlcDqUUWzOHbPu/ZXO0pu/vEMLi5JNP5oknnuDoo4/mz3/+c6tf17t3b0A/yD59+nRU8yzbGbW1tYwYMSLuH92NOXPmMGfOHIIgAGz/txTo7n0/wv72W5qjs/r/k08+yQ9/+EOWLFnCqlWr+Otf/8pJJ51UdM6cOXP44Q9/yOrVqxk/fjw/+clPOOigg+LjGzdu5JOf/CRvvfUWP/zhDxk4cGCr72/7v6WUren7O4SwuOyyyzj//PO55557tup1kQmwT58+9stlaUJ3NRF/5Stf4Stf+Qq1tbX07dvX9n9LE7pr34+wv/2Wlujo/t/Q0MD48eM5//zzOeWUU5ocv//++5k5cyZz585l8uTJ3HbbbUybNo033niDQYMGAdCvXz9eeukl1qxZwymnnMJpp53G4MGDW3V/2/8tm6M1fb/rOgm2I0cccUS3n2GzWCwWi8Wy/TN9+nSuv/56Tj755GaP33rrrVx00UWcd955jBs3jrlz59KjRw/uuuuuJucOHjyY8ePH89///nez98vlctTW1hYtFsu20uWFxZNPPsmMGTOorq5GCMG8efOanDNnzhxGjRpFZWUlkydP5rnnnuv8hlos3YQ5c+Ywbtw4DjzwwHI3xWKxWCwJ8vk8S5YsYerUqfE+x3GYOnUqCxcuBGDNmjXU1dUBsGnTJp588kn22GOPzV5z9uzZ9O3bN15sfIWlLXR5YRGZBOfMmdPs8cgkeM011/DCCy8wfvx4pk2bxtq1a7f6Xla1WyzaFWrp0qU8//zz5W6KxWKxWBKsX7+eMAybuDUNHjyY1atXA/Dee+9x+OGHM378eA4//HAuvfRS9t13381e86qrrmLTpk3xsmLFig59D5buTZePsZg+fTrTp0/f7PGkSRBg7ty5/Otf/+Kuu+7iyiuv3Kp7zZ49m2uvvXaL5734/sf8/vElnHn4OPYfU71V97BYtmfq173PB4/dQZDZxD4X/KzczbFYOpWGp++k/q3/0uPoK+k9Yly5m2PpJoRhiO/7zR7bZZdd8DyPbDYLQBAE7LLLLgDxPtAB14MHDyabzbLffvvx7LPPFl0neW5zpNPp+P+VlZXssssu5PP5+HVr33qB+lf+gepdzZhPXbT1b9LSpUmlUriu2y7X6vLCoiUik+BVV10V7ys1CW4NV111FTNnzoy3oyj4Uj7653f53prf8ef6r7D/JVsWIhbL9kSUFSoMwybHPli1mj3f+Bk5lSKf+T7pHjZ2ydI1WbFiBWeffTZr167F8zyuvvpqTj/99DZd853H72a/8FVefWUK+1hhYWkjSilWr17Nxo0bN3vO3Llz2XnnnVm+fHn8mrlz55JOp+N9oGNJP/GJTxTt21aklMydO5c1a9awbt06AHJ5j4rRRxCIdLvcw9L16NevH0OGDGlzcoLtWli0ZBJ8/fXX4+2pU6fy0ksv0dDQwPDhw/nTn/7ElClTmlyvoqKCioqKFgdWAOPHjqJirc+UtfezfN3/Y/TOdnBl6T6UZoVKsvveB/DhA4MYJtay9Nl/MO6o/ytTKy2WlvE8j9tuu40JEyawevVqJk2axLHHHkvPnj23+Zob+u4FG17FX/FiO7bUsqMSiYpBgwbRo0ePZgd00bgl+VuslKKqqorq6up4O5fLMWDAgDgrVFsIw5DGxkZGjRoVz2JnG+qobPDI45EeNLrN97B0HZRSZDKZOIRg6NChbbredi0sWstjjz22Vee3NLAC2PkTF5J55ofs6qzitw/+ltHnXNxeTbVYujSO67B8p08w7KM/k3vtX2CFhaWLMnTo0PgP5JAhQxg4cCAbNmxok7AQQyfAhj/Rc8Nr7dRKy45KGIaxqCitiB1Vzk4ipcR1XSoqKhg6dCjLly+nT58+9OzZk7Vr16KUYujQoaRSqXZpG2iXqEhYOALSOUFahYiKim6fcnpHo6qqCoC1a9cyaNCgNrlFdfng7ZYYOHAgruuyZs2aov1r1qxhyJAhHXfjit58PO4sAPb43z1saMh33L0sli5Gxd7HATDyo6dQsnmrnsXSVtozI+CSJUsIw7DN2W76jzkAgOG5t0HKNl3LsmMTxVREFbKTZDIZli5dytKlSwHt1rd06VJWrlwJwIABAxgxYgQrV65k6dKlZDIZxo4d2y6iYnN4qTRSaYER+nbM0x2J+uLm4n1ay3YtLNLpNJMmTWLBggXxPiklCxYsaNbVqbW0Jt1m9acvI8DlQLGMRx59aJvvZbF0NbbU/8cdfAz1qoqd2Anc3qQAAMA4SURBVMgHrz3Vya2z7Ci0V0bADRs28PnPf55f/OIXm71XazMCjt5zAo0qTQ+ybPzw9WbPsVi2huZm/nv37s0BBxzQZBk9uuCCNGjQIPbbbz8mTZrEXnvtRa9evTq0nY7jEAjt5BL4uS2cbdkeaS8rVJcXFvX19dTU1FBTUwPA8uXLqamp4f333wdg5syZ3Hnnndxzzz0sW7aMiy++mIaGhjhL1LbQmnSbou9wVo3QM7f9Xvo5Wd/O3Fq6B1vq/z179GBpDz1zu3bx3zuzaZYdiPYoEpbL5TjppJO48sorOeSQQzZ7r9bm8e/do5J3XD24W/36s82eY7F0V0KhLSIysMLCsnm6vLBYvHgxEydOZOLEiYAWEhMnTmTWrFkAnHHGGdx8883MmjWLCRMmUFNTw/z581tdur4tDDnm/wEwVS7k4Wdszn/LjkN+zDQAdvrw8TK3xLIj0poiYUopzj33XI466ijOPvvsFq+3NXn8P+q9FwDZ919oh3disWw/RMJCtcEV6u6776Zfv35tbsvm3CMt5afLC4sjjjgCpVST5e67747PueSSS3jvvffI5XIsWrSIyZMnt+mera08nBo2ng/7H4QnJP5Tc5BStem+Fsv2wugpJxEqwajgf2xa/b9yN8eyg9GaImFPP/00999/P/PmzWPChAlMmDCBV155pdnrVVRU0KdPn6Jlc8gh+wFQtf7Vdno3Fst2gquFxRcvuYyTTjqpvG2xdFm6vLAoB1tTebj/VF33Ylr+UZ585Z2ObprF0iUYNmwEy7w9AXj3mQfK3BqLpSmHHXYYUsrYlbampqbF6sOtpc+u2g2wuvFNUHYyybID4ZoiesomLrBsHiss2kiPccewrmo0vUUjKx67o9zNsVg6jfXVRwGQeufhMrfEsqNRtoyAwKg99yenPHrTQP0aO5lk2XFwvAoARAvC4tZbb2XfffelZ8+ejBgxgi9/+cvU19c3OW/evHmMHTuWyspKpk2b1sT98G9/+xv7778/lZWV7Lrrrlx77bUEQdC+b8jSIVhh0QytdYUCQAhSh10KwNG1D/Dy++s6uHUWS8fS2v6/86QTANit4QWCxuaz6FgsHUFHZQRsDTv17c3/nF0AWPX6og69l2XHQSlFJh+UZVGttLy5KS0sHDYvLBzH4fbbb+e1117jnnvu4fHHH+eKK64oOieTyXDDDTdw77338vTTT7Nx40bOPPPM+Ph///tfPv/5z3PZZZexdOlSfv7zn3P33Xdzww03bMOTtXQ2O0SBvK1lSwXySul30FnUPn491eEGHnnobvb74jc6oZUWS8fQ2v6/574H8cG8QQxnLW8s+hd7HPHZTmylpbtTX1/P22+/HW9HGQEHDBjAyJEjmTlzJueccw4HHHAABx10ELfddlubMwK2lrW99mSvunfIvLcEOKvD72fp/jT6IeNmlcf6u/S6afRIb3k46KWNxQJQm7FafO1rX4v/P2rUKK6//nq+9KUv8bOf/Sze7/s+P/3pT+N42HvuuYe99tqL5557joMOOohrr72WK6+8knPOOQeAXXfdle9973tcccUVXHPNNdv4Li2dhbVYtAepShonng/AAR/+lg82NJS5QRZLx+O6Dv8bcDgAja/+q8ytsXQ3unJGwGCQjtVIr7UB3JYdB9d1CdAVmdVmCkQ+9thjHH300QwbNozevXtz9tln89FHH5HJZOJzPM8rsojvueee9OvXj2XLlgHw0ksvcd1119GrV694ueiii1i1alXRdSxdE2uxaIY5c+YwZ86cuKx9axh81FfILfkJ+zjvcu/8B/j8/7Wc3tBi6Q6kxx0HT/2FkR/9V1ciduxchaV9iDICtsQll1zCJZdc0kktKtBr1CR4B4ZmXtcB3O1UWMqy41KVcll63bSy3bu1BGbY2JzF4t133+X444/n4osv5oYbbmDAgAE89dRTXHDBBeTz+WarjDdHfX091157LaecckqTY5WVla1uq6U82FFAM2xNVqiYHgNYP+ZUAEa+cRebGttWEt1iaQ9OPvlk+vfvz2mnndYh1x83RVfhHqA2snLp0x1yD4ulqzFy3AEEyqGf2kR2wwflbo6lGyCEoEfaK8uyNRWXQ0ennKUZi8WSJUuQUnLLLbdw8MEHs/vuu7Ny5com5wVBwOLFi+PtN954g40bN7LXXrpGzP77788bb7zBbrvt1mRx7ORVl8d+Qu1I9TGXIxEcIV7goX8/Ue7mWCxcdtll3HvvvR12/T49e/JaVVSFe16H3cdi6UoMGdCf5WI4YAO4LTsWygiLTbWbilI519TUMHDgQHzf5yc/+Qn/+9//+M1vfsPcuXObXCOVSnHppZeyaNEilixZwrnnnsvBBx/MQQcdBMCsWbO49957ufbaa3nttddYtmwZf/jDH/jOd77Tqe/Vsm1YYdGOiIG7sWrwkQBULp5LPrC5ni3l5YgjjqB3794deo/srp8GoL+twm3ZQRBCsLrHHgDULV9S5tZYLJ2IqWXx36efjWOgouU3v/kNt956K9///vfZZ599+N3vfsfs2bObXKJHjx5885vf5P/+7/849NBD6dWrF/fff398fNq0afzzn//kkUce4cADD+Tggw/mRz/6EbvsskunvU3LtmOFRTuz87TLAZge/odHn2++yqvF0hqefPJJZsyYQXV1NUII5s2b1+ScOXPmMGrUKCorK5k8eTLPPfdcp7czqsK9i/8/6tcs7/T7WyzlILuzDuBOrX25zC2xWDoP4VVw923X0vjhayilipZf/vKXfP3rX2flypVkMhnmz5/P2WefjVKKfv36AXDuueeyceNGTjnlFN555x2y2SyPPvooI0eOLLrPtGnTePrpp8lkMmzatIlFixZx0UUXxceVUrb6dxfFCotm2Ko6FiWkRx/Kmt57UyF8Pn7ijlbnh7ZYSmloaGD8+PHMmTOn2eP3338/M2fO5JprruGFF15g/PjxTJs2jbVr127T/XK5HLW1tUVLaxg5YiRLbRVuyw5Gz110tqqd618vc0ssls4jqmXhYeNILc1jhUUzbFPwdoQQ9DryawBMz/6TZ163gX2WbWP69Olcf/31nHzyyc0ev/XWW7nooos477zzGDduHHPnzqVHjx7cdddd23S/2bNn07dv33gZMWJEq1+7bqh2AXTfnr9N97ZYtjeG7alz8A+U6wlqt03MWyzbG15aZ2XykEhbCdvSDFZYdAA9x5/CxvQQdhJ1vPnIneVujqUbks/nWbJkCVOnTo33OY7D1KlTWbhw4TZd86qrrmLTpk3xsmLFila/dqf9dRXuMQ0vEGbrtun+Fsv2xIghg1iuhgKw6vVt+85ZLNsbruviK52e1vezZW6NpStihUVH4HqoyRcD8ImP/siylRvL2x5Lt2P9+vWEYdikGNjgwYNZvXp1vD116lROP/10HnzwQYYPH96i6KioqKBPnz785je/4eCDD+boo49udXvG7XcQHzCINAHLn7PF8izdH8cRrOih02PWvv1smVtjsXQOQggCoTNDhVZYWJrBCosOov9hF5BxejLGWcUzD91X7uZYdlAee+wx1q1bRyaT4YMPPmDKlClbfM22uAKmPJe3++kq3JlX/rnN7bVYticaB+0PQGqVzQxl2XGIalkoP1fmlli6IlZYdBQVvanb+3MA7PPevayptcre0n4MHDgQ13VZs2ZN0f41a9YwZMiQNl17W5MXpMdNB2D4+v82WzzJYulu9Bqj4yyG1r+mK3BbLDsAyqScJcyXtyGWLokVFs3QlqxQSQZPvYwAl8nOMuY/8lA7tc5igXQ6zaRJk1iwYEG8T0rJggULWmWV6AjGTZlOnanCvfaNZ8rSBoulMxm192SyKkVvVU9uzZvlbo7F0jm4OjOUY4WFpRmssGiGNmWFStJ3GGtHHgfAoFd/QX3OZlCwtJ76+vq4oinA8uXLqamp4f333wdg5syZ3Hnnndxzzz0sW7aMiy++mIaGBs4777w23Xdb+3+/3r14tXISAKufn9emNlgs2wPVA/rwhtgVgFVLnypzayyWzsExKWddZVPOWppihUUHM+SY/wfAp9Sz/Ou/nV+8zLL9snjx4riiKWghMXHiRGbNmgXAGWecwc0338ysWbOYMGECNTU1zJ8/v0lAd2fSaKpw91uxYAtnWizbP0II1vTRhfIa/2cDuC07BnHKWeWjlHV7tRRjhUUH41SPZ/VOB+EJiXr2DoLQfgktreOII45oUtlUKcXdd98dn3PJJZfw3nvvkcvlWLRoEZMnT27zfdviCjjqYF2Fe6T/PxpWv93mtlgsXZ2wWlvpeq6vKW9DLJZOIpVKI5XAESD99neHeuKJJxBCsHHjxla/ZtSoUdx2223t3pZt4bvf/S4TJkyIt88999w2Vwlvj2t0FlZYdAIDpl4OwHH+ozxW81aZW2OxtExbXAFHjxzJS56ewX3vvzYbmqX7M2CPQwGozr4DfmOZW2OxdCznnnsuruvyxStvBIprWXzlK19BCMG5555bptZtnu9+97sIIRBC4Hkeo0aN4utf/zr19fUdfu8f//jHRROCLfHuu+8ihIhdoLflGuXGCotOIL3Hp/moajS9RSMrF/wcZbOHWLowbbFYCCFYP1Jnh+r59j/au2kWS5djj933ZK3qh0dI3fLF5W6OxQLA22+/zYsvvsg777zT7tceMWIEf/r7fBobs0iTcjabzXLfffcxcuTIdr9fe7H33nuzatUq3n33Xb7//e/zi1/8gssvv7zZc/P59rPE9O3bl379+pX9Gp2FFRadgeOQPvxSAKY1zOP5d9Zs4QUWS/loa/KC4YecQagEu+TeJLum/f+oWSxdiX49K3jD2wOAtctsALelazB48GBGjx7dIdfef//9GVY9lAceehwVaGHxwAMPMHLkyDgmMCKXy/HVr36VQYMGUVlZyWGHHdbkb8uDDz7I7rvvTlVVFUceeSTvvvtuk3s+9dRTHH744VRVVTFixAi++tWv0tDQsFXt9jyPIUOGMHz4cM444wzOOuss/v73vwMF96Vf/vKXjB49mspKHUeyceNGLrzwQnbeeWf69OnDUUcdxUsvvVR03ZtuuonBgwfTu3dvLrjgArLZ4vICpW5MUkp+8IMfsNtuu1FRUcHIkSO54YYbAOLPbOLEiQghOOKII5q9xpaea+ROtmDBAg444AB69OjBIYccwhtvvLFVz2xbsMKik+h94FnUef0ZJj6i5uF7yt0ci6XD2Gu3XXnRjdyhflfm1lgsHc/GAfsBIFdYi4VlG1EK8g3ttvSucHBlDuE3bvn8bfCi+NxZn+XX9/8dxwiLu+66q9mMhFdccQV/+ctfuOeee3jhhRfYbbfdmDZtGhs2bABgxYoVnHLKKcyYMYOamhouvPBCrrzyyqJrvPPOOxxzzDGceuqpvPzyy9x///089dRTXHLJJdvwoAtUVVUVWSbefvtt/vKXv/DAAw/Erkinn346a9eu5aGHHmLJkiXsv//+HH300XH7//jHP/Ld736XG2+8kcWLFzN06FB+9rOftXjfq666iptuuomrr76apUuXct9998VJV557Tif5eeyxx1i1ahUPPPBAs9fY0nON+Pa3v80tt9zC4sWL8TyP888/f/MNUwraIRjfa/MVuiFz5sxhzpw5hGHYfhdNVeLvfwE8dzNT1tzHO2u/zJhBvdvv+hZLO9HW/i+EYO2IY+C9l+nx1j+AWe3bQIuli+GNPAjW3cmAj1/a8skWS3P4Gbixul0v2dssW+RbKyHdc6uufeb/ncW118/mw/eXk8qlefrpp/nDH/7AE088EZ/T0NDAHXfcwd1338306dpF9s477+TRRx/lV7/6Fd/4xje44447GDNmDLfccgsAe+yxB6+88grf//734+vMnj2bs846i6997WsAjB07lttvv51PfvKT3HHHHbF1YWtYsmQJ9913H0cddVS8L5/Pc++997LzzjsD2kry3HPPsXbtWioqdIrdm2++mXnz5vHnP/+ZL3zhC9x2221ccMEFXHDBBQBcf/31PPbYY02sFhF1dXX8+Mc/5qc//SnnnHMOAGPGjOGwww4DiO+90047bbbYbWuea8QNN9zAJz/5SQCuvPJKjjvuOLLZbPPPTIWw6QO44/Nw6ULw0q17mCVYi0UztFsdixIGfPLL5EQF+zrvsmB+8yrUYik37dH/hxl3qBG5N8mttdmhLN2boeMOIVSCncJ1qNqV5W6OxdLhDB02kuOOPozf/fEB7rrrVxx33HEMHDiw6Jx33nkH3/c59NBD432pVIqDDjqIZcuWAbBs2bIm2QxLi7y+9NJL3H333fTq1Stepk2bhpSS5cuXt7rNr7zyCr169aKqqoqDDjqIKVOm8NOf/jQ+vssuu8QD++i+9fX17LTTTkX3Xr58eRy70pr2J1m2bBm5XI6jjz661e0upTXPNWK//faL/z906FAA1q5d2/yFpZlMdLxtFhVgLRadS8+d2Dj2NAa/+Tt2e/tu1tefycBeFeVulcXS7uw7dgzPO/syWb3MB0/dx5hTrNXC0n3Zc+RQ3lQj2Eu8z4Y3F7LTAaeWu0mW7Y1UD205KOGFF15g9K670j8RuPv6G2/Qs0cPRowYAYBSildffZWdd965aJa7rr6edWvXseuuLcdaSLcSlbBQt8ZanU6n+fwZJ/O178wGJ8WcLbj/tIX6+nq++MUv8tWvfrXJsa0JFt9jjz34+9//jud5VFdXk04XD5579iy22tTX1zN06NAiK0zEtgZSV1VVbdPrtpVUKhX/XwgB6BiPZomERWXfNt3TWiw6mUGf/joSwVHOC/xzwX/K3RyLpUNwHOMOBVS8abNDWbo3lSmX96r2AmDjmwvL3BrLdokQ2h2pZJFelRYdie36nKTXgMHxPlHRi14DBlOfV8WvT/VApaqavW5yWb1mDS+++GK8vPzyy1tsriMERx55FHnfJ+/nmTZtWpNzxowZQzqt3aQifN/n+eefZ9y4cQDstddecVxBxLPPFheb3H///Vm6dCm77bZbk6VUHLREOp1mt912Y9SoUa163f7778/q1avxPK/JfSPrzF577cWiRYtabH+SsWPHUlVVxYIFzReRjdrVkrhrzXPdJlQkLPpt+zWwwqLTEQPHsnbokQD0rvkFWb8d4zgslnagLelmkww9+HQC5TA8+yb+OpsdytK9yeyss+F4q2wAt6XjCIIAKJ6JjrZ934+333jjDd555x02bdoUu/RsjiFDhjBx4sR4SbrPtEi6J8ue+Asv/PdhXNdtcrhnz55cfPHFfOMb32D+/PksXbqUiy66iEwmE8ckfOlLX+Ktt97iG9/4Bm+88Qb33Xdfk3oN3/zmN3nmmWe45JJLqKmp4a233uJvf/tbm4O3t8TUqVOZMmUKJ510Eo888gjvvvsuzzzzDN/+9rdZvFh/zy+77DLuuusufv3rX/Pmm29yzTXX8Nprr232mpWVlXzzm9/kiiuu4N577+Wdd97h2Wef5Ve/+hUAgwYNoqqqivnz57NmzRo2bdrU5Bqtea7bhNR9i6p+234NrLAoCwM/bQrmySf450Ib7GfpWrRXjNHEPceyxNkHgA+essXyLN2bHmMOBmBw/TIIgzK3xrKjs8ceezBhwgT2339/xo8fT69evTZ7ruM4uK5btLQGlaqkT+9e9KtKbfacm266iVNPPZWzzz6b/fffn7fffpuHH36Y/v37A9qV6S9/+Qvz5s1j/PjxzJ07lxtvvLHoGvvttx//+c9/ePPNNzn88MOZOHEis2bNorq6fYPdSxFC8OCDD/KJT3yC8847j913350zzzyT9957L87idMYZZ3D11VdzxRVXMGnSJN577z0uvvjiFq979dVXc/nllzNr1iz22msvzjjjjDjuwfM8br/9dn7+859TXV3NiSee2Ow1tvRct4l2coUSylZr2yy1tbX07duXTZs20adPn/a7sFKs+9Gh7Fz7GnenzuBzV87Fc63G217osH7RxWiP9/nAL2/glA9+wIeVuzPsyvZNhmDpfGzf3zxvrt7EkDv2oI9oJLzw37jD9+/gVlo6m/bs/9lsluXLlxfVTGiOxYsXM2bMmHjAKKXkhRdeKNoHsHz5csIwZLfddmtTu0C74bz44otMnDixRZFRX19Hr9q3CXFwh+6n3bks2y3Z9e+z/K1ljK5bTOWnv110bGv6vh3NlgMh6H3k1wE4If8vHlzyVpkbZLF0DEMnn0agHIZl3yRcb92hLN2XMYP68DzaQrf+RRtXZOkYHMehZ8+e1NXVxfuUUtTW1jYJPu5o0hVVSCVwkciw/SpVW8pE5Aplg7db5p///Cd77LEHY8eO5Ze//GW5mxNTud/JbKwayQBRz5rHfkIQtr0oicXS1Thg3FieF9YdytL9cR3BioGH6403Hy5vYyzbNWEYkslkyGQygK6vkMlkyOV0MbrBgwezbt061q9fT2NjI++//z5SyibpXjualOeSQ7tBBdlMp97b0gFErlBVVlhsliAImDlzJo8//jgvvvgiP/zhD/noo4/K3SyN61E59SoATsv9lQcXv1nmBlks7U/KdfigWmeHSr/xtzK3xmLpWHrto4tV7Vy3FOrXlbk1lu2VTCbD0qVLWbp0KaCrUy9dupSVK3U62gEDBjBixAhWrlzJ0qVLyWQyjB07tklAd0cjhMB3dMp8mbfCYrsnygpVYYXFZnnuuefYe++9GTZsGL169WL69Ok88sgj5W5WTOXEM/i4ahT9RT1rF9xurRaWLkF7ZYWKGDL5FALlMLTxLeQ6WyzP0n05aL99eEWOwkHRuGx+uZtj2U7p3bs3BxxwQJNl9OhCPYpBgwax3377MWnSJPbaa68Wg7M7ktDrAYDIbz7rlGU7IbZY9GvTZbq0sHjyySeZMWMG1dXVCCGYN29ek3PmzJnDqFGjqKysZPLkyUX5kFeuXMmwYcPi7WHDhvHhhx92RtNbh+NS9anIajGPBxe/UeYGWSztX3n+oL13ZxH7ArBq4e/b5ZoWS1dk5E49eLHiIAA2vvTPMrfGYul4REVvAFKyETZXeM2yfSB3gDoWDQ0NjB8/njlz5jR7/P7772fmzJlcc801vPDCC4wfP55p06Ztvlx5F6Rywuls6DGafqKB9dZqYemGVHgu7w/9NADuMusOZene5Hb9FAD9V/4XQn8LZ1t2dDZbBXk7obKqB75ycVCofEO5m2PZVpRCyhBQbbZYeO3SoA5i+vTpTJ8+fbPHb731Vi666CLOO+88AObOncu//vUv7rrrLq688kqqq6uLLBQffvghBx100Gavl8vl4uAo0Om1OhzHpcenvgV/u4jTcvN4aPGlzJjchsqJFksXZNCBpxL8/RaGNL6FWv82YmDbUyJaLF2R3SZ+gvWv92GgrEW99wxi10+Wu0mWLkg6ncZxHFauXMnOO+9MOp1GdJF0rVHV52w2u8WaFkopPg7T9CGDv2kDKTo3zsPSdpRS5HONrPu4EadxA+nebUsC0KWFRUvk83mWLFnCVVddFe9zHIepU6eycOFCAA466CBeffVVPvzwQ/r27ctDDz3E1Vdfvdlrzp49m2uvvbbD215K5fhT2fDobAZk/sdHj/2Y4IA7bF0LS7vwz3/+k8svvxwpJd/85je58MILy9KOQ/bdnYV/35fDeYnVz/6Bocd/pyztsFg6moN33ZmH1AROEU+y8aV/0d8KC0szOI7D6NGjWbVqVRyU3VWQUrJ+/XreffddHGfLY5H62o30krWEzibcPjaIe7sk9Onx7uOMfPsPOEf9X5sutd0Ki/Xr1xOGYVz9MGLw4MG8/vrrgK5geMstt3DkkUcipeSKK65gp5122uw1r7rqKmbOnBlv19bWMmLEiI55A0kclx6f/g7MO59T8n/joee/yoyD9+74+1q6NVFWtH//+9/07duXSZMmcfLJJ7f4HegoqtIu7w3+FIevfQln6TywwsLSTalKu3w46BOw/knEW48APyh3kyxdlHQ6zciRIwmCILYSdAXq6+s57rjjWLx4cauCwv/6n+c5+ZXLdaG8L/wb0p1bT8PSdty1r+HV3IzoO7zN19puhUVrOeGEEzjhhBNadW5FRQUVFRXMmTOHOXPmdOoXvXK/k/no0RvZqeFtPl5wG8GBP7dWC0ubSGZFA+KsaJ/97GfL0p6BB5yC/68fMTjzFmr9W4iBY8vSDsuOQTmtdX33mYb/79n0yyyHDf+DAbt22r0t2xdCCFKpVKenim2JfD7Pe++9RzqdbrEqeMSo3cax5ukcuzhrYfVi2H1aJ7TS0q5kPwIU9BjQ5ktt08i1oaH8AToDBw7EdV3WrFlTtH/NmjUMGTKkTddu76w4rcJx6GlKqJ+c/wcPPb+08+5t6ZJ0t6xoh43fg4VKF8tbt+j+srXD0v0pdw2jQ8btymK5BwD5ZQ912n0tlnIwfkRfnlL7AdDw4p/L3BrLNtG4Qa97tN2jYZuExeDBgzn//PN56qmn2tyAbSWdTjNp0iQWLFgQ75NSsmDBAqZMmdKma7d3Hv/WUrnvSazvOZbeopGNC26zGaJ2cLpbVrReFR7/G6Qz5ojX5pW3MZZuTblrGI3ZuSeLTdrZ+lce7LT7WizloEfa48X+OtFOxZt/h+ymMrfIstVkzMRLVZksFr/97W/ZsGEDRx11FLvvvjs33XRThwQf1dfXU1NTQ01NDQDLly+npqaG999/H4CZM2dy5513cs8997Bs2TIuvvhiGhoa4ixR20pZLBYAjkOvadr3/OT8P5hvrRY7NNOnT+f666/n5JNPbvZ4MivauHHjmDt3Lj169OCuu+4CaDYrWnV19Wbvl8vlqK2tLVram50OOBlfueyceQtWvdzu17d0D7Z3a50QgmCMFtF91iyyAy1Lt6ff2Cm8IYfjhVl4xVottjsyZbZYnHTSScybN48PP/yQL33pS9x3333ssssuHH/88TzwwAMEQdDmhgEsXryYiRMnMnHiREALiYkTJzJr1iwAzjjjDG6++WZmzZrFhAkTqKmpYf78+U0CurcnKvc9kXW99qCXyLJpwY+s1cLSLFFWtKlTp8b7WsqKVl9fz0MPPcS0aZv3fZ09ezZ9+/aNl45IXPCJ8XswX00GYOOCW9v9+pbuQWdb6zpCVO+97yQ90FI+vGRd/yzdm0/uOYj7wyMBUC/cW+bWWLaayGJRrhiLiJ133pmZM2fy8ssvc+utt/LYY49x2mmnUV1dzaxZs8hk2pZ27IgjjkAp1WS5++6743MuueQS3nvvPXK5HIsWLWLy5MltuieUzxUKACHobawWJ+b/yfznXuv8Nli6PC1lRVu9ejVQnBVtwoQJXH755VvMirZp0yZuvvlm9thjD3bbrf1rTfStSvH66HMA6P3232HTB+1+D8v2T2db6zpCVB8ydmf+oLTwzz17JyjV5mtaLF2Vg0YP4CHnE+SUh1hVA6teKneTLFtDLCzKZLGIWLNmDT/4wQ8YN24cV155JaeddhoLFizglltu4YEHHuCkk05qcwPLQdlcoQyV+8xgXa896SWy1D5+q7VaWLaZE044gTfffJO3336bL3zhCy2eW1FRQZ8+fbj88st5/fXXWbJkSYe06VNTj+GZcBwuIZknf9oh97B0XzrCWheJ6mhZsWJFm9vZq8Jjw5iTyagKKj5+E95f2OZrWixdlQrPZdyY0TwszYTsop+Xt0GWraPxY72u6t/mS22TsHjggQeYMWMGI0aM4L777uPLX/4yH374Ib/97W858sgjOfvss/nb3/7GE0880eYG7pAIQe9jtLvXSfl/8fBzr5S5QZauRkdmRetoi92EEf14fMAZALg191r/c8tW0RHWukhUJ5f24LgD9+Rv4SEAyOd+2S7XtFi6KkfssTO/CnQQNy//EepWl7dBltZTbovFeeedR3V1NU8//TQ1NTVccskl9OvXr+ic6upqvv3tb7e5geWgrK5Qhsq9j2VN773pIXLUWauFpYSOzIrWGRa7iUd9hjflMCrCBvznf91h97HsuGyNta6jOGKPQfwjbQZay/4O9evK0g6LpTM4Yo9BvKR206mWpW+tFtsTcfB2mWIsVq1axc9//vMWB95VVVVcc80129ywclJuVygAhKDvMVcDcGL+QR5eZDPo7GiUKytaZwjrafsM4U/pkwDwn/4ZBPkOu5ele9GR1rr2Ju057D7hMGrkGBzpw4u/KXeTLJYOY8SAHozZuSd3BsfqHYvvgnz5655ZtoBS5bdYBEHQJINGbW0tdXV15PN2gNBeVI47hjW996FK5Gn4t7Va7GiUKytaZwhrz3UYdOjZrFX96JFdg3r1Lx12L0v3oiOtdR3BqfsP53fh0QDIxb8GaX/HLd2XT40bwqNyEmtT1ZDdCPa3vetTt0pbmIQLPQa2+XLbJCz69etH//79myz9+vWjqqqKXXbZhWuuuQZpf0DbhhD0na4HkTPyD/HwIptlYUeiu2dF+8zk3fitOgaAzBO32aw5lphyWes6gn2G9eH1nT7FJtUDZ9P78M6CLb/IYtlOmTF+KBKHe7Of1Dtqfl/eBlm2zIcmUcugcZCqbPPltklY3H333VRXV/Otb32LefPmMW/ePL71rW8xbNgw7rjjDr7whS9w++23c9NNN7W5geWgK8RYRFTu9WlW99mXKpEn8+9brNXC0uF0litg3x4pGvc7hwZVQc+Nr8M7j3fo/SzbD92phpEQguMnjeHPoRloPf+r8jbIYulAxg3tw6479+RP/qEoHHj/GfjonXI3y9ISkbAYtn+7XG6bhMU999zDLbfcwve+9z1mzJjBjBkz+N73vsfNN9/M/fffz7e//W1uv/127r13+yyS0iViLCKEoN90HasyIz+fR6zVwtKNOPOT+8VFlRr/c1t5G2PpMpTLWtdRnDRxGL+XRwGg3pwPHywuc4sslo5BCMHx+1WzhgG8VqknBnjpD+VtlKVlYmExqV0ut03C4plnnolnkpJMnDgxziN+2GGHxWZrS9uo3HMqq/pMoFL4NP77Zmu1sHQonWmxG7NzL5buchaBcqha8SSstqmVLd2PwX0qqd5tAn8OP4FAwb8uBxmWu1kWS4cwY7+hAPyq3sQ8vfR7G1vUVZESPnxR/7+cwmLEiBH86ldNzbm/+tWv4oqlH330Ef37t73QhgVttThOuwAcn3+YR559scwNsnRnOttid9IRh/Cg1LPN+f/e3in3tFg6m1P3H8ZN/mepowesqoElNs2ypXsydnBv9hzSmweDA8h7vWDTClhpxy1dko/egnwdpHrAznu2yyW3SVjcfPPN/OhHP2L8+PFceOGFXHjhhUyYMIHbbruNW265BYDnn3+eM844o10a2dl0pRiLiKrdj2Jl34lUCJ/cE9ZqYek+HLrbTjzc5zQAvKUPwKYPytwii6X9mbb3EIIeA/mhf7reseA6aFhf3kZZLB3EGQeOIEeal9hd71j5QnkbZGmeyA1q6ARwvXa55DYJixNOOIE33niDY489lg0bNrBhwwamT5/O66+/zvHHHw/AxRdfzK233toujexsulSMRYQQ9D9Ox1ocm3+ER59dUuYGWbornS2shRAc/slPszAch6MC5LN3dMp9LZbOpDLl8vkpo/hdOJV33F11xfnHts9aTxbLljhl4nAqPIdnsyP1jlU1ZW2PZTO0c+A2bIOw8H2fo48+Gt/3mT17Ng888AAPPPAAs2fPZtSoUe3WMEtTqnY/kg/7TqJCBORthihLB1EOYX3SxGHc550AgHz+13rQZbF0M86ZsgupVIpvZD6vd7z4W1jxXHkbZbF0AH17pDhuv6G8IkfrHStt4pkuSTsHbsM2CItUKsXLL9sq0OViwPF6hmu6/wiPLrSZRSzdg8qUyy6TT+JNOQwvaIAXts+MchZLS+zUq4LPHDCCF9Tu/KenruHCPy6DfKa8DbNYOoD/O2gkr8hdAVDrloHfWOYWWYqoXwurzHh++AHtdtltcoX63Oc+12zwtqXjqRr7ST7sdwBpEeLbWAtLN+LsQ0ZzlzwOgPzTcyDIl7lFFkv7c+Fhu+II+PpHJxFUDYS1S7W4sAUiLe3IySefTP/+/TnttNPK1oZJu/Snz6BdWK/6IGQAa14rW1sszfDKn0GFMOwA6Dey3S67TcIiCALuuOMODjjgAL74xS8yc+bMosXSsQw4/rsAHOM/Zq0WlnanXMkLBvepxB93GmtVP9INq2DhTzr1/hZLZzBypx4ct181G+jDzwZ+B4QLr/wRnvtFuZtm6UZcdtllZa8lJoTggk/syqvGHSr4wAZwdyleNvVFxp/ZrpfdJmHx6quvsv/++9O7d2/efPNNXnzxxXipqalp1waWg66YFSpJ1W6Hs6L/ZNIiJHzih9ZqYWlXypm84NxP7Mls/7MAqCe+byu2WrolX/yEdg/58TuD+fgwnUqch78F7z1TxlZZuhNHHHEEvXv3LnczOHFCNf9L7QbAB0sXlrk1lpg1S2HVS+CkYO9T2vXS2yQs/v3vf292efzxx9u1geWgS2aFKmGgsVpM8xfw2DM2+M/SPdh3eF9W73IiT4b7IsKcdRGxdEv2GdaXw8cOJJSK2+qOhn1OAxnAH8+B2pXlbp6lg3nyySeZMWMG1dXVCCGYN29ek3PmzJnDqFGjqKysZPLkyTz33Pb5d77Ccxm618EAhB+8iLK/512DyFqx+zTouVO7XnqbhEXE22+/zcMPP0xjow7IsR2m86gacwjv9z+YlAgJ/2OtFpbuw7ePH8d3gvNpVGl4979Q87tyN8liaXe+9MkxAPx+8Qd8+Invw6C9oWEt/Pl8W5W7m9PQ0MD48eOZM2dOs8fvv/9+Zs6cyTXXXMMLL7zA+PHjmTZtGmvXro3PmTBhAvvss0+TZeXKrRemuVyO2traoqU9OfQTnwJgZPg+C155v12vbdkGpISX/6T/v1/715vbJmHx0UcfcfTRR7P77rtz7LHHsmrVKgAuuOACLr/88nZtoGXz7DzjuwBM8x/n/n89XN7GWCztxD7D+nLogQfwo+BUANTD39bZKyyWbsQhY3bi4F0HkA8kP3x8BZz5W0j3gvcXwqKfl7t5lg5k+vTpXH/99Zx88snNHr/11lu56KKLOO+88xg3bhxz586lR48e3HXXXfE5NTU1vPrqq02W6urqrW7P7Nmz6du3b7yMGDFim99bc/QZNIr61EBSIuSph/+IlHYSuqysWAR1K6Gij7ZYtDPbJCy+/vWvk0qleP/99+nRo0e8/4wzzmD+/Pnt1jhLy1TtOoWVQ47CE5KJi7/JK++tKXeTLJZ24f99eg/+mDqBV+UoRHYjzL+y3E2yWNoVIQTfPnYcAPNqVvJyZgB8+nv64ILrbHzRDko+n2fJkiVMnTo13uc4DlOnTmXhwo6JUbjqqqvYtGlTvKxYsaJ9byAEqQmfAWBK7Xz+8bJ19ysrr/1Vr/c8DryKdr/8NgmLRx55hO9///sMHz68aP/YsWN577332qVhltYx9Kw7qHP7Ms55j1d/eyWZfFDuJlm2c7pC8oKdelVwydF7cqV/ISEOvPoXePORsrXHYukI9h3el1MmDgPghn8tQ+1/Lux6BASNMO/L1iVqB2T9+vWEYcjgwYOL9g8ePJjVq1e3+jpTp07l9NNP58EHH2T48OEtipKKigr69OlTtLQ3FQecDcBRzov8+tHF+NZ9uzzIEJb+Tf9/7+YtZm1lm4RFQ0NDkaUiYsOGDVRUtL/6sWwe0XsIzgm3A3BG/q/c98ffl7lFlu2drpK84JxDRtE4cF9+FUzXO/41E3L1ZW2TxdLeXD5tDyo8h0XLN/DosrVwwk8g3RtWPAuL5pa7eZbtlMcee4x169aRyWT44IMPmDJlSnkbNHgc4ZAJpETI/hsf5bfP2knosvD+QqhfDZV9YdcjO+QW2yQsDj/88KL8yEIIpJT84Ac/4MgjO6ahls3Tc/xJrB5zOo5QHPPWd3nyZWtCt2z/pFyHq48fx4+CU1mhdoZNK+DfN5S7WRZLuzKsXxUXHKbz/N/00Ov4vYcXu0Stf7uMrbN0NgMHDsR1XdasKXZtXrNmDUOGDClTq9oHd//PAfAZ9wl++uhSPm6wRVA7ndgNagZ46Q65xTYJix/84Af84he/YPr06eTzea644gr22WcfnnzySb7//e+3dxs7na7gCrK1DPnMj/g4Xc1wsZ7av87ko/pcuZtksbSZI/YYxCF7juTb/vl6x6K58OGS8jbKYmlnLj5iDDv1TPO/9Q3ct+h9mHSunk0MsvDIt8vdPEsnkk6nmTRpEgsWLIj3SSlZsGBB+a0ObWXf01CpHuzprOCn4fXMnW8L/HY6bz+m1+NO7LBbbJOw2GeffXjzzTc57LDDOPHEE2loaOCUU07hxRdfZMyYMe3dxk6nq7iCbBUVvelx5i8JcThePcGf7v2pTf9r4eSTT6Z///6cdtpp5W7KNvPt4/ZioZjAX8NDQUn4+1ch9MvdLIul3ehdmeJrn9odgFseeYO1dTk49of64FuP2NoW3Yz6+npqamrigsLLly+npqaG99/XqVhnzpzJnXfeyT333MOyZcu4+OKLaWho4Lzzzitjq9uBqv6IM35DkOrFFHcp//fyObz9whPlbtWOQ8NH8PG7+v8jDuqw22xzHYu+ffvy7W9/mz/+8Y88+OCDXH/99QwdOrQ922bZSip2PZQNE74MwBlrbuUfT71Q5hZZys1ll11W5La4PbLrzr0479DRfM8/m030hjWvwsKflrtZFku78tkDR7DPsD7UZgOu+ftrMHAsjDxEi+mXbOxcd2Lx4sVMnDiRiRMnAlpITJw4kVmzdBX2M844g5tvvplZs2YxYcIEampqmD9/fpOA7u2S3abiXfgIH3mD2UWsZfTfTyZ84gc2UUFnsPJFvR4wBqr6ddhttllYbNy4kUceeYTf/va33HvvvUWLpXzsfPw1rOu1J/1FPTs99jXeW2+DXXdkjjjiCHr37l3uZrSZS4/aDafXQK7Nn6V3PHETrHq5vI2yWNoRz3X4wanj8RzBQ6+u5qFXVsFE7ZPOi7+1Fei7EUcccQRKqSbL3XffHZ9zySWX8N5775HL5Vi0aBGTJ08uX4Pbm8F7o774FA9xKC4S94kb4N4TrWWuo1lpJpuH7d+ht9kmYfGPf/yDkSNHcswxx3DJJZdw2WWXxcvXvva1dm6iZavw0gw4+x7ypDlUvMwjd19vq3J3UZ588klmzJhBdXU1QgjmzZvX5Jw5c+YwatQoKisrmTx5Ms8991znN7QL0LsyxRXT9uQBeThPqfHa9/y3p9jAVku3Ylx1n7gi99V/e41No4/VRfM2/A/ef7bMrbNY2o+BOw+i9tg7mJn/Eg2qAt79L/xkEjx2LTR+XO7mdU8+jITFpA69zTYJi8svv5zzzz+f+vp6Nm7cyMcffxwvGzZsaO82WrYSd/CeNHxSm1TPrvslf3jwsTK3yNIcDQ0NjB8/njlz5jR7/P7772fmzJlcc801vPDCC4wfP55p06axdm2hCvWECRPYZ599miwrV279zE8ul6O2trZo6UqcNmk4+w7rx8W5S/mwciw0rNOzXBvbuZiTxVJGLj16N8bs3JP19Tmuf/T9Qq75F39b3oZZLO3MZw4cyboxpzAjfwOve3uCn4GnboXb9oN/3wiNG8vdxO6DUoXEJ9Vd0GLx4Ycf8tWvfrXZWhaWrkH/T36FNTsfQqXwmfD8Fbzy3totv8jSqUyfPp3rr7+ek09uvkjNrbfeykUXXcR5553HuHHjmDt3Lj169OCuu+6Kz6mpqeHVV19tslRXV291e2bPnk3fvn3jZcSIEdv83joCxxF894Rx1NGDEzZdTmPfMVD7Adx7AtTZqvOW7kGF5/KD0/ZDCPjTkg+oGXi8PvDaXyFXV97GWSztiBCCH542no8qd+GY+qv52543w6C9IVcL//k+/Hg8/PcWW7+oPaj9EBrWgnBhyL4deqttEhbTpk1j8WKbJqxL4zgMOvtX1Dt92MdZzku/+xaNeRsctb2Qz+dZsmQJU6dOjfc5jsPUqVNbrKDaFq666io2bdoULytWdD1LwKRdBnDq/sP5SPXhs9krkX1GaDeR35wMGWsttXQPJu0ygHOmjALgi0+4hP3HgN8Ar80ra7sslvZmSN9Krj9pH0Dw9ZeqWfjpv8Hpd8POe0J2o67l8uPx8MxPIJ8pc2u3YyI3qEHjIN2xRoFtEhbHHXcc3/jGN/jud7/LX/7yF/7+978XLZaugehTjZjxIwA+m/szv/nTH8vcIktrWb9+PWEYNskCMnjwYFavXt3q60ydOpXTTz+dBx98kOHDh7coSioqKujTpw+/+c1vOPjggzn66KO3uf0dyXdPGMcuO/WgZlNPvtvvRlSvwbD2Nfjd6XZG19JtuOKYPRizc0/W1OV5QB2hd1p3KEs3ZMb4ak6fNByp4LL7X2L9LsfCxc/AKXfCgF0hsx4e+Q78eD94+sf2d35b6KTAbdhGYXHRRRexYsUKrrvuOk4//XROOumkeNmcW0c56Q65/LeVnhNPY83ok3CFYtobs3jylf+Vu0mWTuSxxx5j3bp1ZDIZPvjgg+2/wBI6kPsnn51IyhXc+6bLP8f/DKr6w4eL4Q//B3623E20WNpMj7THT/9vf9Keww9W748ULqx4Fta/Ve6mWSztzrUn7s3YQb1YW5fjq79/kUAJ2O8z8JXn4YSfQr+ROq7u0Vnwo310DEa9dfFuNf97Qq+7qrCQUm52CcOu527THXL5t4XBZ9zOxvQQdnHW8vEDl9uq3NsBAwcOxHVd1qwpjh1Ys2YNQ4YM6dB7bw8FIvcb3o9vHrMnAJf/x2f5MfdCujcsfxL+dK4toGfpFuw1tA/XzBjHOvrzRDhe73xhx/1bZum+9Eh7/Oys/emRdnnmnY+46aHX9QHXg/3PhktfgBPn6BoM2Y06BuNHe8NfL4YPFtt0zC3x4Qu6hoWbhj2O6/DbbZWwOPbYY9m0aVO8fdNNN7Fx48Z4+6OPPmLcuHHt1rj2orvk8t9mKvtSdcYvkQhOVI9z/2/usFW5uzjpdJpJkyaxYMGCeJ+UkgULFnS41WHOnDmMGzeOAw88sEPv01YuOGw0R+05iHwguWiBInv678CrhDcfgnkX24JLlm7B/x00kuP2Hcp9wZEAyBfuhXxDmVtlsbQ/Ywf35pbTtYD+5VPLeeCFDwoH3ZSu63LJ83D6PTD8QAjz8NJ98Muj4Y5D4ZmfWitGczz/S70edxL02rnDb7dVwuLhhx8mlyvMdt94441F6WWDIOCNN97YqgbYXP6dQ8WYw9kw/osAnLH6Zv7xVE15G2Shvr6empoaampqAFi+fDk1NTW8//77gK7Geuedd3LPPfewbNkyLr74YhoaGjjvvPM6tF3bg8UCoowi+zG4TwVvr63nmpf6w2d+A44Hr/xJx1zYgG7Ldo4Qgtmn7stbfafwrhyMk92IfPG+cjfLYukQpu87lEuO3A2AK//yCs8tL/kNd1zY+yS48DG44DEY/1k9obT2NXjk23DLnvDb0+DlP9lYDNB/A1/9i/7/QRd1yi23SliUznK3x6x3V8rl39Xz+LeVgTOuY33P3dlJ1NH3sa/z/no761VOFi9ezMSJE5k4cSKghcTEiROZNUvXIDnjjDO4+eabmTVrFhMmTKCmpob58+c3Cehub7YXiwXATr0quO2MiQgB9y9ewd8ye+uMIl4VvLMAfvFJWFlT7mZaLG2iT2WKn5x1IPeq6QB8/PiPQdrCp5buycxP7c70fYaQDyVf/M1ilm9urDLiQDh5Llz+Ohx3qy78pkJ4+1F44EL44W7wh7Og5vc77iTTi7/RBWWH7KetPJ2AUFuhDhzHYfXq1QwaNAiA3r1789JLL7HrrrsC2v+7urp6m+MshBD89a9/5aSTTor3TZ48mQMPPJCf/vSngHYHGTFiBJdeeilXXvn/27vv+Kaq94Hjn3RTKGUUCoWWIbMCLauVJataQFFAGYJQhqhYFK0LvirDhQMRR3+CKIIKijhQQRBBhiKrhTJkQ4Uy2gKFlhboyv39cUygUqClSW7G83698kpyk948F06S++Sc85zxJd73mjVr+PDDD/n222+v+ZzJkyczZcqUq7ZnZmZSsWLFkh+IHStM/ZvCmZ3xIp9ZfmMZ9eQreLjf1FQbl5WVlYW/v79TtYviONJxTv9tP++vOkAFbw+WPtGROvnJsPBBOJusfs26azq0HKJ3mA7PkdpEWdjrcS5NPEDHn27H33CBP9p8QKe7h+kdkkux13ZhafZwnBfzChk0eyPbU84RUsWX78a0p5qf943/8PQB2LFQ/UqfcUWxGoM7hNwGjXpAwztUOVuDwXoHYA/yL6lSvdmpagJ8q6E3vavStIlSnVEaDAYM//mP+O99S7J1LX9HqONfVu41biWn0wsADM2azVe//K5zREKU3RPdGhBRtwrZuQU8/tU28gJC4eE16kuk4BL8+BgseQoKpHCBcFx3tW7Igdr3AeCx+SM2HDqjc0RCWEc5L3c+GdaGkCq+HM24wPDPNnP+UgmKcgQ0hG4vqsnej6yDzs+rRfe0QjiyHn57Cf7vNjXx+8dYNWTKWRdY3faFSioq1oYWA232sh6lebKmaQwfPhxvb5U1Xrp0iUcffZTy5csDFJl/YQnXq+W/d+/eEu8nKiqK7du3k5OTQ+3atVm0aFGxE2C9vb3Nx+bMKncdR/qe5VQ/vZEWW55jR9ivtAix/oQe4Rji4+OJj4+3ywpv1+Lh7saMQeH0ev8PdhzL5O1f9/LCXaEw6CtY9zasmQoJc+DkDhjwOfjX0jtkIW5K6/7PUzhjPu3cdjPwy2+pEfsg9QLK6x2WEBZXzc+bz0dGcP/Mv/j7RBaj5iUwb0QE5bzcb/zHBgPUDFOXrv+Ds0dg/3I4sAKS/1ArUW/78vLaMAGNoE57qNMBgiNVeVtH7tEoyIM/Z6jbHZ8EDy+bvXSpeixiYmKoXr06/v7++Pv78+CDDxIUFGS+X716dYYNs7+u2dLW8nekMeY3xc2NakM/5YJbBcLcDrHtyxdlVW5h5iiTt/8rqFI53r5fVRSZ/Ucyv+w8CW5u0OV5GLIIfPzVWhcfd1ZfLEI4IEOlYFXdBRhQ8DNDP91Eaqas3SKcU92A8nw2PAI/bw82J2fw8BcJ5BbcxPlK5ToQ+Qg8+B08/4+6bjdWzT3AAKf3Q+Jc+H60WojvnSZqOO0f09UaEBfPWvbArC3pS8g6BhVqQMubHwJ1M0o1x8La/jvHIi8vD19fX7799tsi8y5iYmI4d+4cP/74o1XjsYdxhtaUk/A15Zc8QoHmxqeNZvLIENt1lTkyZ28XJo56nC//vJs565Pxcnfj81ER3Fa/qnogIxkWDoW0nWq87d3TofVwXWN1NI7SJlJSUhg6dCjp6el4eHjw0ksv0b9//xL/vd0f57FE+KQb+XjQ/tJ7VKoezDePtKNyedv9KumK7L5dWIg9HmfCPxkM/XQzF/ML6dK4GjMfbI2PZwl6LkriQgYc3QBH/lLXJ7eDseDq51WuCzWaq2SkeigEhkKluuoHLHuSdRL+LxIuZUKPN+C2MWXfpbXmWNiaXrX8nb7H4l/l2wwivU5vPAxG7tz3Eiu2HdQ7JGEHHL39v3BXU+4MDSSv0MjozxPYm/pvdbcq9WDUCjXWVCuEn8fBn+/qG6ywCg8PD2bMmMHu3btZsWIFTz75JDk5TlQFr3ZrCL4NTwr4xedFep75nHFzVpCdW8zJkBBOoE3dKnwa0wYfTzfW7DvFqHlbuJBnofbuWwWa3AXRr8Ho32F8CoxYBne8rHoHK4Wo5539B/b8DKtfg4VD4P2W8HoQzOwE3z0Ea9+Cnd+qxegu6VRVVNNgaZxKKoJaQlvblJi9ku49FtnZ2Rw8qE5oW7ZsyfTp0+natStVqlQhJCSEhQsXEhMTw6xZs4iIiGDGjBl888037N271+plN+0xa7e4i2fJnB6Bf346a4zhFPb/ku7Ng/WOyq65RLvAsY/zUn4hQz/dxJZ/zlKjog/fPdaeWpXKqQc1DVZNuZxUdBgHUVMcezytjThqmwgLC2PJkiUEB5fss80hjvN4Inw1WE3OBPI0dzb7dqZt/2fwrtde2rMVOES7sAB7Ps5Nh88wcu4WcvIKaRlSic+Gt6WSrw166i5kQOoOSN0JaX+ry6l9UHiducW+VaFyPTUMyz8Y/GtDxVpQsaa69g2wbG/HmUOwbppaNNDNEx5ZC4G3WmTXpWkTuicWa9asoWvXrldtj4mJYe7cuQB8+OGHvP3226SmphIeHs77779PZGSk1WOz5zeXJRUkr8f4eV+8tFxWG1ti7P+FJBfX4SrtwtGPM/NCPvfP/IsD6dk0qF6Bbx9tV/QLaP178JtaM4RWMXD3u2rxJXFNlmoT69at4+233yYxMZGTJ09eVWYcVM+Z6XM/LCyMDz74gIiIiFK/VmJiIjExMezatavEf+Mwbb8gD3b/SM4f8ZQ/tc282VitCW6tR0DYQChXWccAnYvDtIsysvfj3Hr0LCM+20LmxXwaVq/AvJERBJl+OLIlY6EaYnt6n0oyzhyCMwch4xDknLrx3xvcoUJ1KF/t30uASkbKVYFylcC7Inj7gXcF8CoPnr6qfLqHj1p1/NI5SNutfmQ4sh7Sd1/ed9QUNWnbQhwqsbBHV1bF2b9/v92+uSyp8OBqCucPwEvL43djKxjwOd2aSXJRHHv/0LUUZzjOE+cu0u///iI16xJt6lTmy4cii47LTZwHS54Ezai6vPt9DB7OXxnuZlmqTSxbtoz169fTunVr+vXrd1VisXDhQoYNG8bMmTOJjIxkxowZLFq0iH379pnXUQoPD6eg4OqhECtWrCAoKAiAjIwMOnXqxOzZs2nfvr3Nj9OWdmxezYElM+hl+Ityhjy10cMHmt8PEQ+r6jiiTByxXdwMRzjO/WnnGfbpZlKzLlGjog9zR7alSQ07ivVSllpHKSMZMlPgXIqqRJV5DM6fhOx0wAqn3w3vhE7PQIhlf3yXxMJCHOHNZUlXJherjK0xDJgnyUUxnL1dOFtivS/1PP1n/kXWpQLuCA3koyGtii4K+fdiNT7WmA/1u8LAL9UvROIq1mj71loYNTc3lzvuuIPRo0czdOj1q6Lk5uYWKZeelZVFcHCww7X9zckZPP7ZGu4oXMdD5dZQtyD58oPBkWq8deMe6ldQUWrO/tlv4ijHefzcRYbP2cyB9Gz8vD34cEgrOjdykNL5hfmqVyM7DbJPqdsXTsOFM6oC1cVzkJsFuechNxvyL0J+jlr0ruAiuHur76mqDdRcipDbVKnc8gFWCVcSCwtxlDeXJRUe+J3CBQPNyYXbwHl0vVWSiyu5SrtwpuPcdPgMQ+dsJq/AyODIEF7r06zo4p6HfoevH1Qf3LXbwuBv1IQ+UYQtEgtLVAPUNI3BgwfTuHFjJk+efMPnT548mSlTply13RHbfuKRswyfs5nzufkMqnmSl2v8hde+ny5XuXH3gvpd1GTVRj3Bz7pzFZ2JM30mXo8jHWfmhXxGf5HA5uQM3N0MTLw7lJj2dfUOy+k4TVUovTh6VZyycG/YDbfBC8kzeNHdLZHChTGs+fuY3mEJUSaR9avy/qBwDAZYsOkoH/z+nwpot3SDYT+CTyU4tgXm3uW8q7HauestjJqamlqifaxfv56FCxeyePFiwsPDCQ8PZ+fOndd8/oQJE8jMzDRfUlJSynQMempdpzLzR0fiX86Lr08GcfeJ4aSOSoQuE6DKLWps9oEVqiraO40g/jb45TlV7cbRavULl+fv68kXoyK4r1VtCo0ak376m//9sJO8AqPeobksSSyK4agLhFmKR8NuuA3+mjyDF1FuiRQsHCbJhXB4PZrV5OV7VIWM6b/t55M/Dhd9QnBbVWKwQg01Ce6nx1UFKeFwOnbsiNFoJCkpyXxp3rz5NZ/v7e1NxYoVi1wcWYvalfj64dsIrOjN/rRs+sw7xN4mj8HjifDYJuj2kho+AXBqD2yepRYDe7MezLodfn0B9v+qhmEIYee8PdyZ1r8F43s2Mf94NOSTjaSfl4Uj9SCJhSiWR8PuuD3wFfkGz3+TixjW7JbkQji2oe3q8ni3BgC8unQP01fso8ho0MBQGLZYleo78CvsXapPoC4sICAAd3d30tKK9hilpaVRo0YNnaJyPE1rVuT7xzrQsHoFUrMu0f+jDfx1+AxUbwK3PwMPr4FnD8OAz6HtQxDQCNDU4mAbPoQFA+CNOvDJHfD7q2q1+nw5URP2yWAw8GjnW5gT0xY/Hw+2/HOWu9//k8QjGXqH5nIksRDX5NEoCsMDX/+bXCSQ//Vw1kpyIRxc3B2NeObORgC8//tBpvy8G6PxiuSielNo/7i6vex5NXFO2IxeC6M6o1qVyvHto+2JqFeF87kFxMzZzDcJVwzzKl8VQu+Fu96BsVvg6X1w36fQahhUqqMWkjy2Gda9DfPuhjdCYE5PWPUyHFipFuESdufcuXO0adOG8PBwmjVrxuzZs/UOyWa6NqnOj7EqoU4/n8vAWRv5eN2hop/xwqpk8nYxnK0qTlkV7P8N7asH8NTyWWFsi8/gz7m9SZDeYenGkSa23QxXaf+fb/iHiT/+DUDflrV46/4WeJqqReVdgP+LhHNHof0TcOcrOkZqPyzV9u15YVRwvvf4pfxCnl60naU7TgIwqmM9JvRsUrQ6WnHOHoHkdZC8Vl1n/3fekQGqNYHabSA4Amq1hoDG4O5hnQPRmaO0i8LCQnJzc/H19SUnJ4dmzZqRkJBA1apVS/T3jnKc15OTW8Dz3+1gyb9tvkvjakzrH0ZABSknfjOkKpSFOMOby1Ly9/0GX0tyAa7TLlzhOBdvO87Ti7ZTaNSIahrIh4NbXl7nYt9y+GoguHnAI3+oYVIuzlJtwp4XRgXnbPtGo8YHvx/k3ZX7AejUMIAPH2iFv69nyXagaZBxWC3EdWQDHP0Lzv5z9fM8ykHNFlAzHGo0g+q3quFXXuUtdix6ccR2kZGRQatWrUhISCAgoGSlSB3xOIujaRpfbU5hys9/k1tgpJqfN+/0D+N2RylJa0cksbAQZ3lzWUr+vhXw9WCXTy5cpV24ynGu3J1G7IKt5BYYua1+FWYPa4Ofz78nW18Pgb1LIKQdDP8F3Fx79KirtAlnPs5lO08S9812LuYXUreqLzOHtr75hcWy0+FYghoudSwBTiRBXnETvg1Qua6axxHQUF2qNoQq9cGvBlxZ+tmOOdLK8+fOnaNz584cOHCAt99+m9jY2BL/rbO1/72pWTy+YBsH0tWw1pEd6vFcj8ZFF0sV1yWJhYU425vLEvL3rYCvBuNJPr8aI/AdPI9OLpZcuEq7cJXjBNh4+AwPzUsgO7eAFrX9mTsigirlvdRqqfERkH8B7v0/aDlE71B15SptwtmPc/eJLEZ/nsDxcxfx8XTjlXub0b+NBdYrMhoh4xCc2KaSjLRdqsJazqlr/42nL1SuB1XqqXkdlULUxb82VAwC36p2k3g42srzoIoe9OvXj++//77Ewwidsf1fzCvktV928+XGowA0rF6Baf3DCAuupG9gDkISizJylTHmNyt/76/w9RA8yWe5MYIKQ+bRsbHrJBeO8qGbkpLC0KFDSU9Px8PDg5deeon+/fuX+O8d5TgtZeexTIbN2cTZC/k0qF6BeSMjqFWpHKx/D36bqE5wxia49MJ5rtImXOE4M3LyeHJhEuv2q5P+AW1qM+WeZpTzssKvuNmnVIJx5gCcOQSnD6jb51LUBPHrcfdSJaD9AqF8dahQTV2Xr6bei+UD1HuzXGW1Do1XeaslIo608vyVHnvsMbp168b9999f7OPOsvJ8Sfy+N43nvt3J6exc3N0MPHJ7fZ7o3lB6L25AEgsLcYUvl5uVv3c5fP3gv8lFJH5D5tGhcU29w7IJR2kXJ0+eJC0tjfDwcFJTU2ndujX79++nfPmSjXV2lOO0pIPp5xn66WZOZl6iankvPhzcinZ1K6ra/um7oVUM3PO+3mHqxlXahKscp9GoEb9azbswatCkhh/vP9CSRoF+tgmgIA8yU9TcjYzDqlhCZoq6PpcCF06Xfp9unuDjDz4VwasCePupay9f1Tvi4QOe5VTC4u6lJpq7eYKbOxjcweCmbldvCnU7Ftm1o6w8n5aWhq+vL35+fmRmZtKhQwe++uqra67l4kwrz5dERk4ek376m5+3nwDglmrlefO+FrSp67o/Gt2IJBYW4ipfLjfryuRimfE2Kg6Z6xLJhaO2i7CwMJYsWUJwcMmGPDjqcZbV8XMXGT0vgd0ns3B3MzChZxNGhaRi+KynesKo31QFHBfkKm3CVY7T5K+Dp3ni622czs7D28ONF+5qytDb6mDQewhSQZ6qRHX+JJxPhZx01fuRkw45p+FCBlw4oxKQi2fBePXQoJvWZiTc/W6RTbZILE6cOEGtWrX466+/ipRXfu6551i7di2bNm264T43b97Mww8/jKZpaJpGbGwsjzzyyDWf70o9Flf69e9UXly8i1Pn1bEPva0Oz/VofHmOnTArTdt3zppwwiY8m/Qgf+AX5C8cSk+3jSybP5x1gz9zyQndN8MWE/hMEhMTKSwsLHFS4cpqVSrHd2Pa88IPO/l+23FeXbqH7WFBvNviATx2fAVL4tTiYk5aUlO4nvYNAvhlXCeeWbSDdftPMfHHv1m77xRv3d+CqnqW5/TwgkrB6nIjmgZ5OWptjUvn4FIW5GWr1cNzz0P+RSi4qK7zL0JhPhjzoTAPCgvUkCxjIWhGdbtmmNUPz1oiIiJISkoq8fO9vb3x9na9MqzRt9bgtnpVee2X3XyTcIwvNh5hxe5UptxzK9G31tA/sXZQ8s0oysSzaU/yB35Owb/Jxe/zH+C9Nq/z6F234e0hYxavJycnh7CwMEaOHEm/fv2uenzhwoXExcUVmcAXHR1d6gl8GRkZDBs2zKUWSSqrcl7uvDMgjBa1/Xl16R5+3n6C9Op3scB7Ge5pO2Hzx9DuMb3DFMJiqvv5MHd4Wz776x/eXLaXVXvTiZ6xjtf7NufOWx1gxXODAbwrqIt/Lb2juWmy8rxt+ft68tb9YfQJr8X/ftjJP2cu8OiXW+nepDqT77mV4Cq+eofocFy7dqKwCM+mvdAGfkGBwZNu7kkM3jqIqe9OZ8/JLL1Ds2s9e/bk1VdfpW/fvsU+Pn36dEaPHs2IESMIDQ1l5syZ+Pr6MmfOHPNzkpKS2LVr11UXU1KRm5tLnz59GD9+PO3bt79uPLm5uWRlZRW5uDKDwcDwDvVYMPo2Aip4syndjVdzB6gHV78GWSf0DVAIC3NzMzCqYz1+HNuBRoEVOJ2dx8NfJBK3MInMC/l6h+cSZOV5fbRvEMDyJ29nbNcGeLobWLU3najpa5mxcj+X8m9QYEAUIYlFMeLj4wkNDaVt27Z6h+IwPJv2wuOR1Zz3b0w1QxaTc15l10fDmLNqB4VGmcZTWnl5eSQmJhIVFWXe5ubmRlRUFBs2bCjRPjRNY/jw4XTr1o2hQ4fe8PlTp07F39/ffJFhU0pEvSosebwjLUMqMffS7SQaG0JeNtqPj6vymkI4maY1K/LT2I480rk+bgb4fttx7pyxltV70/UOzSlkZ2eTlJRkHq6UnJxMUlISR4+qUqhxcXHMnj2befPmsWfPHsaMGUNOTg4jRozQMWrn5+PpzjPRjVk27nba31KV3AIjM1YeIGr6Wn7ZeRKZklwyklgUIzY2lt27d7Nlyxa9Q3EsNZrj9/gfXGgbixED/d1WE7W2H5M//ISUjAt6R+dQTp8+TWFh4VV1xwMDA0lNTS3RPtavX8/ChQtZvHgx4eHhhIeHs3Pnzms+f8KECWRmZjJt2jQaN25MgwYNynQMzqSGvw9fP3wbgyPrMiH/IS5pnhgOreTcyml6hyaEVfh4ujOhZ1MWPdqeegHlScvKZcTcLTz+1TbzZFdxcxISEmjZsiUtW7YEVCLRsmVLJk6cCMDAgQOZNm0aEydOJDw8nKSkJJYvX17idShE2TSoXoH5D0Xy4eCW1PT34djZizw2fysDZ21kx7Fzeodn96Qq1HW4WmUQS9L++ZMLC0dT/uIJjJqBz+hNpV6T6RdR3+EnRDlKZZCykvZfvG+2pLDj5/d51e1jCjQ3Vt72GXdG34ubm2O365JwlTbhKsdZUhfzCnlnxT7mrE/GqEFFHw/+16spA9oEu0S7N3GVduEqx1kSF/IKmLX2MLPWHeJSvuqhvjc8iGfubOxS8y9K0yakx0JYhaFuR8qP20R200G4GTRGGX4idGkfXv50EWey5deuG9FzAp8MBby+AW2DGfX4JP7w6YKHwUiLjU/x6KwV0isnnFY5L3devDuUH2M70qxWRbIuFTD++50MmLWBXccz9Q5PCKvx9fLgqTsa8fvTXejXShUF+DHpBN3eWcOUn/+W85liSGIhrMenIhUGzqJwwJdc9KxEU7ejjE8Zw5fTn2bV3zLx9Xr0nMAnQwFvrF61CnQY9wWZvnUIMmQw6MTr9Jixhs83/INR5hQJJ9W8tj+LH+vAi3c1xdfLnYQjZ+n94Z+M/24Hp+UESzixoErlmD4gnCWPd6RTwwDyCzU+W/8Pt7+1mnd/28/5S1LcwEQSC2F17qG9KTduC1khUXgbChhn/IIKC/vy1tfLycm14IJGDsZeJ/BJj0XJuJWriP+wBRjdfejmnsSQwp+Y+OPfPDB7I0fO5OgdnhBW4eHuxkOd6rPq6c7cGx6EpsHXW1Lo+vYaZq09JBV0hFNrVsufL0ZF8sWoCJrX8icnr5D3Vh3g9rdWM3vdYS7mSfuXORbXIeMMLUzTyE+Yh3HZBLyNF8jWfPjQ+yGiHoijTb2qekdXYpZqF2vWrKFr165XbY+JiWHu3LkAfPjhh+YF8sLDw3n//feJjIy86dcsDWn/JZQ4F34eh9HgzpCCSWzIb0A5T3ee6N6QER3q4uPpPOu5uEqbcJXjtISEfzKY8vNudv47JCrI34e4OxvTt2Ut3J1s/oWrtAtXOc6y0jSNZbtSmbZiH4dPqR+TAip48cjttzDkthB8vZxnqbjStAlJLK5D3lxWkpFM1lejqHgqEYAVha3ZH/EqD/e8DS8P++9Ec/Z2ER8fT3x8PIWFhezfv99pj9NiNA2+ewh2fUtBhSAerTCDlf+onrjalcvxfI8m3N2ipsMXLQDnb/smrnKclmI0any39RjTf9vPycxLADSp4cdzPRrTtXF1p2j74DrtwlWO01IKCo18v+04H/x+gJSMi4BKMB7qVJ8Hb6tDBW/HTzAksSgjObGyAWMhl9bNwGPN63hQwGmtIv9X4QkGDXuURoF+ekd3Xa7yoesqx2kRuedhVmfIOITWMJpvG73NtN8OkJalxp23DKnEi3eF0rpOZZ0DLRtXaROucpyWdim/kLl//UP86oOcv6SS61YhlXgmujHtbwnQObqyc5V24SrHaWn5hUa+33qMD1cfNCcY/uU8GdGhLsPb16WSr5fOEd48SSwsRN5cNpC6k/MLRuCXdQCARcYuZHV+hcGdbqWcl30OIXH2diGJ9U1K3Qmzu0NhLtzxChfaPsbsdcnMXHuIi/+OO7+rRU3G92jisGUKnb3tm7jKcVrLuQt5fLTmEPM2/GMu0dmhQVWejGpE27pVdI7u5rlKu3CV47SW/EIji7cd56M1hzh8Wg2R8vVyZ3BECKM61aOmfzmdIyw9SSwsRN5cNpJ/iZzlUyiX+BFuaJzQqvCl2z14tY3hgY6hBFb00TvCIlylXbjKcVpUwhxY8hQY3OHOV6FWa9LL1Wfa2hMsSjyGpoGXuxsjOtTlsa4N8C/nqXfEpeIqbcJVjtPa0rMu8eHqg3y1+Sj5hepUI7JeFR7v1pAODao63BApV2kXrnKc1lZo1Phl50n+b80h9pzMAsDT3cA9YbV4+Pb6NK5h36MzriSJhYXIm8u2tOQ/uPDNw5S/qErRZmq+LDDeQWrjGPp3bUOzWv46R6i4SrtwleO0KE2D70bBru+KbvcP4bx/I1afDWDlmQD2aCGc8qrNgMj6jOxQjxr+9pU8X4urtAlXOU5bScm4wP+tOci3icfMCUZ4cCUe7XwLd4QGOswkb1dpF65ynLaiaRpr9p9i5ppDbErOMG+/vVE1RnWsx+0NA+w+yZbEwkLkzaWD/IsYk77i4tr3KJ/9DwC5mgc/FnZgS83BRHftSrcm1XVd7dVV2oWrHKfF5eXAhnhI2QRpu+F88Wu2FGhuHNECSSYI9+qNCW3RhsB6LSCgIZSrZNuYS8hV2oSrHKetnTh3kY/XHearzUfJLVBDpOoFlGdUx3rc37q23VdQc5V24SrHqYdtR88y+4/DLN+VimnJowbVKxDTvi79WtaivJ1O9JbEwkLkzaUjoxH2LyNn9XTKpyWYN/9eGM6S8vfRsvM93Ne6ti7l3Jy9XcgcCwu7kAHpeyDtb0j/G9J2o6XvwZB3/tp/U766SjCq3gJVG0DVhuq6cl3w0G8CoLO3fRNXOU69nDqfy7y//uGLjUfIvKgWFqtS3osHIoIZElmHoEr2OQbdVdqFqxynnlIyLvDZ+n/4JiGF7H/X8/Lz9uD+NrUZElmHBtUr6BxhUZJYWIi8uexEymYurp2Bz8FfMKCa6w5jPea730tARH+GdWhg03kYrtIuXOU4daFpcP4knN7P0X1JHNyzFa+zB2ngdoIahrPX/juDG1Sqo5KMikFQrvK1L17lwcMb3L3BzTJlnF2lTbjKceotJ7eARQkpfPJnMsfOqio67m4G7gwNZGi7OrSrb1/zMFylXbjKcdqD85fy+TbxGJ9vOELy6csLq0bUq8KQyBB6NKuBt4f+PXmSWFiIvLnszJlD5K//EEPSAjyMqlb6MS2AecaeZDcdzJDOt9pkHoartAtXOU57cTD9PB+vO8xv2w4QYjxOXUMqoV7ptKt0jgbuqZQ7/w+GvOyb27nB/d8kw+vytZsHGAyAQSUsxd2+fw5Ub2Lejau0CVc5TntRUGhk5Z405v11hA2Hz5i3163qS/82wfRrVcsuKum4SrtwleO0J0ajxh8HT/PlxiOs2pNmHiZV2deTPi1rMaBNME1r6vd/IYnFFVJSUhg6dCjp6el4eHjw0ksv0b9//xL9rby57FTOGYxbPiF/w0y8c9VEqEzNl/mFUeysNZD7Ore16jwMV2kXrnKc9iY18xLzNvzD91uPmdfBAKgf4MvQZj70rn2BgEtHIecUXDx77YuxoOzBPLwWgsLNd12lTbjKcdqjfannmbfhH37cdpycPFWm2c0AHRtWo094EHfeWkO3BcdcpV24ynHaq5OZF1m4JYWFW1LMC06CWnSyX6ta3Btey+bVMiWxuMLJkydJS0sjPDyc1NRUWrduzf79+ylfvvwN/1beXHYu/yJs/5rcP97HO/MwAHmaOz8WdmCp332ENGlDeHAlWoZUpm5VX4t1qTt7u5A5Fvah0Kix/uBpvt96jOV/p5rXAzAYoF39qtzdIojOjatRq7jx6JoGhXnqUpCn1tYw3zbdLwA09Vw00IxX367VGnwu/987e9s3cZXjtGcX8gr4ZWcq3ySksPmKSjreHm5ENQ2kd1hNbm9Uzabz7FylXbjKcdq7QqPGuv2n+CYhhVV70skrvPwd0OGWAPq0rEX0rYH4+Vi/bLkkFtcRFhbGkiVLCA4OvuFz5c3lIP6d6J237j28Tmwybz5qrMYWrTFbjE3Y73Ur/sG30rJOFVqGVCIsuBIVb/LN6CrtwlWO0xGcv5TPsl2pfL/1GBsPZxR57JZq5bm9UTVub1SN2+pVterCkq7SJlzlOB3FP6dz+DHpBD9uP87hU5fHoXt7uNGpYTXuDA2ka5PqVPPztmocrtIuXOU4Hcm5C3ks2XGSxduOk3Dk8jw8U6J9d4uadGlc3Wqf/w6VWKxbt463336bxMRETp48yQ8//ECfPn2KPCc+Pp63336b1NRUwsLC+OCDD4iIiCj1ayUmJhITE8OuXbtK9Hx5czmglC0UrH8f971LMGAs8lCGVoEEY2O2GBuToDXhUtVbaV6nGuHBlWkZUolGgX4lqqfuKu3CVY7T0aRkXOCn7Sf4fW86246eNY/FBfDycCOyXhVub1iN2+pXpVGNChad+OcqbcJVjtPRaJrG3yey+Gn7CZbtOklKxsUijzep4Ue7W6rS4ZYA2tarYvEFKF2lXbjKcTqqo2cu8GPScX5IKppol/N0p0ODALo1qU6nhgEEV/G12Gs6VGKxbNky1q9fT+vWrenXr99VicXChQsZNmwYM2fOJDIykhkzZrBo0SL27dtH9erVAQgPD6eg4OrxxCtWrCAoKAiAjIwMOnXqxOzZs2nfvn2JYpM3lwO7lAXHtsDRDRiPbIBjCbgVXirylIuaF0nGBmzWGpNgbMxejyY0qF2TliFq+FR4cKVifwFzlXbhKsfpyDIv5vPXwdOsO3CKtftOcSKzaBv3cDPQoHoFQmtWpGnNioQGVSS0ZkUql7+5krWu0iZc5TgdmaZp7Es7z4q/01ixO5Vdx7Oues4t1cqbP8tvDapIw0C/Ms3PcJV24SrH6ehulGjXqlSOtnUr07pOZVrUrkSTmn43/UOTQyUWVzIYDFclFpGRkbRt25YPP/wQAKPRSHBwMI8//jjjx48v0X5zc3O54447GD16NEOHDr3u83JzL0+WzMrKIjg4WN5czqAgD05uh6Mb4OhGjEc34Hax6JCSQs3Abq0OCcbGbDY2IcHYmOpBISx9olOR57nKh66rHKez0DSNQ6eyWbv/NH8cOEVSyjnOXcgv9rk1/X24pVoFqvt5U+0/l+p+3lSr4EPFch5XzUtylTbhKsfpTM5k57Lh8Bn+OnSGvw6e5p8zF4p9Xq1K5WgYWIGQKr7U9C9HUCUfalT0oZKvFxV8PKjgrS7F9V67SrtwleN0JpqmsftkFqv3prNmn/r8LzAWPb33cDNQL6A8jQL9qF+tPHWrlqd25XLU8PehUjkvynm54+5mwM1AmT777XOJv3/l5eWRmJjIhAkTzNvc3NyIiopiw4YNJdqHpmkMHz6cbt26XTepAJg6dSpTpkwpU8zCTnl4QXBbdenwBG5GI5w5AEf+gqMb0Y5uwP3cEZob/qG52z+M4FcA/jnfALSEf8tvuoYrJ28Lx2EwGGhQ3Y8G1f0Y1bEemqaRmnWJ3Sey1OWkuhw5c4GTmZeKVBspjpe7G189HEnrOlVsdARC3LyqFby5u0UQd7dQoxTOZOeSlHLOfNmbep5T53M5fu4ix89dvMHeYEhkCK/1bW7tsIWwCIPBwK1B/twa5M/Ybg25kFfA1iPnSDiSwdaj59h57BxnL+RzID2bA+nXL1vu7mbg0Ou9bjoWu04sTp8+TWFhIYGBgUW2BwYGsnfv3hLtY/369SxcuJAWLVqwePFiAL744guaN7/6A2PChAnExcWZ75t6LIQTcnODao3Vpc0IDACZxyFlIxzdCEc2oKXtIrBmLZdKKgBiY2OJjY01/0IhHJPBYKCmfzlq+peje9PLn6HnL+WzN/U8KRkXOHU+l/TzuZwyXbLVdebFfPIKjfiX02+VbyHKomoFb7o3DSzS9s9dyGN/WjYH0s9z/OxFTmZe4sS5i6RlXSLrUgHZlwrMlXfsYVEyIW6Wr5cHHRsG0LFhAKB+ZD+ReYn9aec5mJbN4dPZHDlzgePnLnLqfC4X8i7/kFjWSv12nVhYQseOHTEajTd+IuDt7Y23t7f8Yuuq/GuB/33Q7D4ADJcyKXch4wZ/JIRj8fPxpG3dKrSte+2eiNyCQk5n51HdylV2hLClSr5eRNSrQkS967f9nNxC3F3sByXh3AwGA7UqlaNWpXJ0bVz9qsdzCwq5lGekUNMwlnGGhF0nFgEBAbi7u5OWllZke1paGjVq1LDa68ovtgIAH391EcLFeHu4F78+hhBOztvDXXorhMuxZLt3s8herMTLy4vWrVuzatUq8zaj0ciqVato166djpEJIYQQQgghrqR7j0V2djYHDx40309OTiYpKYkqVaoQEhJCXFwcMTExtGnThoiICGbMmEFOTg4jRoywWkwyFEoIIYQQQojS0T2xSEhIoGvXrub7psnTMTExzJ07l4EDB3Lq1CkmTpxIamoq4eHhLF++/KoJ3ZYkQ6GEEEIIIYQoHd0Tiy5dunCjpTTGjh3L2LFjbRTR5R4L06J7WVlXL7wjXJepPdjREjBWYTo+af/CRNq+cGXS/oWrKk3bt6sF8uzNsWPHpNysuKaUlBRq166tdxhWI+1fXIu0feHKpP0LV1WSti+JxXUYjUZOnDiBn5/fVasQCtelaRrnz58nKCgINze7rn9QJtL+xX9J2xeuTNq/cFWlafuSWAghhBBCCCHKzHlTbiGEEEIIIYTNSGIhhBBCCCGEKDNJLIQQQgghhBBlJomFEEIIIYQQoswksRBCCCGEEEKUmSQWQgghhBBCiDKTxEIIIYQQQghRZpJYCCGEEEIIIcpMEgshhBBCCCFEmUliIYQQQgghhCgzSSyEEEIIIYQQZSaJhRBCCCGEEKLMJLEQQgghhBBClJkkFkIIIYQQQogyk8RCCCGE0+nbty+VK1fm/vvv1zsUIYRwGZJYCCGEcDrjxo3j888/1zsMIYRwKZJYCCGEcDpdunTBz89P7zCEEMKlSGIhhBDCrqxbt47evXsTFBSEwWBg8eLFVz0nPj6eunXr4uPjQ2RkJJs3b7Z9oEIIIYrw0DsAe2Y0Gjlx4gR+fn4YDAa9wxF2QtM0zp8/T1BQEG5uzpubS/sX/2Wrtp+Tk0NYWBgjR46kX79+Vz2+cOFC4uLimDlzJpGRkcyYMYPo6Gj27dtH9erVy/z60vZFceSzX7iq0rR9SSyu48SJEwQHB+sdhrBTKSkp1K5dW+8wrEbav7gWa7f9nj170rNnz2s+Pn36dEaPHs2IESMAmDlzJkuXLmXOnDmMHz++1K+Xm5tLbm6u+f7x48cJDQ0tfeDCJchnv3BVJWn7klhch2l8bkpKChUrVtQ5GmEvsrKyCA4Odvrx29L+xX/ZQ9vPy8sjMTGRCRMmmLe5ubkRFRXFhg0bbmqfU6dOZcqUKVdtl7YvrmQP7d8W5LNf/Fdp2r5LJBZ9+/ZlzZo1dO/enW+//bbEf2fqAqxYsaK8ucRVHKGLeMmSJTz99NMYjUaef/55HnrooRL/rbR/cS16tv3Tp09TWFhIYGBgke2BgYHs3bvXfD8qKort27eTk5ND7dq1WbRoEe3atSt2nxMmTCAuLs583/QlKm1fFMcRPvvLQj77xbWUpO27RGIxbtw4Ro4cybx58/QORQibKSgoIC4ujtWrV+Pv70/r1q3p27cvVatW1Ts0Iaxu5cqVJX6ut7c33t7exMfHEx8fT2FhoRUjE0II5+W8s4+uIGUHhSvavHkzt956K7Vq1aJChQr07NmTFStW6B2WEGUSEBCAu7s7aWlpRbanpaVRo0aNMu07NjaW3bt3s2XLljLtRwghXJXuiYWUFRR2zWjU7aXL+t44ceIEtWrVMt+vVasWx48ft0XoQliNl5cXrVu3ZtWqVeZtRqORVatWXXOokxBCCNvQPbEwlRWMj48v9nFTWcFJkyaxdetWwsLCiI6OJj093fyc8PBwmjVrdtXlxIkTtjoM4eg0Df75B376CV59FQYMgMaNoZhSl7ZiifeGuAlffw2RkSCrNusmOzubpKQkkpKSAEhOTiYpKYmjR48CEBcXx+zZs5k3bx579uxhzJgx5OTkmKtE3az4+HhCQ0Np27ZtWQ9B2LuCAtizB775BiZNgtGj4Z571Hu/bl21TQhXkpUFgYEQGgp5eTe/H82OANoPP/xQZFtERIQWGxtrvl9YWKgFBQVpU6dOLdW+V69erd13333Xfc6lS5e0zMxM8yUlJUUDtMzMzFK9lrBzWVma9tdfmjZzpqY99pimdeyoaRUrappKL4peQkKu+vPMzEybt4ubeW+sX79e69Onj/nxcePGafPnz7/ma7h8+zcaNe2NN4r+/48Zo2m5uXpHZjds1fZXr16tAVddYmJizM/54IMPtJCQEM3Ly0uLiIjQNm7caLHX1+M9LqwsI0PTfvxR0556StPatNE0b+/iP/NNl+HDr9qFq7QLVzlO8R+HDqm27+t71UOlaRN2PXnbGmUFr+daJQeFgzIaITkZtm+HHTsuXw4dKv75np4qU2/RoujFDpXkvREREcGuXbs4fvw4/v7+LFu2jJdeeuma+3Tp9l9YCI8/Dh99pO537w6rVqn727bBokXgxHXr7U2XLl3QNO26zxk7dixjx461UUTC4Wiaeu/+9BP8/LO6/d82Vb48NGsGzZtDSIj6tdZ0qVNHn7iF0Mvp0+o6IKBMu7HrxKKkZQVvpKRlB69VclA4kBMn4Isv4McfVRKRk1P884KCiiYPYWFq6JOnp23jvUkleW94eHjwzjvv0LVrV4xGI88999x1K0K5bPu/cAEeeECdgBgM8O67MG4cLF0KDz4IGzdC69awcCF06aJ3tMKKpCqUg9M09X6dP199Bxw7VvTxxo3Ve7hzZ4iIgHr1wIlX0BaiVFwhsbCUkpYdNJUcFA7m0iV1UvjZZ7BiRdEJ197e6hepKxOI5s3L/MZxFPfccw/33HNPiZ7rku3/1Cno3Rs2bVJtZf58uO8+9dhdd0FCgrq/fTtERcEbb8DTT6sERDid2NhYYmNjycrKwt/fX+9wREkdOKB+UJo/Hw4fvrzd1xeio9XciehoqFlTvxiFsHeukFhYs6ygcHCapk765s6Fr76Cs2cvP9apEwwbBh07QoMG4GHXzfymWPO94TK/2h48CD17qusqVVRy2qFD0efccgv89Rc8+qg6cXn2Wdi8GT79FKSEtRD6MRrhl1/gww/h118vby9fHvr2hUGD1JBGHx/9YhTCkVgosbDrPkApKyiukpoK06apXoeICPi//1NJRXAwvPii+uVq3Tp46CFo0sQpkwqw7nvDJWr5b9oE7dqppKJuXVi//uqkwsTXF+bNg/h4NVRu0SJVOebgQZuGLKxPqkI5gOxseO89aNhQ9Tb++qvqQezRAxYsgLQ09SPAXXe5dFJRt25dWrRoQXh4OF27dtU7HOEInKXHIjs7m4NXfEGbygpWqVKFkJAQ4uLiiImJoU2bNkRERDBjxgyLlBUUDiQvD5YsUUOdli1TE21BfWn06wcjRkDXruDurm+cFibvDSv5/Xe4+264eFHNnViyBG7Uy2MwwGOPQcuWcP/9qkxlr14qQalc2TZxC6uToVB27PRp1TvxwQeQkaG2VaoEo0ap92b9+rqGZ4/++usvKlSooHcYwlHYMrHYsWNHiXfYopRVdBISEopk06bJozExMcydO5eBAwdy6tQpJk6cSGpqKuHh4SxfvvyqSauW5DJDQezdtm1qqNP8+XDmzOXt7drB8OEwcCA48Ze/Pb43HF5urjoRuXhRDYP65hsozRdvu3ZqCF67dqp3bPBglZg4WVIrhN04cQLefhs+/lgVWgA1xPWZZ1RxhfLl9Y1PCGdhocSiROtYGAwGzc3NTTMYDMVeTI+5ubmVumyuPZNazjrIyNC0d9/VtLCwojXFa9bUtOef17Q9e/SO0OnbxYcffqg1bdpUa9SokfMd59tvq/YUFKRp2dk3v59t2zStXDm1r+ees1h49s7Z276JqxynXUtJ0bSxY4uuN9G6taYtWqRpBQW6hGSrdrF27Vrt7rvv1mrWrFnsGkaapj6n69Spo3l7e2sRERHapk2bijxet25drVWrVlqbNm20L7/8slSvL+3fRXXqpN5n33xz1UMWX8ciOTm5bNmLECWRkQFt216u6uHlBX36qN6JO+5w2vkS9sZph4OcOaNWVQd1XZZfOsPD1dC8QYPgrbdUtbHBgy0SptCP9FbbgZMn4fXXVQ+FafXfDh1g4kT1PeACFdlycnIICwtj5MiR9OvX76rHFy5cSFxcHDNnziQyMpIZM2YQHR3Nvn37qF69OgB//vkntWrV4uTJk0RFRdG8efNSjygRLsaWQ6HqyEIxwto0Tc2VOHxYLUQ2frxaW6BKFb0jE87ilVcgM1MlAcOGlX1/AweqMrRTp6rhVY0bqzkbwmE5bVLtCE6fhjffVPMoLl1S226/HSZNUnPoXCChMOnZsyc9e/a85uPTp09n9OjR5vl0M2fOZOnSpcyZM4fx48cDUKtWLQBq1qxJr1692Lp16zUTi9zcXHJzc833s7KyLHUowpHoPXl79+7dHD16lDzTLwr/KmnNfCGKePddVe7Ty0stbNSqld4RCWdy4ICq6gSqqpil5kS88opKLn75RfWuJSSoVXuFECWTlQXvvAPTp6uKTwDt26v3Vrdu+sZmh/Ly8khMTGTChAnmbW5ubkRFRbFhwwZA9XgYjUb8/PzIzs7m999/Z8CAAdfc59SpU5kyZYrVYxd2zGi8XBTB1onF4cOH6du3Lzt37sRgMKBpGgCGf39NkC5kUWobN8Lzz6vb774rSYXOnHI4yPjxUFCgJmxHRVluv+7uqsRlZCTs26cqRq1apRJkIcS15ebCRx/Ba69d/qW0VSs1TLFHD5fqoSiN06dPU1hYeFWRjsDAQPbu3Quo9Yz69u0LqHOy0aNHX7eE8oQJE8zFQUD1WAQHB1shemG3MjMvV9ysWrVMuyr1Ohbjxo2jXr16pKen4+vry99//826deto06YNa9asKVMw9kJqmdtQRgYMGKBO+gYMgDFj9I7I5TndOhZ//gnffw9ubqq6jKX5+6tetooV1Ws98YTlX0MIZ2E0wpdfqqGDTz2lkopGjdT6MAkJKvmXpKJM6tevz/bt29m+fTu7du1i3Lhx132+t7c3FStWLHIRLsaU3Pv5lfmHsVInFhs2bODll18mICAANzc33Nzc6NixI1OnTuUJJ/lCdboTK3ulaRATAykpqnzg7NnyhSIsy2iEp59Wtx96CG691Tqv07ixWgHeYIBZs2DmTOu8jrAq+VHJyn77Tc1DGjoUjhyBoCA1Sfvvv1Vvn3z+31BAQADu7u6kpaUV2Z6WlkaNG63HI8S1WKrULDeRWBQWFuLn5/fv6wdw4sQJQE3w3rdvX5kDEi7knXfUGgDe3mo9AfmVRFjaN9/A5s1qrQprjyHu1UtVswF4/HFYutS6rycsTn5UspKkJLjzTnVJSlKf9a+/ruY+jR4tFf9KwcvLi9atW7Nq1SrzNqPRyKpVq2jXrp2OkQmHZsHEotTv5mbNmrF9+3bq1atHZGQkb731Fl5eXnz88cfUl5UvRUn99Zca9w4wY4Za0VjYBaeZY3Hp0uU29vzzN15d2xKef16dOC1cqFb3vu8+NVm8bl3rv7YQ9uboUXjpJfjiC9VD7ekJsbHwwgsWOYFxVtnZ2Rw8eNB8Pzk5maSkJKpUqUJISAhxcXHExMTQpk0bIiIimDFjBjk5OeYqUUKUmgUTixItkHel5cuXa999952maZp24MABrXHjxprBYNACAgK0VatWlXZ3dk0WibGS06c1LThYLcQycKCmGY16R1QqrtIuHP4433rr8mJ4OTm2e90LFzQtNlbT3NzU63t7a9qLL5ZtQT474fBtooRc5TitJiNDLWh65eJ2DzygaYcO6R1ZmdiqXaxevVoDrrrExMSYn/PBBx9oISEhmpeXlxYREaFt3LjRYq8v7d8Fmb4vhw4t9mGLL5B3pejoaPPtBg0asHfvXjIyMqhcubK5MpQQ12Q0Xp5X0bChGl8r7UZY2unTqtoMqGtfX9u9drlyqhb/I4/AuHGwerWqdDN3rlpMb9AgafPCOWVnw/vvqyIJ586pbZ07q/syb6XEunTpYq64eS1jx45l7NixNopIOD0951gUp0qVKpJUiJKZNk2NPZd5FcKaXn758mJ4Q4fqE0Pz5qr07HffqaFQx46p1bk7dYKtW/WJSQhryM1VCcUtt6hhTufOQbNmam2i1aslqRDC3uk5x6Jr167XTSJ+//33MgVkD5xmjLm9Wb8e/vc/dfv99yE8XNdwhJPav1/VxwdVIMBSi+HdDIMB+vVTJTTfeUet0r1+PbRpo1aWf+YZmV9kR+Szv5QKC2H+fJg4UVV5AlXhb8oUtTK9nu89IUTJ6dljER4eTlhYmPkSGhpKXl4eW7dupXnz5mUOyB5IZRArOH1aDQEpLFQnVKNH6x2RuAaHL7n5v/+pdVF69YLu3fWORilXDl58US2iN3iwGnW+YIFaECwqCpYtU9uEruSzv4Q0TfU8t2yphraaSsfOmgW7d6s2LkmFEI5Dzx6Ld999t9jtkydPJjs7u8wBCSdkNMKwYWooSKNG6stHhs7ZrdjYWGJjY8nKysLf31/vcEonKUkNPTIY4M039Y7marVrq194n35a9WAsXKiGS61apdbYePppdVLm7a13pEIUb88eePJJWLFC3a9UCSZMUCWWy5XTMzIhxM2ytzkWAA8++CBz5syx1O6EM3n7bfWLrI+PWl3133VQhLC4yZPV9cCBaoy3vWrVSiUYhw9DXJxaZ+Pvv2HkSDUfY+pUOHtW7yiFuOzcObVSdosWKqnw8oJnn1Vt+LnnJKkQwpGdOaOu7Smx2LBhAz4+PpbanXAWf/6pJvOBmlfRooW+8QjnlZgIP/6oeismTtQ7mpIJCVE9FykpqmJUrVqQmqqGc4WEqB6MY8f0jlK4MqMR5s1Tq8vPmKGGGd5zjxry9NZbULmy3hEKIcqioAAyMtTtqlXLvLtSD4Xq169fkfuapnHy5EkSEhJ46aWXyhyQcCKnTl2eVzFkCDz0kN4RCWdm6q0YPBiaNtU1lFKrVEn9+jtunBoe9fbbsHMnTJ8OH3ygKls9+yw0aaJ3pMKV7NgBjz2mCg6Aan/vvadW0BZCOIfdu9W8KT8/qFatzLsrdY+Fv79/kUuVKlXo0qULv/zyC5MmTSpzQMJJGI3qZOj4cfVL18yZMq9CWM+WLbBkCbi5OU5vRXG8vNT7Zvt2+OUXuP12yM+HOXMgNFSt5L15s95RCmeXk6OG6LVqpZKK8uVV78T27ZJUCOFsTN8pbduq79AyKnWPxWeffVbmFxUu4M034ddfL8+rqFBB74iEMzP9qPHgg6pAgKMzGFSJ2p49YcMG9X768Uf4/nt16dpVlaqNjpbqO8KyVq9WvcuHD6v799+ves6Cg/WNSwhhHZs2qeuICIvszmJzLJyJw5fb1Nsff6jSmqBWIHaSMsSuwuHa/8aNqjiAuzs443DMdu1g8WI1uXv4cPDwUCd/d90F9evDK6+onkEhyuL8eRgzBrp1U0lFcLDqNVu0SJIKIZyZqcciMtIiuzNoN1o3HqhcuXKJV9bOME0AcQKmcpuZmZlUlBWiSyY9XdU2P3FC/Xr8+edONwTKVdqFwxxndLSqUjNihBoy5OxSUtQk2s8+u1w5ys0N7r4bHn4YevSwWi+Gw7SJm3TlAnn79+/X9zj/+UdVYerTR60VYU1r1qik1bTI3Zgx8MYb4IT/x2Xh7O3fxFWOU6CGPVasqIavHz+u1qMpRmnaRImGQs2YMcN8+8yZM7z66qtER0fTrl07QFWE+vXXX2Xytqszzas4cUJN8vvoI6dLKoSdWb9eJRUeHpd7yZxdcLCqJPXaa2rNjo8/hnXr4Kef1CU4GEaNUgtRNmhgkTGzrsJu1nDJz1clkzdvVr1VmqZO/C3t4kVVgcz0HV+vHnz6qRpqJ4RwfomJ6tytVq1rJhWlVaLEIuaKX0vuu+8+Xn75ZcaOHWve9sQTT/Dhhx+ycuVKnnrqKYsEJhzQ1KnqJK9cOZlXIWzDNLdi+HA1LMiV+PioamtDhsDevTB7Nsydq3o0Jk9Wl4oVVQ9iq1aXL40by7wMezdlikoq3NzUl/6oUer/8j9VGctk82b1vtmzR91/5BGYNk0+t4VwJaZhUBaaXwE3MXn7119/5c1iVrTt0aMH48ePt0hQwgElJV2uxhMfb9+LkwnnsG6dWrHaw+PyWimuqkmTy70YP/wAn3yienOysmDtWnUx8fWFsDD1N1WqqHUIKle+9m3p8bCtdevg9dfV7QUL4LffVC/CAw+oymd33FG2/aekqPfLF1+o+zVrqv337Fm2/QohHI+F51fATSQWVatW5ccff+Tpp58usv3HH3+kqgUW1hAOatIk9cvaffdZp8teiP8y9VaMGqVWqxaqF+OBB9QlP1/1ZGzdqrq7t25VPwDk5KhKUxs23Hh/69dD+/ZWD1v86+xZNTfNNPRp4EBVlSkzE779Vs23+P33mzsJOH9elYydNg0uXVLbhg1TFZ/ku1sI16NpqvgJ6NtjMWXKFB566CHWrFlD5L8fbps2bWL58uXMnj3bYoEJB5KYqMZ2u7nBq6/KvAphfatXqwmnXl5qjLi4mqenqsjWvPnlyb+FhXDggHrPHjmiTmRNl4yMorezs2VVZVvSNHj0UdWj0KABvP++2u7uDl9+qRKDX3+FAQPUwnUlnQOydy/83/+pYXLnz6ttt9+uerjatLHKoQghHEBCgvq8KVdOrWFhIaVOLIYPH07Tpk15//33+f777wFo2rQpf/75pznREC7GtOLxAw/IysDC+jTtcm/FQw9BSIi+8TgSd3f1Hi3J+zQ/X+Zi2NLvv8M336ihfQsWqFVwTby91by18HBVCnbs2MtDmYqjaapU7IwZsHLl5e2NG6tqT/feKz8ACeHqvvxSXffpY9G5VaVOLAAiIyOZP3++xYIQDsxZVjwWZleW3LRLv/+u1krx9oYJE/SOxnl5euodgWsxLT770EPF/3ro56dOBDp2VNd33QWDBhV9Tn4+fP21GvK0a5faZjBA794qGeneXebMCCGgoEB9VoAafmlBJfqEycrKKnL7ehdn4HALhOnJ1FsxZIhzrHgsiI2NZffu3WzZskXvUIr38svq+uGHoXZtfWMRwhKystSK6qDWY7mWdu0ul1V+9FE4elTdzshQcycaNFDzJnbtUr9APv206uH48Uc16VuSCiEEqJ7M9HSoVq3sBSH+o0SfMpUrVyY9PR2ASpUqUbly5asupu3OwO5PrOzFxo2qu91ZVzwW9mfbNlU1x8MDnntO72iEHVuyZAmNGzemYcOGfPLJJ3qHc32LFqk1JZo2vfFY5xdfVJO3MzPVDzqjR6sE+9lnVaIRGKiqSqWkqGRDChsIIf7LNAxq4ECL906XaCjU77//TpUqVQBYvXq1RQMQDszUWzF0KDRsqGsowkWYJrTef7/0VohrKigoIC4ujtWrV+Pv70/r1q3p27ev/VYunDdPXcfE3Hjug6enml/RsiX8+ae6gCoh/PjjKtnw8bFuvEIIx3XxourFBPV5YWElSiw6d+5c7G3hwjZsUBVK3N1dZ8Vjoa/0dDWpFeCJJ/SNRdi1zZs3c+utt1KrVi0AevbsyYoVK3jggQd0jqwYhw6pOUNubiUf69ywoVoQcexY6NZNvR86dpQJ2UKIG1uxQlX9Cwmx6PoVJqUecLl8+XL+NP1CgpqPEB4ezuDBgzl79qxFgxN2zFSVJyYGbrlF31iEa5g9G/Ly1FCR227TOxphRevWraN3794EBQVhMBhYvHjxVc+Jj4+nbt26+Pj4EBkZyWbTQk/AiRMnzEkFQK1atTh+/LgtQi+9zz9X11FRcEXMN/TAA3DmjBpG1amTJBVCiJL59lt1fd99VvncKHVi8eyzz5onae/cuZO4uDh69epFcnIycXFxFg9Q2KE//1SrwXp4SG+FsI38fFWLH9Svs3IS5dRycnIICwsjPj6+2McXLlxIXFwckyZNYuvWrYSFhREdHW2eC+gwjMbLiYVprREhhLCW3Fy17hioIcVWUOpys8nJyYSGhgLw3Xff0bt3b15//XW2bt1Kr169LB6gsEOm3ooRI6BePX1jEa7hu+/gxAk1MbV/f72jEVbWs2dPevbsec3Hp0+fzujRoxnxbwWlmTNnsnTpUubMmcP48eMJCgoq0kNx/PhxIq6zsmxubi65ubnm+zarcPjHH/DPP6qUbJ8+tnlN4fTOnTtHVFQUBQUFFBQUMG7cOEaPHq13WMIerFypqtAFBVmt57/UPRZeXl5cuHABgJUrV3LnnXcCUKVKFacpNyuuY906tY6Apye88ILe0QhXYZq0PWaMWr9CuKy8vDwSExOJiooyb3NzcyMqKooNGzYAEBERwa5duzh+/DjZ2dksW7aM6Ojoa+5z6tSp+Pv7my/BwcFWPw7g8qTtgQPB19c2rymcnp+fH+vWrSMpKYlNmzbx+uuvc+bMGb3DEvbgymFQVio/Xeq9duzYkbi4OF555RU2b97MXXfdBcD+/fupLVVanJ+pt2LkSKhTR99YhGvYskUVC/D0hEce0TsaobPTp09TWFhIYGBgke2BgYGkpqYC4OHhwTvvvEPXrl0JDw/n6aefvm5FqAkTJpCZmWm+pKSkWPUYAMjJUfMjQIZBCYtyd3fH999ENTc3F03T0DRN56iEXVi5Ul3fe6/VXqLUicWHH36Ih4cH3377LR999JF5gtyyZcvo0aOHxQMUdmTNGnXx9IT//U/vaISrMPVWDBwINWroG4twGPfccw/79+/n4MGDPPzww9d9rre3NxUrVixysbqff1aVWerXhw4drP96wmGUtXgBqOFQYWFh1K5dm2effZaAgAAbRS/sVmoqHDum5iheZ2hoWZV6jkVISAhLliy5avu7775rkYCEndK0y70VDz2kypQJYW2pqbBwobotJWYFEBAQgLu7O2lpaUW2p6WlUaOMiWd8fDzx8fEUFhaWaT8lYmrXgwZJMQJRhKl4wciRI+nXr99Vj5uKF8ycOZPIyEhmzJhBdHQ0+/bto3r16oBazHj79u2kpaXRr18/7r///qt6+YSLSUhQ102aqHldVnJTA6wOHTrEiy++yAMPPGCuwrFs2TL+/vtviwYn7Mjq1Wp+hZeX9FY4ufj4eEJDQ2l7oxWAbWHWLFURql27G69ILFyCl5cXrVu3ZtWqVeZtRqORVatW0a5duzLtOzY2lt27d7Nly5ayhnl9mZnwyy/q9qBB1n0t4XB69uzJq6++St++fYt9/MriBaGhocycORNfX1/mzJlz1XMDAwMJCwvjjz/+uObr5ebmkpWVVeQinJApsbDyd2mpE4u1a9fSvHlzNm3axPfff092djYA27dvZ5LpF20HZ1cnVvZA02DiRHX74YdlxWMnZ7OTqxvJzYWPPlK3pbfCpWRnZ5OUlERSUhKgqhEmJSVx9OhRAOLi4pg9ezbz5s1jz549jBkzhpycHHOVqJtls8/+xYvVmiyhodCsmXVfSziVkhQvSEtL4/z58wBkZmaybt06GjdufM196la8QNiW6Tvd3hKL8ePH8+qrr/Lbb7/h5eVl3t6tWzc2btxo0eD0YjcnVvZi5UpYv15V45kwQe9ohKtYtAjS0lRZvPvu0zsaYUMJCQm0bNmSli1bAiqRaNmyJRP//YFj4MCBTJs2jYkTJxIeHk5SUhLLly8v81APm332f/21uh44UIZBiVIpSfGCI0eO0KlTJ8LCwujUqROPP/44zZs3v+Y+dSleIGxL0y4nFm3aWPWlSj3HYufOnSxYsOCq7dWrV+f06dMWCUrYkSvnVjzyiDrJE8LaNA3ee0/dfuwxVTBAuIwuXbrcsIrN2LFjGTt2rI0isqDTpy9XZhk4UN9YhFOKiIgw9/aVhLe3N95Sxtu5paTAqVNqYePwcKu+VKl7LCpVqsTJkyev2r5t2zZzhSjhRFasUKU+fXxg/Hi9oxGuYtMmNR7U21sNvxPCBmwyFOr776GgAFq2hOsMTxGiONYsXiCcmKm3onlzdT5nRaVOLAYNGsTzzz9PamoqBoMBo9HI+vXreeaZZxg2bJg1YhR6ubK3YswYqFlT33iE6zD1VjzwAFSrpm8swmXYZCjUlcOghCglaxYvEE7MNHHbysOg4CaGQr3++uvExsYSHBxMYWEhoaGhFBYWMnjwYF6QlZidy7Jl6pfjcuXg+ef1jka4iuPHL68OKpO2hTM5eVKtBQSSWIhrys7O5uDBg+b7puIFVapUISQkhLi4OGJiYmjTpg0RERHMmDHDIsULhBNbvVpd26AoUakTCy8vL2bPns3EiRPZuXMn2dnZtGzZkoYNG1ojPqGXK3srHnsMpP61sJWZM9VQkU6d1HARIWzE6utYLFqkPltvuw3q1rXOawiHl5CQQNeuXc334+LiAIiJiWHu3LkMHDiQU6dOMXHiRFJTUwkPD7dI8QLhpPbsUT8Su7tD795Wf7lSJxYmwcHBRUqSff/990yePJkdO3ZYJDChs6VLVdeZry8895ze0QhXUVAAs2er248/rm8swuXExsYSGxtLVlYW/v7+ln+BKxfFE+IanLp4gbC9Tz9V13fdBTaYh1OqORazZs3i/vvvZ/DgwWzatAmA33//nZYtWzJ06FA6dOhglSCFjWkaTJ6sbsfGwr8reQphdStWqBKz1apBnz56RyOE5Rw/Dn/9pcrL9u+vdzRCCFeQlweff65ujxplk5cscWLxxhtv8Pjjj/PPP//w008/0a1bN15//XWGDBnCwIEDOXbsGB+ZFrMSju3nnyExEcqXh2ef1Tsa4UpMH4CDB0uJWeFcli5V15GRUrZbCGEbS5aoMrM1akCvXjZ5yRIPhfrss8+YPXs2MTEx/PHHH3Tu3Jm//vqLgwcPUr58eWvGKGzpyrkVjz8uFXmE7Zw7p1YkBpAKc0IHVp1jsWSJur7rLsvvWwghijNzprqOiVFrWNhAiXssjh49Srdu3QDo1KkTnp6eTJkyRZIKZ7N4MSQlQYUK8MwzekcjXMm330JuLoSGyqRtoQurlZu9dAlM5UHvvtuy+xZCiOLs2gW//QZubmqBYxspcWKRm5uLzxWLanh5eVGlShWrBCV0YjRenlvxxBNQtaqu4QgXYxoGNWyYGocuhLNYswYuXIBatSAsTO9ohBCuYMYMdd2vH9SrZ7OXLVW/yEsvvYSvry8AeXl5vPrqq1dVzpg+fbrlohO29cMPsGMH+PnB00/rHY1wJYcPwx9/qIRiyBC9oxHCsq4cBiVJsxDC2tLT4csv1e2nnrLpS5c4sbj99tvZt2+f+X779u05fPhwkecY5APTcV3ZW/HkkyC9UU6hb9++rFmzhu7du/OtadE5e2T6AOzeHWrX1jcWISxJ0y5P3Jb5FUIIW3j/fTW0ODISbLwie4kTizWm1UJdgNUXSbJH332nxuP5+9s8uxXWM27cOEaOHMm8efP0DuXaNK3oMCghdGKVz/49e+Cff8DbWyXOQghhTUeOwDvvqNvPP2/zXtJSrWPhKqw2gc9eFRYW7a2oXFnPaIQFdenSBT8/P73DuL4NG+DQIVXeuG9fvaMRLswqn/2mYVBdu6o2LoQQ1vT886pgROfOuqwHJYmFgEWLYPdu1Vvx5JN6R+My1q1bR+/evQkKCsJgMLDYVGr1CvHx8dStWxcfHx8iIyPZvHmz7QO1NlNvxX33qWpkQjgTGQYlhLCVxYth4UJVCWrGDF3mdEli4ery8uDFF9Xtp5+GSpV0DceV5OTkEBYWRnx8fLGPL1y4kLi4OCZNmsTWrVsJCwsjOjqa9PR083PCw8Np1qzZVZcTJ06UOp7c3FyysrKKXKzu0iX1IQgyDEo4n7NnYf16dVsSCyGEteTnq3M5U6//ww9DeLguodhmtQxhvz7+WA1DCQyUuRU21rNnT3r27HnNx6dPn87o0aMZMWIEADNnzmTp0qXMmTOH8ePHA5CUlGSxeKZOncqUKVMstr8SWbpULYxXuzZ06WLb1xbC2n79VQ01DQ21ablHIYQLWb5cnb/t3avuP/YY6FihtUQ9Fv369TP/evn555+Tm5tr1aCEjWRlwcsvq9uTJskwFDuSl5dHYmIiUVFR5m1ubm5ERUWxYcMGq7zmhAkTyMzMNF9SUlKs8jpFmIZBPfgguLtb//WEsCXTMChZFE8IYWnbt0N0NPTsqZKKatXgq68gPl4Vi9BJiRKLJUuWkJOTA8CIESPIzMy0alDCRqZNg1OnoFEjeOghvaMRVzh9+jSFhYUEBgYW2R4YGEhqamqJ9xMVFUX//v355ZdfqF279nWTEm9vbypWrFjkYlWnTsEvv6jbQ4da97WEsDWjEZYtU7dlGJQQwhLOnlU/yHXurIY6rVgBnp4QFwf798OgQXpHWLKhUE2aNGHChAl07doVTdP45ptvrnnSMUzGSTuGkycvlyObOlU1TOF0Vq5cqXcI1/b111BQAG3aqKEiQujMouVmd+2CM2dUJSgb15EXQjiRo0fVpOwff4S1a9XwSlATtAcMgNdeg/r1dQ3xSiVKLGbOnElcXBxLly7FYDDw4osvFrsYnsFgkMTCUUyeDBcuqC88KfFpdwICAnB3dyctLa3I9rS0NGrUqGHV17bZOi6ydoWwM7GxscTGxpKVlYW/v3/ZdvbHH+q6Qwf54UYIUToHDsC336o1xhITiz7WrJlKKEaMsMsFZUuUWLRv356NGzcCapz3/v37qV69ulUDE1a0dy98+qm6/dZbupQjE9fn5eVF69atWbVqFX3+rUNtNBpZtWoVY8eOteprW/Tk6lp274aEBPDwsIuuWyEsbt06dX377frGIYRwDH//rRKJ779X8ydM3NygY0e49151ueUW/WIsgVJXhUpOTqZatWrWiEXYyoQJqivtnntUYxW6yM7O5uDBg+b7ycnJJCUlUaVKFUJCQoiLiyMmJoY2bdoQERHBjBkzyMnJMVeJcmhffKGue/VSE86EcCaaJomFEOL6NE0lE4sWqcuePZcfc3eHbt3g/vvVIncO9GN+qROLOnXqcO7cOT799FP2/PuPEBoayqhRo6z366awnPXr1Vg9Nzc1t0LoJiEhga5du5rvx8XFARATE8PcuXMZOHAgp06dYuLEiaSmphIeHs7y5cuvmtBtaVYfClVYCF9+qW7LMCjhjA4ehNRU8PKCtm31jkYIYS80DXbuvJxM7Nt3+TEvL7jzTrVYbO/eULWqfnGWgUHTNK00f5CQkEB0dDTlypUjIiICgC1btnDx4kVWrFhBq1atrBKoHkxDQTIzM61fIccWNE2N992wAUaPVmtYiFJzunZxDVY7zlWrICpKLcaYmqprWTxROtL2S+jTT1WlvU6dLvdcCIcn7V/ctL//VovBfvPN1clEjx6qZ+Kee8BOf6AvTZsodY/FU089xT333MPs2bPx8FB/XlBQwEMPPcSTTz7JOvkQtV+LF6ukolw5NXlbCD2YJm0PGiRJhXBOponbMgxKCNe1e7fqlfjmG3XbxNtbJRP9+6ueCSdL3kqdWCQkJBRJKgA8PDx47rnnaNOmjUWDExZUUKDmVoCqdxwUpG88wjXl5KjJaSBrVwjnJfMrhHA915sz4eWlFrMbONApk4krlTqxqFixIkePHqVJkyZFtqekpODn52exwISFffqp6n4LCIDnntM7GmHHrDrH4qefVHJxyy1S21/YHYu0/ZQUSE5W89ikjQvh/PbsuTzM6b/JxJ13qmFO996rhv+6gBKtvH2lgQMHMmrUKBYuXEhKSgopKSl8/fXXPPTQQzzwwAPWiFGUVXb25aFPL73k1JmyKLvY2Fh2797Nli1bLL/z+fPV9eDBUuZY2B2LtH3TMKhWrUB+bBM66du3L5UrV+b+++/XOxTndOCAWpguLEwt8DplikoqvLxUj8QXX0B6Ovz8M8TEuExSATfRYzFt2jTzQngFBQUAeHp6MmbMGN544w2LBygsYPp0NUm2fn149FG9oxGu6vRp+PVXdXvIEH1jEcJaZBiUsAPjxo1j5MiRzJs3T+9QnMc//6ieiYULYdu2y9s9PdUwpwED7HoCtq2UOrHw8vLivffeY+rUqRw6dAiAW265BV9fX4sHJywgPR3eflvdfv11lU0LoYdvvlFzfVq3hsaN9Y5GCOuQidvCDnTp0oU1a9boHYbjS01VicTXX8O/C0UDap2J7t3VnIk+faBKFd1CtDelHgpl4uvrS/PmzWnevLkkFfbs5ZfVUKg2bVQFAiFuID4+ntDQUNpauv6+aRiU9FYIZ3Xq1OXqL7L4qLhJ69ato3fv3gQFBWEwGFi8ePFVz4mPj6du3br4+PgQGRnJ5s2bbR+os8rMhM8+gzvugFq14MknVVLh5qYWrZs1SyUcv/4KI0dKUvEfN51YCAdw4IB6AwC89ZZ6UwhxA1aZY5GcDH/9peZVDBxouf0KYU/+/FNd33qrwy5uJfSXk5NDWFgY8fHxxT6+cOFC4uLimDRpElu3biUsLIzo6GjS09NtHKkTyc1VJfn794fAQJUwrFwJRiPcdhu8/z4cP67WYXr4YVUIRxSr1EOhXIHVVx62lRdeUENPevaEK1Z4FsLmFixQ1926Salj4bxkfoWwgJ49e9KzZ89rPj59+nRGjx7NiBEjAJg5cyZLly5lzpw5jB8/vtSvl5ubS25urvl+VlZW6YN2REajGro4f74qD3vu3OXHQkNVkZHBg6FePd1CdESSWBQjNjaW2NhY80qDDmnTJvVGMRjgzTf1jka4Mk2TYVDCNcj8CmFleXl5JCYmMsG0LhXg5uZGVFQUGzZsuKl9Tp06lSlTplgqRPumabBjh/pO+uorOHbs8mNBQfDAA+p7KjxcKhfepFInFjk5OZQvX94asQhL0bTLa1XExEDz5vrGI1xbUpIqw+ftDf366R2NENZx4YJq6wAdOugainBep0+fprCwkMDAwCLbAwMD2bt3r/l+VFQU27dvJycnh9q1a7No0SLaXWNdlQkTJhAXF2e+n5WVRXBwsHUOQC/Hj6tk4osvYNeuy9v9/eG++1Qy0bmzmpQtyqTUiUVgYCADBgxg5MiRdJTJafZp6VLVJe/joyZvC6EnU29F794uX4ZPOLFt26CwEGrWhNq19Y5GuLiVK1eW+Lne3t54e3tbMRqdXLig5k3MnavmS2ia2u7lBXffrZKJXr3UuZKwmFLP5v3yyy/JyMigW7duNGrUiDfeeIMTJ05YIzZxMwoLwTTG8oknwNl+dRBWZ9GqUIWFqrsZZBiUsCmbLxBmqsoTESFDKITVBAQE4O7uTlpaWpHtaWlp1KhRQ6eo7IimqQpOjzyikvwhQ+C339T2Tp3g448hLQ2++071oEtSYXGlTiz69OnD4sWLOX78OI8++igLFiygTp063H333Xz//ffmRfOETubNg7//hsqVLycYQpSCRatCrV0LJ06oVUevMxlRCEsbN24cn3/+ue1e8MrEQggr8fLyonXr1qxatcq8zWg0smrVqmsOdXIJaWkwbZqqyNaunUogsrKgbl2YPBkOHVIjOUaPdqlVsPVw0/VHq1WrRlxcHDt27GD69OmsXLmS+++/n6CgICZOnMiFCxcsGacoiQsXYOJEdfvFF1VyIYSeTNWg+vdXcyyEsJEuXbrg5+dnuxeUxEJYSHZ2NklJSST9O2cnOTmZpKQkjh49CkBcXByzZ89m3rx57NmzhzFjxpCTk2OuEuUyCgvV0O++fdV6E88+q+bzlSsHDz4Iv/+uEopJk6B+fb2jdRk3nVikpaXx1ltvERoayvjx47n//vtZtWoV77zzDt9//z19+vSxYJiiRN57T01QqlMHYmP1jka4ukuX4Ntv1e3Bg/WNRdgVp1sA7MwZOHxY3W7TRt9YhMNLSEigZcuWtGzZElCJRMuWLZn47w+HAwcOZNq0aUycOJHw8HCSkpJYvnz5VRO6ndbBg6qcfp06aq7E4sUqybjtNrV218mTapJ2166yfpcOSj15+/vvv+ezzz7j119/JTQ0lMcee4wHH3yQSld0LbVv356mTZtaMk5xI6dPwxtvqNuvviq/Dgv9/fKLWsG0dm0pvymKMC0ANnLkSPoVUynMtADYzJkziYyMZMaMGURHR7Nv3z6qV68OQHh4eLFDb1esWEGQrddKMQ0bbNRIhlmIMuvSpQuaaaLxNYwdO5axY8faKCI7kJen5kXMmqWG2JpUrQrDhsGoUWoYlNBdqROLESNGMGjQINavX3/NyZ1BQUG88MILZQ5OlMJrr6nxhOHh8uuwsA+malAPPCC/GokiLLEAmGmYiCWUeYEwGQYlhHWcPg0ffQT/93+Qmqq2ublBdLRaHbt3b/kh1c6UOrE4efIkvr6+131OuXLlmDRp0k0HJUopORni49XtN9+UkzhRJhZZef7cOViyRN2WalCiFKyxANiNlHmBMEkshLCsEyfgrbfUJOyLF9W2mjVVtadRo6Sksx0rdWJRUFBQ7K85BoMBb29vvLy8LBKYKIUXX4T8fLjjDrjzTr2jEQ7OIivPf/ed6rq+9VZo0cKyAQqnVtIFwG7EZguEaZokFkJYyqlTMHWq6qEw9SK2agVPP62KgHh66hufuKFSJxaVKlXCcJ0a3bVr12b48OFMmjQJN/nl3PoSEy9X3nnzTX1jEcLENAxqyBCp6S90cTMLhN1Ub92RI+pkyNMTwsJuIlIhnNi5c5CeruYf3eh577wDM2ZAdrba1qGDqnR5xx3yPeJASp1YzJ07lxdeeIHhw4cT8e+vM5s3b2bevHm8+OKLnDp1imnTpuHt7c3//vc/iwcsrrB5sxpjCOoE7t8KEkLo6vhxWLNG3Zb5PqKU9FwA7KZ660wTt8PCZLEtIa60bRv06KESi3ffhSefvPo5x47BBx+oSdmZmWpbq1bw+utqBIYkFA6n1InFvHnzeOeddxgwYIB5W+/evWnevDmzZs1i1apVhISE8Nprr0liYS0nT8L//qeWqQe1XsWrr+oakhBmX32lhod07KjKAQpRClcuAGYqW25aAMzaVXBuqsfCNAzKEivVC+Es1qyBe+6B8+fV/aeeUj86TZ4Mvr6wdavqnfj6azBVd7v1Vnj5ZbUuhSQUDqvUY5X++usvc23lK7Vs2dI8sa5jx47mhVyEBeXmqslMjRpdTiqGDVMrbdetq2dkQlxmGgYlvRXiGux1AbCbWnVe5lcIUdS5czBggEoqunZVC9SBWhm7Xj1o3lyt9/Lllyqp6NIFfvoJduyAfv0kqXBwpe6xCA4O5tNPP+UN05oJ//r000/Nk93OnDlDZVn12XI0Ta0u+dRTamEYUF9i778PkZH6xibElU6ehKQkVZmsf3+9oxF2KiEhga5du5rvmyZOx8TEMHfuXAYOHMipU6eYOHEiqamphIeH2+cCYAUFkJCgbktiIYQycaKad9SkiVrPyMcHmjZVIy0OH1aPeXurJOLpp6F1a70jFhZU6sRi2rRp9O/fn2XLlpnXsUhISGDv3r18++8qu1u2bGHgwIGWjdRV7d2rEorly9X9GjXUQnhDh0pZWWF/TL/e3norBAToG4uwW/a6AFiph0Lt2QMXLoCfHzRubN3ghHAE27dfLn//4YeX5x0NHAj33ad6JnJy1PoTspikUyp1YnHPPfewb98+Zs2axb59+wC12NHixYup++9wnDFjxlg0SJeUmQlTpqhJTQUFquLIU0+p0rJ+fnpHJ0TxZFiIcGClnrxtau9t2oC7u3WDE8IRPPccGI2qx7p796KPeXioXgrh1EqVWOTn59OjRw9mzpzJ1KlTrRWTaysshM8+U12Gp06pbXffDdOnQ8OG+sYmXEKZFsgzjU2XxEK4AmnvQlz299+wYoUaTfGf4fLCdZRqLI2npyc7duywVixi/Xr1BTV69OXxicuWwc8/S1IhbOamJrCC+pVKTrSEKzHNr5CKUELAe++p6z59oH59XUMR+in1IP0HH3yQTz/91BqxuK5jx1QFnY4dVQm2ihVVD8WOHaoGtBCO4OBBVQ3Ex0fNsRDCwcTHxxMaGmqeP3hDycnqWuZXCFd3+jR88YW6/dRT+sYidFXqORYFBQXMmTOHlStX0rp1a8qXL1/k8enTp1ssOKd36ZIqvzZ1qpoAaDDAqFHw2mtQvbre0QlROqbx5q1aqTlBQjiYUs2xyMmBjAx1+9+KiEK4rI8/Vuc0rVurFbOFyyp1YrFr1y5atWoFwP79+4s8ZpDawyV35gy0bw+mf8MOHVT52H//bYVwODJxW7iSlBR1XbEilHSVbiGckabBnDnq9hNPyDoULq7UicXq1autEYfrmTxZJRU1a8I778CgQfJmFI5NEgvhSkyJhfRWCFe3cSMcOgTly6uSssKl3fRCCAcPHuTXX3/l4sWLADesSS6usGcPfPSRuj1/PjzwgCQVwrHl5cG2beq2JBbCQZVqjoUkFkIon3+urvv1U8mFcGmlTizOnDlD9+7dadSoEb169eLkyZMAjBo1iqefftriATqlZ55RZWXvvVctdy+Eo9uxQyUXVapINRDhsEpVEe3oUXUdEmLdoISwZ7m5sHChuj1smL6xCLtQ6sTiqaeewtPTk6NHj+Lr62vePnDgQJabVocW17ZihVri3tMT3n5b72iEsIwrh0FJ75twBdJjIYQ6nzl7FoKC5IdSAdzEHIsVK1bw66+/Urt27SLbGzZsyJEjRywWmFMqKIC4OHV77FhZm0I4D5lfIVyN9FgIoYZzAwwZIqvPC+AmeixycnKK9FSYZGRk4O3tbZGgnNann6qVKatUgZde0jsaISxHEgvhaqTHQri6zExYskTdHjxY31iE3Sh1YtGpUyc+N03UQZWYNRqNvPXWW3S1w26wlJQUunTpQmhoKC1atGDRokX6BJKZeTmZmDwZKlfWJw4hLC0zE/buVbdlBWLhwEo8eVvTJLEQYvFiNceiaVMIC9M7GmEnSj0U6q233qJ79+4kJCSQl5fHc889x99//01GRgbr16+3Roxl4uHhwYwZMwgPDyc1NZXWrVvTq1evqxb2s7rXX4dTp6BJE3j0Udu+thClEB8fT3x8PIWFhSX7g8REdaJVt64s7CgcWokXyMvIUIuaAvxnWLAQLmPBAnU9eLDMrRNmpe6xaNasGfv376djx47ce++95OTk0K9fP7Zt28Ytt9xijRjLpGbNmoSHhwNQo0YNAgICyDCtlmoryckwY4a6PW2arEos7FqpKuOADIMSrsfUW1G9Ovj46BuLEHpIS4OVK9XtQYP0jUXYlZtax8Lf358XXniBb775hl9++YVXX32VmjVr3lQA69ato3fv3gQFBWEwGFi8ePFVz4mPj6du3br4+PgQGRnJZtOJTCklJiZSWFhIsK27rp9/XpXijIqCXr1s+9pCWJskFsLVyMRtYef69u1L5cqVuf/++63zAt9+C0aj+txv0MA6ryEcUqmHQgGcO3eOzZs3k56ejtFoLPLYsFLWMc7JySEsLIyRI0fSr1+/qx5fuHAhcXFxzJw5k8jISGbMmEF0dDT79u2j+r/DLsLDwykoKLjqb1esWEFQUBCgJpcPGzaM2bNnlyq+MvvzT1i0CNzcYPp06S4UzsfUsyHzK4SrkPkVws6NGzeOkSNHMm/ePOu8wK+/quu+fa2zf+GwSp1Y/PzzzwwZMoTs7GwqVqyI4YoTZYPBUOrEomfPnvTs2fOaj0+fPp3Ro0czYsQIAGbOnMnSpUuZM2cO48ePByApKem6r5Gbm0ufPn0YP3487du3v+7zcnNzzfezsrJKcSTFMBrhqafU7YcegubNy7Y/IezNiRNw7JhKnFu10jsaIWzD1GMhiYWwU126dGHNmjXW2XlBAZj2fccd1nkN4bBKPRTq6aefZuTIkWRnZ3Pu3DnOnj1rvlh67kJeXh6JiYlERUVdDtjNjaioKDZs2FCifWiaxvDhw+nWrRtDhw697nOnTp2Kv7+/+VLmIVMLFkBCAvj5wcsvl21fQtgjU2/FrbdChQr6xiJEGZW4KpSpx0KGQombYMsh4FaxZQucP6+qW/47h1UIk1InFsePH+eJJ54odi0LSzt9+jSFhYUEBgYW2R4YGEhqamqJ9rF+/XoWLlzI4sWLCQ8PJzw8nJ07dxb73AkTJpCZmWm+pJi+PG7GhQswYYK6/b//wX+OQQinIPMrhBMpceECGQolysA0BDw+Pr7Yx01DwCdNmsTWrVsJCwsjOjqa9PR083PCw8Np1qzZVZcTJ05Y/wBMk7a7dZNF8cRVSj0UKjo6moSEBOrXr2+NeCyuY8eOV80DuRZvb2/LLfI3bZoaIlK3Ljz5pGX2KYS9kcRCuCKZvC3KwBZDwEuj1MPAV61S11eMJhHCpNSJxV133cWzzz7L7t27ad68OZ7/KZ16zz33WCy4gIAA3N3dSUtLK7I9LS2NGjVqWOx1LO74cXjzTXX7zTelHKFwTkbj5aFQklgIV1FYqD7jQXoshMWZhoBPMI14oPRDwEtr6tSpTJkypWRPzsmBv/5St7t3t0o8wrGVOrEYPXo0AC8XM2fAYDCUfFGtEvDy8qJ169asWrWKPn36AGA0Glm1ahVjx4612OtY3IsvqqFQ7dtD//56RyOEdRw4oFbdLldOzbEQwhWcPKmSCw8PsOcfuIRDut4Q8L1795Z4P1FRUWzfvp2cnBxq167NokWLaNeuXbHPnTBhAnFxceb7WVlZ155j+uefkJ+veuukzKwoRqkTi5IOKyqp7OxsDh48aL6fnJxMUlISVapUISQkhLi4OGJiYmjTpg0RERHMmDGDnJwccxeh3dm6FUzl3d59V8rLCudlGgbVqpUs+ihch2l+Ra1aMr5c2K2VpnkQJVCqYeCJieq6Uyc5vxHFuql1LCwpISGBrl27mu+bsuaYmBjmzp3LwIEDOXXqFBMnTiQ1NZXw8HCWL19+VTZvSfHx8cTHx5e+90XTVHlZTYMhQ2R4iHBuMr9CuCIpNSusyO6HgJt+CG7cWN84hN0qcVWoXr16kZmZab7/xhtvcO7cOfP9M2fOEBoaWuoAunTpgqZpV13mzp1rfs7YsWM5cuQIubm5bNq0icjIyFK/TmmUuDLIf/3wA6xbp+ZUTJ1qneCEsBeSWAhXJKVmhRVdOQTcxDQE/FpDmWzKlFjIMChxDSVOLH799dciVQNef/31IutWFBQUsG/fPstG50hyc+G559TtZ56RX7OEc8vNBVNVEkkshCuRUrOijLKzs0lKSjJXdjINAT/6b29YXFwcs2fPZt68eezZs4cxY8bYzxDwAwfUdcOG+sYh7FaJh0Jpmnbd+y7vww/h0CGoWROef17vaIQgJSWFoUOHkp6ejoeHBy+99BL9LVVMYMcOyMuDqlWhXj3L7FMInZVoGKwMhRJlZI9DwEskOxtMa4jdcou+sQi7pfscC6dw6hS88oq6/dprsgKxsAseHh7MmDGD8PBwUlNTad26Nb169aJ8+fJl37lpGFTbtjKBTziN2NhYYmNjycrKwt/fv/gnyVAoUUamIeDXM3bsWPurfnnokLquWlWtui1EMUqcWBgMBgz/OYH4732XNXmyKrsZHg7DhukdjRAA1KxZk5o1awJQo0YNAgICyMjIsGxiIcOghKuRHgvhqkzDoGR+hbiOUg2FGj58uLkk2aVLl3j00UfNJylXzr9wdKWqCrV7N8yapW6/+66UHxQltm7dOt5++20SExM5efIkP/zwg3m9FpP4+HjefvttUlNTCQsL44MPPiDiJk7mExMTKSwsvHZt8tKShfGEK7p4UfVQg/RYCNdjmrgt8yvEdZQ4sYiJiSly/8EHH7zqOcOc5Nf6EnWHmzzzjFosqU8f6NLFFuEJJ5GTk0NYWBgjR46kX79+Vz2+cOFC4uLimDlzJpGRkcyYMYPo6Gj27dtH9erVAQgPD6egoOCqv12xYgVBQUEAZGRkMGzYMGbPnm2ZwDMzwbRQU9u2ltmnEI7g2DF17esrQ0GE65GKUKIESpxYfPbZZ9aMwzH9+issW6YWB3vrLb2jEQ6mZ8+e9OzZ85qPT58+ndGjR5srgcycOZOlS5cyZ84cxo8fD2CuKnItubm59OnTh/Hjx9O+ffsbPvfKnsesrKzin5iYqNZqqVsX/k1whHAJV1aEkqHAwtVIYiFKoMTlZsV/FBTA00+r22PHStegsKi8vDwSExOJiooyb3NzcyMqKooNGzaUaB+m4YvdunVj6NChN3z+1KlT8ff3N1+uOWxK5lcIVyUTt4Urk1KzogQksbhZn3wCf/+tqiO89JLe0Qgnc/r0aQoLC68qLxgYGEiqqdzfDaxfv56FCxeyePFiwsPDCQ8PZ+fOndd8/oQJE8jMzDRfUkwnUf8liYVwVTJxW7iqnBw4cULdlh4LcR1SbvZmZGbCxInq9uTJMtZW2KWOHTtiNBpL/Hxvb29zcYbrksRCuCrpsRCu6vBhdV25MlSpom8swq5Jj8XNeO01VRmkSRN45BG9oxFOKCAgAHd3d9LS0opsT0tLo0aNGlZ97fj4eEJDQ2lb3MTs48fVxc0NWrWyahxC3KyUlBS6dOlCaGgoLVq0YNGiRZbZsfRYCFclw6BECUliUYzrnlgBtGwJtWrBtGlq4rYQFubl5UXr1q1ZtWqVeZvRaGTVqlW0a9fOqq8dGxvL7t272WIqKXul8+chOho6dQJLrIchhBWYFofcvXs3K1as4MknnyQnJ6fsO27QAMLCZNVh4Xp8fKBDB6kEKG5IhkIV44blZh94APr2hZIMGxHiGrKzszloqrIBJCcnk5SURJUqVQgJCSEuLo6YmBjatGlDREQEM2bMICcnx1wlShdNmsDy5fq9vhAlYLXFIT/80ALRCeGAevVSFyFuQHosbpaPj5QbFGWSkJBAy5YtadmyJQBxcXG0bNmSif/O3xk4cCDTpk1j4sSJhIeHk5SUxPLly6+a0G1pN+yxE6KM1q1bR+/evQkKCsJgMLB48eKrnhMfH0/dunXx8fEhMjKSzaa5PaVk8cUhhRBCXJP0WAihky5duqBp2nWfM3bsWMaOHWujiJRSLRApxE1w2MUhhRBCXJckFkIIIWzKYReHFEIIcV0yFEoIIYTdsOvFIYUQQlyX9Fhch2mYivx6Ja5kag83GsbkqOLj44mPjzcPM5H2L0xs0favtzjk3r17S7QP0+KQLVq0MM/f+OKLL2jevHmxz58wYQJxcXHm+5mZmYSEhEjbF0U4+2e/iZz7iP8qTduXxOI6zp8/DyC/XolinT9/3innIJjmWBw7dozg4GBp/+Iq9t72y7o4pOlLVNq+KI69t/+yknMfcS0lafuSWFxHUFAQKSkp+Pn5YbBCBaisrCyCg4NJSUmhYsWKFt+/o8XhKLFomsb58+fNE0SdlbXb/82ypzZyLfYe483GZ4u2r+fikCamtq9pGiEhIU73/2gLzhibq3722+v/pb3GBfYbmy3aviQW1+Hm5kbt2rWt/joVK1a0i4ZnL3GA/cfizL9Wmdiq/d8se2oj12LvMd5MfNZu+1cuDtmnTx/g8uKQtqqQZmr7pp4LZ/x/tBVni82VP/vt9f/SXuMC+43Nmm1fEgshhBA25ZCLQwohhLghSSyEEELYVEJCAl27djXfN02cjomJYe7cuQwcOJBTp04xceJEUlNTCQ8Pt8nikEIIIcpGEgsdeXt7M2nSpCKTBl05DolFlIQj/L/Ye4x6x2evi0P+l97/Tjdiz/FJbM7DXv+97DUusN/YbBGXQXP2umlCCCGEEEIIq5MF8oQQQgghhBBlJomFEEIIIYQQoswksRBCCCGEEEKUmSQWQgghhBBCiDKTxMLGpk6dStu2bfHz86N69er06dOHffv26R0WAG+88QYGg4Enn3xSl9c/fvw4Dz74IFWrVqVcuXI0b96chIQEm8ZQWFjISy+9RL169ShXrhy33HILr7zyyg0r2Ajrmzx5MgaDocilSZMmusWzbt06evfuTVBQEAaDgcWLFxd5XNM0Jk6cSM2aNSlXrhxRUVEcOHDArmIcPnz4Vf+mPXr0sGmM9iw+Pp66devi4+NDZGQkmzdvtnkM9tzOSvJ9dunSJWJjY6latSoVKlTgvvvuu2pVdWv46KOPaNGihXkhsHbt2rFs2TLd43I09vAesOd2dqXizqH0iutG51PW/NyQxMLG1q5dS2xsLBs3buS3334jPz+fO++8k5ycHF3j2rJlC7NmzaJFixa6vP7Zs2fp0KEDnp6eLFu2jN27d/POO+9QuXJlm8bx5ptv8tFHH/Hhhx+yZ88e3nzzTd566y0++OADm8Yhinfrrbdy8uRJ8+XPP//ULZacnBzCwsKIj48v9vG33nqL999/n5kzZ7Jp0ybKly9PdHQ0ly5dspsYAXr06FHk3/Srr76yWXz2bOHChcTFxTFp0iS2bt1KWFgY0dHRpKen2zQOe25nJfk+e+qpp/j5559ZtGgRa9eu5cSJE/Tr18/qsdWuXZs33niDxMREEhIS6NatG/feey9///23rnE5Ent5D9hzOzO51jmUHnGV5HzKqp8bmtBVenq6Bmhr167VLYbz589rDRs21H777Tetc+fO2rhx42wew/PPP6917NjR5q/7X3fddZc2cuTIItv69eunDRkyRKeIhMmkSZO0sLAwvcMoFqD98MMP5vtGo1GrUaOG9vbbb5u3nTt3TvP29ta++uorHSK8OkZN07SYmBjt3nvv1SUeexcREaHFxsaa7xcWFmpBQUHa1KlTdYvJ3tvZf7/Pzp07p3l6emqLFi0yP2fPnj0aoG3YsMHm8VWuXFn75JNP7C4ue2WP7wFNs792dq1zKL3iutH5lLU/N6THQmeZmZkAVKlSRbcYYmNjueuuu4iKitIthp9++ok2bdrQv39/qlevTsuWLZk9e7bN42jfvj2rVq1i//79AGzfvp0///yTnj172jwWcbUDBw4QFBRE/fr1GTJkCEePHtU7pGIlJyeTmppa5D3l7+9PZGQkGzZs0DGyq61Zs4bq1avTuHFjxowZw5kzZ/QOSXd5eXkkJiYW+f9zc3MjKirKrv7/7K2d/ff7LDExkfz8/CLxNWnShJCQEJvGV1hYyNdff01OTg7t2rWzm7jsmT2/B+ytnV3rHEqvuG50PmXtzw1ZeVtHRqORJ598kg4dOtCsWTNdYvj666/ZunUrW7Zs0eX1TQ4fPsxHH31EXFwc//vf/9iyZQtPPPEEXl5exMTE2CyO8ePHk5WVRZMmTXB3d6ewsJDXXnuNIUOG2CwGUbzIyEjmzp1L48aNOXnyJFOmTKFTp07s2rULPz8/vcMrIjU1FYDAwMAi2wMDA82P2YMePXrQr18/6tWrx6FDh/jf//5Hz5492bBhA+7u7nqHp5vTp09TWFhY7P/f3r17dYrqavbUzor7PktNTcXLy4tKlSrpEt/OnTtp164dly5dokKFCvzwww+EhoaSlJSka1yOwF7fA/bWzq53DqVXXDc6n7L254YkFjqKjY1l165duo0TT0lJYdy4cfz222/4+PjoEoOJ0WikTZs2vP766wC0bNmSXbt2MXPmTJsmFt988w3z589nwYIF3HrrrSQlJfHkk08SFBRk0zjE1a7sNWrRogWRkZHUqVOHb775hlGjRukYmeMaNGiQ+Xbz5s1p0aIFt9xyC2vWrKF79+46RiYcjd7fZ8Vp3LgxSUlJZGZm8u233xITE8PatWv1DkuUgT21M3s6h7qS3udTMhRKJ2PHjmXJkiWsXr2a2rVr6xJDYmIi6enptGrVCg8PDzw8PFi7di3vv/8+Hh4eFBYW2iyWmjVrEhoaWmRb06ZNbT7U5dlnn2X8+PEMGjSI5s2bM3ToUJ566immTp1q0zjEjVWqVIlGjRpx8OBBvUO5So0aNQCuqv6RlpZmfswe1a9fn4CAALv8N7WlgIAA3N3d7f7/z17a2bW+z2rUqEFeXh7nzp3TJT4vLy8aNGhA69atmTp1KmFhYbz33nu6x+UI7PE9YG/t7EbnUIGBgbrEdaPzKWt/bkhiYWOapjF27Fh++OEHfv/9d+rVq6dbLN27d2fnzp0kJSWZL23atGHIkCEkJSXZdChEhw4drioft3//furUqWOzGAAuXLiAm1vRt4W7uztGo9GmcYgby87O5tChQ9SsWVPvUK5Sr149atSowapVq8zbsrKy2LRpE+3atdMxsus7duwYZ86csct/U1vy8vKidevWRf7/jEYjq1atsqv/P73b2Y2+z1q3bo2np2eR+Pbt28fRo0d1+Xc0Go3k5ubaXVz2yJ7eA/bazm50DtWmTRtd4rrR+ZTVPzfKPP1blMqYMWM0f39/bc2aNdrJkyfNlwsXLugdmqZpmm5VoTZv3qx5eHhor732mnbgwAFt/vz5mq+vr/bll1/aNI6YmBitVq1a2pIlS7Tk5GTt+++/1wICArTnnnvOpnGIqz399NPamjVrtOTkZG39+vVaVFSUFhAQoKWnp+sSz/nz57Vt27Zp27Zt0wBt+vTp2rZt27QjR45omqZpb7zxhlapUiXtxx9/1Hbs2KHde++9Wr169bSLFy/aRYznz5/XnnnmGW3Dhg1acnKytnLlSq1Vq1Zaw4YNtUuXLtksRnv19ddfa97e3trcuXO13bt3aw8//LBWqVIlLTU11aZx2HM7K8n32aOPPqqFhIRov//+u5aQkKC1a9dOa9eundVjGz9+vLZ27VotOTlZ27FjhzZ+/HjNYDBoK1as0DUuR2Iv7wF7bmf/9d9zKD3iKsn5lDU/NySxsDGg2Mtnn32md2iapumXWGiapv38889as2bNNG9vb61Jkybaxx9/bPMYsrKytHHjxmkhISGaj4+PVr9+fe2FF17QcnNzbR6LKGrgwIFazZo1NS8vL61WrVrawIEDtYMHD+oWz+rVq4t9L8fExGiapkr6vfTSS1pgYKDm7e2tde/eXdu3b5/dxHjhwgXtzjvv1KpVq6Z5enpqderU0UaPHm3zkwZ79sEHH2ghISGal5eXFhERoW3cuNHmMdhzOyvJ99nFixe1xx57TKtcubLm6+ur9e3bVzt58qTVYxs5cqRWp04dzcvLS6tWrZrWvXt3c1KhZ1yOxh7eA/bczv7rv+dQesV1o/Mpa35uGDRNlhQWQgghhBBClI3MsRBCCCGEEEKUmSQWQgghhBBCiDKTxEIIIYQQQghRZpJYCCGEEEIIIcpMEgshhBBCCCFEmUliIYQQQgghhCgzSSyEEEIIIYQQZSaJhbALkydPJjw8XO8whNCFtH/hqqTtC1fmjO1fEgsdzJw5Ez8/PwoKCszbsrOz8fT0pEuXLkWeu2bNGgwGA4cOHbJxlEJYh7R/4aqk7QtXJu3fNUhioYOuXbuSnZ1NQkKCedsff/xBjRo12LRpE5cuXTJvX716NSEhIdxyyy16hOrw8vPz9Q5B/Ie0f9uR9m9fpO3bjrR9+yPt33b0bP+SWOigcePG1KxZkzVr1pi3rVmzhnvvvZd69eqxcePGItu7du3KF198QZs2bfDz86NGjRoMHjyY9PR0AIxGI7Vr1+ajjz4q8jrbtm3Dzc2NI0eOAHDu3DkeeughqlWrRsWKFenWrRvbt283P9/UJffFF19Qt25d/P39GTRoEOfPnzc/p27dusyYMaPI64SHhzN58mTzfYPBwKxZs7j77rvx9fWladOmbNiwgYMHD9KlSxfKly9P+/bti/0lYtasWQQHB+Pr68uAAQPIzMws8vgnn3xC06ZN8fHxoUmTJvzf//2f+bF//vkHg8HAwoUL6dy5Mz4+PsyfP/8G/xvC1qT9S/t3VdL2pe27Mmn/rtH+JbHQSdeuXVm9erX5/urVq+nSpQudO3c2b7948SKbNm2ia9eu5Ofn88orr7B9+3YWL17MP//8w/DhwwFwc3PjgQceYMGCBUVeY/78+XTo0IE6deoA0L9/f9LT01m2bBmJiYm0atWK7t27k5GRYf6bQ4cOsXjxYpYsWcKSJUtYu3Ytb7zxRqmP75VXXmHYsGEkJSXRpEkTBg8ezCOPPMKECRNISEhA0zTGjh1b5G8OHjzIN998w88//8zy5cvZtm0bjz32WJHjmThxIq+99hp79uzh9ddf56WXXmLevHlF9jN+/HjGjRvHnj17iI6OLnXswvqk/Uv7d1XS9qXtuzJp/y7Q/jWhi9mzZ2vly5fX8vPztaysLM3Dw0NLT0/XFixYoN1+++2apmnaqlWrNEA7cuTIVX+/ZcsWDdDOnz+vaZqmbdu2TTMYDObnFhYWarVq1dI++ugjTdM07Y8//tAqVqyoXbp0qch+brnlFm3WrFmapmnapEmTNF9fXy0rK8v8+LPPPqtFRkaa79epU0d79913i+wjLCxMmzRpkvk+oL344ovm+xs2bNAA7dNPPzVv++qrrzQfHx/z/UmTJmnu7u7asWPHzNuWLVumubm5aSdPnjTHumDBgiKv/corr2jt2rXTNE3TkpOTNUCbMWPGVf9ewr5I+5f276qk7Uvbd2XS/p2//UuPhU66dOlCTk4OW7Zs4Y8//qBRo0ZUq1aNzp07m8carlmzhvr16xMSEkJiYiK9e/cmJCQEPz8/OnfuDMDRo0cB1SXXtGlTc+a+du1a0tPT6d+/PwDbt28nOzubqlWrUqFCBfMlOTm5SLdc3bp18fPzM9+vWbOmuduxNFq0aGG+HRgYCEDz5s2LbLt06RJZWVnmbSEhIdSqVct8v127dhiNRvbt20dOTg6HDh1i1KhRReJ/9dVXr+pWbNOmTanjFbYl7V/av6uSti9t35VJ+3f+9u+hdwCuqkGDBtSuXZvVq1dz9uxZ85slKCiI4OBg/vrrL1avXk23bt3IyckhOjqa6Oho5s+fT7Vq1Th69CjR0dHk5eWZ9zlkyBAWLFjA+PHjWbBgAT169KBq1aqAqrzw37GNJpUqVTLf9vT0LPKYwWDAaDSa77u5uaFpWpHnFDdJ6Mr9GAyGa267ct/Xk52dDcDs2bOJjIws8pi7u3uR++XLly/RPoV+pP1L+3dV0val7bsyaf/O3/4lsdBR165dWbNmDWfPnuXZZ581b7/99ttZtmwZmzdvZsyYMezdu5czZ87wxhtvEBwcDFCkqoLJ4MGDefHFF0lMTOTbb79l5syZ5sdatWpFamoqHh4e1K1b96ZjrlatGidPnjTfz8rKIjk5+ab3d6WjR49y4sQJgoKCANi4cSNubm40btyYwMBAgoKCOHz4MEOGDLHI6wl9SfsvStq/65C2X5S0fdci7b8oZ2v/kljoqGvXrsTGxpKfn2/O2gE6d+7M2LFjycvLo2vXrnh4eODl5cUHH3zAo48+yq5du3jllVeu2l/dunVp3749o0aNorCwkHvuucf8WFRUFO3ataNPnz689dZbNGrUiBMnTrB06VL69u1b4i60bt26MXfuXHr37k2lSpWYOHHiVVnzzfLx8SEmJoZp06aRlZXFE088wYABA6hRowYAU6ZM4YknnsDf358ePXqQm5tLQkICZ8+eJS4uziIxCNuR9l+UtH/XIW2/KGn7rkXaf1HO1v5ljoWOunbtysWLF2nQoIF5LB6oN9f58+fNpdmqVavG3LlzWbRoEaGhobzxxhtMmzat2H0OGTKE7du307dvX8qVK2febjAY+OWXX7j99tsZMWIEjRo1YtCgQRw5cqTIa9/IhAkT6Ny5M3fffTd33XUXffr0sVid6QYNGtCvXz969erFnXfeSYsWLYqUVHvooYf45JNP+Oyzz2jevDmdO3dm7ty51KtXzyKvL2xL2n9R0v5dh7T9oqTtuxZp/0U5W/s3aP8dNCaEEEIIIYQQpSQ9FkIIIYQQQogyk8RCCCGEEEIIUWaSWAghhBBCCCHKTBILIYQQQgghRJlJYiGEEEIIIYQoM0kshBBCCCGEEGUmiYUQQgghhBCizCSxEEIIIYQQQpSZJBZCCCGEEEKIMpPEQgghhBBCCFFmklgIIYQQQgghykwSCyGEEEIIIUSZ/T+fL7aU0qaFzwAAAABJRU5ErkJggg==",
-      "text/plain": [
-       "<Figure size 800x600 with 12 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "fig, axs = plt.subplots(3, 4, figsize=(8, 6))\n",
-    "\n",
-    "\n",
-    "# get data args\n",
-    "loss = 'mse'\n",
-    "dataset_name = 'darcy_pdebench'\n",
-    "darcy_forcing_term = 1.0\n",
-    "burger_viscosity = 'na'\n",
-    "(\n",
-    "    model_name,\n",
-    "    in_channels,\n",
-    "    out_channels,\n",
-    "    initial_steps,\n",
-    "    loss,\n",
-    "    batch_size,\n",
-    "    lr,\n",
-    "    wd,\n",
-    "    pinn_loss_weight,\n",
-    ") = get_dataset_info(dataset_name, loss)\n",
-    "max_mode = 8\n",
-    "# grab trained model\n",
-    "model = get_model(\n",
-    "    model_name=model_name,\n",
-    "    max_modes=max_mode,\n",
-    "    hidden_channels=32,\n",
-    "    in_channels=in_channels,\n",
-    "    out_channels=out_channels,\n",
-    ")\n",
-    "\n",
-    "# ckpt_dir = f'{lr}_{wd}_15_05_{loss}_{batch_size}_{dataset_name}_-1_-1_{img_size}_{max_mode}_{model_name}_{in_channels}_{initial_steps}'\n",
-    "resolutions = str_from_res([0, 0, 0, 1])\n",
-    "ckpt_dir = f'{lr}_{wd}_15_05_{loss}_{batch_size}_{dataset_name}_-1_-1_{max_mode}_{model_name}_{in_channels}_{out_channels}_{pinn_loss_weight}_{initial_steps}_single_{resolutions}'\n",
-    "ckpt_dir = str(ckpt_dir).replace('.', '')\n",
-    "print(ckpt_dir)\n",
-    "ckpt_pth = f'{ckpt_path}/{ckpt_dir}/'\n",
-    "ckpt_dict = load_latest_ckpt(ckpt_pth)\n",
-    "model.load_state_dict(ckpt_dict['model_state_dict'])\n",
-    "model = model.to(device)\n",
-    "model = model.eval()\n",
-    "\n",
-    "for x_idx, res in enumerate([16, 32, 64, 128]):\n",
-    "    resolution_ratio = [0, 0, 0, 0]\n",
-    "    resolution_ratio[-(x_idx + 1)] = 1\n",
-    "    resolutions = [16, 32, 64, 128]  # [128, 64, 32, 16]\n",
-    "    dataset = get_dataset(\n",
-    "        dataset_name=dataset_name,\n",
-    "        filter_lim=-1,\n",
-    "        img_size=res,\n",
-    "        downsample_dim=-1,\n",
-    "        train=False,\n",
-    "        initial_steps=initial_steps,\n",
-    "        model_name=model_name,\n",
-    "        darcy_forcing_term=darcy_forcing_term,\n",
-    "        burger_viscosity=burger_viscosity,\n",
-    "        batch_size=128,\n",
-    "        seed=0,\n",
-    "        resolution_ratios=resolution_ratio,\n",
-    "    )\n",
-    "    # sample = dataset[0]\n",
-    "    sample = {\n",
-    "        'x': torch.concat([dataset[i]['x'] for i in range(len(dataset))]),\n",
-    "        'y': torch.concat([dataset[i]['y'] for i in range(len(dataset))]),\n",
-    "    }\n",
-    "    # grab a single input from the last batch\n",
-    "    model_input = sample['x'].to(device)  # .unsqueeze(dim=0).to(device)\n",
-    "    with torch.no_grad():\n",
-    "        model_output = model(x=model_input)\n",
-    "    ground_truth = sample['y']  # .unsqueeze(dim=0)\n",
-    "    residuals = model_output - ground_truth.to(\n",
-    "        device\n",
-    "    )  # / ground_truth.to(device)\n",
-    "\n",
-    "    # convert to plotable form\n",
-    "    model_in = model_input[0, 0, :, :].cpu().numpy()\n",
-    "    output = model_output[0, 0, :, :].cpu().numpy()\n",
-    "    label = ground_truth[0, 0, :, :].cpu().numpy()\n",
-    "\n",
-    "    axs[0, x_idx].imshow(output)\n",
-    "    # axs[3, x_idx].imshow(output-label)\n",
-    "    axs[0, x_idx].set_title(f'{(resolutions[x_idx], resolutions[x_idx])}')\n",
-    "    # axs[0, x_idx].get_yaxis().set_visible(False)\n",
-    "    axs[0, x_idx].get_xaxis().set_visible(False)\n",
-    "    axs[1, x_idx].get_xaxis().set_visible(False)\n",
-    "\n",
-    "    label_spectrum = get_energy_curve(ground_truth)\n",
-    "    pred_spectrum = get_energy_curve(model_output)\n",
-    "    residual_spectrum = get_energy_curve(residuals)\n",
-    "\n",
-    "    axs[1, x_idx].set_yscale('log')\n",
-    "    x = np.linspace(1, len(label_spectrum), len(label_spectrum))\n",
-    "    axs[1, x_idx].plot(x, label_spectrum, label='Label')\n",
-    "    axs[1, x_idx].plot(x, pred_spectrum, label='Model Prediction')\n",
-    "\n",
-    "    axs[2, x_idx].set_yscale('log')\n",
-    "    axs[2, x_idx].plot(\n",
-    "        x, residual_spectrum / label_spectrum, label='Resid', color='red'\n",
-    "    )\n",
-    "    axs[2, x_idx].set_xlabel('Wavenumber')\n",
-    "    # plt.locator_params(axis=\"x\", integer=True, tight=True)\n",
-    "    axs[2, x_idx].xaxis.set_major_locator(\n",
-    "        ticker.MaxNLocator(integer=True, nbins=4)\n",
-    "    )\n",
-    "    if x_idx == 0:\n",
-    "        axs[2, x_idx].set_ylabel('Energy of Residual')\n",
-    "        axs[1, x_idx].set_ylabel('Energy')\n",
-    "        axs[0, x_idx].set_ylabel('Model Predictions')\n",
-    "        # axs[3, x_idx].set_ylabel('Residual')\n",
-    "\n",
-    "axs[1, x_idx].legend(loc='upper right')\n",
-    "plt.tight_layout()\n",
-    "fig.savefig(\n",
-    "    f'{FIG_DIR}/aliasing_overview.pdf',  # .png\n",
-    "    dpi=300,\n",
-    "    bbox_inches='tight',\n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "id": "78ebd334-0079-41ba-a5f3-db26c0fa618d",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "0001_1e-05_15_05_mse_128_darcy_pdebench_-1_-1_8_FNO2D_1_1_05_1_single_0_0_0_1\n",
-      "Resuming training from /pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-05_15_05_mse_128_darcy_pdebench_-1_-1_8_FNO2D_1_1_05_1_single_0_0_0_1/150_ckpt.pth\n",
-      "resolution_ratios=[0, 0, 0, 1]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 0, 1, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 1, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/tmp/ipykernel_992845/812844368.py:135: UserWarning: The figure layout has changed to tight\n",
-      "  plt.tight_layout()\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 800x350 with 8 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# fig, axs = plt.subplots(3, 4, figsize=(8, 8))\n",
-    "\n",
-    "fig = plt.figure(layout='constrained', figsize=(8, 3.5))\n",
-    "subfigs = fig.subfigures(2, 1, wspace=0.07)  # three rows\n",
-    "\n",
-    "img_axs = subfigs[0].subplots(1, 4, sharey=False)\n",
-    "spectrum_axs = subfigs[1].subplots(1, 4, sharey='row')\n",
-    "# residual_axs = subfigs[2].subplots(1, 4, sharey='row')\n",
-    "\n",
-    "# get data args\n",
-    "loss = 'mse'\n",
-    "dataset_name = 'darcy_pdebench'\n",
-    "darcy_forcing_term = 1.0\n",
-    "burger_viscosity = 'na'\n",
-    "(\n",
-    "    model_name,\n",
-    "    in_channels,\n",
-    "    out_channels,\n",
-    "    initial_steps,\n",
-    "    loss,\n",
-    "    batch_size,\n",
-    "    lr,\n",
-    "    wd,\n",
-    "    pinn_loss_weight,\n",
-    ") = get_dataset_info(dataset_name, loss)\n",
-    "max_mode = 8\n",
-    "# grab trained model\n",
-    "model = get_model(\n",
-    "    model_name=model_name,\n",
-    "    max_modes=max_mode,\n",
-    "    hidden_channels=32,\n",
-    "    in_channels=in_channels,\n",
-    "    out_channels=out_channels,\n",
-    "    latent_size=\"-\",\n",
-    "    img_size=\"-\",\n",
-    ")\n",
-    "\n",
-    "# ckpt_dir = f'{lr}_{wd}_15_05_{loss}_{batch_size}_{dataset_name}_-1_-1_{img_size}_{max_mode}_{model_name}_{in_channels}_{initial_steps}'\n",
-    "resolutions = str_from_res([0, 0, 0, 1])\n",
-    "ckpt_dir = f'{lr}_{wd}_15_05_{loss}_{batch_size}_{dataset_name}_-1_-1_{max_mode}_{model_name}_{in_channels}_{out_channels}_{pinn_loss_weight}_{initial_steps}_single_{resolutions}'\n",
-    "ckpt_dir = str(ckpt_dir).replace('.', '')\n",
-    "print(ckpt_dir)\n",
-    "ckpt_pth = f'{ckpt_path}/{ckpt_dir}/'\n",
-    "ckpt_dict = load_latest_ckpt(ckpt_pth)\n",
-    "model.load_state_dict(ckpt_dict['model_state_dict'])\n",
-    "model = model.to(device)\n",
-    "model = model.eval()\n",
-    "\n",
-    "for x_idx, res in enumerate([16, 32, 64, 128]):\n",
-    "    resolution_ratio = [0, 0, 0, 0]\n",
-    "    resolution_ratio[-(x_idx + 1)] = 1\n",
-    "    resolutions = [16, 32, 64, 128]  # [128, 64, 32, 16]\n",
-    "    dataset = get_dataset(\n",
-    "        dataset_name=dataset_name,\n",
-    "        filter_lim=-1,\n",
-    "        img_size=res,\n",
-    "        downsample_dim=-1,\n",
-    "        train=False,\n",
-    "        initial_steps=initial_steps,\n",
-    "        model_name=model_name,\n",
-    "        darcy_forcing_term=darcy_forcing_term,\n",
-    "        burger_viscosity=burger_viscosity,\n",
-    "        batch_size=128,\n",
-    "        seed=0,\n",
-    "        resolution_ratios=resolution_ratio,\n",
-    "    )\n",
-    "    # sample = dataset[0]\n",
-    "    sample = {\n",
-    "        'x': torch.concat([dataset[i]['x'] for i in range(len(dataset))]),\n",
-    "        'y': torch.concat([dataset[i]['y'] for i in range(len(dataset))]),\n",
-    "    }\n",
-    "    # grab a single input from the last batch\n",
-    "    model_input = sample['x'].to(device)  # .unsqueeze(dim=0).to(device)\n",
-    "    with torch.no_grad():\n",
-    "        model_output = model(x=model_input)\n",
-    "    ground_truth = sample['y']  # .unsqueeze(dim=0)\n",
-    "    residuals = model_output - ground_truth.to(\n",
-    "        device\n",
-    "    )  # / ground_truth.to(device)\n",
-    "\n",
-    "    # convert to plotable form\n",
-    "    model_in = model_input[0, 0, :, :].cpu().numpy()\n",
-    "    output = model_output[0, 0, :, :].cpu().numpy()\n",
-    "    label = ground_truth[0, 0, :, :].cpu().numpy()\n",
-    "\n",
-    "    # get spectrums\n",
-    "    label_spectrum = get_energy_curve(ground_truth)\n",
-    "    pred_spectrum = get_energy_curve(model_output)\n",
-    "    residual_spectrum = get_energy_curve(residuals)\n",
-    "\n",
-    "    img = output  # - label\n",
-    "    norm = colors.LogNorm(img.mean() + 0.5 * img.std(), img.max(), clip='True')\n",
-    "    img_axs[x_idx].imshow(img, norm=norm, cmap='bwr')\n",
-    "    #img_axs[x_idx].set_title(f'{(resolutions[x_idx], resolutions[x_idx])}')\n",
-    "    img_axs[x_idx].get_yaxis().set_visible(False)\n",
-    "    img_axs[x_idx].get_xaxis().set_visible(False)\n",
-    "    subfigs[0].supylabel('Example Prediction')\n",
-    "    # img_axs[x_idx].set_ylabel('Model Predictions')\n",
-    "\n",
-    "    spectrum_axs[x_idx].set_yscale('log')\n",
-    "    x = np.linspace(1, len(label_spectrum), len(label_spectrum))\n",
-    "    spectrum_axs[x_idx].plot(x, label_spectrum, label='Ground Truth')\n",
-    "    spectrum_axs[x_idx].plot(x, pred_spectrum, label='Model Prediction')\n",
-    "    spectrum_axs[x_idx].plot(\n",
-    "        x,\n",
-    "        residual_spectrum / label_spectrum,\n",
-    "        linestyle=':',\n",
-    "        label='Normalized Residual',\n",
-    "        color='red',\n",
-    "    )\n",
-    "    spectrum_axs[0].set_ylabel('Average Energy')\n",
-    "    spectrum_axs[x_idx].xaxis.set_major_locator(\n",
-    "        ticker.MaxNLocator(integer=True, nbins=4)\n",
-    "    )\n",
-    "    spectrum_axs[x_idx].set_xlabel('Frequency')\n",
-    "    \"\"\"\n",
-    "    residual_axs[x_idx].set_yscale('log')\n",
-    "    residual_axs[x_idx].plot(\n",
-    "        x, residual_spectrum / label_spectrum, label='Resid', color='red'\n",
-    "    )\n",
-    "    residual_axs[x_idx].set_xlabel('Wavenumber')\n",
-    "    residual_axs[0].set_ylabel('Energy of Residual')\n",
-    "    \"\"\"\n",
-    "\n",
-    "handles, labels = spectrum_axs[x_idx].get_legend_handles_labels()\n",
-    "fig.legend(\n",
-    "    handles=handles,\n",
-    "    labels=labels,\n",
-    "    loc='upper center',\n",
-    "    bbox_to_anchor=(0.5, -0.1),\n",
-    "    fancybox=False,\n",
-    "    shadow=False,\n",
-    "    ncol=9,\n",
-    ")\n",
-    "plt.tight_layout()\n",
-    "fig.savefig(\n",
-    "    f'{FIG_DIR}/aliasing_overview.pdf',  # .png\n",
-    "    dpi=300,\n",
-    "    bbox_inches='tight',\n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 39,
-   "id": "5556ea0b-e52a-43f8-8950-e474fce3e2e8",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "0001_1e-05_15_05_mse_128_darcy_pdebench_-1_-1_8_FNO2D_1_1_05_1_single_0_0_0_1\n",
-      "Resuming training from /pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-05_15_05_mse_128_darcy_pdebench_-1_-1_8_FNO2D_1_1_05_1_single_0_0_0_1/150_ckpt.pth\n",
-      "resolution_ratios=[0, 0, 0, 1]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 0, 1, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 1, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/tmp/ipykernel_556052/3541718228.py:137: UserWarning: The figure layout has changed to tight\n",
-      "  plt.tight_layout()\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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2gXJlQiyGAJaAjU0g7wJpQgsRB2nR5W0g05OxPrC5BeRdeEGAhiwAhOh2xTTtyVYd+DdnqxNMNpgsdbuGWPT7dBynQtnpYq2W8S7tdeyaWHzkIx/B93zP9+z4/Hd8x3fgP/2n/+SIhYODg4ODw4Jg74Lvmxr63S4FSysrFHhxNRsmFlx9hhQLPQ1yPAkEVlWowJ8lEb6vDYnwASExUSdsZUNDaEU3LvPEUT2Ti6kBQwM+oCCQl4BSE8UiA8oCGDUFihxIJgpFUdDnS1OBZpPmmOf03uMxBVxaG8VDCLOTy29/Le3kPh3Awf5gQOuHSQQH/9wMj8kDj2WZIRk8JgQd2+3Seu/3af0fOULHHTtGBHtlhapUtlrAzTcDK/0CnYbGbbf5EPEYR490sNzJEekUt97WhhgPcfRQH6vdHFExxu23AzIe4YbDJfb3c4RFPB07fKDE/qUSfjbGLbcAXhZj33ILYUvCy2LccEOIVqPE0pKE1mJa1rbdNl27OVWL1ziTHx5j8s+KCo9xiV0ey/PrnFicOnUKN9xww47PHzlyBCdPntzt6R0cHBwcHJ4WYJWADaa+T7u57TbtgHLZy4MHKWjh+vu2YsGVb6QEfKEghYKEhocSYqI4SKEgoOGBTBEyV5C5mjxfQgCQuiQSMR1TEKqcLetkEwvbeOH7QBBACAFPBJBCQggPPnwoSEQiQBlKlKGPvOujVBJx5iEvBUYjMrFmman3PxjQ4zSl6zEc0jFLS6aSTprS49HIkYy9ALvxnV3imANprpTEZIPHosj4h5aXze/g8GE67sgR+t6XlkjcbTaJWKysEOG4+WYNX5Q4dtTDUrdE0ytx8y0+kKY4ekMLy70Ckcxw262ASFPccERhtV8gRIbbbgNEluDIIYV9yyUCleL22wCZJzh8sMRKX8FXdJwsUhzcV8JvSnhFhltuAQJR4MCqj0bDQxQBN91kVMUkoc926JAhGZzSCBhSwYoMkyk2iHMJ/jC8dtb3ronF6uoqHnjggR2f/8IXvoAea0IODg4ODg4Oc+B43PcpmDp4kIKJAwcoiOp2KbhqNmnsQsSi0QCkAFAoiLIAVAlkEyJQkrNaKEXb/loZ44JSQDE5Li/MY25Awa7sKrHgD8DEwjJyeJP8Dj+MaGK8Tev70FEENFvQQiKFQAmJ8dgQi40N8mAMBoZE9PuGWPT7RCjOnKG/h0M6viyv0pfoMAUTC14OLGbZATIHzbyDz/4HXsuHD9P3HobUa6jRmCURN92kEUU0ttzX6LaBm28SkEWGo0cb6LcLNLwCt9zcgMgzHDuqsdIv0ZA5brtNQ+QZjt6gsbpcIhQ5qRNFhhuOaOzvlAiQ4fY7aOzwQY1+R8EHHeeVGQ4dUPAbCp7KcPvtgK8LHDog0c08hCFw++302Q4dos8cRZTG22rR/Pm322oZEsEbC8AsIbOv5bWyvndNLL75m78Z73nPe/Ca17wGz372s2ee+/SnP41f//Vfxytf+crLnqCDg4ODg8P1Bk5P8jyzg9nrmVr3vDvLDcB4rN8HGpFCOyoR+BqRVghyBa/UkIpUCiIMBfkhmAjYJOJiY3luSjpViQWXfWLYJaJYsZCSzuF5QJQTqfE8IjpBQKQHGkp48LwSQngItUTT9+ALgaItEQRymvqUpnTjIJVL08axSYcajUwFomslALseUadYcHoU78Zzmk+jQeu506HfAAfft91mgu9bb9VotSjVaXWVjr3lFiD0Stx0o4deu0Ar0Lj11hAiTXHTjRGWuyWaQY477wRQ5Lj5Ro3VJYVGUODOOwFR5rjlJo0DDYXIK3DXXYAsC9x8o8aKVyJEjrvuAjxV4NhRhXakEIgCd98N+KLE0SMaMtLwhaIxWeLwYY2kpDnffTd9tiNHDJG6+26jvChFz99xh6kK1WiYZqp8zTgdETCqxrWAXROLX/iFX8BHPvIRfPVXfzX+6T/9p/iKr/gKAMDnP/95/PEf/zEOHDiAX/iFX7hiE3XYGV/60mLH3fHx31jswF/72GLHLarLPQUuu39Q58StO+7Nr1jouG/8xmcsdNz/8/8sdJjDFcA//afzY9/xHYsd1//bT8wP/t4X5scWNWrH8WJjdeerW//cHclGjXl7tcat/tJnPWtu7L77bpsbu+ee+bd43/vmx/76r+fHHJ56NBqmsda+fRQw9XqkSnDaExOLQ4eMitHvA4Eu0FBjSFVApmPIQQKhSsg8o+DdLqHERMBui801XO36sDyW57PEgs/BxEKpeWLB26t26SmOlLjDGOdq8RZ1swnh+wgaTWg/gB800Gy2oISHpV4ThZAYDk0qlK1YcEO1dps8tRsbFHglCRm7R6Or9rU+bSGEMWAHAY2xUZkJBUDPLS1RgN1qUcC9bx89d+edtNN/xx2mOMEddwCNiFSA5U6BVgu48w4fSFLcemsTy50C7bDEHXcEQFHg1ps1VpYUWlGJu+4CRFng1ls09gcKzbDEvfcQibj1Fo1+odBQJe69F5CbBW65RaOda0SxwrPuBbwhcMvNQOgBgQa+4itond14EyBDwA9oLPDpn+988vnuuYc+7w03mFLQ995Ln+3wYZP+dO+99Pzhw/STY1M3Ey/AkA1Ol+THe5k875pYHDlyBJ/61KfwEz/xE/ijP/ojfOhDHwIA9Ho9vOY1r8Hb3/52HDly5IpN1MHBwcHB4XoAx+DNpjFn9/uz6kS/z2N6olLQ872OhiwUgiSDRAEUMZCMTateW2Hgx1ViYT9XTXGyt/3ZNc1/cxc8e1OJS0lZisU08vF9cz7Po/OH4fT9he9TdakgIKO5DKA8DS9QUL4CtECeU5BGJmDqyBfHdJrRyGRscQ6/q3B/dcBfL69tgO47HVrTUURKRL+PqQLBKUJc4emmmzD1KPR6GlEI3HgMQJbi6NEInWaJKNQ4dswDihw3HGmg21Zohgo33gigLHHDDUDf02h4GjffBAitcewY0Eo1GoXGbbcD4jilUYUDINrSuONOQHxa4oYbAH8sEJwWlB71eYnDRwQ8CATnJe44CnibEgcPCohQwJce7rgD8EIaKybi3e230/XYv980/7v1Vvps+/ebzMBbb6XH+/bRT8rz6Bqxgslr+lrDZf0EDx8+jN/6rd+C1hrnzp0DAOzfvx+C23E6ODg4ODg4ADC1+zmt6cgRCh4OHjTEghULVifaLY0D+xRCX6NVjuBvpBBZAjHYIi/EcEhOZ65FWUcsmBDYBuw6xcJOheKIvU6xYNO2XcKKI0o7z4UTx1mxSBLTLpxbh7OK0WwCSQLh+fBaMWQQoYUQstdEXgpISLTbYhpscZdu3v2NY7oMSWKmm2XXjuH1WgfvqDO33LePvlK7T8qNNxLRUIrWvu+bXX3fN6lDhw8D7YZCGAKHDgkgz3HwQIhmpBAGirwLeYEDB4CWUAilwuFDAAqF/SslwlzBLzUOdHLgvMZSK4WvC/hKYaUxBqRA148hvQxSaCyJLQgp0JFjCJlBehJL/hDCl+gGCQAN6QusNmPIgUSvXUAEArKQONjO4fkCS0saJRS0ljh6lD7j0hIt7yQhIjMa0dhkqePYMVqfTKyEIOWDCRkTDibLvJb3+pq+ItxeCIEDBw5ciVM5ODg4ODhcl+AGYGzgPHZsnlgcPGh2Nns9oNXQWO2X8EUJsb5NNfiTmPJ/uBwSd5tL03nvRPXefmynTLGfwlYoOCWKx5igAPPVoDgHhokFkwmumWuZt6djTCz47wnx8HopEEXwOx20lnwU8OD5Au3EmICZQPBbc4+LwYCec127v3ywGzm224YwcBWkToeeP3rUlJhlHnr4sOn5cPAgvfbQIaARlghD4MABHygK7F9VaKKALxVWl0ogKbDcyeGnBSRKLLczYEOjFyaAosIFPTkEALSKAaBTAAqt+DwgBMLxJpCNAa0QbZ4FpEQwmjRSkUBjuAZ4HsJ8klfnSbSzDcD30NQxgBLwBPpiAHgttEWOUpfIdAOrnQxr2yE6TYUy1EhTD4cPajx2XKDRENAaOHGCrsfp02azYTik68ZlZg8epPXLqsd1Ryx+/ud/HkII/PRP/zSklPj5n//5i75GCIG3vvWtlzVBBwcHBweHaxmcJcTVb3o9c2s26b7bpRt14tVoRQoNXyFCAZmmkHrSYW48IRLsVh6PDbFgcsCEgFUJJgQ7EYu6ClDVMT4fKxbsLhWCnuN2y/wcYN6bI08mIezRYKWDzy0lBDt+uRVzowEpfASI0PA1slCg2ZQQQqDVIgKRJKYZW6NBj/ltHZ568Fe2skK77L5P/SS46hEbtm+6yXgO+n26Z7JBx2lSLg4DLb8knnrAA7ZyrHQyIKa0ug5ozUbD89M16Y1G9MZnzhgzwvnztCDOnDFE+PhxmsyZM2aRnDhBr51k3kAI4Ikn6Pj1dSPDPPEE7QhsbtI5lpeBkyfJHLKxAZ1rqH1HIM+dhA6PIVRjqKKEwDL2dxOckA0sLdHpTp4UOHaMpshcfDgkVefsWdNFPI7pGtlk4rohFj/7sz8LIQTe/OY3IwxD/OzP/uxFX+OIhYODwyJ4znPmx374h+fHvvEFNV2sP/rR+bG//Mv5sYcemh8bj+fHsmx+rK57dp1DdDCYH+OEYxt15u3Dh+fHHntsfuz48fmXPv/5c2P/5J88b5GXOvP2lwGc+tRsUnB14AAtAS6lefAgkYtOh5SKMNDo+CmaXgaZxPBObwD5pCX1YEDRxvnzRCBGI5MXVCUCTCSqqVDV9KgLpULZ/gw7ouFtZ7tFt23ethULbi1cNXTbKga3UPZ9+kzMwpIEMgjR6S2j1WwhlD6kFyLNxDQVKghMKhT/LDc2yOi9l02u1wOEIK/A1hat3WPH6PFtt9E/m9zcDqAAmbPguEs8p0c1m/ScFMBKO6G1F+fw800IADh1ir5opehL7veJCHBHvbNn6cd1+rRxQD/xBLnDT5+m49pt+kfwGc+g49ngdPw4TfjUKUMYHn+cnONnzpjcxCeeIOa0vk7HrazQ2B13ELFICuilQ/TaWw4Dw/PUDbLZp/fIb0FUFohQwvN6uPFG4ItfNM30Hn6YrsfmpqkA99BD9LGefJKOO3SIPs5exsLEQlUqm1T/dnBwcHBwcJgHx9ScFsJqBXfNZrWi3dZot4HQ02iiRKhzCJUC8ZiitPHYKBRxPAm+4p2JhW22rlMs7LFFiIUNm1goZdy7/NhWIvgi8BjHD6xsBIE5jpt6sAoSRRBhAb/dghYBQl+g2aCO4M0mde2O43nFYjRyisVTCU5BKwryRhQFBcP799NyPHKEYnKudLa+TgQ6TQ2BzjKT7hOIHC2dQegGsLZGayLLKMpeXqYT9Hp08Noa/WDW1owceO4cphIAN8o4dw646y5imez7OXsWeOYz6TiudXvuHJGDrS2K3ldWaOwZzyB2WhQ00XPn6LyDAbEgpWisLCc5eAW0UsDaOsRNChgOIMYxvJYGzp2FDG6EHA0hVAzP66KRbsMXHfR6Hno9kwb2xS8a8/ZDD9Ge0/q6IWCnT9PzezXVz9VPcHBwcHBweArRbFIgxaVjDx2i2MUuI9vrAZEs0NYJvLyEF28B6WQLfn2dIrLz542JYGPDpEJdiFiwYsEEoUo2qh21ORXK7oHBr7XBaVC2YsEpI1LSXDyPIiAq6WTGgoDmbJeljSIiSVxJKoqMkYKL+ScJgrCNTkMg8nzEfQ+eJwEIDIckeGxvm4+8vm76XeT5l/1rv67RaNDXuLVFigSn7ywvU+C7ukrPdTo0trVlNvtbLeYKGi0vRaYDeHkGL90GIp/IRK9niEWvZ9KPAHpclqb2cBjSG2htOiiGoSn/PRgY1/jmJq1bVsW0NsRjNKL1qTWdD6DfF9fS5ffgYgllaeYyGkGkBTypga1NeEJBJmPo0QiBr4HNTQQHS8hkDJENEfgaYmsDHhpoBEA7UvD9YFpml/vaSEnXLYqML0UIeo4bSu41OGLh4ODg4ODwFIK7Zvf7tPF58CARi4MHZ0mHlxXwxyOIPAO2Nyjp2iYWGxuGWGxuUrRsKxZs3rYJg00s7MfVVKhqCVp7rNq7Apj1WNjEgreyuUEe7zzbxILToXbqd5Hn9LdNLISASBIESwWCbhOFVMj6EfyIVI/RiG5bW+YScB4/cySHKwc2Zm9vE0lgNY47Zi8vm2w29hUsL9OSbkQa3bbC1qZEkI2hgs5kzW/Rl7a9bWoMcz4bkwgh6EsuSzoZ9x1iRjkY0O+gKGhMazqOSydzuup4bMjGYEDnjWNaj1qb4+LYlE8ejeie27zzHCYEX2YFfI8ISOApyDSBTsYIAxqLblDwxzHkeIiwBYiNDQTyACKpEOkCYRhgZcWobnzduN+N7xsj99KSES33GhYmFrfccssll5EVQuDhhx++5Ek5ODg4ODhc6/B9kwbVatXfokgjEAW8QkHmKUSaQOQ5BUz2LctMC2q+5TndZ9lsVSgmC7Y6USUZ1fSoaglau8v2xYgFKxf8Pvwcv8auIMUpU3wct9fmMSYenAoVhvR4PCZzdxgC8RjSCxEKiUboodXUaLcEAIF221zbdtvElQ5XFpzCJwQFvu32pM/KpMLR8jJ9B4ZsaCwtUeZQ5BVoIIfnN4GtTcjlCKLIiDAUhZE68pwe5zmRhDimNbG9TWNMsoUwBGQ4pOPabZPGxD6kfFKemX0a/HsZjWihcDkxHlPKqGhFQa8tCkMs+HyTNEWpFEKPiEoUKHhFApXGaDZJSWmECv52AhGP0FohFaMRlAjyHHIYo9HoTElatyum5Gx1la6l1oawLS9TJthexMLE4oUvfOEcsfjUpz6Fv/u7v8Mzn/lMPOMZ1Ln4gQcewN///d/jnnvuwVd91Vdd2dk+zfDjP77YcXf82a8tduCv//pix91//2LHcd2/i6HO+LoT2OV1MSzqXnrwwYUO+843vnGh437lOTXtjGvw6U8vdJjDBC9/+fzYN359zRbj/+8v5sf+9/+eH/vUp+bHHnlkfqzOvF3n9qwbq+vQXbd9xPK9Da4+YqPuf4mTJ+fH6gzdNa89/K3zh33Hd8wbuv/P/5k/7iMfmR9zuDR4nqn6tH8/pT31+5QvfegQBQYHDgChrxClI/jbMUQ8nigRGaU9cY+K8+dpbW1smF1aDrgWVSzsG69nm4DU9buwz3EhYpHnpuKTrViwisHqBDedYCVDCPMcd+TmphRhSNFUHNM47xjHMaA1ZBSht3IQ7Z5E6HkoSx/jmC4BT2MwoNiSlQyHKwf2PUcRrWv2DfX7FNNzIzz2FEUR0IkKRKEHr0ggtocIgiZwfhP+0gqgMkMYtreJrXDgzvfjMa0PJhSDgSEFTB54jdg5cPw3+5SYhDMht38/9hiTeU7nS1NzLqWM32k0MulRk+IKkUiBLIZXxuj1AAwG6LYVorUUOh9jaUkDp7bQWSoRIYEXD0lhi7fRbbWxvOxjZYWu4/79dA/QZeGUM64LwplaewULE4vf/M3fnPn7D//wD/GHf/iH+OhHP4pv+IZvmHnuox/9KF71qlfhF37hF67IJB0cHBwcHK41cKzMaSOtlnncbGjKU5cafpJD5ClElgJpjTqRZeZmj9sBUtVjUVUn7FtdelQdsag7B0CRDJeD5Q1He+ORTdmsYrBiARhiwa9nsze/p/08p1nxzjETkPEYQikEyBH4JZqRQKulIQQFte22US6Kor4wm8PlgVuQ9PtEMui6GzJhq3LcYV4kMQLZgl8UEGmMqAWIOIZUOVBOCAAH/6wwcPDOyp2U82qe55nXZZkhFVlGY3lubkoZImGXaLZJOefN2b8nJhNMVlgKYyWDU60m5EgMBsB4DJ0k8EaUntVplhDIUJYZlpYAJAl6HY0GMvhxjH4PEKMROs3mtN+NfQPM415vNquwbo/samHXHouf+ZmfwY/8yI/MkQoA+MZv/Eb88A//MN7ylrfgZS972WVN0MHBwcHB4VqDlCbwsvtW0E2jGZXw8wweCoh4BIyGZveTG9/xTiiPcVWoJDEB04UUC2CeWFTHWImoUziqhKK6LcrBP6ct8XsyiWACwiSiKOieyUO1uR57MMrS/K2UUTWYTHF+2aQ0TuS1sG9pGUnHw2gkIIQGIKZtDE6fnhV49tLu7rUGmwtGkelLwSVT2VfBPQ+jUCMMJgkOWYrQb8DXCqIoEIUA8oz8FXk2S6RtQs3qAZMI/iKZWPOaYTWCXw/Qa5g4pymtOX6OUwA9z6jNTDJ4vfEYp1zxewDG2M09ZdivYXk9RJYBwwFQFPCSEZAlgM7RjmienbZGlJSQKifykMTotBQ6bY1WQ2NpSaLToX9HuFkel67m6s7XDbF48MEHsXqBtJXV1VXnr3BwcHBweFqCiYWdImI3wmvKAkE+2a0djyCYRHDqB//NNyYWTCSYWIzHZre0LhXKJgVVgrHoWBXVbl2ci2F7LPie58P+Ck6hsj0XdkUpDhyZWHCzijpiEQRAUSBaWkK0r4cckmI9SerJ+fMU6K6s0GPeEHe9LXYP/ko5s63bNeoF+/C5+zZzP8/TaDbISxMGGoFSEGVBlY5sIsCeISYBeW7UAh5jAjseGxLABJb9E0xC2JANzJIQfg1XQwuC2bEsow/A6a5am9faY0x04tisc26kYpvIuaLAJE1KlgUamhSZTkvBL0ooFFheovfpdRTaLYXQV1heltMNirKka8s+DFaC9poiJ3f7wttuuw3vf//7MaxxRQ0GA7zvfe/DrbfeelmTc3BwcHBwuFbBVoLqzfdBZSlVCVEUEEwEqv0l7PsrdbPN2FVFwgabsm1zdpUU7HQcP94JdhoWfz7un1F3s1PB7HSwScqLiGOIJIbIEkR+OWPgttPPuGSnw+5hf9VBQLvnUpJywcSCyUa7DUShgtQlmi1AlCURC09D6JJUDK3M91oURhGwjdRMGDj1yVYGOO0JMNWdWNFgPwan1iUJLQLu0s2EodEwJm2AjuMxXs9ZRmNFYUhwUdACYz8RE48oIq9UltFz58/Tebe2DEna2AC0RjvIEMkcgSixskpEa2lJox0V8MsM+/fT2l1dJULRbpPngtttcGXdvYRdKxa/+Iu/iO/4ju/AXXfdhde+9rW4/fbbAZCS8Vu/9Vs4c+YMfv/3f/+KTdTBweH6xeSfj1nUtYmuM+2vr8+P8T/kNuoM0/wf0sVQ9y93XfGCdnux89UdV7eNWvd5n3hifqxuy2ppaW7o3pfvmxt7xStumxtz5u3Lh5TV5ncmB73ZBIKshBgnlALCQVQ1gK4G1TtVhVpEsWBUu2fzvZ2+VPc83/NjJgWsOvC9/XgnsmHPi9e9fSyrFPwcszH2gXDfC9831ykI4IUNLDdW0ex2IATFbs0mmeWHQ/qnYn3dZLI47A5c+YlLodpjnmf8AFT1bEI82gAE0IgAr9RApuArK10pTU2ZV61NqpNSxnnPKoTn0ZcrxGxJ4s1No3SNRvTlb20Znw63Ah8OzcR4bDyeGEEmDfCaTUNKAPJOtNv0vgDNkSWxtTUz17Nn6f2YWBQFdQoMQ9NYpSzpOP4coxE8T2OlnQFaYd8+IIgUZJHjyBGa1sGD5uPfcANNff9+Wvo8pb2CXROLl7/85fjwhz+MN7/5zXj7298+89x9992H3/iN38A3fdM3XfYEHRwcHBwcrkXUKRZsuJS53lmVqHbIru7u1ykcdX8DFzcU1BEJ+2/7Zo/xuevIw063uvlUyQ9XlOIAko20VfUCoEgrCEwncqURNAuIBtBqms7crFhM2mE4XAa0NtWgWKngFB17TOtJKlQkID2JdodS1KIGIHMBARjDC3so2MPAPU9YCRgOZ70RUlLQzz1PmIgyiWCSzR0TeRMoSYgBjcc0YVYYGpNu35wKFceGbPCiGY/pfKyKcDO+RsP01WCyEQSmgSWTDaVMlb8ooueDYFoSVygFnF8HhEC3XUJIjVJpHDxIU1hZMRVyDx6kaSwvGytWs7n4PtlTjctqkPeSl7wEL3nJS3D69Gk8/vjjAICbbroJhw4duiKTc3BwcHBwuBbBvuQwnE2B4nspNYSqEIG6NKW6qk4XqvDEfwMXT3Gyu2ezwmD3oGCFYKfXsFK2kzpRp1DYf9vz53H2Z/AuNjfLY2bAKg0HgOzP2N6GaGTwW13IRoSm72GpH0BKgZUVCsI4ZnXYPZSi+Nr3Ma3CpbUxEwP0vFIUP4ehgPBoDNqjjtO+Nv4Hm0TYY+yv8DxTZparMQWBSWdi+SkMaSwMjc+i3aYxViKKgggDKw1cHrbdpvdoNo3HgpUNbiDBpGQwoNcC5vnhcFbZCEO65/XPSsrGhmnAd+IEnY+7ffs+ERQp4afjyT8UEsttDa2Bfl9M+czKCl2mXs+Y5/t941O/2rgiP7FDhw7hec97Hp73vOc5UuHg4ODg8LQHE4s6UuF5gBQaKNW80lAlF9UqTdWx6niVXNgT4hunLNVJKlwfl/NadvJY8LEUPVYMJF59+hPPjQ27O/kmhkMK4La2KBjj3HQuBcq59mxsHw4pkBsM4KcjhCpGy8uw1NdYXsb01uk4YnG5YBJhEwulTGqU1rPEgpqyk2okPAkfJTyhTRqTTSLsMW7UyOZo+zhWqVidYP8Dd84G6NhOh87XatFYktDY+jqdl0vF9npGueD0On4ty4ysgDDJkZIeR9FsB0YmFuwLAWj98nG8dk+coPfi/he2H2TSk8PzBNohKXacThkERCzYy9Lp0Nux12Uv4LKmcfz4cfyrf/Wv8IxnPAMrKyv4+Mc/DgBYW1vD6173OnzmM5+5IpN0cHBwcHC41lCNx4XQENAQAKWC6BqSAFy8KtNOb7ZT2pKtStg37iRXV63JrtRkE4ed3Oj2uezbTqlQF1JhquCyoNzbgMFkZULORFHQLc8hdYHAInb8EXhKDrsDEwveoOdUKCYbAAXAZTmxwQQCGkCrCcDzZ1OcxmOjOnBwnSRmjI3S9hgrWJymxMSc1YlmkyZRFIYwtNvGRM1NF1stWhB5TlF5khjZJcuMBMBenjSlD8umcCnp/ZhsALSwWMXgxn2ctsXKBnuE2IPBY5wW1WiY8tKcWqWBblej1dJTX4vvzyoWS0t7Z13vOhXq7//+7/F1X/d1UErhec97Hh566CEUE0lq3759+MQnPoHRaITf+I3fuGKTfbqhxntZj5rKXLXo9RY77sCBxY47cmSx4w4fXuw4YPFu3nVdj+tQ16W4Dl/4wkKHvepVrvP2UwHeUJpBXcLooq5L/l/PBsvXFzuubjJ1vwm/5p/PTmd+rM5YbQdHjM3NxcbqAq86Q3fd/Gq6j99337x52+HKgAWBadztUQqUhAb0DhWb7G7YiwTdVfJQN15NYbJ7R/A2M5/bJiC8dplw8OPq+Rk2abBTtDilqi69q66rd9VgzqZe/v3v22dSpmwVQ2v6/zAMEQiNbrsDGXjTUr+djhFYOJZ1uHTYqVDNJl1HFri0NsSi06HjVAkEoqAfQBzP79DbaU/caZ29E1Fkul/zurHVCS41ywpDp0MKAecMnToFPPvZRgVZWaHz9fumT8r+/Ual4PXKxIJjEjZ5s4pRljQHJjT8uxkOaWw4JDMEE4Zu1ygvjQY93+8Dn/wkXaTDh8mD0e1SoRG+oBubKMID6EQ5QiHhecG0OR4XhAgCcyn2AnZNLH78x38cS0tL+OQnPwkhBA5U/uP9lm/5Fnzwgx+87Ak6ODg4ODhca5hXKwAhMVEsLrBbfyk7+fab7aRY2ISCb7zjyqqFHezbKUzV1wLzxMKGPVcmBPbjOizyuQCTPsUkpfp+TM4mu9rCL+BHQKBnhZVqtVyHxcAZdJyJxHsyvMEehoZsNBpGUPB9oCwUQmU1t+OGinZzO26OkefGuKH1bF8TJhHMDDmattlMq2X6XLBSwdE3QDu2RUFj3F+i3zelY7mcba9n8rl4bXFpWd60yXOaA4/ZKVPc7DEMaazXM5+DVZOlJZMKyIbzTgcoCqhSQ8GDNxqiyDR0GUOnPrQO0O3S23MmIvcM2StretfE4uMf/zh+5md+Bvv378d6TbnHG2+8ESfZAe/g4ODg4PA0AgdirFYEwUSxUCWQlybVg7fO69SLnUzZ1TeqKhZ28G83ouPIjyNsDoaqRISjxqqh235PvrfnZM+Ty28ChlzY5MUOHG2DOCspHJRx3nujQTcpTTUh3jrn87Hik+eQXokw1CglBV/88kaD/uaNaYfFYBMLO8MtCEwmD38NUURihNQloARUoYF8EnDzumAS0WyadcPpTva64vXBwbwQpvw3l6Hi2s5pavK0mGyw25yJCRMGLmMFGKWCO/rZr2VGys+XpZkLSzWswPi+yQtjAsTP20SFSdDysvlsvg996hQy5SMoShSZQpECzSQhz3qRQWfm+vK15+u+l5rk7ZpYKKXQqs1fIJw7dw5RXeqBg4ODg4PDdYyqR9pYEKgx2DRX3CYW1epQVSP3TqTCfsO6xnUcBdpb9tW+E3VjOykWdaiqBjxXJhbc78J+zlZhlJp9X2rXbJiA75sOd1KatCcmJhyIMlsoCni6RBhgSiz4xsSCK9Y6LA5eAjaxYMGLY22OnZUCUBTQQlLKGe/G87rmdCKuQGYTTnut8Yl57QKmBCyvE88zagL7JDzP1L21a+Hydv9Mk41JCisTC87xYnLAZW65ahRH8RzlM9mw3etaG2KhNRELTuPqdKCVImIhBLQfQPsh5OnTGI8FunmJPFVIxgrNLEeaAQoFVC6nl46/B/tnu1ewa/P2c57zHPyP//E/ap8rigIf+MAH8PznP3/XE3NwcHBwcLjWUI3XbV+z7wFC1/SiqFMpql6ES/Va1Jm164zbrFrMTPQit+q56rpy79TXYqfULHtetts6DGcf25Wn6kziwPT6SKnnTm9zKIfdwf6aufccX1tAIww1tNbQeQ6dF1CFhs4yaM+DttOeWJ0AZqNje03ZX1q14AArWJ5HhEFKCuo5B6vdpjEmFlxKCYButaDDcJZs2MSi1aJ7NuVwjhezKSYR7MHg9an1LFFhMrKyAngedKcD3V8CtIZeIa9QWvoYFyFQlNjcBIpMIUsUxiMAZYF4DKisgMrVNBWNufrFOP/VwK4Vi5/8yZ/Et37rt+IHf/AH8epXvxoAcObMGfzZn/0Z3v72t+MLX/gC3v3ud1+xiTo4OFy/WF2tGazrqF1XqKDOgVm3fVNnrK4rFrBv3/zY8vL82P79i51vUaN23eeo+x+j7mLde+/8WN01qJnfojUdHBYDZ/BU02+ogquGrzIgnpScjGPaOueeDdy3gdWMnZrgVc3Ntim7OmbnSnA6iJ0SZTMgO4CrIwfAzv4GO53JNmRzEAmYVBE+xj4fEwoODrmcbbtNz3U6Rm7gGpvcxtwONifqhRRUQSeQs/yEucleC8auBfBXWVXkAFNgCbDaS+Q5Sg3kxYRESM+QZVaweM3aSkXV08OFBDhw5y+y3ze1bXnNcL+TMCTCwASDa9/yWKsFRA3zPKsUrGI0m3RvLxh+jomG55nUKyYgTHJYMWGn9cTIncomlGyjISROnAAOFRKDgcDwLNBWCltbwIECSFJKJ4PSGI2AslWizEtkGU2h+s9Atf7B1cSuicVLX/pS/OZv/iZe//rX49d//dcBAN/1Xd8FrTV6vR5++7d/Gy94wQuu2EQdHBwcHBz2OuyAq26T9aKKxU49LOwoovo3B/1VY3Xdjq+dHsWTW5RY2O9rV3Xie05rqRrI63wgVdgXzK4Ry7vP1V4ZO5XJ5blBzwkjdYc6LAY788yGnR7F9glRFChLHzovoSGhFKU95TngK/pepieqU9l4bfIYB/Sc4sTBOq8Ru5cKk09m9kGAHAGkDCCkjzQRaEiJLBOQpYAPgbz0EAgB+AHg+RDV97SJBRNg/tBRNEssWAEJAiIs3S6052OQRWhLH8ORRLopcEh6ePI0sFoKDIYC59eBm4XE2bPAzSfPIO1GGAgNrRQGQ6AMNIpcTxuUc1Nv21q0V7BrYgEA3/3d341XvOIV+OhHP4oHH3wQSincdttt+KZv+iZ0WVpycHBwcHB4moBjEVu1mN6HGjLPgWyiUHBFGFulqDNz16VGMTgos8ftoNtWLHZSJ+zj+O+qUsHvtZPfo4q6NKg6LwgHj6xQcB1Nvmhcs9SuFWt3aCuK2aAUALQ2BM94Y2caFjrF4tLBQgOjjj9qRcFwWQJaKWilybytFMpSw1MA/Aq59TxDTG2iyyoGrwubTDDhtFPkWJUIQ2g/gBIepO+jUAK+8CCkR730PA9FKeApAU9KFKVAICSUFgBobLpIqul/9txYnrSJBRMK30cuAmgRwvd8bG5JNIWP4VhgtC1wyPNx7hxQKInRWGBjE9CgthXFKEMqCxLoQ2A8AsquRlnQPxt1xMIulna1sStiMR6PcezYMfzET/wEfuzHfgwvf/nLr/C0HBwcHBwcrj1UiYVNLqJQw0vz+bQnJhV1hu469aL6hraiAMymFdkBkk0iqmaQ6thOqConO2EnUlF9judnEwYmEc1mfToL59bbOSEVKUJg4q/AvH3D9gE7LAYOYHmZVPP7+V4rAGUJVQJQGqoEipJOUJYUPM95cTzPpMgxYWQjAa8NvvGXaZGIaSM9S1HQQYBSScggQKkEJCSk9JAXADwfpRIQENBCUtqWECgVIJSAlJLStqSEqEqPPF8mFnYFsyiC9n3oRgvC95EWPlTuo+35OH8eOCA8jMYSW1sC2vOxxsQiFtjcAKAnxCLXSGJNqVCrGsMhUBakWHALLyYWfLvmFYtWqwXf99Fut6/0fBwcHBwcHK5Z2Fkcc15nuUMq1IXM2TsF7xdKL9rJVF0N6GxSYp+zDtX51ZGd6uMLzZsfc6BWNYhXO3tX06Cq86+ma2kNoTUABSnE5JKI6Vu5VKhLh61YVLnilFhMrn0xIRF2WV8iFmL2x8GPmUTYtVSZMLI3gmNOrgLFZILd4+yzCEPoIESpgKDRgNISSkhI36cA3PNQKkBqAXDVKimJgGj6cKUW8Kquf/4xs8fCIjOajd/SQ6ICNPwA40SiGEu0PB9r60ApfAzGEhubAlp6OH0aKAqB4VDgfEHX69w5IPdKjAqFNQVgWWN7m0hFnulpjz3u7ccWp+vCY/Ht3/7t+IM/+AP84A/+IIT7hT4lWJiBHlmwU/addy523MrKYsfdffdix9U6c3fA6dOLHbdoj5Sv+7rFjrv11oUOO1DjHXa4fBw8WDP4xe35sbp/Peu2HuuKete1sq8zatcdV2f8riu3XVcYv868XRd01c257rfzlV85P1ZXga/us9WYt+v2h+oajZ89Oz/mMA+OO+wUKDZvR56GV+Zk2k4SkwZlKxSLVH7ioNruA1Hnp6jusnL6CUfWdtrTnEfBQrVTdpVYMDmqPmdHPNX34L85paXRMIEhKxat1qzZ1vZb2J+3qtpMSVsBAQnf8xBF0jLRG8+ww+KwffjVccBcemigtJqtlyWtuTyngHqONHJfCtsMPfFHYHkZWFszz/G6ZYO0PdZuz1ZPACbqFvuJApo/r38hoIWg+UtBSxxENjT/V8O/oSr55Rq7U7N4BEQhtOdjawsIhYdRLJD6Avs8H2fPkDoxHAqcV4AWEk+eBvJMYzvWODfQQKPA6dNAvpxjjBIbmQaKAtvbQJmVSGOF4ZCmwq1cgL2lVgCXQSxe/epX44d+6Ifwohe9CD/wAz+Am2++Gc1mc+645zznOZc1QQcHBwcHh2sFdrxu4nsNT1YUi4v1qLBPWP276lXg4NomDDspFlVTdvU96uZSVwLXrvxUR4Tqxuz3sX0RVZf7hRQLW3Kofg7rvcVkjkLoaVxpv4VLhdod7EtevYZag3wKUhDXFB4UBKVCRR6pGNKS8GyDNKsOjQZVe+K1JSURTX6O37zTmVU2uDP2hGyLKILnCSAMIT0J6XtA4ENOjONSClo2Uk6Wz+waUgqAnqRuAbSBXk2FslINs5zSqgLpYTgE9kEijgUSj8jKxiZdm1EsMJiQrvU1oGgoxInGVq6hVwtsbGgUUYZEFRgkGjpNsb0FFHGOIikQxxqiyJEmAYSgz2AX19oL2PVUvv7rv376+K/+6q/mntdaQwiBcq9RKQcHBwcHh6cIHN+buFhTx22hIFFCqHI+d6FKFurKSvEOKUcQ3MCLG40xobDPYQdDdWlDgCEJF0qBshWLutStnbqE1xnNq5+TLxQbUuzHdl697bquqitlSQqQnfNeFKQICSDwBJpNiWYT09teCsSuJTCZqPI5exlASJQK0FJCKUoxgu9DlSAPwuR7FJxSZK9h20fDEkmrNZsmJYRRjFnptTvzSQkRBvAk/T78AJC+gPAk/IA+hJCAkAITnkGfaXLTc+S68ruZmM21lNDCg5CSSFMJ+EIgiYlMZLlAktL1GA4BpQTSBBjnNN/BEFAeKRHjRAO9DFtbQNlNkakcI50DJ09iNNIokwxFEiEZKyBJkWXBDMfZS+l9u/5pve9973MpUA4ODg4ODhbsCpVTS4Cn4UFBQgGq3FmpsCsbVWUPjh5s8qA1pVJxUGYnvNuKwE4magYH5xWPwnR+9nx3atpXd1wV/L4XKi1b13Si6ro2Cf10z3VOOTWGDb1ZBiGB0AunaVCtFjAeX9if7rAzqlVi+fHMUpDGt6DVpNpSENCYb32PnNLG/Sm0NmNMEmwSwUREa6NOsJu8LImMTNaxCHx4mrbyfV9AegLwPcq6kgKeJ2gZCf5MmsiGmKhd1fC2Soon5LbUAr4QKAoBLSmNKkknxCIDUk9Ag9acUlQuNtYaGgXGI0A1C2SxQhxr6DQjo/Y4QVZmiPMMOH4c8UhDxSmKuIE01kASI8/b8H0x5VWc+bUXsGti8drXvvYKTsPBwcHBweHaRzX2mLEVXGz3noNj9k7YNyYWYUjH2fUm65y0FzJoM2xSYCsAdbediAW/Bqg3c9vnrvorLnarI0LV83Pwye9tl+stCsDz4Ek1Q/ZY1HC4NNiimBCzJGP6tUwUCK0BeD608si30GhADwWpFb4PCDnb3drOT9PaEAulTGdsTp1SivwUZWkmlGXEHNPUpCmNx0AUwRclIAHtSzQiAFIiIJ/1VDCB0oazEgchoYImNH8hpASERJEDvpgoFgWghZhOIcuBVGpAaYzHgC5KZKlCqhTgFRjHgIoz5EmBZFwCwxFGQ0ANxih0iiQvgc1NxLlGOUpQjBtIEwUMh8izfVNRDzCXci/gkonF5z73Ofzar/0aHn30UayuruJVr3oVXvaylz0Vc3NwcHiaoDYtoc4wfeTI/FhdN+40nR8bjebHFu2UzTX+Lna+uuMW7ahdZwavM2DXXYM6wzn/j2PjxIm5oRue+w/mxu67b/6lf/qn82MO8+BAxbYKeJ4GuUEtEsA5U4BJ5+AIjctvcgDNdfz5cVHQWrM7ctuomqSB+WAcmDdl8/NVMlE3xqjzVtj3daTGNsTuVPnJNptXz81zZaWC58WKRRDQ9UkSCB9o+C10u9RXrd+nn3jdz8Ph4mCbA3+FSpl7gJ7LJ61F0IgwkQHoexlNThB6Zoy/iCSh77PbBba3TSrUeGzG+HeQ5zSWZWadjMf0b2iSmN/QcEhrIY7pNUIAaQIIgcBTgFSAAMKAFIrAByABKAUptSlpVe0iP/0Nm3WtIaA0MGNc56JvStFYlkPlCqVSQBYjzwCdJCjiHFlcAoMB8kxDbW2jEAlSVQLn1pBGGnp7CDVqIE8UsLGBsrgJ7bbxq/f79FGz7MKWrS8HLolYfPazn8U//If/EIn1n+cHPvAB/PIv/zLe9KY3XfHJOTg4ODg4XEuoUyzkdOezcpB9oK1UAPNeC2C2q7Ud8FS3KndKd6ru9l9IiViUWFzsYlz04ixgMJ/ZErfAxMr2fthNBcsSQpbwpJ7JuHIN8nYPu9IqW3/Yew1QSV/uDl0KHxCA9AEdNeirbDSAYPI9djpEBKLIqE1VYjEc0nFbW8ZvMxpRxbzBwKyZ0YheE8eGAAwGhnTkOf0GBwN6b+4jozWQpeSZyDOgyElZ5M2pavUzWx3zPAgJkjfExKFR42gXZUn8qiggdEkFHPj8SUJMrFTAaEjXcTiC9hNorwDOn8e4r1EORlBxB2Wu6DNojXbbFNHq943IU5b1e2tfLlzST+vnfu7nEIYh/vt//+8YDoe4//778ZVf+ZX4xV/8ReR1u3wODg4ODg5PI9gl+u1qrrUH2F4CNixXb40GBVtcx5/dx63W7D3XteU6t7Y/obrzz2lCdoM+7gKeZbNdwe1bXXfwun4WVfJgd6er81TY/ok6Y7ldvpbnzvPn+U4Uiuk8p58jReiX091dvpRcctYRjMXBIgMrFkwoODuPx/Ocrm1ZCigtIKVAlkt4nkAJCQUPkAIqbECz6ZqrO7Xb5qT8Bpz2xGsoz+kLzDKzviZpT1NiIQSRDa7NyqXAx2N6jU0sJlG4KAoIVv84puU1LgSNcSrWRCHzfQDSg/QEpAdASvq5SUq18ibKh++BlBChaSzPyR6SZZCqgBQKiBMiKnEM5BmRje1tysSKYyBLiZQMhxDQaDbpFoa0pqPI9JG8mrgkxeJv/uZv8EM/9EP41m/9VgDAs571LLzzne/Ei1/8Yvzd3/0d7qvTzx0cHBwcHJ4m4ODKJhW8mTnzpN0dG6DAhw3ZnIJhey3Kcr6sLHstOBi6WDqTvfPKAfpOPSjq1I3qB7VTnKp+iKqR3FYh7F4UNvmxjdn8vhzU8W6x/ZxNdPKczpFlpiJUmkJogahdAi3a+O52iX8wsbCLXDlcHJzLz8u3LGd91vwVcPzPyzaOaawoJfJCIwqBQgQIyhLKDwA/gFCKmIvWVDGK12erZbpr+/6sn4LTo8ZjSgm1icVgQMdzmpUQs8SCyUYcG+LAC4JlF15f7OOoEAtPaMD34PkS0idzRjCpPOUHxlwdhIDQCr6nEUIDRU5FrkY5JEpKzUoS+AEghjGkl8ELKD3K8zREmkIU2ZRYSAlEXolGIBBFHnq9SZbZRFHa3r5aK+QSicXJkydxd6Up2t133w2tNTY3N6/kvBwcHBwcHK452F7s2Q34GuOyneJk+wfK0uzWcsqTnX8CzEbFnCrEgXddChOwM9nYqeqT/ZoLfWD7cfVmEwtWTuyKV9W0J0aVHPF1sZ+v62BuKylFAeHRbrDvAb6vJ0KJmAomzE0cLg4paUecCzlxEaZWy/A+trdEEcXuzINHI/K4JAmAskSAEsM4xFJRIi8lRCEQKAXdbEGUJTQTT6WAdoe+qGBCQNLU+Cl6PUMsDhyg1tX8WxkM6DWjEZECgB4LQZPjSTOxYFIqpSlfzGOeR2NsKFEKwvdJWQgCBA0J7UmIIECjCQjfQxgJFIGAkAKdDiCFQhRqNCSlR3X6gDcoEHoKDU8DgwTNjoY8n8Jr5gh8BYxGCHxAZAmEyuEJGvN9DRHHkJlEFHXQ7096Ae4BBe6SiIVSCl6llAL/repKyzlcFsbjBQ98yUsWO+7mm6/sG3/+84sdt2iXbMBUf7gY/sk/Wey4l750seMWXL9f21vsdA47o840Wfsf+6FD82N1hu4653fdGOfW2qhL4awxOGNtbX5s0Wik7l/6OrN1XZftupbkdYbzOgN73WeraZ8tTj85N/ZVX3V4bsyZtxcDB11ceYjSIsQs4+A8kigylW04IObAhRuC5TkFQzaJ4B1UJh6sbtjBdV0/iWogzmlQtlcBqCcS1TFbXahWoaqSBrunhk2QWLGwjdpMknirm9NPgPnPw7vOrFDwTrSdHiUEQlkgaCp0WgL9HnkA+n26sa/XkYudYYtQ/F80t5rIc/rnrCjMkh6NKO7PMpPxNhgA+/cDm5uAFiVayLC1FaKfpYg9BTku4ScZBgOgm6TIEgAlEKUZktJHI82gIaGFhJckxHA4VpHS+DIGA9OoZGvLmLiZWGxvG0M3qxKjEY1xepSUxvjNv48wpNeEoTlXszn1djQ7pLqpVgP9PiCbEVpdDzIUEFGI1VXA8yXaHYGlUACexPIy4J1RaEYa/UBDnC3Q6wPeqRyhV6LdVEA8JoN2kcJHhjAkxaLZ0PDyBH7pod0mYtHpmP2Gq4lLrgr14Q9/GKdPn57+PR6PIYTA7//+7+P++++fOVYIgTe84Q2XPUkHBwcHB4drAdVN+plUqOoB1X4M/Jgb33FEZ6sUdYoFMF/pyT7vhZSAqvn5Qh/MBp+jmvpUp1YsatTeaY7259uJKPGucsWTIcoSHhQgNaXvWGoFKxYOF4ZdjIn3dmzFot2my8/XdDymgnbst242gbNnNTyhkCYS0ArKp54NEAXSREEmCu0sx3gMdPICWaKAQiHMcyQxEYwsUdCFQiNJobwQMknoZ8XmbSYM3EhvOKSJcAU1mzCkqSlpNR4bwsC/vfHYlFniDzcc0odhFtpomDFVAtAQnTYRi1YDrZ4PP5QQzYiIRTNAu+eh3xAQQYDVVcCPfLTaEr0mKXkrK4AfSEQNMb3WnQ7g5QqeUIhCQOQ5qRNFBl/7U6sVp0ItvCn9FOGSicXv/u7v4nd/93fnxt/znvfMjTli4eDg4ODwdAKnfvBG/DRmtnfv68rp2PlTHDgz8eDIzk6Lsmv4c8qInRJlKxzAbEoR567zvU0w6ogCYydPhU0k+DOwImGrEbaPwn5cnSNvuVZJh31t2F/CefGs2rD8YN9PFAyv9BCFIRoNMfW5c+aLw84IQ/o685xi6Dg2Nhm2OwyHRoDa2qIly5v9HLuLokCaBJBQ0HmBNAG0XyCDhpdq6KJAHAMoSuSZBgoNnRdIUqCXFygyBaUUGnmGQgmE6UQ5EMKkKTFh4BQnToniiaSp+TBaGw8GezqYWMSxWSA22WCVEaDnJ4qF4N9Rq4VWUEA2iViEoQfRbGJlBfAmZKPbkhANQzYaHQ/dtoAIQywtCfiRh6gp0enQb6bTAbxtDV8AUURrvxEBEiV8IadVe+2aDVcTl0QsHn300adqHg4ODg4ODtc8qn5kITAp5S9mzdtVlYAf8667HeSzMdnuss0kAZglFLZaUWeErlZWstOo+FxVz8ZO5uwLEQubYHAKlO21sFOfGPx57FwOfh0wq0iwwdY2b1dJk23ozjJIFaARBdPCWs2myYZx2BlcxGs4pOCVO5fz7ngUUYqT7bHgNClVUuO58RjQWY409uAJNSUMQIFca+hMQRclNZcrSxS5BgoFFCX1ZigKFIWG1hrIckq9yialYdkzUSUWTDY4vcnz6HmWqpjcsynEHmNiwb9LLmXLioWUJBOMRjMqhmi3EKkYaDbQ6vpQDQ+i3cLKCiA7TbT7AYq2BFpNUizaRDZ6XQk0G1haBvxmgEbbR7dHZKPTBbyxgCfFtOJT1AA8oeBJPS2qxfe1faG+jLikt7/pppueqnk4ODg4ODhcF6imQu14ACsN1ZQoO0hnrwEfZ9+YPNiKBcN+851M3NXHNqqEYSdiwY/rXlN9XfXvuvQnJg78fJVkVQ3nVd+FfR0rKVUCGrKSoeVIxcXBxEIIY/Fi4a0ozMY+x+RpqtHpTLhdRilNoxEF+GkSIZBELOIxoGWOvFRAAWiliVgUJfJcz46VCmVOioUuCqo4y03vpDSlqDhNif023FCSe2CMx4YwCEHPs+xiKxHjMeV4MSlptcwYH9fpkBrS6Rhi2+kQy+p00OoHQCShlnrYv1/A73fQWQ0hOx5Et4P9+wF/qYP2SgMrSxKi2yWy0Wuh0Q/RWyYC0usB/nYAHz6iSAC+NzVqs6dLiPkK01fLa3GVeY2Dg8PTDXX+69pmPgdruk73atzzdd2uz5+fH6szPdcdVzeZurG68y2qQbfb82N1hu5FjdpPzhuwawsh1CWU1yTk1jX3dlgM9iZ9LbmwFQvbY1BXpQkw6RqAybHi81QDb359Nb2orsJSXVlZwCgK/B48xuRnJ6WieqsqF7aJu0oseF68E8zpJ7Yiw5/L/iyc7sRKjH09avpfCF3OtNPgQMyRiwuDSQQw37OCDdr8TwsXT/KgkMQSWVNDl5pIhFJIU43Qo7EkBdCmwkrINFAqOo/SKHINUdD3mOcASgVVAgoAFHWynomc7SIIgFlHXBNXSiIRgwH928jqICsRzISEMEoEm0eCwJCIgwfNv8HLy8D6OhXeYKVsaYnGuMV7WUKsruDgQUDsW0LvQBONXgCxfx+O3AAEB5bR3dfC6nIA7N+HgwcFgv1LaO1rY3mfB6yuor8k4G9E8HWARlMAUYMa4wUevEBO/0m44GbGlxEus9DBwcHBweEKobo5b0NDQNft3NteBDsIr9as3cn4XKcEXCi6qO7wX+gDXOj8F7tVI50LKRU7EZ8KOZh7vBNBqjm30LpWUHG4MKpLz77MHIszsWDLgp2ppjQQJ+b4sgQ0gLKY3CtAaQEtJHFJz6PfCgS0582Oaey8nuyUObvqGLMg9jQ1m4aocgoUKxFMLJKEyASTWx7rds1663RMZ3BOv+v3yWTCx6UpsLQEsbUB9HporTbQWw0h9u/H6qqAt7qE1r4mllZ9iH37SLFY7aGx0kRv2QdWVtDtCnjdFvx2hKhJ8wsCAREFEIEPKWf7sVysQvRTDadYODg4ODg4XCHUkQoNAQVACwFhE4kwnI0AONix+1dwtSNWJXYK4C/0fPXG56srL2tH3FUfRDUKvxCZqXuuLtqxlRk7nYuvA38uu002z91u8Ff3vhUSpoWE0vN8xGFxVFue2BYdHs9zAELQ16MEAEH2BemhVAJK0fdTKky+UwENAJ4kpjH9vug7FMCEZAu6eZPQtU4NY0LOz3ETSlvt41QnzzOmEU514nwvrva0tWVew/0zeP0x2Wi1SKVgsnH2LFWj4l4q/f40ZSpo+NC+glheQr8PeMtdNJcbKPo+sLyEXl/AW+4h7LfQ6nrA8jKaTUC2m5BZBD+gtCy5RZWlqKW3ycSqCp5XA45YODg4ODg4XEFwrAMAWgtorac7sEJYQTsdYF5oEws2anPCtJ06VQ2e7fSnnW7AbLBdJRfVydcpKzzfnUhMFTs9b78nP7a9JjwPjpCYONlztqPZ6nvWpWZJCS0EdI0Y4nBh2LYXu1G7LSDxPXnpBUotUJRELJTwKEPJ9+lvEDlgJYLWhwSEBwg6jgm48H0ICSAIIDxJv58goOOYNAhhGiTZJgMmE3b+Gx/LZNXufcFduVnFmHQBn5KNNDVjgGnWwamtTCzsPhtlSSm8wyHQ7UJ6AtAF9FIfnY6Gt9RD1G9ALxGJ6PUAb7mHoNdEs+NBrKwgagoiFl4IL5BAu03XJAyAwJvJCuTv6GrCEQsHBwcHB4crjNnMHkH3goiF4GCKD2TYu/rVlKcLpTfVpYZUA2zb28FVmnY6l00s7PPzfC+UP3SxuVYvkg2OXu1o3yYY1ddVSU71s/JtYnrR0kNRipmCWBdr3+FgMs+kNIWTuL+ifR3z3PSYS5LJuJIoFJmwEQSTJneeUQ/8AFNHvUdpPQhDyMADJFVj8n0AjQjC9yCkB7SatFHfbBpiwm7mRsPUem42Zw01XDe30TCKIZePbTZpPuyGLgozxudnsgFAy0mAn6bQrGIoNSUUgomFUpQetblJ6VET74dYWUE7LIB+F42lJry+D7G6SorFSh/BUgvNrg+sriKMBGS3AyFb8KQAOm0ANCcV0HrmvpB2gberhStGLLa2ttDpdOY6czvsHn/3d4sd9/n1+S65dbjnmQt+3XVm2DrYu0sXwq23LnYcUG9CrUNdR+I6PPLIYscdPbrQYYs2G3fYGXU7hHVf+zOesX9urK6MnljUqF33xnXtdus6ftedrw51v526f+UXNX7XdTqqM29zJ1gbddHSvhpDfM3nPXly/jCHxWFn6nCrhSwDRCAgvAAysnwDdmBclqZJl10+lcus1hGHalANzJas5V1dXoe85u2Sszaq6Uz8gS50bx9/MVJhKxRVVAmMXSWLFRv7b5tY2B3NufYm15RttYB2G+VAIE4FxmNMb2nqiMXFwFV7pSRPs1K0TJPEjHHz8zim5+fGNJCLEJCACH2g2aCvs9mEl3nw4EGETRLymg3I0IMoAbRbJDS0WvAbAZT0IDodeD4gul1DIrj4RbttOsW124ZI8BgbtplwstLBdVz5+aKgMVuxKEu6F+T10F4AWZbIlA+/0JAaUGETMs+JRKyt0euXlug/uYMH6VxFAays0EXq9xEuteB3fGB1hbpsL/cR9FpodHzg4EGEoYDotgHVAHIP6PehtIDyQhSCvofRyJQDrvvv4MuJyzJvf+pTn8I3f/M3o9VqYXV1FX/5l38JAFhbW8PLXvYy/MVf/MWVmKODg4ODg8M1g528yKUCtKjZUa/e6kzaF0pvqlMs6qozWbv3O952mseFvBaXgouRjp1uds7NTtWsqoqF70N73vSmhDfT9oKzzRyxuDAm/QUhJQWvSplgFjD959LUjI1GhieTdUEgjgW0FhCBT4TCA9Bqwos8eJEHNCIiEc0mgsiD3/DpcQCg24HXCOBHPtDrkWLR7RqywBUDez1DHDodo2KwWsHNJu11AsymVfEY+3rYo8HHAVCFpgBeKeQZoEqFsphUuioK5JrSviAEEduypHtWDbtdujitFmTkTz9PGAmIbgey3YAfSaDfo3O029BRg/796HaRF8A4FhiPBZKEyFscG6XoamLXxOKv//qv8bVf+7V48MEH8V3f9V1Q1u7Dvn37sLW1VduN28HBwcHB4XoFiwxWw2ekKf2Hn2UCpQzMDmoUmXuufco3DvIXqchUJQ526kejMbtzX72123QfRbPzsN+/Lh3rQnNZdM473eqwE5FglYLTWqqft9lCWgYYDgWGQwqCt7fNjXfgHXYGkzBuA8EVn+KYnudryClQQtAYp+WwssHHQ0iU8IhERBG8QEIGPkQjIgGh0TBko9kkS0SrBa/hw2v4QLdD2Xy9jlmnvR69YbttyEa7bTwTnP5nV4mqU/7qFEHboyMl3ayUo3xaHVlT6VwhkJcSSmk6zgugWe1g0tJs0gULQwgpyb7eaEzUmQZEGEL6HtCe1GdvNKCDEKUWQKuNvDCEgv994cd1VcW/nNh1KtRP/dRP4e6778YnP/lJDAYDvPe97515/kUvehF+67d+67In6ODg4ODgcK2AAywmFja5EAJoNgMg8ulA359P6bFTe+xqNxcK0DlNiM9nB92cYsXntBvu8fa9XYWqWvaHI6id1IqdyMLFVJadsEgqFT/P78M70UwsmFy029BBhKT0EU9SRQYDc9veNh/bYWdwH7pm0zSaznMKZH3fkAge4/Qom1h4niEWGgJ5IRAEGogieKEHT3oQUYRAAaIRwQ89QAuI1iTYbrfgRRMFodOh+JxToaQkHwMTCx5jUzWrFUKY1Kdq6iAwu/bstLuZmwQEkQxeN6R6CUAL5AW9pigAb6KGFcpDqBR0GALjmKpchSFdJJ6XUkAYUYpXFJGqI6kClJ4cr70AChJoNpHnYkalYGLheVdfsdg1sfi///f/4pd+6ZcQRRGGNTm/N9xwA06fPn1Zk3NwcHBwcLiWYGft2Cbh6a0ECiUgtIDApPwsNCA0RGWH9KKBeF3QbvsSuKoUkw/A5P7YZKHa3ZrPY5/rQsSijlDUfZaLkYbq57KDvwupHtUUL0ux0X6IQnmTXV0xDcI4DcqRiovDLs41HFK8zilOS0tE0DgVivkth4VFQccFganmqhQFwUEAUiQaEl5BqVBRCUBM0oAgIVST7A+dNrxGAAjqUA01qbbECkS/Tyfm9ChJKUMoS5P+pDU9x830eDI24WZyPzWXW78fToeSNDeASK2e9OCAkKRiSDnp1UEVsLIMCKU0RnWAzs/n5DUehfR0OCkjKymNqiwFdBhB+wGlV7VayPLZ9KfxmHgKG+yvJnZNLIIgmEl/quLkyZPo1LXYdXBweFpjc3N+7KGH5sduvHF+rK7x9uG6f2fqXN6t1vxYXbfrujc5cWJ+rG7jpC5Zm3fIbNQVH6ib36KoM4PXjd1119zQ3z4y3wXc2eN2j7I0CgX/Z89GYU0btFQEx5MIPEHxsadNvG13Dq6mQtmwg2uGXcKWGQ73yrBNBWlqEuCzbHaM87jsc/B7VE3bPAfeIbYbk9mpVHZAtgjBqJKHnT43v0cU0e+n0aC8+m6XfsdLS9AyxHA9xPo2tRpYW6P74dBU0XEei4uDhaHTp4EDB+jajUZUD2Jriy53UdBYGBLZYGEsjumr4Q16KU3l1ryU8Hwg8D3IVhPNAhB+A0HTp54WYmLenngsIAT9u53nRCaYHOzbR+uXG9OVpWlcx8ZsTkfKMqMUFIWp+MTrSSkzxutaa4gogtYK8D0I5UF6mC19KybkPIqorK70SGXQAHwfRQlILeDZv4nqhsBkjMtTIwhQlKA0KOkjLwRKP0SaGmLB/86wgnS1yfKuPRbPf/7z8Qd/8Ae1z41GI7z//e/HC1/4wl1PzMHBwcHB4VqDrVjYqgU9FihLgaKkJmEKlFIxTa+Q/PcFbnWwg+1qmVXbs2F7OHiMb3WGcfvci3okLvT8xUzrl2pkrzOlTz6bDgLoIIQOAhSlnJI9vnEKlCMVi0FKozpISdcvSUwqFMfoSTKb5QMYEsE96YSg2L7ZFMhyAd8XCBpU/jWKABGGCEKJoEHGa19St2wBkMLX6dCbtdvmhPYYpwS2WvTmUUTHTDwNSFMzuTw3ZIMJMo8VhSEbE4IilILwPIjQh+cJ8oN41AUbYUg8OIogpIDwfSCwTN/2mgWMOlKzCKnYA7E56gESQAkfeS6Qpnxj75bZF+D9g6uJXSsWP/dzP4cXvvCF+JZv+RZ853d+JwDgs5/9LB555BH8yq/8Cs6dO4e3vvWtV2yiDg4ODg4Oex2cUx6Gs3X+eUPUrvDKGRYCvDE/SY1aJGWoLlWpSghs/wYnX9vlZm1vBwdanCLF57Ob7/F5qu/JxMRWLLgMKN/4PXYygi/6WRn8HnZp2UZjakhXYRO5CpCVPkaxnPoqhkO6Xe3g61qDEPQ18mY/23KCwOyUc3nZMCRlmttAZBmJDNw3zo7d2RTuBxLCB0IPgA4ghAZAwbkoCygvAMoCulQovRB+UaLwm5AqpTKvQQRZlhBRRG/EPSXW1oh0ZBm9Wbttumrz74EnwmuW+1rwB+TfDve88H0IL4Dnk/FE+gIiJOIgPRoTniBSISYpVUFAZIMJMv+uWB2cpC4qBXhaUyPHkkSboqBqcgqzPVj4I7Gfi0tcX22yvGti8bznPQ8f/vCH8YM/+IP4nu/5HgDAm970JgDAbbfdhg9/+MN41rOedWVm6eDg4ODgcA2AM4y4OoudXcTBF8fuHNtLSeSCYqkFfQhV1HkdbNgRid21mvMm6rp72ylQdr8NYPZ9OK3EVj/se7siT7X6U93nrZaaBeab5NURC6vyVRk0kKoAaelhFBtCMRjQbrojFpcGJhZVghwERrngdc5NqoNgdmxzkwgGx9Oc0dRuA34goIREgJL8Bdy3ZRLUqzCAVBqq1MhKwC9ypJlAmCsIrVDAR5jnZJAGIDgFKk2NsZvJQZJQ7hZXWuj3KT+u1TI/zFbLfED+cJaKIcOQIuhGA74vIKMQWkpSMVotSElkQ0hFmwVhCCkFfbZqEQW+wHlBvKXUUFKjnDwVx0CpBZQWMxmNfG35Htgb5ZMvq0Hei1/8YjzwwAO4//778eCDD0Iphdtuuw1f9VVfNTGkOTg4ODg4PH2w6CY8HzP3f6UdFFQ7TNfddnpz25tgV4q6kGJQTTOyK1Ux+Lz2uewKVnbaU/WxnXJVrXZlz7XaBKQOdelVVmqXFh6KEshzMROA2dzKYXFIOWtF4OsYhhSnM8HgbKQkoRiem+l1OtQjjiu/JgmNbW8D/b6mc+YaXpFANxqmbm2jATEaIUcTQV5CFQopgFaeI9UaXlpCoCCVMMvIIK20SXti5zi7y1stitTD0HiMul3g1ClgddX4jZaW6LkootczA5owJhGF8DT5OIJIQLYbUFlJKka7TSV0GxFQCngTAiIliFj4vlFIhkPzOytySnsqCihRTsXF008C2d0eFOQMkaj2ZAGuftdt4Ap13r7vvvtw3333XYlTOVj40pcWO+7++xc77p7vXFnswFOnFjvuhhsWO+5S2vi+9KWLHVdnuq1B3ltd6Li65s11+MAHFjvO4dJQ1ym0rok1Vw/cFeoivTqj9qLOt6qpFCBXYxUrNb+7uvetW9N1Y3XG9Lpu3HWm8dtvnxv6+w/PH/bFL86POSwG3ri/kO/aPnbOQlHXGO5CxGInUsApS1VwOpOtQNhpTxygVztdV9OtbNWhOmYbq7m7sZSmOg/3ntiJWLCawtuydjlcRlWxaLWmJWbRbqPIA4zGEklGP4/RyBjp4/jql+S8VsBeZinp8nI9AO5Y3mwaG8NgQAFut0vXudk06t3SEo2xj3o8pq/q7FlAjVMoJZCWPsI8hopakHkBDYHSB/w8Ry41vKyAKhWySTGCrNCIsgIecuQhgCRBninIJIfPxGI0MhWY0pTedDSi9cJMaGXF5GmlKbCxQSTj8cdNSdskIWWDSQlfhOVlhJEAum0gV4gaAlheRhBJyHYTUgUIQyIb02pUTFS4bi//JpMEWQY0shylKFFkGigoPUpjtkck+ynsn8dO+w1fbixMLD7+8Y/v6g1e8IIX7Op1Dg4ODg4O1xqq8fciCsbsc5cZHezk0VjUFF5Nd+J7mzxUiUXVsF1VMWxFwTaVV5UVwBAaToVhAlQl/HXmbcuQrgtvJvjiezbVX+3KOdcKOJ2JFQuA7sdjY0XgVCc2dXc6hlgMBiYmHw6JWBQFEI81Qp0ijiOU4xSFkkhKD90yQZJoRAltwWce4KcpMmgEeQFdKGQAkKUoAw2VFVDIkeeaAvNUI0hzeHkOhBEQxxCNhnGX93o0oVaLJsfEgkkHd/9bWgIeeIA2i4QwJbBYimFisbQEkedAFEE2JIIQQL8PP5SQaECoksznbC6Xkl67tQUsLwN5jrJQ0CXgJSnyXENnuVEsygJ5AWg1y7mrt6tNJmwsTCy+/uu//pLSm7TWEEKg3Au6jIODg4ODw5cBnjfbWNtuZM1xte1nnvtv9WIEYCdCcLE0qWp6UTUasVOLqvO5UPWnKqoBP/eU4LKwrDKE4SxRseed5yb/HahnArano9mk4JC7iQcBVCaRFyYNisUPPtVeCsT2MjiLiL8+ISYlkyd8kImFXXip3aaNfR7jtKfhEJAqhy4ERkMBkcQYDUMUzQxSSYzLBqBipA0NP50Qi0CjlabIBaByMm8XAJDlKACorIBGTh2v0xRFpuGlBXSaIy8kwiRBAQ9CASIvUcgGgixDpgLIAvCyHHERoZUkyHQAWUr4WYay1YMXJ0RKWO1YWqJ8rl7P5IBZKVPC84CygGp1IIWCDgJAeWQ+b7Qg4xEQRtCeD5GmUF4AmWVQWYEy0PCShASMrEApS+RKAp3OpCcGkQv2UNhCJrC31vPCxOLP//zPn8p5ODg4ODg4XPOwiQWTCiYW1Qqqc7G5QL3/oS7daaeNvro0qSqhqCMWtnpQlV2qlZ12MlszquZtvgCNhiEVHJ3ye9hzYnMrj0s5Ty5s8sLEot0mYuH70EJMPBazJX/5tpcCsb2MMDQb7c3m1PYwXQ6t1iyxKAo9LbwU+hrQwHgk0AxLbG95UHGGPJUYbFHt2u2tPvJWCqE8jHINyATxGGgkBSCA1AeQpsikhsrpy8sFqQoZJoqFzimdNk2RpURKVJIijjXCNEWaSfiZgpflGGc++mmK0VggiDUacY6NbYlmQmP+WKGT5ojRRGc8RulHQFlAJgl0twfx8MPA6j4gCIHNDZQHDsMbbKH0G4AM4GUJEtlBs0xRah9aS4R5jMzvIMq2oLwQWkn4aYpc+QjTDEVSoPAVokkqlM5yKFmiKCWw3EFZEvG2CYX9c9hra3lhYuF6Ujg4ODg4ONSDAy17Q95WKmwP845xubbKUdqpQ1UztJ2OxCeoy7mqM3/XoUoqbEJRJRZ8Xz1v9fxVv4ddIaraO4MVC7srODBvNK+mbFXey+4BoiHmdnT3WgB2LYBbPHie8bhNuBsA04WbS8umKdDtaGxtCYgiQzaW2Fj3IAbbOHt2GdnWGHEcYO2sBwwGWF8/hKyTQhc+NmMNtBNsaY12kUFKgaHSOJgkGJca3TKH1AUSASCJkZYaRZIj0BmSiFKhklghiAv44wyDAdBPEgy2FJqDAtEoxdoa0IsTnF9TaG8W8EYpTp8GDscJzp9TaIwKNIYxzpwBWlvbGA41ZFGiMxgii7qIBkPkIgBEAH80xrBooBefwSBvQwce+l6K9aSDI50Mo5z61qz4CbZUB/viFKmKUJQCvfEYwyGwNEqQN3JknkY7SahSbpKhlBOyVJQk4JUaSunpT8Ne1xeqcXA1cEXM22fPnsVjjz0GALj55ptxoM7A6ODg4ADg1lvnx44enR+raxw9GtWc8OiChuk6N3gd6pzkdUbtukkfObL79zh0aH7smc9c7Hx1lR7G47mhstWdG6vzfddNz2Fn8G5uEJimz70epX+026bFQhgarsCxtL0D6QkJ3w+M0ZldmrwdzM0xAJOjwiewg3476ObnbednXf8LNrjaH8ruqF2t4qSsvAy72xwrDDY5YrbFFyGK6LE9Z7urIDCfDmUzsgsxBCEAIadmV/sSOWJx6eh0TDnZXo8ub6dDXydAY+yFBoDtjRJ6c4CzZ5aQb4wwOBfgzKkGsLmFJ44vIV4bYXsY4cQTDWBrCyeOa8SdGFkzwJMbGjg8wJkNjZUgg+cD60ON2xBja6SxLDL4yLFdakDFGGcKRZyh0CmGEsA4xvamRjgsEIxznF8HjiYp1s5pLG8WEMMMTzyhcWuS4slTCqubOVqDBI89Btw3GOH0qRK9cYaV8wMcPw7cdH4Ta0/mCIoUjXMbeOIJ4Na189g4nQENgZXzWzh5EmhnQ2zpHspAotsa4cm1VRw4NMb22EOWCyx3xjg3ApaLIUZBA2nhobs9xNaWRncwQhpmGOsSK9sDxGMNFScovBxZSspMmgK61FCFnv4cdkrru5CY+eXCZRGLj33sY3jzm9+Mz3zmMzPjz372s/GOd7wD//gf/+PLmpyDg4ODg8O1ANtOUFUr7DSo6ua7HfAKKaClBCSmLxAcnHNFGVsBYNhN7OxbnZpQV6KWiYBdKepCxAIwBIDfmx/XpW3Z87YN3FViwa+zSxHVGbzrPof5QDOHOEJxeWi3qSQsKxZlaZrccQ+6wQBQozHiLR/bGwCGI5w+vYRsc4zBuQaePBVCDwZ4/HGN5HyM7S2NE8cVMBzh8cc1xocSeE2FJ09roD/G2Q2Nm7spfF/gXKaBzhibsUYaZNAix1aqAX+MbaWR5gUCZNgsNZDE2NrU6AxyRKMUZ88COs1w9oyCv1kiGuU4cQLQaYozT2p4oxIHhhmOPw6o4QhnnyxRJinyzSGOHwf0xhbWT+eIyhQHNrZw6hRw08YWzp/JIZoSS9tDnD4N3OYPsZXmKAIfx1bGOHMGKLsJhptNxJkHLcdYXwdKL0bs5RjlZAYfDAA1GCOLMsSiBEYjxGOqkjUscpwTGnqlQJZS/46y1CgK+knY/S1ttWIvrPVdE4sPfehDeOUrX4mDBw/ix3/8x3HnnXcCAB544AH8zu/8Dl760pfi937v9/DP/tk/u2KTdXBwcHBw2GtgxaLdNioF31ot41nm7J9qJVneVfckkPsCEhKB34Df8Yz7lUtUctUaW4HgyKJKLqr5Evw3EwZ+jR2d2MTFbmjHJWr5fOyKtiUBO52q2lvCZl1RZFQYPj83DOMOgzaxYFT9I1XTBOWT1X5HVe/6XgjA9jJ4+TSbhgt2OnTt2GvBfeTGY0CNE8TbIbY3fWA8xtamRjlKkI8l4pEC4hhbW0AxTDA8L/HkSQ2MxzjxBBA/I4VIgCdPaeCmGGdOayQ6hx8AawMN+Ak2NjTSVg7IHJsDAN0U27FGqnJEIsfmGECaYnNDYWVUohkXOHeOCgGsrwG9bYXeuMSpU4BOc5w9o9DOCuTjlMjGcIy1MyX8LEc5HuHUKUBtDXD+bIGWylBuDPDkkzS2tZZDtjyoeISzJaB6YwyGBfKggIrGOL8OqMMxRltdjFJAN8fY2ADKZoxE5BhlHvSEWJTDMfJmhlgqYDxGnAAqTpHlBeKGBoocWQ6oUkGXcsrn7fKye81vsWti8Za3vAX33HMP/uqv/grd7qy8/lM/9VP42q/9WrzlLW9xxMLBwcHB4bqGEBRsdTrmxqSC06A4G8hWKjg44LQGit8FPCkgmxH8aNKLhIkFB9ysYNi3OuyUiM0Mp04NqOuebSsaHJVzvhyXW5qRXsSsQsEf3jagcG8LnodNLNLU/F1X/YqVkbpcpym5mFcu9mp5zr0G9uhzqwUmFlyNlYlFnms0AoXhUEKNE6RDicG2hI5jKkc7TqHSAGWugZhKwaokQ7wd4Pw6EwuNeCuFigVOnSCfxJNPasSNDEEkcO4sgOUU62sayUoO4WU4f14DYYqtDY3Uy5HLDOspgCLD+XWNw2OFPCtx5jSgiwJnz2isxiX2xQWeeILM0Wee1FjWBXKd4sSWhlYjnMtLNIoMRTnCyZOA2trG+pkCmc5QbhpisdnI4bU9qGKIs0NAyTG2Nwpkfgndi7F+HlCjBKOtAtuxgO5NiEWZIEaBYVoCwxEG20A5jJE1cyRSQY/HSGINlaQos0kqVFGQobtQKAs1VSz4J1dt8bIX1vWuicUjjzyCd7zjHXOkAgB6vR6+//u/Hz/5kz95WZNzcHBwcHDY6+AN+p3Sn6r2AN5l5ICAy6FKKSaxtobvCQgJSO3DDyMILsfDAX0YmpPslCpUV5eSIxBWBLi8LE+wjljYCojdoYtfy+epUz2qt7pxPnc1lWsntcJu5MesDYCoiarq1KG9EHztZXBlMy4dy9WCOdxrt+mrScclZBJjc7ODcpQiHwdIY9/4u7IUKBp00eMx8b0sA/IQ0KRiHD+uMd7IkHkSjz1KZOP44xqjpQxhBJw8oYFjY5w+pTEWGWSY4cxpAEsJzp3VGLVLNP0cp9c0dC/Fk+c0jukCPZ3j+DkAOseJdY1DUEhVgYfPAXolxYmTCvuDAlkzwyNPAmp1hNNJiZbKkAcDPJpoqOEWzpzIkYoMxWgbTxwH1OYA67qA185R+gOcjIGyPcbWWoHUL6FWJ6lQgzEGGzm2xgJ6dYT1NaDECDEyDOMAensbW9uTVKhmitgrgcFgkgqVIM9zJDEpLmkCqKKEyqnzthB0GXlD4rohFnfddRfOnj274/NnzpyZpkc57A7PetZix/31Xy923MbGDp1YK3juc48tdNw//OrFjKoPN+9Z6DigviFxHU4v2Bz8S3+x2HFf/dWLHXf8+GLHOeyMe2qWQ129h3Pn5scefnh+7Pyd8+24/+Hznz9/YN2/V3WlNGo2S2pN2XUGcW4ra+OJJ+bH1tYWO1+doXtRc/lgsNBhcTw/VuP7drgAuHmYrVa026aXhd1kmolEntO15w167gTNm/1ZKtBoCER+hF5vCT4mqoTv0wt836QjsaOzrgwSR9K229NWGHj3nxdHXRkrOyq305SAWaLBcgCbz7n5AZtObAMKXxTbu8EpTfzetsPdfg++WN0uNS3j/zhm1AtAazHjW+eys5zB5VAP/voGA7rE3HKEL3OnQ8ekYwWMRkiTDtRoTIRBRZN/VDSQ5aDubtoUz+CIWBGJILKRYnso8cjDdL5HHtIY3JAgigQefVQD98V44gmNQTODjFIcP66Bm4iAbB/K0YpyPPoYgLtyHH9c4852iVW/wAOPAvqWAo8+rHFzu0TcLPCFLwD6OSmOP6ZxtJUjXR3ji18E1Fds4/ipEm2ZIO9v4+EUUP55PJnmyPwMBbbx0ENAKTdxZjuD35FQ/W08fgYo9w9w/nSG2A+hDm3jySeBYnOA7bUMmyMJvX8b584BpbeFsUqwnTSA0Rali20NkDZSjEQJbG1hNALUbXciP3cY4zFdw/EYUFmJPPOml5G7x/O/I7b6ebWxa2Lxy7/8y3j1q1+Nr/7qr8bLXvaymec+9KEP4T3veQ8++MEPXvYEHRwcHBwc9jpsO0G1EZ6tWHAcbzdss7kBAAghyNssASkldBBCo5wG5kJrE7jbqCv/Wq0axbv9Vb8CT7Ja4rYu5agszXFaz6oedhpUXfftuiZ7FyorW/fZ7JQuZm4A9JRUzR++lzsV7zVwc2jACEJaG6Vi0oMQUKXZhchzoJgQQ17MqsRMy2hoK3WPj6O0Op370ApAnODkSWC8maOIgBPHKY3qxBMaowMFwlaOkycApCmePKUxbJZIWgVt+t1Gz20d1IhbCg8/DOhjJY4f1zh/QKHYV+LcWTJvx2OFDDl0K0GaAhiOMB6USGWOXA9xfA1Q+0Y4OywBP0fRHOGxIaD2jbGeFwjGBUpvjNOngXIwwvZGgbEsoAekTqjBGOOtAoNhCT0cYXOTlI1Y5RiNC+jRNpGIwRh5J0Pql8BgiDjWUF6GIi2QJqxYTMzbhUaa0veTJObfDiYWwN4gzLsmFu9617uwf/9+vOIVr8CRI0dw++23AwAeeughnDp1CnfeeSd+9Vd/Fb/6q786fY0QAn/0R390+bN2cHBwcHDYI7BToexbXYsGDmrTlMp0lpPYLE3pXLxhXxQUPGQtgcCTCHwgCtoIliZRBSdaZ5kxdVfzIaopUDYxsI+r61nB4/w+zII8bzaK4UZ2du1LIQzxaTZnO27bHQNtElGtTMW4EEOwvwB+PaiHhdJmRzdN6ZLFMZVXHo1miZzDLNi3D5hmeGzaBgBflpBCkOpge22UwrTOL0DPV1Pw7ON4HRWzZCNNNcqsQFYCGxsAshRnz2iMByWaqsTp0xooSpw9ozE6oJAIhSdP0XucOaMxbGnkvsb6Go0lCZCnGrpUyHMN5AVUqaHzEjrLiNAkMVReQokcejwhG+MYg7xEOyxQqgRnYkC1YmxtlwiyEqqf4Nw5QI1ijLYKjGQJPY6xuUVj8aDAaFhCj6hnhR7FyFSOZEw/+jimalrFOEMWkcfi7BkgXy5QZIq6iRcF0hRTYpFlxuLEzR/zfG+VCN81sfjc5z4HIQRuvPFGAJj2sfB9HzfeeCOSJMHf/u3fzrxGXO3iug4ODg4ODk8Bqr3fOJuIwTE3p+EkCRGKoqBgl1McOJOIiUVRAFEkEYYSstlC0AlNyl2VWOxk4gbmlQweA+a799mN93jSnMLCRIMny+9pV2biyNRuQ+77ppGH3cyDwcSguuW6Uwmtquwweb0WEhoCpZolFnFM13s0MtfdoR5CGGIRRSbrjped1CUk5Kw6Uar5dQVKSZsZ08oQjrKcEBGLlBb5lHQUucB4RO+xtQlkcYlMFDi/DqAscX4DSMYaeaiwvk6K1eYmfdeqp0lMmaTFzRBvzhviCmQAkKSTORRAOvkxJgnSrERWllBeivMbVLFpsKUQlCV0nGJ9nTwR4+2SiMWk+pUaJ0hGBeIBkYjRCFDjGLkukMZEItIE0OMEZZIjzxQQJzh7FsgbJcqsJPN2WSDNQM3xCpOJmCTGm8XplXtFhds1sWAi4eDg4ODg4LBzY6rqxr5tjeCYneMb3rBnxSPPBbIcEEKjiARKLSGkDxmG1KUbmC8Zu9Nk6pQMu9eEnZZkB/P2+7B71JZlqiVfuZmfLePs1NSjOo8LdfjitCu7tfmMEdxDqQVUCRSFmLm+aWo4mPNYXBi8HADzNWptNS3Nc6D0Z8kspz1dDNOqXbBUDEuB4vSosgS0mI4pRYqDKhT9VsoSWUK7+ErpGgWqsobsNV9YRJxfmCYWYZ2MTcs6k7eoKGhsPFQIUULFyYRYpBhtlxgKBR2n2N4iEpGOCiRjUjHimMhGgRxZQsb1NANUnEClBYpMQ6cpKRI5KRZpCkBNVAplNhtKankxLZ7GCuhewRXpvO3g4OCwKOo6atfJuHVG+f/7f+fHNjfnx1ZW+nNjS0vzY3UmZf+mZ8yN1QUhizbPrquch/Pn58dqHOw6nDeDi7qt1roJPmP+c5w+PX/YZz87P+Zweaj6jVlYYA9rUdDa296muMZWLDgut3chGw0gi4Ag8CADD76UiDoCAsooCcB8WpEdpNelF9mBfF3pKlte4S1SzzP3TCq4QlUdsWg0TM3SVmu2rwUwm561iL+i3SbDdhiSm5hJRhRBhyHy0kMWU+C1vU23jQ1gfZ3uORXKEYudYRMLFp7K0nxlZL6eHKAUAE2GIAiK5/1JaDlVwXhMALLS3BGYqBiT9Cg7Ta+qduw0WTF5X2ERYM96XMU0ZdBS3NgfokpAsQpT0GebO47mq7OchtMU8ahEDCIRwxEpEfm4QDouJ+V3NfRojFLmKNISGMekWCQZyrRA3uwCX/d1yLYFVFGizIhAaVBBrVJLFKVAHNNPnpU35j6j0XWgWDDyPMfJkyexsbFhjFMWnvOc51zuWzg4ODg4OOx5VDNB7HiY4+6qWmHfAJMKZcfwRUH9LYqSUnyk9KCDABpWeVdYAZbnUQAnMAnUK03z6lQCW6lgZiSl2U1WitKZObq0FQs+1k6F4j4VfJztbq92DrdJDmOnx0xQqorF5DOXSkwtIawEsceCFYsLZYw5zGbD2T0Pp1+ZvYZ47fk+BfP2GvEmY7CYiqz4agAiBFNSyzc7Zc+amL3G7UIBABD4lt/Gmz13HWm1Q9ZFmaaeECBoSukCJvlIGhAauiyRpYBOM5R5ST080ox+/3mBUioUOZkkyhLQRYGtDYWzZwD4ymQ1KuIw8DwiGNJDob0px1fKqHBaUwWva55YbG5u4kd/9Efxn//zf0ZWs3WntYYQAqX7BTs4ODg4XOfgbCD2ONspTzbR4GCAg132ANipDOyxsM/DJCPLAO0L+J4PKfQkmAsmXIDKq5a5hNKC0te1oEBoJqjSs2MCEJ6c8BABKTSkEPBlCOlryGjikeRke7uqFDfssz0PtmIRRcYBzF6LqdEas652Vkhsrwc7h+3u3dy5u9Wi26TlufZCjBMfgxGpE+fPA1tbVGn6zBlMmpQ9pcvguoAd09uYLiE7ULeDes+jQJ5LSgU+kQteDwD9Le20O8wSBvseFQIyJRET8sIEYzqH0JyXVRPfKkRgsyTw6auKnvW+9r2oG5u5atMdhFIBWqmp4RplQbylLKFBqVsoS7pXCnmmkaQAJj8vLej3W5b0ObMcUH6IUvjTfzdY/WTF4rogFq997Wvxx3/8x3j1q1+N5z3veej359MMHBwcHBwcrnewImG3irD7JtjKBROLJKHHTCx4f45j7up5mFiQsiGQhx48AUD6wEQ0yCebqDm/rzIZHheCLVhQnCYmBZ08isuEgOdViIXde4KJhX1CJhZMBJhk2K9ldYN7U9jlcG0lgokFG8CZrDSbM8RCiRDxwMfWFqVIrq8TsTh3jsgFV+FyuDguVGBs5jsMJmEkq1JcEQzCmPV5jFOiONjn4F9aQb+dwsQeC1YifItEhCGmSgkrJNxwg9cKAPjBvLJRJ8PMlDyWgJp8TiVmj2NVRljnoZOBVQw9UVyo0i6RB00sH1qY55UC0GhC+QE9lh79bj0fSngoFF3DPBfQYYhSetOiD1qTST1NryNi8ad/+qd43eteh3e+851Xcj4ODg4ODg7XHJgE2ITCJhaASYWy1YhqlVZgdkO4Potj0vitkmrFu5e2QbmsIRZV24Xt3a5+JiU0JOfGe2q+LwUTBPZIAPWpULyLbJeyrabUVDt0803rWZ8Gdx6cVJwq/QhF6SHXAuOJv2I0Ij/FYECBGAdheyX42suwexDaQtTU3sVpT1IB7APjhhdS0nckAEQNIAxMB0lWGmZUDDFJmbJMHZw6pScLv9EwKVahMmNS0PmjiMaaDbOYWdGIbBXDeg9Ol2ICEoVAbKkdKWh+6cSvwYpLGBpywXOe/g4EzWmCC9UhmF7bW2+FzvahVETSiEREKIWPrKBrmWaACpsoPFrH29v0evZZaE0Eeq9g18RidXV12rvC4eriC19Y7LhnPnOx437/9xc77j/8h8U6eV9KfeWXv3yx41qtxY5bNG3yIx9Z7LhPfnKx4xx2Rl1H7VM1ndRPnJgfY4OrjTozeJ0pu+58i3ZSr1tvdV3i69bbrbfeNDcWHD06NzaM539PaY3He3WlZjKHD8+/9o75Fuf/32/Pv/S9750fc7g0sM85jumWJBRrxPFsTK2UMVxyrrStdNgb9bwRywWV7GqwTFCEMJ4Bu2IMp0jYRXsYtjph33OGEr8vb/oqHxC+hB/4k0AtmvVTKEUvsDt42+Vmg8C8hi8GXzRWLJhh+ZNKQ0FAHygM6QeuNbC0ROdrt6lLfRgCq6tAt4tMN7A1DJHkEk+eEThzhv5NefxxCriefJL+3bGr4zrsDM7fB0xXeHsMYQTtAfBArbkBoNUmkuF5QL8PQACdNtCYfPftDh0XhUQGpoQB9HdmKxsW6RCCSCU/15ioBb3uJO0qMv8JtNuG1Dab9Ppmy6y9qDE75ns0H4CekxLwAqDRImLRbALFhHzwezSbE8JrjQUBkQ1F7x2GgPA9SF/C80lBkRL0fhO2oYMQZ88KFD0iEYWSQLNF5LfRQuFFyEoPWFpGmgpsbtG/HWVp1vLGRv3/iVcbNXb5xfAv/+W/xAc+8AEoV1rBwcHBweFpDA7gqzdbtWATdp1icTE/dV2Rp2rVKduszB4O289h/20bxqvzsZUX0y5ikh5Spygw67GZUF0zvLpys1WVYifFwvcpoOt0KHiMIugogo4a0FEDhSRSEScS47HAaCQwGpFawYoFp505XBxVYsHrIY5pLEkFimKyMNttGmy3KEj3PNp1ESCyEU1UhM6kbXfUMClLUxVjYsQXwqgdjYZ5bbdrjmeS0e0aJaTVojGbWDQmSkqraRhzVB0LLFLSstaaRVR8j47j3aVWm0iF75mOgc0mZOBD+hIiDClzKwwhAwnp03w8DxBhYNZ9o4EsB3QUoRABcuVBdzqkOna6KIImEYuVZSQpsLlJ65qJBasUw+FTuBB2iUtWLP7f//f/xfd93/fhrW99K9I0xXOf+1x893d/N44ePQrPm99xe8UrXnFFJurg4ODg4LAXwd4JbsA2GtH4eDyf0RPHs70rqulKHNvYHuUwNEWQ7JQluxQ/qyAcAPK561pRsHBg/5e9E7khD631h+15CENMe0vwm/CN/RRMODj3nT0Vdk1ePgenpfB5bXbVahnD9tIStB8g9jrI0wa2hh5OrwmMxsDJk6RQnDwJPPEEEQv+PhwWw8WIBa9hJSQyEVI/Oy+CmjQoLHwKzHXUgA4EbWG32kbxCgJKGbIVC14jzZZRJzgVqjtRJxoNoDExb3cmxCIKgUY5SyxYJROoKBY81jRjDSYHTCwCQxhaFtmYEosWROBD+D5Eq0W/oUYDfuTBL6lAQRACiELIwIM3IRZSTj575gN+AN1eQbEO6GYL5ThAnhEhSzMB3e6iDBpICw+qt4Q0E9jYMIrF2hr9PLa396YCd8nE4o/+6I/wtre9Dc9//vNx5swZPPTQQ7j//vtrj3VVoRwcHBwcrncwseCc5/GY4hwmFnYQz6klrBxwbA2YuJ1j9iq54M1/fk/OhWeSwj0y2Bhe7XFnF2Oy/atVu0Otv8OWUTjFCTBmayYH/IFtYsEGXjuXy5ZcdiIWfCF4ZzyKpqlQWviI4wijLMD5AfDkabr+TCxOnCBiwY3EHBYHp9MBZk1pPWsaprUrEGf0nWUqQDHx/cQ5rY1ChigFoGVJigWEWcxCzqQ4iSyE9CQpB5iQDiYWnY4hIq3JWupOxsIIaEwW7gyxmKghLZtEcDrThGyEAT0PTBSLyXGtFq35dptIRBgA7Rb9ZtptyNCDDH2g3aKfQbMBv+EhKD2IVpMyvaIQXuDBCyREo0FV1RoNlIWPQgbAvn3ITwO61UaxESFTPrC0RA3AO10UQQtp7iHxOshzKkYwHNJ3wYrFXjJs27hkYnH//ffjM5/5DF7+8pfj+PHjaDQa+Pqv/3q8/OUvx1133fVUzNHBwcHBwWHPQlNZenieSTnyPArKOC7mmJn72XEakp1NXGeyrjNw24ThYqbxanUffnyhcqJzplPBt5ocLfvgaT8JutdTY4icff3kzQUq57QNJrwpGQTQbAiOIpRBA0Xho9AehmOJYQxsDwS2tynw2t6mFJHRqP4aO1wc3BMRoOuYZfS1sPLDY2VpjMTc5LEsKQjmwDeOAUgPutOzUpyCqcIgPQHRbMIrQ4QNTnESEK0WLRMpybMhJmugPfHy9PpWKpScTY+KIqM6tDtG2WhNSEunbSqWtSdKSq83JbKi26WNgKU+wlaAoBNC9PsksPS6CFoBglYA0enQWKdDYzmlR4URIJpNyNCHDD0rXayNdDskMtZfQpII6G4PRdBAqnxgZZUql/WWkYcRtrepqanWpFJsbdH1ffLJve0X2pV5+9nPfjbW1tbw0z/903jOc56D97///fiRH/kR3HXXXfj+7/9+vPa1r3XlZx0cHGrxv//3/FhNk+jajtp1qDNv1xnaHnlkfuyhh+bH6hpl33DD/FidebuuUEFdt2vFXWstLGpMV2q+zMgZzBu1/+Td86/9D/9hfszh8sHlHsdjiiHW1w2pyHOz8Q4YYmF34+b0Js4yqioHttJgKxVKzXooxuPZ8rU2gbAtDuyztsmFbW2wY3yaw8Qwa0svdSzIPgHnbXH1HT4GmJAMPfumnDJVLS/LMk23BzQbiGMPG1se0kzgyTMSm1sCa2vAo49ScPvgg6RabG8bcuGIxe4xGNB68n3zb/LmJhGGoqBeIQCmqTpFMZuqw+k7GxuTJdPtwu9KhE0B9PvYt08gXG4h9AN0+xJYXUWzJeEtdaByQarE/v2kJnQ6QFfT2OoqratWC+hMjN7dniEbnUl1g35vQiIiE+D3+tO+KqLXo1LKS0uI2gGCdgNiZQmdjoBYWUHYDhB0GxD7VoirrKwg6kYIWj7EyjJlV/W78JshfM+H6HZIkOl2IBsBvNineQNAr4fiXIQMAfS+fdQBfmkVidfGKA2gjxzB1rZA3tuHLKJrf+IEXTfuw5LnVHRkLyoVjF2btw8dOoTl5WXkeY4sy6C1xvLyMt797nfj2LFj+OAHP3gl5+ng4ODg4LAnwVWa7MZ39m0n87RtnLbtBjsFDXYhJlupqFMrqjd+jU1cGBcqb2uUC2q4p6vqgqVOaN+nW0Wt0EJACwk9OYdpgFaZgJ035vvUXXxi4tWNJlTUQiEjxLmPUeJhOBJTg/b2trkxyXNqxeVjMDBkmNUJJhtFQbvoWs8rFoAZ4wpGWgNl0ICIQkRNUiLCSEB225DtFoKQxoQ38Uu0W6RUrKwAUkK32tDtDlVV6k1IRLNhVIduxzJvVxWLCGi34PkA+j0ETR9+K4LodcjTvbREY50GxFKfUpxWluE1A3itCGJpiWwgy0uQjRAyCoFej5TITgcy8iEjIhGeB0qjCgOI0Ifu9ahJd6uFTAdIywBYnagTy0QshlkIHDqE0VjgzFmB7YFAnlN1M62JwG1v0zVnxWKvYleKxd/8zd/g6NGjePOb34z9+/fje7/3e/Hv/t2/m5affde73oXXve51+Of//J9f0ck6ODg4ODjsRXCwHse0Yzsa0S5vllm+UTFLJLhKEXuai8L0oOPXA5TVwYQkCIxhuyyNOTlNTeDB5WZtklCWpkgTiwJ2/zm7id8ceZGTNhWQkH5AnfdsTwRgSSskvyghAQiqKFUCM82LNUzTYjuNyqoYpbVGKQIUXoQSHoabPtKSAtkzZ+g6nzxJAdfaGpWWHY2oER7v7O7l4OtawZkzdF09j9YaYNYbr7+6MfZkMNngsSSTyApAeNqqHtWCTj0oELEoFZEIFERkc59SmLJCImW/R+pDaaAUPkoJy4sxIRZNPTX9C19CRCFEqzkN+r1AQjZCiHab2mr0epS61IiAbo+WZX9pQg4U0OuRatjtAoEPEfhT34VotSCCAFJ5xuTdbJIRfFIiOYkB3eqgkBFSFQBLyxiNAdVbRh60EGce0rCHsqQ1zX6Ks2fp825s0JhSe78YwSUTi3vvvRdf/OIXcccdd+DGG2/EaDTCeDzGhz70oWlVqOFwiHPnzuGd73wn3vCGN1zxSTs4ODg4OOw1sLF1bY2yMTgVik3YQswqB5wjzfG0UnRsUdAmLBfKGY3osU0sOIjjlJ8so+DNToWyM5Ps9+V0KM404nG7PYXdA6OU1MFbSgHhBxDCYh42JsRCA9BcRhfzPfBmYKsVNskQAqUOkKgIeS6wtkmfb3OT0gvjmMzZTCyOH6dA9ty5xdMoHS6OM2doPbVas43Z2GPBxIL7s9SRDU4VBEyvl6KUKBptZLmAarZRjgWynNKjilKg8JtQkkodjwuqPBXHk2JRkzQrpYC89JAVAKChoiYpHGEINCYLrdWC8CZG7WYTUhIBEdzDot2mnnbd7qQ7fAj0urRml/rQfgAdaqDbpeXe6ZCaVqkUBd+jnhfNBh3XbEJ5PhQkdBhhPCZTdi4jpMqHXlnBeCyg+ksoowhJJrGdk8qysUHXziYWm5umP9O0UeEexSUTi1e96lX4vu/7Phw7dmw69u531yTzAvjRH/1RRywcHBwcHJ424Io6vGPLhIB9DVXTNWCIBVfZLEt6LfeL4wqdYWh8zfZOMAdwgwEFHdyzwW58ZxOLIJjtAs7zZmVjSihKCuykBEQBSEFMQQgBaAGhZ1mC1gLQdG+nXNldxQFAQMADpUdBSlIvJgdpDRRaQimBpJAYpQJpJqZpTltbJsd/c5NubNbmCkYOVw7DoVkrnPbEqVC2EmGTiO1tM1Y1dA+Hk/4LI4FhGmJzE8jDDlIP2BwI6OVVlBoYZ3K6hs6fNzv1/JvY2jImc9rBF0gVERAyb/vT9CgtPOqVwYbuXg9aelQOt9tFUQJ6aQmlDKCCBtDr029gaRnKC6B8Sr3Kc1BakxdCSfJ8FAWgWy0oGaAUEmg0ad23mlDShyoBlCVV1OovIxENxEUIHDiAcQwU3RWoBv1e2ai9vm42CXhsY+PSmg1fTVwysXjrW98KAHj00Uev+GQcZvF7v3dlz/cXf3Flz/dU4EtfWuy4RbuInz272HF/+qeLHedw+ajril231uvSGOqChrW1+bF9++bHPv3pxV5bt7b+wT+YH6uTo+t2ShftEs/mXhsrK4u9xx/8wfzYb/7m/JgLup56cHDLasNwaKqkVptOcwBv9cyamr6zjAK0ZpPOYXub7S7bbJBNU5M+welWnFrO1Vq5FURZmoquXNXV7g7O6gXfswHdVkCEkLTTCzZsiBl1wv79sihhziEgPA8QGlJKTNgIoDVUCYxGEkkmMBgInJsY4U+domByY4NSoMZjUinOn6cg7Nw541txuHLg75NLngK05nids4pRp1jYHgsmJaywcaO3JAE2NoHtSSDN/gEmDkqRalKWdD5W1dbX6bk4pvMx4VEK0H4AxeWQ2x3y90QN6FaJJAXQ66PQPsqgAd3tIc8FsLoPqQ6Q+U3o5RUkKaBXVpDqEJn0oPvLVOGq10OqA2hNla7imHpR5PCRa0rhShJKexplAbYTQC+vUEWn5VVkfhuxCoGDhwBQjDIc0rU7edIYtbe2MOOxWF/f24ZtG5dMLN74xjfWjgsh0Gg0cPvtt+NlL3sZVur+R3RwcHBwcLiOwZWauKEYpzhxQG4fx8E3pwhpTeShKIhkyIm3odq0ukosODWFiQV7OPhYu9ITl8YF6J4JLQfk9muKYpYMSSmmZGOmYhTMMfYNmPV50LkEKTeT12uuOKU1tNZ0/UqJNBcYJ/SZ4tgYtFmxGI/pMasVcbx3y29eDygKQyx4vSllOj8niVHmuMIdp+TZqVD8fbKXgNQHMSUF584Z1YN/I2trs+9lp0IliWncx+fIc0EEAnq2t0WzCaoe1UUJDzqIoNvUJwJLfRTwofwIqtujz9DvI9MBcuFBd7pEGNpdZKUPlBK60SRFp9FEWnhIcgndbFLaU6NJRQZSAd1bwnAEqP4y0AxQFAKbIyI+a2v0uVidAIxiURREMuyy0dcCLplYfOYzn8GnP/1plGWJZ0xqRH7pS1+C53m466678O///b/Hm970JnziE5/AMxfdVnZwcHBwcLiOwKkgWUbxDAfrdisHDoQ5Ng9DU9ozSYzCcP68rRTQuTg4Y8Uiy8xOMKeQ+P7EQ0q9t9Dt0t9lSeflHX72bXC6Fascdg8Onrvd685usmd/bvux3fLCVkb4PN7k+TwXyFIgy4G1dfosGxu0gz0eU9nNjQ26Fk88Qdfn/HlXUvbLhSQhhYgfM4FlEsFrySauXGCAlQX2IFVVjOGQvkeljBLBKVZKmVQobjxpE4s0Necej2dLMGsAuQigISaG7smCbbehpYSe9LGgMrg9wPNprNOZ+Cm60NKH9hTQahnvhPSpy3izSb/hqIFc+chLAR01SEEpNVV/0z7QJ1N2JhsohUReCGxs0lSYJOe5aXy3tWXK9HI532sJl0wsWI14//vfj8ceewzvete7UJYlHnroITz44IPo9/s4d+4cnvvc5+Lw4cN4+OGHn4p5Ozg4ODg47FnYO6yce243prabTjN833TrHo2Mt6LZnDVWM7EoCtOELMtMMMIIAvKaBgGdr98nsqK1IRhsGGe1pI5Y8LzriMVcM70K7OOCYLZxt11hllQJgTSlXdrBgILMatrT+jo95m7jLvXpy4M0JZIHGHWCO84DprSv1uY5Jh9az3byZhWjjlgwiWBvh+2x4DTaOmIBGGLBBQwAgTT3oDQmJmyP1LH2pEFeEJpcVTZvhyGVqAWokZ7v0c2u9uR5gE+5i1qDGjfCQ6kBHTWI6EBAKYFS+FBtao4UZz7ycrb/h90ThFNzbWLB3pRrCZdMLP71v/7X+OhHP4pPf/rT+OZv/mYsLy/juc99Lj772c+iKArcfffdOH78OKSUeMELXvBUzNnBwcHBweGaAZeH5cCL06OYBFTTh1gJYG8Dl461iQWbZ7mkJ3fzru7c83NcMlQpIhtMKNhczsG+7c/gVCibENUpFnOVnizYDbptYkFERUxfG8cULKYpKRODAd2vrxujtt1Rm0mRw5cfvKaYRACzPUN4XdtpeVzQwFYsNjZM2tNwaHwXTBxYsWAVg8lHXSoUn5vnZHcOVwoo4SGHB2BS5tbziEF3Jqx42nkb1A8DIBXDD4AApslduzWR8MS0V4ZuNAEf0J4Amj7NsdcDogAlPKSSSMnGhtkE4GpP6+tmTXPaEytx9ubEtYRLJhZbW1s4e/YsfuZnfga33norPvnJTyLLMuzfvx9SSnziE5/Af/tv/w3f/u3fjle96lVPxZwdHByuM1yO3Ptnf3bl5gEAn/jE/NjnPjc/NmnbM4ODB+fH+v35sbqAiBsa24ii+bH7719szGHvoCiIALCZmivb8Dqwd3sZduoTkwq7wZ19z4+rHoMsowBLSnr/8+dpszbPaeN1NKLAJQwpkA8C8nbYigWTACYUTA5swlBVLXbyWHAqlE1K+LOPRkQeeGd8e5uCzOPHKRg7e5bGytLseF9rO7nXC2w/BasTNuqIJitLXLHM7sbNPiE2attqhu27YA8RB+ScijUem/NUx9h3kSQmSB9OemDoMIRqhaRiLC8BgQc0PKA/MX4vTcZCQLcDAAKZaEAJKr8cZwKAwGispwSLf9Mj1UQ+SQs7d47Gzp0z6ZHspzh71jQhfPJJmvPamiFs1yJ2lQr1fd/3fTh16hR+7Md+DNvb2/jzP/9zAMA/+kf/CACQZRkOHTqEt771rXjpS196ZWfs4ODg4OBwDYFVBnvHn8eZENjlYIH6QH03u/Q22eDHXEUnikzfDK46xeVmbcWCPRFcIcomBzulQvGcbWLB6VRVIzlX/GFisbFBQSJ7KpLEqBUOVx/cdRuoT0WzvTe20gbMejE4tWk0MmlMrGIwCVCK1gX7NDi1ilOlmDzzeXjMNnRz3xd6XmBryxRAIC+HxmDkoSiBvJSIM/oA49RDOTGDDydrbzgSUzJlOpGLafrV+jqNnT8vpmlfXJ1yfd34oVidqDNv8+e4VnHJxOI973kP3vCGN+C9730v3va2t+Htb387fN+HlBLf+Z3fCQC466678AM/8AP4lV/5lSs+YQcHBwcHh2sJTApspWG+WtJ8SlTVCH05wQYHc0JQ8MY53GzeTpJ5jwXfc8du24BdZ962VRj+vBf6PJwjXxQUXG1sGMWC+3Nw2c1rpYb/0wGnT9P6aTbnibC9nu01wt+9XVwgTQ0RyLJZwsBkoUoieD3FccWoXRnj1CtWQtiDBJi0Ky54ABBx4JTF8YSUjMYmxZBfy9WaeF6ASWXKMqO+nz9v0p7YO2ETCyYbdgECTo+6lkkFcInEoixLfPrTn8Yv//Iv41Of+hS+8iu/Em984xtx66234mu+5mvwP//n/8T3f//347777sPP/uzP4tChQ0/VvB0cHBwcHK4J1JVhBWYDMA76+fgrnerDSoTWtAPM6gR387aJBffLiCLjvWAjd10qVN17cPBlj3H6DPtLuCQvm9CZWJw+baoCXetB1vUIDoobjfoSv6xM2VXQqiqd7c9gE77tk7CJpD3G64GJQ1GYY+3jqh4LViwAo2IYYmHSrPJ8dox/I0wiuHGdXUJ3a8sQHJtEMLHgVCgmFkwiAEMs2Kh9PeCSiIXneXjJS16CL3zhC/i2b/s2vO9978N73/te+L6PN77xjfgX/+Jf4I477gAAPPzww/ilX/qlp2TSDg4ODg4O1yJYJbDTiKr9Lbh/BZOLKxlcK2XSVzh9g7txs9mWU6HsXhg8xqlQdUoLfzbOved7DghtYsE37scxHpuUEFc+9tqATQ4Y7MMBjD+HH1dhe4yYWHCVKT4vqxdMIji1isd4vVTViWoqFHsstCYiwOlRTBjYn2GPbW6a3winPbGCVhREhAFTEpkbOQJEjrnzODe5O32azp2mphne2bOzn/V6wCWnQt1zzz145JFH8Na3vhWvf/3r4U1Wy/d+7/fC8zz81//6X+F5Hn76p38ar33ta6/0fB2uc9R1R76c4xwcrgT4PxUbbg06XCo4cOLGdJwqYhuk2dhtB/l1BtndgoN5u+wt9834/7d33+FNle0Dx78naZvuRTeUvfdGBGVVERXEBSoqS36KoCCior7uvbfg60JfceDALQrIRtl7jwKFTgrdbdom5/fHIU3SFmi6Mnp/ritX2yenJ3fbu+25z7Msq21aeixseyksPRWWt7Zfk6UIsgxpse2JyMuzXtzZFkuWz7WdhF5+pSHh2s6cgcWLK07Wt+SHJY+Us9tI2C4vfC6WYqP8sLlzHWf5/QDrUCij0Tp5u7IiwnaOheVvu20RkZ1t31ZUZJ07Ydkt3GSCY8e0tuPHrUvmJiZqbYmJ1nlBhw5pbUePWleGOnJEa/PEeUMOFxbPPvsss2fP5plnnqFXr17kWvqCgFGjRnHrrbfWaoBCCCGEp6hsDoKlB8D2gtv2YsrSw1CbxYWleLH0DlguCC09CZb3LZO4Lb0slrvGFrY9EZbhIJZVsEpKtKIiK8t+SJTwDLa7bNtOyradd2E7cR8q78WwnYth29th4eVV8TjLW9sFDywFuO2cHNuhUJZ5EpX1TliKDUvvhGXIoKXYsPROZGRoHxuN2qaNoG3YaNlR/OhRre3oUet+FJYiIilJ+9i2t8MTOVxYXHnllYBWRCg2f11UVUVRFEw2A+6+++47brjhhloIUwghhPAclrv6ll6A8vtE+Phox9neybfc8bfdF8ORuRi2F3mWCzPbi31L4VBcbB+L7c7bliKo/HAmS/FhOwTKcvFmiV+KCs9j+ZkePqzd1T9Xj1P5Cd22Q6Zs88uyxLa3t3XekZ+f9XjbwsN2wjhY53vY9vJZ9syw3dvCdiM9y7wMyzwH23kXlmFPRUXW+Q+WDRttl4w9edI67CkpSWs7ccK6eaVlx3JLQWP5XfZUDhcWlqVlExISmDBhArfccgu6cv1ap0+fZurUqXz33Xd2hYYQQgghrHfwLT0Vlosmy6pLlostC8ukVMuYcttVnaryb9Zy8WW7spOi2Bcr5XfUtn1bfviK5bUtm+9ZCgnbTf9Ew3HwoJYDISHW+Q+2yyNb8s92QrdleJRlfo+lsLAtrBVF2/TacpzlcyzP2y5dbGHJTbCuGGUpmG2LDctwKLAWFraTty2FRWGhdQJ2UpI13y07kVsKC6PRWlikpFiHPVo+t6GsbOZwYTFo0CAAJk6cyEcffcTOnTv57LPPaNeuHQA//vgjU6dOJTc3lzfffLNWgxVCCCE8je2FvaW3wHZit+0wEcucDNt5CeWHSlW2vCvYn6/8xGvbY8o/yq/+BNYiwra4kU3rGi7LkCKTyTpHwVIIg7XAsC1cLcWBZS8VRdE2uLYUE6C9HxKifY5l80bQnrf8LniVu5K1HR5lKSbKrx51riVobSdqnz5tLeIt8yROntQ+37aISEy0Llpw8qTWZjNLoMFxuLAAWL16NQUFBbRv355jx47Ro0cPRo4cyZkzZ1i6dCkXX3wx8+fPp3VlW9MKIUQdCw6u2Gb5x2dLVp4RzmbbE6Eo2kWMXq9dYPn5aRddvr4Vd+G2XdbVclFTfq+M8svWWt7a7tRtGTJiO1ypfKFxvtjLv55o2LKy4OefrZseWnoHLL0YtvloKQgshYVOZy0iAgK053Q6aNTI2ubra19sWHr6bJe3tWU7jNBS5NgOj7KsHmWZY1FYaB32lJ6uFRCFhdbeiWPHtK/LdshUQ+mJqCqHC4vvv/+e2267jXHjxnHkyBHWr1/PnXfeybfffouqqvznP//h6aeftpt/IYQQQojK2V6U2/YCWO68WnoNbOdGWD7HtrfA9nNsV1uyLRhsV92x3fHb9n0pEER1mUzWO/5nzmgX4Waztc0yyRusuWg7x8LXV2vz87POsbAUEX5+1vkWAQHW+T+Wno/yPRdQcQUyqHzehW2PhaWw2LNH63mw3dDOsgu4OLfzLPpVuWeffZZ58+bx4Ycf4u3tzYsvvsiGDRto06YNiqLwySef8Mcff9RFrEIIIYTHs4wDz8nRLmTS0rSJounp2njtzEztOcsdYUuPh+0StbZL1VrW9bcsiWl5FBXZf54UFaI2WObZHD6s3ek3mbRhRZYN8Cy9F5Y7/baFtWXBANueCEsx4eNjnWNhmYthu8pUZfezbSdL2867KN9jYdlROyvLOsTJ0mNhWd3M9nzi3Bzusdi/fz+XXnopy5cvJz8/nx9++IEXXniB66+/nk6dOtG8eXNGjhzJxIkTeeONNwgKCqqLuIUQQgiPZCksLHdTbSe7enlpF1x+fvZ7YJTvlbBcTBUXW5fbtIw3lwJC1AfLBbq/v7ZKkqpaV0qyrMRkydPyCxDYTsi29ETYzqewFCC2u3pb2Oa4pZiw/C6AfY+FZb+LnBzrUCjL51jaKotPnJvDPRYxMTEcOnSIhIQEFEXhp59+4qGHHmLdunW0atWKNWvW8NJLL/Hll1/SpUuXuohZCCGEaDAsF0q2w6Qsm9EZjdqFkmVtfUu7bS+GZYhUZXMohKhrBQXwzz9a7mZkaEOkTCY4dUrLRcuu1bY7attOwLawzd3K8tl2vpCliLAsLWvptbMUN5bduC1DtDIyKu6ybVl5TTjG4R6LKVOmMGPGDCZOnMjChQsJDAxkwYIFzJ49m8ceewxFUZg9ezZXXXWV7LwthHCKynbKFsLdWe6eFhfb92ZUxvYCzPKxjA0XzmKZOL1vnzUP9+3T8tky5Mhk0oZOmc3axb+laDhzRmuzDFuy9DBYhlZZej4sxxUUWD//9GnrksiWTelSU63DmyzDqDZvtp/nJKrP4cJizpw5mM1mXnjhBQoKCrj00ksxGAzMnj2be+65p+y4Dh068M8//9RqsEIIIURDVX6StxDuxrYgthQZR49ae+L279fepqVpx5lM2pAqk0krDCw9ECdPWudEWOYHJSdrBYPlxpKqakOwSkq0VZ8s8yOOH7eu9mSZOyG9eLXHocJiw4YNtG7dmkcffZQHHniAQ4cOkZeXR8eOHQkMDLQ7NjExkdWrV3P77bfXasBCCCGEEML92K7SZOl1sEzsLi2FAwe0AuDkSev8iwMHtOfS07X5RWYzHDmiFQyZmdYei6NHtbbTp61tSUn284xAK1AswwMt8ylE7XFojkX//v1ZvHgxAD4+PsTExDB48GA2b95c4dh169YxceLE2olSCCGEEEJ4DMuQKMtKUZaCwmzWeizS07W2w4ethYVllSlLYXHqlDa0yWzWeiIsvROW3a7T0607bFt6Jywb5Im64VCPhaqqFBUV8dhjj7Fs2TJSU1MpLCzk5ptvxvfs4sNHjhypk0CFEEIIIYTns8zJAOseEpY5EqANcQL7Ha4tO34L53J4jsVHH33E0aNHue222wgODuY///kP1157LW3btq2L+IQQQgghhBBuwOHCYvv27fz1118MGDCAzMxMHnvsMa6//nqGDh1aF/EJIYQQQggh3IDD+1gEBAQQHh5eF7EIIYQQQggh3JTDPRaDBw/mnnvu4amnnqL47A4kBw8eJDQ01O64xMTEWglQCCGEEEII4focLiy+/fZbAJYtW1bWdtddd5W9r9NpnSCqqqKca+ceN6KWLW4sO24JZ9DyTq3lRbYlr4VzSV4LTyR5LTyRY3ntUGHx6aef8uOPP573mNGjRztySpeXW7bkQLxT4xANW25uLiEhIbV6Po3ktXAeyWvhiSSvhSeqal4ram2X1h7GbDaTnJxMUFCQR/TACPeiqiq5ubnExcWV9QbWBslr4UyS18ITSV4LT+RoXle5sNiwYQO9evVCr9dX+rzRaOSnn35izJgxjkUshBBCCCGEcHtVLiz0ej0pKSlERUUBEBwczLZt22jZsiUAaWlpxMXFYTKZ6i5aIYQQQgghhEuqcl9d+fqjsnpERlUJIYQQQgjRMNXeIECQsX9CCCGEEEI0ULVaWAghhBBCCCEaJoeWm92zZw+pqamANuxp37595OXlAXDq1Knaj04IIYQQQgjhFqo8eVun06EoSqXzKCztiqLI5G0hhBBCCCEaoCr3WCQmJtZlHEIIIYQQQgg3JhvkCSGEEEIIIWrM4ydvZ2Vl0bt3b7p3707nzp358MMPnR2SEEIIIYQQHsfjeyxMJhNGoxF/f3/y8/Pp3LkzmzZtolGjRs4OTQghhBBCCI/h8T0Wer0ef39/AIxGI6qqykZ+QgghhBBC1DKHlpt1hlWrVvHKK6+wefNmUlJSWLRoEaNHj7Y75r333uOVV14hNTWVbt268c4779C3b9+y57Oyshg0aBAHDx7klVdeISIiokqvbTabSU5OJigoSDb/E06jqiq5ubnExcWh09X8XoDktXAFktfCE0leC0/kUF6rLu73339XH330UfWHH35QAXXRokV2z3/99deqj4+P+sknn6i7d+9Wp0yZooaGhqppaWkVzpWamqpefPHFampqapVeOykpSQXkIQ+XeCQlJdXGr5TktTxc6iF5LQ9PfEhey8MTH1XJ6yr1WPTo0aPKlfKWLVuqdFxVjRgxghEjRpzz+ddff50pU6YwceJEAObNm8dvv/3GJ598wpw5c+yOjY6Oplu3bqxevZobbrihwrmMRiNGo7HsY/XskKmkpCSCg4Nr48sRwmE5OTnEx8cTFBRUrc+XvBauSPJaeCLJa+GJHMnrKhUWtkOPioqKeP/99+nYsSP9+/cH4N9//2X37t3cfffd1Yu4moqLi9m8eTMPP/xwWZtOpyMhIYF//vkHgLS0NPz9/QkKCiI7O5tVq1YxderUSs/3wgsv8NRTT1VoDw4Oll9o4XTV7QaXvBauTPJaeKL6yOuclCMcXbuQZoNuIySycbVeTwhHVCWvHV4V6o477iA2NpZnnnnGrv2JJ54gKSmJTz75xLEoHaAoit0ci+TkZBo3bsy6devKihyABx98kJUrV7J+/Xo2bNjA//3f/5VN2p42bRp33nlnpecvf6fAUqFlZ2fLPyrhNDk5OYSEhFQ7DyWvhSuSvBaeqD7z+sAzvWlrOsjmbk/T69oZNY5diHNxJK8dnrz97bffsmnTpgrtt956K717967TwqI6+vbty7Zt26p0rMFgwGAw1G1AQtQzyWvhiSSvhSdyJK8z4obSNukg3gd/B6SwEK7B4SUL/Pz8WLt2bYX2tWvX4uvrWytBVVVERAR6vZ60tDS79rS0NGJiYuo1FiGEEEKI+hLZR5sr2i5/M0X52U6ORgiNw4XFzJkzmTp1Kvfeey9ffPEFX3zxBffccw/Tpk3jvvvuq4sYz8nHx4devXqxbNmysjaz2cyyZcvshkYJIYQQQniSNp17c4JoDEoJB9b95OxwhACqMRRqzpw5tGzZkrfeeosvvvgCgA4dOvDpp58yZsyYWg8wLy+PQ4cOlX2cmJjItm3bCA8Pp2nTpsyaNYvx48fTu3dv+vbty5tvvkl+fn7ZKlFCCCFEzvGdBDfpBLWwt4AQrkDR6TgWOYQmGV9TuvtXuOx2Z4ckRPU2yBszZkydFBGV2bRpE0OGDCn7eNasWQCMHz+e+fPnM3bsWDIyMnj88cdJTU2le/fuLF68mOjo6HqJTwghhGvb9cUc2h/8gN29nqDTqJnODkeIWhPUfTQs+ZpWWWsxlRSj9/ZxdkiigavWrZusrCw++ugjHnnkEU6fPg1o+1ecPHmyVoMDGDx4cNmKTraP+fPnlx0zffp0jh07htFoZP369fTr16/W4xBCCOGe0ksNeClmmm15ibyM484OR4ha06FvAqcJIoQ8Dm1e4uxwhHC8sNixYwdt27blpZde4pVXXiErKwuAH374wW4/CSGEEMIVXHzzo+zVtSGQAo4tuMfZ4QhRa7y9vTkQMhCA3K2LnByNENUoLGbNmsWECRM4ePCg3SpQV155JatWrarV4IQQQoia8jX4UDTiDUpVHZ2yVnB49TfODkmIWqPvOBKApul/o5pNTo5GNHQOFxYbN26sdIO5xo0bk5qaWitBCSGEELWpR59LWBlxMwDBfz9MSUGWcwMSopZ0umQ0Oao/UWomRzYvu/AnCFGHHC4sDAYDOTk5FdoPHDhAZGRkrQQlhHCO4sJ8tr1xLSf3b3Z2KELUuh63vcBxoolUM9n3xWxnhyNErfD3D2B3yKUAZG/8ysnRiIbO4cJi1KhRPP3005SUlACgKArHjx/noYce4vrrr6/1AIUQ9Wfr5w/RPftvwr+8gh2/zXV2OELUqvDQEI5e9DwAnU5+R+quFc4NSIha4tVV2yyvRfpS1NJiJ0cjGjKHC4vXXnuNvLw8oqKiKCwsZNCgQbRu3ZqgoCCee+65uohRCFFPWox6iB0+PfBTium6cQ5b372NkqJ8Z4clRK25ZPj1rPS/DJ2iUvrjvailRmeHJESNdR44ikw1mDByOLzhd2eHIxowhwuLkJAQlixZwi+//MLbb7/N9OnT+f3331m5ciUBAQF1EaMQop5ExcbT4YElrGp8B2ZVocepnznx6kAyju5xdmhC1ApFUWhx8xtkqsE0KT3Gvq9kNUPh/vx8DewJGwpA/uaFTo5GNGQOFxbHjx/HaDQycOBA7r77bh588EESEhJQVZXjx2V9cCHcnbe3N5dOeY3Ngz4hUw2mRekR/OYPZe+yL5wdmhC1oml8PJu6PAZAu0OfkL5TJrwK9+fT/UYAWmUux2yUnmbhgKJsSN8LtbCqmMOFRfPmzenZsyeHDx+2a09PT6dFixY1DsidHE9JQ1VVZ4chRJ3oM/Q6CictZ5dXRwIppMPqaWz9712YS2ToiHB/CddNYZnv5egUFeXHuzAXnHF2SELUSLeLh5NENIEUcGCxzJETDji8HN6/CD69ssanqtbO2x06dKBv374sW2Z/l6chXWSnpSYTOa8zG58bxpKv3+ZEarqzQxKi1jVp1prWs5ezMvIWAHokf8WRVy4lK+WIkyMTomb0OoU249/luBpNpCmdI59NdXZIQtSIr483e5rfDkD4jg/AVOLkiITbSNmmvY1qX+NTOVxYKIrC+++/z3/+8x+uuuoq3n77bbvnGorUbYvxU4rpW7qZy/Y9RqO5nVj9wiiW/jifjKxcZ4cnRK3x9fVl0LS5rO3zDtlqAK2L96F8cAmH1/7g7NCEqJGmsdHs6f8qpaqO1ml/kLr6c2eHJESNdBs5jUw1mChTOsdWyfBVUUXJ27S3sd1qfCqHCwtLr8R9993HokWLePzxx5kyZQrFxQ1rebNuV0wid8q/7G4zlRSvxvgpxVxiXEnCthl4v9GOv1+5mRV//UhuoQwbEZ5hwFW3c2rcX+zTtSaEPFotmciOj+/GbCxwdmhCVNvw4SP5JfRWAAL/nkNJ5lHnBiREDcQ0CmN91FgAvP55CxrQSBJRTapq7bGI7V7j01VrKJTFiBEjWLduHcuXL+fqq6+ucTDuJqhxBzqNe5HYR3dz+pY/2dX0Vk7rwglV8hma/zuD140n98UO/Pnmnaxds5yi4lJnhyxEjbRq25nGs1ayMmQ0AF2TFpDySl8y9q1zbmBCVJOiKFw88QW204ZANZ+0zyaALEEr3Fjrq2eQq/rRuDiRUxu/dXY4wtVlJ0HhGdB5Q3SnGp/O4cJi0KBB+Pj4lH3csWNH1q9fT2hoaIOaY2FHUQhvexGdJ71H+H8OkXrNN+yOHkUe/sQpmQzP+poBS0dz4rlu/PH+/WzcuhWTuYF+r4TbCwoM5NKZ81nZ+z0y1FAalyYR9vVV7P9qDsjGTMINRYcGcuqyd8lTfWmSs5XUT8aBSW4ECffUtlk8f4dcC4D3nw9BwWknRyRcmmUYVFQH8DLU+HQOFxbLly8nNDTUrq1Ro0asXLkSs9lc44Dcnk5PTI8r6DT1fwQ8eoTjl33AvrAhGPGmtXKCEekf0eenwex+ph+/f/wUuw4cargFmXBbiqIw6OpbKbxjDasMg/DCTLv9c0l65WJyj+1wdnhCOGzYgIv4ptULGFVvYpKXkPG/ibWy9KIQztD6+ic5ZI4jxHSajG9nOjsc4cosw6DiutfK6apUWOTk5Ni9f76HsFK8/Wg64Cbaz/gR7wcPcfjilzgY2BsTCl3V/VyZ9DrtF/Rhw7ND+eOLNzh8IsXZIQvhkKbx8Vz84I/81u55zqiBxBsPYvh0CEd/el4uyoTbmXDrRD6Ke5ISVU/k0Z85/fVUkBtmwg11ahbNkrZPYFIVIhN/wrT7Z2eHJFxVLU7chioWFmFhYaSna8uphoaGEhYWVuFhaReV0/mH0uryu2gzexmmGXs40OMRjvm2x0sx08+0hRGHniTuw66sfO5qFn/7X44ky/K1wj146XVcdfM0Ttz8N//oe+NDKc23vsTx14dgTD/k7PCEqDK9TuGOyVN5v9EcTKpC+IFvyFp0v0yAFW7ppmuv4zNlFADq91PgyEonRyRcjqpCynbt/dgetXJKr6oc9PfffxMeHg5oQ6FEzfiExdH2mofgmocoTN3PsRWfEXroJ2JKTzCoZDXsXk3hrkdZ692DnGbDadb/ejq0ataglvMV7qdL+3bkP7CY7754leFJb9E0bztF719M6sDHiBl6N+j0zg5RiAsyeOmZfOcs3n6nkPvyXid05yfk6yFg5Mug93Z2eEJUWViAD/6XP87yP44yhO2YF9yI7pZvoNUQZ4cmXEXOSSg4BTqvWpm4DaCoMsD/nHJycggJCSE7O5vg4OC6fTFVJefIJk6u/pyIpL+INKWWPVWq6tiu70h64wSi+1xPt85d0OukyGgoajsP6yOv12zcjO9v99Cb3QBk+DbHMOxhgnvdKAWGAFw/rzPzjHz2zhPMMmo7GBdG98Lv5s8gNL7G5xaey9Xy2mxWmfLpWm45+h+G6bei6n1QRs+FLjfUODbhAfb+Ct+Mg+guMHXNOQ9zJA+r1GNRXlFRETt27CA9Pb3ChO1Ro0ZV55RCUQhu1YfgVn1AVck9vo2T6xYSkPgn8cWH6WXeBUm7IOlN9v7QkmNRQwjreS3devbH16daP0Yh6szAPr3IaLeML+c/w5WZ84ksOgq/3cmpv1/EP+ER/HvcALoarXYtRJ1qFGhg7NQn+M/cYB4seofgtM0Uvz8Qn+s/gHZXODs8IapEp1N4eWwfrnnrIYqLXmMEG+H7yXA6ES6dDTISomEr27+iduZXQDV6LBYvXsztt9/OqVOnKp5MUTCZPGfCZr32WJyHMf0wiWu/xfvgb7Qo2IkO64/smBrDwfBBGLpcQ/f+CQT51XypMOFaXO0OmCNUVeWfvYkc+fV1RuZ/T4iibaaX6d+SgMsfxbfrdVJgNFDuktdn8ot56vPfmJjyNN10RwBQL74XZehj4OVzgc8WDY2r5vW/RzIZ9+E6HtR/xZ1ev2mNF90Nw5+X4qKhUlX4KAFOboIrX4W+U855qCN56HBh0aZNGy6//HIef/xxoqOjHflUt+MqhYWt0pw0jq77HtOeX2iesxEDJWXPZagh7A4aCB2upvOAq4kIdY2YRc246j8qR6iqyt/bD3Hyj9cZXfQjwWcLjNMBrQgc/ig+na+VAqOBcae8LjGZefanrTTf8hITvf4EwBzSFN2gB6HbzaCXXmOhceW8/nhNIs/8uodb9Ut41vtTrXHATEh4UoqLhmjfb/D1LeDlC/duheC4cx5ap4VFcHAwW7dupVWrVo58mlNde+21rFixgmHDhvHdd99V+fNcsbCwZS7M4djGXyjY/hPNMlcTSEHZc7mqHzv8+mJsfSXtBl5L4xjPLgI9mSv/o3KUyayyeNM+0pe8yfXFP5cVGFmBrQm8bA5enUbVygY9wvW5Y17/75+jrPt1Pk97fUKkkq01hreEQQ9BF5k/JFw/r5/7bQ8frk7kdq+lPO31idaY8BQMnFnjcws3YiqB9/tD5kG45H4Y9vh5D6/TwmLSpEkMGDCAyZMnO/JpTrVixQpyc3P57LPPPKqwsFNaTPK2P8ncvIi41OU0Uq07bRpVL/Z4deB0eE+8W/QnvuulNG8cJ6tMuQlX/0dVHSUmMz//u4czf7/FmNJfCFYKASjyCsLc4Rr8e90CTftLL4YHc9e8XnvoFA9+tZ4RRb8x1etnGim52hONWkPvSdD1JghoVGevL1ybq+e12awy85tt/Lw9mSlef/Co1//Ayw9mbIOgmBqfX7iJjR/Db7PAv5HWW+Ebct7D67SwKCgo4MYbbyQyMpIuXbrg7W2//N69997ryOnqzYoVK3j33Xc9t7CwZTaTvm8tqeu/I+LEEuJMJysccoh4TgZ2obRxHxp1uIR2HXrgZ5DufFfk6v+oaqKoxMR3a3ZRsOodRpqXEatYC+JC/zgMPcai6zYWojo4MUpRF9w5r7MKinnqlz38ufUw4/V/cZf3b4RwtsDQeUP7q6Dn7dByiBTHDYw75HWJycz9C7fz8/aTfO/zJL10B6Hv/8GVr9TK+YWLO3MUPhymLTM74hXo938X/JQ6LSw+/vhj7rrrLnx9fWnUqJHdXW9FUThy5Igjp2PVqlW88sorbN68mZSUFBYtWsTo0aPtjnnvvfd45ZVXSE1NpVu3brzzzjv07dvXoddpUIWFLVUlO2k3J7cvw3TsXyLObCPWlFzhsNNqEAcNHcmJ6ElA64tp0W0gsY3CnRCwKM8d/lHVVGGxid92nGDn2t/pmLGYEfr1Zb0YAMURnfHpeRN0vgGCY50YqagtnpDXS/ek8ciinRTknmG0fi13Bq0jvmi/9YDQZtB/OvQYBz4B9RKTcC53yWuTWWXO9zs4sfVPvvJ5DpPihXLPFnThzWrtNYQLyj4Jn46ArGMQ1Qn+b0WVFqGo08IiJiaGe++9lzlz5qCrhTsxf/zxB2vXrqVXr15cd911FQqLb775httvv5158+bRr18/3nzzTb799lv2799PVFQUAN27d6e0tLTCuf/66y/i4rTJKA22sKhEcXYaJ3esIPfQWgLSNtOkaL/dJHCAYlXPAV1L0kO6QdN+xHQaRJvWbfDWy923+uYu/6hqy6H0XL779yCZW3/hstKVDNZtw0fRVptTUVCb9EXXYiA0uxji+4EhyMkRi+rwlLzOLijhmd/28N3mEwB08zrO44030zPrLxTj2XkYfuHaiit9/w8CIuotNlH/3CmvzWaVV/7az8C1kxig383a4CvpevfnBPnKRpAeKf8UfHKFNq8irAVMWlzl4W91WliEh4ezcePGOpm8rShKhcKiX79+9OnTh3fffRcAs9lMfHw899xzD3PmzKnyuatSWBiNRoxGY9nHOTk5xMfHu+wFWG1RS4rIOLSJ9N2r0J1YT0z2dsLVMxWOO6lGkOjXmcKY3gS3HUiLjn2IDAmQuRp1rKb/WNw1r42lJv7ancZv/+6m0fHfGa1fQx/dAbtjVEWPEtsVmg3QCo2m/cFfetrcgafl9fakLJ77fS8bErXhfHH+Kq+13UW/1K/QZR3VDvLyhQEztMneMtHbI7ljXv+95FeGrh2HSVV42nc2N95+D50bn3/MvXAzxQXw2UhtadngJjDpDwhtWuVPr9PC4r777iMyMpJHHnnEkU+rkvKFRXFxMf7+/nz33Xd2xcb48ePJysrip59+qvK5q1JYPPnkkzz11FMV2l39AqzWqSqFGUc4sX0FhUf+IeTUFpqUHEGPfaoUq3qOK7GkG5pRENQKJbItgU06EdOyC02iI2R38FpS039UnpDXxzML+GbTcdZs3ELbwq300+2jr7KXprqMigdHddSKjLieEN0JItuDt2/9By3OyxPzWlVVlu5N54U/9nIkIx+ASH89z7RPJOH013ilbtMObH0ZXP8h+IU5JU5Rd9w1rzO+vIvIA19RquqYYZpJ18tu5Y5LWsr/cU9gNsHC22Hfr9rfnMlLIKKNQ6eo08Li3nvv5fPPP6dbt2507dq1wuTt119/3aFg7YIpV1gkJyfTuHFj1q1bR//+/cuOe/DBB1m5ciXr16+v0nkTEhLYvn07+fn5hIeH8+2339qdz8LV7oC5EnNhNil71nJ6/2p8kjfROG+X3fK25Z1QI0jxbkpuYEtMjdrgF9eRyBZdaRYfj6+33KlzhDveAasrJrPK1uNn+GtPGn/tTsWYmUQf3T766fbRR7ePtrqKCxWg6LUVe6I7nX101t6GNJG1253Ik/O6xGRm4aYk5q44zIkz2lyhIIOe51vv5eqjL6KYirRlam/6UhYm8DBum9dmE8Xf34XP7oWUqHp+M/djX/hQbhwznlaNo+rudUXdW/okrHkD9Aa4/SdoVvH690IcyWuHlwHauXMnPXr0AGDXrl12z7nqkJilS5dW6TiDwYDBIGvoV0bnF0LjXlfSuNeVWoPZTNHp42Qc2U5O0m7M6fvxzzlMRNExQtQcmiinaFJ6CrK2QBZwGFgNp9VA9uvjOePfgpKw1vhEtyesWReatmxLaIDcVa4LnpTXep1C7+bh9G4ezsMj2nMoPY+/9qSxcE8ajyZlEU4OfXT76aPbRw+fJNorxwkw5cCp/dpj9w/WkxlCtAIjrjs07qU9wppLseEmXDmvvfU6xvVrxpje8fy6I5n3lx/mYHoe9+xuy0f6x/nU7y3CTx9B/SgBZfRc6DjK2SELF+G0vNbp8bl+HqoOvHcuZLR+HWSvo/i/L3IspBtxva7Gu91l2o0Z+RvpPk4fgXXaVAJGv1+tosJRDhUWJpOJp556ii5duhAWVvdduBEREej1etLS0uza09LSiImR9ZadSqfDN6I58RHNoe81dk+Z8k5x6sgOzhzfRUnaPnzOHCKsIJEoczrhSh7h5r2QtxfygCRgExSoBvYpcZw2NKHQLxpzYBy60Mb4NYonKLoZEbHNiAwOwEsmj4uzFEWhTXQQbaKDmDakNWk5RSzZk8Zfe1rx0uG+lBSogEoUWXTQHefiwFT6+qfQynyUoLwj2sTa4+u0h4VfuLXIsDxkTwJRTd56Hdf2aMI13RqzdG8aH6w6wuZjkJD3FO96v83FxXtg4W0Y+0zFcPmTMmRPOJdOj3Ldf6HvFPK2fkfhjp+ILE2lWc5mWL4Zlj+FGhiN0rg3xPWA2G7aI0g24HVZfz8L5hJoNRS63FAvL+nwUChfX1/27t1LixYtaj+Yc0ze7tu3L++88w6gTd5u2rQp06dPd2jydnW4+uo57kY15pF1Yh+nEndQlLIXfeYBgvMSiS49iTcVV/WyZVIVMgglUxdBjnckhX4xmAJj0Yc0xtAonqCoZoTHNCU6PMTjVq5yp1VGXEW+sZSNR0/zz5FM/j2cyc6T2Zht/tJ5U8rgRme4olEGPfRHaFywF59Tu1FMxRVPFtYcmvSBjqOhzeVVWppPXFhDzetdJ7NZsP4Yv2xN4j71f0z2+gOAZJ/mJA1+k579Bnnc37CGxJPyWjWbWbthPRuWfk834yb66/bgrxgrHhgYoxUYcd0htrv2NihWejacLXkr/Hew9v6dqyG2a7VPVadzLHr37s1LL73EsGHDqh2grby8PA4dOgRAjx49eP311xkyZAjh4eE0bdqUb775hvHjx/PBBx/Qt29f3nzzTRYuXMi+ffuIjq7bKtld/lG5PVMpBWmHSE/cQUFaIqXZJ9DnpmAoTCXImE64OfOChYfFKTWYdF2kVnz4RmMKjEUJikYX0AifoEb4BkXiHxpBUFgkoYH+BPjoXXYIn4Un/aNylpyiEjYc0QqNfw5nsjc1h/J/+SL94OqoTC4JOE5H80Eic3ahP33I/iD/RtDlRuh2s/aP1MVzx5U19LzOLizh+80nSFz7HfcWvE2kkkOxqucD3U2c7n4XV3VrQs+mYehk8qxb8cS8Liw28cnaRD5avoc2JQfooktkSNBJehmO45t9BIVKLiP9I7QL2Zgu1nltjdrIjZn6YjbB/0ZD4iroMkZbLKIG6rSwWLx4MQ8//DDPPPMMvXr1IiDAftMfRxN/xYoVDBkypEL7+PHjmT9/PgDvvvtu2QZ53bt35+2336Zfv34OvU51uMIvtADMZkx5GWSnHSU77RiFp5IozUpCl5uMoSCVoOJ0wkynKuzFcSE5qh9ZBJGnBFKgD6bIK4RinxBKDaGovmEo/uHoA8PxDozANzgC/5BIgkIbERrgR6CvV72tluGJ/6ic7Ux+MesTM/n3yGm2n8hid3IOxaXmCsd1DDNzZaNULtXtoH3GH/gU2qxCFdURut+i/dGWoQAOk7zWqKrKvsOJ8OsMOmStAmCHuQUbzO05Y4gjrnkHOnfqSudOXdAb/J0crbgQT87rjFwj7684xIJ/j1Ns0v5eDoz3ZWa3Ynp6HUOXsh1StkPGPlBNFU+g84LwVhDZVisyGrWGRq20toAIuVFTW0qLYdGd2pxCvQ9M3wRhNdv4sE4LC9tN8Wzv9KqqiqIomEyVJJObcqVfaHEBqoo5P5OstKPkpB2j4NRxSrNOouScxLsoE0NJFn6lOfibcwlW86r9MmZVIQd/clV/jIoPRgwYFQMlOgMlOl9KdQZKdb6Y9AbMej/MXr6YvXxRvf3ByxfF2w/F2x/Fxw+djz96gx96QwBePv54+QbQrW0LAv3sx1l78j8qV1FcamZfag7bk7LYmpTF9qQsDp9dLtRCj4lLdDsY57uWQeaN+JwtZFVFj9pqKLrut0C7K2WcfBVJXpejqpRuXQC/P4hXaX6lh+TqwzAFNyEwugVeYU21YXqhzc6+bSq55wIaQl4nZxXy/opDLNx0ouyGTOuoQCYPbMG1PRrjSzGk74GUHZC2C9J2aw9jzrlP6hME4S20XLbkc2hTbfW+kHjwdY2v3eUZ82DhbXD4b9B5w3X/hc7X1fi0dVpYrFy58rzPDxo0yJHTuTRX/IUWtcBsQi3MwphzirzsDAqzMijKzaQ07xSm/NNQeBpdURbexix8SrLxLc0h0JRDwHmW160tx8YspVnHPnZtDeEflSvKLixh54lstp/QCo39abkcy9RyIJg8rtav5wb9SnrqrMOlCnUBJDUaQH7zy/HvdAVN4+Lw85HllSsjeX0O2Sdh/++Unk7k9IkDlGQkEmI8SSCFF/7cwBhtJ92gGAiM0j4OjNKG8Pk30u4K+zfSFimQISl1oiHldXpOER+tSeTL9cfJM2rDlUP9vRnbJ55b+zUjPtymh01VIScZ0vdqOz+fOgCZh7VVi7JPQGXDqWwZQiA4DkIaa/M3guO0t0GxWo9xYAwERILe4cVOPcepg/DNrVqPkbc/jP0CWtfOtIU6LSwaElf+hRZOYCqBwiyK805RmJtFSVE+JUX5lBoLMRXnYzIWYC4uQC0uQC0pQi0pgJJClNIilNJCdKVF6EyF6E1GvExFeJmL8DYb8TYX4aMWY8BI+sR/iWpmv659Q/pH5eryjKXsT81lX2oO+1K0t0Up+xluWs51+tXEKafLji1R9Wwwt2ejoR/HIwcRFNOalpGBtIgIoEVEALEhvg16lTPJ66orLjGx7UAi23bt5NiRfRjyTtJEyaCJkkG8kkFTXQYBVSk8bBmCtV3qLUVH+eLDP0J73i9MK0T8whr2RVsVNcS8zi0q4ZuNSXy69igns7Q8VBQY1DaSm/s2ZWj7qPMvSFBSBFnHtCLjzFE4cwyyjkP2cchKgqKsKkaiaPkbEAWBkVqhERBZsaj2D7fmtCcU2KoKO7+D32ZpvUJBsTB2ATTpVWsvUeeFRVZWFh9//DF79+4FoFOnTkyaNImQEM/aAt4dfqGFBzGbtb/G5caZNsR/VO5EVVVOnClkX3IW2Yf+JSxpKW2yVtPUdNzuuL3meJaae7HU1JMdakt0Oj2xIb40CfMjPsyf+HB/7f1wf+LD/IkKMnj0xF3J6+pRVZXDGfn8vS+N1QdPsT7xNMWlJsLIpYlyiijlDJ2Ci+gWWkRrv3xivHIwGLOgIFN7FJ4GteJ8oioxhIBfCPiGgl+odmHmGwq+ITaPUDAE2TwCtSLGJwC8fD1+HH1DzmuTWWXZ3jQ+/+cYaw6dKmsPD/BhVLc4ruvZmC6NQxxfMMWYBzknzz6SrY/cFMhN1R756dXLa++As8VzqDWvDcFnczn4bA7bvg0En0DrW2fmdUkhnNyiLSlrWTa92QC44dNan/dXp4XFpk2bGD58OH5+fvTt2xeAjRs3UlhYyF9//UXPnj2rH7mLcadfaOG5GvI/KnemZh6mYNdvmPb+RmDaRnQ2kxlLVR2FGLSH6kMhBorwoUA924YPxYoBxccfLx9/vH398fUPwM8vEP+AQAIDgwgO0h7eBn/w9tP+uXn7gZcBvPy08fZefqD3dsmLOcnr2lFUYmLj0dOsPniK1QdPsTel4jj2lpEB9GkWTu/mYfRpFkqzgBKUgtPWYqPglPX9fNs2bWgoRdm1E6yis16M+QRowzXKv/X2O/vWks+WnD77sd5H+7jsrUG766w3aLmu9zn78NLe6rzr9XdA8lpz9FQ+X208zg9bTpKRa12itkVEACO7xTGyayxtooNq7wXNJi1v89IgLx3yMyD/lFZw2OZ14dm8L8zigsOvqkrRnc1Zf/A5+7bs77Ht32Xfs3nrq+Wsztuaq2V5qgfd2YeiA3MpmEq1noiCTO3rykvTCqvTR6zFlJcfXHI/DJypnaeW1Wlhcckll9C6dWs+/PBDvLy0btHS0lLuuOMOjhw5wqpVq6ofuYtx119o4VnkH5UHKDgNh5bC/t/h4FIozq23l1YVHape+6em6L1R9N5n/3F52TzKfYyi/VMr60Gz/Vh39uOz7RYVLtxsPr75K+mJqyfaimen+fdIJv8eyWRfasVciwj0oXt8GD2ahtKjaSjdmoQSYDjPMCdTqVZcFJ7WLsiKsqDwzNn3s7WPi7Kt7xvzwJhrfZRUPhm9Xil67YKrfL4rNhdxOr32sSXPy+e6AmV5HdoUblpQ4WUkr+2VmsysPniKH7aeZMmeVIpKrL0K7aKDuKJzDCO6xNAuOqh+l343m8/mbZZNLmdpb405Z3M552wO2749m9vF+VDq4PDDuuAfAa0TYNhj2kT3OlKnhYWfnx9bt26lffv2du179uyhd+/eFBTU/QTX+uLuv9DCM8g/Kg9jKtHupJ2dg6O9tXm/uABTcT65OTnk5+dRUJCHsdAyn6cAc3Eh6tm5OwaK8aVYe6uU4Fv2cQk6xYWmzz1Z8Y635HX9yCooZvOxM2w8eoZNR0+z40R22VKhFjoF2kQF0bVJCF3jQ+nWJIT2McH4eNXSHCCzSbsQK3vkaW9LCqxvz+Y+pUXW34fifCg1am1lb8++byq2f2su0ZbZNBVr79e1Rq3hns0VmiWvzy3PWMqSPan8uj2FVQczKDFZ/0Y1a+TP5R2juaxjDD2bhrrH/DNLXpflse3f87N5XFqktZuKz+bu2bemYu1/gSVfTaVa74TloZq18+u8tB4NQ5B1HlRgjDbUKbI9BEbXS2+cI3no8Eys4OBgjh8/XqGwSEpKIiioFru1hBDCE+m9ITj2/IcAoWcf52I2q5wuKCYtp4ikvGIy841k5hWTmV/M6Vwj2fl55OblUZCfR0FBAabiArwwo8eEFyb0mLW3ytm3mPA626agoqCiO/u2/Mc6xdIGep0OLx3odQo6nYKXoqDXgV5R0OsUvHQKd5vVetv3RdgL9fdhWIdohnXQxlwXlZjYnZzD1uNn2JqUxdZjZ0jOLmJ/Wi7703L5dvMJAHz0OtrFBNEpLphOjUPoHBdM+5jg6q1yptNr49Xra8lQVdUu2swlZy/ezr5vNp29cLO8PdummrQ72KpJ+xhVO4dqPjvU5OzHqGdHz6ja8BbhkECDF9f2aMK1PZqQXVDCkr1pLN6VwqqDpziWWcCHqxP5cHUiof7eDGkXxeB2kVzaJpKwABedYF3fee0mHC4sxo4dy+TJk3n11Ve5+OKLAVi7di0PPPAAN998c60HKIQQoiKdTiEi0EBEoKFKxxtLTeQUlpJTVEJ2YQk5hSXkFJWSU3j246KSsucLi00UFJdSWGKmsLiUgmLT2TYThSXl9iqqwtZF06WmcBm+3np6NQujV7Owsra0nCK2J2Wx4+zyyjtOZGvLLZ/MZufJbNiYBGg9G80jAugQE0z7mCDaxQTRPiaYJmF+rrXQgKKcXe3HRS9IBSH+3tzQqwk39GpCvrGUVQcy+GtPGsv3p5NVUMKirSdZtPUkOgW6Ngnl0raRDGobQbcmbtKb0YA5XFi8+uqrKIrC7bffTmmptm6xt7c3U6dO5cUXX6z1AIUQQtScwUtPZJCeyKCqFSLnYjarFJWaKCoxU2oyU2wyU2pSKTGZKTGplJrNZe+XmMyUmtX6HTstHBYd7MvlnWK4vFMMoK08dfx0AbuTc9h1MrvsbWZ+MUcy8jmSkc9vO1PKPt/XW0frqEDaRgXRJjqI1lGBtI4KJD7MTy4CxQUFGLwY0SWWEV1iKTWZ2XTsDMv3p7Nyfwb7UnPZlpTFtqQs3l52kCCDF/1bNeLiVo24uHUEbaIC5e+Li6n2PhYFBQUcPnwYgFatWuHv73+Bz3A/njS2UbgvGbMrPJHktXtRVZX0XCP7UnPZf3Yfl72puRzOyCvbfbk8H72O5hH+tI4KpGXE2T1cIgNoGRFAqL9n9iZIXteulOxCVh84xYoD6aw9lEl2of38mUYBPlzUshH9WobTr0Uj2kQFulbvmYeo0zkWFv7+/nTp0qW6ny6EEEIIN6EoCtHBvkQH+zKobWRZe6nJzPHTBRxMz+NgWi4H0vI4lJ7HkVN5FJWYOZCWx4G0vArnC/X3plmjAJo38rd5q+3hEhlkkLvQAoDYED/G9IlnTJ94TGaVXSezWXc4k3WHT7Hx6Gky84v5bWdKWQ9amL83fZqH07dFOH2ah9MxLvj8m/OJWlflwmLSpEkXPEZRFD7++OMaBSSEEEII9+Cl19EyMpCWkYEMPzuUCrQhcyezCjmUrhUaiZn5JGbkk3gqn9ScIrIKSsgqyGJ7UlaFcxq8dGc3ivSjSZg/caF+xIX60jjUj9hQP6KCDHKx2ADpdQrd4kPpFh/K1MGtKC41s/1EFv8ezmR94mk2HzvDmYIS/tqTxl970gDw89bTPT6U3s3D6NksjB7xoR7bW+YqqlxYnDlz5pzPmUwmli5ditFolMJCCCGEaOB0OkUrDsL9GdI+yu65guJSjp4q4PjpfI5mFnAsUys4kk4XkpJdiLHUXFaQVEZRIDLQQEyI1oMSE+xLVJCBqGADUUG+RAYZiAwyEObvU3tL5gqX4+Olo09zrWfiHqC41Myu5Gw2JJ5mw9lCI7uwhH+OZPLPkcyyz2sZEUD3swVKt/hQOsQGYfCqxmpnolJVLiwWLVpUaftPP/3EI488gsFg4PHHH6+1wIQQQgjhefx9vOgYF0zHuIpjtYtLzaRkF5J0upCkMwWcPFNIclYhJ7MKSc4uJDW7iBKTNt8jPdcInH9X8CCDF2EBPoQH+BDq702wrzchftZHoK8XAQYvAg16Any09329dRi89Ph66/H11uHjpcNLp5Mlk12cj5eOnk3D6Nk0jLsGtcJsVjmYnseW42fYdPQMW4+f4cip/LLHD1tPAuCtV2gfE6zt49IkhC6NQ2kTHSi9YtVU7TkWa9euZc6cOWzZsoXp06czZ84cwsLCLvyJQgghhBCV8PHS0axRAM0aBVT6vNmskplfTGp2Eak5RaRmF5KaU0RGrpGMs8VGeq6R0/nFmMwqucZSco2lHD9d8817FQW8dNr+LC0jAvl9xiU1PqeoOzqdQruzyyLf3LcpoO1Mv+1EFtuOaytN7TiRxZkC69LKC9Zrn2vw0tEhNphOccF0bhxCp7hg2kYH4estPRsX4nBhsWfPHh566CEWL17M7bffzldffUWTJnW3jbgQQgghBGgXi5ahTl0IOedxZrNKTlEJp/OLOZ2vbRxZtn/L2b1bsgtLyDOayDeWkmcsJd9YSn5xKUUlZopKTBjLrXalqpxdRlnFWFqFDVyEywkL8GFIuyiGtNOG56mqStLpQnaczGLn2X1cdp/MIddYWrbMrYVep9A6MpAOsUF0iA0ue9R0CW9PU+XCIikpiccff5wvvviCq6++mh07dtChQ4e6jE0IIYQQwmE6nUKovw+h/j60jLzw8ZUxm1WKTWaMpWZMZm2PFpNZpdSkypKmHkJRFJo28qdpI3+u7hoHaD/3o5n52v4tydnsPpnD7uRszhSUlO1Q/+O25LJzRAT6aD0j0daNI9tEB+LvU+1BQW6tyl91u3btUBSFWbNmMWDAAA4ePMjBgwcrHDdq1KhaDVAIIYQQor7pdAq+Or0Mf2lgdDqlbKWzkd20YkNVVVJzitibksOe5Bz2puayNyWHxFP5nMor5tShTNYeyrQ7T3y4H22jgmgdHUibqCDaRAXSKiqQQINnFxxV/uqKiooAeOWVV3jllVcqPUZRFEwm6R4UQgghhBCeQVEUYkP8iA3xY2j76LL2wmITB9O1ImN/ah7707S3p/KM2gIEpwtZti/d7lzRwQZaRQbSMjKAVpHaxpGtIgOJC/XziAUCqlxYmM2V76wphBBCCCFEQ+Pno6drk1C6Ngm1a8/MM57dLNK6aeTBdK3gSMvRHusO2/dweOu1JZqbNwqgabh/2eaRTRv50yTMz22WxPXs/hghhBBCCCHqUaNAA/0DDfRv1ciuPbuwhCMZlt3p8zmcnsfRTG0/l+JSM0cy8jmSkV/hfIoCcSF+xIdrm0Y2CfPTNo4M8SMmxEBkkC/Bvl4usWO9FBZCCCGEEELUsRA/b3o0DaNHU/vtGUxmlZTsQo5lFnA0M5/jZ98eyyzg+OkCCopNnDy7nwucrvTcBi8dEYEGIgJ9rHu3+PkQ4udNsJ8XQb7eBPl6EWjwwt9Hmzvk46XD5+x+HTqdgp+3nvCAmu1MLoWFEEIIIYQQTqLXKWd7IvwZ0DrC7jlV1fZuOZZZQNLpAk6cKeDEmUKSs4tIydL2ccktKsVYarYpPqonoUMUH43vU6OvRQoLIYQQQgghXJCiKGd7Igz0alb5RtRFJSYyco2cyjNyKq+YMzZ7t2QXlpBTVEJuUSk5hSUUFpvIM5ZiLDVRXGqmxKSiomJWqZXdxqWwEEIIIYQQwk35euuJD/cnPtzf2aFUr7DIysriu+++4/DhwzzwwAOEh4ezZcsWoqOjady4cW3H6DSqqgKQk5Pj5EhEQ2bJP0s+1pTktXAFktfCE0leC0/kSF47XFjs2LGDhIQEQkJCOHr0KFOmTCE8PJwffviB48eP8/nnnzsesYvKzc0FID4+3smRCKHlY0hISK2cBySvhWuQvBaeSPJaeKKq5LWiOlhWJyQk0LNnT15++WWCgoLYvn07LVu2ZN26ddxyyy0cPXq0JjG7FLPZTHJyMkFBQfW2hFdOTg7x8fEkJSURHBxcL69ZHRJn7TpfnKqqkpubS1xcHDpdzcc/OiOva4u7/DzPR74GTV3mdW5urtt+j909P9w5flfPa8vf64b+PXYWd429vvPa4R6LjRs38sEHH1Rob9y4MampqY6ezqXpdDqaNGnilNcODg52i8SVOGvXueKsjTtfFs7M69riLj/P85Gvoe7y2nIB5s7fY3eOHdw7flfN6/Ia8vfYmdw19vrKa4fLaYPBUOlYvwMHDhAZGeno6YQQQgghhBAewOHCYtSoUTz99NOUlJQA2p2h48eP89BDD3H99dfXeoBCCCGEEEII1+dwYfHaa6+Rl5dHVFQUhYWFDBo0iNatWxMUFMRzzz1XFzE2KAaDgSeeeAKDweDsUM5L4qxd7hKns3nC90m+hrrn6vGdjzvHDu4dv7vE7i5xVkZir3/1HbfDk7ct1qxZw44dO8jLy6Nnz54kJCTUdmxCCCGEEEIIN1HtwkIIIYQQQgghLBxeFertt9+utF1RFHx9fWndujWXXnoper2+xsEJIYQQQggh3IPDPRYtWrQgIyODgoICwsLCADhz5gz+/v4EBgaSnp5Oy5YtWb58uWzoIoQQQgghRAPh8OTt559/nj59+nDw4EEyMzPJzMzkwIED9OvXj7feeovjx48TExPDfffdVxfxCiGEEEIIIVyQwz0WrVq14vvvv6d79+527Vu3buX666/nyJEjrFu3juuvv56UlJTajFUIIYQQQgjhohzusUhJSaG0tLRCe2lpadnO23FxceTm5tY8OiGEEEIIIYRbcLiwGDJkCHfeeSdbt24ta9u6dStTp05l6NChAOzcuZMWLVrUXpRCCCGEEEIIl+ZwYfHxxx8THh5Or169MBgMGAwGevfuTXh4OB9//DEAgYGBvPbaa7UerBBCCCGEEMI1VXsfi3379nHgwAEA2rVrR7t27Wo1MCGEEEIIIYT7kA3yzsNsNpOcnExQUBCKojg7HNFAqapKbm4ucXFx6HQOdzJWIHktXIHktfBEktfCEzmS1w5vkAdw4sQJfv75Z44fP05xcbHdc6+//np1TumSkpOTZS8O4TKSkpJo0qRJjc8jeS1cieS18ESS18ITVSWvHS4sli1bxqhRo2jZsiX79u2jc+fOHD16FFVV6dmzZ7WDdUVBQUGA9o0MDg52cjSiocrJySE+Pr4sH2tK8lq4Aslr4Ykkr4UnciSvHS4sHn74YWbPns1TTz1FUFAQ33//PVFRUYwbN44rrriiWgHXtebNmxMcHIxOpyMsLIzly5dX6fMs3Y7BwcHyCy2crra6wSWvhSuRvBaeSPJaeKKq5LXDhcXevXv56quvtE/28qKwsJDAwECefvpprrnmGqZOnep4pPVg3bp1BAYGOjsMIYQQQgghPJLDM4sCAgLK5lXExsZy+PDhsudOnTpVe5EJIYQQQggh3IbDhcVFF13EmjVrALjyyiu5//77ee6555g0aRIXXXRRrQe4atUqRo4cSVxcHIqi8OOPP1Y45r333qN58+b4+vrSr18/NmzYYPe8oigMGjSIPn36sGDBglqPUQghhBBCCLdjNsPEifDWW1BYWOPTOTwU6vXXXycvLw+Ap556iry8PL755hvatGlTJytC5efn061bNyZNmsR1111X4flvvvmGWbNmMW/ePPr168ebb77J8OHD2b9/P1FRUQCsWbOGxo0bk5KSQkJCAl26dKFr1661HqsQQgghhBBuY/9+mD8f/P1h2rQan86hwsJkMnHixImyi/KAgADmzZtX4yDOZ8SIEYwYMeKcz7/++utMmTKFiRMnAjBv3jx+++03PvnkE+bMmQNA48aNAW3o1pVXXsmWLVsqLSyMRiNGo7Hs45ycnNr8UoRwCslr4Ykkr4UnkrwW9S44GJ55BvLywKtau1DYcWgolF6v5/LLL+fMmTM1fuHaUFxczObNm0lISChr0+l0JCQk8M8//wBaj0dubi4AeXl5/P3333Tq1KnS873wwguEhISUPWTtaOEJJK+FJ5K8Fp5I8lrUu8aN4T//gRdfrJXTOTzHonPnzhw5cqRWXrymTp06hclkIjo62q49Ojqa1NRUANLS0hg4cCDdunXjoosu4vbbb6dPnz6Vnu/hhx8mOzu77JGUlFTnX4MQdU3yWngiyWvhiSSvhbtzuM/j2WefZfbs2TzzzDP06tWLgIAAu+ddbZ3lli1bsn379iodazAYMBgMdRyREPVL8lp4Islr4Ykkr0W9Mhph+3bo1g1qKe8cLiyuvPJKAEaNGmW3UYaqqiiKgslkqpXAqiIiIgK9Xk9aWppde1paGjExMfUWhxBCCCGEEG5l2za46CJtONSJE7VySocLi6ruWl0ffHx86NWrF8uWLWP06NEAmM1mli1bxvTp050bnBBCCCGEEK4qNRUiIqB791o7pcOFxaBBg2rtxasiLy+PQ4cOlX2cmJjItm3bCA8Pp2nTpsyaNYvx48fTu3dv+vbty5tvvkl+fn7ZKlFCCCGEEEKIcq65BkaN0laEqiXVWldq9erVfPDBBxw5coRvv/2Wxo0b87///Y8WLVowcODAWgsOYNOmTQwZMqTs41mzZgEwfvx45s+fz9ixY8nIyODxxx8nNTWV7t27s3jx4goTuoUQQgghhBA2FAWCgmrtdA6vCvX9998zfPhw/Pz82LJlS9l6y9nZ2Tz//PO1FpjF4MGDUVW1wmP+/Pllx0yfPp1jx45hNBpZv349/fr1q/U4hBBCCCGEcHuqCn/9pb2tZQ4XFs8++yzz5s3jww8/xNvbu6x9wIABbNmypVaDE0IIIYQQQtSiX3+F4cNh6FAwm2v11A4XFvv37+fSSy+t0B4SEkJWVlZtxCSEEEIIIYSoC2lpEBAA/fqBzuFS4LwcnmMRExPDoUOHaN68uV37mjVraNmyZW3FJYQQQgghhKhtd9wBV15Zq3MrLBwuU6ZMmcKMGTNYv349iqKQnJzMggULmD17NlOnTq31AIUQQgghhBA1kJen9VRYxMXVSWHhcI/FnDlzMJvNDBs2jIKCAi699FIMBgOzZ8/mnnvuqfUAhRBCCCGEENVUUgI33ACJifD339qGeHXE4cJCURQeffRRHnjgAQ4dOkReXh4dO3YkMDCwLuITQgghhBBCVFdyMuzZA5mZ2vuuVFh88cUXXHfddfj7+9OxY8e6iEkIIYQQQghRG5o1g3/+gf37oU+fOn0ph+dY3HfffURFRXHLLbfw+++/YzKZ6iIuIYQQQgghRG1o3FhbXraOOVxYpKSk8PXXX6MoCmPGjCE2NpZp06axbt26uohPCCGEEEII4agnntA2wqtHDhcWXl5eXH311SxYsID09HTeeOMNjh49ypAhQ2jVqlVdxCiEEEIIIYSoqo0b4emntY3wDhyot5d1eI6FLX9/f4YPH86ZM2c4duwYe/fura24hBBCCCGEENXRqhXMnAm5udC2bb29bLUKi4KCAhYtWsSCBQtYtmwZ8fHx3HzzzXz33Xe1HZ8QQgghhBDCEeHh8MYboKr1+rIOFxY33XQTv/76K/7+/owZM4bHHnuM/v3710VsQgghhBBCiKooKIAPP4R77gHd2dkOilKvIThcWOj1ehYuXMjw4cPR6/V2z+3atYvOnTvXWnBCCCGEEEKICzCb4fLLYe1aOH4cXnvNKWE4XFgsWLDA7uPc3Fy++uorPvroIzZv3izLzwohhBBCCFGfdDqYOlXbq+K665wXRnU/cdWqVYwfP57Y2FheffVVhg4dyr///lubsQkhhBBCCCEqk5cHBw9aPx43Tvt4wACnheRQj0Vqairz58/n448/JicnhzFjxmA0Gvnxxx9lF24hhBBCCCHqw44dMGQIxMTA1q3g46O1h4Y6Nawq91iMHDmSdu3asWPHDt58802Sk5N555136jI2IYQQQgghGrZvv9X2o3j7bWtbmzbaZO2CAjh61GmhlVflHos//viDe++9l6lTp9KmTZu6jEkIIYQQQgjPdfo07N0L/v7Qo4fWpqrQty8cPgzbt0N8vNZ+8qS2g7avL9x7r9bm5wcbNkD79uDt7ZyvoRJV7rFYs2YNubm59OrVi379+vHuu+9y6tSpuoxNCCGEEEII91J+74hnnoHx4yEtzdr2v//BwIHw/PPWNkWBjAw4cwaSkqztI0bAvHnaeWx16eJSRQU4UFhcdNFFfPjhh6SkpHDnnXfy9ddfExcXh9lsZsmSJeTm5tZlnDVy7bXXEhYWxg033ODsUIQQQgghhLs7cAD+/FPb2drim2+gcWO4+Wb7Yz/+GD7/XOuJsGjVCpo3h4gI+2O//hp27oSePa1t7drBnXdC1661/mXUNodXhQoICGDSpEmsWbOGnTt3cv/99/Piiy8SFRXFqFGj6iLGGpsxYwaff/65s8MQQgghhBDuZPt2ePBBePNN+/bLL4crrtCKAAuDAZKT4cgR+2PvuQdeeEErOiyuvhoSE2HuXPtjL7oIOnfWhj25oWovNwvQrl07Xn75ZU6cOMFXX31VWzHVusGDBxMUFOTsMIQQQgghhLMVFcHu3bBli337NddAZCT884+17cgReOUVKH+d27kzdOoExcXWtkGDtHkPv/1mf+z998OcOdCsWe1+HS6oRoWFhV6vZ/To0fz888+1cTo7q1atYuTIkcTFxaEoCj/++GOFY9577z2aN2+Or68v/fr1Y8OGDbUehxBCCCGEcDNffaVd1B84YG37/XetMJg61f7YrCw4dcp+laWuXWHGDJgyxf7YX3+FXbtg8GBrW1gY9OmjFScNVK0UFnUpPz+fbt268d5771X6/DfffMOsWbN44okn2LJlC926dWP48OGkp6fXc6RCCCGEEKLOqSqkpmobxFls3qxd5JffdXruXHjpJe15ixYttP0eQkLsj33jDW3o0zXXWNtatdKGQd1xRy1/EZ7JoQ3ynGHEiBGMGDHinM+//vrrTJkyhYkTJwIwb948fvvtNz755BPmzJnj0GsZjUaMRmPZxzk5OdULWggXInktPJHktaiRggJtuU8fH4iKsrYvWaI9N2wYBAZqbbt3w8qV2sXoea5HaoPkdTnZ2bB6tfYzGTPG2n7ZZbBsmdYbcdNNWpuiaD8n258naIVG9+5agWDRvbu28lJ5thOmRbW4fI/F+RQXF7N582YSEhLK2nQ6HQkJCfxjOz6uil544QVCQkLKHvGW9YOFcGOS18ITSV43YGazNgb+99+htNTavnixNrTlf/+ztqkqdOgAcXGQkmJtf/ddbY+ABx6wP/eYMTB6NJw4YW1bvRqmTYMPP6yTL8dWg87rBQu04UarVlnbDh2CkSO1oUi2GjfWCgnb0Snt2mk/+/JD5mfO1DaW69vX2qYotR29OMutC4tTp05hMpmIjo62a4+OjiY1NbXs44SEBG688UZ+//13mjRpcs6i4+GHHyY7O7vskWS7hrAQbkryWngiyWs3VlysXeTb7oVVXKwNV3noISgpsba/8YZWADzyiP05BgyAq66CzExr29at2lr/f/9tbVMUbZWelBT7YTMBAZWv/9+3r7Yqj+1zrVrB9ddr7XXMI/M6Lw9se14SE+HSS6FXL/vjFi+Gjz6CdeusbS1bar0LAwaAyWRtf+stbQK2ZbM40H6mt94K/fvXyZchqsblh0LVhqVLl1bpOIPBgMFgqONohKhfktfCE0leu5ijR+HgQe1OcseOWltBgXYH+tQpbaKr5WL9P//RVtmZNQtee01r0+vh4Ye1Hob777cOZzEatd4D294GnU7bGEyvt1+R59JL4cknKw5n+esvbchT06bWtrvv1nohyvvzz4ptl12mPeqB2+a1qmoF3OHD2s/B4q674IMP4OWXrb1DwcFaLxBoOeLvr71/7bVaETdokPXzw8K0grG80NA6+TJEzbl1YREREYFeryfNdidDIC0tjZiYGCdFJYQQQrihwkLw87N+vG6dNuSoZ08YMkRry82Ffv20+QnHj2sX7KBNkH35ZbjvPnj9da3NYNDGwKuqdrxldEGjRlpxUFRkfS29XrsI9fXV3re49Vbtoj4uzj7W7dsrxj9ggPYor1+/im0yFKb6Skpg3z7tZ9WmjdaWkgJNmmg/17w8ax5ZfuYnT1o/v1EjbRO4li2t+QPaXIjyE6+F23HroVA+Pj706tWLZcuWlbWZzWaWLVtGf+kKE0II4UrWrIFFi7Q7+/XF9uIdtGFCTzyhDTuxyMrSJir7+9v3APz0E8yeDb/8Ym3z99cuKtPStGLBonlzrRfBdplNvR7eeQfmz9eGqVjcd592cVp+tcf339eKkkaNrG1NmmhDZmJjHfzCxTmpqtYLYPvzU1X7oWKWtqNHtT0ZbIenPfaYtgTrG29Y22JjtSKibVv7eQ8zZmiTpMtvLjd2rLYsq5db398WlXD5wiIvL49t27axbds2ABITE9m2bRvHjx8HYNasWXz44Yd89tln7N27l6lTp5Kfn1+2SpQQQghRr4xGbRLplCnaUA+LVau0O7IPPWR//BtvaHdwL7QCUEkJ/PuvfVEA8PPP2rAe20mr2dkQFKTdObYtFv78E55+2n7IT3CwtQCxnffQpw/ccov90CK9HlasgG3b7AuAqVNhxw5tOJOtadNg/HjrCkug3aXWufzlh+caM0b7mS5caG3bulXLg/JDvrp00XaIPnTI2tatm5ZbthRFG7K2d6/9JnDh4TJsqYFx+VJx06ZNDLF0waIVEgDjx49n/vz5jB07loyMDB5//HFSU1Pp3r07ixcvrjChWwghqs1k0u7QRkTYd90LcS6WO7WTJ1sn/Q4ZAr17Q48e1uOMRuuE5cRE7eIOtF6FefO081gmLufnWyemFhZqQ1FAG670/vvaHIbRo7W2oCBrUZOWpk2ABrjkEq3oGDjQGoNOp20e1qiR9fUBbrhBe5RnO4ZeuJ9Bg7ReqIwMa9vixVoPhW0BqCjaxOnsbPui98YbtR6H8sWh9D4I3KCwGDx4MKqqnveY6dOnM3369HqKSAjhEbKztQuyggL7cb0PPqhNNH3ySeu66SdOaEM9fH214y3jsz/4ANav19ZRv/xyrc1s1sYTx8XZjxUXnikjQxvSc/iwdZlTg0EbQpSbaz80qH9/2LjR/vPz87WNtw4etL/TazRqQ0psL/6Cg7W9FEJCtDy0FBbDhmkXdbZDgHU67Zzh4fabgF19tfYor2XL6n39wvUVFGiPiAjt46lTtRxo3tx6zCOPaEVwfr79565aVXE+ihQQ4jwkO4QQnm/fPtiwQRur3amTtW3ECO3Cz7awSEnRuvOPHrW2nTmjFQkREfb/ZJctg2+/1e5AWwqL5GRt9Rl/f+0un6W4WLZMu3Pcv792cSg8Q0GBNrRIVbW3lp9t+eVRzyU8XOttKG/6dBg3zn5ugU4HR45UPDYhQXuUJ8WCSE+HK6/UerOWL7dOjrctKiwqG+khk9yFg2SQoxDCcxQXaxNkP/7Yvv3ZZ7Vx3rZj0Lt0gc6dtXHktr2is2ZpRcBtt1nbunfXzr17t/15x4+H55+3X4kmOVm7oxcTY99jMXeudqFoOxH2wAFt/HHXrvbn/e9/tQtL242i8vLgm2/gjz/sj83O1h62a7yLupGbq00ufvppa1uzZtq8gi+/rN0Jxk2aaDlqucssRHVYloA9eNB+noQQdUR6LIQQ7qmoSFty0t9fuwAD7QL7kku092+80TpefMAASErS1ti38PeHnTsrntd2/Lstnc5+/DloG3RddZV9W9++Wmy2K66AFmNGhrXHBLTVeCyFga3Fi7XVgzp3to5nP3lSG3IVGqr1oFjMmAGffaZtLvbgg1pberp2Bzs0FFautN51XLgQNm2CK66AoUO1tuJireAKCNB6cCzjplNStLgiI62TdFVVu7j29tbufDa0u5lr1mh7LAQFaQWoZTz6c885Ny4hzqV7d20lsIAAbcUmIeqY9FgIIVyfqsL+/dr8BYvnn9cmxdoueRgZqbWNHGl/sT51qnaBPWFC/cSr19uPrQdtMu7Kldp4eItu3bSv69df7Y+9+WZtScfeve3POXgwXHyx/bGWCbq2ky6zsrSiaft2+4v/xYu1jck2bLC2nT6tTcQcOdL+2Oefhw4d7JeJzM3Vxuv7+2tzACweekgrSCyFDUBpqfvfbc/I0FZhsrjiCm0H5tdfr3zXZiFcQXa2diPFokcPKSpEvZEeCyGEa1NV7Z/ioUPahbJl2FDv3trFu2XXVot//qn/GKvLYKj8H/6NN2oPW61ba2Oky/vmG/j8c/uioHFjbbdh27XnQeuRCA+vuGHYpZdqRZvtOQwGrcfDtmCxPZ/thbXZbD+czNJWWFgxXnexapVWbMXEwJ49WmGnKPDdd86OTIhzy8/XJmYfO6YN6bRsYCdEPZHCQgjhOrZu1Sa9+vpqQ4FAu5hr0UK7A3fwoLWwuPpqbTJ0QxuOU56iWFcHsggIqLgePVResMTEaD0p5b36qvawFR6uFQslJfbzRx5/XBsiZFvkeXtXnJPiTrp104qrwEDIzISoKGdHJMSF5eRoPW05ORU3vBOiHkhhIYRwjsRE+P13bZUkywZcBoM2XMeyqZdlz4hPP9WG1RgM1s+XDbbqn6WIKV/IBAVVvmFWZSvPuKqjR+GHH7S5E6AN+VqzRuspklwT7iI2VuttO3783PPFhKhD8tdSeDZV1S5QbVfMMRq1i9rERPtjd+3Suo5PnrS2nTmjTYz98kv7Y3/6SVtpaP16a9vp09oY8/LLTP7vf3DnndpFtEVWljaOfuzYGn15bsWys6/FM89oKx8tWGBt69AB3n0X1q61Xyu9cWP7okKI2pSWpk2uv/9++6F0bdtKUSHcg+1QxKgo+/lZQtQj+Ysp3M/Jk7B5s/2qO/v2aRN0y1/UDx2qXZB+8421bds2bX13y6o4Fo8+qq2kY1sAJCdrE35nzLA/duFCbXLtunXWtpwcbWKs7WRX0O4e/fe/2jAfi+Ji+Ppr7TwX2ADS7ZWWwvDh2nj95GRr+9VXazvAWlZ0Au0u97Rp2p02uaAT9SU6Gm69VVtRrPykeyFcXX6+tqiD7XLaQjiJDIUSrmHLFm1ybv/+EB+vtW3erPUAxMbCF19Yjx07Vruj/e23cMMNWtvp0zBvnlYwPP+89VjLjrO2k04NBm0sePnhHM2ba8t72i4pGhKirQQTGmp/7JAh2jj2zp3tj73/fuvwHYvRo7W17gcNsrYFBWkFiKftzFxYqE0wzsjQ9ngArefhzBmtp2jFCrjlFq39uuvsN6YToj599ZU2md3yu/3GG9rvrhS0wt189JG2etm992o3cfz8nB2RaMCksBB1R1W1C34/P+ukzp074YUXtH/mtrvNTp+uDUFYuNBaWBiN2vrb5XcpbtxYe9je6W/ZUptAartPAcAnn2h3wQMCrG3du2t3eMp7662KbU2aVNyQDOCOO7SHrbCwipNdofK9Dvz8KvaCuCuTyVogbdigfa0REdoGc5aLtLff1r4/suShcAV//qn1UEyYoF2UVTYBXgh3cfPN2ipsTZpIUSGcTgoLUXNpafDbb9qF/uTJ1vahQ7U71N99p639DtoF/VdfacWDbWHRu7d2cWrpYQBo317rqYiJsX8922FNFjEx8NRTFdvDw6v9ZYkL+PRTbejX+PHaPgagdcd36aJtSJeXZ+39uegi58UpRHlGo1ZIePowRNEwREXBffc5OwohACksxLkUFWkbd1nGblrMnq3d7Xv+eW2Nd9AmQU+erBULtoWFZXnG9HRrW7t22l398qvFvP12xRjCw2HcuFr5ckQdKCyEvXu1Hh1LYeHtDTt2ODcuIS5k1CjYuBFatZLlioUQohbJYNKGpqRE62GwNXeuNu7ddvOtHTu0IUPlVy1KStJWTzp82NrWooU2D+Hqq+3vAM6dq118Tp1qbQsL0+YhWHowhHvYsQPGjNF6oCyuvVbrPZIJg8IdlJRoCyxYdOwoK40J91ZQAJMmaUOGpfdNuAgpLFxRaam2IVP5AmDnTm033RMnrG3p6fD669oSnbbee08rFv7809q2dav2j7RXL/tjV67Uhidt22Zta9JEWx0lNtb+D9b992v7DIwZY22LjtbuWr//vv3dv/BwGbfsKT74QJss/+yz1rbYWC0Pyk9sF8LVqKo2sfWii+xvigjhzhYt0oakTp4shYVwGVJY1BdV1fYuOHbMvv2VV7S792vXWts2btQmv9oOQQJtKdXhw7ULe4u0NO1i/5ln7I9du1YrFvbutbZFR1snVJvN1vZbbtGGJw0ebG2Li9OKlg0b7IuFvn21GOLiHPnqhbtZv95+adiHHoKbbtJWzhHC3WRkwM8/a8tS2/5NFMKdde8Od90F99wjq5kJlyFzLGqD7Q7BoG2mtnmzNj/AsqPwypXaEqVt22pzFyxWrYJff9WGEg0YoLVZVnUoLbV/ndatoVs3+wnOERHa64SF2R87bpxWBNgucRoTA6mpWk+E7R+hUaOq93ULz/Tww/Dii9o/K8vcl6ZNtUJVCHcUFaXdsPn7b23IphCeoFMnbcixEC5ECoua2LABLr9c6wmwLRa+/hp++UWbqGwpLCx3+AsL7c8xebJWVAwcaG3r2lUbD+xV7sdT2d3i8ns8WJRf3hS0YiI6+sJfl2jYEhK0nrTyha0Q7iwuTltiVgghRJ2RwqImwsIgO1tbx9/WNddoPRO2Owq3aqVNtCq/xvTo0RXPq9NJt6ZwnqFD4ehRbZ6NEEIIIUQVSWFRE82bw5492p0wVbXORbBdctVCr5eNa4R7UBQpKoQQQgjhMCkszkM9u8pCju0SheVZdnrOza2HiERDZMk/tZZW/ahSXgtRxySvhSeSvBaeyJG8lsLiPHLPFgvx8fFOjkQILR9DbCfu1+A8IHktXIPktfBEktfCE1UlrxW1tspqD2Q2m0lOTiYoKAilnnZnzcnJIT4+nqSkJIKDg+vlNatD4qxd54tTVVVyc3OJi4tDVwtzb5yR17XFXX6e5yNfg6Yu8zo3N9dtv8funh/uHL+r57Xl73VD/x47i7vGXt95LT0W56HT6WjipLHmwcHBbpG4EmftOlectXHny8KZeV1b3OXneT7yNdRdXlsuwNz5e+zOsYN7x++qeV1eQ/4eO5O7xl5feS1LDwkhhBBCCCFqTAoLIYQQQgghRI1JYeFiDAYDTzzxBAaDwdmhnJfEWbvcJU5n84Tvk3wNdc/V4zsfd44d3Dt+d4ndXeKsjMRe/+o7bpm8LYQQQgghhKgx6bEQQgghhBBC1JgUFkIIIYQQQogak8JCCCGEEEIIUWNSWAghhBBCCCFqTAoLIYQQQgghRI1JYeECXnjhBfr06UNQUBBRUVGMHj2a/fv3OzusC3rxxRdRFIWZM2c6O5RKnTx5kltvvZVGjRrh5+dHly5d2LRpk7PDsmMymXjsscdo0aIFfn5+tGrVimeeeQZZrM3ek08+iaIodo/27ds7O6zzWrVqFSNHjiQuLg5FUfjxxx/tnldVlccff5zY2Fj8/PxISEjg4MGDzgn2HC70NUyYMKHCz+WKK65wTrBnvffeezRv3hxfX1/69evHhg0bnBrPubhzflTlf1ZRURHTpk2jUaNGBAYGcv3115OWluakiO3NnTuXrl27lu1E3L9/f/7444+y5105dnD9HHf3/LCo7BrHleO+0DVPff1NkcLCBaxcuZJp06bx77//smTJEkpKSrj88svJz893dmjntHHjRj744AO6du3q7FAqdebMGQYMGIC3tzd//PEHe/bs4bXXXiMsLMzZodl56aWXmDt3Lu+++y579+7lpZde4uWXX+add95xdmgup1OnTqSkpJQ91qxZ4+yQzis/P59u3brx3nvvVfr8yy+/zNtvv828efNYv349AQEBDB8+nKKionqO9Nwu9DUAXHHFFXY/l6+++qoeI7T3zTffMGvWLJ544gm2bNlCt27dGD58OOnp6U6L6VzcOT+q8j/rvvvu45dffuHbb79l5cqVJCcnc9111zkxaqsmTZrw4osvsnnzZjZt2sTQoUO55ppr2L17N+DasbtDjrt7fsC5r3FcNe6qXPPU298UVbic9PR0FVBXrlzp7FAqlZubq7Zp00ZdsmSJOmjQIHXGjBnODqmChx56SB04cKCzw7igq666Sp00aZJd23XXXaeOGzfOSRG5pieeeELt1q2bs8OoNkBdtGhR2cdms1mNiYlRX3nllbK2rKws1WAwqF999ZUTIryw8l+Dqqrq+PHj1WuuucYp8VSmb9++6rRp08o+NplMalxcnPrCCy84MaoLc/f8KP8/KysrS/X29la//fbbsmP27t2rAuo///zjrDDPKywsTP3oo49cPnZ3zHF3y49zXeO4ctwXuuapz78p0mPhgrKzswEIDw93ciSVmzZtGldddRUJCQnODuWcfv75Z3r37s2NN95IVFQUPXr04MMPP3R2WBVcfPHFLFu2jAMHDgCwfft21qxZw4gRI5wcmes5ePAgcXFxtGzZknHjxnH8+HFnh1RtiYmJpKam2v0OhYSE0K9fP/755x8nRua4FStWEBUVRbt27Zg6dSqZmZlOiaO4uJjNmzfbfU91Oh0JCQlu9z11t/wo/z9r8+bNlJSU2MXfvn17mjZt6nLxm0wmvv76a/Lz8+nfv79Lx+6uOe5u+XGuaxxXjvtC1zz1+TfFq1bPJmrMbDYzc+ZMBgwYQOfOnZ0dTgVff/01W7ZsYePGjc4O5byOHDnC3LlzmTVrFo888ggbN27k3nvvxcfHh/Hjxzs7vDJz5swhJyeH9u3bo9frMZlMPPfcc4wbN87ZobmUfv36MX/+fNq1a0dKSgpPPfUUl1xyCbt27SIoKMjZ4TksNTUVgOjoaLv26OjosufcwRVXXMF1111HixYtOHz4MI888ggjRozgn3/+Qa/X12ssp06dwmQyVfo93bdvX73GUlPulB+V/c9KTU3Fx8eH0NBQu2NdKf6dO3fSv39/ioqKCAwMZNGiRXTs2JFt27a5bOzumOPulh/nu8Zx5bgvdM1Tn39TpLBwMdOmTWPXrl0uOX48KSmJGTNmsGTJEnx9fZ0dznmZzWZ69+7N888/D0CPHj3YtWsX8+bNc6nCYuHChSxYsIAvv/ySTp06sW3bNmbOnElcXJxLxelstj04Xbt2pV+/fjRr1oyFCxcyefJkJ0bWsN10001l73fp0oWuXbvSqlUrVqxYwbBhw5wYmagvrvw/63zatWvHtm3byM7O5rvvvmP8+PGsXLnS2WF5HHfKD3e6xinPla55ZCiUC5k+fTq//vory5cvp0mTJs4Op4LNmzeTnp5Oz5498fLywsvLi5UrV/L222/j5eWFyWRydohlYmNj6dixo11bhw4dXG74zAMPPMCcOXO46aab6NKlC7fddhv33XcfL7zwgrNDc2mhoaG0bduWQ4cOOTuUaomJiQGosJpIWlpa2XPuqGXLlkRERDjl5xIREYFer/eI76m75Me5/mfFxMRQXFxMVlaW3fGuFL+Pjw+tW7emV69evPDCC3Tr1o233nrLpWN3txx3t/y40DVOdHS0S8YNF77mqc+/KVJYuABVVZk+fTqLFi3i77//pkWLFs4OqVLDhg1j586dbNu2rezRu3dvxo0bx7Zt2+p96MP5DBgwoMLydgcOHKBZs2ZOiqhyBQUF6HT2v4Z6vR6z2eykiNxDXl4ehw8fJjY21tmhVEuLFi2IiYlh2bJlZW05OTmsX7+e/v37OzGymjlx4gSZmZlO+bn4+PjQq1cvu++p2Wxm2bJlbvc9dfX8uND/rF69euHt7W0X//79+zl+/LhLxF8Zs9mM0Wh06djdJcfdNT8udI3Tu3dvl4wbLnzNU69/U2p1KriolqlTp6ohISHqihUr1JSUlLJHQUGBs0O7IFddFWrDhg2ql5eX+txzz6kHDx5UFyxYoPr7+6tffPGFs0OzM378eLVx48bqr7/+qiYmJqo//PCDGhERoT744IPODs2l3H///eqKFSvUxMREde3atWpCQoIaERGhpqenOzu0c8rNzVW3bt2qbt26VQXU119/Xd26dat67NgxVVVV9cUXX1RDQ0PVn376Sd2xY4d6zTXXqC1atFALCwudHLnV+b6G3Nxcdfbs2eo///yjJiYmqkuXLlV79uyptmnTRi0qKnJKvF9//bVqMBjU+fPnq3v27FH/7//+Tw0NDVVTU1OdEs/5uHN+VOV/1l133aU2bdpU/fvvv9VNmzap/fv3V/v37+/EqK3mzJmjrly5Uk1MTFR37NihzpkzR1UURf3rr79UVXXt2N0hx909P2yVv8Zx1bircs1TX39TpLBwAUClj08//dTZoV2QqxYWqqqqv/zyi9q5c2fVYDCo7du3V//73/86O6QKcnJy1BkzZqhNmzZVfX191ZYtW6qPPvqoajQanR2aSxk7dqwaGxur+vj4qI0bN1bHjh2rHjp0yE7dN48AABPdSURBVNlhndfy5csr/b0eP368qqra8n+PPfaYGh0drRoMBnXYsGHq/v37nRt0Oef7GgoKCtTLL79cjYyMVL29vdVmzZqpU6ZMcfoFzjvvvKM2bdpU9fHxUfv27av++++/To3nXNw5P6ryP6uwsFC9++671bCwMNXf31+99tpr1ZSUFOcFbWPSpElqs2bNVB8fHzUyMlIdNmxYWVGhqq4du6q6fo67e37YKn+N48pxX+iap77+piiqKlv8CiGEEEIIIWpG5lgIIYQQQgghakwKCyGEEEIIIUSNSWEhhBBCCCGEqDEpLIQQQgghhBA1JoWFEEIIIYQQosaksBBCCCGEEELUmBQWQgghhBBCiBqTwkIIIYQQQghRY1JYeLAJEyagKEqFx6FDh5wdmhDVJnktPJHktfBEktcNj5ezAxB164orruDTTz+1a4uMjLT7uLi4GB8fn/oMS4gakbwWnkjyWngiyeuGRXosPJzBYCAmJsbuMWzYMKZPn87MmTOJiIhg+PDhAOzatYsRI0YQGBhIdHQ0t912G6dOnSo7V35+PrfffjuBgYHExsby2muvMXjwYGbOnFl2jKIo/Pjjj3YxhIaGMn/+/LKPk5KSGDNmDKGhoYSHh3PNNddw9OjRsucnTJjA6NGjefXVV4mNjaVRo0ZMmzaNkpKSsmOMRiMPPfQQ8fHxGAwGWrduzccff4yqqrRu3ZpXX33VLoZt27bJXRIPInmtkbz2LJLXGslrzyJ5rWkoeS2FRQP12Wef4ePjw9q1a5k3bx5ZWVkMHTqUHj16sGnTJhYvXkxaWhpjxowp+5wHHniAlStX8tNPP/HXX3+xYsUKtmzZ4tDrlpSUMHz4cIKCgli9ejVr164lMDCQK664guLi4rLjli9fzuHDh1m+fDmfffYZ8+fPt/ujcPvtt/PVV1/x9ttvs3fvXj744AMCAwNRFIVJkyZVuDvy6aefcumll9K6devqfcOEW5C8Fp5I8lp4IslrD6UKjzV+/HhVr9erAQEBZY8bbrhBHTRokNqjRw+7Y5955hn18ssvt2tLSkpSAXX//v1qbm6u6uPjoy5cuLDs+czMTNXPz0+dMWNGWRugLlq0yO48ISEh6qeffqqqqqr+73//U9u1a6eazeay541Go+rn56f++eefZXE3a9ZMLS0tLTvmxhtvVMeOHauqqqru379fBdQlS5ZU+nWfPHlS1ev16vr161VVVdXi4mI1IiJCnT9/fhW+a8LVSV5LXnsiyWvJa08ked3w8lrmWHi4IUOGMHfu3LKPAwICuPnmm+nVq5fdcdu3b2f58uUEBgZWOMfhw4cpLCykuLiYfv36lbWHh4fTrl07h+LZvn07hw4dIigoyK69qKiIw4cPl33cqVMn9Hp92cexsbHs3LkT0LoT9Xo9gwYNqvQ14uLiuOqqq/jkk0/o27cvv/zyC0ajkRtvvNGhWIXrkryWvPZEkteS155I8rph5bUUFh4uICCg0m63gIAAu4/z8vIYOXIkL730UoVjY2NjqzwmUFEUVFW1a7Mdk5iXl0evXr1YsGBBhc+1nczl7e1d4bxmsxkAPz+/C8Zxxx13cNttt/HGG2/w6aefMnbsWPz9/av0NQjXJ3ktee2JJK8lrz2R5HXDymspLAQAPXv25Pvvv6d58+Z4eVVMi1atWuHt7c369etp2rQpAGfOnOHAgQN2FXtkZCQpKSllHx88eJCCggK71/nmm2+IiooiODi4WrF26dIFs9nMypUrSUhIqPSYK6+8koCAAObOncvixYtZtWpVtV5LuDfJa+GJJK+FJ5K89gwyeVsAMG3aNE6fPs3NN9/Mxo0bOXz4MH/++ScTJ07EZDIRGBjI5MmTeeCBB/j777/ZtWsXEyZMQKezT6GhQ4fy7rvvsnXrVjZt2sRdd91lV/WPGzeOiIgIrrnmGlavXk1iYiIrVqzg3nvv5cSJE1WKtXnz5owfP55Jkybx448/lp1j4cKFZcfo9XomTJjAww8/TJs2bejfv3/tfKOEW5G8Fp5I8lp4IslrzyCFhQC08YBr167FZDJx+eWX06VLF2bOnEloaGjZL+0rr7zCJZdcwsiRI0lISGDgwIEVxki+9tprxMfHc8kll3DLLbcwe/Zsu64/f39/Vq1aRdOmTbnuuuvo0KEDkydPpqioyKE7B3PnzuWGG27g7rvvpn379kyZMoX8/Hy7YyZPnkxxcTETJ06swXdGuDPJa+GJJK+FJ5K89gyKWn4gmhAOGDx4MN27d+fNN990digVrF69mmHDhpGUlER0dLSzwxFuRPJaeCLJa+GJJK9di8yxEB7HaDSSkZHBk08+yY033thgfpmFZ5O8Fp5I8lp4ooac1zIUSnicr776imbNmpGVlcXLL7/s7HCEqBWS18ITSV4LT9SQ81qGQgkhhBBCCCFqTHoshBBCCCGEEDUmhYUQQgghhBCixqSwEEIIIYQQQtSYFBZCCCGEEEKIGpPlZoVwAyUlJZhMJmeHIYQQTqPX6+12UBZCuB4pLIRwcSUlJRw+fBhZwE0I0ZApikKrVq2kuBDChUlhIYSLM5lMqKpKXFwcBoPB2eEIIUS9MxqNJCcnYzKZpLAQwoVJYSGEmzAYDPj6+jo7DCGEEEKISsnkbSGEEEIIIUSNSWEhhBBCCCGEqDEpLIQQQgghhBA1JoWFEEKU8+STT9K9e3dnhwHA4MGDmTlzprPDEDZWrFiBoihkZWVV+XOaN2/Om2++WWcxOaJ8fk+YMIHRo0fX6Jy1cQ4hhPuTwkIIUWdSU1OZMWMGrVu3xtfXl+joaAYMGMDcuXMpKChwdnjV8uSTT6Ioynkf1VGdi1VR0YQJE1AUhbvuuqvCc9OmTUNRFCZMmFD/gV2AbV55eXnRvHlz7rvvPvLy8ur8td966y3mz59fpWOPHj2Koihs27at2ucQQnguWRVKCFEnjhw5woABAwgNDeX555+nS5cuGAwGdu7cyX//+18aN27MqFGjKv3ckpISl11Scvbs2XYXrX369OH//u//mDJlSqXHFxcX4+PjU1/hCSA+Pp6vv/6aN954Az8/PwCKior48ssvadq0qZOjO7dOnTqxdOlSSktLWbt2LZMmTaKgoIAPPvigwrG1mVchISEucQ4hhPuTHgshRJ24++678fLyYtOmTYwZM4YOHTrQsmVLrrnmGn777TdGjhxZdqyiKMydO5dRo0YREBDAc889B8DcuXNp1aoVPj4+tGvXjv/9739ln1PZndOsrCwURWHFihWAtRdg2bJl9O7dG39/fy6++GL2799vF+uLL75IdHQ0QUFBTJ48maKionN+XYGBgcTExJQ99Ho9QUFBZR/fdNNNTJ8+nZkzZxIREcHw4cMvGOvRo0cZMmQIAGFhYRXuqpvNZh588EHCw8OJiYnhySefdPCn0bD07NmT+Ph4fvjhh7K2H374gaZNm9KjRw+7Y41GI/feey9RUVH4+voycOBANm7caHfM77//Ttu2bfHz82PIkCEcPXq0wmuuWbOGSy65BD8/P+Lj47n33nvJz893KG4vLy9iYmJo0qQJY8eOZdy4cfz888+AdfjSRx99RIsWLcqWns7KyuKOO+4gMjKS4OBghg4dyvbt2+3Oe6H8Lj+MyWw28/LLL9O6dWsMBgNNmzYt+51s0aIFAD169EBRFAYPHlzpOS70fa3q76YQwr1IYSGEm1FVlYLiUqc8qrr7d2ZmJn/99RfTpk0jICCg0mPKDxl68sknufbaa9m5cyeTJk1i0aJFzJgxg/vvv59du3Zx5513MnHiRJYvX+7w9+zRRx/ltddeY9OmTXh5eTFp0qSy5xYuXMiTTz7J888/z6ZNm4iNjeX99993+DVsffbZZ/j4+LB27VrmzZt3wePj4+P5/vvvAdi/fz8pKSm89dZbducLCAhg/fr1vPzyyzz99NMsWbKkRjE6TFWhOL/+H9XccX7SpEl8+umnZR9/8sknTJw4scJxDz74IN9//z2fffYZW7ZsoXXr1gwfPpzTp08DkJSUxHXXXcfIkSPZtm0bd9xxB3PmzLE7x+HDh7niiiu4/vrr2bFjB9988w1r1qxh+vTp1Yrdws/Pj+Li4rKPDx06xPfff88PP/xQVqTeeOONpKen88cff7B582Z69uzJsGHDyuKvTn4//PDDvPjiizz22GPs2bOHL7/8kujoaAA2bNgAwNKlS0lJSbEr3mxd6Ptqcb7fTSGE+5GhUEK4mcISEx0f/9Mpr73n6eH4+1z4z8ahQ4dQVZV27drZtUdERJTdLZ02bRovvfRS2XO33HKL3YXfzTffzIQJE7j77rsBmDVrFv/++y+vvvpq2d39qnruuecYNGgQAHPmzOGqq66iqKgIX19f3nzzTSZPnszkyZMBePbZZ1m6dOl5ey0upE2bNrz88stlH1d2h9uWXq8nPDwcgKioKEJDQ+2e79q1K0888UTZud99912WLVvGZZddVu0YHVZSAM/H1d/rWTySDD6VF6fnc+utt/Lwww9z7NgxANauXcvXX39d1psFkJ+fz9y5c5k/fz4jRowA4MMPP2TJkiV8/PHHPPDAA2W9Zq+99hoA7dq1Y+fOnXa5+8ILLzBu3LiySfZt2rTh7bffZtCgQcydO7daG1tu3ryZL7/8kqFDh5a1FRcX8/nnnxMZGQlovSQbNmwgPT0dg8EAwKuvvsqPP/7Id999x//93/85nN+5ubm89dZbvPvuu4wfPx6AVq1aMXDgQICy127UqBExMTGVnqMq31eL8/1uCiHcj/RYCCHqzYYNG9i2bRudOnXCaDTaPde7d2+7j/fu3cuAAQPs2gYMGMDevXsdft2uXbuWvR8bGwtAenp62ev069fP7vj+/fs7/Bq2evXqVaPPL882ftC+Bkv8onKRkZFcddVVzJ8/n08//ZSrrrqKiIgIu2MOHz5MSUmJXZ55e3vTt2/fsjyrSn5s376d+fPnExgYWPYYPnw4ZrOZxMTEKse8c+dOAgMD8fPzo2/fvvTv359333237PlmzZqVXdhbXjcvL49GjRrZvXZiYiKHDx+ucvy29u7di9FoZNiwYVWOu7yqfF8tzve7KYRwP9JjIYSb8fPWs+fp4U577apo3bo1iqJUGC/dsmVL7TxnJ9TaOteQqXPR6bT7IrbDs0pKSio91nYiuGUIltlsduj1HFH+a3Ek1sqUn8iuKEqdxl95EP5a70F98/av9qdOmjSpbDjSe++9V1sRVZCXl8edd97JvffeW+E5RyaLt2vXjp9//hkvLy/i4uIqTM4un1d5eXnExsba9cJYlO/1qqrKfjfrUn3/bgoh6pb0WAjhZhRFwd/HyymPqi6l2qhRIy677DLeffddhyewWnTo0IG1a9fata1du5aOHTsC1iEZKSkpZc+XXwKzqq+zfv16u7Z///3X4fOcT1VitVxEmkymWn3tWqMo2pCk+n5Uc/legCuuuILi4mJKSkoYPrxiMW5ZGMA2z0pKSti4cWNZnnXo0KFsXoFF+fzo2bMne/bsoXXr1hUejqzc5OPjQ+vWrWnevHmVPq9nz56kpqbi5eVV4XUtvTOO5nebNm3w8/Nj2bJl54wRzp+nVfm+CiE8k/RYCCHqxPvvv8+AAQPo3bs3Tz75JF27dkWn07Fx40b27dt3weFCDzzwAGPGjKFHjx4kJCTwyy+/8MMPP7B06VJAu7N60UUX8eKLL9KiRQvS09P5z3/+43CcM2bMYMKECfTu3ZsBAwawYMECdu/eXda7UhuqEmuzZs1QFIVff/2VK6+8Ej8/PwIDA2sthoZIr9eXDb3R6yv2tgUEBDB16lQeeOABwsPDadq0KS+//DIFBQVlcxLuuusuXnvtNR544AHuuOMONm/eXGG/hoceeoiLLrqI6dOnc8cddxAQEMCePXtYsmSJ3VCm2paQkED//v0ZPXo0L7/8Mm3btiU5OZnffvuNa6+9lt69ezuc376+vjz00EM8+OCD+Pj4MGDAADIyMti9ezeTJ08mKioKPz8/Fi9eTJMmTfD19a2w1GxVvq9CCM8kPRZCiDrRqlUrtm7dSkJCAg8//DDdunWjd+/evPPOO8yePZtnnnnmvJ8/evRo3nrrLV599VU6derEBx98wKefflq2vCVoK/2UlpbSq1cvZs6cybPPPutwnGPHjuWxxx7jwQcfpFevXhw7doypU6c6fJ4LuVCsjRs35qmnnmLOnDlER0fXeEUhoQkODiY4OPicz7/44otcf/313HbbbfTs2ZNDhw7x559/EhYWBmhDmb7//nt+/PFHunXrxrx583j++eftztG1a1dWrlzJgQMHuOSSS+jRowePP/44cXF1O9ldURR+//13Lr30UiZOnEjbtm256aabOHbsWNkqTtXJ78cee4z777+fxx9/nA4dOjB27NiyeQ9eXl68/fbbfPDBB8TFxXHNNddUeo4LfV+FEJ5JUau6fqQQwimKiopITEy0W7teCCEaEvk7KIR7kB4LIYQQQgghRI1JYSGEEEIIIYSoMSkshBBCCCGEEDUmhYUQQgghhBCixqSwEEIIIYQQQtSYFBZCCCGEEEKIGpMN8oRwE0aj0dkhCCGEU8jfPyHcgxQWQrg4vV6PoigkJyc7OxQhhHAaRVEq3UFdCOE6ZIM8IdxASUkJJpPJ2WEIIYTT6PV6vL29nR2GEOI8pLAQQgghhBBC1JhM3hZCCCGEEELUmBQWQgghhBBCiBqTwkIIIYQQQghRY1JYCCGEEEIIIWpMCgshhBBCCCFEjUlhIYQQQgghhKgxKSyEEEIIIYQQNfb/6ICAagMCNCcAAAAASUVORK5CYII=",
-      "text/plain": [
-       "<Figure size 800x350 with 12 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# fig, axs = plt.subplots(3, 4, figsize=(8, 8))\n",
-    "\n",
-    "fig = plt.figure(layout='constrained', figsize=(8, 3.5))\n",
-    "subfigs = fig.subfigures(2, 1, wspace=0.07)  # three rows\n",
-    "\n",
-    "img_axs = subfigs[0].subplots(1, 4, sharey=False)\n",
-    "spectrum_axs = subfigs[1].subplots(2, 4, sharey='row', sharex='col', gridspec_kw={'height_ratios': [1, 1]})\n",
-    "# residual_axs = subfigs[2].subplots(1, 4, sharey='row')\n",
-    "\n",
-    "# get data args\n",
-    "loss = 'mse'\n",
-    "dataset_name = 'darcy_pdebench'\n",
-    "darcy_forcing_term = 1.0\n",
-    "burger_viscosity = 'na'\n",
-    "(\n",
-    "    model_name,\n",
-    "    in_channels,\n",
-    "    out_channels,\n",
-    "    initial_steps,\n",
-    "    loss,\n",
-    "    batch_size,\n",
-    "    lr,\n",
-    "    wd,\n",
-    "    pinn_loss_weight,\n",
-    ") = get_dataset_info(dataset_name, loss)\n",
-    "max_mode = 8\n",
-    "# grab trained model\n",
-    "model = get_model(\n",
-    "    model_name=model_name,\n",
-    "    max_modes=max_mode,\n",
-    "    hidden_channels=32,\n",
-    "    in_channels=in_channels,\n",
-    "    out_channels=out_channels,\n",
-    "    latent_size=\"-\",\n",
-    "    img_size=\"-\",\n",
-    ")\n",
-    "\n",
-    "# ckpt_dir = f'{lr}_{wd}_15_05_{loss}_{batch_size}_{dataset_name}_-1_-1_{img_size}_{max_mode}_{model_name}_{in_channels}_{initial_steps}'\n",
-    "resolutions = str_from_res([0, 0, 0, 1])\n",
-    "ckpt_dir = f'{lr}_{wd}_15_05_{loss}_{batch_size}_{dataset_name}_-1_-1_{max_mode}_{model_name}_{in_channels}_{out_channels}_{pinn_loss_weight}_{initial_steps}_single_{resolutions}'\n",
-    "ckpt_dir = str(ckpt_dir).replace('.', '')\n",
-    "print(ckpt_dir)\n",
-    "ckpt_pth = f'{ckpt_path}/{ckpt_dir}/'\n",
-    "ckpt_dict = load_latest_ckpt(ckpt_pth)\n",
-    "model.load_state_dict(ckpt_dict['model_state_dict'])\n",
-    "model = model.to(device)\n",
-    "model = model.eval()\n",
-    "\n",
-    "for x_idx, res in enumerate([16, 32, 64, 128]):\n",
-    "    resolution_ratio = [0, 0, 0, 0]\n",
-    "    resolution_ratio[-(x_idx + 1)] = 1\n",
-    "    resolutions = [16, 32, 64, 128]  # [128, 64, 32, 16]\n",
-    "    dataset = get_dataset(\n",
-    "        dataset_name=dataset_name,\n",
-    "        filter_lim=-1,\n",
-    "        img_size=res,\n",
-    "        downsample_dim=-1,\n",
-    "        train=False,\n",
-    "        initial_steps=initial_steps,\n",
-    "        model_name=model_name,\n",
-    "        darcy_forcing_term=darcy_forcing_term,\n",
-    "        burger_viscosity=burger_viscosity,\n",
-    "        batch_size=128,\n",
-    "        seed=0,\n",
-    "        resolution_ratios=resolution_ratio,\n",
-    "    )\n",
-    "    # sample = dataset[0]\n",
-    "    sample = {\n",
-    "        'x': torch.concat([dataset[i]['x'] for i in range(len(dataset))]),\n",
-    "        'y': torch.concat([dataset[i]['y'] for i in range(len(dataset))]),\n",
-    "    }\n",
-    "    # grab a single input from the last batch\n",
-    "    model_input = sample['x'].to(device)  # .unsqueeze(dim=0).to(device)\n",
-    "    with torch.no_grad():\n",
-    "        model_output = model(x=model_input)\n",
-    "    ground_truth = sample['y']  # .unsqueeze(dim=0)\n",
-    "    residuals = model_output - ground_truth.to(\n",
-    "        device\n",
-    "    )  # / ground_truth.to(device)\n",
-    "\n",
-    "    # convert to plotable form\n",
-    "    model_in = model_input[0, 0, :, :].cpu().numpy()\n",
-    "    output = model_output[0, 0, :, :].cpu().numpy()\n",
-    "    label = ground_truth[0, 0, :, :].cpu().numpy()\n",
-    "\n",
-    "    # get spectrums\n",
-    "    label_spectrum = get_energy_curve(ground_truth)\n",
-    "    pred_spectrum = get_energy_curve(model_output)\n",
-    "    residual_spectrum = get_energy_curve(residuals)\n",
-    "\n",
-    "    img = output  # - label\n",
-    "    norm = colors.LogNorm(img.mean() + 0.5 * img.std(), img.max(), clip='True')\n",
-    "    img_axs[x_idx].imshow(img, norm=norm, cmap='bwr')\n",
-    "    #img_axs[x_idx].set_title(f'{(resolutions[x_idx], resolutions[x_idx])}')\n",
-    "    img_axs[x_idx].get_yaxis().set_visible(False)\n",
-    "    img_axs[x_idx].get_xaxis().set_visible(False)\n",
-    "    subfigs[0].supylabel('Example Prediction')\n",
-    "    # img_axs[x_idx].set_ylabel('Model Predictions')\n",
-    "\n",
-    "    spectrum_axs[0,x_idx].set_yscale('log')\n",
-    "    spectrum_axs[1,x_idx].set_yscale('log')\n",
-    "    x = np.linspace(1, len(label_spectrum), len(label_spectrum))\n",
-    "    spectrum_axs[0,x_idx].plot(x, label_spectrum, label='Ground Truth')\n",
-    "    spectrum_axs[0,x_idx].plot(x, pred_spectrum, label='Model Prediction')\n",
-    "    spectrum_axs[1,x_idx].plot(\n",
-    "        x,\n",
-    "        residual_spectrum / label_spectrum,\n",
-    "        linestyle=':',\n",
-    "        label='Normalized Residual',\n",
-    "        color='red',\n",
-    "    )\n",
-    "    spectrum_axs[0, 0].set_ylabel('Average Energy')\n",
-    "    spectrum_axs[0, 0].set_ylabel('Average Normized Energy')\n",
-    "    spectrum_axs[1,x_idx].xaxis.set_major_locator(\n",
-    "        ticker.MaxNLocator(integer=True, nbins=4)\n",
-    "    )\n",
-    "    spectrum_axs[1,x_idx].set_xlabel('Frequency')\n",
-    "    \"\"\"\n",
-    "    residual_axs[x_idx].set_yscale('log')\n",
-    "    residual_axs[x_idx].plot(\n",
-    "        x, residual_spectrum / label_spectrum, label='Resid', color='red'\n",
-    "    )\n",
-    "    residual_axs[x_idx].set_xlabel('Wavenumber')\n",
-    "    residual_axs[0].set_ylabel('Energy of Residual')\n",
-    "    \"\"\"\n",
-    "\n",
-    "handles, labels = spectrum_axs[0,x_idx].get_legend_handles_labels()\n",
-    "fig.legend(\n",
-    "    handles=handles,\n",
-    "    labels=labels,\n",
-    "    loc='upper center',\n",
-    "    bbox_to_anchor=(0.5, -0.1),\n",
-    "    fancybox=False,\n",
-    "    shadow=False,\n",
-    "    ncol=9,\n",
-    ")\n",
-    "plt.tight_layout()\n",
-    "fig.savefig(\n",
-    "    f'{FIG_DIR}/aliasing_overview.pdf',  # .png\n",
-    "    dpi=300,\n",
-    "    bbox_inches='tight',\n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "a5f8590c-7f67-4a2a-923d-8237cca56d77",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# fig, axs = plt.subplots(3, 4, figsize=(8, 8))\n",
-    "\n",
-    "fig = plt.figure(layout='constrained', figsize=(8, 3.5))\n",
-    "subfigs = fig.subfigures(2, 1, wspace=0.07)  # three rows\n",
-    "\n",
-    "img_axs = subfigs[0].subplots(1, 4, sharey=False)\n",
-    "spectrum_axs = subfigs[1].subplots(1, 4, sharey='row')\n",
-    "# residual_axs = subfigs[2].subplots(1, 4, sharey='row')\n",
-    "\n",
-    "# get data args\n",
-    "loss = 'mse'\n",
-    "dataset_name = 'darcy_pdebench'\n",
-    "darcy_forcing_term = 1.0\n",
-    "burger_viscosity = 'na'\n",
-    "(\n",
-    "    model_name,\n",
-    "    in_channels,\n",
-    "    out_channels,\n",
-    "    initial_steps,\n",
-    "    loss,\n",
-    "    batch_size,\n",
-    "    lr,\n",
-    "    wd,\n",
-    "    pinn_loss_weight,\n",
-    ") = get_dataset_info(dataset_name, loss)\n",
-    "max_mode = 8\n",
-    "# grab trained model\n",
-    "model = get_model(\n",
-    "    model_name=model_name,\n",
-    "    max_modes=max_mode,\n",
-    "    hidden_channels=32,\n",
-    "    in_channels=in_channels,\n",
-    "    out_channels=out_channels,\n",
-    "    latent_size=\"-\",\n",
-    "    img_size=\"-\",\n",
-    ")\n",
-    "\n",
-    "# ckpt_dir = f'{lr}_{wd}_15_05_{loss}_{batch_size}_{dataset_name}_-1_-1_{img_size}_{max_mode}_{model_name}_{in_channels}_{initial_steps}'\n",
-    "resolutions = str_from_res([0, 0, 0, 1])\n",
-    "ckpt_dir = f'{lr}_{wd}_15_05_{loss}_{batch_size}_{dataset_name}_-1_-1_{max_mode}_{model_name}_{in_channels}_{out_channels}_{pinn_loss_weight}_{initial_steps}_single_{resolutions}'\n",
-    "ckpt_dir = str(ckpt_dir).replace('.', '')\n",
-    "print(ckpt_dir)\n",
-    "ckpt_pth = f'{ckpt_path}/{ckpt_dir}/'\n",
-    "ckpt_dict = load_latest_ckpt(ckpt_pth)\n",
-    "model.load_state_dict(ckpt_dict['model_state_dict'])\n",
-    "model = model.to(device)\n",
-    "model = model.eval()\n",
-    "\n",
-    "for x_idx, res in enumerate([16, 32, 64, 128]):\n",
-    "    resolution_ratio = [0, 0, 0, 0]\n",
-    "    resolution_ratio[-(x_idx + 1)] = 1\n",
-    "    resolutions = [16, 32, 64, 128]  # [128, 64, 32, 16]\n",
-    "    dataset = get_dataset(\n",
-    "        dataset_name=dataset_name,\n",
-    "        filter_lim=-1,\n",
-    "        img_size=res,\n",
-    "        downsample_dim=-1,\n",
-    "        train=False,\n",
-    "        initial_steps=initial_steps,\n",
-    "        model_name=model_name,\n",
-    "        darcy_forcing_term=darcy_forcing_term,\n",
-    "        burger_viscosity=burger_viscosity,\n",
-    "        batch_size=128,\n",
-    "        seed=0,\n",
-    "        resolution_ratios=resolution_ratio,\n",
-    "    )\n",
-    "    # sample = dataset[0]\n",
-    "    sample = {\n",
-    "        'x': torch.concat([dataset[i]['x'] for i in range(len(dataset))]),\n",
-    "        'y': torch.concat([dataset[i]['y'] for i in range(len(dataset))]),\n",
-    "    }\n",
-    "    # grab a single input from the last batch\n",
-    "    model_input = sample['x'].to(device)  # .unsqueeze(dim=0).to(device)\n",
-    "    with torch.no_grad():\n",
-    "        model_output = model(x=model_input)\n",
-    "    ground_truth = sample['y']  # .unsqueeze(dim=0)\n",
-    "    residuals = model_output - ground_truth.to(\n",
-    "        device\n",
-    "    )  # / ground_truth.to(device)\n",
-    "\n",
-    "    # convert to plotable form\n",
-    "    model_in = model_input[0, 0, :, :].cpu().numpy()\n",
-    "    output = model_output[0, 0, :, :].cpu().numpy()\n",
-    "    label = ground_truth[0, 0, :, :].cpu().numpy()\n",
-    "\n",
-    "    # get spectrums\n",
-    "    label_spectrum = get_energy_curve(ground_truth)\n",
-    "    pred_spectrum = get_energy_curve(model_output)\n",
-    "    residual_spectrum = get_energy_curve(residuals)\n",
-    "\n",
-    "    img = output  # - label\n",
-    "    norm = colors.LogNorm(img.mean() + 0.5 * img.std(), img.max(), clip='True')\n",
-    "    img_axs[x_idx].imshow(img, norm=norm, cmap='bwr')\n",
-    "    #img_axs[x_idx].set_title(f'{(resolutions[x_idx], resolutions[x_idx])}')\n",
-    "    img_axs[x_idx].get_yaxis().set_visible(False)\n",
-    "    img_axs[x_idx].get_xaxis().set_visible(False)\n",
-    "    subfigs[0].supylabel('Example Prediction')\n",
-    "    # img_axs[x_idx].set_ylabel('Model Predictions')\n",
-    "\n",
-    "    spectrum_axs[x_idx].set_yscale('log')\n",
-    "    x = np.linspace(1, len(label_spectrum), len(label_spectrum))\n",
-    "    spectrum_axs[x_idx].plot(x, label_spectrum, label='Ground Truth')\n",
-    "    spectrum_axs[x_idx].plot(x, pred_spectrum, label='Model Prediction')\n",
-    "    spectrum_axs[x_idx].plot(\n",
-    "        x,\n",
-    "        residual_spectrum / label_spectrum,\n",
-    "        linestyle=':',\n",
-    "        label='Normalized Residual',\n",
-    "        color='red',\n",
-    "    )\n",
-    "    spectrum_axs[0].set_ylabel('Average Energy')\n",
-    "    spectrum_axs[x_idx].xaxis.set_major_locator(\n",
-    "        ticker.MaxNLocator(integer=True, nbins=4)\n",
-    "    )\n",
-    "    spectrum_axs[x_idx].set_xlabel('Frequency')\n",
-    "    \"\"\"\n",
-    "    residual_axs[x_idx].set_yscale('log')\n",
-    "    residual_axs[x_idx].plot(\n",
-    "        x, residual_spectrum / label_spectrum, label='Resid', color='red'\n",
-    "    )\n",
-    "    residual_axs[x_idx].set_xlabel('Wavenumber')\n",
-    "    residual_axs[0].set_ylabel('Energy of Residual')\n",
-    "    \"\"\"\n",
-    "\n",
-    "handles, labels = spectrum_axs[x_idx].get_legend_handles_labels()\n",
-    "fig.legend(\n",
-    "    handles=handles,\n",
-    "    labels=labels,\n",
-    "    loc='upper center',\n",
-    "    bbox_to_anchor=(0.5, -0.1),\n",
-    "    fancybox=False,\n",
-    "    shadow=False,\n",
-    "    ncol=9,\n",
-    ")\n",
-    "plt.tight_layout()\n",
-    "fig.savefig(\n",
-    "    f'{FIG_DIR}/aliasing_overview.pdf',  # .png\n",
-    "    dpi=300,\n",
-    "    bbox_inches='tight',\n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 24,
-   "id": "2e1c33e9-5f32-45f0-879f-614764a827b1",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "0001_1e-05_15_05_mse_128_darcy_pdebench_-1_-1_8_FNO2D_1_1_05_1_single_0_0_0_1\n",
-      "Resuming training from /pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-05_15_05_mse_128_darcy_pdebench_-1_-1_8_FNO2D_1_1_05_1_single_0_0_0_1/150_ckpt.pth\n",
-      "Resuming training from /pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-05_15_05_mse_128_darcy_pdebench_-1_-1_64_FNO2D_1_1_05_1_multi_025_025_025_025/150_ckpt.pth\n",
-      "resolution_ratios=[0, 0, 0, 1]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 0, 1, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 1, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/tmp/ipykernel_1010912/1582236672.py:156: UserWarning: The figure layout has changed to tight\n",
-      "  plt.tight_layout()\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 800x600 with 16 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# fig, axs = plt.subplots(3, 4, figsize=(8, 8))\n",
-    "\n",
-    "fig = plt.figure(layout='constrained', figsize=(8, 6))\n",
-    "subfigs = fig.subfigures(4, 1, wspace=0.07)  # three rows\n",
-    "\n",
-    "img_axs = subfigs[0].subplots(1, 4, sharey=False)\n",
-    "multi_axs = subfigs[1].subplots(1, 4, sharey=False)\n",
-    "spectrum_axs = subfigs[2].subplots(1, 4, sharey='row')\n",
-    "residual_axs = subfigs[3].subplots(1, 4, sharey='row')\n",
-    "\n",
-    "# get data args\n",
-    "loss = 'mse'\n",
-    "dataset_name = 'darcy_pdebench'\n",
-    "darcy_forcing_term = 1.0\n",
-    "burger_viscosity = 'na'\n",
-    "(\n",
-    "    model_name,\n",
-    "    in_channels,\n",
-    "    out_channels,\n",
-    "    initial_steps,\n",
-    "    loss,\n",
-    "    batch_size,\n",
-    "    lr,\n",
-    "    wd,\n",
-    "    pinn_loss_weight,\n",
-    ") = get_dataset_info(dataset_name, loss)\n",
-    "max_mode = 8\n",
-    "# grab trained model\n",
-    "model = get_model(\n",
-    "    model_name=model_name,\n",
-    "    max_modes=max_mode,\n",
-    "    hidden_channels=32,\n",
-    "    in_channels=in_channels,\n",
-    "    out_channels=out_channels,\n",
-    ")\n",
-    "\n",
-    "\n",
-    "# ckpt_dir = f'{lr}_{wd}_15_05_{loss}_{batch_size}_{dataset_name}_-1_-1_{img_size}_{max_mode}_{model_name}_{in_channels}_{initial_steps}'\n",
-    "resolutions = str_from_res([0, 0, 0, 1])\n",
-    "ckpt_dir = f'{lr}_{wd}_15_05_{loss}_{batch_size}_{dataset_name}_-1_-1_{max_mode}_{model_name}_{in_channels}_{out_channels}_{pinn_loss_weight}_{initial_steps}_single_{resolutions}'\n",
-    "ckpt_dir = str(ckpt_dir).replace('.', '')\n",
-    "print(ckpt_dir)\n",
-    "ckpt_pth = f'{ckpt_path}/{ckpt_dir}/'\n",
-    "ckpt_dict = load_latest_ckpt(ckpt_pth)\n",
-    "model.load_state_dict(ckpt_dict['model_state_dict'])\n",
-    "model = model.to(device)\n",
-    "model = model.eval()\n",
-    "\n",
-    "\n",
-    "multi_model = get_model(\n",
-    "    model_name=model_name,\n",
-    "    max_modes=128 // 2,\n",
-    "    hidden_channels=32,\n",
-    "    in_channels=in_channels,\n",
-    "    out_channels=out_channels,\n",
-    ")\n",
-    "multi_res_dir = '/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-05_15_05_mse_128_darcy_pdebench_-1_-1_64_FNO2D_1_1_05_1_multi_01_01_01_07/'\n",
-    "multi_res_dir = '/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-05_15_05_mse_128_darcy_pdebench_-1_-1_64_FNO2D_1_1_05_1_multi_025_025_025_025/'\n",
-    "ckpt_dict = load_latest_ckpt(multi_res_dir)\n",
-    "multi_model.load_state_dict(ckpt_dict['model_state_dict'])\n",
-    "multi_model = multi_model.to(device)\n",
-    "multi_model = multi_model.eval()\n",
-    "\n",
-    "for x_idx, res in enumerate([16, 32, 64, 128]):\n",
-    "    resolution_ratio = [0, 0, 0, 0]\n",
-    "    resolution_ratio[-(x_idx + 1)] = 1\n",
-    "    resolutions = [16, 32, 64, 128]  # [128, 64, 32, 16]\n",
-    "    dataset = get_dataset(\n",
-    "        dataset_name=dataset_name,\n",
-    "        filter_lim=-1,\n",
-    "        img_size=res,\n",
-    "        downsample_dim=-1,\n",
-    "        train=False,\n",
-    "        initial_steps=initial_steps,\n",
-    "        model_name=model_name,\n",
-    "        darcy_forcing_term=darcy_forcing_term,\n",
-    "        burger_viscosity=burger_viscosity,\n",
-    "        batch_size=128,\n",
-    "        seed=0,\n",
-    "        resolution_ratios=resolution_ratio,\n",
-    "    )\n",
-    "\n",
-    "    sample = {\n",
-    "        'x': torch.concat([dataset[i]['x'] for i in range(len(dataset))]),\n",
-    "        'y': torch.concat([dataset[i]['y'] for i in range(len(dataset))]),\n",
-    "    }\n",
-    "    # grab a single input from the last batch\n",
-    "    model_input = sample['x'].to(device)  # .unsqueeze(dim=0).to(device)\n",
-    "    with torch.no_grad():\n",
-    "        model_output = model(x=model_input)\n",
-    "        multi_model_output = multi_model(x=model_input)\n",
-    "    ground_truth = sample['y']  # .unsqueeze(dim=0)\n",
-    "    residuals = model_output - ground_truth.to(\n",
-    "        device\n",
-    "    )  # / ground_truth.to(device)\n",
-    "    multi_residuals = multi_model_output - ground_truth.to(device)\n",
-    "\n",
-    "    # convert to plotable form\n",
-    "    model_in = model_input[0, 0, :, :].cpu().numpy()\n",
-    "    output = model_output[0, 0, :, :].cpu().numpy()\n",
-    "    multi_output = multi_model_output[0, 0, :, :].cpu().numpy()\n",
-    "    label = ground_truth[0, 0, :, :].cpu().numpy()\n",
-    "\n",
-    "    # get spectrums\n",
-    "    label_spectrum = get_energy_curve(ground_truth)\n",
-    "    pred_spectrum = get_energy_curve(model_output)\n",
-    "    multi_pred_spectrum = get_energy_curve(multi_model_output)\n",
-    "    residual_spectrum = get_energy_curve(residuals)\n",
-    "    multi_residual_spectrum = get_energy_curve(multi_residuals)\n",
-    "\n",
-    "    img = output - label\n",
-    "    norm = colors.LogNorm(img.mean() + 0.5 * img.std(), img.max(), clip='True')\n",
-    "    img_axs[x_idx].imshow(img)  # norm=norm, cmap='bwr')\n",
-    "    img_axs[x_idx].set_title(f'{(resolutions[x_idx], resolutions[x_idx])}')\n",
-    "    # img_axs[x_idx].get_yaxis().set_visible(False)\n",
-    "    img_axs[x_idx].set_yticks([])\n",
-    "    img_axs[x_idx].get_xaxis().set_visible(False)\n",
-    "    # subfigs[0].supylabel(\"Example Prediction\")\n",
-    "    img_axs[0].set_ylabel('Example Prediction \\n Single Res. Model')\n",
-    "\n",
-    "    img = multi_output  # - label\n",
-    "    # norm = colors.LogNorm(img.mean() + 0.5 * img.std(), img.max(), clip='True')\n",
-    "    multi_axs[x_idx].imshow(img)  # norm=norm, cmap='bwr')\n",
-    "    # img_axs[x_idx].set_title(f'{(resolutions[x_idx], resolutions[x_idx])}')\n",
-    "    multi_axs[x_idx].set_yticks([])\n",
-    "    multi_axs[x_idx].get_xaxis().set_visible(False)\n",
-    "    multi_axs[0].set_ylabel('Example Prediction \\n Multi Res. Model')\n",
-    "\n",
-    "    spectrum_axs[x_idx].set_yscale('log')\n",
-    "    x = np.linspace(1, len(label_spectrum), len(label_spectrum))\n",
-    "    spectrum_axs[x_idx].plot(x, label_spectrum, label='Ground Truth')\n",
-    "    spectrum_axs[x_idx].plot(x, pred_spectrum, label='Model Prediction')\n",
-    "    spectrum_axs[x_idx].plot(\n",
-    "        x, multi_pred_spectrum, label='(Multi Res) Model Prediction'\n",
-    "    )\n",
-    "    spectrum_axs[x_idx].plot(\n",
-    "        x,\n",
-    "        residual_spectrum / label_spectrum,\n",
-    "        linestyle=':',\n",
-    "        label='Residual',\n",
-    "        color='red',\n",
-    "    )\n",
-    "    spectrum_axs[0].set_ylabel('Average Energy')\n",
-    "    spectrum_axs[x_idx].xaxis.set_major_locator(\n",
-    "        ticker.MaxNLocator(integer=True, nbins=4)\n",
-    "    )\n",
-    "\n",
-    "    residual_axs[x_idx].set_yscale('log')\n",
-    "    residual_axs[x_idx].plot(\n",
-    "        x, residual_spectrum / label_spectrum, label='Resid', color='red'\n",
-    "    )\n",
-    "    residual_axs[x_idx].plot(\n",
-    "        x,\n",
-    "        multi_residual_spectrum / label_spectrum,\n",
-    "        label='(Multi Res) Resid',\n",
-    "        color='red',\n",
-    "    )\n",
-    "    residual_axs[x_idx].set_xlabel('Wavenumber')\n",
-    "    residual_axs[0].set_ylabel('Energy of Residual')\n",
-    "\n",
-    "\n",
-    "handles, labels = spectrum_axs[x_idx].get_legend_handles_labels()\n",
-    "fig.legend(\n",
-    "    handles=handles,\n",
-    "    labels=labels,\n",
-    "    loc='upper center',\n",
-    "    bbox_to_anchor=(0.5, -0.05),\n",
-    "    fancybox=False,\n",
-    "    shadow=False,\n",
-    "    ncol=9,\n",
-    ")\n",
-    "plt.tight_layout()\n",
-    "fig.savefig(\n",
-    "    f'{FIG_DIR}/aliasing_overview_experiment.pdf',  # .png\n",
-    "    dpi=300,\n",
-    "    bbox_inches='tight',\n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 26,
-   "id": "f1eb3b58-8472-49b4-9ba4-6926c3b166b3",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array([[0.0017174 , 0.00312961, 0.00435727, ..., 0.00435875, 0.00313063,\n",
-       "        0.00171792],\n",
-       "       [0.00312959, 0.00583334, 0.00823188, ..., 0.00823491, 0.00583543,\n",
-       "        0.00313065],\n",
-       "       [0.00435718, 0.00823177, 0.01172588, ..., 0.01173058, 0.008235  ,\n",
-       "        0.00435882],\n",
-       "       ...,\n",
-       "       [0.00466121, 0.00884139, 0.01264418, ..., 0.01188501, 0.00833757,\n",
-       "        0.00440999],\n",
-       "       [0.00333318, 0.00624156, 0.00884683, ..., 0.00833831, 0.0059041 ,\n",
-       "        0.00316491],\n",
-       "       [0.00181946, 0.00333427, 0.00466556, ..., 0.00441058, 0.00316506,\n",
-       "        0.00173509]], dtype=float32)"
-      ]
-     },
-     "execution_count": 26,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "img"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "870b1b2b-ab3f-4873-b8fa-a1201ea325b3",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Resuming training from /pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-05_15_05_mse_128_darcy_pdebench_-1_-1_8_FNO2D_1_1_05_1_single_0_0_0_1/150_ckpt.pth\n",
-      "resolution_ratios=[0, 0, 0, 1]\n",
-      "self.num_samples=9000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 1, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 0, 1, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 0, 0, 1]\n",
-      "self.num_samples=1000\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Average Error Spectrum (Figure 2)\n",
-    "\n",
-    "# grab trained model\n",
-    "loss = 'mse'\n",
-    "dataset_name = 'darcy_pdebench'\n",
-    "darcy_forcing_term = 1.0\n",
-    "burger_viscosity = 'na'\n",
-    "seed = 0\n",
-    "(\n",
-    "    model_name,\n",
-    "    in_channels,\n",
-    "    out_channels,\n",
-    "    initial_steps,\n",
-    "    loss,\n",
-    "    batch_size,\n",
-    "    lr,\n",
-    "    wd,\n",
-    "    pinn_loss_weight,\n",
-    ") = get_dataset_info(dataset_name, loss)\n",
-    "max_mode = 8\n",
-    "model = get_model(\n",
-    "    model_name=model_name,\n",
-    "    max_modes=max_mode,\n",
-    "    hidden_channels=32,\n",
-    "    in_channels=in_channels,\n",
-    "    out_channels=out_channels,\n",
-    ")\n",
-    "resolutions = str_from_res([0, 0, 0, 1])\n",
-    "ckpt_dir = f'{lr}_{wd}_15_05_{loss}_{batch_size}_{dataset_name}_-1_-1_{max_mode}_{model_name}_{in_channels}_{out_channels}_{pinn_loss_weight}_{initial_steps}_single_{resolutions}'\n",
-    "ckpt_dir = str(ckpt_dir).replace('.', '')\n",
-    "ckpt_pth = f'{ckpt_path}/{ckpt_dir}/'\n",
-    "ckpt_dict = load_latest_ckpt(ckpt_pth)\n",
-    "model.load_state_dict(ckpt_dict['model_state_dict'])\n",
-    "model = model.to(device)\n",
-    "model = model.eval()\n",
-    "\n",
-    "fig, ax = plt.subplots(1, 1, figsize=(4, 4), sharey='row')\n",
-    "train_loader, test_loaders = get_data(\n",
-    "    dataset_name=dataset_name,\n",
-    "    filter_lim=filter_lim,\n",
-    "    img_size=s,\n",
-    "    downsample_dim=downsample_dim,\n",
-    "    train=False,\n",
-    "    initial_steps=initial_steps,\n",
-    "    model_name=model_name,\n",
-    "    darcy_forcing_term=darcy_forcing_term,\n",
-    "    burger_viscosity=burger_viscosity,\n",
-    "    seed=seed,\n",
-    "    batch_size=batch_size,\n",
-    "    resolution_ratios=resolution_ratio,\n",
-    "    test_res='multi',\n",
-    ")\n",
-    "for idx, s in enumerate([128, 64, 32, 16]):\n",
-    "    test_loader = test_loaders[f'test_res_{idx}']\n",
-    "    dataset = test_loader.dataset\n",
-    "    # squeeze the dataset to remove the empty channel dimension\n",
-    "    model_preds_test = get_model_preds(\n",
-    "        test_loader, model, device, initial_steps\n",
-    "    ).squeeze()\n",
-    "    shape = model_preds_test.shape\n",
-    "    sample = {\n",
-    "        #'x': torch.concat([dataset[i]['x'] for i in range(len(dataset))]),\n",
-    "        'y': torch.concat([dataset[i]['y'] for i in range(len(dataset))]),\n",
-    "    }\n",
-    "\n",
-    "    ground_truth = sample['y']\n",
-    "    residuals = model_preds_test.to('cpu') - ground_truth\n",
-    "\n",
-    "    test_sp_y = get_energy_curve(ground_truth, s)\n",
-    "\n",
-    "    residual_spectrum = get_energy_curve(residuals, s)\n",
-    "\n",
-    "    # Configure pyplot and generate the plot\n",
-    "    ax.set_yscale('log')\n",
-    "    x = np.linspace(1, s // 2, s // 2)\n",
-    "    ax.plot(\n",
-    "        # abs(test_sp_model_pred - test_sp_y) / test_sp_y,\n",
-    "        x,\n",
-    "        residual_spectrum / test_sp_y,\n",
-    "        linestyle='-',\n",
-    "        label=f'Res {s}',\n",
-    "    )\n",
-    "    ax.axvline(x=8, color='grey', linestyle='--')\n",
-    "\n",
-    "    fig.suptitle(f'{dataset_name} Dataset')\n",
-    "\n",
-    "fig.supxlabel('Wavenumber')\n",
-    "fig.supylabel('Energy of Residual \\n (Pred - Label)')\n",
-    "\n",
-    "# show the figure\n",
-    "leg = plt.legend(loc='best')\n",
-    "leg.get_frame().set_alpha(0.5)\n",
-    "plt.tight_layout()\n",
-    "plt.show()\n",
-    "fig.savefig(\n",
-    "    f'{FIG_DIR}/higher_res_residual_spectrum.pdf',  # .png\n",
-    "    dpi=300,\n",
-    "    bbox_inches='tight',\n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "0828b141-af59-47ce-b20d-d77dd121a08d",
-   "metadata": {
-    "jp-MarkdownHeadingCollapsed": true
-   },
-   "source": [
-    "# Show the turbulence (power spectra of all our datasets)\n",
-    "\n",
-    "TODO\n",
-    "- Do this w/ error bars for the time-varying data\n",
-    "- Add additional power spectra for varying NS (compressible settings)\n",
-    "\n",
-    "NOTE: for compressible NS, I am just showing the spectrum of a single field (X Velocity)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 48,
-   "id": "337860cf-05c5-4635-99d8-e8f8ff0679b0",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "2d energy\n",
-      "dataset_name='darcy_pdebench'\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "1d energy\n",
-      "dataset_name='burgers_pdebench'\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "2d energy\n",
-      "dataset_name='incomp_ns_pdebench'\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=109\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 800x300 with 3 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "fig, axs = plt.subplots(1, 3, sharey='row', figsize=(8, 3))\n",
-    "\n",
-    "for x_idx, dataset_name in enumerate(\n",
-    "    [\n",
-    "        'darcy_pdebench',\n",
-    "        'burgers_pdebench',\n",
-    "        'incomp_ns_pdebench',  # 'ns_pdebench'\n",
-    "    ]\n",
-    "):\n",
-    "    if 'burgers' in dataset_name:\n",
-    "        print('1d energy')\n",
-    "        energy_curve_func = get_energy_curve_1d\n",
-    "    else:\n",
-    "        print('2d energy')\n",
-    "        energy_curve_func = get_energy_curve\n",
-    "\n",
-    "    print(f'{dataset_name=}')\n",
-    "    img_size = 510\n",
-    "    title = 'Navier Stokes (2D)'\n",
-    "\n",
-    "    powerlaw_coeffs = [1e3, 1e3, 1e7, 1e5]\n",
-    "    if dataset_name == 'ns_pdebench':\n",
-    "        img_size = 512\n",
-    "        title = 'Compressible NS'\n",
-    "\n",
-    "    if dataset_name == 'darcy_pdebench':\n",
-    "        img_size = 128\n",
-    "        title = 'Darcy (2D)'\n",
-    "\n",
-    "    if dataset_name == 'burgers_pdebench':\n",
-    "        img_size = 1024\n",
-    "        title = 'Burgers (1D)'\n",
-    "    (\n",
-    "        model_name,\n",
-    "        in_channels,\n",
-    "        out_channels,\n",
-    "        initial_steps,\n",
-    "        loss,\n",
-    "        batch_size,\n",
-    "        _,\n",
-    "        _,\n",
-    "        _,\n",
-    "    ) = get_dataset_info(dataset_name, 'mse')\n",
-    "\n",
-    "    darcy_forcing_term = 1.0\n",
-    "    burger_viscosity = 0.001\n",
-    "    comp_ns_params = ['Turb', 1.0, 1e-08, 1e-08, 'periodic', 512]\n",
-    "    seed = 0\n",
-    "\n",
-    "    dataset = get_dataset(\n",
-    "        dataset_name=dataset_name,\n",
-    "        filter_lim=-1,\n",
-    "        img_size='na',\n",
-    "        downsample_dim=-1,\n",
-    "        train=False,\n",
-    "        initial_steps=initial_steps,\n",
-    "        model_name=model_name,\n",
-    "        darcy_forcing_term=darcy_forcing_term,\n",
-    "        burger_viscosity=burger_viscosity,\n",
-    "        batch_size=128,\n",
-    "        seed=0,\n",
-    "        resolution_ratios=[1, 0, 0, 0],\n",
-    "        comp_ns_params=comp_ns_params,\n",
-    "        loss_name='na',\n",
-    "    )\n",
-    "    labels = torch.concat([dataset[i]['y'] for i in range(len(dataset))])\n",
-    "    if dataset_name == 'ns_pdebench':\n",
-    "        labels = labels[\n",
-    "            :, :, 2, ...\n",
-    "        ]  # choose specific channel [density, pressure, X Vel, Y Vel]\n",
-    "    label_spectrum = energy_curve_func(labels)\n",
-    "\n",
-    "    x = np.linspace(1, len(label_spectrum), len(label_spectrum))\n",
-    "    axs[x_idx].plot(x, label_spectrum)\n",
-    "    if dataset_name == 'incomp_ns_pdebench':\n",
-    "        axs[x_idx].plot(\n",
-    "            x, powerlaw_coeffs[x_idx] * x ** (-5 / 3), linestyle=':', label = \"$~K^{-5/3}$\"\n",
-    "        )  # on a log-log plot a linear relationship y=mx + b == c * x ^ (m)\n",
-    "        axs[x_idx].legend()\n",
-    "    axs[x_idx].set_yscale('log')\n",
-    "    axs[x_idx].set_xscale('log')\n",
-    "    axs[x_idx].set_title(title)\n",
-    "    axs[x_idx].set_xlabel('Freqeuncy')\n",
-    "    if x_idx == 0:\n",
-    "        axs[x_idx].set_ylabel('Energy')\n",
-    "\n",
-    "plt.tight_layout()\n",
-    "fig.savefig(\n",
-    "    f'{FIG_DIR}/dataset_overview.pdf',  # .png\n",
-    "    dpi=300,\n",
-    "    bbox_inches='tight',\n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "id": "768d7271-257b-42a5-af65-5aaddc7f6605",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "2d energy\n",
-      "dataset_name='ns_pdebench'\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "loaded density, density.shape=(1000, 21, 128, 128)\n",
-      "loaded pressure\n",
-      "loaded Vx\n",
-      "loaded Vy\n",
-      "loaded density, density.shape=(0, 21, 64, 64)\n",
-      "loaded pressure\n",
-      "loaded Vx\n",
-      "loaded Vy\n",
-      "loaded density, density.shape=(0, 21, 32, 32)\n",
-      "loaded pressure\n",
-      "loaded Vx\n",
-      "loaded Vy\n",
-      "loaded density, density.shape=(0, 21, 16, 16)\n",
-      "loaded pressure\n",
-      "loaded Vx\n",
-      "loaded Vy\n",
-      "2d energy\n",
-      "dataset_name='ns_pdebench'\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "loaded density, density.shape=(1000, 21, 128, 128)\n",
-      "loaded pressure\n",
-      "loaded Vx\n",
-      "loaded Vy\n",
-      "loaded density, density.shape=(0, 21, 64, 64)\n",
-      "loaded pressure\n",
-      "loaded Vx\n",
-      "loaded Vy\n",
-      "loaded density, density.shape=(0, 21, 32, 32)\n",
-      "loaded pressure\n",
-      "loaded Vx\n",
-      "loaded Vy\n",
-      "loaded density, density.shape=(0, 21, 16, 16)\n",
-      "loaded pressure\n",
-      "loaded Vx\n",
-      "loaded Vy\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 800x200 with 3 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# compare the many compressible NS methods\n",
-    "fig, axs = plt.subplots(1, 3, sharey='row', figsize=(8, 2))\n",
-    "\n",
-    "for x_idx, comp_ns_params in enumerate(\n",
-    "    [\n",
-    "        # ['Rand', 1.0, 1e-08, 1e-08, 'periodic', 512],\n",
-    "        ['Rand', 1.0, 1e-02, 1e-02, 'periodic', 128],\n",
-    "        ['Rand', 1.0, 1e-01, 1e-01, 'periodic', 128],\n",
-    "    ]\n",
-    "):\n",
-    "    for dataset_name in ['ns_pdebench']:\n",
-    "        if 'burgers' in dataset_name:\n",
-    "            print('1d energy')\n",
-    "            energy_curve_func = get_energy_curve_1d\n",
-    "        else:\n",
-    "            print('2d energy')\n",
-    "            energy_curve_func = get_energy_curve\n",
-    "\n",
-    "        print(f'{dataset_name=}')\n",
-    "        batch_size = 128\n",
-    "        batch_size = 128\n",
-    "        in_channels = 10\n",
-    "        out_channels = 1\n",
-    "        initial_steps = 10\n",
-    "        filter_lim = -1\n",
-    "        downsample_dim = -1\n",
-    "\n",
-    "        model_name = 'FNO2D'\n",
-    "        darcy_forcing_term = 1.0\n",
-    "        burger_viscosity = 0.001\n",
-    "        seed = 0\n",
-    "\n",
-    "        if dataset_name == 'ns_pdebench':\n",
-    "            batch_size = 4\n",
-    "            in_channels = 40\n",
-    "            out_channels = 4\n",
-    "            title = 'Compressible NS'\n",
-    "\n",
-    "        dataset = get_dataset(\n",
-    "            dataset_name=dataset_name,\n",
-    "            filter_lim=filter_lim,\n",
-    "            img_size='na',\n",
-    "            downsample_dim=downsample_dim,\n",
-    "            train=False,\n",
-    "            initial_steps=initial_steps,\n",
-    "            model_name=model_name,\n",
-    "            darcy_forcing_term=darcy_forcing_term,\n",
-    "            burger_viscosity=burger_viscosity,\n",
-    "            batch_size=128,\n",
-    "            seed=0,\n",
-    "            resolution_ratios=[1, 0, 0, 0],\n",
-    "            comp_ns_params=comp_ns_params,\n",
-    "        )\n",
-    "        labels = torch.concat([dataset[i]['y'] for i in range(len(dataset))])\n",
-    "        if dataset_name == 'ns_pdebench':\n",
-    "            labels = labels[\n",
-    "                :, :, 2, ...\n",
-    "            ]  # choose specific channel [density, pressure, X Vel, Y Vel]\n",
-    "        label_spectrum = energy_curve_func(labels)\n",
-    "\n",
-    "        x = np.linspace(1, len(label_spectrum), len(label_spectrum))\n",
-    "        axs[x_idx].plot(x, label_spectrum)\n",
-    "        axs[x_idx].set_yscale('log')\n",
-    "        axs[x_idx].set_xscale('log')\n",
-    "        axs[x_idx].set_title(comp_ns_params)\n",
-    "        axs[x_idx].set_xlabel('Wavenumber')\n",
-    "        if x_idx == 0:\n",
-    "            axs[x_idx].set_ylabel('Energy')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "ccdcedd3-c68b-4c4b-bc20-92983c2889ce",
-   "metadata": {
-    "jp-MarkdownHeadingCollapsed": true
-   },
-   "source": [
-    "## Visualize Burgers + Incomp NS\n",
-    "\n",
-    "Looking for turbulence: vis + energy spectrum\n",
-    "\n",
-    "TODO: https://github.com/pdebench/PDEBench/blob/main/pdebench/data_download/visualize_pdes.py#L168"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 46,
-   "id": "b2f3fc66-d16f-4c1e-939b-d982d3f1f147",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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ezc0Np0+fLlUZOWf3Ank5EDlZQH4OkJMNkZ8D3L4F5GYDOTkQGbeAnFyIu9kQNzMg7uZA3M2D/k4+cq/pkXdHjby7atxOt0J2rgbZBWrcFRr8o1YjW5KQpQL+VQlkSwJ3oUc29Lgl8pCLAmSLAmTqc5AjCpCnz0euyEdWfg7yRT7y9QXIKchDgV6PAqFHnr4AeqGHEKLwuO+5SCjcf0WSJGhUakiQoFapYKW2gEpSwUKlhkalgbXaEhpJDUuVBjYqS1hKGlhKalhKajhIFrCEClZQwwFqWAsJlgJwKgAsBWCt18NK6OEg5UOryYfWogA2tjnQaAtgYaWHWquHhaMEyUoFlZUakp0VJK0FJEsNoLWEVMsaUKsBSwtIVv//b7UG0GgACwtAUgEq1f/+Bgr/LfT/e6IF+YBeX3guL6/w3wX5QEEBRE5O4b/zC4DsbIj8AiAvH8jLK/y55RYAufnQZ+VB5Oqhz9VD5AL5WRLyc1QoyJOQe0eD/Hw18vNVyM1TI69AjXy9CnlCQjbUKICEPElCjlT4d74EFEhAngTk4///DUAvAXoUrhaWj8Kfl/7/zwOAvthPsJAKhQlU4n+/CUgo/LcKEiQAGnHvucK0RY/VwvC82uC6KF6uEAaP8f/pDOpUQvup3siWP3qY3gfImKL7Fdbz///9/4cEIf+tkQQkCKglAZUkoFHpoZIEJAmw0BRAJQmo1AIqtR4ajb7w3xo9NJZ6qDQCklpAUgFqK0DSAJKm8L0qaSRIGhUkCzWgUQEaNSSVBFhoIGnUgEoqfH+qpP9/b0qQVIV/F75w9/3OJvSAvvB5iPyC/z3OL4DIywPy9YXv1+w8iAI9RG4BxJ0C+f2ozwXyslQoyFMhP1eF7DsWyM9XIy9fhdwCNbIKLJADCbmSChlqFXIkyEeWJJAjCeRA4DbykQeBXKFHHvTIEnnIE3rkiwLcEXnIFwXI1xcgV+QjT1+AAqGHgECuPg9CCOiFgP7//+/p5Z9L4XOWJAlqSQVJkqBC4b8tVBb//7caWpUFNJIaWkkNjaSGjWQBS0kNLdSwlzTQQgVLSKgt1LAWgJUesBZA7YICWAk9rKQCOFjlQGuVD0ttPiysCmDtUgBVLQmqWmqonW0gWWsLP1estYCDAyStFrCyBmwdAAtLwNIKkoUWsHGApLIALCwhaW0KP3NUakgay3s+b9SGP0N94c9NFH3e5N6FKMiH1i8U5pZ344Ii5Vi4PKZIOY+aajFLKCcnp/i28bm50Jbts5WIiIiqqUrpEnJxcYFarUZaWprB+bS0NLi7uxdLHxsbCwcHB4Nj9hcrKqq6RERED6YvUOYgoyolYLG0tERQUBASExPlc3q9HomJiQgJCSmWPiYmBunp6QbHWyMGVmSViYiISib0yhxkVKVOa46KisIXX3yBtm3bYt68eVizZg1Onz5dbGyLMSd8exo9f/+z0QvpnmuS0XTG0hSdu7c4vZAMyrj3bSVQlO+e9PeMBxD3jQ0w9Za8P50pkolxFIBhFHp/unvHOMjd+PeeK8on3Zvuf/+WjJ0zlfa+p3JvuvvTKuXen2URcd+50r5HDM4/KO3997z/533/PY38nEv7sy8rU++VYuNd7v95FXvv3HPNxM+8MB9MX3vAe+D+94yxPEq5/31ReM7wcVneG/dfM/b+uPdnXNJ7QunPiyKm3wum0xn7zLg3jbH3RUmfGcbeO/f+3Et8b5XwdB/0Pml2YUuJ15WQl3ZGkXIs3BorUs6jptLGsPTt2xfXr1/HlClToNPp0LJlS8THx5cqWCEiIqpy9GwdMadKHXQ7atQojBo1qjKrQEREpAjB7hyzqhazhIy5k2NR6rRKNSirJAHc0+yoLiEtYLx7ojrSC0lumi169gX3PrcKep5luYu5+jkNmqhLeC8U+9k/Gm8Fo0p6nxf7OTwi/yeMuf91kIy+P+59/5i9SpXm3tei6P+M/JlhxvdApb+kbGExq0oZdEtERERUFtW2hYWIiKhKYZeQWTFgISIiUgLXUDGrSu8SmjlzJiRJwrhx48qUT5ThqCyq/1+G/FE4qoLq8DMv8qi99uWlF1KNOchQZbx/q/JnAj28Sm1hOXToEL744gu0aNGiMqtBRET08NglZFaV1sKSmZmJAQMG4KuvvkLt2rUrqxpERETK0OuVOcioSgtYoqOjERERgbCwsMqqAhEREVUTldIltGrVKhw5cgSHDh2qjNsTVStF4wA4ToKqi+o+9qq8uHCceVV4wPLXX39h7NixSEhIgJWVVany5OTkICcnx+BcriiApfSgpduIiIgqCLtzzKrCu4SSk5Nx7do1PP7449BoNNBoNNi9ezfmz58PjUaDgoLi08JiY2Ph4OBgcCzPPFvRVSciIqJKUuG7Nd++fRuXL182ODd06FD4+/vj7bffRrNmzYrlMdbCcqzxILawUI3CLiGqLqpil1C71B/Nfo+cs3sVKUfbqIMi5TxqKrxLyM7OrlhQYmNjA2dnZ6PBCgBotVpotVqDcwxWiIioSuHCcWbFlW6JiIiUwEG3ZlUlApZdu3ZVdhWIiIioCqsSAQsREVG1x1lCZsWAhYiISAnsEjKrSt/8kIiIiOhBKiVgKSgowOTJk+Hr6wtra2s0aNAAH374ISp4hjUREZFyuJeQWVVKl9CsWbOwePFiLFu2DE2bNsXhw4cxdOhQODg4YMyYMZVRJSIioociBKc1m1OlBCz79u1Dr169EBERAQDw8fHB999/j4MHD1ZGdYiIiKiKq5QuodDQUCQmJuLs2cLl9Y8fP469e/eiR48elVEdIiKihyf0yhxkVKW0sEyaNAkZGRnw9/eHWq1GQUEBZsyYgQEDBlRGdYiIiB4ex5+YVaUELGvWrMF3332HlStXomnTpjh27BjGjRsHT09PREVFFUvP3ZqJiKjKY+uIWVVKl9DEiRMxadIk9OvXD82bN8egQYMwfvx4xMbGGk3P3ZqJiIhqtkoJWO7cuQOVyvDWarUaehPNaTExMUhPTzc4Bts2qoiqEhERlY6+QJmDjKqULqGePXtixowZ8PLyQtOmTXH06FF88sknePnll42m527NRERU5bFLyKwqJWBZsGABJk+ejNdffx3Xrl2Dp6cnRowYgSlTplRGdYiIiKiKk0Q1XV52v+fzlV0FogqlF1JlV4GoVFRS1ftaaZf6o9nvkb1/tSLlWLXrq0g5jxpufkhERKQEdgmZFTc/JCIioiqPLSxERERK4MJxZsWAhYiISAkMWMxK8S6hPXv2oGfPnvD09IQkSdiwYYN8LS8vD2+//TaaN28OGxsbeHp6YvDgwUhNTVW6GkRERPQIUTxgycrKQmBgIBYtWlTs2p07d3DkyBFMnjwZR44cwY8//ogzZ87g2WefVboaREREFUqIAkUOMk7xLqEePXqY3HXZwcEBCQkJBucWLlyItm3bIiUlBV5eXkpXh4iIqGKwS8isKn2WUHp6OiRJgqOjY2VXhYiIqPyEXpmjHBYtWgQfHx9YWVkhODgYBw8eLDH92rVr4e/vDysrKzRv3hw//fSTwfUff/wR3bp1g7OzMyRJwrFjx4qVkZ2djejoaDg7O8PW1ha9e/dGWlpauepfGpUasGRnZ+Ptt99G//79YW9vX5lVISIiqpZWr16NCRMmYOrUqThy5AgCAwMRHh6Oa9euGU2/b98+9O/fH8OGDcPRo0cRGRmJyMhInDx5Uk6TlZWFDh06YNasWSbvO378eGzevBlr167F7t27kZqaiuefN9+irmZd6VaSJKxfvx6RkZHFruXl5aF37964cuUKdu3aVWLAkpOTg5ycHINzxxoP4n5CVKNwpVuqLmrqSrd3E79UpBzrJ4eXKX1wcDDatGmDhQsXAgD0ej3q16+P0aNHY9KkScXS9+3bF1lZWdiyZYt8rl27dmjZsiXi4uIM0l66dAm+vr44evQoWrZsKZ9PT09HnTp1sHLlSrzwwgsAgNOnT6NJkyZISkpCu3btyvQcSqNSWljy8vLQp08fXL58GQkJCQ9sXYmNjYWDg4PBsTzzbAXVloiIqBQU6hLKyclBRkaGwXH/L+1FcnNzkZycjLCwMPmcSqVCWFgYkpKSjOZJSkoySA8A4eHhJtMbk5ycjLy8PINy/P394eXlVaZyyqLCA5aiYOXcuXPYvn07nJ2dH5gnJiYG6enpBsdg20YVUFsiIqKKZeyX9NjYWKNpb9y4gYKCAri5uRmcd3Nzg06nM5pHp9OVKb2pMiwtLYuNPy1rOWWh+CyhzMxM/Pnnn/Ljixcv4tixY3BycoKHhwdeeOEFHDlyBFu2bEFBQYH8xJycnGBpaWm0TK1WC61Wa3CO3UFERFSlKDRLKCYmBhMmTDA4d/93YE2keMBy+PBhdOnSRX5c9KJHRUVh2rRp2LRpEwAY9IUBwM6dO9G5c2elq0NERFQxFNr80Ngv6aa4uLhArVYXm52TlpYGd3d3o3nc3d3LlN5UGbm5ubh165ZBK0tZyykLxbuEOnfuDCFEsWPp0qXw8fExek0IwWCFiIiojCwtLREUFITExET5nF6vR2JiIkJCQozmCQkJMUgPAAkJCSbTGxMUFAQLCwuDcs6cOYOUlJQylVMW3EuIiIhICZW0cNyECRMQFRWF1q1bo23btpg3bx6ysrIwdOhQAMDgwYNRt25deRzM2LFj0alTJ3z88ceIiIjAqlWrcPjwYXz55f9mOd28eRMpKSny1jlnzpwBUNiy4u7uDgcHBwwbNgwTJkyAk5MT7O3tMXr0aISEhJhlhhDAgIWIiEgZlRSw9O3bF9evX8eUKVOg0+nQsmVLxMfHywNrU1JSoFL9r0MlNDQUK1euxHvvvYd33nkHfn5+2LBhA5o1ayan2bRpkxzwAEC/fv0AAFOnTsW0adMAAJ9++ilUKhV69+6NnJwchIeH4/PPPzfb8zTrOizmtN/TfIvTEFVFXIeFqosauw7Lf+cpUo51xDhFynnUsIWFiIhICQoNuiXjFB90u2fPHvTs2ROenp6QJAkbNmwolubUqVN49tln4eDgABsbG7Rp0wYpKSlKV4WIiKji6PXKHGSU4gFLVlYWAgMDsWjRIqPXz58/jw4dOsDf3x+7du3Cb7/9hsmTJ8PKykrpqhAREVWcStz8sCZQvEuoR48e6NGjh8nr7777Lp5++mnMnj1bPtegQQOlq0FERESPkApdml+v1+O///0vGjVqhPDwcLi6uiI4ONhotxEREVG1wi4hs6rQgOXatWvIzMzEzJkz0b17d/z888947rnn8Pzzz2P37t0VWRUiIiJlsUvIrCp0lpD+/yPHXr16Yfz48QAKl+jft28f4uLi0KlTJ6P5cnJyiu1UmSsKuJ8QERFRDVGhLSwuLi7QaDQICAgwON+kSZMSZwkZ27lyeeZZc1eXiIio9NglZFYVGrBYWlqiTZs28hK/Rc6ePQtvb2+T+WJiYpCenm5wDLZtZO7qEhERlR4DFrNSvEsoMzMTf/75p/z44sWLOHbsGJycnODl5YWJEyeib9++6NixI7p06YL4+Hhs3rwZu3btMlmmsZ0r2R1ERERUcygesBw+fBhdunSRH0+YMAEAEBUVhaVLl+K5555DXFwcYmNjMWbMGDRu3Bg//PADOnTooHRViIiIKk713Omm2lA8YOncuTMetD3Ryy+/jJdfflnpWxMREVUedueYVYWOYSEiIiIqD25+SEREpAS2sJgVAxYiIiIlcNE3s1K8Syg2NhZt2rSBnZ0dXF1dERkZWWwac3Z2NqKjo+Hs7AxbW1v07t0baWlpSleFiIio4nBas1kpHrDs3r0b0dHR2L9/PxISEpCXl4du3bohKytLTjN+/Hhs3rwZa9euxe7du5Gamornn39e6aoQERHRI0LxLqH4+HiDx0uXLoWrqyuSk5PRsWNHpKen4+uvv8bKlSvRtWtXAMCSJUvQpEkT7N+/H+3atVO6SkRERObHac1mZfZZQunp6QAAJycnAEBycjLy8vIQFhYmp/H394eXlxeSkpLMXR0iIiLzYJeQWZk1YNHr9Rg3bhzat2+PZs2aAQB0Oh0sLS3h6OhokNbNzQ06nc6c1SEiIqJqyqyzhKKjo3Hy5Ens3bv3ocrhbs1ERFTlsXXErMzWwjJq1Chs2bIFO3fuRL169eTz7u7uyM3Nxa1btwzSp6Wlwd3d3WhZ3K2ZiIiqPKFX5iCjFA9YhBAYNWoU1q9fjx07dsDX19fgelBQECwsLJCYmCifO3PmDFJSUhASEmK0TO7WTEREVLMp3iUUHR2NlStXYuPGjbCzs5PHpTg4OMDa2hoODg4YNmwYJkyYACcnJ9jb22P06NEICQkxOUOIuzUTEVFVJ/ScJWROigcsixcvBlC4CeK9lixZgiFDhgAAPv30U6hUKvTu3Rs5OTkIDw/H559/rnRViIiIKg7HsJiV4gHLg3ZqBgArKyssWrQIixYtUvr2RERE9AjiXkJERERK4IBZs2LAQkREpASOYTErBixERERK4BgWszL70vxERERED0vxgCU2NhZt2rSBnZ0dXF1dERkZiTNnzhhNK4RAjx49IEkSNmzYoHRViIiIKg73EjIrxQOW3bt3Izo6Gvv370dCQgLy8vLQrVs3ZGVlFUs7b948SJKkdBWIiIgqnhDKHGSU4mNY4uPjDR4vXboUrq6uSE5ORseOHeXzx44dw8cff4zDhw/Dw8ND6WoQERHRI8Tsg27T09MBAE5OTvK5O3fu4KWXXsKiRYtM7h9ERERUrbA7x6zMGrDo9XqMGzcO7du3R7NmzeTz48ePR2hoKHr16mXO2xMREVUcTms2K7MGLNHR0Th58iT27t0rn9u0aRN27NiBo0ePlrqcnJwc5OTkGJzLFQXcT4iIiKiGMNu05lGjRmHLli3YuXMn6tWrJ5/fsWMHzp8/D0dHR2g0Gmg0hTFT7969i+0/VCQ2NhYODg4Gx/LMs+aqOhERUdkJvTIHGSWJ0mz+UwZCCIwePRrr16/Hrl274OfnZ3Bdp9Phxo0bBueaN2+Ozz77DD179oSvr2+xMo21sBxrPIgtLFSj6AVn1FH1oJKqXtdIu9QfzX6PO7OGKlJOrbeXKFLOo0bxLqHo6GisXLkSGzduhJ2dHXQ6HQDAwcEB1tbWcHd3NzrQ1svLy2iwAgBarRZardbgHIMVIiKimkPxgGXx4sUAUKx7Z8mSJRgyZIjStyMiIqoSBGcJmZXiY1iEEEaPkoIVIQQiIyOVrgoREVHF0QtljnJYtGgRfHx8YGVlheDgYBw8eLDE9GvXroW/vz+srKzQvHlz/PTTTwbXhRCYMmUKPDw8YG1tjbCwMJw7d84gzdmzZ9GrVy+4uLjA3t4eHTp0wM6dO8tV/9LgXkJERERKqKRBt6tXr8aECRMwdepUHDlyBIGBgQgPD8e1a9eMpt+3bx/69++PYcOG4ejRo4iMjERkZCROnjwpp5k9ezbmz5+PuLg4HDhwADY2NggPD0d2drac5plnnkF+fj527NiB5ORkBAYG4plnnpGHgihN8UG3FWW/5/OVXQWiCsVBt1Rd1NRBt1nTBypSjs17K8qUPjg4GG3atMHChQsBFK6BVr9+fYwePRqTJk0qlr5v377IysrCli1b5HPt2rVDy5YtERcXByEEPD098cYbb+DNN98EULgIrJubG5YuXYp+/frhxo0bqFOnDvbs2YMnnngCAHD79m3Y29sjISEBYWFh5X36JrGFhYiISAkKdQnl5OQgIyPD4Lh/pmyR3NxcJCcnGwQIKpUKYWFhSEpKMponKSmpWEARHh4up7948SJ0Op1BGgcHBwQHB8tpnJ2d0bhxYyxfvhxZWVnIz8/HF198AVdXVwQFBT3Uy2gKAxYiIiIlKLRbs7G1x2JjY43e8saNGygoKICbm5vBeTc3N5NdMzqdrsT0RX+XlEaSJGzfvh1Hjx6FnZ0drKys8MknnyA+Ph61a9cu+2tXCooHLLGxsWjTpg3s7Ozg6uqKyMhInDlzxiCNTqfDoEGD4O7uDhsbGzz++OP44YcflK4KERFRtRMTE4P09HSDIyYmprKrZUAIgejoaLi6uuKXX37BwYMHERkZiZ49e+Lvv/82yz0VD1h2796N6Oho7N+/HwkJCcjLy0O3bt2QlZUlpxk8eDDOnDmDTZs24cSJE3j++efRp0+fMi3XT0REVKUo1CWk1Wphb29vcNy/FlkRFxcXqNVqpKWlGZxPS0szubmwu7t7iemL/i4pzY4dO7BlyxasWrUK7du3x+OPP47PP/8c1tbWWLZsWdlfu1JQPGCJj4/HkCFD0LRpUwQGBmLp0qVISUlBcnKynGbfvn0YPXo02rZti8ceewzvvfceHB0dDdIQERFVK5UwS8jS0hJBQUFITEyUz+n1eiQmJiIkJMRonpCQEIP0AJCQkCCn9/X1hbu7u0GajIwMHDhwQE5z584dAIXjZe6lUqmgN9N6NGYfw5Keng4AcHJyks+FhoZi9erVuHnzJvR6PVatWoXs7GyTewkRERGRcRMmTMBXX32FZcuW4dSpU3jttdeQlZWFoUMLtwoYPHiwQZfS2LFjER8fj48//hinT5/GtGnTcPjwYYwaNQpA4fiUcePGYfr06XJPyODBg+Hp6SmvmRYSEoLatWsjKioKx48fx9mzZzFx4kRcvHgRERERZnmeZt2tWa/XY9y4cWjfvj2aNWsmn1+zZg369u0LZ2dnaDQa1KpVC+vXr0fDhg2NlsPdmomIqMor56JvD6tv3764fv06pkyZAp1Oh5YtWyI+Pl4eNJuSkmLQEhIaGoqVK1fivffewzvvvAM/Pz9s2LDB4Hv6rbfeQlZWFoYPH45bt26hQ4cOiI+Ph5WVFYDCrqj4+Hi8++676Nq1K/Ly8tC0aVNs3LgRgYGBZnmeZl2H5bXXXsPWrVuxd+9egx2bR48ejYMHD+Kjjz6Ci4sLNmzYgE8//RS//PILmjdvXqycadOm4f333zc4N8zWH6/YNTFX1YmqHK7DQtVFTV2HJTOmtyLl2MZyEooxZgtYRo0ahY0bN2LPnj0GmxqeP38eDRs2xMmTJ9G0aVP5fFhYGBo2bIi4uLhiZXG3ZiIGLFR9MGB5OAxYjFO8S0gIgdGjR2P9+vXYtWtXsR2YTQ3UUavVJgfqcLdmIiKq8iqpS6imUDxgiY6OxsqVK7Fx40bY2dnJi8w4ODjA2toa/v7+aNiwIUaMGIG5c+fC2dkZGzZsQEJCgsEywURERNUKAxazUnyW0OLFi5Geno7OnTvDw8NDPlavXg0AsLCwwE8//YQ6deqgZ8+eaNGiBZYvX45ly5bh6aefVro6REREFaOSNj+sKczSJfQgfn5+XNmWiIiISs2s05qJiIhqDHYJmRUDFiIiIgUIBixmxd2aiYiIqMozy6DbFi1ayBs2hYSEYOvWrQCAmzdvYvTo0WjcuDGsra3h5eWFMWPGyMv3ExERVVsKbX5IxineJVSvXj3MnDkTfn5+EEJg2bJl6NWrF44ePQohBFJTUzF37lwEBATg8uXLGDlyJFJTU7Fu3Tqlq0JERFRxzLTpHxUy69L8RZycnDBnzhwMGzas2LW1a9di4MCByMrKgkZT+vhpv+fzSlaRqMrjSrdUXdTUlW5vj1JmaQ67hT8pUs6jxqyDbgsKCrB27VpkZWWZ3OY6PT0d9vb2ZQpWiIiIqhx255iVWaKEEydOICQkBNnZ2bC1tcX69esREBBQLN2NGzfw4YcfYvjw4eaoBhERUcVhwGJWZglYGjdujGPHjiE9PR3r1q1DVFQUdu/ebRC0ZGRkICIiAgEBAZg2bVqJ5Rnb/DBXFHA/ISIiohrCLNOaLS0t0bBhQwQFBSE2NhaBgYH47LPP5Ou3b99G9+7dYWdnh/Xr18PCwqLE8mJjY+Hg4GBwLM88a46qExERlYsQQpGDjKuQdVj0er3cQpKRkYFu3brB0tISmzZtgpWV1QPzx8TEID093eAYbNvI3NUmIiIqPU5rNivFu4RiYmLQo0cPeHl54fbt21i5ciV27dqFbdu2ycHKnTt3sGLFCmRkZCAjIwMAUKdOHajVxrt4tFottFqtwTl2BxERUZXCYMOsFA9Yrl27hsGDB+Pvv/+Gg4MDWrRogW3btuGpp57Crl27cODAAQBAw4YNDfJdvHgRPj4+SleHiIiIHgGKByxff/21yWudO3dm/xwRET2SuJeQeXHxEyIiIiUwYDErbn5IREREVR5bWIiIiJTArYTMigELERGRAjiGxbwU7xJavHgxWrRoAXt7e9jb2yMkJARbt241SJOUlISuXbvCxsYG9vb26NixI+7evat0VYiIiOgRoXgLS7169TBz5kz4+flBCIFly5ahV69eOHr0KJo2bYqkpCR0794dMTExWLBgATQaDY4fPw6VisNpiIioGmMLi1lJogLmGTs5OWHOnDkYNmwY2rVrh6eeegoffvjhQ5W53/N5hWpHVD3ohVTZVSAqFZVU9b6426X+aPZ73OrbRZFyHFfvVKScR41ZmzUKCgqwatUqZGVlISQkBNeuXcOBAwfg6uqK0NBQuLm5oVOnTti7d685q0FERETVnFkClhMnTsDW1hZarRYjR47E+vXrERAQgAsXLgAApk2bhldffRXx8fF4/PHH8eSTT+LcuXPmqAoREVGFEHqhyEHGmWWWUOPGjXHs2DGkp6dj3bp1iIqKwu7du6HXF875GjFiBIYOHQoAaNWqFRITE/HNN98gNjbWaHk5OTny5olFckUB9xMiIqKqg9OazcosLSyWlpZo2LAhgoKCEBsbi8DAQHz22Wfw8PAAAAQEBBikb9KkCVJSUkyWFxsbCwcHB4NjeeZZc1SdiIioXNjCYl4VMjVHr9cjJycHPj4+8PT0xJkzZwyunz17Ft7e3ibzx8TEID093eAYbNvI3NUmIiKiKkLxLqGYmBj06NEDXl5euH37NlauXIldu3Zh27ZtkCQJEydOxNSpUxEYGIiWLVti2bJlOH36NNatW2eyTK1WC61Wa3CO3UFERFSlsEvIrBQPWK5du4bBgwfj77//hoODA1q0aIFt27bhqaeeAgCMGzcO2dnZGD9+PG7evInAwEAkJCSgQYMGSleFiIiowggGLGZVIeuwmAPXYaGahuuwUHVRU9dh+adnJ0XKcd68W5FyHjXcS4iIiEgJbGExKwYsRERECmCXkHlxAx8iIiKq8tjCQkREpAS2sJiV2VtYZs6cCUmSMG7cOPlcdnY2oqOj4ezsDFtbW/Tu3RtpaWnmrgoREZHZCL0yBxln1oDl0KFD+OKLL9CiRQuD8+PHj8fmzZuxdu1a7N69G6mpqXj+ec76ISIiKo9FixbBx8cHVlZWCA4OxsGDB0tMv3btWvj7+8PKygrNmzfHTz/9ZHBdCIEpU6bAw8MD1tbWCAsLM7rn33//+18EBwfD2toatWvXRmRkpJJPy4DZApbMzEwMGDAAX331FWrXri2fT09Px9dff41PPvkEXbt2RVBQEJYsWYJ9+/Zh//795qoOERGRWVVWC8vq1asxYcIETJ06FUeOHEFgYCDCw8Nx7do1o+n37duH/v37Y9iwYTh69CgiIyMRGRmJkydPymlmz56N+fPnIy4uDgcOHICNjQ3Cw8ORnZ0tp/nhhx8waNAgDB06FMePH8evv/6Kl156qexPoJTMtg5LVFQUnJyc8Omnn6Jz585o2bIl5s2bhx07duDJJ5/Ev//+C0dHRzm9t7c3xo0bh/Hjx5eqfK7DQjUN12Gh6qKmrsOS1kWZdVjcdpZtHZbg4GC0adMGCxcuBFC4HU79+vUxevRoTJo0qVj6vn37IisrC1u2bJHPtWvXDi1btkRcXByEEPD09MQbb7yBN998E0BhY4ObmxuWLl2Kfv36IT8/Hz4+Pnj//fcxbNiwh3i2pWeWFpZVq1bhyJEjRndf1ul0sLS0NAhWAMDNzQ06nc5oeTk5OcjIyDA4ckWBOapORERUPkJS5DD2nZeTk2P0lrm5uUhOTkZYWJh8TqVSISwsDElJSUbzJCUlGaQHgPDwcDn9xYsXodPpDNI4ODggODhYTnPkyBFcvXoVKpUKrVq1goeHB3r06GHQSqM0xQOWv/76C2PHjsV3330HKysrRcrkbs1ERFRTGPvOM9YAAAA3btxAQUEB3NzcDM6X1Aig0+lKTF/0d0lpLly4AACYNm0a3nvvPWzZsgW1a9dG586dcfPmzTI+49JRPGBJTk7GtWvX8Pjjj0Oj0UCj0WD37t2YP38+NBoN3NzckJubi1u3bhnkS0tLg7u7u9EyuVszERFVdUqNYTH2nRcTE1PZT8+AXl842Obdd99F79695fGokiRh7dq1Zrmn4uuwPPnkkzhx4oTBuaFDh8Lf3x9vv/026tevDwsLCyQmJqJ3794AgDNnziAlJQUhISFGy+RuzUREVNUJvTLjzIx955ni4uICtVpdbGmQkhoB3N3dS0xf9HdaWho8PDwM0rRs2RIA5PMBAQEG9X7ssceQkpJSqrqXleItLHZ2dmjWrJnBYWNjA2dnZzRr1gwODg4YNmwYJkyYgJ07dyI5ORlDhw5FSEgI2rVrp3R1iIiIHlmWlpYICgpCYmKifE6v1yMxMdFkI0BISIhBegBISEiQ0/v6+sLd3d0gTUZGBg4cOCCnCQoKglarxZkzZ+Q0eXl5uHTpEry9vRV7fveqlJVuP/30U6hUKvTu3Rs5OTkIDw/H559/XhlVISIiUkRlLfo2YcIEREVFoXXr1mjbti3mzZuHrKwsDB06FAAwePBg1K1bVx4HM3bsWHTq1Akff/wxIiIisGrVKhw+fBhffvklAMiLvU6fPh1+fn7w9fXF5MmT4enpKa+zYm9vj5EjR2Lq1KmoX78+vL29MWfOHADAiy++aJbnWSEBy65duwweW1lZYdGiRVi0aFFF3J6IiMjsRCUtPdC3b19cv34dU6ZMgU6nQ8uWLREfHy8Pmk1JSYFK9b8OldDQUKxcuRLvvfce3nnnHfj5+WHDhg1o1qyZnOatt95CVlYWhg8fjlu3bqFDhw6Ij483mEwzZ84caDQaDBo0CHfv3kVwcDB27NhhsPaaksy2Dou5cR0Wqmm4DgtVFzV1HZarIV0VKadu0g5FynnUcPNDIiIiBXAfIPNiwEJERKQApWYJkXGVsltzESEEevToAUmSsGHDBnNXhYiIiKops7awmNqtuci8efMgSYxIiYio+queI0KrjwrfrbnIsWPH8PHHH+Obb74xVxWIiIgqjNBLihxknNkClujoaERERBTbYAkA7ty5g5deegmLFi0yuRIfERFRdcKAxbzM0iVUtFvzoUOHjF4fP348QkND0atXL3PcnoiIiB4xigcsRbs1JyQkGN2tedOmTdixYweOHj1a6jJzcnKKba2dKwq4nxAREVUZHMNiXhW+W3NCQgLOnz8PR0dH+ToA9O7dG507dzZaprGttpdnnlW66kREROXGLiHzUnyl29u3b+Py5csG5+7drdnFxQU3btwwuN68eXN89tln6NmzJ3x9fYuVaayF5VjjQWxhoRqFK91SdVFTV7q90LybIuU8duJnRcp51CjeJVS0W/O97t2tGYDRgbZeXl5GgxXA+FbbDFaIiKgqqay9hGoKrnRLRESkAC7Nb16Vslvz/arp/otERERUQdjCQkREpACOMzMvBixEREQK4BgW8zL75odERERED4stLERERArgGirmZdYWlpkzZ0KSJIwbN04+p9PpMGjQILi7u8PGxgaPP/44fvjhB3NWg4iIyOyEUOYg48zWwnLo0CF88cUXaNGihcH5wYMH49atW9i0aRNcXFywcuVK9OnTB4cPH0arVq3MVR0iIiKzYguLeZmlhSUzMxMDBgzAV199hdq1axtc27dvH0aPHo22bdvisccew3vvvQdHR0ckJyeboypERET0CDBLwBIdHY2IiAiEhYUVuxYaGorVq1fj5s2b0Ov1WLVqFbKzs03uI0RERFQd6IWkyEHGKd4ltGrVKhw5cgSHDh0yen3NmjXo27cvnJ2dodFoUKtWLaxfvx4NGzZUuipEREQVhtOazUvRgOWvv/7C2LFjkZCQACsrK6NpJk+ejFu3bmH79u1wcXHBhg0b0KdPH/zyyy9o3ry50TzGNj/MFQXcT4iIiKiGUHS35g0bNuC5556DWv2/QKKgoACSJEGlUuHMmTNo2LAhTp48iaZNm8ppwsLC0LBhQ8TFxRktd9q0aXj//fcNzg2z9ccrdk2UqjpRlcemYqouaupuzb/59FSknBaXNitSzqNG0RaWJ598EidOnDA4N3ToUPj7++Ptt9/GnTt3AAAqleHQGbVaDb3e9K5RMTExmDBhgsG5Y40HKVRrIiKih8dfKsxL0YDFzs4OzZo1MzhnY2MDZ2dnNGvWDHl5eWjYsCFGjBiBuXPnwtnZGRs2bEBCQgK2bNlislytVgutVmtwjt1BRERENUeFrnRrYWGBn376CZMmTULPnj2RmZmJhg0bYtmyZXj66acrsipERESK4qBb8zJ7wLJr1y6Dx35+flzZloiIHjlcpda8uPkhERERVXnc/JCIiEgBHHRrXgxYiIiIFMAxLOaleJfQtGnTIEmSweHv7w8AuHnzJkaPHo3GjRvD2toaXl5eGDNmDNLT05WuBhERUYXi0vzmZZYWlqZNm2L79u3/u4mm8DapqalITU3F3LlzERAQgMuXL2PkyJFITU3FunXrzFEVIiIiegSYJWDRaDRwd3cvdr5Zs2YGM4QaNGiAGTNmYODAgcjPz5cDGyIiouqGk4TMyyyzhM6dOwdPT0889thjGDBgAFJSUkymTU9Ph729PYMVIiKq1tglZF6KByzBwcFYunQp4uPjsXjxYly8eBFPPPEEbt++XSztjRs38OGHH2L48OFKV4OIiIgeIYo3a/To0UP+d4sWLRAcHAxvb2+sWbMGw4YNk69lZGQgIiICAQEBmDZtWollcrdmIiKq6jhLyLzMvnCco6MjGjVqhD///FM+d/v2bXTv3h12dnZYv349LCwsSiwjNjYWDg4OBsfyzLPmrjoREVGp6RU6yDizByyZmZk4f/48PDw8ABS2rHTr1g2WlpbYtGkTrKysHlhGTEwM0tPTDY7Bto3MXXUiIiKqIhQPWN58803s3r0bly5dwr59+/Dcc89BrVajf//+crCSlZWFr7/+GhkZGdDpdNDpdCgoKDBZplarhb29vcHB7iAiIqpKBCRFjvJYtGgRfHx8YGVlheDgYBw8eLDE9GvXroW/vz+srKzQvHlz/PTTT4bPRQhMmTIFHh4esLa2RlhYGM6dO2e0rJycHLRs2RKSJOHYsWPlqn9pKB6wXLlyBf3790fjxo3Rp08fODs7Y//+/ahTpw6OHDmCAwcO4MSJE2jYsCE8PDzk46+//lK6KkRERBVGL5Q5ymr16tWYMGECpk6diiNHjiAwMBDh4eG4du2a0fT79u1D//79MWzYMBw9ehSRkZGIjIzEyZMn5TSzZ8/G/PnzERcXhwMHDsDGxgbh4eHIzs4uVt5bb70FT0/Psle8jCQhquf+kvs9n6/sKhBVKE53pOpCJVW9r5V2qT+a/R673F5UpJzOaWvLlD44OBht2rTBwoULAQB6vR7169fH6NGjMWnSpGLp+/bti6ysLGzZskU+165dO7Rs2RJxcXEQQsDT0xNvvPEG3nzzTQCFS5C4ublh6dKl6Nevn5xv69atmDBhAn744Qc0bdoUR48eRcuWLcvxrB+MuzUTEREpQA9JkaMscnNzkZycjLCwMPmcSqVCWFgYkpKSjOZJSkoySA8A4eHhcvqLFy9Cp9MZpHFwcEBwcLBBmWlpaXj11Vfx7bffolatWmWqd3lwtTYiIiIFlHf8yf2MLeWh1Wqh1WqLpb1x4wYKCgrg5uZmcN7NzQ2nT582Wr5OpzOaXqfTydeLzplKI4TAkCFDMHLkSLRu3RqXLl0q/RMsJ7awEBERKUCpac3GlvKIjY2t6KdTogULFuD27duIiYmpsHsyYCEiIqpCjC3lYSowcHFxgVqtRlpamsH5tLQ0o3v6AYC7u3uJ6Yv+LinNjh07kJSUBK1WC41Gg4YNGwIAWrdujaioqDI+49JRPGCZNm0aJEkyOPz9/Q3SJCUloWvXrrCxsYG9vT06duyIu3fvKl0VIiKiCqPUtGZjS3kY6w4CAEtLSwQFBSExMVE+p9frkZiYiJCQEKN5QkJCDNIDQEJCgpze19cX7u7uBmkyMjJw4MABOc38+fNx/PhxHDt2DMeOHZOnRa9evRozZswo/4tYArOMYWnatCm2b9/+v5vcs7FhUlISunfvjpiYGCxYsAAajQbHjx+HSsXGHiIiqr4qa5XaCRMmICoqCq1bt0bbtm0xb948ZGVlYejQoQCAwYMHo27dunK30tixY9GpUyd8/PHHiIiIwKpVq3D48GF8+eWXAABJkjBu3DhMnz4dfn5+8PX1xeTJk+Hp6YnIyEgAgJeXl0EdbG1tAQANGjRAvXr1zPI8zRKwaDQak01R48ePx5gxYwymWjVu3Ngc1SAiInrk9e3bF9evX8eUKVOg0+nQsmVLxMfHy4NmU1JSDBoFQkNDsXLlSrz33nt455134Ofnhw0bNqBZs2ZymrfeegtZWVkYPnw4bt26hQ4dOiA+Pr5Uq9Obi+LrsEybNg1z5syBg4MDrKysEBISgtjYWHh5eeHatWtwc3PD/Pnz8f333+P8+fPw9/fHjBkz0KFDhzLdh+uwUE3DdViouqip67D85NbvwYlK4em0VYqU86hRvB8mODgYS5cuRXx8PBYvXoyLFy/iiSeewO3bt3HhwgUAhUHNq6++ivj4eDz++ON48sknTS75S0REVB1U5tL8NYHiXUI9evSQ/92iRQsEBwfD29sba9asQZMmTQAAI0aMkPvWWrVqhcTERHzzzTcmp20Zm5OeKwq4nxAREVENYfaRro6OjmjUqBH+/PNPecfmgIAAgzRNmjRBSkqKyTKMzUlfnnnWrPUmIiIqC72kzEHGmT1gyczMxPnz5+Hh4QEfHx94enrizJkzBmnOnj0Lb29vk2UYm5M+2LaRuatORERUapWxNH9NoniX0JtvvomePXvC29sbqampmDp1KtRqNfr37w9JkjBx4kRMnToVgYGBaNmyJZYtW4bTp09j3bp1Jss0tiQxu4OIiIhqDsUDlitXrqB///74559/UKdOHXTo0AH79+9HnTp1AADjxo1DdnY2xo8fj5s3byIwMBAJCQlo0KCB0lUhIiKqMFVvbtSjRfFpzRWF05qppuG0Zqouauq05h/dX1KknOd1KxUp51HD3ZqJiIgUoJf4S4U5cT18IiIiqvLYwkJERKSAqtcR9mhhwEJERKSAytr8sKYwS5fQ1atXMXDgQDg7O8Pa2hrNmzfH4cOH5etCCEyZMgUeHh6wtrZGWFgYl+YnIiIikxQPWP7991+0b98eFhYW2Lp1K/744w98/PHHqF27tpxm9uzZmD9/PuLi4nDgwAHY2NggPDwc2dnZSleHiIioQnClW/NSvEto1qxZqF+/PpYsWSKf8/X1lf8thMC8efPw3nvvoVevXgCA5cuXw83NDRs2bEC/fsrsdklERFSRuEqteSnewrJp0ya0bt0aL774IlxdXdGqVSt89dVX8vWLFy9Cp9MhLCxMPufg4IDg4GAkJSUpXR0iIiJ6BCgesFy4cAGLFy+Gn58ftm3bhtdeew1jxozBsmXLAAA6nQ4A4ObmZpDPzc1NvkZERFTdCIUOMk7xLiG9Xo/WrVvjo48+AgC0atUKJ0+eRFxcHKKiospVZk5ODnJycgzO5YoC7idERERVBsefmJfiLSweHh4ICAgwONekSROkpKQAANzd3QEAaWlpBmnS0tLka/eLjY2Fg4ODwbE886zSVSciIqIqSvGApX379jhz5ozBubNnz8Lb2xtA4QBcd3d3JCYmytczMjJw4MABhISEGC0zJiYG6enpBsdg20ZKV52IiKjc9AodZJziXULjx49HaGgoPvroI/Tp0wcHDx7El19+iS+//BIAIEkSxo0bh+nTp8PPzw++vr6YPHkyPD09ERkZabRMrVYLrVZrcI7dQUREVJVw/Il5KR6wtGnTBuvXr0dMTAw++OAD+Pr6Yt68eRgwYICc5q233kJWVhaGDx+OW7duoUOHDoiPj4eVlZXS1SEiIqoQHMNiXpIQoloGhfs9n6/sKhBVKL3gpyFVDyqp6n2ttEv90ez3+LreQEXKGXZlhSLlPGq4lxAREZECOP7EvBiwEBERKYABi3mZZfNDIiIiIiVVym7N9xo5ciQkScK8efPMURUiIqIKISRlDjJO8S6hot2au3Tpgq1bt6JOnTo4d+6cwW7NRdavX4/9+/fD09NT6WoQERFVKHYJmVeF79Zc5OrVqxg9ejS2bduGiIgIpatBREREj5AK360ZKNxvaNCgQZg4cSKaNm2qdBWIiIgqHFe6Na8K360ZKGyF0Wg0GDNmjNK3JyIiqhTcrdm8Kny35uTkZHz22Wc4cuQIJKl0o4u4WzMREVHNVuG7Nf/yyy+4du0avLy8oNFooNFocPnyZbzxxhvw8fExWiZ3ayYioqpOLylzkHGKt7A8aLfmQYMGISwszOB6eHg4Bg0ahKFDhxotMyYmBhMmTDA4d6zxIAVrTURE9HA4/sS8Kny3ZmdnZzg7OxvksbCwgLu7Oxo3bmy0TO7WTEREVR0DFvNSvEuoaLfm77//Hs2aNcOHH35YbLdmIiIiorIwy15CzzzzDJ555plSp7906ZI5qkFERFRhOMPHvLj5IRERkQI4YNa8uPkhERERVXlsYSEiIlIAB92aFwMWIiIiBXAMi3mZpUvo6tWrGDhwIJydnWFtbY3mzZvj8OHD8vXMzEyMGjUK9erVg7W1NQICAhAXF2eOqhARET3yFi1aBB8fH1hZWSE4OBgHDx4sMf3atWvh7+8PKysrNG/eHD/99JPBdSEEpkyZAg8PD1hbWyMsLAznzp2Tr1+6dAnDhg2Dr68vrK2t0aBBA0ydOhW5ublmeX6AGQKWf//9F+3bt4eFhQW2bt2KP/74Ax9//DFq164tp5kwYQLi4+OxYsUKnDp1CuPGjcOoUaOwadMmpatDRERUIfQQihxltXr1akyYMAFTp07FkSNHEBgYiPDwcFy7ds1o+n379qF///4YNmwYjh49isjISERGRuLkyZNymtmzZ2P+/PmIi4vDgQMHYGNjg/DwcGRnZwMATp8+Db1ejy+++AK///47Pv30U8TFxeGdd94p34tXCpIQQtFWrEmTJuHXX3/FL7/8YjJNs2bN0LdvX0yePFk+FxQUhB49emD69Omlus9+z+cfuq5E1YlecAoCVQ8qqep1jrRL/dHs9/jQW5n1xiZf/q5M6YODg9GmTRssXLgQQOGefvXr18fo0aMxadKkYun79u2LrKwsbNmyRT7Xrl07tGzZEnFxcRBCwNPTE2+88QbefPNNAEB6ejrc3NywdOlS9OvXz2g95syZg8WLF+PChQtlqn9pKd7CsmnTJrRu3RovvvgiXF1d0apVK3z11VcGaUJDQ7Fp0yZcvXoVQgjs3LkTZ8+eRbdu3ZSuDhERUbWSk5ODjIwMg+P+DYCL5ObmIjk52WDLG5VKhbCwMCQlJRnNk5SUZHSLnKL0Fy9ehE6nM0jj4OCA4OBgk2UChUGNk5NTqZ9nWSkesFy4cAGLFy+Gn58ftm3bhtdeew1jxozBsmXL5DQLFixAQEAA6tWrB0tLS3Tv3h2LFi1Cx44dla4OERFRhRAKHcY2/I2NjTV6zxs3bqCgoABubm4G593c3KDT6Yzm0el0JaYv+rssZf75559YsGABRowYYfS6EhSfJaTX69G6dWt89NFHAIBWrVrh5MmTiIuLQ1RUFIDCgGX//v3YtGkTvL29sWfPHkRHR8PT07NY1AcURpv3R5e5ooD7CRERUZWh1LRmYxv+3r+fXlVy9epVdO/eHS+++CJeffVVs91H8RYWDw8PBAQEGJxr0qQJUlJSAAB3797FO++8g08++QQ9e/ZEixYtMGrUKPTt2xdz5841WqaxaHN55lmlq05ERFRuekmZQ6vVwt7e3uAwFbC4uLhArVYjLS3N4HxaWhrc3d2N5nF3dy8xfdHfpSkzNTUVXbp0QWhoqLzJsbkoHrC0b98eZ86cMTh39uxZeHt7AwDy8vKQl5cHlcrw1mq1Gnq98fg0JiYG6enpBsdg20ZKV52IiKhasbS0RFBQEBITE+Vzer0eiYmJCAkJMZonJCTEID0AJCQkyOl9fX3h7u5ukCYjIwMHDhwwKPPq1avo3LkzgoKCsGTJkmLf60pTvEto/PjxCA0NxUcffYQ+ffrg4MGD+PLLL+XIy97eHp06dcLEiRNhbW0Nb29v7N69G8uXL8cnn3xitEytVlssumR3EBERVSXlmZKshAkTJiAqKgqtW7dG27ZtMW/ePGRlZWHo0KEAgMGDB6Nu3bryOJixY8eiU6dO+PjjjxEREYFVq1bh8OHD8ve0JEkYN24cpk+fDj8/P/j6+mLy5Mnw9PREZGQkgP8FK97e3pg7dy6uX78u18dUy87DUjxgadOmDdavX4+YmBh88MEH8PX1xbx58zBgwP+me61atQoxMTEYMGAAbt68CW9vb8yYMQMjR45UujpEREQVorImc/ft2xfXr1/HlClToNPp0LJlS8THx8uDZlNSUgxaP0JDQ7Fy5Uq89957eOedd+Dn54cNGzagWbNmcpq33noLWVlZGD58OG7duoUOHTogPj4eVlZWAApbZP7880/8+eefqFevnkF9FF4tRab4OiwVheuwUE3DdViouqip67C86/OSIuXMuLRSkXIeNdxLiIiISAHc/NC8GLAQEREpoLLGsNQU5h3SS0RERKQAtrAQEREpgO0r5qV4C4uPjw8kSSp2REdH4+bNmxg9ejQaN24Ma2treHl5YcyYMUhPT1e6GkRERBVKr9BBxinewnLo0CEUFBTIj0+ePImnnnoKL774IlJTU5Gamoq5c+ciICAAly9fxsiRI5Gamop169YpXRUiIqIKwzEs5qV4wFKnTh2DxzNnzkSDBg3QqVMnSJKEH374Qb7WoEEDzJgxAwMHDkR+fj40GvZQERERUXFmHXSbm5uLFStW4OWXX4YkGV9DIj09Hfb29gxWiIioWlNqt2YyzqxRwoYNG3Dr1i0MGTLE6PUbN27gww8/xPDhw0ssh7s1ExFRVcfxJ+Zl1haWr7/+Gj169ICnp2exaxkZGYiIiEBAQACmTZtWYjncrZmIiKhmM1vAcvnyZWzfvh2vvPJKsWu3b99G9+7dYWdnh/Xr18PCwqLEsrhbMxERVXVCoT9knNm6hJYsWQJXV1dEREQYnM/IyEB4eDi0Wi02bdokb6RUEu7WTEREVR27hMzLLAGLXq/HkiVLEBUVZTCYNiMjA926dcOdO3ewYsUKZGRkICMjA0Dh7CK1mkEIERERFWeWgGX79u1ISUnByy+/bHD+yJEjOHDgAACgYcOGBtcuXrwIHx8fc1SHiIjI7LgOi3mZJWDp1q0bhCj+g+vcubPR80RERNUdv93Mi5sfEhERUZXH1dqIiIgUwC4h82LAQkREpADOEjKvCt2tuUhSUhK6du0KGxsb2Nvbo2PHjrh7967SVSEiIqowXIfFvCp0t2agMFjp3r07YmJisGDBAmg0Ghw/fhwqFYfTEBERkXEVulszAIwfPx5jxozBpEmT5DSNGzdWuhpEREQVil1C5lWhuzVfu3YNBw4cgKurK0JDQ+Hm5oZOnTph79695qwGERGR2bFLyLzMGrDcv1vzhQsXAADTpk3Dq6++ivj4eDz++ON48sknce7cOXNWhYiIiKoxs84Sun+3Zr2+sMFsxIgRGDp0KACgVatWSExMxDfffIPY2Fij5eTk5CAnJ8fgXK4o4H5CRERUZbBLyLwqdLdmDw8PAEBAQIBB2iZNmiAlJcVkWbGxsXBwcDA4lmeeNU/FiYiIykEvhCIHGWe2gMXYbs0+Pj7w9PTEmTNnDNKePXsW3t7eJsuKiYlBenq6wTHYtpG5qk5ERERVTIXu1ixJEiZOnIipU6ciMDAQLVu2xLJly3D69GmsW7fOZHlarRZardbgHLuDiIioKmHbiHlV6G7NADBu3DhkZ2dj/PjxuHnzJgIDA5GQkIAGDRqYoypEREQVgkvzm5ckqun2yfs9n6/sKhBVKL2QKrsKRKWikqre10q71B/Nfo+XvJ9TpJyVl9crUs6jhnsJERERKYBrqJgXAxYiIiIFcFqzeTFgISIiUgDHsJgXdxwkIiKiKk/xgKWgoACTJ0+Gr68vrK2t0aBBA3z44Ye4d2yvEAJTpkyBh4cHrK2tERYWxqX5iYioWuNeQualeMAya9YsLF68GAsXLsSpU6cwa9YszJ49GwsWLJDTzJ49G/Pnz0dcXBwOHDgAGxsbhIeHIzs7W+nqEBERVQi9QgcZp/gYln379qFXr17yCrc+Pj74/vvvcfDgQQCFrSvz5s3De++9h169egEAli9fDjc3N2zYsAH9+vVTukpERERUzSnewhIaGorExEScPVu418/x48exd+9e9OjRAwBw8eJF6HQ6hIWFyXkcHBwQHByMpKQkpatDRERUIYQQihxknOItLJMmTUJGRgb8/f2hVqtRUFCAGTNmYMCAAQAAnU4HAHBzczPI5+bmJl8jIiKqbjhLyLwUD1jWrFmD7777DitXrkTTpk1x7NgxjBs3Dp6enoiKiipXmTk5OcjJyTE4lysKuJ8QERFRDaF4l9DEiRMxadIk9OvXD82bN8egQYMwfvx4xMbGAgDc3d0BAGlpaQb50tLS5Gv3i42NhYODg8GxPPOs0lUnIiIqt8ocdLto0SL4+PjAysoKwcHB8rhRU9auXQt/f39YWVmhefPm+Omnnwyul2Y2782bNzFgwADY29vD0dERw4YNQ2ZmZjmfwYMpHrDcuXMHKpVhsWq1Gnp94Y/B19cX7u7uSExMlK9nZGTgwIEDCAkJMVpmTEwM0tPTDY7Bto2UrjoREVG5Vda05tWrV2PChAmYOnUqjhw5gsDAQISHh+PatWtG0+/btw/9+/fHsGHDcPToUURGRiIyMhInT56U05RmNu+AAQPw+++/IyEhAVu2bMGePXswfPjwsr9wpaT45odDhgzB9u3b8cUXX6Bp06Y4evQohg8fjpdffhmzZs0CUDj1eebMmVi2bBl8fX0xefJk/Pbbb/jjjz9gZWVVqvtw80Oqabj5IVUXNXXzw2e8IhQpZ0vKf8uUPjg4GG3atMHChQsBAHq9HvXr18fo0aMxadKkYun79u2LrKwsbNmyRT7Xrl07tGzZEnFxcRBCwNPTE2+88QbefPNNAEB6ejrc3NywdOlS9OvXD6dOnUJAQAAOHTqE1q1bAwDi4+Px9NNP48qVK/D09Czv0zdJ8RaWBQsW4IUXXsDrr7+OJk2a4M0338SIESPw4YcfymneeustjB49GsOHD0ebNm2QmZmJ+Pj4UgcrREREVY0eQpGjLHJzc5GcnGww81alUiEsLMzkzNukpCSD9AAQHh4upy/NbN6kpCQ4OjrKwQoAhIWFQaVS4cCBA2V6DqWl+KBbOzs7zJs3D/PmzTOZRpIkfPDBB/jggw+Uvj0REVGlUKrDwthEE61WC61WWyztjRs3UFBQYHTm7enTp42Wr9PpSpypW5rZvDqdDq6urgbXNRoNnJyczDbjl3sJERERKUCpQbfGJpoUTVypybhbMxERURUSExODCRMmGJwz1roCAC4uLlCr1WWaeevu7l5i+ntn83p4eBikadmypZzm/kG9+fn5uHnzpsn7Piy2sBARESlAqVlCWq0W9vb2BoepgMXS0hJBQUEGM2/1ej0SExNNzrwNCQkxSA8ACQkJcvrSzOYNCQnBrVu3kJycLKfZsWMH9Ho9goODy/cCPgBbWIiIiBRQWSvdTpgwAVFRUWjdujXatm2LefPmISsrC0OHDgUADB48GHXr1pW7lcaOHYtOnTrh448/RkREBFatWoXDhw/jyy+/BFA4znTcuHGYPn06/Pz85Nm8np6eiIyMBAA0adIE3bt3x6uvvoq4uDjk5eVh1KhR6Nevn1lmCAFmaGEpKCjA5MmT4evrC2trazRo0AAffvihycFII0eOhCRJJQ7SJSIiIuP69u2LuXPnYsqUKWjZsiWOHTuG+Ph4edBsSkoK/v77bzl9aGgoVq5ciS+//BKBgYFYt24dNmzYgGbNmslpSjOb97vvvoO/vz+efPJJPP300+jQoYMc9JiD4uuwfPTRR/jkk0+wbNkyNG3aFIcPH8bQoUMxY8YMjBkzxiDt+vXr8f777+P69euYOHEixo0bV+r7cB0Wqmm4DgtVFzV1HZYn63VTpJzEKz8rUs6jRvEuoX379qFXr16IiChcQMfHxwfff/99sWWCr169itGjR2Pbtm1yWiIiouqKmx+al+JdQqGhoUhMTMTZs4V7/Rw/fhx79+5Fjx495DR6vR6DBg3CxIkT0bRpU6WrQERERI8YxVtYJk2ahIyMDPj7+0OtVqOgoAAzZszAgAED5DSzZs2CRqMp1kVkCndrJiKiqq48+wBR6SnewrJmzRp89913WLlyJY4cOYJly5Zh7ty5WLZsGQAgOTkZn332GZYuXQpJKl2fPHdrJiKiqk4vhCIHGaf4oNv69etj0qRJiI6Ols9Nnz4dK1aswOnTpzFv3jxMmDDBYEfngoICqFQq1K9fH5cuXSpWprEWlmONB7GFhWoUDrql6qKmDrrtWPdJRcrZczXxwYlqIMW7hO7cuWMQjACAWq2GXq8HAAwaNMjopkuDBg2S54zfz9geCgxWiIioKql6YdqjRfGApWfPnpgxYwa8vLzQtGlTHD16FJ988glefvllAICzszOcnZ0N8lhYWMDd3R2NGzdWujpEREQVgrOEzEvxgGXBggWYPHkyXn/9dVy7dg2enp4YMWIEpkyZovStiIiIqgwGLOal+BiWisKF46im4RgWqi5q6hiWkLpdFCkn6epORcp51HAvISIiIgVU09//qw0GLERERApgl5B5Kb4OCxEREZHSKmW35szMTIwaNQr16tWDtbU1AgICEBcXp3RViIiIKoxQ6A8Zp3iX0KxZs7B48eJiuzU7ODjIS/FPmDABO3bswIoVK+Dj44Off/4Zr7/+Ojw9PfHss88qXSUiIiKz4xgW81K8heXe3Zp9fHzwwgsvoFu3bga7Ne/btw9RUVHo3LkzfHx8MHz4cAQGBhbb0ZmIiIgIqKTdmkNDQ7Fp0yZcvXoVQgjs3LkTZ8+eRbdu3ZSuDhERUYXQQyhykHGVslvzggULMHz4cNSrVw8ajQYqlQpfffUVOnbsqHR1iIiIKgS7hMxL8YDl3t2amzZtimPHjmHcuHHw9PREVFQUgMKAZf/+/di0aRO8vb2xZ88eREdHw9PTs9g+Q4DxzQ9zRQH3EyIiIqohKny35rt378LBwQHr169HRESEnOaVV17BlStXEB8fX6zMadOm4f333zc4N8zWH6/YNVGy6kRVGle6peqipq50G+geqkg5x3X7FCnnUaP4GJYH7dacl5eHvLy8EtPcLyYmBunp6QbHYNtGSlediIio3Dit2bwqfLdme3t7dOrUCRMnToS1tTW8vb2xe/duLF++HJ988onRMrVaLbRarcE5dgcREVFVoucYFrNSvEvo9u3bmDx5MtavXy/v1ty/f39MmTIFlpaWAACdToeYmBj8/PPPuHnzJry9vTF8+HCMHz8eklS6Zm9ufkg1DbuEqLqoqV1CzdzaKVLOybT9ipTzqOFuzUTVBAMWqi5qasDS1C1YkXJ+TzugSDmPGm5+SEREpAB2CZkXNz8kIiKiKo8tLERERArgDB/zYsBCRESkAHYJmZdZuoRu376NcePGwdvbG9bW1ggNDcWhQ4cAFK7D8vbbb6N58+awsbGBp6cnBg8ejNTUVHNUhYiIiB4BZglYXnnlFSQkJODbb7/FiRMn0K1bN4SFheHq1au4c+cOjhw5gsmTJ+PIkSP48ccfcebMGTz77LPmqAoREVGF4MJx5qX4tOa7d+/Czs4OGzduNFh6PygoCD169MD06dOL5Tl06BDatm2Ly5cvw8vLq1T34bRmqmk4rZmqi5o6rbmBy+OKlHP+xhFFynnUKN7Ckp+fj4KCAlhZWRmct7a2xt69e43mSU9PhyRJcHR0VLo6RERE9AhQPGCxs7NDSEgIPvzwQ6SmpqKgoAArVqxAUlIS/v7772Lps7Oz8fbbb6N///6wt7dXujpEREQVgl1C5mWWMSzffvsthBCoW7cutFot5s+fj/79+xfb8DAvLw99+vSBEAKLFy82WV5OTg4yMjIMjlxRYI6qExERlYsQekUOMs4sAUuDBg2we/duZGZm4q+//sLBgweRl5eHxx57TE5TFKxcvnwZCQkJJbauxMbGwsHBweBYnnnWHFUnIiIqFz2EIgcZZ9aVbm1sbODh4YF///0X27ZtQ69evQD8L1g5d+4ctm/fDmdn5xLLiYmJQXp6usEx2LaROatOREREVYhZFo7btm0bhBBo3Lgx/vzzT0ycOBH+/v4YOnQo8vLy8MILL+DIkSPYsmULCgoKoNPpAABOTk7yjs730mq10Gq1BucsJbU5qk5ERFQu1XQv4WrDLAFLeno6YmJicOXKFTg5OaF3796YMWMGLCwscOnSJWzatAkA0LJlS4N8O3fuROfOnc1RJSIiIrNid455Kb4OS0XhOixU03AdFqouauo6LPWcmilSzpWbJxUp51HDvYSIiIgUUE1//682GLAQEREpgJsfmpdZZwkRERFR1XDz5k0MGDAA9vb2cHR0xLBhw5CZmVlinuzsbERHR8PZ2Rm2trbo3bs30tLSDNKkpKQgIiICtWrVgqurKyZOnIj8/Hz5+o8//oinnnoKderUgb29PUJCQrBt27Yy17/Cd2sucurUKTz77LNwcHCAjY0N2rRpg5SUFHNUh4iIyOyq+kq3AwYMwO+//46EhARs2bIFe/bswfDhw0vMM378eGzevBlr167F7t27kZqaiuef/98Y0oKCAkRERCA3Nxf79u3DsmXLsHTpUkyZMkVOs2fPHjz11FP46aefkJycjC5duqBnz544evRomepvlkG3ffv2xcmTJ7F48WJ4enpixYoV+PTTT/HHH3+gbt26OH/+PNq2bYthw4bJS/L//vvvaNeuHVxdXUt1Dw66pZqGg26puqipg27dHPwVKSct/bQi5dzr1KlTCAgIwKFDh9C6dWsAQHx8PJ5++mlcuXIFnp6exfKkp6ejTp06WLlyJV544QUAwOnTp9GkSRMkJSWhXbt22Lp1K5555hmkpqbCzc0NABAXF4e3334b169fN7pUCQA0bdoUffv2NQhsHkTxFpa7d+/ihx9+wOzZs9GxY0c0bNgQ06ZNQ8OGDeXl99999108/fTTmD17Nlq1aoUGDRrg2WefLXWwQkRE9Kgyth1NTk7OQ5WZlJQER0dHOVgBgLCwMKhUKhw4cMBonuTkZOTl5SEsLEw+5+/vDy8vLyQlJcnlNm/eXA5WACA8PBwZGRn4/fffjZar1+tx+/ZtODk5lek5VPhuzXq9Hv/973/RqFEjhIeHw9XVFcHBwdiwYYPSVSEiIqowSi3Nb2w7mtjY2Ieqm06nK9YooNFo4OTkJC/eaiyPpaUlHB0dDc67ubnJeXQ6nUGwUnS96Joxc+fORWZmJvr06VOm51DhuzVfu3YNmZmZmDlzJrp3746ff/4Zzz33HJ5//nns3r1b6eoQERFVCCGEIoex7WhiYmKM3nPSpEmQJKnE4/Rp5buYymvlypV4//33sWbNmjL3qphlWvO3336Ll19+GXXr1oVarcbjjz+O/v37Izk5GXp94U6UvXr1wvjx4wEUrni7b98+xMXFoVOnTsXKy8nJKdYclisKuDw/ERFVGUpNaza2HY0pb7zxBoYMGVJimsceewzu7u64du2awfn8/HzcvHkT7u7uRvO5u7sjNzcXt27dMmhlSUtLk/O4u7vj4MGDBvmKZhHdX+6qVavwyiuvYO3atQbdTKVV4bs1u7i4QKPRICAgwCBPkyZNTM4S4m7NRERExdWpUwf+/v4lHpaWlggJCcGtW7eQnJws592xYwf0ej2Cg4ONlh0UFAQLCwskJibK586cOYOUlBSEhIQAAEJCQnDixAmDYCghIQH29vYG3/Pff/89hg4diu+//x4RERHleq4VvluzpaUl2rRpgzNnzhikPXv2LLy9vY2Ww92aiYioqlOqS8gcmjRpgu7du+PVV1/FwYMH8euvv2LUqFHo16+fPEPo6tWr8Pf3l1tMHBwcMGzYMEyYMAE7d+5EcnIyhg4dipCQELRr1w4A0K1bNwQEBGDQoEE4fvw4tm3bhvfeew/R0dFyK9HKlSsxePBgfPzxxwgODoZOp4NOp0N6enqZnkOF79YMABMnTkTfvn3RsWNHdOnSBfHx8di8eTN27dpltDzu1kxERFVdVd/88LvvvsOoUaPw5JNPQqVSoXfv3pg/f758PS8vD2fOnMGdO3fkc59++qmcNicnB+Hh4fj888/l62q1Glu2bMFrr72GkJAQ2NjYICoqCh988IGc5ssvv0R+fj6io6MRHR0tn4+KisLSpUtLXX+zrMOyZs0ao7s1Ozg4yGm++eYbxMbG4sqVK2jcuDHef/999OrVq9T34DosVNNwHRaqLmrqOiwOtg0UKSc987wi5TxquFszUTXBgIWqi5oasNjbPKZIORlZFxQp51HDzQ+JiIgUwM0PzYubHxIREVGVxxYWIiIiBZhz40JiwEJERKQIdgmZV5m7hPbs2YOePXvC09MTkiQV2wNICIEpU6bAw8MD1tbWCAsLw7lz5wzS3Lx5EwMGDIC9vT0cHR0xbNgwZGZmPtQTISIiokdXmQOWrKwsBAYGYtGiRUavz549G/Pnz0dcXBwOHDgAGxsbhIeHIzs7W04zYMAA/P7770hISMCWLVuwZ88eDB8+vPzPgoiIqJJV5YXjHgUPNa1ZkiSsX78ekZGRAAp/WJ6ennjjjTfw5ptvAgDS09Ph5uaGpUuXol+/fjh16hQCAgJw6NAheZvr+Ph4PP3007hy5Yq84t6DcFoz1TSc1kzVRU2d1qy1qq9IOTnZfylSzqNG0VlCFy9ehE6nM9jUyMHBAcHBwUhKSgIAJCUlwdHRUQ5WACAsLAwqlQoHDhxQsjpEREQVhi0s5qVowKLT6QAAbm5uBufd3NzkazqdrtiW0hqNBk5OTnIaIiIiontVi1lCOTk5yMnJMTiXKwq4nxAREVUZbB0xL0VbWNzd3QEAaWlpBufT0tLka+7u7gbbUANAfn4+bt68Kae5X2xsLBwcHAyO5Zlnlaw6ERHRQxEKHWScogGLr68v3N3dkZiYKJ/LyMjAgQMHEBISAgAICQnBrVu3kJycLKfZsWMH9Ho9goODjZYbExOD9PR0g2OwbSMlq05ERERVmSij27dvi6NHj4qjR48KAOKTTz4RR48eFZcvXxZCCDFz5kzh6OgoNm7cKH777TfRq1cv4evrK+7evSuX0b17d9GqVStx4MABsXfvXuHn5yf69+9f6jpkZ2eLqVOniuzs7LJWv9rlrW71fZi8rG/VzVvd6vsweVnfqpv3Ye5J1V+ZA5adO3cabcWKiooSQgih1+vF5MmThZubm9BqteLJJ58UZ86cMSjjn3/+Ef379xe2trbC3t5eDB06VNy+fbvUdUhPTxcARHp6elmrX+3yVrf6Pkxe1rfq5q1u9X2YvKxv1c37MPek6q/Mg247d+5c4sAiSZLwwQcf4IMPPjCZxsnJCStXrizrrYmIiKiG4m7NREREVOUxYCEiIqIqr1oGLFqtFlOnToVWq33k81a3+j5MXta36uatbvV9mLysb9XN+zD3pOrvofYSIiIiIqoI1bKFhYiIiGoWBixERERU5TFgISIioiqPAQsRERFVedVit+YbN27gm2++QVJSEnQ6HYDCTRRDQ0MxZMgQ1KlTp5JrSEREROZU5WcJHTp0COHh4ahVqxbCwsLg5uYGoHAH6MTERNy5cwfbtm1D69atK7mmVYsQArt27cKff/4JDw8PhIeHw8LCorKrVe1lZWUhOTkZf//9N1QqFR577DE8/vjjkCSpxHwFBQW4fPkyfHx8oFKpkJOTg40bN0Kv16NLly7y+/p+N27cgIuLiyJ1v3XrFtauXYuUlBR4e3vjxRdfhIODQ6ny5uXl4dKlS3B1dS11HjKPa9eu4eTJkwgKCoKDgwPS0tKwbNky6PV6REREoHnz5kbzKfleys/Px86dO+X3UpcuXaBWq0udPy8vr9yfR0OHDsWMGTPg6elZrvxUjVXmvgClERwcLIYPHy70en2xa3q9XgwfPly0a9euxDLu3Lkjvv76azF06FDRvXt38fTTT4tRo0aJ7du3l5jv2LFj4uuvvxbnz58XQghx8uRJ8dprr4kRI0aI+Ph4k/nWrVsnsrKySvHsisvOzha5ubny4z///FO88847YuDAgeLdd98VFy5cMJqvR48e4tatW0KIwr2agoODhSRJok6dOkKlUgl/f39x7dq1MtWlS5cu4tKlS6VKm5+fb/B4//79Yvfu3QbPpSJlZmaK3bt3m7x+4MABMW/ePDFp0iQxadIkMW/ePHHgwAGT6QsKCsTEiRNFrVq1hEqlEiqVSkiSJCRJEt7e3mLTpk0m8x4/flx4eHgIlUolmjVrJlJSUkSzZs2EjY2NsLW1FbVr1xYHDx40mlelUomuXbuK7777rswbvj333HNi7dq1QojC966Li4uoU6eOCA4OFm5ubsLd3V388ccfxfLNmjVL3LlzRwhR+HN94403hKWlpVCpVEKj0YihQ4eW+ec6bdo0cf369TLlKaLT6eTNVSvag95HQgjx999/iw0bNoi4uDgRFxcnNmzYIP7+++9SlX/+/HmxbNkyMXPmTDF79myxbt26EvfJ2blzp7CxsRGSJAl3d3dx7NgxUa9ePeHn5ycaN24stFqt2LZtm9G8D/NeGjVqlNi8ebMQQoi//vpL+Pv7C7VaLdzc3IRarRbNmzcXV65cKZZv9erVIicnR368YMEC4eXlJVQqlXB2dhbvv/++yXseP37c6GFhYSHWr18vP6aao8oHLFZWVuLUqVMmr586dUpYWVmZvH7u3Dnh7e0tXF1dRf369YUkSSIiIkIEBwcLtVotXnzxRZGXl1cs3w8//CDUarVwdnYWtra2IiEhQTg6OoqwsDARHh4u1Gq1+O6774zeU5IkYW9vL1599VWxf//+Mj3fTp06yV8ye/fuFVqtVrRo0UL07dtXtGrVStSqVUvs27fP6D3T0tKEEEK89tprIiAgQA5u/vrrLxEUFCRGjhxp9J4bN240eqjVarFw4UL5sTGpqamiffv2Qq1Wi44dO4qbN2+KiIgI+cu8UaNGIjU11Wje3NxcMXHiRNGgQQPRpk0b8fXXXxtc1+l0QqVSle6Fu8+xY8eM5k1LSxMdOnSQA422bduKtm3bCm9vbyFJkujQoYP8Ot7r7bffFk2aNBGbN28WCQkJomPHjmLWrFni1KlTYvLkySV+UYSHh4sXXnhBnDhxQowdO1Y0adJEvPjiiyI3N1fk5eWJgQMHirCwMKN5JUkS3bt3F5aWlqJ27dpi1KhR4ujRo6V6DWrXri3/3+nRo4d46aWX5C+P3NxcMWzYMNGtW7di+VQqlfwazJkzR9SuXVt888034vfffxcrVqwQrq6uYtasWUbvmZ6eXuy4deuWsLCwEAcOHJDPGZORkSEGDBggvLy8xODBg0VOTo54/fXXhSRJQqVSiY4dO5b4Zb5o0SLx5JNPihdffLHYLyPXr18Xvr6+D37R7mPqfSREYTAzYMAAoVarhUajEa6ursLV1VVoNBqhVqvFwIEDTf7ikpmZKV544QX5/4lKpRLu7u5CrVYLW1tbsXDhQqP5OnToIKKjo8Xt27fFnDlzRN26dUV0dLR8/c033xShoaFG8z7Me8nNzU2cOHFCCCFEnz59RFhYmByA/vPPP+KZZ54RL7zwQrF8976XvvnmG2FlZSWmTJki/vvf/4rp06cLGxsb8dVXX5ms772/GNx7FJ0v7+cDVU9VPmDx8fERy5YtM3l92bJlwtvb2+T1Hj16iBEjRsgtNDNnzhQ9evQQQghx9uxZ4ePjI6ZOnVos3+OPPy6mT58uhBDi+++/F46OjuKDDz6Qr8+dO1e0bNnS6D0lSRIffPCBaNWqlZAkSTRt2lR8+umn4saNGw96usLe3l6cPXtWCFEYvIwfP97g+nvvvSfat29v9J5FHwyNGzcuFmBs377d5Ad2SR8M935AGDNo0CARGhoqNm3aJPr27StCQ0PFE088Ia5cuSIuX74s2rdvb/CBeq+pU6cKNzc3MWfOHPHuu+8KBwcHMXz4cPm6TqcTkiSZeKVKZuqLpnfv3iIkJEScPn262LXTp0+L0NBQox+8Hh4eYs+ePfLjK1euCFtbW/k31Q8++ECEhIQYrUvt2rXllow7d+4ItVpt0Jpz8uRJ4ezsbDRv0c/1+vXrYu7cuSIgIECoVCrx+OOPi88//7zEL3Bra2vx559/yvU/cuSIwfUzZ84IBwcHk/cUQohWrVqJL774wuD6ihUrRNOmTY3es6j16f6jNF8yo0aNEv7+/mL+/Pmic+fOolevXqJZs2Zi7969Yvfu3SIgIEC88847RvN+9tlnolatWiI6OloMHDhQWFpaio8++ki+Xt7gt6SAZdiwYcLPz0/Ex8cbtDDm5+eLbdu2iUaNGolXXnnFaN7hw4eL9u3bixMnTohz586JF154Qbz11lsiKytLfP3116JWrVpGfyGyt7eXf6Z5eXlCo9EYBB1nz541+jMV4uHeS1ZWVvIvQPXq1SvWGnnixAnh4uJi8p5CCNG2bVsxe/Zsg+uff/65aNWqldF7BgYGioiICHHq1Clx6dIlcenSJXHx4kWh0WhEQkKCfI5qjiofsCxcuFBotVoxZswYsXHjRrF//36xf/9+sXHjRjFmzBhhbW0tFi1aZDJ/rVq15ABACCFycnKEhYWFHDxs2LBB+Pj4FMtnY2MjLl68KIQo7HqysLAQv/32m3z9/PnzwtbW1ug97/1PevjwYfHaa68JR0dHodVqxYsvvih+/vlnk/W1sbGRfyt2c3MTx44dM7j+559/Gr2vJElyl4+rq6s4efKkwfVLly4JrVZr9J7du3cXERERxVoWNBqN+P33303WVYjCL8KkpCQhROFvWpIkGfx2m5iYKB577DGjeRs2bCg3MwtR2BrWsGFDMWTIEKHX60v8kqldu3aJh729vdG8tra2xb6473X48GGjr6+dnZ3cNShEYReRRqORm/5///13UatWLaNlOjo6yu/B3NxcoVarRXJysnz91KlTonbt2kbz3vteKrJv3z7x8ssvCzs7O1GrVi0xaNAgo3mDg4PFl19+KYQoDDzWr19vcP3nn38W7u7uRu9Z9F5ydnaWf7MucuHCBZPPtW7duiIiIkLs2LFD7Nq1S+zatUvs3LlTqNVqsWTJEvmcMfXr1xc7duwQQghx9epVIUmSwftjy5YtonHjxkbzBgQEGHzB//rrr6JOnTpi8uTJQgjTAUt530dCFP5cf/31V6PXhChsIXV0dDR6zcXFRRw+fFh+fPPmTWFlZSW3yCxcuNDoL0QuLi7y/+2srCyhUqnk/39CFHajGAschHi491KLFi3EqlWrhBBCNGnSRCQkJBQrx8nJyeg9i95LLi4uRj/P7OzsjN4zJydHjB07VgQEBBj8ny3N5xI9mqp8wCKEEKtWrRLBwcFCo9HIv/FrNBoRHBwsVq9eXWJeT09Pgy+Hf//9V0iSJDIyMoQQhR++xr7I3d3d5Q+UmzdvCkmSxM6dO+XrBw8eNPphL4TxD4a7d++K5cuXi86dOwuVSmU0SBJCiK5du8q/hYSGhhZrXVq3bp3w8vIyes+nn35aPPfcc6J27doGH/RCFI4pcXNzM3pPIYT45JNPRP369Q3yleaDwcrKSqSkpMiPbWxsxLlz5+THly9fFtbW1kbzWltby0FhkStXrohGjRqJAQMGiKtXr5r8sqhVq5Z44403xNKlS40e77//vtG8zs7OJr8whSgcI2CstSM0NFRucRPif61uRU6cOGEy6HjyySfFsGHDxJUrV8T7778vGjZsKIYOHSpff/3118UTTzxhNO+9Ter3y8zMFP/5z39MdgFs2bJFODk5iSVLloglS5YIHx8f8Z///Ef8+uuv4ptvvhH169cXEydOLJZPkiQxY8YM8dlnnwkPD49iYziOHz9u8rn+888/IjIyUnTp0sVgTENp3ktardbgvVSrVi1x5swZ+fGlS5dMBkrG3ksnTpwQbm5uYtKkSSYDlvK+j4QobO04dOiQyedz8OBBYW9vb/TavUGsEIWBrEajkb/cz549a7Sru1evXuKZZ54Re/fuFcOHDxetW7cWERERIjMzU2RlZYkXXnhBdO/e3eg9H+a9tGTJElGvXj2xc+dOsXz5ctGkSROxfft2cfXqVbFjxw7RvHlzo61JkiSJ5cuXi40bN4p69eoV684+efKkydeoyE8//STq1asnPvroI/kXBQYsNVO1CFiK5ObmitTUVJGamlrqQX9RUVGiU6dO4tSpU+LChQvyWJAiu3btEvXr1y+Wb+DAgSI4OFisWLFC9OzZU4SHh4t27dqJU6dOidOnT4tOnToZ7ToQouQPBiEKWxJMNW3v27dPODg4iKlTp4oFCxYIFxcX8d5774nvvvtOTJkyRTg6OhodPzBkyBCD4/5AbuLEiSI8PNxknYQQ4ujRoyIgIEAMHz5cZGVlleqDwcvLy6B5+O233xb//POP/PjYsWMmf+Pz9fU1OvD56tWrolGjRuKpp54y+WURGhoq5s2bZ7JeppryX3/9deHt7S1+/PFHgybw9PR08eOPPwofHx8xatSoYvm2b98utFqtaNu2rejYsaPQaDTi008/la/PmTNHdO3a1WhdDh48KJydnYVKpRJ16tQRJ0+eFMHBwcLd3V14enoKa2trkwPAjQW/ZbFu3TpRr169Yl1+VlZWYty4ccUGSwshhLe3t/Dx8ZGPe5+nEELMmzfvgQPdP//8c+Hp6SlWrlwphChdwHL/Lxf9+/c3eO4nT540GSjVr1/foMuuyO+//y7c3NzE4MGDjb4fyvs+EkKIl156SbRq1cpoi92RI0dEUFCQGDBggNG8Tz31lEFX6Zw5c4SHh4dBfmP/b86ePSv8/PyEJEmiSZMm4sqVK+LZZ58VGo1GaDQaUadOHYPX8F4P+176+OOPRa1atYS1tbU8CLvoiIyMFLdv3zZ6z3uPe4N+IYT4z3/+Y7JL6F46nU706NFDPPHEEwxYarBqFbCUR1pammjXrp3cd+7t7W3wAbN27Voxf/78Yvl0Op146qmnhK2trQgPDxe3bt0So0aNkv/j+fn5yX3J93vYD4Z9+/bJdb73qFu3bokfriXJzMwUd+/efWC6O3fuiBEjRgg/Pz+hVqsf+MHw7LPPllinhQsXmvwiHzZsmHj55ZeNXrty5Ypo2LChyS+LGTNmiGnTppm8b0pKihgyZEix89nZ2WLkyJHyB66VlZWwsrISKpVKWFpaitdee83kDIpjx46Jd955R7zxxhsldusZk5mZKQ4fPix/qN+9e1f85z//EQsWLDA6nqbI0qVLyzyj4375+fni4MGDYtWqVWLlypVi586dcgtjeSQlJZXYrVbk999/F4GBgaJ///6l+pLp3r27iIuLM3l9yZIlJlsA+vfvL8aNG2f02smTJ+XZcvcr7/tIiMKW1+7duwtJkoSTk5Pw9/cX/v7+wsnJSahUKtGjRw/x77//Gs2bnJwsnJychLu7u/Dy8hKWlpbi+++/l68vXLhQDB482GS97h8Pt337drF58+YSx8kp8V76999/xZo1a8TMmTPFRx99JJYsWWLQUlRWmzdvLnHG5f0+++wzERkZKf76669y35Oqryq/DotSzp07h5ycHPj7+0OjKf96eRcuXMCdO3dKLOfy5cvw8vJ64NocD3L9+nVcuHABer0eHh4e8PHxKTH933//jcWLF2Pv3r0G64RERkZiyJAhZVonYdOmTdi5cydiYmLg6upa7udw8OBB1KpVC82aNSt27fLlyzh9+jTCw8ON5k1NTUVCQgKioqLKfX9TMjIycPjwYaSlpQEoXIgwKCgI9vb2it+rJsvNzcWkSZOwc+dO/Pjjj/D19TWZ9ubNm1CpVHB0dDR6fevWrbC2tkbnzp2LXfvtt9+QnJyMoUOHGs178uRJ/PDDD5g6dWp5nkaJTp06hf379xssahkSEgJ/f/8S8/3999/YsmULcnJy0LVrVwQEBCheN6JHSY0JWEz566+/MHXqVHzzzTfFrhV9EIWGhqJx48Y4ffo0PvvsM+Tk5GDgwIHo2rVrqe6RlZWFNWvWyIu49e/fH87OzkbTjh49Gn369METTzxRpudx+PBhhIWFoWHDhrC2tkZSUhJeeukl5ObmYtu2bQgICEB8fDzs7OzKVC4ZOnjwYLEVl0NCQtC2bdsH5tXr9VCpiu+GodfrceXKFXh5eZW6Hl27dsWSJUvg7e1tMk1OTg5UKpW8QNf58+fxzTffyIt9DRs2zGQAcfz4cSQnJ6Nz58547LHH8Pvvv2PRokXQ6/V47rnnTAaZVLn+/fdfbN68GYMHDzZ6XQiBS5cuoX79+tBoNMjNzcX69euRk5ODp59+ukwLy128eFH+TDP2CwkA/PDDD+jRowdq1apVrucDADt27DD4JaxBgwbo2bMn/Pz8yl0mVVOV2r5TBZjqo966dauwtLQUTk5OwsrKSmzdulXUqVNHhIWFia5duwq1Wi0SExONltmkSRN5HEdKSorw8fERDg4Ook2bNsLJyUm4urqaXACuqOvKz89PzJw5s9QLULVv396gafvbb78VwcHBQojCpuuWLVuKMWPGlKqs++l0uhIXeLpx44bYsWOH/JyvX78uZs6cKd5//32jC5OZotfrxY4dO8SXX34pNm/eXOI4pblz55Z7SmN5FhJMS0sT7du3L/P6LUIUjo958cUXhZWVlXB1dRWTJ082GDtS0myoh1kjp7xr+jzMGkRFjC3MZ2pxvPsVFBQYPa/X68u8gNyDFj8s70KNRcq7uGSRxMRE8f7774uRI0eK119/XcydO/ehulhKGnNz+vRp4e3tLVQqlWjYsKG4cOGCCAoKEjY2NqJWrVrCxcXF5L1fe+01uTvzzp07onfv3gZLHnTp0sXkGJbyrkmVlpYm2rZtKy9YqFKpRFBQkLxejbEB4/Roe+QDFlMf+EXHp59+avQ/eEhIiHj33XeFEIUzQmrXrm0wUHbSpEniqaeeMnrPe8ewDBgwQISGhsqr0N6+fVuEhYWJ/v37m8y7fft2MXbsWOHi4iIsLCzEs88+KzZv3mzyg1yIwlkS90+7tbCwEDqdTghROIXV09OzpJfKpJI+BA8cOCAcHByEJEmidu3a4vDhw8LX11f4+fmJBg0aCGtra5ODAB9mdV5JkoRarRZhYWFi1apVBqtplqS8CwmWd/0WIYQYM2aMaNSokVi7dq346quvhLe3t4iIiJDrXNJ6Mw+zRk551/R5mDWIyrswnxCVE9iVN6gT4uECu/J+GRtbmO/e45dffjH5GvXq1Us8++yz4rfffhPjxo0TTZo0Eb169RK5ubkiOztb9OzZUwwcONBo3nsnEsTExIh69eqJHTt2iKysLLF3717RoEEDMWnSpGL5HmZNqr59+4rIyEiRnp4usrOzxahRo+RxPYmJicLZ2bncY/qoenrkA5byfuDb29vL03OLptLdO9CwaMqkqXsW/ed+7LHHig3Q/PXXX43OTLo/b25urli9erX84efp6Sneeecdg2nDRby9vcXevXvlx6mpqUKSJHmJ9YsXL5pcEdjUEthFx+rVq01+CIaFhYlXXnlFZGRkiDlz5oh69eoZTG8cOnSoiIyMfOBzLevqvJIkiSVLlohevXoJCwsL4ezsLMaOHVtszZD7lXchwfKu3yJE4Uyqe6fEX79+XbRt21Z069ZNZGdnl/hF/DBr5JR3TZ+HWYOougV25Q3qhHi4wK68X8ZFz+NBC/QZU6dOHXmRuczMTCFJkvjll1/k67/++qvRJROK7lv0HmzWrJk8+6vIxo0bRaNGjUrMV9Y1qezt7Q3Wk8rMzBQWFhby7L5vv/3W5Lo89Gh65AMWT09PsWHDBpPXjx49avKD7N5ZQLa2tgYtGJcuXTIZANy7WJKnp2exL9EH5TX2G+jly5fF1KlT5Sbd+40dO1Y0a9ZMbN26VezYsUN06dJFdO7cWb4eHx8vGjRoYPKe5V0C+95VXHNzc4VKpTKY5pycnCzq1q37wOdantV5i/KmpaWJWbNmCX9/f6FSqUSbNm3El19+aXQmTHkXEizv+i1CFLZ+3d+1kJGRIUJCQkTXrl3FhQsXSlyFtbxr5JR3TZ+HWYOougV25Q3qivKWN7Ar75exvb29mDVrlrwA3/3HV199ZfI1sra2NuhSs7W1NfiMS0lJMbm45P0LwBlbmNLYeksPsyZVnTp1DH52d+7cESqVSu56Pn/+vMn60qPpkQ9YevbsKa92acyxY8eM/tbWokULsXXrVvnxiRMnDLoK9uzZU+KXafPmzUWrVq2Era2tWLduncH13bt3l+pL3Bi9Xm/0t5Lbt2+LPn36yIvrhYaGGnxJbtu2TaxZs8Zomc7OzuLrr7+Wl7q+//jvf/9r8kPw3g9tIYoHdpcvXy5VYFfW1XlNvU579uwRUVFRwsbGRtjY2BS7Xt6FBMu7fosQhcHYf//732Lnb9++LUJCQkRgYOADl40vzxo55V3T52HWIKpugV15gzohHi6wK++XcefOnU3u4ySE6c8zIYRo0KCBQYvK559/bhDUJycnl7gY5ogRI8T48eOFq6trsc+g5ORko+vGPMyaVM8995zo3bu3yMzMFLm5uWLcuHGiYcOG8vX9+/ebrC89mh75gGXPnj0Ggcf9MjMzjX7ALl68WGzZssVkvpiYGDFs2DCj16ZNm2Zw3D/47s033xT9+vUzmtfHx6dU/bum3L171+jgt5J069ZNfPjhhyavl/Qh6O/vbzD4eMuWLXI3lBCFHyr16tUzmvdhVud90Adhenq6vCz9vcq7kODDrN8yevRok1/wGRkZIjg4uFT73JR1jRwhyremT0lrEBUNCDe1BlF1C+zKG9QJ8XCBXXm/jL/88kvx2WefmXw+Op3O5LoyI0aMMLnRoBBCxMbGiqefftrotU6dOonOnTvLx/3lfPjhh6JTp07F8j3MmlTnz58XDRo0EBqNRlhYWAhHR0eDLQGWLFlidNwMPboe+YCFHuzHH38U3377rcnrN2/eFEuXLjV6bdq0aQYLXt3vnXfeEc8//7zRaw+zOm95PwjLu5BgkfT0dLFjxw6xcuVKsXLlSrFjx44SN40TovD1u7/16F4ZGRkltkrcb+PGjWLcuHFlev7Xrl0T+/fvF/v27Su2hH1pnT9/vlhL4/2qY2BX3oUaH2ZxSaW/jIvGZJVHUd4LFy6Y3Fn9QXnPnz9vdDG3S5cuGZ0sUNr6ZmVliW3btonNmzfLu0M/zHOl6q3Gr8NC5nXnzh2o1Wpotdoy583KyoJarYaVlZXi9VJqIUEyLiMjA8nJyQbr1TxoYb5///0XqampaNq0qdHrt2/fxpEjR9CpU6dS1aGsix+WdaFGU0qzuCRQ+H/j119/RU5ODtq1a1emNVDuZ2lpiePHj6NJkybVIm9l1ZeqN35S0wOVtLjeg/zzzz/lznvz5s1y531QnU0tOlVSvrt37yI5ORlOTk7FViXNzs7GmjVrTC7YVd3yPsw9ixZcDAkJQZcuXeQFF7/99tsSF1ysXbs2dDodlixZIq8UW5bFGu+9r7+/Pxo1aoSffvoJkyZNKjHvvQtEBgcH4/Tp05g1a1aZ7lmexSUvX76MK1euICQkBC4uLqXKO2HCBKNlFRQUYObMmfKClJ988kmVyFtZ9aVHVGU38VDVV9I6LI9aXlP5zpw5I68lolKpRMeOHcXVq1fl6yXNYDGW996m96qW92Hu+TALLlZG3upWX0mSRMuWLQ3Gk3Tu3FlIkiTatGkjOnfuLLp06WL0npWRt7LqS48mBixU7sX1qmPe8uaLjIwUERER4vr16+LcuXMiIiJC+Pr6ytNES/oSr255H+aeD7PgYmXkrW71jY2NFb6+vsWCmdLMGquMvJVVX3o0MWChh1pNtbrlLW8+V1dXgzU29Hq9GDlypPDy8hLnz58v8Uu8uuV9mHs+zIKLlZG3utVXiMLp0o0aNRJvvPGGvK1Aab/EKyNvZdWXHj3Fd2KjGsfDwwM//vgj9Hq90ePIkSOPTN7y5rt7967BAEpJkrB48WL07NkTnTp1wtmzZ03WtbrlfZh7FqUHAJVKBSsrKzg4OMjX7OzskJ6eXqXyVrf6tmnTBsnJybh+/Tpat26NkydPlnpn+MrIW1n1pUcPAxZCUFAQkpOTTV6XJAnCxGSy6pa3vPn8/f1x+PDhYucXLlyIXr164dlnnzVZZnXL+zD39PHxwblz5+THSUlJBrtQp6SkwMPDo8rkrW71LWJra4tly5YhJiYGYWFhKCgoMJm2KuStrPrSI6ZS23eoSijv4nrVMW9583300UfynkPGvPbaayYX16tueR/mng+z4GJl5K1u9TXmr7/+Ehs2bBCZmZmlSl/ZeSurvlT9cR0WIiIiqvLYJURERERVHgMWIiIiqvIYsBAREVGVx4CFiIiIqjwGLERERFTlMWAhIiKiKo8BCxEREVV5DFiIiIioyvs/xkWGAOs5RhkAAAAASUVORK5CYII=",
-      "text/plain": [
-       "<Figure size 640x480 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# vis burgers at different visocity coeffs\n",
-    "\n",
-    "dataset_name = 'burgers_pdebench'\n",
-    "img_size = 512\n",
-    "max_mode = img_size // 2\n",
-    "in_channels = 1\n",
-    "out_channels = 1\n",
-    "initial_steps = 1\n",
-    "filter_lim = -1\n",
-    "downsample_dim = -1\n",
-    "model_name = 'FNO2D'\n",
-    "darcy_forcing_term = 1.0\n",
-    "burger_viscosity = 1.0\n",
-    "\n",
-    "for burger_viscocity in [\n",
-    "    0.001,\n",
-    "    0.002,\n",
-    "    0.004,\n",
-    "    0.01,\n",
-    "    0.02,\n",
-    "    0.04,\n",
-    "    0.1,\n",
-    "    0.2,\n",
-    "    0.4,\n",
-    "    1.0,\n",
-    "    2.0,\n",
-    "    4.0,\n",
-    "]:\n",
-    "    dataset = get_dataset(\n",
-    "        dataset_name=dataset_name,\n",
-    "        filter_lim=filter_lim,\n",
-    "        img_size=img_size,\n",
-    "        downsample_dim=downsample_dim,\n",
-    "        train=False,\n",
-    "        initial_steps=initial_steps,\n",
-    "        model_name=model_name,\n",
-    "        darcy_forcing_term=darcy_forcing_term,\n",
-    "        burger_viscosity=burger_viscosity,\n",
-    "    )\n",
-    "    x = dataset[100]['y'].squeeze()\n",
-    "    norm1 = x / np.linalg.norm(x)\n",
-    "    # plt.imshow(norm1)\n",
-    "    # plt.colorbar(orientation='horizontal')\n",
-    "    sns.heatmap(norm1)\n",
-    "\n",
-    "    plt.title(f'{burger_viscocity=}')\n",
-    "    plt.show()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "be7da7df-3b2c-4e66-b6d4-7fad26bdf1d6",
-   "metadata": {},
-   "source": [
-    "# HP Search\n",
-    "\n",
-    "Find optimial HP config for darcy, burgers, and incompressible navier stokes, and compressible navier stokes\n",
-    "\n",
-    "TODO: select best models!"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "id": "02938d34-6890-4095-853c-fb5eef7a3042",
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/tmp/ipykernel_874208/1298345014.py:104: UserWarning: Tight layout not applied. tight_layout cannot make Axes width small enough to accommodate all Axes decorations\n",
-      "  plt.tight_layout()\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 600x600 with 12 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/tmp/ipykernel_874208/1298345014.py:104: UserWarning: Tight layout not applied. tight_layout cannot make Axes width small enough to accommodate all Axes decorations\n",
-      "  plt.tight_layout()\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 600x600 with 12 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/tmp/ipykernel_874208/1298345014.py:104: UserWarning: Tight layout not applied. tight_layout cannot make Axes width small enough to accommodate all Axes decorations\n",
-      "  plt.tight_layout()\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 600x600 with 12 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/tmp/ipykernel_874208/1298345014.py:104: UserWarning: Tight layout not applied. tight_layout cannot make Axes width small enough to accommodate all Axes decorations\n",
-      "  plt.tight_layout()\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 600x600 with 12 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/tmp/ipykernel_874208/1298345014.py:104: UserWarning: Tight layout not applied. tight_layout cannot make Axes width small enough to accommodate all Axes decorations\n",
-      "  plt.tight_layout()\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 600x600 with 12 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/tmp/ipykernel_874208/1298345014.py:104: UserWarning: Tight layout not applied. tight_layout cannot make Axes width small enough to accommodate all Axes decorations\n",
-      "  plt.tight_layout()\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 600x600 with 12 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/tmp/ipykernel_874208/1298345014.py:104: UserWarning: Tight layout not applied. tight_layout cannot make Axes width small enough to accommodate all Axes decorations\n",
-      "  plt.tight_layout()\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 600x600 with 12 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "finished_exp=156, total_exp=156, 100.0 %\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Check if all experiments have finished\n",
-    "ckpt_path = '/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts'\n",
-    "total_exp = 0\n",
-    "finished_exp = 0\n",
-    "learning_rates = {'001': 1e-2, '0001': 1e-3, '00001': 1e-4, '1e-05': 1e-5}\n",
-    "pinn_weights = {'05': 0.5, '025': 0.25, '01': 0.1}\n",
-    "summary_stats = pd.DataFrame(\n",
-    "    columns=['data', 'loss', 'lr', 'wd', 'pinn_loss_weight', 'test']\n",
-    ")\n",
-    "for dataset_name in [\n",
-    "    'darcy_pdebench',\n",
-    "    'burgers_pdebench',\n",
-    "    'incomp_ns_pdebench',\n",
-    "    'ns_pdebench',\n",
-    "]:\n",
-    "    img_size = 255\n",
-    "\n",
-    "    if dataset_name == 'ns_pdebench':\n",
-    "        img_size = 256\n",
-    "\n",
-    "    if dataset_name == 'darcy_pdebench':\n",
-    "        img_size = 64\n",
-    "\n",
-    "    if dataset_name == 'burgers_pdebench':\n",
-    "        img_size = 512\n",
-    "\n",
-    "    for loss_type in ['mse', 'pinn']:\n",
-    "        (\n",
-    "            model_name,\n",
-    "            in_channels,\n",
-    "            out_channels,\n",
-    "            initial_steps,\n",
-    "            loss,\n",
-    "            batch_size,\n",
-    "            _,\n",
-    "            _,\n",
-    "            _,\n",
-    "        ) = get_dataset_info(dataset_name, loss_type)\n",
-    "        if loss == 'n/a':\n",
-    "            continue\n",
-    "        fig, axes = plt.subplots(\n",
-    "            nrows=4, ncols=3, sharey='row', sharex='col', figsize=(6, 6)\n",
-    "        )\n",
-    "        for y_idx, lr in enumerate(['001', '0001', '00001', '1e-05']):\n",
-    "            for x_idx, wd in enumerate([1e-05, 1e-06, 1e-07]):\n",
-    "                pinn_loss_weights = ['05']\n",
-    "                if 'pinn' in loss_type:\n",
-    "                    pinn_loss_weights += ['025', '01']\n",
-    "                for pinn_loss_weight in pinn_loss_weights:\n",
-    "                    max_mode = img_size // 2\n",
-    "                    resolutions = str_from_res([0, 1, 0, 0])\n",
-    "                    ckpt_dir = f'{lr}_{wd}_15_05_{loss}_{batch_size}_{dataset_name}_-1_-1_{max_mode}_{model_name}_{in_channels}_{out_channels}_{pinn_loss_weight}_{initial_steps}_single_{resolutions}'\n",
-    "                    ckpt_pth = f'{ckpt_path}/{ckpt_dir}/'\n",
-    "                    ckpt_name = f'{ckpt_pth}/train_stats.csv'\n",
-    "                    total_exp += 1\n",
-    "                    if not os.path.exists(ckpt_name):\n",
-    "                        print('does not exist: ', ckpt_name)\n",
-    "                        continue\n",
-    "                    # print(ckpt_dir)\n",
-    "                    df = pd.read_csv(ckpt_name)\n",
-    "                    for ylabel in [\n",
-    "                        #'train_loss',\n",
-    "                        'test',\n",
-    "                    ]:\n",
-    "                        if 150 in df['epoch']:\n",
-    "                            finished_exp += 1\n",
-    "                            row = df[df.epoch == 150]\n",
-    "                            summary_stats.loc[len(summary_stats)] = [\n",
-    "                                dataset_name,\n",
-    "                                loss,\n",
-    "                                learning_rates[lr],\n",
-    "                                wd,\n",
-    "                                pinn_weights[pinn_loss_weight],\n",
-    "                                row[ylabel].item(),\n",
-    "                            ]\n",
-    "                        else:\n",
-    "                            print('Not finished: ', ckpt_name)\n",
-    "                        sns.lineplot(\n",
-    "                            df,\n",
-    "                            x='epoch',\n",
-    "                            y=ylabel,\n",
-    "                            label=f'test {pinn_loss_weight=}',\n",
-    "                            ax=axes[y_idx, x_idx],\n",
-    "                        )\n",
-    "                        sns.lineplot(\n",
-    "                            df,\n",
-    "                            x='epoch',\n",
-    "                            y='train_loss',\n",
-    "                            linestyle='--',\n",
-    "                            label=f'train {pinn_loss_weight=}',\n",
-    "                            ax=axes[y_idx, x_idx],\n",
-    "                        )\n",
-    "                        axes[y_idx, x_idx].get_legend().remove()\n",
-    "                        axes[y_idx, x_idx].set_yscale('log')\n",
-    "\n",
-    "                if y_idx == 3:\n",
-    "                    axes[y_idx, x_idx].set_xlabel(f'Epoch \\n {wd=}')\n",
-    "                if x_idx == 0:\n",
-    "                    axes[y_idx, x_idx].set_ylabel(f'{loss} \\n {lr=}')\n",
-    "\n",
-    "        plt.legend(bbox_to_anchor=(0, -0.7), loc='upper center', ncols=3)\n",
-    "\n",
-    "        fig.suptitle(f'{dataset_name}, {loss_type}')\n",
-    "        plt.tight_layout()\n",
-    "        plt.show()\n",
-    "print(f'{finished_exp=}, {total_exp=}, {finished_exp / total_exp * 100} %')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "id": "ebc55ffc-27e1-4191-8c31-4c8d5dda332f",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>data</th>\n",
-       "      <th>loss</th>\n",
-       "      <th>lr</th>\n",
-       "      <th>wd</th>\n",
-       "      <th>pinn_loss_weight</th>\n",
-       "      <th>test</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>66</th>\n",
-       "      <td>burgers_pdebench</td>\n",
-       "      <td>burgers_pinn</td>\n",
-       "      <td>0.0010</td>\n",
-       "      <td>1.000000e-05</td>\n",
-       "      <td>0.1</td>\n",
-       "      <td>0.012701</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>46</th>\n",
-       "      <td>burgers_pdebench</td>\n",
-       "      <td>mse</td>\n",
-       "      <td>0.0010</td>\n",
-       "      <td>1.000000e-05</td>\n",
-       "      <td>0.5</td>\n",
-       "      <td>0.000381</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>9</th>\n",
-       "      <td>darcy_pdebench</td>\n",
-       "      <td>darcy_pinn</td>\n",
-       "      <td>0.0100</td>\n",
-       "      <td>1.000000e-05</td>\n",
-       "      <td>0.1</td>\n",
-       "      <td>0.001141</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>darcy_pdebench</td>\n",
-       "      <td>mse</td>\n",
-       "      <td>0.0010</td>\n",
-       "      <td>1.000000e-07</td>\n",
-       "      <td>0.5</td>\n",
-       "      <td>0.000274</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>123</th>\n",
-       "      <td>incomp_ns_pdebench</td>\n",
-       "      <td>incomp_ns_pinn</td>\n",
-       "      <td>0.0001</td>\n",
-       "      <td>1.000000e-05</td>\n",
-       "      <td>0.1</td>\n",
-       "      <td>3.866482</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>92</th>\n",
-       "      <td>incomp_ns_pdebench</td>\n",
-       "      <td>mse</td>\n",
-       "      <td>0.0100</td>\n",
-       "      <td>1.000000e-06</td>\n",
-       "      <td>0.5</td>\n",
-       "      <td>2.194969</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>143</th>\n",
-       "      <td>ns_pdebench</td>\n",
-       "      <td>mse</td>\n",
-       "      <td>0.0010</td>\n",
-       "      <td>1.000000e-06</td>\n",
-       "      <td>0.5</td>\n",
-       "      <td>0.025513</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                   data            loss      lr            wd  \\\n",
-       "66     burgers_pdebench    burgers_pinn  0.0010  1.000000e-05   \n",
-       "46     burgers_pdebench             mse  0.0010  1.000000e-05   \n",
-       "9        darcy_pdebench      darcy_pinn  0.0100  1.000000e-05   \n",
-       "0        darcy_pdebench             mse  0.0010  1.000000e-07   \n",
-       "123  incomp_ns_pdebench  incomp_ns_pinn  0.0001  1.000000e-05   \n",
-       "92   incomp_ns_pdebench             mse  0.0100  1.000000e-06   \n",
-       "143         ns_pdebench             mse  0.0010  1.000000e-06   \n",
-       "\n",
-       "     pinn_loss_weight      test  \n",
-       "66                0.1  0.012701  \n",
-       "46                0.5  0.000381  \n",
-       "9                 0.1  0.001141  \n",
-       "0                 0.5  0.000274  \n",
-       "123               0.1  3.866482  \n",
-       "92                0.5  2.194969  \n",
-       "143               0.5  0.025513  "
-      ]
-     },
-     "execution_count": 3,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "best_hps = summary_stats.loc[\n",
-    "    summary_stats.groupby(['data', 'loss']).test.idxmin()\n",
-    "]\n",
-    "best_hps"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "e60b0858-d94c-4e1f-adbc-857e58e228ff",
-   "metadata": {},
-   "source": [
-    "## HP search for CROP/CNO2D"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 33,
-   "id": "1a3bcb71-5928-401d-852e-970c90b47190",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/tmp/ipykernel_874208/2146536264.py:127: UserWarning: Tight layout not applied. tight_layout cannot make Axes width small enough to accommodate all Axes decorations\n",
-      "  plt.tight_layout()\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 600x600 with 12 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/tmp/ipykernel_874208/2146536264.py:127: UserWarning: Tight layout not applied. tight_layout cannot make Axes width small enough to accommodate all Axes decorations\n",
-      "  plt.tight_layout()\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 600x600 with 12 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/tmp/ipykernel_874208/2146536264.py:127: UserWarning: Tight layout not applied. tight_layout cannot make Axes width small enough to accommodate all Axes decorations\n",
-      "  plt.tight_layout()\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 600x600 with 12 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/tmp/ipykernel_874208/2146536264.py:127: UserWarning: Tight layout not applied. tight_layout cannot make Axes width small enough to accommodate all Axes decorations\n",
-      "  plt.tight_layout()\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 600x600 with 12 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/tmp/ipykernel_874208/2146536264.py:127: UserWarning: Tight layout not applied. tight_layout cannot make Axes width small enough to accommodate all Axes decorations\n",
-      "  plt.tight_layout()\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 600x600 with 12 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "finished_exp=240, total_exp=60, 400.0 %\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Check if all experiments have finished\n",
-    "ckpt_path = '/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts'\n",
-    "total_exp = 0\n",
-    "finished_exp = 0\n",
-    "learning_rates = {'001': 1e-2, '0001': 1e-3, '00001': 1e-4, '1e-05': 1e-5}\n",
-    "pinn_weights = {'05': 0.5, '025': 0.25, '01': 0.1}\n",
-    "summary_stats = pd.DataFrame(\n",
-    "    columns=[\n",
-    "        'model_name',\n",
-    "        'train_res',\n",
-    "        'test_res',\n",
-    "        'latent_size',\n",
-    "        'lr',\n",
-    "        'test_loss',\n",
-    "        'dataset_name'\n",
-    "    ]\n",
-    ")\n",
-    "\n",
-    "for dataset_name in ['darcy_pdebench',\n",
-    "    'burgers_pdebench',\n",
-    "    'incomp_ns_pdebench',\n",
-    "]:\n",
-    "    for model_name in [\n",
-    "        'CROP2D',\n",
-    "        'CNO2D',\n",
-    "    ]:\n",
-    "        (\n",
-    "            _model_name,\n",
-    "            in_channels,\n",
-    "            out_channels,\n",
-    "            initial_steps,\n",
-    "            loss,\n",
-    "            batch_size,\n",
-    "            _,\n",
-    "            _,\n",
-    "            _,\n",
-    "        ) = get_dataset_info(dataset_name, 'mse')\n",
-    "        if dataset_name == 'darcy_pdebench':\n",
-    "            img_sizes = [128, 64, 32, 16]\n",
-    "        if dataset_name == 'burgers_pdebench':\n",
-    "            if model_name == \"CROP2D\":\n",
-    "                continue\n",
-    "            img_sizes = [1024, 512,256,128]\n",
-    "            model_name = \"CNO1D\"\n",
-    "        if dataset_name == 'incomp_ns_pdebench':\n",
-    "            img_sizes = [510, 255, 128, 64]\n",
-    "            batch_size = 1\n",
-    "        for latent_size in [64]: # 32, \n",
-    "            fig, axes = plt.subplots(\n",
-    "                nrows=3, ncols=4, sharey='row', sharex='col', figsize=(6, 6)\n",
-    "            )\n",
-    "            wd = 1e-05\n",
-    "            for y_idx, lr in enumerate(['0001', '00001', '1e-05']): # '001'\n",
-    "                for x_idx, res in enumerate([0,1,2,3]): #range(4)\n",
-    "                    img_size = img_sizes[res]\n",
-    "                    pinn_loss_weight = '05'\n",
-    "                    max_mode = latent_size // 2\n",
-    "                    resolutions = [0, 0, 0, 0]\n",
-    "                    resolutions[res] = 1\n",
-    "                    resolutions = str_from_res(resolutions)\n",
-    "                    ckpt_dir = f'{lr}_{wd}_15_05_{loss}_{batch_size}_{dataset_name}_-1_-1_{max_mode}_{model_name}_{in_channels}_{out_channels}_{pinn_loss_weight}_{initial_steps}_multi_{resolutions}_{latent_size}_{img_size}'\n",
-    "                    ckpt_pth = f'{ckpt_path}/{ckpt_dir}/'\n",
-    "                    # print(ckpt_pth)\n",
-    "                    ckpt_name = f'{ckpt_pth}/train_stats.csv'\n",
-    "                    total_exp += 1\n",
-    "                    if not os.path.exists(ckpt_name):\n",
-    "                        print('does not exist: ', ckpt_name)\n",
-    "                        continue\n",
-    "                    # print(ckpt_dir)\n",
-    "                    df = pd.read_csv(ckpt_name)\n",
-    "    \n",
-    "                    for test_idx, ylabel in enumerate(\n",
-    "                        [\n",
-    "                            #'train_loss',\n",
-    "                            # f'test_res_{res}',\n",
-    "                            'test_res_0',\n",
-    "                            'test_res_1',\n",
-    "                            'test_res_2',\n",
-    "                            'test_res_3',\n",
-    "                        ]\n",
-    "                    ):\n",
-    "                        ylabel = f\"test_res_{test_idx}\"\n",
-    "                        test_res = img_sizes[test_idx]\n",
-    "                        if 150 in df['epoch']:\n",
-    "                            finished_exp += 1\n",
-    "                            row = df[df.epoch == 150]\n",
-    "                            summary_stats.loc[len(summary_stats)] = [\n",
-    "                                model_name,\n",
-    "                                img_size,\n",
-    "                                test_res,\n",
-    "                                latent_size,\n",
-    "                                learning_rates[lr],\n",
-    "                                row[ylabel].item(),\n",
-    "                                dataset_name,\n",
-    "                            ]\n",
-    "                        else:\n",
-    "                            print('Not finished: ', ckpt_name)\n",
-    "                        sns.lineplot(\n",
-    "                            df,\n",
-    "                            x='epoch',\n",
-    "                            y=ylabel,\n",
-    "                            label=f'{ylabel} {latent_size=}',\n",
-    "                            ax=axes[y_idx, x_idx],\n",
-    "                        )\n",
-    "                        \"\"\"\n",
-    "                        sns.lineplot(\n",
-    "                            df,\n",
-    "                            x='epoch',\n",
-    "                            y='train_loss',\n",
-    "                            linestyle=\"--\",\n",
-    "                            label=f'train {latent_size=}',\n",
-    "                            ax=axes[y_idx, x_idx],\n",
-    "                        )\n",
-    "                        \"\"\"\n",
-    "                        axes[y_idx, x_idx].get_legend().remove()\n",
-    "                        axes[y_idx, x_idx].set_yscale('log')\n",
-    "    \n",
-    "                    if y_idx == 3:\n",
-    "                        axes[y_idx, x_idx].set_xlabel(f'Epoch \\n {wd=}')\n",
-    "                    if y_idx == 0:\n",
-    "                        axes[y_idx, x_idx].set_title(f'{img_size=}')\n",
-    "                    if x_idx == 0:\n",
-    "                        axes[y_idx, x_idx].set_ylabel(f'{lr=}')\n",
-    "    \n",
-    "            plt.legend(bbox_to_anchor=(0, -0.7), loc='upper center', ncols=3)\n",
-    "            fig.suptitle(f'{dataset_name}, {latent_size =}, {model_name=}')\n",
-    "            plt.tight_layout()\n",
-    "            plt.show()\n",
-    "print(f'{finished_exp=}, {total_exp=}, {finished_exp / total_exp * 100} %')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 38,
-   "id": "d03c9841-421c-4504-a1ce-0d02b27ce149",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "\"\\nsummary_stats.groupby(\\n    ['model_name','dataset_name','lr']\\n).mean()\\n\""
-      ]
-     },
-     "execution_count": 38,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "'''\n",
-    "summary_stats.groupby(\n",
-    "    ['model_name','dataset_name','lr']\n",
-    ").mean()\n",
-    "'''"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 34,
-   "id": "45cad2c1-32ed-4cc7-b111-de79290608a7",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th>train_res</th>\n",
-       "      <th>test_res</th>\n",
-       "      <th>latent_size</th>\n",
-       "      <th>test_loss</th>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>model_name</th>\n",
-       "      <th>dataset_name</th>\n",
-       "      <th>lr</th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th rowspan=\"3\" valign=\"top\">CNO1D</th>\n",
-       "      <th rowspan=\"3\" valign=\"top\">burgers_pdebench</th>\n",
-       "      <th>0.00001</th>\n",
-       "      <td>480.00</td>\n",
-       "      <td>480.00</td>\n",
-       "      <td>64.0</td>\n",
-       "      <td>6.003731</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>0.00010</th>\n",
-       "      <td>480.00</td>\n",
-       "      <td>480.00</td>\n",
-       "      <td>64.0</td>\n",
-       "      <td>244.019890</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>0.00100</th>\n",
-       "      <td>480.00</td>\n",
-       "      <td>480.00</td>\n",
-       "      <td>64.0</td>\n",
-       "      <td>0.701268</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th rowspan=\"6\" valign=\"top\">CNO2D</th>\n",
-       "      <th rowspan=\"3\" valign=\"top\">darcy_pdebench</th>\n",
-       "      <th>0.00001</th>\n",
-       "      <td>60.00</td>\n",
-       "      <td>60.00</td>\n",
-       "      <td>64.0</td>\n",
-       "      <td>0.002557</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>0.00010</th>\n",
-       "      <td>60.00</td>\n",
-       "      <td>60.00</td>\n",
-       "      <td>64.0</td>\n",
-       "      <td>0.001340</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>0.00100</th>\n",
-       "      <td>60.00</td>\n",
-       "      <td>60.00</td>\n",
-       "      <td>64.0</td>\n",
-       "      <td>0.001188</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th rowspan=\"3\" valign=\"top\">incomp_ns_pdebench</th>\n",
-       "      <th>0.00001</th>\n",
-       "      <td>239.25</td>\n",
-       "      <td>239.25</td>\n",
-       "      <td>64.0</td>\n",
-       "      <td>2.373884</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>0.00010</th>\n",
-       "      <td>239.25</td>\n",
-       "      <td>239.25</td>\n",
-       "      <td>64.0</td>\n",
-       "      <td>1.994100</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>0.00100</th>\n",
-       "      <td>239.25</td>\n",
-       "      <td>239.25</td>\n",
-       "      <td>64.0</td>\n",
-       "      <td>2.458306</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th rowspan=\"6\" valign=\"top\">CROP2D</th>\n",
-       "      <th rowspan=\"3\" valign=\"top\">darcy_pdebench</th>\n",
-       "      <th>0.00001</th>\n",
-       "      <td>60.00</td>\n",
-       "      <td>60.00</td>\n",
-       "      <td>64.0</td>\n",
-       "      <td>0.013467</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>0.00010</th>\n",
-       "      <td>60.00</td>\n",
-       "      <td>60.00</td>\n",
-       "      <td>64.0</td>\n",
-       "      <td>0.008563</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>0.00100</th>\n",
-       "      <td>60.00</td>\n",
-       "      <td>60.00</td>\n",
-       "      <td>64.0</td>\n",
-       "      <td>0.007889</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th rowspan=\"3\" valign=\"top\">incomp_ns_pdebench</th>\n",
-       "      <th>0.00001</th>\n",
-       "      <td>239.25</td>\n",
-       "      <td>239.25</td>\n",
-       "      <td>64.0</td>\n",
-       "      <td>3.024387</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>0.00010</th>\n",
-       "      <td>239.25</td>\n",
-       "      <td>239.25</td>\n",
-       "      <td>64.0</td>\n",
-       "      <td>2.491766</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>0.00100</th>\n",
-       "      <td>239.25</td>\n",
-       "      <td>239.25</td>\n",
-       "      <td>64.0</td>\n",
-       "      <td>2.176199</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                                       train_res  test_res  latent_size  \\\n",
-       "model_name dataset_name       lr                                          \n",
-       "CNO1D      burgers_pdebench   0.00001     480.00    480.00         64.0   \n",
-       "                              0.00010     480.00    480.00         64.0   \n",
-       "                              0.00100     480.00    480.00         64.0   \n",
-       "CNO2D      darcy_pdebench     0.00001      60.00     60.00         64.0   \n",
-       "                              0.00010      60.00     60.00         64.0   \n",
-       "                              0.00100      60.00     60.00         64.0   \n",
-       "           incomp_ns_pdebench 0.00001     239.25    239.25         64.0   \n",
-       "                              0.00010     239.25    239.25         64.0   \n",
-       "                              0.00100     239.25    239.25         64.0   \n",
-       "CROP2D     darcy_pdebench     0.00001      60.00     60.00         64.0   \n",
-       "                              0.00010      60.00     60.00         64.0   \n",
-       "                              0.00100      60.00     60.00         64.0   \n",
-       "           incomp_ns_pdebench 0.00001     239.25    239.25         64.0   \n",
-       "                              0.00010     239.25    239.25         64.0   \n",
-       "                              0.00100     239.25    239.25         64.0   \n",
-       "\n",
-       "                                        test_loss  \n",
-       "model_name dataset_name       lr                   \n",
-       "CNO1D      burgers_pdebench   0.00001    6.003731  \n",
-       "                              0.00010  244.019890  \n",
-       "                              0.00100    0.701268  \n",
-       "CNO2D      darcy_pdebench     0.00001    0.002557  \n",
-       "                              0.00010    0.001340  \n",
-       "                              0.00100    0.001188  \n",
-       "           incomp_ns_pdebench 0.00001    2.373884  \n",
-       "                              0.00010    1.994100  \n",
-       "                              0.00100    2.458306  \n",
-       "CROP2D     darcy_pdebench     0.00001    0.013467  \n",
-       "                              0.00010    0.008563  \n",
-       "                              0.00100    0.007889  \n",
-       "           incomp_ns_pdebench 0.00001    3.024387  \n",
-       "                              0.00010    2.491766  \n",
-       "                              0.00100    2.176199  "
-      ]
-     },
-     "execution_count": 34,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "summary_stats[summary_stats.train_res == summary_stats.test_res].groupby(\n",
-    "    ['model_name','dataset_name','lr']\n",
-    ").mean()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 35,
-   "id": "3ea9fb42-2808-442e-8b64-86a0518b8c6b",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "summary_stats = summary_stats.replace([np.inf, -np.inf], 1e10)\n",
-    "summary_stats = summary_stats.fillna(1e10)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 36,
-   "id": "3812f867-626f-4c06-9e0c-d507fe5b8057",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "learning_rates[lr]=0.001, model_name='CROP2D', latent_size=64, avg loss:0.013500921293598311 \n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 400x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "learning_rates[lr]=0.0001, model_name='CNO2D', latent_size=64, avg loss:0.001707276626802875 \n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 400x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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au3atJCkajSoYDOquu+7SsmXLvnN9X1+fxo4dq7Vr16qkpOSUbjMSicjv96urq0vp6eletgsA56xEPTZ6esbQ29ur5uZmhUKhb64gOVmhUEhNTU2ndB2HDx/WkSNHdMEFF5xwTk9PjyKRiLkAAIaGpzB0dnaqr69PgUDAjAcCAbW3t5/SdSxdulQTJkwwcfm26upq+f3+2CUYDHrZJgDgNAzpp5JWr16turo6bdq0SWlpaSecV1FRoa6urthl3759Q7hLAPh+G+Fl8rhx45SSkqKOjg4z3tHRofHjx5907SOPPKLVq1frjTfe0FVXXXXSuT6fTz6fz8vWAABx4ukZQ2pqqnJzc9XY2Bgbi0ajamxsVEFBwQnXPfTQQ1q5cqUaGhqUl5c3+N0CABLO0zMGSQqHwyotLVVeXp5mzJihmpoadXd3q6ysTJJUUlKirKwsVVdXS5L+7//+T5WVlXr++eeVnZ0dey/i/PPP1/nnnx/HuwIAiAfPYSguLtaBAwdUWVmp9vZ25eTkqKGhIfaGdFtbm5KTv3ki8vjjj6u3t1e//OUvzfVUVVXpvvvuO73dAwDizvPfMQwH/o4BAPo7I/6OAQBw7iMMAACDMAAADMIAADAIAwDAIAwAAIMwAAAMwgAAMAgDAMAgDAAAgzAAAAzCAAAwCAMAwCAMAACDMAAADMIAADAIAwDAIAwAAIMwAAAMwgAAMAgDAMAgDAAAgzAAAAzCAAAwCAMAwCAMAACDMAAADMIAADAIAwDAIAwAAIMwAAAMwgAAMAgDAMAgDAAAgzAAAAzCAAAwCAMAwCAMAACDMAAADMIAADAIAwDAIAwAAIMwAAAMwgAAMAgDAMAgDAAAgzAAAAzCAAAwCAMAwCAMAACDMAAADMIAADAIAwDAIAwAAIMwAAAMwgAAMAgDAMAYVBhqa2uVnZ2ttLQ05efna9u2bSed/9e//lWXXnqp0tLSdOWVV6q+vn5QmwUAJJ7nMGzcuFHhcFhVVVXavn27pk6dqsLCQu3fv3/A+Vu3btXNN9+sBQsWaMeOHZo7d67mzp2rDz744LQ3DwCIvyTnnPOyID8/X9OnT9fatWslSdFoVMFgUHfddZeWLVvWb35xcbG6u7v16quvxsauueYa5eTkaP369ad0m5FIRH6/X11dXUpPT/eyXQA4ZyXqsXGEl8m9vb1qbm5WRUVFbCw5OVmhUEhNTU0DrmlqalI4HDZjhYWFevnll094Oz09Perp6Yn93NXVJenYIQAAjjn+mOjx3/ffyVMYOjs71dfXp0AgYMYDgYB27do14Jr29vYB57e3t5/wdqqrq3X//ff3Gw8Gg162CwDfC//+97/l9/vjdn2ewjBUKioqzLOMgwcP6qKLLlJbW1tc7/zZJBKJKBgMat++fd/rl9M4B87gOM7h2KspF154oS644IK4Xq+nMIwbN04pKSnq6Ogw4x0dHRo/fvyAa8aPH+9pviT5fD75fL5+436//3v7C3Bcenr69/4MJM5B4gyO4xyOvaQf1+vzMjk1NVW5ublqbGyMjUWjUTU2NqqgoGDANQUFBWa+JL3++usnnA8AGF6eX0oKh8MqLS1VXl6eZsyYoZqaGnV3d6usrEySVFJSoqysLFVXV0uSFi9erDlz5ujRRx/VjTfeqLq6Or333nt64okn4ntPAABx4TkMxcXFOnDggCorK9Xe3q6cnBw1NDTE3mBua2szT2tmzpyp559/XitWrNA999yjn/zkJ3r55Zc1ZcqUU75Nn8+nqqqqAV9e+r7gDI7hHDiD4ziHxJ2B579jAACc2/iuJACAQRgAAAZhAAAYhAEAYJwxYeCrvL2dwYYNGzR79myNHTtWY8eOVSgU+s4zO1t4/V04rq6uTklJSZo7d25iNzgEvJ7BwYMHVV5erszMTPl8Pk2ePPms//+E1zOoqanRJZdcopEjRyoYDGrJkiX6+uuvh2i3ifH222+rqKhIEyZMUFJS0km/Y+64LVu26Oqrr5bP59PFF1+sZ555xvsNuzNAXV2dS01NdU8//bT75z//6RYuXOjGjBnjOjo6Bpz/7rvvupSUFPfQQw+5Dz/80K1YscKdd9557v333x/inceP1zOYN2+eq62tdTt27HA7d+50v/71r53f73f/+te/hnjn8eX1HI7bu3evy8rKcrNnz3a/+MUvhmazCeL1DHp6elxeXp674YYb3DvvvOP27t3rtmzZ4lpaWoZ45/Hj9Qyee+455/P53HPPPef27t3rXnvtNZeZmemWLFkyxDuPr/r6erd8+XL30ksvOUlu06ZNJ53f2trqRo0a5cLhsPvwww/dY4895lJSUlxDQ4On2z0jwjBjxgxXXl4e+7mvr89NmDDBVVdXDzj/pptucjfeeKMZy8/Pd7/5zW8Sus9E8noG33b06FE3evRo9+yzzyZqi0NiMOdw9OhRN3PmTPfkk0+60tLSsz4MXs/g8ccfdxMnTnS9vb1DtcWE83oG5eXl7qc//akZC4fDbtasWQnd51A6lTDcfffd7oorrjBjxcXFrrCw0NNtDftLSce/yjsUCsXGTuWrvP93vnTsq7xPNP9MN5gz+LbDhw/ryJEjcf8yraE02HN44IEHlJGRoQULFgzFNhNqMGfwyiuvqKCgQOXl5QoEApoyZYpWrVqlvr6+odp2XA3mDGbOnKnm5ubYy02tra2qr6/XDTfcMCR7PlPE67Fx2L9ddai+yvtMNpgz+LalS5dqwoQJ/X4pziaDOYd33nlHTz31lFpaWoZgh4k3mDNobW3Vm2++qVtuuUX19fXas2eP7rjjDh05ckRVVVVDse24GswZzJs3T52dnbr22mvlnNPRo0d122236Z577hmKLZ8xTvTYGIlE9NVXX2nkyJGndD3D/owBp2/16tWqq6vTpk2blJaWNtzbGTKHDh3S/PnztWHDBo0bN264tzNsotGoMjIy9MQTTyg3N1fFxcVavnz5Kf8XEs8FW7Zs0apVq7Ru3Tpt375dL730kjZv3qyVK1cO99bOSsP+jGGovsr7TDaYMzjukUce0erVq/XGG2/oqquuSuQ2E87rOXz88cf65JNPVFRUFBuLRqOSpBEjRmj37t2aNGlSYjcdZ4P5XcjMzNR5552nlJSU2Nhll12m9vZ29fb2KjU1NaF7jrfBnMG9996r+fPn69Zbb5UkXXnlleru7taiRYu0fPnyuH8t9ZnqRI+N6enpp/xsQToDnjHwVd6DOwNJeuihh7Ry5Uo1NDQoLy9vKLaaUF7P4dJLL9X777+vlpaW2OXnP/+5rrvuOrW0tJyV/8W/wfwuzJo1S3v27IlFUZI++ugjZWZmnnVRkAZ3BocPH+734H88lO579HVwcXts9Pa+eGLU1dU5n8/nnnnmGffhhx+6RYsWuTFjxrj29nbnnHPz5893y5Yti81/99133YgRI9wjjzzidu7c6aqqqs6Jj6t6OYPVq1e71NRU9+KLL7rPP/88djl06NBw3YW48HoO33YufCrJ6xm0tbW50aNHuzvvvNPt3r3bvfrqqy4jI8P94Q9/GK67cNq8nkFVVZUbPXq0+8tf/uJaW1vd3//+dzdp0iR30003DdddiItDhw65HTt2uB07djhJbs2aNW7Hjh3u008/dc45t2zZMjd//vzY/OMfV/3973/vdu7c6Wpra8/ej6s659xjjz3mLrzwQpeamupmzJjh/vGPf8T+tzlz5rjS0lIz/4UXXnCTJ092qamp7oorrnCbN28e4h3Hn5czuOiii5ykfpeqqqqh33icef1d+F/nQhic834GW7dudfn5+c7n87mJEye6Bx980B09enSIdx1fXs7gyJEj7r777nOTJk1yaWlpLhgMujvuuMP95z//GfqNx9Fbb7014P/Pj9/30tJSN2fOnH5rcnJyXGpqqps4caL705/+5Pl2+dptAIAx7O8xAADOLIQBAGAQBgCAQRgAAAZhAAAYhAEAYBAGAIBBGAAABmEAABiEAQBgEAYAgEEYAADG/wNApDXxJ3A/XQAAAABJRU5ErkJggg==",
-      "text/plain": [
-       "<Figure size 400x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "learning_rates[lr]=0.001, model_name='CNO1D', latent_size=64, avg loss:3125000302.27444 \n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 400x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "learning_rates[lr]=0.001, model_name='CROP2D', latent_size=64, avg loss:2.1835258444514842 \n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 400x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "learning_rates[lr]=0.001, model_name='CNO2D', latent_size=64, avg loss:2.4760359508250285 \n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 400x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "learning_rates = {'001': 1e-2, '0001': 1e-3, '00001': 1e-4, '1e-05': 1e-5}\n",
-    "hp_search_stats = pd.DataFrame(\n",
-    "    columns=['model_name', 'latent_size', 'lr', 'avg_test_loss']\n",
-    ")\n",
-    "for dataset_name in ['darcy_pdebench',\n",
-    "    'burgers_pdebench',\n",
-    "    'incomp_ns_pdebench',\n",
-    "]:\n",
-    "    for model_name in [\n",
-    "        'CROP2D',\n",
-    "        'CNO2D',\n",
-    "    ]:\n",
-    "        fig, axes = plt.subplots(\n",
-    "            nrows=1, ncols=1, sharey='row', sharex='col', figsize=(4, 4)\n",
-    "        )\n",
-    "    \n",
-    "        for y_idx, latent_size in enumerate([64]):\n",
-    "            # LR based on HP search\n",
-    "            if dataset_name == \"darcy_pdebench\":\n",
-    "                if model_name == 'CROP2D':\n",
-    "                    lr = '0001'\n",
-    "                    #lr = '0001'\n",
-    "                else:\n",
-    "                    lr = '00001'\n",
-    "            if dataset_name == \"burgers_pdebench\":\n",
-    "                if model_name == 'CROP2D':\n",
-    "                    continue\n",
-    "                else:\n",
-    "                    lr = '0001'\n",
-    "                    model_name = \"CNO1D\"\n",
-    "\n",
-    "            if dataset_name == \"incomp_pdebench\":\n",
-    "                if model_name == 'CROP2D':\n",
-    "                    lr = '0001'\n",
-    "                else:\n",
-    "                    lr = '0001'\n",
-    "    \n",
-    "            heatmap = summary_stats[\n",
-    "                (summary_stats.lr == learning_rates[lr])\n",
-    "                & (summary_stats.model_name == model_name)\n",
-    "                & (summary_stats.latent_size == latent_size)\n",
-    "            & (summary_stats.dataset_name == dataset_name)\n",
-    "            ]\n",
-    "    \n",
-    "            pivot = heatmap.pivot(\n",
-    "                index='train_res', columns='test_res', values='test_loss'\n",
-    "            )\n",
-    "            print(\n",
-    "                f'{learning_rates[lr]=}, {model_name=}, {latent_size=}, avg loss:{pivot.mean().mean()} '\n",
-    "            )\n",
-    "            norm = LogNorm()\n",
-    "            sns.heatmap(\n",
-    "                pivot,\n",
-    "                norm=norm,\n",
-    "                ax=axes,\n",
-    "                cmap='RdYlGn_r',\n",
-    "                linewidths=0.5,\n",
-    "                fmt='.2E',\n",
-    "                annot=pivot,\n",
-    "                cbar=False,\n",
-    "            )\n",
-    "            axes.set_title(f'{model_name}')\n",
-    "            axes.set_ylabel('Train Resolution')\n",
-    "            axes.set_xlabel('Test Resolution')\n",
-    "            if y_idx != 0:\n",
-    "                axes.get_yaxis().set_visible(False)\n",
-    "    \n",
-    "    \n",
-    "        #fig.suptitle(f\"{model_name}, {dataset_name}\")\n",
-    "        plt.tight_layout()\n",
-    "        plt.show()\n",
-    "        fig.savefig(\n",
-    "            f'{FIG_DIR}/{model_name}_{dataset_name}_heatmapt.pdf',  # .png\n",
-    "            dpi=300,\n",
-    "            bbox_inches='tight',\n",
-    "        )"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "id": "3a6d1083-35c3-4bed-a473-3e5eb5e7011a",
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "learning_rates[lr]=0.01, model_name='CROP2D', latent_size=32, avg loss:0.011456615317001663 \n",
-      "learning_rates[lr]=0.01, model_name='CROP2D', latent_size=64, avg loss:0.013862370829883681 \n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 800x250 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "learning_rates[lr]=0.001, model_name='CROP2D', latent_size=32, avg loss:0.010897562442551075 \n",
-      "learning_rates[lr]=0.001, model_name='CROP2D', latent_size=64, avg loss:0.013500921293598311 \n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 800x250 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "learning_rates[lr]=0.0001, model_name='CROP2D', latent_size=32, avg loss:0.010415028074930836 \n",
-      "learning_rates[lr]=0.0001, model_name='CROP2D', latent_size=64, avg loss:0.011067023904615742 \n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 800x250 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "learning_rates[lr]=0.01, model_name='CNO2D', latent_size=32, avg loss:7824533696.520511 \n",
-      "learning_rates[lr]=0.01, model_name='CNO2D', latent_size=64, avg loss:1688144757021.9417 \n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 800x250 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "learning_rates[lr]=0.001, model_name='CNO2D', latent_size=32, avg loss:0.12354499858940919 \n",
-      "learning_rates[lr]=0.001, model_name='CNO2D', latent_size=64, avg loss:0.0013543973336708937 \n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 800x250 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "learning_rates[lr]=0.0001, model_name='CNO2D', latent_size=32, avg loss:0.0018617416594679062 \n",
-      "learning_rates[lr]=0.0001, model_name='CNO2D', latent_size=64, avg loss:0.001707276626802875 \n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 800x250 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "learning_rates = {'001': 1e-2, '0001': 1e-3, '00001': 1e-4, '1e-05': 1e-5}\n",
-    "hp_search_stats = pd.DataFrame(\n",
-    "    columns=['model_name', 'latent_size', 'lr', 'avg_test_loss']\n",
-    ")\n",
-    "for model_name in [\n",
-    "    'CROP2D',\n",
-    "    'CNO2D',\n",
-    "]:\n",
-    "    for _, lr in enumerate(['001', '0001', '00001']):\n",
-    "        fig, axes = plt.subplots(\n",
-    "            nrows=1, ncols=2, sharey=False, sharex='col', figsize=(8, 2.5)\n",
-    "        )\n",
-    "        for y_idx, latent_size in enumerate([32, 64]):\n",
-    "            heatmap = summary_stats[\n",
-    "                (summary_stats.lr == learning_rates[lr])\n",
-    "                & (summary_stats.model_name == model_name)\n",
-    "                & (summary_stats.latent_size == latent_size)\n",
-    "            ]\n",
-    "\n",
-    "            pivot = heatmap.pivot(\n",
-    "                index='train_res', columns='test_res', values='test_loss'\n",
-    "            )\n",
-    "            print(\n",
-    "                f'{learning_rates[lr]=}, {model_name=}, {latent_size=}, avg loss:{pivot.mean().mean()} '\n",
-    "            )\n",
-    "            norm = LogNorm()\n",
-    "            sns.heatmap(\n",
-    "                pivot,\n",
-    "                norm=norm,\n",
-    "                ax=axes[y_idx],\n",
-    "                cmap='RdYlGn_r',\n",
-    "                linewidths=0.5,\n",
-    "                fmt='.0E',\n",
-    "                annot=pivot,\n",
-    "                cbar=False,\n",
-    "            )\n",
-    "            axes[y_idx].set_title(f'{latent_size=}')\n",
-    "\n",
-    "            hp_search_stats.loc[len(hp_search_stats)] = [\n",
-    "                model_name,\n",
-    "                latent_size,\n",
-    "                learning_rates[lr],\n",
-    "                pivot.mean().mean(),\n",
-    "            ]\n",
-    "\n",
-    "        fig.suptitle(f'{model_name}, {lr=}')\n",
-    "        plt.tight_layout()\n",
-    "        plt.show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "id": "257e6142-f383-4814-a9f1-ab70f046d805",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def resize(x, out_size, permute=False):\n",
-    "    if permute:\n",
-    "        x = x.permute(0, 3, 1, 2)\n",
-    "\n",
-    "    f = torch.fft.rfft2(x, norm='backward')\n",
-    "    f_z = torch.zeros(\n",
-    "        (*x.shape[:-2], out_size[0], out_size[1] // 2 + 1),\n",
-    "        dtype=f.dtype,\n",
-    "        device=f.device,\n",
-    "    )\n",
-    "    # 2k+1 -> (2k+1 + 1) // 2 = k+1 and (2k+1)//2 = k\n",
-    "    top_freqs1 = min((f.shape[-2] + 1) // 2, (out_size[0] + 1) // 2)\n",
-    "    top_freqs2 = min(f.shape[-1], out_size[1] // 2 + 1)\n",
-    "    # 2k -> (2k + 1) // 2 = k and (2k)//2 = k\n",
-    "    bot_freqs1 = min(f.shape[-2] // 2, out_size[0] // 2)\n",
-    "    bot_freqs2 = min(f.shape[-1], out_size[1] // 2 + 1)\n",
-    "    f_z[..., :top_freqs1, :top_freqs2] = f[..., :top_freqs1, :top_freqs2]\n",
-    "    f_z[..., -bot_freqs1:, :bot_freqs2] = f[..., -bot_freqs1:, :bot_freqs2]\n",
-    "    # x_z = torch.fft.ifft2(f_z, s=out_size).real\n",
-    "    x_z = torch.fft.irfft2(f_z, s=out_size).real\n",
-    "    x_z = x_z * (out_size[0] / x.shape[-2]) * (out_size[1] / x.shape[-1])\n",
-    "\n",
-    "    # f_z[..., -f.shape[-2]//2:, :f.shape[-1]] = f[..., :f.shape[-2]//2+1, :]\n",
-    "\n",
-    "    if permute:\n",
-    "        x_z = x_z.permute(0, 2, 3, 1)\n",
-    "    return x_z"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "id": "52062158-38dd-45ea-a010-3f225abcaaf0",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Resuming training from /pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-05_15_05_mse_128_darcy_pdebench_-1_-1_8_FNO2D_1_1_05_1_single_0_0_0_1/150_ckpt.pth\n",
-      "resolution_ratios=[0, 0, 0, 1]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 0, 1, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 1, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "Resuming training from /pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-05_15_05_mse_128_darcy_pdebench_-1_-1_64_FNO2D_1_1_05_1_multi_025_025_025_025/150_ckpt.pth\n",
-      "resolution_ratios=[0, 0, 0, 1]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 0, 1, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 1, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "Resuming training from /pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/00001_1e-05_15_05_mse_128_darcy_pdebench_-1_-1_32_CROP2D_1_1_05_1_multi_0_0_0_1_64_16/150_ckpt.pth\n",
-      "resolution_ratios=[0, 0, 0, 1]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 0, 1, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 1, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/00001_1e-05_15_05_mse_128_darcy_pdebench_-1_-1_32_CNO2D_1_1_05_1_multi_0_0_0_1_64_16/\n",
-      "Resuming training from /pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/00001_1e-05_15_05_mse_128_darcy_pdebench_-1_-1_32_CNO2D_1_1_05_1_multi_0_0_0_1_64_16/150_ckpt.pth\n",
-      "resolution_ratios=[0, 0, 0, 1]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 0, 1, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 1, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/tmp/ipykernel_556052/2361858079.py:220: UserWarning: The figure layout has changed to tight\n",
-      "  plt.tight_layout()\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 600x250 with 8 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# fig, axs = plt.subplots(3, 4, figsize=(8, 8))\n",
-    "\n",
-    "fig = plt.figure(layout='constrained', figsize=(6, 2.5))\n",
-    "subfigs = fig.subfigures(2, 1, wspace=0.07)  # three rows\n",
-    "\n",
-    "# img_axs = subfigs[0].subplots(1, 4, sharey=False)\n",
-    "# multi_axs = subfigs[1].subplots(1, 4, sharey=False)\n",
-    "spectrum_axs = subfigs[0].subplots(1, 4, sharey='row')\n",
-    "residual_axs = subfigs[1].subplots(1, 4, sharey='row')\n",
-    "\n",
-    "# get data args\n",
-    "loss = 'mse'\n",
-    "dataset_name = 'darcy_pdebench'\n",
-    "darcy_forcing_term = 1.0\n",
-    "burger_viscosity = 'na'\n",
-    "\n",
-    "color_dict = {\n",
-    "    'ground_truth': 'green',\n",
-    "    'FNO2D': 'red',\n",
-    "    'CROP2D': 'orange',\n",
-    "    'CNO2D': 'blue',\n",
-    "    'Multi Res.': 'purple',\n",
-    "}\n",
-    "\n",
-    "\n",
-    "for model_name in [\n",
-    "    'FNO2D',\n",
-    "    'Multi Res.',\n",
-    "    'CROP2D',\n",
-    "    'CNO2D',\n",
-    "]:  # \"CROP\", \"CNO2D\",\n",
-    "    if model_name == 'FNO2D':\n",
-    "        (\n",
-    "            m_name,\n",
-    "            in_channels,\n",
-    "            out_channels,\n",
-    "            initial_steps,\n",
-    "            loss,\n",
-    "            batch_size,\n",
-    "            lr,\n",
-    "            wd,\n",
-    "            pinn_loss_weight,\n",
-    "        ) = get_dataset_info(dataset_name, loss)\n",
-    "        latent_size = '-'\n",
-    "        img_size = '-'\n",
-    "        max_mode = 8\n",
-    "        resolutions = str_from_res([0, 0, 0, 1])\n",
-    "        ckpt_dir = f'{lr}_{wd}_15_05_{loss}_{batch_size}_{dataset_name}_-1_-1_{max_mode}_{model_name}_{in_channels}_{out_channels}_{pinn_loss_weight}_{initial_steps}_single_{resolutions}'\n",
-    "        ckpt_dir = str(ckpt_dir).replace('.', '')\n",
-    "        ckpt_pth = f'{ckpt_path}/{ckpt_dir}/'\n",
-    "\n",
-    "    if model_name == 'Multi Res.':\n",
-    "        (\n",
-    "            m_name,\n",
-    "            in_channels,\n",
-    "            out_channels,\n",
-    "            initial_steps,\n",
-    "            loss,\n",
-    "            batch_size,\n",
-    "            lr,\n",
-    "            wd,\n",
-    "            pinn_loss_weight,\n",
-    "        ) = get_dataset_info(dataset_name, loss)\n",
-    "        latent_size = '-'\n",
-    "        img_size = '-'\n",
-    "        max_mode = 128 // 2\n",
-    "        ckpt_pth = '/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-05_15_05_mse_128_darcy_pdebench_-1_-1_64_FNO2D_1_1_05_1_multi_01_01_01_07/'\n",
-    "        ckpt_pth = '/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-05_15_05_mse_128_darcy_pdebench_-1_-1_64_FNO2D_1_1_05_1_multi_025_025_025_025/'\n",
-    "\n",
-    "    if model_name == 'CROP2D':\n",
-    "        m_name = 'CROP2D'\n",
-    "        (\n",
-    "            _model_name,\n",
-    "            in_channels,\n",
-    "            out_channels,\n",
-    "            initial_steps,\n",
-    "            loss,\n",
-    "            batch_size,\n",
-    "            _,\n",
-    "            wd,\n",
-    "            pinn_loss_weight,\n",
-    "        ) = get_dataset_info(dataset_name, loss)\n",
-    "        lr = 0.0001\n",
-    "        #lr = 0.001\n",
-    "        latent_size = 64\n",
-    "        img_size = 16\n",
-    "        max_mode = latent_size // 2\n",
-    "        resolutions = str_from_res([0, 0, 0, 1])\n",
-    "        ckpt_dir = f'{lr}_{wd}_15_05_{loss}_{batch_size}_{dataset_name}_-1_-1_{max_mode}_{model_name}_{in_channels}_{out_channels}_{pinn_loss_weight}_{initial_steps}_multi_{resolutions}_{latent_size}_{img_size}'\n",
-    "        ckpt_dir = str(ckpt_dir).replace('.', '')\n",
-    "        ckpt_pth = f'{ckpt_path}/{ckpt_dir}/'\n",
-    "\n",
-    "    if model_name == 'CNO2D':\n",
-    "        m_name = 'CNO2D'\n",
-    "        (\n",
-    "            _model_name,\n",
-    "            in_channels,\n",
-    "            out_channels,\n",
-    "            initial_steps,\n",
-    "            loss,\n",
-    "            batch_size,\n",
-    "            _,\n",
-    "            wd,\n",
-    "            pinn_loss_weight,\n",
-    "        ) = get_dataset_info(dataset_name, loss)\n",
-    "        lr = 0.0001\n",
-    "        latent_size = 64\n",
-    "        img_size = 16\n",
-    "        max_mode = latent_size // 2\n",
-    "        resolutions = str_from_res([0, 0, 0, 1])\n",
-    "        ckpt_dir = f'{lr}_{wd}_15_05_{loss}_{batch_size}_{dataset_name}_-1_-1_{max_mode}_{model_name}_{in_channels}_{out_channels}_{pinn_loss_weight}_{initial_steps}_multi_{resolutions}_{latent_size}_{img_size}'\n",
-    "        ckpt_dir = str(ckpt_dir).replace('.', '')\n",
-    "        ckpt_pth = f'{ckpt_path}/{ckpt_dir}/'\n",
-    "        print(ckpt_pth)\n",
-    "\n",
-    "    # grab trained model\n",
-    "    model = get_model(\n",
-    "        model_name=m_name,\n",
-    "        max_modes=max_mode,\n",
-    "        hidden_channels=32,\n",
-    "        in_channels=in_channels,\n",
-    "        out_channels=out_channels,\n",
-    "        latent_size=latent_size,\n",
-    "        img_size=img_size,\n",
-    "    )\n",
-    "\n",
-    "    ckpt_dict = load_latest_ckpt(ckpt_pth)\n",
-    "    model.load_state_dict(ckpt_dict['model_state_dict'])\n",
-    "    model = model.to(device)\n",
-    "    model = model.eval()\n",
-    "\n",
-    "    for x_idx, res in enumerate([16, 32, 64, 128]):\n",
-    "        resolution_ratio = [0, 0, 0, 0]\n",
-    "        resolution_ratio[-(x_idx + 1)] = 1\n",
-    "        resolutions = [16, 32, 64, 128]  # [128, 64, 32, 16]\n",
-    "        dataset = get_dataset(\n",
-    "            dataset_name=dataset_name,\n",
-    "            filter_lim=-1,\n",
-    "            img_size=res,\n",
-    "            downsample_dim=-1,\n",
-    "            train=False,\n",
-    "            initial_steps=initial_steps,\n",
-    "            model_name=model_name,\n",
-    "            darcy_forcing_term=darcy_forcing_term,\n",
-    "            burger_viscosity=burger_viscosity,\n",
-    "            batch_size=128,\n",
-    "            seed=0,\n",
-    "            resolution_ratios=resolution_ratio,\n",
-    "        )\n",
-    "\n",
-    "        sample = {\n",
-    "            'x': torch.concat([dataset[i]['x'] for i in range(len(dataset))]),\n",
-    "            'y': torch.concat([dataset[i]['y'] for i in range(len(dataset))]),\n",
-    "        }\n",
-    "        # grab a single input from the last batch\n",
-    "        model_input = sample['x'].to(device)  # .unsqueeze(dim=0).to(device)\n",
-    "        with torch.no_grad():\n",
-    "            model_output = model(x=model_input)\n",
-    "        ground_truth = sample['y']  # .unsqueeze(dim=0)\n",
-    "        residuals = model_output - ground_truth.to(\n",
-    "            device\n",
-    "        )  # / ground_truth.to(device)\n",
-    "\n",
-    "        # convert to plotable form\n",
-    "        output = model_output[0, 0, :, :].cpu().numpy()\n",
-    "        label = ground_truth[0, 0, :, :].cpu().numpy()\n",
-    "\n",
-    "        # get spectrums\n",
-    "        label_spectrum = get_energy_curve(ground_truth)\n",
-    "        pred_spectrum = get_energy_curve(model_output)\n",
-    "        residual_spectrum = get_energy_curve(residuals)\n",
-    "\n",
-    "        spectrum_axs[x_idx].set_yscale('log')\n",
-    "        x = np.linspace(1, len(label_spectrum), len(label_spectrum))\n",
-    "\n",
-    "        spectrum_axs[x_idx].plot(\n",
-    "            x,\n",
-    "            pred_spectrum,\n",
-    "            label=f'{model_name}',\n",
-    "            color=color_dict[model_name],\n",
-    "        )\n",
-    "        if model_name == 'CROP2D':\n",
-    "            spectrum_axs[x_idx].plot(\n",
-    "                x,\n",
-    "                label_spectrum,\n",
-    "                label='Ground Truth',\n",
-    "                color=color_dict['ground_truth'],\n",
-    "            )\n",
-    "        # spectrum_axs[x_idx].plot(x, residual_spectrum / label_spectrum, linestyle=\":\", label='Residual', color='red')\n",
-    "        spectrum_axs[0].set_ylabel('Prediction\\nEnergy')\n",
-    "        spectrum_axs[x_idx].xaxis.set_major_locator(\n",
-    "            ticker.MaxNLocator(integer=True, nbins=4)\n",
-    "        )\n",
-    "        spectrum_axs[x_idx].get_xaxis().set_visible(False)\n",
-    "        spectrum_axs[x_idx].set_title(f'Res. {resolutions[x_idx]}')\n",
-    "\n",
-    "        residual_axs[x_idx].set_yscale('log')\n",
-    "        residual_axs[x_idx].plot(\n",
-    "            x,\n",
-    "            residual_spectrum / label_spectrum,\n",
-    "            label=f'{model_name} Resid',\n",
-    "            color=color_dict[model_name],\n",
-    "        )\n",
-    "        residual_axs[x_idx].set_xlabel('Wavenumber')\n",
-    "        residual_axs[0].set_ylabel('Norm. Resid.\\nEnergy')\n",
-    "        residual_axs[x_idx].xaxis.set_major_locator(\n",
-    "            ticker.MaxNLocator(integer=True, nbins=3)\n",
-    "        )\n",
-    "\n",
-    "handles, labels = spectrum_axs[x_idx].get_legend_handles_labels()\n",
-    "fig.legend(\n",
-    "    handles=handles,\n",
-    "    labels=labels,\n",
-    "    loc='upper center',\n",
-    "    bbox_to_anchor=(0.65, -0.15),\n",
-    "    fancybox=False,\n",
-    "    shadow=False,\n",
-    "    ncol=3,\n",
-    ")\n",
-    "plt.tight_layout()\n",
-    "fig.savefig(\n",
-    "    f'{FIG_DIR}/all_methods_aliasing_overview_experiment.pdf',  # .png\n",
-    "    dpi=300,\n",
-    "    bbox_inches='tight',\n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 108,
-   "id": "3f7883d2-693e-469c-b66e-4f19cd1413f6",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Resuming training from /pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-05_15_05_mse_128_darcy_pdebench_-1_-1_32_CROP2D_1_1_05_1_multi_0_0_0_1_64_16/150_ckpt.pth\n",
-      "resolution_ratios=[0, 0, 0, 1]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 0, 1, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 1, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/00001_1e-05_15_05_mse_128_darcy_pdebench_-1_-1_32_CNO2D_1_1_05_1_multi_0_0_0_1_64_16/\n",
-      "Resuming training from /pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/00001_1e-05_15_05_mse_128_darcy_pdebench_-1_-1_32_CNO2D_1_1_05_1_multi_0_0_0_1_64_16/150_ckpt.pth\n",
-      "resolution_ratios=[0, 0, 0, 1]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 0, 1, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 1, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/tmp/ipykernel_556052/757671398.py:213: UserWarning: The figure layout has changed to tight\n",
-      "  plt.tight_layout()\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 600x200 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# fig, axs = plt.subplots(3, 4, figsize=(8, 8))\n",
-    "\n",
-    "fig = plt.figure(layout='constrained', figsize=(6, 2))\n",
-    "subfigs = fig.subfigures(1, 1, wspace=0.07)  # three rows\n",
-    "\n",
-    "# img_axs = subfigs[0].subplots(1, 4, sharey=False)\n",
-    "# multi_axs = subfigs[1].subplots(1, 4, sharey=False)\n",
-    "spectrum_axs = subfigs.subplots(1, 4, sharey='row')\n",
-    "#residual_axs = subfigs[1].subplots(1, 4, sharey='row')\n",
-    "\n",
-    "# get data args\n",
-    "loss = 'mse'\n",
-    "dataset_name = 'darcy_pdebench'\n",
-    "darcy_forcing_term = 1.0\n",
-    "burger_viscosity = 'na'\n",
-    "\n",
-    "color_dict = {\n",
-    "    'ground_truth': 'blue',\n",
-    "    'FNO2D': 'pink',\n",
-    "    'CROP': 'orange',\n",
-    "    'CNO': 'red',\n",
-    "    'Multi Res.': 'purple',\n",
-    "}\n",
-    "\n",
-    "\n",
-    "for model_name in [\n",
-    "    #'FNO2D',\n",
-    "    #'Multi Res.',\n",
-    "    'CROP',\n",
-    "    'CNO',\n",
-    "]:  # \"CROP\", \"CNO2D\",\n",
-    "    if model_name == 'FNO2D':\n",
-    "        (\n",
-    "            m_name,\n",
-    "            in_channels,\n",
-    "            out_channels,\n",
-    "            initial_steps,\n",
-    "            loss,\n",
-    "            batch_size,\n",
-    "            lr,\n",
-    "            wd,\n",
-    "            pinn_loss_weight,\n",
-    "        ) = get_dataset_info(dataset_name, loss)\n",
-    "        latent_size = '-'\n",
-    "        img_size = '-'\n",
-    "        max_mode = 8\n",
-    "        resolutions = str_from_res([0, 0, 0, 1])\n",
-    "        ckpt_dir = f'{lr}_{wd}_15_05_{loss}_{batch_size}_{dataset_name}_-1_-1_{max_mode}_{model_name}_{in_channels}_{out_channels}_{pinn_loss_weight}_{initial_steps}_single_{resolutions}'\n",
-    "        ckpt_dir = str(ckpt_dir).replace('.', '')\n",
-    "        ckpt_pth = f'{ckpt_path}/{ckpt_dir}/'\n",
-    "\n",
-    "    if model_name == 'Multi Res.':\n",
-    "        (\n",
-    "            m_name,\n",
-    "            in_channels,\n",
-    "            out_channels,\n",
-    "            initial_steps,\n",
-    "            loss,\n",
-    "            batch_size,\n",
-    "            lr,\n",
-    "            wd,\n",
-    "            pinn_loss_weight,\n",
-    "        ) = get_dataset_info(dataset_name, loss)\n",
-    "        latent_size = '-'\n",
-    "        img_size = '-'\n",
-    "        max_mode = 128 // 2\n",
-    "        ckpt_pth = '/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-05_15_05_mse_128_darcy_pdebench_-1_-1_64_FNO2D_1_1_05_1_multi_01_01_01_07/'\n",
-    "        ckpt_pth = '/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-05_15_05_mse_128_darcy_pdebench_-1_-1_64_FNO2D_1_1_05_1_multi_025_025_025_025/'\n",
-    "\n",
-    "    if model_name == 'CROP':\n",
-    "        m_name = 'CROP2D'\n",
-    "        (\n",
-    "            _model_name,\n",
-    "            in_channels,\n",
-    "            out_channels,\n",
-    "            initial_steps,\n",
-    "            loss,\n",
-    "            batch_size,\n",
-    "            _,\n",
-    "            wd,\n",
-    "            pinn_loss_weight,\n",
-    "        ) = get_dataset_info(dataset_name, loss)\n",
-    "        #lr = 0.0001\n",
-    "        lr = 0.001\n",
-    "        latent_size = 64\n",
-    "        img_size = 16\n",
-    "        max_mode = latent_size // 2\n",
-    "        resolutions = str_from_res([0, 0, 0, 1])\n",
-    "        ckpt_dir = f'{lr}_{wd}_15_05_{loss}_{batch_size}_{dataset_name}_-1_-1_{max_mode}_{m_name}_{in_channels}_{out_channels}_{pinn_loss_weight}_{initial_steps}_multi_{resolutions}_{latent_size}_{img_size}'\n",
-    "        ckpt_dir = str(ckpt_dir).replace('.', '')\n",
-    "        ckpt_pth = f'{ckpt_path}/{ckpt_dir}/'\n",
-    "\n",
-    "    if model_name == 'CNO':\n",
-    "        m_name = 'CNO2D'\n",
-    "        (\n",
-    "            _model_name,\n",
-    "            in_channels,\n",
-    "            out_channels,\n",
-    "            initial_steps,\n",
-    "            loss,\n",
-    "            batch_size,\n",
-    "            _,\n",
-    "            wd,\n",
-    "            pinn_loss_weight,\n",
-    "        ) = get_dataset_info(dataset_name, loss)\n",
-    "        lr = 0.0001\n",
-    "        latent_size = 64\n",
-    "        img_size = 16\n",
-    "        max_mode = latent_size // 2\n",
-    "        resolutions = str_from_res([0, 0, 0, 1])\n",
-    "        ckpt_dir = f'{lr}_{wd}_15_05_{loss}_{batch_size}_{dataset_name}_-1_-1_{max_mode}_{m_name}_{in_channels}_{out_channels}_{pinn_loss_weight}_{initial_steps}_multi_{resolutions}_{latent_size}_{img_size}'\n",
-    "        ckpt_dir = str(ckpt_dir).replace('.', '')\n",
-    "        ckpt_pth = f'{ckpt_path}/{ckpt_dir}/'\n",
-    "        print(ckpt_pth)\n",
-    "\n",
-    "    # grab trained model\n",
-    "    model = get_model(\n",
-    "        model_name=m_name,\n",
-    "        max_modes=max_mode,\n",
-    "        hidden_channels=32,\n",
-    "        in_channels=in_channels,\n",
-    "        out_channels=out_channels,\n",
-    "        latent_size=latent_size,\n",
-    "        img_size=img_size,\n",
-    "    )\n",
-    "\n",
-    "    ckpt_dict = load_latest_ckpt(ckpt_pth)\n",
-    "    model.load_state_dict(ckpt_dict['model_state_dict'])\n",
-    "    model = model.to(device)\n",
-    "    model = model.eval()\n",
-    "\n",
-    "    for x_idx, res in enumerate([16, 32, 64, 128]):\n",
-    "        resolution_ratio = [0, 0, 0, 0]\n",
-    "        resolution_ratio[-(x_idx + 1)] = 1\n",
-    "        resolutions = [16, 32, 64, 128]  # [128, 64, 32, 16]\n",
-    "        dataset = get_dataset(\n",
-    "            dataset_name=dataset_name,\n",
-    "            filter_lim=-1,\n",
-    "            img_size=res,\n",
-    "            downsample_dim=-1,\n",
-    "            train=False,\n",
-    "            initial_steps=initial_steps,\n",
-    "            model_name=model_name,\n",
-    "            darcy_forcing_term=darcy_forcing_term,\n",
-    "            burger_viscosity=burger_viscosity,\n",
-    "            batch_size=128,\n",
-    "            seed=0,\n",
-    "            resolution_ratios=resolution_ratio,\n",
-    "        )\n",
-    "\n",
-    "        sample = {\n",
-    "            'x': torch.concat([dataset[i]['x'] for i in range(len(dataset))]),\n",
-    "            'y': torch.concat([dataset[i]['y'] for i in range(len(dataset))]),\n",
-    "        }\n",
-    "        # grab a single input from the last batch\n",
-    "        model_input = sample['x'].to(device)  # .unsqueeze(dim=0).to(device)\n",
-    "        with torch.no_grad():\n",
-    "            model_output = model(x=model_input)\n",
-    "        ground_truth = sample['y']  # .unsqueeze(dim=0)\n",
-    "        residuals = model_output - ground_truth.to(\n",
-    "            device\n",
-    "        )  # / ground_truth.to(device)\n",
-    "\n",
-    "        # convert to plotable form\n",
-    "        output = model_output[0, 0, :, :].cpu().numpy()\n",
-    "        label = ground_truth[0, 0, :, :].cpu().numpy()\n",
-    "\n",
-    "        # get spectrums\n",
-    "        label_spectrum = get_energy_curve(ground_truth)\n",
-    "        pred_spectrum = get_energy_curve(model_output)\n",
-    "        residual_spectrum = get_energy_curve(residuals)\n",
-    "\n",
-    "        spectrum_axs[x_idx].set_yscale('log')\n",
-    "        x = np.linspace(1, len(label_spectrum), len(label_spectrum))\n",
-    "\n",
-    "        spectrum_axs[x_idx].plot(\n",
-    "            x,\n",
-    "            pred_spectrum,\n",
-    "            label=f'{model_name}',\n",
-    "            color=color_dict[model_name],\n",
-    "        )\n",
-    "        if model_name == 'CNO':\n",
-    "            spectrum_axs[x_idx].plot(\n",
-    "                x,\n",
-    "                label_spectrum,\n",
-    "                label='Ground Truth',\n",
-    "                color=color_dict['ground_truth'],\n",
-    "                ls=':'\n",
-    "            )\n",
-    "        # spectrum_axs[x_idx].plot(x, residual_spectrum / label_spectrum, linestyle=\":\", label='Residual', color='red')\n",
-    "        spectrum_axs[0].set_ylabel('Energy')\n",
-    "        spectrum_axs[x_idx].xaxis.set_major_locator(\n",
-    "            ticker.MaxNLocator(integer=True, nbins=4)\n",
-    "        )\n",
-    "        #spectrum_axs[x_idx].get_xaxis().set_visible(False)\n",
-    "        plot_title = f'Test Res. {resolutions[x_idx]}'\n",
-    "        if resolutions[x_idx] == 16:\n",
-    "            plot_title += \"*\"\n",
-    "        spectrum_axs[x_idx].set_title(plot_title)\n",
-    "        spectrum_axs[x_idx].set_xlabel('Frequency')\n",
-    "\n",
-    "handles, labels = spectrum_axs[x_idx].get_legend_handles_labels()\n",
-    "fig.legend(\n",
-    "    handles=handles,\n",
-    "    labels=labels,\n",
-    "    loc='upper center',\n",
-    "    #bbox_to_anchor=(0.65, -0.15),\n",
-    "    bbox_to_anchor=(0.5, -0.05),\n",
-    "    fancybox=False,\n",
-    "    shadow=False,\n",
-    "    ncol=3,\n",
-    ")\n",
-    "plt.tight_layout()\n",
-    "fig.savefig(\n",
-    "    f'{FIG_DIR}/all_methods_aliasing_overview_experiment.pdf',  # .png\n",
-    "    dpi=300,\n",
-    "    bbox_inches='tight',\n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "id": "9a016867-258a-4183-8ae2-896b36cd3fb1",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "2d energy\n",
-      "dataset_name='darcy_pdebench'\n",
-      "Resuming training from /pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-05_15_05_mse_128_darcy_pdebench_-1_-1_8_FNO2D_1_1_05_1_single_0_0_0_1/150_ckpt.pth\n",
-      "resolution_ratios=[0, 0, 0, 1]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 0, 1, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 1, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "Resuming training from /pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-05_15_05_mse_128_darcy_pdebench_-1_-1_64_FNO2D_1_1_05_1_multi_025_025_025_025/150_ckpt.pth\n",
-      "resolution_ratios=[0, 0, 0, 1]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 0, 1, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 1, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "Resuming training from /pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-05_15_05_mse_128_darcy_pdebench_-1_-1_32_CROP2D_1_1_05_1_multi_0_0_0_1_64_16/150_ckpt.pth\n",
-      "resolution_ratios=[0, 0, 0, 1]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 0, 1, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 1, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/00001_1e-05_15_05_mse_128_darcy_pdebench_-1_-1_32_CNO2D_1_1_05_1_multi_0_0_0_1_64_16/\n",
-      "Resuming training from /pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/00001_1e-05_15_05_mse_128_darcy_pdebench_-1_-1_32_CNO2D_1_1_05_1_multi_0_0_0_1_64_16/150_ckpt.pth\n",
-      "resolution_ratios=[0, 0, 0, 1]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 0, 1, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 1, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "HERE\n",
-      "Resuming training from /pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/001_1e-05_15_05_darcy_pinn_128_darcy_pdebench_-1_-1_8_FNO2D_1_1_01_1_single_0_0_0_1/150_ckpt.pth\n",
-      "resolution_ratios=[0, 0, 0, 1]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 0, 1, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 1, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/tmp/ipykernel_874208/2424077080.py:284: UserWarning: The figure layout has changed to tight\n",
-      "  plt.tight_layout()\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 600x250 with 8 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# fig, axs = plt.subplots(3, 4, figsize=(8, 8))\n",
-    "\n",
-    "fig = plt.figure(layout='constrained', figsize=(8, 4))\n",
-    "subfigs = fig.subfigures(2, 1, wspace=0.07)  # three rows\n",
-    "\n",
-    "# img_axs = subfigs[0].subplots(1, 4, sharey=False)\n",
-    "# multi_axs = subfigs[1].subplots(1, 4, sharey=False)\n",
-    "spectrum_axs = subfigs[0].subplots(1, 4, sharey='row')\n",
-    "residual_axs = subfigs[1].subplots(1, 4, sharey=False)\n",
-    "\n",
-    "# get data args\n",
-    "loss = 'mse'\n",
-    "dataset_name = 'darcy_pdebench'\n",
-    "darcy_forcing_term = 1.0\n",
-    "#burger_viscosity = 'na'\n",
-    "\n",
-    "df_auc = pd.DataFrame(columns=[\"Model\", \"Resid. Spectrum AUC\", \"Test Resolution\"])\n",
-    "color_dict = {\n",
-    "    'ground_truth': 'green',\n",
-    "    'FNO2D': 'red',\n",
-    "    'CROP2D': 'orange',\n",
-    "    'CNO2D': 'blue',\n",
-    "    'Multi Res.': 'purple',\n",
-    "    'Physics Informed': 'brown'\n",
-    "}\n",
-    "\n",
-    "for dataset in ['darcy_pdebench']: #\n",
-    "    if 'burgers' in dataset_name:\n",
-    "        print('1d energy')\n",
-    "        energy_curve_func = get_energy_curve_1d\n",
-    "    else:\n",
-    "        print('2d energy')\n",
-    "        energy_curve_func = get_energy_curve\n",
-    "\n",
-    "    print(f'{dataset_name=}')\n",
-    "    # if dataset_name == 'incomp_ns_pdebench':\n",
-    "\n",
-    "    (\n",
-    "        model_name,\n",
-    "        in_channels,\n",
-    "        out_channels,\n",
-    "        initial_steps,\n",
-    "        loss,\n",
-    "        batch_size,\n",
-    "        _,\n",
-    "        _,\n",
-    "        _,\n",
-    "    ) = get_dataset_info(dataset_name, 'mse')\n",
-    "    ckpt_path = (\n",
-    "        '/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts'\n",
-    "    )\n",
-    "    if dataset_name == 'incomp_ns_pdebench':\n",
-    "        img_sizes = [510, 255, 128, 64]\n",
-    "        ckpt_path = '/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ns_ckpts'\n",
-    "        train_size = 1\n",
-    "        title = 'NS'\n",
-    "\n",
-    "    if dataset_name == 'ns_pdebench':\n",
-    "        img_sizes = [512, 256, 128, 64]\n",
-    "\n",
-    "    if dataset_name == 'darcy_pdebench':\n",
-    "        img_sizes = [128, 64, 32, 16]\n",
-    "        train_size = 1\n",
-    "        title = 'Darcy'\n",
-    "\n",
-    "    if dataset_name == 'burgers_pdebench':\n",
-    "        img_sizes = [1024, 512, 256, 128]\n",
-    "        train_size = 1\n",
-    "        title = 'Burgers'\n",
-    "    \n",
-    "    for model_name in [\n",
-    "        'FNO',\n",
-    "        'Multi Res.',\n",
-    "        'CROP2D',\n",
-    "        'CNO2D',\n",
-    "        'Physics Informed'\n",
-    "    ]:  # \"CROP\", \"CNO2D\",\n",
-    "        #if dataset_name == \"burgers_pdebench\":\n",
-    "        #    if model_name = \n",
-    "        if model_name == 'FNO':\n",
-    "            (\n",
-    "                m_name,\n",
-    "                in_channels,\n",
-    "                out_channels,\n",
-    "                initial_steps,\n",
-    "                loss,\n",
-    "                batch_size,\n",
-    "                lr,\n",
-    "                wd,\n",
-    "                pinn_loss_weight,\n",
-    "            ) = get_dataset_info(dataset_name, loss)\n",
-    "            latent_size = '-'\n",
-    "            img_size = '-'\n",
-    "            max_mode = 8\n",
-    "            resolutions = str_from_res([0, 0, 0, 1])\n",
-    "            ckpt_dir = f'{lr}_{wd}_15_05_{loss}_{batch_size}_{dataset_name}_-1_-1_{max_mode}_{m_name}_{in_channels}_{out_channels}_{pinn_loss_weight}_{initial_steps}_single_{resolutions}'\n",
-    "            ckpt_dir = str(ckpt_dir).replace('.', '')\n",
-    "            ckpt_pth = f'{ckpt_path}/{ckpt_dir}/'\n",
-    "        if model_name == 'Physics Informed':\n",
-    "            print(\"HERE\")\n",
-    "            (\n",
-    "                m_name,\n",
-    "                in_channels,\n",
-    "                out_channels,\n",
-    "                initial_steps,\n",
-    "                loss,\n",
-    "                batch_size,\n",
-    "                lr,\n",
-    "                wd,\n",
-    "                pinn_loss_weight,\n",
-    "            ) = get_dataset_info(dataset_name, 'pinn')\n",
-    "            latent_size = '-'\n",
-    "            img_size = '-'\n",
-    "            max_mode = 8\n",
-    "            resolutions = str_from_res([0, 0, 0, 1])\n",
-    "            ckpt_dir = f'{lr}_{wd}_15_05_{loss}_{batch_size}_{dataset_name}_-1_-1_{max_mode}_{m_name}_{in_channels}_{out_channels}_{pinn_loss_weight}_{initial_steps}_single_{resolutions}'\n",
-    "            ckpt_dir = str(ckpt_dir).replace('.', '')\n",
-    "            ckpt_pth = f'{ckpt_path}/{ckpt_dir}/'\n",
-    "    \n",
-    "        if model_name == 'Multi Res.':\n",
-    "            (\n",
-    "                m_name,\n",
-    "                in_channels,\n",
-    "                out_channels,\n",
-    "                initial_steps,\n",
-    "                loss,\n",
-    "                batch_size,\n",
-    "                lr,\n",
-    "                wd,\n",
-    "                pinn_loss_weight,\n",
-    "            ) = get_dataset_info(dataset_name, loss)\n",
-    "            latent_size = '-'\n",
-    "            img_size = '-'\n",
-    "            max_mode = 128 // 2\n",
-    "            ckpt_pth = '/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-05_15_05_mse_128_darcy_pdebench_-1_-1_64_FNO2D_1_1_05_1_multi_01_01_01_07/'\n",
-    "            ckpt_pth = '/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-05_15_05_mse_128_darcy_pdebench_-1_-1_64_FNO2D_1_1_05_1_multi_025_025_025_025/'\n",
-    "    \n",
-    "        if model_name == 'CROP2D':\n",
-    "            m_name = 'CROP2D'\n",
-    "            (\n",
-    "                _model_name,\n",
-    "                in_channels,\n",
-    "                out_channels,\n",
-    "                initial_steps,\n",
-    "                loss,\n",
-    "                batch_size,\n",
-    "                _,\n",
-    "                wd,\n",
-    "                pinn_loss_weight,\n",
-    "            ) = get_dataset_info(dataset_name, loss)\n",
-    "            lr = 0.001\n",
-    "            latent_size = 64\n",
-    "            img_size = 16\n",
-    "            img_size = img_sizes[-1]\n",
-    "            max_mode = latent_size // 2\n",
-    "            resolutions = str_from_res([0, 0, 0, 1])\n",
-    "            ckpt_dir = f'{lr}_{wd}_15_05_{loss}_{batch_size}_{dataset_name}_-1_-1_{max_mode}_{model_name}_{in_channels}_{out_channels}_{pinn_loss_weight}_{initial_steps}_multi_{resolutions}_{latent_size}_{img_size}'\n",
-    "            ckpt_dir = str(ckpt_dir).replace('.', '')\n",
-    "            ckpt_pth = f'{ckpt_path}/{ckpt_dir}/'\n",
-    "    \n",
-    "        if model_name == 'CNO2D':\n",
-    "            m_name = 'CNO2D'\n",
-    "            (\n",
-    "                _model_name,\n",
-    "                in_channels,\n",
-    "                out_channels,\n",
-    "                initial_steps,\n",
-    "                loss,\n",
-    "                batch_size,\n",
-    "                _,\n",
-    "                wd,\n",
-    "                pinn_loss_weight,\n",
-    "            ) = get_dataset_info(dataset_name, loss)\n",
-    "            lr = 0.0001\n",
-    "            latent_size = 64\n",
-    "            img_size = img_sizes[-1]\n",
-    "            max_mode = latent_size // 2\n",
-    "            resolutions = str_from_res([0, 0, 0, 1])\n",
-    "            ckpt_dir = f'{lr}_{wd}_15_05_{loss}_{batch_size}_{dataset_name}_-1_-1_{max_mode}_{model_name}_{in_channels}_{out_channels}_{pinn_loss_weight}_{initial_steps}_multi_{resolutions}_{latent_size}_{img_size}'\n",
-    "            ckpt_dir = str(ckpt_dir).replace('.', '')\n",
-    "            ckpt_pth = f'{ckpt_path}/{ckpt_dir}/'\n",
-    "            print(ckpt_pth)\n",
-    "    \n",
-    "        # grab trained model\n",
-    "        model = get_model(\n",
-    "            model_name=m_name,\n",
-    "            max_modes=max_mode,\n",
-    "            hidden_channels=32,\n",
-    "            in_channels=in_channels,\n",
-    "            out_channels=out_channels,\n",
-    "            latent_size=latent_size,\n",
-    "            img_size=img_size,\n",
-    "        )\n",
-    "    \n",
-    "        ckpt_dict = load_latest_ckpt(ckpt_pth)\n",
-    "        model.load_state_dict(ckpt_dict['model_state_dict'])\n",
-    "        model = model.to(device)\n",
-    "        model = model.eval()\n",
-    "    \n",
-    "        for x_idx, res in enumerate([16, 32, 64, 128]):\n",
-    "            resolution_ratio = [0, 0, 0, 0]\n",
-    "            resolution_ratio[-(x_idx + 1)] = 1\n",
-    "            resolutions = [16, 32, 64, 128]  # [128, 64, 32, 16]\n",
-    "            dataset = get_dataset(\n",
-    "                dataset_name=dataset_name,\n",
-    "                filter_lim=-1,\n",
-    "                img_size=res,\n",
-    "                downsample_dim=-1,\n",
-    "                train=False,\n",
-    "                initial_steps=initial_steps,\n",
-    "                model_name=model_name,\n",
-    "                darcy_forcing_term=darcy_forcing_term,\n",
-    "                burger_viscosity=burger_viscosity,\n",
-    "                batch_size=128,\n",
-    "                seed=0,\n",
-    "                resolution_ratios=resolution_ratio,\n",
-    "            )\n",
-    "    \n",
-    "            sample = {\n",
-    "                'x': torch.concat([dataset[i]['x'] for i in range(len(dataset))]),\n",
-    "                'y': torch.concat([dataset[i]['y'] for i in range(len(dataset))]),\n",
-    "            }\n",
-    "            # grab a single input from the last batch\n",
-    "            model_input = sample['x'].to(device)  # .unsqueeze(dim=0).to(device)\n",
-    "            with torch.no_grad():\n",
-    "                model_output = model(x=model_input)\n",
-    "            ground_truth = sample['y']  # .unsqueeze(dim=0)\n",
-    "            residuals = model_output - ground_truth.to(\n",
-    "                device\n",
-    "            )  # / ground_truth.to(device)\n",
-    "    \n",
-    "            # convert to plotable form\n",
-    "            output = model_output[0, 0, :, :].cpu().numpy()\n",
-    "            label = ground_truth[0, 0, :, :].cpu().numpy()\n",
-    "    \n",
-    "            # get spectrums\n",
-    "            label_spectrum = energy_curve_func(ground_truth)\n",
-    "            pred_spectrum = energy_curve_func(model_output)\n",
-    "            residual_spectrum = energy_curve_func(residuals)\n",
-    "    \n",
-    "            auc = np.trapz(residual_spectrum)\n",
-    "            df_auc.loc[len(df_auc)] = [model_name, auc, resolutions[x_idx]]\n",
-    "    \n",
-    "            spectrum_axs[x_idx].set_yscale('log')\n",
-    "            x = np.linspace(1, len(label_spectrum), len(label_spectrum))\n",
-    "    \n",
-    "            spectrum_axs[x_idx].plot(\n",
-    "                x,\n",
-    "                pred_spectrum,\n",
-    "                label=f'{model_name}',\n",
-    "                color=color_dict[model_name],\n",
-    "            )\n",
-    "            if model_name == 'CROP2D':\n",
-    "                auc = np.trapz(label_spectrum)\n",
-    "                \n",
-    "                spectrum_axs[x_idx].plot(\n",
-    "                    x,\n",
-    "                    label_spectrum,\n",
-    "                    label='Ground Truth',\n",
-    "                    color=color_dict['ground_truth'],\n",
-    "                )\n",
-    "            # spectrum_axs[x_idx].plot(x, residual_spectrum / label_spectrum, linestyle=\":\", label='Residual', color='red')\n",
-    "            spectrum_axs[0].set_ylabel('Prediction\\nEnergy')\n",
-    "            spectrum_axs[x_idx].xaxis.set_major_locator(\n",
-    "                ticker.MaxNLocator(integer=True, nbins=4)\n",
-    "            )\n",
-    "            #spectrum_axs[x_idx].get_xaxis().set_visible(False)\n",
-    "            spectrum_axs[x_idx].set_title(f'Res. {resolutions[x_idx]}')\n",
-    "    \n",
-    "    for x_idx, resolution_val in enumerate([16, 32, 64, 128]):\n",
-    "        sns.barplot(df_auc[df_auc['Test Resolution'] == resolution_val], x=\"Model\", y=\"Resid. Spectrum AUC\", hue=\"Model\", \n",
-    "            order=['CROP2D', 'Physics Informed','FNO2D', 'CNO2D', 'Multi Res.',], ax=residual_axs[x_idx], palette = color_dict)\n",
-    "        residual_axs[x_idx].get_xaxis().set_visible(False)\n",
-    "        residual_axs[x_idx].set_yscale(\"log\")\n",
-    "        \n",
-    "    handles, labels = spectrum_axs[x_idx].get_legend_handles_labels()\n",
-    "    fig.legend(\n",
-    "        handles=handles,\n",
-    "        labels=labels,\n",
-    "        loc='upper center',\n",
-    "        bbox_to_anchor=(0.65, -0.15),\n",
-    "        fancybox=False,\n",
-    "        shadow=False,\n",
-    "        ncol=3,\n",
-    "    )\n",
-    "    plt.tight_layout()\n",
-    "    fig.savefig(\n",
-    "        f'{FIG_DIR}/{dataset_name}_all_methods_aliasing_overview_experiment.pdf',  # .png\n",
-    "        dpi=300,\n",
-    "        bbox_inches='tight',\n",
-    "    )"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "4b6e28d7-fab8-4a50-a5e6-393155f7c0b0",
-   "metadata": {
-    "jp-MarkdownHeadingCollapsed": true
-   },
-   "source": [
-    "# Overview Figure"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 22,
-   "id": "fef91700-4814-4b5e-a7aa-73c59ef21a3b",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Resuming training from /pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-05_15_05_mse_128_darcy_pdebench_-1_-1_64_FNO2D_1_1_05_1_multi_025_025_025_025/150_ckpt.pth\n",
-      "resolution_ratios=[0, 0, 0, 1]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 0, 1, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 1, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "Resuming training from /pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-05_15_05_mse_128_darcy_pdebench_-1_-1_8_FNO2D_1_1_05_1_single_0_0_0_1/150_ckpt.pth\n",
-      "resolution_ratios=[0, 0, 0, 1]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 0, 1, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 1, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "Resuming training from /pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-05_15_05_mse_128_darcy_pdebench_-1_-1_32_CROP2D_1_1_05_1_multi_0_0_0_1_64_16/150_ckpt.pth\n",
-      "resolution_ratios=[0, 0, 0, 1]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 0, 1, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 1, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/00001_1e-05_15_05_mse_128_darcy_pdebench_-1_-1_32_CNO2D_1_1_05_1_multi_0_0_0_1_64_16/\n",
-      "Resuming training from /pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/00001_1e-05_15_05_mse_128_darcy_pdebench_-1_-1_32_CNO2D_1_1_05_1_multi_0_0_0_1_64_16/150_ckpt.pth\n",
-      "resolution_ratios=[0, 0, 0, 1]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 0, 1, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 1, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "Resuming training from /pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-05_15_05_mse_128_darcy_pdebench_-1_-1_64_FNO2D_1_1_05_1_multi_025_025_025_025/150_ckpt.pth\n",
-      "resolution_ratios=[0, 0, 0, 1]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 0, 1, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 1, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "Resuming training from /pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-05_15_05_mse_128_darcy_pdebench_-1_-1_64_FNO2D_1_1_05_1_multi_025_025_025_025/150_ckpt.pth\n",
-      "resolution_ratios=[0, 0, 0, 1]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 0, 1, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 1, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/tmp/ipykernel_95263/1363219496.py:182: UserWarning: The figure layout has changed to tight\n",
-      "  plt.tight_layout()\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 800x600 with 24 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# fig, axs = plt.subplots(3, 4, figsize=(8, 8))\n",
-    "\n",
-    "fig = plt.figure(layout='constrained', figsize=(8, 6))\n",
-    "subfigs = fig.subfigures(6, 1, wspace=0.07)  # three rows\n",
-    "\n",
-    "# img_axs = subfigs[0].subplots(1, 4, sharey=False)\n",
-    "# multi_axs = subfigs[1].subplots(1, 4, sharey=False)\n",
-    "# spectrum_axs = subfigs[1].subplots(1, 4, sharey='row')\n",
-    "# residual_axs = subfigs[2].subplots(1, 4, sharey='row')\n",
-    "\n",
-    "# get data args\n",
-    "loss = 'mse'\n",
-    "dataset_name = 'darcy_pdebench'\n",
-    "darcy_forcing_term = 1.0\n",
-    "burger_viscosity = 'na'\n",
-    "\n",
-    "color_dict = {\n",
-    "    'ground_truth': 'green',\n",
-    "    'FNO2D': 'red',\n",
-    "    'CROP2D': 'orange',\n",
-    "    'CNO2D': 'blue',\n",
-    "    'Multi_res': 'purple',\n",
-    "}\n",
-    "\n",
-    "\n",
-    "for i, model_name in enumerate(\n",
-    "    ['Model Input', 'FNO2D', 'CROP2D', 'CNO2D', 'Multi Res.', 'Ground Truth']\n",
-    "):  # \"CROP\", \"CNO2D\",\n",
-    "    img_axs = subfigs[i].subplots(1, 4, sharey=False)\n",
-    "\n",
-    "    if model_name == 'FNO2D':\n",
-    "        (\n",
-    "            m_name,\n",
-    "            in_channels,\n",
-    "            out_channels,\n",
-    "            initial_steps,\n",
-    "            loss,\n",
-    "            batch_size,\n",
-    "            lr,\n",
-    "            wd,\n",
-    "            pinn_loss_weight,\n",
-    "        ) = get_dataset_info(dataset_name, loss)\n",
-    "        latent_size = '-'\n",
-    "        img_size = '-'\n",
-    "        max_mode = 8\n",
-    "        resolutions = str_from_res([0, 0, 0, 1])\n",
-    "        ckpt_dir = f'{lr}_{wd}_15_05_{loss}_{batch_size}_{dataset_name}_-1_-1_{max_mode}_{model_name}_{in_channels}_{out_channels}_{pinn_loss_weight}_{initial_steps}_single_{resolutions}'\n",
-    "        ckpt_dir = str(ckpt_dir).replace('.', '')\n",
-    "        ckpt_pth = f'{ckpt_path}/{ckpt_dir}/'\n",
-    "\n",
-    "    if model_name == 'Multi Res.':\n",
-    "        (\n",
-    "            m_name,\n",
-    "            in_channels,\n",
-    "            out_channels,\n",
-    "            initial_steps,\n",
-    "            loss,\n",
-    "            batch_size,\n",
-    "            lr,\n",
-    "            wd,\n",
-    "            pinn_loss_weight,\n",
-    "        ) = get_dataset_info(dataset_name, loss)\n",
-    "        latent_size = '-'\n",
-    "        img_size = '-'\n",
-    "        max_mode = 128 // 2\n",
-    "        ckpt_pth = '/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-05_15_05_mse_128_darcy_pdebench_-1_-1_64_FNO2D_1_1_05_1_multi_01_01_01_07/'\n",
-    "        ckpt_pth = '/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-05_15_05_mse_128_darcy_pdebench_-1_-1_64_FNO2D_1_1_05_1_multi_025_025_025_025/'\n",
-    "    \n",
-    "\n",
-    "    if model_name == 'CROP2D':\n",
-    "        m_name = 'CROP2D'\n",
-    "        (\n",
-    "            _model_name,\n",
-    "            in_channels,\n",
-    "            out_channels,\n",
-    "            initial_steps,\n",
-    "            loss,\n",
-    "            batch_size,\n",
-    "            _,\n",
-    "            wd,\n",
-    "            pinn_loss_weight,\n",
-    "        ) = get_dataset_info(dataset_name, loss)\n",
-    "        lr = 0.001\n",
-    "        latent_size = 64\n",
-    "        img_size = 16\n",
-    "        max_mode = latent_size // 2\n",
-    "        resolutions = str_from_res([0, 0, 0, 1])\n",
-    "        ckpt_dir = f'{lr}_{wd}_15_05_{loss}_{batch_size}_{dataset_name}_-1_-1_{max_mode}_{model_name}_{in_channels}_{out_channels}_{pinn_loss_weight}_{initial_steps}_multi_{resolutions}_{latent_size}_{img_size}'\n",
-    "        ckpt_dir = str(ckpt_dir).replace('.', '')\n",
-    "        ckpt_pth = f'{ckpt_path}/{ckpt_dir}/'\n",
-    "\n",
-    "    if model_name == 'CNO2D':\n",
-    "        m_name = 'CNO2D'\n",
-    "        (\n",
-    "            _model_name,\n",
-    "            in_channels,\n",
-    "            out_channels,\n",
-    "            initial_steps,\n",
-    "            loss,\n",
-    "            batch_size,\n",
-    "            _,\n",
-    "            wd,\n",
-    "            pinn_loss_weight,\n",
-    "        ) = get_dataset_info(dataset_name, loss)\n",
-    "        lr = 0.0001\n",
-    "        latent_size = 64\n",
-    "        img_size = 16\n",
-    "        max_mode = latent_size // 2\n",
-    "        resolutions = str_from_res([0, 0, 0, 1])\n",
-    "        ckpt_dir = f'{lr}_{wd}_15_05_{loss}_{batch_size}_{dataset_name}_-1_-1_{max_mode}_{model_name}_{in_channels}_{out_channels}_{pinn_loss_weight}_{initial_steps}_multi_{resolutions}_{latent_size}_{img_size}'\n",
-    "        ckpt_dir = str(ckpt_dir).replace('.', '')\n",
-    "        ckpt_pth = f'{ckpt_path}/{ckpt_dir}/'\n",
-    "        print(ckpt_pth)\n",
-    "\n",
-    "    # grab trained model\n",
-    "    model = get_model(\n",
-    "        model_name=m_name,\n",
-    "        max_modes=max_mode,\n",
-    "        hidden_channels=32,\n",
-    "        in_channels=in_channels,\n",
-    "        out_channels=out_channels,\n",
-    "        latent_size=latent_size,\n",
-    "        img_size=img_size,\n",
-    "    )\n",
-    "\n",
-    "    ckpt_dict = load_latest_ckpt(ckpt_pth)\n",
-    "    model.load_state_dict(ckpt_dict['model_state_dict'])\n",
-    "    model = model.to(device)\n",
-    "    model = model.eval()\n",
-    "\n",
-    "    for x_idx, res in enumerate([16, 32, 64, 128]):\n",
-    "        resolution_ratio = [0, 0, 0, 0]\n",
-    "        resolution_ratio[-(x_idx + 1)] = 1\n",
-    "        resolutions = [16, 32, 64, 128]  # [128, 64, 32, 16]\n",
-    "        dataset = get_dataset(\n",
-    "            dataset_name=dataset_name,\n",
-    "            filter_lim=-1,\n",
-    "            img_size=res,\n",
-    "            downsample_dim=-1,\n",
-    "            train=False,\n",
-    "            initial_steps=initial_steps,\n",
-    "            model_name=model_name,\n",
-    "            darcy_forcing_term=darcy_forcing_term,\n",
-    "            burger_viscosity=burger_viscosity,\n",
-    "            batch_size=128,\n",
-    "            seed=0,\n",
-    "            resolution_ratios=resolution_ratio,\n",
-    "        )\n",
-    "\n",
-    "        sample = {\n",
-    "            'x': torch.concat([dataset[i]['x'] for i in range(len(dataset))]),\n",
-    "            'y': torch.concat([dataset[i]['y'] for i in range(len(dataset))]),\n",
-    "        }\n",
-    "        # grab a single input from the last batch\n",
-    "        model_input = sample['x'].to(device)  # .unsqueeze(dim=0).to(device)\n",
-    "        with torch.no_grad():\n",
-    "            model_output = model(x=model_input)\n",
-    "        ground_truth = sample['y']  # .unsqueeze(dim=0)\n",
-    "        residuals = model_output - ground_truth.to(\n",
-    "            device\n",
-    "        )  # / ground_truth.to(device)\n",
-    "\n",
-    "        # convert to plotable form\n",
-    "        output = model_output[0, 0, :, :].cpu().numpy()\n",
-    "        label = ground_truth[0, 0, :, :].cpu().numpy()\n",
-    "\n",
-    "        img = output  # - label\n",
-    "        if model_name == 'Model Input':\n",
-    "            img = sample['x'][0, 0, ...]\n",
-    "        if model_name == 'Ground Truth':\n",
-    "            img = label\n",
-    "        norm = colors.LogNorm(\n",
-    "            img.mean() + 0.5 * img.std(), img.max(), clip='True'\n",
-    "        )\n",
-    "        img_axs[x_idx].imshow(img, norm=norm, cmap='bwr')\n",
-    "        if i == 0:\n",
-    "            img_axs[x_idx].set_title(\n",
-    "                f'{(resolutions[x_idx], resolutions[x_idx])}'\n",
-    "            )\n",
-    "        # img_axs[x_idx].get_yaxis().set_visible(False)\n",
-    "        img_axs[x_idx].set_yticks([])\n",
-    "        img_axs[x_idx].get_xaxis().set_visible(False)\n",
-    "        # subfigs[0].supylabel(\"Example Prediction\")\n",
-    "        img_axs[0].set_ylabel(f'{model_name}')\n",
-    "\n",
-    "handles, labels = spectrum_axs[x_idx].get_legend_handles_labels()\n",
-    "plt.tight_layout()\n",
-    "fig.savefig(\n",
-    "    f'{FIG_DIR}/all_methods_aliasing_vis.pdf',  # .png\n",
-    "    dpi=300,\n",
-    "    bbox_inches='tight',\n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 67,
-   "id": "d672238b-47f4-4f6c-94cb-0aeb8fb5e04a",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Ground Truth\n",
-      "Resuming training from /pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-05_15_05_mse_128_darcy_pdebench_-1_-1_8_FNO2D_1_1_05_1_single_0_0_0_1/150_ckpt.pth\n",
-      "resolution_ratios=[0, 0, 0, 1]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 0, 1, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 1, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "Multi Res.\n",
-      "Resuming training from /pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-05_15_05_mse_128_darcy_pdebench_-1_-1_64_FNO2D_1_1_05_1_multi_025_025_025_025/150_ckpt.pth\n",
-      "resolution_ratios=[0, 0, 0, 1]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 0, 1, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 1, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "CNO\n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/00001_1e-05_15_05_mse_128_darcy_pdebench_-1_-1_32_CNO2D_1_1_05_1_multi_0_0_0_1_64_16/\n",
-      "Resuming training from /pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/00001_1e-05_15_05_mse_128_darcy_pdebench_-1_-1_32_CNO2D_1_1_05_1_multi_0_0_0_1_64_16/150_ckpt.pth\n",
-      "resolution_ratios=[0, 0, 0, 1]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 0, 1, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 1, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "FNO\n",
-      "Resuming training from /pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-05_15_05_mse_128_darcy_pdebench_-1_-1_8_FNO2D_1_1_05_1_single_0_0_0_1/150_ckpt.pth\n",
-      "resolution_ratios=[0, 0, 0, 1]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 0, 1, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 1, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "Physics Informed\n",
-      "HERE\n",
-      "Resuming training from /pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/001_1e-05_15_05_darcy_pinn_128_darcy_pdebench_-1_-1_8_FNO2D_1_1_01_1_single_0_0_0_1/150_ckpt.pth\n",
-      "resolution_ratios=[0, 0, 0, 1]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 0, 1, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 1, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "CROP\n",
-      "CROP\n",
-      "Resuming training from /pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-05_15_05_mse_128_darcy_pdebench_-1_-1_32_CROP2D_1_1_05_1_multi_0_0_0_1_64_16/150_ckpt.pth\n",
-      "resolution_ratios=[0, 0, 0, 1]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 0, 1, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 1, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/tmp/ipykernel_778206/757451828.py:240: UserWarning: The figure layout has changed to tight\n",
-      "  plt.tight_layout()\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x600 with 28 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# fig, axs = plt.subplots(3, 4, figsize=(8, 8))\n",
-    "mse = nn.MSELoss()\n",
-    "fig = plt.figure(figsize=(10, 6),layout='constrained',) # 12 x 8 works, doesnt work: 10x8\n",
-    "subfigs = fig.subfigures(1, 7, wspace=0.07, )  # three rows\n",
-    "#plt.grid()\n",
-    "df_auc = pd.DataFrame(columns=[\"Model\", \"Resid. Spectrum AUC\", 'Test Loss',\"Test Resolution\"])\n",
-    "\n",
-    "# get data args\n",
-    "loss = 'mse'\n",
-    "dataset_name = 'darcy_pdebench'\n",
-    "darcy_forcing_term = 1.0\n",
-    "burger_viscosity = 'na'\n",
-    "\n",
-    "color_dict = {\n",
-    "    'Ground Truth': 'purple',\n",
-    "    'FNO': 'red',\n",
-    "    'CROP': 'orange',\n",
-    "    'CNO': 'blue',\n",
-    "    'Multi Res.': 'green',\n",
-    "    'Physics Informed': 'pink',\n",
-    "}\n",
-    "\n",
-    "model_names = ['Ground Truth', 'Multi Res.', 'CNO', 'FNO', 'Physics Informed','CROP']\n",
-    "for i, model_name in enumerate( model_names):  # \"CROP\", \"CNO2D\",\n",
-    "    img_axs = subfigs[i].subplots(4, 1, sharey=False)\n",
-    "\n",
-    "    print(model_name)\n",
-    "    if (model_name == 'FNO') or (model_name == 'Ground Truth'):\n",
-    "        (\n",
-    "            m_name,\n",
-    "            in_channels,\n",
-    "            out_channels,\n",
-    "            initial_steps,\n",
-    "            loss,\n",
-    "            batch_size,\n",
-    "            lr,\n",
-    "            wd,\n",
-    "            pinn_loss_weight,\n",
-    "        ) = get_dataset_info(dataset_name, loss)\n",
-    "        latent_size = '-'\n",
-    "        img_size = '-'\n",
-    "        max_mode = 8\n",
-    "        resolutions = str_from_res([0, 0, 0, 1])\n",
-    "        ckpt_dir = f'{lr}_{wd}_15_05_{loss}_{batch_size}_{dataset_name}_-1_-1_{max_mode}_{m_name}_{in_channels}_{out_channels}_{pinn_loss_weight}_{initial_steps}_single_{resolutions}'\n",
-    "        ckpt_dir = str(ckpt_dir).replace('.', '')\n",
-    "        ckpt_pth = f'{ckpt_path}/{ckpt_dir}/'\n",
-    "        \n",
-    "    if model_name == 'Physics Informed':\n",
-    "        print(\"HERE\")\n",
-    "        (\n",
-    "            m_name,\n",
-    "            in_channels,\n",
-    "            out_channels,\n",
-    "            initial_steps,\n",
-    "            loss,\n",
-    "            batch_size,\n",
-    "            lr,\n",
-    "            wd,\n",
-    "            pinn_loss_weight,\n",
-    "        ) = get_dataset_info(dataset_name, 'pinn')\n",
-    "        latent_size = '-'\n",
-    "        img_size = '-'\n",
-    "        max_mode = 8\n",
-    "        resolutions = str_from_res([0, 0, 0, 1])\n",
-    "        ckpt_dir = f'{lr}_{wd}_15_05_{loss}_{batch_size}_{dataset_name}_-1_-1_{max_mode}_{m_name}_{in_channels}_{out_channels}_{pinn_loss_weight}_{initial_steps}_single_{resolutions}'\n",
-    "        ckpt_dir = str(ckpt_dir).replace('.', '')\n",
-    "        ckpt_pth = f'{ckpt_path}/{ckpt_dir}/'\n",
-    "        \n",
-    "    if model_name == 'Multi Res.':\n",
-    "        (\n",
-    "            m_name,\n",
-    "            in_channels,\n",
-    "            out_channels,\n",
-    "            initial_steps,\n",
-    "            loss,\n",
-    "            batch_size,\n",
-    "            lr,\n",
-    "            wd,\n",
-    "            pinn_loss_weight,\n",
-    "        ) = get_dataset_info(dataset_name, loss)\n",
-    "        latent_size = '-'\n",
-    "        img_size = '-'\n",
-    "        max_mode = 128 // 2\n",
-    "        ckpt_pth = '/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-05_15_05_mse_128_darcy_pdebench_-1_-1_64_FNO2D_1_1_05_1_multi_01_01_01_07/'\n",
-    "        ckpt_pth = '/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-05_15_05_mse_128_darcy_pdebench_-1_-1_64_FNO2D_1_1_05_1_multi_025_025_025_025/'\n",
-    "\n",
-    "    if model_name == 'CROP':\n",
-    "        print(\"CROP\")\n",
-    "        m_name = 'CROP2D'\n",
-    "        (\n",
-    "            _model_name,\n",
-    "            in_channels,\n",
-    "            out_channels,\n",
-    "            initial_steps,\n",
-    "            loss,\n",
-    "            batch_size,\n",
-    "            _,\n",
-    "            wd,\n",
-    "            pinn_loss_weight,\n",
-    "        ) = get_dataset_info(dataset_name, \"mse\")\n",
-    "        lr = 0.001\n",
-    "        latent_size = 64\n",
-    "        img_size = 16\n",
-    "        max_mode = latent_size // 2\n",
-    "        resolutions = str_from_res([0, 0, 0, 1])\n",
-    "        ckpt_dir = f'{lr}_{wd}_15_05_{loss}_{batch_size}_{dataset_name}_-1_-1_{max_mode}_{m_name}_{in_channels}_{out_channels}_{pinn_loss_weight}_{initial_steps}_multi_{resolutions}_{latent_size}_{img_size}'\n",
-    "        ckpt_dir = str(ckpt_dir).replace('.', '')\n",
-    "        ckpt_pth = f'{ckpt_path}/{ckpt_dir}/'\n",
-    "\n",
-    "    if model_name == 'CNO':\n",
-    "        m_name = 'CNO2D'\n",
-    "        (\n",
-    "            _model_name,\n",
-    "            in_channels,\n",
-    "            out_channels,\n",
-    "            initial_steps,\n",
-    "            loss,\n",
-    "            batch_size,\n",
-    "            _,\n",
-    "            wd,\n",
-    "            pinn_loss_weight,\n",
-    "        ) = get_dataset_info(dataset_name, \"mse\")\n",
-    "        lr = 0.0001\n",
-    "        latent_size = 64\n",
-    "        img_size = 16\n",
-    "        max_mode = latent_size // 2\n",
-    "        resolutions = str_from_res([0, 0, 0, 1])\n",
-    "        ckpt_dir = f'{lr}_{wd}_15_05_{loss}_{batch_size}_{dataset_name}_-1_-1_{max_mode}_{m_name}_{in_channels}_{out_channels}_{pinn_loss_weight}_{initial_steps}_multi_{resolutions}_{latent_size}_{img_size}'\n",
-    "        ckpt_dir = str(ckpt_dir).replace('.', '')\n",
-    "        ckpt_pth = f'{ckpt_path}/{ckpt_dir}/'\n",
-    "        print(ckpt_pth)\n",
-    "\n",
-    "    # grab trained model\n",
-    "    model = get_model(\n",
-    "        model_name=m_name,\n",
-    "        max_modes=max_mode,\n",
-    "        hidden_channels=32,\n",
-    "        in_channels=in_channels,\n",
-    "        out_channels=out_channels,\n",
-    "        latent_size=latent_size,\n",
-    "        img_size=img_size,\n",
-    "    )\n",
-    "\n",
-    "    ckpt_dict = load_latest_ckpt(ckpt_pth)\n",
-    "    model.load_state_dict(ckpt_dict['model_state_dict'])\n",
-    "    model = model.to(device)\n",
-    "    model = model.eval()\n",
-    "\n",
-    "    for x_idx, res in enumerate([16, 32, 64, 128]):\n",
-    "        resolution_ratio = [0, 0, 0, 0]\n",
-    "        resolution_ratio[-(x_idx + 1)] = 1\n",
-    "        resolutions = [16, 32, 64, 128]  # [128, 64, 32, 16]\n",
-    "        dataset = get_dataset(\n",
-    "            dataset_name=dataset_name,\n",
-    "            filter_lim=-1,\n",
-    "            img_size=res,\n",
-    "            downsample_dim=-1,\n",
-    "            train=False,\n",
-    "            initial_steps=initial_steps,\n",
-    "            model_name=model_name,\n",
-    "            darcy_forcing_term=darcy_forcing_term,\n",
-    "            burger_viscosity=burger_viscosity,\n",
-    "            batch_size=128,\n",
-    "            seed=0,\n",
-    "            resolution_ratios=resolution_ratio,\n",
-    "        )\n",
-    "        test_loader = DataLoader(dataset, batch_size=1)\n",
-    "        # get model preds\n",
-    "        model_preds_test = get_model_preds(\n",
-    "            test_loader, model, device, initial_steps\n",
-    "        )\n",
-    "\n",
-    "        sample = {\n",
-    "            'x': torch.concat([dataset[i]['x'] for i in range(len(dataset))]),\n",
-    "            'y': torch.concat([dataset[i]['y'] for i in range(len(dataset))]),\n",
-    "        }\n",
-    "        \n",
-    "        # grab a single input from the last batch\n",
-    "        model_input = sample['x'].to(device)  # .unsqueeze(dim=0).to(device)\n",
-    "        with torch.no_grad():\n",
-    "            model_output = model(x=model_input)\n",
-    "        ground_truth = sample['y']  # .unsqueeze(dim=0)\n",
-    "        residuals = model_output - ground_truth.to(\n",
-    "            device\n",
-    "        )  # / ground_truth.to(device)\n",
-    "\n",
-    "        # Track Loss + AUC\n",
-    "        loss_val = mse(model_preds_test.to('cpu'), sample['y']).item()\n",
-    "        residual_spectrum = get_energy_curve(residuals)\n",
-    "        auc = np.trapz(residual_spectrum)\n",
-    "        df_auc.loc[len(df_auc)] = [model_name, auc, loss_val, res]\n",
-    "\n",
-    "        # convert to plotable form\n",
-    "        output = model_output[0, 0, :, :].cpu().numpy()\n",
-    "        label = ground_truth[0, 0, :, :].cpu().numpy()\n",
-    "\n",
-    "        img = output #- label\n",
-    "        if model_name == 'Model Input':\n",
-    "            img = sample['x'][0, 0, ...]\n",
-    "        if model_name == 'Ground Truth':\n",
-    "            img = label\n",
-    "        norm = colors.LogNorm(\n",
-    "            img.mean() + 0.5 * img.std(), img.max(), clip='True'\n",
-    "        )\n",
-    "        img_axs[x_idx].imshow(img, norm=norm, \n",
-    "                              cmap='bwr' #'grey'#\n",
-    "                             )\n",
-    "        if i == 0:\n",
-    "            title = f'Res. {resolutions[x_idx]}'\n",
-    "            img_axs[x_idx].set_ylabel(title)              \n",
-    "\n",
-    "        # img_axs[x_idx].get_yaxis().set_visible(False)\n",
-    "        img_axs[x_idx].set_yticks([])\n",
-    "        img_axs[x_idx].get_xaxis().set_visible(False)\n",
-    "        # subfigs[0].supylabel(\"Example Prediction\")\n",
-    "        img_axs[0].set_title(f'{model_name}')\n",
-    "        \n",
-    "img_axs = subfigs[-1].subplots(4,1, sharex=True, sharey=True)\n",
-    "for x_idx, resolution_val in enumerate([16, 32, 64, 128]):\n",
-    "    sns.barplot(df_auc[df_auc['Test Resolution'] == resolution_val], x=\"Model\", y=\"Test Loss\", #y=\"Resid. Spectrum AUC\", \n",
-    "                hue=\"Model\", order=model_names[1:], ax=img_axs[x_idx], palette = color_dict, legend=True)\n",
-    "    img_axs[x_idx].get_xaxis().set_visible(False)\n",
-    "    img_axs[x_idx].set_yscale(\"log\")\n",
-    "    img_axs[x_idx].yaxis.set_label_position(\"right\")\n",
-    "    img_axs[x_idx].yaxis.tick_right()\n",
-    "    handles, labels = img_axs[x_idx].get_legend_handles_labels()\n",
-    "    img_axs[x_idx].legend().remove()\n",
-    "\n",
-    "#fig.supylabel(\"Test Loss\", y = 0.5, x=1.3, horizontalalignment='right')\n",
-    "\n",
-    "fig.legend(\n",
-    "    handles=handles,\n",
-    "    labels=labels,\n",
-    "    loc='upper center',\n",
-    "    bbox_to_anchor=(0.5, -0.0),\n",
-    "    fancybox=False,\n",
-    "    shadow=False,\n",
-    "    ncol=6,\n",
-    ")\n",
-    "plt.tight_layout()\n",
-    "fig.savefig(\n",
-    "    f'{FIG_DIR}/all_methods_aliasing_vis.pdf',  # .png\n",
-    "    dpi=300,\n",
-    "    bbox_inches='tight',\n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 182,
-   "id": "22151221-7436-4c02-9ae9-5f41299586fa",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Ground Truth\n",
-      "Resuming training from /pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-05_15_05_mse_128_darcy_pdebench_-1_-1_8_FNO2D_1_1_05_1_single_0_0_0_1/150_ckpt.pth\n",
-      "resolution_ratios=[0, 0, 0, 1]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 0, 1, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 1, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "Multi Res.\n",
-      "Resuming training from /pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-05_15_05_mse_128_darcy_pdebench_-1_-1_64_FNO2D_1_1_05_1_multi_025_025_025_025/150_ckpt.pth\n",
-      "resolution_ratios=[0, 0, 0, 1]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 0, 1, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 1, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "CNO\n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/00001_1e-05_15_05_mse_128_darcy_pdebench_-1_-1_32_CNO2D_1_1_05_1_multi_0_0_0_1_64_16/\n",
-      "Resuming training from /pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/00001_1e-05_15_05_mse_128_darcy_pdebench_-1_-1_32_CNO2D_1_1_05_1_multi_0_0_0_1_64_16/150_ckpt.pth\n",
-      "resolution_ratios=[0, 0, 0, 1]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 0, 1, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 1, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "FNO\n",
-      "Resuming training from /pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-05_15_05_mse_128_darcy_pdebench_-1_-1_8_FNO2D_1_1_05_1_single_0_0_0_1/150_ckpt.pth\n",
-      "resolution_ratios=[0, 0, 0, 1]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 0, 1, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 1, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "Physics Informed\n",
-      "HERE\n",
-      "Resuming training from /pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/001_1e-05_15_05_darcy_pinn_128_darcy_pdebench_-1_-1_8_FNO2D_1_1_01_1_single_0_0_0_1/150_ckpt.pth\n",
-      "resolution_ratios=[0, 0, 0, 1]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 0, 1, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 1, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "CROP\n",
-      "CROP\n",
-      "Resuming training from /pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-05_15_05_mse_128_darcy_pdebench_-1_-1_32_CROP2D_1_1_05_1_multi_0_0_0_1_64_16/150_ckpt.pth\n",
-      "resolution_ratios=[0, 0, 0, 1]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 0, 1, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 1, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 800x600 with 28 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# fig, axs = plt.subplots(3, 4, figsize=(8, 8))\n",
-    "mse = nn.MSELoss()\n",
-    "fig = plt.figure(figsize=(8,6))\n",
-    "subfigs = fig.subfigures(1, 7, wspace=0.07, )  # three rows\n",
-    "#plt.grid(True)\n",
-    "\n",
-    "df_auc = pd.DataFrame(columns=[\"Model\", \"Resid. Spectrum AUC\", 'Test Loss',\"Test Resolution\"])\n",
-    "\n",
-    "# get data args\n",
-    "loss = 'mse'\n",
-    "dataset_name = 'darcy_pdebench'\n",
-    "darcy_forcing_term = 1.0\n",
-    "burger_viscosity = 'na'\n",
-    "\n",
-    "color_dict = {\n",
-    "    'Ground Truth': 'purple',\n",
-    "    'FNO': 'red',\n",
-    "    'CROP': 'orange',\n",
-    "    'CNO': 'blue',\n",
-    "    'Multi Res.': 'green',\n",
-    "    'Physics Informed': 'pink',\n",
-    "}\n",
-    "\n",
-    "model_names = ['Ground Truth', 'Multi Res.', 'CNO', 'FNO', 'Physics Informed','CROP']\n",
-    "for i, model_name in enumerate( model_names):  # \"CROP\", \"CNO2D\",\n",
-    "    img_axs = subfigs[i].subplots(4, 1, sharey=False)\n",
-    "\n",
-    "    print(model_name)\n",
-    "    if (model_name == 'FNO') or (model_name == 'Ground Truth'):\n",
-    "        (\n",
-    "            m_name,\n",
-    "            in_channels,\n",
-    "            out_channels,\n",
-    "            initial_steps,\n",
-    "            loss,\n",
-    "            batch_size,\n",
-    "            lr,\n",
-    "            wd,\n",
-    "            pinn_loss_weight,\n",
-    "        ) = get_dataset_info(dataset_name, loss)\n",
-    "        latent_size = '-'\n",
-    "        img_size = '-'\n",
-    "        max_mode = 8\n",
-    "        resolutions = str_from_res([0, 0, 0, 1])\n",
-    "        ckpt_dir = f'{lr}_{wd}_15_05_{loss}_{batch_size}_{dataset_name}_-1_-1_{max_mode}_{m_name}_{in_channels}_{out_channels}_{pinn_loss_weight}_{initial_steps}_single_{resolutions}'\n",
-    "        ckpt_dir = str(ckpt_dir).replace('.', '')\n",
-    "        ckpt_pth = f'{ckpt_path}/{ckpt_dir}/'\n",
-    "        \n",
-    "    if model_name == 'Physics Informed':\n",
-    "        print(\"HERE\")\n",
-    "        (\n",
-    "            m_name,\n",
-    "            in_channels,\n",
-    "            out_channels,\n",
-    "            initial_steps,\n",
-    "            loss,\n",
-    "            batch_size,\n",
-    "            lr,\n",
-    "            wd,\n",
-    "            pinn_loss_weight,\n",
-    "        ) = get_dataset_info(dataset_name, 'pinn')\n",
-    "        latent_size = '-'\n",
-    "        img_size = '-'\n",
-    "        max_mode = 8\n",
-    "        resolutions = str_from_res([0, 0, 0, 1])\n",
-    "        ckpt_dir = f'{lr}_{wd}_15_05_{loss}_{batch_size}_{dataset_name}_-1_-1_{max_mode}_{m_name}_{in_channels}_{out_channels}_{pinn_loss_weight}_{initial_steps}_single_{resolutions}'\n",
-    "        ckpt_dir = str(ckpt_dir).replace('.', '')\n",
-    "        ckpt_pth = f'{ckpt_path}/{ckpt_dir}/'\n",
-    "        \n",
-    "    if model_name == 'Multi Res.':\n",
-    "        (\n",
-    "            m_name,\n",
-    "            in_channels,\n",
-    "            out_channels,\n",
-    "            initial_steps,\n",
-    "            loss,\n",
-    "            batch_size,\n",
-    "            lr,\n",
-    "            wd,\n",
-    "            pinn_loss_weight,\n",
-    "        ) = get_dataset_info(dataset_name, loss)\n",
-    "        latent_size = '-'\n",
-    "        img_size = '-'\n",
-    "        max_mode = 128 // 2\n",
-    "        ckpt_pth = '/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-05_15_05_mse_128_darcy_pdebench_-1_-1_64_FNO2D_1_1_05_1_multi_01_01_01_07/'\n",
-    "        ckpt_pth = '/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-05_15_05_mse_128_darcy_pdebench_-1_-1_64_FNO2D_1_1_05_1_multi_025_025_025_025/'\n",
-    "\n",
-    "    if model_name == 'CROP':\n",
-    "        print(\"CROP\")\n",
-    "        m_name = 'CROP2D'\n",
-    "        (\n",
-    "            _model_name,\n",
-    "            in_channels,\n",
-    "            out_channels,\n",
-    "            initial_steps,\n",
-    "            loss,\n",
-    "            batch_size,\n",
-    "            _,\n",
-    "            wd,\n",
-    "            pinn_loss_weight,\n",
-    "        ) = get_dataset_info(dataset_name, \"mse\")\n",
-    "        lr = 0.001\n",
-    "        latent_size = 64\n",
-    "        img_size = 16\n",
-    "        max_mode = latent_size // 2\n",
-    "        resolutions = str_from_res([0, 0, 0, 1])\n",
-    "        ckpt_dir = f'{lr}_{wd}_15_05_{loss}_{batch_size}_{dataset_name}_-1_-1_{max_mode}_{m_name}_{in_channels}_{out_channels}_{pinn_loss_weight}_{initial_steps}_multi_{resolutions}_{latent_size}_{img_size}'\n",
-    "        ckpt_dir = str(ckpt_dir).replace('.', '')\n",
-    "        ckpt_pth = f'{ckpt_path}/{ckpt_dir}/'\n",
-    "\n",
-    "    if model_name == 'CNO':\n",
-    "        m_name = 'CNO2D'\n",
-    "        (\n",
-    "            _model_name,\n",
-    "            in_channels,\n",
-    "            out_channels,\n",
-    "            initial_steps,\n",
-    "            loss,\n",
-    "            batch_size,\n",
-    "            _,\n",
-    "            wd,\n",
-    "            pinn_loss_weight,\n",
-    "        ) = get_dataset_info(dataset_name, \"mse\")\n",
-    "        lr = 0.0001\n",
-    "        latent_size = 64\n",
-    "        img_size = 16\n",
-    "        max_mode = latent_size // 2\n",
-    "        resolutions = str_from_res([0, 0, 0, 1])\n",
-    "        ckpt_dir = f'{lr}_{wd}_15_05_{loss}_{batch_size}_{dataset_name}_-1_-1_{max_mode}_{m_name}_{in_channels}_{out_channels}_{pinn_loss_weight}_{initial_steps}_multi_{resolutions}_{latent_size}_{img_size}'\n",
-    "        ckpt_dir = str(ckpt_dir).replace('.', '')\n",
-    "        ckpt_pth = f'{ckpt_path}/{ckpt_dir}/'\n",
-    "        print(ckpt_pth)\n",
-    "\n",
-    "    # grab trained model\n",
-    "    model = get_model(\n",
-    "        model_name=m_name,\n",
-    "        max_modes=max_mode,\n",
-    "        hidden_channels=32,\n",
-    "        in_channels=in_channels,\n",
-    "        out_channels=out_channels,\n",
-    "        latent_size=latent_size,\n",
-    "        img_size=img_size,\n",
-    "    )\n",
-    "\n",
-    "    ckpt_dict = load_latest_ckpt(ckpt_pth)\n",
-    "    model.load_state_dict(ckpt_dict['model_state_dict'])\n",
-    "    model = model.to(device)\n",
-    "    model = model.eval()\n",
-    "\n",
-    "    for x_idx, res in enumerate([16, 32, 64, 128]):\n",
-    "        resolution_ratio = [0, 0, 0, 0]\n",
-    "        resolution_ratio[-(x_idx + 1)] = 1\n",
-    "        resolutions = [16, 32, 64, 128]  # [128, 64, 32, 16]\n",
-    "        dataset = get_dataset(\n",
-    "            dataset_name=dataset_name,\n",
-    "            filter_lim=-1,\n",
-    "            img_size=res,\n",
-    "            downsample_dim=-1,\n",
-    "            train=False,\n",
-    "            initial_steps=initial_steps,\n",
-    "            model_name=model_name,\n",
-    "            darcy_forcing_term=darcy_forcing_term,\n",
-    "            burger_viscosity=burger_viscosity,\n",
-    "            batch_size=128,\n",
-    "            seed=0,\n",
-    "            resolution_ratios=resolution_ratio,\n",
-    "        )\n",
-    "        test_loader = DataLoader(dataset, batch_size=1)\n",
-    "        # get model preds\n",
-    "        model_preds_test = get_model_preds(\n",
-    "            test_loader, model, device, initial_steps\n",
-    "        )\n",
-    "\n",
-    "        sample = {\n",
-    "            'x': torch.concat([dataset[i]['x'] for i in range(len(dataset))]),\n",
-    "            'y': torch.concat([dataset[i]['y'] for i in range(len(dataset))]),\n",
-    "        }\n",
-    "        \n",
-    "        # grab a single input from the last batch\n",
-    "        model_input = sample['x'].to(device)  # .unsqueeze(dim=0).to(device)\n",
-    "        with torch.no_grad():\n",
-    "            model_output = model(x=model_input)\n",
-    "        ground_truth = sample['y']  # .unsqueeze(dim=0)\n",
-    "        residuals = model_output - ground_truth.to(\n",
-    "            device\n",
-    "        )  # / ground_truth.to(device)\n",
-    "\n",
-    "        # Track Loss + AUC\n",
-    "        loss_val = mse(model_preds_test.to('cpu'), sample['y']).item()\n",
-    "        residual_spectrum = get_energy_curve(residuals)\n",
-    "        auc = np.trapz(residual_spectrum)\n",
-    "        df_auc.loc[len(df_auc)] = [model_name, auc, loss_val, res]\n",
-    "\n",
-    "        # convert to plotable form\n",
-    "        output = model_output[0, 0, :, :].cpu().numpy()\n",
-    "        label = ground_truth[0, 0, :, :].cpu().numpy()\n",
-    "\n",
-    "        img = output #- label\n",
-    "        if model_name == 'Model Input':\n",
-    "            img = sample['x'][0, 0, ...]\n",
-    "        if model_name == 'Ground Truth':\n",
-    "            img = label\n",
-    "        norm = colors.LogNorm(\n",
-    "            img.mean() + 0.5 * img.std(), img.max(), clip='True'\n",
-    "        )\n",
-    "        img_axs[x_idx].imshow(img, norm=norm, \n",
-    "                              cmap='bwr' #'grey'#\n",
-    "                             )\n",
-    "        if i == 0:\n",
-    "            title = f'Res. {resolutions[x_idx]}'\n",
-    "            img_axs[x_idx].set_ylabel(title)              \n",
-    "\n",
-    "        # img_axs[x_idx].get_yaxis().set_visible(False)\n",
-    "        img_axs[x_idx].set_yticks([])\n",
-    "        img_axs[x_idx].get_xaxis().set_visible(False)\n",
-    "        # subfigs[0].supylabel(\"Example Prediction\")\n",
-    "        img_axs[0].set_title(f'{model_name}')\n",
-    "\n",
-    "img_axs = subfigs[-1].subplots(4,1, sharex=True, sharey=True)\n",
-    "for x_idx, resolution_val in enumerate([16, 32, 64, 128]):\n",
-    "    sns.barplot(df_auc[df_auc['Test Resolution'] == resolution_val], x=\"Model\", y=\"Test Loss\", #y=\"Resid. Spectrum AUC\", \n",
-    "                hue=\"Model\", order=model_names[1:], ax=img_axs[x_idx], palette = color_dict, legend=True)\n",
-    "    img_axs[x_idx].get_xaxis().set_visible(False)\n",
-    "    img_axs[x_idx].set_yscale(\"log\")\n",
-    "    img_axs[x_idx].yaxis.set_label_position(\"right\")\n",
-    "    img_axs[x_idx].yaxis.tick_right()\n",
-    "    handles, labels = img_axs[x_idx].get_legend_handles_labels()\n",
-    "    img_axs[x_idx].legend().remove()\n",
-    "\n",
-    "#fig.supylabel(\"Test Loss\", y = 0.5, x=1.3, horizontalalignment='right')\n",
-    "\n",
-    "fig.legend(\n",
-    "    handles=handles,\n",
-    "    labels=labels,\n",
-    "    loc='upper center',\n",
-    "    bbox_to_anchor=(0.5, -0.1),\n",
-    "    fancybox=False,\n",
-    "    shadow=False,\n",
-    "    ncol=3,\n",
-    ")\n",
-    "\n",
-    "plt.tight_layout()\n",
-    "fig.savefig(\n",
-    "    f'{FIG_DIR}/all_methods_aliasing_vis.pdf',  # .png\n",
-    "    dpi=300,\n",
-    "    bbox_inches='tight',\n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "cc418159-ba47-4d93-b9c9-2a430bcced10",
-   "metadata": {
-    "jp-MarkdownHeadingCollapsed": true
-   },
-   "source": [
-    "# Visualizing Img Spectrums"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 46,
-   "id": "ad3b779e-5b66-4cb0-bbe3-7dd15933e181",
-   "metadata": {},
-   "outputs": [
-    {
-     "ename": "NameError",
-     "evalue": "name 'img' is not defined",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
-      "Cell \u001b[0;32mIn[46], line 20\u001b[0m\n\u001b[1;32m     16\u001b[0m     plt\u001b[38;5;241m.\u001b[39mtight_layout()\n\u001b[1;32m     17\u001b[0m     plt\u001b[38;5;241m.\u001b[39mshow()\n\u001b[0;32m---> 20\u001b[0m show_img_and_power_spectrum(\u001b[43mimg\u001b[49m)\n",
-      "\u001b[0;31mNameError\u001b[0m: name 'img' is not defined"
-     ]
-    }
-   ],
-   "source": [
-    "def show_img_and_power_spectrum(image: np.array):\n",
-    "    \"\"\"Show image and its corresponding energy spectrum.\"\"\"\n",
-    "    fig, axs = plt.subplots(1, 2, figsize=(5, 2))\n",
-    "\n",
-    "    axs[0].imshow(image[0, 0, ...])\n",
-    "    axs[0].set_title('Spatial Domain')\n",
-    "\n",
-    "    spectrum = get_energy_curve(torch.tensor(image))\n",
-    "    axs[1].plot(spectrum)\n",
-    "    axs[1].set_yscale('log')\n",
-    "    axs[1].set_title('spectrum')\n",
-    "    axs[1].set_ylabel('Energy')\n",
-    "    axs[1].set_xlabel('Wavenumber')\n",
-    "    # axs[1].set_xscale(\"log\")\n",
-    "\n",
-    "    plt.tight_layout()\n",
-    "    plt.show()\n",
-    "\n",
-    "\n",
-    "show_img_and_power_spectrum(img)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 44,
-   "id": "944c5c1c-a237-4461-859d-bd20e4559959",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/tmp/ipykernel_871660/1557007290.py:8: UserWarning: To copy construct from a tensor, it is recommended to use sourceTensor.detach().clone() or sourceTensor.detach().clone().requires_grad_(True), rather than torch.tensor(sourceTensor).\n",
-      "  spectrum = get_energy_curve(torch.tensor(image))\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 500x200 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "resize_img = resize(img, (128, 128), permute=False)\n",
-    "show_img_and_power_spectrum(resize_img)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 65,
-   "id": "343327bf-ca7f-43a7-aa2a-e49637c8ee01",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/tmp/ipykernel_871660/1557007290.py:8: UserWarning: To copy construct from a tensor, it is recommended to use sourceTensor.detach().clone() or sourceTensor.detach().clone().requires_grad_(True), rather than torch.tensor(sourceTensor).\n",
-      "  spectrum = get_energy_curve(torch.tensor(image))\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 500x200 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "show_img_and_power_spectrum(residual)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 67,
-   "id": "7d3e8d47-e354-4de9-af88-5106f117fc99",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/tmp/ipykernel_871660/1557007290.py:8: UserWarning: To copy construct from a tensor, it is recommended to use sourceTensor.detach().clone() or sourceTensor.detach().clone().requires_grad_(True), rather than torch.tensor(sourceTensor).\n",
-      "  spectrum = get_energy_curve(torch.tensor(image))\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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Ow0YTbvOoe4lEImZkZMS8vLzYvHnzWEpKSoOfu3v3Lhs7diwzMDBgUqmUeXp6sv379yvUqbvVYufOnQrldcPJY2NjFcrrhoxnZ2fzZXv37mU9evRgUqmU2dnZsWXLlrGff/653tDwJ93m8fi26/Z306ZNT/1eCHkRlZWVbO7cuczNzY3p6uoybW1t5ubmxtatW8fX8fHxYd26dWNxcXHM29ubSaVSZmtry/773//WW59MJmPLli1j3bp1YxKJhBkaGjJ3d3f2xRdf8Ldf1fn5559Zr169+Ho+Pj7s6NGj/PKMjAz26quvMl1dXQaAP26edFzWOXLkCHN1dWVisZh17dqVbdmy5Ym3eTx+e8uTbid70nHa3qncXKxNwXEcZs6cif/+97/KDoUQoqYGDhyInJwcXL9+XdmhEBWjctcgCSGEEFVACZIQQghpACVIQgghpAFKvQa5du1arFixAhkZGXBzc8OaNWvg6emprHAIIYQQntJakNu3b0dISAhCQ0Nx8eJFuLm5wd/fX6nPfCSEEELqKK0F6eXlhT59+vAjUOVyOaytrTFr1ix8+umnygiJEEII4SllogCZTIb4+HjMmzePLxMIBPDz82vUTDRyuRzp6enQ1dV9rumaSMtijKG4uBiWlpbNNlkBaR507BDS+HOUUhJkTk4Oampq6j0g1NzcnJ9H9FGVlZUK00I9ePCg2aZRIy0nLS2NfxI6UQ3p6enNPqk2IerqWecolZtqriFhYWEKU8fV6Y/hEEGjgU8QZapGFc7igMLz5ohqqPuZpKWlPfdTYQhRd0VFRbC2tn7mOUopCdLExARCoRCZmZkK5ZmZmbCwsKhXf968eQgJCeHf1+2cCBoQcZQgVc4/V7WpC0/11P1M9PT0KEGSdu9Z5yilXCASi8Vwd3fH8ePH+TK5XI7jx4/D29u7Xn2JRMIf0HRgE9LyCspk9GxA0u4prYs1JCQEgYGB8PDwgKenJ1atWoXS0tJ6T+sghLQeuZxh5H/P4kZ6Ec584gtrIy1lh0SI0igtQb755pvIzs7GwoULkZGRgZ49e+LQoUP1Bu4QQlqPQMBBLKrtWIpJyqMESdo1pY7BDw4ORkpKCiorKxEdHQ0vLy9lhkMIAeBpZwQAiE3OU3IkhCgX3aRGCFHQ558EGUMJkrRzlCAJIQo87AwBAPeyS5FdXPmM2oS0XZQgCSEKDLTE6Gpee39YHLUiSTtGCZIQUo+nPXWzEkIJkhBSTx97GqhDCCVIQtRMQUEBPDw80LNnT7i6umLjxo3Nvo26kaw304tQXFHV7OsnRB2oxVyshJB/6erq4vTp09DS0kJpaSlcXV0xZswYGBsbN9s2LPSlsDbSRFpeOS6mFsDH0bTZ1k2IuqAWJCFqRigUQkur9gb+yspKMMZaZFq4uts9YpOom5W0T5QgCWllp0+fxsiRI2FpaQmO47Bnz556ddauXQs7OztIpVJ4eXkhJiZGYXlBQQHc3NxgZWWFuXPnwsTEpNnj9KT7IUk7RwmSkFZWWloKNzc3rF27tsHl27dvR0hICEJDQ3Hx4kW4ubnB398fWVlZfB0DAwNcuXIFSUlJ2LZtW70n4zSHuoE6l9MKUFUjb/b1E6LqKEES0sqGDRuGr776CgEBAQ0uX7lyJaZOnYqgoCC4uLggPDwcWlpa+Pnnn+vVNTc3h5ubG86cOdPguiorK1FUVKTwaix7Y22IhQLIquXILKpo9OcIaSsoQRKiQmQyGeLj4+Hn58eXCQQC+Pn5ISoqCkDtc1OLi4sBAIWFhTh9+jS6du3a4PrCwsKgr6/Pv6ytrRsdi0DAoYOBFADwIL/8eXeJELVFCZIQFZKTk4Oampp6T7UxNzdHRkYGACAlJQUDBgyAm5sbBgwYgFmzZqF79+4Nrm/evHkoLCzkX2lpaU2Kp6OBJgDgQQElSNL+0G0ehKgZT09PXL58uVF1JRIJJBLJc2/L8p8EmU4JkrRD1IIkRIWYmJhAKBTWG3STmZkJCwuLVo+HWpCkPaMESYgKEYvFcHd3x/Hjx/kyuVyO48ePw9vbu9Xj+TdB0iAd0v5QFyshraykpASJiYn8+6SkJFy+fBlGRkawsbFBSEgIAgMD4eHhAU9PT6xatQqlpaUICgpq9Vg7Gv6TIPPLWn3bhCgbJUhCWllcXBx8fX359yEhIQCAwMBARERE4M0330R2djYWLlyIjIwM9OzZE4cOHao3cKc1PNrFyhgDx3GtHgMhykIJkpBWNnDgwGdODRccHIzg4OBWiujJLPRrb/OoqJIjv6wKRtpiJUdESOuha5CEkCeSaghhqls7CpbuhSTtDSVIQshTWdJIVtJOUYIkhDyVFSVI0k5RgiSEPNW/I1kpQZL2hRIkIeSpLP8ZqEOz6ZD2hhIkIY1QWlqq7BCUpqNh7cOZqYuVtDeUIAlpBHNzc0yZMgVnz55VdiitztKAWpCkfaIESUgjbNmyBXl5eRg0aBAcHR2xdOlSpKenKzusVmFlUNuCzC2VoVxWo+RoCGk9lCAJaYTRo0djz549ePDgAaZPn45t27bB1tYWI0aMwO7du1FdXa3sEFuMnqYIOpLaOUWom5W0JzSTjlr4d9aVoHkZ6O5V8sSaJ/80xN5Nxv+8o2nBmpupqSlCQkIQEhKCNWvWYO7cuThw4ABMTEwwffp0fPrpp9DS0lJ2mM2K4zhYGkhxO7ME6QXl6GKmo+yQCGkVlCBVlIZYDqmWHAAQfiIBUs3a/0u15BBpPHmaMge3cgR+8hA1NRzeG9gVFWUCVJQJWyXm9iAzMxObN29GREQEUlJSMHbsWLzzzju4f/8+li1bhgsXLuDIkSPKDrPZdTTQxO3MEmpBknal2RPkokWL8MUXXyiUde3aFbdu3QIAVFRU4KOPPsJvv/2GyspK+Pv7Y926dUqZiFkVde1ZCpGYwcuvCG8GZzX582KJHOJ/no+7/eoNXDmng80rLJB8SxOlRZQon9fu3buxadMmHD58GC4uLpgxYwYmTZoEAwMDvk7fvn3h7OysvCBbED04mbRHLdKC7NatG44dO/bvRkT/bubDDz/EX3/9hZ07d0JfXx/BwcEYM2YMzp071xKhqA1n91I49S7D/32UAW295hsI4davBCv7JWJvhAk2fmkJWQVddn4eQUFBGD9+PM6dO4c+ffo0WMfS0hILFixo5chaB00WQNqjFkmQIpGowaefFxYW4qeffsK2bdswaNAgAMCmTZvg7OyMCxcu4KWXXmqJcFSarkE1Zi55AHvnctg5tdxDaV+bnANt3Rosn2UDujbZdA8fPnzmtUVNTU2Ehoa2UkStq+6xVzcfFkFWLYdYRH9okbavRX7L79y5A0tLS3Tq1AkTJ05EamoqACA+Ph5VVVXw8/Pj6zo5OcHGxgZRUVEtEYpK4jgGgZBh0aYkrD5wB74B+S2aHOv4BhRgfngKOO7pj1oi9VVXV6OoqKjeq7i4GDKZTNnhtbjeNoYQCwW4lVGMdzbHorSy7Y7aJaROsydILy8vRERE4NChQ1i/fj2SkpIwYMAAFBcXIyMjA2KxWOG6DVB7E3ZGRsYT11lZWVnvxKSOOI7BwqYS42dnYd+9q3hpSCEs7SpbbfsCAcPLIwow7Yv2cf9eczIwMIChoWG9l4GBATQ1NWFra4vQ0FDI5XJlh9oirI208GOgBzQ1hDhzJwcTf4xGQVnb/8OAtG/N3sU6bNgw/v89evSAl5cXbG1tsWPHDmhqaj7XOsPCwuoN/FFH/V8txGcbkpXaw8kJAKtOlTDrKEPWA3r4bWNFRERgwYIFmDx5Mjw9PQEAMTEx2Lx5Mz777DNkZ2fjm2++gUQiwfz585Ucbct42dEUW6d6YUpELC6nFeDbI7exeLSrssMipMW0+IUEAwMDODo6IjExERYWFpDJZCgoKFCok5mZ2eA1yzrz5s1DYWEh/0pLS2vhqJuXh28RpsxPx8erUlXi8l+fQUUIDrsPA9MqZYeiNjZv3oxvv/0WixcvxsiRIzFy5EgsXrwY33zzDbZv344FCxZg9erV+N///qfsUFtUbxtDfDvODQBw5GYGGKPuetJ2tXiCLCkpwd27d9GhQwe4u7tDQ0MDx48f55cnJCQgNTUV3t7eT1yHRCKBnp6ewktduHqWYPbS+3gzOIu/r1EVePkVQd+IriM11vnz59GrV6965b169eKvn/fv35+/3t6W9etiAk0NITKLKnEjXT0vdxDSGM2eID/++GOcOnUKycnJOH/+PAICAiAUCjFhwgTo6+vjnXfeQUhICCIjIxEfH4+goCB4e3u3uRGsWjo12HbxBr78XxLMrVXzWs2K3+9CJFadpK3KrK2t8dNPP9Ur/+mnn2BtbQ0AyM3NhaGhYWuH1uqkGkL0dzABAETeavq9uoSoi2a/Bnn//n1MmDABubm5MDU1Rf/+/XHhwgWYmpoCAL777jsIBAK8/vrrChMFtBWGZlUw7yjD/PAUGFuodhemrkGNKvT4qoVvvvkG48aNw8GDB/n7IOPi4nDr1i3s2rULABAbG4s333xTmWG2mkFOZjh6MxPHb2Vh1mAHZYdDSIvgmBpeRCgqKoK+vj4GYhREnIayw+EZmVVhxpIHGPBqgbJDaRQmB7772BqHfzN+duUmqGZVOIk/UVhYqFbd4c+SnJyMDRs2ICEhAUDtDFHTpk2DnZ2dcgNrgrpj50V/NhmFFXgp7Dg4Dohb4AdjHUkzRklIy2rscUBzsTYTiaYcISvT0GeQ+lyT4QTApJDMZk+QbU1VVRWGDh2K8PBwhIWFKTsclWChL0U3Sz3cSC/CyYRsvO5upeyQCGl2NB3Gi+IYPv4+FWsO3lar5Pgomjjg6TQ0NHD16lVlh6FyBjmZAQBO0HVI0kZRgnwBEk05ZoXdx+DX82Hr2PIz4bQE044yLPghRdlhqLxJkyY1OEinPatLkKdvZ6OqhgZ7kbaHulifA8cx9BlUjB7eJRjxdq6yw3khHAeIRNSCfJbq6mr8/PPPOHbsGNzd3aGtra2wfOXKlUqKTHncrAxgrC1GbqkMZxNz4NvVTNkhEdKsKEE+hzHvZWPq5w/BCSixtBfXr19H7969AQC3b99WWMZx7XMssEDAYXj3DvjlQgoW7L6G/bMHwEibZmcibQclyCaa8EEmJszOpOTYzkRGRio7BJU0d2hXnE3MQVJOKWb/egmbp3hCKGiffzCQtoeuQTYSJ2AImJqNtz7IhESTrre0V4mJiTh8+DDKy2ufi6iGd0k1Kz2pBsInuUNTQ4iziTn47ujtZ3+IEDVBCbIRhEKGYRPyMG3RA4illBzbo9zcXAwePBiOjo4YPnw4Hj58CAB455138NFHHyk5OuXqaqGLpa93BwD8NzIRR248+ck8hKgTSpDPxDD8/3LxwYo0tNNLTQTAhx9+CA0NDaSmpio8OPnNN9/EoUOHlBiZahjVsyMm97UDAHy04wruZZcoNyBCmgElyGd4MzgL0794oOwwiJIdOXIEy5Ytg5WV4g3xDg4OSEmh22QAYP5wZ/SxM0RxZTWm/RKPEnqoMlFzlCCfiOGNmZl4a04mRBrt+zoTAUpLSxVajnXy8vIgkdA0awAgFgmw9q3eMNOV4E5WCT79nSZXIOqNEmQDhCKGkZNzEfhJhko9ooooz4ABAxSe9chxHORyOZYvXw5fX18lRqZazPSkWD+pN0QCDvuvPsTJBJplh6gvus2jATYOFQj++r6ywyAqZPny5Rg8eDDi4uIgk8nwySef4MaNG8jLy8O5c+eUHZ5Kcbc1wuS+dvjxbBK+3H8TfTubQCyiv8WJ+qHf2scIhQxD31Lv2XFI83N1dcXt27fRv39/jBo1CqWlpRgzZgwuXbqEzp07Kzs8lTPbzwEmOmLcyy7F5vPJyg6HkOdCLcjHzPkmDa+8kafsMIgK0tfXx4IFC5QdhlrQk2rgk6FO+GTXVXx//A5G9bKEma5U2WER0iSUIB8hFDH0frmYbucgDSooKEBMTAyysrIglytem3777beVFJXqGtvbClsvpODK/UJM/jkWwYO6YIiLOURC6rgi6oES5CMW/pgME4sqZYfRqqqrOGSnq85Dp1XVvn37MHHiRJSUlEBPT09h/lWO4yhBNkAg4LB4tCvG/3ABNx8WYcbWi7Ay1MTat3rDzdpA2eER8kz0p9w/7JzLYWopA9pZ6zEvUwNrF9DDbp/lo48+wpQpU1BSUoKCggLk5+fzr7y81u+SDwgIgKGhIcaOHdvq226KHlYGODl3IGYP6gJDLQ3czy/H7N8uoaKqRtmhEfJMlCD/0W9YITq7lis7DKKiHjx4gNmzZzd4L6QyfPDBBwq3nagyM10pQoZ0xcm5vrDQkyIltwyrjt1RdliEPBMlSADO7qUYOqH9Dcxhcg5fv2+r7DDUgr+/P+Li4pQdBm/gwIHQ1dVVdhhNoq+pgcWjXQEAG8/cw/UHhUqOiJCnowQJQEe/BmYdZcoOo9UxAInXNJUdhlp49dVXMXfuXCxatAi///479u7dq/BqitOnT2PkyJGwtLQEx3HYs2dPvTpr166FnZ0dpFIpvLy8EBMT00x7olyvuJjj1R4dUCNn+M/vV5GaW6bskAh5Ihqk047duaKJdv60pkabOnUqAODLL7+st4zjONTUNP6aWmlpKdzc3DBlyhSMGTOm3vLt27cjJCQE4eHh8PLywqpVq+Dv74+EhASYmZk9/06oiEUju+HsnRzcSC/CyysiYW+ijdfcLDF7sAM9S5KolHbfgpRq16DfsPbZ1fNtiDWqq9r9r0CjyOXyJ76akhwBYNiwYfjqq68QEBDQ4PKVK1di6tSpCAoKgouLC8LDw6GlpYWff/65OXZF6Ux1Jfjh/9zhaW8EkYBDUk4pvj9+B/N3X2v3z9ckqqXdnx21deUYNpFmziENGz58OAoL//0DaunSpSgoKODf5+bmwsXFpdm2J5PJEB8fDz8/P75MIBDAz88PUVFRTV5fZWUlioqKFF6qwKuTMXZM88alha9gSYArBBywPS4NS/76m5IkURntPkG2Vz8utsSDe/QUimc5fPgwKisr+fdff/21wm0d1dXVSEhIaLbt5eTkoKamBubm5grl5ubmyMj490HEfn5+GDduHA4cOAArK6snJs+wsDDo6+vzL2tr62aLtTnoSjUw0csWy17vAQD48WwSVhxOgFxOSZIoHyXIdqikSIgHSRLqXm2Ex1szqtK6OXbsGLKzs1FWVob79+/D29u7wXrz5s1DYWEh/0pLS2vlSBtnnIc1QkfWtsTXnbyLoIhY5JW2v4FzRLXQGbIdOvG7Ic4f0ld2GKQBJiYmEAqFyMzMVCjPzMyEhYVFk9cnkUigp6en8FJVQf3ssXxsD0hEApy6nY3h35/BrzGpeFhI9ycT5aAE2c5k3Rfj3EFKjo3FcZzCtHJ1ZS1FLBbD3d0dx48f58vkcjmOHz/+xFZiW/KGhzX+DO6HTqbayCiqwLzd1+AddgLDvj+Dy2kFyg6PtDN0m0c7UlEmwBfv2CHxmmrMBqMOGGOYPHkyJJLa67UVFRWYPn06tLW1AUDh+mRjlZSUIDExkX+flJSEy5cvw8jICDY2NggJCUFgYCA8PDzg6emJVatWobS0FEFBQc2zUyrOyUIPe4P7Y9PZJJxIyMLltAL8/bAIgT/HYPu0l+BkobqtYNK2UIJsR0oKhTQxQBMFBgYqvJ80aVK9Ok2dqDwuLg6+vr78+5CQEH5bERERePPNN5GdnY2FCxciIyMDPXv2xKFDh+oN3GnLdCQizBrsgFmDHZBXKsPU/8UhPiUf//dTDH6f3hc2xvRHHml5HGviqIPTp09jxYoViI+Px8OHD/HHH39g9OjR/HLGGEJDQ7Fx40YUFBSgX79+WL9+PRwcHPg6eXl5mDVrFvbt2weBQIDXX38d33//PXR0dBoVQ1FREfT19TEQoyDiXuxJFMYWVdh28cYLrUMdpNyW4sPXHFBaJGzxbVWzKpzEnygsLFTpa17tUd2xo24/m8KyKrz5QxRuZRTDVFcCNysDmOiI4W5riLHuVi3a7U3ansYeB02+Blk3C8jatWsbXL58+XKsXr0a4eHhiI6Ohra2Nvz9/VFRUcHXmThxIm7cuIGjR49i//79OH36NN57772mhkKaYO18q1ZJjoS0BH0tDfxviidsjbWQXVyJY39n4rfYNMzddRUztl5ESWW1skMkbVCTW5AKH+Y4hRYkYwyWlpb46KOP8PHHHwMACgsLYW5ujoiICIwfPx5///03XFxcEBsbCw8PDwDAoUOHMHz4cNy/fx+WlpbP3G5ztiAlmnK8PTcDY6dnvdB6VNnJPw0QvrAj8rNb57mP1IJUXeragqxTWlmNc4k5yCmRISW3FD+fS0JVDUMXMx2serMnXDvSADTybC3WgnyapKQkZGRkKMwCoq+vDy8vL/5G5qioKBgYGPDJEai96VkgECA6OrrB9bbkbCCV5QJcPtu4rl11FH9SF2sXWLVaciSkJWlLRBjSzQJvedlg3nBn/PaeN8z1JEjMKsGINWcx/Psz+OH0XWQVVTx7ZYQ8Q7MmyLqZPp42C0hGRka9CZdFIhGMjIwUZgp5lKrPBqKqaqo5PEyRoCiPxmKRtsnd1hD7ZvXH8O4W0BByuPmwCF8fuIWXwo4jaFMMDl57SLPykOemFvdBtvRsIAU5IqQltq1p15gcOPybEdbMs1J2KIS0KDNdKdZNdEfMfD98NdoVvW0MIGdAZEI23t96EeM3XqDHapHn0qxNi7qZPjIzM9GhQwe+PDMzEz179uTrZGUpXu+rrq5GXl7eE2cKkUgk/H1oLeHOVS1E7jHE2x833IJVR7s3mmLj4mdfzyWkrTDUFmPSS7aY9JIt7maXYFf8fWw+n4yYpDwM/f403vfpjA4GmpCIBHDtqA97E21lh0xUXLO2IO3t7WFhYaEwC0hRURGio6P5WUC8vb1RUFCA+Ph4vs6JEycgl8vh5eXVnOE0yYnfDXHrYtu4t+rX1ebYvLwDmJyGvpP2qbOpDv4z1AmHPngZnvZGKJPV4Nujt/HxziuY9eslvLLyFNZGJqKGul/JUzS5BfmsWUDmzJmDr776Cg4ODrC3t8fnn38OS0tLfqSrs7Mzhg4diqlTpyI8PBxVVVUIDg7G+PHjGzWCtaU8TJEgO12Mrj3LwKlFx3PDqqs4JF7TRGW5Gu8EIc3ExlgLv019CdtiUnH6djYqq+XIK5Xh2oNCrDicgFO3sxHyiiOcLfSgr0UD2YiiJt/mcfLkSYVZQOrUzQJSN1HADz/8gIKCAvTv3x/r1q2Do6MjXzcvLw/BwcEKEwWsXr1aKRMFKGLYEncTppZVzbjO1lNeIsTmFRb4Y6MJAOW1Huk2D9Wl7rd5NAfGGHbF38eivTdQKvv3YdcWelL0sjGAp70RvDsb05R2bVhjj4MXug9SWVouQQJTP0/H69OzoG4Tc8gqBdi8zAK7ws2eXbmFUYJUXZQg/5WaW4Zlh2/hcmoBHhTUf2LIICczzB/uhC5mukqIjrSkxh4HNP7/MZuXW+D1aVnKbIA9l3WfdcTBrcbKDoMQtWFjrIW1b/UGABRXVOFmehHiUvIRk5SHc4k5OHErC6duZ2OwkxkMtcSQaAjgZmWA13paQkNIlzDaA2pBPobjGAaMKMT88GS1aEUyBqwMscGxXYaQ16hGwNSCVF3Ugmycu9klWHrwFo7ezKy3zNZYCx8MdsDArmbQ19SAUKAaxx1pPGpBPifGOJzZr48VH9hg9tL7kGrJlR3SE1VWCPDDF5Y4utOQRqwS0ow6m+pg49seiE/Jw6XUAlRWy1FYXoXf4+8jJbcMITuuAAA4DjDUEsPNSh8vdTJG384mcO2oR5OntxGUIBvAGIfju4ygrVuDyf/JgLZezbM/1MrKSwXY+p0F9m82UXYohLRZ7rZGcLc14t9/MNgBm6OSEXEuGVnFlWAMyCuVITIhG5EJ2QBqW5ij3CzRx94Ismo5ZNVydLXQRSfTtjulZVtFCfIp9m4yRU01h/cXP4CGWHV6ouU1HCKWdcCeH02VHQoh7Yq2RIQZA7tgxsAuqKqRo6CsCg8LyxGTlIcL93JxLjEXKbllWH0isd5nBziYINDbDh0NNVFeVQPGGJws9KAtodOwqqKfzDP89YsxSouFmLcuRdmhAKidBODvOC1EH6PrR4Qok4ZQAFNdCUx1JehhZYB3B3RCaWU1jv2dib2X05GWXwaphhAcgKsPCnHmTg7O3MlRWIdQwKGbpR56WOnDTFcKYx0xLA004WShCws9KXXVKhklyGficGqvAZgc+M9/UyEUKaclKZdz+PMnE2xbZQ5ZBY2gI0QVaUtEGNWzI0b17KhQnppbhl8uJGPvlXTUyBk0xUJUVTNkFFXg6v1CXL1fWG9d+poa8HE0RWBfW/S2MaRkqQQ0irXRGIa+lYeAd7Nh1akSotbqcmVAyh0pbsZqY9UnVgBT/YOERrGqLhrFqlrSC8oRm5yH25nFyC2RIaekEsm5ZUjKKVWYBs/JQhcGWhooKKtCVY0cPaxqJzRw7qAHqYYAGkIBOADVcoYaOYOdsTY0xfSA9CehiQJa0LRFDxDwbnarTEkXfUwPi9+1Q5VMfVqNlCBVFyVI9VBZXYMb6UX4LSYVf15OR2V100bTa4uFeMXFHMO6d4ClviYkGgLoSEQw15NCKODAGENCZjHOJ+aC4wBHc104mOvATFfaQnvUPMplNXhQUI5Lqfm4mFqA+/ll0BILoSPRgJWhJgY7m6F7R/1ntrYpQbYgTsDw6qRcdO1ZhiHj81pkGzfjtHFityFO79NHYa56zRFJCVJ1UYJUP/mlMkQmZEEkFMBQSwM1coaLKfmITspDal4ZqmrkqKyWgwMgEgpQXSNHUUV1g+sSCwWwNtJESWU1Mosq6y23MdLCAAcTeNoboaqGoaBMhqLyKpTKalAmq65N1P9kjA4GUnTvaADXjnrQFosgZ7Wt1zJZDUr/qcsB4DgOOcWVuJtdgnvZpcgoqkB2cSVySytRVcNQXVOb/HWlGtCViiDVqG35MgA1cjkqq+SoqK5BXolMYWrAJ7HQk+IVF3N8OszpiQOgKEG2Aj3DaljaVWL28vvo7PLPVFXP2wP6z09BJhNg7uudUZAjQkaqej6jkhKk6qIE2fYxxnAprQD7rqTjzJ0clFZWo6KqBsUV1ah+pNtWqiGAp70xJCIBErNKkJJbCnV4uIlUQwBXS330tjWEg5kOKqvlKK6oxtX7BTh1OxtlshpY6EkRNW/QE1uSNFFAKyjKF6EoX4QPX3OAUMjg4FaGBeH/jnbVM6p+6mw8xQVCfvabPzaa4s+fTcAAlJcIoHZz3RFCVALHcehtY4jeNoYK5TVyhvSCcqTklkEo4NDLxoBvrQFASWU1ou/l4sydHFx7UAgtsRCGWmLoa2pAWyKCtlgIsUgAjqudwSsppxRX7xciIbOYv17KcYC2WARtSW1dxmrr6mtqoLOZDjqZaKOjoWbt6F8dCSQiQW2XL4CSimoUV1SjvKqGP/uJhBwkIiEkGgIYaolhrCOGrkT0xMRXUVWD83dzUFxR3SyDmqgF2UI4AcOSrfcgFD756/3uY2u1bSU+DbUgVRe1IElzq0uOAg5qM9KWWpBKxuQc5k/orOwwCCGkRbXluWjVZ2gkIYQQ0orUsgVZ1ytcjSp+cAtRHdWofeC0Gvbet3l1P5OioiIlR0KI8tT9/j/rHKWWCbK4uBgAcBYHlBwJeZri4mLo6+srOwzyiLpjx9raWsmREKJ8zzpHqeUgHblcjoSEBLi4uCAtLY0GGzynoqIiWFtbN/t3yBhDcXExLC0tIRBQL74qkcvlSE9Ph66u7lOHwLfE74WqoP1TX821b409R6llC1IgEKBjx9q5DvX09NrcL0Fra4nvkFqOqkkgEMDKyqpRddv6sUX7p76aY98ac46iP+8JIYSQBlCCJIQQQhqgtglSIpEgNDQUEknbu9G+tdB3SBrS1n8vaP/UV2vvm1oO0iGEEEJamtq2IAkhhJCWRAmSEEIIaQAlSEIIIaQBapkg165dCzs7O0ilUnh5eSEmJkbZIamM06dPY+TIkbC0tATHcdizZ4/CcsYYFi5ciA4dOkBTUxN+fn64c+eOQp28vDxMnDgRenp6MDAwwDvvvIOSkpJW3AuiTG3h+AoLC0OfPn2gq6sLMzMzjB49GgkJCQp1KioqMHPmTBgbG0NHRwevv/46MjMzlRTxi1m6dCk4jsOcOXP4MnXfvwcPHmDSpEkwNjaGpqYmunfvjri4OH55Y85lL0rtEuT27dsREhKC0NBQXLx4EW5ubvD390dWVpayQ1MJpaWlcHNzw9q1axtcvnz5cqxevRrh4eGIjo6GtrY2/P39UVFRwdeZOHEibty4gaNHj2L//v04ffo03nvvvdbaBaJEbeX4OnXqFGbOnIkLFy7g6NGjqKqqwpAhQ1BaWsrX+fDDD7Fv3z7s3LkTp06dQnp6OsaMGaPEqJ9PbGwsNmzYgB49eiiUq/P+5efno1+/ftDQ0MDBgwdx8+ZNfPvttzA0/PcZl405l70wpmY8PT3ZzJkz+fc1NTXM0tKShYWFKTEq1QSA/fHHH/x7uVzOLCws2IoVK/iygoICJpFI2K+//soYY+zmzZsMAIuNjeXrHDx4kHEcxx48eNBqsRPlaKvHV1ZWFgPATp06xRir/b3X0NBgO3fu5Ov8/fffDACLiopSVphNVlxczBwcHNjRo0eZj48P++CDDxhj6r9///nPf1j//v2fuLwx57LmoFYtSJlMhvj4ePj5+fFlAoEAfn5+iIqKUmJk6iEpKQkZGRkK35++vj68vLz47y8qKgoGBgbw8PDg6/j5+UEgECA6OrrVYyatpy0fX4WFhQAAIyMjAEB8fDyqqqoU9tXJyQk2NjZqta8zZ87Eq6++qrAfgPrv3969e+Hh4YFx48bBzMwMvXr1wsaNG/nljTmXNQe1SpA5OTmoqamBubm5Qrm5uTkyMjKUFJX6qPuOnvb9ZWRkwMzMTGG5SCSCkZERfcdtXFs9vuRyOebMmYN+/frB1dUVQO3vuVgshoGBgUJdddrX3377DRcvXkRYWFi9Zeq+f/fu3cP69evh4OCAw4cP4/3338fs2bOxefNmAI07lzUHtZysnBBCGmvmzJm4fv06zp49q+xQmk1aWho++OADHD16FFKpVNnhNDu5XA4PDw98/fXXAIBevXrh+vXrCA8PR2BgYKvFoVYtSBMTEwiFwnojsTIzM2FhYaGkqNRH3Xf0tO/PwsKi3oCM6upq5OXl0XfcxrXF4ys4OBj79+9HZGSkwlNMLCwsIJPJUFBQoFBfXfY1Pj4eWVlZ6N27N0QiEUQiEU6dOoXVq1dDJBLB3NxcrfevQ4cOcHFxUShzdnZGamoqgMady5qDWiVIsVgMd3d3HD9+nC+Ty+U4fvw4vL29lRiZerC3t4eFhYXC91dUVITo6Gj++/P29kZBQQHi4+P5OidOnIBcLoeXl1erx0xaT1s6vhhjCA4Oxh9//IETJ07A3t5eYbm7uzs0NDQU9jUhIQGpqalqsa+DBw/GtWvXcPnyZf7l4eGBiRMn8v9X5/3r169fvdtybt++DVtbWwCNO5c1i2Yb7tNKfvvtNyaRSFhERAS7efMme++995iBgQHLyMhQdmgqobi4mF26dIldunSJAWArV65kly5dYikpKYwxxpYuXcoMDAzYn3/+ya5evcpGjRrF7O3tWXl5Ob+OoUOHsl69erHo6Gh29uxZ5uDgwCZMmKCsXSKtqK0cX++//z7T19dnJ0+eZA8fPuRfZWVlfJ3p06czGxsbduLECRYXF8e8vb2Zt7e3EqN+MY+OYmVMvfcvJiaGiUQitmTJEnbnzh22detWpqWlxbZs2cLXacy57EWpXYJkjLE1a9YwGxsbJhaLmaenJ7tw4YKyQ1IZkZGRDEC9V2BgIGOsdnj0559/zszNzZlEImGDBw9mCQkJCuvIzc1lEyZMYDo6OkxPT48FBQWx4uJiJewNUYa2cHw1dAwAYJs2beLrlJeXsxkzZjBDQ0OmpaXFAgIC2MOHD5UX9At6PEGq+/7t27ePubq6MolEwpycnNgPP/ygsLwx57IXRU/zIIQQQhqgVtcgCSGEkNZCCZIQQghpACVIQgghpAGUIAkhhJAGUIIkhBBCGkAJkhBCCGkAJUhCCCGkAZQgCSGEkAZQgiSEkDZk0aJF6Nmzp7LDaBMoQRJC1FZ4eDh0dXVRXV3Nl5WUlEBDQwMDBw5UqHvy5ElwHIe7d++2cpREXVGCJISoLV9fX5SUlCAuLo4vO3PmDCwsLBAdHY2Kigq+PDIyEjY2NujcubMyQlV7VVVVyg6h1VGCJISora5du6JDhw44efIkX3by5EmMGjUK9vb2uHDhgkK5r68vfvnlF3h4eEBXVxcWFhZ46623+GegyuVyWFlZYf369QrbuXTpEgQCAVJSUgAABQUFePfdd2Fqago9PT0MGjQIV65c4evXdXP+8ssvsLOzg76+PsaPH4/i4mK+jp2dHVatWqWwnZ49e2LRokX8e47jsGHDBowYMQJaWlpwdnZGVFQUEhMTMXDgQGhra6Nv374Ntoo3bNgAa2traGlp4Y033kBhYaHC8h9//BHOzs6QSqVwcnLCunXr+GXJycngOA7bt2+Hj48PpFIptm7d+oyfRttDCZIQotZ8fX0RGRnJv4+MjMTAgQPh4+PDl5eXlyM6Ohq+vr6oqqrC4sWLceXKFezZswfJycmYPHkyAEAgEGDChAnYtm2bwja2bt2Kfv368c8jHDduHLKysnDw4EHEx8ejd+/eGDx4MPLy8vjP3L17F3v27MH+/fuxf/9+nDp1CkuXLm3y/i1evBhvv/02Ll++DCcnJ7z11luYNm0a5s2bh7i4OP7Zl49KTEzEjh07sG/fPhw6dAiXLl3CjBkzFPZn4cKFWLJkCf7++298/fXX+Pzzz7F582aF9Xz66af44IMP8Pfff8Pf37/Jsau9Zn02CCGEtLKNGzcybW1tVlVVxYqKiphIJGJZWVls27Zt7OWXX2aMMXb8+HEGgH8u6qNiY2MZAP6RbpcuXWIcx/F1a2pqWMeOHdn69esZY4ydOXOG6enpsYqKCoX1dO7cmW3YsIExxlhoaCjT0tJiRUVF/PK5c+cyLy8v/r2trS377rvvFNbh5ubGQkND+fcA2Geffca/j4qKYgDYTz/9xJf9+uuvTCqV8u9DQ0OZUChk9+/f58sOHjzIBAIB/7irzp07s23btilse/HixfzzIpOSkhgAtmrVqnrfV3tCLUhCiFobOHAgSktLERsbizNnzsDR0RGmpqbw8fHhr0OePHkSnTp1go2NDeLj4zFy5EjY2NhAV1cXPj4+AIDU1FQAtd2czs7OfCvy1KlTyMrKwrhx4wAAV65cQUlJCYyNjaGjo8O/kpKSFLo67ezsoKury7/v0KED35XbFD169OD/b25uDgDo3r27QllFRQWKior4MhsbG3Ts2JF/7+3tDblcjoSEBJSWluLu3bt45513FOL/6quv6nXVenh4NDnetkSk7AAIIeRFdOnSBVZWVoiMjER+fj6f8CwtLWFtbY3z588jMjISgwYNQmlpKfz9/eHv74+tW7fC1NQUqamp8Pf3h0wm49c5ceJEbNu2DZ9++im2bduGoUOHwtjYGEDtKNnHr3vWMTAw4P+voaGhsIzjOMjlcv69QCAAe+xxvA0NhHl0PRzHPbHs0XU/TUlJCQBg48aN8PLyUlgmFAoV3mtrazdqnW0VJUhCiNrz9fXFyZMnkZ+fj7lz5/LlL7/8Mg4ePIiYmBi8//77uHXrFnJzc7F06VJYW1sDgMII2DpvvfUWPvvsM8THx2PXrl0IDw/nl/Xu3RsZGRkQiUSws7N77phNTU3x8OFD/n1RURGSkpKee32PSk1NRXp6OiwtLQEAFy5cgEAgQNeuXWFubg5LS0vcu3cPEydObJbttVWUIAkhas/X1xczZ85EVVUV34IEAB8fHwQHB0Mmk8HX1xcikQhisRhr1qzB9OnTcf36dSxevLje+uzs7NC3b1+88847qKmpwWuvvcYv8/Pzg7e3N0aPHo3ly5fD0dER6enp+OuvvxAQENDobslBgwYhIiICI0eOhIGBARYuXFivBfe8pFIpAgMD8c0336CoqAizZ8/GG2+8AQsLCwDAF198gdmzZ0NfXx9Dhw5FZWUl4uLikJ+fj5CQkGaJoS2ga5CEELXn6+uL8vJydOnShb9OB9QmyOLiYv52EFNTU0RERGDnzp1wcXHB0qVL8c033zS4zokTJ+LKlSsICAiApqYmX85xHA4cOICXX34ZQUFBcHR0xPjx45GSkqKw7WeZN28efHx8MGLECLz66qsYPXp0s92j2aVLF4wZMwbDhw/HkCFD0KNHD4XbON599138+OOP2LRpE7p37w4fHx9ERETA3t6+WbbfVnDs8U5wQgghhFALkhBCCGkIJUhCCCGkAZQgCSGEkAZQgiSEEEIaQAmSEEIIaQAlSEIIIaQBlCAJIYSQBlCCJIQQQhpACZIQQghpACVIQgghpAGUIAkhhJAGUIIkhBBCGvD/g4UBc1Z5tL0AAAAASUVORK5CYII=",
-      "text/plain": [
-       "<Figure size 500x200 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "show_img_and_power_spectrum(high_res_dataset[0]['x'])"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 64,
-   "id": "5546317a-f781-44d6-9bc0-a6fd340d3d30",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/tmp/ipykernel_871660/3613425592.py:1: UserWarning: To copy construct from a tensor, it is recommended to use sourceTensor.detach().clone() or sourceTensor.detach().clone().requires_grad_(True), rather than torch.tensor(sourceTensor).\n",
-      "  residual = resize_img - torch.tensor(high_res_dataset[0]['x'])\n",
-      "/tmp/ipykernel_871660/3613425592.py:4: UserWarning: To copy construct from a tensor, it is recommended to use sourceTensor.detach().clone() or sourceTensor.detach().clone().requires_grad_(True), rather than torch.tensor(sourceTensor).\n",
-      "  high_spectrum = get_energy_curve(torch.tensor(high_res_dataset[0]['x']))\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.legend.Legend at 0x7fabd662caf0>"
-      ]
-     },
-     "execution_count": 64,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "residual = resize_img - torch.tensor(high_res_dataset[0]['x'])\n",
-    "resid_spectrum = get_energy_curve(residual)\n",
-    "resize_spectrum = get_energy_curve(resize_img)\n",
-    "high_spectrum = get_energy_curve(torch.tensor(high_res_dataset[0]['x']))\n",
-    "plt.plot(resize_spectrum, label='resize')\n",
-    "plt.plot(resid_spectrum, label='resid')\n",
-    "plt.plot(high_spectrum, label='ground_truth')\n",
-    "plt.yscale('log')\n",
-    "plt.legend()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "3432798e-0517-4786-be98-664ea60eda51",
-   "metadata": {
-    "jp-MarkdownHeadingCollapsed": true
-   },
-   "source": [
-    "# PINNs\n",
-    "\n",
-    "TODO:\n",
-    "- make fig about pinn's weights\n",
-    "- make fig w/ ns various feilds"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 65,
-   "id": "7e47b359-e604-4484-a4f9-301631aa3b3f",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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Krl69ehg+fDj+/PNPxMXFCcML+n4mJydjy5YtBdbj5uaGmJgY/PXXX7h3716R3aXAxx6ia9eu4fTp0/nGJSUlCTtVhZF200v/pEeMly9fLvAc3IkTJwBApitUS0sr344aAPTs2RM3b94UuoGBj/fDbtiwAVZWVgWephk5ciRWr16N9evXY/bs2TLLmZubi4ULF+abJicnR5j/u3fv8v1uSXf0ixN3fIRYyZw8eRLh4eHIyclBfHw8zp07h+DgYFhaWiIoKAgaGhrQ0NCAk5MTli5diuzsbNSqVQtnzpxBZGSk3POpX78+5s6di4ULF6Jjx4749ttvIRaLERoaCnNzcyxatEgoa2Jigu7du2P//v3Q19cv8HJ9VjLS7Q18PO+ze/duPH36FN7e3tDV1QXw8ZaZgIAAiEQi1KtXD8eOHSvWTdL29vYYMGAA/P398fbtW+G2i3///ReA7J7+4sWLcf78ebRp0wbfffcdbGxskJiYiNu3byMkJASJiYlFzs/GxgadOnWCvb09DA0NcevWLRw4cACTJk0qzqpRCnPnzsWOHTvw5MkT4SirW7duUFdXxzfffINx48YhLS0NGzduRI0aNQq8CEd6z+gPP/wg7JQUZdasWQgKCkLv3r3h4eEBe3t7pKen4//+7/9w4MABREVFwdjYuNjLs2TJEoSFheHbb78Vusdv376N7du3w9DQUOa2G3t7e6xbtw6//vor6tevjxo1aqBLly7w9vbGnj170KNHD0yZMgWGhobYtm0bIiMjcfDgwUK79CdNmoSUlBTMnTsXenp6+Omnn+Ds7Ixx48Zh0aJFuHv3Lrp16wY1NTU8ffoU+/fvx6pVqzBw4EBs27YNa9euRf/+/VGvXj2kpqZi48aN0NXVRc+ePeVfAaW6RpUpzKeX4aurq5OZmRl17dqVVq1aRSkpKTLlX716Rf379yd9fX3S09OjQYMGUUxMTL7L6KW3Xbx+/brA+W7evJlatmxJYrGYDAwMyNnZmYKDg/OV27dvHwEgLy8vhS73l6qg2y40NDTIzs6O1q1bJ9z6QkT0+vVrGjBgAFWvXp0MDAxo3Lhx9ODBgwJvu9DS0ipwfunp6TRx4kQyNDQkbW1t6tevHz158oQA0OLFi2XKxsfH08SJE8nCwoLU1NTIzMyMvv76a9qwYYNQJu8l85/69ddfycHBgfT19UlTU5MaN25Mv/32G2VlZZVyrVWcz90WJb3dJe9tF0FBQdS8eXPS0NAgKysrWrJkCW3evJkAUGRkZL46hg0bRgDIxcWlwPl/etsF0cdbGebMmUP169cndXV1MjY2pvbt25Ofn5+wrqW3XSxbtkyu5bxy5QpNnDiRmjZtSnp6eqSmpkZ16tQhDw8PioiIkCkbFxdHvXr1Ih0dHQIgcwtGREQEDRw4kPT19UlDQ4McHBzo2LFjMtMXFkM//vgjAaA1a9YIwzZs2ED29vakqalJOjo61KxZM/rxxx8pJiaGiIhu375N7u7uVKdOHRKLxVSjRg3q3bs33bp1S67llhIRfXKcyVgBjhw5gn79+uHSpUvo2LFjRTeHKcDdu3fRsmVL7Ny5U3iiDWNfMj6HyOSyceNG1K1bV+beIqY88l5WL+Xv7w8VFRU4OTlVQIsYq3z4HCL7rMDAQNy/fx/Hjx/HqlWrCr2yjFVuS5cuRVhYGDp37oxq1arh5MmTOHnyJLy8vGBhYVHRzWOsUuAuU/ZZIpEI2tracHNzw/r164WHTjPlEhwcDF9fXzx69AhpaWmoU6cORowYgblz5/I2Zez/44TIGGOMgc8hMsYYYwA4ITLGGGMA+KKaEpNIJIiJiYGOjg5faFJKRITU1FSYm5sr7dvWOR4UpyrEA8AxoUjlFROcEEsoJiaGr85TsJcvX+Z7U4Oy4HhQPGWOB4BjoiyUdUxwQiwh6WuYXr58KTxii5VMSkoKLCwshHWqjDgeFKcqxAPAMaFI5RUTnBBLSNoFoqury8GuIMrcrcTxoHjKHA8Ax0RZKOuYUN4OesYYY0yB+AiRldhFJ+dS1+F86aICWsIqi9LGBMdD1aJsvxF8hMgYY4yBEyJjjDEGgBMiY4wxBqAYCbGoN3Tn5OTg5s2bpW4QY4wxVhHkvqimZs2aiI2NRY0aNQAAzZo1w4kTJ4QbT9++fYt27dohNze3bFrKGGOsTHUI6FCq6a9MvqKgllQMuY8QP30pRlRUFLKzsz9bhjHGGFMWCj2HqOw30jLGGPty8UU1jDHGGIpxDlEkEiE1NRUaGhogIohEIqSlpSElJQUAhH8ZY4wxZSR3QiQiNGzYUOZzy5YtZT5zlyljjDFlJXdCPH/+fFm2gzHGGKtQcidEZ+fSP5OOMcYYq6zkTog5OTnIzc2FWCwWhsXHx2P9+vVIT09Hnz594OjoWCaNZIwxxsqa3Anxu+++g7q6Ov78808AQGpqKr766itkZGSgZs2aWLlyJY4cOYKePXuWWWMZY4yxsiL3bRdXrlzBgAEDhM/bt29Hbm4unj59inv37mHGjBlYtmxZsRvwxx9/wMrKChoaGmjTpk2Rj3/bv38/GjduDA0NDeFpOXkREebNm4eaNWtCU1MTLi4uePr0qUwZKysriEQimb/FixcXu+2MMcaqDrkTYnR0NBo0aCB8Pnv2LAYMGAA9PT0AwKhRo/Dw4cNizXzv3r2YMWMGfHx8cPv2bbRo0QKurq6FPjf16tWrcHd3x5gxY3Dnzh3069cP/fr1w4MHD4QyS5cuxerVq7F+/XrcuHEDWlpacHV1RUZGhkxdCxYsQGxsrPA3efLkYrWdMcZY1SJ3QtTQ0MCHDx+Ez9evX0ebNm1kxqelpRVr5itWrMB3330HT09P2NjYYP369ahevTo2b95cYPlVq1ahe/fumDVrFpo0aYKFCxeiVatWWLNmDYCPR4f+/v74+eef0bdvXzRv3hzbt29HTEwMDh8+LFOXjo4OzMzMhD8tLa1itZ0xxljVIndCtLOzw44dOwAAly9fRnx8PLp06SKMj4iIgLm5udwzzsrKQlhYGFxcXP7XGBUVuLi44Nq1awVOc+3aNZnyAODq6iqUj4yMRFxcnEwZPT09tGnTJl+dixcvhpGREVq2bIlly5YhJyfns+3NzMxESkqKzB9jjLGqQ+6LaubNm4cePXpg3759iI2NhYeHB2rWrCmMP3ToEDp0kP9J6W/evEFubi5MTU1lhpuamiI8PLzAaeLi4gosHxcXJ4yXDiusDABMmTIFrVq1gqGhIa5evYo5c+YgNjYWK1asKLS9ixYtgq+vr9zLxxhjTLkU6z7EsLAwnDlzBmZmZhg0aJDMeDs7Ozg4OCi8gWVhxowZwv+bN28OdXV1jBs3DosWLZK5rSSvOXPmyEyXkpIivPqKMcaY8pM7IQJAkyZN0KRJkwLHeXl5FWvGxsbGUFVVRXx8vMzw+Ph4mJmZFTiNmZnZZ8tL/42Pj5c5eo2Pj4ednV2hbWnTpg1ycnIQFRWFRo0aFVhGLBYXmiwZY4wpP7kT4qVLl+Qq5+TkJFc5dXV12Nvb4+zZs+jXrx8AQCKR4OzZs5g0aVKB07Rr1w5nz57FtGnThGHBwcFo164dAMDa2hpmZmY4e/askABTUlJw48YNjB8/vtC23L17FyoqKsLLjxljjH155E6InTp1Eh7eXdiLgEUiEXJzc+We+YwZMzBq1Ci0bt0aDg4O8Pf3R3p6Ojw9PQEAI0eORK1atbBo0SIAwNSpU+Hs7Izly5ejV69eCAwMxK1bt7BhwwZh/tOmTcOvv/6KBg0awNraGr/88gvMzc2FpHvt2jXcuHEDnTt3ho6ODq5du4bp06dj+PDhMDAwkLvtjDHGqha5E6KBgQF0dHTg4eGBESNGwNjYuNQzd3Nzw+vXrzFv3jzExcXBzs4Op06dEi6KefHiBVRU/nchbPv27bF79278/PPP+Omnn9CgQQMcPnwYTZs2Fcr8+OOPSE9Ph5eXF5KSkuDo6IhTp05BQ0MDwMeuz8DAQMyfPx+ZmZmwtrbG9OnTZc4PMsYY+/KIqLDDvU9kZWXh0KFD2Lx5My5fvoyePXtizJgx6N69+xf52qeUlBTo6ekhOTkZurq6Fd2cCnHRqfQPfHe+dLFKrMuqsAyKUNqYqCrxAChnTHQIkP9OgYJcmXxF5rOy/UbIfR+iuro63NzccPr0aYSHh6N58+aYNGkSLCwsMHfu3CLv42OsvBXnsYAbN25Ex44dYWBgAAMDA7i4uBT5GEHGWNUid0LMq06dOpg3bx5CQkLQsGFDLF68mG9UZ5VKcR8LeOHCBbi7u+P8+fO4du0aLCws0K1bN0RHR5dzy1llMX/+/HzPPG7cuHFFN4uVoWInxMzMTOzevRsuLi5o2rQpjI2Ncfz4cRgaGpZF+xgrkeI+FnDXrl2YMGEC7Ozs0LhxY/z111/CVc/sy2VrayvzzON//vmnopvEypDcF9XcvHkTW7ZsQWBgIKysrODp6Yl9+/ZxImSVjvSxgHPmzBGGFfVYwE+9f/8e2dnZHN9fuGrVqhV6XzSreuROiG3btkWdOnUwZcoU2NvbA0CBe0t9+vRRXOsYK4GSPBbwU7Nnz4a5uXm+Z+dKZWZmIjMzU/jMpwyqpqdPn8Lc3BwaGhpo164dFi1ahDp16hRYlmNC+RXrSTUvXrzAwoULCx1f3PsQGauMFi9ejMDAQFy4cEG4XedT/Gzbqq9NmzbYunUrGjVqhNjYWPj6+qJjx4548OABdHR08pXnmFB+cp9DlEgkRf5xMmSVQUkeCyjl5+eHxYsX48yZM2jevHmh5ebMmYPk5GTh7+XLlwppO6s8evTogUGDBqF58+ZwdXXFiRMnkJSUhH379hVYnmNC+ZXoKlPGKrO8jwWUkl4gI33MX0GWLl2KhQsX4tSpU2jduvVn5yEWi6Grqyvzx6o2fX19NGzYEP/991+B4zkmlB8nRFYlzZgxAxs3bsS2bdvw+PFjjB8/Pt9jAfNedLNkyRL88ssv2Lx5M6ysrBAXF4e4uLhiv/SaVV1paWmIiIiQeXEAq1qKdQ6RMWVR3McCrlu3DllZWRg4cKBMPT4+Ppg/f355Np1VEj/88AO++eYbWFpaIiYmBj4+PlBVVYW7u3tFN42VEU6IrMqaNGlSoW9OuXDhgsznqKiosm8QUyqvXr2Cu7s73r59CxMTEzg6OuL69eswMTGp6KaxMsIJkTHGChAYGFjRTWDlrNgJsW7duggNDYWRkZHM8KSkJLRq1QrPnj1TWOMYY2VH0Q9yZkzZFfuimqioqAJvr8jMzOTnPjLGGFNach8hBgUFCf8/ffo09PT0hM+5ubk4e/YsrKysFNo4xhhjBXuxoFmppq8z7/8U1JKqQ+6EKH3jvEgkwqhRo2TGqampwcrKCsuXL1do4xhjjLHyIndClEgkAABra2uEhobC2Ni4zBrFGGOMlbdiX1QTGRmZb1hSUhL09fUV0R5WRkp7AQXAF1Ewxqq2Yl9Us2TJEuzdu1f4PGjQIBgaGqJWrVq4d++eQhvHGGOMlZdiJ8T169fDwsICABAcHIyQkBCcOnUKPXr0wKxZsxTeQMYYY6w8FLvLNC4uTkiIx44dw+DBg9GtWzdYWVmhTZs2Cm8gY4wxVh6KfYRoYGAgvNbk1KlTwgtUiYhf/8QYY0xpFfsI8dtvv8XQoUPRoEEDvH37Fj169AAA3LlzB/Xr11d4AxljjLHyUOyEuHLlSlhZWeHly5dYunQptLW1AQCxsbGYMGGCwhvIGGOMlYdiJ0Q1NTX88MMP+YZPnz5dIQ1ijDHGKkKJXhC8Y8cOODo6wtzcHM+fPwcA+Pv748iRIwptHGOMMVZeip0Q161bhxkzZqBHjx5ISkoSLqTR19eHv7+/otvHGGOMlYtid5kGBARg48aN6NevHxYvXiwMb926dYFdqYwx9qWzn7W91HWELRupgJawzyn2EWJkZCRatmyZb7hYLEZ6erpCGsUYY4yVt2InRGtra9y9ezff8FOnTqFJkyaKaBNjjDFW7uTuMl2wYAF++OEHzJgxAxMnTkRGRgaICDdv3sSePXuwaNEi/PXXX2XZVsYYY6zMyJ0QfX198f3332Ps2LHQ1NTEzz//jPfv32Po0KEwNzfHqlWrMGTIkLJsK2OMMVZm5E6IRCT8f9iwYRg2bBjev3+PtLQ01KhRo0wa96Uq7ZuwAX4bNmOMFVexrjIViUQyn6tXr47q1asrtEGMMcZYRShWQmzYsGG+pPipxMTEUjWIMcYYqwjFSoi+vr7Q09Mrq7YwxhhjFaZYCXHIkCF8vpAxxliVJPd9iEV1lTLGGGPKTO6EmPcqU8YYY6yqkTshSiSSMuku/eOPP2BlZQUNDQ20adMGN2/e/Gz5/fv3o3HjxtDQ0ECzZs1w4sQJmfFEhHnz5qFmzZrQ1NSEi4sLnj59KlMmMTERw4YNg66uLvT19TFmzBikpaUpfNlYxVJ0bLEvT3FjiCm3Er3+SVH27t2LGTNmwMfHB7dv30aLFi3g6uqKhISEAstfvXoV7u7uGDNmDO7cuYN+/fqhX79+ePDggVBm6dKlWL16NdavX48bN25AS0sLrq6uyMjIEMoMGzYMDx8+RHBwMI4dO4ZLly7By8urzJeXlZ+yiC32ZSluDDHlJ6IK7Att06YNvvrqK6xZswbAx6NQCwsLTJ48Gd7e3vnKu7m5IT09HceOHROGtW3bFnZ2dli/fj2ICObm5pg5c6bw5o3k5GSYmppi69atGDJkCB4/fgwbGxuEhoaidevWAD4+h7Vnz5549eoVzM3N5Wp7SkoK9PT0kJycjM4LD5dqPXz6FPuyuDG/Q0CHUtd5ZfIVmc8XnZxLXafzpYsy61JXV7fUdQKKj62ilMUy5FUZY+LTeABKHxNlFQ8lUdwY+pQifyMAxf9OFPTwDkXHRGX+jShIhR0hZmVlISwsDC4uLv9rjIoKXFxccO3atQKnuXbtmkx5AHB1dRXKR0ZGIi4uTqaMnp4e2rRpI5S5du0a9PX1hWQIAC4uLlBRUcGNGzcUtnys4pRFbLEvS0liiCm/Yr8PUVHevHmD3NxcmJqaygw3NTVFeHh4gdPExcUVWD4uLk4YLx32uTKfngutVq0aDA0NhTIFyczMRGZmpvA5OTkZwMe9wNzMD4VOJ4+UlBSZz6kZuaWqr6A6cz7kKLzO9BzF1CmtV1GdFWURW5/6XDyUhcoYEwUta2ljoizioSRKEkNl+RshrSev0sZEQdtP0TFRWX8jClNhCVHZLFq0CL6+vvmGW1hYlLpuvYDvS11HPosU/wAFvdll8FCGPA96SE1NVZoHP5RlPJQZBccEx4Osso4Jhf9O8G9EPhWWEI2NjaGqqor4+HiZ4fHx8TAzMytwGjMzs8+Wl/4bHx+PmjVrypSxs7MTynx6UjwnJweJiYmFzhcA5syZgxkzZgifJRIJEhMTYWRk9Nl7NFNSUmBhYYGXL18qrO9bGeosTn1EhNTUVLnP3xalLGLrUyWNB6Bi17Uy1KnoeCiJksQQ/0aUXZ3lFhNUgRwcHGjSpEnC59zcXKpVqxYtWrSowPKDBw+m3r17ywxr164djRs3joiIJBIJmZmZkZ+fnzA+OTmZxGIx7dmzh4iIHj16RADo1q1bQpnTp0+TSCSi6OhohS1b3vkDoOTk5C+qzrJoY3EoOrYUSRnWtbLUWZaKG0MlpSzrWlnqLI0KTYiBgYEkFotp69at9OjRI/Ly8iJ9fX2Ki4sjIqIRI0aQt7e3UP7KlStUrVo18vPzo8ePH5OPjw+pqanR//3f/wllFi9eTPr6+nTkyBG6f/8+9e3bl6ytrenDhw9Cme7du1PLli3pxo0b9M8//1CDBg3I3d29TJZRWYJIGX6ki6MsYktRlGFdK0udZamoGFIUZVnXylJnaVRoQiQiCggIoDp16pC6ujo5ODjQ9evXhXHOzs40atQomfL79u2jhg0bkrq6Otna2tLx48dlxkskEvrll1/I1NSUxGIxff311/TkyROZMm/fviV3d3fS1tYmXV1d8vT0pNTU1DJZPmUJImX4kS4uRceWoijDulaWOsva52JIUZRlXStLnaVR4QmxqsvIyCAfHx/KyMj4ouosizZWFcqwrpWlzqpAWda1stRZGhV6Yz5jjDFWWVToo9sYY4yxyoITImOMMQZOiIwxxhgAToiMMcYYAE6IjDHGGABOiOVKIpFUdBNYJcMxwfLieKhYnBDLwcuXL5GcnAwVlbJZ3XlffqwocXFxOHfuHADFPGE+Ozu71HVUJcoWE4qOB4BjIq+yjgeAY0IenBDLGBHB398fFy9eLHR8aSQmJsLb2xvp6ekKCyaJRIL169fj5s2bAFDkw6qLkpCQgNWrV0MikVR4wFcGyhYTio4HgGMir7KOB4BjQl6cEMvBhw8fcOfOHeHzs2fP8OLFCwAfA6k0Af/ixQuEhoaievXqUFNTyze+JF0wKioqcHR0RFhYmDDs4sWLuHnzJm7dulXs+m7fvo1Dhw5BRUVFYW1UdsoUE4qOB4Bj4lNlGQ8Ax4S8+H2IZUwkEmHYsGE4evQoAGDZsmXYsWMHzMzMkJycjJCQEOjo6EAikZSou8TOzg61a9fGgwcP0KxZM6xfvx4RERGQSCQYPXo0bG1tkZubC1VV1WLVm/eFyZs3b4afnx8aNGiAxMRE9O7dG7Nnz5a7ru7du2PLli149+4dDAwMsH37djx//hx6enro3bs36tatW+LlV0bKGBOKjAeAYyKvso4HgGNCXlU/2ipAQkIC7t27J7wxW1NTE8ePH8eTJ09w6dIl7N27F3///TcMDQ3h4OBQ7I2cm5uL3NyPb8uW7jlevXoVYWFhWLt2LWxsbJCSkgJnZ2fcuXMHqqqqRe5hRkVF4fjx48KXslWrVqhVqxbCwsJw8eJFLF26FEeOHMHs2bMRGBiIPXv2yN3e7OxsxMTE4Pz58zhz5gyWLl0KNTU1XLt2DW5ubggPD6/yP3zKFhNlGQ8Ax0RZxwPAMVESVTfiKsiDBw9gZ2cHT09PNG7cGOfPn0erVq1gZ2cHsViMxMREnDhxAtra2jh58iRUVVWxbt26YtXv6emJIUOG4O+//4ZIJMLQoUORkJCAlJQUmJubw9PTExs3boSHhwe+//57vHv37rN9/OHh4bC3t8fixYsxfvx4DB06FACgqqqKsLAwNGrUCKdPn0ZiYiJ69uyJFi1aIDw8vND6Hj16hClTpmDmzJk4d+4c1NTUMHToUKSkpCA7OxtfffUVvL298ccff8DBwQG+vr54//69/CtZyShbTCg6HgCOibzKOh6k8+CYKD5OiAqUkZGBuXPnwt3dHVeuXIG7uzuGDRsGIkJ2djaOHj2KCRMm4Pr169iyZQsAoE6dOnLv9URHR6N79+5QV1dH7dq1MXDgQBw9ehSWlpb4+++/oampCRUVFezcuRMSiQRDhgyBlpZWkfWuXbsWXbt2xaVLlxAcHIzQ0FCEhoZi0KBBePfuHezt7fHkyRNs27YN//77L1RUVBAVFVVgn/7z58/RuXNnvH79Gq9fv0bfvn1x48YNWFlZYdOmTcjNzUV8fDyuXr0KQ0NDdOnSBW/fvkW1alWz914ZY0KR8QBwTORV1vEAcEyURtWLuAqkoaGBnJwcZGRkQFNTEytWrMD9+/cRExODHj16IDo6Gl5eXnjx4gV8fX2xadMmPH78GMuXL5er/sjISOjo6GDRokUwMTGBsbEx/v77b2zatAl2dnaoVasWHB0dcfjwYZw6dQqmpqZ49uxZkSejLSwsEB0djVevXqFJkyZo0aIFsrKyoKWlhWPHjmH27Nl4/vw5Tpw4gU2bNiE9PR1BQUEFfkkfPnyIWrVq4a+//oKWlhamTJmC48ePY+rUqbC0tETHjh0RFBSE1atX48SJE0I3yfv376Gurl6i9V6ZKWNMKDIeAI6JvMo6HgCOidLgI0QFkEgkyMrKAgAMHjwYCQkJ+PHHH7F06VLExcWhRo0aaN68OYKCglCtWjVMnjwZISEh8Pb2xu3bt9GkSRO55mNqaoqaNWti165dAIDMzEzo6OhARUUFCQkJuHr1KqZOnYpBgwZBU1MTr169QlBQEIyMjPLVlZSUJPzf1tYWycnJ+OWXXzB58mTcv38f9evXx9dffw1zc3NkZWXBy8sL69evx7Fjx3D9+nU0a9aswDbq6uqievXqOHv2LICPV6OJRCIYGRkhNjYW4eHhWLZsGZo3b45nz54hLCwMu3btgr6+fjHWeOWnbDFRVvEAcEwA5RcPAMdEafD7EEvp0aNH+P333xEXF4dmzZqhadOmqF69Oi5fvoz379/Dx8cH1tbWiIuLw9ChQ7F3716YmJiUaF65ublYtWoVzpw5g/fv3yM1NRUHDhxAvXr1EBAQgJycHEyfPl0on5WVVeDe1N27dzF58mQEBATAzs4OAHD69GlERkYiNjYWY8eOhYWFBQDg66+/xvDhw+Hp6SnXif2srCxMnz5d6DaJjo7GkSNHUK9ePcycORPNmjWDh4eHUNeHDx+gqalZovVRWSlbTJRlPEjn+SXHRHnGA8AxUSrl9iriKig8PJz09PRoyJAhNHv2bGrWrBl16NCBZsyYIVMuNzeXiIjGjBlDBw8elLv+J0+e0I8//kgeHh60fPlyio6OJiKi+Ph4unnzJr19+1Yoe/r0aerevTulp6dTVlYWERFJJJJ8dd69e5fU1NRo1qxZhZYhIuEN1n5+fhQQEFBoG58+fUqLFi0ib29v2rFjh7C89+/fp7Nnz1J8fLxQdu/eveTp6Uk5OTmfbaMyU7aYUHQ8EHFM5FXW8UDEMaFInBBLSCKR0E8//USDBw8WhqWkpNDChQupWbNm5OXlJWxE6Ub9/vvvad68eXLV//DhQ9LT06Pu3bvTgAEDSE9Pj7p06UKbNm2SKZeTk0MSiYQiIyOpa9euwherIA8ePCBNTU2hDRKJhN6+fUsRERGFTrNr1y7q2rUrZWVl5QvKBw8ekL6+Pjk7O5OTkxNVq1aN+vXrRyEhIfnaSER09epVcnFxkWv5lZGyxYSi40FaJ8fER2UdD0QcE4rGCbEUPDw8yMnJSWZYamoq+fn50VdffUWLFy+WGffw4UMKDw8vst7MzEwaPnw4fffdd8Kwp0+fkpubG7Vt25ZWrVqVb5qsrCwaMmQIvXjxosA637x5Q/Xr16eWLVsKwzw9Pcne3p5q1qxJTk5OdOfOnXwBHRMTQ3Fxcfnqe//+PfXu3ZsmTpwoDAsLC6PWrVuTi4sL/f333/mmSUpKoiFDhlBsbGyVOgrIS1liQtHxQMQxUZCyigcijomywBfVlAD9/9OurVq1Qm5uLp48eSKM09bWxujRo2FnZ4egoCCkpaUJ09jY2KBRo0ZF1q+uro74+HjhniAiQv369bF06VI0btwYBw4cEG6OlVJTU8P27duFfv1PGRkZoXv37tDS0sL8+fPh4OCA2NhYjBs3DmvXrkV2djb69euHiIgIAP97TFLNmjVhamqarz5NTU0kJibC2NhYKN+qVSvs2LEDOTk52LBhA+7duyczjba2Nv766y+YmZkp5NmHlYmyxYSi4wHgmMirrOMB4JgoE+WafquY//77j4yNjWn06NGUmppKRP/r637x4gWJRCI6efJkseqU9pt7enrSwIEDKSMjgyQSidDFERERQe3atSM3Nze568zbPTJjxgwyNTWlXr165durs7W1pVGjRslVV0pKCnXu3JnGjx8vtDs7O5uIPu7l1q5dm6ZOnSp3G6sKZYgJRcZD3vo4JvIri3gg4pgoK5wQS+ncuXMkFotp4sSJ9Pr1a2F4bGwstWjRgq5evSpXPdL+c6kLFy6QqqqqTLeHtMyFCxdIRUWFHjx48Nk609LSKCUlhZKTk2WG+/n50cGDB4UvprTeAQMG0MCBAwut786dO9S7d29KS0sjIqL9+/eTSCQSLgLIzc0VzoXs3r2bDAwM6Pnz50Uue1VTWWNC0fFAxDEhD0XFAxHHRFnjhKgAQUFBJBaL6dtvv6XAwEB69OgReXt7U82aNenly5dFTv/kyRPy8/OjmJgYmeF+fn6koqJCGzdulBkeFhZGTZo0ocjIyELrfPjwIXXr1o1atmxJ5ubmtHPnTpkvU2Zmpkx5iURCAwcOlDmZntfdu3dJU1OTZs+eLQzLzs6mSZMmkVgspqCgIJnyJ06coCZNmtCbN2+KXP6qqLLFhKLjgYhjojhKGw9EHBPlgROigoSFhZGzszNZWlpSvXr1qGHDhnT79u0ip3v69CkZGhqSSCSiOXPmyOxBpqenk6+vL4lEIvr555/p9u3b9PbtW/L29qb69etTQkJCgXU+fPiQjIyMaPr06bRr1y6aMWMGqamp0Z07dwosn52dTT///DPVrFmTnj59mm/8vXv3SEtLS7gMWyonJ4fevHlDEydOJDU1NVq3bh3FxsbShw8fyNvbm1q0aEGJiYlFroOqqrLEhKLjgYhjoiRKGg9EHBPlhROiAiUnJ1NkZCTdv39fJmALk5aWRqNHjyYPDw/6448/SCQS0axZs2QCODc3l7Zt20ZmZmZUq1Ytaty4MZmbm1NYWFiBdb59+5a6detGU6ZMkRneqVMnmjx5MhHJ7tmdOXOGvvnmGzIzMyvwyxkbG0tmZmbk6upKRB+De9q0adSjRw+ysbGhgIAAOn/+PK1evZrU1dXJ2tqamjdvTiYmJnJ/2auyio4JRccDEcdEaRQ3Hog4JsoTP8tUgXR1daGrqyt3eRUVFdjb28PIyAhubm4wNjbGkCFDAACzZs2CiYkJVFRUMHLkSDg5OeHFixd4//49mjVrhlq1ahVYZ3Z2NpKSkjBw4EAAEJ70YG1tjcTERACQuSrN2toaNjY2wpVpBWnXrh1evnyJI0eOYP369cjOzoadnR2sra3h7++Pzp07w9/fH87OzggPDwcRoW3btrC0tJR7XVRVFR0TZREPAMdESRU3HgCOiXJVkdmYkXDiWSowMJBEIhH98MMPwh5kdnZ2sU46//vvv8L/pSevf/75ZxoxYoRMufT0dCLKf6L+UzExMTRy5EjS1NSkrl27yvT379y5k/T09Ojo0aNyt499nqJjQtHxQMQxUd44JsoHJ8RKQvokCSKiPXv2CN0i0dHRNH36dPr2228pLS2tWDeq5r2Ueu7cuUJ3BhHR77//Tn5+fsIl0EWJjo6mOXPm0NmzZ4lItkulfv369MMPP8jdLiYfRceEIuOBiGOiInBMlC3uMq0kpG+rlr6fTCQSYcSIEQgKCkJERARCQ0PlerdhXioqKiAioftD+tDdefPm4ddff8WdO3fkfr+Yubk5vL29oaGhAeBjlwoRITExESYmJmjZsmWx2saKpuiYUGQ8ABwTFYFjomzxk2oqEZFIJASQm5sbOnbsiNevX+P27dvCE+eLi/7/EzOqVasGCwsL+Pn5YenSpbh16xZatGhRrLp0dXVlnoovEomwevVqvHnzBh06dChR+9jnKTomFBkPAMdEReCYKEMVcFTKipCTk0PTp08nkUhE9+7dU0idv/76K4lEItLT06PQ0NBS17dnzx7y8vIiAwODSnWVWFWl6JhQdDwQcUyUN44JxeMjxErK1tYWt2/fRvPmzRVSn6urKwDg6tWraN26danrs7GxQXR0NC5fvlzpu0GqCkXGhKLjAeCYqAgcE4rFLwiupChPv76ipKenF/s85OcU9gJiVjYUHROKjgeAY6K8cUwoFidExhhjDHxRDWOMMQaAEyJjjDEGgBMiY4wxBoATImOMMQaAEyJjjDEGgBMiY4wxBoATImOMMQaAEyJjjDEGgBMiY4wxBoATImOMMQaAEyJjjDEGgBMiY4wxBoATImOMMQaAEyJjjDEGgBMiY4wxBoATImOMMQaAEyJjjDEGgBMiY4wxBoATImOMMQaAEyJjjDEGgBMiY4wxBoATImOMMQaAEyJjjDEGgBMiY4wxBoATImOMMQaAEyJjjDEGgBMiY4wxBoATImOMMQaAE6JS27p1K0QiEW7dulVu84yKioJIJMLWrVvLbZ6MKYqHhwesrKwquhmskuKEWAlJE530T0NDAw0bNsSkSZMQHx9f0c0rd1ZWVsK6UFFRgb6+Ppo1awYvLy/cuHGjVHX//vvvOHz4sGIamodIJMKkSZMUXq8iSXdupH+qqqqoU6cO+vfvj7t371Z080osJiYG8+fPV+plYBWjWkU3gBVuwYIFsLa2RkZGBv755x+sW7cOJ06cwIMHD1C9evUKaZOlpSU+fPgANTW1cp2vnZ0dZs6cCQBITU3F48ePsX//fmzcuBHTp0/HihUrSlTv77//joEDB6Jfv34KbK1ycXd3R8+ePZGbm4vHjx9j3bp1OHnyJK5fvw47O7uKbl6xxcTEwNfXF1ZWVvnav3HjRkgkkoppGKv0OCFWYj169EDr1q0BAGPHjoWRkRFWrFiBI0eOwN3dvULaJD1iLW+1atXC8OHDZYYtWbIEQ4cOxcqVK9GgQQOMHz++3NtVFbRq1Upm3Xbo0AF9+vTBunXr8OeffxY4TXp6OrS0tMqriXLJyckpMtmV944cUy7cZapEunTpAgCIjIyUGZ6ZmYkZM2bAxMQEWlpa6N+/P16/fi2MHzVqFIyNjZGdnZ2vzm7duqFRo0bC5+DgYDg6OkJfXx/a2tpo1KgRfvrpJ2F8YecQw8PDMXjwYJiYmEBTUxONGjXC3LlzhfGpqamYNm0arKysIBaLUaNGDXTt2hW3b98Wyrx//x7h4eF48+aNXOtDU1MTO3bsgKGhIX777TcQkTDOz88P7du3h5GRETQ1NWFvb48DBw7ITC8SiZCeno5t27YJ3YYeHh4AgOfPn2PChAlo1KgRNDU1YWRkhEGDBiEqKkqutskjPT0dM2fOhIWFBcRiMRo1agQ/Pz+Z5QCK3iYAEBAQAFtbW1SvXh0GBgZo3bo1du/eXaJ2fRpn0i78ixcvYsKECahRowZq164tlF+7di1sbW0hFothbm6OiRMnIikpSabOTp06oWnTpggLC0P79u2hqakJa2trrF+/Pt/8ExISMGbMGJiamkJDQwMtWrTAtm3bZMpI49DPzw/+/v6oV68exGIx1q5di6+++goA4OnpKWxXabwWdA5R3u0g7QY/fPgwmjZtCrFYDFtbW5w6darY65hVTnyEqEQiIiIAAEZGRjLDJ0+eDAMDA/j4+CAqKgr+/v6YNGkS9u7dCwAYMWIEtm/fjtOnT6N3797CdHFxcTh37hx8fHwAAA8fPkTv3r3RvHlzLFiwAGKxGP/99x+uXLny2Xbdv38fHTt2hJqaGry8vGBlZYWIiAgcPXoUv/32GwDg+++/x4EDBzBp0iTY2Njg7du3+Oeff/D48WO0atUKAHDz5k107twZPj4+mD9/vlzrRFtbG/3798emTZvw6NEj2NraAgBWrVqFPn36YNiwYcjKykJgYCAGDRqEY8eOoVevXgCAHTt2YOzYsXBwcICXlxcAoF69egCA0NBQXL16FUOGDEHt2rURFRWFdevWoVOnTnj06FGpu6yJCH369MH58+cxZswY2NnZ4fTp05g1axaio6OxcuVKAPJtk40bN2LKlCkYOHAgpk6dioyMDNy/fx83btzA0KFDi922wuJswoQJMDExwbx585Ceng4AmD9/Pnx9feHi4oLx48fjyZMnWLduHUJDQ3HlyhWZI7J3796hZ8+eGDx4MNzd3bFv3z6MHz8e6urqGD16NADgw4cP6NSpE/777z9MmjQJ1tbW2L9/Pzw8PJCUlISpU6fKtGnLli3IyMiAl5cXxGIx+vfvj9TUVMybNw9eXl7o2LEjAKB9+/al2g5S//zzD/7++29MmDABOjo6WL16NQYMGIAXL17kW19MCRGrdLZs2UIAKCQkhF6/fk0vX76kwMBAMjIyIk1NTXr16pVMORcXF5JIJML006dPJ1VVVUpKSiIiotzcXKpduza5ubnJzGfFihUkEono2bNnRES0cuVKAkCvX78utG2RkZEEgLZs2SIMc3JyIh0dHXr+/LlM2bxt0tPTo4kTJ352uc+fP08AyMfHR2a4paUl9erVq9DppO0+cuSIMOz9+/cyZbKysqhp06bUpUsXmeFaWlo0atSofHV+Oj0R0bVr1wgAbd++/bPLQUQE4LPLe/jwYQJAv/76q8zwgQMHkkgkov/++09m2T63Tfr27Uu2trZFtulT0m3p6+tLr1+/pri4OLpw4QK1bNmSANDBgweJ6H9x5ujoSDk5OcL0CQkJpK6uTt26daPc3Fxh+Jo1awgAbd68WRjm7OxMAGj58uXCsMzMTLKzs6MaNWpQVlYWERH5+/sTANq5c6dQLisri9q1a0fa2tqUkpIi03ZdXV1KSEiQWa7Q0NB8MSo1atQosrS0FD7Lux2IPm5TdXV1mWH37t0jABQQEFD4imZKg7tMKzEXFxeYmJjAwsICQ4YMgba2Ng4dOoRatWrJlPPy8oJIJBI+d+zYEbm5uXj+/DkAQEVFBcOGDUNQUBBSU1OFcrt27UL79u1hbW0NANDX1wcAHDlyRO4LD16/fo1Lly5h9OjRqFOnjsy4vG3S19fHjRs3EBMTU2hdnTp1AhHJfXQopa2tDQAyy6apqSn8/927d0hOTkbHjh1lumg/J+/02dnZePv2LerXrw99fX256/icEydOQFVVFVOmTJEZPnPmTBARTp48CUC+baKvr49Xr14hNDS0RG3x8fGBiYkJzMzM0KlTJ0RERGDJkiX49ttvZcp99913UFVVFT6HhIQgKysL06ZNg4qKikw5XV1dHD9+XGb6atWqYdy4ccJndXV1jBs3DgkJCQgLCwPwcb2YmZnJnCNXU1PDlClTkJaWhosXL8rUOWDAAJiYmJRouaXzk2c7SLm4uAi9CADQvHlz6Orq4tmzZyVuA6s8OCFWYn/88QeCg4Nx/vx5PHr0CM+ePYOrq2u+cp8mIgMDAwAfE4HUyJEj8eHDBxw6dAgA8OTJE4SFhWHEiBFCGTc3N3To0AFjx46FqakphgwZgn379n02OUp/CJo2bfrZZVm6dCkePHgACwsLODg4YP78+Qr7EUlLSwMA6OjoCMOOHTuGtm3bQkNDA4aGhjAxMcG6deuQnJwsV50fPnzAvHnzhPNKxsbGMDExQVJSktx1fM7z589hbm4u02YAaNKkiTAekG+bzJ49G9ra2nBwcECDBg0wceLEIru58/Ly8kJwcDDOnj2LsLAwJCQk4Mcff8xXTrrjlHcZAMicgwY+Jrq6desK46XMzc3zXYjTsGFDABDOzT5//hwNGjSQSbBA/vVSWJuKS97tIPXpdw34+H3L+11jyosTYiXm4OAAFxcXdOrUCU2aNMn3IyGVd689L8pzUYCNjQ3s7e2xc+dOAMDOnTuhrq6OwYMHC2U0NTVx6dIlhISEYMSIEbh//z7c3NzQtWtX5ObmlmpZBg8ejGfPniEgIADm5uZYtmwZbG1t8+2Bl8SDBw8AAPXr1wcAXL58GX369IGGhgbWrl2LEydOIDg4GEOHDs13oURhJk+ejN9++w2DBw/Gvn37cObMGQQHB8PIyKhcL9uXZ5s0adIET548QWBgIBwdHXHw4EE4OjoK54aL0qBBA7i4uKBLly5o1aoVxGJxoW2pbMq7TfJ815jy4oT4BRk5ciTOnTuH2NhY7N69G7169RKOJqVUVFTw9ddfY8WKFXj06BF+++03nDt3DufPny+wzrp16wL4X1L6nJo1a2LChAk4fPgwIiMjYWRkJFx0U1JpaWk4dOgQLCwshL36gwcPQkNDA6dPn8bo0aPRo0cPuLi4FDh93m7dvA4cOIBRo0Zh+fLlGDhwILp27QpHR8d8V0+WlKWlJWJiYmS6eYGPV+tKx0vJs020tLTg5uaGLVu24MWLF+jVqxd+++03ZGRkKKS9hS0D8LG3Ia+srCxERkbKLAPw8f5A6cU4Uv/++y8ACFd+Wlpa4unTp/l2OgpaL4UpbJsWtgzybgdW9XFC/IK4u7tDJBJh6tSpePbsWb77+hITE/NNI72xOTMzs8A6TUxM4OTkhM2bN+PFixcy46R7zbm5ufm6GWvUqAFzc3OZeot728WHDx8wYsQIJCYmYu7cucIPoaqqKkQikcxRbVRUVIFPpNHS0iowyamqqubb6w8ICCj1kbKU9Eb4NWvWyAxfuXIlRCIRevToAUC+bfL27VuZ8erq6rCxsQERFXirjaK4uLhAXV0dq1evlllXmzZtQnJysnA1r1ROTo7MfY1ZWVn4888/YWJiAnt7ewAf10tcXJxwhbR0uoCAAGhra8PZ2bnIdkm7ZeXZeZF3O7AvA9928QUxMTFB9+7dsX//fujr6+f7wVqwYAEuXbqEXr16wdLSEgkJCVi7di1q164NR0fHQutdvXo1HB0d0apVK3h5ecHa2hpRUVE4fvw47t69i9TUVNSuXRsDBw5EixYtoK2tjZCQEISGhmL58uVCPZ+77SI6Olro7k1LS8OjR4+wf/9+xMXFYebMmTIXa/Tq1QsrVqxA9+7dMXToUCQkJOCPP/5A/fr1cf/+fZl67e3tERISghUrVsDc3BzW1tZo06YNevfujR07dkBPTw82Nja4du0aQkJCinVp/a1bt/Drr7/mG96pUyd888036Ny5M+bOnYuoqCi0aNECZ86cwZEjRzBt2jThwg15tkm3bt1gZmaGDh06wNTUFI8fP8aaNWvQq1evfOfGFMnExARz5syBr68vunfvjj59+uDJkyfCvYCf7nCZm5tjyZIliIqKQsOGDbF3717cvXsXGzZsEG7P8PLywp9//gkPDw+EhYXBysoKBw4cwJUrV+Dv7y/X8tSrVw/6+vpYv349dHR0oKWlhTZt2hR4vlHe7cC+EBV1eSsrnPQy99DQ0BKVk96+cP78+XzT7Nu3jwCQl5dXvnFnz56lvn37krm5Oamrq5O5uTm5u7vTv//+K5Qp6LYLIqIHDx5Q//79SV9fnzQ0NKhRo0b0yy+/ENHHy+tnzZpFLVq0IB0dHdLS0qIWLVrQ2rVrC2x3QbddACAAJBKJSFdXl2xtbem7776jGzduFLhuNm3aRA0aNCCxWEyNGzemLVu2kI+PD30a8uHh4eTk5ESampoEQLgF4927d+Tp6UnGxsakra1Nrq6uFB4eTpaWlgXepvEpaXsL+lu4cCEREaWmptL06dPJ3Nyc1NTUqEGDBrRs2TKZ21Xk2SZ//vknOTk5kZGREYnFYqpXrx7NmjWLkpOTP9tG6bZctmzZZ8sVFY9r1qyhxo0bk5qaGpmamtL48ePp3bt3MmWcnZ3J1taWbt26Re3atSMNDQ2ytLSkNWvW5KsvPj5eWPfq6urUrFmzfPFWVNuPHDlCNjY2VK1aNZl4/fS2CyL5tgNR4bfSyBsTrPITEfHZ4C/JkSNH0K9fP1y6dEm4aZmxstapUye8efNGrnPNjFUUPof4hdm4cSPq1q372S5Qxhj7EvE5xC9EYGAg7t+/j+PHj2PVqlXFuhKPMca+BJwQvxDu7u7Q1tbGmDFjMGHChIpuDmOMVTp8DpExxhgDn0NkjDHGAHBCZIwxxgBwQmSMMcYAcEJkjDHGAHBCZIwxxgBwQmSMMcYAcEJkjDHGAHBCZIwxxgBwQmSMMcYAAP8PQXEvA/CtPAQAAAAASUVORK5CYII=",
-      "text/plain": [
-       "<Figure size 450x200 with 3 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# Check if all experiments have finished\n",
-    "total_exp = 0\n",
-    "finished_exp = 0\n",
-    "learning_rates = {'001': 1e-2, '0001': 1e-3, '00001': 1e-4, '1e-05': 1e-5}\n",
-    "pinn_weights = {'05': 0.5, '025': 0.25, '01': 0.1}\n",
-    "\n",
-    "\n",
-    "fig, axes = plt.subplots(\n",
-    "    nrows=1, ncols=3, sharey=False, sharex='col', figsize=(4.5, 2)\n",
-    ")\n",
-    "for x_idx, dataset_name in enumerate(\n",
-    "    [\n",
-    "        'darcy_pdebench',\n",
-    "        'burgers_pdebench',\n",
-    "        'incomp_ns_pdebench',\n",
-    "        #'ns_pdebench',\n",
-    "    ]\n",
-    "):\n",
-    "    summary_stats = pd.DataFrame(\n",
-    "        columns=['data', 'loss', 'lr', 'wd', 'pinn_loss_weight', 'test']\n",
-    "    )\n",
-    "    ckpt_path = (\n",
-    "        '/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts'\n",
-    "    )\n",
-    "    if dataset_name == 'incomp_ns_pdebench':\n",
-    "        img_size = 255\n",
-    "        ckpt_path = '/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ns_ckpts'\n",
-    "        title = 'Navier-Stokes'\n",
-    "\n",
-    "    if dataset_name == 'ns_pdebench':\n",
-    "        img_size = 256\n",
-    "\n",
-    "    if dataset_name == 'darcy_pdebench':\n",
-    "        img_size = 64\n",
-    "        title = 'Darcy'\n",
-    "\n",
-    "    if dataset_name == 'burgers_pdebench':\n",
-    "        img_size = 512\n",
-    "        title = 'Burgers'\n",
-    "\n",
-    "    for loss_type in ['mse', 'pinn']:\n",
-    "        (\n",
-    "            model_name,\n",
-    "            in_channels,\n",
-    "            out_channels,\n",
-    "            initial_steps,\n",
-    "            loss,\n",
-    "            batch_size,\n",
-    "            lr,\n",
-    "            wd,\n",
-    "            _,\n",
-    "        ) = get_dataset_info(dataset_name, loss_type)\n",
-    "\n",
-    "        if loss == 'n/a':\n",
-    "            continue\n",
-    "\n",
-    "        pinn_loss_weights = ['05']\n",
-    "        if 'pinn' in loss_type:\n",
-    "            pinn_loss_weights = ['01', '025', '05']\n",
-    "        for pinn_loss_weight in pinn_loss_weights:\n",
-    "            label = '0%'\n",
-    "            if 'pinn' in loss_type:\n",
-    "                # label = f\"Data ({(1 - pinn_weights[pinn_loss_weight])* 100}%) + Physics ({pinn_weights[pinn_loss_weight]*100}%) Loss\"\n",
-    "                label = f'{int(pinn_weights[pinn_loss_weight] * 100)}%'\n",
-    "            max_mode = img_size // 2\n",
-    "            resolutions = str_from_res([0, 1, 0, 0])\n",
-    "            ckpt_dir = f'{lr}_{wd}_15_05_{loss}_{batch_size}_{dataset_name}_-1_-1_{max_mode}_{model_name}_{in_channels}_{out_channels}_{pinn_loss_weight}_{initial_steps}_single_{resolutions}'\n",
-    "            ckpt_pth = f'{ckpt_path}/{ckpt_dir}/'\n",
-    "            ckpt_pth = ckpt_pth.replace('.', '')\n",
-    "            ckpt_name = f'{ckpt_pth}/train_stats.csv'\n",
-    "            total_exp += 1\n",
-    "            if not os.path.exists(ckpt_name):\n",
-    "                print('does not exist: ', ckpt_dir)\n",
-    "                continue\n",
-    "            df = pd.read_csv(ckpt_name)\n",
-    "            for ylabel in [\n",
-    "                'test',\n",
-    "            ]:\n",
-    "                if 150 in df['epoch']:\n",
-    "                    finished_exp += 1\n",
-    "                    row = df[df.epoch == 150]\n",
-    "                    summary_stats.loc[len(summary_stats)] = [\n",
-    "                        dataset_name,\n",
-    "                        # f\"{loss}+{pinn_loss_weight}\",\n",
-    "                        label,\n",
-    "                        lr,\n",
-    "                        wd,\n",
-    "                        pinn_weights[pinn_loss_weight],\n",
-    "                        row[ylabel].item(),\n",
-    "                    ]\n",
-    "                else:\n",
-    "                    print('Not finished: ', ckpt_name)\n",
-    "                sns.barplot(\n",
-    "                    summary_stats,\n",
-    "                    x='loss',\n",
-    "                    y=ylabel,\n",
-    "                    hue='loss',\n",
-    "                    ax=axes[x_idx],\n",
-    "                )\n",
-    "                axes[x_idx].tick_params(axis='x', labelrotation=45)\n",
-    "                axes[x_idx].set_title(title)\n",
-    "                axes[x_idx].set_ylabel(None)\n",
-    "                axes[x_idx].set_xlabel(None)\n",
-    "                axes[x_idx].set_title(title)\n",
-    "                if x_idx == 0:\n",
-    "                    axes[x_idx].set_ylabel('Test MSE')\n",
-    "                fig.supxlabel('Physics:Data Loss Proportion')\n",
-    "\n",
-    "plt.tight_layout()\n",
-    "plt.show()\n",
-    "fig.savefig(\n",
-    "    f'{FIG_DIR}/pinns_weight_barplot.pdf',\n",
-    "    bbox_inches='tight',\n",
-    "    dpi=300,\n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 66,
-   "id": "5dc799ee-0639-4838-b368-38f9c2943e66",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 500x200 with 3 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# Check if all experiments have finished\n",
-    "total_exp = 0\n",
-    "finished_exp = 0\n",
-    "learning_rates = {'001': 1e-2, '0001': 1e-3, '00001': 1e-4, '1e-05': 1e-5}\n",
-    "pinn_weights = {'05': 0.5, '025': 0.25, '01': 0.1}\n",
-    "\n",
-    "\n",
-    "fig, axes = plt.subplots(\n",
-    "    nrows=1, ncols=3, sharey=False, sharex='col', figsize=(5, 2)\n",
-    ")\n",
-    "for x_idx, dataset_name in enumerate(\n",
-    "    [\n",
-    "        'darcy_pdebench',\n",
-    "        'burgers_pdebench',\n",
-    "        'incomp_ns_pdebench',\n",
-    "        #'ns_pdebench',\n",
-    "    ]\n",
-    "):\n",
-    "    summary_stats = pd.DataFrame(\n",
-    "        columns=['data', 'loss', 'lr', 'wd', 'pinn_loss_weight', 'test']\n",
-    "    )\n",
-    "\n",
-    "    ckpt_path = (\n",
-    "        '/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts'\n",
-    "    )\n",
-    "    if dataset_name == 'incomp_ns_pdebench':\n",
-    "        img_size = 255\n",
-    "        title = 'Navier-Stokes'\n",
-    "        ckpt_path = '/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ns_ckpts'\n",
-    "\n",
-    "    if dataset_name == 'ns_pdebench':\n",
-    "        img_size = 256\n",
-    "\n",
-    "    if dataset_name == 'darcy_pdebench':\n",
-    "        img_size = 64\n",
-    "        title = 'Darcy'\n",
-    "\n",
-    "    if dataset_name == 'burgers_pdebench':\n",
-    "        img_size = 512\n",
-    "        title = 'Burgers'\n",
-    "\n",
-    "    for loss_type in ['mse', 'pinn']:\n",
-    "        (\n",
-    "            model_name,\n",
-    "            in_channels,\n",
-    "            out_channels,\n",
-    "            initial_steps,\n",
-    "            loss,\n",
-    "            batch_size,\n",
-    "            lr,\n",
-    "            wd,\n",
-    "            _,\n",
-    "        ) = get_dataset_info(dataset_name, loss_type)\n",
-    "\n",
-    "        if loss == 'n/a':\n",
-    "            continue\n",
-    "\n",
-    "        pinn_loss_weights = ['05']\n",
-    "\n",
-    "        if 'pinn' in loss_type:\n",
-    "            pinn_loss_weights = ['01', '025', '05']\n",
-    "\n",
-    "        for pinn_loss_weight in pinn_loss_weights:\n",
-    "            label = 'Data Loss'\n",
-    "            if 'pinn' in loss_type:\n",
-    "                label = f'Data Loss ({int((1 - pinn_weights[pinn_loss_weight]) * 100)}%) + Physics Loss ({int(pinn_weights[pinn_loss_weight] * 100)}%)'\n",
-    "                label = f'{int((1 - pinn_weights[pinn_loss_weight]) * 100)}:{int(pinn_weights[pinn_loss_weight] * 100)} Data:Physics Loss'\n",
-    "            max_mode = img_size // 2\n",
-    "            resolutions = str_from_res([0, 1, 0, 0])\n",
-    "            ckpt_dir = f'{lr}_{wd}_15_05_{loss}_{batch_size}_{dataset_name}_-1_-1_{max_mode}_{model_name}_{in_channels}_{out_channels}_{pinn_loss_weight}_{initial_steps}_single_{resolutions}'\n",
-    "            ckpt_pth = f'{ckpt_path}/{ckpt_dir}/'\n",
-    "            ckpt_pth = ckpt_pth.replace('.', '')\n",
-    "            ckpt_name = f'{ckpt_pth}/train_stats.csv'\n",
-    "            total_exp += 1\n",
-    "            if not os.path.exists(ckpt_name):\n",
-    "                print('does not exist: ', ckpt_dir)\n",
-    "                continue\n",
-    "            df = pd.read_csv(ckpt_name)\n",
-    "            for ylabel in [\n",
-    "                'test',\n",
-    "            ]:\n",
-    "                if 150 in df['epoch']:\n",
-    "                    finished_exp += 1\n",
-    "                    row = df[df.epoch == 150]\n",
-    "                    summary_stats.loc[len(summary_stats)] = [\n",
-    "                        dataset_name,\n",
-    "                        f'{loss}+{pinn_loss_weight}',\n",
-    "                        lr,\n",
-    "                        wd,\n",
-    "                        pinn_weights[pinn_loss_weight],\n",
-    "                        row[ylabel].item(),\n",
-    "                    ]\n",
-    "                else:\n",
-    "                    print('Not finished: ', ckpt_name)\n",
-    "                sns.lineplot(\n",
-    "                    df,\n",
-    "                    x='epoch',\n",
-    "                    y=ylabel,\n",
-    "                    label=label,  # f'{f\"{loss}+{pinn_loss_weight}\"}',\n",
-    "                    ax=axes[x_idx],\n",
-    "                )\n",
-    "                axes[x_idx].set_ylabel(None)\n",
-    "                axes[x_idx].set_title(title)\n",
-    "                axes[x_idx].set_xlabel('Epoch')\n",
-    "                handles, labels = axes[x_idx].get_legend_handles_labels()\n",
-    "                axes[x_idx].get_legend().remove()\n",
-    "                if x_idx == 0:\n",
-    "                    axes[x_idx].set_ylabel('Test MSE')\n",
-    "\n",
-    "\n",
-    "fig.legend(\n",
-    "    handles=handles,\n",
-    "    labels=labels,\n",
-    "    loc='upper center',\n",
-    "    bbox_to_anchor=(0.5, -0.00),\n",
-    "    fancybox=False,\n",
-    "    shadow=False,\n",
-    "    ncol=2,\n",
-    ")\n",
-    "plt.tight_layout()\n",
-    "plt.show()\n",
-    "fig.savefig(\n",
-    "    f'{FIG_DIR}/pinns_weight_tuning.pdf',\n",
-    "    bbox_inches='tight',\n",
-    "    dpi=300,\n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 60,
-   "id": "75cf6a33-e27f-4e2c-891c-181349b6dde2",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "2d energy\n",
-      "dataset_name='incomp_ns_pdebench'\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=109\n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ns_ckpts/001_1e-06_15_05_mse_4_incomp_ns_pdebench_-1_-1_255_FNO2D_10_1_05_10_single_1_0_0_0//150_ckpt.pth\n"
-     ]
-    },
-    {
-     "ename": "KeyboardInterrupt",
-     "evalue": "",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
-      "Cell \u001b[0;32mIn[60], line 158\u001b[0m\n\u001b[1;32m    155\u001b[0m model \u001b[38;5;241m=\u001b[39m model\u001b[38;5;241m.\u001b[39meval()\n\u001b[1;32m    157\u001b[0m \u001b[38;5;66;03m# get model pred\u001b[39;00m\n\u001b[0;32m--> 158\u001b[0m test_dict \u001b[38;5;241m=\u001b[39m \u001b[43mtest_model\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    159\u001b[0m \u001b[43m    \u001b[49m\u001b[43mmodel\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    160\u001b[0m \u001b[43m    \u001b[49m\u001b[43m{\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mtest\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mtest_loader\u001b[49m\u001b[43m}\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    161\u001b[0m \u001b[43m    \u001b[49m\u001b[43mdevice\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    162\u001b[0m \u001b[43m    \u001b[49m\u001b[43minitial_steps\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    163\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    164\u001b[0m \u001b[38;5;66;03m# print(f\"{img_size=}, {test_size=}, {test_dict=}\")\u001b[39;00m\n\u001b[1;32m    165\u001b[0m heatmap\u001b[38;5;241m.\u001b[39mloc[\u001b[38;5;28mlen\u001b[39m(heatmap)] \u001b[38;5;241m=\u001b[39m [\n\u001b[1;32m    166\u001b[0m     img_sizes[img_size],\n\u001b[1;32m    167\u001b[0m     img_sizes[test_size],\n\u001b[1;32m    168\u001b[0m     test_dict[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtest\u001b[39m\u001b[38;5;124m'\u001b[39m],\n\u001b[1;32m    169\u001b[0m     loss,\n\u001b[1;32m    170\u001b[0m ]\n",
-      "File \u001b[0;32m/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/train/train.py:238\u001b[0m, in \u001b[0;36mtest_model\u001b[0;34m(model, test_dataloaders, device, initial_steps)\u001b[0m\n\u001b[1;32m    226\u001b[0m         loss_f \u001b[38;5;241m=\u001b[39m autoregressive_loop(\n\u001b[1;32m    227\u001b[0m             initial_steps,\n\u001b[1;32m    228\u001b[0m             model,\n\u001b[1;32m    229\u001b[0m             loss,\n\u001b[1;32m    230\u001b[0m             \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mbatch,\n\u001b[1;32m    231\u001b[0m         )\n\u001b[1;32m    232\u001b[0m \u001b[38;5;250m    \u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m    233\u001b[0m \u001b[38;5;124;03m    loss_f = (\u001b[39;00m\n\u001b[1;32m    234\u001b[0m \u001b[38;5;124;03m        torch.mean(abs(output_pred_batch - output_batch))\u001b[39;00m\n\u001b[1;32m    235\u001b[0m \u001b[38;5;124;03m        / torch.mean(abs(output_batch))\u001b[39;00m\n\u001b[1;32m    236\u001b[0m \u001b[38;5;124;03m    ) ** 0.5 * 100\u001b[39;00m\n\u001b[1;32m    237\u001b[0m \u001b[38;5;124;03m    \"\"\"\u001b[39;00m\n\u001b[0;32m--> 238\u001b[0m     test_relative_l2 \u001b[38;5;241m+\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[43mloss_f\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mitem\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    239\u001b[0m test_relative_l2 \u001b[38;5;241m/\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;28mlen\u001b[39m(test_dataloader)\n\u001b[1;32m    240\u001b[0m test_dict[test_label] \u001b[38;5;241m=\u001b[39m test_relative_l2\n",
-      "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
-     ]
-    },
-    {
-     "data": {
-      "image/png": "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",
-      "text/plain": [
-       "<Figure size 800x250 with 3 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "colors = ['red', 'green', 'blue', 'purple', 'brown', 'orange', 'pink']\n",
-    "total_exp = 0\n",
-    "finished_exp = 0\n",
-    "fig, axes = plt.subplots(\n",
-    "    nrows=1, ncols=3, sharey=False, sharex='col', figsize=(8, 2.5)\n",
-    ")\n",
-    "for x_idx, dataset_name in enumerate(\n",
-    "    [\n",
-    "        #'ns_pdebench',\n",
-    "        'incomp_ns_pdebench',\n",
-    "        'darcy_pdebench',\n",
-    "        'burgers_pdebench',\n",
-    "        \n",
-    "    ]\n",
-    "):\n",
-    "    if 'burgers' in dataset_name:\n",
-    "        print('1d energy')\n",
-    "        energy_curve_func = get_energy_curve_1d\n",
-    "    else:\n",
-    "        print('2d energy')\n",
-    "        energy_curve_func = get_energy_curve\n",
-    "\n",
-    "    print(f'{dataset_name=}')\n",
-    "    # if dataset_name == 'incomp_ns_pdebench':\n",
-    "\n",
-    "    (\n",
-    "        model_name,\n",
-    "        in_channels,\n",
-    "        out_channels,\n",
-    "        initial_steps,\n",
-    "        loss,\n",
-    "        batch_size,\n",
-    "        _,\n",
-    "        _,\n",
-    "        _,\n",
-    "    ) = get_dataset_info(dataset_name, 'mse')\n",
-    "\n",
-    "    title = 'Navier-Stokes'\n",
-    "    ckpt_path = (\n",
-    "        '/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts'\n",
-    "    )\n",
-    "    if dataset_name == 'incomp_ns_pdebench':\n",
-    "        img_sizes = [510, 255, 128, 64]\n",
-    "        ckpt_path = '/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ns_ckpts'\n",
-    "        center = 3  # 10\n",
-    "        # center w/ 3 and div norm and log works well\n",
-    "\n",
-    "    if dataset_name == 'ns_pdebench':\n",
-    "        img_sizes = [512, 256, 128, 64]\n",
-    "\n",
-    "    if dataset_name == 'darcy_pdebench':\n",
-    "        img_sizes = [128, 64, 32, 16]\n",
-    "        title = 'Darcy'\n",
-    "        # center = 2e-03\n",
-    "        center = 1e-03\n",
-    "\n",
-    "    if dataset_name == 'burgers_pdebench':\n",
-    "        img_sizes = [1024, 512, 256, 128]\n",
-    "        title = 'Burgers'\n",
-    "        center = 5e-4\n",
-    "        # center = 5e-3  # 7e-04, 6e-04, 5e-05, 5.5e-04, 1e-3, 1.5e-3, 2e-3, 3e-3, 4e-3\n",
-    "\n",
-    "    heatmap = pd.DataFrame(\n",
-    "        columns=[\n",
-    "            'Train Resolution',\n",
-    "            'Test Resolution',\n",
-    "            'test_loss',\n",
-    "            'loss_name',\n",
-    "        ]\n",
-    "    )\n",
-    "    for epoch in [150]:  # 0, 50, 100, 250, 500\n",
-    "        for _x_idx, test_size in enumerate(range(len(img_sizes))):\n",
-    "            # get data\n",
-    "            test_resolutions = [0, 0, 0, 0]\n",
-    "            test_resolutions[test_size] = 1\n",
-    "            dataset = get_dataset(\n",
-    "                dataset_name=dataset_name,\n",
-    "                filter_lim=-1,\n",
-    "                img_size=test_size,\n",
-    "                downsample_dim=-1,\n",
-    "                train=False,\n",
-    "                initial_steps=initial_steps,\n",
-    "                model_name=model_name,\n",
-    "                darcy_forcing_term=darcy_forcing_term,\n",
-    "                burger_viscosity=burger_viscosity,\n",
-    "                batch_size=batch_size,\n",
-    "                seed=0,\n",
-    "                resolution_ratios=test_resolutions,\n",
-    "                comp_ns_params=comp_ns_params,\n",
-    "                loss_name='na',\n",
-    "            )\n",
-    "            test_loader = DataLoader(dataset, batch_size=1)\n",
-    "\n",
-    "            for _y_idx, img_size in enumerate(range(len(img_sizes))):\n",
-    "                train_resolutions = [0, 0, 0, 0]\n",
-    "                train_resolutions[img_size] = 1\n",
-    "                train_resolutions = ''.join(str(train_resolutions).split())\n",
-    "                offset = 0\n",
-    "                if initial_steps == 1:\n",
-    "                    offset = 1\n",
-    "\n",
-    "                for _y_idx, loss in enumerate(['mse', 'pinn']):\n",
-    "                    (\n",
-    "                        model_name,\n",
-    "                        in_channels,\n",
-    "                        out_channels,\n",
-    "                        initial_steps,\n",
-    "                        loss,\n",
-    "                        batch_size,\n",
-    "                        lr,\n",
-    "                        wd,\n",
-    "                        pinn_loss_w,\n",
-    "                    ) = get_dataset_info(dataset_name, loss)\n",
-    "                    lr = str(lr).replace('.', '')\n",
-    "                    pinn_loss_weights = [pinn_loss_w]\n",
-    "                    # if 'pinn' in loss:\n",
-    "                    #    pinn_loss_weights = ['05', '025', '01']\n",
-    "                    for pinn_loss_weight in pinn_loss_weights:\n",
-    "                        loss_type = 'Data Loss'\n",
-    "                        col = 'green'\n",
-    "                        if 'pinn' in loss:\n",
-    "                            loss_type = 'Data+Physics Loss'\n",
-    "                            col = 'orange'\n",
-    "\n",
-    "                        max_mode = img_sizes[img_size] // 2\n",
-    "                        ckpt_dir = f'{lr}_{wd}_15_05_{loss}_{batch_size}_{dataset_name}_-1_-1_{max_mode}_{model_name}_{in_channels}_{out_channels}_{pinn_loss_weight}_{initial_steps}_single_{str_from_res(train_resolutions)}'\n",
-    "                        ckpt_pth = f'{ckpt_path}/{ckpt_dir}/'\n",
-    "                        ckpt_pth = ckpt_pth.replace('.', '')\n",
-    "                        \n",
-    "                        model = get_model(\n",
-    "                            model_name=model_name,\n",
-    "                            max_modes=max_mode,\n",
-    "                            hidden_channels=32,\n",
-    "                            in_channels=in_channels,\n",
-    "                            out_channels=out_channels,\n",
-    "                            latent_size='-',\n",
-    "                            img_size='-',\n",
-    "                        )\n",
-    "\n",
-    "                        # ckpt_dict = load_latest_ckpt(ckpt_pth)\n",
-    "                        ckpt_file = f'{ckpt_pth}/{epoch}_ckpt.pth'\n",
-    "                        print(ckpt_file)\n",
-    "                        total_exp += 1\n",
-    "                        if not os.path.exists(ckpt_file):\n",
-    "                            print('waiting for experiment: ', ckpt_file)\n",
-    "                            continue\n",
-    "                        # print(\"FINISHED: \", ckpt_file)\n",
-    "                        finished_exp += 1\n",
-    "                        ckpt_dict = torch.load(\n",
-    "                            ckpt_file,\n",
-    "                            weights_only=False,\n",
-    "                        )\n",
-    "                        model.load_state_dict(ckpt_dict['model_state_dict'])\n",
-    "                        model = model.to(device)\n",
-    "                        model = model.eval()\n",
-    "\n",
-    "                        # get model pred\n",
-    "                        test_dict = test_model(\n",
-    "                            model,\n",
-    "                            {'test': test_loader},\n",
-    "                            device,\n",
-    "                            initial_steps,\n",
-    "                        )\n",
-    "                        # print(f\"{img_size=}, {test_size=}, {test_dict=}\")\n",
-    "                        heatmap.loc[len(heatmap)] = [\n",
-    "                            img_sizes[img_size],\n",
-    "                            img_sizes[test_size],\n",
-    "                            test_dict['test'],\n",
-    "                            loss,\n",
-    "                        ]\n",
-    "                        norm = TwoSlopeNorm(vcenter=center)\n",
-    "                        # norm = LogNorm()\n",
-    "\n",
-    "    pivot = heatmap[heatmap.loss_name == 'mse'].pivot(\n",
-    "        index='Train Resolution', columns='Test Resolution', values='test_loss'\n",
-    "    )\n",
-    "    sns.heatmap(\n",
-    "        pivot,\n",
-    "        ax=axes[x_idx],\n",
-    "        norm=norm,\n",
-    "        cmap='RdYlGn_r',\n",
-    "        linewidths=0.5,\n",
-    "        fmt='.0E',\n",
-    "        annot=pivot,\n",
-    "        cbar=False,\n",
-    "    )\n",
-    "    axes[x_idx].set_title(title)\n",
-    "    if x_idx > 0:\n",
-    "        axes[x_idx].set_ylabel('')\n",
-    "\n",
-    "plt.tight_layout()\n",
-    "plt.show()\n",
-    "fig.savefig(\n",
-    "    f'{FIG_DIR}/multi_res_test_heatmap.pdf',\n",
-    "    bbox_inches='tight',\n",
-    "    dpi=300,\n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 61,
-   "id": "ba181cab-6b7b-49e9-934a-affa00867502",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "0.0007881300475673925"
-      ]
-     },
-     "execution_count": 61,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "pivot.mean().mean()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 76,
-   "id": "31fd9966-20b1-4109-b44e-a341999390ea",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<Axes: xlabel='Test Resolution', ylabel='Train Resolution'>"
-      ]
-     },
-     "execution_count": 76,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "norm = TwoSlopeNorm(vcenter=-5e-3)\n",
-    "norm = LogNorm()\n",
-    "sns.heatmap(\n",
-    "    pivot,  # norm=norm,\n",
-    "    cmap='RdYlGn_r',\n",
-    "    linewidths=0.5,\n",
-    "    fmt='.0E',\n",
-    "    annot=pivot,\n",
-    "    cbar=False,\n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 67,
-   "id": "90f7a392-be2c-4e2f-8aeb-468039114224",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th>Test Resolution</th>\n",
-       "      <th>16</th>\n",
-       "      <th>32</th>\n",
-       "      <th>64</th>\n",
-       "      <th>128</th>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Train Resolution</th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>16</th>\n",
-       "      <td>-3.430160</td>\n",
-       "      <td>-3.154165</td>\n",
-       "      <td>-2.930354</td>\n",
-       "      <td>-2.646593</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>32</th>\n",
-       "      <td>-3.105617</td>\n",
-       "      <td>-3.538460</td>\n",
-       "      <td>-3.426556</td>\n",
-       "      <td>-3.087127</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>64</th>\n",
-       "      <td>-2.835880</td>\n",
-       "      <td>-3.390818</td>\n",
-       "      <td>-3.562123</td>\n",
-       "      <td>-3.034584</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>128</th>\n",
-       "      <td>-2.774555</td>\n",
-       "      <td>-3.267605</td>\n",
-       "      <td>-3.526926</td>\n",
-       "      <td>-3.585316</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "Test Resolution        16        32        64        128\n",
-       "Train Resolution                                        \n",
-       "16               -3.430160 -3.154165 -2.930354 -2.646593\n",
-       "32               -3.105617 -3.538460 -3.426556 -3.087127\n",
-       "64               -2.835880 -3.390818 -3.562123 -3.034584\n",
-       "128              -2.774555 -3.267605 -3.526926 -3.585316"
-      ]
-     },
-     "execution_count": 67,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "np.log10(pivot)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 68,
-   "id": "fc97b5cb-55bb-4cef-80a1-5559586c5a8f",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th>Test Resolution</th>\n",
-       "      <th>16</th>\n",
-       "      <th>32</th>\n",
-       "      <th>64</th>\n",
-       "      <th>128</th>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>Train Resolution</th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>16</th>\n",
-       "      <td>0.000371</td>\n",
-       "      <td>0.000701</td>\n",
-       "      <td>0.001174</td>\n",
-       "      <td>0.002256</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>32</th>\n",
-       "      <td>0.000784</td>\n",
-       "      <td>0.000289</td>\n",
-       "      <td>0.000374</td>\n",
-       "      <td>0.000818</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>64</th>\n",
-       "      <td>0.001459</td>\n",
-       "      <td>0.000407</td>\n",
-       "      <td>0.000274</td>\n",
-       "      <td>0.000923</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>128</th>\n",
-       "      <td>0.001681</td>\n",
-       "      <td>0.000540</td>\n",
-       "      <td>0.000297</td>\n",
-       "      <td>0.000260</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "Test Resolution        16        32        64        128\n",
-       "Train Resolution                                        \n",
-       "16                0.000371  0.000701  0.001174  0.002256\n",
-       "32                0.000784  0.000289  0.000374  0.000818\n",
-       "64                0.001459  0.000407  0.000274  0.000923\n",
-       "128               0.001681  0.000540  0.000297  0.000260"
-      ]
-     },
-     "execution_count": 68,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "pivot"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 87,
-   "id": "100f0cb1-fa35-4201-9da0-e9bcf5bdb8b0",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "2d energy\n",
-      "dataset_name='incomp_ns_pdebench'\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=109\n",
-      "resolution_ratios=[0, 1, 0, 0]\n",
-      "self.num_samples=109\n",
-      "resolution_ratios=[0, 0, 1, 0]\n",
-      "self.num_samples=109\n",
-      "resolution_ratios=[0, 0, 0, 1]\n",
-      "self.num_samples=109\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 800x500 with 16 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "2d energy\n",
-      "dataset_name='darcy_pdebench'\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 1, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 0, 1, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 0, 0, 1]\n",
-      "self.num_samples=1000\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 800x500 with 16 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "1d energy\n",
-      "dataset_name='burgers_pdebench'\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 1, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 0, 1, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 0, 0, 1]\n",
-      "self.num_samples=1000\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 800x500 with 16 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "finished_exp=96, total_exp=96, 100.0 %\n"
-     ]
-    }
-   ],
-   "source": [
-    "colors = ['red', 'green', 'blue', 'purple', 'brown', 'orange', 'pink']\n",
-    "total_exp = 0\n",
-    "finished_exp = 0\n",
-    "for dataset_name in [\n",
-    "    #'ns_pdebench',\n",
-    "    'incomp_ns_pdebench',\n",
-    "    'darcy_pdebench',\n",
-    "    'burgers_pdebench',\n",
-    "]:\n",
-    "    if 'burgers' in dataset_name:\n",
-    "        print('1d energy')\n",
-    "        energy_curve_func = get_energy_curve_1d\n",
-    "    else:\n",
-    "        print('2d energy')\n",
-    "        energy_curve_func = get_energy_curve\n",
-    "\n",
-    "    print(f'{dataset_name=}')\n",
-    "    # if dataset_name == 'incomp_ns_pdebench':\n",
-    "\n",
-    "    (\n",
-    "        model_name,\n",
-    "        in_channels,\n",
-    "        out_channels,\n",
-    "        initial_steps,\n",
-    "        loss,\n",
-    "        batch_size,\n",
-    "        _,\n",
-    "        _,\n",
-    "        _,\n",
-    "    ) = get_dataset_info(dataset_name, 'mse')\n",
-    "    ckpt_path = (\n",
-    "        '/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts'\n",
-    "    )\n",
-    "    if dataset_name == 'incomp_ns_pdebench':\n",
-    "        img_sizes = [510, 255, 128, 64]\n",
-    "        ckpt_path = '/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ns_ckpts'\n",
-    "\n",
-    "    if dataset_name == 'ns_pdebench':\n",
-    "        img_sizes = [512, 256, 128, 64]\n",
-    "\n",
-    "    if dataset_name == 'darcy_pdebench':\n",
-    "        img_sizes = [128, 64, 32, 16]\n",
-    "\n",
-    "    if dataset_name == 'burgers_pdebench':\n",
-    "        img_sizes = [1024, 512, 256, 128]\n",
-    "\n",
-    "    for epoch in [150]:  # 0, 50, 100, 250, 500\n",
-    "        fig, axes = plt.subplots(\n",
-    "            nrows=4, ncols=4, sharey='row', sharex='col', figsize=(8, 5)\n",
-    "        )\n",
-    "        for x_idx, test_size in enumerate(range(len(img_sizes))):\n",
-    "            # get data\n",
-    "            test_resolutions = [0, 0, 0, 0]\n",
-    "            test_resolutions[test_size] = 1\n",
-    "            dataset = get_dataset(\n",
-    "                dataset_name=dataset_name,\n",
-    "                filter_lim=-1,\n",
-    "                img_size=test_size,\n",
-    "                downsample_dim=-1,\n",
-    "                train=False,\n",
-    "                initial_steps=initial_steps,\n",
-    "                model_name=model_name,\n",
-    "                darcy_forcing_term=darcy_forcing_term,\n",
-    "                burger_viscosity=burger_viscosity,\n",
-    "                batch_size=batch_size,\n",
-    "                seed=0,\n",
-    "                resolution_ratios=test_resolutions,\n",
-    "                comp_ns_params=comp_ns_params,\n",
-    "                loss_name='na',\n",
-    "            )\n",
-    "            test_loader = DataLoader(dataset, batch_size=1)\n",
-    "\n",
-    "            for y_idx, img_size in enumerate(range(len(img_sizes))):\n",
-    "                if y_idx == 3:\n",
-    "                    axes[y_idx, x_idx].set_xlabel('Wavenumber')\n",
-    "                if x_idx == 0:\n",
-    "                    axes[y_idx, x_idx].set_ylabel(\n",
-    "                        f'Train {(img_sizes[img_size])} \\n Energy'\n",
-    "                    )\n",
-    "                if y_idx == 0:\n",
-    "                    axes[y_idx, x_idx].set_title(\n",
-    "                        f'Test {(img_sizes[test_size])}'\n",
-    "                    )\n",
-    "\n",
-    "                train_resolutions = [0, 0, 0, 0]\n",
-    "                train_resolutions[img_size] = 1\n",
-    "                train_resolutions = ''.join(str(train_resolutions).split())\n",
-    "                offset = 0\n",
-    "                if initial_steps == 1:\n",
-    "                    offset = 1\n",
-    "                label_spectrum = energy_curve_func(\n",
-    "                    torch.concat(\n",
-    "                        [\n",
-    "                            test_loader.dataset[i]['y'][\n",
-    "                                :, initial_steps - offset :, ...\n",
-    "                            ]\n",
-    "                            for i in range(len(test_loader))\n",
-    "                        ]\n",
-    "                    )\n",
-    "                )\n",
-    "\n",
-    "                x = np.linspace(1, len(label_spectrum), len(label_spectrum))\n",
-    "                axes[y_idx, x_idx].plot(\n",
-    "                    x,\n",
-    "                    label_spectrum,\n",
-    "                    label='Ground Truth',\n",
-    "                    color='blue',\n",
-    "                    linestyle=':',\n",
-    "                )\n",
-    "                for _y_idx, loss in enumerate(['mse', 'pinn']):\n",
-    "                    (\n",
-    "                        model_name,\n",
-    "                        in_channels,\n",
-    "                        out_channels,\n",
-    "                        initial_steps,\n",
-    "                        loss,\n",
-    "                        batch_size,\n",
-    "                        lr,\n",
-    "                        wd,\n",
-    "                        pinn_loss_w,\n",
-    "                    ) = get_dataset_info(dataset_name, loss)\n",
-    "                    lr = str(lr).replace('.', '')\n",
-    "                    pinn_loss_weights = [pinn_loss_w]\n",
-    "                    # if 'pinn' in loss:\n",
-    "                    #    pinn_loss_weights = ['05', '025', '01']\n",
-    "                    for pinn_loss_weight in pinn_loss_weights:\n",
-    "                        loss_type = 'Data Loss'\n",
-    "                        col = 'orange'\n",
-    "                        if 'pinn' in loss:\n",
-    "                            loss_type = 'Data+Physics Loss'\n",
-    "                            col = 'red'\n",
-    "\n",
-    "                        max_mode = img_sizes[img_size] // 2\n",
-    "                        ckpt_dir = f'{lr}_{wd}_15_05_{loss}_{batch_size}_{dataset_name}_-1_-1_{max_mode}_{model_name}_{in_channels}_{out_channels}_{pinn_loss_weight}_{initial_steps}_single_{str_from_res(train_resolutions)}'\n",
-    "                        ckpt_pth = f'{ckpt_path}/{ckpt_dir}/'\n",
-    "                        ckpt_pth = ckpt_pth.replace('.', '')\n",
-    "                        model = get_model(\n",
-    "                            model_name=model_name,\n",
-    "                            max_modes=max_mode,\n",
-    "                            hidden_channels=32,\n",
-    "                            in_channels=in_channels,\n",
-    "                            out_channels=out_channels,\n",
-    "                        )\n",
-    "\n",
-    "                        # ckpt_dict = load_latest_ckpt(ckpt_pth)\n",
-    "                        ckpt_file = f'{ckpt_pth}/{epoch}_ckpt.pth'\n",
-    "                        total_exp += 1\n",
-    "                        if not os.path.exists(ckpt_file):\n",
-    "                            print('waiting for experiment: ', ckpt_file)\n",
-    "                            continue\n",
-    "                        # print(\"FINISHED: \", ckpt_file)\n",
-    "                        finished_exp += 1\n",
-    "                        ckpt_dict = torch.load(\n",
-    "                            ckpt_file,\n",
-    "                            weights_only=False,\n",
-    "                        )\n",
-    "                        model.load_state_dict(ckpt_dict['model_state_dict'])\n",
-    "                        model = model.to(device)\n",
-    "                        model = model.eval()\n",
-    "\n",
-    "                        # get model pred\n",
-    "                        model_preds_test = get_model_preds(\n",
-    "                            test_loader, model, device, initial_steps\n",
-    "                        )  # .squeeze()\n",
-    "\n",
-    "                        model_pred_spectrum = energy_curve_func(\n",
-    "                            model_preds_test  # .squeeze()\n",
-    "                        )\n",
-    "\n",
-    "                        axes[y_idx, x_idx].set_yscale('log')\n",
-    "                        axes[y_idx, x_idx].plot(\n",
-    "                            x,\n",
-    "                            model_pred_spectrum,\n",
-    "                            label=f'{loss_type}',\n",
-    "                            color=col,\n",
-    "                        )\n",
-    "                        axes[y_idx, x_idx].xaxis.set_major_locator(\n",
-    "                            ticker.MaxNLocator(integer=True, nbins=4)\n",
-    "                        )\n",
-    "\n",
-    "                        handles, labels = axes[\n",
-    "                            y_idx, x_idx\n",
-    "                        ].get_legend_handles_labels()\n",
-    "\n",
-    "        fig.legend(\n",
-    "            handles=handles,\n",
-    "            labels=labels,\n",
-    "            loc='upper center',\n",
-    "            bbox_to_anchor=(0.5, -0.0),\n",
-    "            fancybox=False,\n",
-    "            shadow=False,\n",
-    "            ncol=4,\n",
-    "        )\n",
-    "        # fig.suptitle(f'{dataset_name}')\n",
-    "        plt.tight_layout()\n",
-    "        plt.show()\n",
-    "        fig.savefig(\n",
-    "            f'{FIG_DIR}/{dataset_name}_pinn_vs_no_pinn_label_spectrums.pdf',\n",
-    "            bbox_inches='tight',\n",
-    "            dpi=300,\n",
-    "        )\n",
-    "print(f'{finished_exp=}, {total_exp=}, {finished_exp / total_exp * 100} %')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 11,
-   "id": "3c6c2b97-84f0-4af2-a657-3723ba6e0ab2",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "2d energy\n",
-      "dataset_name='darcy_pdebench'\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 1, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 0, 1, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 0, 0, 1]\n",
-      "self.num_samples=1000\n",
-      "1d energy\n",
-      "dataset_name='burgers_pdebench'\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 1, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 0, 1, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 0, 0, 1]\n",
-      "self.num_samples=1000\n",
-      "2d energy\n",
-      "dataset_name='incomp_ns_pdebench'\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=109\n",
-      "resolution_ratios=[0, 1, 0, 0]\n",
-      "self.num_samples=109\n",
-      "resolution_ratios=[0, 0, 1, 0]\n",
-      "self.num_samples=109\n",
-      "resolution_ratios=[0, 0, 0, 1]\n",
-      "self.num_samples=109\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 800x450 with 12 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "colors = ['red', 'green', 'blue', 'purple', 'brown', 'orange', 'pink']\n",
-    "total_exp = 0\n",
-    "finished_exp = 0\n",
-    "subplot_labels = ['a', 'b', 'c', 'd','e', 'f','g','h','i','j','k','l','m']\n",
-    "\n",
-    "fig, axes = plt.subplots(\n",
-    "    nrows=3, ncols=4, sharey='row', sharex=False, figsize=(8, 4.5) # 5\n",
-    ")\n",
-    "for y_idx, dataset_name in enumerate(\n",
-    "    [\n",
-    "        'darcy_pdebench',\n",
-    "        'burgers_pdebench',\n",
-    "        'incomp_ns_pdebench',\n",
-    "    ]\n",
-    "):\n",
-    "    if 'burgers' in dataset_name:\n",
-    "        print('1d energy')\n",
-    "        energy_curve_func = get_energy_curve_1d\n",
-    "    else:\n",
-    "        print('2d energy')\n",
-    "        energy_curve_func = get_energy_curve\n",
-    "\n",
-    "    print(f'{dataset_name=}')\n",
-    "    # if dataset_name == 'incomp_ns_pdebench':\n",
-    "\n",
-    "    (\n",
-    "        model_name,\n",
-    "        in_channels,\n",
-    "        out_channels,\n",
-    "        initial_steps,\n",
-    "        loss,\n",
-    "        batch_size,\n",
-    "        _,\n",
-    "        _,\n",
-    "        _,\n",
-    "    ) = get_dataset_info(dataset_name, 'mse')\n",
-    "    ckpt_path = (\n",
-    "        '/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts'\n",
-    "    )\n",
-    "    if dataset_name == 'incomp_ns_pdebench':\n",
-    "        img_sizes = [510, 255, 128, 64]\n",
-    "        ckpt_path = '/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ns_ckpts'\n",
-    "        train_size = 1\n",
-    "        title = 'NS'\n",
-    "\n",
-    "    if dataset_name == 'ns_pdebench':\n",
-    "        img_sizes = [512, 256, 128, 64]\n",
-    "\n",
-    "    if dataset_name == 'darcy_pdebench':\n",
-    "        img_sizes = [128, 64, 32, 16]\n",
-    "        train_size = 1\n",
-    "        title = 'Darcy'\n",
-    "\n",
-    "    if dataset_name == 'burgers_pdebench':\n",
-    "        img_sizes = [1024, 512, 256, 128]\n",
-    "        train_size = 2\n",
-    "        title = 'Burgers'\n",
-    "\n",
-    "    for epoch in [150]:  # 0, 50, 100, 250, 500\n",
-    "        for x_idx, test_size in enumerate(range(len(img_sizes))):\n",
-    "            # get data\n",
-    "            test_resolutions = [0, 0, 0, 0]\n",
-    "            test_resolutions[test_size] = 1\n",
-    "            dataset = get_dataset(\n",
-    "                dataset_name=dataset_name,\n",
-    "                filter_lim=-1,\n",
-    "                img_size=test_size,\n",
-    "                downsample_dim=-1,\n",
-    "                train=False,\n",
-    "                initial_steps=initial_steps,\n",
-    "                model_name=model_name,\n",
-    "                darcy_forcing_term=darcy_forcing_term,\n",
-    "                burger_viscosity=burger_viscosity,\n",
-    "                batch_size=batch_size,\n",
-    "                seed=0,\n",
-    "                resolution_ratios=test_resolutions,\n",
-    "                comp_ns_params=comp_ns_params,\n",
-    "                loss_name='na',\n",
-    "            )\n",
-    "            test_loader = DataLoader(dataset, batch_size=1)\n",
-    "\n",
-    "            # for _y_idx, img_size in enumerate(range(len(img_sizes))):\n",
-    "            if y_idx == 2:\n",
-    "                axes[y_idx, x_idx].set_xlabel('Wavenumber')\n",
-    "            if x_idx == 0:\n",
-    "                axes[y_idx, x_idx].set_ylabel(\n",
-    "                    f'{title} ({img_sizes[train_size]}) \\n Energy'\n",
-    "                )\n",
-    "            axes[y_idx, x_idx].set_title(f'Test {(img_sizes[test_size])}')\n",
-    "\n",
-    "            train_resolutions = [0, 0, 0, 0]\n",
-    "            train_resolutions[train_size] = 1\n",
-    "            train_resolutions = ''.join(str(train_resolutions).split())\n",
-    "            offset = 0\n",
-    "            if initial_steps == 1:\n",
-    "                offset = 1\n",
-    "            label_spectrum = energy_curve_func(\n",
-    "                torch.concat(\n",
-    "                    [\n",
-    "                        test_loader.dataset[i]['y'][\n",
-    "                            :, initial_steps - offset :, ...\n",
-    "                        ]\n",
-    "                        for i in range(len(test_loader))\n",
-    "                    ]\n",
-    "                )\n",
-    "            )\n",
-    "\n",
-    "            x = np.linspace(1, len(label_spectrum), len(label_spectrum))\n",
-    "            axes[y_idx, x_idx].plot(\n",
-    "                x,\n",
-    "                label_spectrum,\n",
-    "                label='Ground Truth',\n",
-    "                color='blue',\n",
-    "                linestyle=':',\n",
-    "            )\n",
-    "            for _y_idx, loss in enumerate(['mse', 'pinn']):\n",
-    "                (\n",
-    "                    model_name,\n",
-    "                    in_channels,\n",
-    "                    out_channels,\n",
-    "                    initial_steps,\n",
-    "                    loss,\n",
-    "                    batch_size,\n",
-    "                    lr,\n",
-    "                    wd,\n",
-    "                    pinn_loss_w,\n",
-    "                ) = get_dataset_info(dataset_name, loss)\n",
-    "                lr = str(lr).replace('.', '')\n",
-    "                pinn_loss_weights = [pinn_loss_w]\n",
-    "                # if 'pinn' in loss:\n",
-    "                #    pinn_loss_weights = ['05', '025', '01']\n",
-    "                for pinn_loss_weight in pinn_loss_weights:\n",
-    "                    loss_type = 'Data Loss'\n",
-    "                    col = 'orange'\n",
-    "                    if 'pinn' in loss:\n",
-    "                        loss_type = 'Data+Physics Loss'\n",
-    "                        col = 'red'\n",
-    "\n",
-    "                    max_mode = img_sizes[train_size] // 2\n",
-    "                    ckpt_dir = f'{lr}_{wd}_15_05_{loss}_{batch_size}_{dataset_name}_-1_-1_{max_mode}_{model_name}_{in_channels}_{out_channels}_{pinn_loss_weight}_{initial_steps}_single_{str_from_res(train_resolutions)}'\n",
-    "                    ckpt_pth = f'{ckpt_path}/{ckpt_dir}/'\n",
-    "                    ckpt_pth = ckpt_pth.replace('.', '')\n",
-    "                    model = get_model(\n",
-    "                        model_name=model_name,\n",
-    "                        max_modes=max_mode,\n",
-    "                        hidden_channels=32,\n",
-    "                        in_channels=in_channels,\n",
-    "                        out_channels=out_channels,\n",
-    "                        latent_size=\"-\",\n",
-    "                        img_size='-',\n",
-    "                    )\n",
-    "\n",
-    "                    # ckpt_dict = load_latest_ckpt(ckpt_pth)\n",
-    "                    ckpt_file = f'{ckpt_pth}/{epoch}_ckpt.pth'\n",
-    "                    total_exp += 1\n",
-    "                    if not os.path.exists(ckpt_file):\n",
-    "                        print('waiting for experiment: ', ckpt_file)\n",
-    "                        continue\n",
-    "                    # print(\"FINISHED: \", ckpt_file)\n",
-    "                    finished_exp += 1\n",
-    "                    ckpt_dict = torch.load(\n",
-    "                        ckpt_file,\n",
-    "                        weights_only=False,\n",
-    "                    )\n",
-    "                    model.load_state_dict(ckpt_dict['model_state_dict'])\n",
-    "                    model = model.to(device)\n",
-    "                    model = model.eval()\n",
-    "\n",
-    "                    # get model pred\n",
-    "                    model_preds_test = get_model_preds(\n",
-    "                        test_loader, model, device, initial_steps\n",
-    "                    )  # .squeeze()\n",
-    "\n",
-    "                    model_pred_spectrum = energy_curve_func(\n",
-    "                        model_preds_test  # .squeeze()\n",
-    "                    )\n",
-    "\n",
-    "                    axes[y_idx, x_idx].set_yscale('log')\n",
-    "                    axes[y_idx, x_idx].plot(\n",
-    "                        x,\n",
-    "                        model_pred_spectrum,\n",
-    "                        label=f'{loss_type}',\n",
-    "                        color=col,\n",
-    "                    )\n",
-    "                    axes[y_idx, x_idx].annotate(\n",
-    "                        f'$({subplot_labels[x_idx+(y_idx*4)]})$',\n",
-    "                        xy=(0.8, 0.75),\n",
-    "                        xycoords='axes fraction',\n",
-    "                        # textcoords='offset points',\n",
-    "                        size=8,\n",
-    "                        bbox=dict(\n",
-    "                            boxstyle='round',\n",
-    "                            facecolor='white',\n",
-    "                            edgecolor='black',\n",
-    "                        ),\n",
-    "                    )\n",
-    "                    axes[y_idx, x_idx].xaxis.set_major_locator(\n",
-    "                        ticker.MaxNLocator(integer=True, nbins=4)\n",
-    "                    )\n",
-    "\n",
-    "                    handles, labels = axes[\n",
-    "                        y_idx, x_idx\n",
-    "                    ].get_legend_handles_labels()\n",
-    "\n",
-    "fig.legend(\n",
-    "    handles=handles,\n",
-    "    labels=labels,\n",
-    "    loc='upper center',\n",
-    "    bbox_to_anchor=(0.5, -0.0),\n",
-    "    fancybox=False,\n",
-    "    shadow=False,\n",
-    "    ncol=4,\n",
-    ")\n",
-    "plt.tight_layout()\n",
-    "plt.show()\n",
-    "fig.savefig(\n",
-    "    f'{FIG_DIR}/summary_pinn_vs_no_pinn_label_spectrums.pdf',\n",
-    "    bbox_inches='tight',\n",
-    "    dpi=300,\n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 88,
-   "id": "95a7d11b-395e-4aa2-b4f6-f68b7da5fa12",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "1d energy\n",
-      "dataset_name='burgers_pdebench'\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "loss='mse', model_name='FNO1D'\n",
-      "loss='burgers_pinn', model_name='FNO1D'\n",
-      "resolution_ratios=[0, 1, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "loss='mse', model_name='FNO1D'\n",
-      "loss='burgers_pinn', model_name='FNO1D'\n",
-      "resolution_ratios=[0, 0, 1, 0]\n",
-      "self.num_samples=1000\n",
-      "loss='mse', model_name='FNO1D'\n",
-      "loss='burgers_pinn', model_name='FNO1D'\n",
-      "resolution_ratios=[0, 0, 0, 1]\n",
-      "self.num_samples=1000\n",
-      "loss='mse', model_name='FNO1D'\n",
-      "loss='burgers_pinn', model_name='FNO1D'\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x200 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "colors = ['red', 'green', 'blue', 'purple', 'brown', 'orange', 'pink']\n",
-    "total_exp = 0\n",
-    "finished_exp = 0\n",
-    "subplot_labels = ['a', 'b', 'c', 'd','e', 'f','g','h','i','j','k','l','m']\n",
-    "\n",
-    "fig, axes = plt.subplots(\n",
-    "    nrows=1, ncols=4, sharey='row', sharex=False, figsize=(10, 2) # 5\n",
-    ")\n",
-    "for y_idx, dataset_name in enumerate(\n",
-    "    [\n",
-    "        #'darcy_pdebench',\n",
-    "        'burgers_pdebench',\n",
-    "        #'incomp_ns_pdebench',\n",
-    "    ]\n",
-    "):\n",
-    "    if 'burgers' in dataset_name:\n",
-    "        print('1d energy')\n",
-    "        energy_curve_func = get_energy_curve_1d\n",
-    "    else:\n",
-    "        print('2d energy')\n",
-    "        energy_curve_func = get_energy_curve\n",
-    "\n",
-    "    print(f'{dataset_name=}')\n",
-    "    # if dataset_name == 'incomp_ns_pdebench':\n",
-    "\n",
-    "    (\n",
-    "        model_name,\n",
-    "        in_channels,\n",
-    "        out_channels,\n",
-    "        initial_steps,\n",
-    "        loss,\n",
-    "        batch_size,\n",
-    "        _,\n",
-    "        _,\n",
-    "        _,\n",
-    "    ) = get_dataset_info(dataset_name, 'mse')\n",
-    "    ckpt_path = (\n",
-    "        '/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts'\n",
-    "    )\n",
-    "    if dataset_name == 'incomp_ns_pdebench':\n",
-    "        img_sizes = [510, 255, 128, 64]\n",
-    "        ckpt_path = '/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ns_ckpts'\n",
-    "        train_size = 1\n",
-    "        title = 'NS'\n",
-    "\n",
-    "    if dataset_name == 'ns_pdebench':\n",
-    "        img_sizes = [512, 256, 128, 64]\n",
-    "\n",
-    "    if dataset_name == 'darcy_pdebench':\n",
-    "        img_sizes = [128, 64, 32, 16]\n",
-    "        train_size = 1\n",
-    "        title = 'Darcy'\n",
-    "\n",
-    "    if dataset_name == 'burgers_pdebench':\n",
-    "        img_sizes = [1024, 512, 256, 128]\n",
-    "        train_size = 2\n",
-    "        title = 'Burgers'\n",
-    "\n",
-    "    for epoch in [150]:  # 0, 50, 100, 250, 500\n",
-    "        for x_idx, test_size in enumerate(range(len(img_sizes))):\n",
-    "            # get data\n",
-    "            test_resolutions = [0, 0, 0, 0]\n",
-    "            test_resolutions[test_size] = 1\n",
-    "            dataset = get_dataset(\n",
-    "                dataset_name=dataset_name,\n",
-    "                filter_lim=-1,\n",
-    "                img_size=test_size,\n",
-    "                downsample_dim=-1,\n",
-    "                train=False,\n",
-    "                initial_steps=initial_steps,\n",
-    "                model_name=model_name,\n",
-    "                darcy_forcing_term=darcy_forcing_term,\n",
-    "                burger_viscosity=burger_viscosity,\n",
-    "                batch_size=batch_size,\n",
-    "                seed=0,\n",
-    "                resolution_ratios=test_resolutions,\n",
-    "                comp_ns_params=comp_ns_params,\n",
-    "                loss_name='na',\n",
-    "            )\n",
-    "            test_loader = DataLoader(dataset, batch_size=1)\n",
-    "\n",
-    "            # for _y_idx, img_size in enumerate(range(len(img_sizes))):\n",
-    "            #if y_idx == 2:\n",
-    "            axes[x_idx].set_xlabel('Frequency')\n",
-    "        \n",
-    "            plot_title = f'Test Res. {(img_sizes[test_size])}'\n",
-    "            if img_sizes[train_size] == img_sizes[test_size]:\n",
-    "                plot_title += \"*\"\n",
-    "            axes[x_idx].set_title(plot_title)\n",
-    "\n",
-    "            train_resolutions = [0, 0, 0, 0]\n",
-    "            train_resolutions[train_size] = 1\n",
-    "            train_resolutions = ''.join(str(train_resolutions).split())\n",
-    "            offset = 0\n",
-    "            if initial_steps == 1:\n",
-    "                offset = 1\n",
-    "            label_spectrum = energy_curve_func(\n",
-    "                torch.concat(\n",
-    "                    [\n",
-    "                        test_loader.dataset[i]['y'][\n",
-    "                            :, initial_steps - offset :, ...\n",
-    "                        ]\n",
-    "                        for i in range(len(test_loader))\n",
-    "                    ]\n",
-    "                )\n",
-    "            )\n",
-    "\n",
-    "            x = np.linspace(1, len(label_spectrum), len(label_spectrum))\n",
-    "            axes[x_idx].plot(\n",
-    "                x,\n",
-    "                label_spectrum,\n",
-    "                label='Ground Truth',\n",
-    "                color='blue',\n",
-    "                linestyle=':',\n",
-    "            )\n",
-    "            for _y_idx, loss in enumerate(['mse', 'pinn']): # 'mse', 'pinn',\n",
-    "                if loss == 'Multi Res.':\n",
-    "                    (\n",
-    "                        model_name,\n",
-    "                        in_channels,\n",
-    "                        out_channels,\n",
-    "                        initial_steps,\n",
-    "                        _loss,\n",
-    "                        batch_size,\n",
-    "                        lr,\n",
-    "                        wd,\n",
-    "                        pinn_loss_weight,\n",
-    "                    ) = get_dataset_info(dataset_name, loss)\n",
-    "                    lr = str(lr).replace('.', '')\n",
-    "                    latent_size = '-'\n",
-    "                    img_size = '-'\n",
-    "                    max_mode = img_sizes[0] // 2\n",
-    "                    #ckpt_pth = '/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-05_15_05_mse_128_darcy_pdebench_-1_-1_64_FNO2D_1_1_05_1_multi_01_01_01_07/'\n",
-    "                    #ckpt_pth = '/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-05_15_05_mse_128_darcy_pdebench_-1_-1_64_FNO2D_1_1_05_1_multi_025_025_025_025/'\n",
-    "                    ckpt_dir = f'{lr}_{wd}_15_05_mse_{batch_size}_{dataset_name}_-1_-1_{max_mode}_{model_name}_{in_channels}_{out_channels}_{pinn_loss_weight}_{initial_steps}_multi_025_025_025_025/'\n",
-    "                    col = \"green\"\n",
-    "                    loss_type = \"Multi Res.\"\n",
-    "                if loss == 'CNO2D':\n",
-    "                    model_name = 'CNO2D'\n",
-    "                    if \"burgers\" in dataset_name:\n",
-    "                        model_name = 'CNO1D'\n",
-    "                    (_model_name,\n",
-    "                        in_channels,\n",
-    "                        out_channels,\n",
-    "                        initial_steps,\n",
-    "                        _loss,\n",
-    "                        batch_size,\n",
-    "                        _,\n",
-    "                        wd,\n",
-    "                        pinn_loss_weight,\n",
-    "                    ) = get_dataset_info(dataset_name, \"mse\")\n",
-    "                    lr = 0.001\n",
-    "                    latent_size = 64\n",
-    "                    img_size = img_sizes[train_size]\n",
-    "                    max_mode = latent_size // 2\n",
-    "                    resolutions = str_from_res([0, 1, 0, 0])\n",
-    "                    ckpt_dir = f'{lr}_{wd}_15_05_mse_{batch_size}_{dataset_name}_-1_-1_{max_mode}_{model_name}_{in_channels}_{out_channels}_{pinn_loss_weight}_{initial_steps}_multi_{resolutions}_{latent_size}_{img_size}'\n",
-    "                    ckpt_dir = str(ckpt_dir).replace('.', '')\n",
-    "                    ckpt_pth = f'{ckpt_path}/{ckpt_dir}/'\n",
-    "                    col = \"purple\"\n",
-    "                    loss_type = \"Bandlimited Learning\"\n",
-    "                if loss in ['mse', 'pinn']:\n",
-    "                    (\n",
-    "                        model_name,\n",
-    "                        in_channels,\n",
-    "                        out_channels,\n",
-    "                        initial_steps,\n",
-    "                        loss,\n",
-    "                        batch_size,\n",
-    "                        lr,\n",
-    "                        wd,\n",
-    "                        pinn_loss_weight,\n",
-    "                    ) = get_dataset_info(dataset_name, loss)\n",
-    "                    lr = str(lr).replace('.', '')\n",
-    "\n",
-    "                    loss_type = 'Data Loss'\n",
-    "                    col = 'orange'\n",
-    "                    if 'pinn' in loss:\n",
-    "                        loss_type = 'Data+Physics Loss'\n",
-    "                        col = 'red'\n",
-    "                    max_mode = img_sizes[train_size] // 2\n",
-    "                    ckpt_dir = f'{lr}_{wd}_15_05_{loss}_{batch_size}_{dataset_name}_-1_-1_{max_mode}_{model_name}_{in_channels}_{out_channels}_{pinn_loss_weight}_{initial_steps}_single_{str_from_res(train_resolutions)}'\n",
-    "\n",
-    "                print(f\"{loss=}, {model_name=}\")\n",
-    "                model = get_model(\n",
-    "                    model_name=model_name,\n",
-    "                    max_modes=max_mode,\n",
-    "                    hidden_channels=32,\n",
-    "                    in_channels=in_channels,\n",
-    "                    out_channels=out_channels,\n",
-    "                    latent_size=latent_size,\n",
-    "                    img_size=img_size,\n",
-    "                )\n",
-    "\n",
-    "                # ckpt_dict = load_latest_ckpt(ckpt_pth)\n",
-    "                ckpt_dir = str(ckpt_dir).replace('.', '')\n",
-    "                ckpt_pth = f'{ckpt_path}/{ckpt_dir}/'\n",
-    "                ckpt_file = f'{ckpt_pth}/{epoch}_ckpt.pth'\n",
-    "                total_exp += 1\n",
-    "                if not os.path.exists(ckpt_file):\n",
-    "                    print('waiting for experiment: ', ckpt_file)\n",
-    "                    continue\n",
-    "                # print(\"FINISHED: \", ckpt_file)\n",
-    "                finished_exp += 1\n",
-    "                ckpt_dict = torch.load(\n",
-    "                    ckpt_file,\n",
-    "                    weights_only=False,\n",
-    "                )\n",
-    "                model.load_state_dict(ckpt_dict['model_state_dict'])\n",
-    "                model = model.to(device)\n",
-    "                model = model.eval()\n",
-    "\n",
-    "                # get model pred\n",
-    "                model_preds_test = get_model_preds(\n",
-    "                    test_loader, model, device, initial_steps\n",
-    "                )  # .squeeze()\n",
-    "\n",
-    "                model_pred_spectrum = energy_curve_func(\n",
-    "                    model_preds_test  # .squeeze()\n",
-    "                )\n",
-    "\n",
-    "                axes[x_idx].set_yscale('log')\n",
-    "                axes[x_idx].plot(\n",
-    "                    x,\n",
-    "                    model_pred_spectrum,\n",
-    "                    label=f'{loss_type}',\n",
-    "                    color=col,\n",
-    "                )\n",
-    "                axes[x_idx].annotate(\n",
-    "                    f'$({subplot_labels[x_idx+(y_idx*4)]})$',\n",
-    "                    xy=(0.8, 0.75),\n",
-    "                    xycoords='axes fraction',\n",
-    "                    # textcoords='offset points',\n",
-    "                    size=8,\n",
-    "                    bbox=dict(\n",
-    "                        boxstyle='round',\n",
-    "                        facecolor='white',\n",
-    "                        edgecolor='black',\n",
-    "                    ),\n",
-    "                )\n",
-    "                if x_idx == 0:\n",
-    "                    axes[x_idx].set_ylabel(\n",
-    "                        \"Energy\"\n",
-    "                    )\n",
-    "                axes[x_idx].xaxis.set_major_locator(\n",
-    "                    ticker.MaxNLocator(integer=True, nbins=4)\n",
-    "                )\n",
-    "\n",
-    "                handles, labels = axes[\n",
-    "                    x_idx\n",
-    "                ].get_legend_handles_labels()\n",
-    "\n",
-    "fig.legend(\n",
-    "    handles=handles,\n",
-    "    labels=labels,\n",
-    "    loc='upper center',\n",
-    "    bbox_to_anchor=(0.5, -0.0),\n",
-    "    fancybox=False,\n",
-    "    shadow=False,\n",
-    "    ncol=4,\n",
-    ")\n",
-    "plt.tight_layout()\n",
-    "plt.show()\n",
-    "fig.savefig(\n",
-    "    f'{FIG_DIR}/burgers_main_text_summary_pinn_vs_no_pinn_label_spectrums.pdf',\n",
-    "    bbox_inches='tight',\n",
-    "    dpi=300,\n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "9ae4ca78-7f0e-42d3-8f5f-c519709a3c44",
-   "metadata": {},
-   "source": [
-    "# Burgers Overview Fig"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "99a661de-e4d6-47a8-9618-df1cb2760f01",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "2d energy\n",
-      "dataset_name='darcy_pdebench'\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "loss='Multi Res.', model_name='FNO2D'\n",
-      "loss='CROP2D', model_name='CROP2D'\n",
-      "img_size=128, img_sizes=[128, 64, 32, 16], train_size=0\n",
-      "loss='CNO2D', model_name='CNO2D'\n",
-      "loss='mse', model_name='FNO2D'\n",
-      "loss='darcy_pinn', model_name='FNO2D'\n",
-      "resolution_ratios=[0, 1, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "loss='Multi Res.', model_name='FNO2D'\n",
-      "loss='CROP2D', model_name='CROP2D'\n",
-      "img_size=128, img_sizes=[128, 64, 32, 16], train_size=0\n",
-      "loss='CNO2D', model_name='CNO2D'\n",
-      "loss='mse', model_name='FNO2D'\n",
-      "loss='darcy_pinn', model_name='FNO2D'\n",
-      "resolution_ratios=[0, 0, 1, 0]\n",
-      "self.num_samples=1000\n",
-      "loss='Multi Res.', model_name='FNO2D'\n",
-      "loss='CROP2D', model_name='CROP2D'\n",
-      "img_size=128, img_sizes=[128, 64, 32, 16], train_size=0\n",
-      "loss='CNO2D', model_name='CNO2D'\n",
-      "loss='mse', model_name='FNO2D'\n",
-      "loss='darcy_pinn', model_name='FNO2D'\n",
-      "resolution_ratios=[0, 0, 0, 1]\n",
-      "self.num_samples=1000\n",
-      "loss='Multi Res.', model_name='FNO2D'\n",
-      "loss='CROP2D', model_name='CROP2D'\n",
-      "img_size=128, img_sizes=[128, 64, 32, 16], train_size=0\n",
-      "loss='CNO2D', model_name='CNO2D'\n",
-      "loss='mse', model_name='FNO2D'\n",
-      "loss='darcy_pinn', model_name='FNO2D'\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x500 with 8 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "loss='Multi Res.', model_name='FNO2D'\n",
-      "loss='CROP2D', model_name='CROP2D'\n",
-      "img_size=64, img_sizes=[128, 64, 32, 16], train_size=1\n",
-      "loss='CNO2D', model_name='CNO2D'\n",
-      "loss='mse', model_name='FNO2D'\n",
-      "loss='darcy_pinn', model_name='FNO2D'\n",
-      "resolution_ratios=[0, 1, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "loss='Multi Res.', model_name='FNO2D'\n",
-      "loss='CROP2D', model_name='CROP2D'\n",
-      "img_size=64, img_sizes=[128, 64, 32, 16], train_size=1\n",
-      "loss='CNO2D', model_name='CNO2D'\n",
-      "loss='mse', model_name='FNO2D'\n",
-      "loss='darcy_pinn', model_name='FNO2D'\n",
-      "resolution_ratios=[0, 0, 1, 0]\n",
-      "self.num_samples=1000\n",
-      "loss='Multi Res.', model_name='FNO2D'\n",
-      "loss='CROP2D', model_name='CROP2D'\n",
-      "img_size=64, img_sizes=[128, 64, 32, 16], train_size=1\n",
-      "loss='CNO2D', model_name='CNO2D'\n",
-      "loss='mse', model_name='FNO2D'\n",
-      "loss='darcy_pinn', model_name='FNO2D'\n",
-      "resolution_ratios=[0, 0, 0, 1]\n",
-      "self.num_samples=1000\n",
-      "loss='Multi Res.', model_name='FNO2D'\n",
-      "loss='CROP2D', model_name='CROP2D'\n",
-      "img_size=64, img_sizes=[128, 64, 32, 16], train_size=1\n",
-      "loss='CNO2D', model_name='CNO2D'\n",
-      "loss='mse', model_name='FNO2D'\n",
-      "loss='darcy_pinn', model_name='FNO2D'\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x500 with 8 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "loss='Multi Res.', model_name='FNO2D'\n",
-      "loss='CROP2D', model_name='CROP2D'\n",
-      "img_size=32, img_sizes=[128, 64, 32, 16], train_size=2\n",
-      "loss='CNO2D', model_name='CNO2D'\n",
-      "loss='mse', model_name='FNO2D'\n",
-      "loss='darcy_pinn', model_name='FNO2D'\n",
-      "resolution_ratios=[0, 1, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "loss='Multi Res.', model_name='FNO2D'\n",
-      "loss='CROP2D', model_name='CROP2D'\n",
-      "img_size=32, img_sizes=[128, 64, 32, 16], train_size=2\n",
-      "loss='CNO2D', model_name='CNO2D'\n",
-      "loss='mse', model_name='FNO2D'\n",
-      "loss='darcy_pinn', model_name='FNO2D'\n",
-      "resolution_ratios=[0, 0, 1, 0]\n",
-      "self.num_samples=1000\n",
-      "loss='Multi Res.', model_name='FNO2D'\n",
-      "loss='CROP2D', model_name='CROP2D'\n",
-      "img_size=32, img_sizes=[128, 64, 32, 16], train_size=2\n",
-      "loss='CNO2D', model_name='CNO2D'\n",
-      "loss='mse', model_name='FNO2D'\n",
-      "loss='darcy_pinn', model_name='FNO2D'\n",
-      "resolution_ratios=[0, 0, 0, 1]\n",
-      "self.num_samples=1000\n",
-      "loss='Multi Res.', model_name='FNO2D'\n",
-      "loss='CROP2D', model_name='CROP2D'\n",
-      "img_size=32, img_sizes=[128, 64, 32, 16], train_size=2\n",
-      "loss='CNO2D', model_name='CNO2D'\n",
-      "loss='mse', model_name='FNO2D'\n",
-      "loss='darcy_pinn', model_name='FNO2D'\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x500 with 8 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "loss='Multi Res.', model_name='FNO2D'\n",
-      "loss='CROP2D', model_name='CROP2D'\n",
-      "img_size=16, img_sizes=[128, 64, 32, 16], train_size=3\n",
-      "loss='CNO2D', model_name='CNO2D'\n",
-      "loss='mse', model_name='FNO2D'\n",
-      "loss='darcy_pinn', model_name='FNO2D'\n",
-      "resolution_ratios=[0, 1, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "loss='Multi Res.', model_name='FNO2D'\n",
-      "loss='CROP2D', model_name='CROP2D'\n",
-      "img_size=16, img_sizes=[128, 64, 32, 16], train_size=3\n",
-      "loss='CNO2D', model_name='CNO2D'\n",
-      "loss='mse', model_name='FNO2D'\n",
-      "loss='darcy_pinn', model_name='FNO2D'\n",
-      "resolution_ratios=[0, 0, 1, 0]\n",
-      "self.num_samples=1000\n",
-      "loss='Multi Res.', model_name='FNO2D'\n",
-      "loss='CROP2D', model_name='CROP2D'\n",
-      "img_size=16, img_sizes=[128, 64, 32, 16], train_size=3\n",
-      "loss='CNO2D', model_name='CNO2D'\n",
-      "loss='mse', model_name='FNO2D'\n",
-      "loss='darcy_pinn', model_name='FNO2D'\n",
-      "resolution_ratios=[0, 0, 0, 1]\n",
-      "self.num_samples=1000\n",
-      "loss='Multi Res.', model_name='FNO2D'\n",
-      "loss='CROP2D', model_name='CROP2D'\n",
-      "img_size=16, img_sizes=[128, 64, 32, 16], train_size=3\n",
-      "loss='CNO2D', model_name='CNO2D'\n",
-      "loss='mse', model_name='FNO2D'\n",
-      "loss='darcy_pinn', model_name='FNO2D'\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x500 with 8 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "2d energy\n",
-      "dataset_name='incomp_ns_pdebench'\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=109\n",
-      "loss='Multi Res.', model_name='FNO2D'\n"
-     ]
-    }
-   ],
-   "source": [
-    "colors = ['red', 'green', 'blue', 'purple', 'brown', 'orange', 'pink']\n",
-    "total_exp = 0\n",
-    "finished_exp = 0\n",
-    "subplot_labels = ['a', 'b', 'c', 'd','e', 'f','g','h','i','j','k','l','m']\n",
-    "color_dict = {\n",
-    "    #'ground_truth': 'green',\n",
-    "    'FNO': 'red',\n",
-    "    'CROP': 'orange',\n",
-    "    'CNO': 'blue',\n",
-    "    'Multi Res.': 'green',\n",
-    "    'Physics Informed': 'pink'\n",
-    "}\n",
-    "\n",
-    "mse_loss = nn.MSELoss()\n",
-    "for y_idx, dataset_name in enumerate(\n",
-    "    [\n",
-    "        'darcy_pdebench',\n",
-    "        'incomp_ns_pdebench',\n",
-    "        \n",
-    "        'burgers_pdebench',\n",
-    "        #\n",
-    "    ]\n",
-    "):\n",
-    "    \n",
-    "    if 'burgers' in dataset_name:\n",
-    "        print('1d energy')\n",
-    "        energy_curve_func = get_energy_curve_1d\n",
-    "    else:\n",
-    "        print('2d energy')\n",
-    "        energy_curve_func = get_energy_curve\n",
-    "\n",
-    "    print(f'{dataset_name=}')\n",
-    "    # if dataset_name == 'incomp_ns_pdebench':\n",
-    "\n",
-    "    (\n",
-    "        model_name,\n",
-    "        in_channels,\n",
-    "        out_channels,\n",
-    "        initial_steps,\n",
-    "        loss,\n",
-    "        batch_size,\n",
-    "        _,\n",
-    "        _,\n",
-    "        _,\n",
-    "    ) = get_dataset_info(dataset_name, 'mse')\n",
-    "\n",
-    "\n",
-    "    for train_size in [0,1,2,3]:  # 0, 50, 100, 250, 500\n",
-    "        df_auc = pd.DataFrame(columns=[\"Model\", \"Resid. Spectrum AUC\", \"MSE\", \"Test Resolution\"])\n",
-    "        fig, axes = plt.subplots(\n",
-    "            nrows=2, ncols=4, sharey='row', sharex=False, figsize=(10, 5) # 5\n",
-    "            )\n",
-    "        epoch = 150\n",
-    "        for x_idx, test_size in enumerate(range(len(img_sizes))):\n",
-    "            # get data\n",
-    "            test_resolutions = [0, 0, 0, 0]\n",
-    "            test_resolutions[test_size] = 1\n",
-    "            dataset = get_dataset(\n",
-    "                dataset_name=dataset_name,\n",
-    "                filter_lim=-1,\n",
-    "                img_size=test_size,\n",
-    "                downsample_dim=-1,\n",
-    "                train=False,\n",
-    "                initial_steps=initial_steps,\n",
-    "                model_name=model_name,\n",
-    "                darcy_forcing_term=darcy_forcing_term,\n",
-    "                burger_viscosity=burger_viscosity,\n",
-    "                batch_size=batch_size,\n",
-    "                seed=0,\n",
-    "                resolution_ratios=test_resolutions,\n",
-    "                comp_ns_params=comp_ns_params,\n",
-    "                loss_name='na',\n",
-    "            )\n",
-    "            test_loader = DataLoader(dataset, batch_size=1)\n",
-    "\n",
-    "\n",
-    "            if x_idx == 0:\n",
-    "                axes[0,x_idx].set_ylabel(\n",
-    "                    #f'{title} ({img_sizes[train_size]}) \\n Energy'\n",
-    "                    f'Energy'\n",
-    "                )\n",
-    "           \n",
-    "            plot_title = f'({subplot_labels[x_idx]}) Test Res. {(img_sizes[test_size])}'\n",
-    "            if img_sizes[train_size] == img_sizes[test_size]:\n",
-    "                plot_title += \"*\"\n",
-    "            axes[0,x_idx].set_title(plot_title)\n",
-    "\n",
-    "            \n",
-    "            offset = 0\n",
-    "            if initial_steps == 1:\n",
-    "                offset = 1\n",
-    "            ground_truth = torch.concat([\n",
-    "                        test_loader.dataset[i]['y'][\n",
-    "                            :, initial_steps - offset :, ...\n",
-    "                        ]\n",
-    "                        for i in range(len(test_loader))\n",
-    "                    ]\n",
-    "                )\n",
-    "            label_spectrum = energy_curve_func(ground_truth)\n",
-    "            \n",
-    "            x = np.linspace(1, len(label_spectrum), len(label_spectrum))\n",
-    "            axes[0,x_idx].plot(\n",
-    "                x,\n",
-    "                label_spectrum,\n",
-    "                label='Ground Truth',\n",
-    "                color='blue',\n",
-    "                linestyle=':',\n",
-    "            )\n",
-    "            for _y_idx, loss in enumerate(['Multi Res.','CROP2D', 'CNO2D','mse', 'pinn', ]): # 'mse', 'pinn', #'Multi Res.','CROP2D', 'CNO2D', \n",
-    "                ckpt_path = (\n",
-    "                    '/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts'\n",
-    "                )\n",
-    "\n",
-    "                if dataset_name == 'incomp_ns_pdebench':\n",
-    "                    img_sizes = [510, 255, 128, 64]\n",
-    "                    ckpt_path = '/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ns_ckpts'\n",
-    "                    if loss in ['CROP2D', 'CNO2D']:\n",
-    "                        ckpt_path = '/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts'\n",
-    "                    #train_size = 1\n",
-    "                    title = 'NS'\n",
-    "                    if loss == 'CROP2D':\n",
-    "                        lr = '0001'\n",
-    "                    else:\n",
-    "                        lr = '0001'\n",
-    "            \n",
-    "                if dataset_name == 'darcy_pdebench':\n",
-    "                    img_sizes = [128, 64, 32, 16]\n",
-    "                    #train_size = 3\n",
-    "                    title = 'Darcy'\n",
-    "                    if loss == 'CROP2D':\n",
-    "                        lr = '0001'\n",
-    "                        #lr = '0001'\n",
-    "                    else:\n",
-    "                        lr = '00001'\n",
-    "            \n",
-    "                if dataset_name == 'burgers_pdebench':\n",
-    "                    img_sizes = [1024, 512, 256, 128]\n",
-    "                    #train_size = 1\n",
-    "                    title = 'Burgers'\n",
-    "                    if loss == 'CROP2D':\n",
-    "                        continue\n",
-    "                    else:\n",
-    "                        lr = '0001'\n",
-    "                        model_name = \"CNO1D\"\n",
-    "\n",
-    "                train_resolutions = [0, 0, 0, 0]\n",
-    "                train_resolutions[train_size] = 1\n",
-    "                train_resolutions = ''.join(str(train_resolutions).split())\n",
-    "        \n",
-    "                if loss == 'Multi Res.':\n",
-    "                    #    ckpt_path = '/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ns_ckpts'\n",
-    "                    (\n",
-    "                        model_name,\n",
-    "                        in_channels,\n",
-    "                        out_channels,\n",
-    "                        initial_steps,\n",
-    "                        _loss,\n",
-    "                        batch_size,\n",
-    "                        lr,\n",
-    "                        wd,\n",
-    "                        pinn_loss_weight,\n",
-    "                    ) = get_dataset_info(dataset_name, loss)\n",
-    "                    if dataset_name == \"incomp_ns_pdebench\":\n",
-    "                        batch_size = 1\n",
-    "                        lr = 1e-05\n",
-    "                    lr = str(lr).replace('.', '')\n",
-    "                    latent_size = '-'\n",
-    "                    img_size = '-'\n",
-    "                    max_mode = img_sizes[0] // 2\n",
-    "                    #ckpt_pth = '/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-05_15_05_mse_128_darcy_pdebench_-1_-1_64_FNO2D_1_1_05_1_multi_01_01_01_07/'\n",
-    "                    #ckpt_pth = '/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-05_15_05_mse_128_darcy_pdebench_-1_-1_64_FNO2D_1_1_05_1_multi_025_025_025_025/'\n",
-    "                    ckpt_dir = f'{lr}_{wd}_15_05_mse_{batch_size}_{dataset_name}_-1_-1_{max_mode}_{model_name}_{in_channels}_{out_channels}_{pinn_loss_weight}_{initial_steps}_multi_025_025_025_025/'\n",
-    "                    ckpt_dir = f'{lr}_{wd}_15_05_mse_{batch_size}_{dataset_name}_-1_-1_{max_mode}_{model_name}_{in_channels}_{out_channels}_{pinn_loss_weight}_{initial_steps}_multi_002_003_005_09/'\n",
-    "                    col = \"green\"\n",
-    "                    loss_type = \"Multi Res.\"\n",
-    "                if loss == 'CNO2D':\n",
-    "                    model_name = 'CNO2D'\n",
-    "                    if \"burgers\" in dataset_name:\n",
-    "                        model_name = 'CNO1D'\n",
-    "                    (_model_name,\n",
-    "                        in_channels,\n",
-    "                        out_channels,\n",
-    "                        initial_steps,\n",
-    "                        _loss,\n",
-    "                        batch_size,\n",
-    "                        _,\n",
-    "                        _,\n",
-    "                        pinn_loss_weight,\n",
-    "                    ) = get_dataset_info(dataset_name, \"mse\")\n",
-    "                    if dataset_name == \"incomp_ns_pdebench\":\n",
-    "                        batch_size = 1\n",
-    "                    #lr = 0.001\n",
-    "                    wd = 1e-05\n",
-    "                    latent_size = 64\n",
-    "                    img_size = img_sizes[train_size]\n",
-    "                    print(f\"{img_size=}, {img_sizes=}, {train_size=}\")\n",
-    "                    max_mode = latent_size // 2\n",
-    "                    #resolutions = str_from_res([0, 1, 0, 0])\n",
-    "                    ckpt_dir = f'{lr}_{wd}_15_05_mse_{batch_size}_{dataset_name}_-1_-1_{max_mode}_{model_name}_{in_channels}_{out_channels}_{pinn_loss_weight}_{initial_steps}_multi_{str_from_res(train_resolutions)}_{latent_size}_{img_size}'\n",
-    "                    ckpt_dir = str(ckpt_dir).replace('.', '')\n",
-    "                    ckpt_pth = f'{ckpt_path}/{ckpt_dir}/'\n",
-    "                    col = \"purple\"\n",
-    "                    loss_type = \"CNO\"\n",
-    "                    \n",
-    "                if loss == 'CROP2D':\n",
-    "                    if \"burgers\" in dataset_name:\n",
-    "                        continue\n",
-    "                    m_name = 'CROP2D'\n",
-    "                    model_name = \"CROP2D\"\n",
-    "                    (\n",
-    "                        _model_name,\n",
-    "                        in_channels,\n",
-    "                        out_channels,\n",
-    "                        initial_steps,\n",
-    "                        loss,\n",
-    "                        batch_size,\n",
-    "                        _,\n",
-    "                        _,\n",
-    "                        pinn_loss_weight,\n",
-    "                    ) = get_dataset_info(dataset_name, loss)\n",
-    "                    if dataset_name == \"incomp_ns_pdebench\":\n",
-    "                        batch_size = 1\n",
-    "                    #lr = 0.0001\n",
-    "                    wd = 1e-05\n",
-    "                    #lr = 0.001\n",
-    "                    latent_size = 64\n",
-    "                    img_size = img_sizes[train_size]\n",
-    "                    max_mode = latent_size // 2\n",
-    "                    #resolutions = str_from_res([0, 0, 0, 1])\n",
-    "                    ckpt_dir = f'{lr}_{wd}_15_05_mse_{batch_size}_{dataset_name}_-1_-1_{max_mode}_{m_name}_{in_channels}_{out_channels}_{pinn_loss_weight}_{initial_steps}_multi_{str_from_res(train_resolutions)}_{latent_size}_{img_size}'\n",
-    "                    ckpt_dir = str(ckpt_dir).replace('.', '')\n",
-    "                    ckpt_pth = f'{ckpt_path}/{ckpt_dir}/'\n",
-    "                    col = \"pink\"\n",
-    "                    loss_type = \"CROP\"\n",
-    "                if loss in ['mse', 'pinn']:\n",
-    "                    loss_type = \"FNO\"\n",
-    "                    (\n",
-    "                        model_name,\n",
-    "                        in_channels,\n",
-    "                        out_channels,\n",
-    "                        initial_steps,\n",
-    "                        loss,\n",
-    "                        batch_size,\n",
-    "                        lr,\n",
-    "                        wd,\n",
-    "                        pinn_loss_weight,\n",
-    "                    ) = get_dataset_info(dataset_name, loss)\n",
-    "                    lr = str(lr).replace('.', '')\n",
-    "\n",
-    "                    #loss_type = 'Data Loss'\n",
-    "                    col = 'orange'\n",
-    "                    if 'pinn' in loss:\n",
-    "                        #loss_type = 'Data+Physics Loss'\n",
-    "                        col = 'red'\n",
-    "                        loss_type = \"Physics Informed\"\n",
-    "                    max_mode = img_sizes[train_size] // 2\n",
-    "                    ckpt_dir = f'{lr}_{wd}_15_05_{loss}_{batch_size}_{dataset_name}_-1_-1_{max_mode}_{model_name}_{in_channels}_{out_channels}_{pinn_loss_weight}_{initial_steps}_single_{str_from_res(train_resolutions)}'\n",
-    "\n",
-    "                print(f\"{loss=}, {model_name=}\")\n",
-    "                model = get_model(\n",
-    "                    model_name=model_name,\n",
-    "                    max_modes=max_mode,\n",
-    "                    hidden_channels=32,\n",
-    "                    in_channels=in_channels,\n",
-    "                    out_channels=out_channels,\n",
-    "                    latent_size=latent_size,\n",
-    "                    img_size=img_size,\n",
-    "                )\n",
-    "\n",
-    "                # ckpt_dict = load_latest_ckpt(ckpt_pth)\n",
-    "                ckpt_dir = str(ckpt_dir).replace('.', '')\n",
-    "                ckpt_pth = f'{ckpt_path}/{ckpt_dir}/'\n",
-    "                ckpt_file = f'{ckpt_pth}/{epoch}_ckpt.pth'\n",
-    "                total_exp += 1\n",
-    "                if not os.path.exists(ckpt_file):\n",
-    "                    print('waiting for experiment: ', ckpt_file)\n",
-    "                    continue\n",
-    "                # print(\"FINISHED: \", ckpt_file)\n",
-    "                finished_exp += 1\n",
-    "                ckpt_dict = torch.load(\n",
-    "                    ckpt_file,\n",
-    "                    weights_only=False,\n",
-    "                )\n",
-    "                model.load_state_dict(ckpt_dict['model_state_dict'])\n",
-    "                model = model.to(device)\n",
-    "                model = model.eval()\n",
-    "\n",
-    "                # get model pred\n",
-    "                model_preds_test = get_model_preds(\n",
-    "                    test_loader, model, device, initial_steps\n",
-    "                )  # .squeeze()\n",
-    "\n",
-    "                model_pred_spectrum = energy_curve_func(\n",
-    "                    model_preds_test  # .squeeze()\n",
-    "                )\n",
-    "\n",
-    "                \n",
-    "                residuals = model_preds_test - ground_truth.to(device) \n",
-    "                residual_spectrum = energy_curve_func(residuals)\n",
-    "\n",
-    "                auc = np.trapz(residual_spectrum)\n",
-    "                mse = mse_loss(model_preds_test.to('cpu'), ground_truth).item()\n",
-    "                df_auc.loc[len(df_auc)] = [loss_type, auc, mse, img_sizes[x_idx]]\n",
-    "\n",
-    "                axes[0,x_idx].set_yscale('log')\n",
-    "                axes[0,x_idx].plot(\n",
-    "                    x,\n",
-    "                    model_pred_spectrum,\n",
-    "                    label=f'{loss_type}',\n",
-    "                    color=color_dict[loss_type],\n",
-    "                )\n",
-    "                \n",
-    "                axes[0,x_idx].set_xlabel( \"Frequency\")\n",
-    "                \n",
-    "                if x_idx == 0:\n",
-    "                    axes[0,x_idx].set_ylabel(\n",
-    "                        \"Energy\"\n",
-    "                    )\n",
-    "                axes[0,x_idx].xaxis.set_major_locator(\n",
-    "                    ticker.MaxNLocator(integer=True, nbins=4)\n",
-    "                )\n",
-    "\n",
-    "                handles, labels = axes[0, x_idx\n",
-    "                ].get_legend_handles_labels()\n",
-    "        for x_idx, resolution_val in enumerate(img_sizes):\n",
-    "            sns.barplot(df_auc[df_auc['Test Resolution'] == resolution_val], x=\"Model\", y=\"MSE\", hue=\"Model\", # y=\"Resid. Spectrum AUC\"\n",
-    "                order=['Multi Res.','CNO', 'FNO', 'Physics Informed', 'CROP',], ax=axes[1,x_idx], palette = color_dict)\n",
-    "            axes[1,x_idx].get_xaxis().set_visible(False)\n",
-    "            axes[1,x_idx].set_yscale(\"log\")\n",
-    "            \n",
-    "        fig.legend(\n",
-    "            handles=handles,\n",
-    "            labels=labels,\n",
-    "            loc='upper center',\n",
-    "            bbox_to_anchor=(0.5, -0.0),\n",
-    "            fancybox=False,\n",
-    "            shadow=False,\n",
-    "            ncol=6,\n",
-    "        )\n",
-    "        plt.tight_layout()\n",
-    "        plt.show()\n",
-    "        fig.savefig(\n",
-    "            f'{FIG_DIR}/{dataset_name}_all_spectrum_summary_{train_size}.pdf',\n",
-    "            bbox_inches='tight',\n",
-    "            dpi=300,\n",
-    "        )"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "e1940ff0-81dc-4222-91ad-863a16c0c43f",
-   "metadata": {
-    "jp-MarkdownHeadingCollapsed": true
-   },
-   "source": [
-    "# Compound aliasing over time w/ Burgers/Incompressible NS/Compressible NS\n",
-    "\n",
-    "TODO: show that aliasing gets worse over time w/ autoregressive inference\n",
-    "\n",
-    "NOTE: normalizatoin causes NAN spectrums for residuals???"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "id": "93f0b076-284f-4279-b9be-efe736fd8be7",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "2d energy\n",
-      "dataset_name='incomp_ns_pdebench'\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=109\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/tmp/ipykernel_538503/2257035103.py:104: UserWarning: Attempt to set non-positive ylim on a log-scaled axis will be ignored.\n",
-      "  ax.sharey(plt.subplot(3, 4, 4))\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 800x600 with 12 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "2d energy\n",
-      "dataset_name='incomp_ns_pdebench'\n",
-      "resolution_ratios=[0, 1, 0, 0]\n",
-      "self.num_samples=109\n"
-     ]
-    },
-    {
-     "ename": "KeyboardInterrupt",
-     "evalue": "",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
-      "Cell \u001b[0;32mIn[10], line 90\u001b[0m\n\u001b[1;32m     87\u001b[0m \u001b[38;5;66;03m# iteratate through time\u001b[39;00m\n\u001b[1;32m     88\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m x_idx, t \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28menumerate\u001b[39m(\u001b[38;5;28mrange\u001b[39m(\u001b[38;5;241m4\u001b[39m)):\n\u001b[1;32m     89\u001b[0m     labels \u001b[38;5;241m=\u001b[39m torch\u001b[38;5;241m.\u001b[39mconcat(\n\u001b[0;32m---> 90\u001b[0m         [dataset[i][\u001b[38;5;124m'\u001b[39m\u001b[38;5;124my\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;28;01mfor\u001b[39;00m i \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mrange\u001b[39m(\u001b[38;5;28mlen\u001b[39m(dataset))]\n\u001b[1;32m     91\u001b[0m     )[:, initial_steps \u001b[38;5;241m+\u001b[39m (t) \u001b[38;5;241m*\u001b[39m \u001b[38;5;241m2\u001b[39m, \u001b[38;5;241m.\u001b[39m\u001b[38;5;241m.\u001b[39m\u001b[38;5;241m.\u001b[39m]\u001b[38;5;241m.\u001b[39mto(device)\n\u001b[1;32m     93\u001b[0m     residuals \u001b[38;5;241m=\u001b[39m model_output[:, (t) \u001b[38;5;241m*\u001b[39m \u001b[38;5;241m2\u001b[39m, \u001b[38;5;241m.\u001b[39m\u001b[38;5;241m.\u001b[39m\u001b[38;5;241m.\u001b[39m] \u001b[38;5;241m-\u001b[39m labels  \u001b[38;5;66;03m# / labels\u001b[39;00m\n\u001b[1;32m     95\u001b[0m     \u001b[38;5;66;03m# label_spectrum = energy_curve_func(labels)\u001b[39;00m\n",
-      "Cell \u001b[0;32mIn[10], line 90\u001b[0m, in \u001b[0;36m<listcomp>\u001b[0;34m(.0)\u001b[0m\n\u001b[1;32m     87\u001b[0m \u001b[38;5;66;03m# iteratate through time\u001b[39;00m\n\u001b[1;32m     88\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m x_idx, t \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28menumerate\u001b[39m(\u001b[38;5;28mrange\u001b[39m(\u001b[38;5;241m4\u001b[39m)):\n\u001b[1;32m     89\u001b[0m     labels \u001b[38;5;241m=\u001b[39m torch\u001b[38;5;241m.\u001b[39mconcat(\n\u001b[0;32m---> 90\u001b[0m         [\u001b[43mdataset\u001b[49m\u001b[43m[\u001b[49m\u001b[43mi\u001b[49m\u001b[43m]\u001b[49m[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124my\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;28;01mfor\u001b[39;00m i \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mrange\u001b[39m(\u001b[38;5;28mlen\u001b[39m(dataset))]\n\u001b[1;32m     91\u001b[0m     )[:, initial_steps \u001b[38;5;241m+\u001b[39m (t) \u001b[38;5;241m*\u001b[39m \u001b[38;5;241m2\u001b[39m, \u001b[38;5;241m.\u001b[39m\u001b[38;5;241m.\u001b[39m\u001b[38;5;241m.\u001b[39m]\u001b[38;5;241m.\u001b[39mto(device)\n\u001b[1;32m     93\u001b[0m     residuals \u001b[38;5;241m=\u001b[39m model_output[:, (t) \u001b[38;5;241m*\u001b[39m \u001b[38;5;241m2\u001b[39m, \u001b[38;5;241m.\u001b[39m\u001b[38;5;241m.\u001b[39m\u001b[38;5;241m.\u001b[39m] \u001b[38;5;241m-\u001b[39m labels  \u001b[38;5;66;03m# / labels\u001b[39;00m\n\u001b[1;32m     95\u001b[0m     \u001b[38;5;66;03m# label_spectrum = energy_curve_func(labels)\u001b[39;00m\n",
-      "File \u001b[0;32m/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/data/incomp_ns_pdebench.py:137\u001b[0m, in \u001b[0;36mIncompNSPDEBench.__getitem__\u001b[0;34m(self, batch_idx)\u001b[0m\n\u001b[1;32m    130\u001b[0m set_indexes \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mindex_sets[set_idx][\n\u001b[1;32m    131\u001b[0m     item_idx : item_idx \u001b[38;5;241m+\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mbatch_size\n\u001b[1;32m    132\u001b[0m ]\n\u001b[1;32m    134\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m h5py\u001b[38;5;241m.\u001b[39mFile(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mroot_path, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mr\u001b[39m\u001b[38;5;124m'\u001b[39m) \u001b[38;5;28;01mas\u001b[39;00m f:\n\u001b[1;32m    135\u001b[0m     \u001b[38;5;66;03m# vorticity\u001b[39;00m\n\u001b[1;32m    136\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mvorticity \u001b[38;5;241m=\u001b[39m torch\u001b[38;5;241m.\u001b[39mtensor(\n\u001b[0;32m--> 137\u001b[0m         \u001b[43mf\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mvorticity\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m[\u001b[49m\n\u001b[1;32m    138\u001b[0m \u001b[43m            \u001b[49m\u001b[43mset_indexes\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    139\u001b[0m \u001b[43m            \u001b[49m\u001b[43m:\u001b[49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mreduced_resolution_t\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    140\u001b[0m \u001b[43m            \u001b[49m\u001b[43m:\u001b[49m\u001b[43m:\u001b[49m\u001b[43mreduced_resolution\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    141\u001b[0m \u001b[43m            \u001b[49m\u001b[43m:\u001b[49m\u001b[43m:\u001b[49m\u001b[43mreduced_resolution\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    142\u001b[0m \u001b[43m        \u001b[49m\u001b[43m]\u001b[49m,\n\u001b[1;32m    143\u001b[0m         dtype\u001b[38;5;241m=\u001b[39mtorch\u001b[38;5;241m.\u001b[39mfloat32,\n\u001b[1;32m    144\u001b[0m     )  \u001b[38;5;66;03m# batch, time, x, y\u001b[39;00m\n\u001b[1;32m    146\u001b[0m     \u001b[38;5;66;03m# NOTE(MS): we only need these fields if we want a pinns loss\u001b[39;00m\n\u001b[1;32m    147\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mpinn:\n",
-      "File \u001b[0;32mh5py/_objects.pyx:54\u001b[0m, in \u001b[0;36mh5py._objects.with_phil.wrapper\u001b[0;34m()\u001b[0m\n",
-      "File \u001b[0;32mh5py/_objects.pyx:55\u001b[0m, in \u001b[0;36mh5py._objects.with_phil.wrapper\u001b[0;34m()\u001b[0m\n",
-      "File \u001b[0;32m/pscratch/sd/m/mansisak/operator_aliasing/env/lib/python3.10/site-packages/h5py/_hl/dataset.py:802\u001b[0m, in \u001b[0;36mDataset.__getitem__\u001b[0;34m(self, args, new_dtype)\u001b[0m\n\u001b[1;32m    800\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_fast_read_ok \u001b[38;5;129;01mand\u001b[39;00m (new_dtype \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m):\n\u001b[1;32m    801\u001b[0m     \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 802\u001b[0m         \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_fast_reader\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mread\u001b[49m\u001b[43m(\u001b[49m\u001b[43margs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    803\u001b[0m     \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m:\n\u001b[1;32m    804\u001b[0m         \u001b[38;5;28;01mpass\u001b[39;00m  \u001b[38;5;66;03m# Fall back to Python read pathway below\u001b[39;00m\n",
-      "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 800x600 with 10 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "for test_res in range(4):\n",
-    "    for dataset_name in ['incomp_ns_pdebench']:\n",
-    "        # fig, axs = plt.subplots(4, 4, sharey='row', sharex=False, figsize=(10, 10))\n",
-    "        fig = plt.figure(1, figsize=(8, 6))\n",
-    "        if 'burgers' in dataset_name:\n",
-    "            print('1d energy')\n",
-    "            energy_curve_func = get_energy_curve_1d\n",
-    "        else:\n",
-    "            print('2d energy')\n",
-    "            energy_curve_func = get_energy_curve\n",
-    "\n",
-    "        print(f'{dataset_name=}')\n",
-    "        (\n",
-    "            model_name,\n",
-    "            in_channels,\n",
-    "            out_channels,\n",
-    "            initial_steps,\n",
-    "            loss,\n",
-    "            batch_size,\n",
-    "            lr,\n",
-    "            wd,\n",
-    "            _,\n",
-    "        ) = get_dataset_info(dataset_name, 'mse')\n",
-    "\n",
-    "        if dataset_name == 'incomp_ns_pdebench':\n",
-    "            img_sizes = [64, 128, 255, 510]\n",
-    "            batch_size = 4\n",
-    "            title = 'Incompressible NS'\n",
-    "            max_mode = 255 // 2  # TODO Change\n",
-    "\n",
-    "        test_resolution = img_sizes\n",
-    "        train_resolutions = '[0,1,0,0]'\n",
-    "        downsample_dim = -1\n",
-    "        filter_lim = -1\n",
-    "        ckpt_dir = f'{lr}_{wd}_15_05_{loss}_{batch_size}_{dataset_name}_{downsample_dim}_{filter_lim}_{max_mode}_{model_name}_{in_channels}_{out_channels}_{pinn_loss_weight}_{initial_steps}_single_{str_from_res(train_resolutions)}'\n",
-    "        ckpt_dir = ckpt_dir.replace('.', '')\n",
-    "        ckpt_pth = f'{ckpt_path}/{ckpt_dir}/'\n",
-    "        model = get_model(\n",
-    "            model_name=model_name,\n",
-    "            max_modes=max_mode,\n",
-    "            hidden_channels=32,\n",
-    "            in_channels=in_channels,\n",
-    "            out_channels=out_channels,\n",
-    "            latent_size=\"-\",\n",
-    "            img_size=\"-\",\n",
-    "        )\n",
-    "\n",
-    "        # ckpt_dict = load_latest_ckpt(ckpt_pth)\n",
-    "        ckpt_file = f'{ckpt_pth}/{epoch}_ckpt.pth'\n",
-    "        if not os.path.exists(ckpt_file):\n",
-    "            print('waiting for experiment: ', ckpt_file)\n",
-    "            continue\n",
-    "        ckpt_dict = torch.load(\n",
-    "            ckpt_file,\n",
-    "            weights_only=False,\n",
-    "        )\n",
-    "        model.load_state_dict(ckpt_dict['model_state_dict'])\n",
-    "        model = model.to(device)\n",
-    "        model = model.eval()\n",
-    "\n",
-    "        # Test at specific resolution\n",
-    "        test_resolutions = [0, 0, 0, 0]\n",
-    "        test_resolutions[test_res] = 1\n",
-    "        dataset = get_dataset(\n",
-    "            dataset_name=dataset_name,\n",
-    "            filter_lim=filter_lim,\n",
-    "            img_size='na',\n",
-    "            downsample_dim=downsample_dim,\n",
-    "            train=False,\n",
-    "            initial_steps=initial_steps,\n",
-    "            model_name=model_name,\n",
-    "            darcy_forcing_term=darcy_forcing_term,\n",
-    "            burger_viscosity=burger_viscosity,\n",
-    "            batch_size=4,\n",
-    "            seed=0,\n",
-    "            resolution_ratios=test_resolutions,\n",
-    "            comp_ns_params=comp_ns_params,\n",
-    "            loss_name='na',\n",
-    "        )\n",
-    "\n",
-    "        test_loader = torch.utils.data.DataLoader(dataset, batch_size=1)\n",
-    "        model_output = get_model_preds(\n",
-    "            test_loader=test_loader,\n",
-    "            model=model,\n",
-    "            device=device,\n",
-    "            initial_steps=initial_steps,\n",
-    "        )\n",
-    "        # iteratate through time\n",
-    "        for x_idx, t in enumerate(range(4)):\n",
-    "            labels = torch.concat(\n",
-    "                [dataset[i]['y'] for i in range(len(dataset))]\n",
-    "            )[:, initial_steps + (t) * 2, ...].to(device)\n",
-    "\n",
-    "            residuals = model_output[:, (t) * 2, ...] - labels  # / labels\n",
-    "\n",
-    "            # label_spectrum = energy_curve_func(labels)\n",
-    "            residual_spectrum = energy_curve_func(residuals)\n",
-    "            label_spectrum = energy_curve_func(labels)\n",
-    "\n",
-    "            x = np.linspace(1, len(residual_spectrum), len(residual_spectrum))\n",
-    "            ax = plt.subplot(3, 4, x_idx + 1)\n",
-    "            ax.plot(x, residual_spectrum / label_spectrum)\n",
-    "            ax.set_yscale('log')\n",
-    "            ax.set_xscale('log')\n",
-    "            ax.sharey(plt.subplot(3, 4, 4))\n",
-    "            if x_idx > 0:\n",
-    "                ax.get_yaxis().set_visible(False)\n",
-    "            ax.set_title(f'Time Step {initial_steps + t * 2}')\n",
-    "            ax.set_xlabel('Wavenumber')\n",
-    "\n",
-    "            # 3D render of label\n",
-    "            dim = labels.shape[-1]\n",
-    "            # Create a 1D array with 25 evenly spaced numbers between 0 and 1\n",
-    "            array_1d = np.linspace(0, 1, num=dim * dim)\n",
-    "            # Reshape the 1D array into a 2D array\n",
-    "            x = array_1d.reshape(dim, dim)\n",
-    "            y = x.copy().T\n",
-    "            z = labels[0, 0, ...].cpu()\n",
-    "            ax = plt.subplot(3, 4, x_idx + 1 + 4, projection='3d')\n",
-    "            ax.plot_surface(x, y, z, cmap='bwr')\n",
-    "            ax.set_axis_off()\n",
-    "\n",
-    "            # model prediction\n",
-    "            z = model_output[0, (t) * 2, ...][0, ...].cpu()\n",
-    "            ax = plt.subplot(3, 4, x_idx + 1 + 8, projection='3d')\n",
-    "            ax.plot_surface(x, y, z, cmap='bwr')\n",
-    "            ax.set_axis_off()\n",
-    "\n",
-    "            plt.subplot(3, 4, 1).set_ylabel('Average Residual Energy')\n",
-    "            plt.subplot(3, 4, 5).set_zlabel('Example Label')\n",
-    "            plt.subplot(3, 4, 9).set_zlabel('Example Model Prediction')\n",
-    "\n",
-    "        fig.suptitle(f'{title}, train: 255, test: {dim}')\n",
-    "        plt.tight_layout()\n",
-    "        plt.show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "id": "00379495-9aaa-438c-a802-60f069ee9c87",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "2d energy\n",
-      "dataset_name='incomp_ns_pdebench'\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=109\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x200 with 6 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "2d energy\n",
-      "dataset_name='incomp_ns_pdebench'\n",
-      "resolution_ratios=[0, 1, 0, 0]\n",
-      "self.num_samples=109\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x200 with 6 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "2d energy\n",
-      "dataset_name='incomp_ns_pdebench'\n",
-      "resolution_ratios=[0, 0, 1, 0]\n",
-      "self.num_samples=109\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x200 with 6 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "2d energy\n",
-      "dataset_name='incomp_ns_pdebench'\n",
-      "resolution_ratios=[0, 0, 0, 1]\n",
-      "self.num_samples=109\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x200 with 6 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "for test_res in [0,1,2,3]: #range(4):\n",
-    "    for dataset_name in ['incomp_ns_pdebench']:\n",
-    "        # fig, axs = plt.subplots(4, 4, sharey='row', sharex=False, figsize=(10, 10))\n",
-    "        num_rows = 1\n",
-    "        fig = plt.figure(1, figsize=(10, 2))\n",
-    "        if 'burgers' in dataset_name:\n",
-    "            print('1d energy')\n",
-    "            energy_curve_func = get_energy_curve_1d\n",
-    "        else:\n",
-    "            print('2d energy')\n",
-    "            energy_curve_func = get_energy_curve\n",
-    "\n",
-    "        print(f'{dataset_name=}')\n",
-    "        (\n",
-    "            model_name,\n",
-    "            in_channels,\n",
-    "            out_channels,\n",
-    "            initial_steps,\n",
-    "            loss,\n",
-    "            batch_size,\n",
-    "            lr,\n",
-    "            wd,\n",
-    "            _,\n",
-    "        ) = get_dataset_info(dataset_name, 'mse')\n",
-    "\n",
-    "        if dataset_name == 'incomp_ns_pdebench':\n",
-    "            img_sizes = [510, 255,128,64]\n",
-    "            batch_size = 4\n",
-    "            title = 'Incompressible NS'\n",
-    "            max_mode = 255 // 2  # TODO Change\n",
-    "\n",
-    "        train_resolutions = '[0,1,0,0]'\n",
-    "        downsample_dim = -1\n",
-    "        filter_lim = -1\n",
-    "        pinn_loss_weight = '05'\n",
-    "        test_resolution = img_sizes[test_res]\n",
-    "        epoch = 150\n",
-    "        ckpt_dir = f'{lr}_{wd}_15_05_{loss}_{batch_size}_{dataset_name}_{downsample_dim}_{filter_lim}_{max_mode}_{model_name}_{in_channels}_{out_channels}_{pinn_loss_weight}_{initial_steps}_single_{str_from_res(train_resolutions)}'\n",
-    "        ckpt_dir = ckpt_dir.replace('.', '')\n",
-    "        ckpt_pth = f'{ckpt_path}/{ckpt_dir}/'\n",
-    "        model = get_model(\n",
-    "            model_name=model_name,\n",
-    "            max_modes=max_mode,\n",
-    "            hidden_channels=32,\n",
-    "            in_channels=in_channels,\n",
-    "            out_channels=out_channels,\n",
-    "            latent_size=\"-\",\n",
-    "            img_size=\"-\",\n",
-    "        )\n",
-    "\n",
-    "        # ckpt_dict = load_latest_ckpt(ckpt_pth)\n",
-    "        ckpt_file = f'{ckpt_pth}/{epoch}_ckpt.pth'\n",
-    "        if not os.path.exists(ckpt_file):\n",
-    "            print('waiting for experiment: ', ckpt_file)\n",
-    "            continue\n",
-    "        ckpt_dict = torch.load(\n",
-    "            ckpt_file,\n",
-    "            weights_only=False,\n",
-    "        )\n",
-    "        model.load_state_dict(ckpt_dict['model_state_dict'])\n",
-    "        model = model.to(device)\n",
-    "        model = model.eval()\n",
-    "\n",
-    "        # Test at specific resolution\n",
-    "        test_resolutions = [0, 0, 0, 0]\n",
-    "        test_resolutions[test_res] = 1\n",
-    "        dataset = get_dataset(\n",
-    "            dataset_name=dataset_name,\n",
-    "            filter_lim=filter_lim,\n",
-    "            img_size='na',\n",
-    "            downsample_dim=downsample_dim,\n",
-    "            train=False,\n",
-    "            initial_steps=initial_steps,\n",
-    "            model_name=model_name,\n",
-    "            darcy_forcing_term=darcy_forcing_term,\n",
-    "            burger_viscosity=burger_viscosity,\n",
-    "            batch_size=4,\n",
-    "            seed=0,\n",
-    "            resolution_ratios=test_resolutions,\n",
-    "            comp_ns_params=comp_ns_params,\n",
-    "            loss_name='na',\n",
-    "        )\n",
-    "\n",
-    "        test_loader = torch.utils.data.DataLoader(dataset, batch_size=1)\n",
-    "        model_output = get_model_preds(\n",
-    "            test_loader=test_loader,\n",
-    "            model=model,\n",
-    "            device=device,\n",
-    "            initial_steps=initial_steps,\n",
-    "        )\n",
-    "        # iteratate through time\n",
-    "        time_steps = 3\n",
-    "        for x_idx, t in enumerate(range(time_steps)):\n",
-    "            labels = torch.concat(\n",
-    "                [dataset[i]['y'] for i in range(len(dataset))]\n",
-    "            )[:, initial_steps + (t) * 3, ...].to(device)\n",
-    "\n",
-    "            residuals = model_output[:, (t) * 3, ...] - labels  # / labels\n",
-    "\n",
-    "            # label_spectrum = energy_curve_func(labels)\n",
-    "            residual_spectrum = energy_curve_func(residuals)\n",
-    "            label_spectrum = energy_curve_func(labels)\n",
-    "\n",
-    "            # 3D render of label\n",
-    "            dim = labels.shape[-1]\n",
-    "            # Create a 1D array with 25 evenly spaced numbers between 0 and 1\n",
-    "            array_1d = np.linspace(0, 1, num=dim * dim)\n",
-    "            # Reshape the 1D array into a 2D array\n",
-    "            x = array_1d.reshape(dim, dim)\n",
-    "            y = x.copy().T\n",
-    "            z = labels[0, 0, ...].cpu()\n",
-    "            ax = plt.subplot(num_rows, time_steps*2, x_idx + 1 , projection='3d')\n",
-    "            ax.plot_surface(x, y, z, cmap='bwr')\n",
-    "            ax.set_axis_off()\n",
-    "            ax.set_title(f\"Ground Truth\\nTime {initial_steps + t * 3}\")\n",
-    "\n",
-    "            # model prediction\n",
-    "            z = model_output[0, (t) * 2, ...][0, ...].cpu()\n",
-    "            ax = plt.subplot(num_rows, time_steps*2, x_idx + 1 + time_steps, projection='3d')\n",
-    "            ax.plot_surface(x, y, z, cmap='bwr')\n",
-    "            ax.set_axis_off()\n",
-    "            ax.set_title(f\"Predicted\\nTime {initial_steps + (t) * 3}\")\n",
-    "            \n",
-    "        plt.tight_layout()\n",
-    "        plt.show()\n",
-    "        fig.savefig(\n",
-    "            f'{FIG_DIR}/{dataset_name}_test_{test_resolution}_train_255.pdf',  # .png\n",
-    "            dpi=300,\n",
-    "            bbox_inches='tight',\n",
-    "        )"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 21,
-   "id": "24fbf105-11dd-45ba-afa5-fd9f0417937d",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "2d energy\n",
-      "dataset_name='incomp_ns_pdebench'\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=109\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/tmp/ipykernel_666395/3197085080.py:5: UserWarning: Ignoring specified arguments in this call because figure with num: 1 already exists\n",
-      "  fig = plt.figure(1, figsize=(8, 2))\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "2d energy\n",
-      "dataset_name='incomp_ns_pdebench'\n",
-      "resolution_ratios=[0, 1, 0, 0]\n",
-      "self.num_samples=109\n",
-      "2d energy\n",
-      "dataset_name='incomp_ns_pdebench'\n",
-      "resolution_ratios=[0, 0, 1, 0]\n",
-      "self.num_samples=109\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 800x200 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "for x_idx, test_res in enumerate([0,1,2]): #range(4):\n",
-    "    for dataset_name in ['incomp_ns_pdebench']:\n",
-    "        # fig, axs = plt.subplots(4, 4, sharey='row', sharex=False, figsize=(10, 10))\n",
-    "        num_rows = 1\n",
-    "        fig = plt.figure(1, figsize=(8, 2))\n",
-    "        if 'burgers' in dataset_name:\n",
-    "            print('1d energy')\n",
-    "            energy_curve_func = get_energy_curve_1d\n",
-    "        else:\n",
-    "            print('2d energy')\n",
-    "            energy_curve_func = get_energy_curve\n",
-    "\n",
-    "        print(f'{dataset_name=}')\n",
-    "        (\n",
-    "            model_name,\n",
-    "            in_channels,\n",
-    "            out_channels,\n",
-    "            initial_steps,\n",
-    "            loss,\n",
-    "            batch_size,\n",
-    "            lr,\n",
-    "            wd,\n",
-    "            _,\n",
-    "        ) = get_dataset_info(dataset_name, 'mse')\n",
-    "\n",
-    "        if dataset_name == 'incomp_ns_pdebench':\n",
-    "            img_sizes = [510, 255,128,64]\n",
-    "            batch_size = 4\n",
-    "            title = 'Incompressible NS'\n",
-    "            max_mode = 255 // 2  # TODO Change\n",
-    "\n",
-    "        train_resolutions = '[0,1,0,0]'\n",
-    "        downsample_dim = -1\n",
-    "        filter_lim = -1\n",
-    "        pinn_loss_weight = '05'\n",
-    "        test_resolution = img_sizes[test_res]\n",
-    "        epoch = 150\n",
-    "        ckpt_dir = f'{lr}_{wd}_15_05_{loss}_{batch_size}_{dataset_name}_{downsample_dim}_{filter_lim}_{max_mode}_{model_name}_{in_channels}_{out_channels}_{pinn_loss_weight}_{initial_steps}_single_{str_from_res(train_resolutions)}'\n",
-    "        ckpt_dir = ckpt_dir.replace('.', '')\n",
-    "        ckpt_pth = f'{ckpt_path}/{ckpt_dir}/'\n",
-    "        model = get_model(\n",
-    "            model_name=model_name,\n",
-    "            max_modes=max_mode,\n",
-    "            hidden_channels=32,\n",
-    "            in_channels=in_channels,\n",
-    "            out_channels=out_channels,\n",
-    "            latent_size=\"-\",\n",
-    "            img_size=\"-\",\n",
-    "        )\n",
-    "\n",
-    "        # ckpt_dict = load_latest_ckpt(ckpt_pth)\n",
-    "        ckpt_file = f'{ckpt_pth}/{epoch}_ckpt.pth'\n",
-    "        if not os.path.exists(ckpt_file):\n",
-    "            print('waiting for experiment: ', ckpt_file)\n",
-    "            continue\n",
-    "        ckpt_dict = torch.load(\n",
-    "            ckpt_file,\n",
-    "            weights_only=False,\n",
-    "        )\n",
-    "        model.load_state_dict(ckpt_dict['model_state_dict'])\n",
-    "        model = model.to(device)\n",
-    "        model = model.eval()\n",
-    "\n",
-    "        # Test at specific resolution\n",
-    "        test_resolutions = [0, 0, 0, 0]\n",
-    "        test_resolutions[test_res] = 1\n",
-    "        dataset = get_dataset(\n",
-    "            dataset_name=dataset_name,\n",
-    "            filter_lim=filter_lim,\n",
-    "            img_size='na',\n",
-    "            downsample_dim=downsample_dim,\n",
-    "            train=False,\n",
-    "            initial_steps=initial_steps,\n",
-    "            model_name=model_name,\n",
-    "            darcy_forcing_term=darcy_forcing_term,\n",
-    "            burger_viscosity=burger_viscosity,\n",
-    "            batch_size=4,\n",
-    "            seed=0,\n",
-    "            resolution_ratios=test_resolutions,\n",
-    "            comp_ns_params=comp_ns_params,\n",
-    "            loss_name='na',\n",
-    "        )\n",
-    "\n",
-    "        test_loader = torch.utils.data.DataLoader(dataset, batch_size=1)\n",
-    "        model_output = get_model_preds(\n",
-    "            test_loader=test_loader,\n",
-    "            model=model,\n",
-    "            device=device,\n",
-    "            initial_steps=initial_steps,\n",
-    "        )\n",
-    "        # iteratate through time\n",
-    "        time_steps = 3\n",
-    "        for _x_idx, t in enumerate([1,]):\n",
-    "            labels = torch.concat(\n",
-    "                [dataset[i]['y'] for i in range(len(dataset))]\n",
-    "            )[:, initial_steps + (t) * 3, ...].to(device)\n",
-    "\n",
-    "            residuals = model_output[:, (t) * 3, ...] - labels  # / labels\n",
-    "\n",
-    "            # label_spectrum = energy_curve_func(labels)\n",
-    "            residual_spectrum = energy_curve_func(residuals)\n",
-    "            label_spectrum = energy_curve_func(labels)\n",
-    "\n",
-    "            # 3D render of label\n",
-    "            dim = labels.shape[-1]\n",
-    "            # Create a 1D array with 25 evenly spaced numbers between 0 and 1\n",
-    "            array_1d = np.linspace(0, 1, num=dim * dim)\n",
-    "            # Reshape the 1D array into a 2D array\n",
-    "            x = array_1d.reshape(dim, dim)\n",
-    "            y = x.copy().T\n",
-    "            z = labels[0, 0, ...].cpu()\n",
-    "            ax = plt.subplot(num_rows, 4, 1, projection='3d')\n",
-    "            ax.plot_surface(x, y, z, cmap='bwr')\n",
-    "            ax.set_axis_off()\n",
-    "            ax.set_title(f\"Ground Truth\")\n",
-    "\n",
-    "            # model prediction\n",
-    "            z = model_output[0, (t) * 2, ...][0, ...].cpu()\n",
-    "            ax = plt.subplot(num_rows, 4, 1 + x_idx + 1, projection='3d')\n",
-    "            ax.plot_surface(x, y, z, cmap='bwr')\n",
-    "            ax.set_axis_off()\n",
-    "            if test_resolution == 510:\n",
-    "                title = \"Zero-Shot Super-Res.\\nPrediction\"\n",
-    "            if test_resolution == 255:\n",
-    "                title = \"In Distribution\\nPrediction\"\n",
-    "            if test_resolution == 128:\n",
-    "                title = \"Zero-shot Sub-Res.\\nPrediction\"\n",
-    "            ax.set_title(f\"{title}\")\n",
-    "            \n",
-    "plt.tight_layout()\n",
-    "plt.show()\n",
-    "fig.savefig(\n",
-    "    f'{FIG_DIR}/{dataset_name}_super_sub_res_example.pdf',  # .png\n",
-    "    dpi=300,\n",
-    "    bbox_inches='tight',\n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 34,
-   "id": "988cc9d1-329f-45d6-a234-c5cf0beaa34b",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "2d energy\n",
-      "dataset_name='incomp_ns_pdebench'\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=109\n",
-      "2d energy\n",
-      "dataset_name='incomp_ns_pdebench'\n",
-      "resolution_ratios=[0, 1, 0, 0]\n",
-      "self.num_samples=109\n",
-      "2d energy\n",
-      "dataset_name='incomp_ns_pdebench'\n",
-      "resolution_ratios=[0, 0, 1, 0]\n",
-      "self.num_samples=109\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x300 with 8 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "fig = plt.figure(1, figsize=(10, 3))\n",
-    "fig.subplots_adjust(left=0, right=1, bottom=0, top=1)\n",
-    "gs = gridspec.GridSpec(nrows=2, ncols=4, height_ratios=[2, 1])\n",
-    "for x_idx, test_res in enumerate([0,1,2]): #range(4):\n",
-    "    for dataset_name in ['incomp_ns_pdebench']:\n",
-    "        # fig, axs = plt.subplots(4, 4, sharey='row', sharex=False, figsize=(10, 10))\n",
-    "        num_rows = 1\n",
-    "        \n",
-    "        if 'burgers' in dataset_name:\n",
-    "            print('1d energy')\n",
-    "            energy_curve_func = get_energy_curve_1d\n",
-    "        else:\n",
-    "            print('2d energy')\n",
-    "            energy_curve_func = get_energy_curve\n",
-    "\n",
-    "        print(f'{dataset_name=}')\n",
-    "        (\n",
-    "            model_name,\n",
-    "            in_channels,\n",
-    "            out_channels,\n",
-    "            initial_steps,\n",
-    "            loss,\n",
-    "            batch_size,\n",
-    "            lr,\n",
-    "            wd,\n",
-    "            _,\n",
-    "        ) = get_dataset_info(dataset_name, 'mse')\n",
-    "\n",
-    "        if dataset_name == 'incomp_ns_pdebench':\n",
-    "            img_sizes = [510, 255,128,64]\n",
-    "            batch_size = 4\n",
-    "            title = 'Incompressible NS'\n",
-    "            max_mode = 255 // 2  # TODO Change\n",
-    "\n",
-    "        train_resolutions = '[0,1,0,0]'\n",
-    "        downsample_dim = -1\n",
-    "        filter_lim = -1\n",
-    "        pinn_loss_weight = '05'\n",
-    "        test_resolution = img_sizes[test_res]\n",
-    "        epoch = 150\n",
-    "        ckpt_dir = f'{lr}_{wd}_15_05_{loss}_{batch_size}_{dataset_name}_{downsample_dim}_{filter_lim}_{max_mode}_{model_name}_{in_channels}_{out_channels}_{pinn_loss_weight}_{initial_steps}_single_{str_from_res(train_resolutions)}'\n",
-    "        ckpt_dir = ckpt_dir.replace('.', '')\n",
-    "        ckpt_pth = f'{ckpt_path}/{ckpt_dir}/'\n",
-    "        model = get_model(\n",
-    "            model_name=model_name,\n",
-    "            max_modes=max_mode,\n",
-    "            hidden_channels=32,\n",
-    "            in_channels=in_channels,\n",
-    "            out_channels=out_channels,\n",
-    "            latent_size=\"-\",\n",
-    "            img_size=\"-\",\n",
-    "        )\n",
-    "\n",
-    "        # ckpt_dict = load_latest_ckpt(ckpt_pth)\n",
-    "        ckpt_file = f'{ckpt_pth}/{epoch}_ckpt.pth'\n",
-    "        if not os.path.exists(ckpt_file):\n",
-    "            print('waiting for experiment: ', ckpt_file)\n",
-    "            continue\n",
-    "        ckpt_dict = torch.load(\n",
-    "            ckpt_file,\n",
-    "            weights_only=False,\n",
-    "        )\n",
-    "        model.load_state_dict(ckpt_dict['model_state_dict'])\n",
-    "        model = model.to(device)\n",
-    "        model = model.eval()\n",
-    "\n",
-    "        # Test at specific resolution\n",
-    "        test_resolutions = [0, 0, 0, 0]\n",
-    "        test_resolutions[test_res] = 1\n",
-    "        dataset = get_dataset(\n",
-    "            dataset_name=dataset_name,\n",
-    "            filter_lim=filter_lim,\n",
-    "            img_size='na',\n",
-    "            downsample_dim=downsample_dim,\n",
-    "            train=False,\n",
-    "            initial_steps=initial_steps,\n",
-    "            model_name=model_name,\n",
-    "            darcy_forcing_term=darcy_forcing_term,\n",
-    "            burger_viscosity=burger_viscosity,\n",
-    "            batch_size=4,\n",
-    "            seed=0,\n",
-    "            resolution_ratios=test_resolutions,\n",
-    "            comp_ns_params=comp_ns_params,\n",
-    "            loss_name='na',\n",
-    "        )\n",
-    "\n",
-    "        test_loader = torch.utils.data.DataLoader(dataset, batch_size=1)\n",
-    "        model_output = get_model_preds(\n",
-    "            test_loader=test_loader,\n",
-    "            model=model,\n",
-    "            device=device,\n",
-    "            initial_steps=initial_steps,\n",
-    "        )\n",
-    "        # iteratate through time\n",
-    "        time_steps = 3\n",
-    "        for _x_idx, t in enumerate([1,]):\n",
-    "            labels = torch.concat(\n",
-    "                [dataset[i]['y'] for i in range(len(dataset))]\n",
-    "            )[:, initial_steps + (t) * 3, ...].to(device)\n",
-    "\n",
-    "            residuals = model_output[:, (t) * 3, ...] - labels  # / labels\n",
-    "\n",
-    "            # label_spectrum = energy_curve_func(labels)\n",
-    "            residual_spectrum = energy_curve_func(residuals)\n",
-    "            label_spectrum = energy_curve_func(labels)\n",
-    "            prediction_spectrum = energy_curve_func(model_output[:, (t) * 3, ...])\n",
-    "\n",
-    "            # 3D render of label\n",
-    "            dim = labels.shape[-1]\n",
-    "            # Create a 1D array with 25 evenly spaced numbers between 0 and 1\n",
-    "            array_1d = np.linspace(0, 1, num=dim * dim)\n",
-    "            # Reshape the 1D array into a 2D array\n",
-    "            x = array_1d.reshape(dim, dim)\n",
-    "            y = x.copy().T\n",
-    "            z = labels[0, 0, ...].cpu()\n",
-    "            if x_idx == 0:\n",
-    "                ax = fig.add_subplot(gs[0], projection='3d')\n",
-    "                #ax = fig.subplot(num_rows, 4, 1, projection='3d')\n",
-    "                ax.plot_surface(x, y, z, cmap='bwr')\n",
-    "                ax.set_axis_off()\n",
-    "                ax.set_title(f\"Ground Truth\")\n",
-    "\n",
-    "                ax = fig.add_subplot(gs[4+x_idx])\n",
-    "                share_ax = ax\n",
-    "                wavenumbers = np.linspace(1, len(residual_spectrum), len(residual_spectrum))\n",
-    "                #ax.plot(x, prediction_spectrum, label=\"Model Prediction\")\n",
-    "                ax.plot(wavenumbers, label_spectrum, label=\"Ground Truth\", color=\"Blue\", ls=\":\")\n",
-    "                #ax.plot(wavenumbers, prediction_spectrum, label=\"Model Prediction\", color=\"Red\")\n",
-    "                ax.set_yscale('log')\n",
-    "                #ax.set_xscale('log')\n",
-    "                ax.set_ylabel('Energy')\n",
-    "                ax.set_xlabel('Frequency')\n",
-    "\n",
-    "            # plot spectrum\n",
-    "            ax = fig.add_subplot(gs[4+x_idx+1])\n",
-    "            wavenumbers = np.linspace(1, len(residual_spectrum), len(residual_spectrum))\n",
-    "            #ax.plot(x, prediction_spectrum, label=\"Model Prediction\")\n",
-    "            ax.plot(wavenumbers, label_spectrum, label=\"Ground Truth\", color=\"Blue\", ls=\":\")\n",
-    "            ax.plot(wavenumbers, prediction_spectrum, label=\"Model Prediction\", color=\"Red\")\n",
-    "            ax.set_yscale('log')\n",
-    "            #ax.set_xscale('log')\n",
-    "            ax.set_xlabel('Frequency')\n",
-    "            ax.sharey(share_ax)\n",
-    "            ax.yaxis.set_visible(False)\n",
-    "            handles, labels = ax.get_legend_handles_labels()\n",
-    "            \n",
-    "            # model prediction\n",
-    "            z = model_output[0, (t) * 2, ...][0, ...].cpu()\n",
-    "            #ax = plt.subplot(num_rows, 4, 1 + x_idx + 1, projection='3d')\n",
-    "            ax = fig.add_subplot(gs[1 + x_idx], projection='3d')\n",
-    "            ax.plot_surface(x, y, z, cmap='bwr')\n",
-    "            #ax.set_xlim()\n",
-    "            #ax.set_ylim()\n",
-    "            #ax.set_zlim()\n",
-    "            \n",
-    "            ax.yaxis.set_visible(False)\n",
-    "            ax.xaxis.set_visible(False)\n",
-    "            ax.set_axis_off()\n",
-    "            if test_resolution == 510:\n",
-    "                title = \"Zero-Shot Super-Res.\\nPrediction\"\n",
-    "                title = \"Test Res. 510\"\n",
-    "            if test_resolution == 255:\n",
-    "                title = \"In Distribution\\nPrediction\"\n",
-    "                title = \"Test Res. 255*\"\n",
-    "            if test_resolution == 128:\n",
-    "                title = \"Zero-shot Sub-Res.\\nPrediction\"\n",
-    "                title = \"Test Res. 128\"\n",
-    "            ax.set_title(f\"{title}\")\n",
-    "            \n",
-    "fig.legend(\n",
-    "    handles=handles,\n",
-    "    labels=labels,\n",
-    "    loc='upper center',\n",
-    "    bbox_to_anchor=(0.5, -0.0),\n",
-    "    fancybox=False,\n",
-    "    shadow=False,\n",
-    "    ncol=9,\n",
-    ")    \n",
-    "plt.tight_layout()\n",
-    "plt.show()\n",
-    "fig.savefig(\n",
-    "    f'{FIG_DIR}/{dataset_name}_super_sub_res_example.pdf',  # .png\n",
-    "    dpi=300,\n",
-    "    bbox_inches='tight',\n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "id": "6c6b945f-b51b-483b-b340-89a1557dea18",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "1d energy\n",
-      "dataset_name='burgers_pdebench'\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 1, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 0, 1, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 0, 0, 1]\n",
-      "self.num_samples=1000\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x1000 with 16 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "2d energy\n",
-      "dataset_name='incomp_ns_pdebench'\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=109\n",
-      "resolution_ratios=[0, 1, 0, 0]\n",
-      "self.num_samples=109\n",
-      "resolution_ratios=[0, 0, 1, 0]\n",
-      "self.num_samples=109\n",
-      "resolution_ratios=[0, 0, 0, 1]\n",
-      "self.num_samples=109\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x1000 with 16 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "2d energy\n",
-      "dataset_name='ns_pdebench'\n",
-      "waiting for experiment:  /pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-05_15_05_mse_4_ns_pdebench_-1_-1_256_FNO2D_40_4_05_10_single_0_1_0_0//150_ckpt.pth\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x1000 with 16 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "for dataset_name in ['burgers_pdebench', 'incomp_ns_pdebench', 'ns_pdebench']:\n",
-    "    fig, axs = plt.subplots(4, 4, sharey=True, sharex='col', figsize=(10, 10))\n",
-    "    if 'burgers' in dataset_name:\n",
-    "        print('1d energy')\n",
-    "        energy_curve_func = get_energy_curve_1d\n",
-    "    else:\n",
-    "        print('2d energy')\n",
-    "        energy_curve_func = get_energy_curve\n",
-    "\n",
-    "    print(f'{dataset_name=}')\n",
-    "    batch_size = 128\n",
-    "    batch_size = 128\n",
-    "    in_channels = 10\n",
-    "    out_channels = 1\n",
-    "    initial_steps = 10\n",
-    "    filter_lim = -1\n",
-    "    downsample_dim = -1\n",
-    "\n",
-    "    model_name = 'FNO2D'\n",
-    "    darcy_forcing_term = 1.0\n",
-    "    burger_viscosity = 0.001\n",
-    "    comp_ns_params = ['Turb', 1.0, 1e-08, 1e-08, 'periodic', 512]\n",
-    "    seed = 0\n",
-    "    lr = '0001'\n",
-    "    wd = 1e-5\n",
-    "    pinn_loss_weight = '05'\n",
-    "    loss = 'mse'\n",
-    "\n",
-    "    epoch = 150\n",
-    "\n",
-    "    if dataset_name == 'burgers_pdebench':\n",
-    "        img_sizes = [128, 256, 512, 1024]\n",
-    "        batch_size = 64\n",
-    "        model_name = 'FNO1D'\n",
-    "        title = 'Burgers'\n",
-    "        max_mode = 512 // 2  # TODO Change\n",
-    "\n",
-    "    if dataset_name == 'incomp_ns_pdebench':\n",
-    "        img_sizes = [17, 85, 255, 510]\n",
-    "        batch_size = 4\n",
-    "        title = 'Incompressible NS'\n",
-    "        max_mode = 255 // 2  # TODO Change\n",
-    "\n",
-    "    if dataset_name == 'ns_pdebench':\n",
-    "        batch_size = 4\n",
-    "        in_channels = 40\n",
-    "        out_channels = 4\n",
-    "        title = 'Compressible NS'\n",
-    "        max_mode = 512 // 2  # TODO Change\n",
-    "\n",
-    "    train_resolutions = '[0,1,0,0]'\n",
-    "\n",
-    "    # ckpt_dir = f'{lr}_{wd}_15_05_{loss}_{batch_size}_{dataset_name}_-1_-1_{max_mode}_{model_name}_{in_channels}_{out_channels}_{pinn_loss_weight}_{initial_steps}_single_{train_resolutions}'\n",
-    "    ckpt_dir = f'{lr}_{wd}_15_05_{loss}_{batch_size}_{dataset_name}_{downsample_dim}_{filter_lim}_{max_mode}_{model_name}_{in_channels}_{out_channels}_{pinn_loss_weight}_{initial_steps}_single_{str_from_res(train_resolutions)}'\n",
-    "    ckpt_dir = ckpt_dir.replace('.', '')\n",
-    "    ckpt_pth = f'{ckpt_path}/{ckpt_dir}/'\n",
-    "    model = get_model(\n",
-    "        model_name=model_name,\n",
-    "        max_modes=max_mode,\n",
-    "        hidden_channels=32,\n",
-    "        in_channels=in_channels,\n",
-    "        out_channels=out_channels,\n",
-    "    )\n",
-    "\n",
-    "    # ckpt_dict = load_latest_ckpt(ckpt_pth)\n",
-    "    ckpt_file = f'{ckpt_pth}/{epoch}_ckpt.pth'\n",
-    "    if not os.path.exists(ckpt_file):\n",
-    "        print('waiting for experiment: ', ckpt_file)\n",
-    "        continue\n",
-    "    ckpt_dict = torch.load(\n",
-    "        ckpt_file,\n",
-    "        weights_only=False,\n",
-    "    )\n",
-    "    model.load_state_dict(ckpt_dict['model_state_dict'])\n",
-    "    model = model.to(device)\n",
-    "    model = model.eval()\n",
-    "\n",
-    "    # iterate through resolutions\n",
-    "    for y_idx, res in enumerate(range(4)):\n",
-    "        test_resolutions = [0, 0, 0, 0]\n",
-    "        test_resolutions[res] = 1\n",
-    "        dataset = get_dataset(\n",
-    "            dataset_name=dataset_name,\n",
-    "            filter_lim=filter_lim,\n",
-    "            img_size='na',\n",
-    "            downsample_dim=downsample_dim,\n",
-    "            train=False,\n",
-    "            initial_steps=initial_steps,\n",
-    "            model_name=model_name,\n",
-    "            darcy_forcing_term=darcy_forcing_term,\n",
-    "            burger_viscosity=burger_viscosity,\n",
-    "            batch_size=4,\n",
-    "            seed=0,\n",
-    "            resolution_ratios=test_resolutions,\n",
-    "            comp_ns_params=comp_ns_params,\n",
-    "            loss_name='na',\n",
-    "        )\n",
-    "\n",
-    "        test_loader = torch.utils.data.DataLoader(dataset, batch_size=1)\n",
-    "        model_output = get_model_preds(\n",
-    "            test_loader=test_loader,\n",
-    "            model=model,\n",
-    "            device=device,\n",
-    "            initial_steps=initial_steps,\n",
-    "        )\n",
-    "        # iteratate through time\n",
-    "        for x_idx, t in enumerate(range(4)):\n",
-    "            labels = torch.concat(\n",
-    "                [dataset[i]['y'] for i in range(len(dataset))]\n",
-    "            )[\n",
-    "                :, initial_steps + (t) * 2 : initial_steps + (t + 1) * 2, ...\n",
-    "            ].to(device)\n",
-    "            if dataset_name == 'ns_pdebench':\n",
-    "                labels = torch.concat(\n",
-    "                    [dataset[i]['y'] for i in range(len(dataset))]\n",
-    "                )[\n",
-    "                    :,\n",
-    "                    initial_steps + (t) * 2 : initial_steps + (t + 1) * 2,\n",
-    "                    2,\n",
-    "                    ...,\n",
-    "                ].to(device)\n",
-    "                # choose specific channel [density, pressure, X Vel, Y Vel]\n",
-    "            residuals = (\n",
-    "                model_output[:, (t) * 2 : (t + 1) * 2, ...] - labels\n",
-    "            )  # / labels\n",
-    "\n",
-    "            # label_spectrum = energy_curve_func(labels)\n",
-    "            residual_spectrum = energy_curve_func(residuals)\n",
-    "            label_spectrum = energy_curve_func(labels)\n",
-    "\n",
-    "            x = np.linspace(1, len(residual_spectrum), len(residual_spectrum))\n",
-    "            axs[y_idx, x_idx].plot(x, residual_spectrum / label_spectrum)\n",
-    "\n",
-    "            axs[y_idx, x_idx].set_yscale('log')\n",
-    "            axs[y_idx, x_idx].set_xscale('log')\n",
-    "\n",
-    "            if y_idx == 3:\n",
-    "                axs[y_idx, x_idx].set_xlabel('Wavenumber')\n",
-    "            if y_idx == 0:\n",
-    "                axs[y_idx, x_idx].set_title(f'Time Step {t}')\n",
-    "            if x_idx == 0:\n",
-    "                axs[y_idx, x_idx].set_ylabel('Residual Energy Spectrum')\n",
-    "\n",
-    "    fig.suptitle(title)\n",
-    "    plt.show()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "d766e077-c7b8-473c-8918-2b9c42e88da9",
-   "metadata": {
-    "jp-MarkdownHeadingCollapsed": true
-   },
-   "source": [
-    "# Filter/ Downsample Experiments\n",
-    "\n",
-    "TODO: show that w/ filters/downsampling the "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 40,
-   "id": "cacd13cc-1941-461c-9e85-44eb9fc93d43",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "2d energy\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x300 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "1d energy\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x300 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "2d energy\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=109\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=109\n",
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-      "self.num_samples=109\n",
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-      "self.num_samples=109\n",
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-      "self.num_samples=109\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=109\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=109\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=109\n",
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-      "self.num_samples=109\n",
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-      "self.num_samples=109\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=109\n",
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-      "self.num_samples=109\n",
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-      "self.num_samples=109\n",
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-      "self.num_samples=109\n",
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-      "self.num_samples=109\n",
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-      "self.num_samples=109\n",
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-      "self.num_samples=109\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=109\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=109\n",
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-      "self.num_samples=109\n",
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-      "self.num_samples=109\n",
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-      "self.num_samples=109\n",
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-      "self.num_samples=109\n",
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-      "self.num_samples=109\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=109\n",
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-      "self.num_samples=109\n",
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-      "self.num_samples=109\n",
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-      "self.num_samples=109\n"
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",
-      "text/plain": [
-       "<Figure size 1000x300 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "finished_exp=12, total_exp=12, 100.0 %\n"
-     ]
-    }
-   ],
-   "source": [
-    "darcy_forcing_term = 1.0\n",
-    "burger_viscosity = 0.001\n",
-    "seed = 0\n",
-    "total_exp = 0\n",
-    "finished_exp = 0\n",
-    "subplot_labels = ['a', 'b', 'c', 'd']\n",
-    "\n",
-    "for dataset_name in [\n",
-    "    'darcy_pdebench',\n",
-    "    'burgers_pdebench',\n",
-    "    'incomp_ns_pdebench',\n",
-    "    #'ns_pdebench',\n",
-    "]:\n",
-    "    if 'burgers' in dataset_name:\n",
-    "        print('1d energy')\n",
-    "        energy_curve_func = get_energy_curve_1d\n",
-    "    else:\n",
-    "        print('2d energy')\n",
-    "        energy_curve_func = get_energy_curve\n",
-    "\n",
-    "    ckpt_path = (\n",
-    "        '/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts'\n",
-    "    )\n",
-    "    if dataset_name == 'darcy_pdebench':\n",
-    "        img_size = 128\n",
-    "        fixed_lim = 8\n",
-    "        filter_lims = [8, 16, 32, -1]  # -1 finished\n",
-    "        downsample_dims = [16, 32, 64, -1]  # 16 finished\n",
-    "\n",
-    "    if dataset_name == 'burgers_pdebench':\n",
-    "        img_size = 1024\n",
-    "        model_name = 'FNO1D'\n",
-    "        fixed_lim = 64\n",
-    "        filter_lims = [64, 128, 256, -1]  # -1 finished\n",
-    "        downsample_dims = [128, 256, 512, -1]  # 128 finished\n",
-    "\n",
-    "    if dataset_name == 'incomp_ns_pdebench':\n",
-    "        # TODO(MS): waiting for HP search\n",
-    "        img_size = 510\n",
-    "        fixed_lim = 32  # half of 64 // 2\n",
-    "        filter_lims = [8, 16, 32, -1]  # -1 finished\n",
-    "        downsample_dims = [64, 128, 255, -1]  # 85 finished\n",
-    "        ckpt_path = '/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ns_ckpts'\n",
-    "\n",
-    "    if dataset_name == 'ns_pdebench':\n",
-    "        # TODO(MS): waiting for HP search\n",
-    "        img_size = 512\n",
-    "        fixed_lim = 32\n",
-    "        filter_lims = [32, 64, 128, -1]  # -1 finished\n",
-    "        downsample_dims = [64, 128, 256, -1]  # 64 finished\n",
-    "\n",
-    "    (\n",
-    "        model_name,\n",
-    "        in_channels,\n",
-    "        out_channels,\n",
-    "        initial_steps,\n",
-    "        loss,\n",
-    "        batch_size,\n",
-    "        lr,\n",
-    "        wd,\n",
-    "        pinn_loss_weight,\n",
-    "    ) = get_dataset_info(dataset_name, 'mse')\n",
-    "    train_resolutions = [1, 0, 0, 0]\n",
-    "    fig, axes = plt.subplots(\n",
-    "        nrows=1, ncols=4, sharey=True, sharex='col', figsize=(10, 3)\n",
-    "    )\n",
-    "    for epoch in [150]:  # 0, 50, 100, 250,\n",
-    "        for _y_idx, downsample_dim in enumerate([-1]):\n",
-    "            for x_idx, filter_lim in enumerate(filter_lims):\n",
-    "                if filter_lim == -1 and downsample_dim != -1:\n",
-    "                    continue\n",
-    "                max_mode = img_size // 2\n",
-    "                ckpt_dir = f'{lr}_{wd}_15_05_{loss}_{batch_size}_{dataset_name}_{downsample_dim}_{filter_lim}_{max_mode}_{model_name}_{in_channels}_{out_channels}_{pinn_loss_weight}_{initial_steps}_single_{str_from_res(train_resolutions)}'\n",
-    "                ckpt_dir = ckpt_dir.replace('.', '')\n",
-    "                ckpt_pth = f'{ckpt_path}/{ckpt_dir}/'\n",
-    "                ckpt_file = f'{ckpt_pth}/{epoch}_ckpt.pth'\n",
-    "                total_exp += 1\n",
-    "                if not os.path.exists(ckpt_file):\n",
-    "                    print(f'Does not exists: {ckpt_file}')\n",
-    "                    continue\n",
-    "                finished_exp += 1\n",
-    "                ckpt_name = f'{ckpt_pth}/train_stats.csv'\n",
-    "                df = pd.read_csv(ckpt_name)\n",
-    "                # load model\n",
-    "                model = get_model(\n",
-    "                    model_name=model_name,\n",
-    "                    out_channels=out_channels,\n",
-    "                    in_channels=in_channels,\n",
-    "                    hidden_channels=32,\n",
-    "                    max_modes=max_mode,\n",
-    "                    latent_size='-',\n",
-    "                    img_size='-',\n",
-    "                ).to(device)\n",
-    "                ckpt_dict = torch.load(\n",
-    "                    ckpt_file,\n",
-    "                    weights_only=False,\n",
-    "                )\n",
-    "                model.load_state_dict(ckpt_dict['model_state_dict'])\n",
-    "\n",
-    "                # get data at various sizes\n",
-    "                for idx, test_filt in enumerate(filter_lims):\n",
-    "                    dataset = get_dataset(\n",
-    "                        dataset_name=dataset_name,\n",
-    "                        filter_lim=test_filt,\n",
-    "                        img_size='n/a',\n",
-    "                        downsample_dim=-1,\n",
-    "                        train=False,\n",
-    "                        initial_steps=initial_steps,\n",
-    "                        model_name=model_name,\n",
-    "                        darcy_forcing_term=darcy_forcing_term,\n",
-    "                        burger_viscosity=burger_viscosity,\n",
-    "                        batch_size=batch_size,\n",
-    "                        seed=0,\n",
-    "                        resolution_ratios=train_resolutions,\n",
-    "                        loss_name='n/a',\n",
-    "                    )\n",
-    "                    test_loader = DataLoader(dataset, batch_size=1)\n",
-    "\n",
-    "                    dataset = get_dataset(\n",
-    "                        dataset_name=dataset_name,\n",
-    "                        filter_lim=-1,\n",
-    "                        img_size='n/a',\n",
-    "                        downsample_dim=-1,\n",
-    "                        train=False,\n",
-    "                        initial_steps=initial_steps,\n",
-    "                        model_name=model_name,\n",
-    "                        darcy_forcing_term=darcy_forcing_term,\n",
-    "                        burger_viscosity=burger_viscosity,\n",
-    "                        batch_size=batch_size,\n",
-    "                        seed=0,\n",
-    "                        resolution_ratios=train_resolutions,\n",
-    "                        loss_name='n/a',\n",
-    "                    )\n",
-    "                    unfilter_test_loader = DataLoader(dataset, batch_size=1)\n",
-    "\n",
-    "                    # get model preds\n",
-    "                    model_preds_test = get_model_preds(\n",
-    "                        test_loader, model, device, initial_steps\n",
-    "                    )\n",
-    "                    offset = 0\n",
-    "                    if initial_steps == 1:\n",
-    "                        offset = 1\n",
-    "                    labels = torch.concat(\n",
-    "                        [\n",
-    "                            test_loader.dataset[i]['y'][\n",
-    "                                :, initial_steps - offset :, ...\n",
-    "                            ]\n",
-    "                            for i in range(len(test_loader))\n",
-    "                        ]\n",
-    "                    )\n",
-    "                    unfilter_labels = torch.concat(\n",
-    "                        [\n",
-    "                            unfilter_test_loader.dataset[i]['y'][\n",
-    "                                :, initial_steps - offset :, ...\n",
-    "                            ]\n",
-    "                            for i in range(len(unfilter_test_loader))\n",
-    "                        ]\n",
-    "                    )\n",
-    "                    residuals = model_preds_test - labels.to(device)\n",
-    "                    unfilter_label_spectrum = energy_curve_func(\n",
-    "                        unfilter_labels\n",
-    "                    )\n",
-    "                    residual_spectrum = energy_curve_func(residuals)\n",
-    "\n",
-    "                    x = np.linspace(\n",
-    "                        1, len(residual_spectrum), len(residual_spectrum)\n",
-    "                    )\n",
-    "                    axes[x_idx].set_yscale('log')\n",
-    "                    f_lim = test_filt\n",
-    "                    if test_filt == -1:\n",
-    "                        f_lim = max_mode\n",
-    "                    axes[x_idx].plot(\n",
-    "                        x,\n",
-    "                        residual_spectrum / unfilter_label_spectrum,\n",
-    "                        label=f'Filter Limit ({f_lim})',\n",
-    "                    )\n",
-    "\n",
-    "                    axes[x_idx].annotate(\n",
-    "                        f'$({subplot_labels[x_idx]})$',\n",
-    "                        xy=(0.8, 0.15),\n",
-    "                        xycoords='axes fraction',\n",
-    "                        # textcoords='offset points',\n",
-    "                        size=14,\n",
-    "                        bbox=dict(\n",
-    "                            boxstyle='round',\n",
-    "                            facecolor='white',\n",
-    "                            edgecolor='black',\n",
-    "                        ),\n",
-    "                    )\n",
-    "                    f_lim = filter_lim\n",
-    "                    if filter_lim == -1:\n",
-    "                        f_lim = max_mode\n",
-    "                    if idx == 3:\n",
-    "                        axes[x_idx].axvline(\n",
-    "                            x=f_lim,\n",
-    "                            color='grey',\n",
-    "                            linestyle='--',\n",
-    "                            label='Train Limit',\n",
-    "                        )\n",
-    "                    axes[x_idx].set_title(f'Train Data Filter ({f_lim})')\n",
-    "                    axes[x_idx].set_xlabel('Frequency')\n",
-    "                    if x_idx == 0:\n",
-    "                        axes[x_idx].set_ylabel(\n",
-    "                            'Normalized Residuals \\n Energy'\n",
-    "                        )\n",
-    "                    handles, labels = axes[x_idx].get_legend_handles_labels()\n",
-    "\n",
-    "        fig.legend(\n",
-    "            handles=handles,\n",
-    "            labels=labels,\n",
-    "            loc='upper center',\n",
-    "            bbox_to_anchor=(0.5, -0.0),\n",
-    "            fancybox=False,\n",
-    "            shadow=False,\n",
-    "            ncol=5,\n",
-    "        )\n",
-    "        plt.tight_layout()\n",
-    "        plt.show()\n",
-    "        fig.savefig(\n",
-    "            f'{FIG_DIR}/{dataset_name}_varried_filter_w_max_modes.pdf',\n",
-    "            dpi=300,\n",
-    "            bbox_inches='tight',\n",
-    "        )\n",
-    "print(f'{finished_exp=}, {total_exp=}, {finished_exp / total_exp * 100} %')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 41,
-   "id": "c0441156-f942-4bdc-a45a-a0a89ea7b2c7",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "2d energy\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-05_15_05_mse_128_darcy_pdebench_16_8_64_FNO2D_1_1_05_1_single_1_0_0_0//150_ckpt.pth'\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-05_15_05_mse_128_darcy_pdebench_32_8_64_FNO2D_1_1_05_1_single_1_0_0_0//150_ckpt.pth'\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-05_15_05_mse_128_darcy_pdebench_64_8_64_FNO2D_1_1_05_1_single_1_0_0_0//150_ckpt.pth'\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-05_15_05_mse_128_darcy_pdebench_-1_8_64_FNO2D_1_1_05_1_single_1_0_0_0//150_ckpt.pth'\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x300 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "1d energy\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-05_15_05_mse_64_burgers_pdebench_128_64_512_FNO1D_10_1_05_10_single_1_0_0_0//150_ckpt.pth'\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-05_15_05_mse_64_burgers_pdebench_256_64_512_FNO1D_10_1_05_10_single_1_0_0_0//150_ckpt.pth'\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-05_15_05_mse_64_burgers_pdebench_512_64_512_FNO1D_10_1_05_10_single_1_0_0_0//150_ckpt.pth'\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-05_15_05_mse_64_burgers_pdebench_-1_64_512_FNO1D_10_1_05_10_single_1_0_0_0//150_ckpt.pth'\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x300 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "2d energy\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ns_ckpts/001_1e-06_15_05_mse_4_incomp_ns_pdebench_64_32_255_FNO2D_10_1_05_10_single_1_0_0_0//150_ckpt.pth'\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=109\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=109\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=109\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=109\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=109\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=109\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=109\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=109\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ns_ckpts/001_1e-06_15_05_mse_4_incomp_ns_pdebench_128_32_255_FNO2D_10_1_05_10_single_1_0_0_0//150_ckpt.pth'\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=109\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=109\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=109\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=109\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=109\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=109\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=109\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=109\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ns_ckpts/001_1e-06_15_05_mse_4_incomp_ns_pdebench_255_32_255_FNO2D_10_1_05_10_single_1_0_0_0//150_ckpt.pth'\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=109\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=109\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=109\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=109\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=109\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=109\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=109\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=109\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ns_ckpts/001_1e-06_15_05_mse_4_incomp_ns_pdebench_-1_32_255_FNO2D_10_1_05_10_single_1_0_0_0//150_ckpt.pth'\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=109\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=109\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=109\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=109\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=109\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=109\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=109\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=109\n"
-     ]
-    },
-    {
-     "data": {
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8+eWXdkl+qbvvvpsXXniBjh078t5779GnTx9ef/11xo8fX+LYY8eOMXr0aAYOHMg777xDUFAQEydO5L///rtsXEajke3bt9OxY8cS+9atW8f//vc/5syZQ1hYGH5+ftSrV48PP/yw1Laef/55IiMjuffeey97zpYtW+Ll5eU2k2WIskne1XzeVVXx9aGhoaG2bcUfvu666y727NnD6dOnWbx4MZ988gkPP/wwPj4+dm106tQJRVHYsmWL0+MTVSM56R45WVqeFVu/fj3e3t74+voSGxtbopC6WL9+/fD398fb25sRI0Zw9OjRUo/r1KkTmZmZ5T4PUbMkH12Xj40bNyYgIAA/Pz9uu+02kpKSKvisS9q9ezcdO3ZErbYvS7t06UJ+fj5Hjhyx216r89GV3e3C/RQPl5k5c6aSkpKiJCYmKn/++afyv//9r8QwkJdfflnx8fFRjhw5YtfGtGnTFI1Go8THxyuKoiiPPPKI4u/vr5hMpjLP++ijjyqA8ueff9q25eTkKI0aNVJiY2MVs9lsF9/Fw3n69Omj9OnTp0SbEyZMUGJiYmz3Lzecp3joTLE9e/YogHL33XfbHffEE08ogLJ+/XrbtpiYGAVQNm3aZNuWnJyseHh4KI8//niZz1lRFOXYsWMKoHzwwQd229PT0xVACQkJUXx9fZVZs2YpixcvVoYMGaIAyty5c+2O37t3r6LRaJRff/3V7vmUNRSoefPmytChQy8bm6g5kndWrs67S11uqHlp0tLSlPDw8FKHib/88suKl5eXAth+nn322VLbOXfunAIob775ZoXOK5xPctLK3XKy2F133aVoNJoS/+bDhw9X3nzzTWX58uXKZ599pvTq1UsBlKeeesruuMWLFysTJ05UFi1apCxbtkx57rnnFG9vbyU0NNT2/3WxLVu2KICyePHiCsUnnEvy0cod8nH27NnKlClTlK+//lpZsmSJ8sgjjyharVZp1qyZkpWVVWablxtq7uPjo9x5550ltq9evVoBlDVr1thtr835KD3eolQzZswgLCyMyMhIevXqxcGDB3nnnXcYPXq07ZgffviBXr16ERQURGpqqu1nwIABmM1mNm3aBFgnKilvaPPPP/9Mly5d6Nmzp22br68vkydP5uTJkxw4cKD6nmwZ8QB2344CtglbLh1m1LJlS9uQJ7B+i9miRQu74aalSUtLA+y/rQVsw8rT0tKYP38+TzzxBGPHjmX16tW0bNmSV155xe74hx9+mKFDhzJo0KAKPb/i/zPhXiTvXJt3VWGxWLj11lvJzMzkgw8+KLE/NjaW3r178+mnn/Ljjz9y55138tprr5U6gqU4LslR15OcdL+c/Oabb/jss894/PHH7SZdAli5ciVPPfUUN9xwA3feeSd//PEHgwcP5t133+XMmTO248aOHcuCBQu44447uPHGG3n55Zf59ddfSUtL49VXXy1xTslJ9yD56Pp8fOSRR/jggw+45ZZbuOmmm5g9ezaLFi3i6NGjlV4Ks6CgAA8PjxLbi2dKLygosNtem/NRCm9RqsmTJ7N27VpWrVrFY489RkFBQYlroI4ePcqaNWsICwuz+xkwYAAAycnJADzwwAM0b96coUOH0rBhQ+68807WrFlj19apU6do0aJFiTiuvvpq2/6adOrUKdRqNU2bNrXbHhkZSWBgYIl4oqOjS7QRFBRERkZGhc6nXHKdSvEsrTqdzu4NRa1WM27cOM6cOUN8fDxgXW5sy5YtvPPOOxU6V/H5XLk2pCid5J1r864qHnroIdasWcP8+fNp166d3b7vvvuOyZMnM3/+fO655x5GjRrFZ599xoQJE3j66adtH3IujUty1PUkJ90rJ//880/uuusuBg8eXGqBfCmVSsVjjz2GyWQqd7mmnj170rVrV37//fcy45KcdC3JR/fKx2K33HILkZGRpeZORXh5eZW4jhuwLat56coFtTkfZTkxUapmzZrZ/khdf/31aDQapk2bRr9+/ejcuTNg7eEZOHAgTz31VKltFC/fER4ezp49e/j111/55Zdf+OWXX2zfNJe1TIEjVCpVqX8cypsspaJtV0RpyyhA+X+0QkJCAEr8EQwODsbT05PAwMASbYeHh9seEx0dzZNPPsmYMWPQ6/W2652K1zc9ffo0BoOB+vXr27WRkZFRoqdAuJ7k3YW2K8LZeVdZM2fO5OOPP+aNN97g9ttvL7H/448/pkOHDjRs2NBu+4gRI1i4cCG7d++2/b9fHFdp16+KmiU5eaHtiqjOnNy7dy8jRoygdevWLFmyBK22Yh9ho6KiACo0WWFUVBSHDx8usV1y0j1IPl5ouyJq8j0yKiqq0hOC1qtXr9Tlxoq3lfYZFmpnPkrhLSrk2WefZd68eTz33HO2bwSbNGlCbm6u3QfGsuj1eoYPH87w4cOxWCw88MAD/N///R/PP/88TZs2JSYmptQ3u0OHDgGUmD34YkFBQaUOm7n0mz9HvhmLiYnBYrFw9OhR2zebYJ1oIzMz87LxOCI6OhovLy/i4uLstqvVatq3b8/27dsxGAx2sx6fO3cOwDYT5unTp/nmm2/45ptvSrTfsWNH2rVrZ7cWsclk4vTp04wYMcIpz0FUH8k7q5rKu8r46KOPePHFF3n00Ud5+umnSz0mKSmp1CF7RqMRsObkxYrjuvjfQLgHyUmrms7J48ePM2TIEMLDw/n555/LnGm5NMX/JsXvmeUdW9pxkpPuSfLRytXvkYqicPLkSTp06FCp87Vv354///wTi8ViN8HaP//8g7e3t+3LkmK1OR9lqLmokMDAQO69915+/fVXWxE3duxYtm7dyq+//lri+MzMTNuHyUuHUarVatq2bQtgG1py3XXXsW3bNrZu3Wo7Li8vj08//ZTY2FhatmxZZmxNmjTh0KFDpKSk2Lbt3bu3xKzd3t7ettjKc9111wHWJb0u9u677wIwbNiwctuoCJ1OR+fOndmxY0eJfePGjcNsNtt981pYWMjXX39Ny5Ytbd8ALlu2rMTPuHHjAPjiiy9477337No9cOAAhYWF9OjRwynPQVQfyTurmsw7RyxevJiHH36YW2+91RZjaZo3b87u3btLzMz67bff2v2/FNu5cycqlYru3btXKT7hfJKTVjWZk4mJiQwaNAi1Ws2vv/5aZgGdnp5eojfRaDTyxhtvoNfr6devn237xf9GxX7++Wd27tzJkCFDSuzbuXMnAQEBtGrVytGnJqqR5KNVTeZjabnzySefkJKSUmruVMTo0aNJSkpi6dKltm2pqan88MMPDB8+vMT137U5H6XHW1TYI488wuzZs3njjTf47rvvePLJJ1m5ciXXX389EydOpFOnTuTl5bFv3z6WLFnCyZMnCQ0N5e677yY9PZ3+/fvTsGFDTp06xQcffED79u1t31ZNmzaNb7/9lqFDh/Lwww8THBzMokWLiIuL48cffyyxxMDF7rzzTt59910GDx7MXXfdRXJyMnPnzqVVq1a29XPBeo1Iy5YtWbx4Mc2bNyc4OJjWrVvTunXrEm22a9eOCRMm8Omnn5KZmUmfPn3Ytm0bixYt4sYbb7R7A6+qG264gWeffZbs7Gz8/f1t2++9917mz5/Pgw8+yJEjR4iOjubLL7/k1KlTrFq1ynbcjTfeWKLN4jegoUOHlhiKs3btWry9vRk4cKDTnoOoPpJ3NZt3WVlZtsnRij8gffjhhwQGBhIYGMiUKVMA2LZtG3fccQchISFce+21fP3113bt9+jRg8aNGwPw5JNP8ssvv9CrVy+mTJlCSEgIP/30E7/88gt33313iWF0a9eu5ZprrrEN9xPuRXKyZnNyyJAhnDhxgqeeeorNmzezefNm276IiAjbe9nKlSt55ZVXGD16NI0aNSI9PZ1vvvmG/fv389prrxEZGWl7XI8ePejQoQOdO3cmICCAXbt28fnnnxMVFcUzzzxTIra1a9cyfPjwWnlN6ZVO8rFm8zEmJoZx48bRpk0bPD092bx5M9999x3t27cvsZztqlWr2Lt3L2D9Euzff/+1TQ48YsQI2xcdo0ePplu3bkyaNIkDBw4QGhrKxx9/jNlsZubMmSViq9X5WOPzqAu3VrwkwqxZs0rdP3HiREWj0SjHjh1TFMW6rML06dOVpk2bKnq9XgkNDVV69OihvP3224rBYFAURVGWLFmiDBo0SAkPD1f0er0SHR2t3HvvvUpCQoJd28ePH1dGjx6tBAYGKp6enkqXLl2Un376qdT4Ll6yQVEU5auvvlIaN26s6PV6pX379sqvv/5aYskGRbEuQdCpUydFr9fbLd9w6ZINiqIoRqNRmTlzptKoUSNFp9MpUVFRyvTp05XCwkK742JiYpRhw4aV+LcqaymJSyUlJSlarVb58ssvS903YcIEJTg4WPHw8FC6du1aYlmF0lxuObGuXbsqt912W7ltiJojeXeBq/Ou+LmW9nPx81qwYEGZx5X2b/XPP/8oQ4cOVSIjIxWdTqc0b95cefXVVxWj0Wh3XGZmpqLX65X58+eX+xxE9ZGcvMDVOXm5PLu43R07dijDhw9XGjRooOj1esXX11fp2bOn8v3335c417PPPqu0b99eCQgIUHQ6nRIdHa3cf//9SmJiYoljDx48qADK77//Xu5zENVD8vECV+fj3XffrbRs2VLx8/NTdDqd0rRpU+Xpp59WsrOzS7QxYcKECr9HpqenK3fddZcSEhKieHt7K3369FG2b99eos3ano8qRXHitK5CiEq56667OHLkCH/++We1nmfPnj107NiRXbt20b59+2o9lxDurqbyzhGzZ8/mrbfe4vjx4yVmchXiSueOOfnoo4+yadMm2yUgQtQVko/OJ4W3EG4gPj6e5s2bs27dOq655ppqO8/48eOxWCx8//331XYOIWqLmsq7ijIajTRp0oRp06bxwAMPuDocIWqcu+VkWloaMTExfP/997bra4WoKyQfnU8KbyGEEEIIIYQQohrJrOZCCCGEEEIIIUQ1ksJbCCGEEEIIIYSoRlJ4CyGEEEIIIYQQ1UgKbyGEEEIIIYQQohppXR3AlcpisXDu3Dn8/Pxq5XT3QriSoijk5ORQv3591Oqqfz8o+ShE1TgzJyUfhagaeY8Uwn04ko9SeFeTc+fOERUV5eowhKjVTp8+TcOGDavcjuSjEM7hjJyUfBTCOeQ9Ugj3UZF8lMK7mvj5+QHW/wR/f/8aP7/BYOCdd94B4PHHH0ev19d4DEJUVnZ2NlFRUbY8qirJRyGqxpk5KfkoRNVcSe+Rko+itnMkH6XwribFQ3X8/f1d9sHC09PTFoP8IRO1kbOGvEk+CuEczshJyUchnONKeI+UfBRXiorko0yuJoQQQgghhBBCVCMpvIUQQgghhBBCiGokhbcQQgghhBBCCFGNpPAWQgghhBBCCCGqkUyudoXSarWMHj3adlsI4TrOysddSbtYe2otwZ7BmBQTzQOb0zy4OZHekeg0OmeFK8QVTd4fhXAfko+iLpFX+BVKrVbTqlUrV4chhMCxfPwv9T92Ju3k6pCryTfmszVhK/8k/MOp7FMYLcZSH+On9+PB9g9y69W3OjNsIa5I8v4ohPuQfBR1iRTeQgjhBpLzk8ksymTy2slkG7JLPUaFitiAWLKLsskz5lFoLgQgx5DDG9vewEvrxahmo2oybCGEEEIIUQFSeF+hLBYLBw8eBODqq69GrZbL+YVwldLy0aJYeGnrSxgtRhoFNOLjPR/b9Wg38G2An96PxgGNGRQ7iFj/WPz0foR7hwNgtpj5O+FvWgS34KsDX/HZ/s/4eM/HjGgyAq269vxpN1vMFJmLUKvUeGo9XR2OqAPk/VEI9yH5KOqS2vPpTDjEZDKxZMkSAKZPn45er3dxRELUXZfmo1qrZs7uOfx49McSxwZ7BjN/0HyaBTW7bJsatYZrGlwDwP3t72fp0aUk5Sex+sRqbmh6Q4njFUUhpSAFi2LhVPYpcgw5FJoLyTfmk1mUSYGpgHxjPtmGbIrMRSiKgl5j/buRUZhBkbkInUaHoigUmgoxWAwEeQThqfW0PsZUhFatRa/RY7QYMVlMFJmL0Kut982KGYACUwF5xjwsigW1Sk2uIReTYmJI7BBm9ZlVpX9nISpC3h+FcB+Sj6IukcIbGDlyJBs3buTaa6+1JT/ATz/9xOOPP47FYuHpp5/m7rvvdmGUQogrwZGMIzz/9/Mcyzxm26ZX67m//f20DG5J8+DmhHqFOtSmh8aD21rexge7P+C5v55j6dGlhHmHUWgqJDk/mXxTPkl5Sbah6e7IolhcHYIQQgghRLWRwht45JFHuPPOO1m0aJFtm8lkYurUqWzYsIGAgAA6derEyJEjCQkJcWGkQoja6OIh5Lf9fBtmtRk/nR99ovowvet0vDReVZ6V/M7Wd7I/dT8bTm9gV/KuUo9Rq9SoURPuHU6ETwR6tR5vnTcBHgF4a73x0fngp/fDQ+OBWqWmyFwEQKBHIF5aLwwWA2rUeGg90Kg05BhyKDAV4Kf3w1vrbevl1ml0aFVaPDQeGCwGdGodapV1+KCX1gtfnS9qtRpFUfDR+RDgEYBWJW9HQgghhLhyyScdoG/fvmzcuNFu27Zt22jVqhUNGjQAYOjQofz222/cfPPNLohQCFGbfX/4e7v7Xet15Y1ebzjcs305WrWWOf3ncDTjKMcyj5FWkIaH1oNwr3C8tF7U86lnLbY1MoxPCCGEEKKm1foZDDZt2sTw4cOpX78+KpWK5cuXlzjmo48+IjY2Fk9PT7p27cq2bdvKbffcuXO2ohugQYMGnD171pmhCyHqgP9S/2Pev/Ns9xdfv5j5g+Y7tei+WLOgZgxtNJTbWt7GmOZj6BPVhy71uhDlHyVFtxBCCCGEi9T6wjsvL4927drx0Ucflbp/8eLFTJ06lRkzZrBr1y7atWvH4MGDSU5OruFIhRB1zansU9z3+33km/Jt2xoFNHJhREIIIYQQwhVq/VDzoUOHMnTo0DL3v/vuu9xzzz1MmjQJgLlz57J69Wo+//xzpk2bVubj6tevb9fDffbsWbp06VLm8UVFRRQVFdnuZ2eXvg6vEKL6uTofT2SeYOOZjfx45EcyizJpHdwa4ms0BCHchqvzUQhhT3JSCNeo9YX35RgMBnbu3Mn06dNt29RqNQMGDGDr1q2XfWyXLl3Yv38/Z8+eJSAggF9++YXnn3++zONff/11Zs6c6bTYq0qj0XDDDTfYbgtRl7gqH/ON+STmJzLp10mkF6YD1snE3u77NikxKYDko6h75P1RCPfiTjkp+SjqEpWiKIqrg3AWlUrFsmXLuPHGG4EL12lv2bKF7t2724576qmn+OOPP/jnn38AGDBgAHv37iUvL4/g4GB++OEHunfvzsqVK3niiSewWCw89dRTTJ48ucxzl/btYVRUFFlZWfj7+1fPExbiCpWdnU1AQECl88cV+ZhVlMW4n8ZxNvfCSJn2Ye25v/399Kjfo1rOKURNqUpOyvujEM5VG98jhbhSOZKPV3SPd0X9/vvvpW4fMWIEI0aMqFAbHh4eeHh4ODMsIUQluSIf39nxjq3oDvII4tluzzI4dnCNxiCEO5L3RyHci+SkEK7hcOFdUFCAoih4e3sDcOrUKZYtW0bLli0ZNGiQ0wOsitDQUDQaDUlJSXbbk5KSiIyMdFFUNcNisXDs2DEAmjZtilpd6+fRE8JtpeSnsOr4KgC+GPoFHcI72O2XfBTCfUg+CuE+JB9FXeLwq/uGG27giy++ACAzM5OuXbvyzjvvcMMNN/DJJ584PcCq0Ov1dOrUiXXr1tm2WSwW1q1bZzf0/EpkMpn49ttv+fbbbzGZTK4ORwi3dyr7FCuPr+TvhL8delx6YTrjfxqPSTHRMqRliaIbJB+FcCeSj0K4D8lHUZc4XHjv2rWLXr16AbBkyRIiIiI4deoUX3zxBXPmzHF6gOXJzc1lz5497NmzB4C4uDj27NlDfLx1CuGpU6cyb948Fi1axMGDB7n//vvJy8uzzXIuhBAA/yT8w7Obn+Xbg9+We+zu5N2sj18PwJIjS0guSEatUjOtS9krJQghhBBCiLrL4aHm+fn5+Pn5AfDbb78xatQo1Go13bp149SpU04PsDw7duygX79+tvtTp04FYMKECSxcuJBx48aRkpLCCy+8QGJiIu3bt2fNmjVERETUeKxCCPflpfUCoNBceNnjFEXhjl/uAODbYd+y5MgSAF655pVSe7uFEEIIIYRwuPBu2rQpy5cvZ+TIkfz666889thjACQnJ7tkJsS+fftS3sTsU6ZMYcqUKTUUkRCiNvLQWCeaKTRdvvDOKMqw3X5s42Mk5iUS6hXKwJiB1RqfEEIIIYSovRweav7CCy/wxBNPEBsbS9euXW3XSv/222906CC9PUKI2slT6wmU3+OdkJtgu52YlwjAwx0etj1eCCGEEEKISznc4z169Gh69uxJQkIC7dq1s22/9tprGTlypFODE0KImuKpOV94l9HjvT91Pyn5KZgU+8lfbrv6Nm5semN1hyeEEEIIIWqxSq3jHRkZWWI5ri5dujglICGEcIXiHusic1GJfYqicPPqmwEY1WyUbfv97e7n/nb3o1KpaiZIIYQQQghRK1Wo8B41alT5B523dOnSSgcjnEej0TB06FDbbSHE5RVf411gKiix7+Lruv888ycAd7a+kwfaP1ChtiUfhXAfko9CuA/JR1GXVKjwDggIqO44hJNpNBoZhSCEA4pnNS+tx/tU9oUVG1IKUgBo4Nugwm1LPgrhPiQfhXAfko+iLqlQ4b1gwYLqjkMIIVzqcrOaX1x4A+jUOno37F0jcQkhhBBCiNqvUtd4C/dnsViIj48HIDo6GrXa4QnshahTiq/xNitmjBYjOrXOti8+O97u2JFNRxLpYz/PxeVIPgrhPiQfhXAfko+iLqlU4b1kyRK+//574uPjMRgMdvt27drllMBE+YwWI0uOLCHcO5y2oW0pNBcS5RcFgMlkYtGiRQBMnz4dvV7vylCFcHsXLwdWaCpEp79QeB9IO2B37MTWEx1qW/JRCPch+SiE+5B8FHWJw4X3nDlzePbZZ5k4cSIrVqxg0qRJHD9+nO3bt/Pggw9WR4ziIumF6TzxxxNkFWVhUSwcyzxm26dWqbmx6Y2MbzGeJn5NXBilELWPXq1HhQoFhSJzEX74AbAmbg1/nfsLgK71ujIgeoDtCy4hhBBCCCEqwuHC++OPP+bTTz/l5ptvZuHChTz11FM0btyYF154gfT09OqIUVzkpa0vsT1xe6n7LIqFpUeXsvToUu5ofkcNRyZE7aZSqfDUelJgKrDNbL4neQ9PbXoKgAHRA3iv33uuDFEIIYQQQtRSDhfe8fHx9OjRAwAvLy9ycnIAuP322+nWrRsffvihcyMUAJgtZj7c8yHr4tcBEOEdwdgWYxnVbBQ5hhx2J++mvm99Fh9azO/xv/P1oa8ZyUgXRy1E7eKpsRbeecY8jBYjc3bPQUGha72uvHzNy64OTwghhBBC1FIOF96RkZGkp6cTExNDdHQ0f//9N+3atSMuLg5FUaojRgEsOrCI+fvmA3Bdo+t4s/ebtn2hXqE0CmgEQLd63VgTt4a3/n7LJXEKUZt5aj2hCMasGsNVwVdxOP0wAC/3eBlfva+LoxNCCCGEELWVw4V3//79WblyJR06dGDSpEk89thjLFmyhB07djBq1KjqiLHOM1vMfHfoO9v9B9tf/lr6IY2GoJgUth3ZVt2hCXFFKV5SDOBQ+iEAGgU0op5vPVeFJIQQQgghrgAOF96ffvopFosFgAcffJCQkBC2bNnCiBEjuPfee50eoICfTvxEQl4CgR6B/D7md7vioCyNAxuzDWvhLSMRhKgYL61XiW2dIjq5IBIhhBBCCHElcbjwVqvVdmvsjR8/nvHjxzs1KHGBRbEwd+9cAO5sfWeFim6A6IBo9gXtQ0Ehw5BBpEfF1xwWoq4qLb+Gxg6tcrsajYYBAwbYbgshXEfyUQj3Ifko6hKHC+9NmzZddn/v3r0rHYwoaUfiDs7knsFP58f4qyr+BYeX3ouChgXE58QTnxtPpJ8U3kKU5+K1vAEWDF5A58jOVW5Xo9FwzTXXVLkdIUTVST4K4T4kH0Vd4nDh3bdv3xLbVCqV7bbZbK5SQMLe90e+B6zXbZc2DPZyGgU0Ij4nnhNZJ+hSr0t1hCfEFcVTc6Hwnt5lulOKbiGEEEIIIdTlH2IvIyPD7ic5OZk1a9bwv//9j99++606YqyzDqcf5teTvwIwrsU4hx5rsViIJZagoiCOZhytjvCEuOJ46S58uRXp47xRIhaLhbNnz3L27FnbHBlCCNeQfBTCfUg+irrE4R7vgICAEtsGDhyIXq9n6tSp7Ny50ymBCfhg9wcADIkdQovgFg491mQykbc5j2u5luP1j1dHeEJccYY3Hs4vcb8A0MC3gdPaNZlMzJ9vXQ5w+vTp6PV6p7UthHCM5KMQ7kPyUdQlDhfeZYmIiODw4cPOaq7OO51zmj/O/IFapS53+bDynMg6gaIodpcECCFK6tWwF+/2fZdT2adoHtTc1eEIIYQQQogrhMOF97///mt3X1EUEhISeOONN2jfvr2z4qrzjqQfAaBFUAtiA2Kr1Fa2IZvfTv3G4NjBTohMiCvbwJiBrg5BCCGEEEJcYRwuvNu3b49KpSqxNnS3bt34/PPPnRZYXXci6wRgXY/bGZ758xl2Je1ictvJhHiFOKVNIYQQQgghhBDlc7jwjouLs7uvVqsJCwvD09OzjEeIyiguvJsENKlyWz3q9+DPxD/55tA3rDy+kmGNh9E/qj/d63eX4edCCCGEEEIIUc0cLrxjYmKqIw5xCVuPd0DVe7xn9ZnF5sTNzN83n0Pph1h8eDGLDy8myi+KQTGD6Fa/G50iOqFT66p8LiGEEEIIIYQQ9ipUeM+ZM6fCDT788MOVDkZYmS1m4rKsIwucMdRcp9YxOHYwA2MGsuXcFtbFr+PnEz9zOuc0n+3/jM/2f4aX1ouWIS1pH9aeGP8YGgU0onVoa7Rqp82/J4QQQgghhBB1UoWqqvfee8/ufkpKCvn5+QQGBgKQmZmJt7c34eHhUng7wcnskxSYCvDSehHtF12pNjQaDX369LHdBlCr1PRs0JOeDXryeKfH2XxuM+tOrWNb4jbSC9PZmbSTnUkXloPz0flQz6ceeo2eaL9owrzDiPWPpaFvQ3QaHT46H/z1/nhoPDArZkK9Qq3nU2lkCLsQFyktH4UQriH5KIT7kHwUdUmFCu+Lr+v+5ptv+Pjjj/nss89o0cK6tvThw4e55557uPfee6snyjrmQNoBAK4KvgqNunJ/hDQaDX379i1zv6/elyGxQxgSOwSLYiEuK47dybs5mHaQs7ln+S/tPzKLMjmWecwuporQqrWEeIYQ6BFItH80AR4BBHkE0TSwKZE+kfjqfQnzCiPIM6hSz02I2qa8fBRC1BzJRyHch+SjqEscHkf8/PPPs2TJElvRDdCiRQvee+89Ro8eza233urUAOuiQ+mHALg6+OoaOZ9apaZJYBOaBF6YyM1kMXEy6yQpBSkUmAo4nXOalPwUjmcd50zOGSyKhQJTAVlFWRgtRtQqNWbFbHtsUn4SSflJHM4oe233EM8Q/PR+eOu8CfQIxE/vh6fGEy+tF/4e/mjVWhRFQavWolap8dR4otfo0aq1eGu9MStmLIoFjUqDWq1GURTUKjVqlRqdWofZYsZgMWCymFCpVGQUZmCymMgx5GBSTPSL6keH8A7V/u8rhBBCCCGEqNscLrwTEhIwmUwltpvNZpKSkpwSVF1XXKxeFXxVpdtQFIWUlBQAwsLCHB76rVVraRrUlKZBTcs9D4BFsZBlyEKFigJTAemF6aQXphOXFUe+MZ+k/CTisuJILUglx5BDZlEmaYVppBWmVe4JOkGEd4QU3qJGVDUfhRDOI/kohPuQfBR1icOF97XXXsu9997L/Pnz6dixIwA7d+7k/vvvZ8CAAU4P0FUOHz7MuHHj7O5/++233HjjjdV+7qMZRwFoHtS80m0YjUY++eQTAKZPn45er3dKbJcq/gOpUWkI9gwGIIgg6vvWB6B3w96lPi7HkMOZnDPkGfPINeaSbcgmx5BDgamAPGMeecY8a081KkyKCbPFTIGpALNixmgxUmAqsPZuo7b1fKtUKiyKBYtiwWQxoVFp0Gl0qFVqUCDIMwidWoe3zhtPjWeVvtgQwhE1lY9CiPJJPgrhPiQfRV3icOH9+eefM2HCBDp37oxOZ11+ymQyMXjwYObPn+/0AF2lRYsW7NmzB4Dc3FxiY2MZOHBgtZ83rSCN9MJ0VKhoFNCo2s/nKn56P64OqZmh9EIIIYQQQgjhSg4X3mFhYfz8888cOXKEQ4es1yJfddVVNG9e+d5Zd7dy5UquvfZafHx8qv1cxzOPA9DQryHeOu9qP58QQgghhBBCiOqlruwDmzdvzogRIxgxYoRbFt2bNm1i+PDh1K9fH5VKxfLly0sc89FHHxEbG4unpyddu3Zl27Ztpbb1/fff2w07r07F63c3CWhSzpFCCCGEEEIIIWqDCvV4T506lZdffhkfHx+mTp162WPfffddpwRWVXl5ebRr144777yTUaNGldi/ePFipk6dyty5c+natSuzZ89m8ODBHD58mPDwcNtx2dnZbNmyhe+++65G4k4uSAYg0ieyRs4nhBBCCCGEEKJ6Vajw3r17N0aj0Xa7LO40E+HQoUMZOnRomfvfffdd7rnnHiZNmgTA3LlzWb16NZ9//jnTpk2zHbdixQoGDRqEp6fnZc9XVFREUVGR7X52dnal4k7JPz+zo3dYpR4vhHBePgohqk7yUQj3IjkphGtUqPDesGFDqbdrK4PBwM6dO5k+fbptm1qtZsCAAWzdutXu2O+//57JkyeX2+brr7/OzJkzqxxbcY93mJcU3kJUlrPyUQhRdZKPQrgXyUkhXKPS13gXy87OZvny5baJ1mqD1NRUzGYzERERdtsjIiJITEy03c/KymLbtm0MHjy43DanT59OVlaW7ef06dOViq24xzvcO7ycIy9Po9HQvXt3unfvjkajqVJbQtQ2zspHZ5F8FHWZ5KMQ7sWdclLyUdQlDs9qPnbsWHr37s2UKVMoKCigc+fOnDx5EkVR+O6777jpppuqI06XCAgIICkpqULHenh44OHhUeVzphakAlUfaq7RaBg0aFCV4xGiNnJWPjqL5KOoyyQfhXAv7pSTko+iLnG4x3vTpk306tULgGXLlqEoCpmZmcyZM4dXXnnF6QFWh9DQUDQaTYmiOikpichI101qZjQbSS9MByDcq2o93kIIIYQQQggh3IPDhXdWVhbBwcEArFmzhptuuglvb2+GDRvG0aNHnR5gddDr9XTq1Il169bZtlksFtatW0f37t1dFldxb7dOrSPAI6BKbRV/IZKZmYmiKM4ITwhRSZKPQrgPyUch3Ifko6hLHC68o6Ki2Lp1K3l5eaxZs8Y2PCQjI6Pcmb8BFixYQH5+vuOROig3N5c9e/awZ88eAOLi4tizZw/x8fGAdYm0efPmsWjRIg4ePMj9999PXl6ebZZzV7h4YrWqzhBvNBp5//33ef/9920z0gshXEPyUQj3IfkohPuQfBR1icOF96OPPsqtt95Kw4YNqVevHn379gWsQ9DbtGlT7uOnTZtGZGQkd911F1u2bHE44IrasWMHHTp0oEOHDoC10O7QoQMvvPACAOPGjePtt9/mhRdeoH379uzZs4c1a9aUmHCtJqXmW3u8Q71CXRaDEEIIIYQQQgjncnhytQceeIAuXbpw+vRpBg4ciFptrd0bN25coWu8z549y6pVq1i4cCF9+/alcePGTJo0iQkTJjj1+uq+ffuWO2RlypQpTJkyxWnnrKrioeZSeAshhBBCCCHElaNSy4l17tyZYcOGcfbsWUwmEwDDhg3jmmuuKfexWq2WkSNHsmLFCk6fPs0999zD119/TXR0NCNGjGDFihVYLJbKhFXrpRRYlxKr6ozmQgghhBBCuKOsoix+PPIjWUVZdtuvX3Y9c3bN4Y/Tf2CymEjMSyyjBSFqJ4d7vPPz83nooYdYtGgRAEeOHKFx48Y89NBDNGjQgGnTplW4rYiICHr27MmRI0c4cuQI+/btY8KECQQFBbFgwQLbMPa6orjHO8QrxMWRCCGEEEII4VyFpkIeXPcge1P2MnvXbJr4NqERjQBIzk9m3r55dsf3btibG5rcQGZRJl3rdSXGP8YVYQvhFA4X3tOnT2fv3r1s3LiRIUOG2LYPGDCAF198sUKFd1JSEl9++SULFizgxIkT3Hjjjfz0008MGDCAvLw8XnrpJSZMmMCpU6ccDa9Ws/V4e0mPtxBCCCGEuHKsObmG93a8x7m8cwBkFmWyp2CPrfAuzaYzm9h0ZpPt/tXBVxPqFUp93/rEZcVxy1W3cG3MtdUeuxDO4HDhvXz5chYvXky3bt3sZt5u1aoVx48fL/fxw4cP59dff6V58+bcc8893HHHHbblyQB8fHx4/PHHmTVrlqOh1Xop+VJ4CyGEEEKIK8vvp37n6U1PY1EsBHsG82jHR0ktSCUzL5P8eOtqRzN6zKBzvc5o1VqSC5J5a9tb/Jv6r60NFSoOph+0a3dn0k6mdJhCjH8MvRv2RqvSolFravS5CVFRDhfeKSkphIeHl9iel5dXoSWwwsPD+eOPPy67XnZYWBhxcXGOhlbrpRWkAc6ZXE2tVtO5c2fbbSGE60g+CuE+JB+FqDmKonAw/SBP/PEEFsXCdY2uY0b3GXjrvAEwmUz8mv4rAIObDEartZYm9XzrsWDIAgpMBeQZ8wjzDiM1P5V18etIyEvgz7N/EpcVh1kx8/6u923nC/EMYXrX6dTzqUc9n3oyb5JwKyrFwdXqe/fuzZgxY3jooYfw8/Pj33//pVGjRjz00EMcPXqUNWvWVFestUp2djYBAQFkZWXh7+9f7vGKotDxy46YFBNrR68l0sd5M7wLUds4mj813Z4QdY0zc0jyUYiqqU3vke/tfI/P938OWK/Xfr/f+2jVDvf7lSq1IJV5/87jdM5pDqQdIK0wzW6/WqWmd4PeNAtqRn3f+sT6x3J1yNX46Hyccn4hwLH8cfiV/9prrzF06FAOHDiAyWTi/fff58CBA2zZsoU//vij3MfPmTOn1O0qlQpPT0+aNm1K79690Wjq1jCRbEM2JsU6Q3yQZ5CLoxFCCCGEEKLy0grSbEU3wMMdHnZa0Q3WEaLTu04HIMeQw86knWw4vYE1cWvw1nmTWpDKxjMb2Xhmo93jYv1jiQ2IJdovmhj/GAbGDESFikDPQKfFJkRpHH719+zZkz179vDGG2/Qpk0bfvvtNzp27MjWrVtp06ZNuY9/7733SElJIT8/n6Aga4GZkZGBt7c3vr6+JCcn07hxYzZs2EBUVJTjz6iWSi9MB8BX54uHxqPK7SmKQn6+9ZoZb2/vCl0GIISoHpKPQrgPyUchasZPJ36y3Z7dbzYtgluUOMZZ+ein96NvVF/6RvVlZo+ZABzNOMrPcT+TUZhBUn4Sh9IPkVqQysnsk5zMPml77Mt/vwxYh6l3r9+dPlF9MFlMNPBtQNvQtnLNuHCaSn3t1KRJE+bNm1di+5IlSxg9evRlH/vaa6/x6aefMn/+fJo0aQLAsWPHuPfee5k8eTLXXHMN48eP57HHHmPJkiWVCa9WKi68gz2DyzmyYoxGI2+//TZgnYler9c7pV0hhOMkH4VwH5KPQtSMP8/+CcC0LtO4Nrr0mcerMx+bBTXjkaBH7LalF6azPn49aQVpnM45zc6knZzJPQNAWmEaP534ye4LgxDPEFoEt6BtWFt8db40DmhMrH8s9XzrObX3XtQNDr1iTCYThw4dQq/X07x5c9v2FStW8MILL3Do0KFyC+/nnnuOH3/80VZ0AzRt2pS3336bm266iRMnTvDWW29x0003OfhUajdnF95CCCGEEEK4wvr49fyT8A8A3euXPaFyTQv2DGZ0c/taJd+YT4GpgH9T/uXnuJ9JzEvEQ+PBwfSDpBWmseXcFrac21KirSCPICJ9ImkW1IyGvg3x1HoS6hVKqFcoOrWOEK8QvLXeBHsFo1PrauopCjdW4cJ7//79XH/99Zw+fRqAG264gU8++YSxY8eyf/9+7rnnHlavXl1uOwkJCZhMphLbTSYTiYmJANSvX5+cnJyKhnZFSC+QwlsIIYQQQtRuqQWpPLLB2tNcz6cejfzLXqfbHXjrvPHWedMvuh/9ovvZtheYCjiYdpD9qfvZnrQdjUrDqexTxGfHY7AYyCjKIKMoo8QSZ5fSqDRE+Vkvny3+nO/v4Y+X1osAfQB5xjx0Gh16tR6TYkKr0qJVazGYDahUKrIN2bzY/UXbTPCi9qpw4f3000/TtGlTPvzwQ7799lu+/fZbDh48yF133cWaNWvw8vKqUDv9+vXj3nvvZf78+XTo0AGA3bt3c//999O/f38A9u3bR6NG7p2kzmbr8faSwlsIIYQQQtROK4+vtN1+teertXYeBS+tFx0jOtIxoiN3tLrDtt2iWMgsyiQpL4mEvARrz3hBGvmmfFILUknJT8FoMZJRmEGBqQCzYrZdU37xteWOeKzjY1J4XwEqXHhv376d3377jfbt29OrVy++/fZbnnnmGW6//XaHTvjZZ59x++2306lTJ3Q667ALk8nEtddey2effQaAr68v77zzjkPt1kY/n/iZvSl76R/d37YEgvR4CyGEEEKI2shoMbL40GIAXuz+Iv+L/J+LI3I+tUpNsGcwwZ7BXB1yNf2j+5d5rEWxkJyfzMnsk1gsFjKKMtBr9LaiPNuQjY/OB5PFhMFsQKvWYrQYMVlM6DV6FEXBX+8vRfcVosKFd2pqKvXr1wcgICAAHx8funXr5tDJFEXBYDCwcuVK4uPjOXz4MAAtWrSgRYsLMx3269evrCauKFvObWHF8RWEeYeRWZQJWK8XEUIIIYQQorZZe3It5/LOEewZzLDGw1wdjsupVWoifSKJ9Il0dSjCDVS48FapVOTk5ODp6YmiKKhUKgoKCsjOzrY77nILhyuKQtOmTfnvv/9KFNt1kZ/eD7CuPZhVlAVAgEeAK0MSQgghhBCiUrYmbAXgxqY34qn1dHE0QriXChfeiqLYzWSuKIrtGu3i+yqVCrPZXGYbarWaZs2akZaWRrNmzSoZ8pXDV+8LQK4h1+mFt1qtpl27drbbQgjXkXwUwn1IPgpRfQ6kHQCgbVjbCh0v+SjqkgoX3hs2bHDKCd944w2efPJJPvnkE1q3bu2UNmsrP935Hm9jDtkG68gBZxXeWq2WG2+80SltCSGqRvJRCPch+ShE9Sg0FXI88zgArUJaVegxko+iLqlw4d2nTx+nnPCOO+4gPz+fdu3aodfrS8yGnp6e7pTz1AalDjXXy1BzIYQQQghRuxzNOIpZMRPsGUyEd4SrwxHC7VS48HaW2bNn1/Qp3VZx4Z1ZmEmuMRdwXo+3oigYjUYAdDpdrV3KQYgrgeSjEO5D8lGI6nE44/ykyUEtKpxXko+iLqnxwnvChAk1fUq3VXyN97m8c7ZtxcV4VRmNRl5//XUApk+fjl6vd0q7QgjHST4K4T4kH4WoHkczjgLQLKji8zhJPoq6xCWzGBw/fpznnnuOm2++meTkZAB++eUX/vvvP1eE4zLFRXZ6oXV4vZ/OD626xr8LEUIIIYQQokqOZjpeeAtRl9R44f3HH3/Qpk0b/vnnH5YuXUpurnWI9d69e5kxY0ZNh+NSxZOrFfP3KHspNiGEEEIIIdxRkbmIw+nWoeZSeAtRuhovvKdNm8Yrr7zC2rVr7YaT9O/fn7///rumw3GpS4eVyxreQgghhBCitvl8/+dkG7IJ8wqjWaAU3kKUpkLjmkeNGlXhBpcuXXrZ/fv27eObb74psT08PJzU1NQKn+dKUHyNdzGZ0VwIIYQQQtQ2a0+tBeDhjg+j18h12kKUpkI93gEBAbYff39/1q1bx44dO2z7d+7cybp16wgIKL9wDAwMJCEhocT23bt306BBAwdCr/10ah2eGk/b/XDvcBdGI4QQQgghhGOKzEXEZcYB0DWyq4ujEcJ9VajHe8GCBbbbTz/9NGPHjmXu3LloNBoAzGYzDzzwAP7+5V+jPH78eJ5++ml++OEHVCoVFouFv/76iyeeeII77rijkk+j9vLT+1FYUAhAA9+69cWDEEIIIYSo3Y5lHsOkmAjwCCDSJ9LV4QjhthyeQvvzzz9n8+bNtqIbQKPRMHXqVHr06MGsWbMu+/jXXnuNBx98kKioKMxmMy1btsRsNnPLLbfw3HPPOf4Marn6vvVJKUgBoJ5vPae1q1aradmype22EMJ1JB+FcB+Sj0I4V/GkalcFXeXwOtySj6IucbjwNplMHDp0iBYtWthtP3ToEBaLpdzH6/V65s2bx/PPP8/+/fvJzc2lQ4cONGtWNydiuCr4Kvam7AWc2+Ot1WoZM2aM09oTQlSe5KMQ7kPyUQjn2pO8B4CWIS0dfqzko6hLHC68J02axF133cXx48fp0qULAP/88w9vvPEGkyZNqnA70dHRREdHO3r6K06L4AtfYNT3re/CSIQQQgghhHDM9sTtAHSO7OziSIRwbw4X3m+//TaRkZG88847tknS6tWrx5NPPsnjjz9e7uPNZjMLFy5k3bp1JCcnl+glX79+vaMh1WoxfjG22zK5mhBCCCGEqC0S8xI5k3sGtUpNx/COrg5HCLfmcOGtVqt56qmneOqpp8jOzgao0KRqxR555BEWLlzIsGHDaN26tcPXgtS0/Px8rr76asaMGcPbb7/t9PY7RXTi+sbX09CvITq1zmntGgwGXn/9dQCmT59ut2a6EKJmST4K4T4kH4VwnuJh5i2CWpRYJrciJB9FXeJw4Q3W67w3btzI8ePHueWWWwA4d+4c/v7++PpePum+++47vv/+e6677rrKnLrGvfrqq3Tr1q3a2teoNbze6/Vqa18IIYQQQojqUDxPUfvw9q4NRIhawOHC+9SpUwwZMoT4+HiKiooYOHAgfn5+vPnmmxQVFTF37tzLPl6v19O0adNKB1yTjh49yqFDhxg+fDj79+93dThCCCGEEEK4jX9T/wWgbVhbF0cihPtzeN7+Rx55hM6dO5ORkYGXl5dt+8iRI1m3bl25j3/88cd5//33URTF0VM7ZNOmTQwfPpz69eujUqlYvnx5iWM++ugjYmNj8fT0pGvXrmzbts1u/xNPPGEb/iKEEEIIIYSwMlqMHEo7BEDbUCm8hSiPwz3ef/75J1u2bClxDUZsbCxnz54t9/GbN29mw4YN/PLLL7Rq1Qqdzv665qVLlzoaUqny8vJo164dd955J6NGjSqxf/HixUydOpW5c+fStWtXZs+ezeDBgzl8+DDh4eGsWLGC5s2b07x5c7Zs2eKUmIQQQgghhLgSnM4+jcFiwEvrRUO/hq4ORwi353DhbbFYMJvNJbafOXMGPz+/ch8fGBjIyJEjHT2tw4YOHcrQoUPL3P/uu+9yzz332JZAmzt3LqtXr+bzzz9n2rRp/P3333z33Xf88MMP5ObmYjQa8ff354UXXii1vaKiIoqKimz3iyeeE0LUPMlHIdyH5KMQ7sVZOXk08ygATQObolY5PIhWiDrH4cJ70KBBzJ49m08//RQAlUpFbm4uM2bMqNCEaQsWLHA8SiczGAzs3LmT6dOn27ap1WoGDBjA1q1bAXj99ddtw8wXLlzI/v37yyy6i4+fOXNm9QYuhKgQyUch3IfkoxDuxVk5eSzzGGAtvIUQ5XP466l33nmHv/76i5YtW1JYWMgtt9xiG2b+5ptvlvm45OTky7ZrMplKXGNdXVJTUzGbzURERNhtj4iIIDExsVJtTp8+naysLNvP6dOnnRFqpanVapo1a0azZs1Qq+VbSFG3SD4K4T4kH4VwL87ISUVR2JG4A6ha4V0j+Zh5Gsym6mlbCAc43OPdsGFD9u7dy+LFi9m7dy+5ubncdddd3HrrrXaTrV2qXr16JCQkEB4eDkCbNm34+eefiYqKAiAtLY3u3buXOozd1SZOnFjuMR4eHnh4eFR/MBWk1WptS70JUddIPgrhPiQfhXAvzsjJ9fHr2ZG0A51aR++GvSvdTo3k48LrIC8VJq6GBh2r91xCXEal1vHWarXceuut3HrrrRV+zKWzmJ88eRKj0XjZY6pLaGgoGo2GpKQku+1JSUlERkbWSAxCCCGEEELURjuSrL3dNzW7idiAWNcGczk5SZAZD6ggRIbEC9dyeEyHRqOhX79+pKen221PSkpCo9FUKRiVSlWlx1eUXq+nU6dOdsufWSwW1q1bR/fu3WskBiGEEEIIIWqjuKw4AFoEt3BxJOU4a/2CgPCrwdPftbGIOs/hHm9FUSgqKqJz586sWrWKVq1a2e1zF7m5uRw7dsx2Py4ujj179hAcHEx0dDRTp05lwoQJdO7cmS5dujB79mzy8vJss5zXdgaDgbfffhuwrkd+6fJvQoiaI/kohPuQfBSi6k5mnwSgUUCjKrXj1HzMS4WTm6EwCzJPQcYp2L/Euq9h5yrFKYQzOFx4q1QqfvzxR9544w26d+/Ol19+yQ033GDbd7nH5eTk4OnpiaIottnQi5cwcPbyIjt27KBfv362+1OnTgVgwoQJLFy4kHHjxpGSksILL7xAYmIi7du3Z82aNSUmXKvNLh3KL4RwHclHIdyH5KMQlVdgKuBc7jkAYv1jq9xeqflYlAP5aRAYA6XVFxknrcPIs89C/Fbr8Qd/AkNO6SeJ7lHlOIWoqkr1eGs0Gt5//31atWrFuHHjeO6557j77rvLfVzz5s3t7nfo0MHuvjOHmvft27fcHvgpU6YwZcoUp51TCCGEEEKIK1l8djwKCn56P4I9g51/gsR9MH8gmApg5KfQbpx1u9kIR3+DfxfDgRWlPzakGYQ0Ad9wCG0O+ekQGA1tRjs/TiEcVKnJ1YpNnjyZZs2aMWbMGDZt2nTZYzds2FCVUwkhhBBCCCFc7EzuGQCi/aKdOz9T3CZoMQAOrrIW3QB7vgK/CDi7E3Z/DenHLxwfEAVaD2g60Hr9dr320HwwqKs255QQ1cXhwjsmJsZuErV+/frx999/M3z48Ms+rk+fPo5HJ4QQQgghhHAbxcPMG/g2cG7D390KTx+FU1subIvbZP0p5h0KVw2DLpMhsrVzzy9ENXO48I6LiyuxrWnTpuzevbvE8lxCCCGEEEKIK8fZ3LOAkwpvQ96F24oJ1r8MJ/+0P8YrCBr3tQ4d7/4geAZU/bxCuECVhppfzNPTk5iYGGc1J4QQQgghhHAzziq88w0mTGf/td+47VPr78i2MHoBJB+wDh/XelTpXEK4gwoV3sHBwRw5coTQ0FCCgoIuez3Hpet7C9dQqVS2L0Jqan10IUTpJB+FcB+Sj0JUTfFQ8/q+9Svdxsq951i49CcmqVYRg3VFIVs2drwDBr1i7dkObVrFaIVwHxUqvN977z38/PwAmD17dnXGI5xEp9MxceJEV4chhEDyUQh3IvkoRNUk5CYAlS+8/z2TyeIfvmOJ5iXUWFcgmmGcwM5OL9KtYweI7em0WIVwJxUqvCdMmFDqbSGEEEIIIUTdYDQbyTFa18oO9Qp16LHJ2YW889sRftwVz6/aT1GrrEV3nMdVLDUP4sEBA8Df0+kxC+EuKlR4Z2dnV7hBf3//SgcjhBBCCCGEcE+ZRZkAqFVq/PR+FX7cn0dTeHrJv5zLKmSEegtN1AlY9H6oJ66iUdjVbDZpCPDSVVPUQriHChXegYGB5V4HpSgKKpUKs9nslMBE1RgMBt5//30AHnnkEfR6vYsjEqLuknwUwn1IPgpRecWFt7/eH7VKXaHHzP79CLN/PwrA036/cp/pS1BA3eE2DKGteH+25KOoGypUeG/YsKG64xDVID8/39UhCCHOk3wUwn1IPgpROcWFd6BHYIWO33s601Z0vxW7k7GJi6w72oyF/s8Bko+i7qhQ4d2nT5/qjkMIIYQQQgjhxrKKsgAI8Ch/LW1FUXjt54M0Vp3jC/+5NEw8Zt3R52no94z1tsFQXaEK4XYqvY53fn4+8fHxGC5JmLZt21Y5KCGEEEIIZ7MUFZG7ebOrwxCi1qpoj/eGQ8l8+fcpdsYls9bjbRoWJVp3/O8e6Du9eoMUwk05XHinpKQwadIkfvnll1L3yzXeQgghhHBH6Z9/TsKHH8HYMa4ORYhaqbjwvlyP9/6zWdy5aDuKAiPU22ikSgSvILhjJdSTDjpRd1VsVoSLPProo2RmZvLPP//g5eXFmjVrWLRoEc2aNWPlypXVEaMQQgghRLkUk4ms1avJWb++1P0ZP/xQA0EoYDZV/3mEcIHioeaX6/Ge/ftRFAWGqf9mjv5D68ZOE6XoFnWewz3e69evZ8WKFXTu3Bm1Wk1MTAwDBw7E39+f119/nWHDhlVHnEIIIYQQl5U8623SF1knb2q0YgWeLZrb9ikmE+aMzOoNICcRvhkLuSnwwBZrL58QV4B8Yz73/HYP/6b+C5RdeFssCv/EpRGrSuADr0/BDIS3hG4P1FywQrgph3u88/LyCA8PByAoKIiUlBQA2rRpw65du5wbnag0lUpF/fr1qV+/frlLwQkhqpfkoxA1I3vNGtvtjG++sd02Z2aSMucDlIICAILS0gjTap2bj4oCS++BhL2Qcw4Ol35JnhC10d8Jf9uKbih7qPmJ1FxyCk08q/8OtbkQGvWG+zaDb3ipx8v7o6hLHO7xbtGiBYcPHyY2NpZ27drxf//3f8TGxjJ37lzq1atXHTGKStDpdNxzzz2uDkMIgeSjENVNURRMKSmYkpJs27JWriT88amofX2Jv2cyhfv2AaA1mxn421oCx4xBp9NVqH1Lfj55W7eCWo02JASNvz9FcXEU7ttP0YkTeDRtiirzJObte/AI9EKjU2DFN6iLmqJvFItKp0Ol1Vp/PD2tjZpM4OziX4hqUjzEvFj78PalHrctLoNOqsMMVG0HlRqGzgK1psx25f1R1CUOF96PPPIICQkJAMyYMYMhQ4bw9ddfo9frWbhwobPjE0IIIYQok6WggNP33kf+tm0AeDRrCkDR0WNk/rAEw8mTtqI74MYb8WzViqRXX8V4/rNMMeO5c+Rt2YIxORlLVhYqnY68bdtRCgownjuHJS+vzBhybLd8L9p6HL6dUPJgjQYsFlAUVJ6eaMPD0YWHo9LrUIwmFLMZ1Cq827dHHRCA2ssbXf16gAq1jw+awEA0QYFoAwNR6fWV+0cTwkFnc8/a3W8e1LzEMRl5Bt5de5g3tOfnfGp/K4RfVRPhCVErOFx433bbbbbbnTp14tSpUxw6dIjo6GhCQ0OdGpwQQgghxOWkzH7fVnQDeLZug1fbNiTOfInkWbNs2yNeeJ7gW24hb8sWAPI2b+bEiBswJibi3bEjeVu2oFxmTWFdw4ZoAgIwpadjzshA17ABXq3boI+NJW/rFpQTW/DwL6LIqwNKbirofDHnmTCeO2ff0EWrvyiFhRjj4zHGx5c4X8GOneU+d1shXvwTFHTR7UB0kZHoGjSwxu7rW257QpTlXO6F1/HsvrNLPebTP0+QnZtHT8//rBu63lcDkQlRe1R6He9i3t7edOzY0RmxCCcyGo189NFHADz44IMVHk4nhHA+yUchqk/elr/s7nu2boX/8BEkvTXLdk13gw/m4D9wIABKaBg/DR8OwJCff0ZrNpO7caP1se3a4tm8OWo/f0wpKeijGuLVoSMafz8827Ytc1h4aK9w+GE5BETDo8vhkuMUs9n6YzBiyctFpVaj0ukw5+RgSkrClJyMYjaj0mpBo8GckUnhwQMohUW2YwAseXmYMzMxZ2WBxYIlLw9LXh7Gs2dLBnUJTXAwugYNrEPlQ4LR+Pnj0aIFXq1boYuKQl08BF6IUhT3eM/qPYtrY64tsd9gsvDl1lN0UB3DEwP4hEFEq3LblfdHUZc4XHgrisKSJUvYsGEDycnJWCwWu/1Lly51WnCi8hRFISsry3Zb1F2ZmZncfvvt/Pbbb0DNvx5UKhWKouDh4cHtt9/OnDlz0Gqr/J1frSL5KIqZTCaefvpp5s2bR2FhoUtiUKlUWCwW6tWrx7vvvsvo0aNdEoczKEYjRSdP2W3zatMGja8Pkc89R9by5YROmYJP1y62/dp6keT7+liP7dqFiNtvp3D/f3i2aolvv36Vu+Z63xLr79ajShTdACqNBpVGA3o9mvPnBtAEBqKPinL4dIrFgiU7G3NmJqaMDGsxnpmF2XY7E3NGOsaERIxnzljvp6djTk8vs01teDi66Ci82rQl5O670IaEOBxXbbRw4UKmT59OamoqarW6Rv9GF78/9u/fn++++47AwMAaO7ejigvv+r71S92/90wmhqICpnueX7KvUZ9Sc+FS8v4oLrZ161buuusujh49WuP5eDGNRsONN97IggUL8HTil5IOf/p99NFH+b//+z/69etHRESETAoihBs7fPgwrVq1wmw206BBA66//noiIiJqtPA1GAzEx8ezYsUKPvnkEz777DOysrKc+odMiNrAZDLh7+9PQUEBfn5+jBkzhkaNGuHh4VFjMSiKQl5eHrt27WL9+vWMHTuW/v378/vvv9dYDM5kiI8Ho9Fum0eLFgAE3jSKwJtGlXiM+qJ/76iPP8bD0xO/fv0qF0DyQdjzDRz6yXq/7djKteMglVptG1Kuj40t93hzbq51SHtCAqa0NMzpGZgzMsjftQtDXByW3FxMycmYkpMp2LGT7DVriP3ma3RX+KS57du3Z+/evWi1WgYNGkSbNm3w9vaukc+2JpOJ1NRUfvrpJ3799VfCwsL4559/3HIUqcliItuQDZRdeG85lsaNms205xB4BEDvJ2oyRHEFePzxx3n//fcxm8106dKFnj174u/vj1rt8CJclWY0GklISGDFihV89913LFmyhNOnTxMZGemU9h3+9P3ll1+ydOlSrrvuOqcEIISoHrm5ubRu3Rq9Xs+PP/7IkCFDXPpFmdFoZN68eUyZMoWgoCAKzg8BFaKuKH7dv/322zz00EPoXTwxVlpaGhMmTOCXX35h5MiRLFu2zKXxVEbR0WMAaMJCUfLy8e7R3a6wLo+qsh/oMk7Cplmw+6sL23o8VKGhta6g8fVF07Ilni1bltinKArmzEyMp09TdOIEqZ98gvFUPPF33U2Dd97Go3lza2/9FaZHjx78+++/3HrrrXz00UcEBJS+PFZ1+/DDD9mwYQM33HADXbt2JSEhwe3mTNKqtfx9y9+kF6YT4ln6SIi/jqfyosY6so7eT0D41TUYoajtXn31VebMmUOrVq1YuXIlMTExLo3n//7v//jxxx+55ZZbiIqKwnjJF7yV5XDhHRAQQOPGjZ1yciFE9Zk4cSImk4kVK1YwdOhQV4eDTqfjgQceICsri2effZY1a9YwZMgQV4clRI3YtWsX+fn5PPvsszz++OOuDgeAkJAQli5dSvfu3fnpp59cHU6lFOzdC4Bv795ETJuGqjpHD1gscHg1bHwTkvZd2N5sELQZC61vqr5zVyOVSoU2KAhtUBBebdvi06ULJ2+5FcOJE8SNHIXKwwN9bCweTZrg0awp+iZN8GjaDH10lPWa9Fpqx44d9OvXj0WLFqFx4RcLKpWK/v3789NPP9G3b1/Gjx/vliNQ1Co1oV6lfyGQV2TiXPxxWupOoajUqDrcVupxQpTllVdeISAggA0bNhAcHOzqcFCr1YwZM4bCwkLuuOMOnnnmGV577bWqt+voA1588UVmzpwpvVVCuLmffvqJevXquV1xe9dddwHwwAMPuDgSIWrOhAkTsFgsbrderV6v584778RsNrN+/XpXh+MQRVHIOT93hW/vPmj8/FBXxygCkwFOboZFw2HxbdaiW62FqK4w8We49QdoOwZqcDhkddLVr0/MV1/i27cvKr0epaiIosOHyf75Z1Len8PZhx/hxHXXcbhDR06MuIGzU6eS8tFHZP/6G0XHj6M4qWeoOn300UcYjUYmT57s0qL7Yr1796Zx48Zs2rTJ1aGU6rPNccxZd5SsgpL/v//EpdFWOQyAKqIVeLu+cBK1R2FhISaTiVtuucUtiu6LjR07Fh8fH9sEgFXl8FeVY8eO5dtvvyU8PJzY2NgSsw/u2rXLKYEJIapGURSGDRtWo9fGVER4eDgdOnTg33//dXUoQtSYo0eP0rx5c5cPnyvN0KFDURSF1157jf79+7s6nAor3LcP49mzqDw98e3V037nqa0QFAv+l1yjbDbCsXXlN64ocHwd7P0ODv8Chlzrdp0PdLsPuk+5oosLfcOGRM39BMVsxnjuHEXHjmE4fpyio8coOn7cWmAXFFB05AhFR47YP1inQx8TjUejRuiiotFHNUTXMAp9dBS6evXcYu3xTz75BMCtvphWqVQMHz7cFpu7mb32CDlFJoa3q0+Al/1n/01HUumsPv86iOrmguhEbfbZZ59hMpncKh+LeXh4MHDgQFatWuWU9hwuvCdMmMDOnTu57bbbZHI1N6ZSqQgLC7PdFnVT8WvA3URERJRYEeFKJvkoTCYT4eHhrg6jVMWvzZSUFBdH4piMb74FwG/QQNTe3hd27P0Olt0L3iFw11oIaXJh36ZZqP54hzBugcCYkvmYeRq2fAAHVkBu4oXt3qHQfLD12tXgunO5nUqjQR8VZZ15/aIJ6BSLBeO5BIqOHS1ZkOfnYzh2HMOx4yUbVKuta4tHnS/EG0ZZC/P69dHWq482LLTy1907ICsrC61W67LrussSFhbmtu+NHjoNOUUmCo3mEvv+PJrC++pD1jvRjhXe8v4ojpz/8s5d3yMjIiKcNjLG4cJ79erV/Prrr/Ts2bP8g4XLFF9PK+o2d122S6fT1allQyQfBeC269MW/50wm0t+oHZXhjNnyV69GoCgm2+2bjQZYPcXsHaG9X5+GqyeCnesgCO/WidCO7gSHfAAX0CL+0Gnsz7u74/gv2WQuA+U84WP3hfa32K9frtBpytmKLkzqNRq9A0boG/YAPr2tW1XLBZMiYkUHT+O4VQ8xtPxGE6fsf1WCgsxnjuH8dw58v/5p2TDOp21MK9fH129etbf9a2/tZH10EVG2H/JUkkWi8VthphfzF3fswE8ddbX/6WF95mMfNJTEmjtedK6oVFvh9qV90dhMBgA9339OzMuh1uKiorC39/faQHUZYrZjKWgEJVWg1qWVhJCCCEqJO3TT1GMRry7d8OrfXvrxo2vw+Z3rbf9G0L2WTixEWYGXSimL7ZrkbU3fPdXkLDnwvZGvaHHwxDbE3Re1fxMriwqtfp8sVwfetnvUxQFc2oqhtOnMZ4+fb4gP43hzBmMCecwJSaB0Yjx/P6yqH190YaFlfwJP/87NBRtWBhqf3/pQXUiT531i4pCo30urf43gR7qA9Y74a3A1z17LYVwBw4X3u+88w5PPfUUc+fOJbYCa0fWZiNHjmTjxo1ce+21LFmyxOntn5s2nexVqwh/+mlCJk10evtCVJSiKHTu3JmQkBB+Oz9ZkaOK1wyfM2eOfHstRBVcLh9nzJjBSy+9xMaNG+nTp0+ZbVzp+Vhwfo6I4NtusxZXOYnw9/lrY5sPgZFz4Z9PYeNrF4ru5kPAJxRie8FPU8GYBz+fX2vYIwAGvQSN+0GQ+12HfyVQqVS2IplS1qpWTCZMycm2HnHjuQTr7wTrb1NiIpa8PCy5uRhyczHExV3+hFotmsBAtEFBaIKD0QQFoQ0OQhMUjCU/v8JxV/X98UrJRVuPt8m+x3vZ7rNMUp+fs6Vx3xqOStQ1lc3HefPmMXnyZBYuXEi3bt1clpMOF9633XYb+fn5NGnSBG9v7xJD59LT050WnKs98sgj3HnnnSxatKha2i/u5VYKnT9DfPGayQD33HOP2w5xFO7hiy++YNeuXWzdurXSbbRo0YKbb76ZmTNncvvtt+Pn5+fECGs3yUfhiMvl4+7du1GpVHTo0OGybVzJ+agoCoZTpwDQNzp/vfUfb4GpABp2gZu/A5UK+j4N9dtDQYa12A5oAJzPxw2nIS+Fe8L3oWvaGzpPAr9IFz0jAaDSai/0lpfBnJODKSUFU3KK9XcZP5acHDCZMKemYk5NLbUdKjh8tKrvj5XJRUteHmofn0qdr7p4aq093kUXDTWPT8vnUGI2/Tz2WDc0G+hwu/L+KBxR2XzcvXs3AB07dnTp+6PDhffs2bOrIQz31LdvXzZu3Fht7avOF96WgkKnt60oim2inLp0La1wnMVi4cUXX6RXr15061a12UifeuopvvrqK+bMmcOzzz7rpAhrP8lHUVHl5ePu3btp0qRJhS75ulLz0ZScjFJQABqN9Rrj09th5wLrzgEzrEV3seaDSzxeURRSsvIBH5QJK8ANZtkWFaPx80Pj54dH48tPcGcpKsKckYE5PR1TRgbm9AzMGRduq9+eBRWY08BZ74+O5mLuH3/gf911lT5fdSgeal5wUeG97lASrVVxhKsyrTP+x/RwuF15fxQVVZV83L17Nx4eHlx99dWA694fHSq8jUYjf/zxB88//zyNGjWqrpicYtOmTcyaNYudO3eSkJDAsmXLuPHGG+2O+eijj5g1axaJiYm0a9eODz74gC5dutRYjLYe7yLnF94XO3HDDZCYZJ0pVKs9/1uDSq1BpdGARoPaxwdtSAja0BA0IaH2t0ND0IaEoAkJqZHZRkXN+uWXXzh58qRT/vC0adOGtm3bMm/ePKZPn+52S5ldyQoPH8Fw/Bh+Aweikh6DWuty+ZiSksKZM2cYM2ZMhdq6UvPRcNLa261r2ABV+mH46ibrcPI2Y6zXZYs6T+3hgToyEl1k6aMYNPPnQVpaue046/3R4VxUu9/Eb75aE8FkU2S4sI73hsMpXK85P0le02tB6+Gi6ERdUNl8tFgs/Pvvv7Rp08Y2UZqr3h8dKrx1Oh0//vgjzz//fHXF4zR5eXm0a9eOO++8k1GjRpXYv3jxYqZOncrcuXPp2rUrs2fPZvDgwRw+fLjGprNXeVVfj/fFjPGn0ZrNlPc9YlE5+1U6HbqGDdFFR6Fv0ABtRCS6yAi0EdYfXYRzZhsVNWvBggWoVCpuuummUvfPmzePX375hb1795KQkICfnx9t27blhRdeoFevXiWOHzt2LM899xwbNmzg2muvre7wBZCzcSNn7rvfdl/ftAkqjRaVVmv9kk2jRaXRoNJpobTbxcfp9ag9PFF5eaL29ELt5YnKw9P629MTtZcXak9P1H5+aPz90QQEoPL2lgmMnOhy+XjxULlff/2VN954g+3bt6PX6xkxYgTvvfceQUFBdo+5EvOx+NpefUwMbJ4NRVkQ2Raue9u1gYkrTnnvjwDLly9n/vz5bNu2jaysLCIjI7nmmmuYPn06bdq0sR3nSC76Dyk5UsPVPjh1AzpPI9/n/Aw0oshkZltcKq+q/7Ye0LrsfyMhnKG8fCwoKOCtt97iq6++4vTp0zRt2pSZM2fSsmVL8vPz6XjJ3BKueH90eKj5jTfeyPLly3nssceqIx6nGTp0KEOHDi1z/7vvvss999zDpEmTAJg7dy6rV6/m888/Z9q0aQ6fr6ioiKKiC6VrdnZ2uY9Re5wvvKvhGu+L6Ro0oNEnH6PSaFAsFhSTCSwWFLMZzGYUkxlLXi6m1DTMaamYUtMwpaVhSk3BfP62OSMDxWjEEBeHIS6OvLKek68vmpBgtEHBaEJC0AYHW+8Hh1h/h4RYZxwNDUUdECAf2F1MURQ2bNhAixYtSnxgBzh9+jQPPPAAPXv2ZMCAAQQHBxMXF8eKFSsYOHAgf//9N+2LZxQ+r3v37gCsW7fOZR/0K5OPtVn2qp/s7pe6fm510WrRBARYC3F/f9SBAWj8Ay5sCwxAfb5It/0EB6MJDJT8v0R5+VhceP/555+8+uqrjBo1ig4dOrB69WoWLVpEYmIia9assXvMlZiPBfusEzl5NmkEh+dYN17/HngFVqldIS5WXj6aTCZuu+02Fi9eTHR0NKNGjcLf358jR47w448/cscdd9gV3u6Qi8Uqk5OFah905kyUwhwAdp3KJNZ0iiiPFBStF6pmg6otXiHKy8ecnBz69+/Pjh076N27N6NGjeLo0aOMHTuW22+/HaDE3CiuyEmHC+9mzZrx0ksv8ddff9GpUyd8Lpn84eGHH3ZacNXFYDCwc+dOpk+fbtumVqsZMGBApSfPeP3115k5c6ZDjynu8VYKy+trrprA8ePwaNKkSm0oJhPGxCTrWpyn4jEmJmBKTMKYlIgpKRljYiJKfj6W3FwsubkYT8WX36hOhzYwEE1QEJrAQOtPUBCaoPOzkNrun/8JDELtI71rznTw4EHS09PL/JLK39+fxMREQkJC7Lb//vvvDBw4kG+++aZE4d25c2cA/vrrr2qJuSIqk4+1jaWggKITJ9BHRZH7558ABE+ciNrP98LySmYzislk/bLNdtuMYjLavnSzu11UhKWoEKWgEEthIUph8e8CLIVFWAoLUPILMOfmYs7KAqPROoFRWhrmCgzbtKPVWr+YCw1BGxJ6/ku6kPOzDgeh9vVD4+eL2s8PtY+v7bbKw+OK/RtQXj7u2rULgAMHDrBv3z7byiKvvPKKrRd8x44dthyEKzMf87fvAMC7oR6O5kNQrHWdbSGcqLx8nDJlCosXL2bKlCm89957dmv9njlzhoCAALvj3SEXi1UmJw0aHzBnohRZC+9NR1O4Vm39m6Rq3Bf0MuJRVJ/y8nHChAns3LmTzz//3NapCjBr1iyeeuopoGTh7YqcdLjw/uyzzwgMDGTnzp3s3LnTbp9KpaoVhXdqaipms5mIiAi77RERERw6dMh2f8CAAezdu5e8vDwaNmzIDz/8YPt25FLTp09n6tSptvvZ2dlERUVdNg61p3V90Oro8S48csR22//666vcnkqrRd+wAfqGDfAp5d9AURQsubmYUlOtk5mkpVl/p6djTkvHlJ5m7T1PT8eUmorl/If24hlIKxyHTnehUPf3t/akFfemBZ0v3gMC7H8HBqLy8rpiP6xXxZkzZwBK5EKxSz84FCsernPu3LkS+/z9/fH09LS17QqVyUdLfj6mtDTrzLr16lV3iA4rOn6cwv/+Q+XlhSk5mdQ5H1iL3/M0YaGEP/mEdd6GGqAoCkpBAebsbMxZWbYfS3Y25sys89szL7mfhTkz0zbjsCk5GVNycrmXudjR6dD4+qL29UXt42Md/u7lhcrbC7WX94X7Xp4X7nt7ofI6v9/bOlxeVXzbdryXy+ewKC8fi3u8v/rqK7vlPL29vZk0aRLTpk1j//79doV3bc3HshiTkjDGx4NajZfXWevGJtfaT6gmhBNcLh///PNP/u///o8hQ4YwZ86cEp8vGjZsWOIx7pCLxSqTk0aNtbBWGayF9/qDybymsf5NKm0SQyGc6XL5uHbtWpYtW8Zdd91lV3QD3H333Tz11FNoNBratm1rt88VOelw4R1X3rqJV5Dff/+9wsd6eHjg4eHYpBJqT+vxzu7xNqWkkPDMM3i3uAq1lye6UoZkVNnBVZC4H5oNgoadUKlUttlGqcDEexaDAXNqqnWG0cxM609G8e8M609mBqbibenpKEVFKEaj7cO6I1Q63fkiPABNQKB1OGxgINrAQNSlFOoaf3/rB3tvb5d/GK9Oaed7KQMDA0vdn5yczOzZs1mzZg3Hjh0jNzfXbtbR6OjoUh8XHBxMailLuNSUyuRj5vLlJL30Mn4DB9LwgzlOjUelUtm+xKjoF0BFx4+T+eNSPJo2JW/LFrJXr4bLzPga+cILNVZ0g/V5qLy9UXt7lzmBUVksBgPmtDTr5S3pabbLW8xpada8z8zEkpOLJScHc671tyUvz/r8jUbb3winPydPT2tRfmkRX3zf09O+iPfyQqXXo9JaJ6lUabTnr50/f7t4u1Z72f+7YpfLx5ycHI4dO0avXr245pprSuyPPP9/cPHw0WK1MR/Lkr/D2tvtedVVaBK2WDc26u1QG5XJR1H3XC4fi1f4eeONNxx6Dbk6F4tVJieNWl8AVIY8zmTkk5iUQHuPY9adlVhGrJjko6iIy+Xjxx9/DMCTTz5ZYl9gYCBqtZqrrroKLy+vEvtrOicdLrwvVvwBvLYlSmhoKBqNhqSkJLvtSUlJtg8vNUFl6/Gu+uRqiqKQ99cWMr//npx168Bs5sasbGK++rJ61kQ8sAL2/QBaPTR0fIifWq9HXc56nZeyFBRgzsiwFusZmVhysjFn52DOtvai2XrTMrMwZ2Vae9kyM1GMRmvB7mDvOgAqlbUA9/W19rL5+aH29UHj62fd7ueL5vxQWLvbPtaCRO1d3OPmjcoNl6wp/iNUWMprcNu2bQwZMoSsrCx69uzJhAkTCAwMRKPRsHnzZtatW1fi28NiBQUFeNeyifaKJwa05Oc7vW2dTsejjz5a6j5TaiqZS5dhPB2PNjKS/K1/U7BvH0opBZRXhw6gKCiKBf9Bgwi69VYK/v0XlU6HdznrOrsTtV6Pul49h0YWKBYLlvx8azGek2O9rCUvH0tBPkpBAZaCAiz5BRfdL7RuK8hHyT+/v6DAOmz+4vsFF0YcKYWFmAsLITPT6c9ZsVjKPeZy+bhnzx4URSlzmF18vPXynpiYmBL7amM+liV/+3YAvFs3hZTfQaVxuPC+XD4KUexy+fjbb78RGxtLu3btHGqzNueiSWctvNWGHLYcS6OXeh8alQJhV0NAyR7+ipJ8FBVxuXxct24djRs3pkWLFiX2nTp1CovFUmKYebGazslKFd5ffPEFs2bN4ujRowA0b96cJ5980nbxurvT6/V06tSJdevW2ZYYs1gsrFu3jilTptRYHOria7wLKj/UXDGbyd24kdT/+5TCf/+1bddFRxM971P0lRzOV66kA9bf4a2qp/1SFPc+OVKsK4qCkp9vK8ptv4tvZ2SWvu/8UFgUxdrblpODqapPQKezFeF2Bbm3l3UmaU+P8789UXvoUdlt87D2xHl4ovLQo9brz89IrT7fu6ax/S6+XRFhYWEApKenl/h3u+222zCZTGzfvr3ETJDFH/5L+0NmsVjIysqiVauae204g/r8fBWWvLKmDqw6S0EBWStWoNJq8endm5T3ZpO1apX1tVYKTWAg+pgYtBERhN53L54tW5Y4xqcGl0B0JZVajeb8F2DOvBRAsVhs17Jb8gtQCvIvX8QXXFy454PJhGI0oZjNKGYTmMzWiStN57eZTNbthw+VG0tZ+QgXhpmXVliDdZkVT0/PEisN1NZ8hPN/vw0G1Bf1zBX3eHsHZkA20KQ/eAe7KEJxJSsrHzMzM8nNzbW7pKMianMuAph11vdIjTGXv06kca3Gen03zQa4MCpRV1wuH3NycsrMx2XLlgGU+BwLrslJhwvvd999l+eff54pU6bYhrtt3ryZ++67j9TUVLeZ7Tw3N5djx47Z7sfFxbFnzx6Cg4OJjo5m6tSpTJgwgc6dO9OlSxdmz55NXl5eiWsDqpOqeFbzUnq2KqLwwAHOPjYVwynrmqYqLy8CR48m4MYb8Lzqquobdmo2Qur5a8jDr66ecziJSqVC5eOD2sfH8YK9qOjCUNfci4e95mLJvXDbnJuDJTfv/P4c6/6CAiz5+Sj5+SjG82teGo1YjEYsbjTDdqtWrVCr1Rw+fNhu+7Fjxzh69Cjjxo0r8cfqv//+4/fff8fX15fmzZuXaPPo0aNYLBa72VxrA001F96K2czpyffaeuwu5tmuLV6tWqMYDehjYvDp1Ru1txe6hg1r3Yii2kalVtuGzFON9ZtKW/7bbVn5CBcK79KK8i1btrB161buvffeEhOe1tZ8LDx4kLjRY9CGhtLsj42ANTcNx08A4JWyDDyA9je7LkhxRSsrH4tHeyY7eMlbbc3FYha9HwAaYx7bjyfxovr89d1XVX0eISHKU1Y+Fo/qLS0fi5cXg9I7ilyRkw4X3h988AGffPIJd9xxh23biBEjaNWqFS+++KLbFN47duygX79+tvvFk0hMmDCBhQsXMm7cOFJSUnjhhRdITEykffv2rFmzpsxJbapDZXu8LYWFpH/5JakffYxSWIgmIIDAMaMJnjgRbWgoAEajkYWffw7AxIkTnTvcPO0YWIyg94PA0q/xre1UKpXtek/t+W/ZKksxGm2FuPWnAEt+nrUwL95eWIhSZEApKsRSWGTtgSsqRCksQjEUXbTN+lsxGKxDV83mC8vCmc0oFrO1x60Cw1rBeu1L27Zt2bFjBxaLBfX569mLr/06duwYiqLYir9jx45x0003YTKZaN++falF4T///ANAnz59qvTvVtOqa6h50fHjJC/6guX5eShBgfTTaNCazQB4tmpFxLPP4t2x9gwTF9WnrHyECzOaf/nll9x33322GZTj4+O5/fbbCQsLY8aMGSXarLX56OUFZrN1Ir7zio4eBUVB46tD62GwfuBvNcrhto1GIwsXLgSq4f1RXDHKysegoCAaN27MwYMH+f333xkwwL7H9/Dhw6UOea2tuVjMcn6oeWFuJg3z/iVAn4/iHYqq4f+q1K7ko6iIsvLRx8eH6Oho/vvvP7Zs2UKPHj0A6+tq8uTJJCYmApRYgQdck5MOF94JCQm2J3WxHj16kJCQ4JSgnKFv3752k0CVZsqUKTU6tPxSKs/idbwrfo238dw5zjz0MIX//QeAT+9eNJg1C80ls08rimKbcVpJ/A8iW4Cu5KQCDstNhp/Oz4QZfrXMJFsBKp0OjU6Hxt+/Zk9cwYlTRo4cyYwZM/j7779tuR0dHU337t3ZunUrPXv2pGfPnsTFxfHTTz8xbNgwDh8+XOb1MmvXrkWr1XK9E2bTr0nOHmpesHcvqf/3Kbnr12PSaEgfOwaAeq+9RvDQIShFRdbJCIW4SGn5WFRUxIEDB+jVqxfHjx/nf//7H0OGDCElJYUffvgBi8XC6tWrqVfKEPxam4/nc8OSn49iNqPSaCg8ZO3p8PQ7n6O9Hq/Ue5Dd+2MFJr0TdVdp+QjW5bjGjRvH0KFDueGGG2jSpAnJycls2bKFli1b2oa3Xqy25qKNh7XwNhVk0VttvbRR1XQAqKs2ulLyUVRUWfn45JNP8tBDDzFo0CBuvvlm/Pz8WL16NTk5OXh7exMZGVnqpGyuyEmHp2tu2rQp33//fYntixcvplmzZk4Jqq5Qexav412xwjtv2zbiRo+h8L//0AQGUu/VV4n65JMSRXcJn10Lr9WHuT3hl2mwdzGkHK7QLLsXTp4Km96GOR0gfot1Qptu91X88cJt3X333Wi1Wr766iu77T/++CNjxozh4MGDzJ07l4yMDFasWGG7vru062Xy8/NZvnw5119/PfUdGNrvDpxReCuKQt7WrZx75llOjhtP7vr1oFLh2//C6Bv/oUNQ6/VSdItSlZaP+/fvx2Qy0aNHDzZs2EBYWBhz5sxh2bJlDB06lB07dtC7d8kJxmp1Pl6UH8U5WXTkfOEdUAQhTaG+jBQR1aus98exY8eyZs0a+vTpw9q1a5k9eza///47rVu3tlumq1htzkUbD2vnga+q0FZ406S/CwMSdU1Z+fjggw/yyiuvEBQUxKJFi/jhhx/o2bMnq1atIj8/v9SOIlflpMM93jNnzmTcuHFs2rTJdo33X3/9xbp160otyEXZinu8FaMRxWQq8xpARVHI+Oprkt54A8xmPFpeTdQHH6Br0KDiJ1MskLjP+lPMKxjCrrLORukZAN4hoPO0FuQWMxSkQ8ohSD4IOReNZqjfAa6fDfXbO/6khdupX78+48eP57vvvuPNN9/E7/wH3nr16pWZ03feeWep27/55htyc3Pd5pITRxQPNVeMRhSDweFZ6A3x8Zx76mkK9uyxbQu48UZCJk9G1bABvP66M8MVV6jS8rFTp052PUG//fZbhdqq1fmo16PS6ayX6uTkoPH3p+Bf6/uXR5AJYnvJiCtR7cp6fwQYPHgwgwdXbP3q2pyLxdSe1ufeWJVAa/VJ68Ym/cp+gBBOVlY+qlQqnn32WZ599tkSjylrFIWrctLhHu+bbrqJf/75h9DQUJYvX87y5csJDQ1l27ZtjBw5sjpivGKpL1pPLu+vvzj39DQKDx60O8ZSVETCM8+S9OqrYDbjP3w4sV9/7VjR3WYsPHYAbvoMukyG6O6g9bQW1vFbYN/3sH0e/PEG/P4irJsJG16Bvz+G4+svFN2RbWHkp3D3eim6rzCvvPIKBQUFfPDBB5Vuw2Qy8dprrzFixIhSe9/cnfqiSakcuc7bnJtHypw5nLh+OAV79qDy9sb/uqHEfPUl9d94HY/G5a9rL8TFJB+tinu9zbm5mHPzKDxgXU3DO6wIYkquZV4RZotCXGr1rVwgrjxVzccrIRfhQuFdXHQr9TuBb7gLIxJ1UW1/f6zUcmKdOnUq0c0vHKe66Brc0/dah21n//ILkS88T8CoUeSsWUPy7PcxxseDWk34k08SPHGC47McN+oDAQ2gzWjrD4Cx0NqbnXYMss9CYba1EDcVASpQq6294MFNIKI1hDYFryAnPXPhbmJiYli0aFGJte0dER8fzx133FFrlhW8lEqnQ6XXoxgMWPLy0JRyPdDFFEUha+lSkt9+B3NGBgDe3btR/5VXHPtiTIhLSD5aqf18MaenY8nNpWD3brBY0PmY0HlbIMZ+rpkP1h1lx6kM2jUMIDrEh8ZhPhhNFlrW96fQaMHPU8v6Q8n83x/H+e9MOrc7YcoTUTdUNR+vhFwE0PvYX9aoal6x3n4hnKm2vz9WqvAWzlE8c/bF13grBgMJzz1P4ksvoxgMAGjDwqj/1pv4dO9euRMFl9LjpvO09lpLz/UVS1EULBWc3Rys16xVRePGjXnxxRcrdKwjcdUktbc3ZoOh3B5vY3IySa+9Ts6aNQDoY2MJe+wx/AYNlOW/RJncPR/d7bWr8fXDCJhzcijYvQcA7zADBWHtSTIGsnfPWY4m5bL1RBo7T1m//PrjSEq57coHHwE1l49XwnsjQMOLVv1RtF6oZCk/4WQVff3X5PsjODcvK/z+o1ary31TVqlUmEymKgdVl1xcdDdasYLcjRtJ+eADFIMBta8vwZMmEjxhIhpfn8u0UgqzEW/lfPEQ0NCJEYvaQqVSke1Ga4ZfLCMjw26pJHeh9vHBnJmJJS8PY1IS+du2oQkKRhMQgCUvF3NmFvnb/iFr+Qprca7VEvbIw4RMmlTuOs3e568hF3WTWq0mMzPT1WGUqvjvRGmzvrqS2tc6i7IlJ5f8HdsB8A4v4t1zLZn39sYSx+s1aowWC4oCIT56Coxm8g1m2/4wPw/Gdm7I9hMpFCZp8dRVbTZmUXv5+vpy7tw5DAYDegfn86hO2dnZbvneCKCOaAmBMZCXimrYO05dTlbeH+u2hg2tdYq7fmbNyspyWvFd4cK7tKURim3dupU5c+a49Td17s6rcyc8WzTHs0Vzgm4ejyk5GV1UFOoKLgl1KX1hKk8yFzQeECCTOtVFFouFTZs2uTqMEvLz89m5cycB5c3G7wLF13nnbNxI+ucLbKNOSuPZri2Rzz2PV5vW5bar1+t58sknnRanqH1CQ0P577//yMrKcrvX/ubNmwHrHC7uRO13fvmitFTy9/6LCtCFmvlN0wdPtZrGob50iA6kYZA3DYK8uL5NPQxmi62gLjKZSc4uol6AJ8k5RUT6e6JWq1i515+Hv82mmb+vWxVdoub06dOHI0eOsHnzZvr3d5+Zuf/44w/3/Szt4QuP7LVOwOvELwfk/VHceuutzJgxg82bN9O3b19Xh2NHURQ2btyIRuOcL2orXHjfcMMNJbYdPnyYadOmsWrVKm699VZeeuklpwRVl0S88DwFO3YQOXMmKAqJ+9ZTmHaagLD6BOZrwexvvdba0XUSs85Yf/vXd+ofSFF7tG3bll27dnH48GFatGjh6nBsfvrpJwoLC5kxY4arQymheGbztLn/B4ASEYlRpUZnNuMR4IfGxweP5s3xGzgAn549UUluiQp67bXXmDRpEsuWLWPixImuDsfON998g06n49FHH3V1KHY0vtbJnLJWrERlMpHvo/DoVY2Z2KOADuFX4e/hTyP/Rnaj8Twveq/00GqICrbmdP3ACxd192kWhkat4mhyLvFp+USHSG9bXfPxxx+zcOFCvv32W7cpvOPj49m6datbvV+XoFLZVhNQLBbyt23HmJiAV9t26BvFut3lKqJ2iI21vna+/vprnnnmGbca9bF161bOnTvHiBEjnNJepS51OnfuHDNmzGDRokUMHjyYPXv20Lp1+b0+oqTgW26BW24BYN+cMbRJL7lMjAUV+bpgjH4N8Qiqj5dfMCq/ehAYBT5hoPUAtc76bSQqMORB/N/WB8sw8zrrm2++oXXr1gwfPpxNmzYRGRnp6pDYvXs3kydPRqvVMm3aNFeHU8LFM5ubfLzx6X6Wlp5JpCj+HFY1pdDLB010APV8FRoXFaD3cvASEFFnTZw4kcmTJzNlyhSuuuoqunXr5uqQAHjrrbdYvnw5MTExrg6lBLXH+Z7r86t9rOqo4W+PfP7e+a7tmHAv66zKAZ4BNAlogofGg4yiDAI9AikwFWAwG8g35ZNRmIFZMZNdlE2RuYhxvR9mYKNriQio3KgyUbtptVr8/PyYP38+Xbp04Z577nFpPKmpqQwbNgytVsv8+fNdGktFmHNyiJ90J4X799u2aSMi8OnWDZ9reuDZpg36mBj5clpU2KBBg/j555+55557mDdvnlsU33FxcYwZMwatVsvXX3/tlDYdKryzsrJ47bXX+OCDD2jfvj3r1q2jV69eTgmkrju++w9b0b1HdTWB5nTqqdLxUBlRo+BrTIP0NEjfW6H2jGj5mjGQGs6tRiM6na46wxduqEWLFrz88ss8//zzNG/enJEjRzJs2DDCwsJq9PVQVFTE6dOnWbZsGb/88guKorBhw4YaO78j1BddZ+ZzVQ6NPa2zZoapsgljFxQAh3+Bw2BcoeGkZ1PyQ9sS0KQzkY3boYlsBR5+JdYXNhqNtj/at956a/X8+2ectF5/Jz0Obuvvv/+ma9eu9OzZk8GDB3PTTTcRExODRyUvKaoMRVHIzc1l7969fPfdd+zduxd/f3+OHTtWYzFUSOJ+1EeX2u4WaeGftmoebP8g+1L3sStpF7nGXJILkgFILkjmaMbRCjWttqjh4D5OJRbRs/GtwJV/rbfRYgQF8k355BpzMZgNFJgKyDHkYDAbyDPlkWvIJd+YT6G5EA+NBxNaTXB12NUqKSkJX19fJk+ezPz58xk/fjwtW7bE29u7RnpuTSYTqamprFmzhiVLlpCXl8eTTz5Jz549q/3cVZX+5ZcU7t+PSqfDo+XVFB04iCkpiawVK8hasQIATWAg3l264NG8ObqGDdDVr49arwedDrVej0qnQzGZKExNZel//6HSaKrv/fEKYTEYrP+GV6DVq1fTsmVLPv/8czZs2MAtt9xC9+7d8fPzq9Ei3Gg0kpCQwKpVq1ixYgVGo5F58+bhe37OkaqqcOH91ltv8eabbxIZGcm3335b6tBzUXkZ698H4B//wXSd+j0FBjOnM/M5l5ZNakoSCaePkZkQhyErAR9LHvVVadRTpROsykGPER0mfFSFqFGop0pHAU6poiCv7MXjxZVv2rRpBAcH8+STT/Ltt9/yxRdfuCwWrVZLcHAwy5cvp3tlZ+ivZr59+5C3bRtZVzXkqpi1ZKoCCXjkTwzpp0k+/i+ZCUfRnd1OeNFJglXZxBYdhrOH4ewPcNHl9AUaP/K8G2L2CERRqSj0jODUGevqAk7PR5MBDq6ElQ9Br6nQW66Vc1cdO3Zk586dDB48mN9++42ff/7ZZbEUT5japUsX/vrrL7TlTA7oChryAesQ8Z//p6JR+Fjua3efbX9WURYnsk6gV+tJK0zjaMZRzIqZYM9gMosy8dJ64anxxEvrRaBnIDq1jsS8RJ7f9Dwe2R6cyj7lUD4qioLBYqDAWEC+KZ88Yx6FpkIUFNQqNQWmAorMRbbjDWYDapUai2LBZDFhVsyYLCYUFMwWM2bFjIKCwWzAbLFOAqegoEKF0WKkyFyE0WLEZDFRZC5CURQUFIrMRbZtZouZIkuRNQ5FwaSYKDAVkGfIw2AxUGQqIteYi4Jjf3cifSKv+MJbq9WSm5tLhw4d2LlzJ9u3b3fJ5yWdToeHhwezZs1yu8s9SmMxGMj44ksA6r32GgHDr8dSWEjBrl3kbdlC3t//UHTsGObMTHJ++42c30qO5LyYSaMhfuwYQD6vlsWcm8e5J58kd8MG1D4+aCMj0UVGoo2MQBcRgTY8Am14ONqIcHTh4WhCQmrlaIMDBw4wevRoVq5cyZtvvunSCbt1Oh0+Pj588cUXjB492mntVviddtq0aXh5edG0aVMWLVrEokWLSj1u6dKlpW4XZctMS6FN9iZQQUj/hwDw0mtoGu5H03A/uLoB0BEAk9lCUk4Rx5NziU/PZ29OEXlFJkxmCz4eWjRqFYEF8Qzfc99lzijqksmTJzN58mRMJhNr1qxh//79FBUVlf9AJ/H19bX18rm7wJtuwm/kKI683AmVAmda3k1gYDQegdFENb6GqPPHWcwWDh7ez5n//sIUvwP/7KM0IZ5IlXVJIy9zDl45ByHHerwBLagerlpwpiJIOw5pxyBxH6Qcst5OPQoWo/WY+H/AYnZ8TghRY9q2bUtCQgIA27dv56+//iIrK6tGY2jYsCHXXnstsbGxNXpeh0S25ty1D6Ld/xl/NlPzY3cdc/43ye6QAI8AOoR3sN3v3bB3uc0qisKc7XNs98/kniHdkE5CXgLncs+RnJ9MvimfAlMBGYUZpBemk2PIsW27EujVejw0HnhpvfDV++Kh8cBb542fzg8vnRdeWi9CPENcHWaN0Gq17Nu3D4Bjx46xfv16W37WxLlbt25tG2JeW+SuX485MxNtRAT+Q4cAoPb0xKdHD3x69ABAMRop2L+f/O07MJ6Ox3DyFKbUVBSj0e4HlQouWt1HlC7988/IPT9S0JKXh+H4cQzHj5f9AK0WbWiorRC/tDDXRljvq3193e66/CVLlgDWyy9+++03jh6t2EgmZ/H29qZ9+/YMHDiwWtqvcKbfcccdbvefc6U4sHYBPVRGTqpjaPr/7d15eFNV3gfw783adEkXutPSIq2VtVQ2gWEvFFAGUIQBXqDIyKjwOugLogiK4ohgURx1wFcF1AEZfQeQUZZBKDsygFQoYIVKWbsApbTpnuS8f6S9ErqQ0mzQ7+d58jS59+Tcc0/PL8nvrvH1JycqpQLN/XRoftOFYmqKg2HgCeDtRfZtKN3VVCoVHnnkETzyyCOubopbO3owFZ1FJiqgQsygP9VaRqFUoHWbDmjdpgMAwGQW+CW3CPvPZaOk6AaKrudCceMcROkNtCz/Gf2KG7hn03AFuHwUyE4D8k4CVzKAq78A5jq2/nr4Ae0fBwYvZNJ9F+nSpQu6dOni6ma4payrxXjs13bAhCRog3fAo7IterRs3uh6JUnCI/c9goKMAgDAo988CpPCVP+baqFVauGp8oSHygMSJJhhlveum4UZAgIeSg+YhRkKhQIqSQWVwvKQIEEhKaCUlJAkCRqlBkrJErcKSQGTMEGtUMND6SHP0yg1UEgKKCQFNEoNVJLK8lehglaphYfKQ65Tp9LBS+0FrVILtVINH7UPNErL4ameak+oFTyUtzYxMTGIiYlxdTPcXsE/LTvYfEeMqPM2mpJaDc+EBHgmJNQ6/2bnXppj1/bda4QQKNy0GQAQMmcOvH73OxhzslGZk4vKnGwYc/NgzMuDMTcXlVfyYLp6DTAaYczJgTEnB/Vt1pA8PaEOCpITcVVIMFTNAqFqFgBlQACU/gFQBfhDGRAAhYeHc1a4SmBgIMZVXQPrXmJz4r1q1SoHNqPpEkIg6Je1AICrsY8j2k4bNzSqu+8QEyJ3UHrgUwBAhn8/tPcNtuk9SoWE1mF6tA7T1zo//73eQIHluaGsEgHV52gJARRetuzBvpoBXPoRuHAQKKpjj4vWFwhoCYS2A4JaA4H3A0FxlvupcsMo3UMKSivR3N8DefpjAICR9w+x28b/8a3H48PNHwIA1Ao1IvQRCNQFooVPCwTqAqHX6OGh8kCARwACPALgrfGGl9oLOpVO3lOsUtw9eyiJ7KUyJwfF+/YBAPweHWmXOr26dgGOHbNLXfeiisxMVGRlQdJo4Pvoo1B6e0F7X8s6ywujEcarV2HMy0Nlbm5VUl6VnOflorLqtbmoCKKkBBXnzqHi3LnbtkPh6WlJxgMCoPK3JOOqZpbkXBnwW4Kuqiqj0NW3g7Dp4jeHi/1n62p0M2eiQqgQN3iqq5tD1KSdSD+Krje2AhLg09N+V7n1bjcU2Gs5vN/7lw1A3k/AtdNA3qk6kmwJCIwFwhOAkLZA0ANAcBvLXQqYYFMT0DHSD2+P98Pkf1+FVumBP3d/1G5167W/bSDbN3Yf7+VNZKP8zz4HzGboOneCxk53QtC2aSMn3sLU8KNP7nUlR48CAHQJCVB63/5OKpJKBXXVOeD1pb7mkhIYr1ypSs6vwJibC2NeLozX8mHKvwZj/nWY8vNhvH4dqKyEuaQE5pISVF68aFvD1WooPT2h8PaGwsvrt4e3NxRenvJrpTytar6ndRmllxckJ13w0BmYeLtQQd5FtPrhZQDAscjx6Owf4uIWETVd+YUGmNY9Ba1UiQyvzojrNMh+lbcZAez9h+X5t88CuOmQcUlpSayD7gdC2gEtHgLCOlbdHpCo6dp2fgsAYFDUQHipees+Ilcq//Us8r+wXFQt0I63X9O0aGG1DG3bNvJrIYQlIczNhfHaNRivXYMp/zrMJSUQZaUwl5UDZpPlomxmYTmKTAhAmC3TBCApJECthqRSQVJV/VWroPD0hMLbBwofbyh9fKDQ6SB56KDw1EHh7Q2lt7flHGgXn39fln4CAKBrb9/bNis8PaGJirrtBhQhBMwGA0zXqpLx6/kw5ufDlH/9lgS9atq1a5bz9ysrYbpxAyZ7XMNEkqyTdy8vSBpN1f/U8sBNzyWVClCrrP/nKiWgUll2XliNF/Mt48cMUf3cbAYg4Nm1K/SDBzd+PcDE23WEQO6qiYhDAc4qWqDduL/YfRG8JQOR7U79/QX0NP+MIngibNzf7Ltnudl9UCsVgKkCaN4ViOhg2ZPdLBYI6wBomFQQ3cwszPj+3PcAgKToJLvXz+9HoobJfWshYDTCq09vePfpY7d6JaUSKrMZwmzGteXLURbTChVZWajIOoeKrCyIUtde1FDy9LQk4T4+v/3V+0Dh6wulnx+Uvr5Q+vpB6auHUq+HQq+XX9vjvOiyqov/ebRr3+i67oQkSVD6+EDp4wONDRfkFELAXFwMc1GR5W9xMUwGQ9XzEnmaWZ5WDHNJdZmb5lc9YDYDVcm/2WBw/ArXRqFk4n23EwAuPZAM/ZEslI1cAQ9PH7vWr9FoMGcOL1hBZKvOj8/CxRWHgb4vIaJ5nF3r1mg0mDN3nl3rJLqXHbtyDHmlefBSe6F7uH1vP8jvR6KGqbx0CaU/HgXUaoS8+KJd69ZoNHi2Xz9cfOpplAEo27bNuoBS+dtFv6rPH/b2hsJDC0nrAUmpACSFZWO5QrIcklz9WpIAs9lyFXWjEcJYCRiNEFWHTpuKDDAXFcFkKIIoLYO5rAzm0hKYDcVywi9KSmAsKQHy8hq8bpJWC6VeD6WfLxR6X8tzX19Lku7nB6W/v+Wvn7/lub8fVH5+kKpOf6nMy0NZRgYAQNfBNYl3Q0mSBGXVEQONJYSAKC29KYH/LSG3/E+r/p9GI0Sl0fp/XD3NZKz6n1umQQhAoag5VhRS1S3YJMt8CZbXksKufc/E20UkSUL/309E0YDHEObFvV1ErqYNaomIWQd4VXAiN9DcuzlmPDgDFaYK+YrcROQa6ubN0WrLZpQcPgJty7ov7HWnvHv3ht8fxqDibBY00dFVjyjL34gISC44QkVUVlr2whYVwVRUBHORAWZDUVWyXghTwQ2YCgosh1MXFMBUWAhT4Q2YbxTCVFQEmEwQ5eUwXrkC45UrDVq2wssLSn9/ywuTCbqEBKjDwx2wlu5NkiRInp5QeHoCQUGubo5dMPF2MR8m3UTug0k3kVsI8gzClPZTXN0MIqqiCgyEfrD9T/sALHsWw+bPd0jdd0pSq6Hy9weqE+AGqD7c2lRwA+bCG1XnOhda/hbegLnq3Gfj9eswXS+A6fp1S/JeUACYzb8dZl3Ff9xYO64ZuRIT73uU0WjEV199BQAYPXo0VC6+OARRU8Z4JHIfjEci93EvxqP14dbNbX6fMJthLiyEqaBATsoltQpev/ud4xpLTnX3j26qldlsxunTp+XnROQ6jEci98F4JHIfjMffSApF1TnffjZdyIzuPgpXN4CIiIiIiIjoXsbEm4iIiIiIiMiBmHgTERERERERORATbyIiIiIiIiIHYuJNRERERERE5EC8qrmDCCEAAIWFhS5ZfkVFBcrKyuQ2aDQal7SD6E5Ux011HDUW45GocewZk4xHosa5l74jGY90t2tIPErCXlFLVi5evIjIyEhXN4PornbhwgVEREQ0uh7GI5F92CMmGY9E9sHvSCL3YUs8MvF2ELPZjMuXL8PHxweSJNVaprCwEJGRkbhw4QL0er2TW3j3YD/Z7l7pKyEEioqKEB4eDoWi8WfEMB7th/1ku3upr+wZk4xH+2Jf2eZe6idnf0feS33naOwr290rfdWQeOSh5g6iUChs3gqp1+vv6gHnLOwn290LfeXr62u3uhiP9sd+st290lf2iknGo2Owr2xzr/STK74j75W+cwb2le3uhb6yNR55cTUiIiIiIiIiB2LiTURERERERORATLxdSKvV4tVXX4VWq3V1U9wa+8l27Ks7x76zDfvJduyrO8e+sx37yjbspzvHvrMd+8p2TbGveHE1IiIiIiIiIgfiHm8iIiIiIiIiB2LiTURERERERORATLyJiIiIiIiIHIiJt4t8+OGHiI6OhoeHB7p164b//Oc/rm6S0+3evRvDhg1DeHg4JEnChg0brOYLIfDKK68gLCwMOp0OiYmJOH36tFWZ/Px8jB8/Hnq9Hn5+fpgyZQoMBoMT18LxFi5ciC5dusDHxwfBwcEYMWIEMjIyrMqUlZVh2rRpaNasGby9vfHYY48hNzfXqsz58+fx8MMPw9PTE8HBwZg1axaMRqMzV8VtMR4Zj7ZiPDpHU49JxqNtGI/OwXhkPNqC8WgDQU63du1aodFoxIoVK8SJEyfEk08+Kfz8/ERubq6rm+ZUmzZtEi+//LJYt26dACDWr19vNf+tt94Svr6+YsOGDeKnn34Sv//970XLli1FaWmpXGbw4MEiPj5e/PDDD2LPnj0iJiZGjB071slr4lhJSUli5cqVIj09XaSlpYmhQ4eKFi1aCIPBIJd56qmnRGRkpNi+fbs4fPiweOihh0SPHj3k+UajUbRr104kJiaKo0ePik2bNonAwEDx0ksvuWKV3Arj0YLxaBvGo+MxJhmPtmI8Oh7jkfFoK8bj7THxdoGuXbuKadOmya9NJpMIDw8XCxcudGGrXOvWDzKz2SxCQ0PF22+/LU8rKCgQWq1WfPnll0IIIU6ePCkAiEOHDsllNm/eLCRJEpcuXXJa250tLy9PABC7du0SQlj6Ra1Wi6+//louc+rUKQFAHDhwQAhh+dJQKBQiJydHLrNs2TKh1+tFeXm5c1fAzTAea2I82o7xaH+MSWuMR9sxHu2P8WiN8Wg7xmNNPNTcySoqKnDkyBEkJibK0xQKBRITE3HgwAEXtsy9nD17Fjk5OVb95Ovri27dusn9dODAAfj5+aFz585ymcTERCgUChw8eNDpbXaWGzduAAACAgIAAEeOHEFlZaVVXz3wwANo0aKFVV+1b98eISEhcpmkpCQUFhbixIkTTmy9e2E82obxWDfGo30xJm+P8Vg3xqN9MR5vj/FYN8ZjTUy8nezq1aswmUxWAwoAQkJCkJOT46JWuZ/qvqivn3JychAcHGw1X6VSISAg4J7tS7PZjBkzZqBnz55o164dAEs/aDQa+Pn5WZW9ta9q68vqeU0V49E2jMfaMR7tjzF5e4zH2jEe7Y/xeHuMx9oxHmuncnUDiMh206ZNQ3p6Ovbu3evqphA1eYxHIvfBeCRyH4zH2nGPt5MFBgZCqVTWuIJfbm4uQkNDXdQq91PdF/X1U2hoKPLy8qzmG41G5Ofn35N9OX36dHz77bdITU1FRESEPD00NBQVFRUoKCiwKn9rX9XWl9XzmirGo20YjzUxHh2DMXl7jMeaGI+OwXi8PcZjTYzHujHxdjKNRoNOnTph+/bt8jSz2Yzt27eje/fuLmyZe2nZsiVCQ0Ot+qmwsBAHDx6U+6l79+4oKCjAkSNH5DI7duyA2WxGt27dnN5mRxFCYPr06Vi/fj127NiBli1bWs3v1KkT1Gq1VV9lZGTg/PnzVn11/Phxqw/+bdu2Qa/Xo02bNs5ZETfEeLQN4/E3jEfHYkzeHuPxN4xHx2I83h7j8TeMRxu49tpuTdPatWuFVqsVq1atEidPnhRTp04Vfn5+VlfwawqKiorE0aNHxdGjRwUA8c4774ijR4+Kc+fOCSEst2fw8/MT33zzjTh27JgYPnx4rbdnSEhIEAcPHhR79+4VsbGx99ztGZ5++mnh6+srdu7cKbKzs+VHSUmJXOapp54SLVq0EDt27BCHDx8W3bt3F927d5fnV9+eYdCgQSItLU1s2bJFBAUF3TO3Z2gMxqMF49E2jEfHY0wyHm3FeHQ8xiPj0VaMx9tj4u0i77//vmjRooXQaDSia9eu4ocffnB1k5wuNTVVAKjxmDRpkhDCcouGefPmiZCQEKHVasWAAQNERkaGVR3Xrl0TY8eOFd7e3kKv14vJkyeLoqIiF6yN49TWRwDEypUr5TKlpaXimWeeEf7+/sLT01OMHDlSZGdnW9WTlZUlhgwZInQ6nQgMDBT/8z//IyorK528Nu6J8ch4tBXj0TmaekwyHm3DeHQOxiPj0RaMx9uThBDC/vvRiYiIiIiIiAjgOd5EREREREREDsXEm4iIiIiIiMiBmHgTERERERERORATbyIiIiIiIiIHYuJNRERERERE5EBMvImIiIiIiIgciIk3ERERERERkQMx8SYiIiIiIiJyICbeRERERERERA7ExJucLjk5GZIk1XicOXPG1U0janIYj0Tug/FI5D4Yj2RvKlc3gJqmwYMHY+XKlVbTgoKCrF5XVFRAo9E4s1lETRLjkch9MB6J3AfjkeyJe7zJJbRaLUJDQ60eAwYMwPTp0zFjxgwEBgYiKSkJAJCeno4hQ4bA29sbISEhmDBhAq5evSrXVVxcjIkTJ8Lb2xthYWFYsmQJ+vbtixkzZshlJEnChg0brNrg5+eHVatWya8vXLiA0aNHw8/PDwEBARg+fDiysrLk+cnJyRgxYgRSUlIQFhaGZs2aYdq0aaisrJTLlJeXY/bs2YiMjIRWq0VMTAw+/fRTCCEQExODlJQUqzakpaVx6ym5HOPRgvFI7oDxaMF4JHfAeLRgPNoHE29yK5999hk0Gg327duH5cuXo6CgAP3790dCQgIOHz6MLVu2IDc3F6NHj5bfM2vWLOzatQvffPMN/v3vf2Pnzp348ccfG7TcyspKJCUlwcfHB3v27MG+ffvg7e2NwYMHo6KiQi6XmpqKzMxMpKam4rPPPsOqVausPgwnTpyIL7/8En/9619x6tQpfPTRR/D29oYkSXjiiSdqbDVduXIlevfujZiYmDvrMCIHYjwSuQ/GI5H7YDzSHRFETjZp0iShVCqFl5eX/Bg1apTo06ePSEhIsCq7YMECMWjQIKtpFy5cEABERkaGKCoqEhqNRnz11Vfy/GvXrgmdTif+/Oc/y9MAiPXr11vV4+vrK1auXCmEEOKLL74QcXFxwmw2y/PLy8uFTqcTW7duldsdFRUljEajXObxxx8XY8aMEUIIkZGRIQCIbdu21brely5dEkqlUhw8eFAIIURFRYUIDAwUq1atsqHXiByD8ch4JPfBeGQ8kvtgPDIe7Y3neJNL9OvXD8uWLZNfe3l5YezYsejUqZNVuZ9++gmpqanw9vauUUdmZiZKS0tRUVGBbt26ydMDAgIQFxfXoPb89NNPOHPmDHx8fKyml5WVITMzU37dtm1bKJVK+XVYWBiOHz8OwHIYjlKpRJ8+fWpdRnh4OB5++GGsWLECXbt2xb/+9S+Ul5fj8ccfb1BbieyN8ch4JPfBeGQ8kvtgPDIe7YmJN7mEl5dXrYereHl5Wb02GAwYNmwYFi1aVKNsWFiYzeeaSJIEIYTVtJvPdTEYDOjUqRNWr15d4703X0RDrVbXqNdsNgMAdDrdbdvxxz/+ERMmTMC7776LlStXYsyYMfD09LRpHYgchfHIeCT3wXhkPJL7YDwyHu2JiTe5tQcffBD//Oc/ER0dDZWq5nBt1aoV1Go1Dh48iBYtWgAArl+/jl9++cVqS15QUBCys7Pl16dPn0ZJSYnVcv7xj38gODgYer3+jtravn17mM1m7Nq1C4mJibWWGTp0KLy8vLBs2TJs2bIFu3fvvqNlEbkC45HIfTAeidwH45FswYurkVubNm0a8vPzMXbsWBw6dAiZmZnYunUrJk+eDJPJBG9vb0yZMgWzZs3Cjh07kJ6ejuTkZCgU1kO7f//++OCDD3D06FEcPnwYTz31lNXWwPHjxyMwMBDDhw/Hnj17cPbsWezcuRPPPvssLl68aFNbo6OjMWnSJDzxxBPYsGGDXMdXX30ll1EqlUhOTsZLL72E2NhYdO/e3T4dReQEjEci98F4JHIfjEeyBRNvcmvh4eHYt28fTCYTBg0ahPbt22PGjBnw8/OTP6zefvtt9OrVC8OGDUNiYiJ+97vf1Tj3ZsmSJYiMjESvXr0wbtw4zJw50+qQGU9PT+zevRstWrTAo48+itatW2PKlCkoKytr0BbFZcuWYdSoUXjmmWfwwAMP4Mknn0RxcbFVmSlTpqCiogKTJ09uRM8QOR/jkch9MB6J3AfjkWwhiVtPJCC6B/Tt2xcdO3bE0qVLXd2UGvbs2YMBAwbgwoULCAkJcXVziByO8UjkPhiPRO6D8di08BxvIicpLy/HlStXMH/+fDz++OP8ECNyIcYjkftgPBK5D8aj4/BQcyIn+fLLLxEVFYWCggIsXrzY1c0hatIYj0Tug/FI5D4Yj47DQ82JiIiIiIiIHIh7vImIiIiIiIgciIk3ERERERERkQMx8SYiIiIiIiJyICbeRERERERERA7ExJuIiIiIiIjIgZh4ExERERERETkQE28iIiIiIiIiB2LiTURERERERORATLyJiIiIiIiIHIiJNxEREREREZEDMfEmIiIiIiIiciAm3kREREREREQOxMSbiIiIiIiIyIGYeBMRERERERE5EBNvIiIiIiIiIgdi4k1ERERERETkQEy8iYiIiIiIiByIiTcRERERERGRAzHxJiIiIiIiInIgJt5EREREREREDqRydQPuRpWVlTCZTK5uBhERERERkdMplUqo1WpXN+OuwsS7gSorK5GZmQkhhKubQkRERERE5HSSJKFVq1ZMvhuAiXcDmUwmCCEQHh4OrVbr6uYQERERERE5TXl5OS5fvgyTycTEuwGYeN8hrVYLDw8PVzeDiIiIiIiI3BwvrkZERERERETkQEy8iYiIiIiIiByIiTcREREREZEdRUdHY+nSpQ6rPysrC5IkIS0trVH19O3bFzNmzLBLm6h+TLzJaZKTkzFixIhG1zN//nx07Nix0fXYYvv27WjdurXdbx/30EMP4Z///Kdd6yT74ni1XUVFBaKjo3H48GGnLpcahmPadidPnkRERASKi4udulxqGI5p2129ehXBwcG4ePGiU5d7N5Akqd7H/Pnz76jeQ4cOYerUqY1qW31JcWRkJLKzs9GuXbtGLWPdunVYsGCB/NrRGwyaMibeTURycrL8AaJWq9GyZUu88MILKCsrc3XT6iVJEjZs2GA1bebMmdi+fbtTlv/CCy9g7ty5UCqV8rTy8nK8/PLLiIqKglarRXR0NFasWFHr+9euXQtJkmr8MJg7dy5efPFFmM1mRzb/rsXxemduHa/Z2dkYN24c7r//figUilq/vD/++GP06tUL/v7+8Pf3R2JiIv7zn/9YlTEYDJg+fToiIiKg0+nQpk0bLF++XJ6v0Wgwc+ZMzJ4926HrdzfjmL4zt47pdevWYeDAgQgKCoJer0f37t2xdetWq/fMnz+/xg/nBx54wKpM3759a5R56qmn5Plt2rTBQw89hHfeecfxK3mX4pi+M7eO6Z07d9aa7OXk5Mjv2b17N4YNG4bw8PBa2w8AQgi88sorCAsLg06nQ2JiIk6fPi3PDwwMxMSJE/Hqq686fB3vNtnZ2fJj6dKl0Ov1VtNmzpwplxVCwGg02lRvUFAQPD09HdVsKJVKhIaGQqVq3LWyAwIC4OPjY6dWUX2YeDchgwcPRnZ2Nn799Ve8++67+Oijj+7KD2Bvb280a9bM4cvZu3cvMjMz8dhjj1lNHz16NLZv345PP/0UGRkZ+PLLLxEXF1fj/VlZWZg5cyZ69epVY96QIUNQVFSEzZs3O6z9dzuO14apbbyWl5cjKCgIc+fORXx8fK3v27lzJ8aOHYvU1FQcOHAAkZGRGDRoEC5duiSXef7557Flyxb8/e9/x6lTpzBjxgxMnz4dGzdulMuMHz8ee/fuxYkTJxy3knc5jumGqW1M7969GwMHDsSmTZtw5MgR9OvXD8OGDcPRo0et3tu2bVurH8579+6tUf+TTz5pVWbx4sVW8ydPnoxly5bZ/CO7KeKYbpi6flcAQEZGhtV4DA4OlucVFxcjPj4eH374YZ11L168GH/961+xfPlyHDx4EF5eXkhKSrLaEDJ58mSsXr0a+fn59l2xu1xoaKj88PX1hSRJ8uuff/4ZPj4+2Lx5Mzp16gStViv/H4cPH46QkBB4e3ujS5cu+P77763qvXXPsSRJ+OSTTzBy5Eh4enoiNjbW6nu0oW491Lx6I87WrVuRkJAAnU6H/v37Iy8vD5s3b0br1q2h1+sxbtw4lJSUyPXcvFe9b9++OHfuHJ577jl5IxDZDxPvJkSr1SI0NBSRkZEYMWIEEhMTsW3bNnm+2WzGwoUL0bJlS+h0OsTHx+P//u//5PnXr1/H+PHjERQUBJ1Oh9jYWKxcuVKef/z4cfTv3x86nQ7NmjXD1KlTYTAY6mxPbYeydOzYUT6kJzo6GgAwcuRISJIkv771kDCz2YzXX38dERER0Gq16NixI7Zs2SLPr/5gWrduHfr16wdPT0/Ex8fjwIED9fbX2rVrMXDgQKvbxm3ZsgW7du3Cpk2bkJiYiOjoaHTv3h09e/a0eq/JZML48ePx2muv4b777qtRt1KpxNChQ7F27dp629CUcbw2frxGR0fjvffew8SJE+Hr61vr+1avXo1nnnkGHTt2xAMPPIBPPvkEZrPZau/P/v37MWnSJPTt2xfR0dGYOnUq4uPjrfaM+/v7o2fPnhzT9eCYbvyYXrp0KV544QV06dIFsbGxePPNNxEbG4t//etfVu9VqVRWP6YDAwNr1O/p6WlVRq/XW80fOHAg8vPzsWvXrnrb2ZRxTDd+TFcLDg62Go8KxW8/0YcMGYI33ngDI0eOrLVeIQSWLl2KuXPnYvjw4ejQoQM+//xzXL582WrveNu2bREeHo7169fX206q6cUXX8Rbb72FU6dOoUOHDjAYDBg6dCi2b9+Oo0ePYvDgwRg2bBjOnz9fbz2vvfYaRo8ejWPHjmHo0KEYP3683TeEzJ8/Hx988AH279+PCxcuYPTo0Vi6dCnWrFmD7777Dv/+97/x/vvv1/redevWISIiAq+//rq8EYjsh4l3IwkhUFJhdMlDCHHH7U5PT8f+/fuh0WjkaQsXLsTnn3+O5cuX48SJE3juuefwX//1X/KPjnnz5uHkyZPYvHkzTp06hWXLlsk/ZoqLi5GUlAR/f38cOnQIX3/9Nb7//ntMnz79jtt46NAhAMDKlSuRnZ0tv77Ve++9hyVLliAlJQXHjh1DUlISfv/731sdYgUAL7/8MmbOnIm0tDTcf//9GDt2bL17Mvbs2YPOnTtbTdu4cSM6d+6MxYsXo3nz5rj//vsxc+ZMlJaWWpV7/fXXERwcjClTptRZf9euXbFnz556+8DuhAAqil3z4HgF4NzxeidKSkpQWVmJgIAAeVqPHj2wceNGXLp0CUIIpKam4pdffsGgQYOs3uuKMS2EQElliUse/Ay2cOWYNpvNKCoqshqvAHD69GmEh4fjvvvuw/jx42v9Mbx69WoEBgaiXbt2eOmll6z2AAGWUyg6duzokjFtLilx+qMx4xngmG7smO7YsSPCwsIwcOBA7Nu3r0HrdfbsWeTk5CAxMVGe5uvri27dutXYGOCS3x6wXAukrsetfVZf2crKSpvK2tvrr7+OgQMHolWrVggICEB8fDz+9Kc/oV27doiNjcWCBQvQqlWr2+7BTk5OxtixYxETE4M333wTBoOhxuldjfXGG2+gZ8+eSEhIwJQpU7Br1y4sW7YMCQkJ6NWrF0aNGoXU1NRa3xsQEAClUgkfHx95IxDZT+NOCiCUVprQ5pWtty/oACdfT4KnxvZ/4bfffgtvb28YjUaUl5dDoVDggw8+AGA5JPXNN9/E999/j+7duwMA7rvvPuzduxcfffQR+vTpg/PnzyMhIUH+0qjeUgwAa9asQVlZGT7//HN4eXkBAD744AMMGzYMixYtQkhISIPXLygoCADg5+dXb+CnpKRg9uzZ+MMf/gAAWLRoEVJTU7F06VKrw7JmzpyJhx9+GIBli2Pbtm1x5syZGuf+VTt37hzCw8Otpv3666/Yu3cvPDw8sH79ely9ehXPPPMMrl27Jm+l37t3Lz799NPbXmUyPDwcFy5cgNlsttqy7VCVJcCb4bcv5whzLgMaL5uLc7w2frzeidmzZyM8PNzqB9z777+PqVOnIiIiAiqVCgqFAh9//DF69+5t9d7w8HCcO3eu0W1oiFJjKbqt6ebUZVY7OO4gPNW2n7/HMW3/MZ2SkgKDwYDRo0fL07p164ZVq1YhLi4O2dnZeO2119CrVy+kp6fL5zGOGzcOUVFRCA8Px7FjxzB79mxkZGRg3bp1VvW7YkyL0lJkPNjJqcsEgLgfj0Bq4PmoHNONH9NhYWFYvnw5OnfujPLycnzyySfo27cvDh48iAcffNCm9ao+H/zWPgkJCbE6VxywjOlbT81whoULF9Y5LzY2FuPGjZNfp6Sk1Eiwq0VFRSE5OVl+/d5779XYaAbA7qc83LrBxGAwYP78+fjuu++QnZ0No9GI0tLS2+7x7tChg/zcy8sLer0eeXl5dm3rzcsICQmBp6en1dGXISEhdk/2yTZMvJuQfv36YdmyZSguLsa7774LlUoln2d05swZlJSUYODAgVbvqaioQEJCAgDg6aefxmOPPYYff/wRgwYNwogRI9CjRw8AwKlTpxAfHy9/OQJAz549YTabkZGRcUdfkLYoLCzE5cuXaxzq3bNnT/z0009W027+IAoLCwMA5OXl1fkFWVpaWuNwMLPZDEmSsHr1avnQ3XfeeQejRo3C3/72NxiNRkyYMAEff/xxrYc23kyn08FsNqO8vBw6nc62FW5COF4bP14b6q233sLatWuxc+dOq7ref/99/PDDD9i4cSOioqKwe/duTJs2rUaCrtPpav0BRBYc0/Yd02vWrMFrr72Gb775xup82CFDhlgts1u3boiKisJXX30lH4V085WG27dvj7CwMAwYMACZmZlo1aqVPI9jun4c040f03FxcVbXienRowcyMzPx7rvv4osvvmjUutSGY/rO3DwOActGl23btiElJQUxMTHQ6XQYNWrUbfe2q9Vqq9eSJNn9Qrs3L6P64oeOXibZhol3I+nUSpx8Pclly24ILy8vxMTEAABWrFiB+Ph4fPrpp5gyZYp8ztR3332H5s2bW71Pq9UCsPyYOXfuHDZt2oRt27ZhwIABmDZtGlJSUu6o/QqFosahbXVt4bSHWz+IANT7wRMYGIjr169bTQsLC0Pz5s2tzpdt3bo1hBC4ePEiiouLkZWVhWHDhsnzq5ehUqmQkZEh/6jLz8+Hl5eXc5Nutadlz7MrNGDPIMDxao/x2hApKSl466238P3331v9mCwtLcWcOXOwfv16ec9Ohw4dkJaWhpSUFKvEOz8/X96j5Cw6lQ4Hxx106jJvXnZDcEzbb0yvXbsWf/zjH/H1119bjcHa+Pn54f7778eZM2fqLNOtm+WoiTNnzlgl3vn5+VavnUHS6RD34xGnLrN6uQ3FMe2Yz+muXbvWekHAulTvvc/NzZU3AFS/vvU2aa74nAaAl156qc55tx71d/NVxG9168W+/vznPzeuYXdo3759SE5Ols+7NxgMyMrKcklb7E2j0Tj9dndNBRPvRpIkqUGHe7sLhUKBOXPm4Pnnn8e4cePQpk0baLVanD9/Hn369KnzfUFBQZg0aRImTZqEXr16YdasWUhJSUHr1q2xatUqFBcXy1sF9+3bB4VCUesVv6vruvmiDYWFhTh79qxVGbVaXW/w6/V6hIeHY9++fVbt3rdvH7p27WpTX9QlISEBJ0+etJrWs2dPfP311zAYDPD29gYA/PLLL1AoFIiIiIAkSTh+/LjVe+bOnYuioiK89957iIyMlKenp6fLW/2dRpIadLi3u+B4vb3axqutFi9ejL/85S/YunVrjcPpKisrUVlZWeOHkVKprPED0xVjWpKkBh3u7S44pm+vrjH95Zdf4oknnsDatWvljUH1MRgMyMzMxIQJE+osU31q0M1JC2AZ06NGjWpYwxtJkqQGH/LtDjimb8/Wz+m0tLQaY7E+LVu2RGhoKLZv3y4n2oWFhTh48CCefvppq7Lp6eno27dvQ5ptFzef+++qsvYUGxuLdevWYdiwYZAkCfPmzXPYXuQrV67UOH2xIeOjoaKjo7F792784Q9/gFarve0RnGQ7XlytCXv88cehVCrx4YcfwsfHBzNnzsRzzz2Hzz77DJmZmfjxxx/x/vvv47PPPgMAvPLKK/jmm29w5swZnDhxAt9++y1at24NwHIrIQ8PD0yaNAnp6elITU3Ff//3f2PChAl1Hg7Wv39/fPHFF9izZw+OHz+OSZMmWd0vG7AE//bt25GTk1PnVuJZs2Zh0aJF+Mc//oGMjAy8+OKLSEtLa/RW0KSkpBpbnMeNG4dmzZph8uTJOHnyJHbv3o1Zs2bhiSeegE6ng4eHB9q1a2f18PPzg4+PD9q1a2f1BbFnz54aF6eiunG81q+28QpYfsClpaXBYDDIX943//BbtGgR5s2bhxUrViA6Oho5OTnIycmR91bp9Xr06dMHs2bNws6dO3H27FmsWrUKn3/+eY0r7HJMNwzHdP1qG9Nr1qzBxIkTsWTJEnTr1k0erzdu3JDLzJw5E7t27UJWVhb279+PkSNHQqlUYuzYsQCAzMxMLFiwAEeOHEFWVhY2btyIiRMnonfv3lZHe2RlZeHSpUu33aNOv+GYrl9tY3rp0qVyH6Snp2PGjBnYsWMHpk2bJpcxGAzyZzlguZhaWlqafD6xJEmYMWMG3njjDWzcuBHHjx/HxIkTER4ejhEjRsj1lJSU4MiRI/yctoN33nkH/v7+6NGjB4YNG4akpCSbz8lvqDVr1iAhIcHq8fHHHztkWYDlQnJZWVlo1aqVS46OuKcJapDS0lJx8uRJUVpa6uqmNMikSZPE8OHDa0xfuHChCAoKEgaDQZjNZrF06VIRFxcn1Gq1CAoKEklJSWLXrl1CCCEWLFggWrduLXQ6nQgICBDDhw8Xv/76q1zXsWPHRL9+/YSHh4cICAgQTz75pCgqKqqzDTdu3BBjxowRer1eREZGilWrVon4+Hjx6quvymU2btwoYmJihEqlElFRUUIIIV599VURHx8vlzGZTGL+/PmiefPmQq1Wi/j4eLF582Z5/tmzZwUAcfToUXna9evXBQCRmppaZ59du3ZNeHh4iJ9//tlq+qlTp0RiYqLQ6XQiIiJCPP/886KkpKTOemrr+4sXLwq1Wi0uXLhQ5/uaMo5X+41XADUe1W0TQoioqKhay9y8XtnZ2SI5OVmEh4cLDw8PERcXJ5YsWSLMZrNcZv/+/cLPz6/eWGjKOKbtM6b79OlT63idNGmSXGbMmDEiLCxMaDQa0bx5czFmzBhx5swZef758+dF7969RUBAgNBqtSImJkbMmjVL3Lhxw2r5b775pkhKSqqzfU0dx7R9xvSiRYtEq1at5HXs27ev2LFjh9X7UlNTbzvuzWazmDdvnggJCRFarVYMGDBAZGRkWNWzZs0aERcXV2f7iGx1t+ZDriYJ0cj7RzQxZWVlOHv2LFq2bNnoCxmR+5s1axYKCwvx0Ucf2bXe2bNn4/r16/jf//1fu9ZLTZujxqstxowZg/j4eMyZM8fpy6Z7l6vGdEVFBWJjY7FmzZoaF9kiagxXfk4/9NBDePbZZ62uIE50J5gP3Rkeak5Uj5dffhlRUVF2P28nODgYCxYssGudRI4ar7dTUVGB9u3b47nnnnPqcune56oxff78ecyZM4dJN9mdq8b01atX8eijj8qnXBCR83GPdwNxCw8RERERETVVzIfuDPd4ExERERERETkQE28iIiIiIiIiB2LiTURERERERORATLyJiIiIiIiIHEjl6gbcrcrLy13dBCIiIiIiIqdiHnRnmHg3kFKphCRJuHz5squbQkRERERE5HSSJEGpVLq6GXcV3k7sDlRWVsJkMrm6GURERERERE6nVCqhVqtd3Yy7ChNvIiIiIiIiIgfixdWIiIiIiIiIHIiJNxEREREREZEDMfEmIiIiIiIiciAm3kREREREREQOxMSbiIiIiIiIyIGYeBMRERERERE5EBNvIiIiIiIiIgf6f1akXbMbOm5iAAAAAElFTkSuQmCC",
-      "text/plain": [
-       "<Figure size 1000x300 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "finished_exp=12, total_exp=12, 100.0 %\n"
-     ]
-    }
-   ],
-   "source": [
-    "darcy_forcing_term = 1.0\n",
-    "burger_viscosity = 0.001\n",
-    "seed = 0\n",
-    "total_exp = 0\n",
-    "finished_exp = 0\n",
-    "subplot_labels = ['a', 'b', 'c', 'd']\n",
-    "\n",
-    "for dataset_name in [\n",
-    "    'darcy_pdebench',\n",
-    "    'burgers_pdebench',\n",
-    "    'incomp_ns_pdebench',\n",
-    "    #'ns_pdebench',\n",
-    "]:\n",
-    "    if 'burgers' in dataset_name:\n",
-    "        print('1d energy')\n",
-    "        energy_curve_func = get_energy_curve_1d\n",
-    "    else:\n",
-    "        print('2d energy')\n",
-    "        energy_curve_func = get_energy_curve\n",
-    "\n",
-    "    ckpt_path = (\n",
-    "        '/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts'\n",
-    "    )\n",
-    "\n",
-    "    if dataset_name == 'darcy_pdebench':\n",
-    "        img_size = 128\n",
-    "        fixed_lim = 8\n",
-    "        filter_lims = [8, 16, 32, -1]  # -1 finished\n",
-    "        downsample_dims = [16, 32, 64, -1]  # 16 finished\n",
-    "\n",
-    "    if dataset_name == 'burgers_pdebench':\n",
-    "        img_size = 1024\n",
-    "        model_name = 'FNO1D'\n",
-    "        fixed_lim = 64\n",
-    "        filter_lims = [64, 128, 256, -1]  # -1 finished\n",
-    "        downsample_dims = [128, 256, 512, -1]  # 128 finished\n",
-    "\n",
-    "    if dataset_name == 'incomp_ns_pdebench':\n",
-    "        # TODO(MS): waiting for HP search\n",
-    "        img_size = 510\n",
-    "        fixed_lim = 32  # half of 64 // 2\n",
-    "        filter_lims = [8, 16, 32, -1]  # -1 finished\n",
-    "        downsample_dims = [64, 128, 255, -1]  # 85 finished\n",
-    "        ckpt_path = '/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ns_ckpts'\n",
-    "\n",
-    "    if dataset_name == 'ns_pdebench':\n",
-    "        # TODO(MS): waiting for HP search\n",
-    "        img_size = 512\n",
-    "        fixed_lim = 32\n",
-    "        filter_lims = [16, 32, 64, -1]  # -1 finished\n",
-    "        downsample_dims = [64, 128, 256, -1]  # 64 finished\n",
-    "\n",
-    "    (\n",
-    "        model_name,\n",
-    "        in_channels,\n",
-    "        out_channels,\n",
-    "        initial_steps,\n",
-    "        loss,\n",
-    "        batch_size,\n",
-    "        lr,\n",
-    "        wd,\n",
-    "        pinn_loss_weight,\n",
-    "    ) = get_dataset_info(dataset_name, 'mse')\n",
-    "    train_resolutions = [1, 0, 0, 0]\n",
-    "    fig, axes = plt.subplots(\n",
-    "        nrows=1, ncols=4, sharey=True, sharex='col', figsize=(10, 3)\n",
-    "    )\n",
-    "    for epoch in [150]:  # 0, 50, 100, 250,\n",
-    "        for y_idx, max_mode in enumerate([64]):\n",
-    "            for x_idx, downsample_dim in enumerate(downsample_dims):\n",
-    "                for _y_idx, filter_lim in enumerate([fixed_lim]):\n",
-    "                    if filter_lim == -1 and downsample_dim != -1:\n",
-    "                        continue\n",
-    "                    max_mode = img_size // 2\n",
-    "                    ckpt_dir = f'{lr}_{wd}_15_05_{loss}_{batch_size}_{dataset_name}_{downsample_dim}_{filter_lim}_{max_mode}_{model_name}_{in_channels}_{out_channels}_{pinn_loss_weight}_{initial_steps}_single_{str_from_res(train_resolutions)}'\n",
-    "                    ckpt_dir = ckpt_dir.replace('.', '')\n",
-    "                    ckpt_pth = f'{ckpt_path}/{ckpt_dir}/'\n",
-    "                    ckpt_file = f'{ckpt_pth}/{epoch}_ckpt.pth'\n",
-    "                    total_exp += 1\n",
-    "                    if not os.path.exists(ckpt_file):\n",
-    "                        print(f'Does not exists: {ckpt_file}')\n",
-    "                        continue\n",
-    "                    finished_exp += 1\n",
-    "                    ckpt_name = f'{ckpt_pth}/train_stats.csv'\n",
-    "                    df = pd.read_csv(ckpt_name)\n",
-    "                    # load model\n",
-    "                    model = get_model(\n",
-    "                        model_name=model_name,\n",
-    "                        out_channels=out_channels,\n",
-    "                        in_channels=in_channels,\n",
-    "                        hidden_channels=32,\n",
-    "                        max_modes=max_mode,\n",
-    "                        latent_size='-',\n",
-    "                        img_size='-',\n",
-    "                    ).to(device)\n",
-    "                    # ckpt_dict = load_latest_ckpt(ckpt_pth)\n",
-    "\n",
-    "                    print(f'{ckpt_file=}')\n",
-    "                    ckpt_dict = torch.load(\n",
-    "                        ckpt_file,\n",
-    "                        weights_only=False,\n",
-    "                    )\n",
-    "                    model.load_state_dict(ckpt_dict['model_state_dict'])\n",
-    "\n",
-    "                    # get data at various sizes\n",
-    "                    for idx, test_down in enumerate(downsample_dims):\n",
-    "                        dataset = get_dataset(\n",
-    "                            dataset_name=dataset_name,\n",
-    "                            filter_lim=filter_lim,\n",
-    "                            img_size='n/a',\n",
-    "                            downsample_dim=test_down,\n",
-    "                            train=False,\n",
-    "                            initial_steps=initial_steps,\n",
-    "                            model_name=model_name,\n",
-    "                            darcy_forcing_term=darcy_forcing_term,\n",
-    "                            burger_viscosity=burger_viscosity,\n",
-    "                            batch_size=batch_size,\n",
-    "                            seed=0,\n",
-    "                            resolution_ratios=train_resolutions,\n",
-    "                            loss_name='n/a',\n",
-    "                        )\n",
-    "                        test_loader = DataLoader(dataset, batch_size=1)\n",
-    "\n",
-    "                        dataset = get_dataset(\n",
-    "                            dataset_name=dataset_name,\n",
-    "                            filter_lim=-1,\n",
-    "                            img_size='n/a',\n",
-    "                            downsample_dim=test_down,\n",
-    "                            train=False,\n",
-    "                            initial_steps=initial_steps,\n",
-    "                            model_name=model_name,\n",
-    "                            darcy_forcing_term=darcy_forcing_term,\n",
-    "                            burger_viscosity=burger_viscosity,\n",
-    "                            batch_size=batch_size,\n",
-    "                            seed=0,\n",
-    "                            resolution_ratios=train_resolutions,\n",
-    "                            loss_name='n/a',\n",
-    "                        )\n",
-    "                        unfilter_test_loader = DataLoader(\n",
-    "                            dataset, batch_size=1\n",
-    "                        )\n",
-    "\n",
-    "                        # get model preds\n",
-    "                        model_preds_test = get_model_preds(\n",
-    "                            test_loader, model, device, initial_steps\n",
-    "                        )\n",
-    "                        offset = 0\n",
-    "                        if initial_steps == 1:\n",
-    "                            offset = 1\n",
-    "                        labels = torch.concat(\n",
-    "                            [\n",
-    "                                test_loader.dataset[i]['y'][\n",
-    "                                    :, initial_steps - offset :, ...\n",
-    "                                ]\n",
-    "                                for i in range(len(test_loader))\n",
-    "                            ]\n",
-    "                        )\n",
-    "                        label_spectrum = energy_curve_func(labels)\n",
-    "                        unfilter_labels = torch.concat(\n",
-    "                            [\n",
-    "                                unfilter_test_loader.dataset[i]['y'][\n",
-    "                                    :, initial_steps - offset :, ...\n",
-    "                                ]\n",
-    "                                for i in range(len(unfilter_test_loader))\n",
-    "                            ]\n",
-    "                        )\n",
-    "                        residuals = model_preds_test - labels.to(device)\n",
-    "                        unfilter_label_spectrum = energy_curve_func(\n",
-    "                            unfilter_labels\n",
-    "                        )\n",
-    "                        residual_spectrum = energy_curve_func(residuals)\n",
-    "\n",
-    "                        x = np.linspace(\n",
-    "                            1, len(residual_spectrum), len(residual_spectrum)\n",
-    "                        )\n",
-    "                        axes[x_idx].set_yscale('log')\n",
-    "                        d_dim = test_down\n",
-    "                        if test_down == -1:\n",
-    "                            d_dim = img_size\n",
-    "                        axes[x_idx].plot(\n",
-    "                            x,\n",
-    "                            residual_spectrum / unfilter_label_spectrum,\n",
-    "                            # label=f'Downsample ({d_dim})',\n",
-    "                            label=f'Resolution ({d_dim})',\n",
-    "                        )\n",
-    "                        axes[x_idx].annotate(\n",
-    "                            f'$({subplot_labels[x_idx]})$',\n",
-    "                            xy=(0.8, 0.15),\n",
-    "                            xycoords='axes fraction',\n",
-    "                            # textcoords='offset points',\n",
-    "                            size=14,\n",
-    "                            bbox=dict(\n",
-    "                                boxstyle='round',\n",
-    "                                facecolor='white',\n",
-    "                                edgecolor='black',\n",
-    "                            ),\n",
-    "                        )\n",
-    "                        if idx == 3:\n",
-    "                            axes[x_idx].axvline(\n",
-    "                                x=filter_lim,\n",
-    "                                color='grey',\n",
-    "                                linestyle='--',\n",
-    "                                label='Train Limit',\n",
-    "                            )\n",
-    "                        d_dim = downsample_dim\n",
-    "                        if downsample_dim == -1:\n",
-    "                            d_dim = img_size\n",
-    "\n",
-    "                        axes[x_idx].set_title(\n",
-    "                            f'Train Data \\n Resolution ({d_dim})'\n",
-    "                        )\n",
-    "                        axes[x_idx].set_xlabel('Frequency')\n",
-    "                        if x_idx == 0:\n",
-    "                            axes[x_idx].set_ylabel(\n",
-    "                                'Normalized Residuals \\n Energy'\n",
-    "                            )\n",
-    "                        handles, labels = axes[\n",
-    "                            x_idx\n",
-    "                        ].get_legend_handles_labels()\n",
-    "\n",
-    "        fig.legend(\n",
-    "            handles=handles,\n",
-    "            labels=labels,\n",
-    "            loc='upper center',\n",
-    "            bbox_to_anchor=(0.5, -0.0),\n",
-    "            fancybox=False,\n",
-    "            shadow=False,\n",
-    "            ncol=5,\n",
-    "        )\n",
-    "        plt.tight_layout()\n",
-    "        plt.show()\n",
-    "        fig.savefig(\n",
-    "            f'{FIG_DIR}/{dataset_name}_varried_downsample_w_max_modes.pdf',\n",
-    "            dpi=300,\n",
-    "            bbox_inches='tight',\n",
-    "        )\n",
-    "print(f'{finished_exp=}, {total_exp=}, {finished_exp / total_exp * 100} %')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "f5490e2d-c490-4bdb-8d5b-140f833412b2",
-   "metadata": {
-    "jp-MarkdownHeadingCollapsed": true
-   },
-   "source": [
-    "# Max Modes"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "id": "962b6de9-01e7-445e-9f52-5cfb2af46f35",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "2d energy\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 800x600 with 16 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "finished_exp=16, total_exp=16, 100.0 %\n"
-     ]
-    }
-   ],
-   "source": [
-    "darcy_forcing_term = 1.0\n",
-    "burger_viscosity = 0.001\n",
-    "seed = 0\n",
-    "total_exp = 0\n",
-    "finished_exp = 0\n",
-    "\n",
-    "for dataset_name in [\n",
-    "    'darcy_pdebench',\n",
-    "    #'burgers_pdebench',\n",
-    "    #'incomp_ns_pdebench',\n",
-    "    #'ns_pdebench',\n",
-    "]:\n",
-    "    if 'burgers' in dataset_name:\n",
-    "        print('1d energy')\n",
-    "        energy_curve_func = get_energy_curve_1d\n",
-    "    else:\n",
-    "        print('2d energy')\n",
-    "        energy_curve_func = get_energy_curve\n",
-    "\n",
-    "    ckpt_path = (\n",
-    "        '/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts'\n",
-    "    )\n",
-    "    if dataset_name == 'darcy_pdebench':\n",
-    "        img_size = 128\n",
-    "        fixed_lim = 8\n",
-    "        filter_lims = [8, 16, 32, -1]  # -1 finished\n",
-    "        downsample_dims = [16, 32, 64, -1]  # 16 finished\n",
-    "\n",
-    "    if dataset_name == 'burgers_pdebench':\n",
-    "        img_size = 1024\n",
-    "        model_name = 'FNO1D'\n",
-    "        fixed_lim = 64\n",
-    "        filter_lims = [64, 128, 256, -1]  # -1 finished\n",
-    "        downsample_dims = [128, 256, 512, -1]  # 128 finished\n",
-    "\n",
-    "    if dataset_name == 'incomp_ns_pdebench':\n",
-    "        # TODO(MS): waiting for HP search\n",
-    "        img_size = 510\n",
-    "        fixed_lim = 32  # half of 64 // 2\n",
-    "        filter_lims = [8, 16, 32, -1]  # -1 finished\n",
-    "        downsample_dims = [64, 128, 255, -1]  # 85 finished\n",
-    "        ckpt_path = '/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ns_ckpts'\n",
-    "\n",
-    "    if dataset_name == 'ns_pdebench':\n",
-    "        # TODO(MS): waiting for HP search\n",
-    "        img_size = 512\n",
-    "        fixed_lim = 32\n",
-    "        filter_lims = [32, 64, 128, -1]  # -1 finished\n",
-    "        downsample_dims = [64, 128, 256, -1]  # 64 finished\n",
-    "\n",
-    "    (\n",
-    "        model_name,\n",
-    "        in_channels,\n",
-    "        out_channels,\n",
-    "        initial_steps,\n",
-    "        loss,\n",
-    "        batch_size,\n",
-    "        lr,\n",
-    "        wd,\n",
-    "        pinn_loss_weight,\n",
-    "    ) = get_dataset_info(dataset_name, 'mse')\n",
-    "    train_resolutions = [1, 0, 0, 0]\n",
-    "    fig, axes = plt.subplots(\n",
-    "        nrows=4, ncols=4, sharey=True, sharex='col', figsize=(8, 6)\n",
-    "    )\n",
-    "    for epoch in [150]:  # 0, 50, 100, 250,\n",
-    "        for y_idx, max_mode in enumerate(\n",
-    "            [img_size // 16, img_size // 8, img_size // 4, img_size // 2]\n",
-    "        ):\n",
-    "            downsample_dim = -1\n",
-    "            for x_idx, filter_lim in enumerate(filter_lims):\n",
-    "                if filter_lim == -1 and downsample_dim != -1:\n",
-    "                    continue\n",
-    "                # max_mode = img_size // 2\n",
-    "                ckpt_dir = f'{lr}_{wd}_15_05_{loss}_{batch_size}_{dataset_name}_{downsample_dim}_{filter_lim}_{max_mode}_{model_name}_{in_channels}_{out_channels}_{pinn_loss_weight}_{initial_steps}_single_{str_from_res(train_resolutions)}'\n",
-    "                ckpt_dir = ckpt_dir.replace('.', '')\n",
-    "                ckpt_pth = f'{ckpt_path}/{ckpt_dir}/'\n",
-    "                ckpt_file = f'{ckpt_pth}/{epoch}_ckpt.pth'\n",
-    "                total_exp += 1\n",
-    "                if not os.path.exists(ckpt_file):\n",
-    "                    print(f'Does not exists: {ckpt_file}')\n",
-    "                    continue\n",
-    "                finished_exp += 1\n",
-    "                ckpt_name = f'{ckpt_pth}/train_stats.csv'\n",
-    "                df = pd.read_csv(ckpt_name)\n",
-    "                # load model\n",
-    "                model = get_model(\n",
-    "                    model_name=model_name,\n",
-    "                    out_channels=out_channels,\n",
-    "                    in_channels=in_channels,\n",
-    "                    hidden_channels=32,\n",
-    "                    max_modes=max_mode,\n",
-    "                    latent_size=\"-\",\n",
-    "                    img_size=\"-\",\n",
-    "                ).to(device)\n",
-    "                ckpt_dict = torch.load(\n",
-    "                    ckpt_file,\n",
-    "                    weights_only=False,\n",
-    "                )\n",
-    "                model.load_state_dict(ckpt_dict['model_state_dict'])\n",
-    "\n",
-    "                # get data at various sizes\n",
-    "                for idx, test_filt in enumerate(filter_lims):\n",
-    "                    dataset = get_dataset(\n",
-    "                        dataset_name=dataset_name,\n",
-    "                        filter_lim=test_filt,\n",
-    "                        img_size='n/a',\n",
-    "                        downsample_dim=-1,\n",
-    "                        train=False,\n",
-    "                        initial_steps=initial_steps,\n",
-    "                        model_name=model_name,\n",
-    "                        darcy_forcing_term=darcy_forcing_term,\n",
-    "                        burger_viscosity=burger_viscosity,\n",
-    "                        batch_size=batch_size,\n",
-    "                        seed=0,\n",
-    "                        resolution_ratios=train_resolutions,\n",
-    "                        loss_name='n/a',\n",
-    "                    )\n",
-    "                    test_loader = DataLoader(dataset, batch_size=1)\n",
-    "\n",
-    "                    dataset = get_dataset(\n",
-    "                        dataset_name=dataset_name,\n",
-    "                        filter_lim=-1,\n",
-    "                        img_size='n/a',\n",
-    "                        downsample_dim=-1,\n",
-    "                        train=False,\n",
-    "                        initial_steps=initial_steps,\n",
-    "                        model_name=model_name,\n",
-    "                        darcy_forcing_term=darcy_forcing_term,\n",
-    "                        burger_viscosity=burger_viscosity,\n",
-    "                        batch_size=batch_size,\n",
-    "                        seed=0,\n",
-    "                        resolution_ratios=train_resolutions,\n",
-    "                        loss_name='n/a',\n",
-    "                    )\n",
-    "                    unfilter_test_loader = DataLoader(dataset, batch_size=1)\n",
-    "\n",
-    "                    # get model preds\n",
-    "                    model_preds_test = get_model_preds(\n",
-    "                        test_loader, model, device, initial_steps\n",
-    "                    )\n",
-    "                    offset = 0\n",
-    "                    if initial_steps == 1:\n",
-    "                        offset = 1\n",
-    "                    labels = torch.concat(\n",
-    "                        [\n",
-    "                            test_loader.dataset[i]['y'][\n",
-    "                                :, initial_steps - offset :, ...\n",
-    "                            ]\n",
-    "                            for i in range(len(test_loader))\n",
-    "                        ]\n",
-    "                    )\n",
-    "                    unfilter_labels = torch.concat(\n",
-    "                        [\n",
-    "                            unfilter_test_loader.dataset[i]['y'][\n",
-    "                                :, initial_steps - offset :, ...\n",
-    "                            ]\n",
-    "                            for i in range(len(unfilter_test_loader))\n",
-    "                        ]\n",
-    "                    )\n",
-    "                    residuals = model_preds_test - labels.to(device)\n",
-    "                    unfilter_label_spectrum = energy_curve_func(\n",
-    "                        unfilter_labels\n",
-    "                    )\n",
-    "                    residual_spectrum = energy_curve_func(residuals)\n",
-    "\n",
-    "                    x = np.linspace(\n",
-    "                        1, len(residual_spectrum), len(residual_spectrum)\n",
-    "                    )\n",
-    "                    axes[y_idx, x_idx].set_yscale('log')\n",
-    "                    f_lim = test_filt\n",
-    "                    if test_filt == -1:\n",
-    "                        f_lim = img_size // 2\n",
-    "                    axes[y_idx, x_idx].plot(\n",
-    "                        x,\n",
-    "                        residual_spectrum / unfilter_label_spectrum,\n",
-    "                        label=f'Filter limit ({f_lim})',\n",
-    "                    )\n",
-    "                    f_lim = filter_lim\n",
-    "                    if filter_lim == -1:\n",
-    "                        f_lim = img_size // 2\n",
-    "                    if idx == 3:\n",
-    "                        axes[y_idx, x_idx].axvline(\n",
-    "                            x=f_lim,\n",
-    "                            color='grey',\n",
-    "                            linestyle='--',\n",
-    "                            label='Train Lowpass Limit',\n",
-    "                        )\n",
-    "                        axes[y_idx, x_idx].axvline(\n",
-    "                            x=max_mode,\n",
-    "                            color='pink',\n",
-    "                            linestyle='--',\n",
-    "                            label='Max Mode',\n",
-    "                        )\n",
-    "                    if y_idx == 0:\n",
-    "                        axes[y_idx, x_idx].set_title(\n",
-    "                            f'Train data Filter ({f_lim})'\n",
-    "                        )\n",
-    "                    if y_idx == 3:\n",
-    "                        axes[y_idx, x_idx].set_xlabel('Frequency')\n",
-    "                    if x_idx == 0:\n",
-    "                        axes[y_idx, x_idx].set_ylabel(\n",
-    "                            'Norm. Resid. \\n Energy'\n",
-    "                        )\n",
-    "                    handles, labels = axes[\n",
-    "                        y_idx, x_idx\n",
-    "                    ].get_legend_handles_labels()\n",
-    "\n",
-    "        fig.legend(\n",
-    "            handles=handles,\n",
-    "            labels=labels,\n",
-    "            loc='upper center',\n",
-    "            bbox_to_anchor=(0.5, -0.0),\n",
-    "            fancybox=False,\n",
-    "            shadow=False,\n",
-    "            ncol=4,\n",
-    "        )\n",
-    "        plt.tight_layout()\n",
-    "        plt.show()\n",
-    "        fig.savefig(\n",
-    "            f'{FIG_DIR}/{dataset_name}_varried_filter_w_varried_max_modes.pdf',\n",
-    "            dpi=300,\n",
-    "            bbox_inches='tight',\n",
-    "        )\n",
-    "print(f'{finished_exp=}, {total_exp=}, {finished_exp / total_exp * 100} %')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 59,
-   "id": "13f0ff65-2468-4c39-93d1-e7e0250a5359",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "2d energy\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-05_15_05_mse_128_darcy_pdebench_16_8_8_FNO2D_1_1_05_1_single_1_0_0_0//150_ckpt.pth'\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-05_15_05_mse_128_darcy_pdebench_32_8_8_FNO2D_1_1_05_1_single_1_0_0_0//150_ckpt.pth'\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-05_15_05_mse_128_darcy_pdebench_64_8_8_FNO2D_1_1_05_1_single_1_0_0_0//150_ckpt.pth'\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-05_15_05_mse_128_darcy_pdebench_-1_8_8_FNO2D_1_1_05_1_single_1_0_0_0//150_ckpt.pth'\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-05_15_05_mse_128_darcy_pdebench_16_8_16_FNO2D_1_1_05_1_single_1_0_0_0//150_ckpt.pth'\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-05_15_05_mse_128_darcy_pdebench_32_8_16_FNO2D_1_1_05_1_single_1_0_0_0//150_ckpt.pth'\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-05_15_05_mse_128_darcy_pdebench_64_8_16_FNO2D_1_1_05_1_single_1_0_0_0//150_ckpt.pth'\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-05_15_05_mse_128_darcy_pdebench_-1_8_16_FNO2D_1_1_05_1_single_1_0_0_0//150_ckpt.pth'\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-05_15_05_mse_128_darcy_pdebench_16_8_32_FNO2D_1_1_05_1_single_1_0_0_0//150_ckpt.pth'\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-05_15_05_mse_128_darcy_pdebench_32_8_32_FNO2D_1_1_05_1_single_1_0_0_0//150_ckpt.pth'\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-05_15_05_mse_128_darcy_pdebench_64_8_32_FNO2D_1_1_05_1_single_1_0_0_0//150_ckpt.pth'\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-05_15_05_mse_128_darcy_pdebench_-1_8_32_FNO2D_1_1_05_1_single_1_0_0_0//150_ckpt.pth'\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-05_15_05_mse_128_darcy_pdebench_16_8_64_FNO2D_1_1_05_1_single_1_0_0_0//150_ckpt.pth'\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-05_15_05_mse_128_darcy_pdebench_32_8_64_FNO2D_1_1_05_1_single_1_0_0_0//150_ckpt.pth'\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-05_15_05_mse_128_darcy_pdebench_64_8_64_FNO2D_1_1_05_1_single_1_0_0_0//150_ckpt.pth'\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "ckpt_file='/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-05_15_05_mse_128_darcy_pdebench_-1_8_64_FNO2D_1_1_05_1_single_1_0_0_0//150_ckpt.pth'\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 800x600 with 16 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "finished_exp=16, total_exp=16, 100.0 %\n"
-     ]
-    }
-   ],
-   "source": [
-    "darcy_forcing_term = 1.0\n",
-    "burger_viscosity = 0.001\n",
-    "seed = 0\n",
-    "total_exp = 0\n",
-    "finished_exp = 0\n",
-    "\n",
-    "for dataset_name in [\n",
-    "    'darcy_pdebench',\n",
-    "    #'burgers_pdebench',\n",
-    "    #'incomp_ns_pdebench',\n",
-    "    #'ns_pdebench',\n",
-    "]:\n",
-    "    if 'burgers' in dataset_name:\n",
-    "        print('1d energy')\n",
-    "        energy_curve_func = get_energy_curve_1d\n",
-    "    else:\n",
-    "        print('2d energy')\n",
-    "        energy_curve_func = get_energy_curve\n",
-    "\n",
-    "    ckpt_path = (\n",
-    "        '/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts'\n",
-    "    )\n",
-    "\n",
-    "    if dataset_name == 'darcy_pdebench':\n",
-    "        img_size = 128\n",
-    "        fixed_lim = 8\n",
-    "        filter_lims = [8, 16, 32, -1]  # -1 finished\n",
-    "        downsample_dims = [16, 32, 64, -1]  # 16 finished\n",
-    "\n",
-    "    if dataset_name == 'burgers_pdebench':\n",
-    "        img_size = 1024\n",
-    "        model_name = 'FNO1D'\n",
-    "        fixed_lim = 64\n",
-    "        filter_lims = [64, 128, 256, -1]  # -1 finished\n",
-    "        downsample_dims = [128, 256, 512, -1]  # 128 finished\n",
-    "\n",
-    "    if dataset_name == 'incomp_ns_pdebench':\n",
-    "        # TODO(MS): waiting for HP search\n",
-    "        img_size = 510\n",
-    "        fixed_lim = 32  # half of 64 // 2\n",
-    "        filter_lims = [8, 16, 32, -1]  # -1 finished\n",
-    "        downsample_dims = [64, 128, 255, -1]  # 85 finished\n",
-    "        ckpt_path = '/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ns_ckpts'\n",
-    "\n",
-    "    if dataset_name == 'ns_pdebench':\n",
-    "        # TODO(MS): waiting for HP search\n",
-    "        img_size = 512\n",
-    "        fixed_lim = 32\n",
-    "        filter_lims = [16, 32, 64, -1]  # -1 finished\n",
-    "        downsample_dims = [64, 128, 256, -1]  # 64 finished\n",
-    "\n",
-    "    (\n",
-    "        model_name,\n",
-    "        in_channels,\n",
-    "        out_channels,\n",
-    "        initial_steps,\n",
-    "        loss,\n",
-    "        batch_size,\n",
-    "        lr,\n",
-    "        wd,\n",
-    "        pinn_loss_weight,\n",
-    "    ) = get_dataset_info(dataset_name, 'mse')\n",
-    "    train_resolutions = [1, 0, 0, 0]\n",
-    "    fig, axes = plt.subplots(\n",
-    "        nrows=4, ncols=4, sharey=True, sharex='col', figsize=(8, 6)\n",
-    "    )\n",
-    "    for epoch in [150]:  # 0, 50, 100, 250,\n",
-    "        for y_idx, max_mode in enumerate(\n",
-    "            [\n",
-    "                img_size // 16,\n",
-    "                img_size // 8,\n",
-    "                img_size // 4,\n",
-    "                img_size // 2,\n",
-    "            ]\n",
-    "        ):\n",
-    "            for x_idx, downsample_dim in enumerate(downsample_dims):\n",
-    "                for _y_idx, filter_lim in enumerate([fixed_lim]):\n",
-    "                    if filter_lim == -1 and downsample_dim != -1:\n",
-    "                        continue\n",
-    "                    # max_mode = img_size // 2\n",
-    "                    ckpt_dir = f'{lr}_{wd}_15_05_{loss}_{batch_size}_{dataset_name}_{downsample_dim}_{filter_lim}_{max_mode}_{model_name}_{in_channels}_{out_channels}_{pinn_loss_weight}_{initial_steps}_single_{str_from_res(train_resolutions)}'\n",
-    "                    ckpt_dir = ckpt_dir.replace('.', '')\n",
-    "                    ckpt_pth = f'{ckpt_path}/{ckpt_dir}/'\n",
-    "                    ckpt_file = f'{ckpt_pth}/{epoch}_ckpt.pth'\n",
-    "                    total_exp += 1\n",
-    "                    if not os.path.exists(ckpt_file):\n",
-    "                        print(f'Does not exists: {ckpt_file}')\n",
-    "                        continue\n",
-    "                    finished_exp += 1\n",
-    "                    ckpt_name = f'{ckpt_pth}/train_stats.csv'\n",
-    "                    df = pd.read_csv(ckpt_name)\n",
-    "                    # load model\n",
-    "                    model = get_model(\n",
-    "                        model_name=model_name,\n",
-    "                        out_channels=out_channels,\n",
-    "                        in_channels=in_channels,\n",
-    "                        hidden_channels=32,\n",
-    "                        max_modes=max_mode,\n",
-    "                        latent_size=\"-\",\n",
-    "                        img_size=\"-\",\n",
-    "                    ).to(device)\n",
-    "                    # ckpt_dict = load_latest_ckpt(ckpt_pth)\n",
-    "\n",
-    "                    print(f'{ckpt_file=}')\n",
-    "                    ckpt_dict = torch.load(\n",
-    "                        ckpt_file,\n",
-    "                        weights_only=False,\n",
-    "                    )\n",
-    "                    model.load_state_dict(ckpt_dict['model_state_dict'])\n",
-    "\n",
-    "                    # get data at various sizes\n",
-    "                    for idx, test_down in enumerate(downsample_dims):\n",
-    "                        dataset = get_dataset(\n",
-    "                            dataset_name=dataset_name,\n",
-    "                            filter_lim=filter_lim,\n",
-    "                            img_size='n/a',\n",
-    "                            downsample_dim=test_down,\n",
-    "                            train=False,\n",
-    "                            initial_steps=initial_steps,\n",
-    "                            model_name=model_name,\n",
-    "                            darcy_forcing_term=darcy_forcing_term,\n",
-    "                            burger_viscosity=burger_viscosity,\n",
-    "                            batch_size=batch_size,\n",
-    "                            seed=0,\n",
-    "                            resolution_ratios=train_resolutions,\n",
-    "                            loss_name='n/a',\n",
-    "                        )\n",
-    "                        test_loader = DataLoader(dataset, batch_size=1)\n",
-    "\n",
-    "                        dataset = get_dataset(\n",
-    "                            dataset_name=dataset_name,\n",
-    "                            filter_lim=-1,\n",
-    "                            img_size='n/a',\n",
-    "                            downsample_dim=test_down,\n",
-    "                            train=False,\n",
-    "                            initial_steps=initial_steps,\n",
-    "                            model_name=model_name,\n",
-    "                            darcy_forcing_term=darcy_forcing_term,\n",
-    "                            burger_viscosity=burger_viscosity,\n",
-    "                            batch_size=batch_size,\n",
-    "                            seed=0,\n",
-    "                            resolution_ratios=train_resolutions,\n",
-    "                            loss_name='n/a',\n",
-    "                        )\n",
-    "                        unfilter_test_loader = DataLoader(\n",
-    "                            dataset, batch_size=1\n",
-    "                        )\n",
-    "\n",
-    "                        # get model preds\n",
-    "                        model_preds_test = get_model_preds(\n",
-    "                            test_loader, model, device, initial_steps\n",
-    "                        )\n",
-    "                        offset = 0\n",
-    "                        if initial_steps == 1:\n",
-    "                            offset = 1\n",
-    "                        labels = torch.concat(\n",
-    "                            [\n",
-    "                                test_loader.dataset[i]['y'][\n",
-    "                                    :, initial_steps - offset :, ...\n",
-    "                                ]\n",
-    "                                for i in range(len(test_loader))\n",
-    "                            ]\n",
-    "                        )\n",
-    "                        label_spectrum = energy_curve_func(labels)\n",
-    "                        unfilter_labels = torch.concat(\n",
-    "                            [\n",
-    "                                unfilter_test_loader.dataset[i]['y'][\n",
-    "                                    :, initial_steps - offset :, ...\n",
-    "                                ]\n",
-    "                                for i in range(len(unfilter_test_loader))\n",
-    "                            ]\n",
-    "                        )\n",
-    "                        residuals = model_preds_test - labels.to(device)\n",
-    "                        unfilter_label_spectrum = energy_curve_func(\n",
-    "                            unfilter_labels\n",
-    "                        )\n",
-    "                        residual_spectrum = energy_curve_func(residuals)\n",
-    "\n",
-    "                        x = np.linspace(\n",
-    "                            1, len(residual_spectrum), len(residual_spectrum)\n",
-    "                        )\n",
-    "                        axes[y_idx, x_idx].set_yscale('log')\n",
-    "                        d_dim = test_down\n",
-    "                        if test_down == -1:\n",
-    "                            d_dim = img_size\n",
-    "                        axes[y_idx, x_idx].plot(\n",
-    "                            x,\n",
-    "                            residual_spectrum / unfilter_label_spectrum,\n",
-    "                            label=f'Resolution ({d_dim})',\n",
-    "                        )\n",
-    "                        if idx == 3:\n",
-    "                            axes[y_idx, x_idx].axvline(\n",
-    "                                x=filter_lim,\n",
-    "                                color='grey',\n",
-    "                                linestyle='--',\n",
-    "                                label='Train Lowpass Limit',\n",
-    "                            )\n",
-    "                            axes[y_idx, x_idx].axvline(\n",
-    "                                x=max_mode,\n",
-    "                                color='pink',\n",
-    "                                linestyle='--',\n",
-    "                                label='Max Mode',\n",
-    "                            )\n",
-    "                        d_dim = downsample_dim\n",
-    "                        if downsample_dim == -1:\n",
-    "                            d_dim = img_size\n",
-    "                        if y_idx == 0:\n",
-    "                            axes[y_idx, x_idx].set_title(\n",
-    "                                f'Train data \\nResolution ({d_dim})'\n",
-    "                            )\n",
-    "                        if y_idx == 3:\n",
-    "                            axes[y_idx, x_idx].set_xlabel('Frequency')\n",
-    "                        if x_idx == 0:\n",
-    "                            axes[y_idx, x_idx].set_ylabel(\n",
-    "                                'Norm. Resid. \\n Energy'\n",
-    "                            )\n",
-    "                        handles, labels = axes[\n",
-    "                            y_idx, x_idx\n",
-    "                        ].get_legend_handles_labels()\n",
-    "\n",
-    "        fig.legend(\n",
-    "            handles=handles,\n",
-    "            labels=labels,\n",
-    "            loc='upper center',\n",
-    "            bbox_to_anchor=(0.5, -0.0),\n",
-    "            fancybox=False,\n",
-    "            shadow=False,\n",
-    "            ncol=4,\n",
-    "        )\n",
-    "        plt.tight_layout()\n",
-    "        plt.show()\n",
-    "        fig.savefig(\n",
-    "            f'{FIG_DIR}/{dataset_name}_varried_downsample_w_varried_max_modes.pdf',\n",
-    "            dpi=300,\n",
-    "            bbox_inches='tight',\n",
-    "        )\n",
-    "print(f'{finished_exp=}, {total_exp=}, {finished_exp / total_exp * 100} %')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "77c59b90-5ef0-48ef-ba47-19b09d53afc2",
-   "metadata": {},
-   "source": [
-    "# Multi-Res Training\n",
-    "\n",
-    "Training curves w/ multi-res test sets\n",
-    "\n",
-    "TODO: Plot multi-res spectrum\n",
-    "\n",
-    "TODO: REDO ALL BURGERS DUE TO MULTI - RES data bug\n",
-    "\n",
-    "Middle plot sweep:\n",
-    "- Story: Middle plot shows fragility\n",
-    "- Add in the residual energy spectrum for each res\n",
-    "- Add in the base energy spectrum for each res\n",
-    "- Add in 7:1:1:1 ratio, add in the 1:0:0:0 ratio"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 22,
-   "id": "6cdd4e6d-c922-415a-9e1a-4484943b79db",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-05_15_05_mse_128_darcy_pdebench_-1_-1_64_FNO2D_1_1_05_1_multi_01_01_01_07//train_stats.csv\n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-05_15_05_mse_128_darcy_pdebench_-1_-1_64_FNO2D_1_1_05_1_multi_01_0_0_09//train_stats.csv\n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-05_15_05_mse_128_darcy_pdebench_-1_-1_64_FNO2D_1_1_05_1_multi_002_003_005_09//train_stats.csv\n",
-      "/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/0001_1e-05_15_05_mse_128_darcy_pdebench_-1_-1_64_FNO2D_1_1_05_1_multi_025_025_025_025//train_stats.csv\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 600x300 with 8 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "fig, axes = plt.subplots(\n",
-    "    nrows=2, ncols=4, sharey='row', sharex='col', figsize=(6, 3)\n",
-    ")\n",
-    "\n",
-    "dataset_name = 'darcy_pdebench'\n",
-    "loss = 'mse'\n",
-    "(\n",
-    "    model_name,\n",
-    "    in_channels,\n",
-    "    out_channels,\n",
-    "    initial_steps,\n",
-    "    loss,\n",
-    "    batch_size,\n",
-    "    lr,\n",
-    "    wd,\n",
-    "    pinn_loss_weight,\n",
-    ") = get_dataset_info(dataset_name, 'mse')\n",
-    "# lr = str(lr).replace('.','')\n",
-    "if dataset_name == 'darcy_pdebench':\n",
-    "    img_sizes = [128, 64, 32, 16]\n",
-    "    img_size = 128\n",
-    "    max_mode = img_size // 2\n",
-    "\n",
-    "\n",
-    "final_ckpts = []\n",
-    "\n",
-    "res_ratios = [\n",
-    "    [0.1, 0.1, 0.1, 0.7],\n",
-    "    [0.1, 0, 0, 0.9],\n",
-    "    [0.02, 0.03, 0.05, 0.9],\n",
-    "    [0.25, 0.25, 0.25, 0.25],\n",
-    "]\n",
-    "for x_idx, res_ratio in enumerate(res_ratios):\n",
-    "    ckpt_path = (\n",
-    "        '/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts'\n",
-    "    )\n",
-    "    # if x_idx == 3:\n",
-    "    #    ckpt_path = '/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ns_ckpts'\n",
-    "    res_ratio_str = str_from_res(res_ratio)\n",
-    "    ckpt_dir = f'{lr}_{wd}_15_05_{loss}_{batch_size}_{dataset_name}_-1_-1_{max_mode}_{model_name}_{in_channels}_{out_channels}_{pinn_loss_weight}_{initial_steps}_multi_{res_ratio_str}'\n",
-    "    ckpt_dir = ckpt_dir.replace('.', '')\n",
-    "    ckpt_pth = f'{ckpt_path}/{ckpt_dir}/'\n",
-    "    ckpt_name = f'{ckpt_pth}/train_stats.csv'\n",
-    "\n",
-    "    print(ckpt_name)\n",
-    "    if not os.path.exists(ckpt_name):\n",
-    "        print('does not exist: ', ckpt_dir)\n",
-    "        continue\n",
-    "    df = pd.read_csv(ckpt_name)\n",
-    "    losses = (\n",
-    "        df[df.epoch == 150][\n",
-    "            ['test_res_0', 'test_res_1', 'test_res_2', 'test_res_3']\n",
-    "        ]\n",
-    "        .values.squeeze()\n",
-    "        .tolist()\n",
-    "    )\n",
-    "    sns.barplot(y=res_ratio, x=img_sizes, ax=axes[0, x_idx], hue=img_sizes)\n",
-    "    sns.barplot(y=losses, x=img_sizes, ax=axes[1, x_idx], hue=img_sizes)\n",
-    "    axes[0, x_idx].get_legend().remove()\n",
-    "    axes[1, x_idx].get_legend().remove()\n",
-    "    axes[1, x_idx].tick_params(axis='x', labelrotation=45)\n",
-    "\n",
-    "    if x_idx == 0:\n",
-    "        axes[0, x_idx].set_ylabel('Dataset Ratio')\n",
-    "        axes[1, x_idx].set_ylabel('Test Loss')\n",
-    "\n",
-    "    axes[1, x_idx].set_xlabel('Resolution')\n",
-    "# plt.legend(bbox_to_anchor=(-0.5, -0.5), loc='upper center', ncols=4)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 23,
-   "id": "91df9843-ac3e-4b0f-ba22-cf42ee8cd383",
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "DATASET:  incomp_ns_pdebench\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<Figure size 1200x300 with 9 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1200x300 with 9 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1200x300 with 9 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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WQOeyqUxsSP2e3W537FT+3rlz5+Tjk3fZvr6+stvthY6XmZmpTp06qXHjxvrss8+UmpqqRYsWafjw4SVeY0BAgFq2bKnU1NQ8605NTS3RlflLKicnR0899ZTatWun2bNnq3PnznrzzTcVFBQkSerdu/c1d3Gv5tSpU5oxY4ZefPFFSVLXrl31008/qVmzZvr555/VtWtXp3wfKByNrYHO1kBna6CzNdDZ+9HYGuhsDXQum9x+DalRo0YpLi5O4eHhOnv2rBYsWKA1a9Y4/jC8+eabWrx4sWPjp1u3bho3bpzCw8PVpEkT7dixQ1OnTtXAgQMLHN9utysuLk4333yz4+16ERERSklJUXR0tMLCwgo8WyorK0sHDhxwfH3o0CGlpaWpatWqCg8PlyQlJiYqPj5erVq1UlRUlJKSkpSdne341D1XqFKlir788ktJ0tixYzV27Ng89w8YMEB33HGHxo4dq4oVK5Zo/HXr1jm+DggI0BdffHFda0bx0Nga6GwNdLYGOlsDnb0fja2BztZA57LJ7WdInThxQv369VOjRo3UqVMnbdmyRStWrFDnzp0lXT676eDBg47jp0+frt69e+vxxx9X48aNNXz4cD366KP6+9//XuD4Pj4+Gj9+vD799FMFBAQ4bo+MjNSqVavUp0+fAh+3detWtWjRQi1atJB0efOpRYsWGj16tOOY+++/X5MnT9bo0aPVvHlzpaWlKTk5ucQXQ7teHTp0yHdbUFCQpk2bpkOHDrl+QXA6GlsDna2BztZAZ2ugs/ejsTXQ2RroXHa4/Qyp2bNnX/X+3+9eVqpUSUlJSUpKSiryHFc2t37vymZTQTp06CBjzDXHHjZsmIYNG1bktZSmgp5YktSpUyfXLgSlhsbWQGdroLM10Nka6Oz9aGwNdLYGOpcdbj9DCs61bNkyNW3aVE2bNs3zHtg5c+Zo/PjxblwZnIXG1kBna6CzNdDZGujs/WhsDXS2BjqXDW4/QwrONXr0aC1btkyS1KtXL8XGxur48eOaP3++UlJS3Lw6OAONrYHO1kBna6CzNdDZ+9HYGuhsDXQuG9iQ8jL+/v46d+6cjDGOa2YlJCRo4sSJ8vMjtzegsTXQ2RrobA10tgY6ez8aWwOdrYHOZQM/aS8zadIkxcfHS5KmTZumpUuXKiQkRFFRUW5eGZyFxtZAZ2ugszXQ2Rro7P1obA10tgY6lw1sSHmZ9u3ba9OmTZKks2fP6u6771ZycrKSkpK0fv16hYSEaOrUqXk+cRCehcbWQGdroLM10Nka6Oz9aGwNdLYGOpcNXNTciz333HN6/vnndezYMS1ZskQff/yxqlWrpg8++MDdS4OT0Nga6GwNdLYGOlsDnb0fja2BztZAZ/dhQ8pLbdy4UadPn1bXrl2VnZ0tm80mSfLx8VFWVpabVwdnoLE10Nka6GwNdLYGOns/GlsDna2Bzu7FW/a8UE5OjkaOHKlPPvlEktSsWTPVq1dPTZs2VfXq1bV48WI3rxDXi8bWQGdroLM10Nka6Oz9aGwNdLYGOrsfG1JeyN/fX2vXrs1z27vvvuum1aA00Nga6GwNdLYGOlsDnb0fja2BztZAZ/fjLXsAAAAAAABwKTakAAAAAAAA4FJsSHmZZcuWqWnTpmratKlWrFjhuH3OnDkaP368G1cGZ6GxNdDZGuhsDXS2Bjp7PxpbA52tgc5lA9eQ8jKjR4/WsmXLJEm9evVSbGysjh8/rvnz5yslJcXNq4Mz0Nga6GwNdLYGOlsDnb0fja2BztZA57KBDSkv4+/vr3PnzskYo4CAAElSQkKCJk6cKD8/cnsDGlsDna2BztZAZ2ugs/ejsTXQ2RroXDbwk/YykyZNUnx8vCRp2rRpWrp0qUJCQhQVFeXmlcFZaGwNdLYGOlsDna2Bzt6PxtZAZ2ugc9nAhpSXad++vTZt2iRJOnv2rO6++24lJycrKSlJ69evV0hIiKZOnerYBYbnobE10Nka6GwNdLYGOns/GlsDna2BzmUDFzUvZUuXLlWjRo3UoEEDvfvuuy6d+7nnntPzzz+vY8eOacmSJfr4449VrVo1ffDBBy5dB0oPja2BztZAZ2ugszXQ2fvR2BrobA10dh82pErRpUuXlJiYqK+++ko7duzQa6+9pp9++sklc2/cuFGnT59W165dlZ2dLZvNJkny8fFRVlaWS9aA0kVja6CzNdDZGuhsDXT2fjS2BjpbA53di7fslaLNmzerSZMmCgsLkyTFxcVp5cqV+stf/lKq8+bk5GjkyJH65JNPJEnNmjVTvXr11LRpU1WvXl2LFy8u1flR+mhsDXS2BjpbA52tgc7ej8bWQGdroLP7uX1DaubMmZo5c6a+//57SVKTJk00evRoxcXFXfVxGRkZGjlypJYvX65z586pfv36eu+999SqVSunrW3dunV67bXXtG3bNh09elSLFy9Wjx498hwzY8YMvfbaazp27JgiIyM1ffp0x4XQjhw54tiMkqSwsDBlZGQ4bX2F8ff319q1a/Pc5uq3C6J00dga6GwNdLYGOlsDnb0fja2BztZQVjsvGTPTqePd+9IQp47nTG5/y16tWrX06quvatu2bdq6dauio6N17733as+ePYU+5tSpU2rXrp38/f21fPlypaena8qUKapSpUqBx69fv145OTn5bk9PT9fx48cLnSc7O1uRkZGaMWNGgfcvWrRIiYmJGjNmjLZv367IyEjFxsbqxIkT1/iuAQAAAAAArMvtG1LdunXT3XffrQYNGqhhw4YaN26cgoKCtHHjxkIfM3HiRNWuXVvvvfeeoqKiVLduXXXp0kV/+MMf8h1rt9s1dOhQ9e3bV7m5uY7b9+3bp+joaM2bN6/QeeLi4vTKK6+oZ8+eBd4/depUDRo0SAMGDFBERIRmzZqlChUqaM6cOZKk0NDQPGdEZWRkKDQ0tMCxZsyYoYiICLVu3brQ9cDz0dka6GwNdLYGOlsDnb0fja2BztZAZ+/h9g2p38rNzdXChQuVnZ2ttm3bFnrcF198oVatWqlPnz668cYb1aJFC73zzjsFHuvj46Nly5Zpx44d6tevn+x2uw4ePKjo6Gj16NFDI0aMKNFaL168qG3btikmJibPXDExMdqwYYMkKSoqSrt371ZGRoaysrK0fPlyxcbGFjje0KFDlZ6eri1btpRoPfAMdLYGOlsDna2BztZAZ+9HY2ugszXQ2XuUiQ2pXbt2KSgoSIGBgXrssce0ePFiRUREFHr8f/7zH82cOVMNGjTQihUrNGTIED3xxBOFnu0UGhqqr776Sl9//bX69u2r6OhoxcTEaObMkr83MzMzU7m5uQoJCclze0hIiI4dOyZJ8vPz05QpU9SxY0c1b95cTz/9tKpVq1biOQEAAAAAALxBmdiQatSokdLS0rRp0yYNGTJE8fHxSk9PL/R4u92u2267TePHj1eLFi00ePBgDRo0SLNmzSr0MeHh4Zo/f74WLVokPz8/zZ492/GRjqWpe/fu2r9/vw4cOKDBgweX+nzLli1T06ZN1bRpU61YscJx+5w5czR+/Pg8x/bp00fffPNNvjHmzp3ruMg8yh4aWwOdrYHO1kBna6Cz96OxNdDZGuhcNrj9U/YkKSAgQPXr15cktWzZUlu2bNHrr7+ut956q8Djb7rppnxnUDVu3FiffvppoXMcP35cgwcPVrdu3bRlyxYlJCRo+vTpJV5z9erV5evrm++i6MePH1fNmjVLPO71Gj16tJYtWyZJ6tWrl2JjY3X8+HHNnz9fKSkpeY59/vnn9cQTT2jdunWSLp/19dhjj2nTpk2qWLGiwsPD9dFHH+mGG25w9beBq6CxNdDZGuhsDXS2Bjp7PxpbA52tgc5lQ5nYkPo9u92uCxcuFHp/u3bttG/fvjy37d+/XzfffHOBx2dmZqpTp05q3LixPv74Y+3fv18dOnRQYGCgJk+eXKI1BgQEqGXLlkpNTVWPHj0c605NTdWwYcNKNKYz+Pv769y5czLGKCAgQJKUkJCgiRMnys8vb+7mzZvr5MmT2rt3rxo3bqwpU6aoUqVKevnll9WxY0f9+uuvjjFQdtDYGuhsDXS2BjpbA529H42tgc7WQOeywe0bUqNGjVJcXJzCw8N19uxZLViwQGvWrHGcNvfmm29q8eLFSk1NdTwmISFBd9xxh8aPH6/77rtPmzdv1ttvv62333473/h2u11xcXG6+eabHW/Xi4iIUEpKiqKjoxUWFqaEhIQC15aVlaUDBw44vj506JDS0tJUtWpVhYeHKzExUfHx8WrVqpWioqKUlJSk7OxsDRgwwMk/paKbNGmS4uPjJUnTpk3T0qVLFRISoqioqAKPb9u2rVJTU9W4cWMFBgbq7NmzysrKknT5rDOUPTS2BjpbA52tgc7WQGfvR2NroLM10LlscPuG1IkTJ9SvXz8dPXpUwcHBatasmVasWKHOnTtLunx208GDB/M8pnXr1lq8eLFGjRqll19+WXXr1lVSUpIefPDBfOP7+Pho/Pjxat++fZ5dy8jISK1atUo1atQodG1bt25Vx44dHV8nJiZKkuLj4zV37lzdf//9OnnypEaPHq1jx46pefPmSk5Oznehc1dq3769Nm3aJEk6e/as7r77biUnJyspKUnr169XSEiIpk6d6vhZ1KxZUz/++KMkafjw4RozZoxee+01vf322+rdu7dGjRrFbm8ZQ2NroLM10Nka6GwNdPZ+NLYGOlsDncsGt1/UfPbs2fr+++914cIFnThxQqtWrXJsRknS2LFjC7xQ2J/+9Cft2rVL58+f1969ezVo0KBC5+jcubPKlSuX7/YWLVqoVq1ahT6uQ4cOMsbk+9/cuXMdxwwbNkz//e9/deHCBW3atElt2rQp2jfuAs8995yef/55HTt2TEuWLNHHH3+satWq6YMPPnAcc/78eZUvX16SFBQUpClTpujll1/WW2+9pW+++UZTpkxx1/JRBDS2BjpbA52tgc7WQGfvR2NroLM10Nl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-      "text/plain": [
-       "<Figure size 1200x300 with 9 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1200x300 with 9 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "DATASET:  burgers_pdebench\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1200x300 with 9 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<Figure size 1200x300 with 9 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<Figure size 1200x300 with 9 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<Figure size 1200x300 with 9 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
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-      "image/png": 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-      "text/plain": [
-       "<Figure size 1200x300 with 9 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "DATASET:  darcy_pdebench\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<Figure size 1200x300 with 9 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1200x300 with 9 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<Figure size 1200x300 with 9 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<Figure size 1200x300 with 9 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<Figure size 1200x300 with 9 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "summary_stats = pd.DataFrame(\n",
-    "    columns=[\n",
-    "        'test_loss',\n",
-    "        'resolution',\n",
-    "        'dataset',\n",
-    "        'ratio',\n",
-    "        'pair',\n",
-    "        'avg_epoch_time',\n",
-    "        'avg_loss_cross_res',\n",
-    "    ]\n",
-    ")\n",
-    "\n",
-    "for dataset_name in [\n",
-    "    'incomp_ns_pdebench',\n",
-    "    'burgers_pdebench',\n",
-    "    'darcy_pdebench',\n",
-    "]:  # , 'ns_pdebench'\n",
-    "    loss = 'mse'\n",
-    "    print('DATASET: ', dataset_name)\n",
-    "    (\n",
-    "        model_name,\n",
-    "        in_channels,\n",
-    "        out_channels,\n",
-    "        initial_steps,\n",
-    "        loss,\n",
-    "        batch_size,\n",
-    "        lr,\n",
-    "        wd,\n",
-    "        pinn_loss_weight,\n",
-    "    ) = get_dataset_info(dataset_name, 'mse')\n",
-    "    # lr = str(lr).replace('.','')\n",
-    "    ckpt_path = (\n",
-    "        '/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts'\n",
-    "    )\n",
-    "    if dataset_name == 'darcy_pdebench':\n",
-    "        img_sizes = [128, 64, 32, 16]\n",
-    "        img_size = 128\n",
-    "    if dataset_name == 'burgers_pdebench':\n",
-    "        img_sizes = [1024, 512, 256, 128]\n",
-    "        img_size = 1024\n",
-    "    if dataset_name == 'incomp_ns_pdebench':\n",
-    "        img_sizes = [510, 255, 128, 64]\n",
-    "        img_size = 510\n",
-    "        batch_size = 1\n",
-    "        lr = 1e-05\n",
-    "        ckpt_path = '/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ns_ckpts'\n",
-    "    if dataset_name == 'ns_pdebench':\n",
-    "        img_sizes = [512, 256, 128, 64]\n",
-    "        img_size = 512\n",
-    "\n",
-    "    max_mode = img_size // 2\n",
-    "\n",
-    "    final_ckpts = []\n",
-    "\n",
-    "    res_ratios = [\n",
-    "        '[0.25,0.25,0.25,0.25]',\n",
-    "        '[0.1,0.1,0.1,0.7]',\n",
-    "        '[0.02,0.03,0.05,0.9]',\n",
-    "    ]\n",
-    "    for _idx, rat in enumerate([0.05, 0.25, 0.5, 0.75, 0.95]):\n",
-    "        fig, axes = plt.subplots(\n",
-    "            nrows=1, ncols=9, sharey='row', sharex=True, figsize=(12, 3)\n",
-    "        )\n",
-    "        for x_idx, (first_idx, second_idx) in enumerate(\n",
-    "            [\n",
-    "                (0, 1),\n",
-    "                (0, 2),\n",
-    "                (0, 3),\n",
-    "                (1, 2),\n",
-    "                (1, 3),\n",
-    "                (2, 3),\n",
-    "                ('equal', 0),\n",
-    "                ('all', 0),\n",
-    "                ('all_less', 0),\n",
-    "            ]\n",
-    "        ):\n",
-    "            if first_idx == 'equal':\n",
-    "                res_ratio = [0.25, 0.25, 0.25, 0.25]\n",
-    "            elif first_idx == 'all':\n",
-    "                res_ratio = [0.1, 0.1, 0.1, 0.7]\n",
-    "            elif first_idx == 'all_less':\n",
-    "                res_ratio = [0.02, 0.03, 0.05, 0.9]\n",
-    "            else:\n",
-    "                res_ratio = [0, 0, 0, 0]\n",
-    "                res_ratio[first_idx] = rat\n",
-    "                res_ratio[second_idx] = round(1 - rat, 2)\n",
-    "            res_ratio_str = str_from_res(res_ratio)\n",
-    "            ckpt_dir = f'{lr}_{wd}_15_05_{loss}_{batch_size}_{dataset_name}_-1_-1_{max_mode}_{model_name}_{in_channels}_{out_channels}_{pinn_loss_weight}_{initial_steps}_multi_{res_ratio_str}'\n",
-    "            ckpt_dir = ckpt_dir.replace('.', '')\n",
-    "            ckpt_pth = f'{ckpt_path}/{ckpt_dir}/'\n",
-    "            ckpt_name = f'{ckpt_pth}/train_stats.csv'\n",
-    "            ckpt_file = f'{ckpt_pth}/150_ckpt.pth'\n",
-    "\n",
-    "            if not os.path.exists(ckpt_file):\n",
-    "                print('does not exist: ', ckpt_pth)\n",
-    "                continue\n",
-    "            df = pd.read_csv(ckpt_name)\n",
-    "            avg_per_epoch_train_time = df['train_time'].mean()\n",
-    "            losses = (\n",
-    "                df[df.epoch == 150][\n",
-    "                    ['test_res_0', 'test_res_1', 'test_res_2', 'test_res_3']\n",
-    "                ]\n",
-    "                .values.squeeze()\n",
-    "                .tolist()\n",
-    "            )\n",
-    "            avg_loss_cross_res = sum(losses) / len(losses)\n",
-    "            for res, loss_val in enumerate(losses):\n",
-    "                summary_stats.loc[len(summary_stats)] = [\n",
-    "                    loss_val,\n",
-    "                    res,\n",
-    "                    dataset_name,\n",
-    "                    rat,\n",
-    "                    (first_idx, second_idx),\n",
-    "                    avg_per_epoch_train_time,\n",
-    "                    avg_loss_cross_res,\n",
-    "                ]\n",
-    "            # sns.barplot(y=res_ratio, x=img_sizes, ax=axes[0, x_idx], hue=img_sizes)\n",
-    "            sns.barplot(y=losses, x=img_sizes, ax=axes[x_idx], hue=img_sizes)\n",
-    "            # axes[0, x_idx].get_legend().remove()\n",
-    "            # axes[0,x_idx].set_ylim([0,1])\n",
-    "            axes[x_idx].get_legend().remove()\n",
-    "            # axes[0, x_idx].tick_params(axis='x', labelrotation=45)\n",
-    "            axes[x_idx].tick_params(axis='x', labelrotation=45)\n",
-    "            axes[x_idx].set_yscale('log')\n",
-    "\n",
-    "            axes[x_idx].annotate(\n",
-    "                '$( - % \\n % \\n % \\n %)$',\n",
-    "                xy=(0.1, 0.75),\n",
-    "                xycoords='axes fraction',\n",
-    "                # textcoords='offset points',\n",
-    "                size=8,\n",
-    "                bbox=dict(\n",
-    "                    boxstyle='round', facecolor='white', edgecolor='black'\n",
-    "                ),\n",
-    "            )\n",
-    "\n",
-    "            # sns.barplot(y=[avg_per_epoch_train_time,], x=[\"\",], ax=axes[2,x_idx])\n",
-    "            # axes[2, x_idx].tick_params(axis='x', labelrotation=45)\n",
-    "            # axes[2, x_idx].set_yscale('log')\n",
-    "\n",
-    "            if x_idx == 0:\n",
-    "                # axes[0, x_idx].set_ylabel('Dataset Ratio')\n",
-    "                axes[x_idx].set_ylabel('Test Loss')\n",
-    "                # axes[2, x_idx].set_ylabel('Avg Train Time')\n",
-    "\n",
-    "            axes[x_idx].set_xlabel('Resolution')\n",
-    "\n",
-    "        plt.tight_layout()\n",
-    "        plt.show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "id": "d8f1b797-c568-4f47-b191-7da74afa2082",
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "DATASET:  incomp_ns_pdebench\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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uIiIiIiIiIiPhoJuIiIiIiIjISDjoJiIiIiIiIjISDrrvs3v3boSHh0OtVkOlUuHHH3/UWS8imDx5MurXrw8HBweEhITgr7/+0tnm0qVLGDRoEJydnVG9enW8/PLLyMvLe4SPgoiIiIiIiJSCg+775Ofnw9fXF7GxsXrXf/TRR1iwYAGWLFmCP/74A46OjggNDcXNmze12wwaNAhHjx7F1q1bsX79euzevRsjRox4VA+BiIiIiIiIFEQlImLqIpRIpVIhPj4evXv3BnDvLLdarcZbb72FMWPGAACuXLmCunXrYuXKlRgwYACOHTsGLy8vHDhwAAEBAQCATZs24emnn8Y///wDtVptqodDREREREREJsAz3aWUkZGBnJwchISEaJe5uLigXbt22LdvHwBg3759qF69unbADQAhISGwsrLCH3/88chrJiIiIiIiItOyMXUBlUVOTg4AoG7dujrL69atq12Xk5ODOnXq6Ky3sbGBq6urdpsH3bp1C7du3dLe12g0uHTpEmrWrAmVSmXIh2C2RATXrl2DWq2GlVXFPkdiHhXHPJSDWSgL81AOZqEszENZmIdyMAtlqVAeQnoBkPj4eO39xMREASDnzp3T2a5v377Sr18/ERGZMWOGtGjRokhbtWvXlk8//VTvcaZMmSIAeDPALTMzs8K5Mw/mYY43ZqGsG/NQzo1ZKOvGPJR1Yx7KuTELZd3Kkwe/012MB7/Tffr0aTRt2hQpKSnw8/PTbtepUyf4+flh/vz5WL58Od566y38999/2vV3795FlSpV8O2336JPnz5FjvPgp05XrlyBu7s7MjMz4ezsbLTHZ06uXr2Khg0b4vLly3BxcalQW8yj4piHcjALZWEeysEslIV5KAvzUA5moSwVyYOXl5eSh4cH6tWrh4SEBO2g++rVq/jjjz8wcuRIAEBQUBAuX76M5ORk+Pv7AwC2b98OjUaDdu3a6W3X3t4e9vb2RZY7OzsrugN0WNih3PsmvpFowEr+jyEujXlUeZyd3rrc+7pPPmywOozJ2Hl0ee/Hcreb/PHgClRV+VhK3wAqR/9g31AOJWcBMI/yqKx/VykR81AOZqEs5cmDg+775OXl4eTJk9r7GRkZSE1NhaurK9zd3TF69Gi8//77aN68OTw8PDBp0iSo1Wrt2fBWrVqhR48eGD58OJYsWYI7d+4gKioKAwYM4MzlREREREREFoiD7vskJSWhS5cu2vsxMTEAgIiICKxcuRLjxo1Dfn4+RowYgcuXL+PJJ5/Epk2bUKVKFe0+q1evRlRUFLp27QorKys8//zzWLBgwSN/LERERERERGR6HHTfp3PnzijpK+4qlQrTp0/H9OnTi93G1dUVa9asMUZ5REREREREBuU/9qty72tpX4MpL/5ONxEREREREZGRcNBNREREREREZCQcdBMREREREREZCQfdREREREREREbCQTcRERERERGRkZjdoFtESpyBnIiIiIiIiOhRMZtB91dffYXWrVvDwcEBDg4O8PHxwapVq0xdFhEREREREVkws/id7jlz5mDSpEmIiopChw4dAAB79uzBa6+9htzcXERHR5u4QiIiIiIiIrJEZjHoXrhwIRYvXozBg//vx9l79uwJb29vTJ06lYNuIiIiIiIiMgmzuLw8Ozsb7du3L7K8ffv2yM7ONkFFRERERERERGZyprtZs2b45ptv8M477+gsj4uLQ/PmzU1UFRERERER6eM/9qty75v88eCHb0SkIGYx6J42bRr69++P3bt3a7/TnZiYiISEBHzzzTcmro6IiIiIiIgslVlcXv7888/jjz/+QK1atfDjjz/ixx9/RK1atbB//3706dPH1OURERERERGRhTKLM90A4O/vj6+//trUZRARERERERFpVdpB99WrV+Hs7Kz9d0kKtyMiIiIiIiJ6lCrtoLtGjRrIzs5GnTp1UL16dahUqiLbiAhUKhUKCgpMUCERERERERFZuko76N6+fTtcXV0BADt27DBxNURERERERERFVdpBd6dOnbT/9vDwQMOGDYuc7RYRZGZmPurSiIiIiIiIiACYyezlHh4euHjxYpHlly5dgoeHhwkqIiIiIiIiIjKTQXfhd7cflJeXhypVqpigIiIiIiIiIqJKfHk5AMTExAAAVCoVJk2ahKpVq2rXFRQU4I8//oCfn5+JqiMiIiIiIiJLV6kH3SkpKQDunek+fPgw7OzstOvs7Ozg6+uLMWPGmKo8IiIiIiIisnCVetBdOGv50KFDMX/+fP4eNxERERERESlKpR50F1qxYoWpSyAiIiIiIiIqwiwG3QCQlJSEb775BmfPnsXt27d11v3www8mqoqIiIiIiIgsmVnMXr5u3Tq0b98ex44dQ3x8PO7cuYOjR49i+/btcHFxMXV5REREREREZKHMYtA9c+ZMzJ07F7/88gvs7Owwf/58HD9+HP369YO7u7upyyMiIiIiIiILZRaD7lOnTuGZZ54BcG/W8vz8fKhUKkRHR+Pzzz83cXVERERERERkqcxi0F2jRg1cu3YNAODm5oYjR44AAC5fvozr16+bsjQiIiIiIiKyYGYxkdpTTz2FrVu3onXr1ujbty/efPNNbN++HVu3bkVwcLCpyyMiIiIiIiILZRaD7kWLFuHmzZsAgHfffRe2trbYu3cvnn/+eYwZM8bE1REREREREZGlMovLy11dXaFWqwEAVlZWGD9+PL755huo1Wq0adPGxNURERERERGRparUg+5bt25hwoQJCAgIQPv27fHjjz8CAFasWIGmTZti/vz5iI6ONm2RREREREREZLEq9eXlkydPxmeffYaQkBDs3bsXffv2xdChQ/H7779j9uzZ6Nu3L6ytrU1dJhEREREREVmoSj3o/vbbb/HVV1+hZ8+eOHLkCHx8fHD37l0cOnQIKpXK1OURERERkUL4j/2q3PsmfzxY5/7Z6a3L3Zb75MM69zss7FDutgAg8Y1E7b93PdWpQm112r2rQvsTkX6V+vLyf/75B/7+/gCAxx57DPb29oiOjuaAm4iIiIiIiBShUg+6CwoKYGdnp71vY2ODatWqmbAiIiIiIiIiov9TqS8vFxEMGTIE9vb2AICbN2/itddeg6Ojo852P/zwgynKIyIiIiIiIgtXqQfdEREROvdfeuklE1VCREREREREVFSlHnSvWLHC1CUQERERERERFatSf6ebiIiIiIiISMk46CYiIiIiIiIykkp9eTkREREREVk2pfxu+v2/mQ5U7HfT+Zvp5oVnuo0kNjYWjRs3RpUqVdCuXTvs37/f1CURERERERHRI8Yz3UYQFxeHmJgYLFmyBO3atcO8efMQGhqK9PR01KlTx9TlKQ4/BVSOimQBMA9DY9+omIqcrQCKnrGgijHk2SNLVJEzeUDRs3lERMbA1yr9OOg2gjlz5mD48OEYOnQoAGDJkiX49ddfsXz5cowfP97E1RERERERESmbOX14zkG3gd2+fRvJycmYMGGCdpmVlRVCQkKwb9++ItvfunULt27d0t6/cuUKAODq1avGL7YC7t64W+59H3xs+Xcr1lZheyJS7nYKPao8rt0sKPe+xvy/UZEsgEebR8GtG+VuV+n9qxD7RtndX09FXqcebMsQLL1vGPJ9o6IqQxaFbRQyZN9QmsqQx4PPnyHfxw35WmWp7+NKyaOy/o2rlCwebM/Q7+N7eoSVu60nN22sWB5CBpWVlSUAZO/evTrLx44dK4GBgUW2nzJligDgzQC3zMzMCufHPJiHOd6YhbJuzEM5N2ahrBvzUNaNeSjnxiyUdStPHioRA3x0Qlrnzp2Dm5sb9u7di6CgIO3ycePGYdeuXfjjjz90tn/wUyeNRoNLly6hZs2aUKlUj6zuykxEcO3aNajValhZVWxuQOZRccxDOZiFsjAP5WAWysI8lIV5KAezUJaK5MFBt4Hdvn0bVatWxXfffYfevXtrl0dERODy5cv46aefTFccERERERERPVL8yTADs7Ozg7+/PxISErTLNBoNEhISdM58ExERERERkfnjRGpGEBMTg4iICAQEBCAwMBDz5s1Dfn6+djZzIiIiIiIisgwcdBtB//79cfHiRUyePBk5OTnw8/PDpk2bULduXVOXRkRERERERI8Qv9NNREREREREZCT8TjcRERERERGRkXDQTURERERERGQkHHQTERERERERGQkH3URERERERERGwkE3ERERERERkZFw0E1ERERERERkJBx0ExERERERERkJB91ERERERERERsJBNxEREREREZGRcNBNREREREREZCQcdBMREREREREZCQfdREREREREREbCQTcRERERERGRkXDQTURERERERGQkHHQTERERERERGQkH3URERERERERGYmPqAkiXRqPBuXPn4OTkBJVKZepyKgURwbVr16BWq2FlZdjPkZhH2TEP5WAWysI8lINZKAvzUBbmoRzMQlkqlIeQUf3yyy/SokULadasmXzxxRcP3T4zM1MA8FaOW2ZmpsHzYx7MwxxuzEJZN+ahnBuzUNaNeSjrxjyUc2MWyrqVJw+e6Taiu3fvIiYmBjt27ICLiwv8/f3Rp08f1KxZs9h9nJycAACZmZlwdnZ+VKVWalevXkXDhg21z50hMY+yYx7KwSyUhXkoB7NQFuahLMxDOZiFslQkDw66jWj//v3w9vaGm5sbACAsLAxbtmzBiy++WOw+hZd3ODs7swOUkTEujWEe5cc8lINZKAvzUA5moSzMQ1mYh3IwC2UpTx4mn0ht8eLF8PHx0QYeFBSEjRs3Frt9QUEBJk2aBA8PDzg4OKBp06Z47733ICIGrWv37t0IDw+HWq2GSqXCjz/+qHe72NhYNG7cGFWqVEG7du2wf/9+7bpz585pB9wA4ObmhqysLIPWSURERERERMpl8kF3gwYN8MEHHyA5ORlJSUkIDg5Gr169cPToUb3bf/jhh1i8eDEWLVqEY8eO4cMPP8RHH32EhQsXFnuMxMRE3Llzp8jytLQ0nD9/Xu8++fn58PX1RWxsbLHtxsXFISYmBlOmTMHBgwfh6+uL0NBQXLhw4SGPmoiIiIiIiCyByS8vDw8P17k/Y8YMLF68GL///ju8vb2LbL9371706tULzzzzDACgcePGWLt2rc4Z5vtpNBpERkaiefPmWLduHaytrQEA6enpCA4ORkxMDMaNG1dkv7CwMISFhZVY+5w5czB8+HAMHToUALBkyRL8+uuvWL58OcaPHw+1Wq1zZjsrKwuBgYEltklERERkbB0Wdij3volvJBqwEiIi82fyQff9CgoK8O233yI/Px9BQUF6t2nfvj0+//xznDhxAi1atMChQ4ewZ88ezJkzR+/2VlZW2LBhA5566ikMHjwYq1atQkZGBoKDg9G7d2+9A+7SuH37NpKTkzFhwgSdY4WEhGDfvn0AgMDAQBw5cgRZWVlwcXHBxo0bMWnSpHIdj6g4FfnDCeAfT0RERERExqSIQffhw4cRFBSEmzdvolq1aoiPj4eXl5febcePH4+rV6+iZcuWsLa2RkFBAWbMmIFBgwYV275arcb27dvRsWNHDBw4EPv27UNISAgWL15c7ppzc3NRUFCAunXr6iyvW7cujh8/DgCwsbHB7Nmz0aVLF2g0GowbN67YmctjY2MRGxuLgoKCctdEhsM8lKUy5WHuZ48qUxaWgHkoB7NQFuahLMxDOZiFaajE0DOQlcPt27dx9uxZXLlyBd999x2WLl2KXbt26R14r1u3DmPHjsXHH38Mb29vpKamYvTo0ZgzZw4iIiJKPM7u3bvRqVMnNGnSBOnp6bCxKd1nDiqVCvHx8ejdu7d2WeEkaXv37tU5Kz9u3Djs2rULf/zxR+ke/AOuXr0KFxcXXLlyhTMJlpIxn7PKkIfSznQzD+UMui09C6VhHsrBLPhaRcVjHsrBLJSlIs+ZySdSAwA7Ozs0a9YM/v7+mDVrFnx9fTF//ny9244dOxbjx4/HgAED0Lp1a/zvf/9DdHQ0Zs2aVeIxzp8/jxEjRiA8PBzXr19HdHR0hWquVasWrK2ti0zEdv78edSrV69CbRMREREREZF5UMSg+0EajQa3bt3Su+769euwstIt29raGhqNptj2cnNz0bVrV7Rq1Qo//PADEhISEBcXhzFjxpS7Rjs7O/j7+yMhIUGn7oSEhGK/j05ERERERESWxeTf6Z4wYQLCwsLg7u6Oa9euYc2aNdi5cyc2b94MAFi0aBHi4+O1g9vw8HDMmDED7u7u8Pb2RkpKCubMmYNhw4bpbV+j0SAsLAyNGjVCXFwcbGxs4OXlha1btyI4OBhubm56z3rn5eXh5MmT2vsZGRlITU2Fq6sr3N3dAQAxMTGIiIhAQEAAAgMDMW/ePOTn52tnMyciIiIiIiLLZvJB94ULFzB48GBkZ2fDxcUFPj4+2Lx5M7p16wbg3lnqU6dOabdfuHAhJk2ahNdffx0XLlyAWq3Gq6++ismTJ+tt38rKCjNnzkTHjh1hZ2enXe7r64tt27ahdu3aevdLSkpCly5dtPdjYmIAABEREVi5ciUAoH///rh48SImT56MnJwc+Pn5YdOmTUUmVyMiIiIiIiLLZPJB97Jly0pcP3XqVEydOlV738nJCfPmzcO8efNKfYzCAfyD2rRpU+w+nTt3RmnmmIuKikJUVFSpayEiIiIiIiLLocjvdBMRERERERGZAw66iYiIiIiIiIyEg24jW79+PTw9PdG8eXMsXbrU1OUQERERERHRI2Ty73Sbs7t37yImJgY7duyAi4sL/P390adPH9SsWdPUpREREREREdEjwDPdRrR//354e3vDzc0N1apVQ1hYGLZs2WLqsoiIiIiIiOgRMfmge/HixfDx8YGzszOcnZ0RFBSEjRs3PnS/rKwsvPTSS6hZsyYcHBzQunVrJCUlGbS23bt3Izw8HGq1GiqVCj/++GORbWJjY9G4cWNUqVIF7dq1w/79+7Xrzp07Bzc3N+19Nzc3ZGVlGbRGIiIiIiIiUi6TD7obNGiADz74AMnJyUhKSkJwcDB69eqFo0ePFrvPf//9hw4dOsDW1hYbN25EWloaZs+ejRo1aujdPjExEXfu3CmyPC0tDefPny/2OPn5+fD19UVsbKze9XFxcYiJicGUKVNw8OBB+Pr6IjQ0FBcuXHjIoyYiIiIiIiJLYPLvdIeHh+vcnzFjBhYvXozff/8d3t7eevf58MMP0bBhQ6xYsUK7zMPDQ++2Go0GkZGRaN68OdatWwdra2sAQHp6OoKDgxETE4Nx48bp3TcsLAxhYWHF1j5nzhwMHz4cQ4cOBQAsWbIEv/76K5YvX47x48dDrVbrnNnOyspCYGBgse0RERERERER0GFhhwrtn/hGooEqqTiTn+m+X0FBAdatW4f8/HwEBQUVu93PP/+MgIAA9O3bF3Xq1EGbNm3wxRdf6N3WysoKGzZsQEpKCgYPHgyNRoNTp04hODgYvXv3LnbA/TC3b99GcnIyQkJCdI4VEhKCffv2AQACAwNx5MgRZGVlIS8vDxs3bkRoaKje9mJjY+Hl5YW2bduWqx4yLOahLMxDOZiFsjAP5WAWysI8lIV5KAezMA1FDLoPHz6MatWqwd7eHq+99hri4+Ph5eVV7PanT5/G4sWL0bx5c2zevBkjR47EqFGj8OWXX+rdXq1WY/v27dizZw8GDhyI4OBghISEYPHixeWuOTc3FwUFBahbt67O8rp16yInJwcAYGNjg9mzZ6NLly7w8/PDW2+9VezM5ZGRkUhLS8OBAwfKXRMZDvNQFuahHMxCWZiHcjALZWEeysI8lINZmEaFLy8vKCjA4cOH0ahRo2K/U/0wnp6eSE1NxZUrV/Ddd98hIiICu3btKnbgrdFoEBAQgJkzZwIA2rRpgyNHjmDJkiWIiIjQu4+7uztWrVqFTp06oUmTJli2bBlUKlW56i2Lnj17omfPnkY/DhERERERESlPmc90jx49GsuWLQNwb8DdqVMnPP7442jYsCF27txZriLs7OzQrFkz+Pv7Y9asWfD19cX8+fOL3b5+/fpFBuStWrXC2bNni93n/PnzGDFiBMLDw3H9+nVER0eXq9ZCtWrVgrW1dZGJ2M6fP4969epVqG0iIiIiIiIyD2UedH/33Xfw9fUFAPzyyy/IyMjA8ePHER0djXfffdcgRWk0Gty6davY9R06dEB6errOshMnTqBRo0Z6t8/NzUXXrl3RqlUr/PDDD0hISEBcXBzGjBlT7hrt7Ozg7++PhIQEnboTEhJK/D46ERERERERWY4yD7pzc3O1Z3I3bNiAvn37okWLFhg2bBgOHz5c5gImTJiA3bt348yZMzh8+DAmTJiAnTt3YtCgQQCARYsWoWvXrjr7REdH4/fff8fMmTNx8uRJrFmzBp9//jkiIyOLtK/RaBAWFoZGjRohLi4ONjY28PLywtatW7FixQrMnTu32Nry8vKQmpqK1NRUAEBGRgZSU1O1Z9RjYmLwxRdf4Msvv8SxY8cwcuRI5Ofna2czJyIiIiIiIstW5u90161bF2lpaahfvz42bdqknYzs+vXr2p/jKosLFy5g8ODByM7OhouLC3x8fLB582Z069YNwL1B/qlTp3T2adu2LeLj4zFhwgRMnz4dHh4emDdvnnagfj8rKyvMnDkTHTt2hJ2dnXa5r68vtm3bhtq1axdbW1JSErp06aK9HxMTAwCIiIjAypUr0b9/f1y8eBGTJ09GTk4O/Pz8sGnTpiKTqxEREREREZFlKvOge+jQoejXrx/q168PlUql/cmsP/74Ay1btixzAYXfDy/O1KlTMXXq1CLLn332WTz77LOlOkbhAP5Bbdq0KXG/zp07Q0RK3CYqKgpRUVGlqoOIiIiIiIgsS5kH3VOnTsVjjz2GzMxM9O3bF/b29gAAa2trjB8/3uAFEhERlUeHhR0qtH/iG4kGqoSAiuXBLIiIqDIr10+GvfDCCzr3L1++XOxPdRERERERERFZqjJPpPbhhx8iLi5Oe79fv36oWbMmGjRogD///NOgxZmD9evXw9PTE82bN8fSpUtNXQ4RERERERE9QmUedC9ZsgQNGzYEAGzduhVbt27Fxo0b0aNHjwr9BJc5unv3LmJiYrB9+3akpKTg448/xr///mvqsoiIiIiIiOgRKfPl5Tk5OdpB9/r169GvXz90794djRs3Rrt27QxeYGW2f/9+eHt7w83NDQAQFhaGLVu24MUXXzRxZURERERERPQolPlMd40aNZCZmQkA2LRpk3b2chFBQUFBmQtYvHgxfHx84OzsDGdnZwQFBWHjxo2l3v+DDz6ASqXC6NGjy3zsh9m9ezfCw8OhVquhUqnw448/FtkmNjYWjRs3RpUqVdCuXTvs379fu+7cuXPaATcAuLm5ISsry+B1EhERERERkTKVedD93HPPYeDAgejWrRv+/fdfhIWFAQBSUlLQrFmzMhfQoEEDfPDBB0hOTkZSUhKCg4PRq1cvHD169KH7HjhwAJ999hl8fHxK3C4xMRF37twpsjwtLQ3nz58vdr/8/Hz4+voiNjZW7/q4uDjExMRgypQpOHjwIHx9fREaGooLFy48tHYiIiIiIiIyf2UedM+dOxdRUVHw8vLC1q1bUa1aNQBAdnY2Xn/99TIXEB4ejqeffhrNmzdHixYtMGPGDFSrVg2///57ifvl5eVh0KBB+OKLL1CjRo1it9NoNIiMjMTAgQN1zsSnp6cjODgYX375ZbH7hoWF4f3330efPn30rp8zZw6GDx+OoUOHwsvLC0uWLEHVqlWxfPlyAIBardY5s52VlQW1Wl3i4yIiIiIiIiLzUeZBt62tLcaMGYP58+ejTZs22uXR0dF45ZVXKlRMQUEB1q1bh/z8fAQFBZW4bWRkJJ555hnt5e3FsbKywoYNG5CSkoLBgwdDo9Hg1KlTCA4ORu/evTFu3Lhy1Xr79m0kJyfrHN/KygohISHYt28fACAwMBBHjhxBVlYW8vLysHHjRoSGhuptLzY2Fl5eXmjbtm256iHDYh7KwjyUg1koC/NQDmahLMxDWZiHcjAL0yjzoBsATp06hTfeeAMhISEICQnBqFGjcPr06XIXcfjwYVSrVg329vZ47bXXEB8fDy8vr2K3X7duHQ4ePIhZs2aVqn21Wo3t27djz549GDhwIIKDgxESEoLFixeXu+bc3FwUFBSgbt26Osvr1q2LnJwcAICNjQ1mz56NLl26wM/PD2+99RZq1qypt73IyEikpaXhwIED5a6JDId5KAvzUA5moSzMQzmYhbIwD2VhHsrBLEyjzLOXb968GT179oSfnx86dOgA4N53pr28vPDLL7+gW7duZS7C09MTqampuHLlCr777jtERERg165degfemZmZePPNN7F161ZUqVKl1Mdwd3fHqlWr0KlTJzRp0gTLli2DSqUqc61l1bNnT/Ts2dPoxyEiIiIiIiLlKfOge/z48YiOjsYHH3xQZPnbb79drkG3nZ2ddhI2f39/HDhwAPPnz8dnn31WZNvk5GRcuHABjz/+uHZZQUEBdu/ejUWLFuHWrVuwtrYust/58+cxYsQIhIeH48CBA4iOjsbChQvLXGuhWrVqwdraushEbOfPn0e9evXK3S4RERERERGZjzJfXn7s2DG8/PLLRZYPGzYMaWlpBilKo9Hg1q1betd17doVhw8fRmpqqvYWEBCAQYMGITU1Ve+AOzc3F127dkWrVq3www8/ICEhAXFxcRgzZky5a7Szs4O/vz8SEhJ06k5ISHjo99GJiIiIiIjIMpT5THft2rWRmpqK5s2b6yxPTU1FnTp1ylzAhAkTEBYWBnd3d1y7dg1r1qzBzp07sXnzZgDAokWLEB8frx3cOjk54bHHHtNpw9HRETVr1iyyHLg3EA4LC0OjRo0QFxcHGxsb7czrwcHBcHNzQ3R0tN7a8vLycPLkSe39jIwMpKamwtXVFe7u7oiJiUFERAQCAgIQGBiIefPmIT8/H0OHDi3z80BERERERETmp8yD7uHDh2PEiBE4ffo02rdvD+Ded7o//PBDxMTElLmACxcuYPDgwcjOzoaLiwt8fHywefNm7WXqubm5OHXqVJnbLWRlZYWZM2eiY8eOsLOz0y739fXFtm3bULt27WL3TUpKQpcuXbT3Cx9fREQEVq5cif79++PixYuYPHkycnJy4Ofnh02bNhWZXI2IiIiIiIgsU5kH3ZMmTYKTkxNmz56NCRMmALg3O/jUqVPx5ptvlrmAZcuWlbh+6tSpmDp1aonb7Ny5s8T1xX3P/P6fPNOnc+fOEJESt4mKikJUVFSJ2xAREREREZFlKvN3ulUqFaKjo/HPP//gypUruHLlCv755x8MHz4ce/fuNUaNRERERERERJVSmc9038/JyUn777/++gsdO3ZEQUFBhYsiIiIiIiIiMgdlPtNNRERERERERKXDQbeRrV+/Hp6enmjevDmWLl1q6nKIiIiIiIjoEarQ5eVUsrt37yImJgY7duyAi4sL/P390adPH9SsWdPUpREREREREdEjUOpB988//1zi+oyMjAoXY272798Pb29vuLm5AQDCwsKwZcsWvPjiiyaujIiIiIiIHtRhYYdy75v4RqIBKyFzUurLy3v37l3iLTo6ulwFLF68GD4+PnB2doazszOCgoKwcePGYrefNWsW2rZtCycnJ9SpUwe9e/dGenp6uY5dkt27dyM8PBxqtRoqlQo//vij3u1iY2PRuHFjVKlSBe3atcP+/fu1686dO6cdcAOAm5sbsrKyDF4rERERERERKVOpB90ajeaht/LMXN6gQQN88MEHSE5ORlJSEoKDg9GrVy8cPXpU7/a7du1CZGQkfv/9d2zduhV37txB9+7dkZ+fX+wxEhMTcefOnSLL09LScP78eb375Ofnw9fXF7GxscW2GxcXh5iYGEyZMgUHDx6Er68vQkNDceHChYc8aiIiIiIiIrIEJp9ILTw8HE8//TSaN2+OFi1aYMaMGahWrRp+//13vdtv2rQJQ4YMgbe3N3x9fbFy5UqcPXsWycnJerfXaDSIjIzEwIEDdT4USE9PR3BwML788ku9+4WFheH9999Hnz59iq19zpw5GD58OIYOHQovLy8sWbIEVatWxfLlywEAarVa58x2VlYW1Gr1Q58TIiIiIiIiMg8mH3Tfr6CgAOvWrUN+fj6CgoJKtc+VK1cAAK6urnrXW1lZYcOGDUhJScHgwYOh0Whw6tQpBAcHo3fv3hg3bly5ar19+zaSk5MREhKic6yQkBDs27cPABAYGIgjR44gKysLeXl52LhxI0JDQ/W2FxsbCy8vL7Rt27Zc9ZBhMQ9lYR7KwSyUhXkoB7NQFuahLMxDOZiFaShi0H348GFUq1YN9vb2eO211xAfHw8vL6+H7qfRaDB69Gh06NABjz32WLHbqdVqbN++HXv27MHAgQMRHByMkJAQLF68uNw15+bmoqCgAHXr1tVZXrduXeTk5AAAbGxsMHv2bHTp0gV+fn546623ip25PDIyEmlpaThw4EC5ayLDYR7KwjyUg1koC/NQDmahLMxDWZiHcjAL01DET4Z5enoiNTUVV65cwXfffYeIiAjs2rXroQPvyMhIHDlyBHv27HnoMdzd3bFq1Sp06tQJTZo0wbJly6BSqQz1EIrVs2dP9OzZ0+jHISIiIiIiIuVRxJluOzs7NGvWDP7+/pg1axZ8fX0xf/78EveJiorC+vXrsWPHDjRo0OChxzh//jxGjBiB8PBwXL9+vdyzrReqVasWrK2ti0zEdv78edSrV69CbRMREREREZF5KPOZ7iZNmuDAgQNFLpO+fPkyHn/8cZw+fbrCRWk0Gty6dUvvOhHBG2+8gfj4eOzcuRMeHh4PbS83Nxddu3ZFq1at8O233+LEiRPo3Lkz7O3t8cknn5SrRjs7O/j7+yMhIQG9e/fW1p2QkICoqKhytUlERERU2ex6qlO59+20e5cBKyEiUqYyD7rPnDmj96fBbt26Va7foJ4wYQLCwsLg7u6Oa9euYc2aNdi5cyc2b94MAFi0aBHi4+ORkJAA4N4l5WvWrMFPP/0EJycn7fenXVxc4ODgUKR9jUaDsLAwNGrUCHFxcbCxsYGXlxe2bt2K4OBguLm56T3rnZeXh5MnT2rvZ2RkIDU1Fa6urnB3dwcAxMTEICIiAgEBAQgMDMS8efOQn5+PoUOHlvl5ICIiIiIiIvNT6kH3zz//rP335s2b4eLior1fUFCAhIQENG7cuMwFXLhwAYMHD0Z2djZcXFzg4+ODzZs3o1u3bgDunaU+deqUdvvCyc86d+6s086KFSswZMiQIu1bWVlh5syZ6NixI+zs7LTLfX19sW3bNtSuXVtvXUlJSejSpYv2fkxMDAAgIiICK1euBAD0798fFy9exOTJk5GTkwM/Pz9s2rSpyORqSnF2euty7+s++bABKyFSFvYNIiIiIjKWUg+6Cy+hVqlUiIiI0Flna2uLxo0bY/bs2WUuYNmyZSWunzp1KqZOnaq9LyJlPkbhAP5Bbdq0KXafzp07l+pYUVFRvJyciIiIiIiI9Cr1oFuj0QAAPDw8cODAAdSqVctoRRERERERERGZgzJ/pzsjI6PIssuXL6N69eqGqIcsECdgISKisqjI+wYAtFn/i4EqISIiergy/2TYhx9+iLi4OO39vn37wtXVFW5ubjh06JBBiyMiIiIiIiKqzMp8pnvJkiVYvXo1AGDr1q3Ytm0bNm3ahG+++QZjx47Fli1bDF4kERGRqfGqHCIiIiqPMp/pzsnJQcOGDQEA69evR79+/dC9e3eMGzcOBw4cMHiBld369evh6emJ5s2bY+nSpaYuh4iIiIiIiB6hMg+6a9SogczMTADApk2bEBISAuDerOL6fr/bkt29excxMTHYvn07UlJS8PHHH+Pff/81dVlERERERET0iJR50P3cc89h4MCB6NatG/7991+EhYUBAFJSUtCsWTODF1iZ7d+/H97e3nBzc0O1atUQFhbGy++JiIiIiIgsSJkH3XPnzkVUVBS8vLywdetWVKtWDQCQnZ2N119/3eAF6rN48WL4+PjA2dkZzs7OCAoKwsaNGw16jN27dyM8PBxqtRoqlQo//vij3u1iY2PRuHFjVKlSBe3atcP+/fu1686dOwc3NzftfTc3N2RlZRm0TiIiIiIiIlKuMk+kZmtrizFjxhRZHh0dbZCCSqNBgwb44IMP0Lx5c4gIvvzyS/Tq1QspKSnw9vYusn1iYiICAwNha2urszwtLQ01a9ZE3bp1i+yTn58PX19fDBs2DM8995zeOuLi4hATE4MlS5agXbt2mDdvHkJDQ5Geno46depU+HH6j/2qQvsnfzy4wjUQERERERFR+ZV50A0Aq1atwmeffYbTp09j3759aNSoEebNmwcPDw/06tXL0DUWER4ernN/xowZWLx4MX7//fcig26NRoPIyEg0b94c69atg7W1NQAgPT0dwcHBiImJwbhx44ocIywsTHvpfHHmzJmD4cOHY+jQoQDuzez+66+/Yvny5Rg/fjzUarXOme2srCwEBgaW6zETERERkfnpsLBDhfZPfCPRQJUQkbGU+fLyxYsXIyYmBmFhYbh8+bJ28rTq1atj3rx5hq7voQoKCrBu3Trk5+cjKCioyHorKyts2LABKSkpGDx4MDQaDU6dOoXg4GD07t1b74C7NG7fvo3k5GTtRHKFxwoJCcG+ffsAAIGBgThy5AiysrKQl5eHjRs3IjQ0VG97sbGx8PLyQtu2bctVDxkW81AW5qEczEJZmIdyMAtlYR7KwjyUg1mYRpkH3QsXLsQXX3yBd999V3vWGAACAgJw+PBhgxZXksOHD6NatWqwt7fHa6+9hvj4eHh5eendVq1WY/v27dizZw8GDhyI4OBghISEYPHixeU+fm5uLgoKCopcml63bl3k5OQAAGxsbDB79mx06dIFfn5+eOutt1CzZk297UVGRiItLY0/u6YQzENZmIdyMAtlYR7KwSyUhXkoC/NQDmZhGmW+vDwjIwNt2rQpstze3h75+fkGKao0PD09kZqaiitXruC7775DREQEdu3aVezA293dHatWrUKnTp3QpEkTLFu2DCqVyuh19uzZEz179jT6cYiIiIiIiEi/XU91Kve+nXbvqtCxy3ym28PDA6mpqUWWb9q0Ca1atapQMWVhZ2eHZs2awd/fH7NmzYKvry/mz59f7Pbnz5/HiBEjEB4ejuvXr1d44rdatWrB2toa58+fL3KcevXqVahtIiIiIiIiMg+lPtM9ffp0jBkzBjExMYiMjMTNmzchIti/fz/Wrl2LWbNmYenSpcastUQajQa3bt3Suy43Nxddu3ZFq1at8O233+LEiRPo3Lkz7O3t8cknn5TreHZ2dvD390dCQgJ69+6trSEhIQFRUVHlfRhERFqm/ESWiIiIiAyj1IPuadOm4bXXXsMrr7wCBwcHTJw4EdevX8fAgQOhVqsxf/58DBgwwJi1ak2YMAFhYWFwd3fHtWvXsGbNGuzcuRObN28usq1Go0FYWBgaNWqEuLg42NjYaH9jPDg4GG5ubnrPeufl5eHkyZPa+xkZGUhNTYWrqyvc3d0BADExMYiIiEBAQAACAwMxb9485Ofna2czJ6psKjLIAzjQIyIiIiJ6UKkH3SKi/fegQYMwaNAgXL9+HXl5eQb5TeqyuHDhAgYPHozs7Gy4uLjAx8cHmzdvRrdu3Ypsa2VlhZkzZ6Jjx46ws7PTLvf19cW2bdtQu3ZtvcdISkpCly5dtPdjYmIAABEREVi5ciUAoH///rh48SImT56MnJwc+Pn5YdOmTXp/95uIiIiIiIgsT5kmUntw4rGqVauiatWqBi2oNJYtW1am7fUNxgHonRCuUOfOnXU+aChOVFQULycnIiIiIiIivco06G7RosVDZ/y+dOlShQoiIiIiIiIiMhdlGnRPmzYNLi4uxqqFiIiIiIiIyKyUadA9YMCAR/79bSIiIiIiIqLKqtS/0/2wy8qJiIiIiIiISFe5Zi8nIiIi83d2euty7+s++bABKyEiqnwq8lOs/BlW81LqQbdGozFmHURERERERERmp9SXl1P5rF+/Hp6enmjevDmWLl1q6nKIiIiIiIjoESrTRGpUNnfv3kVMTAx27NgBFxcX+Pv7o0+fPqhZs6apSyMiIiIiIqJHgGe6jWj//v3w9vaGm5sbqlWrhrCwMGzZssXUZREREREREdEjYvIz3bNmzcIPP/yA48ePw8HBAe3bt8eHH34IT09PvdsXFBRg6tSp+Prrr5GTkwO1Wo0hQ4Zg4sSJBp1hfffu3fj444+RnJyM7OxsxMfHo3fv3kW2i42Nxccff4ycnBz4+vpi4cKFCAwMBACcO3cObm5u2m3d3NyQlZVlsBpNqcPCDuXeN/GNRANWQkREREREpFwmH3Tv2rULkZGRaNu2Le7evYt33nkH3bt3R1paGhwdHYts/+GHH2Lx4sX48ssv4e3tjaSkJAwdOhQuLi4YNWqU3mMkJiYiMDAQtra2OsvT0tJQs2ZN1K1bt8g++fn58PX1xbBhw/Dcc8/pbTcuLg4xMTFYsmQJ2rVrh3nz5iE0NBTp6en8PXMiIiIieqQqMls2wBmziYzF5JeXb9q0CUOGDIG3tzd8fX2xcuVKnD17FsnJyXq337t3L3r16oVnnnkGjRs3xgsvvIDu3btj//79erfXaDSIjIzEwIEDUVBQoF2enp6O4OBgfPnll3r3CwsLw/vvv48+ffoUW/ucOXMwfPhwDB06FF5eXliyZAmqVq2K5cuXAwDUarXOme2srCyo1eqHPidERERERERkHkw+6H7QlStXAACurq5617dv3x4JCQk4ceIEAODQoUPYs2cPwsLC9G5vZWWFDRs2ICUlBYMHD4ZGo8GpU6cQHByM3r17Y9y4ceWq8/bt20hOTkZISIjOsUJCQrBv3z4AQGBgII4cOYKsrCzk5eVh48aNCA0N1dtebGwsvLy80LZt23LVQ4bFPJSFeSgHs1AW5qEczEJZmIeyMA/lYBamYfLLy++n0WgwevRodOjQAY899pjebcaPH4+rV6+iZcuWsLa2RkFBAWbMmIFBgwYV265arcb27dvRsWNHDBw4EPv27UNISAgWL15c7lpzc3NRUFBQ5NL0unXr4vjx4wAAGxsbzJ49G126dIFGo8G4ceOKnbk8MjISkZGRuHr1KlxcXMpdFxkG81AW5qEczEJZmIdyMAtlMXYeZ6e3Lve+7pMPG7CSyoH9QzmYhWkoatAdGRmJI0eOYM+ePcVu880332D16tVYs2YNvL29kZqaitGjR0OtViMiIqLY/dzd3bFq1Sp06tQJTZo0wbJlyww68VpxevbsiZ49exr9OERERGS+KjLIAyxzoPcg/7FflXvf5I8HG7ASMjR+CKIcfK3STzGD7qioKKxfvx67d+9GgwYNit1u7NixGD9+PAYMGAAAaN26Nf7++2/MmjWrxEH3+fPnMWLECISHh+PAgQOIjo7GwoULy11vrVq1YG1tjfPnzxc5Tr169crdLikX36yJ9GPfICIiIiqeyb/TLSKIiopCfHw8tm/fDg8PjxK3v379OqysdMu2traGRqMpdp/c3Fx07doVrVq1wg8//ICEhATExcVhzJgx5a7bzs4O/v7+SEhI0C7TaDRISEhAUFBQudslIiIiIiIi82HyM92RkZFYs2YNfvrpJzg5OSEnJwcA4OLiAgcHByxatAjx8fHawW14eDhmzJgBd3d3eHt7IyUlBXPmzMGwYcP0tq/RaBAWFoZGjRohLi4ONjY28PLywtatWxEcHAw3NzdER0cX2S8vLw8nT57U3s/IyEBqaipcXV3h7u4OAIiJiUFERAQCAgIQGBiIefPmIT8/H0OHDjX000RERERERESVkMkH3YWTmXXu3Fln+YoVKzBkyBDk5ubi1KlT2uULFy7EpEmT8Prrr+PChQtQq9V49dVXMXnyZL3tW1lZYebMmejYsSPs7Oy0y319fbFt2zbUrl1b735JSUno0qWL9n5MTAwAICIiAitXrgQA9O/fHxcvXsTkyZORk5MDPz8/bNq0Se/vfhMRERER0T38ahJZEpMPukWkxPVTp07F1KlTtfednJwwb948zJs3r9TH6Natm97lbdq0KXafzp07P7Q24N530aOiokpdCxEREREREVkOkw+6iSwRZ9msOH5Cbp4462nFsW8QEVFZ8H3D+DjoJiIiIjKCivwhC/CPWSIic2Hy2cuJiIiIiIiIzBUH3URERERERERGwkE3ERERERERkZHwO90KUzhj+tWrV1Fw60aF2rp69arO/Ws3CwzW1t0bdw3WVv7dirVV2F5pZpsvK0PlodQsHmyvIlkUtsU82DfKwpBZPNieIfsGwDwq2pZS+sb97Sk5i8I2ChmybwDKyYN9g+/j5aHUPNg3+D5eHJUYI0Uqt3/++QcNGzY0dRmVUmZmJho0aGDQNplH+TEP5WAWysI8lINZKAvzUBbmoRzMQlnKkwcH3Qqj0Whw7tw5ODk5QaVSFbvd1atX0bBhQ2RmZsLZ2blCx1RqW6VtT0Rw7do1qNVqWFkZ9hsTzKPsbZk6D6U+f6aozdRZlLbO0qrsbZk6j8r+/9mQbZk6i9LWWVpKbau07TEPZbVl6jyU+vyZojZTZ1HaOkursrdVkTx4ebnCWFlZlemTE2dnZ4O8iCi5rdK05+LiYrBj3Y95lK8tJeSh1OfP0O2xb1SutpSQR2X+/2zItpSQBVB5nz9Dt8c8lNWWEvJQ6vNn6PbYNypXW+XNgxOpERERERERERkJB91ERERERERERsJBdyVlb2+PKVOmwN7e3mzbMkZ7xqLU51CpbRmTkh+zkmszFqU+ZqW2ZUyW8v/ZEvNQalvGaM9YlPocKrUtY1LyY1Zybcai1Mes1LaKw4nUiIiIiIiIiIyEZ7qJiIiIiIiIjISDbiIiIiIiIiIj4aCbiIiIiIiIyEg46CYiIiIiIiIyEg66zQDnwlMOZqEszEM5mIWyMA9lYR7KwSyUhXkoB7OoGA66K7Fbt24BAFQqlVE6giHavHjxIi5cuGCAau4REUV2emNnATCPsmDfUA72DWWpDHlYShYAX6uUxBL7BmC5ebBvlF5l6BuA8vPgoLuSSk9PxyuvvIIdO3YAMFxH+O+//3Dy5ElkZmZCpVJVqK2DBw+idevWOHHiRIXrKuzwd+/erXBdhmasLADmUR7sG8rBvsE8yspSsgD4WqUkltY3AMvMg32j7CpD3wAqSR5Clc7t27fl+eefF5VKJREREZKYmKhdp9Foyt3u4cOH5fHHHxdvb2+xsbGRJUuWlLvN1NRUqVatmrz55pt615elzSNHjkifPn0kJCREQkNDZdeuXXLr1q0y12QMxspChHmUB/uG+WchwjzKozLkYSlZiPC1Skl5WFrfELHMPNg3yq4y9A2RypMHB92V1HvvvSfPPPOMtGzZUp599lnZvXt3hdpLT0+X2rVry7hx4yQpKUmmTJkiDg4OcunSJREp23/YP//8U1xcXGTs2LEiIlJQUCCHDx+Wffv2ydGjR7XblabNEydOiLOzs4wYMULGjh0rL7zwgqhUKpkyZYr8/fffZXyUxmHoLESYR0Wwb5hvFiLMoyKUnIelZSHC1yol5WEpfUPEMvNg3yg/JfcNkcqVBwfdlUzhf5o5c+bI9OnTJSMjQzw9PaVPnz6SlpYmb7/9tqSnp5e5zaioKHnhhRe0y7Kzs+WZZ56R9PR0OX78uFy+fLlUbd25c0datmwpjo6OcvPmTSkoKJCePXuKv7+/ODo6iru7u0ydOrXUtU2cOFG6d++us2zBggVSs2ZNefvttyUnJ6fUbRmaMbIobJd5lB37hnlnUdgu8yg7pedhSVmI8LVKRDl5WFrfELG8PNg3ykfpfUOk8uXBQXcllZycLD179hSRe5doeHl5ibu7uzg5Ocnx48dFpGyfFPXt21eGDh2q3WfatGlia2srPj4+Ur16dRkyZIikpaWVqq2jR49KrVq1JDw8XJ588knp3r277N69W/bs2SPz588Xa2tr+eSTT0rV1ltvvaXtAHfu3NEuX7JkiTg6OsrixYtF5N4nW6Zi6CxEmEdFsG+YbxYizKMilJyHpWUhwtcqJeVhKX1DxDLzYN8oPyX3DZHKlQcH3ZVAfn5+ke8TpKamSrNmzeTKlSsiIhIeHi62trbSuXNnOXDgQJmPMW3aNHFwcJDRo0fLsGHDxN7eXr799lu5cOGCrF+/Xjw8PCQ2NrbY/f/77z+d+2lpaeLo6Ch+fn46nwzdvHlTRo8eLR06dJBLly49tKMuWLBAnJycJCsrS0RE53mYNm2aVKtWTc6ePVvmx1tejyILEeZRWuwblpWFCPMorcqQh6VkIcLXKiXlYcl9Q8Qy82DfKJ3K0DdEKm8eHHQr3OHDh+WZZ56RXbt2yc2bN7XLb968KX369JEbN27I0KFDpUGDBrJ27Vpp3bq1dO7cWf74448yH2vKlCny1ltvSZcuXWTcuHE6655++mnp2bOn3v+wKSkp8uSTT8qhQ4dEROTu3bsiIvL333/LihUr5Pbt2zrbv/POO9K2bVudT5Hup9FotMe5fv26dO7cWZ544gnJzc0VEZEbN26IyL3LURo2bCg//PBDmR9reTzKLESYx8Owb1hmFiLM42EqQx6WkoUIX6uUlIcl9g0R5iHCvvEwlaFviFTuPPiTYQp29OhRdOzYEQ0aNICHhwfs7e216+zs7PDff/+hVq1a2LhxI+Lj4zFgwACsXLkS+fn5qF+/frHtZmRkYO7cuXjrrbcQFxenXT516lR88sknqFWrFho2bAgAuHPnDgCgSpUq8Pb2LtLWoUOHEBgYiKCgIPj4+AAArKzu/bdyd3dHREQEbG1tdfbJzc2Fj48PNBqNzvJ///0XAHSm53dwcMDYsWOhUqnQv39/XLp0CVWqVAEA2Nvbw9HRsUj7xmCsLADmUR7sG+afBcA8yqMy5GEpWQB8rQKUk4el9Q3AMvNg3yi7ytA3ADPIo9zDdTKqvLw86d69u4wcOVK77NixY5KSkiIZGRkiIrJy5Urp0aOHJCUlicj/fcfg/k+oHvTnn39KgwYNpGvXrtK+fXuxsrKSjz76SGebUaNGiVqtloyMDDl+/LhMmzZNateuLceOHdPZ7siRI+Lg4CCTJ08WkXufFv37779y+vRpvcfOzs6Wd999V2rWrKkzo6DIve9kWFtbS2RkpHZZ4adXBQUF8s0330hQUJB4eHjI5s2bZfv27TJx4kSpV6+e0Wd4NFYWIsyjPNg3zD8LEeZRHpUhD0vJQoSvVSLKycPS+oaIZebBvlF2laFviJhHHhx0K9TNmzflySeflIMHD8rdu3clNDRU2rZtK05OTtKuXTv56quvRES0lz/cr7jvLJw5c0aaNWsm48aN03aYZcuWSd26deXEiRPaZceOHZPg4GBRqVTi7e0tLVu2lJSUFJ22cnNzpVmzZtKmTRvtsqFDh4q/v7/Ur19fnnrqKUlJSdG2mZiYKIMHDxa1Wl2kraysLAkMDJSAgACpVq2avPHGG9p1hZ1Ao9FIamqqDBo0SGrXri0tWrQQb29vSU5OLsOzWj7GyEKEeZQX+8Y95pqFCPMoL6XnYUlZiPC1qpAS8rCkviFimXmwb5SP0vtG4bHNIQ8OuhUqJydHateuLVu2bJHo6GgJDQ2VQ4cOycaNG2XMmDFSt25d+f7770vdXkFBgXzwwQfSo0cPnan4Cz+FKpyBsNDNmzflxx9/lD179si5c+f0thkVFSVPPvmkTJkyRdq2bSs9evSQzz//XOLj4yUoKEgaNWokf/31l4iInDx5UtauXSunTp0qUtfq1aulb9++kpiYKHFxceLg4KDTCR78HkZaWppkZWXJxYsXS/34K8LQWYgwj4pg3zDfLESYR0VUhjwsJQsRvlYpKQ9L6RuFdVlaHuwb5VcZ+oaIeeTBQbdCaTQaGTBggERFRcmzzz4rmzZt0q7LzMyUl156SV577TW5e/duqafq37Vrl4wfP15nWUFBgTRu3Fh27NihPe7D3D9VfkxMjNStW1eeeeaZIr9f5+3tLRERETqP6X73T37w888/a5evXbu2SCcoKCjQbv+oGSMLEeZRXuwb5p2FCPMoLyXnYWlZiPC1Skl5WELfELHsPNg3ykfJfaNwn0KVPQ8OuhXswIED4ujoKCqVSuc/iMi935J76qmnHvoftrj/NIX7FRQUiIeHh2zZskW7btu2bXL+/Pki++Tl5cnVq1e1PxtQ6JNPPpHvv/9e22bhMZ9//nl54YUX9B4/JSVFnnnmGcnLy9Nb87p163Q6wd27d2XVqlXy559/lvh4jcUQWYgwD0Nh3zCvLESYh6EoLQ9LzkKEr1VKysOc+4aIZebBvmEYSusbIuaZBwfdCrd7925RqVTy7LPPypEjR7TLR40aJa+88kqRqfHvl56eLp988onOpRr3d5o7d+5IXl6eNGvWTH7//XcREZkwYYKoVCrtb9QVOnr0qHTv3l3atGkjarVavv76a53O9eDv+mk0GnnhhRd0JjwolJqaKg4ODvL222/rbH//p1l37tzRuexj1KhRYmNj80gmvylORbIQYR6Gxr5hHlmIMA9DU0oezOIevlYpJw9z7BsilpkH+4ZhKaVviJhvHhx0VwK7du0StVotgYGB8vLLL8v//vc/cXFxkcOHDxe7z19//SWurq6iUqlkwoQJer+LUFBQIDdu3JCmTZtKUlKSTJ8+XRwdHWX//v062x09elRq1qwp0dHRsnr1aomJiRFbW1u9k3eI3PvPO3HiRKlfv772+xWFDh06JI6OjjJ27Fid5Q92IJF7nzStWbNGVCqV1KhRQztroimVJwsR5mEs7BuVOwsR5mEsps6DWejia5Vy8jCnviFimXmwbxiHqfuGiHnnwUF3JXH8+HGZOHGihISEyMiRI0vsAHl5eTJs2DAZMmSIxMbGikqlkrFjxxY7CUCbNm2kbdu2YmdnJwcOHNBZ9++//0r37t1l1KhROss7d+6svQzj/k+UtmzZIuHh4VKvXj05ePCgzj7Z2dlSr149CQ0NFZF7/8FHjx4tzzzzjLRs2VLmzp2r8xMBd+/elZdfflmcnJwkLS2tFM/So1GWLESYh7Gxb1TOLESYh7GZKg9moR9fq5SThzn0DRHLzIN9w7j4Pm68PGzK/wvf9Ch5enrivffe0/64e+GPwetjZWUFf39/1KxZE/3790etWrUwYMAAAMC4ceNQq1YtAEBBQQGuXLmC06dPIy8vDykpKWjdurVOW3fu3MHly5fxwgsvAAA0Gg2srKzg4eGBS5cuAfi/H5YXEXh4eMDLywsfffQRWrZsWaS2oKAgZGZm4qeffsKSJUtw584d+Pn5oXHjxliwYAGOHDmCyZMnw93dHVu3bsXOnTuxfft2tGrVqoLPoOGUJYvC9czDeNg3KmcWheuZh/GYKg9moR9fq5STh7n0DcDy8mDfMC6+jxsxD6MM5cnkHpwsYN26daJSqWTMmDHa39q7c+eOXLx4UTZt2qTz/Y0HnThxQvvvwu90TJw4Uf73v//pbJefny8ixU+kICJy7tw5GTx4sDg4OEi3bt10fvdv9erVUr16ddmwYYOI3PsZg+zs7NI8XMVjHsrBLJSFeSiLofJgFhXHvqEsSuwbIpaZB/uGsjCP0uGg28zdP8X/2rVrtZd9ZGVlSXR0tPTp00f7H/dh7p904N1339VesiEiMnPmTPnkk0+K/L6dPllZWTJhwgRJSEgQEd1LRZo1ayZjxowpVT2VEfNQDmahLMxDWQyVB7OoOPYNZVFa3xCx3DzYN5SFeZSMg24LcP8sfevWrRNbW1vx9PQUa2vrYicmKKktkXsdICwsTEREJk2aJCqVSlJTU0vdzpUrV3QmMtBoNJKbmytBQUGyevXqMtVU2TAP5WAWysI8lMVQeTCLimPfUBal9Q0Ry82DfUNZmEfxSr5Qn8yCSqWCSqWCiKB///7o2LEjLl68iJSUFPj5+ZWpLREBANjY2KBhw4b45JNP8NFHHyEpKQm+vr6lbsfZ2Rl2dnY6NS5YsAC5ubno0KFDmWqqbJiHcjALZWEeymKoPJhFxbFvKIvS+gZguXmwbygL8yjBIxvek8ndvXtXoqOjRaVSyaFDhyrU1vvvvy8qlUpcXFyKzD5YVmvXrpURI0ZIjRo19M7Oaa6Yh3IwC2VhHspiqDyYRcWxbyiLEvuGiGXmwb6hLMyjKJ7ptjDe3t44ePAgfHx8KtROaGgoAGDv3r0ICAioUFteXl7IysrCb7/9hjZt2lSorcqGeSgHs1AW5qEshsiDWRgG+4ayKK1vAJabB/uGsjAPXSqR/3/uniyCiGin26+o/Px8ODo6GqSt27dv61z6YSmYh3IwC2VhHspiqDyYRcWxbyiLEvsGYJl5sG8oC/PQxUE3ERERERERkZHw8nIiIiIiIiIiI+Ggm4iIiIiIiMhIOOgmIiIiIiIiMhIOuomIiIiIiIiMhINuIiIiIiIiIiPhoJuIiIiIiIjISDjoJiIiIiJ6wL///os6dergzJkzpd5n06ZN8PPzg0ajMV5hRFTpcNBtRsrz5jB+/Hi88cYbxivKgj2Yx86dO6FSqXD58uVi9+GbtfGUtX+wbxhPabJ4sL+wbxhPed47BgwYgNmzZxuvKAunL5PExES0bt0atra26N27N9LS0tCgQQPk5+ebrlAzN2PGDPTq1QuNGzcu9T49evSAra0tVq9eXeJ2U6dOhUqlgkqlgrW1NRo2bIgRI0bg0qVLFazaPJXnb6olS5YgPDz80RRooR6WC9+7/w8H3WakPG8OY8aMwZdffonTp0+XuF3nzp21bw5VqlRBixYtMGvWLIhIBas2X3yzVpay5sG+YTzsG8pSnjwmTpyIGTNm4MqVKyVu17hxY20eVatWRevWrbF06dIKVmz+9GUSExMDPz8/ZGRkYOXKlfDy8sITTzyBOXPmlNjWypUrtRlYWVmhfv366N+/P86ePWvkR1G5Xb9+HcuWLcPLL79c5n2HDBmCBQsWPHQ7b29vZGdn4+zZs1ixYgU2bdqEkSNHlqdcs1ee16lhw4bh4MGD+O2330rcbsiQIdo+YmtrCw8PD4wbNw43b96sYNXm78Fc2rdvj+zsbLi4uADge7cOIbOQn58vzs7Osm/fvjLv+8ILL8iYMWNK3KZTp04yfPhwyc7OljNnzsjy5cvFxsZGPv300/KWbNb05bFjxw4BIP/991+J+y5atEgCAgJK3GbKlCni7e0t2dnZ8s8//8jWrVulYcOG0q9fP0OUb3bK2z/YNwyvtFno6y/sG4ZXkfeOgIAAWbRoUYnbNGrUSKZPny7Z2dly6tQp+eCDDwSAbNiwobwlm73iMqlZs6YsX75cZ9n69eulfv36cufOnWLbW7FihTg7O0t2dracO3dOEhMTxdfXVwIDA41Sv7n49ttvpXbt2kWW//TTT9KsWTOxt7eXzp07y8qVK4u8Vv39998CQE6ePFls+1OmTBFfX1+dZTExMVKjRg2dZV988YW0bNlS7O3txdPTU2JjY7Xrbt26JZGRkVKvXj2xt7cXd3d3mTlzZvkesIJV5G+qMWPGyAsvvFDiNhEREdKjRw/Jzs6Ws2fPSnx8vDg7O8u4ceMMUb7ZKu37B9+77+GZbjOxYcMG2Nvb44knntAuKygowMsvvwwPDw84ODjA09MT8+fPL7JveHg41q1b99BjVK1aFfXq1UOjRo0wdOhQ+Pj4YOvWrdr1t27dwpgxY+Dm5gZHR0e0a9cOO3fu1K7/+++/ER4ejho1asDR0RHe3t7YsGFDxR64QunLo1BiYiJ8fHxQpUoVPPHEEzhy5IjO+vDwcCQlJeHUqVMlHsPGxgb16tWDm5sbQkJC0LdvX508AGDp0qVo1aoVqlSpgpYtW+LTTz/Vrrt9+zaioqJQv359VKlSBY0aNcKsWbMq8KiVq7g8jh49imeffRbOzs5wcnJCx44ddZ539g3DKy6LDRs2oEWLFnBwcECXLl30XurMvmF4xeVx5MgRhIWFoVq1aqhbty7+97//ITc3V2eb0vYPJycn1KtXD02aNMHbb78NV1dXnTwuX76MV155BbVr14azszOCg4Nx6NAh7fpDhw6hS5cucHJygrOzM/z9/ZGUlFTBR65cD2Zy5swZqFQq/Pvvvxg2bBhUKhVWrlwJAOjWrRsuXbqEXbt2ldimSqVCvXr1UL9+fbRv3x4vv/wy9u/fj6tXr2q3+emnn/D444+jSpUqaNKkCaZNm4a7d+8CAEQEU6dOhbu7O+zt7aFWqzFq1CjjPAEK8dtvv8Hf319nWUZGBl544QX07t0bhw4dwquvvop33323yL7u7u6oW7fuQ8+w3u/MmTPYvHkz7OzstMtWr16NyZMnY8aMGTh27BhmzpyJSZMm4csvvwQALFiwAD///DO++eYbpKenY/Xq1WU6E1xZlPQ3VXJyMgICAlC1alW0b98e6enpOuvDw8Px888/48aNGyUew97eHvXq1UPDhg3Ru3dvhISE6LxOaTQazJo1S/s3ta+vL7777jvt+v/++w+DBg1C7dq14eDggObNm2PFihUVfOTKpi8XfZf98737HhtTF0CGoe/NQaPRoEGDBvj2229Rs2ZN7N27FyNGjED9+vXRr18/7XaBgYH4559/cObMmVK9WIsI9uzZg+PHj6N58+ba5VFRUUhLS8O6deugVqsRHx+PHj164PDhw2jevDkiIyNx+/Zt7N69G46OjkhLS0O1atUM9hwoib48Co0dOxbz589HvXr18M477yA8PBwnTpyAra0tAN0366ZNm5bqeCW9WS9atAht2rRBSkoKhg8fDkdHR0REROi8Wbu7uyMzMxOZmZkVf/AKpC+PrKwsPPXUU+jcuTO2b98OZ2dnJCYmav/IBNg3jEFfFpmZmXjuuecQGRmJESNGICkpCW+99VaRfdk3DE9fHpcvX0ZwcDBeeeUVzJ07Fzdu3MDbb7+Nfv36Yfv27drtAgMDMWPGDNy6dQv29vYPPZZGo0F8fDz+++8/nTz69u0LBwcHbNy4ES4uLvjss8/QtWtXnDhxAq6urhg0aBDatGmDxYsXw9raGqmpqdrXS3P0YCYNGzZEdnY2PD09MX36dPTv31976aadnR38/Pzw22+/oWvXrqVq/8KFC4iPj4e1tTWsra21xxw8eDAWLFig/fBxxIgRAIApU6bg+++/x9y5c7Fu3Tp4e3sjJydH54MRc/T3339DrVbrLPvss8/g6emJjz/+GADg6emJI0eOYMaMGUX2V6vV+Pvvv0s8xuHDh1GtWjUUFBRoL2W+/+sCU6ZMwezZs/Hcc88BADw8PJCWlobPPvsMEREROHv2LJo3b44nn3wSKpUKjRo1qtBjVqqS/qZ69913MXv2bNSuXRuvvfYahg0bhsTERO36gIAA3L17F3/88Qc6d+5cquMdOXIEe/fu1Xk+Z82aha+//hpLlixB8+bNsXv3brz00kuoXbs2OnXqhEmTJiEtLQ0bN25ErVq1cPLkyYcO9Cu7knK5H9+7/z8Tn2knA+nVq5cMGzbsodtFRkbK888/r7PsypUrAkB27txZ7H6dOnUSW1tbcXR0FFtbWwEgVapUkcTERBG5dymVtbW1ZGVl6ezXtWtXmTBhgoiItG7dWqZOnVrWh1Yp6cuj8FKodevWaZf9+++/4uDgIHFxcTrbtmnTpsTnasqUKWJlZSWOjo5SpUoVASAAZM6cOdptmjZtKmvWrNHZ77333pOgoCAREXnjjTckODhYNBpNuR9nZaEvjwkTJoiHh4fcvn272P3YNwyvuCy8vLx0lr399tt6Lx1k3zAsfXm899570r17d51lmZmZAkDS09O1yw4dOiQA5MyZM8W236hRI7GzsxNHR0exsbERAOLq6ip//fWXiIj89ttv4uzsLDdv3tTZr2nTpvLZZ5+JiIiTk5OsXLmyQo+zMinu/dzFxUVWrFhRZHmfPn1kyJAhxba3YsUKASCOjo5StWpVbZ8YNWqUdpuuXbsWuSx51apVUr9+fRERmT17trRo0aLE10tz0717d3n99dd1lvXu3VuGDh2qs+ynn37S+1rVvn37Ei9PnjJlirRq1Ur++usvOXz4sLz99tsSGhqq/apAXl6eABAHBwdxdHTU3uzt7aVOnToiIpKcnCyurq7SvHlzeeONN2Tz5s0GeOTKU9LfVNu2bdMu+/XXXwWA3LhxQ2fbGjVqlPgaEhERIdbW1trnF4BYWVnJd999JyIiN2/elKpVq8revXt19nv55ZflxRdfFBGR8PDwIv83zF1JufC9uyie6TYTN27cQJUqVYosj42NxfLly3H27FncuHEDt2/fhp+fn842Dg4OAO5NGlKSQYMG4d1338V///2HKVOmoH379mjfvj2Ae5/WFhQUoEWLFjr73Lp1CzVr1gQAjBo1CiNHjsSWLVsQEhKC559/Hj4+PuV9yIpWXB4AEBQUpP23q6srPD09cezYMZ1tHBwcHpqHp6cnfv75Z9y8eRNff/01UlNTtbNt5+fn49SpU3j55ZcxfPhw7T53797VniEZMmQIunXrBk9PT/To0QPPPvssunfvXq7Hq3T68khNTUXHjh1LPGPGvmF4+rI4duwY2rVrp7Ps/n5yP/YNw9KXx6FDh7Bjxw69V1ucOnVK+3+5tP1j7NixGDJkCLKzszF27Fi8/vrraNasmfZYeXl52r5wf12FlyLGxMTglVdewapVq7SXHJb2bEllVNL7hz6l6RNOTk44ePAg7ty5g40bN2L16tU6Z2cPHTqExMREnWWFZ1+vX7+Ovn37Yt68eWjSpAl69OiBp59+GuHh4bCxMd8/I2vVqoX//vuv3PtfunQJtWvXLnEbOzs7bV/44IMP8Mwzz2DatGl47733kJeXBwD44osvirw+Fl6h8PjjjyMjIwMbN27Etm3b0K9fP4SEhOhc9mwOSuoT979X1q9fH8C9qznc3d21y0vTR7p06YLFixcjPz8fc+fOhY2NDZ5//nkAwMmTJ3H9+nV069ZNZ5/bt2+jTZs2AICRI0fi+eefx8GDB9G9e3f07t1b+3eAuSrLaxXfu3l5udnQ9+awbt06jBkzBrNnz0ZQUBCcnJzw8ccf448//tDZrnBmwIe9Obi4uGjfHL755hs0a9YMTzzxBEJCQpCXlwdra2skJydr3wwKFf7h9sorryA0NBS//vortmzZglmzZmH27Nlm+bNMfLNWFn15FA4YSsK+YXjsG8qiL4+8vDyEh4fjww8/LLJ94R+1QOn7R61atdCsWTM0a9YM3377LVq3bo2AgAB4eXkhLy8P9evX15njoFD16tUB3JvVduDAgfj111+xceNGTJkyBevWrUOfPn3K+Ggrh7L2kUuXLj30QwgrKyttn2jVqhVOnTqFkSNHYtWqVQDuZT5t2jTtZcz3q1KlCho2bIj09HRs27YNW7duxeuvv46PP/4Yu3btMttL/du0aYOvv/5aZ5mnp2eR+TYOHDhQZN+bN2/i1KlT2gFZaU2cOBHBwcEYOXIk1Go11Go1Tp8+jUGDBhW7j7OzM/r374/+/fvjhRdeQI8ePXDp0iW4urqW6dhKVlKfuP//n0qlAoAiP09VmvcNR0dHbR9Zvnw5fH19tbPXF75v/Prrr3Bzc9PZr/CrNWFhYfj777+xYcMGbN26FV27dkVkZCQ++eSTMjzSyqUsr1V87wYvLzcXH3/8cZFZMKOioiQ4OFhnWdeuXYtst23bNrG1tZXr168X236nTp3kzTff1Fk2c+ZM8fX1FY1GI+np6QJAdu/eXeqax48fL61bty719pWJvjwKL7m5/1LyS5cuSdWqVXWW3bhxQ2xtbXUumXqQvllP9+7dK1WqVNFexqxWq2X69OmlrnnTpk0CQP79999S71NZ6Mtj6tSpD728nH3D8PRlMWHCBPH29tZZNn78+CKXqLFvGJ6+PN555x3x9PQscUZsEZGlS5dKgwYNStymUaNGMnfuXJ1lI0aMkJ49e4qIyJYtW8Ta2loyMjJKXfOAAQMkPDy81NtXNvoyESn+8vIGDRrI0qVLi21vxYoV4uLiorPs7NmzYmtrK8nJySJy71Lo0nxFrdDx48cFgHZ/c/Tnn3+KjY2NXLp0Sbvs9OnTYmtrK+PGjZP09HSJi4uTBg0aCAC5fPmydrsdO3ZItWrVJD8/v9j29b1WiYgEBgZKZGSkiNybudzBwUHmz58v6enp8ueff8ry5ctl9uzZInLvsv81a9bIsWPHJD09XV5++WWpV6+eFBQUiIjI//73Pxk/frwhng6TKulvqvvfI1JSUgSAzuvJyZMnHzqTfEREhPTq1Utn2Zo1a6RevXpy/fp1uXr1qtjb28tXX31V6pqXLFkiTk5Opd6+MiptLnzvvoezl5uJ0NBQHD16VOcTp+bNmyMpKQmbN2/GiRMnMGnSJL2fyP7222/o2LFjqc783e/VV1/FiRMn8P3336NFixYYNGgQBg8ejB9++AEZGRnYv38/Zs2ahV9//RUAMHr0aGzevBkZGRk4ePAgduzYgVatWmnba9myJeLj48v5DCiLvjwKTZ8+HQkJCThy5AiGDBmCWrVqoXfv3tr1v//+O+zt7Yu9vLY4QUFB8PHxwcyZMwEA06ZNw6xZs7BgwQKcOHEChw8fxooVK7STtMyZMwdr167F8ePHceLECXz77beoV6+e9uzS4MGDMWHChPI9AQqjL4+oqChcvXoVAwYMQFJSEv766y+sWrVKZ+ZT9g3D05fFa6+9hr/++gtjx45Feno61qxZo52d+X7sG4anL4/IyEhcunQJL774Ig4cOIBTp05h8+bNGDp0KAoKCrTb/fbbb+W6dO/NN9/EL7/8gqSkJISEhCAoKAi9e/fGli1bcObMGezduxfvvvsukpKScOPGDURFRWHnzp34+++/kZiYiAMHDmj7R1ZWFlq2bIn9+/dX/MlQiJLePx505swZZGVlISQkpEzHaNiwIfr06YPJkycDACZPnoyvvvoK06ZNw9GjR3Hs2DGsW7cOEydOBHDvt76XLVuGI0eO4PTp0/j666/h4OCgnWhqwoQJGDx4cBkfqbK1bt0ajz/+OL755hvtMg8PD3z33Xf44Ycf4OPjg8WLF2tnL79/MsG1a9di0KBBqFq1apmPGx0djaVLlyIzMxOvvPIKli5dihUrVqB169bo1KkTVq5cCQ8PDwD3vjbw0UcfISAgAG3btsWZM2ewYcMGWFnd+/P+7NmzyM7OrsjToAhl6RMP+u2339CkSZMyfyWlb9++sLa2RmxsLJycnDBmzBhER0fjyy+/xKlTp3Dw4EEsXLhQO5P85MmT8dNPP+HkyZM4evQo1q9fr/M+3rVrVyxatKjM9StZaXPhe/f/Z+pRPxlOYGCgLFmyRHv/5s2bMmTIEHFxcZHq1avLyJEjZfz48UU+SfL09JS1a9eW2La+s3kiIq+++qp4e3tLQUGB3L59WyZPniyNGzcWW1tbqV+/vvTp00f+/PNPEbl35r1p06Zib28vtWvXlv/973+Sm5urbQuA3k/xK6sH8yj89O+XX34Rb29vsbOzk8DAQDl06JDOfiNGjJBXX321xLaL+4R87dq1Ym9vL2fPnhURkdWrV4ufn5/Y2dlJjRo15KmnnpIffvhBREQ+//xz8fPzE0dHR3F2dpauXbvKwYMHtW116tRJIiIiyvnolefBPETuTQTVvXt3qVq1qjg5OUnHjh3l1KlT2vXsG8ahL4tffvlF+9u3HTt2lOXLlxf5tJx9wzj05XHixAnp06ePVK9eXRwcHKRly5YyevRo7QQ1N27cEBcXl4f+Pqu+M90iIqGhoRIWFiYiIlevXpU33nhD1Gq12NraSsOGDWXQoEFy9uxZuXXrlgwYMEAaNmwodnZ2olarJSoqSjtRUkZGhgCQHTt2VPyJUBB9meg70z1z5kwJDQ0tsS19Z7pFRPbt2ycA5I8//hCRe2eF2rdvLw4ODuLs7CyBgYHy+eefi4hIfHy8tGvXTpydncXR0VGeeOIJnbNWERER0qlTp7I/UIVbv369tGrVSnvmWJ/3339f54qPixcviqurq5w+ffpRlGgxivub6mFnurt37y6zZs0qsW19Z7pFRGbNmiW1a9eWvLw80Wg0Mm/ePPH09BRbW1upXbu2hIaGyq5du0Tk3oRerVq1EgcHB3F1dZVevXrp/B9o1KiRTJkypVyPXclKkwvfu+/hoNuMlObN4UEbNmyQVq1aPfQyQiq78uTBN2vjKWse7BvGw76hLOXJ49NPP5Vu3boZsSrLVppMbt26Je7u7rJnz55HWJnlmTt3rvYPfhGR2NhY2b9/v5w6dUq++uorcXFxkXfffVe7/sCBAzq/UkKGUZ7XqSNHjkidOnV0Lv0nw3pYLnzv/j+cSM2MPPPMM/jrr7+QlZWFhg0blmqf/Px8rFixwqxnIDWV8uRx5swZfPrpp9pLx8hwypoH+4bxsG8oS3nysLW1xcKFC41cmeUqTSZnz57FO++8gw4dOjzi6izL6NGjde7/9ddfeP/993Hp0iW4u7vjrbfe0rlkNSAgAAEBAY+4SvNXntep7OxsfPXVV9rZrcnwHpYL37v/j0pExNRFEBEREREREZkjTqRGREREREREZCQcdBMREREREREZCQfdREREREREREbCQTcRERERERGRkXDQTURERERERGQkHHQTERERERERGQkH3URERERERERGwkE3ERERERERkZFw0E1ERERERERkJP8P7XNlnNH+tfMAAAAASUVORK5CYII=",
-      "text/plain": [
-       "<Figure size 1000x350 with 27 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x350 with 27 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x350 with 27 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x350 with 27 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x350 with 27 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x350 with 27 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x350 with 27 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "DATASET:  burgers_pdebench\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x350 with 27 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x350 with 27 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x350 with 27 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x350 with 27 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x350 with 27 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x350 with 27 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x350 with 27 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "DATASET:  darcy_pdebench\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x350 with 27 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x350 with 27 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x350 with 27 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x350 with 27 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x350 with 27 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x350 with 27 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x350 with 27 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "summary_stats = pd.DataFrame(\n",
-    "    columns=[\n",
-    "        'test_loss',\n",
-    "        'resolution',\n",
-    "        'dataset',\n",
-    "        'ratio',\n",
-    "        'pair',\n",
-    "        'avg_epoch_time',\n",
-    "        'avg_loss_cross_res',\n",
-    "        'avg_data_size',\n",
-    "        'train_resolutions',\n",
-    "    ]\n",
-    ")\n",
-    "bar_colors = ['tab:red', 'tab:blue', 'tab:red', 'tab:orange']\n",
-    "numbers = {0: '1st', 1: '2nd', 2: '3rd', 3: '4th'}\n",
-    "letters = ['a','b','c','d','e','f','g','h','i','j','k','l','m','n','o','p']\n",
-    "\n",
-    "for dataset_name in [\n",
-    "    'incomp_ns_pdebench',\n",
-    "    'burgers_pdebench',\n",
-    "    'darcy_pdebench',\n",
-    "]:  # , 'ns_pdebench'\n",
-    "    loss = 'mse'\n",
-    "    print('DATASET: ', dataset_name)\n",
-    "    (\n",
-    "        model_name,\n",
-    "        in_channels,\n",
-    "        out_channels,\n",
-    "        initial_steps,\n",
-    "        loss,\n",
-    "        batch_size,\n",
-    "        lr,\n",
-    "        wd,\n",
-    "        pinn_loss_weight,\n",
-    "    ) = get_dataset_info(dataset_name, 'mse')\n",
-    "    # lr = str(lr).replace('.','')\n",
-    "    ckpt_path = (\n",
-    "        '/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts'\n",
-    "    )\n",
-    "    if dataset_name == 'darcy_pdebench':\n",
-    "        img_sizes = [128, 64, 32, 16]\n",
-    "        num_pixels = [i**2 for i in img_sizes]\n",
-    "        img_size = 128\n",
-    "    if dataset_name == 'burgers_pdebench':\n",
-    "        img_sizes = [1024, 512, 256, 128]\n",
-    "        num_pixels = img_sizes\n",
-    "        img_size = 1024\n",
-    "    if dataset_name == 'incomp_ns_pdebench':\n",
-    "        img_sizes = [510, 255, 128, 64]\n",
-    "        num_pixels = [i**2 for i in img_sizes]\n",
-    "        img_size = 510\n",
-    "        batch_size = 1\n",
-    "        lr = 1e-05\n",
-    "        ckpt_path = '/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ns_ckpts'\n",
-    "    if dataset_name == 'ns_pdebench':\n",
-    "        img_sizes = [512, 256, 128, 64]\n",
-    "        img_size = 512\n",
-    "\n",
-    "    max_mode = img_size // 2\n",
-    "\n",
-    "    final_ckpts = []\n",
-    "\n",
-    "    res_ratios = [\n",
-    "        '[0.25,0.25,0.25,0.25]',\n",
-    "        '[0.1,0.1,0.1,0.7]',\n",
-    "        '[0.02,0.03,0.05,0.9]',\n",
-    "    ]\n",
-    "    for _idx, rat in enumerate([0.05, 0.1, 0.25, 0.5, 0.75, 0.9, 0.95]):\n",
-    "        fig, axes = plt.subplots(\n",
-    "            nrows=3,\n",
-    "            ncols=9,\n",
-    "            sharey='row',\n",
-    "            sharex=False,\n",
-    "            figsize=(10, 3.5),\n",
-    "            gridspec_kw={'height_ratios': [1, 1, 2]},\n",
-    "        )\n",
-    "        for x_idx, (first_idx, second_idx) in enumerate(\n",
-    "            [\n",
-    "                (0, 1),\n",
-    "                (0, 2),\n",
-    "                (0, 3),\n",
-    "                (1, 2),\n",
-    "                (1, 3),\n",
-    "                (2, 3),\n",
-    "                ('equal', 0),\n",
-    "                ('all', 0),\n",
-    "                ('all_less', 0),\n",
-    "            ]\n",
-    "        ):\n",
-    "            pair = 'All Res.'\n",
-    "            if first_idx == 'equal':\n",
-    "                res_ratio = [0.25, 0.25, 0.25, 0.25]\n",
-    "            elif first_idx == 'all':\n",
-    "                res_ratio = [0.1, 0.1, 0.1, 0.7]\n",
-    "            elif first_idx == 'all_less':\n",
-    "                res_ratio = [0.02, 0.03, 0.05, 0.9]\n",
-    "            else:\n",
-    "                res_ratio = [0, 0, 0, 0]\n",
-    "                res_ratio[first_idx] = rat\n",
-    "                res_ratio[second_idx] = round(1 - rat, 2)\n",
-    "                pair = f'{numbers[first_idx]}+{numbers[second_idx]}'  # [numbers[first_idx], numbers[second_idx]]\n",
-    "            res_ratio_str = str_from_res(res_ratio)\n",
-    "            ckpt_dir = f'{lr}_{wd}_15_05_{loss}_{batch_size}_{dataset_name}_-1_-1_{max_mode}_{model_name}_{in_channels}_{out_channels}_{pinn_loss_weight}_{initial_steps}_multi_{res_ratio_str}'\n",
-    "            ckpt_dir = ckpt_dir.replace('.', '')\n",
-    "            ckpt_pth = f'{ckpt_path}/{ckpt_dir}/'\n",
-    "            ckpt_name = f'{ckpt_pth}/train_stats.csv'\n",
-    "            ckpt_file = f'{ckpt_pth}/150_ckpt.pth'\n",
-    "\n",
-    "            if not os.path.exists(ckpt_file):\n",
-    "                print('does not exist: ', ckpt_pth)\n",
-    "                continue\n",
-    "            df = pd.read_csv(ckpt_name)\n",
-    "            num_pixes = sum([x * y for x, y in zip(res_ratio, num_pixels)])\n",
-    "            avg_per_epoch_train_time = df['train_time'].mean()\n",
-    "            avg_data_size = sum([x * y for x, y in zip(res_ratio, num_pixels)])\n",
-    "            losses = (\n",
-    "                df[df.epoch == 150][\n",
-    "                    ['test_res_0', 'test_res_1', 'test_res_2', 'test_res_3']\n",
-    "                ]\n",
-    "                .values.squeeze()\n",
-    "                .tolist()\n",
-    "            )\n",
-    "            avg_loss_cross_res = sum(losses) / len(losses)\n",
-    "            for res, loss_val in enumerate(losses):\n",
-    "                summary_stats.loc[len(summary_stats)] = [\n",
-    "                    loss_val,\n",
-    "                    res,\n",
-    "                    dataset_name,\n",
-    "                    rat,\n",
-    "                    (first_idx, second_idx),\n",
-    "                    avg_per_epoch_train_time,\n",
-    "                    avg_loss_cross_res,\n",
-    "                    avg_data_size,\n",
-    "                    str(pair),\n",
-    "                ]\n",
-    "            scaled_ratios = [i * 100 for i in res_ratio]\n",
-    "            sns.barplot(\n",
-    "                y=scaled_ratios,\n",
-    "                x=img_sizes,\n",
-    "                ax=axes[1, x_idx],\n",
-    "                hue=img_sizes,\n",
-    "                palette='tab10',\n",
-    "            )\n",
-    "            axes[1, x_idx].get_xaxis().set_visible(False)\n",
-    "            axes[1, x_idx].get_legend().remove()\n",
-    "            # axes[1,x_idx].bar(img_sizes, scaled_ratios, color=bar_colors)\n",
-    "            sns.barplot(\n",
-    "                y=losses,\n",
-    "                x=img_sizes,\n",
-    "                ax=axes[2, x_idx],\n",
-    "                hue=img_sizes,\n",
-    "                palette='tab10',\n",
-    "            )\n",
-    "\n",
-    "            axes[1, x_idx].set_ylim([0, 100])\n",
-    "            #axes[1, x_idx].set_yscale('log')\n",
-    "            axes[2, x_idx].get_legend().remove()\n",
-    "            axes[1, x_idx].tick_params(axis='x', labelrotation=45)\n",
-    "            axes[2, x_idx].tick_params(axis='x', labelrotation=45)\n",
-    "            axes[2, x_idx].set_yscale('log')\n",
-    "\n",
-    "            # sns.barplot(y=[avg_per_epoch_train_time,], x=[\"\",], ax=axes[0, x_idx])\n",
-    "            sns.barplot(\n",
-    "                y=[avg_data_size],\n",
-    "                x=[''],\n",
-    "                ax=axes[0, x_idx],\n",
-    "                hue=[''],\n",
-    "                palette={'': 'palegoldenrod'},\n",
-    "            )  # {'': 'palegoldenrod'}\n",
-    "            axes[0, x_idx].get_xaxis().set_visible(False)\n",
-    "            axes[0, x_idx].set_yticks([])\n",
-    "            # axes[0, x_idx].tick_params(axis='x', labelrotation=45)\n",
-    "            # axes[0, x_idx].set_yscale('log')\n",
-    "\n",
-    "            if x_idx == 0:\n",
-    "                axes[1, x_idx].set_ylabel('Ratio')\n",
-    "                axes[2, x_idx].set_ylabel('Test Loss')\n",
-    "                axes[0, x_idx].set_ylabel('Avg Data \\n Size \\n')\n",
-    "                # axes[0, x_idx].set_ylabel('Avg Train \\n Time')\n",
-    "\n",
-    "            axes[2, x_idx].set_xlabel(f'({letters[x_idx]}) Res.')\n",
-    "\n",
-    "        plt.tight_layout()\n",
-    "        plt.show()\n",
-    "        fig.savefig(\n",
-    "            f'{FIG_DIR}/{dataset_name}_{rat}_{first_idx}_{second_idx}_multi_res.pdf',\n",
-    "            dpi=300,\n",
-    "            bbox_inches='tight',\n",
-    "        )"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "id": "f5ac36af-3d9a-4369-a9fc-d0cad8215bff",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "DATASET:  incomp_ns_pdebench\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x250 with 18 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x250 with 18 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x250 with 18 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x250 with 18 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x250 with 18 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x250 with 18 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x250 with 18 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "DATASET:  darcy_pdebench\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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37lxJZwruPn366Morr1Tr1q31ySefON0/qzVs2FCrVq1SRkaG1q5dq8mTJ+u7774LdLcAAAAAAJbwuuh+8803FRUVJUn6z3/+o6ysLO3atUsJCQl6/PHHHe+gzYKDg1WvXj1JUkFBgYwxMsYEuFcAAAAAAFt4PZHakSNHdP7550uS3n33XQ0dOlQdOnTQvffeq1mzZjnewYpYtWqVpk6dqo0bN+rAgQNatmyZhgwZUmyd5ORkTZ06VTk5OYqKitLs2bPVo0ePcu/j6NGj6tOnj/bs2aOpU6eqRYsWDr8LAAB+Wdcxr/q87capdzvYEwAA8FNen+kOCwvTjh07VFRUpNTUVF133XWSpBMnTig4ONjxDlZEfn6+oqKilJycXOrrS5YsUWJioiZOnKhNmzYpKipKAwYM0KFDhzzrnL1f++eP/fv3S5KaNGmiLVu2KCsrS6+//roOHjxYKe8NAAAAAGA/r890jxgxQrfffrsuuOACuVwuxcbGSpLWrl2ryy67zPEOVsSgQYM0aNCgMl+fPn26Ro4cqREjRkiSUlJS9M4772jevHkaN26cJCkjI6Nc+woLC1NUVJT++9//6je/+U2p6xQUFKigoMDzPDc3t5zvBP5CJnYhD/uQiV3Iwy7kYR8ysQt52IU8AsfrM91PPvmkXnnlFY0aNUrp6ekKDQ2VdOb+5rOFalVw6tQpbdy40fOlgSQFBQUpNjZWa9asKVcbBw8e1PHjxyVJx44d06pVq3TppZeWuf6UKVPUuHFjz6N169YVexOoMDKxC3nYh0zsQh52IQ/7kIldyMMu5BE4LuPAzF9Hjx5VkyZNHOiO/7hcrmL3dO/fv1+tWrXS6tWrdfXVV3vWGzt2rFauXKm1a9f+Ypvr1q3TqFGjPBOojR49Wv/3f/9X5vqlfbvUunVrHTt2TI0aNfL9zdUQubm5aty4saN/LzLxHXnYpzIzifpDioJD6/rcbk24h7iyx0i/p5f73C55+IZjVsUwRuzCGLELeThv5bV9fN62z6qVFcrE68vLn3/+ebVt21bDhg2TJN1+++365z//qQsuuEDvvvuuOnfu7G2TVVaPHj3Kffm5JIWGhnquDIAdyMQu5GEfMrELediFPOxDJnYhD7uQR+B4fXl5SkqK51KEtLQ0paWl6b333tPAgQOVlJTkeAf9pUWLFgoODi4x8dnBgwc9s7MDAAAAAFARXhfdOTk5nqL77bff1u23367rr79eY8eO1fr16x3voL+EhISoa9euWrFihWeZ2+3WihUril1uDgAAAACAr7wuups2bars7GxJUmpqqmciMmOMioqKnO1dBeXl5SkjI8NzCXhWVpYyMjK0b98+SVJiYqJefvllLVy4UDt37tQDDzyg/Px8z2zm/pKcnKzIyEh1797dr/tB+ZGJXcjDPmRiF/KwC3nYh0zsQh52IY/K5/VEavHx8Xr77bfVvn17bd68WXv37lWDBg20ePFivfDCC9q0aZO/+uq1Tz75RP369SuxPC4uTgsWLJAk/eUvf9HUqVOVk5Oj6Oho/fnPf1bPnj0rpX/+mCChOquMvxeZlB952KcyM2EitV9W2WOESaLOjWOWfRgjdmGM2IU8nFelJlKbMWOG2rZtq+zsbL3wwgtq0KCBJOnAgQN68MEHvW3Or/r27atf+k4hPj5e8fHxldQjAAAAANVdRQo8Sery9n8c6gls4HXRXbt27VInTEtISHCkQwAAAPjRvkmdfN42YsJWB3sCAPCF10W3JH355ZeaOXOmdu7cKUmKjIzUI488oosuusjRzgEAAAAAUJV5PZHa+++/r8jISK1bt06dO3dW586dtXbtWkVGRiotLc0ffQQAAAAAoEry+kz3uHHjlJCQoOeee67E8scee0zXXXedY52rrpKTk5WcnGzdbO81GZnYhTzsQyZ2IQ+7kId9yMQu5GEX8qh8Xs9eXqdOHW3dulXt27cvtnz37t3q3LmzTp486WgHq7OaNmNgRTGLo13Iwz7MXm4XZma2S1U+ZlXXe7oZI3apymPERk5MpEYezgrk7OVeX17esmVLz+9e/1RGRobOO+88b5sDAAAAAKDa8vry8pEjR2rUqFH66quv1KtXL0lSenq6nn/+eSUmJjreQQAAAAAAqiqvi+4nnnhCDRs21Isvvqjx48dLksLDw/Xkk0/q4YcfdryDAAAAAABUVV5fXu5yuZSQkKBvvvlGx44d07Fjx/TNN99o5MiRWr16tT/6CAAAAABAleTT73Sf1bBhQ8+/9+zZo2uuuYZZ8MqBGQPtQyZ2IQ/7kIldyMMu5GGfmphJRSeJ8qeamIfNyKPyeX2mG+d24sQJtWnTRklJSWWuM3r0aO3YsUPr16+vxJ7hXMjELuRhHzKxC3nYhTzsQyZ2IQ+7kEflo+h22LPPPqurrroq0N0AAAAAAFiAottBe/bs0a5duzRo0KBAdwUAAAAAYIFyF91vvfXWOR+ffPKJz5349ttvddddd6l58+aqW7euOnXqpA0bNvjc3s+tWrVKgwcPVnh4uFwul5YvX17qesnJyWrbtq3q1Kmjnj17at26dV7tJykpSVOmTHGgxwAAAACA6qDcE6kNGTLkF9dxuVxed+CHH35Q79691a9fP7333ntq2bKl9uzZo6ZNm5a6fnp6unr06KHatWsXW75jxw41b95cYWFhJbbJz89XVFSU7r33Xt16662ltrtkyRIlJiYqJSVFPXv21MyZMzVgwABlZmbqvPPOkyRFR0ersLCwxLYffPCB1q9frw4dOqhDhw7M4g4AAAAAkORF0e12u/3Sgeeff16tW7fW/PnzPcvatWtXZh9Gjx6t9u3ba/HixQoODpYkZWZmKiYmRomJiRo7dmyJ7QYNGvSLl3xPnz5dI0eO1IgRIyRJKSkpeueddzRv3jyNGzdOkpSRkVHm9p999pkWL16spUuXKi8vT6dPn1ajRo00YcKEc+4XAAAAAFB9Vegnw5zw1ltvacCAARo6dKhWrlypVq1a6cEHH9TIkSNLrBsUFKR3331X1157re6++24tWrRIWVlZiomJ0ZAhQ0otuMvj1KlT2rhxo8aPH19sX7GxsVqzZk252pgyZYrn0vIFCxZo27ZtZRbcTNNvHzKxC3nYh0zsQh52IQ/7kIldyMMuVSmP3rN7+7xt+h/SHexJxQR8IrWvvvpKc+bMUfv27fX+++/rgQce0EMPPaSFCxeWun54eLg++ugjffrpp7rzzjsVExOj2NhYzZkzx+c+HDlyREVFRSUuTQ8LC1NOTo7P7ZaFafrtQyZ2IQ/7kIldyMMu5GEfMrELediFPCpfwM90u91udevWTZMnT5YkdenSRdu2bVNKSori4uJK3SYiIkKLFi1Snz59dNFFF2nu3Lk+3U/uL/fcc0+guwAAAAAAsEDAz3RfcMEFioyMLLasY8eO2rdvX5nbHDx4UKNGjdLgwYN14sQJJSQkVKgPLVq0UHBwsA4ePFhiP+eff36F2gYAAAAA1FwBP9Pdu3dvZWZmFlu2e/dutWnTptT1jxw5ov79+6tjx45aunSpdu/erb59+yo0NFTTpk3zqQ8hISHq2rWrVqxY4Zml3e12a8WKFYqPj/epTQAAAAD+t29SJ5+3jZiw1cGeAKXz+kz3RRddpO+++67E8qNHj+qiiy7yugMJCQn67LPPNHnyZH3xxRd6/fXX9dJLL2n06NEl1nW73Ro0aJDatGmjJUuWqFatWoqMjFRaWprmz5+vGTNmlLqPvLw8ZWRkeGYfz8rKUkZGRrGz6YmJiXr55Ze1cOFC7dy5Uw888IDy8/M9s5kDAAAAAOAtr8907927t9SZ7goKCvTtt9963YHu3btr2bJlGj9+vCZNmqR27dpp5syZGj58eIl1g4KCNHnyZF1zzTUKCQnxLI+KitKHH36oli1blrqPDRs2qF+/fp7niYmJkqS4uDgtWLBAkjRs2DAdPnxYEyZMUE5OjqKjo5Wamlrq734DAAAAAFAe5S6633rrLc+/33//fTVu3NjzvKioSCtWrFDbtm196sRNN92km266qVzrXnfddaUu79KlS5nb9O3bV8aYX2w7Pj6ey8kBBMzKa/v4vG2fVSsd7AkAAACcUu6i++y9zi6Xq8Ss4rVr11bbtm314osvOto5AAAAAACqsnLf0+12u+V2uxUREaFDhw55nrvdbhUUFCgzM7PcZ6truuTkZEVGRqp79+6B7gr+PzKxC3nYh0zsQh52IQ/7kIldyMMu5FH5vJ5ILSsrSy1atCi27OjRo071p0bgB+ntQyZ2IQ/7kIldyMMu5GEfMrELediFPCqf10X3888/ryVLlnieDx06VM2aNVOrVq20ZcsWRzsHAAAAAEBV5nXRnZKSotatW0uS0tLS9OGHHyo1NVWDBg3SmDFjHO8gAAAAAABVlddFd05Ojqfofvvtt3X77bfr+uuv19ixY7lEQdKJEyfUpk0bJSUlBborAAAAAIAA87robtq0qbKzsyVJqampio2NlSQZY0r9/e6a5tlnn9VVV10V6G4AAAAAACxQ7p8MO+vWW2/VnXfeqfbt2+u7777ToEGDJEmbN2/WJZdc4ngHq5I9e/Zo165dGjx4sLZt2xbo7gAAAPjNymv7+Lxtn1UrHewJANjN6zPdM2bMUHx8vCIjI5WWlqYGDRpIkg4cOKAHH3ywQp157rnn5HK59Mgjj1SonZ9btWqVBg8erPDwcLlcLi1fvrzU9ZKTk9W2bVvVqVNHPXv21Lp167zaT1JSkqZMmeJAjwEAAAAA1YHXZ7pr165d6v3KCQkJFerI+vXr9be//U2dO3c+53rp6enq0aOHateuXWz5jh071Lx5c4WFhZXYJj8/X1FRUbr33nt16623ltrukiVLlJiYqJSUFPXs2VMzZ87UgAEDlJmZqfPOO0+SFB0drcLCwhLbfvDBB1q/fr06dOigDh06aPXq1eV92wAAAACAaszrM92StGjRIv3qV79SeHi4vv76a0nSzJkz9e9//9unTuTl5Wn48OF6+eWX1bRp0zLXc7vdGj16tO68885i949nZmYqJiZGCxcuLHW7QYMG6ZlnntEtt9xSZtvTp0/XyJEjNWLECEVGRiolJUX16tXTvHnzPOtkZGRo27ZtJR7h4eH67LPPtHjxYrVt21ZJSUl6+eWXNWnSJB/+GgAAAACA6sLrM91z5szRhAkT9Mgjj+jZZ5/1FL9NmjTRzJkz9etf/9rrTowePVo33nijYmNj9cwzz5S5XlBQkN59911de+21uvvuu7Vo0SJlZWUpJiZGQ4YM0dixY73etySdOnVKGzdu1Pjx44vtKzY2VmvWrClXG1OmTPFcWr5gwQJt27ZNEyZMKHXd5ORkJScnM/GcRcjELuRhHzKxC3nYpSrl0Xt2b5+3Tf9DuoM98a+qlElNQB52IY/K53XRPXv2bL388ssaMmSInnvuOc/ybt26+fQzWYsXL9amTZvK/XNj4eHh+uijj3TNNdfozjvv1Jo1axQbG6s5c+Z4ve+zjhw5oqKiohKXpoeFhWnXrl0+t1uW0aNHa/To0crNzVXjxo0dbx/eq4mZ2DwBTk3Mw3b+zGTfpE4+bxsxYauDPak6GCN2IQ/7kIldyMMu5FH5vC66s7Ky1KVLlxLLQ0NDlZ+f71Vb2dnZevjhh5WWlqY6deqUe7uIiAgtWrRIffr00UUXXaS5c+fK5XJ5tW9/uueeewLdBQAAqhWbvygEAOBcvC6627Vrp4yMDLVp06bY8tTUVHXs2NGrtjZu3KhDhw7pyiuv9CwrKirSqlWr9Je//EUFBQUKDg4usd3Bgwc1atQoDR48WOvXr1dCQoJmz57t7VvxaNGihYKDg3Xw4MES+zn//PN9btcbXce86vO2G6fe7WBPAAAAAABOKXfRPWnSJCUlJSkxMVGjR4/WyZMnZYzRunXr9MYbb2jKlCl65ZVXvNp5//79tXVr8UsDR4wYocsuu0yPPfZYqQX3kSNH1L9/f3Xs2FFLly7V7t271bdvX4WGhmratGle7f+skJAQde3aVStWrNCQIUMknZm0bcWKFYqPj/epTQAAAAAAyl10P/XUU7r//vt13333qW7duvrTn/6kEydO6M4771R4eLhmzZqlO+64w6udN2zYUFdccUWxZfXr11fz5s1LLJfOFMKDBg1SmzZttGTJEtWqVcvze+ExMTFq1apVqT9dlpeXpy+++MLzPCsrSxkZGWrWrJkiIiIkSYmJiYqLi1O3bt3Uo0cPzZw5U/n5+RoxYoRX7wnVB1cfAAAA1Cw1ZbJBVK5yF93GGM+/hw8fruHDh+vEiRPKy8vz/I61vwUFBWny5Mm65pprFBIS4lkeFRWlDz/8UC1btix1uw0bNqhfv36e54mJiZKkuLg4LViwQJI0bNgwHT58WBMmTFBOTo6io6OVmppa6u9+A6h8tn4Jwn+cAQDwnq3/Xa+pyMO/vLqn++eTldWrV0/16tVztEOffPLJOV+/7rrrSl1e2uRuZ/Xt27fYlwZliY+Pr/Dl5CdOnFDHjh01dOhQny93B+BfzJYNwN/4H1gAwFleFd0dOnT4xVnCv//++wp1qKp79tlnddVVVwW6GwAAAAAAC3hVdD/11FP8lts57NmzR7t27dLgwYO1bdu2QHcHFuHMKgAAAGoC/r+3JK+K7jvuuMPx+7fnzJmjOXPmaO/evZKkyy+/XBMmTNCgQYMc28eqVas0depUbdy4UQcOHNCyZcs8s5T/VHJysqZOnaqcnBxFRUVp9uzZ6tGjR7n3k5SUpKlTp2r16tWO9R0AEBj8LjQAAHBCuYvuX7qs3FcXXnihnnvuObVv317GGC1cuFC//vWvtXnzZl1++eUl1k9PT1ePHj1Uu3btYst37Nih5s2blzrxWX5+vqKionTvvffq1ltvLbUfS5YsUWJiolJSUtSzZ0/NnDlTAwYMUGZmpueLhujoaBUWFpbY9oMPPtD69evVoUMHdejQgaIbfsOkXQCqkoocsySOWwCA6sGn2cudNHjw4GLPn332Wc2ZM0efffZZiaLb7XZr9OjRat++vRYvXuz5He/MzEzFxMQoMTFRY8eOLbGPQYMG/eKZ8+nTp2vkyJGenwhLSUnRO++8o3nz5mncuHGSpIyMjDK3/+yzz7R48WItXbpUeXl5On36tBo1aqQJEyb84t+gpuCsEQAAwI/4Mh2oGYLKu6Lb7fb7T4MVFRVp8eLFys/P19VXX13i9aCgIL377rvavHmz7r77brndbn355ZeKiYnRkCFDSi24y+PUqVPauHGjYmNji+0rNjZWa9asKVcbU6ZMUXZ2tvbu3atp06Zp5MiRZRbcycnJioyMVPfu3X3qL5xHJnYhD/uQiV3Iwy7kYR8ysQt52IU8Kl+5i25/2rp1qxo0aKDQ0FDdf//9WrZsmSIjI0tdNzw8XB999JE+/fRT3XnnnYqJiVFsbKzmzJnj8/6PHDmioqKiEpemh4WFKScnx+d2yzJ69Gjt2LFD69evd7xt+IZM7EIe9iETu5CHXcjDPmRiF/KwC3lUPq8mUvOXSy+9VBkZGTp27JjefPNNxcXFaeXKlWUW3hEREVq0aJH69Omjiy66SHPnzvXbPee+uOeeewK6f2YMBAAAAAA7WHGmOyQkRJdccom6du2qKVOmKCoqSrNmzSpz/YMHD2rUqFEaPHiwTpw4oYSEhArtv0WLFgoODtbBgwdL7Of888+vUNsAAAAAgJrLijPdP+d2u1VQUFDqa0eOHFH//v3VsWNHLV26VLt371bfvn0VGhqqadOm+bS/kJAQde3aVStWrPD8lJjb7daKFSsUHx/v69uoFpjgAwAAAAB8F/Cie/z48Ro0aJAiIiJ0/Phxvf766/rkk0/0/vvvl1jX7XZr0KBBatOmjZYsWaJatWopMjJSaWlpiomJUatWrUo9652Xl6cvvvjC8zwrK0sZGRlq1qyZIiIiJEmJiYmKi4tTt27d1KNHD82cOVP5+fme2cwBAAAAAPBWwIvuQ4cO6e6779aBAwfUuHFjde7cWe+//76uu+66EusGBQVp8uTJuuaaaxQSEuJZHhUVpQ8//FAtW7YsdR8bNmxQv379PM8TExMlSXFxcVqwYIEkadiwYTp8+LAmTJignJwcRUdHKzU1tdTf/QYAoDpjbhCgbIwPAN4KeNE9d+5cr9YvrRiXpC5dupS5Td++fcv1O+Px8fE1/nJyAAAAAIBzAl50AwDgFOahAAAAtrFi9nIAAAAAAKojim4AAAAAAPyEy8sD6Ox95rm5uSoq+J/P7eTm5hZ7fvxkkWNtFf6v0LG28gsr1tbZ9spzf76vbM+EPHzDGHHO2baLTvmeh1T8vZOH72wfIxXJ4+dtkYczbTFGfMMxyxk1aYxUJI+ftkUe1WOMuIw/k8Q5ffPNN2rdunWgu1HlZGdn68ILL/RL22TiPfKwD5nYhTzsQh72IRO7kIddyMM+vmRC0R1Abrdb+/fvV8OGDeVyucpcLzc3V61bt1Z2drYaNWpUoX3a2FZ52zHG6Pjx4woPD1dQkH/ujChPJjb+DQPRli15lLe/5VGV85DsyaSq/x2daoc87GrLljzK29/yqsrHP1sysTGPQLRlSx7l7W95kMe5VeVjlpNtVcYxi8vLAygoKMirb0kaNWpU4Q+nzW2Vp53GjRtXeD/n4k0mNv4NK7stm/KQKvezaGtbNmVSlf+OTrVDHna1ZVMekp1/R45ZduVR2W3ZlIdUdT/XTrVVXfOwtS1/HrOYSA0AAAAAAD+h6AYAAAAAwE8ouquA0NBQTZw4UaGhodWyLSf7VBls/Bva3FZlsPGzaGtblcHW927j56Qy2Pg3tLmtymDje7exT5XF1vdua1uVobp/rmtqHra2VRl5MJEaAAAAAAB+wpluAAAAAAD8hKIbAAAAAAA/oegGAAAAAMBPKLoBAAAAAPATim5UGHPx2YU87EMmdiEP+5CJXcjDLuRhHzKxS1XIg6IbPisoKJAkuVwuv3zYq8IAsom/85DIxFuMEbswRuzDGLELediFY5Z9GCN2qUp5UHRXAV988YWWLVumU6dOOdpuRT5ImZmZuu+++/Txxx9Lcu7D/sMPP+iLL75Qdna2XC5XhdvzB3/lIfmeib/ykGp2JowR3zBG7GJjHhJjhGOWPWwcIzX5mCUxRmxDHg4wsNqWLVtMy5YtzciRI823337rcztff/21mTdvnnnxxRdNWlpahfp06tQpc9tttxmXy2Xi4uJMenq65zW32+1zu1u3bjVXXnmlufzyy02tWrVMSkpKhdt0mlN5GONcJv7Kw5ialQljxBmMEbsysTEPYxgjHLOqXx7GcMxyCmOEPH5JVcyDottiX3/9tYmIiDBjxowpc53yfAg+//xz06ZNG9O7d28TGRlpateubRYuXFihvj399NPmxhtvNJdddpm56aabzKpVqyrUXmZmpmnZsqUZO3as2bBhg5k4caKpW7eu+f77740xdhx8nMrDGOczcToPY2pWJowRZzBG7MrE5jyMYYyUhWNW5bF5jNTEY5YxjBHyKL+qlgdFt8X+85//mBtuuMEYc+Ybnccff9wMGTLE3HfffcU+qOf6EHz11VemTZs25rHHHjMnT540hw8fNk899ZTp0qWLOXDggNcfoLPrT58+3UyaNMlkZWWZSy+91Nxyyy1mx44d5rHHHjOZmZletxkfH29+85vfeJYdOHDA3HjjjSYzM9Ps2rXLHD161Ks2/cGJPIxxNhN/5HG23ZqSCWPEOYwRuzKxMY+f7o8xwjEr0GwcIzX5mGUMY4Q8fllVzYN7ui22adMmff/995KkG264Qenp6WrTpo2+/vprzZgxQ3/84x8lqcz7DQoLCzV//nxFR0dr4sSJCg0NVYsWLXT11VfrwIEDMsZ4fa/C2fX79OmjDRs2qG3btnrzzTeVmZmpgQMH6q9//avnfgpTzvsqXC6XDh48qIYNG3q2eemll/TBBx9o6NChuuqqq/TII49o586dXvXVaRXNQ3I+E3/kcbbdmpAJY8RZjBG7MrExj5/ujzHCMauq5yFxzHIaY4Q8fklVzaOWz1vC73r16qWVK1dq7ty5crlceu2119SqVSsdO3ZMs2bN0nvvvacdO3YoMjKy1O1r1aqlTp06qU6dOqpbt65neY8ePVS7dm0dOXJEF1xwwS/248SJE6pVq5ZCQkI8y4KDg7Vjxw7l5ubqiiuu0MUXX6zU1FT17t1bx48fl3Tu/0j93BVXXKHnnntOjRs3Vm5urv7+97/r9ddfV58+fbRu3Tr94Q9/UPfu3dWxY8dyt+m0iuYhOZNJZeQh1YxMGCPOYozYlYkteUiMkbM4ZlWvPCSOWU5jjJBHaapFHhU6Tw5HFRYWFnu+c+dOEx4ebiIjI01sbGyx1/bt22fq1atnXn/99RLtfPfdd2bHjh1mz5495tixY57lZy/HyMvLM61btzYbN270vPbZZ5+V2qetW7eaG2+80axcudKcPHnSs/zkyZPmlltuMf/73//MiBEjzIUXXmjeeOMN06lTJ9O3b1+zdu1ar9//xIkTzaOPPmr69etnxo4dW+y1G264wdx8882Ven+LU3kY41wmlZmHMdU3E8aIMxgjdmViYx7GMEZ+imPWj6pyHsZwzHIKY4Q8zqrueVB0WyIzM9NMmzbN7N+/v9jyt99+29SqVcucd955ZvXq1Z7lBQUFJiYmxqSmphZbf+vWraZLly7miiuuMKGhoebpp582RUVFpqioyBhjzOnTp01OTo4JDw83O3fuNMYYM378eONyucyhQ4eKtbVt2zbTpEkT83//939m3759xV5zu92mb9++pn79+ub8888369evN8YYs3HjRtO9e/cS6//UV199ZaZPn24SExPN4sWLS7w+dOhQM3v2bGPMmftHjDHm1ltvNePHj6+0A49TeRjjXCb+ysOYmpUJY8QZjJHiAp2JjXkYwxjhmHVGdcrDGI5ZTmGM/Ig8qn8eFN0W2LNnj2nWrJlxuVxm/Pjx5vDhw8Vef+ONN0xQUJAZMGCAeeONN8yePXvMuHHjTHh4eLEP1Pbt203z5s1NUlKS2b59u5k2bZpxuVzF1nG73ebQoUMmPDzcfPXVV2bSpEmmQYMGZt26dcX2mZeXZ66//nrzwAMPeJbt3LnTbN682WRlZRljjFmwYIEZOHCg2bBhgzHGeAbTT7+F+rnPP//cXHjhhaZ///6mV69eJigoyLzwwgvF1nnooYdMeHi4ycrKMrt27TJPPfWUadmypWdg+ptTeRjjXCb+ysOYmpUJY8QZjBG7MrExD2MYIxyzflRd8jCGY5ZTGCPkUdPyoOgOsLy8PHPvvfeae+65xyQnJxuXy2XGjBlT4sP+4YcfmquvvtqEhYWZyy67zHTo0MFs2rTJ8/rhw4fNtddeax5++GHPMrfbbQYOHGhWr15tNm/ebLKzs40xZz6Il19+uYmNjTUhISGeD+pPnTx50vzqV78ymzZtMoWFhWbAgAGme/fupmHDhqZnz57m1VdfNcYYc+TIkRLblvUN0N69e80ll1xixo4d6xkUc+fONWFhYWb37t2eZTt37jQxMTHG5XKZyy+/3Fx22WVm8+bN5f+jVoBTeRjjbCb+yMOYmpUJY8QZjBG7MrE1j7PrMEY4ZhlTPfIwhmOWUxgj5FET86DoDrATJ06Y5ORkz6UNS5YsKfPDfuTIEbN7926zefPmUl+bPHmy2b17t2fZpEmTjMvlMtHR0ebCCy80AwYMMCtXrjSHDh0yLpfLhIaGmi1btpTar5ycHNOyZUvzwQcfmISEBDNgwACzZcsW895775mkpCQTFhZm/vnPf5b7fRYVFZnnnnvODBw4sNiU+2e/bdq1a1ex9U+ePGmWL19uPv300xKXufiTU3mcfd2pTJzOw5ialwljxBmMEbsysTUPYxgjHLOqVx5nX+eYVXGMEfKoiXlQdFsgLy+v2PPFixcbl8tlkpKSPN/enD592nMpRVlyc3M9/37jjTeMy+UyS5YsMd99951ZuXKl6d69u5k4caIxxpgZM2aY7du3l9mW2+02d9xxh4mPjzc33XRTsfs1srOzzV133WXuv/9+U1hYWO57G1auXGnGjRtXbFlRUZFp27at+fjjjz37DTSn8jDGuUz8kYcxNS8TxogzGCN2ZWJjHsYwRn6KY1Zg2ThGavIxyxjGCHnUvDwoui3y0w/N2Q/qmDFjzLfffmsSEhLMrbfeavLy8sr1Ydi7d2+xGQGNMebGG280gwcPNsb8eM/Duaxfv97Ur1/fuFwu89ZbbxV77dFHHzXXXnvtL/bl57MgnnV2u6KiItOuXTvzwQcfeF778MMPzcGDB3+xf/7mZB7GVDwTJ/I4+75KU9MyYYxUHGPErkxsy8MYxgjHrDOqYx7GcMxyAmPkDPIoXXXKg6LbMm632/MhXLx4saldu7a59NJLTa1atXy+l6CoqMj873//M8OGDTPPPPOMV9uuWrXKuFwuc9NNN5lt27Z5lj/00EPmvvvu88zoV5rSZkH86cA4ffq0ycvLM5dcconnZwLOzl747bffetVPf/FHHsb4nklF8jCGTMrCGPEdY8SuTGzLwxjGCMes6p+HMRyzKoIxQh7nUl3yoOi2kNvt9nwgYmJiTLNmzcznn39eoTafeOIJExERUew+i/JauXKlCQ8PNz169DC///3vze9+9zvTuHFjs3Xr1jK3+aVZEI35cQBefPHFZsOGDWbSpEmmfv36JWYvDDR/5GGM75n4kocxZPJLGCO+Y4zYlYlteRjDGOGYVf3zMIZjVkUwRsjjXKpDHhTdliosLDQJCQnG5XKVOcFAefzjH/8wo0ePNs2bNy8xC6c3du3aZf70pz+Z2NhY88ADD5zzQ17eWRDP6tKli+nevbsJCQnx/MaebZzKwxhnMvEmD2PI5FwYI85gjNjFtjyMYYxwzLKLbWOkph+zjGGM2IY8nEXRbanCwkLzyiuvVHh6+m3btpnbb7/d7Nixw5F+/fTH7ctS3lkQCwsLzXfffWcaN25sgoODHfmW2V+cysMYZzMpTx7GkMm5MEacwRixi615GMMY4ZhlB1vHSE09ZhnDGLENeTiLottiTs2e90v3A/lDeWdBPHz4sElNTS12j4atnJzNkEycwRixC2PELuRhH45ZdmGM2IcxYhfycE4twVoul8uRdmrXru1IO96oX7++JKmoqEhBQUEaNmyYjDG688475XK59Mgjj2jatGnau3evXnvtNdWrV6/S++gtp/KQyMQpjBG7MEbsQh724ZhlF8aIfRgjdiEPB/m1pAdM2bMgBgcHO3JZF7xHJnYhD/uQiV3Iwy7kYR8ysQt52MWGPFzGGOPfsh6Qzn7MXC6X+vfvr4yMDH3yySfq1KlTgHtWc5GJXcjDPmRiF/KwC3nYh0zsQh52CXQeXF6OSuFyuVRUVKQxY8bo448/VkZGBgedACMTu5CHfcjELuRhF/KwD5nYhTzsEug8giptT4Ckyy+/XJs2bVLnzp0D3RX8f2RiF/KwD5nYhTzsQh72IRO7kIddApUHl5ejUhljHJ24BBVHJnYhD/uQiV3Iwy7kYR8ysQt52CVQeVB0AwAAAADgJ1xeDgAAAACAn1B0AwAAAADgJxTdAAAAAAD4CUU3AAAAAAB+QtENAAAAAICfUHQDAAAAAOAnFN3wuOeeezRkyJAKt/Pkk08qOjq6wu2ATGxDHnYhD/uQiV3Iwz5kYhfysEt1zoOi2yL33HOPXC6XXC6XateurXbt2mns2LE6efJkoLtWJpfLpeXLlxdblpSUpBUrVgSmQw4jE7uQh13Iwz5kYhfysA+Z2IU87EIe/lMr0B1AcQMHDtT8+fN1+vRpbdy4UXFxcXK5XHr++ecD3bVya9CggRo0aBDobjiGTOxCHnYhD/uQiV3Iwz5kYhfysAt5+Adnui0TGhqq888/X61bt9aQIUMUGxurtLQ0SZLb7daUKVPUrl071a1bV1FRUXrzzTc92/7www8aPny4WrZsqbp166p9+/aaP3++5/WtW7cqJiZGdevWVfPmzTVq1Cjl5eWV2Ze2bdtq5syZxZZFR0frySef9LwuSbfccotcLpfn+c8v6XC73Zo0aZIuvPBChYaGKjo6WqmpqZ7X9+7dK5fLpX/961/q16+f6tWrp6ioKK1Zs8aHv6DzyMSuTMiDPMpCHmeQiV2ZkIddeUhkYlsm5EEeZalOeVB0W2zbtm1avXq1QkJCJElTpkzRq6++qpSUFG3fvl0JCQm66667tHLlSknSE088oR07dui9997Tzp07NWfOHLVo0UKSlJ+frwEDBqhp06Zav369li5dqg8//FDx8fE+92/9+vWSpPnz5+vAgQOe5z83a9Ysvfjii5o2bZo+//xzDRgwQDfffLP27NlTbL3HH39cSUlJysjIUIcOHfTb3/5WhYWFPvfPH8jErkzIgzy8UdPykMjEtkzIw648JDKxLRPyIA9vVKk8DKwRFxdngoODTf369U1oaKiRZIKCgsybb75pTp48aerVq2dWr15dbJvf//735re//a0xxpjBgwebESNGlNr2Sy+9ZJo2bWry8vI8y9555x0TFBRkcnJyPPv/9a9/7Xm9TZs2ZsaMGcXaiYqKMhMnTvQ8l2SWLVtWbJ2JEyeaqKgoz/Pw8HDz7LPPFlune/fu5sEHHzTGGJOVlWUkmVdeecXz+vbt240ks3PnzlLfT2UhE7syIQ/yII9zIxO7MiEPu/Iwhkxsy4Q8yKOm5ME93Zbp16+f5syZo/z8fM2YMUO1atXSbbfdpu3bt+vEiRO67rrriq1/6tQpdenSRZL0wAMP6LbbbtOmTZt0/fXXa8iQIerVq5ckaefOnYqKilL9+vU92/bu3Vtut1uZmZkKCwvzy/vJzc3V/v371bt372LLe/furS1bthRb1rlzZ8+/L7jgAknSoUOHdNlll/mlb+VFJmfYkgl5nEEe5FEWMjnDlkzI4wxb8pDI5CxbMiGPM8ijeudB0W2Z+vXr65JLLpEkzZs3T1FRUZo7d66uuOIKSdI777yjVq1aFdsmNDRUkjRo0CB9/fXXevfdd5WWlqb+/ftr9OjRmjZtmk99CQoK0pkvkH50+vRpn9oqj9q1a3v+7XK5JJ25ByPQyOQMWzIhjzPIoyTyOINMzrAlE/I4w5Y8JDI5y5ZMyOMM8iipOuXBPd0WCwoK0h//+Ef96U9/UmRkpEJDQ7Vv3z5dcsklxR6tW7f2bNOyZUvFxcXptdde08yZM/XSSy9Jkjp27KgtW7YoPz/fs256erqCgoJ06aWXlrr/li1b6sCBA57nubm5ysrKKrZO7dq1VVRUVOZ7aNSokcLDw5Wenl5seXp6uiIjI8v/x7AEmdiFPOxCHvYhE7uQh33IxC7kYRfycA5Ft+WGDh2q4OBg/e1vf1NSUpISEhK0cOFCffnll9q0aZNmz56thQsXSpImTJigf//73/riiy+0fft2vf322+rYsaMkafjw4apTp47i4uK0bds2ffzxx/rDH/6g3/3ud2VezhETE6NFixbpv//9r7Zu3aq4uDgFBwcXW6dt27ZasWKFcnJy9MMPP5TazpgxY/T8889ryZIlyszM1Lhx45SRkaGHH37Ywb9U5SETu5CHXcjDPmRiF/KwD5nYhTzsQh7O4PJyy9WqVUvx8fF64YUXlJWVpZYtW2rKlCn66quv1KRJE1155ZX64x//KEkKCQnR+PHjtXfvXtWtW1fXXHONFi9eLEmqV6+e3n//fT388MPq3r276tWrp9tuu03Tp08vc9/jx49XVlaWbrrpJjVu3FhPP/10iW+XXnzxRSUmJurll19Wq1attHfv3hLtPPTQQzp27JgeffRRHTp0SJGRkXrrrbfUvn175/5QlYhM7EIediEP+5CJXcjDPmRiF/KwC3k4w2V+fqE8AAAAAABwBJeXAwAAAADgJxTdAAAAAAD4CUU3AAAAAAB+QtENAAAAAICfUHQDAAAAAOAnFN0AAAAAAPgJRTcAAAAAAH5C0Q0AAAAAgJ9QdAMAAAAA4CcU3QAAAAAA+AlFNwAAAAAAfkLRDQAAAACAn/w/HhbFpLlo+OEAAAAASUVORK5CYII=",
-      "text/plain": [
-       "<Figure size 1000x250 with 18 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x250 with 18 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x250 with 18 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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4sC655BKFhYXpk08+8XZ9AAAAAADUWG433a+99poiIyMlSW+99ZZyc3O1c+dOJSQk6IEHHvB6gQAAAAAA1FT13N3g0KFDateunSTp3Xff1ZgxY9StWzfdcsstWrRokdcLtNnhw4cVExOj4uJiFRcXa8qUKZo0aZK/ywIAAMAv9J76gsfbZs69yYuVAKhr3G66Q0JClJ2drXPPPVepqalasmSJJOnYsWMKDAz0eoE2a9KkidatW6dGjRqpqKhIPXr00OjRo9WqVSt/lwYAAAAAsIDbTffEiRM1duxYnXvuuXI4HIqJiZEkffbZZ7rwwgu9XqDNAgMD1ahRI0nSiRMnZIyRMcbPVQEAAAAAbOH2Od0PPfSQnn32Wd1+++1KT09XcHCwpNMN6PTp071eYFWsW7dOI0eOVGhoqBwOh1avXl1mneTkZHXq1EkNGjRQ//799fnnn7v1HIcPH1ZkZKQ6dOigqVOnqnXr1l6qHgAAAABQ07n9Tbck/e53vyt1//Dhw4qLi/NKQd5UVFSkyMhI3XLLLRo9enSZx1euXKnExESlpKSof//+WrhwoYYPH66cnBy1bdtWkhQVFaXi4uIy237wwQcKDQ1V8+bNtWXLFu3fv1+jR4/W7373O4WEhPj8tQEAAAAAKmft5YM93nbwurVVem63m+4nnnhCnTp10rhx4yRJY8eO1b/+9S+de+65evfdd3XxxRdXqSBvio2NVWxsbIWPz58/X5MmTdLEiRMlSSkpKXrnnXe0bNky17f2WVlZlXqukJAQRUZG6t///neZDyXOOHHihE6cOOG6X1BQUMlXAl8hE7uQh33IxC7kYRfysA+Z2IU87EIe/uP24eUpKSkKCwuTJKWlpSktLU3vvfeeRowYoaSkJK8X6CsnT55UZmam65x0SQoICFBMTIw2bNhQqTH279+vo0ePSpKOHDmidevW6YILLqhw/Tlz5qhZs2au25m/I/yHTOxCHvYhE7uQh13Iwz5kYhfysAt5+I/bTXd+fr4roLfffltjx47VlVdeqWnTpikjI8PrBfrKoUOHVFJSUuZQ8JCQEOXn51dqjG+++UaDBg1SZGSkBg0apLvuuks9e/ascP0ZM2boyJEjrlteXl6VXgOqjkzsQh72IRO7kIddyMM+ZGIX8rALefiP24eXt2jRQnl5eQoLC1NqaqoeeeQRSZIxRiUlJV4v0Gb9+vWr9OHnkhQcHOy68BzsQCZ2IQ/7kIldyMMu5GEfMrELediFPPzH7aZ79OjRGj9+vLp27aoffvjBdc705s2b1aVLF68X6CutW7dWYGCg9u/fX2r5/v371a5dOz9VBQAAAACoTdw+vHzBggWKj49XRESE0tLSdM4550iS9u3bpz/+8Y9eL9BXgoKC1Lt3b61Zs8a1zOl0as2aNbrsssv8WBkAAAAAoLZw+5vu+vXrl3vBtISEBK8U5E2FhYXavXu3635ubq6ysrLUsmVLhYeHKzExUXFxcerTp4/69eunhQsXqqioyHU1c19JTk5WcnJynTsc32ZkYhfysA+Z2IU87EIe9iETu5CHXcij+jmMMcbdjb766istXLhQO3bskCRFRETonnvu0Xnnnef1Aqvik08+0dChQ8ssj4uL03PPPSdJ+tvf/qa5c+cqPz9fUVFR+utf/6r+/ftXS30FBQVq1qyZjhw5oqZNm1bLc9Zk1fH3IpPKIw/7VGcmkXelKDC4ocfjZM69yYtV2am658jQP6/2eBzyqDnPUZswR+zCHLELeXhfVX+nuyp/L7e/6X7//fd17bXXKioqSgMHDpQkpaenKyIiQm+99ZauuOIKd4f0mSFDhujXPlOIj49XfHx8NVUEAAAAAKhL3G66p0+froSEBD3++ONllt93331WNd0AAAAAAPiT2xdS27Fjh2699dYyy2+55RZlZ2d7pSgAAAAAAGoDt5vuNm3alPvb1FlZWWrbtq03aqr1kpOTFRERob59+/q7FPwfMrELediHTOxCHnYhD/uQiV3Iwy7kUf3cvpDa7NmztWDBAk2fPl0DBgyQdPqc7ieeeEKJiYl68MEHfVJobVTXLl5QVVxQwi7kYR8upGYXLhJlF/ZZ9mGO2IU5Yhfy8L4adSG1Bx98UE2aNNGTTz6pGTNmSJJCQ0P10EMPacqUKe4OBwAAAABAreX24eUOh0MJCQn67rvvdOTIER05ckTfffedJk2apPXr1/uiRgAAAAAAaiS3v+n+uSZNmrj+vWvXLg0aNIgfWQcAAAAA4P+4/U03AAAAAAConCp90w3PJCcnKzk5maMCLEImdiEP+5CJXcjDLuRhHzKxS13MoyoX7ZKkXm+/5aVKyqqLefgb33R72bFjx9SxY0clJSVVuM7kyZOVnZ2tjIyMaqwMZ0MmdiEP+5CJXcjDLuRhHzKxC3nYhTyqX6W/6X7zzTfP+nhubm6Vi6kNHn30UV166aX+LgMAAAAAYIFKN92jRo361XUcDkdVaqnxdu3apZ07d2rkyJHatm2bv8sBAAC1wLeze3q8bfjMrV6sBADgiUofXu50On/15ul5Ad9//71uvPFGtWrVSg0bNlTPnj21ceNGj8Yqz7p16zRy5EiFhobK4XBo9erV5a6XnJysTp06qUGDBurfv78+//xzt54nKSlJc+bM8ULFAAAAAIDawO/ndP/0008aOHCg6tevr/fee0/Z2dl68skn1aJFi3LXT09P16lTp8osz87O1v79+8vdpqioSJGRkUpOTq6wjpUrVyoxMVGzZs3Spk2bFBkZqeHDh+vAgQOudaKiotSjR48yt7179+qNN95Qt27d1K1bNzf/AgAAAACA2srvVy9/4oknFBYWpuXLl7uWde7cudx1nU6nJk+erK5du2rFihUKDAyUJOXk5Cg6OlqJiYmaNm1ame1iY2MVGxt71jrmz5+vSZMmaeLEiZKklJQUvfPOO1q2bJmmT58uScrKyqpw+08//VQrVqzQq6++qsLCQp06dUpNmzbVzJkzz/q8AAAAAIDay+/fdL/55pvq06ePxowZo7Zt26pXr1565plnyl03ICBA7777rjZv3qybbrpJTqdTX331laKjozVq1KhyG+7KOHnypDIzMxUTE1PquWJiYrRhw4ZKjTFnzhzl5eVpz549mjdvniZNmlRhw52cnKyIiAj17dvXo3rhfWRiF/KwD5nYhTzsQh72IRO7kIddyKP6+f2b7q+//lpLlixRYmKi7r//fmVkZOjuu+9WUFCQ4uLiyqwfGhqqjz76SIMGDdL48eO1YcMGxcTEaMmSJR7XcOjQIZWUlCgkJKTU8pCQEO3cudPjcSsyefJkTZ48WQUFBWrWrJnXx4f7yMQu5GEfMrELediFPOxTFzOpyu9CD1631ouVlFUX87AZeVQ/vzfdTqdTffr00WOPPSZJ6tWrl7Zt26aUlJRym25JCg8P14svvqjBgwfrvPPO09KlS626cvrNN9/s7xIAAAAAABZw+/Dy8847Tz/88EOZ5YcPH9Z5553ndgHnnnuuIiIiSi3r3r27vv322wq32b9/v26//XaNHDlSx44dU0JCgtvP+3OtW7dWYGBgmQux7d+/X+3atavS2AAAAACAusvtpnvPnj3l/jTYiRMn9P3337tdwMCBA5WTk1Nq2ZdffqmOHTuWu/6hQ4c0bNgwde/eXa+//rrWrFmjlStXKikpye3nPiMoKEi9e/fWmjVrXMucTqfWrFmjyy67zONxAQAAAAB1W6UPL3/zzTdd/37//fdLHf9fUlKiNWvWqFOnTm4XkJCQoAEDBuixxx7T2LFj9fnnn+vpp5/W008/XWZdp9Op2NhYdezYUStXrlS9evUUERGhtLQ0RUdHq3379uV+611YWKjdu3e77ufm5iorK0stW7ZUeHi4JCkxMVFxcXHq06eP+vXrp4ULF6qoqMh1NXMAAAAAQPUZuHigx9um35XuxUqqptJN96hRoyRJDoejzLnW9evXV6dOnfTkk0+6XUDfvn21atUqzZgxQ7Nnz1bnzp21cOFCTZgwocy6AQEBeuyxxzRo0CAFBQW5lkdGRurDDz9UmzZtyn2OjRs3aujQoa77iYmJkqS4uDg999xzkqRx48bp4MGDmjlzpvLz8xUVFaXU1NQyF1cDAAAAAKCyKt10O51OSad/QzsjI0OtW7f2WhHXXHONrrnmmkqte8UVV5S7vFevXhVuM2TIEBljfnXs+Ph4xcfHV6oOAPA2m688CwAAAM+4ffXy3NzcMssOHz6s5s2be6MeAAAAAABqDbcvpPbEE09o5cqVrvtjxoxRy5Yt1b59e23ZssWrxdVW/CC9fcjELuRhHzKxC3nYhTzsQyZ2IQ+7kEf1c7vpTklJUVhYmCQpLS1NH374oVJTUxUbG6upU6d6vcDaaPLkycrOzlZGRoa/S8H/IRO7kId9yMQu5GEX8rAPmdiFPOxCHtXP7cPL8/PzXU3322+/rbFjx+rKK69Up06d1L9/f68XCAAAAABATeV2092iRQvl5eUpLCxMqampeuSRRyRJxphyf7+7rjl27Ji6d++uMWPGaN68ef4uBwAAAKjVvp3d0+Ntw2du9WIlQPncbrpHjx6t8ePHq2vXrvrhhx8UGxsrSdq8ebO6dOni9QJrmkcffVSXXnqpv8sAAAAAAFjA7XO6FyxYoPj4eEVERCgtLU3nnHOOJGnfvn364x//6PUCa5Jdu3Zp586drg8iAAAAAAB1m9vfdNevX19JSUlllickJFS5mMcff1wzZszQlClTtHDhwiqPd8a6des0d+5cZWZmat++fVq1apVGjRpVZr3k5GTNnTtX+fn5ioyM1OLFi9WvX79KP09SUpLmzp2r9evXe612AKjtOCwQAADUZm5/0y1JL774on7zm98oNDRU33zzjSRp4cKFeuONNzwuJCMjQ0899ZQuvvjis66Xnp6uU6dOlVmenZ2t/fv3l7tNUVGRIiMjlZycXOG4K1euVGJiombNmqVNmzYpMjJSw4cP14EDB1zrREVFqUePHmVue/fu1RtvvKFu3bqpW7dulXzFAAAAAIDazu2me8mSJUpMTFRsbKwOHz7sunha8+bNPf52urCwUBMmTNAzzzyjFi1aVLie0+nU5MmTNX78+FIXbcvJyVF0dLSef/75creLjY3VI488ouuuu67CsefPn69JkyZp4sSJioiIUEpKiho1aqRly5a51snKytK2bdvK3EJDQ/Xpp59qxYoV6tSpk5KSkvTMM89o9uzZHvw1AAAAAAC1hdtN9+LFi/XMM8/ogQceUGBgoGt5nz59tHWrZ4f5TZ48WVdffbViYmLOul5AQIDeffddbd68WTfddJOcTqe++uorRUdHa9SoUZo2bZpHz3/y5EllZmaWev6AgADFxMRow4YNlRpjzpw5ysvL0549ezRv3jxNmjRJM2fO9KgeAAAAAEDt4PY53bm5uerVq1eZ5cHBwSoqKnK7gBUrVmjTpk2V/nH20NBQffTRRxo0aJDGjx+vDRs2KCYmRkuWLHH7uc84dOiQSkpKFBISUmp5SEiIdu7c6fG4FUlOTlZycjI/sWaRupjJ2ssHe7zt4HVrvVhJWXUxD9uRiV3Iwy7kYR8ysQt52IU8qp/b33R37txZWVlZZZanpqaqe/fubo2Vl5enKVOm6B//+IcaNGhQ6e3Cw8P14osvauXKlapXr56WLl0qh8Ph1nP70s0333zW3+iePHmysrOzK/1BA3yPTOxCHvYhE7uQh13Iwz5kYhfysAt5VL9Kf9M9e/ZsJSUlKTExUZMnT9bx48dljNHnn3+uV155RXPmzNGzzz7r1pNnZmbqwIEDuuSSS1zLSkpKtG7dOv3tb3/TiRMnSh3Cfsb+/ft1++23a+TIkcrIyFBCQoIWL17s1nP/XOvWrRUYGFjmQmz79+9Xu3btPB4XAAAAQFm9p77g8baZc2/yYiWA71W66X744Yd1xx136LbbblPDhg31pz/9SceOHdP48eMVGhqqRYsW6YYbbnDryYcNG1bmPPCJEyfqwgsv1H333Vduw33o0CENGzZM3bt316uvvqovv/xSQ4YMUXBw8Fm/XT6boKAg9e7dW2vWrHH9lJjT6dSaNWsUHx/v0ZjuYscDAEDtwX/XAdQk7LN8q9JNtzHG9e8JEyZowoQJOnbsmAoLC9W2bVuPnrxJkybq0aNHqWWNGzdWq1atyiyXTjfCsbGx6tixo+vQ8oiICKWlpSk6Olrt27cv9/fCCwsLtXv3btf93NxcZWVlqWXLlgoPD5ckJSYmKi4uTn369FG/fv20cOFCFRUVaeLEiR69NgAAAAAA3LqQ2i/Pm27UqJEaNWrk1YLOJiAgQI899pgGDRqkoKAg1/LIyEh9+OGHatOmTbnbbdy4UUOHDnXdT0xMlCTFxcXpueeekySNGzdOBw8e1MyZM5Wfn6+oqCilpqaWubga6g4+8QMAAABQVW413d26dfvVC5b9+OOPVSrok08+OevjV1xxRbnLy7ui+hlDhgwp9U19ReLj46t8OPmxY8fUvXt3jRkzxuPD3QGU5c0PQb6d3dPjscJnlj4lZuDigR6PlX5XusfbAgAAoGZwq+l++OGH1axZM1/VUis8+uijuvTSS/1dBgAAAADAAm413TfccIPH52/XBbt27dLOnTs1cuRIbdu2zd/lAAAAAAD8rNJNt69+B3vJkiVasmSJ9uzZI0m66KKLNHPmTMXGxnrtOdatW6e5c+cqMzNT+/bt06pVq1xXKf+55ORkzZ07V/n5+YqMjNTixYvVr1+/Sj9PUlKS5s6dq/Xr13utdtQO3jycGQAAT3FKDABUP4+uXu5NHTp00OOPP66uXbvKGKPnn39ev/3tb7V582ZddNFFZdZPT09Xv379VL9+/VLLs7Oz1apVq3IvfFZUVKTIyEjdcsstGj16dLl1rFy5UomJiUpJSVH//v21cOFCDR8+XDk5Oa5v96OiolRcXFxm2w8++EAZGRnq1q2bunXrRtMNn+F/lgAAAICapdJNt9Pp9EkBI0eOLHX/0Ucf1ZIlS/Tpp5+WabqdTqcmT56srl27asWKFa7f8c7JyVF0dLQSExM1bdq0Ms8RGxv7q9+cz58/X5MmTXL9RFhKSoreeecdLVu2TNOnT5ckZWVlVbj9p59+qhUrVujVV19VYWGhTp06paZNm2rmzJm/+jeoK9ZePtjjbQevW+vFSgAAAACgegT4u4CfKykp0YoVK1RUVKTLLruszOMBAQF69913tXnzZt10001yOp366quvFB0drVGjRpXbcFfGyZMnlZmZqZiYmFLPFRMTow0bNlRqjDlz5igvL0979uzRvHnzNGnSpAob7uTkZEVERKhv374e1QvvIxO7kId9yMQu5GEX8rAPmdiFPOxCHtXPiqZ769atOueccxQcHKw77rhDq1atUkRERLnrhoaG6qOPPtJ//vMfjR8/XtHR0YqJidGSJUs8fv5Dhw6ppKSkzKHpISEhys/P93jcikyePFnZ2dnKyMjw+tjwDJnYhTzsQyZ2IQ+7kId9yMQu5GEX8qh+bl293FcuuOACZWVl6ciRI3rttdcUFxentWvXVth4h4eH68UXX9TgwYN13nnnaenSpT670Jsnbr75Zr8+PxftAgDYoCrXoZC4FoXtOG0MACrHiqY7KChIXbp0kST17t1bGRkZWrRokZ566qly19+/f79uv/12jRw5UhkZGUpISNDixYs9fv7WrVsrMDBQ+/fvL/M87dq183hcAAAAADUHF62tOr4ALMuKpvuXnE6nTpw4Ue5jhw4d0rBhw9S9e3e9+uqr+vLLLzVkyBAFBwdr3rx5Hj1fUFCQevfurTVr1rh+SszpdGrNmjWKj4/39GXUCux4AAA24FtVAEBN5feme8aMGYqNjVV4eLiOHj2ql19+WZ988onef//9Mus6nU7FxsaqY8eOWrlyperVq6eIiAilpaUpOjpa7du3V0JCQpntCgsLtXv3btf93NxcZWVlqWXLlgoPD5ckJSYmKi4uTn369FG/fv20cOFCFRUVua5mDgCoW+pyk8e3FAAAeI/fm+4DBw7opptu0r59+9SsWTNdfPHFev/993XFFVeUWTcgIECPPfaYBg0apKCgINfyyMhIffjhh2rTpk25z7Fx40YNHTrUdT8xMVGSFBcXp+eee06SNG7cOB08eFAzZ85Ufn6+oqKilJqaWu7vfgMAAKBu4kMpAO7ye9O9dOlSt9YvrxmXpF69elW4zZAhQ2SM+dWx4+Pj6/zh5ABQk3FKDICahH0WUDdY8ZNhAAAAAADURjTdAAAAAAD4iN8PL6/LzhzyXlBQoJIT//V4nIKCglL3jx4v8dpYxf8t9tpYRcVVG+vMeJU5VcBTtmdCHp5hjnjPmbFLTnqeh1T6tZOH52yfI1XJ45djkYd3xmKOeIZ9lnfUpTlSlTx+PhZ51I454jC+TBJn9d133yksLMzfZdQ4eXl56tChg0/GJhP3kYd9yMQu5GEX8rAPmdiFPOxCHvbxJBOabj9yOp3au3evmjRpIofDUeF6BQUFCgsLU15enpo2bVql57RxrMqOY4zR0aNHFRoaqoAA35wZUZlMbPwb+mMsW/KobL2VUZPzkOzJpKb/Hb01DnnYNZYteVS23sqqyfs/WzKxMQ9/jGVLHpWttzLI4+xq8j7Lm2NVxz6Lw8v9KCAgwK1PSZo2bVrlN6fNY1VmnGbNmlX5ec7GnUxs/BtW91g25SFV73vR1rFsyqQm/x29NQ552DWWTXlIdv4d2WfZlUd1j2VTHlLNfV97a6zamoetY/lyn8WF1AAAAAAA8BGabgAAAAAAfISmuwYIDg7WrFmzFBwcXCvH8mZN1cHGv6HNY1UHG9+Lto5VHWx97Ta+T6qDjX9Dm8eqDja+dhtrqi62vnZbx6oOtf19XVfzsHWs6siDC6kBAAAAAOAjfNMNAAAAAICP0HQDAAAAAOAjNN0AAAAAAPgITTcAAAAAAD5C040q41p8diEP+5CJXcjDPmRiF/KwC3nYh0zsUhPyoOmGx06cOCFJcjgcPnmz14QJZBNf5yGRibuYI3ZhjtiHOWIX8rAL+yz7MEfsUpPyoOmuAXbv3q1Vq1bp5MmTXh23Km+knJwc3Xbbbfr4448lee/N/tNPP2n37t3Ky8uTw+Go8ni+4Ks8JM8z8VUeUt3OhDniGeaIXWzMQ2KOsM+yh41zpC7vsyTmiG3IwwsMrLZlyxbTpk0bM2nSJPP99997PM4333xjli1bZp588kmTlpZWpZpOnjxprr/+euNwOExcXJxJT093PeZ0Oj0ed+vWreaSSy4xF110kalXr55JSUmp8pje5q08jPFeJr7Kw5i6lQlzxDuYI3ZlYmMexjBH2GfVvjyMYZ/lLcwR8vg1NTEPmm6LffPNNyY8PNxMnTq1wnUq8yb44osvTMeOHc3AgQNNRESEqV+/vnn++eerVNuf//xnc/XVV5sLL7zQXHPNNWbdunVVGi8nJ8e0adPGTJs2zWzcuNHMmjXLNGzY0Pz444/GGDt2Pt7KwxjvZ+LtPIypW5kwR7yDOWJXJjbnYQxzpCLss6qPzXOkLu6zjGGOkEfl1bQ8aLot9tZbb5mrrrrKGHP6E50HHnjAjBo1ytx2222l3qhnexN8/fXXpmPHjua+++4zx48fNwcPHjQPP/yw6dWrl9m3b5/bb6Az68+fP9/Mnj3b5ObmmgsuuMBcd911Jjs729x3330mJyfH7THj4+PN7373O9eyffv2mauvvtrk5OSYnTt3msOHD7s1pi94Iw9jvJuJL/I4M25dyYQ54j3MEbsysTGPnz8fc4R9lr/ZOEfq8j7LGOYIefy6mpoH53RbbNOmTfrxxx8lSVdddZXS09PVsWNHffPNN1qwYIHuv/9+SarwfIPi4mItX75cUVFRmjVrloKDg9W6dWtddtll2rdvn4wxbp+rcGb9wYMHa+PGjerUqZNee+015eTkaMSIEfr73//uOp/CVPK8CofDof3796tJkyaubZ5++ml98MEHGjNmjC699FLdc8892rFjh1u1eltV85C8n4kv8jgzbl3IhDniXcwRuzKxMY+fPx9zhH1WTc9DYp/lbcwR8vg1NTWPeh5vCZ8bMGCA1q5dq6VLl8rhcOill15S+/btdeTIES1atEjvvfeesrOzFRERUe729erVU8+ePdWgQQM1bNjQtbxfv36qX7++Dh06pHPPPfdX6zh27Jjq1aunoKAg17LAwEBlZ2eroKBAPXr00Pnnn6/U1FQNHDhQR48elXT2/0j9Uo8ePfT444+rWbNmKigo0D/+8Q+9/PLLGjx4sD7//HPddddd6tu3r7p3717pMb2tqnlI3smkOvKQ6kYmzBHvYo7YlYkteUjMkTPYZ9WuPCT2Wd7GHCGP8tSKPKr0PTm8qri4uNT9HTt2mNDQUBMREWFiYmJKPfbtt9+aRo0amZdffrnMOD/88IPJzs42u3btMkeOHHEtP3M4RmFhoQkLCzOZmZmuxz799NNya9q6dau5+uqrzdq1a83x48ddy48fP26uu+4689///tdMnDjRdOjQwbzyyiumZ8+eZsiQIeazzz5z+/XPmjXL3HvvvWbo0KFm2rRppR676qqrzLXXXlut57d4Kw9jvJdJdeZhTO3NhDniHcwRuzKxMQ9jmCM/xz7rf2pyHsawz/IW5gh5nFHb86DptkROTo6ZN2+e2bt3b6nlb7/9tqlXr55p27atWb9+vWv5iRMnTHR0tElNTS21/tatW02vXr1Mjx49THBwsPnzn/9sSkpKTElJiTHGmFOnTpn8/HwTGhpqduzYYYwxZsaMGcbhcJgDBw6UGmvbtm2mefPm5v/9v/9nvv3221KPOZ1OM2TIENO4cWPTrl07k5GRYYwxJjMz0/Tt27fM+j/39ddfm/nz55vExESzYsWKMo+PGTPGLF682Bhz+vwRY4wZPXq0mTFjRrXteLyVhzHey8RXeRhTtzJhjngHc6Q0f2diYx7GMEfYZ51Wm/Iwhn2WtzBH/oc8an8eNN0W2LVrl2nZsqVxOBxmxowZ5uDBg6Uef+WVV0xAQIAZPny4eeWVV8yuXbvM9OnTTWhoaKk31Pbt202rVq1MUlKS2b59u5k3b55xOByl1nE6nebAgQMmNDTUfP3112b27NnmnHPOMZ9//nmp5ywsLDRXXnmlufPOO13LduzYYTZv3mxyc3ONMcY899xzZsSIEWbjxo3GGOOaTD//FOqXvvjiC9OhQwczbNgwM2DAABMQEGD+8pe/lFrn7rvvNqGhoSY3N9fs3LnTPPzww6ZNmzauielr3srDGO9l4qs8jKlbmTBHvIM5YlcmNuZhDHOEfdb/1JY8jGGf5S3MEfKoa3nQdPtZYWGhueWWW8zNN99skpOTjcPhMFOnTi3zZv/www/NZZddZkJCQsyFF15ounXrZjZt2uR6/ODBg+byyy83U6ZMcS1zOp1mxIgRZv369Wbz5s0mLy/PGHP6jXjRRReZmJgYExQU5Hqj/tzx48fNb37zG7Np0yZTXFxshg8fbvr27WuaNGli+vfvb1544QVjjDGHDh0qs21FnwDt2bPHdOnSxUybNs01KZYuXWpCQkLMl19+6Vq2Y8cOEx0dbRwOh7nooovMhRdeaDZv3lz5P2oVeCsPY7ybiS/yMKZuZcIc8Q7miF2Z2JrHmXWYI+yzjKkdeRjDPstbmCPkURfzoOn2s2PHjpnk5GTXoQ0rV66s8M1+6NAh8+WXX5rNmzeX+9hjjz1mvvzyS9ey2bNnG4fDYaKiokyHDh3M8OHDzdq1a82BAweMw+EwwcHBZsuWLeXWlZ+fb9q0aWM++OADk5CQYIYPH262bNli3nvvPZOUlGRCQkLMv/71r0q/zpKSEvP444+bESNGlLrk/plPm3bu3Flq/ePHj5vVq1eb//znP2UOc/Elb+Vx5nFvZeLtPIype5kwR7yDOWJXJrbmYQxzhH1W7crjzOPss6qOOUIedTEPmm4LFBYWlrq/YsUK43A4TFJSkuvTm1OnTrkOpahIQUGB69+vvPKKcTgcZuXKleaHH34wa9euNX379jWzZs0yxhizYMECs3379grHcjqd5oYbbjDx8fHmmmuuKXW+Rl5enrnxxhvNHXfcYYqLiyt9bsPatWvN9OnTSy0rKSkxnTp1Mh9//LHref3NW3kY471MfJGHMXUvE+aIdzBH7MrExjyMYY78HPss/7JxjtTlfZYxzBHyqHt50HRb5OdvmjNv1KlTp5rvv//eJCQkmNGjR5vCwsJKvRn27NlT6oqAxhhz9dVXm5EjRxpj/nfOw9lkZGSYxo0bG4fDYd58881Sj917773m8ssv/9VafnkVxDPObFdSUmI6d+5sPvjgA9djH374odm/f/+v1udr3szDmKpn4o08zryu8tS1TJgjVcccsSsT2/IwhjnCPuu02piHMeyzvIE5chp5lK825UHTbRmn0+l6E65YscLUr1/fXHDBBaZevXoen0tQUlJi/vvf/5px48aZRx55xK1t161bZxwOh7nmmmvMtm3bXMvvvvtuc9ttt7mu6Fee8q6C+POJcerUKVNYWGi6dOni+pmAM1cv/P77792q01d8kYcxnmdSlTyMIZOKMEc8xxyxKxPb8jCGOcI+q/bnYQz7rKpgjpDH2dSWPGi6LeR0Ol1viOjoaNOyZUvzxRdfVGnMBx980ISHh5c6z6Ky1q5da0JDQ02/fv3Mrbfeav7whz+YZs2ama1bt1a4za9dBdGY/03A888/32zcuNHMnj3bNG7cuMzVC/3NF3kY43kmnuRhDJn8GuaI55gjdmViWx7GMEfYZ9X+PIxhn1UVzBHyOJvakAdNt6WKi4tNQkKCcTgcFV5goDL++c9/msmTJ5tWrVqVuQqnO3bu3Gn+9Kc/mZiYGHPnnXee9U1e2asgntGrVy/Tt29fExQU5PqNPdt4Kw9jvJOJO3kYQyZnwxzxDuaIXWzLwxjmCPssu9g2R+r6PssY5ohtyMO7aLotVVxcbJ599tkqX55+27ZtZuzYsSY7O9srdf38x+0rUtmrIBYXF5sffvjBNGvWzAQGBnrlU2Zf8VYexng3k8rkYQyZnA1zxDuYI3axNQ9jmCPss+xg6xypq/ssY5gjtiEP76Lptpi3rp73a+cD+UJlr4J48OBBk5qaWuocDVt582qGZOIdzBG7MEfsQh72YZ9lF+aIfZgjdiEP76knWMvhcHhlnPr163tlHHc0btxYklRSUqKAgACNGzdOxhiNHz9eDodD99xzj+bNm6c9e/bopZdeUqNGjaq9Rnd5Kw+JTLyFOWIX5ohdyMM+7LPswhyxD3PELuThRT5t6QFT8VUQAwMDvXJYF9xHJnYhD/uQiV3Iwy7kYR8ysQt52MWGPBzGGOPbth6QzrzNHA6Hhg0bpqysLH3yySfq2bOnnyuru8jELuRhHzKxC3nYhTzsQyZ2IQ+7+DsPDi9HtXA4HCopKdHUqVP18ccfKysri52On5GJXcjDPmRiF/KwC3nYh0zsQh528XceAdX2TICkiy66SJs2bdLFF1/s71Lwf8jELuRhHzKxC3nYhTzsQyZ2IQ+7+CsPDi9HtTLGePXCJag6MrELediHTOxCHnYhD/uQiV3Iwy7+yoOmGwAAAAAAH+HwcgAAAAAAfISmGwAAAAAAH6HpBgAAAADAR2i6AQAAAADwEZpuAAAAAAB8hKYbAAAAAAAfoemGy80336xRo0ZVeZyHHnpIUVFRVR4HZGIb8rALediHTOxCHvYhE7uQh11qcx403Ra5+eab5XA45HA4VL9+fXXu3FnTpk3T8ePH/V1ahRwOh1avXl1qWVJSktasWeOfgryMTOxCHnYhD/uQiV3Iwz5kYhfysAt5+E49fxeA0kaMGKHly5fr1KlTyszMVFxcnBwOh5544gl/l1Zp55xzjs455xx/l+E1ZGIX8rALediHTOxCHvYhE7uQh13Iwzf4ptsywcHBateuncLCwjRq1CjFxMQoLS1NkuR0OjVnzhx17txZDRs2VGRkpF577TXXtj/99JMmTJigNm3aqGHDhuratauWL1/uenzr1q2Kjo5Ww4YN1apVK91+++0qLCyssJZOnTpp4cKFpZZFRUXpoYcecj0uSdddd50cDofr/i8P6XA6nZo9e7Y6dOig4OBgRUVFKTU11fX4nj175HA49Prrr2vo0KFq1KiRIiMjtWHDBg/+gt5HJnZlQh7kURHyOI1M7MqEPOzKQyIT2zIhD/KoSG3Kg6bbYtu2bdP69esVFBQkSZozZ45eeOEFpaSkaPv27UpISNCNN96otWvXSpIefPBBZWdn67333tOOHTu0ZMkStW7dWpJUVFSk4cOHq0WLFsrIyNCrr76qDz/8UPHx8R7Xl5GRIUlavny59u3b57r/S4sWLdKTTz6pefPm6YsvvtDw4cN17bXXateuXaXWe+CBB5SUlKSsrCx169ZNv//971VcXOxxfb5AJnZlQh7k4Y66lodEJrZlQh525SGRiW2ZkAd5uKNG5WFgjbi4OBMYGGgaN25sgoODjSQTEBBgXnvtNXP8+HHTqFEjs379+lLb3Hrrreb3v/+9McaYkSNHmokTJ5Y79tNPP21atGhhCgsLXcveeecdExAQYPLz813P/9vf/tb1eMeOHc2CBQtKjRMZGWlmzZrlui/JrFq1qtQ6s2bNMpGRka77oaGh5tFHHy21Tt++fc0f//hHY4wxubm5RpJ59tlnXY9v377dSDI7duwo9/VUFzKxKxPyIA/yODsysSsT8rArD2PIxLZMyIM86koenNNtmaFDh2rJkiUqKirSggULVK9ePV1//fXavn27jh07piuuuKLU+idPnlSvXr0kSXfeeaeuv/56bdq0SVdeeaVGjRqlAQMGSJJ27NihyMhINW7c2LXtwIED5XQ6lZOTo5CQEJ+8noKCAu3du1cDBw4stXzgwIHasmVLqWUXX3yx69/nnnuuJOnAgQO68MILfVJbZZHJabZkQh6nkQd5VIRMTrMlE/I4zZY8JDI5w5ZMyOM08qjdedB0W6Zx48bq0qWLJGnZsmWKjIzU0qVL1aNHD0nSO++8o/bt25faJjg4WJIUGxurb775Ru+++67S0tI0bNgwTZ48WfPmzfOoloCAAJ3+AOl/Tp065dFYlVG/fn3Xvx0Oh6TT52D4G5mcZksm5HEaeZRFHqeRyWm2ZEIep9mSh0QmZ9iSCXmcRh5l1aY8OKfbYgEBAbr//vv1pz/9SREREQoODta3336rLl26lLqFhYW5tmnTpo3i4uL00ksvaeHChXr66aclSd27d9eWLVtUVFTkWjc9PV0BAQG64IILyn3+Nm3aaN++fa77BQUFys3NLbVO/fr1VVJSUuFraNq0qUJDQ5Wenl5qeXp6uiIiIir/x7AEmdiFPOxCHvYhE7uQh33IxC7kYRfy8B6absuNGTNGgYGBeuqpp5SUlKSEhAQ9//zz+uqrr7Rp0yYtXrxYzz//vCRp5syZeuONN7R7925t375db7/9trp37y5JmjBhgho0aKC4uDht27ZNH3/8se666y794Q9/qPBwjujoaL344ov697//ra1btyouLk6BgYGl1unUqZPWrFmj/Px8/fTTT+WOM3XqVD3xxBNauXKlcnJyNH36dGVlZWnKlCle/EtVHzKxC3nYhTzsQyZ2IQ/7kIldyMMu5OEdHF5uuXr16ik+Pl5/+ctflJubqzZt2mjOnDn6+uuv1bx5c11yySW6//77JUlBQUGaMWOG9uzZo4YNG2rQoEFasWKFJKlRo0Z6//33NWXKFPXt21eNGjXS9ddfr/nz51f43DNmzFBubq6uueYaNWvWTH/+85/LfLr05JNPKjExUc8884zat2+vPXv2lBnn7rvv1pEjR3TvvffqwIEDioiI0JtvvqmuXbt67w9VjcjELuRhF/KwD5nYhTzsQyZ2IQ+7kId3OMwvD5QHAAAAAABeweHlAAAAAAD4CE03AAAAAAA+QtMNAAAAAICP0HQDAAAAAOAjNN0AAAAAAPgITTcAAAAAAD5C0w0AAAAAgI/QdAMAAAAA4CM03QAAAAAA+AhNNwAAAAAAPkLTDQAAAACAj9B0AwAAAADgI/8fOhpKZQGNYMsAAAAASUVORK5CYII=",
-      "text/plain": [
-       "<Figure size 1000x250 with 18 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x250 with 18 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x250 with 18 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x250 with 18 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "DATASET:  burgers_pdebench\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x250 with 18 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x250 with 18 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x250 with 18 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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nm2O6AQAAAACwHItuAAAAAAA8wonUTqHkc+x8Pl+kp4IT0MZetLEXbexFG3vRxl5nYxtbTgh1JrQJDW3ODhzTfQZn0zEPZcHxj/aijb1oYy/a2I3jH+1FG+/YcmxqsGgTHNp4y5Y27F4OAAAAAIBHWHQDAAAAAOCRMi+6fT6fMjMzdfDgQTfmYw0+x85etLEXbexFG3vRxl60sRdt7EUbe9EmckI+pnv8+PFq166dRo0aJZ/Pp169emnZsmWqUaOGPvjgA1122WUeTTUyzqZjHsqC4x/tRRt70cZetLEbxz/aizbeseXY1GDRJji08ZYtbUJ+p/utt95ScnKyJOn9999Xdna2vv32W6WkpGjq1KlhTwQAAAAAgMom5EX3Tz/9pKZNm0qSPvroIw0ePFjnn3++br75Zq1bt871CQIAAAAAUFGFvOhu0qSJvvnmG/l8PmVkZOjKK6+UJP3888+Kjo52fYIAAAAAAFRUVUJ9wMiRIzVkyBA1a9ZMjuOoT58+kqTly5erdevWrk8QAAAAAICKKuR3uu+55x49++yzGj16tJYuXaqYmBhJUnR0tCZPnuz6BCOFs/vZizb2oo29aGMv2tiLNvaijb1oYy/aRE7IZy8/mZycHNWtW9eF6djnbDq7X1lwpl970cZetLEXbezGmX7tRRvv2HIW5mDRJji08ZYtbUJ+p/uhhx7S/Pnz/ZeHDBmiBg0a6Nxzz9XXX38d9kQAAAAAAKhsQl50z5s3TwkJCZKkhQsXauHChfrXv/6lfv36acKECa5PEAAAAACAiirkE6nt3r3bv+j+4IMPNGTIEF111VVq0aKFunXr5voEAQAAAACoqEJ+p7tevXratm2bJCkjI8N/9nJjjHw+n7uzAwAAAACgAgv5ne7f//73uv7669WqVSvt379f/fv3lyStWbNGLVu2dH2CAAAAAABUVCEvuh977DG1aNFC27Zt06xZs1SrVi1J0q5du3T77be7PkEAAAAAACqqkBfdVatWPekJ01JSUlyZkC3S09OVnp7OLvMWoo29aGMv2tiLNvaijb1oYy/a2Is2kRPW53R///33mjNnjjZs2CBJSkpK0vjx4/Wb3/zG9QlG2tn0OXZlwWfa2os29qKNvWhjNz7T1l608Y4tnzccLNoEhzbesqVNyCdS+/jjj5WUlKQVK1aoffv2at++vZYvX66kpCQtXLgw7IkAAAAAAFDZhLx7+eTJk5WSkqIHH3yw1PX/7//9P1155ZWuTQ4AAAAAgIos5He6N2zYoFGjRpW6/uabb9Y333zjyqQAAAAAAKgMQl50N2rUSJmZmaWuz8zMVOPGjd2YEwAAAAAAlULIu5ffcsstGj16tH744Qf16NFDkrR06VI99NBDSk1NdX2CAAAAAABUVCEvuqdPn67atWvrkUce0ZQpUyRJ8fHxuueeezRu3DjXJwgAAAAAQEUV8u7ljuMoJSVF27dvV25urnJzc7V9+3bdcsstWrZsmRdzBAAAAACgQgr5ne7j1a5d2//95s2bdckll/Bh6wAAAAAA/P9Cfqf7bJGenq6kpCR16dIl0lPBCWhjL9rYizb2oo29aGMv2tiLNvaiTeQ4xhjjxkBr167VRRddVOne6c7Ly1NcXJxyc3NVp06dSE/HWpH4OdEmOLSxF23sRRu7lffPijbBo413Fl/aK+zH9lqymDYeoo29bGnDO90AAAAAAHgk6GO633vvvdPenp2dXebJAAAAAABQmQS96B44cOAZ7+M4TlnmAgAAAABApRL0oruoqMjLeQAAAAAAUOlwTDcAAAAAAB5h0Q0AAAAAgEdYdAMAAAAA4BEW3QAAAAAAeIRFNwAAAAAAHgl50f2b3/xG+/fvL3V9Tk6OfvOb37gyKQAAAAAAKoOQF91btmyRz+crdX1BQYF27NjhyqTclJOTo86dO6tDhw5q27atnnnmmUhPCQAAAABwlgj6c7rfe+89//cff/yx4uLi/Jd9Pp8WLVqkFi1auDo5N9SuXVtLlixRjRo1lJ+fr7Zt2+r3v/+9GjRoEOmpAagEFl/aK+zHdvzgfRdnAgAAABsFvegeOHCgJMlxHI0YMSLgtqpVq6pFixZ65JFHXJ2cG6Kjo1WjRg1Jxe/GG2NkjInwrAAAAAAAZ4Ogdy8vKipSUVGRmjdvrr179/ovFxUVqaCgQBs3btTvfve7kCewZMkSXX311YqPj5fjOFqwYEGp+6Snp6tFixaqXr26unXrphUrVoS0jZycHCUnJ+vcc8/VxIkT1bBhw5DnCQAAAABAqEI+pjs7O7vUojUnJyfsCeTn5ys5OVnp6eknvX3+/PlKTU3VjBkztHr1aiUnJ6tv377au3ev/z4lx2uf+LVz505JUt26dbV27VplZ2frH//4h/bs2RP2fAEAAAAACFbQu5eXeOihh9SiRQsNHTpUkjR48GD985//VLNmzfTRRx8pOTk5pPH69++v/v37n/L2Rx99VLfccotGjhwpSZo3b54+/PBDPffcc5o8ebIkKTMzM6htNWnSRMnJyfrPf/6j66677qT3KSgoUEFBgf9yXl5ekM8EXqONvWhjL9rYizb2oo29aGMv2tiLNpEX8jvd8+bNU0JCgiRp4cKF+uSTT5SRkaH+/ftr4sSJrk7u6NGjWrVqlfr06eO/LioqSn369NGXX34Z1Bh79uzRoUOHJEm5ublasmSJLrjgglPe/4EHHlBcXJz/q+S5IvJoYy/a2Is29qKNvWhjL9rYizb2ok3kOSbEs4rFxsZq06ZNSkhI0Lhx43TkyBE99dRT2rRpk7p166aDBw+GPxnH0TvvvOM/advOnTt1zjnnaNmyZerevbv/fpMmTdLixYu1fPnyM465YsUKjR492n8CtTFjxujPf/7zKe9/sr8EJSQkKDc3V3Xq1An7udmuLGdg7rVksfLy8hQXF+fpz+lsbVNWtPFWWc9eThs78XtjN6/70CZ8tPGO7f+tRpvw0MZbtrQJeffyevXqadu2bUpISFBGRobuu+8+SZIx5qSf3x1pXbt2DXr3c0mKiYlRTExMqesvnfaaomNiw5rDqodvDOtxCHSqNog82tiLNvaijb1oYy/a2Is29qJN5IW86P7973+v66+/Xq1atdL+/fv9x2OvWbNGLVu2dHVyDRs2VHR0dKkTn+3Zs0dNmzZ1dVsnSk9PV3p6uid/SPhxZruwH9s8bV3A5Z5P9Ax7rKV3LA37sZHkZRuUDW3sRRt70cZetLEXbexFG3vRJnJCPqb7scce09ixY5WUlKSFCxeqVq1akqRdu3bp9ttvd3Vy1apVU6dOnbRo0SL/dUVFRVq0aFHA7uZeGDNmjL755hutXLnS0+0gdLSxF23sRRt70cZetLEXbexFG3vRJnJCfqe7atWqmjBhQqnrU1JSwprA4cOH9d133/kvZ2dnKzMzU/Xr11fz5s2VmpqqESNGqHPnzuratavmzJmj/Px8/9nMAQAAAACwVcjvdEvSyy+/rIsvvljx8fHaunWrJGnOnDl69913Qx7rq6++UseOHdWxY0dJUmpqqjp27Ki0tDRJ0tChQzV79mylpaWpQ4cOyszMVEZGhpo0aRLO1IOWnp6upKQkdenSxdPtIHS0sRdt7EUbe9HGXrSxF23sRRt70SZyQl50P/nkk0pNTVX//v2Vk5PjPyagbt26mjNnTsgTuOyyy/xnFj/+64UXXvDfZ+zYsdq6dasKCgq0fPlydevWLeTthIrdL+xFG3vRxl60sRdt7EUbe9HGXrSxF20iJ+Tdy5944gk988wzGjhwoB588EH/9Z07dz7pbucAyi7cjzvotWSxyzMBAAAAEIqQ3+nOzs727wp+vJiYGOXn57syKRuw+4W9aGMv2tiLNvaijb1oYy/a2Is29qJN5IS86E5MTDzp515nZGSoTZs2bszJCux+YS/a2Is29qKNvWhjL9rYizb2oo29aBM5Qe9ePnPmTE2YMEGpqakaM2aMjhw5ImOMVqxYoddee00PPPCAnn32WS/nCgAAAABAhRL0ovvee+/Vrbfeqj/96U+KjY3VtGnT9PPPP+v6669XfHy85s6dq2HDhnk5VwAAAAAAKpSgdy83xvi/Hz58uDZv3qzDhw9r9+7d2r59u0aNGuXJBCOFYx7sRRt70cZetLEXbexFG3vRxl60sRdtIiekY7odxwm4XKNGDTVu3NjVCdmCYx7sRRt70cZetLEXbexFG3vRxl60sRdtIiekjww7//zzSy28T3TgwIEyTQgAAAAAgMoipEX3vffeq7i4OK/mAgAAAABApRLSonvYsGGVdndyAAAAAADcFvSi+0y7lVc26enpSk9Pl8/ni/RUcIKTtek08aWwxlr18I1uTQvi98ZmtLEXbexFG3vRxl60sRdtIiess5efDTjRgL1oYy/a2Is29qKNvWhjL9rYizb2ok3kBP1Od1FRkZfzAKzw48x2YT+2edq6gMs9n+gZ9lhL71ga9mOBYIW7h4jEXiJeo429KnubxZf2CvuxvZYsdnEmAFB5hPSRYQAAAAAAIHghnUgNAICKoizv2HX84H0XZ4IT8W4qe1Z5obLvhVCR0cZetCkfLLoBeIp/zAEAAHA2Y9F9Cpzdz160sRdt7OVlG96xKxva2It/0+xFG3vRxl60iRwW3acwZswYjRkzRnl5eYqLi4v0dHAc2tjLyzYsHsqG3xt70cZetLEXbezldRs3/3vgbFNR2lTG/05j0Q0AAAAcJ9zFA3/krThog/LE2csBAAAAAPAIi24AAAAAADzC7uVnYIyRJPmO/hL2GHl5eQGXDx0J/+QFJ45V+EuhK2PlF5ZtnJKxSn5e5aFkW3l5efIVhNenIrSRwu9TkduUPL5EZWtz/Fi0+RVtaBPMWOXdhzbBj1UZ2kjh96HNr2xrc+JYtKFNMGO51cYx5flfFBXQ9u3blZCQEOlpVBjbtm3TueeeWy7bok1oaGMv2tiLNnYrrz60CR1t7EUbe9HGXmVtw6L7DIqKirRz507Vrl1bjuOc9D55eXlKSEjQtm3bVKdOnTJtz62xyntOxhgdOnRI8fHxiooqn6MWaEMbt8eiTTHa0CZSYwU7Tnn3oQ1tbB6LNvaORRt7xyrvNuxefgZRUVFB/1WjTp06ZX4huT1Wec6pvD+ygzbBj0WbyIwTzFi0icw4wYxFm8iNFcw45dmHNqGNQ5vIjEUbe8eijb1jlVcbTqQGAAAAAIBHWHQDAAAAAOARFt0uiImJ0YwZMxQTE2PNWDbOKRJs/DnYOKdIsPHnYOOcIsHGn4ONc4oEW38ONnYubzb+PN0cizb2jkUbe8eijb1jlXcbTqQGAAAAAIBHeKcbAAAAAACPsOgGAAAAAMAjLLoBAAAAAPAIi24AAAAAADzCohsAAAAAAI+w6PZQWU8Mv337dq1cudKl2ZR9PpEa2wu0sRdt7EUbe9HGXrSxF23s5cZ83exDm1/RJjwsul128OBBfffdd9q2bZscxwl7nK+//lq9e/fWP//5T+3Zs6dMc/L5fAH/W1RUVKbxSmzcuFEffvihJMlxHOv/0aCNvWhjL9rYizb2oo29aGMvt9pI7vWhTTHauMDANevWrTMXXXSRufDCC02VKlXMvHnzjDHGFBUVhTTO5s2bTaNGjUxqaqo5duxYmea0ceNGc+edd5pBgwaZ0aNHm61btxpjjPH5fGUa98CBA6ZKlSrGcRzz8ssv+68P9bmWF9rQJhS0KUYb2oSCNsVoQ5tQ0KaYW22Mca8PbYrRxp02jjGW/2mlgti0aZMuvvhijRw5UkOGDNH777+vWbNmaceOHapXr56MMUH/Zejhhx/W2rVr9corr8jn8+npp5/W7t27FRcXp+HDh6tJkyZBjbN+/Xpddtlluuaaa/TLL79oz549Onz4sDIyMlS/fv2yPF0ZY3TppZfqvPPO07vvvqtHH31UI0eOLNOYXqENbWgTOtrQhjahow1taBM6N9tI7vShTTHauNimzMt2mKKiIjN27Fhz3XXX+a/btWuXGTBggNm4caP59ttvTU5OTtDj/elPfzJ//vOfTVFRkenRo4fp2rWr6d27t6ldu7a5/PLLzdKlS884xo4dO0yHDh3MpEmT/Nd9/vnnpm3btmbJkiWhPcFTuOSSS8xf//pXM3XqVFOrVi3z6quvGmOM+eKLL8zhw4dd2UZZ0YY2tAkdbWhDm9DRhja0CZ3bbYwpex/aFKONu204ptsFjuNoz549ql27tn+//6efflr//ve/NXjwYP32t7/V+PHjtWHDhtOOU1hYKGOMatasqSNHjujzzz9X7dq19fHHH2vRokX64YcftG/fPt1///1nnNPq1atVt25djRo1yj+nXr16qaioSFlZWWV6voWFhZKk5ORkNW3aVFOmTNEdd9yh2267TRdddJGmTp2qgoICK45PoQ1taBM62tCGNqGjDW1oEzq32kju9aFNMdq43Cbs5ToC3HvvvSY2NtaMHz/e3HzzzSYmJsa8+eabZu/eveaDDz4wiYmJJj09/aSPPXjwYMDlZcuWmapVq5ouXbqYG2+80RQVFZnCwkJjjDFZWVmmWrVqZvny5aedz4YNGwKORSg5bqJbt27m8ccfL3X/YI6BOPF4hlmzZpmbb77ZGGPMoUOHTNu2bU2VKlXM9OnTT/mYSKANbWgTOtrQhjahow1taBO6srQxxv0+tPkVbdxrwzvdLklLS9OkSZMUHR2t7OxsjRs3Ttddd50aNWqkAQMGqE2bNvr4449L/XUkMzNTV199tb7++mtJxccSdOzYUSkpKdq4caMOHTokx3EUHR3tv71NmzZq0KDBSedRMn7r1q11ww03SCo+m1+VKlUkSXXr1tXRo0f993/44Ye1detWRUWd+qVw4tkBS/4S1KhRI+3bt0+SNG7cOO3bt0833HCD0tPT9dRTT0lSmc9w6Aba0IY2oaMNbWgTOtrQhjahC7eN5G4f2pRGG/faVAn5EVB2drYWLFig7du3q2vXrho6dKgk6Z577pEkDRkyRAkJCZKkY8eOqWrVqqpevbouuOCCgHHWrl2rrl27avz48Wrfvr2k4ojVq1fX8OHDtX//fj333HOaNm2axo0bp2rVquntt9+Wz+dT7dq1A8bav3+/GjRoIMdxVFRUFPAiO/57n8/nf3GlpaXpvvvuU9++fU/5XDdt2qT09HTt2LFDDRo00NSpU9W8eXNJ0pVXXqmMjAz1799fmZmZ+uSTT9S4cWPVrFlT999/v4YNG6Y6deqU6z8atKENbUJHG9rQJnS0oQ1tQudWG8m9PrQpRhuP24T83vhZ7uuvvzbnnnuuueKKK0yPHj1MVFSUmTVrVsB97rzzThMfH2+ys7PNt99+a+69917TqFEjs2HDBv991q9fb2JjY01aWpoxpng3hf3795vvvvvOf58tW7aY++67z1SvXt20aNHCtG/f3jRr1sysXr06YHtZWVkmOjrajBkzxn/dibs9lOy60b17dzNv3jwzd+5cExMTY1atWnXK57pu3TrToEEDM3LkSDNs2DBz+eWXmy5dupj9+/cbY4zZunWrqV+/vmnevHnAnHbs2GH27NkT1M/TTbShjTG0CRVtaGMMbUJFG9oYQ5tQudXGGPf60KYYbbxvw6I7BFu2bDEtW7Y0kyZN8h8j8Pe//900adLEbNq0yX/dhg0bTO/evY3jOObCCy80rVu3NmvWrPGP89NPP5mWLVuajh07+q8bOXKk6dSpk2nWrJm5+OKLTWZmpv+2TZs2mZdfftksWLDAbNmyJWBOO3bsMF27djWdO3c2tWrVMnfccYf/tpMdb3DNNdeYunXrmpo1a5oVK1ac8rkGe3bArKwss379+jP96DxHG9rQJnS0oQ1tQkcb2tAmdG61Mca9PrQpRpvyacOiO0g+n888+OCDpl+/fgGnxy/5y9C3334bcP8jR46YBQsWmC+++MLs3Lmz1Hhjx441F198sZkxY4bp0qWL6devn3n66afNO++8Y7p3726aN29uNm/efMY5vfrqq2bw4MFm6dKlZv78+SY2NjbghXniCQSGDBliqlevbtatW3fasd9//31z2WWXmY0bNwa8uJOSksyTTz5pjPn1r0uRRptitKFNKGhTjDa0CQVtitGGNqFwu40xZe9Dm2K0KVYebVh0h2Dx4sVm8uTJAdf5fD7TokUL89lnnxljznw2u+NfJKmpqaZJkyZmwIABZvfu3QH3u/DCC82IESNOOU7JC2Lr1q3mvffe81//2muvlXphFhUV+bf75Zdflvor7MlkZWWZl156yX/5TGcHjPQ/HrShjTG0CRVtaGMMbUJFG9oYQ5tQudGm5DElwu1Dm0C0KZ82LLrP4FQ/7JIXn8/nM4mJiebf//63/7ZPPvmk1D7/hw8fNnl5eSY3Nzfg+tmzZ5t//vOf/vFKtjdo0KCAD6M/3po1a8yAAQNO+gHthYWF5vXXXw94YRYWFpoXX3yx1DEXp3P8L9fxv0R9+/Y1s2fP9l+eNWtWUC9yL9CGNrQJHW1oQ5vQ0YY2tAmdW22Mca8PbYrRpvzbcPby09i0aZPef/99XX/99WrWrJmk4lPWO44jx3FUWFiogoICRUdHq06dOpKku+++Ww8++KC2b9/uH+ebb75RSkqK9u3bpz179mjWrFkaNmyYoqOjddddd+no0aP+M+BFR0f7t5GUlBSwTan4bIA9evTQnXfeqZo1a/pvN8YoKipK0dHRGjRokBzH0U033SSp+GyBf/vb3/Tdd9+d9rn+/e9/1969e5WcnKwBAwaoVatWpe4X6tkBvUIb2tAmdLShDW1CRxva0CZ0brWR3OtDm2K0iVAbV5fwlcjmzZtN/fr1jeM4ZsqUKWbfvn2l7uPz+cwvv/xizjvvPPPVV1+ZmTNnljqAPysryzRo0MCkpKSYV1991aSmppqqVauWOvFAiWPHjplp06aZZs2alTreYe3ataZmzZpm4sSJAdcXFBSUGqewsND84x//MI7jmHr16pmvvvrqlM81KyvLxMXFmX79+plBgwaZuLg406dPH/PMM8+U2kYoZwf0Cm1ocyLanBltaHMi2pwZbWhzItqcmVttjHGvD22K0SZybVh0n8Thw4fNzTffbG666SaTnp5uHMcxEydOPOkL0xhjOnbsaLp06WKqVatmVq5c6b9+//795qqrrjJ33nlnwP0vu+wy/64Rx+/m8O9//9tcffXVpmnTpqU+bmLXrl2madOmpm/fvsaY4hfd+PHjzYABA0zr1q3NY489FrB7RWFhoRk1apSpXbu2+eabb075XAsKCswNN9xgbrnlFv91mzdvNkOHDjW//e1vzdy5cwPuH+zZAb1CG9oYQ5tQ0YY2xtAmVLShjTG0CZVbbYxxrw9titEmsm3YvfwkoqKi1KlTJzVo0EBDhw5Vw4YNNWzYMEnSpEmT1LBhQ0nFuyLk5ubqhx9+0OHDh7VmzRq1a9fOP86xY8eUk5Oj6667TpL8H+qemJioAwcOSJJ/lwtjjBITE5WUlKRZs2apdevWpebVvXt3bdu2Te+++67mzZunY8eOqUOHDmrRooUef/xxrV+/XmlpaWrevLkWLlyozz//XJ9++qnatGlzyudarVo17dmzR4mJif55tGzZUrNmzdKMGTP01ltvKTExUVdffbUkKTY2VkeOHNHKlSvVtm3bsv6oQ0Yb2ki0CRVtaCPRJlS0oY1Em1C51UZytw9taBPxNp4s5SuBEw/if/31143jOGbChAnmp59+MsYU7yaxb98+k5GRccrPctu0aZP/+6NHjxpjjJk2bZr54x//GHC//Px8Y8zpz5K3c+dOc+ONN5rY2Fhz5ZVX+udhjDGvvvqqqVu3rvnoo4+MMcbs3r3b7Nq167TPsbCw0Bw9etSMHDnSXHfddebIkSMBZwL8/vvvTffu3c3QoUP9j/nPf/5jtm7detpxvUYb2pSgTfBoQ5sStAkebWhTgjbBc6uNMe71oU0x2kSuDYvuMygsLPTvHvHaa6/5d8XYsWOHSUlJMddee63/xXQ6x58hb+rUqf7dKIwx5i9/+YuZPXu2/7T1p7Njxw4zZcoUs2jRImNM4K4bLVu2NBMmTAjqOR3v888/N9HR0QG7WpTc5/PPPzdRUVFn/Ny7SKANbWgTOtrQhjahow1taBM6t9oY404f2vyKNuXfhkV3EI7/68jrr79uqlatai644AITHR19ypMFnGocY4pfkP379zfGGDN9+nTjOI7JzMwMepzc3NyAkwsUFRWZn376yXTv3t28+uqrp33sxo0bzezZs0t9oP3s2bNNVFRUwMkFjDFm1apVpk2bNiY7Ozvo+ZUn2tAmWLT5FW1oEyza/Io2tAkWbX7lVpuSsYwpWx/a/Io25duGRXeQioqK/C+o3r17m/r165uvv/46pDFKXtgzZswwo0ePNg8//LBrZ8hLS0szrVq1Ou1nyp3ujIX5+fnm3nvvNY7jmGnTppnVq1eb/fv3m8mTJ5uWLVuavXv3lnmOXqENbcJFG9rYiDa0CRdtaGMjN9oY410f2tCmPLDoDkFhYaFJSUkxjuOYtWvXhj3OfffdZxzHMXFxcaXOBhiq1157zYwePdrUq1ev1Jk0j3eqMxYe/2Lz+XzmxRdfNE2bNjXnnHOOad26tYmPj4/IRxqEijb2oo29aGMv2tiLNvaijb3camOMe31oU4w25YNFdwgKCwvNs88+G/IuFydauXKlcRzHZGVllXlOa9euNQMGDDjtiQ6MMebnn3826enp5vXXXzfGGDN//vyTvjCNMSY7O9ssXrzY/Otf/zLbt28v8xzLA23sRRt70cZetLEXbexFG3u51cYY9/rQphhtygeL7hAdf2B/WZx49sCyONmHxwezzePPWFiyK8axY8cifmbFcNHGXrSxF23sRRt70cZetLGXW22Mca8PbYrRxnt8TneISj5zrqxq1qzpyjhS8WfRhbJNn8+nqKgoDR06VMYYXX/99XIcR+PHj9fs2bO1detWvfTSS6pRo4Zrz7c80MZetLEXbexFG3vRxl60sZebc3WrD22K0aYcRGy5j4g61RkLq1Sp4sruJQgfbexFG3vRxl60sRdt7EUbe9HGXja3cYwxpvyX+rBBSXrHcXTFFVcoMzNTn3/+udq1axfhmYE29qKNvWhjL9rYizb2oo29aGMvW9uwe/lZzHEc+Xw+TZw4UZ999pkyMzMj/oJEMdrYizb2oo29aGMv2tiLNvaijb1sbRMV6Qkg8i688EKtXr1a7du3j/RUcALa2Is29qKNvWhjL9rYizb2oo29bGvD7uWQMaZCnezhbEIbe9HGXrSxF23sRRt70cZetLGXbW1YdAMAAAAA4BF2LwcAAAAAwCMsugEAAAAA8AiLbgAAAAAAPMKiGwAAAAAAj7DoBgAAAADAIyy6AQAAAADwCIvuCuSmm27SwIEDyzzOPffcow4dOpR5HPyKNvaijb1oYy/a2Is29qKN3ehjr7OhDYvuENx0001yHEeO46hq1apKTEzUpEmTdOTIkUhP7ZQcx9GCBQsCrpswYYIWLVoUmQl5hDb2oo29aGMv2tiLNvaijd3oYy/aeK9KpCdQ0fTr10/PP/+8jh07plWrVmnEiBFyHEcPPfRQpKcWtFq1aqlWrVqRnobraGMv2tiLNvaijb1oYy/a2I0+9qKNt3inO0QxMTFq2rSpEhISNHDgQPXp00cLFy6UJBUVFemBBx5QYmKiYmNjlZycrLfeesv/2IMHD2r48OFq1KiRYmNj1apVKz3//PP+29etW6fevXsrNjZWDRo00OjRo3X48OFTzqVFixaaM2dOwHUdOnTQPffc479dkq699lo5juO/fOKuF0VFRZo5c6bOPfdcxcTEqEOHDsrIyPDfvmXLFjmOo7fffluXX365atSooeTkZH355Zdh/AS9Qxva0CZ0tKENbUJHG9rQJjz0sbcPbbxtw6K7DNavX69ly5apWrVqkqQHHnhAL730kubNm6esrCylpKTohhtu0OLFiyVJ06dP1zfffKN//etf2rBhg5588kk1bNhQkpSfn6++ffuqXr16Wrlypd5880198sknGjt2bNjzW7lypSTp+eef165du/yXTzR37lw98sgjmj17tr7++mv17dtX11xzjTZv3hxwv6lTp2rChAnKzMzU+eefrz/84Q8qLCwMe35eog1twkUb2tiINrQJF21oYyv62NuHNh60MQjaiBEjTHR0tKlZs6aJiYkxkkxUVJR56623zJEjR0yNGjXMsmXLAh4zatQo84c//MEYY8zVV19tRo4cedKxn376aVOvXj1z+PBh/3UffvihiYqKMrt37/Zv/3/+53/8t//Xf/2XeeyxxwLGSU5ONjNmzPBflmTeeeedgPvMmDHDJCcn+y/Hx8eb+++/P+A+Xbp0Mbfffrsxxpjs7GwjyTz77LP+27Oysowks2HDhpM+n/JGG9qUoE3waEObErQJHm1oU4I2oaGPvX1o430bjukO0eWXX64nn3xS+fn5euyxx1SlShUNGjRIWVlZ+vnnn3XllVcG3P/o0aPq2LGjJOm2227ToEGDtHr1al111VUaOHCgevToIUnasGGDkpOTVbNmTf9je/bsqaKiIm3cuFFNmjTx5Pnk5eVp586d6tmzZ8D1PXv21Nq1awOua9++vf/7Zs2aSZL27t2r1q1bezK3UNGmGG1oEwraFKMNbUJBm2K0oU2o6FPMxj60KeZVGxbdIapZs6ZatmwpSXruueeUnJysv//972rbtq0k6cMPP9Q555wT8JiYmBhJUv/+/bV161Z99NFHWrhwoa644gqNGTNGs2fPDmsuUVFRKv5Dz6+OHTsW1ljBqFq1qv97x3EkFR8rYQvaFKPN6dEmEG2K0eb0aBOINsVoc3q0KY0+xWzsQ5tiXrXhmO4yiIqK0t13361p06YpKSlJMTEx+vHHH9WyZcuAr4SEBP9jGjVqpBEjRuiVV17RnDlz9PTTT0uS2rRpo7Vr1yo/P99/36VLlyoqKkoXXHDBSbffqFEj7dq1y385Ly9P2dnZAfepWrWqfD7fKZ9DnTp1FB8fr6VLlwZcv3TpUiUlJQX/w7AMbexFG3vRxl60sRdt7EUbu9HHXrRxH4vuMho8eLCio6P11FNPacKECUpJSdGLL76o77//XqtXr9YTTzyhF198UZKUlpamd999V999952ysrL0wQcfqE2bNpKk4cOHq3r16hoxYoTWr1+vzz77THfccYf++Mc/nnK3i969e+vll1/Wf/7zH61bt04jRoxQdHR0wH1atGihRYsWaffu3Tp48OBJx5k4caIeeughzZ8/Xxs3btTkyZOVmZmpcePGufiTKn+0sRdt7EUbe9HGXrSxF23sRh970cZd7F5eRlWqVNHYsWM1a9YsZWdnq1GjRnrggQf0ww8/qG7durrooot09913S5KqVaumKVOmaMuWLYqNjdUll1yi119/XZJUo0YNffzxxxo3bpy6dOmiGjVqaNCgQXr00UdPue0pU6YoOztbv/vd7xQXF6f//d//LfVXoEceeUSpqal65plndM4552jLli2lxrnzzjuVm5uru+66S3v37lVSUpLee+89tWrVyr0fVATQxl60sRdt7EUbe9HGXrSxG33sRRt3OebEHeYBAAAAAIAr2L0cAAAAAACPsOgGAAAAAMAjLLoBAAAAAPAIi24AAAAAADzCohsAAAAAAI+w6AYAAAAAwCMsugEAAAAA8AiLbgAAAAAAPMKiGwAAAAAAj7DoBgAAAADAIyy6AQAAAADwCItuAAAAAAA88v8BOeuh5U2pVF8AAAAASUVORK5CYII=",
-      "text/plain": [
-       "<Figure size 1000x250 with 18 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x250 with 18 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x250 with 18 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x250 with 18 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# RUN THIS FOR SCATTER PLOT\n",
-    "summary_stats = pd.DataFrame(\n",
-    "    columns=[\n",
-    "        'test_loss',\n",
-    "        'resolution',\n",
-    "        'dataset',\n",
-    "        'ratio',\n",
-    "        'pair',\n",
-    "        'avg_epoch_time',\n",
-    "        'avg_loss_cross_res',\n",
-    "        'avg_data_size',\n",
-    "        'train_resolutions',\n",
-    "        'train_composition',\n",
-    "    ]\n",
-    ")\n",
-    "bar_colors = ['tab:red', 'tab:blue', 'tab:red', 'tab:orange']\n",
-    "numbers = {0: '1st', 1: '2nd', 2: '3rd', 3: '4th'}\n",
-    "mse = nn.MSELoss()\n",
-    "\n",
-    "for dataset_name in [\n",
-    "    'incomp_ns_pdebench',\n",
-    "    'darcy_pdebench',\n",
-    "    'burgers_pdebench',\n",
-    "    \n",
-    "]:  # , 'ns_pdebench'\n",
-    "    loss = 'mse'\n",
-    "    print('DATASET: ', dataset_name)\n",
-    "    (\n",
-    "        model_name,\n",
-    "        in_channels,\n",
-    "        out_channels,\n",
-    "        initial_steps,\n",
-    "        loss,\n",
-    "        batch_size,\n",
-    "        lr,\n",
-    "        wd,\n",
-    "        pinn_loss_weight,\n",
-    "    ) = get_dataset_info(dataset_name, 'mse')\n",
-    "    # lr = str(lr).replace('.','')\n",
-    "    ckpt_path = (\n",
-    "        '/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts'\n",
-    "    )\n",
-    "    if dataset_name == 'darcy_pdebench':\n",
-    "        img_sizes = [128, 64, 32, 16]\n",
-    "        num_pixels = [i**2 for i in img_sizes]\n",
-    "        img_size = 128\n",
-    "    if dataset_name == 'burgers_pdebench':\n",
-    "        img_sizes = [1024, 512, 256, 128]\n",
-    "        num_pixels = img_sizes\n",
-    "        img_size = 1024\n",
-    "    if dataset_name == 'incomp_ns_pdebench':\n",
-    "        img_sizes = [510, 255, 128, 64]\n",
-    "        num_pixels = [i**2 for i in img_sizes]\n",
-    "        img_size = 510\n",
-    "        batch_size = 1\n",
-    "        lr = 1e-05\n",
-    "        ckpt_path = '/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ns_ckpts'\n",
-    "    if dataset_name == 'ns_pdebench':\n",
-    "        img_sizes = [512, 256, 128, 64]\n",
-    "        img_size = 512\n",
-    "\n",
-    "    max_mode = img_size // 2\n",
-    "\n",
-    "    final_ckpts = []\n",
-    "\n",
-    "    single_ratios = [\n",
-    "        '[1,0,0,0]',\n",
-    "        '[0,1,0,0]',\n",
-    "        '[0,0,1,0]',\n",
-    "        '[0,0,0,1]',\n",
-    "    ]\n",
-    "    res_ratios = [\n",
-    "        '[0.25,0.25,0.25,0.25]',\n",
-    "        '[0.1,0.1,0.1,0.7]',\n",
-    "        '[0.02,0.03,0.05,0.9]',\n",
-    "    ]\n",
-    "    for _idx, rat in enumerate([0.05, 0.1, 0.25, 0.5, 0.75, 0.9, 0.95]):\n",
-    "        fig, axes = plt.subplots(\n",
-    "            nrows=2,\n",
-    "            ncols=9,\n",
-    "            sharey='row',\n",
-    "            sharex=False,\n",
-    "            figsize=(10, 2.5),\n",
-    "            gridspec_kw={'height_ratios': [1, 2]},\n",
-    "        )\n",
-    "        for x_idx, (first_idx, second_idx) in enumerate(\n",
-    "            [\n",
-    "                #('single',0),\n",
-    "                #('single',1),\n",
-    "                #('single',2),\n",
-    "                #('single',3),\n",
-    "                ('equal', 0),\n",
-    "                ('all', 0),\n",
-    "                ('all_less', 0),\n",
-    "                (0, 1),\n",
-    "                (0, 2),\n",
-    "                (0, 3),\n",
-    "                (1, 2),\n",
-    "                (1, 3),\n",
-    "                (2, 3),\n",
-    "            ]\n",
-    "        ):\n",
-    "            #x_idx = x_idx - 4\n",
-    "            pair = 'All Res.'\n",
-    "            train_composition = \"multi\"\n",
-    "            if first_idx == 'equal':\n",
-    "                res_ratio = [0.25, 0.25, 0.25, 0.25]\n",
-    "            elif first_idx == 'all':\n",
-    "                res_ratio = [0.1, 0.1, 0.1, 0.7]\n",
-    "            elif first_idx == 'all_less':\n",
-    "                res_ratio = [0.02, 0.03, 0.05, 0.9]\n",
-    "            elif first_idx == \"single\":\n",
-    "                res_ratio = [0, 0, 0, 0]\n",
-    "                res_ratio[second_idx] = 1\n",
-    "                \n",
-    "            else:\n",
-    "                res_ratio = [0, 0, 0, 0]\n",
-    "                res_ratio[first_idx] = rat\n",
-    "                res_ratio[second_idx] = round(1 - rat, 2)\n",
-    "                pair = f'{numbers[first_idx]}+{numbers[second_idx]}'  # [numbers[first_idx], numbers[second_idx]]\n",
-    "                train_composition = \"dual\"\n",
-    "            '''\n",
-    "            if 1 in res_ratio:\n",
-    "                pair = f'{numbers[second_idx]}'\n",
-    "                # compute losses for each resolution\n",
-    "                #print(f\"computing losses for single res training, {res_ratio}\")\n",
-    "                ckpt_path = \"/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/\"\n",
-    "                bs = batch_size\n",
-    "                learning_rate = lr\n",
-    "                if dataset_name == 'incomp_ns_pdebench':\n",
-    "                    ckpt_path = '/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ns_ckpts'\n",
-    "                    bs= 4\n",
-    "                    learning_rate = '001'\n",
-    "                res_ratio_str = str_from_res(res_ratio)\n",
-    "                max_mode = img_sizes[second_idx] // 2\n",
-    "                ckpt_dir = f'{learning_rate}_{wd}_15_05_{loss}_{bs}_{dataset_name}_-1_-1_{max_mode}_{model_name}_{in_channels}_{out_channels}_{pinn_loss_weight}_{initial_steps}_single_{res_ratio_str}'\n",
-    "                ckpt_dir = ckpt_dir.replace('.', '')\n",
-    "                ckpt_pth = f'{ckpt_path}/{ckpt_dir}/'\n",
-    "                ckpt_file = f'{ckpt_pth}/150_ckpt.pth'\n",
-    "\n",
-    "                # load model\n",
-    "                model = get_model(\n",
-    "                    model_name=model_name,\n",
-    "                    out_channels=out_channels,\n",
-    "                    in_channels=in_channels,\n",
-    "                    hidden_channels=32,\n",
-    "                    max_modes=max_mode,\n",
-    "                    latent_size='-',\n",
-    "                    img_size='-',\n",
-    "                ).to(device)\n",
-    "                ckpt_dict = torch.load(\n",
-    "                    ckpt_file,\n",
-    "                    weights_only=False,\n",
-    "                )\n",
-    "                model.load_state_dict(ckpt_dict['model_state_dict'])\n",
-    "\n",
-    "                # get dataset / compute losses at all ratios\n",
-    "                losses = []\n",
-    "                for i in range(4):\n",
-    "                    train_resolutions = [0,0,0,0]\n",
-    "                    train_resolutions[i] = 1\n",
-    "                    dataset = get_dataset(\n",
-    "                        dataset_name=dataset_name,\n",
-    "                        filter_lim=-1,\n",
-    "                        img_size='n/a',\n",
-    "                        downsample_dim=-1,\n",
-    "                        train=False,\n",
-    "                        initial_steps=initial_steps,\n",
-    "                        model_name=model_name,\n",
-    "                        darcy_forcing_term=darcy_forcing_term,\n",
-    "                        burger_viscosity=burger_viscosity,\n",
-    "                        batch_size=batch_size,\n",
-    "                        seed=0,\n",
-    "                        resolution_ratios=train_resolutions,\n",
-    "                        loss_name='n/a',\n",
-    "                    )\n",
-    "                    test_loader = DataLoader(dataset, batch_size=1)\n",
-    "                    # get model preds\n",
-    "                    model_preds_test = get_model_preds(\n",
-    "                        test_loader, model, device, initial_steps\n",
-    "                    )\n",
-    "\n",
-    "                    offset = 0\n",
-    "                    if initial_steps == 1:\n",
-    "                        offset = 1\n",
-    "                    labels = torch.concat(\n",
-    "                        [\n",
-    "                            test_loader.dataset[i]['y'][\n",
-    "                                :, initial_steps - offset :, ...\n",
-    "                            ]\n",
-    "                            for i in range(len(test_loader))\n",
-    "                        ]\n",
-    "                    ).to(device)\n",
-    "                    loss_val = mse(model_preds_test, labels).item() #.to('cpu')\n",
-    "                    losses.append(loss_val)\n",
-    "                    #print(f\"{loss_val=}\")\n",
-    "                avg_loss_cross_res = sum(losses) / len(losses)\n",
-    "            '''\n",
-    "\n",
-    "            #if True:\n",
-    "            #ckpt_path = \"/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/\"\n",
-    "            max_mode = img_size // 2\n",
-    "            res_ratio_str = str_from_res(res_ratio)\n",
-    "            ckpt_dir = f'{lr}_{wd}_15_05_{loss}_{batch_size}_{dataset_name}_-1_-1_{max_mode}_{model_name}_{in_channels}_{out_channels}_{pinn_loss_weight}_{initial_steps}_multi_{res_ratio_str}'\n",
-    "            ckpt_dir = ckpt_dir.replace('.', '')\n",
-    "            ckpt_pth = f'{ckpt_path}/{ckpt_dir}/'\n",
-    "            ckpt_name = f'{ckpt_pth}/train_stats.csv'\n",
-    "            ckpt_file = f'{ckpt_pth}/150_ckpt.pth'\n",
-    "            if not os.path.exists(ckpt_file):\n",
-    "                print('does not exist: ', ckpt_pth)\n",
-    "                continue\n",
-    "            df = pd.read_csv(ckpt_name)\n",
-    "            losses = (\n",
-    "                df[df.epoch == 150][\n",
-    "                    ['test_res_0', 'test_res_1', 'test_res_2', 'test_res_3']\n",
-    "                ]\n",
-    "                .values.squeeze()\n",
-    "                .tolist()\n",
-    "            )\n",
-    "            avg_loss_cross_res = sum(losses) / len(losses)\n",
-    "\n",
-    "            max_mode = img_size // 2\n",
-    "            # ckpts that have accurate timing info\n",
-    "            time_dir = f'{lr}_{wd}_15_05_{loss}_{batch_size}_{dataset_name}_-1_-1_{max_mode}_{model_name}_{in_channels}_{out_channels}_{pinn_loss_weight}_{initial_steps}_single_{res_ratio_str}'\n",
-    "            time_dir = time_dir.replace('.', '')\n",
-    "            time_path = \"/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/timing_ckpts/\"\n",
-    "            time_file = f\"{time_path}/{time_dir}/train_stats.csv\"\n",
-    "            df_time = pd.read_csv(time_file)\n",
-    "            # Correct timing info\n",
-    "            avg_per_epoch_train_time = df_time['train_time_no_data_load'].mean()\n",
-    "            #num_pixels = sum([x * y for x, y in zip(res_ratio, num_pixels)])\n",
-    "            #avg_per_epoch_train_time = df['train_time'].mean()\n",
-    "            avg_data_size = sum([x * y for x, y in zip(res_ratio, num_pixels)])\n",
-    "\n",
-    "            #print(f\"{pair}, {losses}\")\n",
-    "            for res, loss_val in enumerate(losses):\n",
-    "                summary_stats.loc[len(summary_stats)] = [\n",
-    "                    loss_val,\n",
-    "                    res,\n",
-    "                    dataset_name,\n",
-    "                    rat,\n",
-    "                    (first_idx, second_idx),\n",
-    "                    avg_per_epoch_train_time,\n",
-    "                    avg_loss_cross_res,\n",
-    "                    avg_data_size,\n",
-    "                    str(pair),\n",
-    "                    train_composition,\n",
-    "                ]\n",
-    "            if first_idx == \"single\":\n",
-    "                continue\n",
-    "            scaled_ratios = [i * 100 for i in res_ratio]\n",
-    "            sns.barplot(\n",
-    "                y=scaled_ratios,\n",
-    "                x=img_sizes,\n",
-    "                ax=axes[0, x_idx],\n",
-    "                hue=img_sizes,\n",
-    "                palette='tab10',\n",
-    "            )\n",
-    "            axes[0, x_idx].get_xaxis().set_visible(False)\n",
-    "            axes[0, x_idx].get_legend().remove()\n",
-    "            # axes[1,x_idx].bar(img_sizes, scaled_ratios, color=bar_colors)\n",
-    "            sns.barplot(\n",
-    "                y=losses,\n",
-    "                x=img_sizes,\n",
-    "                ax=axes[1, x_idx],\n",
-    "                hue=img_sizes,\n",
-    "                palette='tab10',\n",
-    "            )\n",
-    "\n",
-    "            axes[0, x_idx].set_ylim([0, 100])\n",
-    "            #axes[1, x_idx].set_yscale('log')\n",
-    "            axes[1, x_idx].get_legend().remove()\n",
-    "            axes[0, x_idx].tick_params(axis='x', labelrotation=45)\n",
-    "            axes[1, x_idx].tick_params(axis='x', labelrotation=45)\n",
-    "            axes[1, x_idx].set_yscale('log')\n",
-    "\n",
-    "            if x_idx == 0:\n",
-    "                axes[0, x_idx].set_ylabel('Ratio')\n",
-    "                axes[1, x_idx].set_ylabel('Test Loss')\n",
-    "                #axes[0, x_idx].set_ylabel('Avg Data \\n Size \\n')\n",
-    "                # axes[0, x_idx].set_ylabel('Avg Train \\n Time')\n",
-    "\n",
-    "            axes[1, x_idx].set_xlabel('Resolution')\n",
-    "\n",
-    "        plt.tight_layout()\n",
-    "        plt.show()\n",
-    "        fig.savefig(\n",
-    "            f'{FIG_DIR}/{dataset_name}_{rat}_{first_idx}_{second_idx}_multi_res.pdf',\n",
-    "            dpi=300,\n",
-    "            bbox_inches='tight',\n",
-    "        )"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "id": "4fa054de-4121-4024-84a9-c06fa54ba9e5",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "DATASET:  incomp_ns_pdebench\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=109\n",
-      "resolution_ratios=[0, 1, 0, 0]\n",
-      "self.num_samples=109\n",
-      "resolution_ratios=[0, 0, 1, 0]\n",
-      "self.num_samples=109\n",
-      "resolution_ratios=[0, 0, 0, 1]\n",
-      "self.num_samples=109\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=109\n",
-      "resolution_ratios=[0, 1, 0, 0]\n",
-      "self.num_samples=109\n",
-      "resolution_ratios=[0, 0, 1, 0]\n",
-      "self.num_samples=109\n",
-      "resolution_ratios=[0, 0, 0, 1]\n",
-      "self.num_samples=109\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=109\n",
-      "resolution_ratios=[0, 1, 0, 0]\n",
-      "self.num_samples=109\n",
-      "resolution_ratios=[0, 0, 1, 0]\n",
-      "self.num_samples=109\n",
-      "resolution_ratios=[0, 0, 0, 1]\n",
-      "self.num_samples=109\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=109\n",
-      "resolution_ratios=[0, 1, 0, 0]\n",
-      "self.num_samples=109\n",
-      "resolution_ratios=[0, 0, 1, 0]\n",
-      "self.num_samples=109\n",
-      "resolution_ratios=[0, 0, 0, 1]\n",
-      "self.num_samples=109\n",
-      "DATASET:  darcy_pdebench\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 1, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 0, 1, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 0, 0, 1]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 1, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 0, 1, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 0, 0, 1]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 1, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 0, 1, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 0, 0, 1]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 1, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 0, 1, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 0, 0, 1]\n",
-      "self.num_samples=1000\n",
-      "DATASET:  burgers_pdebench\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 1, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 0, 1, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 0, 0, 1]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 1, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 0, 1, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 0, 0, 1]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 1, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 0, 1, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 0, 0, 1]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[1, 0, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 1, 0, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 0, 1, 0]\n",
-      "self.num_samples=1000\n",
-      "resolution_ratios=[0, 0, 0, 1]\n",
-      "self.num_samples=1000\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x250 with 18 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x250 with 18 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<Figure size 1000x250 with 18 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# ADD IN THE SINGLE RES EVALUATION\n",
-    "mse = nn.MSELoss()\n",
-    "\n",
-    "for dataset_name in [\n",
-    "    'incomp_ns_pdebench',\n",
-    "    'darcy_pdebench',\n",
-    "    'burgers_pdebench',\n",
-    "    \n",
-    "]:  # , 'ns_pdebench'\n",
-    "    loss = 'mse'\n",
-    "    print('DATASET: ', dataset_name)\n",
-    "    (\n",
-    "        model_name,\n",
-    "        in_channels,\n",
-    "        out_channels,\n",
-    "        initial_steps,\n",
-    "        loss,\n",
-    "        batch_size,\n",
-    "        lr,\n",
-    "        wd,\n",
-    "        pinn_loss_weight,\n",
-    "    ) = get_dataset_info(dataset_name, 'mse')\n",
-    "    # lr = str(lr).replace('.','')\n",
-    "    ckpt_path = (\n",
-    "        '/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts'\n",
-    "    )\n",
-    "    if dataset_name == 'darcy_pdebench':\n",
-    "        img_sizes = [128, 64, 32, 16]\n",
-    "        num_pixels = [i**2 for i in img_sizes]\n",
-    "        img_size = 128\n",
-    "    if dataset_name == 'burgers_pdebench':\n",
-    "        img_sizes = [1024, 512, 256, 128]\n",
-    "        num_pixels = img_sizes\n",
-    "        img_size = 1024\n",
-    "    if dataset_name == 'incomp_ns_pdebench':\n",
-    "        img_sizes = [510, 255, 128, 64]\n",
-    "        num_pixels = [i**2 for i in img_sizes]\n",
-    "        img_size = 510\n",
-    "        batch_size = 1\n",
-    "        lr = 1e-05\n",
-    "        ckpt_path = '/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ns_ckpts'\n",
-    "    if dataset_name == 'ns_pdebench':\n",
-    "        img_sizes = [512, 256, 128, 64]\n",
-    "        img_size = 512\n",
-    "\n",
-    "    max_mode = img_size // 2\n",
-    "\n",
-    "    final_ckpts = []\n",
-    "\n",
-    "\n",
-    "    res_ratios = [\n",
-    "        '[0.25,0.25,0.25,0.25]',\n",
-    "        '[0.1,0.1,0.1,0.7]',\n",
-    "        '[0.02,0.03,0.05,0.9]',\n",
-    "    ]\n",
-    "    for _idx, rat in enumerate([1]):\n",
-    "        fig, axes = plt.subplots(\n",
-    "            nrows=2,\n",
-    "            ncols=9,\n",
-    "            sharey='row',\n",
-    "            sharex=False,\n",
-    "            figsize=(10, 2.5),\n",
-    "            gridspec_kw={'height_ratios': [1, 2]},\n",
-    "        )\n",
-    "        for x_idx, (first_idx, second_idx) in enumerate(\n",
-    "            [\n",
-    "                ('single',0),\n",
-    "                ('single',1),\n",
-    "                ('single',2),\n",
-    "                ('single',3),\n",
-    "            ]\n",
-    "        ):\n",
-    "            x_idx = x_idx - 4\n",
-    "\n",
-    "\n",
-    "            res_ratio = [0, 0, 0, 0]\n",
-    "            res_ratio[second_idx] = 1\n",
-    "                \n",
-    "\n",
-    "            pair = f'{numbers[second_idx]}'\n",
-    "            # compute losses for each resolution\n",
-    "            #print(f\"computing losses for single res training, {res_ratio}\")\n",
-    "            ckpt_path = \"/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts/\"\n",
-    "            bs = batch_size\n",
-    "            learning_rate = lr\n",
-    "            if dataset_name == 'incomp_ns_pdebench':\n",
-    "                ckpt_path = '/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ns_ckpts'\n",
-    "                bs= 4\n",
-    "                learning_rate = '001'\n",
-    "            res_ratio_str = str_from_res(res_ratio)\n",
-    "            max_mode = img_sizes[second_idx] // 2\n",
-    "            ckpt_dir = f'{learning_rate}_{wd}_15_05_{loss}_{bs}_{dataset_name}_-1_-1_{max_mode}_{model_name}_{in_channels}_{out_channels}_{pinn_loss_weight}_{initial_steps}_single_{res_ratio_str}'\n",
-    "            ckpt_dir = ckpt_dir.replace('.', '')\n",
-    "            ckpt_pth = f'{ckpt_path}/{ckpt_dir}/'\n",
-    "            ckpt_file = f'{ckpt_pth}/150_ckpt.pth'\n",
-    "\n",
-    "            # load model\n",
-    "            model = get_model(\n",
-    "                model_name=model_name,\n",
-    "                out_channels=out_channels,\n",
-    "                in_channels=in_channels,\n",
-    "                hidden_channels=32,\n",
-    "                max_modes=max_mode,\n",
-    "                latent_size='-',\n",
-    "                img_size='-',\n",
-    "            ).to(device)\n",
-    "            ckpt_dict = torch.load(\n",
-    "                ckpt_file,\n",
-    "                weights_only=False,\n",
-    "            )\n",
-    "            model.load_state_dict(ckpt_dict['model_state_dict'])\n",
-    "\n",
-    "            # get dataset / compute losses at all ratios\n",
-    "            losses = []\n",
-    "            for i in range(4):\n",
-    "                train_resolutions = [0,0,0,0]\n",
-    "                train_resolutions[i] = 1\n",
-    "                dataset = get_dataset(\n",
-    "                    dataset_name=dataset_name,\n",
-    "                    filter_lim=-1,\n",
-    "                    img_size='n/a',\n",
-    "                    downsample_dim=-1,\n",
-    "                    train=False,\n",
-    "                    initial_steps=initial_steps,\n",
-    "                    model_name=model_name,\n",
-    "                    darcy_forcing_term=darcy_forcing_term,\n",
-    "                    burger_viscosity=burger_viscosity,\n",
-    "                    batch_size=batch_size,\n",
-    "                    seed=0,\n",
-    "                    resolution_ratios=train_resolutions,\n",
-    "                    loss_name='n/a',\n",
-    "                )\n",
-    "                test_loader = DataLoader(dataset, batch_size=1)\n",
-    "                # get model preds\n",
-    "                model_preds_test = get_model_preds(\n",
-    "                    test_loader, model, device, initial_steps\n",
-    "                )\n",
-    "\n",
-    "                offset = 0\n",
-    "                if initial_steps == 1:\n",
-    "                    offset = 1\n",
-    "                labels = torch.concat(\n",
-    "                    [\n",
-    "                        test_loader.dataset[i]['y'][\n",
-    "                            :, initial_steps - offset :, ...\n",
-    "                        ]\n",
-    "                        for i in range(len(test_loader))\n",
-    "                    ]\n",
-    "                ).to(device)\n",
-    "                loss_val = mse(model_preds_test, labels).item() #.to('cpu')\n",
-    "                losses.append(loss_val)\n",
-    "                #print(f\"{loss_val=}\")\n",
-    "            avg_loss_cross_res = sum(losses) / len(losses)\n",
-    "\n",
-    "\n",
-    "            max_mode = img_size // 2\n",
-    "            # ckpts that have accurate timing info\n",
-    "            time_dir = f'{lr}_{wd}_15_05_{loss}_{batch_size}_{dataset_name}_-1_-1_{max_mode}_{model_name}_{in_channels}_{out_channels}_{pinn_loss_weight}_{initial_steps}_single_{res_ratio_str}'\n",
-    "            time_dir = time_dir.replace('.', '')\n",
-    "            time_file = f\"{time_path}/{time_dir}/train_stats.csv\"\n",
-    "            df_time = pd.read_csv(time_file)\n",
-    "            # Correct timing info\n",
-    "            avg_per_epoch_train_time = df_time['train_time_no_data_load'].mean()\n",
-    "            #num_pixels = sum([x * y for x, y in zip(res_ratio, num_pixels)])\n",
-    "            #avg_per_epoch_train_time = df['train_time'].mean()\n",
-    "            avg_data_size = sum([x * y for x, y in zip(res_ratio, num_pixels)])\n",
-    "\n",
-    "            #print(f\"{pair}, {losses}\")\n",
-    "            for res, loss_val in enumerate(losses):\n",
-    "                summary_stats.loc[len(summary_stats)] = [\n",
-    "                    loss_val,\n",
-    "                    res,\n",
-    "                    dataset_name,\n",
-    "                    rat,\n",
-    "                    (first_idx, second_idx),\n",
-    "                    avg_per_epoch_train_time,\n",
-    "                    avg_loss_cross_res,\n",
-    "                    avg_data_size,\n",
-    "                    str(pair),\n",
-    "                    \"single\"\n",
-    "                ]\n",
-    "            "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "id": "962e57f3-935e-4f31-b5dc-66c2b8ab1946",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/tmp/ipykernel_526575/3218679667.py:47: UserWarning: The markers list has more values (6) than needed (4), which may not be intended.\n",
-      "  sns.scatterplot(\n",
-      "/tmp/ipykernel_526575/3218679667.py:47: UserWarning: The markers list has more values (6) than needed (4), which may not be intended.\n",
-      "  sns.scatterplot(\n",
-      "/tmp/ipykernel_526575/3218679667.py:47: UserWarning: Ignoring `palette` because no `hue` variable has been assigned.\n",
-      "  sns.scatterplot(\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x250 with 3 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "fig, axes = plt.subplots(\n",
-    "    nrows=1,\n",
-    "    ncols=3,\n",
-    "    sharey=False,\n",
-    "    sharex=False,\n",
-    "    figsize=(10, 2.5),\n",
-    ")\n",
-    "\n",
-    "palette = {\n",
-    "    method: color if method != 'All Res.' else 'green'\n",
-    "    for method, color in zip(\n",
-    "        summary_stats.train_resolutions.unique(), sns.color_palette('Set3', 12)\n",
-    "    )\n",
-    "}\n",
-    "palette['1st'] = 'red'\n",
-    "palette['2nd'] = 'red'\n",
-    "palette['3rd'] = 'red'\n",
-    "palette['4th'] = 'red'\n",
-    "for x_idx, dataset_name in enumerate(\n",
-    "    ['darcy_pdebench','burgers_pdebench', 'incomp_ns_pdebench']\n",
-    "):\n",
-    "    if 'burgers' in dataset_name:\n",
-    "        title = 'Burgers'\n",
-    "    if 'darcy' in dataset_name:\n",
-    "        title = 'Darcy'\n",
-    "    if 'ns' in dataset_name:\n",
-    "        title = 'Navier-Stokes'\n",
-    "        \n",
-    "    sns.scatterplot(\n",
-    "        data=summary_stats[\n",
-    "            (summary_stats.dataset == dataset_name)\n",
-    "            & (summary_stats.train_composition == 'dual')\n",
-    "        ],\n",
-    "        y='avg_data_size',\n",
-    "        #x='avg_epoch_time',\n",
-    "        x='avg_loss_cross_res',\n",
-    "        # hue=\"pair\",\n",
-    "        hue='train_resolutions',\n",
-    "        ax=axes[x_idx],\n",
-    "        palette=palette,\n",
-    "        style='train_resolutions',\n",
-    "        markers=['o', 's', 'd', 'p', '*', 'P'],\n",
-    "        edgecolor='Black',\n",
-    "        alpha=0.3,\n",
-    "    )\n",
-    "        \n",
-    "    sns.scatterplot(\n",
-    "        data=summary_stats[\n",
-    "            (summary_stats.dataset == dataset_name)\n",
-    "            & (summary_stats.train_composition == 'single')\n",
-    "            & (summary_stats.avg_loss_cross_res < 4)\n",
-    "        ],\n",
-    "        y='avg_data_size',\n",
-    "        #x='avg_epoch_time',\n",
-    "        x='avg_loss_cross_res',\n",
-    "        # hue=\"pair\",\n",
-    "        hue='train_resolutions',\n",
-    "        ax=axes[x_idx],\n",
-    "        palette=palette,\n",
-    "        style='train_resolutions',\n",
-    "        markers=['o', 's', 'd', 'p', '*', 'P'],\n",
-    "        edgecolor='Black',\n",
-    "        alpha=1,\n",
-    "    )\n",
-    "\n",
-    "    sns.scatterplot(\n",
-    "        data=summary_stats[\n",
-    "            (summary_stats.dataset == dataset_name)\n",
-    "            & (summary_stats.train_composition == 'multi')\n",
-    "        ],\n",
-    "        y='avg_data_size',\n",
-    "        #x='avg_epoch_time',\n",
-    "        x='avg_loss_cross_res',\n",
-    "        # hue=\"pair\",\n",
-    "        hue='train_resolutions',\n",
-    "        ax=axes[x_idx],\n",
-    "        palette=palette,\n",
-    "        style='train_resolutions',\n",
-    "        markers=['D'],\n",
-    "        edgecolor='Black',\n",
-    "        alpha=1,\n",
-    "    )\n",
-    "    \n",
-    "    axes[x_idx].set_title(title)\n",
-    "    # axes[x_idx].set_xlabel(\"Average Cross-Resolution Loss\")\n",
-    "    axes[x_idx].set_ylabel('')\n",
-    "    axes[x_idx].set_xlabel('')\n",
-    "    if x_idx == 0:\n",
-    "        axes[x_idx].set_ylabel('Avg. Data Size')\n",
-    "    # axes[x_idx].legend(loc='upper center', bbox_to_anchor=(0.5, -0.4),\n",
-    "    #      fancybox=False, shadow=False, ncol=2)\n",
-    "    handles, labels = axes[x_idx].get_legend_handles_labels()\n",
-    "    axes[x_idx].get_legend().remove()\n",
-    "\n",
-    "    axes[x_idx].tick_params(axis='x', labelrotation=45)\n",
-    "    #axes[x_idx].set_xscale(\"log\")\n",
-    "# plt.title(dataset_name)\n",
-    "fig.supxlabel('Average Cross Resolution Loss')\n",
-    "fig.legend(\n",
-    "    handles=handles, #handles[0:7] + [handles[8],]*4, #handles,\n",
-    "    labels=labels,\n",
-    "    loc='upper center',\n",
-    "    bbox_to_anchor=(0.5, -0.0),\n",
-    "    fancybox=False,\n",
-    "    shadow=False,\n",
-    "    ncol=7,\n",
-    ")\n",
-    "plt.tight_layout()\n",
-    "plt.show()\n",
-    "fig.savefig(\n",
-    "    f'{FIG_DIR}/multi_res_scatter_train_time.pdf',\n",
-    "    dpi=300,\n",
-    "    bbox_inches='tight',\n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 87,
-   "id": "11e7127a-77b6-4210-b28c-d5cbdff41408",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "16384.0\n",
-      "1024.0\n",
-      "260100.0\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Normalize size of data\n",
-    "\n",
-    "temp = summary_stats.copy()\n",
-    "temp['normalized_avg_data_size'] = np.nan\n",
-    "for x_idx, dataset_name in enumerate(\n",
-    "    ['darcy_pdebench','burgers_pdebench', 'incomp_ns_pdebench']\n",
-    "):\n",
-    "    max_size = temp[temp.dataset == dataset_name].avg_data_size.max()\n",
-    "\n",
-    "    temp.loc[temp.dataset == dataset_name, 'normalized_avg_data_size'] = temp[temp.dataset == dataset_name].avg_data_size / max_size\n",
-    "    print(max_size)\n",
-    "summary_stats = temp"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 88,
-   "id": "828fa354-4a3e-463b-90cc-c5f1545a3130",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/tmp/ipykernel_526575/3382974261.py:82: UserWarning: The markers list has more values (6) than needed (4), which may not be intended.\n",
-      "  sns.scatterplot(\n",
-      "/tmp/ipykernel_526575/3382974261.py:82: UserWarning: The markers list has more values (6) than needed (4), which may not be intended.\n",
-      "  sns.scatterplot(\n",
-      "/tmp/ipykernel_526575/3382974261.py:82: UserWarning: The markers list has more values (6) than needed (4), which may not be intended.\n",
-      "  sns.scatterplot(\n",
-      "/tmp/ipykernel_526575/3382974261.py:63: UserWarning: Ignoring `palette` because no `hue` variable has been assigned.\n",
-      "  sns.scatterplot(\n",
-      "/tmp/ipykernel_526575/3382974261.py:82: UserWarning: The markers list has more values (6) than needed (4), which may not be intended.\n",
-      "  sns.scatterplot(\n",
-      "/tmp/ipykernel_526575/3382974261.py:102: UserWarning: Ignoring `palette` because no `hue` variable has been assigned.\n",
-      "  sns.scatterplot(\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x150 with 6 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# FINAL SCATTER PLOT FIG\n",
-    "\n",
-    "fig = plt.figure(1, figsize=(10, 1.5))\n",
-    "#fig.subplots_adjust(left=0, right=1, bottom=0, top=1)\n",
-    "fig.subplots_adjust(wspace=0, hspace=0)\n",
-    "fig.subplots_adjust(wspace=0.1, hspace=0.1)\n",
-    "gs = gridspec.GridSpec(nrows=1, ncols=4, width_ratios=[2,2,2,1])\n",
-    "\n",
-    "palette = {\n",
-    "    method: color if method != 'All Res.' else 'green'\n",
-    "    for method, color in zip(\n",
-    "        summary_stats.train_resolutions.unique(), sns.color_palette('Set3', 12)\n",
-    "    )\n",
-    "}\n",
-    "palette['1st'] = 'red'\n",
-    "palette['2nd'] = 'red'\n",
-    "palette['3rd'] = 'red'\n",
-    "palette['4th'] = 'red'\n",
-    "for x_idx, dataset_name in enumerate(\n",
-    "    ['darcy_pdebench','burgers_pdebench', 'incomp_ns_pdebench', 'incomp_ns_pdebench']\n",
-    "):\n",
-    "    if 'burgers' in dataset_name:\n",
-    "        title = 'Burgers'\n",
-    "    if 'darcy' in dataset_name:\n",
-    "        title = 'Darcy'\n",
-    "    if 'ns' in dataset_name:\n",
-    "        title = 'Navier-Stokes'\n",
-    "        invisible_ax = fig.add_subplot(gs[2:])\n",
-    "        invisible_ax.set_title(title)\n",
-    "        invisible_ax.axis(\"off\")\n",
-    "\n",
-    "    ax = fig.add_subplot(gs[x_idx])\n",
-    "    if x_idx == 0:\n",
-    "        legend_ax = ax\n",
-    "        share_ax = ax\n",
-    "    greater_than = 0\n",
-    "    ax.sharey(share_ax)\n",
-    "    # How we creatively split axes for navier stokes\n",
-    "    if x_idx == 2:\n",
-    "        ax.set_xlim(2.8,3.2)\n",
-    "        ax.spines['right'].set_visible(False)\n",
-    "        #share_ax = ax\n",
-    "        d = .015  # how big to make the diagonal lines in axes coordinates\n",
-    "        # arguments to pass plot, just so we don't keep repeating them\n",
-    "        kwargs = dict(transform=ax.transAxes, color='k', clip_on=False)\n",
-    "        ax.plot((1-d, 1+d), (-d, +d), **kwargs)\n",
-    "        ax.plot((1-d, 1+d), (1-d, 1+d), **kwargs)\n",
-    "    if x_idx == 3:\n",
-    "        #ax.get_yaxis().set_visible(False)\n",
-    "        #ax.yaxis.set_visible(False)\n",
-    "        #ax.tick_params(axis='y', which='both', left=False, right=False, labelleft=False)\n",
-    "        ax.set_xscale(\"log\")\n",
-    "        ax.spines['left'].set_visible(False)\n",
-    "        #ax.yaxis.tick_right()\n",
-    "        greater_than = 4 \n",
-    "\n",
-    "        kwargs.update(transform=ax.transAxes)  # switch to the bottom axes\n",
-    "        ax.plot((-d, +d), (1-d, 1+d), **kwargs)\n",
-    "        ax.plot((-d, +d), (-d, +d), **kwargs)\n",
-    "    if x_idx > 0:\n",
-    "        ax.yaxis.set_visible(False)\n",
-    "        \n",
-    "    sns.scatterplot(\n",
-    "        data=summary_stats[\n",
-    "            (summary_stats.dataset == dataset_name)\n",
-    "            & (summary_stats.train_composition == 'dual')\n",
-    "        & (summary_stats.avg_loss_cross_res > greater_than)\n",
-    "        ],\n",
-    "        y='normalized_avg_data_size',\n",
-    "        #x='avg_epoch_time',\n",
-    "        x='avg_loss_cross_res',\n",
-    "        # hue=\"pair\",\n",
-    "        hue='train_resolutions',\n",
-    "        ax=ax,\n",
-    "        palette=palette,\n",
-    "        style='train_resolutions',\n",
-    "        markers=['o', 's', 'd', 'p', '*', 'P'],\n",
-    "        edgecolor='Black',\n",
-    "        alpha=0.3,\n",
-    "    )\n",
-    "        \n",
-    "    sns.scatterplot(\n",
-    "        data=summary_stats[\n",
-    "            (summary_stats.dataset == dataset_name)\n",
-    "            & (summary_stats.train_composition == 'single')\n",
-    "            \n",
-    "        & (summary_stats.avg_loss_cross_res > greater_than)\n",
-    "        ],\n",
-    "        y='normalized_avg_data_size',\n",
-    "        #x='avg_epoch_time',\n",
-    "        x='avg_loss_cross_res',\n",
-    "        # hue=\"pair\",\n",
-    "        hue='train_resolutions',\n",
-    "        ax=ax,\n",
-    "        palette=palette,\n",
-    "        style='train_resolutions',\n",
-    "        markers=['o', 's', 'd', 'p', '*', 'P'],\n",
-    "        edgecolor='Black',\n",
-    "        alpha=1,\n",
-    "    )\n",
-    "\n",
-    "    sns.scatterplot(\n",
-    "        data=summary_stats[\n",
-    "            (summary_stats.dataset == dataset_name)\n",
-    "            & (summary_stats.train_composition == 'multi')\n",
-    "        & (summary_stats.avg_loss_cross_res > greater_than)\n",
-    "        ],\n",
-    "        y='normalized_avg_data_size',\n",
-    "        #x='avg_epoch_time',\n",
-    "        x='avg_loss_cross_res',\n",
-    "        # hue=\"pair\",\n",
-    "        hue='train_resolutions',\n",
-    "        ax=ax,\n",
-    "        palette=palette,\n",
-    "        style='train_resolutions',\n",
-    "        markers=['D'],\n",
-    "        edgecolor='Black',\n",
-    "        alpha=1,\n",
-    "    )\n",
-    "\n",
-    "    if x_idx < 2:\n",
-    "        ax.set_title(title)\n",
-    "    # axes[x_idx].set_xlabel(\"Average Cross-Resolution Loss\")\n",
-    "    ax.set_ylabel('')\n",
-    "    ax.set_xlabel('')\n",
-    "    if x_idx == 0:\n",
-    "        ax.set_ylabel('Avg. Data Size')\n",
-    "    # axes[x_idx].legend(loc='upper center', bbox_to_anchor=(0.5, -0.4),\n",
-    "    #      fancybox=False, shadow=False, ncol=2)\n",
-    "    \n",
-    "    ax.get_legend().remove()\n",
-    "\n",
-    "    ax.tick_params(axis='x', labelrotation=45)\n",
-    "    #axes[x_idx].set_xscale(\"log\")\n",
-    "# plt.title(dataset_name)\n",
-    "fig.supxlabel('Average Cross Resolution Loss', y=-0.35)\n",
-    "handles, labels = legend_ax.get_legend_handles_labels()\n",
-    "fig.legend(\n",
-    "    handles=handles, #handles[0:7] + [handles[8],]*4, #handles,\n",
-    "    labels=labels,\n",
-    "    loc='upper center',\n",
-    "    bbox_to_anchor=(0.5, -0.4),\n",
-    "    fancybox=False,\n",
-    "    shadow=False,\n",
-    "    ncol=6,\n",
-    ")\n",
-    "#plt.tight_layout()\n",
-    "plt.show()\n",
-    "fig.savefig(\n",
-    "    f'{FIG_DIR}/multi_res_scatter.pdf',\n",
-    "    dpi=300,\n",
-    "    bbox_inches='tight',\n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 145,
-   "id": "21e65747-2c56-47e9-bde7-50de97de95fb",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/tmp/ipykernel_458226/93756535.py:60: UserWarning: The markers list has more values (6) than needed (4), which may not be intended.\n",
-      "  sns.scatterplot(\n",
-      "/tmp/ipykernel_458226/93756535.py:60: UserWarning: The markers list has more values (6) than needed (4), which may not be intended.\n",
-      "  sns.scatterplot(\n",
-      "/tmp/ipykernel_458226/93756535.py:60: UserWarning: The markers list has more values (6) than needed (4), which may not be intended.\n",
-      "  sns.scatterplot(\n",
-      "/tmp/ipykernel_458226/93756535.py:41: UserWarning: Ignoring `palette` because no `hue` variable has been assigned.\n",
-      "  sns.scatterplot(\n",
-      "/tmp/ipykernel_458226/93756535.py:60: UserWarning: The markers list has more values (6) than needed (4), which may not be intended.\n",
-      "  sns.scatterplot(\n",
-      "/tmp/ipykernel_458226/93756535.py:79: UserWarning: Ignoring `palette` because no `hue` variable has been assigned.\n",
-      "  sns.scatterplot(\n"
-     ]
-    },
-    {
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",
-      "text/plain": [
-       "<Figure size 1000x250 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "fig, axes = plt.subplots(\n",
-    "    nrows=1,\n",
-    "    ncols=4,\n",
-    "    sharey=False,\n",
-    "    sharex=False,\n",
-    "    figsize=(10, 2.5),\n",
-    "    gridspec_kw={'width_ratios': [2, 2, 1,1]}\n",
-    ")\n",
-    "\n",
-    "palette = {\n",
-    "    method: color if method != 'All Res.' else 'green'\n",
-    "    for method, color in zip(\n",
-    "        summary_stats.train_resolutions.unique(), sns.color_palette('Set3', 12)\n",
-    "    )\n",
-    "}\n",
-    "palette['1st'] = 'red'\n",
-    "palette['2nd'] = 'red'\n",
-    "palette['3rd'] = 'red'\n",
-    "palette['4th'] = 'red'\n",
-    "for x_idx, dataset_name in enumerate(\n",
-    "    ['darcy_pdebench','burgers_pdebench', 'incomp_ns_pdebench', 'incomp_ns_pdebench']\n",
-    "):\n",
-    "    if 'burgers' in dataset_name:\n",
-    "        title = 'Burgers'\n",
-    "    if 'darcy' in dataset_name:\n",
-    "        title = 'Darcy'\n",
-    "    if 'ns' in dataset_name:\n",
-    "        title = 'Navier-Stokes'\n",
-    "\n",
-    "    greater_than = 0\n",
-    "    if x_idx == 3:\n",
-    "        axes[x_idx].get_yaxis().set_visible(False)\n",
-    "        #axes[x_idx].set_xlim(4, 10e5)\n",
-    "        axes[x_idx].set_xscale(\"log\")\n",
-    "        greater_than = 4\n",
-    "        \n",
-    "    if x_idx == 2:\n",
-    "        axes[x_idx].set_xlim(2.8,3.2)\n",
-    "\n",
-    "        \n",
-    "    sns.scatterplot(\n",
-    "        data=summary_stats[\n",
-    "            (summary_stats.dataset == dataset_name)\n",
-    "            & (summary_stats.train_composition == 'dual')\n",
-    "        & (summary_stats.avg_loss_cross_res > greater_than)\n",
-    "        ],\n",
-    "        y='avg_data_size',\n",
-    "        #x='avg_epoch_time',\n",
-    "        x='avg_loss_cross_res',\n",
-    "        # hue=\"pair\",\n",
-    "        hue='train_resolutions',\n",
-    "        ax=axes[x_idx],\n",
-    "        palette=palette,\n",
-    "        style='train_resolutions',\n",
-    "        markers=['o', 's', 'd', 'p', '*', 'P'],\n",
-    "        edgecolor='Black',\n",
-    "        alpha=0.3,\n",
-    "    )\n",
-    "        \n",
-    "    sns.scatterplot(\n",
-    "        data=summary_stats[\n",
-    "            (summary_stats.dataset == dataset_name)\n",
-    "            & (summary_stats.train_composition == 'single')\n",
-    "            & (summary_stats.avg_loss_cross_res > greater_than)\n",
-    "        ],\n",
-    "        y='avg_data_size',\n",
-    "        #x='avg_epoch_time',\n",
-    "        x='avg_loss_cross_res',\n",
-    "        # hue=\"pair\",\n",
-    "        hue='train_resolutions',\n",
-    "        ax=axes[x_idx],\n",
-    "        palette=palette,\n",
-    "        style='train_resolutions',\n",
-    "        markers=['o', 's', 'd', 'p', '*', 'P'],\n",
-    "        edgecolor='Black',\n",
-    "        alpha=1,\n",
-    "    )\n",
-    "\n",
-    "    sns.scatterplot(\n",
-    "        data=summary_stats[\n",
-    "            (summary_stats.dataset == dataset_name)\n",
-    "            & (summary_stats.train_composition == 'multi')\n",
-    "        & (summary_stats.avg_loss_cross_res > greater_than)\n",
-    "        ],\n",
-    "        y='avg_data_size',\n",
-    "        #x='avg_epoch_time',\n",
-    "        x='avg_loss_cross_res',\n",
-    "        # hue=\"pair\",\n",
-    "        hue='train_resolutions',\n",
-    "        ax=axes[x_idx],\n",
-    "        palette=palette,\n",
-    "        style='train_resolutions',\n",
-    "        markers=['D'],\n",
-    "        edgecolor='Black',\n",
-    "        alpha=1,\n",
-    "    )\n",
-    "    \n",
-    "    axes[x_idx].set_title(title)\n",
-    "    # axes[x_idx].set_xlabel(\"Average Cross-Resolution Loss\")\n",
-    "    axes[x_idx].set_ylabel('')\n",
-    "    axes[x_idx].set_xlabel('')\n",
-    "    if x_idx == 0:\n",
-    "        axes[x_idx].set_ylabel('Avg. Data Size')\n",
-    "    # axes[x_idx].legend(loc='upper center', bbox_to_anchor=(0.5, -0.4),\n",
-    "    #      fancybox=False, shadow=False, ncol=2)\n",
-    "    \n",
-    "    axes[x_idx].get_legend().remove()\n",
-    "\n",
-    "    axes[x_idx].tick_params(axis='x', labelrotation=45)\n",
-    "    #axes[x_idx].set_xscale(\"log\")\n",
-    "# plt.title(dataset_name)\n",
-    "fig.supxlabel('Average Cross Resolution Loss')\n",
-    "handles, labels = axes[0].get_legend_handles_labels()\n",
-    "fig.legend(\n",
-    "    handles=handles, #handles[0:7] + [handles[8],]*4, #handles,\n",
-    "    labels=labels,\n",
-    "    loc='upper center',\n",
-    "    bbox_to_anchor=(0.5, -0.0),\n",
-    "    fancybox=False,\n",
-    "    shadow=False,\n",
-    "    ncol=7,\n",
-    ")\n",
-    "plt.tight_layout()\n",
-    "plt.show()\n",
-    "fig.savefig(\n",
-    "    f'{FIG_DIR}/multi_res_scatter_train_time.pdf',\n",
-    "    dpi=300,\n",
-    "    bbox_inches='tight',\n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 155,
-   "id": "05f27f45-39c2-4c71-aa9f-30bbda89dc66",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/tmp/ipykernel_458226/2533369803.py:29: UserWarning: Ignoring `palette` because no `hue` variable has been assigned.\n",
-      "  sns.scatterplot(\n",
-      "/tmp/ipykernel_458226/2533369803.py:29: UserWarning: Ignoring `palette` because no `hue` variable has been assigned.\n",
-      "  sns.scatterplot(\n",
-      "/tmp/ipykernel_458226/2533369803.py:29: UserWarning: Ignoring `palette` because no `hue` variable has been assigned.\n",
-      "  sns.scatterplot(\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x250 with 3 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "fig, axes = plt.subplots(\n",
-    "    nrows=1,\n",
-    "    ncols=3,\n",
-    "    sharey=False,\n",
-    "    sharex=False,\n",
-    "    figsize=(10, 2.5),\n",
-    ")\n",
-    "\n",
-    "palette = {\n",
-    "    method: color if method != 'All Res.' else 'green'\n",
-    "    for method, color in zip(\n",
-    "        summary_stats.train_resolutions.unique(), sns.color_palette('Set3', 12)\n",
-    "    )\n",
-    "}\n",
-    "palette['1st'] = 'red'\n",
-    "palette['2nd'] = 'red'\n",
-    "palette['3rd'] = 'red'\n",
-    "palette['4th'] = 'red'\n",
-    "for x_idx, dataset_name in enumerate(\n",
-    "    ['darcy_pdebench', 'burgers_pdebench', 'incomp_ns_pdebench']\n",
-    "):\n",
-    "    if 'burgers' in dataset_name:\n",
-    "        title = 'Burgers'\n",
-    "    if 'darcy' in dataset_name:\n",
-    "        title = 'Darcy'\n",
-    "    if 'ns' in dataset_name:\n",
-    "        title = 'Navier-Stokes'\n",
-    "        \n",
-    "    sns.scatterplot(\n",
-    "        data=summary_stats[\n",
-    "           (summary_stats.dataset == dataset_name)\n",
-    "        #    & (summary_stats.train_composition == 'dual')\n",
-    "        ],\n",
-    "        y='avg_data_size',\n",
-    "        x='avg_epoch_time',\n",
-    "        #x='avg_loss_cross_res',\n",
-    "        # hue=\"pair\",\n",
-    "        #hue='train_resolutions',\n",
-    "        ax=axes[x_idx],\n",
-    "        palette=palette,\n",
-    "        #style='train_resolutions',\n",
-    "        #markers=['o', 's', 'd', 'p', '*', 'P'],\n",
-    "        #edgecolor='Black',\n",
-    "        #alpha=0.3,\n",
-    "    )\n",
-    "\n",
-    "    '''\n",
-    "    sns.scatterplot(\n",
-    "        data=summary_stats[\n",
-    "            (summary_stats.dataset == dataset_name)\n",
-    "            & (summary_stats.train_composition == 'single')\n",
-    "        ],\n",
-    "        y='avg_data_size',\n",
-    "        x='avg_epoch_time',\n",
-    "        #x='avg_loss_cross_res',\n",
-    "        # hue=\"pair\",\n",
-    "        hue='train_resolutions',\n",
-    "        ax=axes[x_idx],\n",
-    "        palette=palette,\n",
-    "        style='train_resolutions',\n",
-    "        markers=['o', 's', 'd', 'p', '*', 'P'],\n",
-    "        edgecolor='Black',\n",
-    "        alpha=1,\n",
-    "    )\n",
-    "\n",
-    "    sns.scatterplot(\n",
-    "        data=summary_stats[\n",
-    "            (summary_stats.dataset == dataset_name)\n",
-    "            & (summary_stats.train_composition == 'multi')\n",
-    "        ],\n",
-    "        y='avg_data_size',\n",
-    "        x='avg_epoch_time',\n",
-    "        #x='avg_loss_cross_res',\n",
-    "        # hue=\"pair\",\n",
-    "        hue='train_resolutions',\n",
-    "        ax=axes[x_idx],\n",
-    "        palette=palette,\n",
-    "        style='train_resolutions',\n",
-    "        markers=['D'],\n",
-    "        edgecolor='Black',\n",
-    "        alpha=1,\n",
-    "    )\n",
-    "    '''\n",
-    "    axes[x_idx].set_title(title)\n",
-    "    # axes[x_idx].set_xlabel(\"Average Cross-Resolution Loss\")\n",
-    "    axes[x_idx].set_ylabel('')\n",
-    "    axes[x_idx].set_xlabel('')\n",
-    "    if x_idx == 0:\n",
-    "        axes[x_idx].set_ylabel('Avg. Data Size')\n",
-    "    # axes[x_idx].legend(loc='upper center', bbox_to_anchor=(0.5, -0.4),\n",
-    "    #      fancybox=False, shadow=False, ncol=2)\n",
-    "    handles, labels = axes[x_idx].get_legend_handles_labels()\n",
-    "    #axes[x_idx].get_legend().remove()\n",
-    "\n",
-    "    axes[x_idx].tick_params(axis='x', labelrotation=45)\n",
-    "    # axes[x_idx].set_xscale(\"log\")\n",
-    "# plt.title(dataset_name)\n",
-    "fig.supxlabel('Average Epoch Train Time (s)')\n",
-    "#fig.legend(\n",
-    "#    handles=handles, #handles[0:7] + [handles[8],]*4, #handles,\n",
-    "#    labels=labels,\n",
-    "#    loc='upper center',\n",
-    "#    bbox_to_anchor=(0.5, -0.0),\n",
-    "#    fancybox=False,\n",
-    "#    shadow=False,\n",
-    "#    ncol=7,\n",
-    "#)\n",
-    "plt.tight_layout()\n",
-    "plt.show()\n",
-    "fig.savefig(\n",
-    "    f'{FIG_DIR}/multi_res_scatter_train_time.pdf',\n",
-    "    dpi=300,\n",
-    "    bbox_inches='tight',\n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 66,
-   "id": "e83c21e7-3b07-4c1d-8062-4f4464d843ac",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/tmp/ipykernel_458226/3878228881.py:24: UserWarning: \n",
-      "The markers list has fewer values (6) than needed (10) and will cycle, which may produce an uninterpretable plot.\n",
-      "  sns.scatterplot(\n",
-      "/tmp/ipykernel_458226/3878228881.py:24: UserWarning: Ignoring `palette` because no `hue` variable has been assigned.\n",
-      "  sns.scatterplot(\n",
-      "/tmp/ipykernel_458226/3878228881.py:40: UserWarning: Ignoring `palette` because no `hue` variable has been assigned.\n",
-      "  sns.scatterplot(\n"
-     ]
-    },
-    {
-     "ename": "AttributeError",
-     "evalue": "'NoneType' object has no attribute 'remove'",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
-      "Cell \u001b[0;32mIn[66], line 65\u001b[0m\n\u001b[1;32m     62\u001b[0m     \u001b[38;5;66;03m# axes[x_idx].legend(loc='upper center', bbox_to_anchor=(0.5, -0.4),\u001b[39;00m\n\u001b[1;32m     63\u001b[0m     \u001b[38;5;66;03m#      fancybox=False, shadow=False, ncol=2)\u001b[39;00m\n\u001b[1;32m     64\u001b[0m     handles, labels \u001b[38;5;241m=\u001b[39m axes[x_idx]\u001b[38;5;241m.\u001b[39mget_legend_handles_labels()\n\u001b[0;32m---> 65\u001b[0m     \u001b[43maxes\u001b[49m\u001b[43m[\u001b[49m\u001b[43mx_idx\u001b[49m\u001b[43m]\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget_legend\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mremove\u001b[49m()\n\u001b[1;32m     67\u001b[0m     axes[x_idx]\u001b[38;5;241m.\u001b[39mtick_params(axis\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mx\u001b[39m\u001b[38;5;124m'\u001b[39m, labelrotation\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m45\u001b[39m)\n\u001b[1;32m     68\u001b[0m     \u001b[38;5;66;03m# axes[x_idx].set_xscale(\"log\")\u001b[39;00m\n\u001b[1;32m     69\u001b[0m \u001b[38;5;66;03m# plt.title(dataset_name)\u001b[39;00m\n",
-      "\u001b[0;31mAttributeError\u001b[0m: 'NoneType' object has no attribute 'remove'"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x250 with 3 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "fig, axes = plt.subplots(\n",
-    "    nrows=1,\n",
-    "    ncols=3,\n",
-    "    sharey=False,\n",
-    "    sharex=False,\n",
-    "    figsize=(10, 2.5),\n",
-    ")\n",
-    "\n",
-    "palette = {\n",
-    "    method: color if method != 'All Res.' else 'green'\n",
-    "    for method, color in zip(\n",
-    "        summary_stats.train_resolutions.unique(), sns.color_palette('Set3', 12)\n",
-    "    )\n",
-    "}\n",
-    "for x_idx, dataset_name in enumerate(\n",
-    "    ['darcy_pdebench', 'burgers_pdebench', 'incomp_ns_pdebench']\n",
-    "):\n",
-    "    if 'burgers' in dataset_name:\n",
-    "        title = 'Burgers'\n",
-    "    if 'darcy' in dataset_name:\n",
-    "        title = 'Darcy'\n",
-    "    if 'ns' in dataset_name:\n",
-    "        title = 'Navier-Stokes'\n",
-    "    sns.scatterplot(\n",
-    "        data=summary_stats[\n",
-    "            (summary_stats.dataset == dataset_name)\n",
-    "            & (summary_stats.train_resolutions != 'All Res.')\n",
-    "        ],\n",
-    "        y='avg_data_size',\n",
-    "        x='avg_epoch_time',\n",
-    "        # hue=\"pair\",\n",
-    "        hue='train_resolutions',\n",
-    "        ax=axes[x_idx],\n",
-    "        palette=palette,\n",
-    "        style='train_resolutions',\n",
-    "        markers=['o', 's', 'd', 'p', '*', 'P'],\n",
-    "        edgecolor='Black',\n",
-    "        alpha=0.3,\n",
-    "    )\n",
-    "    sns.scatterplot(\n",
-    "        data=summary_stats[\n",
-    "            (summary_stats.dataset == dataset_name)\n",
-    "            & (summary_stats.train_resolutions == 'All Res.')\n",
-    "        ],\n",
-    "        y='avg_data_size',\n",
-    "        x='avg_epoch_time',\n",
-    "        # hue=\"pair\",\n",
-    "        hue='train_resolutions',\n",
-    "        ax=axes[x_idx],\n",
-    "        palette=palette,\n",
-    "        style='train_resolutions',\n",
-    "        markers=['D'],\n",
-    "        edgecolor='Black',\n",
-    "        alpha=1,\n",
-    "    )\n",
-    "    axes[x_idx].set_title(title)\n",
-    "    # axes[x_idx].set_xlabel(\"Average Cross-Resolution Loss\")\n",
-    "    axes[x_idx].set_ylabel('')\n",
-    "    axes[x_idx].set_xlabel('')\n",
-    "    if x_idx == 0:\n",
-    "        axes[x_idx].set_ylabel('Avg. Data Size')\n",
-    "    # axes[x_idx].legend(loc='upper center', bbox_to_anchor=(0.5, -0.4),\n",
-    "    #      fancybox=False, shadow=False, ncol=2)\n",
-    "    handles, labels = axes[x_idx].get_legend_handles_labels()\n",
-    "    axes[x_idx].get_legend().remove()\n",
-    "\n",
-    "    axes[x_idx].tick_params(axis='x', labelrotation=45)\n",
-    "    # axes[x_idx].set_xscale(\"log\")\n",
-    "# plt.title(dataset_name)\n",
-    "fig.supxlabel('Average Epoch Train Time')\n",
-    "fig.legend(\n",
-    "    handles=handles,\n",
-    "    labels=labels,\n",
-    "    loc='upper center',\n",
-    "    bbox_to_anchor=(0.5, -0.0),\n",
-    "    fancybox=False,\n",
-    "    shadow=False,\n",
-    "    ncol=7,\n",
-    ")\n",
-    "plt.tight_layout()\n",
-    "plt.show()\n",
-    "fig.savefig(\n",
-    "    f'{FIG_DIR}/multi_res_scatter_train_time.pdf',\n",
-    "    dpi=300,\n",
-    "    bbox_inches='tight',\n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 30,
-   "id": "847f58b8-bc72-40ae-b296-2d54732ce113",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x250 with 3 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "fig, axes = plt.subplots(\n",
-    "    nrows=1,\n",
-    "    ncols=3,\n",
-    "    sharey=False,\n",
-    "    sharex=False,\n",
-    "    figsize=(10, 2.5),\n",
-    ")\n",
-    "\n",
-    "palette = {\n",
-    "    method: color if method != 'All Res.' else 'green'\n",
-    "    for method, color in zip(\n",
-    "        summary_stats.train_resolutions.unique(), sns.color_palette('Set3', 12)\n",
-    "    )\n",
-    "}\n",
-    "for x_idx, dataset_name in enumerate(\n",
-    "    ['darcy_pdebench', 'burgers_pdebench', 'incomp_ns_pdebench']\n",
-    "):\n",
-    "    if 'burgers' in dataset_name:\n",
-    "        title = 'Burgers'\n",
-    "    if 'darcy' in dataset_name:\n",
-    "        title = 'Darcy'\n",
-    "    if 'ns' in dataset_name:\n",
-    "        title = 'Navier-Stokes'\n",
-    "    sns.scatterplot(\n",
-    "        data=summary_stats[\n",
-    "            (summary_stats.dataset == dataset_name)\n",
-    "            & (summary_stats.train_resolutions != 'All Res.')\n",
-    "        ],\n",
-    "        y='avg_data_size',\n",
-    "        #y='avg_epoch_time',\n",
-    "        x='avg_loss_cross_res',\n",
-    "        # hue=\"pair\",\n",
-    "        hue='train_resolutions',\n",
-    "        ax=axes[x_idx],\n",
-    "        palette=palette,\n",
-    "        style='train_resolutions',\n",
-    "        markers=['o', 's', 'd', 'p', '*', 'P'],\n",
-    "        edgecolor='Black',\n",
-    "        alpha=0.3,\n",
-    "    )\n",
-    "    sns.scatterplot(\n",
-    "        data=summary_stats[\n",
-    "            (summary_stats.dataset == dataset_name)\n",
-    "            & (summary_stats.train_resolutions == 'All Res.')\n",
-    "        ],\n",
-    "        y='avg_data_size',\n",
-    "        #y='avg_epoch_time',\n",
-    "        x='avg_loss_cross_res',\n",
-    "        # hue=\"pair\",\n",
-    "        hue='train_resolutions',\n",
-    "        ax=axes[x_idx],\n",
-    "        palette=palette,\n",
-    "        style='train_resolutions',\n",
-    "        markers=['D'],\n",
-    "        edgecolor='Black',\n",
-    "        alpha=1,\n",
-    "    )\n",
-    "    axes[x_idx].set_title(title)\n",
-    "    # axes[x_idx].set_xlabel(\"Average Cross-Resolution Loss\")\n",
-    "    axes[x_idx].set_ylabel('')\n",
-    "    axes[x_idx].set_xlabel('')\n",
-    "    if x_idx == 0:\n",
-    "        axes[x_idx].set_ylabel('Avg. Data Size')\n",
-    "    # axes[x_idx].legend(loc='upper center', bbox_to_anchor=(0.5, -0.4),\n",
-    "    #      fancybox=False, shadow=False, ncol=2)\n",
-    "    handles, labels = axes[x_idx].get_legend_handles_labels()\n",
-    "    axes[x_idx].get_legend().remove()\n",
-    "\n",
-    "    axes[x_idx].tick_params(axis='x', labelrotation=45)\n",
-    "    # axes[x_idx].set_xscale(\"log\")\n",
-    "# plt.title(dataset_name)\n",
-    "fig.supxlabel('Average Cross-Resolution Loss')\n",
-    "fig.legend(\n",
-    "    handles=handles,\n",
-    "    labels=labels,\n",
-    "    loc='upper center',\n",
-    "    bbox_to_anchor=(0.5, -0.0),\n",
-    "    fancybox=False,\n",
-    "    shadow=False,\n",
-    "    ncol=7,\n",
-    ")\n",
-    "plt.tight_layout()\n",
-    "plt.show()\n",
-    "fig.savefig(\n",
-    "    f'{FIG_DIR}/multi_res_scatter.pdf',\n",
-    "    dpi=300,\n",
-    "    bbox_inches='tight',\n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "id": "769bbee6-755b-4f11-bd87-89be0715f0cf",
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "DATASET:  incomp_ns_pdebench\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x1200 with 126 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "DATASET:  burgers_pdebench\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x1200 with 126 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "DATASET:  darcy_pdebench\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1000x1200 with 126 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "summary_stats = pd.DataFrame(\n",
-    "    columns=[\n",
-    "        'test_loss',\n",
-    "        'resolution',\n",
-    "        'dataset',\n",
-    "        'ratio',\n",
-    "        'pair',\n",
-    "        'avg_epoch_time',\n",
-    "        'avg_loss_cross_res',\n",
-    "        'avg_data_size',\n",
-    "    ]\n",
-    ")\n",
-    "bar_colors = ['tab:red', 'tab:blue', 'tab:red', 'tab:orange']\n",
-    "time_path = '/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/timing_ckpts'\n",
-    "for dataset_name in [\n",
-    "    'incomp_ns_pdebench',\n",
-    "    'burgers_pdebench',\n",
-    "    'darcy_pdebench',\n",
-    "]:  # , 'ns_pdebench'\n",
-    "    loss = 'mse'\n",
-    "    print('DATASET: ', dataset_name)\n",
-    "    (\n",
-    "        model_name,\n",
-    "        in_channels,\n",
-    "        out_channels,\n",
-    "        initial_steps,\n",
-    "        loss,\n",
-    "        batch_size,\n",
-    "        lr,\n",
-    "        wd,\n",
-    "        pinn_loss_weight,\n",
-    "    ) = get_dataset_info(dataset_name, 'mse')\n",
-    "    # lr = str(lr).replace('.','')\n",
-    "    ckpt_path = (\n",
-    "        '/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ckpts'\n",
-    "    )\n",
-    "    if dataset_name == 'darcy_pdebench':\n",
-    "        img_sizes = [128, 64, 32, 16]\n",
-    "        num_pixels = [i**2 for i in img_sizes]\n",
-    "        img_size = 128\n",
-    "    if dataset_name == 'burgers_pdebench':\n",
-    "        img_sizes = [1024, 512, 256, 128]\n",
-    "        num_pixels = img_sizes\n",
-    "        img_size = 1024\n",
-    "    if dataset_name == 'incomp_ns_pdebench':\n",
-    "        img_sizes = [510, 255, 128, 64]\n",
-    "        num_pixels = [i**2 for i in img_sizes]\n",
-    "        img_size = 510\n",
-    "        batch_size = 1\n",
-    "        lr = 1e-05\n",
-    "        ckpt_path = '/pscratch/sd/m/mansisak/operator_aliasing/operator_aliasing/ns_ckpts'\n",
-    "    if dataset_name == 'ns_pdebench':\n",
-    "        img_sizes = [512, 256, 128, 64]\n",
-    "        img_size = 512\n",
-    "\n",
-    "    max_mode = img_size // 2\n",
-    "\n",
-    "    final_ckpts = []\n",
-    "\n",
-    "    res_ratios = [\n",
-    "        '[0.25,0.25,0.25,0.25]',\n",
-    "        '[0.1,0.1,0.1,0.7]',\n",
-    "        '[0.02,0.03,0.05,0.9]',\n",
-    "    ]\n",
-    "    fig, axes = plt.subplots(\n",
-    "        nrows=14,\n",
-    "        ncols=9,\n",
-    "        sharey='row',\n",
-    "        sharex=False,\n",
-    "        figsize=(10, 12),\n",
-    "        gridspec_kw={\n",
-    "            'height_ratios': [\n",
-    "                0.75,\n",
-    "                2.25,\n",
-    "                0.75,\n",
-    "                2.25,\n",
-    "                0.75,\n",
-    "                2.25,\n",
-    "                0.75,\n",
-    "                2.25,\n",
-    "                0.75,\n",
-    "                2.25,\n",
-    "                0.75,\n",
-    "                2.25,\n",
-    "                0.75,\n",
-    "                2.25,\n",
-    "            ]\n",
-    "        },  # 1, 2, 1, 2,1, 2,1, 2,1, 2,1, 2,1, 2,]\n",
-    "    )\n",
-    "    for _idx, rat in enumerate([0.05, 0.1, 0.25, 0.5, 0.75, 0.9, 0.95]):\n",
-    "        for x_idx, (first_idx, second_idx) in enumerate(\n",
-    "            [\n",
-    "                ('equal', 0),\n",
-    "                ('all', 0),\n",
-    "                ('all_less', 0),\n",
-    "                (0, 1),\n",
-    "                (0, 2),\n",
-    "                (0, 3),\n",
-    "                (1, 2),\n",
-    "                (1, 3),\n",
-    "                (2, 3),\n",
-    "            ]\n",
-    "        ):\n",
-    "            if first_idx == 'equal':\n",
-    "                res_ratio = [0.25, 0.25, 0.25, 0.25]\n",
-    "            elif first_idx == 'all':\n",
-    "                res_ratio = [0.1, 0.1, 0.1, 0.7]\n",
-    "            elif first_idx == 'all_less':\n",
-    "                res_ratio = [0.02, 0.03, 0.05, 0.9]\n",
-    "            else:\n",
-    "                res_ratio = [0, 0, 0, 0]\n",
-    "                res_ratio[first_idx] = rat\n",
-    "                res_ratio[second_idx] = round(1 - rat, 2)\n",
-    "            res_ratio_str = str_from_res(res_ratio)\n",
-    "            ckpt_dir = f'{lr}_{wd}_15_05_{loss}_{batch_size}_{dataset_name}_-1_-1_{max_mode}_{model_name}_{in_channels}_{out_channels}_{pinn_loss_weight}_{initial_steps}_multi_{res_ratio_str}'\n",
-    "            ckpt_dir = ckpt_dir.replace('.', '')\n",
-    "            ckpt_pth = f'{ckpt_path}/{ckpt_dir}/'\n",
-    "            ckpt_name = f'{ckpt_pth}/train_stats.csv'\n",
-    "            ckpt_file = f'{ckpt_pth}/150_ckpt.pth'\n",
-    "\n",
-    "            # ckpts that have accurate timing info\n",
-    "            time_dir = f'{lr}_{wd}_15_05_{loss}_{batch_size}_{dataset_name}_-1_-1_{max_mode}_{model_name}_{in_channels}_{out_channels}_{pinn_loss_weight}_{initial_steps}_single_{res_ratio_str}'\n",
-    "            time_dir = time_dir.replace('.', '')\n",
-    "            time_file = f\"{time_path}/{time_dir}/train_stats.csv\"\n",
-    "\n",
-    "            if not os.path.exists(ckpt_file):\n",
-    "                print('does not exist: ', ckpt_pth)\n",
-    "                continue\n",
-    "            df = pd.read_csv(ckpt_name)\n",
-    "            df_time = pd.read_csv(time_file)\n",
-    "            num_pixes = sum([x * y for x, y in zip(res_ratio, num_pixels)])\n",
-    "            #avg_per_epoch_train_time = df['train_time'].mean()\n",
-    "            # Correct timing info\n",
-    "            avg_per_epoch_train_time = df_time['train_time_no_data_load'].mean()\n",
-    "            avg_data_size = sum([x * y for x, y in zip(res_ratio, num_pixels)])\n",
-    "            losses = (\n",
-    "                df[df.epoch == 150][\n",
-    "                    ['test_res_0', 'test_res_1', 'test_res_2', 'test_res_3']\n",
-    "                ]\n",
-    "                .values.squeeze()\n",
-    "                .tolist()\n",
-    "            )\n",
-    "            avg_loss_cross_res = sum(losses) / len(losses)\n",
-    "            for res, loss_val in enumerate(losses):\n",
-    "                summary_stats.loc[len(summary_stats)] = [\n",
-    "                    loss_val,\n",
-    "                    res,\n",
-    "                    dataset_name,\n",
-    "                    rat,\n",
-    "                    (first_idx, second_idx),\n",
-    "                    avg_per_epoch_train_time,\n",
-    "                    avg_loss_cross_res,\n",
-    "                    avg_data_size,\n",
-    "                ]\n",
-    "            scaled_ratios = [i * 100 for i in res_ratio]\n",
-    "            sns.barplot(\n",
-    "                y=scaled_ratios,\n",
-    "                x=img_sizes,\n",
-    "                ax=axes[_idx * 2 + 0, x_idx],\n",
-    "                hue=img_sizes,\n",
-    "                palette='tab10',\n",
-    "            )\n",
-    "            axes[_idx * 2 + 0, x_idx].get_xaxis().set_visible(False)\n",
-    "            if _idx != 6:\n",
-    "                axes[_idx * 2 + 1, x_idx].get_xaxis().set_visible(False)\n",
-    "            axes[_idx * 2 + 0, x_idx].get_legend().remove()\n",
-    "            # axes[1,x_idx].bar(img_sizes, scaled_ratios, color=bar_colors)\n",
-    "            sns.barplot(\n",
-    "                y=losses,\n",
-    "                x=img_sizes,\n",
-    "                ax=axes[_idx * 2 + 1, x_idx],\n",
-    "                hue=img_sizes,\n",
-    "                palette='tab10',\n",
-    "            )\n",
-    "            # print(_idx*2)\n",
-    "            axes[_idx * 2 + 0, x_idx].set_ylim([0, 100])\n",
-    "            axes[_idx * 2 + 1, x_idx].get_legend().remove()\n",
-    "            axes[_idx * 2 + 0, x_idx].tick_params(axis='x', labelrotation=45)\n",
-    "            axes[_idx * 2 + 1, x_idx].tick_params(axis='x', labelrotation=45)\n",
-    "            axes[_idx * 2 + 1, x_idx].set_yscale('log')\n",
-    "\n",
-    "            # sns.barplot(y=[avg_per_epoch_train_time,], x=[\"\",], ax=axes[0, x_idx])\n",
-    "            # sns.barplot(y=[avg_data_size,], x=[\"\",], ax=axes[0, x_idx], hue=[\"\",], palette = {'': 'palegoldenrod'})\n",
-    "            # axes[0,x_idx].get_xaxis().set_visible(False)\n",
-    "            # axes[0,x_idx].set_yticks([])\n",
-    "            # axes[0, x_idx].tick_params(axis='x', labelrotation=45)\n",
-    "            # axes[0, x_idx].set_yscale('log')\n",
-    "\n",
-    "            if x_idx == 0:\n",
-    "                axes[_idx * 2 + 0, x_idx].set_ylabel(\n",
-    "                    f'Ratio\\n({int(rat * 100)}%)'\n",
-    "                )\n",
-    "                axes[_idx * 2 + 1, x_idx].set_ylabel(\n",
-    "                    f'Test Loss\\n({int(rat * 100)}%)'\n",
-    "                )\n",
-    "                # axes[0, x_idx].set_ylabel('Avg Data \\n Size \\n')\n",
-    "                # axes[0, x_idx].set_ylabel('Avg Train \\n Time')\n",
-    "\n",
-    "            axes[_idx * 2 + 1, x_idx].set_xlabel('Resolution')\n",
-    "\n",
-    "    plt.tight_layout()\n",
-    "    plt.show()\n",
-    "    fig.savefig(\n",
-    "        f'{FIG_DIR}/{dataset_name}_multi_res.pdf',\n",
-    "        dpi=300,\n",
-    "        bbox_inches='tight',\n",
-    "    )"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 71,
-   "id": "e2d09072-9de3-465d-b20e-b45f41c992df",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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EmZkZvLy8tMrbtGmDP//8EwDg4uKCgoICpKena83uJCUlwcXFpcK+ZTIZZDKZQeL+p/zcQtw8ex8Ru29qynJUBTi+6wbSk3LQYWATWNsZIOFJuVHykxoDOLUBFI0Bh6aVvqUgMQnCXI4iqTnyM1MgBCAkloBaCktbc1ja1sw5IyIi0qc6m+xIpVI8++yzuHr1qlb5tWvX0KRJEwCAv78/zM3NcfjwYQwfPhwAcPXqVcTHxyMgIKDGYy5PjqoAZ/bGllsX/eddtHvOHbDT86D3LgBbRgBZj9yC79AMGL0dcGxRpnlhSgqK7txBUUYGilo0R/Tvh3Hlz6NQFxejWYfO8Os3CNkZNjCVSiCzkOo5WCIiIsOq1WQnKysLN27c0LyOiYlBZGQklEolGjdujFmzZmHUqFHo0aMHevfujf379+N///sfwsLCAAAKhQKTJk1CSEgIlEolbG1t8eabbyIgIKDKd2IZUsGdO8jPt0ZhfnG59UIAGSm5ULpa6W/QlJvA9le1E53S8l+nAS9uAOybaFXlX72K269PhsuRQ/h5+ftITbitqYs88BuunzqOkQuXIUdlxmSHiIjqnVpdoHzmzBn4+fnBz88PABASEgI/Pz8sWLAAAPDiiy9i/fr1WL58Oby9vfHVV1/hxx9/RLdu3TR9fPrpp3jhhRcwfPhw9OjRAy4uLvjpp59q5XgeVRAfj3tz5z52vYtUVrV8s+DuXeTHxKAw+b6mLDerAOnJOchMy0NBcjJyL16EyEkF0uPK7yT+JJCvfedZQXw8kpZ8iAZvvYXbly9qJTqlstPTcOHwfphJ1VWKlYiIqC6p1ZmdXr164XHb/Lz22mt47bXXKqy3sLDA2rVrK9yYsDYUJicj+eNPkPPXaSjMBRwaWiElIRtBk1tB6SKQl5MFMzNzmFlYwtxChtR7Kkgk5rCwNoXcWntdTEFCAvKv/I2UjRtRmJgIizZtYL9wMfIKzXH+0G3cj8uApUIG30B32Dt5wEJ1ovLgCnK0XqpzclFw8ybMA5/D1R82Vfi2G6cj0K5PP8DeWufzQkREVBvq7Jqd+qw4IwOZv/8O52XLYGYOBE7wghCZSPj7PA6s/Q552VkAgAZNPBH07xkwt7DEjfO5UDhYomEre1gpShKewqQkpG/fgZQNGzR9m/XtC5VKgl9Xn4G6qCRRTEvMQcLVNLTv1wSdAxpVHJiZDJDbaZeZmgISCSRqNUzNzCt8q6mZOSQmEt1OCBERUS1ismMAwsQErmGncet8Mq5/8Td6vNwCWSmxOLxxnVa7+3Ex2PXBPIxevALNfS2gVhciOy0B+dlSWCkdgcwspHz1ldZ75BOnYt8X0VAXCTzTyw3ePWwBoQYkEqhSTCGk5kDrFyD5+7eygT07GZArtYpMra1g2bkzMr/ciHYjhiLm/Jlyj+mZ3s9DrnB4shNDBpOZmYm8vDxkZWXBzMwMlpaWUCgUMDOr+/+Lp6amIj8/HwUFBZDL5bCwsICVlQz5BQ9gaiKFTNagtkNEeno68vPzkZ6eDrlcDisrK8hkMlhb19+ZzqKU3P+fWZfAvI5ugUH1R1FxLgrykwAISCTmkMsr+cO7FtT934T1UIG1Cx7Eq+DVEmjbwhG5lrk4uG5LuW3zsjJxO/oiPH07YMusmcjPyYbMygp+/QbjmZ7PASYmgPrhWpnCAiD1XjaGvt0ShTnJ2LN6HZJjbkJmZQWfwP6wd+oHRdASCBsXSCK3AIW5gIUC6PQvwHcMYK39xWHu6gqXuaGImzARTjOmo2n7jrh17i+tNs5Nm6NFxwBYyHnreV2UlpaGM2fO4OTJkyguLlkMb21tjREjRsDFxUXrWXJ1zf3797F7927cvXsXANCtWzcEBDRDbNzPSE0Nh5mZAu6NxsLSqgUs5YbZCysnJx55+QlISz0JqdQBSmUXmJnZQyYrSe7T0tJw4MAB/P3335r32NnZYdSoUZBIJLCy0uMNBjWgMC0PxfdzoToYi8K7WTBVyGDdrSEs2ihhrjTepKewsBAqlQp3795FSkoKXF1d0aBBAzg48I+4J5WbexsJd7cjIeEHFBWlw9bWF82azYKl3BMWFs61HR6AOvRsrNqkz2djFRUUoTgpEdlHjyLlq69QlJwMl6O/4+sZUyp8T9tegeg19nV8MWUCioryNOU+zw9Ah+7P4d6QFzVljof+QkzUfTi4PsDPy98v05d723boO2U6bK3MIMlNBYpyITG3BKxdAAubCmPIj4lB1ukzMOnWBWmJd3Hx6EGoi4rRultPuDRrgTxLCVxtXXU8K2RI58+fxy+//FKm3NzcHMHBwWjQoPZnRsqTmpqK77//HqmpqQCABg0aYPyEIJw7NxqFhalabV1dRsDDYxosLfWb8OTmxuPS5RnIyIjSlEkkpvBq8wns7DpDCGscOXIEp0+fLvNea2trTJw4EXK5HJaWlo8dq6ioCIWFiQBMIJe76fMwqqyoqAj5F1ORtv1qmTpLfyfYBjZBkTwTxeosmEhktRanvhUVFeHevXvYsmUL8vIe/o5VKBR49dVX6+z/I/VBTm48rlyZg/T0U/+okcDXZxMcHLojJSUFAGBiYgJ7e3u9jl/V72/O7OhZcWoK0r79FmmPPLxUqNWwbeCEjPvJ5b5H6VYy3fdoogMAF48cgF+/F7TKzM0Emre3wM/LtS9vlbp9+QKy09OQuXwjrDt0gP3ol6sUt8zTEzJPT6hzc2Hv1hDOrVohMy8D39/ahm8OTENrZWuE+IfAw8YDrjZMeuqKlJQUhIeHl1tXWFiIa9eu1dlf5CqVSpPoAMDLLw/ArZsryiQ6AHAvcRcaNhwNQH/JTmFhJuJvb/r/RMcMQMkjXIQoRvSVt9Gp4x7k5ACRkZHlvj8rKwspKSlwcnJ6bLKTkxOL+w9+R1LSb5BITOHqOhxK+66wtGxS6fv0TaQXQrX3Vrl15v4WyDG9jtjr65GZeREymQsau78OGxuvOndJorpUKhW2b9+uleiUlv/6668YNmyY3r+Enxb5+UnlJDoAIINE4oWTJ0/i5MmTyMjIgIuLC/r06QMHB4cyj3kyNCY7eiays5C2dat2YfhxdBg0DEe+Xl+mvam5OZr5d0Tq3Ttl6tTFxcjNzNQqy1n3McwnTUTavbsVxnDnyiX4vTsL0OH5WyZyOW5n3MaMsBm4lnZNU/536t+YcmgKNjy/gclOHZOWllZhXXJy+Ql2XVD6114pCwuBBym/V9j+/v39UCh89TZ+QeEDNFFORVPbd1CcXQgTmSlgAVy5+y4ePDiIBw/CIJW+gMLCwgr7SElJgZtb5bMfOTlxiLrwOnJyYjRlGRmRsLHxxjNtV9VIwlOcVwh1ViEgAMfXvZFxIBZ50Q+TSuvAxihQxCPq7CQIUXIpNC8vARdVZ9Gk8RQ0ajQOFhYV70pf12VmZiIrK6vcutu3byM/P7+GI6rbivIKIDKLSj4zAEyszWFibQ5TedmbWNLSyn/otk+7A/jjj2OIino4a3r37l189913GD58OKytrWt0TSGTHT0rSkoCirU3EUxa9B48w47A5/kBuPD7fghRsgZHZmWFF96aDancEpvffqPc/sxlMnjs3IG0H35AYcJdmCrsYGJmBomJCYS6/H1vLG1tUSi3QH5WJiyzs2FRzTUFMRkxWolOKQGBT89+io9tPoa7Tc08PJUqJ5FI4OjoiPv375db7+padxPT8tZKVHZVXa3nK+7SPBdk7I9B7uUU4P+7NnexhNfoj/G3ZC7yC+7DysocFhYWZWYESjk7O1eaDBUVFSAp+TetRKdUZuZFpKvOGDzZKUrJRebxu8g5mwSRXwyphy0U/T1h2cEZqd9eAQCYBwhEX1ioSXQeFRf/JVxchxk0RkPLzc2ttP5pejBzbu49qNUl58PMzKbMDQBFqjzkx2Qg/ecbEHklnweJzBR2Q5pB1lQBMzvtNYDmZnbljGKBoiIzrUTnUYcOHYKbm1uNrpdisqNnJhVMZ98L7Av/3T/Ct98LSL+XAHMLS9g4OEJuY4ttC2eV+x4H9yaQWVlD3rQ5pM2aQZ2dDRNbW+RmZ6F5hwBc/+t42fFNTeHWygvrJ4+BuYUcz0+eCve27WBtryxnhPKdvHuywrro1GgUFT89vxjqOqVSiZ49e2LXrl1l6mQyGZo3b14LUVWNQqGAvb29ZmYqP98EDg69kJJypNz2Tg2C9DZ2UVY+Mo/cRu4l7dmlwsQcpHwbjdYTP4QKp2GRa4pOnTrhjz/+KNOHg4OD5hgqUlBwD0lJ5dwZ+f8SE3dDad9Nb4s4c3NzkZOTAyEEzMzMYCWRIfX7Kyi8l/0wptgM3P8iCg2mtIOFlxJ50akoLs5Cbm4Fm5FCjcyMS7C2qrufpcdRKiv+/SeVSuv0In59KSrKQ27uLdy48RFS045DIjGFo2MgmjUNgZVVM007dUZhyZquR/62EPnFSNtxDQ3+7VMm2bG3D0DJ/sQP//h2dnoeiYmJFcaSkZFR4R8QhlKrOygbI1M7O5g5OZWtKCpC6lszYaMGTv60Hfs//xSbZk7BH99vxAtvzYbVP5IRa6UDBk6fBTvnkqljU0tLmDdoAFOZDNZKB3R/ZRzsXLSnzyUmJug/NQQSScl+OIV5udj72SfIStX+hf44DvKKs225mVzTP9UNDRs2xPPPPw+p9OGjPJRKJcaOHQuFQlGLkVVOqVRi9OjRcHYu+aLftesgmjd7B2ZmZRfSOzkNhFSPt6CLnCLknC//El9RSh7UGYWwlLdA+tpL8PXxRUBAgNaUe+PGjTF69Gg9fElKoK//nVJTU/H7779j/fr1+Oyzz/DTTz8hMeMBzJ8vZ3ZPDaj2xcK2n0dJFJLKvwpMTCreg6s+kMlkaNu2bbl13bp1q9dbCFRVXv5tnD03CqlpfwIQEKII9+/vx7nzryD7/2cei7ILkBl+RyvReVRm+B0UZWlf8jMzU6BN66UAHn6Q8wtSHvuwbVPTyp8uoG+c2dEz00aN0HDlp7g9eTLU2Q93Kza1s4PbiuVIyc9F0q2HzwO7HPY7pJZWGLlgKVLv3kbKndtwdG8CpVsj2LtWvBbAWumCYXMW4X58LG5fioK10gHNOnSGqYkJvp75r4cNhcC5fb+i94QpkFfxf+iejXpi1blVEOV84l9s/iLsLOyq1A/VDHt7e/j7+6NVq1bIycmBqakp5HJ5pX/N1gXqvCJIL+Vh1EsjkVdQss9OcbE9Ovj/iISErUhNOw4zM1s0ajQOClsfyPV467nIVwPFFV8WK0rNQ0FMyeWp7OWXEPB2J7Rv3x55eXkwNzeHVCqt0vmVSl3h7DwIt259Um69i8uLKCoqwGO+Fx4rJSUF27Zt07qcGR8fj02bNuG1116DtKUdCq6la72nIDYDEokENn0aw9TUBNbWbZCVdaVM3xKJOaytWz9ZgLXMzs4OgYGBsLe3x5kzZ5CXlwcbGxt0794dLVq0MPqZnYKCdMTHf43i4pxy6h7gfvIByBq9DpFXjKIHFV/yK7qfW3Jp65GvEgsLJyiVPdCp4x4kJ+9HfkEylMpuMDVpAHNz83Iv87q7uz82GdI3Jjt6ZmZmBnh5wWPnTuSc+gv5N27AwqsN5O3bw9TdHbLEezAxNYX6kXU95/f+gvN7f4FP0AB0HTkWcuuKbxEvVVhQjGM7kuDW3AU9xz2L1LsJ+GbO9HIXJacn3kNBbk6Vkx1rqTUWd12MBScWQC0eTk16Kb0w1mss7GR2VeqHao6FhUW9+4VtYmEGSbFAzsfRAEp+GWXiNmAGNJw0CQ29XoWJqRRyy4Z6H1siMwXMTICi8te9mTnIkfZ7vOa1+q9UNBjYtNrjmJlJ4ew0EImJu5GTo30XlK1NO9gp2iPqwkT4tNv4RGt3kpKSyl23pVarcfjwYQx+4QUU/Dddq04iLdk9XfF8ybitW32A85Fjy3whtmwxD6amdXeGsKrs7e3RvXt3+Pr6ori4GKampiV3BOWrUXg/BzCRwNzBOPcZKixMq3AhMQCkpB6Di8uLMLOwh5mTJQrvZpfbztzJEhJ52RkZCwsnAE6wtm6lKcvNzcWwYcOwc+dOqB9ZX2plZYUXXnihxu9+Y7JjAGYWFjBr2hSypmV/OcosrdBt9Hgc+/5r7feYS9GmS68qJToAILMwhVNjW/z1v1g0ecYKJ3dtqfDuK8fGTSCzrPoiZRcrF3R27YwfB/+I4wnHkZKbggC3ADSyaYRGNvX7FlSqWyx9GiDr2B2IwkeSjiIg7YubcHztGVi0NMwvRImVGaw6OCP75L0ydWZOljCxNgfSH07Xy70ddR7L0rIJfNp9hQcPDiMp6X+AxBRuriNgb98ZFy5ORU5ODIqKy79TqKquXSt7Q0Gp2NhYFJuUncWy7OAME+uHXwFWVq3xbIfduJe4GxmqSMhkrmjU6FXIZC6wsND9+OsSmUymmVEoyiuAeJCPzGN3kB+jgomlOay7uEHmqYCZsn794fA4EokZzM3tkJdX9kHPAGBupoCpqQXMLKSw6dYQuVH3y17KkgA2PRrBzKpqMzJyuRzu7u7417/+hcuXLyMtLQ2NGzeGh4cHHB1r/vPEZKeGWSuVaBnQHS7NWuLcvl+QmfIArs1bwuf5AbB2qPqaBFNzU7Tq7IILR2/j6Pdx6DFyBK6fPgn8444VE1NT+Aa9UO07spytnOEMZzS3q7+LEqnuk9iawfG1Z5C68xqKU0sWLErkZlAM8ISpk+H+yjazksKmRyOIgmLkRCZr1lZK3W1g/1JLpO97ePeUZSeXkuTnCWRl/Q0TU0u0afMRAOD+g6OIONnnYQNR/gxTVVW2z095M37mrlaw6eoGU4uHx2VmZgEzs+bw9JiOwsJ0mJlZwczMeNeyqO/nI/mLC5rZveK0fKTtvAa5TwPY9m1iVLM8lpbuaNTwVVz5e3a59Y0avQpz85LZO4lCCuWYNkjffQPq7P+/9dzSDHZDm8NEIS33/RWxtraGtbU1nMpbx1rDmOzUAoVjAygcG0DZ0B1F+XmwsLaBrAo7sP6Ttb0Mg6f74sh3f6O4yBIvzJiNwxvXITdDVVKvdEDf4DerdScWUU0ys5DCzFMKx9eegcgtglALmFiZwcRGBlOZYRcwmiktoOjnAZuejaDOKYJEZgqJzBT5CZlAfjEs2jrAurMrzJQWMHvCxyhYWTXHpb8GQIiys68WFo3KXZRdHd7e3jhx4kS5df7+/rCVW8P8OXeoswth0VoJMydLmFXwZW5qKoOpad3Y4t9QCtNykb7nVrmXMXOj7sOmu/4vndY2e/tOcHTsiwcPDmqVN2o0DnL5w0uo5jYySFqaosG/2kGdWwQIwMTKDBJbKcyk9Tdl4OMioN/HRdSG9OQcFOQVwdLaFAX56cjPygIkgIWVDWwaONWLh0ES1RVFRUWQ5BRDmElgZlm9v2Qrkpd3H/cSd5ZZqCyRmKJduy/h6NDzifpXqVS4fPkyDh7U/iJr2LAhRowYwd2B/6EwORtJ/z1XYb3N842h6FOzu1vXhJyc2ygoSMaDB79DIjFHgwZ9YW5uD7m8/iZ3fFzEU8TO6dFZofr1UEKiusbMzAyw1e+vRguLBnBxHgJbm2cQF/8l8vPvwdqqDZp4TIFM+uTPn1IoFGjbti2aNm2KK1euIC8vDy1btoS9vT0TnXJJSu6UruBPfYmpce7KYmnpDktLd9jZ+dd2KDWOyQ4RUQ2QyxtCLm8IK6uWKC7Og5mZLWQy/V1iVigUUCgUcHGpv491qCkSmQksWtoj72r5j1qxaMUE0dgw2SEiqkH1+RlTxsJMYQHb/p4ouJOlWYRbyqZXI0gsanbDOzI8JjtERPTUkbpYocG/2iH34gPk30iHiZU5rDq7wlRpAXN747r1nJjsEBHRU8q8gSUk3dxg2cEZEnMJTOX6WZBOdQ+THSIiemqZSc2AenxLNVWNcS45JyIiIvp/THaIiIjIqDHZISIiIqPGZIeIiIiMGpMdIiIiMmpMdoiIiMioMdkhIiIio8Zkh4iIiIwakx0iIiIyakx2iIiIyKgx2SEiIiKjxmSHiIiIjBqTHSIiIjJqTHaIiIjIqDHZISIiIqPGZIeIiIiMGpMdIiIiMmpMdoiIiMioMdkhIiIio8Zkh4iIiIwakx0iIiIyakx2iIiIyKgx2SEiIiKjxmSHiIiIjBqTHSIiIjJqTHaIiIjIqDHZISIiIqNWq8nOsWPHMGjQILi5uUEikeDnn3+usO2//vUvSCQSrFy5Uqs8NTUVY8aMga2tLezs7DBp0iRkZWUZNnAiIiKqN2o12cnOzoaPjw/Wrl1babvdu3fj5MmTcHNzK1M3ZswYXL58GYcOHcJvv/2GY8eOITg42FAhExERUT1jVpuD9+/fH/3796+0TUJCAt58800cOHAAAwcO1Kq7cuUK9u/fj9OnT6NDhw4AgDVr1mDAgAH4+OOPy02OiIiI6OlSp9fsqNVqjB07FrNmzULbtm3L1EdERMDOzk6T6ABAYGAgTExMcOrUqQr7zc/PR0ZGhtYPERERGac6nex89NFHMDMzw/Tp08utT0xMhJOTk1aZmZkZlEolEhMTK+x36dKlUCgUmh93d3e9xk1ERER1R51Nds6ePYtVq1Zh8+bNkEgkeu07NDQUKpVK83P79m299k9ERER1R51NdsLDw5GcnIzGjRvDzMwMZmZmiIuLw9tvvw0PDw8AgIuLC5KTk7XeV1RUhNTUVLi4uFTYt0wmg62trdYPERERGadaXaBcmbFjxyIwMFCrLCgoCGPHjsXEiRMBAAEBAUhPT8fZs2fh7+8PADhy5AjUajU6depU4zETERFR3VOryU5WVhZu3LiheR0TE4PIyEgolUo0btwYDg4OWu3Nzc3h4uKCVq1aAQDatGmDfv36YfLkyVi/fj0KCwsxbdo0vPzyy7wTi4iIiADU8mWsM2fOwM/PD35+fgCAkJAQ+Pn5YcGCBVXuY8uWLWjdujX69OmDAQMGoFu3btiwYYOhQiYiIqJ6RiKEELUdRG3LyMiAQqGASqXi+h0iIqJ6oqrf33V2gTIRERGRPjDZISIiIqPGZIeIiIiMGpMdIiIiMmpMdoiIiMioMdkhIiIio8Zkh4iIiIwakx0iIiIyakx2iIiIyKgx2SEiIiKjxmSHiIiIjBqTHSIiIjJqTHaIiIjIqDHZISIiIqPGZIeIiIiMGpMdIiIiMmpMdoiIiMioMdkhIiIio8Zkh4iIiIwakx0iIiIyakx2iIiIyKgx2SEiIiKjxmSHiIiIjBqTHSIiIjJqTHaIiIjIqDHZISIiIqPGZIeIiIiMGpMdIiIiMmpMdoiIiMioMdkhIiIio8Zkh4iIiIwakx0iIiIyakx2iIiIyKgx2SEiIiKjxmSHiIiIjBqTHSIiIjJqTHaIiIjIqDHZISIiIqPGZIeIiIiMGpMdIiIiMmpMdoiIiMioMdkhIiIio8Zkh4iIiIwakx0iIiIyakx2iIiIyKgx2SEiIiKjxmSHiIiIjBqTHSIiIjJqTHaIiIjIqNVqsnPs2DEMGjQIbm5ukEgk+PnnnzV1hYWFmD17Nry9vWFlZQU3NzeMGzcOd+/e1eojNTUVY8aMga2tLezs7DBp0iRkZWXV8JEQERFRXVWryU52djZ8fHywdu3aMnU5OTk4d+4c5s+fj3PnzuGnn37C1atXMXjwYK12Y8aMweXLl3Ho0CH89ttvOHbsGIKDg2vqEIiIiKiOkwghRG0HAQASiQS7d+/G0KFDK2xz+vRpdOzYEXFxcWjcuDGuXLkCLy8vnD59Gh06dAAA7N+/HwMGDMCdO3fg5uZWpbEzMjKgUCigUqlga2urj8MhIiIiA6vq93e9WrOjUqkgkUhgZ2cHAIiIiICdnZ0m0QGAwMBAmJiY4NSpUxX2k5+fj4yMDK0fIiIiMk46Jzs3b97EvHnzMHr0aCQnJwMA9u3bh8uXL+stuEfl5eVh9uzZGD16tCZ7S0xMhJOTk1Y7MzMzKJVKJCYmVtjX0qVLoVAoND/u7u4GiZmIiIhqn07Jzh9//AFvb2+cOnUKP/30k2ZBcFRUFBYuXKjXAIGSxcojR46EEALr1q174v5CQ0OhUqk0P7dv39ZDlERERFQX6ZTszJkzBx988AEOHToEqVSqKX/uuedw8uRJvQUHPEx04uLicOjQIa1rci4uLppZpVJFRUVITU2Fi4tLhX3KZDLY2tpq/RAREZFx0inZuXjxIl588cUy5U5OTnjw4METB1WqNNG5fv06fv/9dzg4OGjVBwQEID09HWfPntWUHTlyBGq1Gp06ddJbHERERFR/menyJjs7O9y7dw+enp5a5efPn0fDhg2r3E9WVhZu3LiheR0TE4PIyEgolUq4urpixIgROHfuHH777TcUFxdr1uEolUpIpVK0adMG/fr1w+TJk7F+/XoUFhZi2rRpePnll6t8JxYREREZN51mdl5++WXMnj0biYmJkEgkUKvVOH78ON555x2MGzeuyv2cOXMGfn5+8PPzAwCEhITAz88PCxYsQEJCAn799VfcuXMHvr6+cHV11fycOHFC08eWLVvQunVr9OnTBwMGDEC3bt2wYcMGXQ6LiIiIjJBO++wUFBRg6tSp2Lx5M4qLi2FmZobi4mK88sor2Lx5M0xNTQ0Rq8Fwnx0iIqL6p6rf30+0qWB8fDwuXbqErKws+Pn5oUWLFrp2VauY7BAREdU/Vf3+1mnNTqnGjRujcePGT9IFERERkUHplOwIIbBr1y4cPXoUycnJUKvVWvU//fSTXoIjIiIielI6JTszZszAF198gd69e8PZ2RkSiUTfcRERERHphU7JznfffYeffvoJAwYM0Hc8RERERHql063nCoUCTZs21XcsRERERHqnU7KzaNEivPfee8jNzdV3PERERER6pdNlrJEjR+KHH36Ak5MTPDw8YG5urlV/7tw5vQRHRERE9KR0SnbGjx+Ps2fP4tVXX+UCZSIiIqrTdEp29uzZgwMHDqBbt276joeIiIhIr3RKdtzd3Z/KnYaLi4tRWFhY22FQHWFubl7vHo1CRPQ00inZ+eSTT/Duu+9i/fr18PDw0HNIdY8QAomJiUhPT6/tUKiOsbOzg4uLCy/lEhHVYTolO6+++ipycnLQrFkzWFpallmgnJqaqpfg6orSRMfJyQmWlpb8YiMIIZCTk4Pk5GQAgKuray1HREREFdEp2Vm5cqWew6i7iouLNYmOg4NDbYdDdYhcLgcAJCcnw8nJiZe0iIjqKJ3vxnpalK7RsbS0rOVIqC4q/VwUFhYy2SEiqqOqnOxkZGRoFiVnZGRU2tYYFy/z0hWVh58LIqK6r8rJjr29Pe7duwcnJyfY2dmV+0teCAGJRILi4mK9BklERESkqyonO0eOHIFSqQQAHD161GABUf0TFhaG3r17Iy0tDXZ2drUdDhERkZYqJzs9e/bU/Lunpyfc3d3LzO4IIXD79m39RUf1QpcuXXDv3j0oFIraDoWIiKgMnR4E6unpifv375cpT01Nhaen5xMHRfWLVCqtdK+Z4uJiqNXqGo6KiIiohE7JTunanH/KysqChYXFEwdFNatXr16YNm0apk2bBoVCAUdHR8yfPx9CCADAd999hw4dOsDGxgYuLi545ZVXNPvLACWXsSQSiWbTxc2bN8POzg6//vorvLy8IJPJEB8fXxuHRkREVL1bz0NCQgCU3IEyf/58rduxi4uLcerUKfj6+uo1QKoZ33zzDSZNmoS//voLZ86cQXBwMBo3bozJkyejsLAQixcvRqtWrZCcnIyQkBBMmDABe/furbC/nJwcfPTRR/jqq6/g4OAAJyenGjwaIiKih6qV7Jw/fx5AyczOxYsXIZVKNXVSqRQ+Pj5455139Bsh1Qh3d3d8+umnkEgkaNWqFS5evIhPP/0UkydPxmuvvaZp17RpU6xevRrPPvsssrKyYG1tXW5/hYWF+Pzzz+Hj41NTh0BERFSuaiU7pXdhTZw4EatWrXrsfjp37tyBm5sbTEx0ulpGNahz585alyYDAgLwySefoLi4GJGRkVi0aBGioqKQlpamWX8THx8PLy+vcvuTSqVo165djcRORERUGZ2ykE2bNlVp40AvLy/ExsbqMgTVEXl5eQgKCoKtrS22bNmC06dPY/fu3QCAgoKCCt8nl8u54R4REdUJOj0uoqpKF7hS3Xfq1Cmt1ydPnkSLFi3w999/IyUlBcuWLYO7uzsA4MyZM7URIhERkU54fYkAlFySCgkJwdWrV/HDDz9gzZo1eOutt9C4cWNIpVKsWbMGt27dwq+//orFixfXdrhERERVZtCZHao/xo0bh9zcXHTs2BGmpqZ46623EBwcDIlEgs2bN2Pu3LlYvXo12rdvj48//hiDBw+u7ZCJiIiqRCIMeK3JxsYGUVFRaNq0qaGG0IuMjAwoFAqoVKoya5Hy8vIQExMDT09Po91DqFevXvD19cXKlStrO5R652n4fBAR1VWVfX8/yqCXsbhAlYiIiGqbQZMdLlAmIiKi2mbQNTvR0dFwc3Mz5BCkB2FhYbUdAhERkcHolOxkZ2dj2bJlOHz4MJKTk8s85PHWrVsAoLlVmYiIiKi26JTsvP766/jjjz8wduxYuLq6cm0OERER1Vk6JTv79u3Dnj170LVrV33HQ0RERKRXOi1Qtre3h1Kp1HcsRERERHqnU7KzePFiLFiwADk5OfqOh4iIiEivqnwZy8/PT2ttzo0bN+Ds7AwPDw+Ym5trtT137pz+IiQiIiJ6AlVOdoYOHWrAMMgQUlJS0KZNG/z111/w8PCo7XAqNWHCBKSnp+Pnn3822Bj79+/HnDlzcO7cOZiY8LFwRERPiyonOwsXLjRkHGQAS5YswZAhQzSJTmxsLDw9PevFZo8TJkyAh4cHFi1aVOX3pKam4s0338T//vc/mJiYYPjw4Vi1ahWsra0BAP369cP8+fOxZcsWjB071kCRExFRXaPTn7enT5/GqVOnypSfOnUKZ86ceeKgjJEqpwA3k7NwPj4NN+9nQZVTYNDxcnJysHHjRkyaNMmg49QlY8aMweXLl3Ho0CH89ttvOHbsGIKDg7XaTJgwAatXr66lCImIqDbolOxMnToVt2/fLlOekJCAqVOnPnFQxuZuei6m/XAeff77B178/AT6fPIH3vzhPO6m5xpszL1790Imk6Fz586Vtvvzzz/RvXt3yOVyuLu7Y/r06cjOztbUJycnY9CgQZDL5fD09MSWLVvg4eGheWhobGwsJBIJIiMjNe9JT0+HRCLR7MxcXFyMSZMmwdPTE3K5HK1atcKqVav0erxXrlzB/v378dVXX6FTp07o1q0b1qxZg23btuHu3buadoMGDcKZM2dw8+ZNvY5PRER1l07JTnR0NNq3b1+m3M/PD9HR0U8clDFR5RRg9o8XEH79gVb5sesPMOfHCwab4QkPD4e/v3+lbW7evIl+/fph+PDhuHDhArZv344///wT06ZN07SZMGECbt++jaNHj2LXrl34/PPPkZycXK1Y1Go1GjVqhJ07dyI6OhoLFizA3LlzsWPHDp2OrTwRERGws7NDhw4dNGWBgYEwMTHRmoVs3LgxnJ2dER4errexiYiobtNpU0GZTIakpCQ0bdpUq/zevXswMzPo47bqnQdZBWUSnVLHrj/Ag6wCKCyleh83Li6uzHPJPDw8tNbrLF26FGPGjMGMGTMAAC1atMDq1avRs2dPrFu3DvHx8di3bx/++usvPPvsswCAjRs3ok2bNtWKxdzcHO+9957mtaenJyIiIrBjxw6MHDmy3Pds3ry5WmMkJibCyclJq8zMzAxKpRKJiYla5W5uboiLi6tW/0REVH/plJn07dsXoaGh+OWXX6BQKACUXLqYO3cunn/+eb0GWN9l5BVWWp/5mHpd5ebmwsLCotI2UVFRuHDhArZs2aIpE0JArVYjJiYG165dg5mZmdYMUevWrWFnZ1fteNauXYuvv/4a8fHxyM3NRUFBAXx9favdjz7I5XLuEUVE9BTRKdn5+OOP0aNHDzRp0gR+fn4AgMjISDg7O+O7777Ta4D1na2FeaX1No+p15WjoyPS0tIqbZOVlYUpU6Zg+vTpZeoaN26Ma9euPXac0lu4H50xKizUTuC2bduGd955B5988gkCAgJgY2ODFStWlLvIXVcuLi5lLq8VFRUhNTUVLi4uWuWpqalo0KCB3sYmIqK6Tadkp2HDhpoZgaioKMjlckycOBGjR48us8Hg087RWooeLRxxrJxLWT1aOMLRWv+XsICS9VPff/99pW3at2+P6OhoNG/evNz61q1bo6ioCGfPntVcxrp69SrS09M1bUqThnv37mklvo86fvw4unTpgjfeeENTpu8FwgEBAUhPT8fZs2c1M1FHjhyBWq1Gp06dNO3y8vJw8+ZNTaxERGT8dF5gY2VlVea2XipLYSnFsuHtMOfHC1oJT48WjvhoeDuDrNcBgKCgIISGhiItLQ329vbltpk9ezY6d+6MadOm4fXXX4eVlRWio6Nx6NAhfPbZZ2jVqhX69euHKVOmYN26dTAzM8OMGTMgl8s1fcjlcnTu3BnLli2Dp6cnkpOTMW/ePK1xWrRogW+//RYHDhyAp6cnvvvuO5w+fRqenp56O942bdqgX79+mDx5MtavX4/CwkJMmzYNL7/8stbapZMnT0ImkyEgIEBvYxMRUd2m8zayN2/exJtvvonAwEAEBgZi+vTp1f5r/dixYxg0aBDc3NwgkUjK7J4rhMCCBQvg6uoKuVyOwMBAXL9+XatNamoqxowZA1tbW9jZ2WHSpEnIysrS9bAMws1OjjWj/XA4pCd+fqMLDof0xJrRfnC1kz/+zTry9vZG+/btK73jqV27dvjjjz9w7do1dO/eHX5+fliwYIFWcrBp0ya4ubmhZ8+eGDZsGIKDg8ssBP76669RVFQEf39/zJgxAx988IFW/ZQpUzBs2DCMGjUKnTp1QkpKitYsT1UsWrTosbtAb9myBa1bt0afPn0wYMAAdOvWDRs2bNBq88MPP2DMmDGwtLSs1vhERFSPCR3s379fSKVS0bFjRzFz5kwxc+ZM0bFjRyGTycTBgwer3M/evXvFf/7zH/HTTz8JAGL37t1a9cuWLRMKhUL8/PPPIioqSgwePFh4enqK3NxcTZt+/foJHx8fcfLkSREeHi6aN28uRo8eXa3jUalUAoBQqVRl6nJzc0V0dLTWmPXFb7/9Jtq0aSOKi4v12m+TJk3Ep59+qtc+H2fcuHFi/PjxT9TH/fv3hVKpFLdu3dJPUKJ+fz6IiOq7yr6/H6VTsuPr6ytmz55dpnz27NnCz89Ply7LJDtqtVq4uLiIFStWaMrS09OFTCYTP/zwgxBCiOjoaAFAnD59WtNm3759QiKRiISEhCqPbazJjhBCfPrppyI+Pl6vfdZ0sqNWq0Xjxo2f+DhOnz4ttm3bpqeoStT3zwcRUX1W1WRHp8tYV65cKfcxBK+99preNhWMiYlBYmIiAgMDNWUKhQKdOnVCREQEgKpvJPdP+fn5yMjI0PoxVjNmzIC7u3tth/FEJBIJ4uLinvg4OnTogFGjRukpKiIiqi90WqDcoEEDREZGokWLFlrlkZGRZdZz6Kp0IzhnZ2etcmdnZ01ddTaSe9TSpUu1Nrmj6omNja3tEIiIiKpMp2Rn8uTJCA4Oxq1bt9ClSxcAJbcXf/TRRwgJCdFrgIYQGhqqFWdGRka9n/0gIiKi8umU7MyfPx82Njb45JNPEBoaCqBkC/5FixaVu0GdLko3gktKSoKrq6umPCkpSbPzbnU2knuUTCaDTCbTS5xERERUt+m0ZkcikWDmzJm4c+cOVCoVVCoV7ty5g7feegsSiUQvgXl6esLFxQWHDx/WlGVkZODUqVOaPVIe3UiuVHkbyREREdHT64me2pmcnIyrV68CKNltt7pb8GdlZeHGjRua1zExMYiMjIRSqUTjxo01e7a0aNECnp6emD9/Ptzc3DB06FAAVd9IjoiIiJ5eOiU7mZmZeOONN/DDDz9ArVYDAExNTTFq1CisXbtW83DQxzlz5gx69+6teV26jmb8+PHYvHkz3n33XWRnZyM4OBjp6eno1q0b9u/fr/WAyy1btmDatGno06cPTExMMHz4cKxevVqXwyIiIiIjJBHikSc4VtGoUaNw/vx5rFmzRnNJKSIiAm+99RZ8fX2xbds2vQdqSBkZGVAoFFCpVLC1tdWqy8vLQ0xMDDw9PR/7FHF6+vDzQURUeyr7/n6UTmt2fvvtN3z99dcICgqCra0tbG1tERQUhC+//BL/+9//dA6a9CslJQVOTk5PdKt4r169MGPGDM1rDw8PrFy58oljq8ycOXPw5ptvGnQMIiJ6euiU7Dg4OJR7qUqhUFT40MmnXm4a8OAacOcM8OB6yWsDW7JkCYYMGaJ5plRsbKzeFpCX8vDwQFhYWLXec+HCBXTv3h0WFhZwd3fH8uXLterfeecdfPPNN7h165YeIyUioqeVTsnOvHnzEBISorVxX2JiImbNmoX58+frLTijoUoAdr4GfPYs8FUf4LMOwK5JJeUGkpOTg40bN5a703VtysjIQN++fdGkSROcPXsWK1aswKJFi7Qe2Ono6IigoCCsW7euFiMlIiJjoVOys27dOpw8eRKNGzdG8+bN0bx5czRu3BgnTpzAF198gfbt22t+nnq5acAv04BbR7TLbx4Gfn3TYDM8e/fuhUwmQ+fOnStsk5KSgtGjR6Nhw4awtLSEt7c3fvjhB4PEU2rLli0oKCjA119/jbZt2+Lll1/G9OnT8d///ler3aBBg+rd2i8iIqqbdLobq/TWb6qC7PtlE51SNw+X1Mv1f+kvPDwc/v7+lbbJy8uDv78/Zs+eDVtbW+zZswdjx45Fs2bN0LFjR73HBJQsZO/RowekUqmmLCgoCB999BHS0tI0l0E7duyIO3fuIDY2VnMZjoiISBc6JTsLFy7UdxzGK+8xDxl9XL2O4uLiyuw15OHhgUdvvmvYsCHeeecdzes333wTBw4cwI4dO6qc7FR38XNiYiI8PT21ykqff5aYmKhJdkpjj4uLY7JDRERPROdNBdPT07Fr1y7cvHkTs2bNglKpxLlz5+Ds7IyGDRvqM8b6zaLiW+GqVK+j3Nzcx94KXVxcjA8//BA7duxAQkICCgoKkJ+fD0tLS4PEVB1yuRxAydojIiKiJ6FTsnPhwgUEBgZCoVAgNjYWkydPhlKpxE8//YT4+Hh8++23+o6z/rJqADTrU3LJ6p+a9SmpNwBHR0ekpVW+HmjFihVYtWoVVq5cCW9vb1hZWWHGjBkoKCgwSExAyfPMkpKStMpKXz/6PLPU1FQAqPau3ERERP+k0wLlkJAQTJgwAdevX9eaPRgwYACOHTumt+CMgtweGLymJLF5VLM+JeUGWK8DAH5+foiOjq60zfHjxzFkyBC8+uqr8PHxQdOmTXHt2jWDxFMqICAAx44dQ2Fhoabs0KFDaNWqlda2BZcuXYK5uTnatm1r0HiIiMj46ZTsnD59GlOmTClT3rBhQ63b0en/KRoCIzYC004Drx8u+eeIjSXlBhIUFITLly9XOrvTokULHDp0CCdOnMCVK1cwZcqUMrMu+vbKK69AKpVi0qRJuHz5MrZv345Vq1ZpHhVSKjw8HN27d9dcziIiItKVTsmOTCZDRkbZhbXXrl3jZYeKyO0Bx5ZAow4l/zTQjE4pb29vtG/fHjt27Kiwzbx589C+fXsEBQWhV69ecHFxeeI77Xr16oUJEyZUWK9QKHDw4EHExMTA398fb7/9NhYsWIDg4GCtdtu2bcPkyZOfKBYiIiJAxzU7gwcPxvvvv6/5IpVIJIiPj8fs2bMxfPhwvQZIuluwYAFmzZqFyZMnw8SkbF6rVCrx888/V9rHP3dHftzdVzExMZUmOwDQrl07hIeHV1i/b98+mJiYYMSIEZX2Q0REVBU6zex88sknyMrKgpOTE3Jzc9GzZ080b94cNjY2WLJkib5jJB0NHDgQwcHBSEgw3E7Nj7p8+TIUCgXGjRv3RP1kZ2dj06ZNMDPT+WZBIiIiDZ2eel7q+PHjiIqKQlZWFtq3b4/AwEB9xlZj+NRz0hU/H0REtaeqTz1/oj+du3btiq5du1ZY7+3tjb1798Ld3f1JhiEiIiLSmU6XsaoqNjZW6xZjIiIioppm0GSHiIiIqLYx2SEiIiKjxmSHiIiIjBqTHSIiIjJqTHaIiIjIqBk02fniiy/g7OxsyCGoEikpKXBycnrsrseV6dWrF2bMmKF57eHhgZUrV1bpvRKJ5LE7NNdVBQUF8PDwwJkzZ2o7FCIiekI67bOzevXqcsslEgksLCzQvHlz9OjRA6+88soTBWdMVPkqpOalIrMgEzZSGygtlFDIFAYdc8mSJRgyZAg8PDwAlGwF4OnpiSfYR7JOCgsLw4QJE6qd1K1duxYrVqxAYmIifHx8sGbNGnTs2BEAIJVK8c4772D27Nk4fPiwAaImIqKaolOy8+mnn+L+/fvIycmBvX3JAy3T0tJgaWkJa2trJCcno2nTpjh69Cg3FASQmJ2IhScW4sTdE5qyrm5dsajLIrhYuRhkzJycHGzcuBEHDhwwSP/13fbt2xESEoL169ejU6dOWLlyJYKCgnD16lU4OTkBAMaMGYO3334bly9fRtu2bWs5YiIi0pVOl7E+/PBDPPvss7h+/TpSUlKQkpKCa9euoVOnTli1ahXi4+Ph4uKCmTNn6jveekeVryqT6ADA8bvHsejEIqjyVQYZd+/evZDJZOjcuXOFbVJSUjB69Gg0bNgQlpaW8Pb2xg8//GCQeADg9u3bGDlyJOzs7KBUKjFkyBCt2ZiwsDB07NgRVlZWsLOzQ9euXREXFwcAiIqKQu/evWFjYwNbW1v4+/s/0SWm//73v5g8eTImTpwILy8vrF+/HpaWlvj66681bezt7dG1a1ds27ZN53GIiKj26ZTszJs3D59++imaNWumKWvevDk+/vhjhIaGolGjRli+fDmOHz+ut0Drq9S81DKJTqnjd48jNS/VIOOGh4fD39+/0jZ5eXnw9/fHnj17cOnSJQQHB2Ps2LH466+/9B5PYWEhgoKCYGNjg/DwcBw/fhzW1tbo168fCgoKUFRUhKFDh6Jnz564cOECIiIiEBwcDIlEAqBklqVRo0Y4ffo0zp49izlz5sDc3FynWAoKCnD27FmtZ7mZmJggMDAQERERWm07duxY6RPaiYio7tPpMta9e/dQVFRUpryoqAiJiYkAADc3N2RmZj5ZdEYgs6Dyc/C4el3FxcXBzc1Nq8zDw0NrvU7Dhg3xzjvvaF6/+eabOHDgAHbs2KFZu6Iv27dvh1qtxldffaVJYDZt2gQ7OzuEhYWhQ4cOUKlUeOGFFzRJdJs2bTTvj4+Px6xZs9C6dWsAQIsWLTR1vXr1qtZ6nQcPHqC4uLjM4nlnZ2f8/fffWmVubm6a2SUiIqqfdJrZ6d27N6ZMmYLz589rys6fP49///vfeO655wAAFy9ehKenp36irMdspDZPVK+r3Nzcxz6Fu7i4GIsXL4a3tzeUSiWsra1x4MABxMfH6z2eqKgo3LhxAzY2NrC2toa1tTWUSiXy8vJw8+ZNKJVKTJgwAUFBQRg0aBBWrVqFe/fuad4fEhKC119/HYGBgVi2bBlu3ryp9xjLI5fLkZOTUyNjERGRYeiU7GzcuBFKpRL+/v6QyWSQyWTo0KEDlEolNm7cCACwtrbGJ598otdg6yOlhRJd3cp/MnxXt65QWigNMq6joyPS0tIqbbNixQqsWrUKs2fPxtGjRxEZGYmgoCAUFBToPZ6srCz4+/sjMjJS6+fatWuau/Y2bdqEiIgIdOnSBdu3b0fLli1x8uRJAMCiRYtw+fJlDBw4EEeOHIGXlxd2796tUyyOjo4wNTVFUlKSVnlSUhJcXLQXjKempqJBgwY6jUNERHWDTsmOi4sLDh06hOjoaOzcuRM7d+5EdHQ0Dh48qLk00Lt3b/Tt21evwdZHCpkCi7osKpPwlN6NZajbz/38/BAdHV1pm+PHj2PIkCF49dVX4ePjg6ZNm+LatWsGiad9+/a4fv06nJyc0Lx5c60fheLhOfDz80NoaChOnDiBZ555Blu3btXUtWzZEjNnzsTBgwcxbNgwbNq0SadYpFIp/P39tW4pV6vVOHz4MAICArTaXrp0CX5+fjqNQ0REdYNOa3b+/PNPdOvWDa1bt9asoaCKuVi54KMeH9XoPjtBQUEIDQ1FWlqaZnuAf2rRogV27dqFEydOwN7eHv/973+RlJQELy8vvcczZswYrFixAkOGDMH777+PRo0aIS4uDj/99BPeffddFBYWYsOGDRg8eDDc3Nxw9epVXL9+HePGjUNubi5mzZqFESNGwNPTE3fu3MHp06cxfPhwneMJCQnB+PHj0aFDB3Ts2BErV65EdnY2Jk6cqNUuPDwcixcvftLDJyKiWqRTsvPcc8+hYcOGGD16NF599VWDfDkaG4VMYfBNBB/l7e2N9u3bY8eOHZgyZUq5bebNm4dbt24hKCgIlpaWCA4OxtChQ6FS6f92eEtLSxw7dgyzZ8/GsGHDkJmZiYYNG6JPnz6wtbVFbm4u/v77b3zzzTdISUmBq6srpk6diilTpqCoqAgpKSkYN24ckpKS4OjoiGHDhuG9994rd6zSzROPHj2KXr16ldtm1KhRuH//PhYsWIDExET4+vpi//79WouWIyIioFKpMGLECL2fDyIiqjkSocN2ug8ePMC2bdvwww8/ICIiAu3atcOYMWMwevRoNGrUyBBxGlRGRgYUCgVUKhVsbW216vLy8hATEwNPT8/HLvita/bs2YNZs2bh0qVLMDF5eh6DdvToUQwbNgy3bt2qcFarKkaNGgUfHx/MnTu3wjb1+fNBRFTfVfb9/SidvgEdHR0xbdo0HD9+HDdv3sRLL72Eb775Bh4eHpq7saj2DRw4EMHBwUhISKjtUGrU3r17MXfu3CdKdAoKCuDt7c2NMYmIjIBOMzv/VFxcjH379mH+/Pm4cOECiouL9RFbjTHWmR1D2rJlS4WXx5o0aYLLly/XcES1g58PIqLaU9WZHZ3W7JQ6fvw4tmzZgl27diEvLw9DhgzB0qVLn6RLqicGDx6MTp06lVun687GREREhqBTshMaGopt27YhISEBffv2xapVqzBkyBBYWlrqOz6qo2xsbGBjY5gNEYmIiPRJp2Tn2LFjmDVrFkaOHAlHR0d9x0RERESkNzolO6UP+IyOjsaZM2fK7Lg7ePDgJ4+MiIiISA90SnZiYmLw4osv4sKFC5BIJJqHS5Y+4LG+LVAmIiIi46XTrefTp0+Hh4cHkpOTYWlpicuXL+PYsWPo0KEDwsLC9BwiERERke50mtmJiIjAkSNH4OjoCBMTE5iYmKBbt25YunQppk+frvU0dCIiIqLapNPMTnFxseZOHEdHR9y9exdAyf4qV69e1V909ERSUlLg5OSE2NjYGh+7c+fO+PHHH2t8XCIion/SKdl55plnEBUVBQDo1KkTli9fjuPHj+P9999H06ZN9RqgsShSqZB/6xZyo6KQfysGRQZ4/tQ/LVmyBEOGDIGHh4emLD4+HgMHDoSlpSWcnJwwa9YsFBUVVavfY8eOYdCgQXBzc4NEIsHPP/9cps28efMwZ84cqNXqJzwKIiKiJ6NTsjNv3jzNl9j777+PmJgYdO/eHXv37sXq1av1GqAxKLyXiISQt3FrwEDEjnoZtwYMQMLb76DwXqLBxszJycHGjRsxadIkTVlxcTEGDhyIgoICnDhxAt988w02b96MBQsWVKvv7Oxs+Pj4YO3atRW26d+/PzIzM7Fv3z6dj4GIiEgf9PK4CABITU2Fvb295o6s+sSQj4soUqmQEPI2cv7/dv1HWXbrhoaffAwzhf6fhr5r1y688cYbSE5O1pTt27cPL7zwAu7evat5uvf69esxe/Zs3L9/H1KptNrjSCQS7N69G0OHDi1T99prr6GwsBDfffedzsdR1/FxEUREtcegDwItj1KprJeJjqEVp6SUm+gAQM6ff6I4JcUg44aHh8Pf31+rLCIiAt7e3ppEBwCCgoKQkZFhkGdZdezYEeHh4Xrvl4iIqDr0luxQ+dSZmY+pzzLIuHFxcXBzc9MqS0xM1Ep0AGheJybq/5Kam5sbbt++zXU7RERUq+p8slNcXIz58+fD09MTcrkczZo1w+LFi/Ho1TchBBYsWABXV1fI5XIEBgbi+vXrtRj1QyaPeX6UiY21QcbNzc2t9csqcrkcarUa+fn5tRoHERE93ep8svPRRx9h3bp1+Oyzz3DlyhV89NFHWL58OdasWaNps3z5cqxevRrr16/HqVOnYGVlhaCgIOTl5dVi5CVMHRxg2a1buXWW3brB1MHBIOM6OjoiLS1Nq8zFxQVJSUlaZaWvXVxc9B5DamoqrKysIJfL9d43ERFRVdX5ZOfEiRMYMmQIBg4cCA8PD4wYMQJ9+/bFX3/9BaBkVmflypWYN28ehgwZgnbt2uHbb7/F3bt3y70luqaZKRRwW7y4TMJj2a0b3D5YbJDFyQDg5+eH6OhorbKAgABcvHhRa9HyoUOHYGtrCy8vL73HcOnSJfj5+em9XyIiouqo88lOly5dcPjwYVy7dg0AEBUVhT///BP9+/cHUPKcrsTERAQGBmreo1Ao0KlTJ0RERNRKzP9k7uqChp98jKZ798Bj+3Y03bsHDT/5GOYGmE0pFRQUhMuXL2vN7vTt2xdeXl4YO3YsoqKicODAAcybNw9Tp06FTCarct9ZWVmIjIxEZGQkgJL/BpGRkYiPj9dqFx4ejr59++rleIiIiHSl0+MiatKcOXOQkZGB1q1bw9TUFMXFxViyZAnGjBkD4OHC2vIW3la06DY/P19rHUlGRoaBon/ITKEw2CxOeby9vdG+fXvs2LEDU6ZMAQCYmprit99+w7///W8EBATAysoK48ePx/vvv695X2xsLDw9PXH06FH06tWr3L7PnDmD3r17a16HhIQAAMaPH4/NmzcDABISEnDixAl8//33hjlAIiKiKqrzyc6OHTuwZcsWbN26FW3btkVkZCRmzJgBNzc3jB8/Xqc+ly5divfee0/PkdY9CxYswKxZszB58mSYmJRM4jVp0gR79+6t8D0xMTGws7ODj49PhW169eqFx23PtHr1akyYMAGNGjXSLXgiIiI9qfOXsWbNmoU5c+bg5Zdfhre3N8aOHYuZM2di6dKlAB4urC1v4W1Fi25DQ0OhUqk0P7dv3zbsQdSSgQMHIjg4GAkJCVV+z969ezF37lzY29s/0dhOTk5YvHjxE/VBRESkD3V+ZicnJ0czK1HK1NRUs3eLp6cnXFxccPjwYfj6+gIouSx16tQp/Pvf/y63T5lMVq01KvXZjBkzqtV+xYoVehn37bff1ks/RERET6rOJzuDBg3CkiVL0LhxY7Rt2xbnz5/Hf//7X7z22msASh5XMGPGDHzwwQdo0aIFPD09MX/+fLi5uZX7CAMiIiJ6utT5ZGfNmjWYP3++5jlPbm5umDJlitbDK999911kZ2cjODgY6enp6NatG/bv31/rm+oRERFR7dPbg0DrM0M+CJSMGz8fRES1p8YfBEpERERUFzHZISIiIqPGZIeIiIiMGpMdIiIiMmpMdoxYSkoKnJycEBsbW6PjFhQUwMPDA2fOnKnRcYmIiMrDZKeG5GUXIi0xG0kxKqQlZiMvu9DgYy5ZsgRDhgyBh4eHpiw+Ph4DBw6EpaUlnJycMGvWLBQVFVWr36VLl+LZZ5+FjY0NnJycMHToUFy9elVTL5VK8c4772D27Nn6OhQiIiKd1fl9doxBVmoejnz3N25fSdWUubdR4rmxrWGtNMztyjk5Odi4cSMOHDigKSsuLsbAgQPh4uKCEydO4N69exg3bhzMzc3x4YcfVrnvP/74A1OnTsWzzz6LoqIizJ07F3379kV0dDSsrKwAAGPGjMHbb7+Ny5cvo23btno/PiIioqrizI6B5WUXlkl0AOD2lVQc+e5vg83w7N27FzKZDJ07d9aUHTx4ENHR0fj+++/h6+uL/v37Y/HixVi7di0KCgqq3Pf+/fsxYcIEtG3bFj4+Pti8eTPi4+Nx9uxZTRt7e3t07doV27Zt0+txERERVReTHQPLzSwok+iUun0lFbmZVU8yqiM8PBz+/v5aZREREfD29oazs7OmLCgoCBkZGbh8+bLOY6lUKgCAUqnUKu/YsSPCw8N17peIiEgfmOwYWEFu5ethHlevq7i4OLi5uWmVJSYmaiU6ADSvExMTdRpHrVZjxowZ6Nq1K5555hmtOjc3N8TFxenULxERkb5wzY6BSeWVn+LH1esqNze3Rh5fMHXqVFy6dAl//vlnmTq5XI6cnByDx0BERFQZzuwYmNxGCvc2ynLr3NsoIbeRGmRcR0dHpKWlaZW5uLggKSlJq6z0tYuLS7XHmDZtGn777TccPXoUjRo1KlOfmpqKBg0aVLtfIiIifWKyY2AWVuZ4bmzrMgmPexslnhvXGhZW5gYZ18/PD9HR0VplAQEBuHjxIpKTkzVlhw4dgq2tLby8vKrctxAC06ZNw+7du3HkyBF4enqW2+7SpUvw8/PT7QCIiIj0hJexaoC10gJ9X2+L3MwCFOQWQSo3g9xGarBEByhZeBwaGoq0tDTY29sDAPr27QsvLy+MHTsWy5cvR2JiIubNm4epU6dCJpNVue+pU6di69at+OWXX2BjY6NZ76NQKCCXyzXtwsPDsXjxYv0eGBERUTVxZqeGWFiZw97FCs6eCti7WBk00QEAb29vtG/fHjt27NCUmZqa4rfffoOpqSkCAgLw6quvYty4cXj//fc1bWJjYyGRSBAWFlZh3+vWrYNKpUKvXr3g6uqq+dm+fbumTUREBFQqFUaMGGGQ4yMiIqoqzuwYsQULFmDWrFmYPHkyTExK8tomTZpg7969Fb4nJiYGdnZ28PHxqbCNEOKxY69cuRKzZs3SmukhIiKqDUx2jNjAgQNx/fp1JCQkwN3dvUrv2bt3L+bOnau59KWLgoICeHt7Y+bMmTr3QUREpC8SUZU/041cRkYGFAoFVCoVbG1ttery8vIQExMDT0/PGrmVm+oXfj6IiGpPZd/fj+KaHSIiIjJqTHaIiIjIqDHZISIiIqPGZIeIiIiMGpMdIiIiMmpMdoiIiMioMdkhIiIio8Zkx4ilpKTAyckJsbGxNTpuQUEBPDw8cObMmRodl4iIqDxMdmpIXlYmUhPu4N71q0i9ewd5WZkGH3PJkiUYMmQIPDw8NGXx8fEYOHAgLC0t4eTkhFmzZqGoqKha/a5btw7t2rWDra0tbG1tERAQgH379mnqpVIp3nnnHcyePVtfh0JERKQzPi6iBmSm3MeB9asRd+G8pszDpz36TnkTNg4NDDJmTk4ONm7ciAMHDmjKiouLMXDgQLi4uODEiRO4d+8exo0bB3Nzc3z44YdV7rtRo0ZYtmwZWrRoASEEvvnmGwwZMgTnz59H27ZtAQBjxozB22+/jcuXL2vKiIiIagNndgwsLyuzTKIDALFR53DwizUGm+HZu3cvZDIZOnfurCk7ePAgoqOj8f3338PX1xf9+/fH4sWLsXbtWhQUFFS570GDBmHAgAFo0aIFWrZsiSVLlsDa2honT57UtLG3t0fXrl2xbds2vR4XERFRdTHZMbAclapMolMqNuocclQqg4wbHh4Of39/rbKIiAh4e3vD2dlZUxYUFISMjAxcvnxZp3GKi4uxbds2ZGdnIyAgQKuuY8eOCA8P16lfIiIifeFlLAPLz8muvD638npdxcXFwc3NTassMTFRK9EBoHmdmJhYrf4vXryIgIAA5OXlwdraGrt374aXl5dWGzc3N8TFxekQPRERkf5wZsfAZJZWldfLK6/XVW5urkGfwt2qVStERkbi1KlT+Pe//43x48cjOjpaq41cLkdOTo7BYiAiIqoKJjsGZqlQwMOnfbl1Hj7tYalQGGRcR0dHpKWlaZW5uLggKSlJq6z0tYuLS7X6l0qlaN68Ofz9/bF06VL4+Phg1apVWm1SU1PRoIFhFmATERFVFZMdA7OwtkHfKW+WSXhK78aysLYxyLh+fn5lZloCAgJw8eJFJCcna8oOHToEW1vbMpegqkutViM/P1+r7NKlS/Dz83uifomIiJ4U1+zUABuHBhg4fRZyVCrk52ZDJreCpUJhsEQHKFl4HBoairS0NNjb2wMA+vbtCy8vL4wdOxbLly9HYmIi5s2bh6lTp0Imk1W579DQUPTv3x+NGzdGZmYmtm7dirCwMK3b3IGSRdKLFy/W63ERERFVF2d2aoiFtQ2UDRvBtXkrKBs2MmiiAwDe3t5o3749duzYoSkzNTXFb7/9BlNTUwQEBODVV1/FuHHj8P7772vaxMbGQiKRICwsrMK+k5OTMW7cOLRq1Qp9+vTB6dOnceDAATz//POaNhEREVCpVBgxYoRBjo+IiKiqOLNjxBYsWIBZs2Zh8uTJMDEpyWubNGmCvXv3VviemJgY2NnZwcfHp8I2GzdufOzYK1euxKxZsyCXy6sfOBERkR4x2TFiAwcOxPXr15GQkAB3d/cqvWfv3r2YO3eu5tKXLgoKCuDt7Y2ZM2fq3AcREZG+SIQQoraDqG0ZGRlQKBRQqVSwtbXVqsvLy0NMTAw8PT0Neis31U/8fBAR1Z7Kvr8fxTU7REREZNSY7BAREZFRY7JDRERERo3JDhERERk1JjtERERk1JjsEBERkVFjskNERERGjcmOEUtJSYGTkxNiY2NrfOzOnTvjxx9/rPFxiYiI/onJTg0pzilEYXIO8uMzUHg/B8U5hQYfc8mSJRgyZAg8PDw0ZdOnT4e/vz9kMhl8fX116vfLL79E9+7dYW9vD3t7ewQGBuKvv/7SajNv3jzMmTMHarX6CY6AiIjoyTHZqQFF6flI/eFvJP33LO5/HoWkT84i9Ye/UZSeb7Axc3JysHHjRkyaNKlM3WuvvYZRo0bp3HdYWBhGjx6No0ePIiIiAu7u7ujbty8SEhI0bfr374/MzEzs27dP53GIiIj0oV4kOwkJCXj11Vfh4OAAuVwOb29vnDlzRlMvhMCCBQvg6uoKuVyOwMBAXL9+vRYjfqg4pxBpP15D/vV0rfL86+lI+/GawWZ49u7dC5lMhs6dO2uVr169GlOnTkXTpk117nvLli1444034Ovri9atW+Orr76CWq3G4cOHNW1MTU0xYMAAbNu2TedxiIiI9KHOJztpaWno2rUrzM3NsW/fPkRHR+OTTz7RelDl8uXLsXr1aqxfvx6nTp2ClZUVgoKCkJeXV4uRl1BnFZZJdErlX0+HOsswyU54eDj8/f0N0vc/5eTkoLCwEEqlUqu8Y8eOCA8Pr5EYiIiIKlLnn3r+0Ucfwd3dHZs2bdKUeXp6av5dCIGVK1di3rx5GDJkCADg22+/hbOzM37++We8/PLLNR7zo9R5RU9Ur6u4uDi4ubkZpO9/mj17Ntzc3BAYGKhV7ubmhtu3b0OtVsPEpM7n1UREZKTq/DfQr7/+ig4dOuCll16Ck5MT/Pz88OWXX2rqY2JikJiYqPVFq1Ao0KlTJ0RERJTbZ35+PjIyMrR+DMXEovJ88nH1usrNza2Rp3AvW7YM27Ztw+7du8uMJ5fLoVarkZ9vuLVJREREj1Pnk51bt25h3bp1aNGiBQ4cOIB///vfmD59Or755hsAQGJiIgDA2dlZ633Ozs6aun9aunQpFAqF5sfd3d1g8ZtYm0PWwq7cOlkLO5hYmxtkXEdHR6SlpRmk71Iff/wxli1bhoMHD6Jdu3Zl6lNTU2FlZQW5XG7QOIiIiCpT55MdtVqN9u3b48MPP4Sfnx+Cg4MxefJkrF+/Xuc+Q0NDoVKpND+3b9/WY8TaTC3NYT+8ZZmER9bCDvbDW8LU0jDJjp+fH6Kjow3SN1CyTmrx4sXYv38/OnToUG6bS5cuwc/Pz2AxEBERVUWdX7Pj6uoKLy8vrbI2bdpoNqxzcXEBACQlJcHV1VXTJikpqcJ9ZGQyGWQymWECLoeZnQzK0a2hziqEOq8IJhZmMLE2N1iiAwBBQUEIDQ1FWlqa1mLuGzduICsrC4mJicjNzUVkZCQAwMvLC1KptEp9f/TRR1iwYAG2bt0KDw8PzQyatbU1rK2tNe3Cw8PRt29f/R0UERGRDur8zE7Xrl1x9epVrbJr166hSZMmAEoWK7u4uGjd9pyRkYFTp04hICCgRmOtjKmlOcydLCFrbAtzJ0uDJjoA4O3tjfbt22PHjh1a5a+//jr8/PzwxRdf4Nq1a/Dz84Ofnx/u3r2raSORSLB58+YK+163bh0KCgowYsQIuLq6an4+/vhjTZuEhAScOHECEydO1PuxERERVUedn9mZOXMmunTpgg8//BAjR47EX3/9hQ0bNmDDhg0ASr6YZ8yYgQ8++AAtWrSAp6cn5s+fDzc3NwwdOrR2g69lCxYswKxZszB58mTN3VBhYWGVvicmJgZmZmbo2rVrhW2q8viJ1atXY8KECWjUqFF1QiYiItK7Op/sPPvss9i9ezdCQ0Px/vvvw9PTEytXrsSYMWM0bd59911kZ2cjODgY6enp6NatG/bv318jdyPVZQMHDsT169eRkJBQ5UXYe/fuRXBwMFq0aPFEYzs5OSEkJOSJ+iAiItIHiRBC1HYQtS0jIwMKhQIqlQq2trZadXl5eYiJiYGnp+dTnzxRWfx8EBHVnsq+vx9V59fsEBERET0JJjtERERk1JjsEBERkVFjskNERERGjckOERERGTUmO0RERGTUmOwYsZSUFDg5OVVpE0B969y5s+aRHkRERLWJyY4RW7JkCYYMGQIPDw9N2fTp0+Hv7w+ZTFbhs8Me56effkKHDh1gZ2cHKysr+Pr64rvvvtNqM2/ePMyZMwdqtfoJjoCIiOjJMdmpIbm5uXjw4AHu3LmDBw8eIDc316Dj5eTkYOPGjZg0aVKZutdeew2jRo3SuW+lUon//Oc/iIiIwIULFzBx4kRMnDgRBw4c0LTp378/MjMzsW/fPp3HISIi0oc6/7gIY6BSqfDLL7/g1q1bmrJmzZph8ODBUCgUBhlz7969kMlk6Ny5s1b56tWrAQD379/HhQsXdOq7V69eWq/feustfPPNN/jzzz8RFBQEADA1NcWAAQOwbds2DBw4UKdxiIiI9IEzOwaWm5tbJtEBgJs3b+LXX3812AxPeHg4/P39DdL3o4QQOHz4MK5evYoePXpo1XXs2BHh4eEGj4GIiKgynNkxsOzs7DKJTqmbN28iOzsbcrlc7+PGxcXBzc1N7/2WUqlUaNiwIfLz82FqaorPP/8czz//vFYbNzc33L59G2q1WvPUdSIioprGZMfA8vLynqheV7m5uQZ9MKWNjQ0iIyORlZWFw4cPIyQkBE2bNtW6xCWXy6FWq5Gfn2+QhI6IiKgqmOwY2OMSDkMlJI6OjkhLSzNI3wBgYmKC5s2bAwB8fX1x5coVLF26VCvZSU1NhZWVFRMdIiKqVby2YGBWVlZo1qxZuXXNmjWDlZWVQcb18/NDdHS0QfouT+kMzqMuXboEPz+/GouBiIioPEx2DEwul2Pw4MFlEp7Su7EMNesRFBSEy5cvl5nduXHjBiIjI5GYmIjc3FxERkYiMjISBQUFVe576dKlOHToEG7duoUrV67gk08+wXfffYdXX31Vq114eDj69u2rl+MhIiLSFS9j1QCFQoERI0YgOzsbeXl5sLCwMPjlHW9vb7Rv3x47duzAlClTNOWvv/46/vjjD83r0pmXmJgYzeaDEokEmzZtwoQJE8rtOzs7G2+88Qbu3LkDuVyO1q1b4/vvv9fauychIQEnTpzA999/r/+DIyIiqgaJEELUdhC1LSMjAwqFAiqVCra2tlp1eXl5iImJgaenp0EX/BrCnj17MGvWLFy6dKnKd0PFxMSgZcuWiI6ORosWLXQee/bs2UhLS8OGDRt07qM+qM+fDyKi+q6y7+9HcWbHiA0cOBDXr19HQkIC3N3dq/SevXv3Ijg4+IkSHQBwcnJCSEjIE/VBRESkD5zZgfHO7JDh8fNBRFR7qjqzwwXKREREZNSY7BAREZFRY7JDRERERo3JDhERERk1JjtERERk1JjsEBERkVFjskNERERGjcmOEUtJSYGTkxNiY2NrdNyCggJ4eHjgzJkzNTouERFReZjsGLElS5ZgyJAhmmdeRUVFYfTo0XB3d4dcLkebNm2watWqave7bt06tGvXDra2trC1tUVAQAD27dunqZdKpXjnnXcwe/ZsfR0KERGRzvi4iBpSWKhCQcEDFBVlwszMFlKpA8zNFQYbLycnBxs3bsSBAwc0ZWfPnoWTkxO+//57uLu748SJEwgODoapqSmmTZtW5b4bNWqEZcuWoUWLFhBC4JtvvsGQIUNw/vx5tG3bFgAwZswYvP3227h8+bKmjIiIqDbwcREw/OMi8vLu4crfoUhNDdeUKZXd0ab1UlhYuD5R7BXZtWsX3njjDSQnJ1faburUqbhy5QqOHDnyROMplUqsWLECkyZN0pQ999xz6Nq1KxYvXvxEfddlfFwEEVHt4eMi6ojCQlWZRAcAUlPDceXvUBQWqgwybnh4OPz9/R/bTqVSQalU6jxOcXExtm3bhuzsbAQEBGjVdezYEeHh4RW8k4iIqGbwMpaBFRQ8KJPolEpNDUdBwQODXM6Ki4uDm5tbpW1OnDiB7du3Y8+ePdXu/+LFiwgICEBeXh6sra2xe/dueHl5abVxc3NDXFxctft+GtzPykdWXiGEACzMTeFmJ6/tkIiIjBaTHQMrKsp8onpd5ebmVnpZ5dKlSxgyZAgWLlyIvn37Vrv/Vq1aITIyEiqVCrt27cL48ePxxx9/aCU8crkcOTk5OsVvzG7dz8LqIzew98I9FKrV6NbMEbP7t4a7UgaFnJfCiIj0jZexDMzMzOaJ6nXl6OiItLS0cuuio6PRp08fBAcHY968eTr1L5VK0bx5c/j7+2Pp0qXw8fEpc2dXamoqGjRooFP/xirmQRZe/eoUfj6fgIJiNYQAwm88wIj1J5CoKqjt8IiIjBKTHQOTSh2hVHYvt06p7A6p1NEg4/r5+SE6OrpM+eXLl9G7d2+MHz8eS5Ys0dt4arUa+fn5WmWXLl2Cn5+f3sYwBseuPcBdVV6Z8rxCNT4Pu4kHGfnlvIuIiJ4Ekx0DMzdXoE3rpWUSntK7sQx1+3lQUBAuX76sNbtz6dIl9O7dG3379kVISAgSExORmJiI+/fvV6vv0NBQHDt2DLGxsbh48SJCQ0MRFhaGMWPGaLULDw/X6RKZsUrPycfRvyu+O+7EjRRk5BfWYERERE8HrtmpARYWrnim7apH9tmxgVTqaNB9dry9vdG+fXvs2LEDU6ZMAVByO/r9+/fx/fff4/vvv9e0bdKkiWaX5djYWHh6euLo0aPo1atXuX0nJydj3LhxuHfvHhQKBdq1a4cDBw7g+eef17SJiIiASqXCiBEjDHaM9Y3UzBR2luYV1tvKzWEikdRgRERETwfuswPD77NTW/bs2YNZs2bh0qVLMDGp2iTe0aNHMWzYMNy6dQv29vY6jz1q1Cj4+Phg7ty5OvdRH1T38/FXTApGfnGy3LpFg7wwoaunvkMkIjJa3GeHMHDgQAQHByMhIaHK79m7dy/mzp37RIlOQUEBvL29MXPmTJ37MFauCjkmd29aprxHC0f0aeNcCxERERk/zuzAeGd2yPB0+XzcTs2GKrcI+y7dQ15BMfq2dYGrwgKNHawMHC0RkXGp6swO1+wQ1TB3pRXcATzT0HBrtoiI6CFexiIiIiKjxmSHiIiIjBqTnSri0iYqDz8XRER1H5OdxzA3L9kXhc94ovKUfi5KPydERFT3cIHyY5iamsLOzg7JySU731paWkLCjd+eekII5OTkIDk5GXZ2djA1Na3tkIiIqAJMdqrAxcUFADQJD1EpOzs7zeeDiIjqpnqV7CxbtgyhoaF46623sHLlSgAl+5y8/fbb2LZtG/Lz8xEUFITPP/8czs7626BNIpHA1dUVTk5OKCzks4uohLm5OWd0iIjqgXqT7Jw+fRpffPEF2rVrp1U+c+ZM7NmzBzt37oRCocC0adMwbNgwHD9+XO8xmJqa8suNiIionqkXC5SzsrIwZswYfPnll1qPMVCpVNi4cSP++9//4rnnnoO/vz82bdqEEydO4OTJ8p8/RERERE+XepHsTJ06FQMHDkRgYKBW+dmzZ1FYWKhV3rp1azRu3BgREREV9pefn4+MjAytHyIiIjJOdf4y1rZt23Du3DmcPn26TF1iYiKkUins7Oy0yp2dnZGYmFhhn0uXLsV7772n71CJiIioDqrTyc7t27fx1ltv4dChQ3p9CGdoaChCQkI0r1UqFRo3bswZHiIionqk9Hv7cRu81ulk5+zZs0hOTkb79u01ZcXFxTh27Bg+++wzHDhwAAUFBUhPT9ea3UlKSqr0dmCZTAaZTKZ5XXqy3N3d9X8QREREZFCZmZlQKCp+uHKdTnb69OmDixcvapVNnDgRrVu3xuzZs+Hu7g5zc3McPnwYw4cPBwBcvXoV8fHxCAgIqPI4bm5uuH37NmxsbOr8hoEZGRlwd3fH7du3K32c/dOA5+IhnouHeC4e4rl4iOfiIWM6F0IIZGZmws3NrdJ2dTrZsbGxwTPPPKNVZmVlBQcHB035pEmTEBISAqVSCVtbW7z55psICAhA586dqzyOiYkJGjVqpNfYDc3W1rbef0j1hefiIZ6Lh3guHuK5eIjn4iFjOReVzeiUqtPJTlV8+umnMDExwfDhw7U2FSQiIiIC6mGyExYWpvXawsICa9euxdq1a2snICIiIqrT6sU+O/SQTCbDwoULtRZYP614Lh7iuXiI5+IhnouHeC4eehrPhUQ87n4tIiIionqMMztERERk1JjsEBERkVFjskNERERGjckOERERGTUmO3q2du1aeHh4wMLCAp06dcJff/1VafudO3eidevWsLCwgLe3N/bu3atVL4TAggUL4OrqCrlcjsDAQFy/fl2rTWpqKsaMGQNbW1vY2dlh0qRJyMrK0tTHxsZCIpGU+Tl58mS1YjGGc7Fo0aJyz4WVlZWmzebNm8vUP+mz2WrjXCxZsgRdunSBpaVlmYflloqPj8fAgQNhaWkJJycnzJo1C0VFRVptwsLC0L59e8hkMjRv3hybN2+u9vE/qi6ei6ioKIwePRru7u6Qy+Vo06YNVq1apdUmLCys3M9OZQ8dfpy6eC4AlHuc27Zt02rzNHwuyvtdUPqTnJysOQ/1/XMRGxuLSZMmwdPTE3K5HM2aNcPChQtRUFCg1c+FCxfQvXt3WFhYwN3dHcuXL692LLVGkN5s27ZNSKVS8fXXX4vLly+LyZMnCzs7O5GUlFRu++PHjwtTU1OxfPlyER0dLebNmyfMzc3FxYsXNW2WLVsmFAqF+Pnnn0VUVJQYPHiw8PT0FLm5uZo2/fr1Ez4+PuLkyZMiPDxcNG/eXIwePVpTHxMTIwCI33//Xdy7d0/zU1BQUK1YjOFcZGZmap2De/fuCS8vLzF+/HhNm02bNglbW1utNomJiTqdh9o8FwsWLBD//e9/RUhIiFAoFGXGKSoqEs8884wIDAwU58+fF3v37hWOjo4iNDRU0+bWrVvC0tJShISEiOjoaLFmzRphamoq9u/fb1TnYuPGjWL69OkiLCxM3Lx5U3z33XdCLpeLNWvWaNocPXpUABBXr17V+mwUFxcb1bkQQggAYtOmTVrH+WgfT8vnIicnp8zvi6CgINGzZ09NG2P4XOzbt09MmDBBHDhwQNy8eVP88ssvwsnJSbz99tuaPlQqlXB2dhZjxowRly5dEj/88IOQy+Xiiy++qFYstYXJjh517NhRTJ06VfO6uLhYuLm5iaVLl5bbfuTIkWLgwIFaZZ06dRJTpkwRQgihVquFi4uLWLFihaY+PT1dyGQy8cMPPwghhIiOjhYAxOnTpzVt9u3bJyQSiUhISBBCPEx2zp8/X2Hsj4uluurqufinyMhIAUAcO3ZMU7Zp06YKvwR0URvn4lEVHc/evXuFiYmJViK3bt06YWtrK/Lz84UQQrz77ruibdu2Wu8bNWqUCAoKesxRl6+unovyvPHGG6J3796a16VfamlpaVV6/+PU5XMBQOzevbvC2J/Wz0VycrIwNzcX3377rabM2D4XpZYvXy48PT01rz///HNhb2+v+d0ghBCzZ88WrVq1qnIstYmXsfSkoKAAZ8+eRWBgoKbMxMQEgYGBiIiIKPc9ERERWu0BICgoSNM+JiYGiYmJWm0UCgU6deqkaRMREQE7Ozt06NBB0yYwMBAmJiY4deqUVt+DBw+Gk5MTunXrhl9//bVasVRHfTgXpb766iu0bNkS3bt31yrPyspCkyZN4O7ujiFDhuDy5cvVOAMP1da5qIqIiAh4e3vD2dlZa5yMjAzN8RrD50JXKpUKSqWyTLmvry9cXV3x/PPP4/jx4zr1XR/OxdSpU+Ho6IiOHTvi66+/hnhkS7an9XPx7bffwtLSEiNGjChTZ2yfi39+/iMiItCjRw9IpVKtca5evYq0tLQqxVKbmOzoyYMHD1BcXKz1xQEAzs7OFV67TUxMrLR96T8f18bJyUmr3szMDEqlUtPG2toan3zyCXbu3Ik9e/agW7duGDp0qFbC87hYqqMun4tH5eXlYcuWLZg0aZJWeatWrfD111/jl19+wffffw+1Wo0uXbrgzp07jzv0MmrrXFRFReM8OkZFbTIyMpCbm1vlsYC6fS7+6cSJE9i+fTuCg4M1Za6urli/fj1+/PFH/Pjjj3B3d0evXr1w7ty5avdf18/F+++/jx07duDQoUMYPnw43njjDaxZs+axsRj752Ljxo145ZVXIJfLNWXG+Lm4ceMG1qxZgylTpjx2nEfH0Of3iL7Vu2djUfU5OjoiJCRE8/rZZ5/F3bt3sWLFCgwePLgWI6tdu3fvRmZmJsaPH69VHhAQgICAAM3rLl26oE2bNvjiiy+wePHimg6TatilS5cwZMgQLFy4EH379tWUt2rVCq1atdK87tKlC27evIlPP/0U3333XW2EajDz58/X/Lufnx+ys7OxYsUKTJ8+vRajql0RERG4cuVKmf/Wxva5SEhIQL9+/fDSSy9h8uTJtR2O3nBmR08cHR1hamqKpKQkrfKkpCS4uLiU+x4XF5dK25f+83FtSu8KKFVUVITU1NQKxwWATp064caNG1WOpTrqy7n46quv8MILL5T5S+SfzM3N4efnp3W+qqq2zkVVVDTOo2NU1MbW1lbrr9uqqMvnolR0dDT69OmD4OBgzJs377HtO3bsaHSfi/J06tQJd+7cQX5+fqWxGOvnAij5feHr6wt/f//Htq2vn4u7d++id+/e6NKlCzZs2FClcR4dQ5/fI/rGZEdPpFIp/P39cfjwYU2ZWq3G4cOHtWYJHhUQEKDVHgAOHTqkae/p6QkXFxetNhkZGTh16pSmTUBAANLT03H27FlNmyNHjkCtVqNTp04VxhsZGQlXV9cqx1Id9eFcxMTE4OjRo2UuYZWnuLgYFy9e1DpfVVVb56IqAgICcPHiRa0E8dChQ7C1tYWXl1eVYqmOunwuAODy5cvo3bs3xo8fjyVLllTpPf/8/6iq6vq5+KfIyEjY29trHhz5NH0ugJI1fDt27KjS7wugfn4uEhIS0KtXL/j7+2PTpk0wMdFODwICAnDs2DEUFhZqjdOqVSvY29tXKZZaVdsrpI3Jtm3bhEwmE5s3bxbR0dEiODhY2NnZae52GTt2rJgzZ46m/fHjx4WZmZn4+OOPxZUrV8TChQvLvWXQzs5O/PLLL+LChQtiyJAh5d5u7efnJ06dOiX+/PNP0aJFC63brTdv3iy2bt0qrly5Iq5cuSKWLFkiTExMxNdff12tWIzhXJSaN2+ecHNzE0VFRWXq3nvvPc0tmGfPnhUvv/yysLCwEJcvX65X5yIuLk6cP39evPfee8La2lqcP39enD9/XmRmZgohHt563rdvXxEZGSn2798vGjRoUO6t57NmzRJXrlwRa9eufeJbjOviubh48aJo0KCBePXVV7VuH05OTtb08emnn4qff/5ZXL9+XVy8eFG89dZbwsTERPz+++9GdS5+/fVX8eWXX4qLFy+K69evi88//1xYWlqKBQsWaPp4Wj4Xpb766ithYWFR7h1XxvC5uHPnjmjevLno06ePuHPnjtb/A6XS09OFs7OzGDt2rLh06ZLYtm2bsLS0LHPruT6/R/SJyY6erVmzRjRu3FhIpVLRsWNHcfLkSU1dz549tfZzEUKIHTt2iJYtWwqpVCratm0r9uzZo1WvVqvF/PnzhbOzs5DJZKJPnz7i6tWrWm1SUlLE6NGjhbW1tbC1tRUTJ07U+p918+bNok2bNsLS0lLY2tqKjh07ip07d5aJ/XGxGMO5EKLkVs5GjRqJuXPnlhv3jBkzNHE7OzuLAQMGiHPnzj3BmaidczF+/HgBoMzP0aNHNW1iY2NF//79hVwuF46OjuLtt98WhYWFWv0cPXpU+Pr6CqlUKpo2bSo2bdpkdOdi4cKF5dY3adJE08dHH30kmjVrJiwsLIRSqRS9evUSR44cMbpzsW/fPuHr6yusra2FlZWV8PHxEevXry+zb8zT8LkoFRAQIF555ZVy4zaGz8WmTZvKPQ//nA+JiooS3bp1EzKZTDRs2FAsW7asTOz6/h7RF4kQj9xPSERERGRkuGaHiIiIjBqTHSIiIjJqTHaIiIjIqDHZISIiIqPGZIeIiIiMGpMdIiIiMmpMdoiIiMioMdkhohohkUjw888/13YYRPQUYrJDRERERo3JDhFRBQoKCmo7BI26FAtRfcNkh+gpsX//fnTr1g12dnZwcHDACy+8gJs3bwIAunTpgtmzZ2u1v3//PszNzXHs2DEAwL179zBw4EDI5XJ4enpi69at8PDwwMqVK3WK5+LFi3juuecgl8vh4OCA4OBgZGVlaerDwsLQsWNHWFlZwc7ODl27dkVcXBwAICoqCr1794aNjQ1sbW3h7++PM2fOVGnc48ePo1evXrC0tIS9vT2CgoKQlpYGAOjVqxemTZuGGTNmwNHREUFBQQCAP/74Ax07doRMJoOrqyvmzJmDoqIiTZ+7du2Ct7e35lgCAwORnZ392OOozKJFi+Dr64uvvvoKnp6esLCwAACkp6fj9ddfR4MGDWBra4vnnnsOUVFRmvc9ybkhMlZMdoieEtnZ2QgJCcGZM2dw+PBhmJiY4MUXX4RarcaYMWOwbds2PPqovO3bt8PNzQ3du3cHAIwbNw53795FWFgYfvzxR2zYsAHJyck6xxIUFAR7e3ucPn0aO3fuxO+//45p06YBAIqKijB06FD07NkTFy5cQEREBIKDgyGRSAAAY8aMQaNGjXD69GmcPXsWc+bMgbm5+WPHjYyMRJ8+feDl5YWIiAj8+eefGDRoEIqLizVtvvnmG0ilUhw/fhzr169HQkICBgwYgGeffRZRUVFYt24dNm7ciA8++ABASRI4evRovPbaa7hy5QrCwsIwbNgwCCEeexyPc+PGDfz444/46aefEBkZCQB46aWXkJycjH379uHs2bNo3749+vTpg9TU1Cc6N0RGrXafQ0pEteX+/fsCgLh48aJITk4WZmZm4tixY5r6gIAAMXv2bCGEEFeuXBEAxOnTpzX1169fFwDEp59+WqXxAIjdu3cLIYTYsGGDsLe3F1lZWZr6PXv2CBMTE5GYmChSUlIEABEWFlZuXzY2NmLz5s3VPGIhRo8eLbp27Vphfc+ePYWfn59W2dy5c0WrVq2EWq3WlK1du1ZYW1uL4uJicfbsWQFAxMbGlunvccdRmYULFwpzc3ORnJysKQsPDxe2trYiLy9Pq22zZs3EF198IYTQ/dwQGTPO7BA9Ja5fv47Ro0ejadOmsLW1hYeHBwAgPj4eDRo0QN++fbFlyxYAQExMDCIiIjBmzBgAwNWrV2FmZob27dtr+mvevDns7e11iuXKlSvw8fGBlZWVpqxr165Qq9W4evUqlEolJkyYgKCgIAwaNAirVq3CvXv3NG1DQkLw+uuvIzAwEMuWLdNcjnuc0pmdyvj7+5eJNSAgQGs2pmvXrsjKysKdO3fg4+ODPn36wNvbGy+99BK+/PJLzWWxxx3H4zRp0gQNGjTQvI6KikJWVhYcHBxgbW2t+YmJidGcA13PDZExY7JD9JQYNGgQUlNT8eWXX+LUqVM4deoUgIcLX8eMGYNdu3ahsLAQW7duhbe3N7y9vWst3k2bNiEiIgJdunTB9u3b0bJlS5w8eRJAyXqWy5cvY+DAgThy5Ai8vLywe/fux/Ypl8sf2+bRBKwqTE1NcejQIezbtw9eXl5Ys2YNWrVqhZiYmMceR3VjycrKgqurKyIjI7V+rl69ilmzZgHQ/dwQGTMmO0RPgZSUFFy9ehXz5s1Dnz590KZNG83sQ6khQ4YgLy8P+/fvx9atWzWzOgDQqlUrFBUV4fz585qyGzdulOmjqtq0aYOoqCjNIl6gZOGwiYkJWrVqpSnz8/NDaGgoTpw4gWeeeQZbt27V1LVs2RIzZ87EwYMHMWzYMGzatOmx47Zr1w6HDx+udqwRERFa65mOHz8OGxsbNGrUCEDJHkJdu3bFe++9h/Pnz0MqlWolGJUdR3W0b98eiYmJMDMzQ/PmzbV+HB0dNe10OTdExozJDtFTwN7eHg4ODtiwYQNu3LiBI0eOICQkRKuNlZUVhg4divnz5+PKlSsYPXq0pq5169YIDAxEcHAw/vrrL5w/fx7BwcGQy+VVXmz7qDFjxsDCwgLjx4/HpUuXcPToUbz55psYO3YsnJ2dERMTg9DQUERERCAuLg4HDx7E9evX0aZNG+Tm5mLatGkICwtDXFwcjh8/jtOnT6NNmzaPHTc0NBSnT5/GG2+8gQsXLuDvv//GunXr8ODBgwrf88Ybb+D27dt488038ffff+OXX37BwoULERISAhMTE5w6dQoffvghzpw5g/j4ePz000+4f/8+2rRpU+lx6CIwMBABAQEYOnQoDh48iNjYWJw4cQL/+c9/cObMmSc6N0RGrbYXDRFRzTh06JBo06aNkMlkol27diIsLExr0bAQQuzdu1cAED169Cjz/rt374r+/fsLmUwmmjRpIrZu3SqcnJzE+vXrqzT+P8e6cOGC6N27t7CwsBBKpVJMnjxZZGZmCiGESExMFEOHDhWurq5CKpWKJk2aiAULFoji4mKRn58vXn75ZeHu7i6kUqlwc3MT06ZNE7m5uVWKIywsTHTp0kXIZDJhZ2cngoKCRFpamhCiZIHyW2+9Ve57nn32WSGVSoWLi4uYPXu2KCwsFEIIER0dLYKCgkSDBg2ETCYTLVu2FGvWrHnscTzOwoULhY+PT5nyjIwM8eabbwo3Nzdhbm4u3N3dxZgxY0R8fPwTnxsiYyUR4pG5WSKiKrpz5w7c3d3x+++/P3bRLxFRbWKyQ0RVcuTIEWRlZcHb2xv37t3Du+++i4SEBFy7do37uBBRncY1O0RUJYWFhZg7dy7atm2LF198EQ0aNEBYWBjMzc2xZcsWrVuhH/1p27ZtjcXYv3//CuP48MMPayyOqmjbtm2FsZZuAUBE+sGZHSJ6YpmZmUhKSiq3ztzcHE2aNKmROBISEpCbm1tunVKphFKprJE4qiIuLg6FhYXl1jk7O8PGxqaGIyIyXkx2iIiIyKjxMhYREREZNSY7REREZNSY7BAREZFRY7JDRERERo3JDhERERk1JjtERERk1JjsEBERkVFjskNERERG7f8AQSa7eB/6xy4AAAAASUVORK5CYII=",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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EzlKMmrcIPu06QCAS2TA6xxMYGIhPPvkEHA4H4eHhSE1NxSeffIJp06ZhypQphnbt2rXDZ599ht69e6OyshLSeq440Gq1+PLLLxEZGWmtIZBWriSvEnvXphqe63UMGWcLUXyrEo/N6N6ikxWeuxtc4+Ig/+WX2pVcLqQDH7J6THTqh7Rq6molUg7uNUpSAKC6qhK/rFyKytJiG0XmuPr162e0xiQmJgYZGRnQ6XRITk7GE088gaCgILi4uGDQoEEA0ODpHIFAgO7du1s8bkIAQF6kxMlfMuusKytQoqxAaeWIzMvJ3R1e/5oOYViYcQWHgzb/WQa4WX8hO82okFatqrQMl/7YX2edVl2NO9euwMM/wMpRtU7V1dWIjY1FbGwsNm/eDG9vb+Tm5iI2NhYajabe14nFYtoMjViNroah9E5VvfV518oQ2t3LihGZnyAoCAFffA71jUxUnTwBnpc3XIYNBcfNDUJvb6vHQ4kKadX0uhpoVPX/BVR+t8CK0bQOp08bz16dOnUKYWFhuHr1KkpKSrBy5UoEBgYCAM6dO2eLEAmpF4cL8EU8aKvrvpWBs5vQyhFZhiAoCIKgILgMHWLrUOjUD2ndeE5OcPGs/y8Evw4drRhN65Cbm4u5c+fi2rVr+Omnn7BmzRq8/vrrCAoKgkAgwJo1a3Dz5k38/vvvWLZsma3DJcSIxFWALgP866zjcDkI7uph5YiMaW7fhubWLdTU1Ng0DnOiRIW0au5t2iJm7Lg662Q+vvBsG2jliBzfxIkToVKp0KdPH8ycOROvv/464uPj4e3tjY0bN2LHjh3o0qULVq5ciQ8//NDW4RJiRCjmo/uQALRpb7xWg8vjYMTUrhBKbXNna01uLko3bULe7DnImz0b8u+/hzonxyaxmBuHsTp2dWkhFAoFZDIZ5HI5XF1dbR0OaaHkhXeRee4Uknb+hOqqSgBAYNfuGD51BjzaWm99SnV1NbKyshAaGgqRg15pNHjwYPTo0QOrV6+2dSgtTmv4fLQk8mIlqso1uHO9DGIXIfzDZBBJnSCWWv/UjyY3F7dfnw31lStG5YJ27RC4bi0EQUFWj+lBmvL9TWtUSKsn8/FFxLBHEdIjGmqlEk4CAQRiCWTetB8HIaRuMi8JZF4S+Hdws3UoqEpKqpWkAIDm5k1UHDwE2eRJcHJquV/3LTdyQsyILxTS1T2EkBZHU1AA+e//rbdevns3pLEj4BTYck9jU6JCCLGahIQEW4dAiIN5wKX5DnDpPi2mJYQQQloogZ8vZGNG11sve/JJ8Nq0sV5AFkCJCiGEENKCSfr0gahbt1rlwo5hcBk2tEWvTwHo1A8hhBDSogmDguD/8UdQnjoN+a5dAGNwffxxOD800C6v+GkqSlQIIYS0eIpiFXQ6PUTOfIilAluHY3XCoCAIg4IgHTgQjOkhaNvW1iGZDSUqhPyPvOgudDU14ACQeniBL3SMrbAJcWTyIiUKshRIPXwbqkot2nZ0Q+TwQLh4iCAQtb6vOL5/y16PUpfW9y4S8g+V5WUoL7iD41u+R971KxA5S9F9+KPoPiwWMh8/W4dHCKmHvFiJ079nIePsXUOZoliFjHN3MebfPeETTBuBOgKbLqbV6XR4++23ERoaCrFYjPbt22PZsmVowZvlkhaoNO8Wti9diLxr6QBjqK6swJlfd2Df55/QTQmboKSkBD4+PsjOzrZ1KA80efJkjB492qLH2L9/P3r06AG9Xm/R47Rm1ZU1RknKfTUaPU7svAFFqcoGURFzs2mi8v7772Pt2rX4/PPPceXKFbz//vv44IMPsGbNGluGRVqR8rsFOPrjejBW+8sk79plVJQU2SCqlmn58uUYNWoUQkJCAADZ2dngtJA9HCZPnoylS5c26TWlpaUYP348XF1d4ebmhqlTp6KystJQ/+ijj4LP52Pz5s1mjpbcl5NWUm/dnYxy1KgpSXQENk1UTp48iVGjRiEuLg4hISEYO3YsRowYgTNnztgyLNKK6LQaFGZl1lufc+m8FaMxH7lSg8zCSlzILUNmUSXkSo1Fj6dUKrF+/XpMnTrVosexJ+PHj8fly5dx6NAh7N69G8eOHUN8fLxRm8mTJ+Ozzz6zUYSOj8urPxFuITkyaQSbJir9+/fHn3/+ievXrwMALl68iOPHj2PkyJF1tler1VAoFEYPQpqDw+WC18AeAyJnFytGYx53ylWY9dMFDPv4KMZ8eRLDPjqKV3+6gDvllpsG37t3L4RCIfr169dgu+PHj+Ohhx6CWCxGYGAgXnvtNVRVVRnqCwsL8cQTT0AsFiM0NBSbN29GSEiI4SaG92dpUlJSDK8pLy8Hh8Mx7Hqr0+kwdepUwynl8PBwfPrpp2Yd75UrV7B//358++236Nu3LwYOHIg1a9Zg69atuHPnjqHdE088gXPnziEzs/5kmJgupJtnvXVBXT0hEPOsGA2xFJsmKm+++Saef/55dOrUCXw+H1FRUZg9ezbGjx9fZ/sVK1ZAJpMZHoEt+N4FxD6IpFKE93+47koOByE9oq0bUDPJlRos+PkSEjOKjcqPZRTjzZ8vWWxmJTExEdHRDf+sMjMz8eijj+Lpp5/GpUuXsG3bNhw/fhyzZs0ytJk8eTJu3bqFI0eOYOfOnfjyyy9RWFjYpFj0ej0CAgKwY8cOpKenY/HixXjrrbewfft2k8ZWl6SkJLi5uaFXr16GsuHDh4PL5eL06dOGsqCgIPj6+iIxMdFsxyZ/EUh46DG89veAyJmPmKfaQ+pGd5l2BDa96mf79u3YvHkztmzZgq5duyIlJQWzZ8+Gv78/Jk2aVKv9woULMXfuXMNzhUJByQppFomrG/o99TzyM66hLD/PqG741FcgdHa2UWSmKa7U1EpS7juWUYziSg1kEvPvMZGTkwN/f3+jspCQEKOF8StWrMD48eMxe/ZsAEBYWBg+++wzDBo0CGvXrkVubi727duHM2fOoHfv3gCA9evXo3Pnzk2Khc/n45133jE8Dw0NRVJSErZv345nn322ztds3LixSccoKCiAj4/x3bWdnJzg4eGBggLjBdj+/v7IyclpUv+kcVw9JYgYHIDgbp5ITciDqlKLwM7u6NDLB+6+LevfLqmfTROV+fPnG2ZVACAiIgI5OTlYsWJFnYmKUCiEkPa2IGbm3sYfY95cgqLsLGRdTIZE5obwmIcglrrAxcPL1uE1iaJa22B9xQPqTaVSqSASNfzX68WLF3Hp0iWjxaWMMej1emRlZeH69etwcnIympnp1KkT3NzcmhzPF198ge+++w65ublQqVTQaDTo0aNHk/sxB7FYDKVSaZNjtwauXmK4eonhFeiCGo0OImcnOAlo5w1HYtN3U6lUgss1PvvE4/Hocj5ide5+/nD380fHfgNsHUqzuIr4Dda7PKDeVF5eXigrK2uwTWVlJaZPn47XXnutVl1QUJBhrVpD7v+++PtMjVZrnHxt3boV8+bNw0cffYSYmBi4uLhg1apVRqdkmsvPz6/WKamamhqUlpbCz894753S0lJ4e3ub7dikbiJnPuBsmc83sS2bJipPPPEEli9fjqCgIHTt2hUXLlzAxx9/jClTptgyLEJaLC+pAA+HeeFYHad/Hg7zgpeFthaPiorCpk2bGmzTs2dPpKeno0OHDnXWd+rUCTU1NUhOTjac+rl27RrKy8sNbe5/4efn5yMqKgoAjBbWAsCJEyfQv39/zJgxw1Bm7sWsMTExKC8vR3JysmEG6PDhw9Dr9ejbt6+hXXV1NTIzMw2xEkKazqaLadesWYOxY8dixowZ6Ny5M+bNm4fp06dj2bJltgyLkBZLJhFg5dPd8XCY8Smrh8O88P7T3S2yPgUAYmNjcfny5QZnVRYsWICTJ09i1qxZSElJQUZGBn777TfDYtrw8HA8+uijmD59Ok6fPo3k5GS8/PLLEIvFhj7EYjH69euHlStX4sqVKzh69CgWLVpkdJywsDCcO3cOBw4cwPXr1/H222/j7NmzZh1v586d8eijj2LatGk4c+YMTpw4gVmzZuH55583Wqtz6tQpCIVCxMTEmPX4hLQqrAWTy+UMAJPL5bYOhZBmU6lULD09nalUqmb3VV6lZjfuVrALOaXsxt0KVl6lNkOEDevTpw9bt25dg23OnDnDHnnkESaVSpmzszPr3r07W758uaE+Pz+fxcXFMaFQyIKCgtgPP/zAgoOD2SeffGJok56ezmJiYphYLGY9evRgBw8eZADYkSNHGGOMVVdXs8mTJzOZTMbc3NzYK6+8wt58800WGRlp6GPSpEls1KhR9ca5ZMkSFhwc3OBYSkpK2Lhx45hUKmWurq7spZdeYhUVFUZt4uPj2fTp0xvsp7HM+fkgxNaa8v3NYazl7levUCggk8kgl8vh6kr3dCAtW3V1NbKyshAaGvrAhan2aM+ePZg/fz7S0tJqrT1rjpCQEMyePdtwtZA1TJo0CRwOp8lXA/1dcXExwsPDce7cOYSGhjY7ppb++SDk75ry/U1LowkhZhEXF4eMjAzk5eW16G0DGGNISEjA8ePHm9VPdnY2vvzyS7MkKYS0ZpSoEELMxpqzHpbC4XDMsu9Jr169jDaEI4SYhhIVQohdawl3YyaEWI5Nr/ohhBBCCGkIJSqEEEIIsVuUqBBCCCHEblGiQgghhBC7RYkKIYQQQuwWJSqEEEIIsVuUqBBCzKKkpAQ+Pj7Nupx48ODBRnuxhISEYPXq1c2OrSFvvvkmXn31VYsegxBiOkpUCCFmsXz5cowaNQohISEA7u1/wuFwzHqMkJAQJCQkNOk1ly5dwkMPPQSRSITAwEB88MEHRvXz5s3D999/j5s3b5oxUkKIuVCiQogjUpUBxdeB2+eA4ox7zy1IqVRi/fr1mDp1qkWP01QKhQIjRoxAcHAwkpOTsWrVKixduhRff/21oY2XlxdiY2Oxdu1aG0ZKCKkPJSqEOBp5HrBjCvB5b+DbYcDnvYCdU++VW8jevXshFArRr1+/etuUlJRg3LhxaNu2LSQSCSIiIvDTTz9ZLCYA2Lx5MzQaDb777jt07doVzz//PF577TV8/PHHRu2eeOIJbN261aKxEEJMQ4kKIY5EVQb8Ngu4edi4PPNP4PdXLTazkpiYiOjo6AbbVFdXIzo6Gnv27EFaWhri4+MxYcIEnDlzxiIxAUBSUhIefvhhCAQCQ1lsbCyuXbuGsrK/fhZ9+vTB7du3abt+QuwQ3euHEEdSVVQ7Sbkv88979WJ3sx82JycH/v7+RmUhISFgjBmet23bFvPmzTM8f/XVV3HgwAFs374dffr0adRxmppIFBQU1Lp7sa+vr6HO3f3ez+J+7Dk5OYY1NoQQ+0CJCiGOpFrRvHoTqVQqiESiBtvodDq899572L59O/Ly8qDRaKBWqyGRSCwSU1OIxWIA99baEELsCyUqhDgSkWvz6k3k5eVldCqlLqtWrcKnn36K1atXIyIiAs7Ozpg9ezY0Go1FYgIAPz8/3L1716js/nM/Pz9DWWlpKQDA29vbYrEQQkxDa1QIcSTO3kD7YXXXtR92r94CoqKikJ6e3mCbEydOYNSoUXjxxRcRGRmJdu3a4fr16xaJ576YmBgcO3YMWq3WUHbo0CGEh4cbTvsAQFpaGvh8Prp27WrReAhpiOb2baizsqD5R3Ld2lGiQogjEbsDT66pnay0H3av3ALrU4B7C1QvX77c4KxKWFgYDh06hJMnT+LKlSuYPn16rdkOc3vhhRcgEAgwdepUXL58Gdu2bcOnn36KuXPnGrVLTEzEQw89ZDgFRIg1aW7fhnzPHuS99jpyxr+Igv9bBOWFFKiLimwdml2gUz+EOBpZW2Ds+nsLZ6sV9073OHtbLEkBgIiICPTs2RPbt2/H9OnT62yzaNEi3Lx5E7GxsZBIJIiPj8fo0aMhl8tNPu7gwYMREhKCjRs31lkvk8lw8OBBzJw5E9HR0fDy8sLixYsRHx9v1G7r1q1YunSpyXEQYipNfj5Kf/gBZT/8aCirOn4cVSdPIuCLzyEcMsSG0dkHSlQIcURid4smJnVZvHgx5s+fj2nTpoHLrT1Z6+HhgV9//bXBPv656+yDrvLJysrC5MmTG2zTvXt3JCYm1lu/b98+cLlcjB07tsF+CLEEfWUVyn7cVEeFHnf/sxyCdu0gDA62fmB2hBIVQohZxMXFISMjA3l5eQgMDLT48S5fvgyZTIaJEyc2q5+qqips2LABTk7065BYnzo9HfjbZfx/p83Lg76i0soR2R/6l0kIMZu/31DQ0rp27YpLly41ux+aSSG2xBEKG6534lkpEvtFi2kJIYQQGxGGdwTnbzsn/52oW1dwpVIrR2R/KFEhhBBCbIQrk8HvnaXAP+40znVxgd/SpRAEBNgmMDtCp34IIYQQG+F7eEAyYABCf96Jsu07oM3Lg7hnFFwffRS8tm1tHZ5doESFEEIIsSGBjw/g4wOf/3sLTKmEk0xm65DsCiUqhBBCiB3g8fkAJSm10BoVQgghhNgtSlQIIYQQYrcoUSGEmEVJSQl8fHweuJtsQwYPHmy0F0tISAhWr17dqNdyOJwH7nxrrzQaDUJCQnDu3Dlbh0KI3aFEhRAHJFfLkSXPwqWiS8iSZ0GuNv1+Oo21fPlyjBo1CiEhIQDubX/P+ccll44gISHBMMam+OKLLxASEgKRSIS+ffvizJkzhjqBQIB58+ZhwYIFZoyUEMdg00QlJCQEHA6n1mPmzJm2DIuQFq2gqgBvHHsDT/76JMbvHY8nf30SC44tQEFVgcWOqVQqsX79ekydOtVix2jJtm3bhrlz52LJkiU4f/48IiMjERsbi8LCQkOb8ePH4/jx47h8+bINIyXE/tg0UTl79izy8/MNj0OHDgEAnnnmGVuGRUiLJVfLseTkEpy8c9Ko/MSdE1h6cqnFZlb27t0LoVCIfv361dumpKQE48aNQ9u2bSGRSBAREYGffvrJIvEAwK1bt/Dss8/Czc0NHh4eGDVqlNFpqYSEBPTp0wfOzs5wc3PDgAEDkJOTAwC4ePEihgwZAhcXF7i6uiI6OrpZp2U+/vhjTJs2DS+99BK6dOmCdevWQSKR4LvvvjO0cXd3x4ABA7B161aTj0OII7JpouLt7Q0/Pz/DY/fu3Wjfvj0GDRpky7AIabFKq0trJSn3nbhzAqXVpRY5bmJiIqKjoxtsU11djejoaOzZswdpaWmIj4/HhAkTjE6BmItWq0VsbCxcXFyQmJiIEydOQCqV4tFHH4VGo0FNTQ1Gjx6NQYMG4dKlS0hKSkJ8fLzhVNX48eMREBCAs2fPIjk5GW+++Sb4fL5JsWg0GiQnJ2P48OGGMi6Xi+HDhyMpKcmobZ8+fRq80zMhrZHd7KOi0WiwadMmzJ07t97z2mq1Gmq12vBcoVBYKzxCWoQKTUWz6k2Vk5MDf39/o7KQkBCwv90Vtm3btpg3b57h+auvvooDBw5g+/bt6NOnj1nj2bZtG/R6Pb799lvD75MNGzbAzc0NCQkJ6NWrF+RyOR5//HG0b98eANC5c2fD63NzczF//nx06tQJABAWFmaoGzx4cJMWDBcXF0On08HX19eo3NfXF1evXjUq8/f3N8zqEELusZvFtL/++ivKy8sxefLketusWLECMpnM8LDGreQJaUlcBC7NqjeVSqWCSCRqsI1Op8OyZcsQEREBDw8PSKVSHDhwALm5uWaP5+LFi7hx4wZcXFwglUohlUrh4eGB6upqZGZmwsPDA5MnT0ZsbCyeeOIJfPrpp8jPzze8fu7cuXj55ZcxfPhwrFy5EpmZmWaPsS5isRhKpdIqxyKkpbCbRGX9+vUYOXJkrb/K/m7hwoWQy+WGx61bt6wYISH2z0PkgQH+A+qsG+A/AB4iD4sc18vLC2VlZQ22WbVqFT799FMsWLAAR44cQUpKCmJjY6HRaMweT2VlJaKjo5GSkmL0uH79Ol544QUA92ZYkpKS0L9/f2zbtg0dO3bEqVOnAABLly7F5cuXERcXh8OHD6NLly7YtWuXSbF4eXmBx+Ph7t27RuV3796Fn5+fUVlpaSm8vb1NOg4hjsouEpWcnBz88ccfePnllxtsJxQK4erqavQghPxFJpRhaf+ltZKVAf4DsLT/UsiEltmeOyoqCunp6Q22OXHiBEaNGoUXX3wRkZGRaNeuHa5fv26ReHr27ImMjAz4+PigQ4cORg/Z37Yoj4qKwsKFC3Hy5El069YNW7ZsMdR17NgRc+bMwcGDB/HUU09hw4YNJsUiEAgQHR2NP//801Cm1+vx559/IiYmxqhtWloaoqKiTDqONVUp1Ci/q0T5XSXUKq2twyEOzi7WqGzYsAE+Pj6Ii4uzdSiEtHh+zn54/+H3UVpdigpNBVwELvAQeVgsSQGA2NhYLFy4EGVlZXB3d6+zTVhYGHbu3ImTJ0/C3d0dH3/8Me7evYsuXbqYPZ7x48dj1apVGDVqFN59910EBAQgJycHv/zyC9544w1otVp8/fXXePLJJ+Hv749r164hIyMDEydOhEqlwvz58zF27FiEhobi9u3bOHv2LJ5++mmT45k7dy4mTZqEXr16oU+fPli9ejWqqqrw0ksvGbVLTEzEsmXLmjt8i6nR1EBeXI1ze7KQk1YKrhMHnfr6IWJIAGTeEluHRxyUzRMVvV6PDRs2YNKkSXBysnk4pIXTaKpRWVyM/IzrkBfmw699R7j7t4W7X/2nFB2RTCizaGLyTxEREejZsye2b9+O6dOn19lm0aJFuHnzJmJjYyGRSBAfH4/Ro0dDLjf/JdMSiQTHjh3DggUL8NRTT6GiogJt27bFsGHD4OrqCpVKhatXr+L7779HSUkJ2rRpg5kzZ2L69OmoqalBSUkJJk6ciLt378LLywtPPfUU3nnnnTqPlZ2djdDQUBw5cgSDBw+us81zzz2HoqIiLF68GAUFBejRowf2799vtMA2KSkJcrkcY8eONfvPw1wUxWr88kEyNNW6ewVq4OLh28i5XIq4md3h5kPJCjE/Dvv7snwbOHjwIGJjY3Ht2jV07NixSa9VKBSQyWSQy+V0GohAo1GhMDMTv6x8B9pqlaHczbcNxry5BB7+ATaM7sGqq6uRlZWF0NDQBy5MtUd79uzB/PnzkZaWBi7XLs4qW8WRI0fw1FNP4ebNm/XOJjXGc889h8jISLz11lt11tv686Gq1ODkzzdwNanujQOHTuyEzv1b1x8ExHRN+f62+W+TESNGgDHW5CSFkH+qKinFb6v+Y5SkAED53Xwc/m4dFCVFNoqsdYiLi0N8fDzy8vJsHYpV7d27F2+99VazkhSNRoOIiAjMmTPHjJGZV3WVFrmX69+HJ/NCEdRKWq9CzI/OtRCHUX63ANVVlXXW5aRdhEapBDytHFQr8/cbCprT5s2b6z2lFBwcbNNt51etWtXsPgQCARYtWmSGaCyHw+GAL+TVW88X8cB1crx7OxHbo0SFOAylorz+SsZQY4HLYIl1PPnkk+jbt2+ddabuGEuaRuohQOcBbXDq15t11ncd4A++gL5SiPnRp4o4DK/AkHrrRFIXCMRi6wVDzMrFxQUuLpbZrI40jpOTEzpE+yLrYjHuZhnvCt5lYBu4eNG/L2IZlKgQhyGSStEuqhduXqh987h+Tz0PF0/aSIuQ5pB5i/HIlC4ovVOFG8mFcBLw0KmfHyQyAWSUqBALoUSFOAyZty+GTnkF7vv/i9TDB6BRqeDi6YV+T49DUEQP8IVCW4dISIsn85ZA5i1BaCQl/sQ6KFEhDkXm44uYsS+g+/BHoa+pAdeJD1cfX9qjhxBCWij67U0cjlAigVBCG08RQogjsPk+KoQQQggh9aFEhRBiFiUlJfDx8UF2drbVj92vXz/8/PPPVj8uIcTyKFEhhJjF8uXLMWrUKISEhBjKcnNzERcXB4lEAh8fH8yfPx81NTVN6vfYsWN44okn4O/vDw6Hg19//bVWm0WLFuHNN9+EXq9v5igIIfaGEhVCHFCNXA71zZtQXbwI9c0s1Fjgxn9/p1QqsX79ekydOtVQptPpEBcXB41Gg5MnT+L777/Hxo0bsXjx4ib1XVVVhcjISHzxxRf1thk5ciQqKiqwb98+k8dACLFPtJiWEAejzS/AnUWLoDxxwlAmGTgQ/suWgd/GzyLH3Lt3L4RCIfr162coO3jwINLT0/HHH3/A19cXPXr0wLJly7BgwQIsXboUAoGgUX2PHDkSI0eObLANj8fDY489hq1btyIuLq5ZYyGE2BeaUSHEgdTI5bWSFABQHj+OO2+/bbGZlcTERERHRxuVJSUlISIiAr6+voay2NhYKBQKi9ybp0+fPkhMTDR7v4QQ26JEhRAHoispqZWk3Kc8fhy6khKLHDcnJwf+/v5GZQUFBUZJCgDD84KCArPH4O/vj1u3btE6FUIcDCUqhDgQfUXFA+rrvrt0c6lUKohEIov03VhisRh6vR5qtdqmcRBCzIsSFUIcCPcBN+7jukgtclwvLy+UlZUZlfn5+eHu3btGZfef+/mZf61MaWkpnJ2dIaabTxLiUChRIcSB8Dw9IRk4sM46ycCB4Hl6WuS4UVFRSE9PNyqLiYlBamoqCgsLDWWHDh2Cq6srunTpYvYY0tLSEBUVZfZ+CSG2RYkKIQ7ESSaD/7JltZIVycCB8P/PMjjJZBY5bmxsLC5fvmw0qzJixAh06dIFEyZMwMWLF3HgwAEsWrQIM2fOhLAJN4isrKxESkoKUlJSAABZWVlISUlBbm6uUbvExESMGDHCLOMhhNgPDmOM2ToIUykUCshkMsjlcri6uto6HEKapbq6GllZWQgNDW32eo8auRy6khLoKyrBdZGC5+lpsSTlvr59+2LKlCmYPn26oSwnJwevvPIKEhIS4OzsjEmTJmHlypWGm0RmZ2cjNDQUR44cweDBg+vsNyEhAUOGDKlVPmnSJGzcuBEAkJeXh9DQUNy8eRMBAQFmH5s9MOfngxBba8r3N+2jQogDcpLJLJ6Y/NPixYsxf/58TJs2DVzuvcna4OBg7N27t97XZGVlwc3NDZGRkfW2GTx4MB7099Rnn32GyZMnO2ySQkhrRokKIcQs4uLikJGRgby8PAQGBjbqNXv37sVbb70Fd3f3Zh3bx8cHc+fObVYfhBD7RKd+CLETNLVPGkKfD+JImvL9TYtpCSGEEGK3KFEhhBBCiN2iRIUQQgghdosSFUIIIYTYLUpUCCGEEGK3KFEhhBBCiN2iRIUQQgghdosSFUKIWZSUlMDHxwfZ2dlWPa5Go0FISAjOnTtn1eMSQqyDEhVCHFB1lRZlBVW4myVHWUEVqqu0Fj/m8uXLMWrUKISEhBjKcnNzERcXB4lEAh8fH8yfPx81NTVN6nfFihXo3bs3XFxc4OPjg9GjR+PatWuGeoFAgHnz5mHBggXmGgohxI7QFvqEOJjK0moc/vEqbl0pNZQFdvbA0AmdIPWwzI6mSqUS69evx4EDBwxlOp0OcXFx8PPzw8mTJ5Gfn4+JEyeCz+fjvffea3TfR48excyZM9G7d2/U1NTgrbfewogRI5Ceng5nZ2cAwPjx4/Hvf/8bly9fRteuXc0+PkKI7dCMCiEOpLpKWytJAYBbV0px+MerFptZ2bt3L4RCIfr162coO3jwINLT07Fp0yb06NEDI0eOxLJly/DFF19Ao9E0uu/9+/dj8uTJ6Nq1KyIjI7Fx40bk5uYiOTnZ0Mbd3R0DBgzA1q1bzTouQojt2TxRycvLw4svvghPT0+IxWJERETQuWZCTKSq0NRKUu67daUUqorGJwhNkZiYiOjoaKOypKQkREREwNfX11AWGxsLhUKBy5cvm3wsuVwOAPDw8DAq79OnDxITE03ulxBin2x66qesrAwDBgzAkCFDsG/fPnh7eyMjI6PZd1IlpLXSqBpe//GgelPl5OTA39/fqKygoMAoSQFgeF5QUGDScfR6PWbPno0BAwagW7duRnX+/v7IyckxqV9CiP2yaaLy/vvvIzAwEBs2bDCUhYaG2jAiQlo2gbjhf9IPqjeVSqWyyh19Z86cibS0NBw/frxWnVgshlKptHgMhBDrsumpn99//x29evXCM888Ax8fH0RFReGbb76pt71arYZCoTB6EEL+InYRILCzR511gZ09IHYRWOS4Xl5eKCsrMyrz8/PD3bt3jcruP/fz82vyMWbNmoXdu3fjyJEjCAgIqFVfWloKb2/vJvdLCLFvNk1Ubt68ibVr1yIsLAwHDhzAK6+8gtdeew3ff/99ne1XrFgBmUxmeAQGBlo5YkLsm8iZj6ETOtVKVgI7e2DoxE4QOfMtctyoqCikp6cblcXExCA1NRWFhYWGskOHDsHV1RVdunRpdN+MMcyaNQu7du3C4cOH6511TUtLQ1RUlGkDIITYLQ5jjNnq4AKBAL169cLJkycNZa+99hrOnj2LpKSkWu3VajXUarXhuUKhQGBgIORyOVxdXa0SMyGWUl1djaysLISGhjb7NEp1lRaqCg00qhoIxE4QuwgslqQAQGpqKnr27InCwkLDGjOdTocePXrA398fH3zwAQoKCjBhwgS8/PLLTbo8ecaMGdiyZQt+++03hIeHG8plMhnEYrHheUhICJYtW4YJEyaYb2B2xJyfD2IeOrUaNfn5AAAOnw9B27Y2jqjlUCgUkMlkjfr+tumMSps2bWr9ZdW5c2fk5ubW2V4oFMLV1dXoQQipTeTMh7ufM3xDZXD3c7ZokgIAERER6NmzJ7Zv324o4/F42L17N3g8HmJiYvDiiy9i4sSJePfddw1tsrOzweFwkJCQUG/fa9euhVwux+DBg9GmTRvDY9u2bYY2SUlJkMvlGDt2rEXGR8g/aW7fRunX3yDnhfG4OfIx3Jk3H1Vnz0FdVGTr0ByOTRfTDhgwwGiHSQC4fv06goODbRQRIcRUixcvxvz58zFt2jRwuff+BgoODsbevXvrfU1WVhbc3NwQGRlZb5vGTPquXr0a8+fPN5phIcRSNLduIX/xEij/NvOvunABuRMnIvDbbyCktVJmZdMZlTlz5uDUqVN47733cOPGDWzZsgVff/01Zs6cacuwCCEmiIuLQ3x8PPLy8hr9mr179+Ktt95q1pYEGo0GERERmDNnjsl9ENIUNUXFRkmKAWMofP99aOo5K0BMY/IalczMTGzYsAGZmZn49NNP4ePjg3379iEoKKhJW1jv3r0bCxcuREZGBkJDQzF37lxMmzatUa9tyjkuQuwdrUEgDaHPh/0o+nItij/7rN760N9/g6hjRytG1PJYfI3K0aNHERERgdOnT+OXX35BZWUlAODixYtYsmRJk/p6/PHHkZqaiurqaly5cqXRSQohhBBiCzyZrP5KJydweHQbPXMyKVF588038Z///AeHDh2CQPDXvgxDhw7FqVOnzBYcIYQQYm+c+/UFeLw661yGDwdXRjP85mRSopKamooxY8bUKvfx8UFxcXGzgyKEEELsFddVhjbL3gU4HKNyfmAgvGe/Dr6Xl40ic0wmzU+5ubkhPz+/1sZLFy5cQFu6jpwQQogD43t7QTJgIEJ/+xWKvftQU1QI5wEDIO7aFQK6atXsTEpUnn/+eSxYsAA7duwAh8OBXq/HiRMnMG/ePEycONHcMRJCCCF2ReDrA/j60KJZKzDp1M97772HTp06ITAwEJWVlejSpQsefvhh9O/fH4sWLTJ3jIQQQghppUyaUREIBPjmm2/w9ttvIy0tDZWVlYiKikJYWJi54yOEEEJIK9asa6iCgoIQFBRkrlgIIS1YSUkJOnfujDNnziAkJMRqx9VoNOjYsSN27tyJXr16We24hBDrMOnUD2MMO3bswIwZMzB27Fg89dRTRg9CiG1VV1agNO828jOuofTObVRXVlj8mMuXL8eoUaOMkpTc3FzExcVBIpHAx8cH8+fPR01NTZP6Xbt2Lbp37264v1dMTAz27dtnqBcIBJg3bx4WLFhgrqEQQuyISTMqs2fPxldffYUhQ4bA19cXnH9cokUIsZ2KkiIcWPcZci5dMJSFRPbEiOmvwsXTMvcgUSqVWL9+PQ4cOGAo0+l0iIuLg5+fH06ePIn8/HxMnDgRfD6/SXdPDggIwMqVKxEWFgbGGL7//nuMGjUKFy5cMOyCPX78ePz73//G5cuXm7QzNiHE/pm0hb6Hhwc2bdqExx57zBIxNRptoU8ciTm2SK+urMDuTz8wSlLuC4nsibjX5kMkdWluqLXs3LkTM2bMQGFhoaFs3759ePzxx3Hnzh34+voCANatW4cFCxagqKjIaLPIpvLw8MCqVaswdepUQ9nQoUMxYMAALFu2zPSB2DHaQp84EotvoS+TydCuXTuTgiOEWI5SLq8zSQGA7IvnoZTLLXLcxMREREdHG5UlJSUhIiLCkKQAQGxsLBQKBS5fvmzScXQ6HbZu3YqqqirExMQY1fXp0weJiYkm9UsIsV8mJSpLly7FO++8A5VKZe54CCHNoFZWNVyvarjeVDk5OfD39zcqKygoMEpSABieFxQUNKn/1NRUSKVSCIVC/Otf/8KuXbvQpUsXozb+/v7IyckxIXpCiD0zaY3Ks88+i59++gk+Pj4ICQkBn883qj9//rxZgiOENI1Q4txwvbjhelOpVCqLno4IDw9HSkoK5HI5du7ciUmTJuHo0aNGyYpYLIZSqbRYDIQQ2zApUZk0aRKSk5Px4osv0mJaQuyIRCZDSGRPZF+s/cdCSGRPSBq662szeHl5oayszKjMz88PZ86cMSq7e/euoa4pBAIBOnToAACIjo7G2bNn8emnn+Krr74ytCktLYW3t2UWCxNCbMekRGXPnj04cOAABg4caO54CCHNIJK6YMT0V3HwqzVGycr9q34ssZAWAKKiorBp0yajspiYGCxfvhyFhYXw8fEBABw6dAiurq61Tts0lV6vh1qtNipLS0tDVFRUs/olhNgfkxKVwMBAusqGEDvl4umNuNfmQymXQ62qglDsDIlMZrEkBbi3SHbhwoUoKyuDu7s7AGDEiBHo0qULJkyYgA8++AAFBQVYtGgRZs6cCaFQ2Oi+Fy5ciJEjRyIoKAgVFRXYsmULEhISjC6FBu4t6HXUK34Iac1MWkz70Ucf4Y033kB2draZwyGEmINI6gKPtgFo0yEcHm0DLJqkAEBERAR69uyJ7du3G8p4PB52794NHo+HmJgYvPjii5g4cSLeffddQ5vs7GxwOBwkJCTU23dhYSEmTpyI8PBwDBs2DGfPnsWBAwfwyCOPGNokJSVBLpdj7NixFhkfIcR2TNpHxd3dHUqlEjU1NZBIJLUW05aWlpotwIbQPirEkbT0fTL27NmD+fPnIy0tDVxu4/4GOnLkCJ566incvHnTMBNjiueeew6RkZF46623TO7D3rX0zwchf9eU72+TTv2sXr3alJcRQhxYXFwcMjIykJeXh8DAwEa9Zu/evXjrrbealaRoNBpERERgzpw5JvdBCLFfJs2o2AuaUSGOhP5iJg2hzwdxJBaZUVEoFIbOFApFg20paSCEEEKIOTQ6UXF3d0d+fj58fHzg5uZW594pjDFwOBzodDqzBkkIIYSQ1qnRicrhw4fh4eEB4N4COEIIIYQQS2t0ojJo0CDD/4eGhiIwMLDWrApjDLdu3TJfdIQQQghp1UzaRyU0NBRFRUW1yktLSxEaGtrsoAghhBBCABMTlftrUf6psrKSVqMTQgghxGyatI/K3LlzAQAcDgdvv/02JBKJoU6n0+H06dPo0aOHWQMkhBBCSOvVpETlwoULAO7NqKSmpkIgEBjqBAIBIiMjMW/ePPNGSAhpEUpKStC5c2ecOXMGISEhVj12v379MH/+fDz99NNWPS4hxPKalKjcv9rnpZdewqeffvrA/VJu374Nf3//Rm+nTQgxD51SC32lFvrqGnDFTuA688GT8B/8wmZYvnw5Ro0aZZSkvPbaazhx4gTS0tLQuXNnpKSkNLnfb775Bj/88APS0tIAANHR0XjvvffQp08fQ5tFixZhzpw5GDNmDP2+IcTBmPQvesOGDY3a1K1Lly5040JCrKymXI3Sn67i7sfJKPryIu5+lIzSn66iplxtsWMqlUqsX78eU6dOrVU3ZcoUPPfccyb3nZCQgHHjxuHIkSNISkpCYGAgRowYgby8PEObkSNHoqKiAvv27TP5OIQQ+2TRPz1a8O78hLRIOqUWZT9fhzqj3KhcnVGOsp+vQ6fUWuS4e/fuhVAoRL9+/YzKP/vsM8ycORPt2rUzue/NmzdjxowZ6NGjBzp16oRvv/0Wer0ef/75p6ENj8fDY489hq1bt5p8HEKIfaI5UkIciL5SWytJuU+dUQ59pWUSlcTERERHR1uk739SKpXQarWGDSjv69OnDxITE60SAyHEeihRIcSB6KtrmlVvqpycHPj7+1uk739asGAB/P39MXz4cKNyf39/3Lp1C3q93ipxEEKsw6aJytKlS8HhcIwenTp1smVIhLRoXFHD6+MfVG8qlUpllT2UVq5cia1bt2LXrl21jicWi6HX66FWW24tDiHE+izzW+t/6toU7p+6du2KP/7446+AnCwaEiEOjSvlQxjmVufpH2GYG7hSy1z54+XlhbKyMov0fd+HH36IlStX4o8//kD37t1r1ZeWlsLZ2RlisdiicTgKVaUauhoGkdSJfu8Su2bRT2djFtM6OTnBz8/PkmEQ0mrwJHy4P92x1oJaYZgb3J/uaLFLlKOiorBp0yaL9A0AH3zwAZYvX44DBw6gV69edbZJS0tDVFSUxWJwFPIiFcoLlUg7mgdNdQ2Cu3miXaQ33HwlD34xITZg0UQlPT39geetMzIy4O/vD5FIhJiYGKxYsQJBQUF1tlWr1UbTugqFwqzxEuIInNyE8BjX6a99VERO4Eotu49KbGwsFi5ciLKyMri7uxvKb9y4gcrKShQUFEClUhn2UenSpYvRhpENef/997F48WJs2bIFISEhKCgoAABIpVJIpVJDu8TERIwYMcJ8g3JA8mIlkvfn4MqJfEPZnevluHT4NkbNiYI7JSvEDnGYCdcQV1VVYeXKlfjzzz9RWFhYa/HazZs3G9XPvn37UFlZifDwcOTn5+Odd95BXl4e0tLS4OLiUqv90qVL8c4779Qql8vljdrXhRB7Vl1djaysLISGhrbIe2b17dsXU6ZMwfTp0w1lgwcPxtGjR2u1zcrKMmwMx+FwsGHDBkyePLnOfkNCQpCTk1OrfMmSJVi6dCkAIC8vD6Ghobh58yYCAgKaPRZ7ZI7PR8FNOX7+ILnOuk4xfuj/VHuIXYTNCZOQRlEoFJDJZI36/jYpURk3bhyOHj2KCRMmoE2bNrXWorz++utN7RIAUF5ejuDgYHz88cd1bhxV14xKYGAgJSrEJEqFHGqVEkKxMyR28Plp6YnKnj17MH/+fKSlpTV6d9isrCx07NgR6enpCAsLM/nYCxYsQFlZGb7++muT+7B35vh8JG6/jkuHb9dZx+Nz8fyiPnQKiFhFUxIVk0797Nu3D3v27MGAAQNMCrA+bm5u6NixI27cuFFnvVAohFBI2T5pnoqSYlSWleDcf39B6Z08eAYEotfjYyD18ILU3ePBHZA6xcXFISMjA3l5eQgMDGzUa/bu3Yv4+PhmJSkA4OPjY7hpKqmfrqb+S7eZjjboJPbJpETF3d291mZL5lBZWYnMzExMmDDB7H0TAgBqVRVupadi3xcfA/+bTCzOzcb1pBOIm/0GQnv2gkDQ8mYz7MXs2bOb1H7mzJlmOe6///1vs/Tj6DpE++LysTt11oV09wRfxLNyRIQ8mEn7qCxbtgyLFy+GUqls1sHnzZuHo0ePIjs7GydPnsSYMWPA4/Ewbty4ZvVLSH2qysrx5/q1hiTlPsb0+PPbL1FZUmKjyAixPBcPEYK61P4jUyB2Qp8n2sFZRjPWxP40ekYlKirKaC3KjRs34Ovri5CQEPD5xlcTnD9/vlF93r59G+PGjUNJSQm8vb0xcOBAnDp1Ct7e3o0Ni5AmUSrKoVHVnWCrKhSoViiANm2tHBUh1iHzFuPhcR1x+1rZvcuTVToEdXFHxJBAuHpSkkLsU6MTldGjR5v94HQDMWJ3HrxHISEtmsxbApm3BAHh7mB6QCTlQeRMSQqxX41OVJYsWWLJOAixComrDAKxpM5ZFbGLK0RS21/9Q4g1yLzp6h7SMpi0RuXs2bM4ffp0rfLTp0/j3LlzzQ6KEEuRuLlj+MszgH9cUs/hcDH85ZmQennaKDJCCCF1MSlRmTlzJm7dulWrPC8vz2yr+AmxBJHEGYFdIvDCfz5Ex34PwTs4FJ0GDMIL732ENuGd6YofQgixMyZdnpyeno6ePXvWKo+KikJ6enqzgyLEkqQenpB6eGLY1FegUVVBYCcbvhFCCKnNpBkVoVCIu3fv1irPz8+nu3CSFkPi6go33zaUpJhJSUkJfHx8kJ2dbfVj9+vXDz///LPVj0sIsTyTEpURI0Zg4cKFkMvlhrLy8nK89dZbeOSRR8wWHCHENCqVCsXFxbh9+zaKi4uhUqksfszly5dj1KhRhnv4AMBrr72G6OhoCIVC9OjRw6R+f/nlF/Tq1Qtubm5wdnZGjx498OOPPxq1WbRoEd58881a9x0jhLR8Jk1/fPjhh3j44YcRHBxsuK16SkoKfH19a/0CIYRYl1wux2+//WZ0c9D27dvjySefhEwms8gxlUol1q9fjwMHDtSqmzJlCk6fPo1Lly6Z1LeHhwf+7//+D506dYJAIMDu3bvx0ksvwcfHB7GxsQCAkSNH4uWXX8a+ffsQFxfXrLEQQuyLSYlK27ZtcenSJWzevBkXL16EWCzGSy+9hHHjxtXa/I0QYj0qlapWkgIAmZmZ+P333zF27FiIxWKzH3fv3r0QCoXo16+fUflnn30GACgqKjI5URk8eLDR89dffx3ff/89jh8/bkhUeDweHnvsMWzdupUSFUIcjMkLSpydnREfH2/OWAghzVRVVVUrSbkvMzMTVVVVFklUEhMTER0dbfZ+/4kxhsOHD+PatWt4//33jer69OmDlStXWjwGQoh1mZyoZGZmYvXq1bhy5QoAoEuXLnj99dfRvn17swVHCGma6urqZtWbKicnB/7+/hbpG7h3Oqtt27ZQq9Xg8Xj48ssva62H8/f3x61bt6DX68HlmrT8jhBih0z613zgwAF06dIFZ86cQffu3dG9e3ecPn0aXbt2xaFDh8wdIyGkkUSihveBeVC9qVQqlcX6BgAXFxekpKTg7NmzWL58OebOnYuEhASjNmKxGHq9Hmq12mJxEEKsz6QZlTfffBNz5sypNc365ptvYsGCBXTlDyE24uzsjPbt2yMzM7NWXfv27eHs7GyR43p5eaGsrMwifQMAl8tFhw4dAAA9evTAlStXsGLFCqP1K6WlpXB2drbIqS1CiO2YNKNy5coVTJ06tVb5lClTaMM3QmxILBbjySefrHUK9v5VP5b6Erf2Zo91zZykpaUZrkIkhDgOk2ZUvL29kZKSgrCwMKPylJQU+Pj4mCUwQohpZDIZxo4di6qqKlRXV0MkEll8piE2NhYLFy5EWVkZ3N3dDeU3btxAZWUlCgoKoFKpkJKSAuDemjaBQNCovlesWIFevXqhffv2UKvV2Lt3L3788UesXbvWqF1iYiJGjBhhtjERQuyDSYnKtGnTEB8fj5s3b6J///4AgBMnTuD999/H3LlzzRogIaTpxGKxVU+BREREoGfPnti+fTumT59uKH/55Zdx9OhRw/P7Mx5ZWVmGjeE4HA42bNiAyZMn19l3VVUVZsyYgdu3b0MsFqNTp07YtGkTnnvuOUObvLw8nDx5Eps2bTL/4AghNsVhjLGmvogxhtWrV+Ojjz7CnTt3ANxbcT9//ny89tpr4PzjzrSWolAoIJPJIJfL4UrboJMWrrq6GllZWQgNDbXowlRL2bNnD+bPn4+0tLRGX3WTlZWFjh07Ij09vdYMbVMsWLAAZWVl+Prrr03uw9619M+Hpeg1GnAbOTtH7EdTvr9NmlHhcDiYM2cO5syZg4qKCgD3VuUTQlqvuLg4ZGRkIC8vD4GBgY16zd69exEfH9+sJAUAfHx8aDa3lVHn5ECVfB6VRxPAc3OD29NPg+flBYEFL5MntmHSjMp9hYWFuHbtGgCgU6dO8Pb2NltgjUEzKsSR0F/MpCH0+fiLOjsbt6bFQ3vrllG516uvQjZmDAT+bWwUGWmspnx/m3TVT0VFBSZMmAB/f38MGjQIgwYNgr+/P1588UWjGxUSQggh5lRTWobidV/VSlIAoHjNGujpO8jhmJSovPzyyzh9+jT27NmD8vJylJeXY/fu3Th37pzRQjpCCCHEnHQKOSr27q23vuIP2nTU0Zi0RmX37t04cOAABg4caCiLjY3FN998g0cffdRswRFCCCFGGAPTaOqt1lVWWTEYYg0mzah4enrWebt4mUxmtIcCIYQQYk4coRCS3r3rrXcZOsSK0RBrMClRWbRoEebOnYuCggJDWUFBAebPn4+3337bbMERQgghfyfw94fP/Hng8Pm16iR9esOpDV3142hMOvWzdu1a3LhxA0FBQQgKCgIA5ObmQigUoqioCF999ZWh7fnz580TKSGEEALAKSQEIdu2omjN51CeOQOuTAb3556Fa1wcBAEBtg6PmJlJicro0aPNHAYhpKUrKSlB586dcebMGcOus9ag0WjQsWNH7Ny5E7169bLacYnt8F1dwe/SBX7vLIW+SglwAF5AAJycTPpKI3bOpHd1yZIl5o6DENLCLV++HKNGjTIkKRcvXsTKlStx/PhxFBcXIyQkBP/617/w+uuvN6nftWvXYu3atcjOzgYAdO3aFYsXL8bIkSMBAAKBAPPmzcOCBQvw559/mnNIxM7x6d5yrYLJ6Wd5eTl27tyJzMxMzJ8/Hx4eHjh//jx8fX3Rtm1bc8ZICGkirVYOjaYYNTUVcHJyhUDgCT6/9gJ4c1EqlVi/fj0OHDhgKEtOToaPjw82bdqEwMBAnDx5EvHx8eDxeJg1a1aj+w4ICMDKlSsRFhYGxhi+//57jBo1ChcuXEDXrl0BAOPHj8e///1vXL582VBGCHEMJu1Me+nSJQwfPhwymQzZ2dm4du0a2rVrh0WLFiE3Nxc//PCDJWKthXamJY7EXDuPVlfn48rVhSgtTTSUeXg8hM6dVkAkssyOnTt37sSMGTNQWFjYYLuZM2fiypUrOHz4cLOO5+HhgVWrVmHq1KmGsqFDh2LAgAFYtmxZs/q2V7QzLXEkFt+Zdu7cuZg8eTIyMjKM/sE89thjOHbsmCldEkLMQKuV10pSAKC0NBFXri6EVmuZXTsTExMRHR39wHZyuRweHh4mH0en02Hr1q2oqqpCTEyMUV2fPn2QmJhYzysJIS2VSad+zp49a3Rlz31t27Y1umSZEGJdGk1xrSTlvtLSRGg0xRY5BZSTkwP/B9wM7uTJk9i2bRv27NnT5P5TU1MRExOD6upqSKVS7Nq1C126dDFq4+/vj5ycnCb3TQixbybNqAiFQigUilrl169ft/qNCQkhf6mpqWhWvalUKlWDpyPS0tIwatQoLFmyBCNGjGhy/+Hh4UhJScHp06fxyiuvYNKkSUhPTzdqIxaLoVQqm9w3IcS+mZSoPPnkk3j33Xeh1WoBABwOB7m5uViwYAGefvppswZICGk8JyeXZtWbysvLC2VlZXXWpaenY9iwYYiPj8eiRYtM6l8gEKBDhw6Ijo7GihUrEBkZiU8//dSoTWlpKf2hRIgDMilR+eijj1BZWQkfHx+oVCoMGjQIHTp0gIuLC5YvX27uGAkhjSQQeMHD46E66zw8HoJA4GWR40ZFRdWa4QCAy5cvY8iQIZg0aZJZfzfo9Xqo1WqjsrS0NERFRZntGIQQ+2BSoiKTyXDo0CHs3r0bn332GWbNmoW9e/fi6NGjcHZ2NjmYlStXgsPhYPbs2Sb3QUhrxufL0LnTilrJyv2rfix1iXJsbCwuX75sNKuSlpaGIUOGYMSIEYZbbhQUFKCoqKhJfS9cuBDHjh1DdnY2UlNTsXDhQiQkJGD8+PFG7RITE006rUQIsW/N2sZvwIABGDBgQL31ERER2Lt3LwIDAx/Y1/0Fut27d29OSGZTrakBn8cBj8ezdSiENIlI1Abdun76t31UXCAQeFl0H5WIiAj07NkT27dvx/Tp0wHcu2S5qKgImzZtwqZNmwxtg4ODDZu3ZWdnIzQ0FEeOHMHgwYPr7LuwsBATJ05Efn4+ZDIZunfvjgMHDuCRRx4xtElKSoJcLsfYsWMtNkZCiG1YdL/h7OxswzqWhlRWVmL8+PH45ptv8J///MeSIT1QdnEVLtwqw/60u5AKeXiudxDauIoQ6CmxaVyENAWfL7NoYlKXxYsXY/78+Zg2bRq4XC6WLl2KpUuXNviarKwsuLm5ITIyst4269evf+CxV69ejfnz50MsFjc1bEKInbOLGyPMnDkTcXFxGD58eIOJilqtNjovXdeVR82RU1KFl384hxuFlYayn8/nYVJMMF5+KBSBHqaf1iLE0cXFxSEjIwN5eXmNmkUFgL179+Ktt96Cu7u7ycfVaDSIiIjAnDlzTO6DEGK/bJ6obN26FefPn8fZs2cf2HbFihV45513LBJHpUqL709mGyUp932flINRPdpSokLIAzR1fdmqVauafUyBQGDy1USEEPtn0mJac7l16xZef/11bN68uVFbQi9cuBByudzwuHXrltliKapU45cLefXW/3LhttmORQghhJDGsemMSnJyMgoLC9GzZ09DmU6nw7Fjx/D5559DrVYbLWYVCoUQCoWWCYYDqDS6equr1PXXEUIIIcQybJqoDBs2DKmpqUZlL730Ejp16oQFCxZY9YobCd8Jg8O9ceDy3Trr4yIsczM3QgghhNTPoonKV199BV9f33rrXVxc0K1bN6MyZ2dneHp61iq3NF+ZCHOGd0RiRjGU/5hZ6R4gQwcfqVXjIa2XCTc0J60AfS5Ia2VSovLZZ5/VWc7hcCASidChQwc8/PDDeOGFF5oVnLUFuEuwa8YAfHHkBhKuF0IqcMJzvQMxpmcAgjzo8mRiWXw+HwCgVCrpMltSi0ajAQDa24m0OhxmQpoeGhqKoqIiKJVKw2WFZWVlkEgkkEqlKCwsRLt27XDkyJFGX6ZoCoVCAZlMBrlcDldXV7P1W1RRjYrqGgBAgEwMgYB+MRDryM/PR3l5OXx8fCCRSMDhcGwdErEDer0ed+7cAZ/PR1BQEH0uSIvXlO9vkxKVn376CV9//TW+/fZbtG/fHgBw48YNTJ8+HfHx8RgwYACef/55+Pn5YefOnaaNohEslagQYiuMMRQUFKC8vNzWoRA7w+VyERoaCoFAYOtQCGk2iycq7du3x88//4wePXoYlV+4cAFPP/00bt68iZMnT+Lpp59Gfn5+U7tvNEpUiKPS6XSN2tWZtB4CgQBcrk13lCDEbJry/W3SGpX8/HzU1NTUKq+pqUFBQQEAwN/fHxUVFaZ0T0irx+PxaC0CIYTAxA3fhgwZgunTp+PChQuGsgsXLuCVV17B0KFDAQCpqakIDQ01T5SEEEIIaZVMSlTWr18PDw8PREdHGzZh69WrFzw8PAw3EJNKpfjoo4/MGiwhhBBCWheT1qjcd/XqVVy/fh0AEB4ejvDwcLMF1hi0RoUQQghpeSy+RuX48eMYOHAgOnXqhE6dOpkUJCGEEELIg5h06mfo0KEIDQ3FW2+9hfT0dHPHRAghhBACwMRE5c6dO/j3v/+No0ePolu3bujRowdWrVqF27fpDsOEEEIIMZ9mrVEBgKysLGzZsgU//fQTrl69iocffhiHDx82V3wNojUqhBBCSMtj8Q3f/kmn02Hfvn14++23cenSJeh0uge/yAwoUSGEkNZNW1QEvVwOfVUVuFIpuO7u4Ht42Dos8gAWX0x734kTJ7B582bs3LkT1dXVGDVqFFasWNGcLgkhhJBG0dy6hcJPVqPiwAFApwOHz4fs6afh+fJUCAICbB0eMROTEpWFCxdi69atyMvLw4gRI/Dpp59i1KhRkEjoDsOEEEIsT3M7DwXvvIuq48cNZUyrRfnWrWBaLbznzAbfy8uGERJzMSlROXbsGObPn49nn30WXvRBIIQQYmX6ygqjJOXv5L/9Bs8pLwH0/eQQTEpUTpw4AQBIT0/HuXPnoNFojOqffPLJ5kdGCCGE1KOmsLCByhro5HLrBUMsyqREJSsrC2PGjMGlS5fA4XBwfz0uh8MBAKstpiWEENI68dzdG6znOkutFAmxNJP2UXnttdcQEhKCwsJCSCQSXL58GceOHUOvXr2QkJBg5hAJIYQQYzyZDIIOHeqsk/TrB64LJSqOwqREJSkpCe+++y68vLzA5XLB5XIxcOBArFixAq+99pq5YySEEEKMCIKCELD6EwhCQ4zKRd26os07SyHw97dNYMTsTDr1o9Pp4OLiAgDw8vLCnTt3EB4ejuDgYFy7ds2sARJCCCF1EXbogIB166ArLoa2oAD8gAA4eXhAEBho69CIGZmUqHTr1g0XL15EaGgo+vbtiw8++AACgQBff/012rVrZ+4YCSGEkDoJg4OB4GBbh0EsyKREZdGiRaiqqgIAvPvuu3j88cfx0EMPwdPTE9u2bTNrgIQQQghpvcyyhT4AlJaWwt3d3XDljzXQFvqEEEJIy2O1LfT/zoPurUAIIYQQMzPpqh9CCCGEEGsw24wKIYQQYknq7GyoLl2C6vwFCAIDIR08CFxvb/Dp1L9Do0SFEEKI3VPfuIHcKVNQU1hkKCtavRoBX3wBTs8oOElpgzdHRad+CCGE2DVNXh7ylyw1SlKAe3dLzpszG7qionpeSRwBJSqEEELsmr6yEqrk5LrrqpTQZOdYOSJiTZSoEEIIsWtMo22wXqegOyU7MkpUCCGE2DWu1Bk8T89660WdOlkxGmJtlKgQQgixa7y2beEzd06ddS5xceD+795zxDFRokIIIcSuOQkEkPTrh7afr4GgQwcAAM/TE95z5sBn7hy6U7KDo8uTCSGE2D1B27YQtG0LUceOYDodwOGA5+8PJ4HA1qERC7PpjMratWvRvXt3uLq6wtXVFTExMdi3b58tQyKEEGLHBEFBEIaGQhgSQklKK2HTGZWAgACsXLkSYWFhYIzh+++/x6hRo3DhwgV07drVlqERYpKygjuorqxEdYUCUg9PCCQSyLx9bR0WsQM1Gh30jEEgpIlsQprCbHdPNhcPDw+sWrUKU6dOfWBbunsysSclt3Px309WouR2rqEspEc0hk99BTIfPxtGRmxJXqRCeaESV0/mQ69jCOvjC+8AKWQ+EluHRojN2OTuyc2l0+mwY8cOVFVVISYmps42arUaarXa8FyhUFgrPEIaVFZwB799+B+U5d8xKs9OScbxbZswaMJUSN3cbRQdsRV5kRIndt5A1sViQ9nNlCL4hrjikaldIfMW2zA6QloGm1/1k5qaCqlUCqFQiH/961/YtWsXunTpUmfbFStWQCaTGR6BgYFWjpaQulWVl9VKUu67npSI6soKK0dE7EHpnSqjJOW+u9kKZF2kbd8JaQybJyrh4eFISUnB6dOn8corr2DSpElIT0+vs+3ChQshl8sNj1u3blk5WkLqVlFc+8voPr1OB61KZcVoiD1QVapx+XjdySsAXDmZD3mh0ooREdIy2fzUj0AgQIf/XRcfHR2Ns2fP4tNPP8VXX31Vq61QKIRQKLR2iIQ8kJtv/QtmeXw+BBJaj9Da6HUMOo2+3voajR56+1oiSIhdsvmMyj/p9XqjdSiEtAQiVxl8QtvXWRcx5BGIXWRWjojYmrNMhPY9feqtD430gkRGl9cS8iA2TVQWLlyIY8eOITs7G6mpqVi4cCESEhIwfvx4W4ZFSJO5+7bB468vQGDX7oYyLo+HbkNHoNcTT0PShKvSdDodVCoVdDqdJUIlVhTQ2R1uvrVn08QufHR7uC2EIr4NoiJNpavQoKZMhRpNja1DaZVseuqnsLAQEydORH5+PmQyGbp3744DBw7gkUcesWVYhJjEvY0/Yl+ZDY1KCY1KBZGzFCKpFM6NvNqnuroaFRUVuHTpEvLz8+Hp6YmoqChIpVJIpVILR08swc1Hgsdndkf6iTu4dvou9Do92vXwRuTwwDoTGGJftCUq1NxVovJUPlh1DYTh7pB09wbfm947a7K7fVSagvZRIY4kJycHmzZtglb71y3tuVwunnnmGYSGhkIkEtkwOtIcWrUOleX3TmmLpTyInGmtnb2rKVFB/kcuVBcKjcq5Lnx4T+sOPu2D0yxN+f62uzUqhLRGJSUl+PXXX42SFODemq3ffvsNlZWVNoqMmANfyIO7rwTuvhJKUloIXaWmVpICAPoKLRSHc1FTSWsprYUSFULsQHV1NcrKyuqtq6igfVgIuU+n1UFfU/8VVeagbGCfG1VqMVi1ZY9P/mLzy5MJIfdmThqi0+lQXV1Np39Iq6YtUUFXWo2q5LuAjkHSwxt8P2c4eVpgh9+GFkW02AUTLRMlKoTYAbFYDIlEAqWy9gZgPB4Pbm5uKCwsRFBQkA2iI8T2akpUkO/PRnXqX5srqlKLIQh2hcezHc2erEgivFGVlF9nnaiLB7hCnlmPR+pHp34IsQOurq6IjY2ts+7hhx9GVVUV9uzZg9LSUitHRoh90N5VGiUp92lyFFBdNf+/C65MAFEXj1rlHLETZMODwXOhPXCshWZUCLEDAoEAISEhmDRpEo4dO4bCwkK4u7tj4MCB8PDwwJdffgkA0Gg0No6UEOurqVKj6kxBvfXKswUQh3vAyct8syp8TzFkce0g7uaFqlP50FfrIApzg3PfNuB4UJJiTZSoEGInZDIZioqKMHLkSHA4HDDGcOrUKZw/f97WoRFiUxwdwLT1b4Co1+hhiZ02+J5i8D3FEIbKwHQMXKkTeLRJn9VRokKIHXF1dcXatWvr/KXr5+cHgYD+kiOtD89VCFFXL6gz5XXWizt7gOtiuQTCyZ0WsdsSrVEhxI4IhUIMGjSoVrmTkxMee+wxeHjUPmdOSGsg6ugOnmfthIHrzIdzvzY00+HAaEaFEDsik8nQo0cPBAUFISkpCRUVFWjbti369u1Luy+TVo3vJYbXS91QdeoOlClFgJ5B1MUTLoMCaEt7B0eJCiF2xs3NDW5ubvDx8YFGo4FEIqH9UwjBvWTFZXgQnPu2AQBwnJ3gJKHToY6OEhVC7BTdiJCQ2ngiPp3maWVojQohhBBC7BYlKoQQQgixW3TqhxAbqKioMGzeJpVKIRTSHXVJy6DT6qCXawDGwOFyLHOfHUL+hhIVQqxIo9GgtLQUCQkJyMzMBJ/PR2RkJHr37k2XHhO7V1OqQtWFQlSdzIe+Sgt+gBSy2BA4eYvh5EYLvoll0KkfQqyorKwM69evx9WrV6HVaqFUKpGUlIStW7eipKTE1uERUq+aUhXKf89ExaFc6Ku0AADt7UoUr0+DNq/SxtERR0aJCiFWUlFRgYSEBGi12lp1hYWFKCio/14mhNiavqoG1VfL6qwr35MFbXHtO38TYg6UqBBiJWq1GpmZmfXWp6enQ6er/34mhNiSOqfu7esBQFdaDabRWzEa0ppQokKIFTV0rx6RSAQej2fFaAhpPK64gb1LOACHx7FeMKRVoUSFECtxdXVFjx496q1vqI4QWxMEugD1JCOiju7giOjaDGIZlKgQYiUCgQDR0dFo06ZNrbqYmBjaiZbYNa6EB49nw4F/5Co8NyFkce3gJKNL7IllcFhd95NvIRQKBWQyGeRyOd2wjbQYpaWluHv3LtLT0yEUChEZGQmpVAp3d3dbh0ZIg7QKNaCsgfJyMXTlGojay8APcAHfi/ZSIU3TlO9vmqsjxMo8PDzg4eGBzp072zoUQpqE7yoEXIWQ+TnbOhTSitCpH0IIIYTYLUpUCCGEEGK3KFEhhBBCiN2iRIUQQgghdosSFUIIIYTYLUpUCCGEEGK3KFEhhBBCiN2ifVQcQVkOoFUC4ABCKSALsHVEhBBCiFlQotKSKYuB0ixg3wIgLxngcIDQQUDse4B7GNDADfAIIYSQlsCmp35WrFiB3r17w8XFBT4+Phg9ejSuXbtmy5Baloq7wMa4e0kKADAG3Ey4V6bItWlohBBCiDnYNFE5evQoZs6ciVOnTuHQoUPQarUYMWIEqqqqbBlWy1BxFzjxKVCjrl2nKgPSfq67jhBCGlCjUENbpERNWbWtQyEEgI1P/ezfv9/o+caNG+Hj44Pk5GQ8/PDDNoqqhVArgNyk+uuzjwE9JwKute/USwgh/6StVIOVa6BIuAVtXiV4rkJIH24LQRspnDxEtg6PtGJ2tUZFLpcDuHfTtrqo1Wqo1X/NEigUCqvEZZd4AsDZCyiv5xSPsw/ApzuatkYKhQLV1dWoqqqCQCCAWCyu998UIffp7ihRvDEN0P/veZkapT8qIB3UFtIYfzi5UbJCbMNuEhW9Xo/Zs2djwIAB6NatW51tVqxYgXfeecfKkdkp92Cg7wzgl5frru8zDRC7WTUkYntlZWVISEjApUuXwBgDAHh5eeGZZ56Br6+vjaMj9kpbrELZbzcMScrfVR7Lg3NP+uwQ27GbfVRmzpyJtLQ0bN26td42CxcuhFwuNzxu3bplxQjtUGBvoMf42uWD3gRc21o/HmJT1dXVOHPmDC5evGhIUgCguLgYmzdvRklJiQ2jI/aMqXXQldSzJoUBmrxK6wZEyN/YxYzKrFmzsHv3bhw7dgwBAfXvASIUCiEUCq0YmZ1zDwEGvQH0nQ5kHr53OqjdEEDgfG/GhbQqlZWVSE5OrrNOoVCgtLQUnp6eVo6KtAgP+JOVw7Obv2lJK2TTRIUxhldffRW7du1CQkICQkNDbRlOy+Qecu+/bSJtGgaxPa1WC41GU299cXExwsLCrBgRaSk4Ah74bZyhza/jikseB/w2ztYPipD/sWmaPHPmTGzatAlbtmyBi4sLCgoKUFBQAJVKZcuwCGmR+Hx+gzOO3t7eVoyGNIe8WIWiWxXIzyxHWUEVVJX1J6DmwPcUw31MB3AEtb8S3B5vB4h5Fj0+IQ3hsL+fzLb2wTmcOss3bNiAyZMnP/D1CoUCMpkMcrkcrq6uZo6OkJZFrVYjMTERx48fr1Xn5uaGCRMmNHjqp0ajgaK4EIXZN1FekA/f0PZwa+MPdz9/S4ZN/qE0vwp/fp+OwuwKAACPz0XksEB0GegPmZflruSr0dSAlWugPH8XmtwK8GQCOMf4g+cqoCt+iNk15fvb5qd+CCHmIRQKER0djerqapw/fx56/b1LOPz8/PDUU081nKTU1KAwOxO/rFgKtfKv6X833zYY8+YSePjT/aOsobxQid1rLqKi9K+FrTqtHuf350AocULkkADw+JaZ3XASOAE+TpAOC4JeVQMenweu2C6WMZJWjj6FhDgQd3d3DB48GH379oVSqYRAIIBQKHzgPiqKwrv47cPlRkkKAJTfzccf336B2FfmQObtY8nQCYCyAqVRkvJ3KYdyERrpBXdfy64X4fF5FkuGCDEFJSqEOBipVAqpVNqk11SWFkMpL6+z7tblVGhUSjNERh6k+HZFvXWqCi10WpqFJq0PXXNGCIFSIW+wvkZN942yhoZmSwQiHnhOda/rI8SRUaJCCGlwDYpALIHQmS5PtQbPAClEzvw667oOaguJm8DKERFie5SoEEIgdHZG++g+ddb1Gf0MnOleQVbh4inAE69FQur+t8vMOUBYb190e6gthKK6kxhCHJlNL09uLro8mRDzkRcW4Py+/yL1zwPQqqshkbmh75hn0S66L9x86F4v1lReqISqQgO1qgYuHiIIRDy4eNBNRonjaMr3NyUqhBCD6qoqVJWXQV+jBU8ggKunN5wEdLqBEGJeLWYfFUKIfRE5O0NE61EIIXaE1qgQQgghxG5RokIIIYQQu0WJCiGEEELsFq1RIYSQFkin0kJfee8BLsCV8MGRCe7ds4cQB0KfaEIIaWG0ZdVQXy+DfE8WmEYHAOA68+E+NgwsUAq+VPiAHghpOejUDyHEodVoNLYOwex0pdUo33XDkKQAgL5Ki5Ifr4BVaG0YGSHmRzMqhBAjJSUlYIxBIBC02P2JFMVFUCnkSD1yEFVlZQiJjEJg10jw+G5gjAOphwBOTi3z11+NvBoVR27VXalnqDqdD97IEPCEtIstcQwt818qIcTsysrKkJmZidOnT6OyshIBAQEYPHgwZDJZk+/GbEsVJcW4cSYJR77/2lB242wSpO6eGLtoGY7/Uozug4LgEyKFs0xkw0hNw7R61BSp6q2vKVSBqfUAnf0hDoJO/RBCUFpaij///BO7d+9GUVERVCoVMjIysH79ehQWFto6vCZRK5U48sM3tcory0pwbMtG9B/tj31fpaJK3jJPCXH4XDh517+dvpOPBBwh/WonjoM+zYQQVFdXIy0trVa5Xq/H/v37UVpaaoOoTJOblgLUc2eQrPPnwOVqwfQMFw7kQKlQWzc4M3CSieAyJLDuSi4Hzn396LQPcSiUqBBCkJOTU29dYWEhNC1oQaqmurreOsb00OvvLUAtyauCplpXb1t7xvMQwe3pMHCEPEMZV8qH58TO4LlSkkIcC61RIYSAz6//y43D4YDLbTl/0wR3i8SJeup8QtqB53TvJouuXmLwW+gpEr67CNxunhCGuN7bR4XHAVfsBI5MAF4z91HRaXXQy9UAAzhcDpw86a7NxLYoUSGEICgoCBwOB3XdTD00NBRCYctZmSmRydC+V19knjttVM7hcjF44jRcOqIAAESNCGqRi2nv44n54In5gLf5+qwprYYypRCVJ+5AX6WFk7cYrrEhELSVwsm95f6sSMvWMv+cIISYlUgkwqOPPlqr3NnZGbGxsZDJZDaI6t4amaaS+fhhyKRpGDI5Hm6+bSAQSxDSIxovLPsQ2hoZriYV4KFnw+DqRV+8f6ctq4Z8fxYUB3Ogr7q3F0tNkQqlm66g+kY5ajQ1No6QtFYcVtefUC2EQqGATCaDXC5vsfs9EGIvysvLUVVVhfPnz6OyshIhISEICwuDl5eXVeOQy+VQKpVISUlBRUUF2rdvj5CQEHh6eja5r7L8OwBj4PIFqKoQQKuqgaunCEKJEySuLWeWyBo0dypR+NmFOuu4Uj68p3cH31ti5aiIo2rK9zed+iGEAADc3Nzg5uYGPz8/1NTU2OR0j0KhwLVr17B3715DWXp6OlxdXTFhwgR4ezftPId7G3/D/8vMeIrEEWkLquqt01dqwdQtc+Exafno1A+xK7crbiO1KBV7b+7FuYJzyFHUfzUKsQwej2ezNSlqtRr79u2rVa5QKPDHH39AoVDYIKrWgStu+O9WjhN9XRDboBkVYjdyFblYmLgQl4ovGcoCpAH4bOhnCHMPs2FkxFqysrLqXNALANevX8fw4cOtHJFjqCmthl6pheZ2BbgSPvhtnMFxdoKTRGBo4+QlBkfIq3PmRBAqA/52KTQh1kSJCrEL+ZX5eP/M+0ZJCgDcrryN14+8jnXD1yHINchG0RFrUavr34CNMWbS4lprUqlUqKqqQkVFBRhjcHV1hUgksuktCGpKVSj/701UX/lr0z4OnwuPcZ3ACXYBz/lessJxcYLnC51Q/EM6oPsrWeS6CuA+uj34dNUPsRFKVIhdqNJWITEvsc66WxW3UFJdQolKKxAaGlpvna+vb4P7vdiaQqFATk4O/vvf/xo2yHNycsIjjzyC8PBwuLm5WT0mnVaHquRCoyQFuHe/oJLNV+D7ek9DouIkEoAT5ALf13ui+nopaoqrIQxxBb+tlBbREpuiRIXYhaqaKjDUfwFasbLYitEQW3F2dkbHjh1x/fp1o3Iul4vY2Fh4eHjYKLIHq6ysxC+//GJ06qqmpgb79u2Dt7e3TRIVvVyDqqQ7dVfqGKqvloLv81cScn9vlr+XEWJrlKgQu+DCd4GAK4BGX/dW7QEuAVaOiNiCu7s7Ro4ciZCQEJw5cwZVVVUIDAzE0KFDbfJF31gqlQqnT5+ud33NiRMn4OXlZf1tFBiDXln//ic1ZfXfboAQe0GJCrELbkI3PNPxGWy+urlWXW/f3nAV0D45rYW7uzv69OmD8PBwAPdOn9hqw7nG0mg0Dd64saysDFqt1ooR/Q+XAydfCWruKuusFoba98/VGrTaKmg0d6HXV4PLFUEg8AOfTzNK9oQSFWIXPMQeeLHLi+BwONhxfQfUOjV4HB6GBQ3D7OjZaOvS1tYhEitycnIyaYM3WxGJRPD19cWtW7fqrPfx8bHJJd98TzFksSEo+SG9Vh3PXQi+v+0W+doDleoW7tzZjlu3f4BOVwknJxcEBEyCf5uxEIvruUM1sTramZbYldLqUpRXl6NSWwkJXwIXgQt8Jb62DouQB7p79y6+/vpr6HTGl/dyOBxMnToVAQG2OX2pLauGJkcBxb4s6OQagAMIw9zh9ni7Vr0Wpbq6EFlZq3Enf1uturb+4xES8ipEItol0FJazM60x44dw6pVq5CcnIz8/Hzs2rULo0ePtmVIxMY8RB7wENnvgklC6iOVSvHCCy/g999/h1wuB3BvcfBjjz1m8h9SWq0SOl0FeDwXo9MRSmUOdHoVuBwn8HguEInqT+b57iJwXJzgFeACptaBw+OAI+LBya11X26s08mRX7Czzro7+dsQGDgRZr3jIzGZTROVqqoqREZGYsqUKXjqqadsGQohhDSLs7Mz2rdvj4kTJ6K6uhqMMYhEIri5ucHJqWm/atXqUmg0d5GX9xOqlDfgLOmAtgEvgO/kgcqqdGRkLIdSeRMAF15eQ9Gh/Rtwdm5fb39OTk6A118xqFR5UCvVADgQ8L3A57sYtddqq6DVFkLPdOBynCCRhDQp/sao0amgUd8FwMDhiiAWtTH7MRqi0ZSCsbpvC8BYDTTaMjhbNSJSH5smKiNHjsTIkSNtGQIhhJhVc9fW1NRUQ1FxAampM8DYvSt2ystP407+NnSPWAelMu9/SQoA6FFc/AcqK9MR1ePHByYUanUpVNXZuHFjJeTyZPB4ErRpMxaBgS9BIr63T5FKdRu3b29C3p2foNNVQiwOQbt2cyBzjYJYbJ61YipVLvLubMOdO9tRU6OAu1s/tGv/b4hFwRAIrLPAl8dr+LQXjyu2ShzkwVrUzRvUajUUCoXRgxBCHIlGk48rV940JCn3MVaDK1cWwNOzf63XVFffgVxx8YF9q6qzcf7885DLkwEAOp0St2//gNTUV6BU5kCpvIWr1xYh99Y30Okq771GlY3Ll19HWdlJ1NTUf6lzYymVuUi7PBs5Oeug1ZaCsRqUlh1HcvKzUKmym91/Yzk5uUIiqXsWytm5I5ycXOqsI9bXohKVFStWQCaTGR6BgbQqmxDiWDTaMmi1dV/qrNGWQFsjr7OutPR4g/2qVHnIvPF+nac7KiuvQqnMBEMNSkvr3iE68+bH0GjqvqqpKVSqLCjqSKoY0yIz8wOoVPVsUGdmEkkwIrqtgVBgvL5HKPRDt66rIZEEWyUO8mAt6vLkhQsXYu7cuYbnCoWCkhVCiGOpZ93Eg+pFwobXeDCmQbn8XL31xcVHEBzcud56jaYQNTV178fSFEXFh+utKys/Bcbqv9+TuUml4ejZczOqlDdRVXUDUucwSCTtLLImh5iuRSUqQqHQZrefJ4SQxtBqK6DVFoMxBi5XALG4aZcl8/me4PGcodNV1arj8aTg8+u6Ko4DH9/HHtAzp95+7x3XHWjgNhYAF1yeoIH6xuE71X8FFNcG60IkklBIJKHw9hpm9WOTxmlRp34IIcSeKZW5uJn1Mc6cHYVTpx9B2uXXUFZ2BtXVRY3uQyDwRliHt+qs6xj2f1Crje97xeE4oXPnD8B3aviyfj7fG23ajK233sdnJPT66noXmXp6PgwnXvP3q/Lxqf8CijZ+T4HHo+0JiDGbzqhUVlbixo0bhudZWVlISUmBh4cHgoLoTrmEkJZDqcxBatosVFb+tQusQnER5y+MR8+oTY3ePIzPd4GHx8OIitqMnOwvoVRlQSJph5DgGRCJgsBYDXpF/4Ky8tPg82Vwk0WDx5M9sH8+3xlBgZNRXn7WKEYACAt7G05ObuDxXNCt2+dITf0X9H+775ZYHIywDv/X4H4tjeXk5Ib27eYj8+Yqo3JnSQcEBU2FUEjb+hNjNt2ZNiEhAUOGDKlVPmnSJGzcuPGBr6edaQkh9qK45CguXpxSZ52rayS6df2syaeBqqvzodOrwONKIBL5mSPM/13dk4XikiPg893g4zMSfCc3Q/9abSU0mrsoKz+NatVtyGQ94ezcwazrNlSqPGi1ZSi4+xu02jJ4eQ2Di7QzrQ1pRVrMzrSDBw+u926jhBDSkpSWHKu3TqG4aDRD0VgiC2yCJpEEQyIJhpfX4Drr+Xwp+HxpgxvINZdY3BZicVu4unaz2DGI46A1KoQQYgZ1L3K9h8sVg8PhWDEaQhwHJSqEEGIG3t7DAdSdjNAiUUJMR4kKIYSYAY8nQ3j4u/hnsiKVdkJQ8Mu0SJQQE7WofVQIIcReicV+8PQYir59olFUdBAabSk8PR6+t4GYmK5iJMRUlKgQQoiZiMV+APwglYbbOhRCHAad+iGEEEKI3aJEhRBCCCF2ixIVQgghhNgtSlQIIYQQYrcoUSGEEEKI3aJEhRBCCCF2ixIVQgghhNgtSlQIIYQQYrcoUSGEEEKI3aJEhRBCCCF2ixIVQgghhNitFn2vH8YYAEChUNg4EkIIIYQ01v3v7fvf4w1p0YlKRUUFACAwMNDGkRBCCCGkqSoqKiCTyRpsw2GNSWfslF6vx507d+Di4gIOh1OrXqFQIDAwELdu3YKrq6sNIrS+1jhmgMbdmsbdGscM0Lhb07hbw5gZY6ioqIC/vz+43IZXobToGRUul4uAgIAHtnN1dXXYN7s+rXHMAI27NWmNYwZo3K2Jo4/5QTMp99FiWkIIIYTYLUpUCCGEEGK3HDpREQqFWLJkCYRCoa1DsZrWOGaAxt2axt0axwzQuFvTuFvjmBvSohfTEkIIIcSxOfSMCiGEEEJaNkpUCCGEEGK3KFEhhBBCiN2iRIUQQgghdstmicoXX3yBkJAQiEQi9O3bF2fOnGmw/Y4dO9CpUyeIRCJERERg7969RvWMMSxevBht2rSBWCzG8OHDkZGRYdSmtLQU48ePh6urK9zc3DB16lRUVlYa6q9du4YhQ4bA19cXIpEI7dq1w6JFi6DVapsUiyOOe+PGjeBwOEYPkUjUYsf8dzdu3ICLiwvc3NyaHIsjjrs577W9jjs7O7vWmDgcDk6dOtWkWBxtzI74Xt/v58MPP0THjh0hFArRtm1bLF++3KhNQkICevbsCaFQiA4dOmDjxo0OP+6EhIQ6PxMFBQWNHrtNMBvYunUrEwgE7LvvvmOXL19m06ZNY25ubuzu3bt1tj9x4gTj8Xjsgw8+YOnp6WzRokWMz+ez1NRUQ5uVK1cymUzGfv31V3bx4kX25JNPstDQUKZSqQxtHn30URYZGclOnTrFEhMTWYcOHdi4ceMM9ZmZmey7775jKSkpLDs7m/3222/Mx8eHLVy4sEmxOOK4N2zYwFxdXVl+fr7hUVBQ0GLHfJ9Go2G9evViI0eOZDKZrMmxOOK4TX2v7XncWVlZDAD7448/jMal0WiaFIujjdkR32vGGHv11VdZeHg4++2339jNmzfZuXPn2MGDBw31N2/eZBKJhM2dO5elp6ezNWvWMB6Px/bv3+/Q4z5y5AgDwK5du2b0nut0ugeO25Zskqj06dOHzZw50/Bcp9Mxf39/tmLFijrbP/vssywuLs6orG/fvmz69OmMMcb0ej3z8/Njq1atMtSXl5czoVDIfvrpJ8YYY+np6QwAO3v2rKHNvn37GIfDYXl5efXGOmfOHDZw4MBGx9KQljzuDRs21PpCawx7H/Mbb7zBXnzxxTrH58jvdUPjNvW9Zsx+x33/S/vChQv1xm7q+92Sx+yI73V6ejpzcnJiV69erTf2N954g3Xt2tWo7LnnnmOxsbEOPe77iUpZWdkDx2lPrH7qR6PRIDk5GcOHDzeUcblcDB8+HElJSXW+Jikpyag9AMTGxhraZ2VloaCgwKiNTCZD3759DW2SkpLg5uaGXr16GdoMHz4cXC4Xp0+frvO4N27cwP79+zFo0KBGx+Ko4waAyspKBAcHIzAwEKNGjcLly5db9JgPHz6MHTt24IsvvjApFkcdN9D097oljBsAnnzySfj4+GDgwIH4/fffmxSLI44ZcLz3+r///S/atWuH3bt3IzQ0FCEhIXj55ZdRWlra6Fgcddz39ejRA23atMEjjzyCEydONDhme2D1RKW4uBg6nQ6+vr5G5b6+vvWeJysoKGiw/f3/PqiNj4+PUb2TkxM8PDxqHbd///4QiUQICwvDQw89hHfffbfRsTjquMPDw/Hdd9/ht99+w6ZNm6DX69G/f3/cvn27RY65pKQEkydPxsaNG+u96ZcjvteNGbcp77W9j1sqleKjjz7Cjh07sGfPHgwcOBCjR482+uI25f1u6WN2xPf65s2byMnJwY4dO/DDDz9g48aNSE5OxtixYx8Yi0KhgEqlcthxt2nTBuvWrcPPP/+Mn3/+GYGBgRg8eDDOnz9f75jtQYu+e7KlbNu2DRUVFbh48SLmz5+PDz/8EG+88Yatw7K4hsYdExODmJgYQ9v+/fujc+fO+Oqrr7Bs2TJbhWyyadOm4YUXXsDDDz9s61CsqjHjdrT3GgC8vLwwd+5cw/PevXvjzp07WLVqFZ588kkbRmY5jRmzI77Xer0earUaP/zwAzp27AgAWL9+PaKjo3Ht2jWEh4fbOELLaMy47z/u69+/PzIzM/HJJ5/gxx9/tFXoD2T1GRUvLy/weDzcvXvXqPzu3bvw8/Or8zV+fn4Ntr//3we1KSwsNKqvqalBaWlpreMGBgaiS5cuGDduHFauXImlS5dCp9M1KhZHHfc/8fl8REVF4caNGy1yzIcPH8aHH34IJycnODk5YerUqZDL5XBycsJ3333XqFgcddz/1Jj32t7HXZe+ffsajcmU97ulj/mfHOG9btOmDZycnAxf1gDQuXNnAEBubm6Dsbi6ukIsFjvsuOvSp0+fB77ftmb1REUgECA6Ohp//vmnoUyv1+PPP/80yuz/LiYmxqg9ABw6dMjQPjQ0FH5+fkZtFAoFTp8+bWgTExOD8vJyJCcnG9ocPnwYer0effv2rTdevV4PrVYLvV7fqFgcddz/pNPpkJqaijZt2rTIMSclJSElJcXwePfdd+Hi4oKUlBSMGTOmUbE46rj/qTHvtb2Puy4pKSlGYzLl/W7pY/4nR3ivBwwYgJqaGmRmZhraXL9+HQAQHBzcqFgcddx1edBnwi7YYgXv1q1bmVAoZBs3bmTp6eksPj6eubm5GS6LmzBhAnvzzTcN7U+cOMGcnJzYhx9+yK5cucKWLFlS5+Vdbm5u7LfffmOXLl1io0aNqvPyrqioKHb69Gl2/PhxFhYWZnR516ZNm9i2bdtYeno6y8zMZNu2bWP+/v5s/PjxTYrFEcf9zjvvsAMHDrDMzEyWnJzMnn/+eSYSidjly5db5Jj/qa6rHxzxvW7MuE19r+153Bs3bmRbtmxhV65cYVeuXGHLly9nXC6Xfffdd02KxdHG7IjvtU6nYz179mQPP/wwO3/+PDt37hzr27cve+SRRwxt7l+ePH/+fHblyhX2xRdfNOny5JY67k8++YT9+uuvLCMjg6WmprLXX3+dcblc9scffzxw3LZkk0SFMcbWrFnDgoKCmEAgYH369GGnTp0y1A0aNIhNmjTJqP327dtZx44dmUAgYF27dmV79uwxqtfr9eztt99mvr6+TCgUsmHDhrFr164ZtSkpKWHjxo1jUqmUubq6spdeeolVVFQY6rdu3cp69uzJpFIpc3Z2Zl26dGHvvfee0YelMbE44rhnz55tiNvX15c99thj7Pz58y12zP9U32WajvZeN2bczXmv7XXcGzduZJ07d2YSiYS5urqyPn36sB07dtSK3dT3u6WO2RHfa8YYy8vLY0899RSTSqXM19eXTZ48mZWUlBi1OXLkCOvRowcTCASsXbt2bMOGDQ4/7vfff5+1b9+eiUQi5uHhwQYPHswOHz7c6HHbCocxxmw9q0MIIYQQUhe61w8hhBBC7BYlKoQQQgixW5SoEEIIIcRuUaJCCCGEELtFiQohhBBC7BYlKoQQQgixW5SoEEIIIcRuUaJCCGkQh8PBr7/+auswCCGtFCUqhBBCCLFblKgQQhyORqOxdQgG9hQLIS0RJSqE2Ln9+/dj4MCBcHNzg6enJx5//HHDHVL79++PBQsWGLUvKioCn8/HsWPHAAD5+fmIi4uDWCxGaGgotmzZgpCQEKxevdqkeFJTUzF06FCIxWJ4enoiPj4elZWVhvqEhAT06dMHzs7OcHNzw4ABA5CTkwMAuHjxIoYMGQIXFxe4uroiOjoa586da9RxT5w4gcGDB0MikcDd3R2xsbEoKysDAAwePBizZs3C7Nmz4eXlhdjYWADA0aNH0adPHwiFQrRp0wZvvvkmampqDH3u3LkTERERhrEMHz4cVVVVDxxHQ5YuXYoePXrg22+/RWhoKEQiEQCgvLwcL7/8Mry9veHq6oqhQ4fi4sWLhtc152dDiCOjRIUQO1dVVYW5c+fi3Llz+PPPP8HlcjFmzBjo9XqMHz8eW7duxd9v2bVt2zb4+/vjoYceAgBMnDgRd+7cQUJCAn7++Wd8/fXXKCwsNDmW2NhYuLu74+zZs9ixYwf++OMPzJo1CwBQU1OD0aNHY9CgQbh06RKSkpIQHx8PDocDABg/fjwCAgJw9uxZJCcn48033wSfz3/gcVNSUjBs2DB06dIFSUlJOH78OJ544gnodDpDm++//x4CgQAnTpzAunXrkJeXh8ceewy9e/fGxYsXsXbtWqxfvx7/+c9/ANxL4MaNG4cpU6bgypUrSEhIwFNPPQXG2APH8SA3btzAzz//jF9++QUpKSkAgGeeeQaFhYXYt28fkpOT0bNnTwwbNgylpaXN+tkQ4vBse09EQkhTFRUVMQAsNTWVFRYWMicnJ3bs2DFDfUxMDFuwYAFjjLErV64wAOzs2bOG+oyMDAaAffLJJ406HgC2a9cuxhhjX3/9NXN3d2eVlZWG+j179jAul8sKCgpYSUkJA8ASEhLq7MvFxYVt3LixiSNmbNy4cWzAgAH11g8aNIhFRUUZlb311lssPDyc6fV6Q9kXX3zBpFIp0+l0LDk5mQFg2dnZtfp70DgasmTJEsbn81lhYaGhLDExkbm6urLq6mqjtu3bt2dfffUVY8z0nw0hjo5mVAixcxkZGRg3bhzatWsHV1dXhISEAAByc3Ph7e2NESNGYPPmzQCArKwsJCUlYfz48QCAa9euwcnJCT179jT016FDB7i7u5sUy5UrVxAZGQlnZ2dD2YABA6DX63Ht2jV4eHhg8uTJiI2NxRNPPIFPP/0U+fn5hrZz587Fyy+/jOHDh2PlypWGU1gPcn9GpSHR0dG1Yo2JiTGaBRkwYAAqKytx+/ZtREZGYtiwYYiIiMAzzzyDb775xnAq6UHjeJDg4GB4e3sbnl+8eBGVlZXw9PSEVCo1PLKysgw/A1N/NoQ4OkpUCLFzTzzxBEpLS/HNN9/g9OnTOH36NIC/FmmOHz8eO3fuhFarxZYtWxAREYGIiAibxbthwwYkJSWhf//+2LZtGzp27IhTp04BuLd+4/Lly4iLi8Phw4fRpUsX7Nq164F9isXiB7b5e/LUGDweD4cOHcK+ffvQpUsXrFmzBuHh4cjKynrgOJoaS2VlJdq0aYOUlBSjx7Vr1zB//nwApv9sCHF0lKgQYsdKSkpw7do1LFq0CMOGDUPnzp0Nf/XfN2rUKFRXV2P//v3YsmWLYTYFAMLDw1FTU4MLFy4Yym7cuFGrj8bq3LkzLl68aFhwCtxb5MrlchEeHm4oi4qKwsKFC3Hy5El069YNW7ZsMdR17NgRc+bMwcGDB/HUU09hw4YNDzxu9+7d8eeffzY51qSkJKP1OydOnICLiwsCAgIA3NsjZsCAAXjnnXdw4cIFCAQCo+SgoXE0Rc+ePVFQUAAnJyd06NDB6OHl5WVoZ8rPhhBHR4kKIXbM3d0dnp6e+Prrr3Hjxg0cPnwYc+fONWrj7OyM0aNH4+2338aVK1cwbtw4Q12nTp0wfPhwxMfH48yZM7hw4QLi4+MhFosbvTD078aPHw+RSIRJkyYhLS0NR44cwauvvooJEybA19cXWVlZWLhwIZKSkpCTk4ODBw8iIyMDnTt3hkqlwqxZs5CQkICcnBycOHECZ8+eRefOnR943IULF+Ls2bOYMWMGLl26hKtXr2Lt2rUoLi6u9zUzZszArVu38Oqrr+Lq1av47bffsGTJEsydOxdcLhenT5/Ge++9h3PnziE3Nxe//PILioqK0Llz5wbHYYrhw4cjJiYGo0ePxsGDB5GdnY2TJ0/i//7v/3Du3Llm/WwIcXi2XiRDCGnYoUOHWOfOnZlQKGTdu3dnCQkJRgtcGWNs7969DAB7+OGHa73+zp07bOTIkUwoFLLg4GC2ZcsW5uPjw9atW9eo4//zWJcuXWJDhgxhIpGIeXh4sGnTprGKigrGGGMFBQVs9OjRrE2bNkwgELDg4GC2ePFiptPpmFqtZs8//zwLDAxkAoGA+fv7s1mzZjGVStWoOBISElj//v2ZUChkbm5uLDY2lpWVlTHG7i2mff311+t8Te/evZlAIGB+fn5swYIFTKvVMsYYS09PZ7Gxsczb25sJhULWsWNHtmbNmgeO40GWLFnCIiMja5UrFAr26quvMn9/f8bn81lgYCAbP348y83NbfbPhhBHxmHsb/OihBCHd/v2bQQGBuKPP/544AJVQgixNUpUCHFwhw8fRmVlJSIiIpCfn4833ngDeXl5uH79Ou3TQQixe7RGhRAHp9Vq8dZbb6Fr164YM2YMvL29kZCQAD6fj82bNxtdLvv3R9euXa0W48iRI+uN47333rNaHI3RtWvXemO9f5k4IcR8aEaFkFasoqICd+/erbOOz+cjODjYKnHk5eVBpVLVWefh4QEPDw+rxNEYOTk50Gq1ddb5+vrCxcXFyhER4tgoUSGEEEKI3aJTP4QQQgixW5SoEEIIIcRuUaJCCCGEELtFiQohhBBC7BYlKoQQQgixW5SoEEIIIcRuUaJCCCGEELtFiQohhBBC7Nb/A2Z2Nu7ccYe1AAAAAElFTkSuQmCC",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "for dataset_name in [\n",
-    "    'burgers_pdebench',\n",
-    "    'darcy_pdebench',\n",
-    "    'incomp_ns_pdebench',\n",
-    "]:\n",
-    "    sns.scatterplot(\n",
-    "        data=summary_stats[summary_stats.dataset == dataset_name],\n",
-    "        y='avg_epoch_time',\n",
-    "        x='avg_loss_cross_res',\n",
-    "        hue='pair',\n",
-    "    )\n",
-    "    plt.title(dataset_name)\n",
-    "    plt.show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 55,
-   "id": "3bc7f1b8-5008-4704-adf9-dc3a8d5cb2c1",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 800x300 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 800x300 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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QCAQCgUAgEAgEHUY4FgKBQCAQCAQCgaDDCMdCIBAIBAKBQCAQdBjhWAgEAoFAIBAIBIIOIxwLgUAgEAgEAoFA0GGEYyEQCAQCgUAgEAg6jHAsBAKBQCAQCAQCQYcRjoVAIBAIBAKBQCDoMMKxEAgEAoFAIBAIBB1GOBYCgUAgEAgEAoGgwwjHQiAQCAQCgUAgEHQY4Vh0EgqFwq3Hli1bOnyu2tpannjiCbePtWXLFpcxqFQqoqOjWbhwIceOHevweDyF0Wjk4YcfJj4+Hj8/PyZPnsyGDRu6eliCdiJsomPU1NTw+OOPc+mllxIeHo5CoWDVqlVdPSxBOxH20DF2797NkiVLSE1NJSAggKSkJK677jpOnjzZ1UMTtANhDx0jPT2da6+9lgEDBuDv709kZCQXXnghX3/9tdfHovb6GfsIH3zwgcvr999/nw0bNjRaPnz48A6fq7a2lieffBKAGTNmuL3fvffey8SJEzGbzRw6dIg333yTLVu2cOTIEWJjYzs8ro5y8803s2bNGu6//34GDx7MqlWrmDdvHps3b2bq1KldPTxBGxE20TFKS0t56qmnSEpKIi0tzSMXWEHXIeyhY7zwwgts376da6+9ltGjR1NYWMjKlSsZN24cv/76KyNHjuzS8QnahrCHjpGVlUV1dTWLFi0iPj6e2tpaPvvsM6688kreeust7rjjDu8NRhJ4hXvuuUfqrI+7pKREAqTHH3/cre03b94sAdKnn37qsvyNN96QAOmFF17ohFG2jZ07d0qA9Pe//925zGAwSAMHDpSmTJnShSMTeAphE22jrq5OKigokCRJknbv3i0B0nvvvde1gxJ4DGEPbWP79u2S0Wh0WXby5ElJq9VKv/vd77poVAJPIeyh41gsFiktLU0aOnSoV88rUqG6EJvNxooVK0hNTcXX15eYmBgWL15MRUWFy3Z79uzhkksuITIyEj8/P/r378+tt94KQGZmJlFRUQA8+eSTzlDdE0880ebxTJs2DYAzZ864LM/Ly+PWW28lJiYGrVZLamoq7777bqP9X331VVJTU/H39ycsLIwJEybw0UcfuWxz/PhxsrOzWx3LmjVrUKlULl62r68vt912G7/88gs5OTltfn+C7o+wiebRarVdPism8C7CHprn/PPPx8fHx2XZ4MGDSU1N7TbpKQLPIuyhbahUKhITE6msrGzX/u1FpEJ1IYsXL2bVqlXccsst3HvvvWRkZLBy5Ur279/P9u3b0Wg0FBcXM2fOHKKionjkkUcIDQ0lMzOTzz//HICoqCjeeOMN7rrrLubPn8+CBQsAGD16dJvHk5mZCUBYWJhzWVFREeeddx4KhYIlS5YQFRXF999/z2233UZVVRX3338/AO+88w733nsvCxcu5L777qOuro5Dhw6xc+dOfvvb3zqPN3z4cKZPn95qGsf+/fsZMmQIwcHBLssnTZoEwIEDB0hMTGzzexR0b4RNCAT1CHtoG5IkUVRURGpqapv3FXR/hD20jl6vx2AwoNPp+Oqrr/j++++5/vrr2/zeOoRX4yN9mHPDej///LMESB9++KHLduvWrXNZ/sUXX0iAtHv37maP3d6w3rvvviuVlJRI+fn50rp166RBgwZJCoVC2rVrl3Pb2267TYqLi5NKS0tdjvGb3/xGCgkJkWprayVJkqSrrrpKSk1NbfXcgDR9+vRWt0tNTZUuuuiiRsvT09MlQHrzzTdbPYageyNsQsZdm2iISIXqfQh7kGmPPTj44IMPJED6z3/+0679Bd0HYQ8ybbWHxYsXS4AESEqlUlq4cKFUXl7u9v6eQKRCdRGffvopISEhXHzxxZSWljof48ePJzAwkM2bNwMQGhoKwDfffIPZbPboGG699VaioqKIj4/n0ksvRafT8cEHHzBx4kRAnv357LPPuOKKK5AkyWWcl1xyCTqdjn379jnHmZuby+7du1s8pyRJbnneBoMBrVbbaLmvr69zvaB3IWxCIKhH2EPbOH78OPfccw9Tpkxh0aJFbd5f0L0R9uAe999/Pxs2bGD16tXMnTsXq9WKyWRq93tuD8Kx6CJOnTqFTqcjOjqaqKgol0dNTQ3FxcUATJ8+nWuuuYYnn3ySyMhIrrrqKt577z2MRmOHx7B8+XI2bNjAF198wU033YROp0OprP9KlJSUUFlZydtvv91ojLfccguAc5wPP/wwgYGBTJo0icGDB3PPPfewffv2do/Nz8+vyfdYV1fnXC/oXQibEAjqEfbgPoWFhVx22WWEhIQ46/MEvQthD+4xbNgwZs+ezU033cQ333xDTU2N09HxFqLGoouw2WxER0fz4YcfNrneUVykUChYs2YNv/76K19//TU//PADt956Ky+//DK//vorgYGB7R7DqFGjmD17NgBXX301tbW13H777UydOpXExERsNhsAN954Y7MzQI68xOHDh3PixAm++eYb1q1bx2effcbrr7/O8uXLnbJubSEuLo68vLxGywsKCgCIj49v8zEF3RthEwJBPcIe3EOn0zF37lwqKyv5+eefxbWhlyLsoX0sXLiQxYsXc/LkSYYOHeqx47aIVxOv+jDn5gvefffdkkqlcubbtYUPP/xQAqR33nlHkiRJKi0t9Yh02unTpyWVSiUtXrxYkiRZqiwoKEi64YYb2jxGo9EoXXbZZZJKpZIMBkOb93/wwQcllUol6XQ6l+XPPvusBEjZ2dltPqageyFsov2IGoveh7CHtmMwGKRp06ZJ/v7+0o4dO9p1DEH3RNiDZ1ixYoUESDt37vTYMVtDpEJ1Eddddx1Wq5Wnn3660TqLxeKUB6uoqGgUwhozZgyAM7Tn7+8P0GFJsYEDB3LNNdewatUqCgsLUalUXHPNNXz22WccOXKk0fYlJSXO52VlZS7rfHx8GDFiBJIkueQ5uiudtnDhQqxWK2+//bZzmdFo5L333mPy5MlCEaoXImxCIKhH2EPLWK1Wrr/+en755Rc+/fRTpkyZ0oF3JujuCHtoGUeKVUPMZjPvv/8+fn5+jBgxoi1vrUOIVKguYvr06SxevJjnnnuOAwcOMGfOHDQaDadOneLTTz/ln//8JwsXLmT16tW8/vrrzJ8/n4EDB1JdXc0777xDcHAw8+bNA3B+aT7++GOGDBlCeHg4I0eObFfn0YceeohPPvmEFStW8Pzzz/P888+zefNmJk+ezO23386IESMoLy9n3759bNy4kfLycgDmzJlDbGwsF1xwATExMRw7doyVK1dy2WWXERQU5Dy+u9JpkydP5tprr2XZsmUUFxczaNAgVq9eTWZmJv/5z3/a/L4E3R9hE1taHcvKlSuprKwkPz8fgK+//prc3FwA/vjHPxISEtLm9yfongh72NLiOP70pz/x1VdfccUVV1BeXs5///tfl/U33nhjm9+boPsi7GFLi+NYvHgxVVVVXHjhhfTr14/CwkI+/PBDjh8/zssvv9yhFLA247XYSB+nuS6Sb7/9tjR+/HjJz89PCgoKkkaNGiX9+c9/lvLz8yVJkqR9+/ZJN9xwg5SUlCRptVopOjpauvzyy6U9e/a4HGfHjh3S+PHjJR8fn1ZDfM2F9RzMmDFDCg4OliorKyVJkqSioiLpnnvukRITEyWNRiPFxsZKs2bNkt5++23nPm+99ZZ04YUXShEREZJWq5UGDhwoPfTQQ41SmWiDdJrBYJAefPBBKTY2VtJqtdLEiROldevWubWvoPsjbEKmLTaRnJzslBI895GRkeHWMQTdE2EPMu7aw/Tp05u1BXFr0/MR9iDjrj383//9nzR79mwpJiZGUqvVUlhYmDR79mzpyy+/bHVfT6OQJC+WigsEAoFAIBAIBIJeiaixEAgEAoFAIBAIBB1GOBYCgUAgEAgEAoGgwwjHQiAQCAS9ksrKSiZMmMCYMWMYOXIk77zzTovLBYLejrAJQWcjaiwEAoFA0CuxWq0YjUb8/f3R6/WMHDmSPXv2EBoa2uTyiIiIrh6yQNCpCJsQdDYiYiEQCASCXolKpXJq1huNRiRJQpKkZpcLBL0dYROCzkY4FgKBQCDolmzdupUrrriC+Ph4FAoFa9eubbTNa6+9RkpKCr6+vkyePJldu3a5rK+srCQtLY2EhAQeeughIiMjW1wuEHRnhE0IujuiQV4z2Gw28vPzCQoKQqFQdPVwBB5GkiSqq6uJj49HqRT+dWsIe+jddFd70Ov1pKWlceutt7JgwYJG6z/++GOWLl3Km2++yeTJk1mxYgWXXHIJJ06cIDo6GoDQ0FAOHjxIUVERCxYsYOHChcTExDS73B2EPfR+hE0ImxDU0yZ78HrnjB5CTk5Oi813xKN3PHJycrr6q9YjEPbQNx7d2R4A6YsvvnBZNmnSJOmee+5xvrZarVJ8fLz03HPPNXmMu+66q8kmV80td1BXVyfpdDrn4+jRo13+vxIPYRPCJsSjO9qDiFg0g6Olek5ODsHBwV08GoGnqaqqIjEx0fl/FrSMsIfeTU+0B5PJxN69e1m2bJlzmVKpZPbs2fzyyy8AFBUV4e/vT1BQEDqdjq1bt3LXXXc1u7w5nnvuOZ588slGy4U99F6ETQibENTTFnsQjkUzOEJ5wcHBwkh6MSJk6x7CHvoGPckeSktLsVqtjVI1YmJiOH78OABZWVnccccdzkLUP/7xj4waNYpdu3Y1ubw5li1bxtKlS52vHRdZYQ+9H2ETTSNsom/ijj0Ix0IgEAgEvZJJkyZx4MABt5c3h1arRavVem5gAkEXIWxC0Nl0n4okgUAgEAjcJDIyEpVKRVFRkcvyoqIiYmNju2hUAkHXIWxC0B0QjoVAIBAIehw+Pj6MHz+eTZs2OZfZbDY2bdrElClTunBkAkHXIGxC0B0QqVCC3k1FFmx6CqKGwfSHuno0AoH3OPQJaINg6NyuHkm7qamp4fTp087XGRkZHDhwgPDwcJKSkli6dCmLFi1iwoQJTJo0iRUrVqDX67nlllu6cNSCbkn2TsjfD5MXQw+qmzgXYRMCT5BVlcW3Z7/lN8N+Q7hvuEePLRwLAQAWkwmbzYqPr19XD8WzlJ6CI2sgOlU4FoK+Q/Ex+Px2UPvCslxQabp6RO1iz549zJw50/naUSy6aNEiVq1axfXXX09JSQnLly+nsLCQMWPGsG7dOre19wV9BKsFPr4R9MUQNxqSz+/qEbUbYROCjpJdlc3N626m1FCKVqXltlG3efT4wrEQIEkS//fYQ+h1FSx66TX8AnuOvF6rVGbJf0OTunYcAoE3Sf9C/mupg+qCHvv9nzFjBrJcf/MsWbKEJUuWeGlEgh5J5s+yUwFQcqJHOxbCJgQdoVBfyO3rb6fUUAqAzqjz+DlEjYWAyqICijPPoK8o5/j2n7p6OJ6lMlv+20NvrASCdpG+tv65LrfLhiEQdAvSP69/XpHRdeMQCLqQ8rpy7thwB/n6fOeyWkutx88jHAsB+SeOOZ+nb9nUwpadg8Vk7byDC8dC0NcoPgalJ+pfC8dC0JexmuHY1/Wvy4VjIeh7VJuquXPDnWToMojxj+E3Q38DgMFi8Pi5RCqUm0iShGS2dfUwOoXCEydQKeQc7NKMTErOnCUiMdkr5z6+o4Ct/zvJnD+kkjI60vMnKC8ASQsBSSgkqUc1OxII2kXDaAWALqdLhiEQdAvObgFDRf1rEbEQ9DEMFgNLNi3hWPkxwn3DeWfOO/xa8KtznacRjoWbSGYb+ct3dPUwOoWhjGJoSn2HTeM7eeST55VzBwOXh2pgzUny15zshDM8Kv/5P4gfbkPho+qEcwgE3Yija+W/YSlQkSkiFoK+zRF7GlT/CyFjK5RngiT1aGUogcBdzFYzD2x5gH3F+wjSBPHm7DfpH9KfQyWHAJEKJRAIBIKWKD4GJcdB5QMT/yAvqxQRC0EfxVwHx7+Rn099QP5rqobasq4bk0DgJaw2K4/8/Ajb87bjq/LltdmvMTxiOAB+alkB1GAWEYsuQ6FREv9Uz1WSaI6c9EN88cJTBEdG8fsXX+Xd++7AUF3FlUuXkTJmfKee+9TuIjZ/cBwAjVbFzS9e4NlUpdLT8NY08AmCB0+g0Ag/WtDLcaRBDbwIokfIz0XEQtBXObMJjFUQFA/9Z0BwP6jKk+ssAjoh9VYg6CZIksRTvz7F+qz1qJVqVsxcwdjosc71TsdCpEJ1HQqFolem0eSfPY5VMhM9eBAafy1Dp01l77dfkr5tEwMmTerUc2cdr8BRtm01WqnVWwgK9/XcCfQ5oDBC2CDQiq+6oA/gSIMacTWEJMrPdTki9UPQN3GkQaXOB6USwvrLjkVFBiRO7NqxCQSdhCRJvLTnJT4/9TlKhZIXL3yRC/pd4LJNZzoWYgq3j1NwUo4YxA+Rw2Op02cDcGbvTgzVVZ12XptNIudoOQBKlXzDU16g9+xJRA8LQV+i+LicBqXUyN22QxLk5aYaqPO8VrlA0K0x1cKJ7+XnIxfIf8NT5L9CGUrQi3nr0Fu8f/R9AJ6Y8gQXJ1/caBs/jexYiBoLgUeRbDbyTzkci2EARCX3JzplIFaLpVN7WhRnVVGnN+PjpyZ5ZAQAFR53LITUrKAP4YhWDLwI/ELBxx/8ZdsS6VCCPsep9WDWy7///expvWH95b9CGUrQS/nv0f/y2oHXAHh44sPMHzy/ye381f6AiFgIPEx5fh5GvR61j5ao5P7O5akzZgGQ/lPn9bTIPiIXzyUODyMyIVAej3AsBIL246ivSL26fpkjaiEcC0FfI71BGpQjDTDcfp0rP9s1YxIIOpG1p9fywu4XALh7zN3cOOLGZrcVqVCCTiH/lNwYL3bgYFTq+hqEYRdMR6lSU3T2NCXZmZ1y7qx0OQ0qKTWCsLgAAMrzhWMhELSLkhNQcsyeBjWvfnnDOguBoK9grIaTP8jPR15Tv9wRsRCpUIJexsasjTy+43EAfj/i99w5+s4Wt3c4FhabBbPV7NGxCMeiD5N/Qk6DirOnQTnwDw5hwDi5sK0zohaGahPFWXL9RnJqBOF2x6KiQI8kSZ47kXAsBH0FpxrUTDkNyoGIWAj6IifWgaUOwgdC7Oj65Y6Ihb4YjDVdMzaBwMPsyNvBQ1sfwibZWDB4AQ9NeKhVhU1HKhR4vs5COBZ9mIJTroXbDRk5Uy7iPvbzZqwWi0fPm320HCSI6BdIQKiW0Bh/FEoFpjor+kqTZ05iNsgXDxCOhaD301ANqiHCsRD0RRxpUCMXuKqh+YWBb6j8vCLT26MSCDzO/uL93Lf5Piw2C3OS57D8vOVuyfZrVBrUCjlTxdPpUD3escjJyWHGjBmMGDGC0aNH8+mnnzrXZWRkMHPmTEaMGMGoUaPQ6z2catODqaupoSxXntGPHzy00fqUtPH4h4RSq6sk8+A+j547+6hcX5E8MhwAlVpJaLQclisv8NAskqMpmE+QfDERCHorJSeh+KicBjVsnus64VgI+hqGSji9UX6euqDx+nBRwC3oHRwrO8Y9G++hzlrHBf0u4Plpz6NSut8WobPqLHq8Y6FWq1mxYgVHjx5l/fr13H///U4H4uabb+app57i6NGj/PTTT2i12i4ebfeh4PQJAEJj4/APCW20XqVWM3zqDADSf9rosfNKDWRmk1IjnMvDnOlQHgrJNUyDEvr9gt6MI1oxYEZjJ9pZYyEcC0Ef4cR3YDVB1DCIkZtEmm1mvjrzFf8+/G+soSnydqLOQtCDydBlcOfGO6k2VzMuehz/mPEPNCpNm47hkJwVjsU5xMXFMWbMGABiY2OJjIykvLyc9PR0NBoN06ZNAyA8PBy1WjRJc5B/Ui7cjh88rNltUqfL6lBn9uzyWE+L4uxqDNVmfHxVxA4McS4PdxZweypi0Td7WIgIXh+kKTUoB46IRXU+WD2b0igQdEucTfEWYLaZ+eLUF1z5xZU8uu1R/rnvnxwOtF93RMRC0EMpqCngjg13UF5XzvDw4ayctdIZfWgLnSU52+WOxdatW7niiiuIj49HoVCwdu3aRtu89tprpKSk4Ovry+TJk9m1a1eTx9q7dy9Wq5XExEROnTpFYGAgV1xxBePGjeNvf/tbJ7+TnkW+ozHe0Mb1FQ6ikvsT3X8gNqvnelpkp8tpUAnDw1Gp6r9+TseiMyIWfQgRwetjlJ6C4nRQql3VoJAvFnXaYDlFSrJBdUEXDVIgaB8mQy2fPv0Xvvnni+4Je9SWw9nNmIEvQkK48osrWb5jObk19RG7Sv9Q+YmIWAh6IKWGUm7fcDuF+kL6h/TnzYvfJMgnqF3H6rWpUHq9nrS0NF577bUm13/88ccsXbqUxx9/nH379pGWlsYll1xCcXGxy3bl5eXcdNNNvP322wBYLBZ+/vlnXn/9dX755Rc2bNjAhg0bOv399ARsNiuF9lSouBYiFlDfidtT6lBZ9v4VyQ3SoKBBKlShh5Sh+qhjISJ4fQxHtGLADPCXa5YkSeKzk58x4+MZ3PD97yCkn7xNH5ScFRG8noskSWx45zWyjxzixI6tbkXNzUe/4At/LVcmp7D80Gvk1uQS7hvOgxMeJC0qDQC9n4hYCHouf93+V7KqsogPiOfti98m3De83cdyOBa15l6mCjV37lyeeeYZ5s9vujvgK6+8wu23384tt9zCiBEjePPNN/H39+fdd991bmM0Grn66qt55JFHOP/88wHo168fEyZMIDExEa1Wy7x58zhw4ECz4zAajVRVVbk8eitlOdmYDAY0vn5EJiW3uO2wCy70WE+LuhozRZny55qU6moMYTH+KBRgrLVQq/OAMlQPdSxEBE/QJs5RgyrSF3H3prt54pcnqLXUcrryNKY+XMAtIng9l8M/rneJlFfk5zW7rcVmYe3ptVyVvpLlURHkKm1Oh+L7Bd+zKHWR8wZMr5UbslKZAx7W7+/uCEe7Z1NrrmVn/k4A/nXRv4gNiG3/wcx1+Nkll3tdxKIlTCYTe/fuZfbs2c5lSqWS2bNn88svvwDyrMbNN9/MRRddxO9//3vndhMnTqS4uJiKigpsNhtbt25l+PDm036ee+45QkJCnI/ExMTOe2NdjCMNKm7QEJStKAj4B4cwcPwkoONRi+xjZXaZ2QACw3xd1qk0SkKi5Xw/j3Tg7qGOhYjgCdym9DQUHQGlGmnoPL45+w3zv5rPtrxt+Ch9nJvpg+LkJ/aIha6279xMiQhez6Q0O5PN770FgFojf5fLCxo7xg6H4sq1V/LY9sfIwUK41cqDI25xOhT+Gvm6EqiRHQq9Sg0qLUhW0OV4tndSN0c42j2bfcX7sEgW4gPiGRreWM2zTXz/Z/zzDwB9zLEoLS3FarUSExPjsjwmJobCwkIAtm/fzscff8zatWsZM2YMY8aM4fDhw6jVav72t79x4YUXMnr0aAYPHszll1/e7LmWLVuGTqdzPnJyem/agLNwe0jLaVAOUmfIRdwd7WmRfaSxGlRDwmI95Fj04B4WIoIncJujXwBQ1n8qS3c9w7Kfl1FtqiY1IpVPrvjEGeauCYqSt9flIkkSs17ZwpTnNnG2pPs3COstEbzS7Ewqiwo79Ry9BXNdHV+veAGL2UTKmPGkzrwYgIqCfOc2jRyK6hzCVX78qayC7y3RLJq41OlQOHC81ltqISxFXliewaNrj3DNGzvYcsJ1cqY3Ihztns2uQvm3bWLsxI4dyFAJhz7Bz2aTX/Ylx8Idpk6dis1m48CBA87HqFGjAPkm7fDhwxw5coRXXnmlxeNotVqCg4NdHr2VlhrjNYUnelpINqm+f0UzjkV4vKOAu4OORS/tYSEieAIX0r9kk78fCxSFbMzeiFqh5p4x9/DBvA8YGDqQAI1sT3p77QW6XLLLaymtMVFWYyI+tO0qIt6mN0TwTIZaPnz0T/xv+UNI9gu5oHk2vfsG5Xk5BIaFM/eepYTHy6l8Ffm5WGwWvjz9patD4RvOn8b/ie/N4dxcVY3/yGuaPK7THsx6l14WO06Xsjergp4QuOgtjragfewu2A3ApLhJHTvQoU/AYsDP/qXvU45FZGQkKpWKoqIil+VFRUXExnYgt6wPU1ulc878tFa47cATPS1KcmSZWY3WVWa2IeHOXhYddSx6Zw8LEcETONAVHGSZLZ/7Y6Iot9YyOGwwH132EXem3YlGKWuZO2+kHMWqulz2ZVcAMLJfML4a9xspdRXdJYLXEfSVFVhMRvSVFVSVlnTKOXoL6T9tIv2nTSgUSubd+xD+wSGEx8viA1mZx7ly7ZX8dftfyanOIUwbxtLxS/l+wffcnDQH/6xf5YOkNv1dcaZCmfUQJjsWtYWnySyrRaGAccndfxKqNzjagvZRY6rhaPlRACbGdCBiIUmwdxUAfjbZsfB08Xa3jnX5+Pgwfvx4Nm3axNVXXw2AzWZj06ZNLFmypGsH10NxRCvC+yXiGxjo9n6p02ex99u1zp4WfkFti+g41KAShoWhUjftzzojFvmyMpQ7bembpEEPizqzleIqI9HB2h5xI9VRHBG8ppg7dy5z58516zharVbk2HZTtuVt4/HNSykODEAJ3DrqD9yVdhc+Kh+X7ZyOha9dilCXy94s2bEYl9T9b6JawxHBW7ZsmXNZeyJ4ISEhbN26lcWLFzd7LqPRiNFodL5uS2qgyVA/G1ien0tIdEwLW/ddynJz2Pif1wGYcu0NJI6QMw+OSfLveV1pBblVOYT5hnHLyFu4fuj19elOe1YBEiSeV9+75Rwc29aYa8Cen15VcAqYxrDYYEL82tZcrCto7Te8oaMN8Oabb/Ltt9/y7rvv8sgjjwCtO9qA09G++OKLmz1XR2xC0Hb2Fe/DJtlICEwgLjCu/QfK3S1LlKt96yMWxkrPDNJOl0csampqnClMICsTHDhwgOxsedZ56dKlvPPOO6xevZpjx45x1113odfrnYYjaBvO/hVu1lc46GhPi+x0ub4ieWTTaVAAodENlKGq2qYMVW2q5pGfH2Fb3jaXiEV6fhUX/n0zs1/xTB+OrkRE8Po2erOeJ395krs23kWx1UCKycz7A3/HfePua+RUQP0MbY3GLpRgrOJYpqysM74HzM62hjcjeB1JDTQZ6mcDy/P6njKXO5iNdXyz4nksRiNJI0czef51ABTqC1l28EmsSgmVpODeAXew7pp13DLyFtcainR7U7yRC5o9h8Meas21zoiFwt7LYmJKz7cHb6bKgkiX9Ta7CuSUtg6nQdmjFaQuwM9HtgmD3rOR1C6PWOzZs4eZM2c6Xy9duhSARYsWsWrVKq6//npKSkpYvnw5hYWFjBkzhnXr1jW6mAjcw1G47W4aVENSp8+mOOMM6T9tYuylV7i9X53eTFGGDmi+cBtA7aMiONIPXYmBigI9ASHuz5ivz1zPt2e/pbi2mKlV9mTZ0CSKquoAiAn2bWHvnoGI4PVddhfu5rHtj5FXIzsGN+qquLeyBr/f3dHsPs5iVSzgFw6GcmqLM4CkHpH24Qk8FcFbtmyZ89oE8uysuzdSRpeIhUgpbIrNq9+hNCcL/5BQ5v3xIada4absTVixYgxW4V9pY1bQlEZF2VRmy7OwKGDEVc2eo6kai+C6PEBiYkr7ewF0F1pytI8flycUHY726NGjnfUZH3zwAaNGjXI62pIkMWfOnBYdbeiYTQjajkcKtw2V9Z3px9+M/6Z0oAKDobzD42tIlzsWM2bMaFXubcmSJeLGyQNYLRYKz5wCoF8LHbebY9gFF/LTB/9x9rSISkpxa7+cY+VIkpzqFBTe8g1+eHwAuhID5QW1JAxz/8f+jO4MIEcuqLQbSWgSRRWyYxHbQxyLmpoaTp8+7XztiOCFh4eTlJTE0qVLWbRoERMmTGDSpEmsWLFCRPB6MXWWOv6575/899h/AYgPiOfpoJFMyvg3DLzI2RSvKZw55Sa9nB5iKCeWMqpCh/YKR9ubEbyOpAaaG0Ys8kXE4lyObf+Jw5t+AIWCeUseJCC03undmCXX9IXFxWOszKU8P4/+Yye4HiBdVkcjZSoENf9/d0mFCk1CQoEfdUSh6xWOhTt4ytEGkS7rTXRGHcfLZedwUmwHIhb2om2ihkPiJPwCY6G2ovelQgm8R2l2JhajEW1AgFNpoy20t6dFtr2+oqVohQNHB+62KkOd1Z0F5AKnhqlQhfaIRXRwz/gB3LNnD2PHjmXs2LGAHMEbO3Ysy5cvB+D666/npZdeYvny5YwZM4YDBw6ICF4v5VDJIa79+lqnU3HN4Gv4/KrPmZQhN0hyNMVrDucMrUUPIfJMYj9Faa9IgwLXCJ4DRwRvypQpXTgyV0x1DSIWIhXKhYqCPDa8vRKA8+ZfR/LoMc51ZYYy9hXLKoQDB4yyb9/E5+eYgW2maNuBSyqUWovRX85TnxhSSWyIcLQF3Ze9RXuRkEgJTiHaP7p9B2lQtM2EW0ChwC84HoBak2elx4Vj0YdomAalULbvX9/WnhaSTSLrqL2+IrX1WaH2KkOdrZQdC725xqWHRXGVXFzWUyIWjgjeuY9Vq1Y5t1myZAlZWVkYjUZ27tzJ5MmTu27AAo9jspr4575/8vvvf09mVSZRflG8Put1njj/CQKqCqHwMChUMKzlVAWHY1FjqoFQ2bGIV5T1KMeiN9TgGWvrIxa1ukrqarp//xBvYDGZ+HrFC5jrDCQMH8mUhb91Wb8lZws2ycaIiBEkJcupuxUF53TfLjsDBQdke2ghDQrOcbSBYrXsWEyNqO74m+kG9BRHW9B2dhfKMrMdSoPK3eMs2ma0XMPkFyxfFzwtN9vlqVAC7+Es3G5HfYWDc3taOCIYzVGaW4OhyoRGqyJuUGirxw9vR8Si1lxLgb4AsOfPgrOHRaHuJNA7aiwEvR+dUcdtP9zGiYoTAFw24DKWTVpGiNYuGXt0rfy3/4UQ0HIEsKG8pi24H0ogXlHKwB6kCNUbavDMda4X7fL8HLd7CPVmtnzwH0oyz+IXFMy8ex9EqXJV7duYLadBzU6aTZivLDlbnn+OY+FIgxowHQIiWzyf07EwyaqDp8xRJAGj/Cs6/ma8hEiV7Zt4xLHY+578N3WBs7+Xn13EwGAzyREND8nzC8eiD1GvCNX+i5qjp8Xeb9eS/tPGVh0Ld2RmGxIa6w8KqKsxU1tlwj+4sdrNuWToMpzPTTYzJsDH3sOiqLr3FG8Lej+fn/qcExUnCNOG8diUx7g4+Ry5x/S18t/Uq1s9lrN426ynyGc4cUCisoxhcUEeHXNn0pNq8CRJQjI3zl836Q2oFPVSpuVZucSmDPHm0Lodp3ft4MiG9agUGubeuZSAwDBsJqtzfY2pmv15+9DafJgVN5NQVSQqhQZDRRXGqho0vvbmjoe+BkkLQ6+BBvs3hb/ki9YmX0+qamo4VB3JTJWWZKkcm8mKQqNsv8S5l+gNjragbVTWVTonmtrtWJxTtO3AP2ygvBoJ9KUQGNWBkdYjHIs+Qk1FOVUlRaBQEDuoYxe1tvS0yE53v74CQOOjIjjCl6rSOioK9G45Fo7CbQd6pVJ2LIAincOx6Bk1FoK+zYYzP5B6NojLL/ptY6ei/CwUHrKnQbWuytYwYnHEFEQckKwuR6MSGbCdgWS2kb98R6PlgxnO4JQGkzmbIH9T4+36Ev7AwhS7otAaA/lrGn8ea3hJfnKigHIKnNuX/G1/g62ekf98Dnze+me6lhUAVD97gGv5DfmW30A6VC3fQfxT56Pw6d69jnqSoy3wDHuK9gAwIGQAkX4tR+Wa5ZyibQd+vnIk3KBQQvkZjzkW4grTRyiwRysiE5PR+vu3snXLNOxpcWxb8/0h6vRmCs86ZGbdV90Ij5dviNxNh3LUVzioUSogNIkaowW9fRZLRCwE3Z28mjwCthUw8Xg40saTjTdwRCv6T2s1DQoa9LEw1/BrmTzDG24tA2vrtVECgUAg6Ho6LDPbRNG2Az+1fF0wKBVIpac6MkwXRMSij5B/qn2N8ZqjvqfFRsbNbXr21CEzGxbrT3CEn9vHDo/zJ/OQ+45FUxELQpMotEcrgrRqArTiqy7o3ny38QOGZctpShXZOY27zzvqK1pRg3LQMBVqa74Sk6TCR2GF6gJnMbfAcyg0SuKfOr/R8rUvPk32kYMMu2A6x7f/RFhsHL9/8dUuGGHXs/XD9zjww7f4+gdwwzMvERTZeIa0zmLgks8uxWAx8P6l7zMsQr5mbXjnNY79vJnz5l/PpKsXwlvToewUXPkqjFro1vnnfTaX0royRkh/If2kxG7t3fKKP51AoRHzrILuh6O+ot0ys00UbTvw08j3ZRaFAnPZKVrPD3EPcbfVR8g/IStCeapo0NHTojjjDCVZGUQl92+0jTMNqoVu200R1kZlqIY1FgB6hdKuCGVPg+oFUoKC3k1tlY6ytdtxZOKb6wxUlRQTEm3PjS7PgIKDchrUcPeaUzoiFtWmGk6X1FLgE0Gyohh0ucKx6AQUCkWTqTR1xhqskpmYIYNI37aRsqJcbAobao2miaP0Xk7v/pW969YCcPE9fyQkvmkJ1F8Kd1Jp0xEfFM/w2BFO5zosIR6rZKasKAdlxXEoPwJqLaTOBTdTmNS+PhhNJg4UFFNFEja/ANR15aDPhuCeI2rQE2iu5kjgPuWGcnLKs9Hiw/jwcS51SG6z6325DmnYQlAFu9Qi+dp8nHVHtSWZqM85fnvrjoRj0QewmM0UZchKEp6KWPgHhzBwwiRO7dxB+k+bmHHTH1zWS5JEdrpDZrZtjkVblKGMViM51XI322i/aIoNxejtqVBFRaK+QtD9kSSJr994CY1BojLQTFJgIlWFhZTmZNU7Fo5oRcrUVtVvHDhUcKqNsh2Va6JJttodC4HXMNnlZsPjE/Dx88NkMKArKiAiIamLR+Y9qkqKWffGPwAYf9nVDBzfvET2pixZLnVW8iyXm5qwOFlzv6IgH9LthaiDLwbf5mv8zqVecrYWP40KZcQAyCuXHfe4tDa9J0HLNFdzJGgbjrogw9+O0T5R2Ovkxx5gT+P/h+P4NUDNIdf17a07ErG/PkBxxhmsZjN+QcGExsZ77Lip02cDcGzblkY9LUpza6itMqHWqohvSWY2Yyu8eyn8+gZY5J4TYbHyj7+h2oyh2tTiGLKqsrBJNoJ8gkgOkmdha5ypUPLxRH2FoDuT/tMmcvftx6qQKLkoiviBQwEozclqsNFa+a8balAOHDdRBqsekLAGypKd6HI6PmiB2zga5Pn4+Tkbk/alRnlWi4Vv/vkCRr2e2EFDmPbbRc1ua7aa2ZK7BZBlZhvi+OwqCnKRDn8mLxy5oE1jcdiEQlnHuORQlOH2SHtFRgt7CQSCtiAiFn2AAnt9RdyQYR6V00tJG9egp8Vel1koRxpUwtAwVM3lrhqr4fM75Jzv7F9k52LWcjSpCwiK8KW6rI6KQj1+Qc1n/jkKtweEDCBQIZ+nRuMHfmEUVcm9LYRjIeiu6IoL2bzqLQAODK7k8nG/I/K4/LNcmp0pb1SeYW8CpoThV7p97EAfORVKwgYKM76RyaBDRCy8jNngcCz8CY9PoPDMKcrz+87/YNv/3qfg1Am0/gFcft+fUambTwHbXbibalM1Eb4RpEW5RhBCYuJQKJSYDAb0JXkE+vvDkEvbNJZ6x8LIhORwUNkdi3LhWHia5mqOBO5z3dfXkVmVyYvTXmRG0oy27SxJ8M4sKDkGc56Bibc1udnln19OsaGY1fmFDF+8E4LjnOvaW3ckHIs+gLO+ogON8ZpCpVYzfNpM9n7zBelbNrk4Fo7+FS12297yvOxUBMWDZIXKLPjsNtjxL8JDnqC6DMrz9cQPbj739axOdiwGhg7EXCl349UHhMs9LOw1Fj2l67agb2GzWfn+tX9gMhgoCqsjfWA1K5JnU10r3+SUOSIWR7+U/6ZMczsNCuoVP0C+kYrsNxDOIBwLLyJJEkaDnArl4+dHeD85qlqe1zeiRmf372bP13La0iV33kdIdNN1FQ4cTfEuSroIldI1BUOt0RAcHY2uqJAKkz+BYy4Cn4A2jcfhWKA0Mql/ONSIiEVn0VzNkcA9SmpLOFFzEoVSwfjECSjb+lnm7IbSA6DxhXHXNluHpNKqMRpN1KrMKKszIDKhw2MXqVB9AE8rQjUkdfosAM7s3UVtlSwta6w1U3i2Cmihf0VRuhyhALjyX3Dvfpj5V7ljdsFBwovkjqrlp7NbPP+ZSlkRakDIAAIsZgD09pxbh2MhaiwE3ZE9X39B3vF0FD5qfk4rY0zMWKL9o4lMTAGgPD9XTjF01Fe0IQ0KQKlQ4qeSlaECfS1EJw6WVwjHwmtYzCYkm1zAqrVHLADK+kAqVHVZKd+/JtdVjLnkcgZPbnn22mqz8mP2j0DjNCgH4XFyOl+FyU/uINxWbPK1QKUyMjYpFMIcEYvMth9LIOhEHGpQQ8OHEqINafsBHBKzqfOdnbabwik5q1BA2elmt2sLwrHo5VSVllBTXoZCqSR2oOe7vUYlpRAzYBA2q4Xj27cCkHOsAskmyTKzkU3IzEoSfPugHKUYfoVcgOcTANMfgvsOwOQ7CdfkA1B+cBd8djtUZDU+DvURiwEhAwgwyykHeq18M1VUJddYRIuIhaCbUZx5lu0f/xeArIlaavwtzEmZA0BwZBQaXz+sFguVJ/dA/n45DcqNpnjnokL+7g+J90HpUIISjkWncXJ3IXp7bRfUF24DaLS+hPez11jk57ba6KwnY7Na+fZfL1JXXUV0/4FM/33TaRgNOVhykLK6MoJ8gprV7A8LkpMsyq3B8nWjjej08qxtZDD4+6jBUWNRlQuWluv5BAJvsrtIdiza1b/CUAlH7HVI429pcVMXx6L8TIvbuku7HIucnBxyc+svTrt27eL+++/n7bff9sigBJ4j/6ScBhWV3B+Nb+fcYDuiFuk/yWHsVrttH/wfZO8AjT9c+rzruoBImPsCYb99FoBySyIc/gRWToB1f4HacuemFpuFzKpMAAaEDiDQrn5To/HFZpMorvZOKpSwB0FbsJhMfPfqS9isFhLHjuXH4KMAzEqS7UihVBJpVwwq3elIg5rarq6oNvsM7aBYNYTYi7eNOqjTdfBdNE9ftYfirCo2vneM/3tyJyd2FiJJkrNwW+Prh0KpJDQ2DoVSibnOQE1FWRePuPPY8elH5B0/io+fH5ff/7Bb0rqONKgZCTPQqJrePswsR7ArNEmgcb83koMSOZBORJDdqQuMka9Dkg0qW46Ot5e+ag+CjuGIWEyMaYdjcfjTJjttN4Wj35FBqYSysy1u6y7tcix++9vfsnnzZgAKCwu5+OKL2bVrF48++ihPPfWURwYm8AyOjtue6l/RFMMumI5SpaY44wzFmWcbOBZN1FcYKmHDY/Lz6X+GkKbz+cKGDJI3t4VRl3AJWE3w62vwzzT4+WUw1ZJbnYvFZsFP7UdcQBwBBvlmSa9SU15rwmyVUCggKqhzU6GEPbhiMZnYufZTShzFxwIXtv1vNWW52fiHhGKcnQIKGBM1htiA+vzziMRkAEqP75UXuNkU71yMJln4IClSKUcF/ew2qctr7/Bbpa/ag0qjJDIhEGOthY3vHeW7Nw5TVSz/Jmn95JtglVpDaIxcHNlblaEyD+1n59pPALj4jj8S5oYSoSRJLjKzTWKzEl4h32xVGNs3WVRQLjsUQf52vX6FAsJS5OedVGfRV+1B0H6K9EVkVWWhVCgZHzveZd3ZfbvZ9r/3sdma6WkhSbDnPfn5+JtdOm03RbdJhTpy5AiTJsle0CeffMLIkSPZsWMHH374IatWrfLIwASewRGx6Iz6Cgd+QcEMnCB/H/Z+tw69zoTaR0n84NDGG//4DOhLIHIonHdPs8f08VUTFC5fPMqnvwU3fgYxo8BYBZueglfHc2bffwBICU5BqVASaI9m1DQo3I4I0KJRdW7Gn7AHV87u3822/1vN5vfe6uqhdDuyDh9g77dyFOKSO+9jY4mcPuhIg3IQlWR3LMqq2qwG5aC4ug6jSZ75jQmxX1wcjnwnpkP1VXuIiA/kmofHM/nKAShVCjIPlfL9W7JjqPGrn11vmA7V26ipKOe7V18CSWL07EsZdv6Fbu13rPwY+fp8/NR+nB/fTC1G9i+EWWWHuLKiupHEeWtU6E0U2QN1vj7m+hWRg+VaC2vnpEL1VXsQtJ9dhbsAGBY+jGCf+j4tmYf2s/bvT7Pzi0/IPLCv6Z0bdtpOu77Vczkci1qlQnaum3NY2kC7VKHMZjNarTwLvHHjRq68Ur7oDRs2jIKCgg4PSuAZzCYjxZlyaKszIxYg97Q4tXMHp3b+jNJ3MP2GRqDWnKNCkH8A9sjOAJe9BOqWG8iHxQVQXV5HeUEt8RfOhgEXySG+H58BXTYZB1ZBeCgDFb5gqpUjFsFR6LF5tXC7r9pDc51V9aXlqBQaSjIysdaZUShFKReAsaaGDW+sRKXQMHLmxQQOSOLowXS0+DA7bpZLV9WIuCRUCg2VphBsiTPAJ9ylY6o77D9TjtYcgNrmg2Q2yscP7A/SCSjLQSFJHpWfdtBX7QFApVIyYV4K/dMi2bT6GIWn5d8hQzXUVBgJDNMSHp/AGXb2OmUom83Kd6++hKFKR1RSCjMW3e72vhuz5DSoqf2muqiZuXDkcwLVJtQqBRarDV1xobMY3h32ZlU4i7dNUoNWY9eubnVWtyP0ZXsQtA9HGtSk2Po0prLcHL75x/NOMYiis6cZMK6JNCk3i7YdOCMWKg1Yq+VJp7DkDo2/XY5Famoqb775JpdddhkbNmzg6aefBiA/P5+IiLZ1WfYE8+fPZ8uWLcyaNYs1a9Y4l7/00ku89957KBQKHnnkEW688Uavj60rKTpzCpvVSkBoGMFR0Z16roY9LTSqTJJTz3FkbDb4dqmcyzpyIfRvfSYrPM6f7PQyKhwduJVK2QMfcRXs/jdnDq0EYMCpzZBzMQF2g9Nbjc7CbW9IzXY3e/AWzXVWjSKUhSlLASh44ldvD6tbc2nwIggGMsD0/Em+QFbNsb5whnzqC+dU4PwM808C7ehgmwp8w2IoAE5APjuA2+XHlxA/3tYpcpB91R4aEtEvkIUPj2fdm5kc2womg5Kv/rmfGx6f3Gub5P362cfkpB9Co/Xl8gceQePj/qSOo77CUWfUCKsFjn4pZy5FR1JSUEJFQV6bHIvdmeVIdsdCb9bXr+hEpwKEPQjajiNi4Sjcrq3S8cWLT2Ks1aP20WIxGSnObKLQ2qVo+2a3zuWvttdY+IUC5XI6VAcdi3ZNJb7wwgu89dZbzJgxgxtuuIG0NLmRzVdffeUM+XmT++67j/fff99l2eHDh/noo4/Yu3cvu3fvZuXKlVRWVnp9bF1Jvr2+Im6wZxvjNYVKrWbIlOkAWE3pjQu3962GvL2ynOwlz7p1zPB4WXO8vEDvukLjC+cv4Ux8KgADbEDREQJtcv5sjbmGQp08U+gNRajuZg8CQVci7EFGqVLSb4jcpFCh9KGisJaq0rr6Xha9KBUq+8ghfvns/wCYffs9bbrhP1t5lgxdBmqlmgsTmplwyvwZakvBL5zwZLkzfXl+2+qEmnUsOhlhD4K2kF+TT15NHiqFinHR47CYzXz18rPoigoJiY5h7j0PADizUVxwKdqe3Hh9E/jZRRAMvkHygvKOF3C3K2IxY8YMSktLqaqqIiysPtRyxx134O/v3+FBtWc8W7ZscVl27NgxpkyZgq9dCSktLY1169bxm9/8xuvj6yocHbfjh3ZuGpSDsPjxwJfYzGfRaE2APaStL4NNT8rPZ/4FglpukuQ8XlwzjgVgk2xkVsupBAOu/xT2/peAIx/LpzPrvaYIBd3PHrwVwWuus+rGf7/O0a2yHv34y6/mguv6VqTwXKpLS/nor0sx1tYy+eprmbzgesoMZcz7fB4SEl9e9SVxgXGuO/3yBp+v+oxcQygX376E4dNmtOmcZouNic9uhLD1+ERs5foh1/GniQ/Kzfa+uBMSJ6PQfOW5N9mA7mYPXYnJ3hxP4SvXupRkV5MwVL7prikvw2SoxcevZ38mtbpKvnv17yBJpM6YzYhpM9u0vyNacV7ceQT5BDW9UbrcZI8RVxFmkB2zijY4ZmarjSP5VaDyvmMh7EHQFhxpUCMiRhCgCWDd6/+wK6z5M//hxwkMlydtq0qKMVRX4Rdkr8FoY9G2A2fEQmtvHlnWccnZdkUsDAYDRqPRaSRZWVmsWLGCEydOEB3dtpSbrVu3csUVVxAfH49CoWDt2rWNtnnttddISUnB19eXyZMns2vXrlaPO3LkSLZs2UJlZSUVFRVs2bKFvLzOU0LpbkiS5IxYeLrjdnPoiv1QqGIAm7OnBQAbHwdDBcSMhEl3uH288Fj5i16rM1GnN7usK9AXYLAYUCvVJMZPgKtWErhELpTUm/UU6OQcWm/UWHjSHjyBtyJ4CoUCpY+q0cNQW4VVMmOVzBRlnW5ym77yUKgVrP/Pv6jV64gakMKkhdeh9FGxqeBH6pRGhkQPpV94QuN9T35OuLYSq2SmtCCrzec9WV5LldUGah+MShM6qVpeF5GIUmFEWZ3RaVHM7mYPXYlDbrZMKQtLHEg/jm9gIP4hoUDbZ927G5LNxncrX0ZfWUFEQhKzbrmzzcdw1Fc01xQPiwmOfS0/H7mA8DhZZaqiIN/tc5wqqsFksRGglq8p3nQshD0I2kLDNKhdaz/l6NYfUSiVXPHAI0QkJKH1D3Aqy7lELdpYtC1JEgU6A74qefLVoLZPwnqgl0W7HIurrrrKeeNSWVnJ5MmTefnll7n66qt544032nQsvV5PWloar732WpPrP/74Y5YuXcrjjz/Ovn37SEtL45JLLqG4uLjF444YMYJ7772Xiy66iAULFnDeeeehUvWd9vK64iJqdZUoVWpiBgzq9PNJkkRWejkqnxFAfU8LcnbB/g/k55e9Air3g2Q+fmoCw2THoOKcqMXZStmgUoJTUCvlYwYEyDr/EhKFVbJgeUxI50csPGkPnmDGjBkEBbnO/DWM4Pn5+TkjeJ2BUV/jfF6ccaZXNwJrjX3ff032kYOofbTMXfIgKrX8Xd2QtQGAOclzGu9UmQ15e4nUyrPdpe2Q7T2YWwlAvxD5ZsZ5I+VokleVL+etdwLdzR7mz59PWFgYCxcudFn+0ksvkZqaysiRI/nvf//bKec2GexNO33l/+Xh46eoMlX1GmWoXV+uIevQftQ+Wi6//+E290rKq8njWPkxlAolMxJnNL3R2S3yxFRgDCRfQFh82z+7w3mVAAyPka8RZpsZUyepQJ2LsAeBu0iS5IxYDCwKZtv/5O/NRbfcSUraOOd20SkDAPn66qSNRdtvbT3LlOd+5P92FgFQ67g384DkbLsci3379jFt2jQA1qxZQ0xMDFlZWbz//vv861//atOx5s6dyzPPPMP8+fObXP/KK69w++23c8sttzBixAjefPNN/P39effdd1s99uLFi9m3bx+bN29Go9EwePDgZrc1Go1UVVW5PHoyDpnZmP4DUfu0rL7kCcrz9egrjWgDRjh7WpRknJYLtgHG3AhJ7uX8NSS8mXSohh23HfiqfFEq5K90sV7WFYwJ6nzHwpP20BsieHW19f8rQ3UV1WWlnXKe7k5pThY//98qAKb//jbC4+UGdWWGMvYU7QFgdnITs7RHZTnayORBzuO0lcO58vc/JUwOm9eY7c5eQDQoNXLX+5rCNh/XHTxpD56gK2vwHKlQVb7y9SS4KpoXdr7QoIC75ypD5R5PZ/sn8g3oRbcuJjKx7QWfjt4V46LHEeHXTCFzgzQolCrC4mQ7qtVVYqx1L/JwOE+2h7R+Mc5l3opaCHsQuEtuTS4F+gJidH6c/egbAMbOvYIxc+a5bBfdfyDQIGLRjqLtH4/Lk/NHcuXJjyKjXXWwIgus5uZ2c4t2ORa1tbXOGdH169ezYMEClEol5513HllZbb8INofJZGLv3r3Mnl1/8VUqlcyePZtffvml1f0dUY0TJ06wa9cuLrnkkma3fe655wgJCXE+EhMTO/4GuhBnGtRQ76RBZR2Rm+IlDI939rRI//RfUHgYfEPh4ifbdVxHnUVFQa3LcodjMTB0oHOZQqEgQCNvX1lXDUCsFyIWnrSH3hDBc0QsHDKzTRaZ9XKsFjPfrXwZq9lM/zHjSbt4rnPdpuxN2CQbqRGpJAQ1UeSavhaAiImXAXIufl1NTePtWuCQ/UZqUKR8s1ZrttuPUgk3rYV7dskzwJ2At64P7tKVETxHxKLKT4dNYcXXEsDmo9so85eX91RlqNoqHd/+80Ukm43h02YycsbF7TrOpmzZsWjSwQaoLYfj38rPUxcAoPX3JyBUnpGtcDOVzOFoj04Id6Z+eMuxEPYgcJfdhbvxN6iYvS9GvnaMncCMm/7QaDuHY1HkiFi0sWjbapM4Yr9GRPjLAhOnKmowKXzlSacOdqFvl2MxaNAg1q5dS05ODj/88ANz5sjh/OLiYoKDg1vZ231KS0uxWq3ExLheAGNiYigsrJ9tmz17Ntdeey3fffcdCQkJTqfjqquuYsSIEdx444289957qNXNp+EsW7YMnU7nfOTk9NyZJKiPWMQN9k7hdsNu26nT5YvEsYMnsEoKmLUcAiLbddx6ZSjXG6szlbJBNYxYAARqZCNBaUSjUhDmr2nXeduCJ+2hN0TwHDfBMQPk4xdneKabZ09ixycfUpJ5Ft+gYObceZ9LPcP6rPVA46Z4gD0Nag+gQDvmGoIi5dSN0pxMt89dZ7Zyskh2rEfEyvs7IxYAKVMhaiioOsc2PGkPPT2C54hYGDVWzKHy/yBSn8iasu+BnpkKJdls/PDGCmrKywiL68fs2+5qV71OqaGU/cX7gWZkZiUJvrlfbooaOcTlhinMHv0rL2j9f2ay2DhWKNvD6IQQ/DVysaq3HAthDwJ32Z39K7P3RKMxSEQmJnPZvX9GqWw8AehIhaooyJN/Y9pYtH2mpIZakxV/HxX/vE62K4XSxBmrXPNzIr2Z5ntu0i7HYvny5Tz44IOkpKQwadIkpkyZAsje+NixYzs0oPawceNGSkpKqK2tJTc31zmeX375haNHj7J7927Gjx/f4jG0Wi3BwcEuj56Kqc5AaVYm0Lkdt53nM1goOC17v0mpEXJPC18ltRYNmT7j3Q7NNUV9KlR9xEKSpPpUqFBXx8IRsVAo64gO8u10mV3wnj10xwhebZWJrPQy9q7LZN3bR/jgr9udN1OSJF/8+1rEIvd4Oru+ksPSc25fQmBYuHNdeV25M4f24uRzZnltNvj6fvl5ylQIinGml5TmuD+DdLSgCqtNIjJQS1KofG4Xx6KT8aQ99PQIniNiYVbbIFJWqhtqTSPXRy7mrijIx2bteKdbb7Ln27Wc3bcblUbD5fc/3G5Vqx+zf0RCYmTESGIDmlAKPPCRnBaoVMP8t+Romx1HOlSFG47FyaJqTBYbwb5qksL9nZNP3nIshD0I3MFqtWD9+jDh1T5oAgOY//DjaJtRDQsIDZOvK5JEye7v21S0DXAgpxKAkf1CCPWT7SEsEArVsl19vP4nXlx3vN3vpV1yswsXLmTq1KkUFBQ4NZkBZs2a1exMa3uIjIxEpVJRVFTksryoqIjYWPckS/sihadPIUk2giKiCIpoX6SgLeQer8BmkwiJ8iM02h8ytzHcP5u9dQmkS+MZ2ITH7S6OVCh9pRGjwYLWT02poZRqUzVKhZKU4BSX7R0XDYXK6JU0KPCePbQUwTt+vP5HYPbs2Rw8eBC9Xk9CQgKffvopU6ZM4aqrrkKn0xEQEOBWBG/p0qXO11VVVY2ci93fZrDr6wyXZZKtzvlcXy3PlhdldFxloqdgrK3l+5WvyNKb02czeLKrHK8jDWp4+HASg85x1ravgDObQO0Hc18EIDIphYz9e9pUZ3HIftFISwhxOtrOVCgv4El7mDt3LnPnzm12fcMIHsCbb77Jt99+y7vvvssjjzzS4rEXL17M4sWLAfjDH/7QagTPaDQ6X7sbwXOoQpnVEj4xNjgF45Xns9H/IyxKG2qrBV1xofNGubuTf/I42/5vNQAzF93hnDltD440qFnJTUQrys/C93+Wn89YBv3GuawOt39e7qhqOVI+RiWEuKTLesux6I32AO23CQCrxYbVbMPHr123oL2Sb1e9SkyBCqtSYsGDf2m1qXF0/4HUVJRT/Ota+oHbRdsAh+ziHmMSQ52dty1SHRdMng6//EIKheg07b9va1fEAiA2NpaxY8eSn59Pbq4czp00aRLDhnluhtzHx4fx48ezadMm5zKbzcamTZucXr+gMc40KC9EKwCyHGlQIyPkop9v/0RqiOwMnjl6ktoqXbuPrfVTExDqqgzliFYkBiXio3ItTHdcNFAavSI168Ab9uAu3orghUT7gQJCY/wZPCGaKfMHMmuR40ZDjdlkT8MpK+3Qd6AnsXn121SVFBEcFcPMmxtLK2/ItKtBnZsGlbUDfnxGfj7v7xAjq6s5IhZlbXEsGtxIBfrUz856U53LG/bQHSN4jcZoj96Z1TaC+smpZ/oCG3ePuQddoKzKdfrMIbeO1dXU1dTwzT9fwGa1MmTKNEbPvrTdx9IZdewqkFN0GsnMWi3w+R1gqoGk82HqA432d6RCuROxcNjDyH4hAF53LKD32QO03yYkSeLrVw/y3sPbqCozuLVPb+fQpnWcWi/f5+ZOC6L/8LRW9mhQZ3H2lLygDZkhh5w1RyFOx8JgMaCJkgVDrkyo5a4ZA5vdvzXa5VjYbDaeeuopQkJCSE5OJjk5mdDQUJ5++mlsNlubjlVTU8OBAwc4cOAAABkZGRw4cIDsbDn0v3TpUt555x1Wr17NsWPHuOuuu9Dr9U6PXNAYR2O8fl5wLCRJctZXJKdGwK+vQ8lxosL9iElJwWa1cHz7Tx06R3icHA50KEM56iv6h/RvtG3DVKgYLzTHA8/aQ0t0twhe/7Qobv/HhfzuyfOY84eRjLskmfA4eQbKplSjUPigDZGLh4v7QNTi1M4dpG/ZCAoFc+95oFEYu6KuwqlR7iIzqy+DNbfJRXOjfwNj6xsKOlOhsjPddgwON7hoOJofSUgYLN65iHvLHnpCDZ4zFUolEdEvEKVSQV2NmYXxv0EZLv9WffrramyS5z6XzkCSJNa9sYLq0hJCY+KYc8cfO5RmujV3KxbJwqDQQaSEpJyz8u+Quxu0IbDgLWgi4h0WJ4seVBTkIbXynXJELEb3CwW871j0RnuA9tvE2f0l5J2owGKykXO0vI3vsveRdfgAm/4jyw7vH1zJ0POnubWfU3K21rdNnbaNFivHCuToUlpCfcTCJtkwhcrXm1BDDmpVu+MO7UuFevTRR/nPf/7D888/zwUXXADAtm3beOKJJ6irq+PZZ591+1h79uxh5sz6Tp2O9ItFixaxatUqrr/+ekpKSli+fDmFhYWMGTOGdevWNTIegUzDxnjeiFiUF+ipqTCi0ijpF1sLX74gr7j4aVKLQyh6903St2xi3Nwr232O8LhAco5VOB0LpyJUSGOP2jFDq1AaveZYeNIeWqJhBO/qq68G6iN4S5Ys8cg52oLGp/EFv86uCGW2/7JUKpT4IddZNNTh7m3oKytY/85KACZdeQ0Jw0c22ubH7B+xSlaGhQ8jKThJXmizwReLoTpfLlC97GWX4rvw+AQUSiV1+hr0FeXOrqvNjsNo4XSJ/D8Y2S8EP7UWpUKJTbJRY65xFq52Jt6yB3fZuHFjk8vdmcV1oNVq0WrbFgGVJMklYhEeGEpNvJqy3BoqcgxcMHoORzO/paqgkP8d/x+/Hf7bNh3fmxzbtoUze35FpVZz+f0PN5v77S7OpnjnqkHl7IKtchogl70MoUlN7h8SHYNSpcJiNFJdXkawXeTgXEwWG8cL5MLtUfaIhcMGvFV31BvtAdpnEzarjV+/rK+5KzyrI3Vaz0gD7AzK8nL4+h/PYbNayUu0cHCQjvtiJ7m1b0yKfP9TZvTHknYtajcd/WMF1ZitEuEBPiSE+WGV6mu8DCFxaAF0OWCuA0377qHa5VisXr2af//731x5Zf3N4ujRo+nXrx933313mwxlxowZrc7ELVmypEtunHoiFQV51NVUo9b4dCj/1V2yj8gzDv2GhKL+8VEw6yHxPEi7gWH6Gn56/98UZ56hOPNsu8cTZo9YVOS7OhbnFm6DaypUrJccC0/aQ01NDadP16soOSJ44eHhJCUlsXTpUhYtWsSECROYNGkSK1as6FYRPIeuvNHH3nxNigZKKDrbe5WhJEnihzdWUFddRVTKAM6/7ndNbtdkU7wd/4TTG+TCu2tXgTbQZR+1jw9hsfGU5+dSmpPVqmORnl+FJEFciC/R9h4uAZoAqk3V1JhriKbzO/160h5aortF8M7FajY7C7PNahth2jAMSVCWW0NJTjUDBozkKN8SUqPmH3v/wfnx5zeeve8mHFgvS75OXnB9hxuu1ppr2Z6/HTgnDcpYDZ/fDpINRl0Lo69t9hgqtZqQ6FgqCvKoKMhr1rE4WVSNyWojxE9DYrg8M+uow/NW3ZGwh3qO/1pIZVEtIAEK8s9UdvGIug5DdRVrX3gKo15P+MD+fDBoCz4qH0ZHjXZr/yBjNr5KM3U2DWUR5+PuVLujvmK0veZIrVDjo/TBZDNh8AkgVBssK7FVZEB0+1RF2xXrKC8vbzI3cNiwYZSXi9BWV5J/wt4Yb+AgVOrOl1p11lfElMkKHgqVPNOkVOIXFMzA8XJ47ujWTS0dpkXObZLn6LrdZMSiQfF2tJdqLDxpD3v27GHs2LFOtZClS5cyduxYli9fDsD111/PSy+9xPLlyxkzZgwHDhzoVhE8h9SsXisXcQfa5ALAs6d6Rh55ezi08XsyDuxFpdEwb8mfmrQ7nVHHzoKdQAM1qOxfYdPT8vN5f4eY1CaPX68M1XqdRcOLhgNvF3B76/rQ3WvwHIXbABa1RJhvGNFJcv+A4qxqZ5O8iFo/6ix1PLrtUSy2zumG3hHK8nIoOHkchVLJ6Fntr6twsD1/O0arkYTABIaEDalf8f3DUJEJIUkw76VWj+Oss2ihgNuRSz6qX4gzdcvbqVDCHmQsJiu7v5HFPk72l6MjVcV11Ok71oytJ2Ixm/nq5b9RWVRAcFQM2gXjsaogLToNrcq9+xbF3lVE+8rX26L8llW/GnLAKe4R6lzmp5Gd7lqrAcLtE7Zl7U9fbpdjkZaWxsqVKxstX7lypYvqgcD75NvrK+IGe0Fmts5CwelKAJKz7ClQkxdDbH0aSOoMeUbq6M9bsFrad9F0KEPVVBgpqSyjrE52ZlqrsfBWxMKT9uCI4J37WLVqlXObJUuWkJWVhdFoZOfOnUye3PaO5p2FI2JRq61D6SehVsYBYCmr4lj+ka4cWqdQnp/Hlg/+A8C0G25utvvwj9k/YpEsDAkbIs9K68tgza1yXcWo62Ds75s9R4SzzsIdx8JRXxHqXOZwtr2V+uFJe+jJNXimWnsalMqGpIBQbShRdseiJLuKkNg4UChQmSQipWAOlR7ivSPvdeWQmyT9J/lGtf/YCc7GdB2hYRqUs04j/Qs48CEolHJdhV9oq8dxR3L2cAMhAwfeToUS9iBz+Kc8aiqMBIZp2Rn/HZW+cmTl1wMHu3hk3kWSJDa+s5LcY0fw8fNj/sPL2VtzGICJsRPdO0idDo58RrSvfL1ti6S74xqRllhvEw0LuImwT9iWt9+xaFcq1Isvvshll13Gxo0bXRRncnJy+O6779o9GEHHKXB23O78xni5xyuwWSWCA+sI1e+EwFhZGrABKWnj8A8JpVZXScaBvQya0PabYN8ADf4hPtTqTBw9I3/Z4wLimswXVytkA/FmjYWwh3ocXbdNGhsBMUqqT/lh1WpRGY08982jvHXr/5w/Yj0dq8XC9ytfwmI0kjQyjXFzr2h2W2dTvOQ5cl3F2juhKg8iBsPl/2ixqVFkkvsRC+eNVL/GEQu9yTsztJ60h55cg1cvNWvDT+2Hr9qXyAQNCqUCQ7UZUy2EREWjKy7izoSbeCZ/Ja8ffJ1pCdMYFu59NbmmsFmtHLU7FiNnNNMduw2YrCa25m4FGjTF0+XV92+Z+gAkn9/0zucQ7kaTvMN5lYCrPXg7FUrYAxgNFvauywRg7LwE9GerKQrKJLQuhm9/+ZGpU8agVvYN6dldX64h/adNKBRKLr//ESISktizYw8Ak9ysr+DQJ2AxEB0dDOVQnOmeE1BdZ+aMvQav4eSTq2NhT3X0dsRi+vTpnDx5kvnz51NZWUllZSULFizgxIkTTJvmXkW7wPMYa/WU5sozF/FeiFg41aAku+rTJc+Cr6ssqVKlYsSFFwHIijntxJEOlZ0lq1uc23Hbgdksy8+q1UYCtN75oRL2UE+d3l5jobERmSz/z4KD5MhSXX4JL+x6ocvG5ml2fvExhWdOoQ0I4NK7H0ChbPrnVGfU8WvBrwBcnHIx/PIqnFrfbF3FuUQmpgBQlpvdogKOzmAmo1T+/Jt0LCzecSw8aQ89OYLnjFioJcK08ky/2kdFWKw8IVKSXU14P1micxiJzEqahcVmYdnPyzBZTV0z6HPIPLgPfWUFfkHBDBjn5mxqC+ws2EmNuYYovyg5l9zhZNdVQvzYRhNTLRHuUIZqpnu50WLlRKFr4TYIe+gKDmzIxqi3EBbrT2SafI0uCZQnStQlQXx07KOuHJ7XOLVzR30fmFvuoP+Y8ZyuPE15XTm+Kl9GRY5q/SCS5Oy0HT1ZrtspycrAZmu90ebhPB2SBP1C/YgMrE+5cqgHGiwGGHKpnM4+of1RrnbfecXHx3tdzUDQMgWnToAkERIT65GQdUtIklRfX6HZDSnTYOQ1TW6beuFF7Pn6c87u20VtlQ7/4JAmt2uJ8LgAco9XUJpfA0FNF24DmExyfrta4928TWEPMnU18oXcpLaRMCCCDGrAFgUcJ6LKh89OfcbkuMnM7d98k6eeQMGpE/z6+ccAzL7t7hYbUW7O2YzFJktrDtCVwMYn5RVzX3BJG2yO0NhYVBoNFpORyuJCwmLjm9wu3R6tSAz3Iyygvr+L40aqxuS97tvCHhpELFQ2wnzri+6jk4Ioz9dTnC3XWWTs30N5fh7Lr1/O/uL9nK48zWsHXuOB8Y37N3ibI1tkwYHh02Z6pGbP0RTvoqSLUCqUsONfkLEVNP6w4N+gcv8cjhoLXUkxFrMZtcZ13xOFsvpNqL+GhLD6KKmwB+9SW2XiwEZ5wvO8qwdSZSljcnoY/YvykLS1RNck89r+J5mTMqfpDuy9hKKzp/lu5csAjLnkcsZecjkAuwt3y8uixzTqy9UkeXudnbbDpt+C5n+/YjbWUZGfT0RCy71EmkqDgvqIRa2lFlIubNSQsq247VgcOuR+8eXo0e5VtQs8i6MxnjeiFRUFtdSUG1Fhop/vcbhsc7PpHJFJKcQMGEzR2VMc3/5Tu6RnHXUWxhJJdiyaiVjU1slfaaXK2OR6TyHsoWn0NfIPl0ljY+CQeH5WZGEyhgMw2BTLNsp48pcnGRkxksRg9xoqdTfMdXV8/9rLSDYbwy6YzrALpre4vVMNqt80WHOLva7iWhi3yK3zKZUqIvolUZx5htKcrGYdi4OO+gq7Xr8DZ/G2pfNSP4Q9NMYpNauRCPUNdS6PSg7i+K+FlGRXkzRMnnUvz88l3Decx6c8zn2b7+O9I+8xI3EGY6PHdsXQAait0nFmj9x3ZeTMizt8PKvNyo/ZPwJ2mdmCg7DpKXnlpc9BZNvUpvxDQvHx88dkqKWyML9RfVPDtMCGPTeEPXiXPd9lYjHZiOkfTP+0SHYWniGp0B9fo4TCJxMf6wh8q0J4ftfzrJi5oquH2ylUl5XyxYtPYTEZSRkznpmLbneuczgWbqdB7Xpb/ps6H2VABFHJ/ck/eYzijNOtOhYH7YXbDdOgoEEqlNkzvY7cdizGjBmDQqFoVRpWoVBgtbYekhF4Hkf/ivghnV9fkXWoQD6XTzqaqXdA1NAWt0+dMYuis6fa3dPCkQql0skGMDC06a6QNQb7V1pR1+ZztAVhD03jcCxUfloCAv0Ii/GnPN8ucVpWy/jwsewt389DWx/ig7kfoGnDDGV34af//oeKgnwCIyKZdetdLW5bZapiR/4OAOYc/8leVzGo1bqKc4lMSqY48wxl2VkMnti0wosjn7yhIhQ0KN7uxBlaYQ+NqW+OZ3OmQgFEJcnpoiXZ1Yy5yO5Y5MnpPBclXcSVA6/kqzNf8ei2R1lzxRqv9B5piuPbtmCzWogZMIiopJQOH29f8T4qjBWEaEMYHzYC/j0bbGYYepnbTnZDFAoFYXH9KDp7ioqCvMaORW7jeiPwTsRC2IOMrsRA+s9yDcyUqweiUCioMFTga5J7IKl9CrFYRxBXM4BN2ZvYkrOFGYkzum7AnYCpzsAXLz6FvqKciIQkLr/vzyhV8vu3STZ2F8mOhVuF2/s/hENypJwJtwFyB+78k8coyjzL8GkzW9i5QcSiGcfCU862245FRkaGR04o6Bwkm01OhcI7jfGydxwCQkkOyYALW8+bH3b+hR3qaeFwLPzrQlFbfZqNWOj0cp67lc7tMizsoWkcDfL8AmT1m5gBIZQX6FFrA7AY9TzU/y4W6x8ivSydf+z7B3+e+OeuHG6bObtvNwc3fA/ApXfdj29gy/URW3K2YLFZGOgTysATW0CltddVBLXpvO5IzjqlNROauZHqRBUcYQ+NadgcL1Qb6lwemRCIQgG1OhO+QbLTXVVajNlYh0bryyOTHmFX4S5yqnN4Ze8r/PW8v3p97JIkcWSzHGlL9UDRNtSnQc1ImIFm01NQegICY+DKV9vkZDckPF52LMqbkJx1RCzOdbS9EbEQ9iCz6+uz2KwSSSPC6TdUdq7Lq4pRSfL/22zIRuED56tmkc52ntv5HJNiJ3WZM+1pbDYr3736MiWZZ/ELDmH+w4+j9Q9wrj9VcQqdUYef2o/UyKblxp1kboev75OfX/gQJMqOSHR/ewfujJaLrUuqjeRVGlAoGl8jXIq3PYDbjkVyctMyii1x2WWX8e9//5u4uLg27ytoG2W52ZgMtWi0vh6ZXWoJU95J8otl40iaeyn4BLSyB86eFid3bufo1k1tdix8AzVoApWYa2ykWIcSom26TqOixuFYmDHbzGiUnTMjLuyhacx6+WLtHyj/f2JSgjm+owCNbxwW42mshTqePv9p7t18Lx8c/YDJsZOZnthyKlF3obZKxw9v/hOA8ZddRfKoMa3usyHTngZVLOcYy3UVbhTonUNrjkW53kRuhXxRGNnMDG1nquAIe2iM0RGxUEuE+4Y7l2u0KkJjA6go0FNdpsA3MIi6mmoqCvKJThlAkE8QT1/wNLevv52PT3zMzMSZXNDvAq+OvTjjDCXZmag0mlZT/dxBkqR6mVl1BOx+Ql5x9esQ0HLTx5Zw9rI4RxmqzlxfuN2cPXRmHwthD7I8/Kk9cn+F866uzzCoLC9xPjfqy/FR6QjX9SMuOY58fT5vHXqrW9QXeYKfP1otd6zXaLj6ob8SEu2qzrWrUE41HBc9ruV7lfKz8PGNcoRvxNUw4y/OVTH95RTC4swzSJLkkvbXEEePo4FRgQSeI2zjaceiXapQ7rJ161YMhs6dORbIOPpXxA4a4gyzdQqSRN6nb2BDQ7BWR+h589zetaM9LZThslLKIGlEs9uUVdcblbfkBN2lL9iDpU5OQQsOkW+kYgfIaR9Wi/y6KOM0M5NmcuPwGwF4dPujFOoLu2CkbUOSJDa8/Sq1ukoiEpKY+pvWUzeqTdXODsMX1+hlcYPxN7fr/I5eFhUFeVjMjYUJHLOzAyIDCPZ1vUB5I2LRHnq7PZjrGkQsGtRYAM5GeSU5NU5lqPK8HOf68+LO47fDfgvA8u3L0Rl1XhhxPUfsCn6DJpyHX2DbomtNkV6WTlFtEX4qX6b8/Jq8cPJdMKhj0RBnL4tzIhYnCqux2CTCA3zoF+oqb+1IDTRajZht3ac5W2+zh8AwLdc/OpELFg5y9m8BqNaVuWwnWXLRFdfx59GyItj76e9zquKUV8faGRza9AN7vv4cgEvuur/JFHWHY9FiGpShEj66HgzlsnLa1W9AAwXCiIRElCo1Rr2eqpKiZg9zsJk0KKjv7dIjHAuB98g/4aiv6OQ0qKNryc6Svd2kMQnNSmw2haOnhaFKR8aBvW0+dW1gJQCxpuZng4qrLEg2+caqu91I9XbMJiNYZDnUkGB5FjI8LgC1jxKJKKC+kc8D4x9gePhwdEYdD299uFt2HG5I+paNnN79K0qVmnl/fBC1T+vqHVtytmC2melvMjMoKBEuX9HulI+giEi0/gHYrNYmG4Idts9GnRviBu933hbIGGvr+1g0rLEAGjTKq+/AXX6ObOr94+8nJTiFYkMxz+16zgsjlrGYTBzftgXwTO8KqG+Kd6FNg1ZfAtEjYPYTHT6u87M7xyYO2R3tkecUbgMuaTbCJjqXiH6BjJmd5LJMX1Xp8lqllus1B5tGc1HiRVgkC0//+jQ2qXlp7e5O9pFDbPrP6wBMWXgDw5uI+lltVvYWyfdBzRZuWy3w6c1QehKC+8EN/wMf1zQxlVrj7HVUnNF8ozxHxOJcRSjoYRELgfdwRCw6tXDbWI30/V/IMslSZMnjG3e+bomO9rQo8ZUvvEH6pqU9bTaJ4uo6JJusz+xNOUEBGO09LGxIhAXLjoRSpSQ6ORiFSs4lL83KxGa14qPy4aXpLxGgCWBf8T7eOvRWl427NXTFhfy4SlbiuOD6G91O49uwX95njsGI4trVjXq8tAWFQlHfgbuJdKiDTXTcduDtztsCmfoGeZJLjQWc41j0cy3gduCn9uOZqc+gVCj59uy3rM9c3/mDBs7s3UmdvobAiEiSRo/p8PEkSWJjtj0NqigDVD6w4B3QdLyBqUMhra66CkN1lXP5EadCWuObKI1Sg49SnhgQNuF96qrk/5PCR56gtJnl733hWR3LJi/DT+3H/uL9rD29tquG2CHK8/P4+pW/YbNaGXbBdKYs/G2T252oOEG1qZoATQDDI5q5b1v3MJzdLMsx3/B/ENS0HG90ipxqVtRMnYUkSc0qQkGD4m0POdrCsegFGKqrnE2C4ga3rM7UIbY8T2WlgmprDEq1wlmM1RZS7Y6Fo6dFW8hQys6ToqLpC1J5rQmzVQK7Y9GZObSCxjTsuh3hV583HTsgGIUyFKVai8VscqZ8JAUnsfy85QC8dfAtdhXs8v6gW8Fms/Ldylcw1xnoNyyVCVfMd2u/moytbK+RCzgvHrsY4jouKRmZKM/8lWZnNlp3OLfpQlXwTk65oDHmBsXbYb6uv5WRiYGgAH2lkYBQ+Wbh3IgFQFpUGreNlNVfnv71aUoNpZ086vo0qNQLZ6FUdjyt9kzlGbKqstBIEtNqDXKkwo3+Le6g8fUl0N5DpmEkr2HEoikCfWRnW9iE9zHVyHYROmwACoUSk6EcyVZN4VkdsQGx3DPmHgBe2fsK5XXlXTnUNmOoruKLF56gTl9D3OChXHLnfc3WPDhkZsdFj2u66/jOt2H3vwGF7IjHpTV73pj+smPRXAfu3AoDFbVmNCoFw+MapzaKiIWgEQ41qLD4BPyC2j8r2iJFR+HXN8gyytGKfoND0WjbftFx9LSwWa0c3/6T2/sZrUZOKo4AYKqUMBsbS/QVVcn5/SpkIxGzUd7F0XX7XMciJkVOR1D7yIVrDWdV5g2Yx/xB85GQeOTnRygzuObfdjW7v/qc/BNH8fHzY+49S9270aot56fv7sakUJCi0DLkAs8oXzVXwF1cVUdhVR1KBYyIa2z/wrHoGuoM8udtVkmNHAsfXzVhMXJKg80m3/xW5Oc12T33rrS7GBY+jEpjJU/ueLJVCdOOUF1WStbB/YAsEe4JNmb+AMD5hjoC+s+Qays8SHicHLWoKMgH5MLtU0Vy4XZTjjbUdxoWqVDex1YrX6dDomOJtt8Q28y5FGVWYbNJ/G747xgaNhSdUcfLe17uyqG2CavFzNevPEdlYQHBUdFc9eBfW0yZddRXNJkGdWqjHK0A2REffnmL525NGeqgPQ1qeFwwWnXja5hwLASN6PTGeJIE3z0IkpVs9SUAJKW2X8nDccFK37LJ7X0ydZkY1NXUaWRnoaKw8U2Sw7HwUXo2rCdwD2fEQm1zUcGJ6W8v4LbK3xlHnYWDRyY9woCQAZQYSnh0+6PdJre2KOMMOz75EICZNy9upOjRJJIEX97DBoX8A33x8N+0qQ6pJSLtam9l5zgWjsLtQdGBBGgbz3yJVKiuoa5W/o2yqCWCfRo7fI50KEO1Lyq1GovZRHVpSaPtNCoNz059Fo1Sw5bcLZ2aInJ0649Iko1+w1KbbcTYVjYd/T8AZpkVjQpPPUFYnGuNyrGCKiw2iYgAH+JCmo5uOyIWwia6gFpZhCU4NIKEEXLkSpLyMNdZqSjQo1aqeWzKYyhQ8NWZr5wz+90ZSZLY+O/XyTl6GB8/P+b/eTkBoc1ndFhsFmd9xcS4cwq3i4/JdRWSDcbcCBfc1+r5o5L6o1Ao0VdWUFPROMpTnwbVjKPdHYq3t27diqUJVR+LxcLWrVudr//yl78QHh7eaDuBZ3E2xhvaSY7FoY8haztmVRh5VfKPeEcci2HnX4hKrXb2tHCHDJ2cVmIMlmeiKgqacizkbtt+Ku+q4Ah7kGmYCtXQsQgI1RIYpkVpr7M4d1bFX+PPS9NfQqvSsj1vO++nv++9QTeD2WTk+5UvY7NaGDzpfFKnuzl7++vr1J78nm1+snM7Z2DLM01tISJBToXSFRc5eyRAg/4V53TcdhBgl4M2WAxYm5gR9zTCHmSMdsdC4+/XZKqDs84iR+9UNzq3zsLBkLAhLBm7BIAXdr9AXk3jAv6OIkkSR7bI8sie6LQNkHP0C45bdKgkiRkznoZgz0uphse7KkMdcXTcTmhcuO3AEbHwRhRP2EM9dZY61PJlmrCwGBLtjoVCkv93hWftykVRaVw75FpATgE0W7uPeldT7Pn6c45s3oBCoeTy+x52TgI1x7GyY+jNeoJ8ghgW1uC+TV8KH10HpmpIvsDtRqoaX1+n9HJT6VAtKUJBN4lYzJw5k/Lyxl6RTqdj5sz6zn/Lli0jNDS03YMTtI7NaqXgtJwK1SkRC0MlrJcbNOUN+is2q0RQuC9hse1vYOPoaQFwdKt7UYszOtlYNJHybHZ5E45FoU6OWARovJs/K+xBpqa6EmjsWADE9A9BobY7FplnkWyuUYnBYYN5eJIc+v3nvn9yqORQ5w+4BXZ88iFludkEhIYx+/Z7mr1BcSF3D2xYzk/+fhiVCpKCkhga5rmaJ//gEOcsWFluvTRpS2ofUJ8KBZ3bFMyBsAcZR/G2v3/Tcq3uKEM1ZNGIRYyNHoverOex7Y95PLKXd+IolYUFaLS+DDnPA30zDBX8uEW+dkzQhBE2+jcdP2YTOCVn7TUWh5rpuN0QbyqlCXuop9JYia9Rvu0MC4um37BUUCgw15Uh2WoozKgvwL933L2E+4aTocvgvfT3umrIrXJq9y9s/WgVADMW3U7/sRNa3cfRbXt8zHhUjvRaixH+9zuozIaw/nD9f0HduvqgA2edxTnKUFab5HS20xJDm9zX06mB7XIsmmvCUVZWRkBA683SBJ6jJDsTi9GIj5+/c0bTo2x+FvQlEDmELJt8sUkaGeHejVYLtLWnxZlK2bEItTs05QWNDaC4WnYsgrTejVgIe5CprJLrI8waGqV+xPQPRqEMR6FQYzLUUlncuHfFwsELuSTlEiyShT9v/TNVpqpG23iDmopy9q/7GoCL71iCf3DzNyhODBXw6S1gs7AhVm5YNCdlToft5FwcM2GOOgtJkpypUM3dSPkofZwz5t5wtoU9yFjr5KnZwMCm/y9RibJjUVNhJChKnslvLmIBoFKqeOaCZ/BT+7G7cDcfHfvIo+N1KPUNmTIVH1+/VrZuBUmCb5ayUSXPNM9Ku62jw2uWMLtTVlGYj81mbdUewLvpgcIe6qk0VuJrkm+k/UNC8A0IJCpZVpe0WXIpOlsv6BKiDeGhiQ8B8Paht8mpyml8wC6m6Oxpvnv1JZAk0uZcxthL3YtQO/tXxNjToCQJvroXcn4FbQj89hPwb1v0yqFWeG5GwOniGmpNVvx9VAyMCmxy3y7rvA2wYMECQJY+vPnmm9Fqtc51VquVQ4cOcf7553tkYAL3KLCnQcUNHuqxXG4n+QfsqgQgzf072e9VAJCc2vFwraOnRa2ukowDexk0YXKL2ztSoRISIzmLlfL8xhcER8QizDcI9J0vNyvswZUqu2Oh9PNpdCGN7R+MQqFCqYnCaiqgOONsoxxuhULB41Me50jpEfJq8nhixxO8PP1lj9+ct8aerz/DajYTP2Q4A8Y1oy/eEEmCtfeALpvasBR+dtRXJHsmnaQhkYlJZB3a73QsCnR1lNaYUCsVDG+icBvkzzVAE4DOqOtUx0LYQz0WsxnJKkcUAgNCm9zGx09NaIw/lUW1qDRyamlZXss3T0nBSfxp/J94ZuczrNi3gvP7nc+AEPfkj1vCVGfgxI6fAQ+lQR36mJLjazmQJN/0X9R/bseP2QzBUVGo1GqsZjOlhUWcKpZ/95vq6eLAkVMu7MG7VNRV4GuS71McEzaJw0dSknkWmzmXisJh1OnN+AbIvagu638Za0+vZWfBTp7d9SxvzHrD69eD5qguL2Xti09hMRpJHj2Wi26+w62xmW1m9hXtA2BSnP368vPLcOh/oFDBdashakibxxPdjDKUo3B7VL8QVMqmx9elqVAhISGEhIQgSRJBQUHO1yEhIcTGxnLHHXfw3//+1yMDawvz588nLCyMhQsXOpfl5OQwY8YMRowYwejRo/n000+9Pi5v4Czc9nRjPJsNvv2TXEA08hoqAyZSVVrXbpnZc2lLTwuLzUJmVSYAwwbKsxtVZXWYTa754o4aiwg/+Qars9M+uqs9dBWOVCgf/8ZpclFJQSiVCkCWhizOON3kMYJ8gvj7hX9HrVCzIWsDn570rt3qKys4uGEdAFOu+Y17F7Ff34AT34LKh63T7qbOaiQhMIHh4Z7vKePsZWGXnHWkfQyJCcJX07xilTdmaIU91NOwBiY0qPl6tKhE+f9isYQCLadCObhu6HVcEH8BRquRR39+1CPNJU/+uh2zsY6wuHj6DR3RsYNVZMK3D/Kj/XdgdNRoYgLcED5oJ0qlilD7JMXB9FNYbRKRgVpig5vvk+ENpTRhD40pry5BbZNvO/3sjkVC6ij7WlnVq6hBOpRCoeCvk/+KRqlhe9521md5p5dLa1hMJta++DQ1FeVEJCRxxQOPoFS5p5KZXpqOwWIgRBvCkLAhcPRL+PFpeeW8v8PAmS0foBkcvSx0xUXU1dT/ztenyoY2u29Dx8ITqnNtili8956c55aSksKDDz7YbcJ49913H7feeiurV692LlOr1axYsYIxY8ZQWFjI+PHjmTdvXrcZs6fotMZ4+9+HvD3gEwRzniV7t5wjGj8oFB/fNn1tmiV1+iz2fP25s6dFcyknOdU5WGwW/NR+JMX0wzcgizq9mcrCWmeeMtSrQkUFyMfp7IhFd7WH+fPns2XLFmbNmsWaNWsA2dH+/e9/T3FxMWq1mscee4xrr73Wo+c11MgXBK1/489B7aMiIiGQglMxYDrcYtH+qKhR3D/+fl7a8xIv7HqBtKg0hoZ3Yn+WBuz55gssJiOxg4aQnDau9R1y98IGuRcHl/yNDVWyPXZGGhQ0lpw9nFcJNK/24cB5I2XqvBup7moPXYHJYG+Op7IR6tf8RExUUjCn9hRTq7Nf2Kt0GKqrWpQNVygUPHn+k8z/aj5Hyo7w78P/5s60Ozs0XsfkTur02R373lot8PkdYKpmY9wgwMTsJM90726JsLh+lOVmc+ZUBhDFqH7BLb6PQC/U4Ql7aEx5eREAkkqBRis7fgnDUgGwmkpR+9VSeFZH8sh6ZzwlJIU/jPoDbxx8gxd2vcD58ecT5NN03ZK3OLjhe4ozzuAXFMz8h5c3ec1rDofK1YSYCSjzD8Dni+UVk++Eie1PGfQNDCQ4KoaqkiKKM8+SNFLunXQwp/keRw4cETwJCaPViK+6Y80r25U78+c//9nFaLOyslixYgXr13eNNzljxgyCgly/aHFxcYwZMwaA2NhYIiMjmyyg6snoKyvQFRWCQuHZxnj6Mtj4hPx85jIIjiM7XU5z6Yga1LlEJiYTO9De02Lblma3O1sp34T2D+mPSqkiPF424oYF3CaLjTK9LGMXGyQbkLeKt7ubPdx33328/76rspLD0T569Cjr16/n/vvvR6/37OdjrJVnaf0Cm/7Rj+kfjFIld+QuyjjT4szI70f8nmn9pmGymXho60NeKbKsrdJxYP23AEy55obWb7AMlbDmZrCZYcRVGMb+jp/z5HSSOclzOmWMkQmyY1Grq6S2SueMWDTVTbUhTsfC0vk20d3soSsi2o6IhUUlNRIyaEhUsmwrZXkmgiJk2yjPb13xKSYghr9M/gsgN5c8Wna03WOtKMwn99gRFAqlM4rcbra9Ajk70fmGsFslR1JmJXmmH0ZLOBVx7KIGo1qxB2+kQjnobvYAXZfloauQGzxK/hrnZ+IXFOysHbNZcp3KUA25bdRtJAcnU2IoYeX+lR4fV1sw1RnYufYTAKbesIiQ6Ka7YTeHs74idCj877dgMcCgi2HOsx0e27mN8owWK8cL5Qm/5hShAHxV9Y6EJzI92uVYXHXVVc4bl8rKSiZNmsTLL7/MVVddxRtvvNGmY23dupUrrriC+Ph4FAoFa9eubbTNa6+9RkpKCr6+vkyePJldu9rWoXfv3r1YrVYSExPbtF93xxGtiExIapPH3CqbnpCLUWNGwqTFmE1W8k5WApDsQccC5BkygCM/Na8OdVYnOxYDQ2SjCYtr7Fg4Crc1KgXR9mJJbxVve9IePEFXOdrmWnmWNjAotMn1sf2DUagiASWGKh01Fc03w1MqlDw79Vmi/aLJ0GXw3K7nPDrWptj77VosRiPR/Qe2ruxh71chK3ikwJWv8nPeNgwWA/0C+zEiooPpJM2g8fUlJEa+kJVmZzVwLNyLWHR2FA+6nz10haPtUIQyqW2EakOb3c6RClVdXkdojJzOU57vXpHqZf0v4+Lki7FIFv7y818wWo3tGqujn1By2liC7F2s20XuHtjyPABbJt+IVbIxJGwIScGdICpyDuF2Zai6UlkUoqXCbfBOxMJBd7MH6LrJpxqdvQ7PX+uyPGG4LDtrs9Q3ymuIVqXl0cmPAvC/E/8jvTTdo+NqC/u//xpDlY7Q2Dj3ZcjtmK1mDhQfAGDSrg+gugCihsPCd0HV8UyQcwu4jxVUY7ZKhAf4kBDWvCCDSqlCq5L/J56os2iXY7Fv3z6mTZsGwJo1a4iNjSUrK4v333+ff/3rX206ll6vJy0tjddee63J9R9//DFLly7l8ccfZ9++faSlpXHJJZdQXFzs1vHLy8u56aabePvtt9s0rp5A/gm5viLOk/UVObthn/0H57KXQaUm70QFVouNwHAtYXHtl5ltiqEXyD0tSjLPNpse45CaHRAqG024fQwNe1k46iuig3ydzY+8FbHwpD30ZEfbZpD/ByHBTTufMf1DUCg0KFTyDG5zXUIdhPmG8fyFz6NUKFl7ei3fnP3Go+NtiKGmmv3r5OO7Fa3Y+RYc/wZUPnDtKvANYUOW3ANgTnLnpEE5cKRDnTp+Cp3BjI9KyZCYllMDvHkj5Ul78ARd4Wg7IhZmta1R1+2GaP01BEfJF3xtoCzH3JIyVEMUCgWPnfcYEb4RnNGdaddMrs1mJd0u+T1yRgdSlow18NkfQLLCyGvYaJP7DXkjDQrqJWd99PKNq9upgX3QHqDrJp9qq+TZc02g60Soo5+FZM11Nso7lynxU5jXfx42ycZTvz7llZ4851Knr2H3158BcP61v0OlbpszcLj0MHXWOsJQMbAgHfwj4bf/A9/mUx/bQvQAR8RCvpdyNMZLa6GniwNnnYW5ixyL2tpa55dy/fr1LFiwAKVSyXnnnUdWVlYre7syd+5cnnnmGebPn9/k+ldeeYXbb7+dW265hREjRvDmm2/i7+/Pu+++2+qxjUYjV199NY888kir6gtGo5GqqiqXR3enwFFf4an+FTYrfLtUfj7md5B0HgDZ6fKPS1Jqx2Vmz8UvMIiBE+TzpDcTtXCkQjnUT8IdEYv8+h+fnHL5Qh4TrPXqTRR41h56tKNtlFMfQkOimlwdEu2HNkCNwtkor/XmiBNjJ7J4tJyD+vQvT5NV1bbP0132ffcl5joDUcn9GdiKQhl5e529XZjzLMSPpc5Sx0+5PwGdowbVEIdjkXFaLoAfHheEj7rln3Jv3kh50h56qqPtqLGwqKUWIxYA0fY6MYVSdkDKW1GGakiYbxhPnP8EAKvTVzu7+bpL9qED1JSV4tvgd7hdrHsYKjIgOIHaOc+wI38HALOSOz8NCupToYIsNcQGKIlpoXAbvJsK5Ul7gJ5rEwDGajli6nuOU1MfsShFshmaTIcCeGjiQwRpgjhadpT/nfifR8fmDnu/+QKjXk9kYjLDzr+wzfs70qAm6KtRqnzgNx/KEW8P4SjgLs/LxWyscypCtZYqC55VhmqXYzFo0CDWrl1LTk4OP/zwA3PmyPnExcXFBAd7xvMCMJlM7N27l9mz62c9lEols2fP5pdffmlxX0mSuPnmm7nooov4/e9/3+q5nnvuORfVhu6eNmW1mCk6I99YxA/1UOH27v9A4SHwDYHZTzoXZ9nrKzydBuUgdYZ88Tn282asFtcOmzbJ5pSadTgWjlSoqlIDFrsy1IajclHYxJTw+rQPL6VCedIeeqqjbbNZUZnk8HVEaNMKMAqFgpiUEGcH7qJWIhYOFo9ezISYCdRaannop4cwWU1u7ecudfoa9n33FQDntaYEZai096sww/ArYNLtAGyzp0HFB8QzMnKkR8d3Lg7HoiI3G2hZVtOBNx0LT9pDT3W0HRELUysRC6hvlGc2yp+NO8pQDZmROIOrB12NhMSj2x5t0//4iL1oe9gF01FrNG06r5OjX8H+/wIKWPAWP5cfxmQzkRSUxODQwe07ZhvxDw5B4Ss7C+NCWlfJ8ubkk6fvl3qqTQBY9LJdnCvU4h8SSng/+Z7LZsl1aZTXkEi/SO4ffz8Ar+5/leJa996TJ6it0rHXfp04/7rftUvef/cpuT/SJEMdXLnSOXnrKQLDwgkIDUOSbJRkZdZHLJppntoQR5O8LnMsli9fzoMPPkhKSgqTJk1iypQpgOyNjx07tsODclBaWorVaiUmxvVGJSYmhsLC+gZbs2fP5tprr+W7774jISGBX375he3bt/Pxxx+zdu1axowZw5gxYzh8+HCz51q2bBk6nc75yMnpfs1YGlKceRaL2YRvYJAzDNwhaorhx2fk57OWQ6A861xZVEtViQGlSkHCsI7LzDZFyuhxBISGYaiuImO/64xbgb6AOmsdGqWGhCBZE90/2AdtgBpJgsriWmpNFjYdlx2Ly0fHu1w0PCGd1hresofu7Gibaut/jKLC4prdTi7gdnTgds+xUClVPD/tecK0YRwrP8Yre19xaz932f/915gMtUQkJDF44pTmN5Qk+GoJVGZBaLJ8YbA7IQ4ZxIuTL+50nXWHY2ErLwRJYnS/0Fb38aZj4Ul76KmOtl4vrzerJcK0rTgW9gLu6kr5wq4rKsJiNre0SyMenvgw8QHx5NXk8dKel9zax1BTzek9vwIdSIOqyoev75WfT70fUqayKUuOPM9KnuXVngNGf3nia5C29RujnmoP0HNtAsBWK6fLBoU0nqRMHCHLzp7bKO9cFg5ZyOjI0ejNel7c/WKr5/QUu9Z+irnOQMyAwQxq6TrRDMazP3GgRo5QTRr5O0i73tNDBOrrLLJPneRsqfz97hERi4ULF5Kdnc2ePXv44YcfnMtnzZrFP/7xjw4Pqq1s3LiRkpISamtryc3NZcqUKUydOhWbzcaBAwecj1GjRjV7DK1WS3BwsMujO+NojBc/ZJhnfrzXPwZGHcSPhfG3OBc7ohVxg0I8JjN7LkqViuHTZO3m9J9ce1o4Om4nByc7uwcrFAqXdKgfjxdTZ7aRFO7PyH7BzouGTbJ5rOFLS3jLHrqzo22okXOqLUobUUHNa9bH9g9GoZad1urSEgzV7qUcxgTE8MxU2fH98NiH/Jj9o1v7tYaxtpa9360F7NGKlmahdr0Nx74GpUauq/ALBZDToHLsaVApnZsGBXLah1KlQm01EmitYbQbs1HejOJ5yx66s6NdXS03E7VqJOdn3xz1HbhV+Pj5I0k2KgvzWx1TQwJ9Ann6AlkLf83JNfyc+3Or+xzf/hNWs5mopBRnc602YbPB2rtkoY+4NJghF5A7UgK9VV/hoEQpX7NjpNZ/U7zpWHjzfqk72wSA0mBPlw1rLBKQMKK+gLuisJY6fdPOtVKh5LEpj6FSqPgh8we25W1r9bwdpbq8lIPrvwNg6vU3tv2eq/wsh768DZNCQSRq+s/uPDGS6P6DADh19DiSBP1C/YgM1LayF/hpZMeiy1ShQC7uCQoKYsOGDRjs+aQTJ05k2DDPFRJHRkaiUqkoKipyWV5UVERsbNskvnobec6O2x74vDO3yV0fUcgF28r6Ri+dITPbFA51hbP7dlNbVT9b4UiDGhjqeuFrqAz17aECAC4bHYdCocBP7YdSIX+1vVVn4Q17cJeucLTLdbKNGjW2FuU1o1OCUSi0KJShgHt1Fg4uTLiQRSMWAfDY9scoqClwe9/m2L/ua4x6PeHxCQw574LmN8zb16Cu4hnoV9/jYnv+dmottcQGxDI6cnSHx9QaKrWGwGhZQSjOWsGgqMBW9/F23ZE37KE7O9rV+koAVFptqzchvgEagiN9USgUBIbL17W2pkOB3MX3xuE3AvD4jsfRGZuf9YX63hUjZ7Yzyvbr63B2C6j9YMG/Qe3DzoKd1FpqifaP7vSUwIbUmizkWOVrgr+h9YJjh2NRZ63zSIPB1vDW9aE724TBYkAjizcSEd44qu2IWEjWEiRbnUujvHMZFj6M3w3/HQDP/PoMdZa6Fs/dUXZ+/gkWs4l+w0a419+oIYZK+Og37FbIKbwTk2aicLOZXnuI7i9HLErsBdzupEFBN4hYlJWVMWvWLIYMGcK8efMoKJAv8Lfddht/+tOfOjwoBz4+PowfP55Nm+qLem02G5s2bXKGE/sq9RGLDtZXWM3w7YPy8/E3Q7/xzlWWTpSZPZfmelo4IhaO+goHjohFSV4NPx6X8ywvGyX/WCkUCgLU3puR8pY9dGdHu6RCfs9WH/BR+TS7nW+AhtAYf2cBd1EzHbib475x9zEyYiRVpioe/vnhDt0UmAy17P12LSBHK5TKZn7sDZXw6c1gNcGwy2HyYpfVDjUob6RBObCFyv/vYb61qFWt/4x7c4bWW/bgLl3haNfq5Qiexte9RlOOOgsfP3svi9z2peLeN+4++of0p8RQwrO/Nq+LX5KVQdHZ0yhVaoZNndH2ExUehk32OrxLnoWoIQBszJKdlVlJs5yTO97gaH4V5ZpQAGpLC1veGFyiSJ6YoW2J7mYP0DU2oTPq8DXJ34mw8MZR7YDQMGdat82SR2FGy47x3WPuJsY/hryaPN4+1Hmqn7riQg7/KEeapl5/U9t+460WWHMLlJ5gV6D8+UyI92xdxbk4elnYygtQStYW+1c0pMsdiwceeACNRkN2djb+/vXyo9dffz3r1q1r07FqamqcX2KAjIwMDhw4QHa2XJi4dOlS3nnnHVavXs2xY8e466670Ov13HLLLS0ctXdTXVZKdVkJCoWS2EEdLI779Q0oOQb+EXJtRQPyTlZiNdsIDNM6m9J1Jk31tHD0sHBIzTpwOBb5WVUYLTb6RwaQGl//wxbg470bKU/aQ0t0Z0e7orJEHo+29XS5mP7BKNWOOgv3IxYAGpWGF6e/SKAmkP3F+3n9wOttH6ydA+u/o66mmrC4fgw9f1rTG0kSfPVHe11FElz1mrOuAsBoNbIlZwvQeU3xmqLcR44K9bNVurW9Nx0Lb9lDd3a0DbWyY+Hj5548t8OxkLArQ7UjYgHgq/blb1P/hkqh4vvM71mX2fTn7SjaHjh+UqNC2lYxG+Cz22VHe8hcmHArABabhc05mwHvp0EdytVRYXcsKvLzWq2t81H5oFHKxeqd2Y0evGcP0L1toqKuAl+TPHnjH9L0d65hOlRLdRYg/6Ytm7QMgPfS33OqR3qaX9b8D5vVSvLosc7xuc26R+DMj9Rp/DnkI3/fJsVO6oRR1hMcFYM2IACFzUq4qcKt+groBsXb69ev54UXXiAhIcFl+eDBg9ssn7Znzx7Gjh3rLGJaunQpY8eOZfny/2/vvMPjqK7G/c5W9WZJtmXJkgu4N2xjTLONHRswxJQEQoDwQSj5gSGEGsBAvoROQvkIgTQMoWNaQgvNGNwAN7nIxk2SJctqVu/b7u+P0a60VltpV7sq530ePdqduTP37s6cnXvuafok9+KLL+aPf/wj9913H9OnTyczM5P//ve/bUx9g4kjzdaKxPQMLGEdFz3pkqoCT0EjfvR7iPB2YWntBhWMldhja1oopdqkmnXjVizsVXaMSrdWtB6j2/UjGD7lgZSH/qpoV1XrFVUNYV1nltEL5blTzvoWwN2atOg07j/5fgD+sfMfbDzSue9we9gbG9n8wbsAzDn/oo6tFZv+AXv+o8dV/ORFT1yFmw0FG6iz15EckczUpN53g3KT7dQnopH1R31qH8zaLoGUh87oy4p2U3NWqDAfC5e6FYvGev069VSxAJicOJmrp1wN6G4ipfWlXvudDjt71uoKwOQFPYgJ+uJ3+mJUZDIsa0lgsLV4K5VNlcRZ4zhhaDfdRfxkV0EVVaZYQKOpvo6G6s4npRA8ZTtY8gB9WybKa49idupTzo6U2bTWhfJyqlGuzhXEM0aewfzU+ThcDn7/7e8DnqylrCCf3d/o8XynXHxZ9w7+7m+w6e+ARubCO7ErB8nhyaTHpAd0jMeiaRrxaaMASLYf9SlrILRYLOrtIYqxqKur89K83ZSXl2O1dh0k0pr58+ejlGrz9+KLL3raLF++nEOHDtHU1MR3333HnDld5Jkf4BTu1wvj+e0G9endYK+DtDkw7edtdvd2mtljObamRWlDKTX2GgyagYyYDK+2EbEWLOEmNCDBpbF0qrfPZjCDVQMpD/1V0a6pqQTAGN6168fQUS0pZyuKjnhSc3aHMzPO5CfH/wSF4q61d3G0wbcJtpvtn39MQ001sUOHMaEjV5AjmbqMACz+A6TObNOkdVG8YLl+OJwuttfqDwFHeREuZ9eFotyrUf1NHvqrom1v9qMPj+i8cKGb5JG6tbWhtlmxKDjs1yTpuqnXMSFhAlVNVdy/4X6vc2Vv3URDTTWR8QlkdNdffP8X8N3z+uvz/gKRLUG4X+TpVpAFaQs8iTaCxY6CKpwGE5Y4/Vnli2IWrGdEIOUB+q9MlJXrLmAuQ8eWvFRPnEUJTQ31lLdTKK81mqZx15y7CDeFs6V4C/85+J+AjnnDqtdQysWYWScxfOw43w/c/4Ve2wVg0e/43qI/G2YPnx2URVpnvB6DN9ZQSZQPXgTQB1yhTjvtNK9y8Jqm4XK5eOyxx1iwYIHfgxI658jeloxQPebAl7D7fdAMzQHb3rdCVWk9VSUNGAy9l2a2PVrXtDhQth/QV6iP9dvXNA1idIGZEBnO+GHeD/Bgun4EUh76q6JdV6uvEFoiu3b9SBgRidkaBVoUKEXJoZwe9Xnn7DsZGzeWssYy7ll3Dy7l8uk4e1Mjm1pbK9oLpGusOiau4ldtmticNo/rR28XxWvNwdI6SojErplwOexUFncdxB5Mi0Ug5aG/KtrORj1QMzoqzqf2YVFmohPC0AyxaAYj9qZGasvLety/2WjmoVMfwmKwsLZgLe/uf9ezb9dXujI88bQF7d/7HVF3VM8CBXDitXBcyz3vUi6+zNNXyRelB9cNqq7JwcFSXTkYMkL30a8o7DqrlvsZEYgV2s4I9Hypv8pERbkeC6nCjR1OrqOHJBI3dDig9DiLLtyhAFKiUvjVNP33+U+b/0RlY2VAxluSm82+jWtB07pnrSjZo8dVKBdMvwxO+TWbizcDve8G5abUqsdqDXP4Xjk9kIpFj5YVHnvsMRYuXMjmzZux2WzccccdZGVlUV5ezvr16/0elNAxDpvNU1isxxYLRxN8fLv++sTrYFjbAK1Du/QbctiYWCzhwVt9cte0qKusYM9mPY3csW5Qbo4oJ4nAzLioNj9UwVQsRB6gsbYGMxAW2XWGIqPRQFJ6NPUVybjstZTkZJM6flK3+wwzhfHHeX/kZx/+jA1HNvDCrhc8LiCdsfPLT6mvqiQmKZmJp53RtoFS8J+b9ErCsSO93D1as/HIRmrttSSHJzM9eXq3x99TdhyuBE2jKSoJc00hR/NySUhJ7fQYdzKDJmcTdpfd41/eGwRSHtyKdmcsX76c5cuX+zPkgOOy2TEA0ZFxPh+TlB5NTXkj4dGJ1FcVU15wmOghbdNy+srY+LHcOONG/rTlTzy26THmDJ9DvDOSnEy9VtCk7tSucMca1ZVA0njddbYVu47uoqS+hEhzJHOGB3ehI+tINUrBsJgwhg0fSWHW9m5ZLOocvfuMCPTzob/KRHVVs6Ic3rmVJnXiZCqLC3HZ9UJ5k07ruk7X5RMv54ODH3Cg8gBPbn2S/z35f7s8pivWv/UKAONPPp2kkRm+HVR3FF67GJqqIf0UOOdJ6h0N7DyqZ9eaPWy23+Pyhb32GMYB1upClMvlUzE/jytUqNLNxsTEsGfPHk499VSWLVtGXV0dF1xwAdu2bcPc0+qdgk8UZx/A5XQQERtHbHIPVyA2/B+UH4SoobDgrnabuOMr0icHxw3KTeuaFmWbdgHtKxZVDXayanXNOkVrq/gEM72myAPY6/Ufo8go3/w5h46K9SvOws2YuDHcPUd3V/rztj+TWZLZaXuHzcb3/3kHgDnnXYTR1I7SvOkfujXPYIKfroTw9i127qJ4i9IXBTUDzs4CfRUvLFl/4B7N79pP2ysLTi+v0Io8AE16trLYGN9/P931LExWXZkoK/C/SOvlEy/nhOQTqHfUs2L9CrK++RLlcjH8+PEMGdF13QEPW16EvR+D0QIX/gPM3rF9bjeo00ecjtXYffcef3DLw5TUWOJT3BaLgi6P87hC2XrXFUrkQaeuqhIAU2Tn7rKpreMsfLBYAJgNZu6bq1ts3t3/LluLt/Z8oOhxrNlbvkczGJj7k7Zu4u3iaII3LtUTfcRnwEUvg8lCZkkmDpeDYZHDSI3qfAEoECil2FxhxK6ZwG6jwseaOO46FiGzWIwaNYrCwkLuuecer+1lZWWkpqbi9MHnV+gZR/b7WRivIhe+aa7MuvhBCGs7EXTYnRTs1Qs89Xb9ivaYNG8hmz94F0N2BdYMQ5saFgBf7C6mRHMCJuwVTW32B+uhASIPAI6G5oqq0b65zQ1rrsDtxPcK3B1x3tjz2Fi4kU9yPuGOb+5g1bmriLW2r+Ds/Ooz6irKiR6SxMTm2ileFG5viav40e8hdVa757E77SFxgwLYflh/2A4bNYqjBzf7pFiYjWasRitNziZq7bUdfj+BQOQBDHZ9RTku2neLg7sCt9OhXxt/ArjdGA1GHjj1AS78z4VsKdrChk26nHar0vbR/S0ysfC+NhZupZRXte1gs/NwJQBTRsQSn6S7dlUc8V2x6O10syIPOo011ZgBS3TnVu2WehbFlBdW0lhnJyyyawVsRvIMLjzuQt7Z/w5/+PYPvHXuWz22zK5/82VAn4skpHRtMfFYufO/BWss/PwtiNTnTt8XfQ/oblDBiK84XNFAeYOTMssQhjUVU5JzsEuLNvSBrFAdmeFqa2sJ8zFvt9AzjuzVA7d7XBjvk9+CoxEyToMpP2m/j32VOOwuIuOsDBnR+2lmj8Vd00JTMPpIZJtUswAf7SzkqFH3qa8sacDp8Pavd/uUByNYVeQBVKNeJTUu1reJVOuUs2WH83DY26+y6guapnHfSfeRFp1GYV1hm2BVNw67ne///TYAJy77CaZjVwsbq+GtK/S4inFnw0nXd9jnxsKN1NhqSAxPZEbyjB6PvbvYHC72FOqFoyZM0GsHHM3zLbNMsNwDB7s8OB12DM0/R4mxvluVk5szQ9ka9f8VR/y3WIAeo3b77NtJqrTgPFqD0Wxm3NzTfTvYYYN3rgZ7PYyaByfd0KbJ/sr95NXkYTFYOG1EB2mbe5HWFgv3JLCyuOukBsFafBrs8uCmqVb/nsOjO693EZOUTExSMnqcxRGKc7uupO7m5hNuJt4az4HKA/wr619dH9AOebt2kLdrOwajibkXXuLbQeue0IsMa0a46EVIagn03lS0CQieG1RmfiUAzgQ9gLvYR48AT4yFPcgWi1tuuQVofpDfd59XpgOn08l3333H9OnT/R6U0D5KKQr3+xG4vfcT2PeJ7uJx9h/b9RuHlmxQIyclBK3g17GMOuVkig7uZ2xBFKNiRnntq6q3s3Z/KXYNTFYjjiYnlcX1DBnRshISjAJ5Ig8taE1OwEh8XLJP7aPiw4iMT6SpOgyXs5Gy/EMMHT22x/1HWaJ4fN7jXPbxZXyZ9yVv7H2DS8Z7PxSy1nxBbdlRouIT2qbZVAo+cMdVpLWpV3Es7mxQi0YuwthRqtpeYF9xDTaHi5gwExMmHs9aoLKoELutCbOlcxeUSHMk5Y3lvSYTIg86jfUt3293FIvwaAtR8VaqS/W03+UF/lss3PzkuJ+ws+JtoI6iVJdPaaEBWPMwFGZCWByc/3ybJB+Ax1px8oiTiTD7VrcjUNQ2Ocg+qn/fU0bEEh1hxmSx4rA1UVVaTPywlA6P7e0YC5EHb5x1enXsyNiurdqpEyazu3Q1LsdhirKrfM5MGRcWx22zb+Oedffw/PbnOXPUmYyI8sHi0IxSymOtmLpoSbOC0wW7/w1fNsccnf0YjGmJ26uz15FVlgUEL3B7R7MFLz5tFBRu87lWVCBjLLqlWGzbtg3Qv/ydO3disbRk6rFYLEybNo3bbrvN70EJ7VNdWkJdZQUGo5GhY7pZGM9WD5/cob+euxySO1ZM8rL0wO1gpZltD+OE4TgNiiHVFmoLiojIaLFafLa7CLtTMW5YNENsERTnVFNeWOetWAShQJ7Ig47NacOsJ8EhKX54541bMWx0LJWHk3E58ijOOeCXYgEwacgkbp15K49uepTHNz3OjOQZjE/Q73Onw853778FwOxlP8Fk8c4yxuYXIOs9Xen+yco2NV1aY3fZWZ2n5zZfnBG8onjQsjo7NTWOqPgEwqJjaKypprzgsKfiakf0dtyRyINORXNNF4fBRUJk935Dk0ZGU1OmT7xqK8ppqq/H2k6q0u7isDWRmOvEDmxJLuDvO/7O9dM7tsgBkLse1j2pv/7x/0FM+5N0d3xFsF0CAbIKqlAKUmLDSIzSFev4YcMpzcul4kiBT4pFb8UciTwcQ70NMBIb17VVO3XiZHZ/sxqX3fc4Czfnjj6X9/a/x+bizTz03UP8+Yw/+7xAmpO5mSP79mCyWJlz/sVdH3BkG7x7nf56zq9gtnfykK3FW3EqJyOiRpAS1fG9GEjcrrKjxx1P0fd6DKNSqsvvIGRZob76SvcpvvLKK3n66ae7LOEuBJYj+3Q3qOSM0V2uTrZh3RNQmQcxqTDvjg6bVZU2UFlcr6eZndDx5Kq3yXMUkpdcz6iiSLK+/pLkVorFRzv19JpLpw4nocBBcU41Fcfkuw5G8LbIg055YzkWh76SmRDrm8UCdHeoveuTwZFHSU5gqqZeOuFSviv8jjWH13D717fz5jlvEmGOYPc3X1FztJSI2DimLFzifVDhdvhvcxKDRf8LaZ2brL8r/I5qWzVDwoZwQnJwC4HtONzi9qFpGolpIzm8e5du8elCsXCvJveWe6DIg05ZtZ5W02Gi24HMSSOjydkehskSjcNWQ/mR/O7lz++A/d9vxN7YiDk+mqKEQ/xtx9+YlzqPSYkdZGNrqIT3rgOUnjJz4rJ2m+VV57GvYh8mzcS81Hl+j7O7uBXtySNaYobiU1Ipzcul/MhhRp/QsSz3dhFVkQdvDA3NVu34rp8RaRPccRZFFGWXoVwKzeCbcqBpGveedC8XfnAh3xz+htV5q32K/VEuF+vf0DNBTV+ylKj4LuY/1Ufg9UvA0QBjF+kxq8fgdoMKlrXC6VLsapaJE6ZP5L+vGWmsraGmrJSYxM6/95DXsVi5cuWgF5JQ4K643e00s2UHYf3T+uszHwZLx3ET7mxQw8bEYg1imtljya7M5kCq/oO/Z+1XOB26D35FnY11+/UVwaVTh5OQon+WYwvpBLNA3mCXh9LqYowu/Uc/PMr372FYqzgLfzJDtUbTNP5wyh8YGjGU3OpcHvj2AZwOB9+99yYAs398obdS3ljdXK+iCY4/C+a29SE/Fo8bVHpw3aAAdhZUAjC1eSKVmKZXcS3Ny+3yWI+ybevdGIvBLg8V1Xqla5el+26k7grcBlNg3aGy1uj37OxFP2bJqCU4lZO71t1Fo6Ox/QM+vg2q8iF+FJz1SIfnddeumD1sdq8mBOiIFgteK8ViuG+ZodyKdm/HHA12eQB9smpp0uVhyJBhXbaPHTqMqIREwEVj7eEuC+Udy+i40Vw5SS8I+ND3D/l0jfdv2khJ7kEs4eGcuKz9+FMPtjp4/WdQUwhJE+AnL4Cx7XzJHbgdrPiKAyW11NucRFqMHJ8Sz5DUkYBvcRZueQiZYiGEBrfFYnh34iuU0h8STpuuVU84t9Pmea3iK0JJdlU2RxIbMUaH01BTTc42Pff6Z7uLcLgUE4bHMCYpivjhbsXC25wdzHSzg52SCj2dndLA0o1gxKSRMRjMug96yaEcnypI+0JcWByPnv4oBs3AB9kf8Pp7T1FVUkxEbBzTfnRWS0Ol4INfQ3m2Hldx3l86jasA3Q3KPZkKtutHo93JD4U1AExNiwNaFIsyHzJDBWsiNdipqtZ/Q5Wl+0pncro+AXU644DAZIaqKikmb9cO0DQmzVvIijkrSAxPJKcqh//b9n9tD9jxFuxcpQeiXvB3sHZcPdztBhXsonhudh5ua7FwB3B3lRnKHYfX2+mXBahsrCTM1mzVju867kjTNNImutPO5lOc43sAt5trp15LalQqJfUlPJv5bKdtXS4n69/UrRUnnH1e5wHmLpduzSvcDhFD4OdvtJtds8ZWw55yfc4WLMVie3N8xeQRsRgNGsnNVmxfPALcFotGR6PPxWY7QhSLfoK9sZHS5grF3bJY7P43HFwNRiuc9VinEyeH3cnh5jSzwa5fcSzZVdkoA6TO0dN9Zn2tP8A+3KG7QZ0zVfflT2hWLKqK63E6W4QhmOlmBzvllcWAvkLrSyEeN2arkcS0VMCM024LyCTKzcyhM7l+2vVoLjjwiX7vzDrnfMzWVorPlpWQ9W5zXMULncZVuNlUuImqpioSwhKYOXRmwMbrCz8U1eBwKYZEWkiJ1T9HYloGAEfz87o8XpTt4FBdq/+GGizdT3UZEWMhMtaCZtDjLAJhsXD/do6cNJWYpGTiwuI8BcRe2f2Kx10DgIpD8NGt+ut5d3bqFlhcV8yO0h1oaCxI634FaX+pabR7BW678dViEczMgYOd8voyrA5d0Y6IjfPpmNSJLfUsfKnAfSxhpjDuOUlP8fvqnlfZU7anw7Y/rPua8oJ8wiKjmHXOeZ2fePUfYM8Hek2Xn72m16xohy3FW3ApFyOjRzIssmsrTSDY3pwRalrzwlNyhluxONDlse50swrVsSXTR0Sx6CcUHdyHcrmIShhCTGKSbwc11bT4jp96Mwzp3Ae7cH8VDpuLiFiLVyB0sKmz11FUVwTArIXnAJC9dRNHCkvZcFBfDTx7iq5YRMVbMVuNuFyKquIWE16wcpQLUFGlu6Zh7f5EatjoOLQAu0O5uXrK1Syqn0p0nQm7FcYvbOVnW7RTT70MsPB+SPPNB9ZdFG/hyIWYDMF1FfTk62+OrwAYkqabumvKSmmq71xh6G2fckGntk6fBBnDLF20bJ+k9Bg0Y7MrlJ/KtnK5yPpat7C1zoR2eurpXHjchSgU966/V1+AcTnhvV/pVYPT5sBpt3Z67tX5egKD6cnTSYrw8ZkUQHYV6KvYI+LCGRLV4t7oLpJXW1GOraHj33/3REosFr1PaVmLVTss0re5Rao7zsJRROGBsh71e+qIU1mSsQSXcvGHb/+A09XWKu50ONjw9muAntjDGtFJiv3M1/R4VYAf/xlGntRh02C7QUFLDN601DgAT9ydL5mhwkwti27+ukOJYtFP8MRXdKd+xdePQs0RiEuHU3/TZfOWNLNDQpZmFiCnSrfMJIYnkjF6EsPGHo/L6eSj9z/C6VJMSolhVKIu/JqmtXKHaplYuSdRDY4GHC5HkD/B4KKm2fXDEN79idTQjBgMRn1S4m+hvGPRgAn7dPPujvQKnt75Z31HU01zvYomOP5MPUuaDzhcDk82qFBkwHE/NKa2Wp0Ni4wiaoieZaWrehbiChUc6uv0Ca+phzUKkkZGY2hWLCqLCnE6ev77lb97J9WlJVgjIhl74lyvfbfPvp0RUSMoqC3g8c2P6xmg8jaAJRrO/2u7PuOt8RTFGxn8oniAJ0i1tbUCdJlwr4pXFHZcdVgsFsGjvFxfKHRafbdqxw9Pab6OTsoLDtJY17NaR3fMvoMocxQ7j+7k7X1vt9mfteYLqoqLiIiNY8aSczo+0aENehE8gNNug2mdZ43aXLQZCF7gdqPdyQ9F+m+PO+YoKWMUaBq15WXUN1c+7wiDZiDMqP9miWIxSPBU3B7noxtUyR749jn99dmPQ3O59s5wx1eEMs0swMFKfYI5OlbPBDVpnu6/W7R5LaAHbbfGHcBdUdQyYXJbLEAmUr1Nba3+gDdHdH2PHcuw0TFoRt3ntig7sIrFvo3rqC4qwhgexg/pNby5900+z/0MPrgZyg/qGdLOe67d3PztsaloExVNFcRb44O6CuWmpRBYnNd2d5xFVxW4xRUqODTU6xPVsPCeFRdNHhkNWjSawYzL6aCqpKjHY9n1lR60Pe7k09pkEow0R/KHU/6Ahsa7+9/lm++aV2LPfgwSRh17Ki8qGivYXKxPnEKlWOxoVRjvWOKH66k9yztxhwpGrSNBp6pCt2qrcN+t2nqchW61cDkOd6tQXmuSI5K5ccaNADy99WmONhz17HPYbGx89w0A5px/EeaOFgPKs+GNS8Fl1zOkLbin/XbNVDVV8UO5PmcL1rNiT2E1dqfuKpsarz+LLWHhHtdAXzwCApUZShSLfoBSisJmi4VPFbeV0v1kXQ4Yfw4cv6TLQ6qPNlBRVI9m0Eib0HUBm97kYJW3YjH+5NMxmExE1BaT2HSUc6Z454NOGNZssTjS8oAwG82eVI/y4Ohd6mv0H3yrjybu1sQlRxAWpSuKJTkHUS7/gsbcKJeLb9/VM0HNOfdCLpvxPwDcv/ZuCn54Tw9M9TGuwo07G9QZI88IuhtUvc3BvuLmwO1jJlK+KhbBqrw92HG734R15lLRCUkjo3WLseZfnEVTfR37v9sA0LYgZDOzh83m8nE/A+C+hDgqJp4L07quNrwmfw1O5WRCwgRSo1N7ND5/6chiARA/XB9TRSeuZK2z4LTnIiMEjpoqvTaWIbJ76ZdTWykWPYmzcHPxuIuZNGQSNfYaHt/0uGf79s8/obbsKNFDkpi66Kz2D26sgtd+Bg3lMHw6nNd+ocjWbC7ejEKREZMRNDdBj0W7lass4EnVH8zMUKJY9AMqi47QUFON0Wz2RPl3yo634NB6MIXr6WV9wJNmdnQM1oju+8oHkpxK3RVqdJwuEGFRUZhHTwXgNHIYOcS7YFT8cP19KFPODmbcvv3hkR1nj+kIzaAxbMwowIi9sYGqkuKAjGn/9xsoO5yHNSKSGWeey40zbmRq7FhqXE3ckZSIfeG9MHKOz+dzuByebFCL04NbFA9g95FqXAqGxlgZGuO9qtaiWOR2eg5RLIKDrVEPfIyI6FmK0cg4KxExFr/jLPZuWIvDbmNI6kiGjTm+w3Y3FRcw2manzGTkgSEJKB/O7ZaFUFkrqhvt5LQTuO3GbbHwxRUKJBavt6mvrgTAHNW9Yo8tFosjFB4s73H/RoORe+fei0Ez8HHOx2w4sgFbYwPf/3sVACddeDEmczvzHqdDT0d+dC9Ep8Alb4Cl688Q7PoV0BK4PfUYi3Z34iwCVX1bFIt+gDu+Yuiose3f/K1pqITPVuiv590OcSN96uNQc7XtkSF2g4IWi8WY2BYlame4/mBMLd/jqWnhxu0KVdlBZigJzutd7PX69xsd3TNL17Ax8WhGPU4gEHEWyuXi23d08/aMs35MWGQUZnsjjx0+RLTTxY4wK38O82X61MKW4i2UN5YTa41l9vDgu0F5CuONiGuzr0WxyEOpjj+XBG8HB2djEwCRUT2v65CUHo3B4F8tC7cb1KT5izqOmdvzIdZtr/BQaRlGDHx2+Cs+yfmk0/PW2evYcES3hIQqzazbWpEaH058ZNvYroQU3WLRmVJmMVgwabrlUZTt3qWpRre2WqO6t/iUMCKVsKgYwEnhvn0oV/d+t1szacgkLhmvW+Me/PZBNn38PvVVlcQNHe5xt27Df3+rZ9U0R8Alr0PM8PbbHYMncDuIzwp3qtnpzRmh3LRkhuqGK5RdLBYDHnf9Cp/iK756COpKYMhxMPfGLpsrpdj2eR6Hdup+h6GOr2h0NFJQq/vFui0WJTWNfFEdS60xAhrryN622euY6PgwTFYjLqeiurRFIGQi1fsopXA12gCIiemZYqEHcOuZoXwx13bFgS3fUZqXiyU8nBPO/rHuGvjhbxhx9CC/r9cfTC9krWR9wXqfz+l2g1o4ciFmQ/Ateu0VAnOTkJqGphlorKnuNEBPgreDg2rSFz5ieqhoQ7M7lMdikd/t48sO51N4YC+awcDE0zpIBVtTBP/RnxGTZv2K66b9CoAHv3uQ4rqOLYdrD6/F7rKTEZPhcVcNNjsPd+wGBS2ZoSoKj3SobGuaJjIRJOx1+nM5PKZ7ynbreha2ukOUF/l3nZZPX05SeBJF5fl8+2/dVfbkn/4co6kd19bv/gab/q6/vuBvkDLdpz7KG8vZX7EfgNlDg6NYVLdKvXzsMyJ5lC6jlcWFXWYOlBgLH8jIyGDq1KlMnz6dBQuCn2c7UPicEapwe4sgLP0jmDrP0mO3Ofn8hd1seOcASsGk00eQmBa6NLMAh6oP4VIuYiwxDAnTlZxPdxXhxEDFcN0dKmvNl17HaAaNhGFt3aHEFar3qbZVY7bpq6FxsT3zJR02KtaTcrboQNf5tjtDKcW3bzdbK848l/CoaNj6L0/Br0U/foGLx+nZPO5edzel9aVdntPpcvLFIb0WQCiyQQHsaJVq9ljMFitxw/SVtM4yQ0nwdu9jd9nR7LrVNDaq54s0SWnRaMaWGIvOLFHtsau50vboE2YTGdeOguNywfv/T/cbHzYVzljB1VOvZuKQiVTbqrl/4/0d9tm6KF6osgfu7CRwGyBu6DA0gwF7YwN1FR270IhMBAdXne4eGB3X/cK7aZNaBXBn9yyA202UJYo7T7yTiTkx0OggJmU44045vW3DA1/Af+/UXy/6XZeFhVuzpVgv5js2bixDwoOzULvrcBVKtU29DBAeHUN0c4mC0tycTs8jioWPbNiwgczMTL766qtQD6VHNNXXe4IyO6247XLpAdvKBZMugNHzOz1vdVkD7z6+hf2bijEYNE7/2fHMu+T4kKaZBb0wHuiB2+6xfNBcFG/C6bpymLNtU5uVWXehvNYB3J6Hhk0eGtA7inZ5YzkWh/4zEhkd16NzhEWZiRmSBugWi+5OolqTvXUTJbkHMVvDOOHsZVCcBZ/coe9ceC+MPInbZ9/O8fHHU95Yzl1r7+oycHNryVbKGsuIscQwZ7jvcRmBonUhsKkdrND6Emch6TW96Q15qGqqwtwsD3HRPZ9UJKdHNxfJ02iqr+syVWRrnA4Hu7/R0yJPmt+Bi8f3f9VdPExhcOE/wGTFbDDz0KkPYTFYWF+wnlX7VrU5rMnZxDeHvwFg0cjQuEFBK8WiA3kwmszEJuvZ5so7qcAtFgtvemsxVmvQUybHxXV/8Sm1dZzFgZ7HWbg5NX4OUw/pyvbu8Q1o2jHT4JIfYNWV+lxq+qVwys3dOv/3hcGvX7G92YJ3rBuUG3ecRVceAe7aLqJYDHCKDuwDpYhJGkpUfCfafuYrcHgTWKJgyYOdnvPw3gpWPbyZo/m1hEeb+fHN05kyPzXkSgW0pJodE9csCNWNbMrVf0zOmXeCp6bFnnVfex3XXi2LSItYLI4l0Ip2eWM5Frv+M+Jr4aP2SBk/BtBoqqvudIWxM5RSfPvO6wBMX7KUCKtRr1fhaISxP4KTfw2A1Wjl8XmPE24K57ui7/jnrn92et7PcvWieGeMPCMkblC7Cqo7XI1yM8SHzFDuSZTD5cDmtAV+oP2QQMtDRWMFZof+O9rTrFDgDuAORzPoAeDlBb67Q+Vu30J9VSXhMbGMntHO5KY4Cz6/X3+9+AFIGufZNSZuDDedoOfq/+PmP5Jf7d3vxiMbaXA0MCxyGBOHTOzmpwoMVfV2DpXpcV0dKRbgWwVusVi0pTcWY42NuhUvPmFot49NTB2JJTwSsJO/5we/x7LpP+9gsCvKYu18Yd3ORzkfteysOwqvXaQXiRx5MpzzFHRzXuQO3A5uYbxKoH1XWWgVZ9FFDGO4eYAHb3/zzTece+65pKSkoGka77//fps2zz77LBkZGYSFhTFnzhy+//57r/2apjFv3jxmz57Nq6++GqSRBxZPfEVn1or68pYHxfy7ICal3WZKKbavzuc/T2fSWGsnaWQ0P71rNiOOD2162da0tlgAfLKzEKXghJFxjIgL9wRZZX39hddxSel6UFjB3gpczQFe7jzlErzdewRKsRg+JgmtOVi1p3EWudu3UnRwPyarlVlLz4OPboGy/Xo2j/P/6pUicHTsaO6Zo+cifzbzWbYWb233nE6X0+P6ESo3qJ0FlUDHDw2ApJFdKxZueQBRtnuLyqZKj8XCEtG9DDit0TSNpJE9q8C96yv9fp142oK2vuP2RnjnGr045HFLYPbVbY6/fOLlzBo6iwZHA/esv8fLoud2CVw0MnRuULuO6KuzaQnhxEV07O6b4Imz6Pi7k0xpvU+DowFrk36vJA9pf27SGZrBwIhxkwCoKj7Q40J5ALXlZWz/VFck0s46DTR4fNPjVDVVgaNJr1VReQjiM+DiV7p0Jz+Wow1HPclnZg2d1eNxdpeOMkK5cWcT7SqAe8C7QtXV1TFt2jSeffbZdve/+eab3HLLLdx///1s3bqVadOmsWTJEkpKSjxt1q1bx5YtW/jPf/7DQw89xI4dO4I1/IDhKYzXmWLxxe90X9nkiTDnunabOOxOVr+0h3Vv7Ue5FMfPGcoFt51AdELPqsP2FtmVzYpFc+D2Rzt1N6ilU/UfpPEnn47RZKL0UI5X+rSU4+KwRphoqLFTdFB/8Awki0VfVbTLG8qxNisW1sier9AOGx3jibPwJXvFsSil2Pj2awBM+9HZRGR/CDvebKlXEdnWLWXZ2GWcO/pcXMrFHd/cQWVjZZs220q2cbThKNGWaOYOn9tmfzDwZITqRLFwWyzK8vM6rAViNBg9D47+PpHqs/LQWO6xWFjCul8wsjVJI6M8yravmaHqqyrJ3qp/zsntuUF9+b9QkgURibDsz+2uxho0A3845Q9EmCLYVrKNf+3+F6DHj6w5vAYIXZpZaJXIoJ0Maa1x17IYLK5QfVYm6lueEfHx3bdYAGRMmwaAy36Ykh4WygP49r23cNhtpIybyC/PvYPRsaMpbyzn6a1Pwwe/hvxvwRoLP3+r3WdGV7irbR8ffzzxYcFZsC2taeJIVSOa1vEzwh3AXVaQj93W1OG5BrxicdZZZ/HAAw9w/vnnt7v/iSee4JprruHKK69k4sSJPP/880RERPDCCy942owYoa9YDB8+nLPPPputW9tflQRoamqiurra6y/UKJfLUxgv5fgOMkId3qwHpwIsfQKMbV01aisaee+PW/nh2yI0g8apPz2ORf8zEZPF2FtD7xF2l51DNfqK65jYMRRVNbIptwKAs6cMA/SaFmNm6xO8rDUtVguj0cCoqXrK0oPbdOVyIJm5+6qifbT+qCfGwh+LxZARUZjM+kOnYO++bh+ft3M7hfv3YjJbmH3SJPj4Nn3HGSsgvWOFYMVJK8iIyaC4vph7N9zbJr7DnQ1qQdoCzO3IVjDwZSIVPywFo8mEvamRqtKSDtsNlBXavioPFXXlmFzNFotw/xSL5B5YLPasW4PL6WTo6ONIHJnhvfPAl/DtX/TX5/0FopI7PE9qdCp3zNZjk57Z9gz7K/azpXgLVU1VJIQlMCN5Rrc/T6BwZ4Sa3IkbFAw+V6i+KhMl5QVoaCgUEd3MCuWmJc6ioMdxFlUlxez88lMATv3Z5VhMFu496V4AVu1bReYP7+gLUT9d6eUe2B3caWaDWb/C7QY1NimKKGv7hVuj4ocQERuHcrk4mpfb4bkGvGLRGTabjS1btrBoUcuKjMFgYNGiRWzcuBHQhaymOXdybW0tq1evZtKkSR2e8+GHHyY2Ntbzl5aW1rsfwgfKjxymqb4Ok9Xa9iEB4HLq7h4omPbzdidQRw5U8tZDmyg5VENYpJlzb5rGtIVpfSKe4ljya/JxuByEm8IZFjmMj5utFbPS4xke2/KQnjxPXy3bs26NV02L0TP0wLDsbaUopQZUVqi+qmhXVLdkVfLHYmE0GUgYMQrwrZBPa5RSbHxHt1ZMXbCQyE9vbI6rWNRl4F2EOYLH5z2O2WBmTf4aXt3TskrnUi6P60coiuIBVNbbfPInNxiNJIzQf7M6c4fypGC29W+Z6LPyUNMiD/4qFknp0RiaFYuyw13HWCil2NW82NKm0nZdGbx/vf569tVw/JIuz3fBcRdweurp2F127ll3D//N+S+gK9lGQ+gWpTpLvdwatytUVUlxm9pHbgaKog3BlwlfKSvTn+MOq4bB2LP7JnFkOiZLBGDn0K69PTrHxrdfx+V0kD51hqfw3qxhs1iWeAIAfxiSgOPMh2Fsz61xoYiv6MoNCnRLlLsCd0lOx89XT/D2YKxjcfToUZxOJ0OHepvVhg4dSlFREQDFxcWceuqpTJs2jZNOOolf/OIXzJ7d8cW+6667qKqq8vzl53c/d3igKdirx1cMG3Nc+3mWN7+gp5gNi4Uf/d5rl1KKXd8U8O8nttFQY2dIahQ/vWsWaeO7n+4tWHgqbjdnhPpwh1419Zyp3kVp0qfOIDI+gYaaaq+aFmkTEzBbjdRWNFFyqGbQ1LEIpaJdVa3XP9HMRowm/1b0R0w8DoCG6jIaany3GB7evZOCH3ZjNJuZHbYNju6D6OFt4io6YnzCeG6bpVs4/rTlT2SVZQGQWZJJSUMJUeYo5qaExg3KPYnKGBJBbETn36978aHMhwDugVxpOKTyUNu8mmo0+C0PUfFWwqL1Z1xNWSn25oreHVGcfYCjebkYzWbGn9wqhaZS8MFNUFsEicfDj/7gU/+apvG7ub8j1hrLnvI9vLP/HSB0RfFAV7TzyvV7d3JK54pFZHwC5rBwlMtFZXFR+20G0OJTZ/SGTPisbFfoFhFXWM+VUYPByLCxujt4Se4P3S6UV37ksCdT2ikXX9ay48g2bt3+GbFOJ/usFl6N6rlreEl9CbnVuWhozBw6s8fn6S4tGaE6l4cWxaJjV+NBbbHwhdGjR7N9+3a2b9/Orl27+PWvf91pe6vVSkxMjNdfqCnc30n9itoS+LL5AXHGvRDVksbNaXex5pUf+Pq1vbhcirGzkrnw9pnEJPq3gtbbuIOeRseOpqCyga15lWganDXFW7EwGI2eok+ta1qYzEbSp+h+kdnbSgZN5e1QKto11bqrmjHc/1idEccNRTPoP47dsVpsfFvPBDVlSgZR+1eBZoAL/wmRiT6f45Lxl7Bw5EIcLgd3fH0HdfY6Lzcoi7F7QXyBoiW+Iq7Ltok+ZIYaKBaLzgilPFTX6PKgWf13m9M0jaGjkkHTf7fLO3HpATzWirGz5xIW1cotcdvL8MOHYDDrqWUtvgeVJ0UkseKkFZ73UeYo5gwLfsplN7sK9Mlrug+KtqZpxA/XY/MqOoizkGdEz2XCV2W7ulJffKKTQHtfGD1Dj7OwN+R1u1DehrdeRSkXY2bNYfjYZjen6iPw+iXE2+q51aTPMZ7NfJbC2sIejc9trRifMJ5Ya89cvrqLUqpVRqi4TtsmjxoLdJ4Zyq1Y+Lvw1L5DVh8nMTERo9FIcbF3ddDi4mKGDRsWolEFniN7O6m4/fl90FQFw6fDrKs8m+sqm/jkrzspzqlG0+Ck88YwY/HIPun6dCyejFBxo/mk2Q1qdkYCQ2PaTlonzVvIpv+846lpEREbpx87PYkDm0s4uLWU0SfqD9CBvhrlC25F21esVitWa/upTVtTV6NPfP3JgONm2OhYNGMyylVF4YH9pE+Z3uUxh3fvIn/3TgxGI7Pr3taXShbcAxmndKtvTdP435P/l91lu8mryeN/N/6vp9BRqLJBQYs/eUf1K1rjUSw68aH1uH44+r/rhz/0ljzU1lYxBDCFBUYRTRoZzYHvElCOAsqPHPbkoz8Wh83GD+vXAMe4QZUdhE+aC30tvBeGT+v2GM7MOJPVh1bzSe4nesrlEMUaAexozpDWVXyFm/jhIyjJOdhhjMpAcoXyl+7KxF133cUtt9zieV9dXd2uclFb1bz4FOnf4lPaJL1ArstRQNGBSoak+BbTV5Kbzd6Na0HTOOWiZmuFrQ5e/xnUFELSeJb99G3eX3MzW0u28sj3j/D0GU93e3yhcIPKL2+got6O2agxfnh0p23dAdylebk4HY52vWAGtcXCYrEwc+ZMvvyyZbXa5XLx5ZdfMnduaFwWAk1DbY3nx3D4sRaL3PWw/XVA0wO2m/1di7KreOvhTRTnVGONMHHO8mmcsCS9XygV0CojVOxoPmwuinesG5SbIakj261pkT55CEaTgarSBgzlzRlwBniBvFAq2g11uuk8LLLzHzVfiIq3Yo3UVxgP7/YtgHvju3qV7clJtcQYqmHMGXDqLV0c1T6x1lgeO/0xjJqRT3I+oaRet3qdPOLkHp0vEHRVYbg1bsWi/Mjhrn3KB7BMhFQe6nV5MPmZEcpN8shoDIaWCtwdcWDTRprq6ogeksTIyfoEDKcd3rka7PWQcRrMvbHH4/jfU/6X35/8e4/LYKjYVeC7og2tU84eaXf/YFEsekMmfPXyaGh2kbJE9TwGD3RXHqPJCqqJnB17fD5uwyo9bm7c3NNISh+lFxN+7zrdjTxiCPz8TQzh8dx70r2YNBOr81fzVV73a3iEInB7e7O1YuLwGKymzl3N4pKHYQmPwGm3d6hou+tYDFjFora2lszMTDIzMwHIyckhMzOTvLw8AG655Rb+/ve/89JLL7Fnzx7+3//7f9TV1XHllVeGcNSBo2i/HqAUPzzFO5OC065X2AaYeQWk6r58u9cd4b0/baW+ykZCSiQ/+e0sRk4KTjn5QOBSLnKq9BiLCFLIzNfdoM6c3PGPXns1LSxhJtIm6nEkVXt1P8yBbrEIlaJtd9pxNeqF1iKj/Tf9appGYpoewF16qGtXqIK9e8jbmYlBgxMjd0LUMDj/bz7FVXTE9OTpLJ+x3PN+ftp8rMauV6p7g6O1TRRUNqBpvq3QRicmYQkPx+V0djmRGsgyEcqFp4Z6/XsNC/ffgge6xUIz6r/jZfl5HbZzu0FNmncGBndg9dePwpGtegze+c/7JRfhpnDOP+78oKXQ7AiPa6CvFosUPeVsR7UsBotiEUqZsNXq3214tH/u5QajkcR03Y3pyL7dPh1TuH8vBzd/h6YZOPmnP9c3rv4D7PkAjBa4+FW9ZgUwNn4sV0y6AoCHv3+4W+5xRXVF5NfkY9AMnDD0BN8/lJ/46gYFej2QruIsBrzFYvPmzcyYMYMZM/S0drfccgszZszgvvvuA+Diiy/mj3/8I/fddx/Tp08nMzOT//73v218CINBzerVHDx7KUUPPYQtNzcg53QXxmtjrfjueSjdA+EJsPB+nA4XX7++l69e+QGXUzF6RhIX3jGTuOTAPNiCxZHaIzQ6GzEbzGTm6LflnFEJJEd3bD7tqKbFmBP0eJPSLF046ux1bdKI9jf6oqLdujheZFRgfErTJh0PQH1VCbbGzn/cvm22VkyMKSLWaoef/NMr1qinXDX5Kk4bcRoA549tP8NKMHC7QY3pJI1gazRNa6nA3YE71ECZSPVFeQCwNeiTkbCInqdebk30kDAsEXqsUGle+4pF9dFSDu3MBFoWWzi0Edb+SX99zlMQmxqQ8YSSijobhyv034RJvloshvtmsRgIinZflQlnnX7NImP9V0pHTddd+erKs2mq77pQ3ro3XwZg4rwzSEhJhczXYd0T+s4fP9Mmk+Z1065jRNQICusKeX778z6Py+0GNTFhItEW/633vrI937cMaW66KpTnyQrlp2LRZ2Ms5s+f3+VkcPny5SxfvrzTNr2Nstsp/MMfcBYWYcvOpuJfLxN52mkkXHYpkaedhtbDVaIj7dWvqD4Cax7RX//o99Q7ovjvX7ZReKAKNJhz7mhmntV/XJ9a446vyIjN4OOdehaJc6Z2XqXTXdNi38a1ZK35guT/uVY/x5REDAaNqsImYocmURVeSpOziTBT3yoG2B02b97MggULPO/dvq1XXHEFL774IhdffDGlpaXcd999FBUVMX369F5XtMsayzyKRXhUYH5MR05MY4MWCaqO0twcRoyf2G67wgN7yc3cgoZiTmI+zL8bMk4NyBgMmoFnzniGkvoShke174oXDHZ0I77CTWJaOoX7fuBoB6vbAyVvf1+Uh3p7PZpNr1IdGRmY5B96Be6RHCqD6tJCXC5ni0Wimd3frAalSJ04mbhhw6GxCt69FpRLT0M++YKAjCXUuCtuZwyJIDbctzgPd/B2fVUljXW1bWrtDKTg7b4oEwCqXrdqR8f570ExesZ0vn3nZT3OIruS9MkdLyTlZ+3QLdpGE3MvvAQObYD/NLsDnnYrTPtZm2PCTeHcPedubvjyBv61+1+cM+Ycjo8/vstxud2gZg8PXnyF06U8MjE9Lc6nY9wWi+IuLBb+ykOftVj0F6o++ghnYRFVEbBljIZLg7q1a8m/7lfsX7KE8pdewtnNYnsul5PCA7qPuVfF7U/vBlstpJ5Icdy5vPXQJgoPVGEJM7L0+qnMOjujXyoV0BJfMSwsnR2HqzB04Qblpr2aFmGRZkaM11dHRpXrKxz9fUXKrWgf+/fiiy962ixfvpxDhw7R1NTEd999x5w5vZu9pbXFwp8aFq1JSo/GYNIfdIf3dJyv/Ntmv9mJsSXEjZ8Lp/UsrqIjjAZjSJUKgJ3Ngaq+xFe4SUzLADrODDVQVmj7ojxUNlViai4WGR4RuFXLlOPSACMup4Pq0lKvfUopT6HQyfObg7Y/vh2q8iAuHc56NGDjCDXdyZDmxhIeQWS87hrbXqG8gZTMoC/KBIChwQFAfHzHBRl9JXnUGAxGC6hGsrf+0GE7pRTr3nwFgKmLlhBrqoc3LgWXHSb8GBas6PDY01NP50fpP8KpnPx+4+9xKVeX4/IEbg8NnmJxoKSWepuTSIuR0Um+WUjdyR9KD2WjXG0/l1uxaHQ2+vS5O0IUCz9QLhdFz+uVTD+abeDJn4Xz62uNfDhbo84KzvzDFD/8CLtPO4Wtt11H5Z6dPp33aN4h7I0NWMLDGZI2Ut948CvIeg80Az+kPsh7T2RSV9lE/LAIfvLbWWRM8T21Zl/EnWq2sV7/HHPHDCExqmvf9vRpM4hqp6bF6On6SsbYCt2Vrr+v0PZFyhvLsdr9r7rdGkuYicg43X0hL6t9xaI4+wDZmVt1a8XIBrjg754EBgMJj8WiW4qF7grVUS2LgbRC29eoaKrA7NQXdvwtjtea5Iw4NGNzAPcR7zS3BXuyqCwuxBwWzvFzToGdb8OON/WUyxf8HcJCnzY9ULgDt6eM6N5n8rhDtZNytrVroD8TKaF9lFKYmnTPkyFD/E+cYDSZiE/R06bm797VYbvczC0c2bsbk9nCnLPOgtcuhoZyPYumD/WN7ph9BxGmCLaXbufd/e922ragtoCC2gKMmjGo8RXuwniTR8RiNPi2oJwwIg2T2YKtoYHK4rZpdd2KBUCjo/O6OZ0hioUf1K5ejcrNp94KteeeyvpL1vP7i/+G8earefK+SfztTAN5iWBqchD+4TcUnn8Rn5w7h1V/v43MI1twuBztntftBjVs7Djd7O1ogo9vw6mMrA1/gi/fr8XpcJExNZGf3DmL+GGBWS0OJW5XqJxC/bMsndK5G5Qbg8HIhNPPALxrWoyengQaJNakEtUU3+9XaPsi5Q3lWJpXaK0RgbsHk9L1VZWj+Tnt7v925R8BGB9bSvylzwUkrqKvUVzdSElNEwYNJg7vhmIxUlcsKkuK2i2oNliKRoaC1KhU5iXpaY4tAQreBkgaGYVmaK7AfUz9DHfQ9ri5p2FuLIUPmy13p98OI0NXb6I3aAncjuvWcfHNmaHKO1EswH+/cqEt9bY6rDb9GZE8ZERAzjlykl41u6Jwf7uF8nRrhR5bMX3x2UR98Rs4uheiU+CSN3yq4zIscpgniceTW56krKGsw7bfF+puUJMSJ3ndT72NOyOUr25Q4A6AzwDarxXV2l3cn1oWolj0EKUUhc89C8CnJ2hcceL/I8wUxskpJ3PLzFt49cK3ue+RdaiXn2D1HQvYPjEclwYZ+6uZ/KePqD7vMh66cTZ3/OdXvP7D6+RU5XhiSgqbA7c9blAbnqGhtIQPqh9gR7Y+cZi9NIOzfzUFS3ifDZPxGaWUxxXqUFE0RoPmkxuUm0mn6+5Q7poWABExFlLGxgEwqnzqgE6vGSoWpi/k+HA9i5M1KjAWC4CRk/XMH/VVhTjs3gF6JVtXc2DfYUAx5+yzYdRpAeu3L+FejTp+aDThFt+tMRExsXpNF6UoO9w2ziLSMjCCt/sisdZYkk26H3kgLRYxieGYw3RL7pH9Lcq2raGevd+uBWDyvDPgvV/ptY1SZ8PpdwSs/75AeZ2Ngkp34Hb3LBbxngDutopFmDEMg6ZPg0QmAk9JRSEGpa+mJ8QHJpbjuDm6F4KjKZ/ywrbX7MD3GynJOYg5LJzZUVlwcDWYI+CS1yHGd/fWS8ZfwviE8VTbqnliyxMdtnO7QQUzzSy0tmjHdeu4zjJDGTRDQDJDiWLRQ+q/+w5n1g/YTFB4ziymJ09v0yY+LJ4zR53FDVf9hYvf2ULUv1+h5Cen0RhpJqkafvplI5fe/TUV9/2Bm54/l8XvLObe9feyf/dWoDlwu+IQpV+s4q2jj1PQMB6z1chZv5rCieeORvPR/NXXKW0opdZei4YBly2Rk8cMISHS9wJTQ1LTGD52HC6nUw9kbMbtDjWqbKo8NHqBtOg0why6YhsWQItFxtRRoIWBclF6KLdlh62e7/75MADjUgwM+fG9Aeuzr+GuX9EdNyg3nVXgjjSJYtGbuLNCBdJioWkasUP1yXFri8Xeb9fhaGoifvgIUko/hUPrwBIFF/wNjP1/wak1bnkYnRhJTFj3CvQluFPOtpO7X9O0ARN31BcpLdeVObtZYTIHpmhkyvHj0AxmUA0c2OIdZ+FyOVn/lh5bMXN6GhE7XtB3XPA3SJnerX5MBhP3nXQfGhr/Ofgfj2WiNUopNhUHvzBeo93JnkI9dndaWveeEUObK3D3ZgC3KBY9xG2tWD1V4/KTu85MpWka6cfPZN4Df2Pahk0MffAB1PGjsDhgwQ7FYyudXP/cYcreex97mf4jeuf+B3li5eOsKv0dta5kYpPC+cmdszwT5oHCwUr9Bjc6E0GZOiyK1xmT5utpFte9+TJ7N64DYPQM/XsaXjOaqkp5aPQGjXX692oNUIwFQMLwSIxmPdAvJ7MlX/nR13/NvqN63M1Jv/r9gIyrcNOTQFU3nSoWFplE9SbuFMmBtFgADBulX9Oasha/aHfQ9qQTJqKteUjfeNajkDA6oH33BdzxFb5W3G6NOzNURVFhuwGrEnfUe5SX6QX5HGGBm2oaTWZiknRLee4xlcJ/WP8NZYfzCAu3MqtCd4di4f0w4dwe9TUlaQoXjbsIgD98+wdsTpvX/sM1hymqK8JkMDE9aXqP+ugJewqrcbgUQyItjIjr3m+Nx2KRm91u5lWxWISIhp27sH+3GacGB8+e3G1N1WC1knDhhUz490ekv/4aMUuXgsnE+AK46Btdqw+32Tjz3fFY912AUlbKrbv5bsLfebv0FXaU7ugwPqM/4o6vaKhPxGTQWDyx+0FekxcsYsysk3Da7Xz41CNs/uBdouKtNCZUomGgcq8z0MMWgKZ6feU7UMHbAJpBIzpRT1pweE9zBe7tb/DtOv0hcvyUcSSOmxGw/voaSqkWi0UPJlJDfLBY1Nvr+31tl76IraF3FIvUCfpkwGGro766ivIjBRT8sBtN05hU8iq4HHq2m+mXBrTfvoK7EJivhfFaE5s8DIPRhMPWRE350Tb7Je6o96is0FPHqwC7bKccPwmAo3ktCT6cDoenyvasuFysBpuebvnU3/jV100n3ERieCK51bms3LXSa587zeyUxClEmINXO8ztKjs1NbbbmUATR2agGQw0VFdRW942dkQUixBR+LxurVg3SePi+Tf2OMWrpmlEzJjBiD/9kbGrvyRx+XKqhjZbI8yjaYjVV+HTD/2XCz/9C9f/fiPTr3iKg5dczD8um8k/V5zHR68/QPbe73G1sxLTX3DHV7iakjllbCLx3XCDcmM0mfnxrXcx40x9ZeLrV15g9cq/Yh+pP0jq9w0s14C+gN3WhLM5BiKQFgtoWVUpO5wDpXspe/u37K3WZWPOZTcEtK++RkFlA+V1NsxGjfHDu5+2tDOLRZRFv05O5aTR2fOsH0L79IYrFMDwsYlg0O+FssP5ZH2tWysyhocTVbsXoofDuU9DP0033hW7CnS3j+6kXnZjMBqJG6ovVrUXwO2eEIp7YOCpqSoHQIvoOsNjdzj+JD37UmNNLo11uhUh6+svqCouIsLs5ISYbBh5Mpz7lN8yEWOJ4Y7ZeszS33b8jbzqltg1T/2KILpBQYtFe1o3ArfdmCwWhqTqC3cluW3doQJRJE9mW92kKTubxtVr0ICdS8Zy3YjAFOUyJyeTtPwGagpyIXsP9sgJWFUjs2tfISktknrbMFxHColuhPGHYfxhG2zdC2/vpYlX2WHRqE2JwzpmDEMnziR+/BQso0djSUtDM4XuMiubDUdFBc7ychzl5TjLK3BWeL+embeJBKuTfGMp80/dT+PuKMwjR2LsZkCwwWBkwf9cS0xSMl+//E8yP/0QU3oSSqWj6jVcThcGo+jSgaKpTn8Qa5oBS1hgiw9mTJ3Avg1QX3UE11v/w3dFSYDG2FlzPErHQMX90Bg3LBqrqfvuXonNKarrKsppqKkmPLol2DXcFI6GhkJRZ6/zSi8o+I/HYhEW2O81Nikco3kIzqYa8rL2s/trPQPeZG2L3uD85yEiIaB99hXKaptaArdTepY+Nz5lBOVHDlNRWEDGVG9r59TEqUSZo4ixDJzUvH2F+upKAMxRgZWHjKmTQDOCqufg5n2Mm3s8G99+HYA5CbmYh4yEi18BU2AUmjMzzuS9/e+xsXAjD373IM8v0qtyhypw250RaloPXGVBr2dxNC+X4uyDjJnpnT0uEBYLUSy6SdFfn0NTsOk4jfMX3+STtcLlUjTW2mmosVFfY6Oh2kZDjZ366ub3zdvqqhsoy94PQIzFyo8T72TIrx+Aicv08zQ2YsvJoeHAfo7s+p7yH7bDoQLiShqw2hTW3ArI3Uzdl5txr70oswlLRgZhY8diHT0G65jRWMaMxTIqA4Ol+5YBV0NDs5LQVkHwvC4v9ygTrtquzcujmv9gO2zbTs4z+nbjkCFYRo7EMnIk5vSRWEamY0nX3xtj21+50jSNWeecT/SQJD559k84D5VSa3qKEalJGIxLu/15hY5p8sRXRPa4wny72BsYk6YAMyg7ew9U8EO1noL2pAsvCVw/fZSeZvtwYwmPICZpKNWlxRzNP0TaxCmefQbNwKpzVxFpjiTO2rPzCx3jViysEYG1WGgGjaj4YVQV5bLrq0+orSgnzOhgdFQZzF0Oo+cHtL++hCdwOymS6G4GbruJ76SWxZ0n3tnzwQmd0lhdg4nAZg0EfdU9Mi6duopsDmzJpKn2ILXlZUSZmpg6tA4ueQ8i/a/07UbTNFactILz/30+G45s4NPcTxmfMJ7ShlLMBjPTkqYFrK+uqG60c7BUn+H1JLkH6B4BWV9/2W7K2XCzKBZBxX7kCLUffowB2LwwgweiTqbkUDX11bpyUFvZQF1lHXWVdTRU19NQU0dDTQNN9Q0o5QDlAGVHKTvgfu0A7KAcKNUAODAYzPws+Q+EHz9H95ttxhAWRtiECYRNmED8uS3b6+qr2L79Mw5mfk3FDzsIO3yUEWWKEUfBandg338A+/4D1LT+MAYDlrQ0LGPcysYYjDGx7SgI3sqCaujBzWY0YoyPxxQfjzEhAWNC8+v4BJqiw3hk55MkVsPEijmcaG7ElpeHs6wMZ1kZDWVlNGzb1vaUsbGY09M9ioclIx3z8OHY8g/TsHMHlu07mJ2fz5aRSYCRqu2lNNbVBjQWYLDTWOdHfIXTAZWHoDwbyg60+suGqnwiUJhNF2B3lLK6eDQKjdEnzGbo6LEB/hR9D3fF7Z7EV7hJTBvZrmIBMC5hnD/DEzrA5XTisDUBYA6wxQIgPiWVqiKoLTsCwISYYkzDJ8PC+wLeV19ip6d+Rc/lobOUs0LvYa+rxwSEx/T82nXE0NETyN6STeH+7RzZcQCAuUn5mC5+AZLHB7y/kTEjuWbqNTyb+SyPbnqUyydeDsC0pGle9R96m13N8pAaH84QH4oIt0dycwXu9lLOBiIrlCgWPqKU4pX7n6Zq6lycBkX6Jhd///7aZsWgWWkgAHEOmoH0yBKMZhe2Hz0Ex+Txbw+zKZxZM5cxa6Zu2ShrKGNz0WbeKfyOfT9sIKzgKCllkFKuSClTjCjXiGxUOA4fpv7wYfj6a9/HZzSimc0Y4+MxJMRjiovHGB+PMT7OoywY4+P0bXHxmBLiMURHd7iiva1kG+uUGZctlknT7yVlhv4AcNbWYsvPx5Gfjy0vH9vhw9jy83Dk5eM4ehRHbS1NWVmQldXhUGOAGSVVbBoeC/HmgPs9D3ZaWyzaRSmoKWylNBxs/jsAFTl6wGlHWGOJiQijrBoanfq9c9KFPwv0R+hzKKVaZYTyQ7EYmUH21k0dVuAWAo+t1aJLb/zWDB+bQe7WlveThlTCha/12N1DKYXD7sLR5MTe5MRuc+JocjX/19/bm/c5bE4cdhcmswGz1YjJYsRs1f8sYa3fmzCHGTFbDAFzO91Z4L9ikdBJkTyh93DW6XFcUbGBd9MbPXM62Vs+oq5cr/sVZ25g0sW/gbGLAt6Xm6smX8VH2R+RW53LM9t014rgu0E1x1f00KINkJSuuxPXlJVSX11FRCvFT2IsgojNZuPQiHAgtdf72gHscAHPv+HXeYyYmMDpYASSoSwZyoCdARhjG+x2KCnR/7rJeZwHQFbhS2R90kEjixnGjNH/eojD4cDSA/cvoX2qi4pQmgEwcviH/bgw4MSAJf8borb/FVN1HgZHRwHCGi5DFLbokdiiU2mKHklTVBpN0Wk0RaZit8Zj+OQb1E59IhCVchw79tnYvm8nCg1QuJQ+OVIACppf4VKa13Y0XcdRCpTmbqsfi6bhUvoG5d7efB53ziTlea2a2+gn1c/h8mpHq3O4j3G1Oplq7sh9Tnef7rM22JxEVlURZzSQ1FhHeV4jGDQ0NDSDprteGjQ0A6BpaAYDGs2vNQ0MBjRNI3poCkozcOTgAY78sBeny4XL7kDZHDgcDpTDTsaJMzFbAxtUOZipq6pCaQYMJhNHiitxahouwOV0YKg+hKvVDeJyqZZ7QSmUi1b3RKt7ROFJkdpEdbO8QazFwb6Rv+XbtS6cjp247C5cdhdOuwuXw+V573Ko5v8uXHZQzfuU3YVy9nJWMA00swFMGppJA5P+GgOttmn688mk39cYAaN7u/53+IcChjc5GIuNoznFuhyA3r5ZHkB3F9PlAM9+TTOABuaIeJRmoKrsKEfzi8Gl4Wi043LacTTZcTlcJGYMIyop8CvrgxWlFFFFjSjNRMM7G3nzvRtwKX35NaNpLxaaPL+dmgYK/boqDf3eQUNpuhuSguaLiuca25UBpUXjXtAd4grn5ZX5aC/cozdrli2tWZ401fyr3fwamvc1t6XVPs8xtGrXLJA/VwnUqMrm0ULUB9/xtrYLpRmaP4/WLKcayjN2TX9utf7vea1/dqVp4HUOzfOh9e9Eb9/Q4OBqm4tJNZFs/+EblNOJcrlQDifK2fzf5US5lL7P6UI5HSinan6t77caLDRqDv591Y2YNSvKoOHSNNJdNm5wTcOSuQP1hOpRciJRLARB6BE7Pl1D7fgTOAAceOPVY/Yu1icQXelxDc1/JQCVzX+tVN/xevaPWqDo+3f8H3Q/4Mzmuc1f/rXLvxONP4Fa4G9vvN7u7uuTh5E8bmAHwgeTH77LpLb5fn3hH8/2Tiet5KGgsBAKV/l2nIYui31hXUUB9uY/HzixedxrvtzFGn/6bf7u/vzP59rdfbI1mcV3Xe9PD0Ir7HY7NeP01fxjIy33E/haXJkBP2NHJOGOCg0u7qUHA2BgO01sp0lXxttFo2WK357g6zEoe9vZ48Zut/doMVYUCx+xWCycc8XVfJz7ITPjl+B0GbE5nDQ5XAwpXEtM9V48y56e5c+W9541UHVMm2P+KzSyEhdTYh2NglarqfoKrcuz2qlwuZr/q5Z2ruZ27mOVal5ldW/3vNbPY1dN1LGPavZi08qbx6LjWfWl7aqwci/N0jKe5oNareCq5tN5naXVsfprI2GsOOUWlk7w9gUPBNtKtnHd59eRHp2O2dyzwD+hfcxWcS3rzzicA6cWTl/AoPWyBUDoVTTk+gWS/pwCX/APTUmVpHaprq4mNjaWqqoqYmIkDV1/pcnZRGVjJVGWKE+FVZDr213a+77sDieNNhsmg6HZK6HZbOtygaOTSWtHplVfTa7H/mQd877dH7Qujmnz3r3t2DG1N8Yu2rT7qbo6r1K6ebt5IQCXQimXx3fK5aLlvUt52rhaLWgopwvNZMRgMqEZjRgsRgzN7w0mI2az2XPNRB66R3vfl9PhwFZXp7tguJoXi1wuXR5cLt/uJc8u39sC7d6/Pj/aO7r329vmHsex/3G/bbW9gzZuifBs7uicx/73LMq1et383uOi6CUvrWRBKVwuha2+FqPZhGYyo5kMaCYTmsGIZjISERmFsVVqdpGJ7nHs9+Vyuaiqr6K8uoRhcSMwm3rHXOa0u3B53JbwuFG5X7d+6b6XNHe7AVr3JVD09BkhFgthQGM1WhkaOTTUwxiQmE1GzFIHQRAAMJpMhHeQBlsQBhsGg4H4qHjio+J7t6O+4N4neCHVwgRBEARBEARB8BtRLARBEARBEARB8BtRLARBEARBEARB8BuJsegAd+BbdXV1iEci9Abu6yq5C3xD5GFgI/LQPUQeBj4iE91DZGJg0x15EMWiA2pqagBIS0sL8UiE3qSmpoZYCbjsEpGHwYHIg2+IPAweRCZ8Q2RicOCLPEi62Q5wuVwcOXKE6OjooKYkq66uJi0tjfz8/KCmuBts/SqlqKmpISUlBYNBPAK7QuQheISib5GH7jHY5CGUfcszon8QCpkQeeib8iAWiw4wGAykpqaGrP+YmJiQ5M4eTP3KKpTviDwEn2D3LfLgO4NVHkLZtzwj+jahlAmRh+DgqzyIGi4IgiAIgiAIgt+IYiEIgiAIgiAIgt+IYtHHsFqt3H///VitVulXGPQMxvtSZELoiMF4X4o8CB0h8tA3keBtQRAEQRAEQRD8RiwWgiAIgiAIgiD4jSgWgiAIgiAIgiD4jSgWgiAIgiAIgiD4jSgWgiAIgiAIgiD4jSgW/QiXyxXqIQSVwfZ5he4xGO+PwfiZBd8YjPfGYPzMgm8Mxnujr3xmUSz6AYcOHaKgoKDLMuoDhcH2eYXuMRjvj8H4mQXfGIz3xmD8zIJvDMZ7o6995r4xCqFDMjMzmTlzJmvXrg1qvwcOHODJJ5/kjjvu4JNPPqG4uDgo/Ybq8wr9g8EmDyAyIXSMyIMgtBDKe0PmTK1QQp8lMzNThYeHq1tvvbXNPpfL1Wv97ty5U8XHx6tTTz1VzZkzR1mtVnXJJZeojz/+uNf6VCp0n1foHww2eVBKZELoGJEHb0QeBjehvDdkzuSNKBZ9lB9++EFZrVb1u9/9TimllMPhUOvWrVPvvvuu2rFjh3I4HL3Sb319vTrnnHPUjTfe6Onjk08+UYsXL1bz589X7777bq/0G6rPK/QPBps8KCUyIXSMyIPIg9BCKO8NmTO1RRSLPkhjY6P6+c9/rhISEtSmTZuUUkqde+65atKkSSoxMVEZjUZ1++23q+zs7ID37XA41IwZM9QDDzzgtX3jxo3qxz/+sTrzzDPVt99+G9A+GxoaQvZ5hb7PYJMHpUQmhI4ReRB5EFoIpTwoJXOm9pAYiz6I1Wrl2muvZeHChdx2220cd9xxuFwuVq5cyb59+1i5ciV///vfefnllwFQSgWkX4fDQVNTE8OHD+fo0aMAOJ1OAE466SRuu+028vLyeP/99wPab1hYGL/85S+D/nmF/sFgkwcQmRA6RuRB5EFoIVTyADJn6pCQqDOCT3z99dfqzDPPVGeeeaY6ePCg175HHnlExcXFqbKyMr/7KS8v93r/3HPPKYvFoj799FOllFJOp9Oz7y9/+YuKjo5WJSUlfve7f/9+9eijj3rer127NiifV+ifDHR5UEpkQvAdkQeRB6GFYMmDUjJn6gpRLPoIRUVFavPmzeqzzz5TNTU1nu2bNm1SH3zwgbLb7Uqplhv2ueeeU1OnTlU2m82vfrdu3aoMBoPaunWrlzBcffXVKjo6Wq1bt86r/WeffaamTJni9826fft2lZCQoNLT01Vpaaln++bNm3v18wr9g8EmD0qJTAgdI/Ig8iC0ECp5UErmTL4gikUfYMeOHWrChAlq2rRpStM0dfbZZ6vt27d79re+ed3cdNNN6oILLlD19fU9jv7PzMxU0dHR6pZbbmmz7+jRo+qSSy5RERER6qWXXlI5OTnK4XCoW2+9VU2bNk1VVFT0qE93v+Hh4eqKK65QcXFx6plnnvHa31ufV+gfDDZ5cPctMiG0h8iDyIPQQqjkQSmZM/mKKBYhZt++fWr48OFqxYoVKjs7W/3www8qNTVV3Xzzze22z8vLUytWrFCxsbFq165dPe53586dKjw8XN17772ebcXFxWr79u1e2QRuu+02lZCQoEaOHKlmzZqlhgwZorZu3drjfrdt26bCw8PVb3/7W6WUUtdff706+eSTVUFBQbvtA/V5hf7BYJMHpUQmhI4ReRB5EFoIlTwoJXOm7iCKRQipr69X1113nfrlL3+pmpqaPDfn888/ryZNmqQaGxu9NM3MzEw1f/58NWrUKLVt27Ye91tTU6PmzZun4uLiPNsuuOACNWPGDKVpmpo/f776v//7P8++9evXq1WrVqlXX31V5eTk9Ljf7OxsFRsb6xEQpZR65513VExMjFq9erVSylvzDtTnFfoHg00elBKZEDpG5EFH5EFQKnTyoJTMmbqLKBYhpKamRl155ZVq5cqVXtvff/99NXz4cFVdXd3GhPXxxx+3CdLpLvX19eqVV15RY8eOVeedd55asmSJOuecc9SqVavUunXr1KWXXqpmz56tXnzxRb/6OZacnBz10ksvtdl+7rnnqtNPP101Nja22fff//7X788r9A8GmzwoJTIhdIzIQwsiD0Ko5EEpmTN1F1EsQsyRI0c8r90a+LfffqsmT57sJSS7d+8OaL8NDQ1q1apVatSoUWru3LmqsLDQs6+srEydcsop6tJLLw1Yf+35ALo/38qVK9WYMWM8+ZjbaysMDgaLPCglMiF0jciDyIPQQqjkQSmZM3UHqWMRYoYPHw6Ay+XCaDR6XldXV1NfXw/APffcw80330xVVVXA+g0LC2Pp0qU888wz3HfffSQlJQF6DuaEhASmT59Ofn4+LpcrIP0ZDG1vNU3TALjkkktQSvHcc8912FYYHAwWeQCRCaFrRB5EHoQWQiUPIHOm7mAK9QAEndY3hs1mo6amBpPJxP33389jjz3Gxo0biY2NDWif4eHh/OhHP8JgMHiE1P3/6NGjTJ8+vddvWKfTidVq5Y477uCJJ55gy5YtzJw5s1f7FPo+g1UeQGRCaIvIg8iD0EIo5AH6hkz0B3noW2rOAMblcnkqMrbe1h5Wq5WxY8eyYsUKHn30Ub799ltmzZrVK/1aLBZMphb9sqGhgXvuuYdvvvmG66+/vkd9+tKvG7dQnn766eTm5rJ+/foe9yn0HwabPPjStxuRicGHyEPbvt2IPAw+QiUPvvQtc6auEYtFENi9ezcPPfQQRUVFHHfccZxzzjksXboUg8GA0+n03ChuXC4Xmzdv5uDBg2zYsIETTjghKP2+9957rFq1ijVr1vDRRx8xbty4oPQLMGHCBH7/+9+zcOHCHvUp9B8Gmzz0pG8QmRgsiDyIPAgthEoeetK3zJnaR1NKqVAPYiCzd+9e5syZw1lnnUVGRgaffPIJZrOZU089lSeffBLQTXkWi8VzTG5uLhdddBEvvvgiEydODGq/r7zyChdffDHHHXdc0PrtSHCEgcdgk4ee9i0yMTgQeRB5EFoIlTz407fMmdohlJHjAx2Xy6XuvvtuddFFF3m2VVdXqwceeEBNnz5dXXPNNV7t//3vf3syDbSXRiwY/bYu9BKMfktKSnrcn9C/GGzy0NO+RSYGByIPvvUt8jA4CJU8+Nu3zJnaIjEWvYimaRw5coSioiLPtujoaG666SYuu+wytm3bxiOPPALARx99xA033MAzzzyD0+n00k6D1a/L5fIr8Kgn/T799NMBzSwi9F0Gmzz0tG+RicGByINvfYs8DA5CJQ/+9C1zpvYRxaKXUM0eZieccAJOp5O9e/d69kVHR3PVVVcxY8YMPvjgA2w2G0uXLuWqq67il7/8JUaj0ZNWLJj9GgyGoPd71VVX9blUaULgGWzy4E/fIhMDH5EHkQehhVDJg799y5ypA0JjKBk8HDhwQCUmJqqrrrpK1dTUKKVaipzk5eUpTdPUBx98IP0Kg4LBeF+KTAgdIfIg8iC0MBjvy4EoD6JYBIHVq1crq9WqbrjhBlVaWurZXlhYqKZNm6Y2bNgg/QqDhsF4X4pMCB0h8iDyILQwGO/LgSYPkm42CCxYsIBVq1bx05/+lMLCQi666CKmTp3Kv/71L0pKSkhLS5N+hUHDYLwvRSaEjhB5EHkQWhiM9+VAkwdJNxtEtm7dyi233EJubi4mkwmj0cgbb7zBjBkzpF9h0DEY70uRCaEjRB5EHoQWBuN9OVDkQRSLIFNdXU15eTk1NTUMHz6cxMRE6VcYtAzG+1JkQugIkQeRB6GFwXhfDgR5EMVCEARBEARBEAS/6eM5qwRBEARBEARB6A+IYiEIgiAIgiAIgt+IYiEIgiAIgiAIgt+IYiEIgiAIgiAIgt+IYiEIgiAIgiAIgt+IYiEIgiAIgiAIgt+IYiEIgiAIgiAIgt+IYiEIgiAIgiAIgt+IYiF0SEZGBk899VSohyEIfQKRB0HwRmRCEFoQedCRytsCL774IjfffDOVlZVe20tLS4mMjCQiIiI0AxOEECDyIAjeiEwIQgsiD51jCvUAhN7FZrNhsVh6dGxSUlKARyMIoUXkQRC8EZkQhBZEHvxHXKEGGPPnz2f58uXcfPPNJCYmsmTJEp544gmmTJlCZGQkaWlpXH/99dTW1gKwZs0arrzySqqqqtA0DU3T+N3vfge0Nevl5eWxbNkyoqKiiImJ4aKLLqK4uDgEn1IQfEPkQRC8EZkQhBZEHgKPKBYDkJdeegmLxcL69et5/vnnMRgM/N///R9ZWVm89NJLrF69mjvuuAOAk08+maeeeoqYmBgKCwspLCzktttua3NOl8vFsmXLKC8v5+uvv+bzzz8nOzubiy++ONgfTxC6hciDIHgjMiEILYg8BBglDCjmzZunZsyY0WmbVatWqSFDhnjer1y5UsXGxrZpl56erp588kmllFKfffaZMhqNKi8vz7M/KytLAer7778PyNgFIdCIPAiCNyITgtCCyEPgEYvFAGTmzJle77/44gsWLlzIiBEjiI6O5vLLL6esrIz6+nqfz7lnzx7S0tJIS0vzbJs4cSJxcXHs2bMnYGMXhEAj8iAI3ohMCEILIg+BRRSLAUhkZKTndW5uLueccw5Tp07lnXfeYcuWLTz77LOAHqQkCAMdkQdB8EZkQhBaEHkILJIVaoCzZcsWXC4Xf/rTnzAYdD3yrbfe8mpjsVhwOp2dnmfChAnk5+eTn5/v0cB3795NZWUlEydO7J3BC0KAEXkQBG9EJgShBZEH/xGLxQBn7Nix2O12nnnmGbKzs3n55Zd5/vnnvdpkZGRQW1vLl19+ydGjR9s19y1atIgpU6Zw6aWXsnXrVr7//nt+8YtfMG/ePGbNmhWsjyMIfiHyIAjeiEwIQgsiD/4jisUAZ9q0aTzxxBM8+uijTJ48mVdffZWHH37Yq83JJ5/Mr371Ky6++GKSkpJ47LHH2pxH0zT+/e9/Ex8fz+mnn86iRYsYPXo0b775ZrA+iiD4jciDIHgjMiEILYg8+I9U3hYEQRAEQRAEwW/EYiEIgiAIgiAIgt+IYiEIgiAIgiAIgt+IYiEIgiAIgiAIgt+IYiEIgiAIgiAIgt+IYiEIgiAIgiAIgt+IYiEIgiAIgiAIgt+IYiEIgiAIgiAIgt+IYiEIgiAIgiAIgt+IYiEIgiAIgiAIgt+IYiEIgiAIgiAIgt+IYiEIgiAIgiAIgt+IYiEIgiAIgiAIgt+IYiEIgiAIgiAIgt+IYiEIgiAIgiAIgt+IYiEIgiAIgiAIgt+IYiEIgiAIgiAIgt+IYiEIgiAIgiAIgt+IYiEIgiAIgiAIgt+IYiEIgiAIgiAIgt+IYiEIgiAIgiAIgt+IYiEIgiAIgiAIgt+IYiEIgiAIgiAIgt+IYiEIgiAIgiAIgt+IYiEIgiAIgiAIgt+IYiEIgiAIgiAIgt+IYiEIgiAIgiAIgt+IYiEIgiAIgiAIgt+IYiEIgiAIgiAIgt+IYiEIgiAIgiAIgt+IYiEIgiAIgiAIgt+IYiEIgiAIgiAIgt+IYiEIgiAIgiAIgt+IYiEIgiAIgiAIgt+IYiEIgiAIgiAIgt+IYiEIgiAIgiAIgt+IYiEIgiAIgiAIgt+IYiEIgiAIgiAIgt+IYiEIgiAIgiAIgt+YQj0AQfAVu92O0+kM9TAEQRAEIagYjUbMZnOohyEIXSKKhdAvsNvtHDx4EKVUqIciCIIgCEFF0zTGjBkjyoXQ5xHFQugXOJ1OlFKkpKRgtVpDPRxBEARBCApNTU0cOXIEp9MpioXQ5xHFQuhXWK1WwsLCQj0MQRAEQRAE4RgkeFsQBEEQBEEQBL8RxUIQBEEQBEEQBL8RxUIQgkBZWRnJycnk5uYGve+TTjqJd955J+j99hdCdW1sNhsZGRls3rw5qP32N0R2+jaBuD7z58/n5ptv9rzPyMjgqaee8ntsnfHb3/6WG2+8sVf7EITBiCgWghAEHnzwQZYtW0ZGRoZnW15eHkuXLiUiIoLk5GRuv/12HA5Ht877zTffcO6555KSkoKmabz//vtt2qxYsYLf/va3uFwuPz/FwKS3rs1zzz3H1KlTiYmJISYmhrlz5/LJJ5949lssFm677TbuvPPOQH2UAUl71+emm25i5syZWK1Wpk+f3qPzvvvuu8yaNYu4uDgiIyOZPn06L7/8slcbkZ2uOfb65ObmomlaQPvIyMhgzZo13Tpmx44dnHbaaYSFhZGWlsZjjz3mtf+2227jpZdeIjs7O4AjFQRBFAtB6GXq6+v55z//yS9/+UvPNqfTydKlS7HZbGzYsIGXXnqJF198kfvuu69b566rq2PatGk8++yzHbY566yzqKmp8ZrUCjq9eW1SU1N55JFH2LJlC5s3b+aMM85g2bJlZGVledpceumlrFu3zmub0EJ718fNVVddxcUXX9zjcyckJHDPPfewceNGduzYwZVXXsmVV17Jp59+6mkjstM5nV2fUFJdXc3ixYtJT09ny5YtPP744/zud7/jb3/7m6dNYmIiS5Ys4bnnngvhSAVhAKIEoR/Q0NCgdu/erRoaGkI9lG6zatUqlZSU5LXt448/VgaDQRUVFXm2PffccyomJkY1NTX1qB9Avffee+3uu/LKK9Vll13Wo/MOZIJ1bdzEx8erf/zjH17bFixYoFasWOHXeQcq7V2f1tx///1q2rRpAetvxowZba6FyE7HtHd9cnJyVOupxdGjR9XPfvYzlZKSosLDw9XkyZPVa6+95nXMvHnz1K9//WvP+/T0dPXkk096vf/qq698Htdf/vIXFR8f7yWvd955pxo3bpxXu5deekmlpqb6fN5Q0Z+ff8LgQ9LNCv0WpRQN9uBX4g43G7tl6l+7di0zZ8702rZx40amTJnC0KFDPduWLFnC//t//4+srCxmzJgRsPECnHjiiTzyyCMBPWdXKKVocDQEtU+AcFO4z9cnWNfG6XSyatUq6urqmDt3rte+E088kbVr13b7nP6glMJhC417j8li8Ov69AZKKVavXs3evXt59NFHvfaFSnaUPTTXRzMH9vo0NjYyc+ZM7rzzTmJiYvjoo4+4/PLLGTNmDCeeeGIghtyGjRs3cvrpp2OxWDzblixZwqOPPkpFRQXx8fGAfm0PHz5Mbm6ul6udIAg9RxQLod/SYHcy8b5Pu24YYHb/fgkRFt9F59ChQ6SkpHhtKyoq8pq4Ap73RUVF/g/yGFJSUsjPz8flcmEwBMcDssHRwJzX5gSlr9Z89/PviDBH+NS2t6/Nzp07mTt3Lo2NjURFRfHee+8xceJErzYpKSkcOnSoW+f1F4fNxd9+/XVQ+3Rz7dPzMFuNPrVt7/oEkqqqKkaMGEFTUxNGo5G//OUv/OhHP/JqEwrZUXYXR+7bEJS+jiXl9yejWXp+fTIyMlBKed6PGDGC2267zfP+xhtv5NNPP+Wtt97yWbHobmB4UVERo0aN8trWWobdioV77IcOHRLFQhAChCgWgtDLNDQ0hLyoX3h4OC6Xi6amJsLDw0M6lr5Eb1+bcePGkZmZSVVVFW+//TZXXHEFX3/9tZdyER4eTn19fa+NoT/T29cnOjqazMxMamtr+fLLL7nlllsYPXo08+fP97QR2ekYX66P0+nkoYce4q233qKgoACbzUZTUxMREb4p/72J+3qK/AlC4BDFQui3hJuN7P79kpD02x0SExOpqKjw2jZs2DC+//57r23FxcWefYGmvLycyMjIoE6Mwk3hfPfz74LWX+t+faW3r43FYmHs2LEAzJw5k02bNvH000/z17/+1dOmvLycpKSkbp3XX0wWA9c+PS+ofbbu21fauz6BxGAweK7P9OnT2bNnDw8//LCXYhEK2dHMBlJ+f3LQ+ju2b1/x5fo8/vjjPP300zz11FNMmTKFyMhIbr75Zmw2m79D7ZBhw4Z5ZNZNezJcXl4OEHT5E4SBjCgWQr9F07RuuSSFihkzZvDKK694bZs7dy4PPvggJSUlJCcnA/D5558TExPTxlUmEOzatSvgcRtdoWmazy5JoSLY18a98t2aUF0bX92RQkl716c36UvXx1d3pFDiy/VZv349y5Yt47LLLgP073jfvn298jvnZu7cudxzzz3Y7XbMZjOgy/C4ceM8blCgX1uz2cykSZN6bSyCMNiQdLOC0MssWbKErKwsr5W9xYsXM3HiRC6//HK2b9/Op59+yooVK7jhhhuwWq0+n7u2tpbMzEwyMzMByMnJITMzk7y8PK92a9euZfHixQH5PAOJ3rw2d911F9988w25ubns3LmTu+66izVr1nDppZd6tZNr0zHtXR+AAwcOkJmZSVFREQ0NDR4Z6M4q+MMPP8znn39OdnY2e/bs4U9/+hMvv/yyZwLsRq5Px3R0fVpz3HHH8fnnn7Nhwwb27NnDdddd18aaEGh+/vOfY7FY+OUvf0lWVhZvvvkmTz/9NLfccotXu7Vr13LaaaeJi5sgBJJQpqQSBF/p7+n2TjzxRPX88897bcvNzVVnnXWWCg8PV4mJierWW29Vdrvds9+dtrGzNItfffWVAtr8XXHFFZ42hw8fVmazWeXn5wf6Yw0IeuvaXHXVVSo9PV1ZLBaVlJSkFi5cqD777DOvNhs2bFBxcXGqvr4+oJ9pINHe9Zk3b167931OTo6nDaBWrlzZ4XnvueceNXbsWBUWFqbi4+PV3Llz1RtvvOHVRmSna9q7Pq0pKytTy5YtU1FRUSo5OVmtWLFC/eIXv1DLli3ztOkq3eyxzJs3z+s3rj22b9+uTj31VGW1WtWIESPUI4880qbNuHHj1Ouvv97pefoC/f35JwwuRLEQ+gX9/Yf1ww8/VBMmTFBOp9PnY1avXq3i4uJUeXm5X33fcccd6pprrvHrHAOZUF6biy66SD344IN+nWOg05Prk52drUwmk9q3b59ffYvsdE1Pro+/jBw5slOl0Rc+/vhjNWHCBK8Fg75Kf3/+CYOLvu+gLggDgKVLl7J//34KCgpIS0vz6ZiPP/6Yu+++28snuCckJye3cQEQWgjVtbHZbEyZMoXf/OY3PT7HYKCn1+faa6/luOOO86tvkZ2u6cn18YesrCxiY2P5xS9+4dd56urqWLlyJSaTTIMEIZBoSrVKOC0IfZTGxkZycnIYNWpUyFO3CoIgCEKwkOef0J+Q4G1BEARBEARBEPxGFAtBEARBEARBEPxGFAtBEARBEARBEPxGFAtBEARBEARBEPxGFAtBEARBEARBEPxGFAtBEARBEARBEPxGFAtBEARBEARBEPxGFAtBCAJlZWUkJyeTm5sb1H5tNhsZGRls3rw5qP32J0J1bQBOOukk3nnnnaD3258Q2REEQeg/iGIhCEHgwQcfZNmyZWRkZHi25eXlsXTpUiIiIkhOTub222/H4XB067wPP/wws2fPJjo6muTkZM477zz27t3r2W+xWLjtttu48847A/VRBhztXZubbrqJmTNnYrVamT59eo/O+/e//53TTjuN+Ph44uPjWbRoEd9//71XmxUrVvDb3/4Wl8vlxycY2Bx7fbZv384ll1xCWloa4eHhTJgwgaeffrrb533uueeYOnUqMTExxMTEMHfuXD755BPPfpEd3wiE4jd//nxuvvlmz/uMjAyeeuopn47VNI3333+/x32HElFehYGIKBaC0MvU19fzz3/+k1/+8peebU6nk6VLl2Kz2diwYQMvvfQSL774Ivfdd1+3zv31119zww038O233/L5559jt9tZvHgxdXV1njaXXnop69atIysrK2CfaaDQ3rVxc9VVV3HxxRf3+Nxr1qzhkksu4auvvmLjxo2kpaWxePFiCgoKPG3OOussampqvCa0QgvtXZ8tW7aQnJzMK6+8QlZWFvfccw933XUXf/7zn7t17tTUVB555BG2bNnC5s2bOeOMM1i2bJmXnIjsdM2xil9ubi6apoV2UL3AmjVrvBYffOXZZ58lIyODsLAw5syZ47W4IMqrMCBRgtAPaGhoULt371YNDQ2hHkq3WbVqlUpKSvLa9vHHHyuDwaCKioo825577jkVExOjmpqaetxXSUmJAtTXX3/ttX3BggVqxYoVPT7vQKW9a9Oa+++/X02bNi0gfTkcDhUdHa1eeuklr+1XXnmluuyyywLSx0Cjq+vj5vrrr1cLFizwu7/4+Hj1j3/8w2ubyE7H1NXVqZiYGLVx40bPtpycHNXdqcW8efPUr3/9a8/79PR09eSTT/p0LKDee++9bvXXE7766iuVnp7erWPeeOMNZbFY1AsvvKCysrLUNddco+Li4lRxcbGnTXl5ubJYLGrXrl0dnqc/P/+EwYdYLIT+i1Jgqwv+n1LdGubatWuZOXOm17aNGzcyZcoUhg4d6tm2ZMkSqqur/VodraqqAiAhIcFr+4knnsjatWt7fN6eoJTCVV8f9D/VjevT3rXpLerr67Hb7X3m2tgbG0Py1xvXp6qqqs332h2cTidvvPEGdXV1zJ0712tfqK6PzWYLyV93rs/HH3+M1WrlpJNO6rBNWVkZl1xyCSNGjCAiIoIpU6bw+uuvB+Jrapf8/Hwuuugi4uLiSEhIYNmyZV5uWmvWrOHEE08kMjKSuLg4TjnlFA4dOgTobnYLFiwgOjqamJgYZs6c6Zeb0hNPPME111zDlVdeycSJE3n++eeJiIjghRde8LSJj4/nlFNO4Y033uhxP7k1roAAAAoYSURBVILQlzCFegCC0GPs9fBQSvD7vfsIWCJ9bn7o0CFSUrzHWVRU5KVUAJ73RUVFPRqWy+Xi5ptv5pRTTmHy5Mle+1JSUjwPz2ChGhrYe0JwJu2tGbd1C1pEhE9t27s2vcWdd95JSkoKixYt8tqekpJCfn4+LpcLgyE4az2Opib+74qfBKWvY7nppbcxh4X51NaX67NhwwbefPNNPvroo26PZefOncydO5fGxkaioqJ47733mDhxolebUMiO3W7noYceCmqfbu6++24sFotPbX1R/BobG5k5cyZ33nknMTExfPTRR1x++eWMGTOGE088MRBD9mC321myZAlz585l7dq1mEwmHnjgAc4880x27NiBwWDgvPPO45prruH111/HZrPx/fffe1y3Lr30UmbMmMFzzz2H0WgkMzMTs9nco7HYbDa2bNnCXXfd5dlmMBhYtGgRGzdu9GobCuVVEHoLUSwEoZdpaGggzMeJlD/ccMMN7Nq1i3Xr1rXZFx4eTn19fa+Pob8RrGvzyCOP8MYbb7BmzZo2/YWHh+NyuWhqaiI8PLzXx9Kf6Or67Nq1i2XLlnH//fezePHibp9/3LhxZGZmUlVVxdtvv80VV1zB119/7aVciOx0THuKX0ZGhpfVY8SIEdx2222e9zfeeCOffvopb731VsAVizfffBOXy8U//vEPj7KwcuVK4uLiWLNmDbNmzaKqqopzzjmHMWPGADBhwgTP8Xl5edx+++2MHz8egOOOO86zb/78+d0KUD969ChOp7PdBaQffvjBa1solFdB6C1EsRD6L+YI3XoQin67QWJiIhUVFV7bhg0b1iZDUHFxsWdfd1m+fDkffvgh33zzDampqW32l5eXk5SU1O3z+oMWHs64rVuC2qe7X19p79oEmj/+8Y888sgjfPHFF0ydOrXN/vLyciIjI4OqVJisVm566e2g9Xds377S2fXZvXs3Cxcu5Nprr2XFihU9GovFYmHs2LEAzJw5k02bNvH000/z17/+1dMmFLJjNpu5++67g9pn6759xRfF3Ol08tBDD/HWW29RUFCAzWajqamJCB+tit1h+/btHDhwgOjoaK/tjY2NHDx4kMWLF/M///M/LFmyhB/96EcsWrSIiy66iOHDhwNwyy23cPXVV/Pyyy+zaNEifvrTn3oUkN5ElFdhICGKhdB/0bRuuSSFihkzZvDKK694bZs7dy4PPvggJSUlJCcnA/D5558TExPTxhWjM5RS3Hjjjbz33nusWbOGUaNGtdtu165dzJgxo+cfogdomuazS1KoaO/aBJLHHnuMBx98kE8//ZRZs2a12yZU18ZXd6RQ0tH1ycrK4owzzuCKK67gwQcfDFh/bstRa0J1fXx1Rwolvijmjz/+OE8//TRPPfUUU6ZMITIykptvvhmbzRbw8dTW1jJz5kxeffXVNvvcyuHKlSu56aab+O9//8ubb77JihUr+PzzzznppJP43e9+x89//nM++ugjPvnkE+6//37eeOMNzj///G6PJTExEaPR6FkwclNcXNxm8SgUyqsg9BYSvC0IvcySJUvIysryegAvXryYiRMncvnll7N9+3Y+/fRTVqxYwQ033IC1Gyu6N9xwA6+88gqvvfYa0dHRFBUVUVRURENDg1e7tWvX9shVZKDT3rUBOHDgAJmZmZ7vMjMzk8zMzG5Nhh599FHuvfdeXnjhBTIyMjzXpra21qudXJuOae/67Nq1iwULFrB48WJuueUWz/daWlrarXPfddddfPPNN+Tm5rJz507uuusu1qxZw6WXXurVTq5Px8yYMYPdu3d32mb9+vUsW7aMyy67jGnTpjF69Gj27dvXK+M54YQT2L9/P8nJyYwdO9brLzY21mvcd911Fxs2bGDy5Mm89tprnn3HH388v/nNb/jss8+44IILWLlyZY/GYrFYmDlzJl9++aVnm8vl4ssvv2yTICAUyqsg9BqhS0glCL7T39PtnXjiier555/32pabm6vOOussFR4erhITE9Wtt96q7Ha7Z787beNXX33V4XmBdv9WrlzpabNhwwYVFxen6uvrA/2xBgTtXZt58+a1+73m5OR42hz7PR9Lenp6u+e4//77PW0OHz6szGazys/PD/CnGjgce33uv//+dr/X1qlAfZGdq666SqWnpyuLxaKSkpLUwoUL1WeffebVRmSnc3bs2KFMJpMqLy/vsM1vfvMblZaWptavX692796trr76ahUTE6OWLVvmaROodLN1dXXquOOOU/Pnz1fffPONys7OVl999ZW68cYbVX5+vsrOzla//e1v1YYNG1Rubq769NNP1ZAhQ9Rf/vIXVV9fr2644Qb11VdfqdzcXLVu3To1ZswYdccdd/Tgm9F54403lNVqVS+++KLavXu3uvbaa1VcXJxXmnH35/3Xv/7V4Xn6+/NPGFyIYiH0C/r7D+uHH36oJkyYoJxOp8/HrF69WsXFxXX60PaFiy66SD344IN+nWMg05Nrk52drUwmk9q3b59ffd9xxx3qmmuu8escAx2Rnb5Ne4p5a8rKytSyZctUVFSUSk5OVitWrFC/+MUvekWxUEqpwsJC9Ytf/EIlJiYqq9WqRo8era655hpVVVWlioqK1HnnnaeGDx+uLBaLSk9PV/fdd59yOp2qqalJ/exnP1NpaWnKYrGolJQUtXz58g6fOb4or0op9cwzz6iRI0cqi8WiTjzxRPXtt9967fdFee3vzz9hcCExFoIQBJYuXcr+/fspKCggLS3Np2M+/vhj7r77buLj43vcr81mY8qUKfzmN7/p8TkGOj29Ntdee61X1piekJyczC233OLXOQY6Ijt9m/vuu4/bb7+da665pt10yQkJCbz//vudnmPNmjVe77uTfUkdU3dj2LBhvPTSS+22jYmJ4b333mt3n8Vi6VZ9jZycHOLi4pg2bVqn7ZYvX87y5cs73P/UU09x++23S0Y4YcCgqWOlUhD6II2NjeTk5DBq1KigpAcVBEEQfOOpp57iwgsv9FnxGwjcfvvtJCcnc/vtt/f4HDabjccee4xbb721U8VCnn9Cf0IUC6FfID+sgiAIg4tXX32V6667rt196enpZGVlBXlEoUGef0J/QlyhBEEQBEHoc/z4xz9mzpw57e7raUVsQRB6F1EsBEEQBEHoc0RHR7cpdicIQt9G6lgIgiAIgiAIguA3olgIgiAIgiAIguA34gol9CuamppCPQRBEARBCBry3BP6E6JYCP0Co9GIpmkcOXIk1EMRBEEQhKCiaRpGozHUwxCELpF0s0K/wW6343Q6Qz0MQRAEQQgqRqNRMmEJ/QJRLARBEARBEARB8BsJ3hYEQRAEQRAEwW9EsRAEQRAEQRAEwW9EsRAEQRAEQRAEwW9EsRAEQRAEQRAEwW9EsRAEQRAEQRAEwW9EsRAEQRAEQRAEwW9EsRAEQRAEQRAEwW/+P4GENbsLl71JAAAAAElFTkSuQmCC",
-      "text/plain": [
-       "<Figure size 800x300 with 4 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "for dataset in ['darcy_pdebench', 'burgers_pdebench', 'incomp_ns_pdebench']:\n",
-    "    fig, axes = plt.subplots(\n",
-    "        nrows=1, ncols=4, sharey=False, sharex='col', figsize=(8, 3)\n",
-    "    )\n",
-    "    for res in range(4):\n",
-    "        for pair in summary_stats.pair.unique():\n",
-    "            sns.lineplot(\n",
-    "                x='ratio',\n",
-    "                y='test_loss',\n",
-    "                data=summary_stats[\n",
-    "                    (summary_stats.resolution == res)\n",
-    "                    & (summary_stats.pair == pair)\n",
-    "                    & (summary_stats.dataset == dataset)\n",
-    "                ],\n",
-    "                ax=axes[res],\n",
-    "                label=pair,\n",
-    "            )\n",
-    "            axes[res].set_yscale('log')\n",
-    "            axes[res].set_title(f'Test Res: {res}')\n",
-    "            handles, labels = axes[res].get_legend_handles_labels()\n",
-    "            axes[res].get_legend().remove()\n",
-    "            axes[res].tick_params(axis='x', labelrotation=45)\n",
-    "    fig.legend(\n",
-    "        handles=handles,\n",
-    "        labels=labels,\n",
-    "        loc='upper center',\n",
-    "        bbox_to_anchor=(0.5, -0.05),\n",
-    "        fancybox=False,\n",
-    "        shadow=False,\n",
-    "        ncol=4,\n",
-    "    )\n",
-    "    plt.suptitle(dataset)\n",
-    "    plt.tight_layout()\n",
-    "    plt.show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 66,
-   "id": "e09f9571-819d-4611-87e4-00632ac94daf",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 800x600 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
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",
-      "text/plain": [
-       "<Figure size 800x600 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 800x600 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "for dataset in ['darcy_pdebench', 'burgers_pdebench', 'incomp_ns_pdebench']:\n",
-    "    fig, axes = plt.subplots(\n",
-    "        nrows=2, ncols=1, sharey=False, sharex='col', figsize=(8, 6)\n",
-    "    )\n",
-    "    # for res in range(4):\n",
-    "    # for idx, pair in enumerate(summary_stats.pair.unique()):\n",
-    "    sns.barplot(\n",
-    "        x='ratio',\n",
-    "        y='test_loss',\n",
-    "        data=summary_stats[(summary_stats.dataset == dataset)],\n",
-    "        ax=axes[0],\n",
-    "        hue='pair',\n",
-    "    )\n",
-    "    axes[0].set_yscale('log')\n",
-    "\n",
-    "    sns.barplot(\n",
-    "        x='ratio',\n",
-    "        y='avg_epoch_time',\n",
-    "        data=summary_stats[(summary_stats.dataset == dataset)],\n",
-    "        ax=axes[1],\n",
-    "        hue='pair',\n",
-    "    )\n",
-    "    axes[1].set_yscale('log')\n",
-    "\n",
-    "    axes[0].set_title('Average Loss Across Resolutions')\n",
-    "    handles, labels = axes[0].get_legend_handles_labels()\n",
-    "    axes[0].get_legend().remove()\n",
-    "    axes[1].get_legend().remove()\n",
-    "    axes[1].tick_params(axis='x', labelrotation=45)\n",
-    "    fig.legend(\n",
-    "        handles=handles,\n",
-    "        labels=labels,\n",
-    "        loc='upper center',\n",
-    "        bbox_to_anchor=(0.5, -0.05),\n",
-    "        fancybox=False,\n",
-    "        shadow=False,\n",
-    "        ncol=4,\n",
-    "    )\n",
-    "    plt.suptitle(dataset)\n",
-    "    plt.tight_layout()\n",
-    "    plt.show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 17,
-   "id": "13cf0ee3-fda6-44eb-adf1-667696f8107c",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.legend.Legend at 0x7fd707711e70>"
-      ]
-     },
-     "execution_count": 17,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 600x300 with 3 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "fig, axes = plt.subplots(\n",
-    "    nrows=1, ncols=3, sharey=True, sharex='col', figsize=(6, 3)\n",
-    ")\n",
-    "\n",
-    "dataset_name = 'darcy_pdebench'\n",
-    "loss = 'mse'\n",
-    "(\n",
-    "    model_name,\n",
-    "    in_channels,\n",
-    "    out_channels,\n",
-    "    initial_steps,\n",
-    "    loss,\n",
-    "    batch_size,\n",
-    "    lr,\n",
-    "    wd,\n",
-    "    pinn_loss_weight,\n",
-    ") = get_dataset_info(dataset_name, 'mse')\n",
-    "# lr = str(lr).replace('.','')\n",
-    "if dataset_name == 'darcy_pdebench':\n",
-    "    img_sizes = [128, 64, 32, 16]\n",
-    "    img_size = 128\n",
-    "    max_mode = img_size // 2\n",
-    "\n",
-    "\n",
-    "final_ckpts = []\n",
-    "\n",
-    "res_ratios = [\n",
-    "    [0.1, 0.1, 0.1, 0.7],\n",
-    "    [0.1, 0, 0, 0.9],\n",
-    "    [0.02, 0.03, 0.05, 0.9],\n",
-    "]\n",
-    "for x_idx, res_ratio in enumerate(res_ratios):\n",
-    "    res_ratio = str_from_res(res_ratio)\n",
-    "    ckpt_dir = f'{lr}_{wd}_15_05_{loss}_{batch_size}_{dataset_name}_-1_-1_{max_mode}_{model_name}_{in_channels}_{out_channels}_{pinn_loss_weight}_{initial_steps}_multi_{res_ratio}'\n",
-    "    ckpt_dir = ckpt_dir.replace('.', '')\n",
-    "    ckpt_pth = f'{ckpt_path}/{ckpt_dir}/'\n",
-    "    ckpt_name = f'{ckpt_pth}/train_stats.csv'\n",
-    "\n",
-    "    if not os.path.exists(ckpt_name):\n",
-    "        print('does not exist: ', ckpt_dir)\n",
-    "        continue\n",
-    "    df = pd.read_csv(ckpt_name)\n",
-    "    df['res_ratio'] = res_ratio\n",
-    "    final_ckpts.append(df[df.epoch == 150])\n",
-    "    for res in range(4):\n",
-    "        ylabel = f'test_res_{res}'\n",
-    "        sns.lineplot(\n",
-    "            df,\n",
-    "            x='epoch',\n",
-    "            y=ylabel,\n",
-    "            label=f'{img_sizes[res]}',\n",
-    "            ax=axes[x_idx],\n",
-    "        )\n",
-    "        axes[x_idx].get_legend().remove()\n",
-    "        axes[x_idx].set_yscale('log')\n",
-    "        axes[x_idx].set_title(res_ratio)\n",
-    "        axes[x_idx].set_ylabel('Loss')\n",
-    "\n",
-    "plt.legend(bbox_to_anchor=(-0.5, -0.5), loc='upper center', ncols=4)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 72,
-   "id": "b283eca7-54fe-4ba8-be0f-1bedfcc44235",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.legend.Legend at 0x7fe250e6dc90>"
-      ]
-     },
-     "execution_count": 72,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1200x1200 with 42 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "fig, axes = plt.subplots(\n",
-    "    nrows=6, ncols=7, sharey=True, sharex='col', figsize=(12, 12)\n",
-    ")\n",
-    "\n",
-    "dataset_name = 'darcy_pdebench'\n",
-    "loss = 'mse'\n",
-    "(\n",
-    "    model_name,\n",
-    "    in_channels,\n",
-    "    out_channels,\n",
-    "    initial_steps,\n",
-    "    loss,\n",
-    "    batch_size,\n",
-    "    lr,\n",
-    "    wd,\n",
-    "    pinn_loss_weight,\n",
-    ") = get_dataset_info(dataset_name, 'mse')\n",
-    "# lr = str(lr).replace('.','')\n",
-    "if dataset_name == 'darcy_pdebench':\n",
-    "    img_sizes = [128, 64, 32, 16]\n",
-    "    img_size = 128\n",
-    "    max_mode = img_size // 2\n",
-    "\n",
-    "\n",
-    "final_ckpts = []\n",
-    "\n",
-    "res_ratios = [\n",
-    "    '[0.1,0.1,0.1,0.7]',\n",
-    "    '[0.1,0,0,0.9]',\n",
-    "    '[0.02,0.03,0.05,0.9]',\n",
-    "]\n",
-    "for x_idx, rat in enumerate([0.05, 0.1, 0.25, 0.5, 0.75, 0.9, 0.95]):\n",
-    "    for y_idx, (first_idx, second_idx) in enumerate(\n",
-    "        [(0, 1), (0, 2), (0, 3), (1, 2), (1, 3), (2, 3)]\n",
-    "    ):\n",
-    "        ratio = [0, 0, 0, 0]\n",
-    "        ratio[first_idx] = rat\n",
-    "        ratio[second_idx] = round(1 - rat, 2)\n",
-    "        res_ratio = str_from_res(ratio)  # str(ratio).replace(\" \",\"\")\n",
-    "        ckpt_dir = f'{lr}_{wd}_15_05_{loss}_{batch_size}_{dataset_name}_-1_-1_{max_mode}_{model_name}_{in_channels}_{out_channels}_{pinn_loss_weight}_{initial_steps}_multi_{res_ratio}'\n",
-    "        ckpt_dir = ckpt_dir.replace('.', '')\n",
-    "        ckpt_pth = f'{ckpt_path}/{ckpt_dir}/'\n",
-    "        ckpt_name = f'{ckpt_pth}/train_stats.csv'\n",
-    "\n",
-    "        if not os.path.exists(ckpt_name):\n",
-    "            print('does not exist: ', ckpt_dir)\n",
-    "            continue\n",
-    "        df = pd.read_csv(ckpt_name)\n",
-    "        df['res_ratio'] = res_ratio\n",
-    "        final_ckpts.append(df[df.epoch == 150])\n",
-    "        for res in range(4):\n",
-    "            ylabel = f'test_res_{res}'\n",
-    "            sns.lineplot(\n",
-    "                df,\n",
-    "                x='epoch',\n",
-    "                y=ylabel,\n",
-    "                label=f'{img_sizes[res]}',\n",
-    "                ax=axes[y_idx, x_idx],\n",
-    "            )\n",
-    "            axes[y_idx, x_idx].get_legend().remove()\n",
-    "            axes[y_idx, x_idx].set_yscale('log')\n",
-    "            axes[y_idx, x_idx].set_title(res_ratio)\n",
-    "            axes[y_idx, x_idx].set_ylabel('Loss')\n",
-    "\n",
-    "plt.legend(bbox_to_anchor=(-0.5, -0.5), loc='upper center', ncols=4)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 15,
-   "id": "489dae2f-bb03-44df-a160-6c84d130234d",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>epoch</th>\n",
-       "      <th>train_loss</th>\n",
-       "      <th>train_time</th>\n",
-       "      <th>test_res_0</th>\n",
-       "      <th>test_res_1</th>\n",
-       "      <th>test_res_2</th>\n",
-       "      <th>test_res_3</th>\n",
-       "      <th>res_ratio</th>\n",
-       "      <th>avg</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>150</th>\n",
-       "      <td>150</td>\n",
-       "      <td>0.000288</td>\n",
-       "      <td>1.670186</td>\n",
-       "      <td>0.000392</td>\n",
-       "      <td>0.000318</td>\n",
-       "      <td>0.000327</td>\n",
-       "      <td>0.000356</td>\n",
-       "      <td>[01,01,01,07]</td>\n",
-       "      <td>0.000348</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>150</th>\n",
-       "      <td>150</td>\n",
-       "      <td>0.000285</td>\n",
-       "      <td>1.745384</td>\n",
-       "      <td>0.000381</td>\n",
-       "      <td>0.000360</td>\n",
-       "      <td>0.000781</td>\n",
-       "      <td>0.000348</td>\n",
-       "      <td>[01,0,0,09]</td>\n",
-       "      <td>0.000468</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>150</th>\n",
-       "      <td>150</td>\n",
-       "      <td>0.000286</td>\n",
-       "      <td>0.912009</td>\n",
-       "      <td>0.000516</td>\n",
-       "      <td>0.000349</td>\n",
-       "      <td>0.000346</td>\n",
-       "      <td>0.000349</td>\n",
-       "      <td>[002,003,005,09]</td>\n",
-       "      <td>0.000390</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "     epoch  train_loss  train_time  test_res_0  test_res_1  test_res_2  \\\n",
-       "150    150    0.000288    1.670186    0.000392    0.000318    0.000327   \n",
-       "150    150    0.000285    1.745384    0.000381    0.000360    0.000781   \n",
-       "150    150    0.000286    0.912009    0.000516    0.000349    0.000346   \n",
-       "\n",
-       "     test_res_3         res_ratio       avg  \n",
-       "150    0.000356     [01,01,01,07]  0.000348  \n",
-       "150    0.000348       [01,0,0,09]  0.000468  \n",
-       "150    0.000349  [002,003,005,09]  0.000390  "
-      ]
-     },
-     "execution_count": 15,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "final_ckpt = pd.concat(final_ckpts)\n",
-    "final_ckpt['avg'] = final_ckpt[\n",
-    "    ['test_res_0', 'test_res_1', 'test_res_2', 'test_res_3']\n",
-    "].mean(axis=1)\n",
-    "final_ckpt"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "6ce2017b-7e32-4340-860c-6dff000550ff",
-   "metadata": {
-    "jp-MarkdownHeadingCollapsed": true
-   },
-   "source": [
-    "# Generalization Across Turbulence Scales\n",
-    "\n",
-    "NS trained at low turbulence, evaluated at high-turbulence"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "74c4d5c1-52e8-4ed4-91fa-d20ae9eba280",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "markdown",
-   "id": "aa56073b-917e-438e-a735-c8aba927fe96",
-   "metadata": {
-    "jp-MarkdownHeadingCollapsed": true
-   },
-   "source": [
-    "# OLD FIGS"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "id": "48e83efb-003f-4202-9360-cda29fd3c3c6",
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/tmp/ipykernel_951742/8617956.py:68: UserWarning: Tight layout not applied. tight_layout cannot make Axes width small enough to accommodate all Axes decorations\n",
-      "  plt.tight_layout()\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 600x600 with 9 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/tmp/ipykernel_951742/8617956.py:68: UserWarning: Tight layout not applied. tight_layout cannot make Axes width small enough to accommodate all Axes decorations\n",
-      "  plt.tight_layout()\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 600x600 with 9 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/tmp/ipykernel_951742/8617956.py:68: UserWarning: Tight layout not applied. tight_layout cannot make Axes width small enough to accommodate all Axes decorations\n",
-      "  plt.tight_layout()\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 600x600 with 9 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/tmp/ipykernel_951742/8617956.py:68: UserWarning: Tight layout not applied. tight_layout cannot make Axes width small enough to accommodate all Axes decorations\n",
-      "  plt.tight_layout()\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 600x600 with 9 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "does not exist:  0001_1e-07_15_05_l1_4_incomp_ns_pdebench_-1_-1_510_255_FNO2D_10_10\n",
-      "does not exist:  0001_1e-08_15_05_l1_4_incomp_ns_pdebench_-1_-1_510_255_FNO2D_10_10\n",
-      "does not exist:  0001_1e-09_15_05_l1_4_incomp_ns_pdebench_-1_-1_510_255_FNO2D_10_10\n",
-      "does not exist:  00001_1e-07_15_05_l1_4_incomp_ns_pdebench_-1_-1_510_255_FNO2D_10_10\n",
-      "does not exist:  00001_1e-08_15_05_l1_4_incomp_ns_pdebench_-1_-1_510_255_FNO2D_10_10\n",
-      "does not exist:  00001_1e-09_15_05_l1_4_incomp_ns_pdebench_-1_-1_510_255_FNO2D_10_10\n",
-      "does not exist:  1e-05_1e-07_15_05_l1_4_incomp_ns_pdebench_-1_-1_510_255_FNO2D_10_10\n",
-      "does not exist:  1e-05_1e-08_15_05_l1_4_incomp_ns_pdebench_-1_-1_510_255_FNO2D_10_10\n",
-      "does not exist:  1e-05_1e-09_15_05_l1_4_incomp_ns_pdebench_-1_-1_510_255_FNO2D_10_10\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/tmp/ipykernel_951742/8617956.py:68: UserWarning: Tight layout not applied. tight_layout cannot make Axes width small enough to accommodate all Axes decorations\n",
-      "  plt.tight_layout()\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 600x600 with 9 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "does not exist:  0001_1e-07_15_05_incomp_ns_pinn_4_incomp_ns_pdebench_-1_-1_510_255_FNO2D_10_10\n",
-      "does not exist:  0001_1e-08_15_05_incomp_ns_pinn_4_incomp_ns_pdebench_-1_-1_510_255_FNO2D_10_10\n",
-      "does not exist:  0001_1e-09_15_05_incomp_ns_pinn_4_incomp_ns_pdebench_-1_-1_510_255_FNO2D_10_10\n",
-      "does not exist:  00001_1e-07_15_05_incomp_ns_pinn_4_incomp_ns_pdebench_-1_-1_510_255_FNO2D_10_10\n",
-      "does not exist:  00001_1e-08_15_05_incomp_ns_pinn_4_incomp_ns_pdebench_-1_-1_510_255_FNO2D_10_10\n",
-      "does not exist:  00001_1e-09_15_05_incomp_ns_pinn_4_incomp_ns_pdebench_-1_-1_510_255_FNO2D_10_10\n",
-      "does not exist:  1e-05_1e-07_15_05_incomp_ns_pinn_4_incomp_ns_pdebench_-1_-1_510_255_FNO2D_10_10\n",
-      "does not exist:  1e-05_1e-08_15_05_incomp_ns_pinn_4_incomp_ns_pdebench_-1_-1_510_255_FNO2D_10_10\n",
-      "does not exist:  1e-05_1e-09_15_05_incomp_ns_pinn_4_incomp_ns_pdebench_-1_-1_510_255_FNO2D_10_10\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/tmp/ipykernel_951742/8617956.py:68: UserWarning: Tight layout not applied. tight_layout cannot make Axes width small enough to accommodate all Axes decorations\n",
-      "  plt.tight_layout()\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 600x600 with 9 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "finished_exp=198, total_exp=216, 0.9166666666666666 %\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Check if all experiments have finished\n",
-    "total_exp = 0\n",
-    "finished_exp = 0\n",
-    "for dataset_name in [\n",
-    "    'darcy_pdebench',\n",
-    "    'burgers_pdebench',\n",
-    "    'incomp_ns_pdebench',\n",
-    "]:\n",
-    "    model_name = 'FNO2D'\n",
-    "    in_channels = 10\n",
-    "    initial_steps = 10\n",
-    "\n",
-    "    if dataset_name == 'darcy_pdebench':\n",
-    "        img_sizes = [16, 32, 64, 128]\n",
-    "        pinn_loss_name = 'darcy_pinn'\n",
-    "        batch_size = 128\n",
-    "        in_channels = 1\n",
-    "        initial_steps = 1\n",
-    "\n",
-    "    if dataset_name == 'burgers_pdebench':\n",
-    "        img_sizes = [128, 256, 512, 1024]\n",
-    "        pinn_loss_name = 'burgers_pinn'\n",
-    "        batch_size = 64\n",
-    "        model_name = 'FNO1D'\n",
-    "\n",
-    "    if dataset_name == 'incomp_ns_pdebench':\n",
-    "        img_sizes = [17, 85, 255, 510]\n",
-    "        pinn_loss_name = 'incomp_ns_pinn'\n",
-    "        batch_size = 4\n",
-    "\n",
-    "    for loss_type in ['l1', 'pinn']:\n",
-    "        loss = 'l1'\n",
-    "        if loss_type == 'pinn':\n",
-    "            loss = pinn_loss_name\n",
-    "        fig, axes = plt.subplots(\n",
-    "            nrows=3, ncols=3, sharey=True, sharex='col', figsize=(6, 6)\n",
-    "        )\n",
-    "        for y_idx, lr in enumerate(['0001', '00001', '1e-05']):\n",
-    "            for x_idx, wd in enumerate([1e-07, 1e-08, 1e-09]):\n",
-    "                for color_idx, img_size in enumerate(img_sizes):\n",
-    "                    max_mode = img_size // 2\n",
-    "                    ckpt_dir = f'{lr}_{wd}_15_05_{loss}_{batch_size}_{dataset_name}_-1_-1_{img_size}_{max_mode}_{model_name}_{in_channels}_{initial_steps}'\n",
-    "                    ckpt_pth = f'{ckpt_path}/{ckpt_dir}/'\n",
-    "                    ckpt_name = f'{ckpt_pth}/train_stats.csv'\n",
-    "                    total_exp += 1\n",
-    "                    if not os.path.exists(ckpt_name):\n",
-    "                        print('does not exist: ', ckpt_dir)\n",
-    "                        continue\n",
-    "                    df = pd.read_csv(ckpt_name)\n",
-    "                    for ylabel in [\n",
-    "                        #'train_loss',\n",
-    "                        'test',\n",
-    "                    ]:\n",
-    "                        if 150 in df['epoch']:\n",
-    "                            finished_exp += 1\n",
-    "                        sns.lineplot(\n",
-    "                            df,\n",
-    "                            x='epoch',\n",
-    "                            y=ylabel,\n",
-    "                            label=f'{img_size=}',\n",
-    "                            ax=axes[y_idx, x_idx],\n",
-    "                        )\n",
-    "                        axes[y_idx, x_idx].get_legend().remove()\n",
-    "                        axes[y_idx, x_idx].set_yscale('log')\n",
-    "\n",
-    "                if y_idx == 2:\n",
-    "                    axes[y_idx, x_idx].set_xlabel(f'Epoch \\n {wd=}')\n",
-    "                if x_idx == 0:\n",
-    "                    axes[y_idx, x_idx].set_ylabel(f'{loss=} \\n {lr=}')\n",
-    "\n",
-    "        plt.legend(bbox_to_anchor=(0, -0.5), loc='upper center', ncols=3)\n",
-    "        plt.tight_layout()\n",
-    "        fig.suptitle(f'{dataset_name}, {loss_type}')\n",
-    "        plt.show()\n",
-    "print(f'{finished_exp=}, {total_exp=}, {finished_exp / total_exp} %')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "b70612b4-65fc-4726-9f53-81660f354230",
-   "metadata": {
-    "jp-MarkdownHeadingCollapsed": true
-   },
-   "source": [
-    "# (BE CAREFUL W/ this is could override things) Recover stats"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 19,
-   "id": "c2bdeac7-ae0f-4e57-900f-12fd6afe3014",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "from operator_aliasing.train.train import test_model\n",
-    "\n",
-    "\n",
-    "def recompute_train_test_stats(\n",
-    "    dataset_name,\n",
-    "    filter_lim,\n",
-    "    downsample_dim,\n",
-    "    initial_steps,\n",
-    "    model_name,\n",
-    "    seed,\n",
-    "    batch_size,\n",
-    "    train_resolutions,\n",
-    "    in_channels,\n",
-    "    out_channels,\n",
-    "    max_mode,\n",
-    "    pinn_loss_weight,\n",
-    "):\n",
-    "    stats = pd.DataFrame(columns=['epoch', 'train_loss', 'test', 'train_time'])\n",
-    "    darcy_forcing_term = 1.0\n",
-    "    burger_viscosity = 0.001\n",
-    "    # load relavent dataset\n",
-    "    train_loader, test_loaders = get_data(\n",
-    "        dataset_name=dataset_name,\n",
-    "        filter_lim=filter_lim,\n",
-    "        img_size='n/a',\n",
-    "        downsample_dim=downsample_dim,\n",
-    "        train=True,\n",
-    "        initial_steps=initial_steps,\n",
-    "        model_name=model_name,\n",
-    "        darcy_forcing_term=darcy_forcing_term,\n",
-    "        burger_viscosity=burger_viscosity,\n",
-    "        seed=seed,\n",
-    "        batch_size=batch_size,\n",
-    "        resolution_ratios=eval(train_resolutions),\n",
-    "        test_res='single',\n",
-    "    )\n",
-    "\n",
-    "    # train_resolutions =\n",
-    "    # iterate thought all ckpts\n",
-    "    ckpt_dir = f'{lr}_{wd}_15_05_{loss}_{batch_size}_{dataset_name}_-1_-1_{max_mode}_{model_name}_{in_channels}_{out_channels}_{pinn_loss_weight}_{initial_steps}_single_{train_resolutions}'\n",
-    "    ckpt_pth = f'{ckpt_path}/{ckpt_dir}/'\n",
-    "    model = get_model(\n",
-    "        model_name=model_name,\n",
-    "        max_modes=max_mode,\n",
-    "        hidden_channels=32,\n",
-    "        in_channels=in_channels,\n",
-    "        out_channels=out_channels,\n",
-    "    ).to(device)\n",
-    "\n",
-    "    print(ckpt_dir)\n",
-    "    for epoch in range(0, 155, 5):\n",
-    "        ckpt_file = f'{ckpt_pth}/{epoch}_ckpt.pth'\n",
-    "        if not os.path.exists(ckpt_file):\n",
-    "            return\n",
-    "        ckpt_dict = torch.load(\n",
-    "            ckpt_file,\n",
-    "            weights_only=False,\n",
-    "        )\n",
-    "        model.load_state_dict(ckpt_dict['model_state_dict'])\n",
-    "        model = model.to(device)\n",
-    "        model = model.eval()\n",
-    "\n",
-    "        # compute train/test loss\n",
-    "        train_loss = test_model(\n",
-    "            model,\n",
-    "            {'train': train_loader},\n",
-    "            device,\n",
-    "            initial_steps,\n",
-    "        )\n",
-    "        test_loss = test_model(\n",
-    "            model,\n",
-    "            test_loaders,\n",
-    "            device,\n",
-    "            initial_steps,\n",
-    "        )\n",
-    "\n",
-    "        stats.loc[len(stats)] = [\n",
-    "            epoch,\n",
-    "            train_loss['train'],\n",
-    "            test_loss['test'],\n",
-    "            None,\n",
-    "        ]\n",
-    "\n",
-    "    print(stats)\n",
-    "    stats.to_csv(f'{ckpt_pth}/train_stats.csv', index=False)\n",
-    "    return"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "id": "74aa7b3e-c5e3-40a3-9881-3d412aadf185",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Check if all experiments have finished\n",
-    "total_exp = 0\n",
-    "finished_exp = 0\n",
-    "seed = 0\n",
-    "learning_rates = {'001': 1e-2, '0001': 1e-3, '00001': 1e-4, '1e-05': 1e-5}\n",
-    "pinn_weights = {'05': 0.5, '025': 0.25, '01': 0.1}\n",
-    "summary_stats = pd.DataFrame(\n",
-    "    columns=['data', 'loss', 'lr', 'wd', 'pinn_loss_weight', 'test']\n",
-    ")\n",
-    "for dataset_name in [\n",
-    "    #'darcy_pdebench',\n",
-    "    'burgers_pdebench',\n",
-    "    #'incomp_ns_pdebench',\n",
-    "    #'ns_pdebench',\n",
-    "]:\n",
-    "    model_name = 'FNO2D'\n",
-    "    in_channels = 10\n",
-    "    out_channels = 1\n",
-    "    initial_steps = 10\n",
-    "    # if dataset_name == 'incomp_ns_pdebench':\n",
-    "\n",
-    "    # incomp_ns args\n",
-    "    img_size = 255\n",
-    "    pinn_loss_name = 'incomp_ns_pinn'\n",
-    "    batch_size = 4\n",
-    "\n",
-    "    if dataset_name == 'ns_pdebench':\n",
-    "        img_size = 256\n",
-    "        pinn_loss_name = 'n/a'\n",
-    "        batch_size = 4\n",
-    "        # num time steps * channels:\n",
-    "        in_channels = 40\n",
-    "        # num channels:\n",
-    "        out_channels = 4\n",
-    "\n",
-    "    if dataset_name == 'darcy_pdebench':\n",
-    "        img_size = 64\n",
-    "        pinn_loss_name = 'darcy_pinn'\n",
-    "        batch_size = 128\n",
-    "        in_channels = 1\n",
-    "        initial_steps = 1\n",
-    "\n",
-    "    if dataset_name == 'burgers_pdebench':\n",
-    "        img_size = 512\n",
-    "        pinn_loss_name = 'burgers_pinn'\n",
-    "        batch_size = 64\n",
-    "        model_name = 'FNO1D'\n",
-    "\n",
-    "    for loss_type in ['mse', 'pinn']:\n",
-    "        loss = loss_type\n",
-    "        if loss_type == 'pinn':\n",
-    "            loss = pinn_loss_name\n",
-    "        if loss == 'n/a':\n",
-    "            continue\n",
-    "        for y_idx, lr in enumerate(['001', '0001', '00001', '1e-05']):\n",
-    "            for x_idx, wd in enumerate([1e-05, 1e-06, 1e-07]):\n",
-    "                pinn_loss_weights = ['05']\n",
-    "                if 'pinn' in loss_type:\n",
-    "                    pinn_loss_weights += ['025', '01']\n",
-    "                for pinn_loss_weight in pinn_loss_weights:\n",
-    "                    max_mode = img_size // 2\n",
-    "\n",
-    "                # recompute_train_test_stats(dataset_name, -1, -1, initial_steps, model_name, seed, batch_size, '[0,1,0,0]', in_channels, out_channels, max_mode, pinn_loss_weight)"
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "operator_alias",
-   "language": "python",
-   "name": "env"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.10.0"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 5
-}
diff --git a/notebooks/loss_landscape_analysis.ipynb b/notebooks/loss_landscape_analysis.ipynb
deleted file mode 100644
index 2675c59..0000000
--- a/notebooks/loss_landscape_analysis.ipynb
+++ /dev/null
@@ -1,1211 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "id": "d0fd7f89-b549-4982-afec-59b319fd3a79",
-   "metadata": {},
-   "source": [
-    "# Imports/Set up"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "id": "c687e91b-80c6-4bb9-8770-30e2e311f393",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "device=device(type='cuda')\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Specific to NERSC: Set up kernel using: https://docs.nersc.gov/services/jupyter/how-to-guides/\n",
-    "from __future__ import annotations\n",
-    "\n",
-    "import sys\n",
-    "\n",
-    "import pandas as pd\n",
-    "import torch\n",
-    "\n",
-    "# might have issues with too many files being opened at once\n",
-    "# this will prevent that\n",
-    "import torch.multiprocessing\n",
-    "from landscaper import LossLandscape\n",
-    "from landscaper import PyHessian\n",
-    "from neuralop import H1Loss\n",
-    "from neuralop import LpLoss\n",
-    "from neuralop.data.datasets.darcy import DarcyDataset\n",
-    "from neuralop.data.transforms.data_processors import IncrementalDataProcessor\n",
-    "from neuralop.models import FNO\n",
-    "from neuralop.training import AdamW\n",
-    "from neuralop.training.incremental import IncrementalFNOTrainer\n",
-    "from neuralop.utils import count_model_params\n",
-    "from neuralop.utils import get_project_root\n",
-    "from torch.utils.data import DataLoader\n",
-    "\n",
-    "torch.multiprocessing.set_sharing_strategy('file_system')\n",
-    "\n",
-    "root_dir = get_project_root() / 'neuralop/data/datasets/data'\n",
-    "device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n",
-    "print(f'{device=}')\n",
-    "\n",
-    "FIG_DIR = '../figures'"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "3c180114-6282-4f4c-92c5-c92b5e73b88c",
-   "metadata": {},
-   "source": [
-    "# Train FNO"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "id": "21c98068-8bf8-44c8-9a9c-f749758de8e9",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Loading test db for resolution 16 with 32 samples \n",
-      "Loading test db for resolution 32 with 32 samples \n",
-      "Loading test db for resolution 64 with 32 samples \n",
-      "Loading test db for resolution 128 with 32 samples \n"
-     ]
-    }
-   ],
-   "source": [
-    "# first download data\n",
-    "data = DarcyDataset(\n",
-    "    root_dir=root_dir,\n",
-    "    n_train=100,\n",
-    "    n_tests=[32, 32, 32, 32],\n",
-    "    batch_size=16,\n",
-    "    test_batch_sizes=[16, 16, 16, 16],\n",
-    "    train_resolution=128,  # change resolution to download different data\n",
-    "    test_resolutions=[16, 32, 64, 128],\n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "id": "07713ce0-df3f-41f2-813c-3f3bd93ef1c7",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# load darcy flow dataset\n",
-    "\n",
-    "\n",
-    "def load_darcy_flow_small(\n",
-    "    n_train,\n",
-    "    n_tests,\n",
-    "    data_root=root_dir,\n",
-    "    test_resolutions=(16, 32),\n",
-    "    train_resolution=16,\n",
-    "):\n",
-    "    \"\"\"Docstring.\"\"\"\n",
-    "    batch_size = 16\n",
-    "    test_batch_sizes = [batch_size] * len(test_resolutions)\n",
-    "\n",
-    "    dataset = DarcyDataset(\n",
-    "        root_dir=data_root,\n",
-    "        n_train=n_train,\n",
-    "        n_tests=n_tests,\n",
-    "        batch_size=batch_size,\n",
-    "        test_batch_sizes=test_batch_sizes,\n",
-    "        train_resolution=train_resolution,\n",
-    "        test_resolutions=test_resolutions,\n",
-    "        encode_input=False,\n",
-    "        encode_output=True,\n",
-    "        channel_dim=1,\n",
-    "        encoding='channel-wise',\n",
-    "        download=True,\n",
-    "    )\n",
-    "\n",
-    "    # return dataloaders for backwards compat\n",
-    "    train_loader = DataLoader(\n",
-    "        dataset.train_db,\n",
-    "        batch_size=batch_size,\n",
-    "        num_workers=1,\n",
-    "        pin_memory=True,\n",
-    "        persistent_workers=False,\n",
-    "    )\n",
-    "\n",
-    "    test_loaders = {}\n",
-    "    for res, test_bsize in zip(test_resolutions, test_batch_sizes):\n",
-    "        test_loaders[res] = DataLoader(\n",
-    "            dataset.test_dbs[res],\n",
-    "            batch_size=test_bsize,\n",
-    "            shuffle=False,\n",
-    "            num_workers=1,\n",
-    "            pin_memory=True,\n",
-    "            persistent_workers=False,\n",
-    "        )\n",
-    "\n",
-    "    return train_loader, test_loaders, dataset.data_processor"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "id": "27e822f9-f89a-4ae3-bf0b-85a72f598c6b",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Loading test db for resolution 16 with 100 samples \n",
-      "Loading test db for resolution 32 with 100 samples \n",
-      "Loading test db for resolution 64 with 100 samples \n",
-      "Loading test db for resolution 128 with 100 samples \n",
-      "Original Incre Res: change index to 0\n",
-      "Original Incre Res: change sub to 2\n",
-      "Original Incre Res: change res to 8\n",
-      "\n",
-      "### N PARAMS ###\n",
-      " 2110305\n",
-      "\n",
-      "### OPTIMIZER ###\n",
-      " AdamW (\n",
-      "Parameter Group 0\n",
-      "    betas: (0.9, 0.999)\n",
-      "    correct_bias: True\n",
-      "    eps: 1e-06\n",
-      "    initial_lr: 0.008\n",
-      "    lr: 0.008\n",
-      "    weight_decay: 0.0001\n",
-      ")\n",
-      "\n",
-      "### SCHEDULER ###\n",
-      " <torch.optim.lr_scheduler.CosineAnnealingLR object at 0x7f6bc214fcd0>\n",
-      "\n",
-      "### LOSSES ###\n",
-      "\n",
-      "### INCREMENTAL RESOLUTION + GRADIENT EXPLAINED ###\n",
-      "\n",
-      " * Train: <neuralop.losses.data_losses.H1Loss object at 0x7f6bc075da50>\n",
-      "\n",
-      " * Test: {'h1': <neuralop.losses.data_losses.H1Loss object at 0x7f6bc075da50>, 'l2': <neuralop.losses.data_losses.LpLoss object at 0x7f6bc075d030>}\n",
-      "Incre Res Update: change index to 1\n",
-      "Incre Res Update: change sub to 1\n",
-      "Incre Res Update: change res to 16\n"
-     ]
-    }
-   ],
-   "source": [
-    "df = pd.DataFrame(\n",
-    "    columns=[\n",
-    "        'train_resolution',\n",
-    "        'test_resolution',\n",
-    "        'loss_type',\n",
-    "        'loss',\n",
-    "        'max_modes',\n",
-    "    ],\n",
-    ")\n",
-    "max_modes = 16\n",
-    "train_resolution = 16\n",
-    "\n",
-    "# get data\n",
-    "train_loader, test_loaders, output_encoder = load_darcy_flow_small(\n",
-    "    n_train=1000,\n",
-    "    # batch_size=16,\n",
-    "    train_resolution=train_resolution,\n",
-    "    test_resolutions=[16, 32, 64, 128],\n",
-    "    n_tests=[100, 100, 100, 100],\n",
-    "    # test_batch_sizes=[32, 32, 32, 32],\n",
-    ")\n",
-    "\n",
-    "# incrementally vary modes\n",
-    "incremental = True\n",
-    "starting_modes = (max_modes, max_modes)\n",
-    "if incremental:\n",
-    "    starting_modes = (2, 2)\n",
-    "\n",
-    "# Set up model\n",
-    "model = FNO(\n",
-    "    max_n_modes=(max_modes, max_modes),\n",
-    "    n_modes=starting_modes,\n",
-    "    hidden_channels=32,\n",
-    "    in_channels=1,\n",
-    "    out_channels=1,\n",
-    ")\n",
-    "model = model.to(device)\n",
-    "n_params = count_model_params(model)\n",
-    "\n",
-    "# optimizer + data\n",
-    "optimizer = AdamW(model.parameters(), lr=8e-3, weight_decay=1e-4)\n",
-    "scheduler = torch.optim.lr_scheduler.CosineAnnealingLR(optimizer, T_max=30)\n",
-    "\n",
-    "data_transform = IncrementalDataProcessor(\n",
-    "    in_normalizer=None,\n",
-    "    out_normalizer=None,\n",
-    "    device=device,\n",
-    "    subsampling_rates=[2, 1],\n",
-    "    dataset_resolution=16,\n",
-    "    dataset_indices=[2, 3],\n",
-    "    epoch_gap=10,\n",
-    "    verbose=True,\n",
-    ")\n",
-    "\n",
-    "data_transform = data_transform.to(device)\n",
-    "\n",
-    "l2loss = LpLoss(d=2, p=2)\n",
-    "h1loss = H1Loss(d=2)\n",
-    "train_loss = h1loss\n",
-    "eval_losses = {'h1': h1loss, 'l2': l2loss}\n",
-    "print('\\n### N PARAMS ###\\n', n_params)\n",
-    "print('\\n### OPTIMIZER ###\\n', optimizer)\n",
-    "print('\\n### SCHEDULER ###\\n', scheduler)\n",
-    "print('\\n### LOSSES ###')\n",
-    "print('\\n### INCREMENTAL RESOLUTION + GRADIENT EXPLAINED ###')\n",
-    "print(f'\\n * Train: {train_loss}')\n",
-    "print(f'\\n * Test: {eval_losses}')\n",
-    "sys.stdout.flush()\n",
-    "\n",
-    "# Finally pass all of these to the Trainer\n",
-    "trainer = IncrementalFNOTrainer(\n",
-    "    model=model,\n",
-    "    n_epochs=20,\n",
-    "    data_processor=data_transform,\n",
-    "    device=device,\n",
-    "    verbose=False,\n",
-    "    incremental_loss_gap=False,\n",
-    "    incremental_grad=True,\n",
-    "    incremental_grad_eps=0.9999,\n",
-    "    incremental_loss_eps=0.001,\n",
-    "    incremental_buffer=5,\n",
-    "    incremental_max_iter=1,\n",
-    "    incremental_grad_max_iter=2,\n",
-    ")\n",
-    "\n",
-    "# train\n",
-    "end_stats = trainer.train(\n",
-    "    train_loader,\n",
-    "    test_loaders,\n",
-    "    optimizer,\n",
-    "    scheduler,\n",
-    "    regularizer=False,\n",
-    "    training_loss=train_loss,\n",
-    "    eval_losses=eval_losses,\n",
-    ")\n",
-    "\n",
-    "model = trainer.model"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "eabb58b5-b734-4026-b3d8-b63b8285bc70",
-   "metadata": {},
-   "source": [
-    "# Loss Landscape Vis w/ un-modified library"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "id": "1dd45116-89b8-4c27-b501-ab4e0d332ff5",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "FNO(\n",
-       "  (positional_embedding): GridEmbeddingND()\n",
-       "  (fno_blocks): FNOBlocks(\n",
-       "    (convs): ModuleList(\n",
-       "      (0-3): 4 x SpectralConv(\n",
-       "        (weight): DenseTensor(shape=torch.Size([32, 32, 16, 16]), rank=None)\n",
-       "      )\n",
-       "    )\n",
-       "    (fno_skips): ModuleList(\n",
-       "      (0-3): 4 x Flattened1dConv(\n",
-       "        (conv): Conv1d(32, 32, kernel_size=(1,), stride=(1,), bias=False)\n",
-       "      )\n",
-       "    )\n",
-       "    (channel_mlp): ModuleList(\n",
-       "      (0-3): 4 x ChannelMLP(\n",
-       "        (fcs): ModuleList(\n",
-       "          (0): Conv1d(32, 16, kernel_size=(1,), stride=(1,))\n",
-       "          (1): Conv1d(16, 32, kernel_size=(1,), stride=(1,))\n",
-       "        )\n",
-       "      )\n",
-       "    )\n",
-       "    (channel_mlp_skips): ModuleList(\n",
-       "      (0-3): 4 x SoftGating()\n",
-       "    )\n",
-       "  )\n",
-       "  (lifting): ChannelMLP(\n",
-       "    (fcs): ModuleList(\n",
-       "      (0): Conv1d(3, 64, kernel_size=(1,), stride=(1,))\n",
-       "      (1): Conv1d(64, 32, kernel_size=(1,), stride=(1,))\n",
-       "    )\n",
-       "  )\n",
-       "  (projection): ChannelMLP(\n",
-       "    (fcs): ModuleList(\n",
-       "      (0): Conv1d(32, 64, kernel_size=(1,), stride=(1,))\n",
-       "      (1): Conv1d(64, 1, kernel_size=(1,), stride=(1,))\n",
-       "    )\n",
-       "  )\n",
-       ")"
-      ]
-     },
-     "execution_count": 5,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "model = model.eval()\n",
-    "model"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "id": "acf4b352-3198-43f4-a333-7ce8be9790b2",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "tensor(0.3299, device='cuda:0')"
-      ]
-     },
-     "execution_count": 6,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "def loss_function(model, data):\n",
-    "    \"\"\"Custom loss func for loss landscape.\"\"\"\n",
-    "    batch_loss = 0\n",
-    "    for _idx, sample in enumerate(data):  # resolution 128\n",
-    "        inputs, labels = sample\n",
-    "        inputs = inputs.to(device)\n",
-    "        labels = labels.to(device)\n",
-    "        # model_input = data_transform.preprocess(sample)\n",
-    "        with torch.no_grad():\n",
-    "            out = model(inputs)\n",
-    "            loss = criterion(out, labels)\n",
-    "            batch_loss += loss\n",
-    "    return batch_loss / len(data)\n",
-    "\n",
-    "\n",
-    "criterion = LpLoss(d=2, p=2)\n",
-    "net = model\n",
-    "inputs = []\n",
-    "labels = []\n",
-    "for _idx, sample in enumerate(test_loaders[128]):  # resolution 128\n",
-    "    inputs.append(sample['x'])\n",
-    "    labels.append(sample['y'])\n",
-    "\n",
-    "\n",
-    "inputs = torch.cat(inputs).to(device)\n",
-    "labels = torch.cat(labels).to(device)\n",
-    "\n",
-    "data = []\n",
-    "for x, y in zip(inputs, labels):\n",
-    "    data.append((x.unsqueeze(dim=0), y.unsqueeze(dim=0)))\n",
-    "\n",
-    "loss_function(model, data)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "id": "c3964867-7c52-4f8a-9dd9-1e4b38e3d3c7",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def generate_random_orthogonal_directions(model, n=3):\n",
-    "    \"\"\"Grab random directions for perturbing model.\"\"\"\n",
-    "    directions = []\n",
-    "    while len(directions) != n:\n",
-    "        random_dir = [torch.randn_like(p.data) for p in model.parameters()]\n",
-    "        for prev_dir in directions:\n",
-    "            dot_product = sum(\n",
-    "                (d1 * d2).sum()\n",
-    "                for d1, d2 in zip(random_dir, prev_dir, strict=False)\n",
-    "            )\n",
-    "\n",
-    "            for j, (d1, d2) in enumerate(\n",
-    "                zip(random_dir, prev_dir, strict=False)\n",
-    "            ):\n",
-    "                random_dir[j] = d1 - dot_product * d2\n",
-    "        directions.append(random_dir)\n",
-    "    return directions\n",
-    "\n",
-    "\n",
-    "directions = generate_random_orthogonal_directions(model, n=3)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "id": "19315762-6c27-4e38-bc4c-f67e36630701",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Complex parameters detected in model. Results will be complex tensors.\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Eigenvectors computed:   0%|          | 0/3 [00:00<?, ?it/s]\n",
-      "\u001b[Aration:   0%|          | 0/100 [00:00<?, ?it/s]\n",
-      "\u001b[Aration:   1%|          | 1/100 [00:45<1:14:43, 45.29s/it]\n",
-      "\u001b[Actral gap: 1135.9245792248223:   1%|          | 1/100 [01:30<1:14:43, 45.29s/it]\n",
-      "\u001b[Actral gap: 1135.9245792248223:   2%|▏         | 2/100 [01:30<1:13:46, 45.17s/it]\n",
-      "\u001b[Actral gap: 0.042164728251850414:   2%|▏         | 2/100 [02:15<1:13:46, 45.17s/it]\n",
-      "\u001b[Actral gap: 0.042164728251850414:   3%|▎         | 3/100 [02:15<1:12:58, 45.14s/it]\n",
-      "\u001b[Actral gap: 0.0007778355060014152:   3%|▎         | 3/100 [03:03<1:12:58, 45.14s/it]\n",
-      "Eigenvectors computed:  33%|███▎      | 1/3 [03:03<06:07, 183.80s/it]                 \n",
-      "\u001b[Aration:   0%|          | 0/100 [00:00<?, ?it/s]\n",
-      "\u001b[Aration:   1%|          | 1/100 [01:09<1:54:37, 69.47s/it]\n",
-      "\u001b[Actral gap: 1167.8134001488033:   1%|          | 1/100 [02:22<1:54:37, 69.47s/it]\n",
-      "\u001b[Actral gap: 1167.8134001488033:   2%|▏         | 2/100 [02:22<1:56:49, 71.52s/it]\n",
-      "\u001b[Actral gap: 0.41662530348865284:   2%|▏         | 2/100 [03:07<1:56:49, 71.52s/it]\n",
-      "\u001b[Actral gap: 0.41662530348865284:   3%|▎         | 3/100 [03:07<1:36:09, 59.48s/it]\n",
-      "\u001b[Actral gap: 0.004839833230193973:   3%|▎         | 3/100 [03:52<1:36:09, 59.48s/it]\n",
-      "\u001b[Actral gap: 0.004839833230193973:   4%|▍         | 4/100 [03:52<1:26:07, 53.82s/it]\n",
-      "\u001b[Actral gap: 0.000137339858341638:   4%|▍         | 4/100 [04:37<1:26:07, 53.82s/it]\n",
-      "Eigenvectors computed:  67%|██████▋   | 2/3 [07:41<03:59, 239.13s/it]                \n",
-      "\u001b[Aration:   0%|          | 0/100 [00:00<?, ?it/s]\n",
-      "\u001b[Aration:   1%|          | 1/100 [00:45<1:14:25, 45.11s/it]\n",
-      "\u001b[Actral gap: 40.24889873481885:   1%|          | 1/100 [01:30<1:14:25, 45.11s/it]\n",
-      "\u001b[Actral gap: 40.24889873481885:   2%|▏         | 2/100 [01:30<1:13:41, 45.11s/it]\n",
-      "\u001b[Actral gap: 1.1952320086959636:   2%|▏         | 2/100 [02:15<1:13:41, 45.11s/it]\n",
-      "\u001b[Actral gap: 1.1952320086959636:   3%|▎         | 3/100 [02:15<1:12:56, 45.11s/it]\n",
-      "\u001b[Actral gap: 0.6108611334850604:   3%|▎         | 3/100 [03:00<1:12:56, 45.11s/it]\n",
-      "\u001b[Actral gap: 0.6108611334850604:   4%|▍         | 4/100 [03:00<1:12:11, 45.12s/it]\n",
-      "\u001b[Actral gap: 0.33364810620244834:   4%|▍         | 4/100 [03:45<1:12:11, 45.12s/it]\n",
-      "\u001b[Actral gap: 0.33364810620244834:   5%|▌         | 5/100 [03:45<1:11:26, 45.12s/it]\n",
-      "\u001b[Actral gap: 0.134555311976182:   5%|▌         | 5/100 [04:30<1:11:26, 45.12s/it]  \n",
-      "\u001b[Actral gap: 0.134555311976182:   6%|▌         | 6/100 [04:30<1:10:40, 45.12s/it]\n",
-      "\u001b[Actral gap: 0.04619054497127807:   6%|▌         | 6/100 [05:15<1:10:40, 45.12s/it]\n",
-      "\u001b[Actral gap: 0.04619054497127807:   7%|▋         | 7/100 [05:15<1:09:55, 45.12s/it]\n",
-      "\u001b[Actral gap: 0.015119456500522334:   7%|▋         | 7/100 [06:06<1:09:55, 45.12s/it]\n",
-      "\u001b[Actral gap: 0.015119456500522334:   8%|▊         | 8/100 [06:06<1:12:07, 47.04s/it]\n",
-      "\u001b[Actral gap: 0.005010690410384419:   8%|▊         | 8/100 [07:18<1:12:07, 47.04s/it]\n",
-      "\u001b[Actral gap: 0.005010690410384419:   9%|▉         | 9/100 [07:18<1:22:53, 54.65s/it]\n",
-      "\u001b[Actral gap: 0.0016869122544154217:   9%|▉         | 9/100 [08:26<1:22:53, 54.65s/it]\n",
-      "\u001b[Actral gap: 0.0016869122544154217:  10%|█         | 10/100 [08:26<1:28:08, 58.76s/it]\n",
-      "\u001b[Actral gap: 0.0005957454106525803:  10%|█         | 10/100 [09:11<1:28:08, 58.76s/it]\n",
-      "Eigenvectors computed: 100%|██████████| 3/3 [16:53<00:00, 337.70s/it]                  \n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "[(63.84839630126953+0.002416933886706829j),\n",
-       " (10.436812400817871+0.0012682370143011212j),\n",
-       " (2.163118600845337+0.0014906456926837564j)]"
-      ]
-     },
-     "execution_count": 8,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "hessian_comp = PyHessian(\n",
-    "    net,\n",
-    "    criterion,\n",
-    "    data,\n",
-    "    device,  # hessian_generator=generic_generator_a\n",
-    ")\n",
-    "\n",
-    "with torch.backends.cudnn.flags(enabled=False):\n",
-    "    evals, evecs = hessian_comp.eigenvalues(top_n=3)\n",
-    "\n",
-    "directions = evecs\n",
-    "evals"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 18,
-   "id": "2433c27c-8706-439e-84aa-ace679f121d1",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Computing 1681 points in 2D space...\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Computing 2D landscape: 100%|██████████| 1681/1681 [08:28<00:00,  3.31it/s]"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Loss hypercube stats - min: 0.3181398808956146, max: 15.750319480895996, mean: 1.7337808956850291\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "\n"
-     ]
-    }
-   ],
-   "source": [
-    "with torch.backends.cudnn.flags(enabled=False):\n",
-    "    landscape = LossLandscape.compute(\n",
-    "        model,\n",
-    "        data,\n",
-    "        evecs,\n",
-    "        loss_function,  # loss function\n",
-    "        dim=2,\n",
-    "        distance=0.1,\n",
-    "        device=device,\n",
-    "        use_complex=True,\n",
-    "    )"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 19,
-   "id": "e3c0c1c2-d0c2-4e20-8033-29331a143080",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "landscape.save('fno_1_5.npz')\n",
-    "landscape = LossLandscape.load_from_npz('fno_1_5.npz')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 20,
-   "id": "7d94f86d-da93-4e32-a3cb-98545401b694",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Attempting log-scale surface plot...\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<Figure size 1200x800 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "landscape.show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 21,
-   "id": "1174f3cb-b5ff-4da4-8f6a-95818436e3e7",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/svg+xml": [
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-       "<defs>\n",
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-      "text/plain": [
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-     },
-     "execution_count": 21,
-     "metadata": {},
-     "output_type": "execute_result"
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-   ],
-   "source": [
-    "landscape.show_profile()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 22,
-   "id": "0c458cf6-91ff-4450-8980-9a715b09ad5a",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
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",
-      "text/plain": [
-       "<Figure size 1200x800 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "landscape.show_contour()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 14,
-   "id": "233ce9f6-8fb5-4b80-b7cf-8388ffa6c21f",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1200x600 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "landscape.show_persistence_barcode()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 15,
-   "id": "9cce6370-a8d8-46f8-932a-0f8466c2a056",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# we can use this function to convert the merge tree\n",
-    "# into a networkx graph and visualize it!\n",
-    "from landscaper.tda import digraph_mt\n",
-    "\n",
-    "g = digraph_mt(landscape.get_sublevel_tree())"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 16,
-   "id": "ca435838-a4f5-4115-a091-07c5131e953a",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "import networkx as nx\n",
-    "\n",
-    "nx.draw_planar(g, with_labels=True)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 17,
-   "id": "a6eb372f-aa90-452b-80e7-3f76f50149dd",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Model has complex weights: True\n"
-     ]
-    }
-   ],
-   "source": [
-    "complex_vals = any(torch.is_complex(p) for p in model.parameters())\n",
-    "print(f'Model has complex weights: {complex_vals}')"
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "operator_alias",
-   "language": "python",
-   "name": "env"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.10.0"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 5
-}
diff --git a/notebooks/multi_architecture_test.py b/notebooks/multi_architecture_test.py
deleted file mode 100644
index a35b344..0000000
--- a/notebooks/multi_architecture_test.py
+++ /dev/null
@@ -1,739 +0,0 @@
-#!/usr/bin/env python
-
-# # Demo Notebook
-# [paper](https://openreview.net/forum?id=hkF7ZM7fEp&referrer=%5BAuthor%20Console%5D(%2Fgroup%3Fid%3DICLR.cc%2F2026%2FConference%2FAuthors%23your-submissions) | [blog](https://mansisak.com/operator_aliasing/) | [code](https://github.com/msakarvadia/operator_aliasing)
-
-# In[1]:
-from __future__ import annotations
-
-import matplotlib.pyplot as plt
-import pandas as pd
-import torch
-from matplotlib import colors
-from matplotlib import ticker
-from torch import nn
-
-data_folder = '/pscratch/sd/m/mansisak/PDEBench/pdebench_data/2D/DarcyFlow/'  #NOTE(MS) replace with your file path
-file_name = '2D_DarcyFlow_beta1.0_Train.hdf5'
-
-FIG_DIR = '../figures'
-
-# NOTE(MS): can also manually set device preference here
-if torch.cuda.is_available():
-    device = torch.device("cuda")
-elif torch.backends.mps.is_available():
-    device = torch.device("mps")
-else:
-    device = torch.device("cpu")
-
-print(f"Using device: {device}")
-
-# # Utils
-
-# In[2]:
-
-
-def generate_wavenumbers(n: int = 6) -> torch.tensor:
-    """Generate the wavenumbers."""
-    # n = 7  # Size of the square array
-    center = n // 2  # Center of the array
-    array = np.zeros((n, n), dtype=int)
-
-    # Fill values based on distance from the center
-    for i in range(n):
-        for j in range(n):
-            distance = max(abs(center - i), abs(center - j))
-            array[i, j] = distance
-
-    # For even-sized arrays, ensure the center area avoids 0 directly
-    if n % 2 == 0:
-        for i in range(n):
-            for j in range(n):
-                if i + j >= n:
-                    array[i, j] += 1
-    return array
-
-
-def get_energy_curve(
-    data: torch.Tensor, normalize: bool = True
-) -> torch.Tensor:
-    """Calculate 2d spectrum of data.
-
-    data dim: batch x time x X x Y
-    """
-    signal = data.cpu()
-    batch_size = signal.shape[0]
-    time_points = signal.shape[1]
-    n_observations = signal.shape[-1]
-    signal = signal.view(
-        batch_size, time_points, n_observations, n_observations
-    )
-
-    if normalize:
-        signal = torch.fft.fft2(signal, norm='ortho')
-    else:
-        signal = torch.fft.rfft2(
-            signal, s=(n_observations, n_observations), norm='backward'
-        )
-
-    # center FFT
-    centered_fft_signal = torch.fft.fftshift(signal)
-
-    # compute energy
-    energy = centered_fft_signal.abs() ** 2
-
-    # define wavenumbers
-    wave_numbers = generate_wavenumbers(n=n_observations)
-    max_wavenumber = n_observations // 2
-
-    spectrum = torch.zeros((batch_size, time_points, n_observations // 2))
-    for j in range(1, max_wavenumber + 1):
-        ind = torch.where(torch.tensor(wave_numbers) == j)
-        spectrum[:, :, j - 1] = energy[:, :, ind[0], ind[1]].sum(dim=-1)
-
-    time_avg_spectrum = spectrum.mean(dim=1)
-    batch_avg_spectrum = time_avg_spectrum.mean(dim=0)
-    return batch_avg_spectrum
-
-
-# # Data
-#
-# Download Darcy Dataset from PDEBench: https://github.com/pdebench/PDEBench/tree/main/pdebench/data_download
-
-# In[3]:
-
-
-import math
-import typing
-from pathlib import Path
-
-import h5py
-import numpy as np
-import torch
-from numpy.random import default_rng
-from torch.utils.data import Dataset
-from torchvision.transforms import Compose
-
-# https://github.com/pdebench/PDEBench/blob/main/pdebench/models/fno/utils.py
-
-
-class DarcyPDEBench(Dataset):
-    """Darcy Dataset from PDE Bench."""
-
-    def __init__(
-        self,
-        filename: str,
-        saved_folder: str = '../data/',
-        train: bool = True,
-        transform: Compose = None,
-        resolution_proportions: list[float] = [1, 0, 0, 0],
-        **kwargs,
-    ):
-        """Initialize data.
-
-        :param filename: filename that contains the dataset
-        :type filename: STR
-        :saved folder: path to PDE bench data
-        : train: bool (True = train, False=Test)
-        : transforms: Any torch transforms (we will define downsampling/filtering transforms)
-        : resolution_proportions: must sum to 1. Fraction of dataset for resolutions [128,64,32,16]
-            [1,0,0,0] == 100% 128 res
-            [0,0.5,0.5,0] == 50% 64, 50% 32
-        support img dimentions: 128, 64, 32, 16 (highest to lowest)
-        """
-        self.transform = transform
-
-        four = 4
-        assert len(resolution_proportions) == four, (
-            'Only support 4 img_resolutions, see doc string.'
-        )
-        assert sum(resolution_proportions) == 1, (
-            'All dataset proportions must sum to 1.'
-        )
-        self.rng = default_rng(seed=0)
-        self.batch_size = 128
-        test_ratio = 0.1
-        num_samples_max = -1
-
-        # Define path to files
-        self.model_inputs = []
-        self.labels = []
-        root_path = Path(Path(saved_folder).resolve()) / filename
-        # preprocessing for train/test sets and
-        # ...initializing/shuffling data indexes
-        with h5py.File(root_path, 'r') as f:
-            # num of data samples
-            num_samples_max = f['tensor'].shape[0]
-
-            # list of data idxs
-            data_idx = np.arange(0, num_samples_max)
-            # num of test samples
-            test_idx = int(num_samples_max * test_ratio)
-            if train:
-                first_batch_idx = test_idx
-                last_batch_idx = -1
-                self.num_samples = num_samples_max - test_idx
-            else:
-                first_batch_idx = 0
-                last_batch_idx = test_idx
-                self.num_samples = test_idx
-            print(f'{self.num_samples=}')
-            # grab data indexs
-            self.data_idxs = data_idx[first_batch_idx:last_batch_idx]
-            # shuffle indexes
-            self.rng.shuffle(self.data_idxs)
-
-        for res_factor, ratio in enumerate(resolution_proportions):
-            reduced_resolution = 2**res_factor
-            with h5py.File(root_path, 'r') as f:
-                # number of points in this resolution set
-                res_idx = int(self.num_samples * ratio)
-                # sort all indexes
-                set_indexes = np.sort(self.data_idxs[:res_idx])
-                # u: label
-                label = np.array(
-                    f['tensor'][
-                        set_indexes,
-                        :,
-                        ::reduced_resolution,
-                        ::reduced_resolution,
-                    ],
-                    dtype=np.float32,
-                )
-
-                # batch, time, x,...
-                _data = np.array(f['nu'], dtype=np.float32)
-                # nu: input
-                model_input = _data[
-                    set_indexes,
-                    None,
-                    ::reduced_resolution,
-                    ::reduced_resolution,
-                ]
-
-                self.model_inputs.append(torch.tensor(model_input))
-                self.labels.append(torch.tensor(label))
-
-                # remove already used indexes
-                self.data_idxs = self.data_idxs[res_idx:]
-
-    def __len__(self) -> int:
-        """Returns len of dataset.
-
-        Recall this is a pre-batched dataset, so we return
-        number of batches.
-        """
-        total_batches = 0
-        for _set_idx, res_set in enumerate(self.model_inputs):
-            num_batches_in_set = math.ceil(len(res_set) / self.batch_size)
-            total_batches += num_batches_in_set
-        return total_batches
-
-    def __getitem__(self, batch_idx: int) -> dict[str, torch.Tensor]:
-        """Get single sample at idx."""
-        # iterate through all resoulution sets to find batch
-        for _set_idx, res_set in enumerate(self.model_inputs):
-            num_batches_in_set = math.ceil(len(res_set) / self.batch_size)
-            if batch_idx >= num_batches_in_set:
-                batch_idx -= num_batches_in_set
-            else:
-                item_idx = int(batch_idx * self.batch_size)
-                set_idx = _set_idx
-                break
-
-        # return whole batch, not just single datapoint
-        sample = {
-            'x': self.model_inputs[set_idx][
-                item_idx : item_idx + self.batch_size
-            ],
-            'y': self.labels[set_idx][item_idx : item_idx + self.batch_size],
-        }
-        if self.transform:
-            sample = self.transform(sample)
-        return sample
-
-
-# In[4]:
-
-
-from torch.utils.data import DataLoader
-
-
-def get_data(
-    **data_args: typing.Any,
-) -> tuple[DataLoader, dict[str, DataLoader]]:
-    """Get data w/ args."""
-    seed = 0
-    g = torch.Generator()
-    g.manual_seed(seed)
-
-    # set train specific kwarg
-    data_args['train'] = True
-    train_dataset = DarcyPDEBench(**data_args)
-
-    test_datasets = {}
-
-    # NOTE(MS): single dataset standard
-    # intended use: HP search, filter/downsample exp
-    test_kwargs = data_args
-    test_kwargs['train'] = False
-    if test_kwargs['test_res'] == 'single':
-        test_dataset = DarcyPDEBench(**test_kwargs)
-        test_datasets['test'] = test_dataset
-
-    # multiple test_datasets
-    # NOTE(MS): (this may not work w/ multiple downsample/filter regeims)
-    # intended us: multi-res training testing
-    if test_kwargs['test_res'] == 'multi':
-        for res in range(4):
-            resolution_ratios = [0, 0, 0, 0]
-            resolution_ratios[res] = 1
-            test_kwargs['resolution_ratios'] = resolution_ratios
-            test_dataset = DarcyPDEBench(**test_kwargs)
-            test_datasets[f'test_res_{res}'] = test_dataset
-
-    training_loader = DataLoader(
-        train_dataset,
-        batch_size=1,
-        shuffle=True,
-        generator=g,
-        num_workers=8,
-        pin_memory=True,
-        persistent_workers=True,
-    )
-
-    testing_loaders = {}
-    for k, test_dataset in test_datasets.items():
-        testing_loaders[k] = DataLoader(
-            test_dataset,
-            batch_size=1,
-            shuffle=False,
-            generator=g,
-            num_workers=8,
-            pin_memory=True,
-            persistent_workers=True,
-        )
-    return (training_loader, testing_loaders)
-
-
-# In[5]:
-
-
-# This is how we graph a train dataset of resolution 128 and test datasets of resolution [128,64,32,16]
-train_loader, test_loaders = get_data(
-    filename=file_name,
-    saved_folder=data_folder,
-    train=True,
-    transform=None,
-    resolution_proportions=[1, 0, 0, 0],
-    test_res='multi',
-)
-
-
-# # Model
-
-# In[6]:
-
-
-from neuralop.models import FNO
-
-
-def get_fno(n_modes):
-    starting_modes = (n_modes, n_modes)
-    model = FNO(
-        n_modes=starting_modes,
-        hidden_channels=32,
-        in_channels=1,
-        out_channels=1,
-    )
-    return model
-
-
-get_fno(n_modes=8)
-
-
-# # Train/Test Utils
-
-# In[7]:
-
-
-from torch.nn import Module
-from torch.optim import AdamW
-from tqdm import tqdm
-
-
-def train_model(model, train_dataloader, test_dataloaders) -> Module:
-    """Train a model."""
-    # set up trianing args
-    epochs = 150
-    loss = nn.MSELoss()
-
-    # set up optimizer and scheduler
-    optimizer = AdamW(
-        model.parameters(),
-        lr=0.001,
-        weight_decay=0.00001,
-    )
-    scheduler = torch.optim.lr_scheduler.StepLR(
-        optimizer, step_size=50, gamma=0.5
-    )
-    starting_epoch = 0
-    model = model.to(device)
-
-    # train model
-    pbar = tqdm(range(starting_epoch, epochs + 1), desc='Training')
-    # for epoch in tqdm(range(starting_epoch, epochs + 1), desc="Training"):
-    for epoch in pbar:
-        train_loss = 0.0
-        # timing to exclude potential data loading
-        forward_back_time = 0.0
-        for _step, batch in enumerate(train_dataloader):
-            # NOTE(MS): must remove outer batch dim from dataloader
-            # because we pre-batch data due to multi-res training
-            input_batch = batch['x'][0].to(device)
-            output_batch = batch['y'][0].to(device)
-            batch['device'] = device
-
-            optimizer.zero_grad()
-
-            output_pred_batch = model(input_batch)
-            loss_f = loss(output_pred_batch, output_batch)
-
-            loss_f.backward()
-            optimizer.step()
-            train_loss += loss_f.item()
-        train_loss /= len(train_dataloader)
-        scheduler.step()
-        # test model
-        test_dict = test_model(
-            model,
-            test_dataloaders,
-            device,
-        )
-        pbar_str = f'{train_loss:.1}'
-        for key in test_dict.keys():
-            pbar_str += f' {key}={test_dict[key]:.1}'
-        pbar.set_postfix(train_loss=pbar_str)
-
-    return model.to('cpu')
-
-
-def test_model(
-    model: Module,
-    test_dataloaders: dict[str, torch.utils.data.DataLoader],
-    device: torch.device,
-) -> dict[str, float]:
-    """Test model."""
-    test_dict = {}
-    loss = nn.MSELoss()
-    with torch.no_grad():
-        model.eval()
-        for test_label, test_dataloader in test_dataloaders.items():
-            test_relative_l2 = 0.0
-            for _step, batch in enumerate(test_dataloader):
-                # NOTE(MS): must remove outer batch dim from dataloader
-                # because we pre-batch data due to multi-res training
-                input_batch = batch['x'][0].to(device)
-                output_batch = batch['y'][0].to(device)
-                batch['device'] = device
-
-                output_pred_batch = model(input_batch)
-                loss_f = loss(
-                    output_pred_batch,
-                    output_batch,
-                )
-
-                test_relative_l2 += loss_f.item()
-            test_relative_l2 /= len(test_dataloader)
-            test_dict[test_label] = test_relative_l2
-    return test_dict
-
-
-# # Zero-shot super-resolution
-#
-# Train a model @ resolution 16, test at resoluitons [16,32,64,128].
-# Visualize the average spectra across all 4 test sets.
-
-# In[8]:
-
-
-model = get_fno(n_modes=8)
-train_dataloader, test_dataloaders = get_data(
-    filename=file_name,
-    saved_folder=data_folder,
-    train=True,
-    transform=None,
-    resolution_proportions=[0, 0, 0, 1],
-    test_res='multi',
-)
-
-model = train_model(model, train_dataloader, test_dataloaders)
-
-
-# In[9]:
-
-
-# fig, axs = plt.subplots(3, 4, figsize=(8, 8))
-
-fig = plt.figure(layout='constrained', figsize=(8, 3.5))
-subfigs = fig.subfigures(2, 1, wspace=0.07)  # three rows
-
-img_axs = subfigs[0].subplots(1, 4, sharey=False)
-spectrum_axs = subfigs[1].subplots(
-    2, 4, sharey='row', sharex='col', gridspec_kw={'height_ratios': [1, 1]}
-)
-model = model.to(device)
-model = model.eval()
-zero_shot_aucs = []
-
-for x_idx, res in enumerate([16, 32, 64, 128]):
-    resolution_ratio = [0, 0, 0, 0]
-    resolution_ratio[-(x_idx + 1)] = 1
-    resolutions = [16, 32, 64, 128]  # [128, 64, 32, 16]
-    dataset = DarcyPDEBench(
-        filename=file_name,
-        saved_folder=data_folder,
-        train=False,
-        transform=None,
-        resolution_proportions=resolution_ratio,
-    )
-    # sample = dataset[0]
-    sample = {
-        'x': torch.concat([dataset[i]['x'] for i in range(len(dataset))]),
-        'y': torch.concat([dataset[i]['y'] for i in range(len(dataset))]),
-    }
-    # grab a single input from the last batch
-    model_input = sample['x'].to(device)
-    with torch.no_grad():
-        model_output = model(x=model_input)
-    ground_truth = sample['y']
-    residuals = model_output - ground_truth.to(device)
-
-    # convert to plotable form
-    model_in = model_input[0, 0, :, :].cpu().numpy()
-    output = model_output[0, 0, :, :].cpu().numpy()
-    label = ground_truth[0, 0, :, :].cpu().numpy()
-
-    # get spectrums
-    label_spectrum = get_energy_curve(ground_truth)
-    pred_spectrum = get_energy_curve(model_output)
-    residual_spectrum = get_energy_curve(residuals)
-
-    img = output  # - label
-    norm = colors.LogNorm(img.mean() + 0.5 * img.std(), img.max(), clip='True')
-    img_axs[x_idx].imshow(img, norm=norm, cmap='bwr')
-
-    img_axs[x_idx].get_yaxis().set_visible(False)
-    img_axs[x_idx].get_xaxis().set_visible(False)
-    subfigs[0].supylabel('Example Prediction')
-
-    spectrum_axs[0, x_idx].set_yscale('log')
-    spectrum_axs[1, x_idx].set_yscale('log')
-    x = np.linspace(1, len(label_spectrum), len(label_spectrum))
-    spectrum_axs[0, x_idx].plot(
-        x, label_spectrum, label='Ground Truth', color='blue', ls=':'
-    )
-    spectrum_axs[0, x_idx].plot(
-        x, pred_spectrum, label='Model Prediction', color='orange'
-    )
-    spectrum_axs[0, x_idx].fill_between(
-        x, label_spectrum, pred_spectrum, color='red', alpha=0.1
-    )
-    spectrum_axs[0, x_idx].axvline(
-        x=8, color='gray', linestyle='--', label='Train Limit'
-    )
-    spectrum_axs[1, x_idx].axvline(x=8, color='gray', linestyle='--')
-    normalized_residuals = residual_spectrum / label_spectrum
-    spectrum_axs[1, x_idx].plot(
-        x,
-        normalized_residuals,
-        label='Normalized Residual',
-        color='red',
-    )
-    spectrum_axs[0, 0].set_ylabel('Energy')
-    spectrum_axs[1, 0].set_ylabel('Energy')
-    spectrum_axs[1, x_idx].xaxis.set_major_locator(
-        ticker.MaxNLocator(integer=True, nbins=4)
-    )
-    spectrum_axs[1, x_idx].set_xlabel('Frequency')
-    zero_shot_aucs.append(abs(np.trapz(x, normalized_residuals).item()))
-
-
-handles, labels = spectrum_axs[0, x_idx].get_legend_handles_labels()
-_handles, _labels = spectrum_axs[1, x_idx].get_legend_handles_labels()
-handles = handles + _handles
-labels = labels + _labels
-fig.legend(
-    handles=handles,
-    labels=labels,
-    loc='upper center',
-    bbox_to_anchor=(0.5, -0.1),
-    fancybox=False,
-    shadow=False,
-    ncol=9,
-)
-plt.tight_layout()
-plt.savefig(f'{FIG_DIR}/zero_{device}.pdf', bbox_inches='tight', dpi=300)
-
-
-# # Resolution Interpolation
-
-# # Information Extrapolation
-
-# # Multi-Resolution Training
-#
-# Train a model @ resolutions [16,32,64,128] (each resolution comprises 25% of dataset), test at resoluitons [16,32,64,128].
-# Visualize the average spectra across all 4 test sets.
-
-# In[ ]:
-
-
-model = get_fno(n_modes=64)
-train_dataloader, test_dataloaders = get_data(
-    filename=file_name,
-    saved_folder=data_folder,
-    train=True,
-    transform=None,
-    resolution_proportions=[0.25, 0.25, 0.25, 0.25],
-    test_res='multi',
-)
-
-model = train_model(model, train_dataloader, test_dataloaders)
-
-
-# In[ ]:
-
-
-# fig, axs = plt.subplots(3, 4, figsize=(8, 8))
-
-fig = plt.figure(layout='constrained', figsize=(8, 3.5))
-subfigs = fig.subfigures(2, 1, wspace=0.07)  # three rows
-
-img_axs = subfigs[0].subplots(1, 4, sharey=False)
-spectrum_axs = subfigs[1].subplots(
-    2, 4, sharey='row', sharex='col', gridspec_kw={'height_ratios': [1, 1]}
-)
-model = model.to(device)
-model = model.eval()
-multi_res_aucs = []
-
-for x_idx, res in enumerate([16, 32, 64, 128]):
-    resolution_ratio = [0, 0, 0, 0]
-    resolution_ratio[-(x_idx + 1)] = 1
-    resolutions = [16, 32, 64, 128]  # [128, 64, 32, 16]
-    dataset = DarcyPDEBench(
-        filename=file_name,
-        saved_folder=data_folder,
-        train=False,
-        transform=None,
-        resolution_proportions=resolution_ratio,
-    )
-    # sample = dataset[0]
-    sample = {
-        'x': torch.concat([dataset[i]['x'] for i in range(len(dataset))]),
-        'y': torch.concat([dataset[i]['y'] for i in range(len(dataset))]),
-    }
-    # grab a single input from the last batch
-    model_input = sample['x'].to(device)
-    with torch.no_grad():
-        model_output = model(x=model_input)
-    ground_truth = sample['y']
-    residuals = model_output - ground_truth.to(device)
-
-    # convert to plotable form
-    model_in = model_input[0, 0, :, :].cpu().numpy()
-    output = model_output[0, 0, :, :].cpu().numpy()
-    label = ground_truth[0, 0, :, :].cpu().numpy()
-
-    # get spectrums
-    label_spectrum = get_energy_curve(ground_truth)
-    pred_spectrum = get_energy_curve(model_output)
-    residual_spectrum = get_energy_curve(residuals)
-
-    img = output  # - label
-    norm = colors.LogNorm(img.mean() + 0.5 * img.std(), img.max(), clip='True')
-    img_axs[x_idx].imshow(img, norm=norm, cmap='bwr')
-
-    img_axs[x_idx].get_yaxis().set_visible(False)
-    img_axs[x_idx].get_xaxis().set_visible(False)
-    subfigs[0].supylabel('Example Prediction')
-
-    spectrum_axs[0, x_idx].set_yscale('log')
-    spectrum_axs[1, x_idx].set_yscale('log')
-    x = np.linspace(1, len(label_spectrum), len(label_spectrum))
-    spectrum_axs[0, x_idx].plot(
-        x, label_spectrum, label='Ground Truth', color='blue', ls=':'
-    )
-    spectrum_axs[0, x_idx].plot(
-        x, pred_spectrum, label='Model Prediction', color='orange'
-    )
-    spectrum_axs[0, x_idx].fill_between(
-        x, label_spectrum, pred_spectrum, color='red', alpha=0.1
-    )
-    spectrum_axs[0, x_idx].axvline(
-        x=8, color='gray', linestyle='--', label='Train Limit'
-    )
-    spectrum_axs[1, x_idx].axvline(x=8, color='gray', linestyle='--')
-    normalized_residuals = residual_spectrum / label_spectrum
-    spectrum_axs[1, x_idx].plot(
-        x,
-        normalized_residuals,
-        label='Normalized Residual',
-        color='red',
-    )
-    multi_res_aucs.append(abs(np.trapz(x, normalized_residuals).item()))
-    spectrum_axs[0, 0].set_ylabel('Energy')
-    spectrum_axs[1, 0].set_ylabel('Energy')
-    spectrum_axs[1, x_idx].xaxis.set_major_locator(
-        ticker.MaxNLocator(integer=True, nbins=4)
-    )
-    spectrum_axs[1, x_idx].set_xlabel('Frequency')
-
-
-handles, labels = spectrum_axs[0, x_idx].get_legend_handles_labels()
-_handles, _labels = spectrum_axs[1, x_idx].get_legend_handles_labels()
-handles = handles + _handles
-labels = labels + _labels
-fig.legend(
-    handles=handles,
-    labels=labels,
-    loc='upper center',
-    bbox_to_anchor=(0.5, -0.1),
-    fancybox=False,
-    shadow=False,
-    ncol=9,
-)
-plt.tight_layout()
-plt.savefig(f'{FIG_DIR}/multi_{device}.pdf', bbox_inches='tight', dpi=300)
-
-
-# # Multi-Res Training vs. Zero-shot Super Resolution
-
-# In[ ]:
-
-# Create a new, empty figure
-fig = plt.figure() 
-
-res = ['16', '32', '64', '128']
-w = 0.4
-x = np.array([1, 2, 3, 4])
-
-plt.bar(x + w / 2, zero_shot_aucs, w, label='Zero-shot')
-plt.bar(x - w / 2, multi_res_aucs, w, label='Multi-Res')
-
-plt.yscale('log')
-
-plt.xticks(x, res)
-plt.ylabel('AUC of Normlaized Residual Spectra (Log Scale)')
-plt.title(f'Device: {device}')
-plt.legend()
-plt.savefig(
-    f'{FIG_DIR}/multi_v_zero_{device}.pdf', bbox_inches='tight', dpi=300
-)
-
-# Use zip() to combine the lists, and then convert the result to a list
-zipped_data = list(zip(res, zero_shot_aucs, multi_res_aucs))
-
-# Create the DataFrame, specifying column names
-df = pd.DataFrame(zipped_data, columns=['Res', 'Zero', 'Multi'])
-df.to_csv(f'{device}_aucs.csv')
diff --git a/notebooks/spherical_shallow_water.ipynb b/notebooks/spherical_shallow_water.ipynb
deleted file mode 100644
index b2b2cdf..0000000
--- a/notebooks/spherical_shallow_water.ipynb
+++ /dev/null
@@ -1,1171 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "id": "4e1d1ae9-b363-4abf-9871-c0c73dabc646",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import torch\n",
-    "import matplotlib.pyplot as plt\n",
-    "import sys\n",
-    "from neuralop.models import SFNO, FNO\n",
-    "from neuralop import Trainer\n",
-    "from neuralop.training import AdamW\n",
-    "from neuralop.data.datasets import load_spherical_swe\n",
-    "from neuralop.utils import count_model_params\n",
-    "from neuralop import LpLoss, H1Loss\n",
-    "\n",
-    "device = torch.device('cuda:0' if torch.cuda.is_available() else 'cpu')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "id": "07efd9c6-3eb3-457c-b88b-63f5c68858c2",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Loading train dataloader at resolution (32, 64) with 200 samples and batch-size=4\n",
-      "Loading test dataloader at resolution (32, 64) with 50 samples and batch-size=10\n",
-      "Loading test dataloader at resolution (64, 128) with 50 samples and batch-size=10\n"
-     ]
-    }
-   ],
-   "source": [
-    "train_loader, test_loaders = load_spherical_swe(n_train=200, batch_size=4, train_resolution=(32, 64),\n",
-    "                                                test_resolutions=[(32, 64), (64, 128)], n_tests=[50, 50], test_batch_sizes=[10, 10],)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "id": "70c78325-6a4f-49c7-a8f3-17ef581d2e81",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "Our model has 4469859 parameters.\n"
-     ]
-    }
-   ],
-   "source": [
-    "model = FNO(n_modes=(32, 32),\n",
-    "             in_channels=3,\n",
-    "             out_channels=3,\n",
-    "             hidden_channels=32,\n",
-    "             projection_channel_ratio=2,\n",
-    "             factorization='dense'\n",
-    "           )\n",
-    "model = model.to(device)\n",
-    "\n",
-    "n_params = count_model_params(model)\n",
-    "print(f'\\nOur model has {n_params} parameters.')\n",
-    "sys.stdout.flush()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 11,
-   "id": "bf491b43-3d79-42b4-8e0d-948e4d0e3d24",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "optimizer = AdamW(model.parameters(),\n",
-    "                                lr=8e-4,\n",
-    "                                weight_decay=0.0)\n",
-    "scheduler = torch.optim.lr_scheduler.CosineAnnealingLR(optimizer, T_max=30)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 12,
-   "id": "3177d9b3-5bd0-4210-9dd5-236d0686f9e1",
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Training on 200 samples\n",
-      "Testing on [50, 50] samples         on resolutions [(32, 64), (64, 128)].\n",
-      "Raw outputs of shape torch.Size([4, 3, 32, 64])\n",
-      "[0] time=7.45, avg_loss=2.6903, train_err=10.7613\n",
-      "Eval: (32, 64)_l2=2.2104, (64, 128)_l2=2.3463\n"
-     ]
-    },
-    {
-     "ename": "KeyboardInterrupt",
-     "evalue": "",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
-      "Cell \u001b[0;32mIn[12], line 13\u001b[0m\n\u001b[1;32m      4\u001b[0m eval_losses\u001b[38;5;241m=\u001b[39m{\u001b[38;5;124m'\u001b[39m\u001b[38;5;124ml2\u001b[39m\u001b[38;5;124m'\u001b[39m: l2loss} \u001b[38;5;66;03m#'h1': h1loss,\u001b[39;00m\n\u001b[1;32m      6\u001b[0m trainer \u001b[38;5;241m=\u001b[39m Trainer(model\u001b[38;5;241m=\u001b[39mmodel, n_epochs\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m20\u001b[39m,\n\u001b[1;32m      7\u001b[0m                   device\u001b[38;5;241m=\u001b[39mdevice,\n\u001b[1;32m      8\u001b[0m                   wandb_log\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m,\n\u001b[1;32m      9\u001b[0m                   eval_interval\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m3\u001b[39m,\n\u001b[1;32m     10\u001b[0m                   use_distributed\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m,\n\u001b[1;32m     11\u001b[0m                   verbose\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m)\n\u001b[0;32m---> 13\u001b[0m \u001b[43mtrainer\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mtrain\u001b[49m\u001b[43m(\u001b[49m\u001b[43mtrain_loader\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtrain_loader\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m     14\u001b[0m \u001b[43m              \u001b[49m\u001b[43mtest_loaders\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtest_loaders\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m     15\u001b[0m \u001b[43m              \u001b[49m\u001b[43moptimizer\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43moptimizer\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m     16\u001b[0m \u001b[43m              \u001b[49m\u001b[43mscheduler\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mscheduler\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m     17\u001b[0m \u001b[43m              \u001b[49m\u001b[43mregularizer\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[1;32m     18\u001b[0m \u001b[43m              \u001b[49m\u001b[43mtraining_loss\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtrain_loss\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m     19\u001b[0m \u001b[43m              \u001b[49m\u001b[43meval_losses\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43meval_losses\u001b[49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m/pscratch/sd/m/mansisak/operator_aliasing/env/lib/python3.10/site-packages/neuralop/training/trainer.py:203\u001b[0m, in \u001b[0;36mTrainer.train\u001b[0;34m(self, train_loader, test_loaders, optimizer, scheduler, regularizer, training_loss, eval_losses, save_every, save_best, save_dir, resume_from_dir)\u001b[0m\n\u001b[1;32m    199\u001b[0m     sys\u001b[38;5;241m.\u001b[39mstdout\u001b[38;5;241m.\u001b[39mflush()\n\u001b[1;32m    201\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m epoch \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mrange\u001b[39m(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mstart_epoch, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mn_epochs):\n\u001b[1;32m    202\u001b[0m     train_err, avg_loss, avg_lasso_loss, epoch_train_time \u001b[38;5;241m=\u001b[39m\\\n\u001b[0;32m--> 203\u001b[0m           \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mtrain_one_epoch\u001b[49m\u001b[43m(\u001b[49m\u001b[43mepoch\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtrain_loader\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtraining_loss\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    204\u001b[0m     epoch_metrics \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mdict\u001b[39m(\n\u001b[1;32m    205\u001b[0m         train_err\u001b[38;5;241m=\u001b[39mtrain_err,\n\u001b[1;32m    206\u001b[0m         avg_loss\u001b[38;5;241m=\u001b[39mavg_loss,\n\u001b[1;32m    207\u001b[0m         avg_lasso_loss\u001b[38;5;241m=\u001b[39mavg_lasso_loss,\n\u001b[1;32m    208\u001b[0m         epoch_train_time\u001b[38;5;241m=\u001b[39mepoch_train_time\n\u001b[1;32m    209\u001b[0m     )\n\u001b[1;32m    211\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m epoch \u001b[38;5;241m%\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39meval_interval \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m0\u001b[39m:\n\u001b[1;32m    212\u001b[0m         \u001b[38;5;66;03m# evaluate and gather metrics across each loader in test_loaders\u001b[39;00m\n",
-      "File \u001b[0;32m/pscratch/sd/m/mansisak/operator_aliasing/env/lib/python3.10/site-packages/neuralop/training/trainer.py:261\u001b[0m, in \u001b[0;36mTrainer.train_one_epoch\u001b[0;34m(self, epoch, train_loader, training_loss)\u001b[0m\n\u001b[1;32m    258\u001b[0m \u001b[38;5;66;03m# track number of training examples in batch\u001b[39;00m\n\u001b[1;32m    259\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mn_samples \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m0\u001b[39m\n\u001b[0;32m--> 261\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m idx, sample \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28menumerate\u001b[39m(train_loader):\n\u001b[1;32m    263\u001b[0m     loss \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mtrain_one_batch(idx, sample, training_loss)\n\u001b[1;32m    264\u001b[0m     loss\u001b[38;5;241m.\u001b[39mbackward()\n",
-      "File \u001b[0;32m/pscratch/sd/m/mansisak/operator_aliasing/env/lib/python3.10/site-packages/torch/utils/data/dataloader.py:733\u001b[0m, in \u001b[0;36m_BaseDataLoaderIter.__next__\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    730\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_sampler_iter \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m    731\u001b[0m     \u001b[38;5;66;03m# TODO(https://github.com/pytorch/pytorch/issues/76750)\u001b[39;00m\n\u001b[1;32m    732\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_reset()  \u001b[38;5;66;03m# type: ignore[call-arg]\u001b[39;00m\n\u001b[0;32m--> 733\u001b[0m data \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_next_data\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    734\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_num_yielded \u001b[38;5;241m+\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;241m1\u001b[39m\n\u001b[1;32m    735\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m (\n\u001b[1;32m    736\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_dataset_kind \u001b[38;5;241m==\u001b[39m _DatasetKind\u001b[38;5;241m.\u001b[39mIterable\n\u001b[1;32m    737\u001b[0m     \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_IterableDataset_len_called \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m    738\u001b[0m     \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_num_yielded \u001b[38;5;241m>\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_IterableDataset_len_called\n\u001b[1;32m    739\u001b[0m ):\n",
-      "File \u001b[0;32m/pscratch/sd/m/mansisak/operator_aliasing/env/lib/python3.10/site-packages/torch/utils/data/dataloader.py:789\u001b[0m, in \u001b[0;36m_SingleProcessDataLoaderIter._next_data\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    787\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21m_next_data\u001b[39m(\u001b[38;5;28mself\u001b[39m):\n\u001b[1;32m    788\u001b[0m     index \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_next_index()  \u001b[38;5;66;03m# may raise StopIteration\u001b[39;00m\n\u001b[0;32m--> 789\u001b[0m     data \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_dataset_fetcher\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfetch\u001b[49m\u001b[43m(\u001b[49m\u001b[43mindex\u001b[49m\u001b[43m)\u001b[49m  \u001b[38;5;66;03m# may raise StopIteration\u001b[39;00m\n\u001b[1;32m    790\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_pin_memory:\n\u001b[1;32m    791\u001b[0m         data \u001b[38;5;241m=\u001b[39m _utils\u001b[38;5;241m.\u001b[39mpin_memory\u001b[38;5;241m.\u001b[39mpin_memory(data, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_pin_memory_device)\n",
-      "File \u001b[0;32m/pscratch/sd/m/mansisak/operator_aliasing/env/lib/python3.10/site-packages/torch/utils/data/_utils/fetch.py:52\u001b[0m, in \u001b[0;36m_MapDatasetFetcher.fetch\u001b[0;34m(self, possibly_batched_index)\u001b[0m\n\u001b[1;32m     50\u001b[0m         data \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdataset\u001b[38;5;241m.\u001b[39m__getitems__(possibly_batched_index)\n\u001b[1;32m     51\u001b[0m     \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m---> 52\u001b[0m         data \u001b[38;5;241m=\u001b[39m [\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdataset[idx] \u001b[38;5;28;01mfor\u001b[39;00m idx \u001b[38;5;129;01min\u001b[39;00m possibly_batched_index]\n\u001b[1;32m     53\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m     54\u001b[0m     data \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdataset[possibly_batched_index]\n",
-      "File \u001b[0;32m/pscratch/sd/m/mansisak/operator_aliasing/env/lib/python3.10/site-packages/torch/utils/data/_utils/fetch.py:52\u001b[0m, in \u001b[0;36m<listcomp>\u001b[0;34m(.0)\u001b[0m\n\u001b[1;32m     50\u001b[0m         data \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdataset\u001b[38;5;241m.\u001b[39m__getitems__(possibly_batched_index)\n\u001b[1;32m     51\u001b[0m     \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m---> 52\u001b[0m         data \u001b[38;5;241m=\u001b[39m [\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdataset\u001b[49m\u001b[43m[\u001b[49m\u001b[43midx\u001b[49m\u001b[43m]\u001b[49m \u001b[38;5;28;01mfor\u001b[39;00m idx \u001b[38;5;129;01min\u001b[39;00m possibly_batched_index]\n\u001b[1;32m     53\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m     54\u001b[0m     data \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdataset[possibly_batched_index]\n",
-      "File \u001b[0;32m/pscratch/sd/m/mansisak/operator_aliasing/env/lib/python3.10/site-packages/neuralop/data/datasets/spherical_swe.py:86\u001b[0m, in \u001b[0;36mSphericalSWEDataset.__getitem__\u001b[0;34m(self, index)\u001b[0m\n\u001b[1;32m     84\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m torch\u001b[38;5;241m.\u001b[39minference_mode():\n\u001b[1;32m     85\u001b[0m     \u001b[38;5;28;01mwith\u001b[39;00m torch\u001b[38;5;241m.\u001b[39mno_grad():\n\u001b[0;32m---> 86\u001b[0m         inp, tar \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_get_sample\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m     88\u001b[0m         \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mnormalize:\n\u001b[1;32m     89\u001b[0m             inp \u001b[38;5;241m=\u001b[39m (inp \u001b[38;5;241m-\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39minp_mean) \u001b[38;5;241m/\u001b[39m torch\u001b[38;5;241m.\u001b[39msqrt(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39minp_var)\n",
-      "File \u001b[0;32m/pscratch/sd/m/mansisak/operator_aliasing/env/lib/python3.10/site-packages/neuralop/data/datasets/spherical_swe.py:76\u001b[0m, in \u001b[0;36mSphericalSWEDataset._get_sample\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m     73\u001b[0m     inp \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39msolver\u001b[38;5;241m.\u001b[39mgalewsky_initial_condition()\n\u001b[1;32m     75\u001b[0m \u001b[38;5;66;03m# solve pde for n steps to return the target\u001b[39;00m\n\u001b[0;32m---> 76\u001b[0m tar \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msolver\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mtimestep\u001b[49m\u001b[43m(\u001b[49m\u001b[43minp\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mnsteps\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m     77\u001b[0m inp \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39msolver\u001b[38;5;241m.\u001b[39mspec2grid(inp)\n\u001b[1;32m     78\u001b[0m tar \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39msolver\u001b[38;5;241m.\u001b[39mspec2grid(tar)        \n",
-      "File \u001b[0;32m/pscratch/sd/m/mansisak/operator_aliasing/env/lib/python3.10/site-packages/torch_harmonics/examples/shallow_water_equations.py:295\u001b[0m, in \u001b[0;36mShallowWaterSolver.timestep\u001b[0;34m(self, uspec, nsteps)\u001b[0m\n\u001b[1;32m    292\u001b[0m iold \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m2\u001b[39m\n\u001b[1;32m    294\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m \u001b[38;5;28miter\u001b[39m \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mrange\u001b[39m(nsteps):\n\u001b[0;32m--> 295\u001b[0m     dudtspec[inew] \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdudtspec\u001b[49m\u001b[43m(\u001b[49m\u001b[43muspec\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    297\u001b[0m     \u001b[38;5;66;03m# update vort,div,phiv with third-order adams-bashforth.\u001b[39;00m\n\u001b[1;32m    298\u001b[0m     \u001b[38;5;66;03m# forward euler, then 2nd-order adams-bashforth time steps to start.\u001b[39;00m\n\u001b[1;32m    299\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28miter\u001b[39m \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m0\u001b[39m:\n",
-      "File \u001b[0;32m/pscratch/sd/m/mansisak/operator_aliasing/env/lib/python3.10/site-packages/torch_harmonics/examples/shallow_water_equations.py:171\u001b[0m, in \u001b[0;36mShallowWaterSolver.dudtspec\u001b[0;34m(self, uspec)\u001b[0m\n\u001b[1;32m    168\u001b[0m dudtspec \u001b[38;5;241m=\u001b[39m torch\u001b[38;5;241m.\u001b[39mzeros_like(uspec)\n\u001b[1;32m    170\u001b[0m \u001b[38;5;66;03m# compute the derivatives - this should be incorporated into the solver:\u001b[39;00m\n\u001b[0;32m--> 171\u001b[0m ugrid \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mspec2grid\u001b[49m\u001b[43m(\u001b[49m\u001b[43muspec\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    172\u001b[0m uvgrid \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mgetuv(uspec[\u001b[38;5;241m1\u001b[39m:])\n\u001b[1;32m    174\u001b[0m \u001b[38;5;66;03m# phi = ugrid[0]\u001b[39;00m\n\u001b[1;32m    175\u001b[0m \u001b[38;5;66;03m# vrtdiv = ugrid[1:]\u001b[39;00m\n",
-      "File \u001b[0;32m/pscratch/sd/m/mansisak/operator_aliasing/env/lib/python3.10/site-packages/torch_harmonics/examples/shallow_water_equations.py:125\u001b[0m, in \u001b[0;36mShallowWaterSolver.spec2grid\u001b[0;34m(self, uspec)\u001b[0m\n\u001b[1;32m    121\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21mspec2grid\u001b[39m(\u001b[38;5;28mself\u001b[39m, uspec):\n\u001b[1;32m    122\u001b[0m \u001b[38;5;250m    \u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m    123\u001b[0m \u001b[38;5;124;03m    spatial data from spectral coefficients\u001b[39;00m\n\u001b[1;32m    124\u001b[0m \u001b[38;5;124;03m    \"\"\"\u001b[39;00m\n\u001b[0;32m--> 125\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43misht\u001b[49m\u001b[43m(\u001b[49m\u001b[43muspec\u001b[49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m/pscratch/sd/m/mansisak/operator_aliasing/env/lib/python3.10/site-packages/torch/nn/modules/module.py:1751\u001b[0m, in \u001b[0;36mModule._wrapped_call_impl\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m   1749\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_compiled_call_impl(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)  \u001b[38;5;66;03m# type: ignore[misc]\u001b[39;00m\n\u001b[1;32m   1750\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m-> 1751\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_call_impl\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m/pscratch/sd/m/mansisak/operator_aliasing/env/lib/python3.10/site-packages/torch/nn/modules/module.py:1762\u001b[0m, in \u001b[0;36mModule._call_impl\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m   1757\u001b[0m \u001b[38;5;66;03m# If we don't have any hooks, we want to skip the rest of the logic in\u001b[39;00m\n\u001b[1;32m   1758\u001b[0m \u001b[38;5;66;03m# this function, and just call forward.\u001b[39;00m\n\u001b[1;32m   1759\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m (\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_backward_hooks \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_backward_pre_hooks \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_forward_hooks \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_forward_pre_hooks\n\u001b[1;32m   1760\u001b[0m         \u001b[38;5;129;01mor\u001b[39;00m _global_backward_pre_hooks \u001b[38;5;129;01mor\u001b[39;00m _global_backward_hooks\n\u001b[1;32m   1761\u001b[0m         \u001b[38;5;129;01mor\u001b[39;00m _global_forward_hooks \u001b[38;5;129;01mor\u001b[39;00m _global_forward_pre_hooks):\n\u001b[0;32m-> 1762\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mforward_call\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   1764\u001b[0m result \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m   1765\u001b[0m called_always_called_hooks \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mset\u001b[39m()\n",
-      "File \u001b[0;32m/pscratch/sd/m/mansisak/operator_aliasing/env/lib/python3.10/site-packages/torch_harmonics/sht.py:196\u001b[0m, in \u001b[0;36mInverseRealSHT.forward\u001b[0;34m(self, x)\u001b[0m\n\u001b[1;32m    193\u001b[0m \u001b[38;5;66;03m# Evaluate associated Legendre functions on the output nodes\u001b[39;00m\n\u001b[1;32m    194\u001b[0m x \u001b[38;5;241m=\u001b[39m torch\u001b[38;5;241m.\u001b[39mview_as_real(x)\n\u001b[0;32m--> 196\u001b[0m rl \u001b[38;5;241m=\u001b[39m \u001b[43mtorch\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43meinsum\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43m...lm, mlk->...km\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mx\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mpct\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mto\u001b[49m\u001b[43m(\u001b[49m\u001b[43mx\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdtype\u001b[49m\u001b[43m)\u001b[49m\u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    197\u001b[0m im \u001b[38;5;241m=\u001b[39m torch\u001b[38;5;241m.\u001b[39meinsum(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m...lm, mlk->...km\u001b[39m\u001b[38;5;124m'\u001b[39m, x[\u001b[38;5;241m.\u001b[39m\u001b[38;5;241m.\u001b[39m\u001b[38;5;241m.\u001b[39m, \u001b[38;5;241m1\u001b[39m], \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mpct\u001b[38;5;241m.\u001b[39mto(x\u001b[38;5;241m.\u001b[39mdtype) )\n\u001b[1;32m    198\u001b[0m xs \u001b[38;5;241m=\u001b[39m torch\u001b[38;5;241m.\u001b[39mstack((rl, im), \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m1\u001b[39m)\n",
-      "File \u001b[0;32m/pscratch/sd/m/mansisak/operator_aliasing/env/lib/python3.10/site-packages/torch/functional.py:422\u001b[0m, in \u001b[0;36meinsum\u001b[0;34m(*args)\u001b[0m\n\u001b[1;32m    417\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m einsum(equation, \u001b[38;5;241m*\u001b[39m_operands)\n\u001b[1;32m    419\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(operands) \u001b[38;5;241m<\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;241m2\u001b[39m \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m opt_einsum\u001b[38;5;241m.\u001b[39menabled:\n\u001b[1;32m    420\u001b[0m     \u001b[38;5;66;03m# the path for contracting 0 or 1 time(s) is already optimized\u001b[39;00m\n\u001b[1;32m    421\u001b[0m     \u001b[38;5;66;03m# or the user has disabled using opt_einsum\u001b[39;00m\n\u001b[0;32m--> 422\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43m_VF\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43meinsum\u001b[49m\u001b[43m(\u001b[49m\u001b[43mequation\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43moperands\u001b[49m\u001b[43m)\u001b[49m  \u001b[38;5;66;03m# type: ignore[attr-defined]\u001b[39;00m\n\u001b[1;32m    424\u001b[0m path \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m    425\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m opt_einsum\u001b[38;5;241m.\u001b[39mis_available():\n",
-      "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
-     ]
-    }
-   ],
-   "source": [
-    "l2loss = LpLoss(d=2, p=2, reduction='sum')\n",
-    "\n",
-    "train_loss = l2loss\n",
-    "eval_losses={'l2': l2loss} #'h1': h1loss,\n",
-    "\n",
-    "trainer = Trainer(model=model, n_epochs=20,\n",
-    "                  device=device,\n",
-    "                  wandb_log=False,\n",
-    "                  eval_interval=3,\n",
-    "                  use_distributed=False,\n",
-    "                  verbose=True)\n",
-    "\n",
-    "trainer.train(train_loader=train_loader,\n",
-    "              test_loaders=test_loaders,\n",
-    "              optimizer=optimizer,\n",
-    "              scheduler=scheduler,\n",
-    "              regularizer=False,\n",
-    "              training_loss=train_loss,\n",
-    "              eval_losses=eval_losses)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 19,
-   "id": "7c1f499c-85b1-4733-b1c4-37caf561194e",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "torch.Size([10, 3, 32, 64])\n"
-     ]
-    }
-   ],
-   "source": [
-    "for _idx, batch in enumerate(test_loaders[(32, 64)]):\n",
-    "    print(batch['y'].shape)\n",
-    "    break"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 16,
-   "id": "24e4d6f4-4224-4f2a-9610-19401603f830",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "{(32, 64): <torch.utils.data.dataloader.DataLoader at 0x7f301daf6650>,\n",
-       " (64, 128): <torch.utils.data.dataloader.DataLoader at 0x7f301daf6200>}"
-      ]
-     },
-     "execution_count": 16,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "test_loaders"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "39bfcc4f-680f-4afd-98e0-fa30ef2bc87e",
-   "metadata": {},
-   "source": [
-    "# Navier Stokes Training\n",
-    "\n",
-    "https://github.com/neuraloperator/neuraloperator/blob/main/scripts/train_navier_stokes.py"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 25,
-   "id": "5941878a-aa45-4dc3-ac81-6e9acdd59056",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Loading test db for resolution 128 with 32 samples \n"
-     ]
-    }
-   ],
-   "source": [
-    "from neuralop.data.datasets.navier_stokes import load_navier_stokes_pt\n",
-    "from neuralop.utils import get_project_root\n",
-    "root_dir = get_project_root() / 'neuralop/data/datasets/data'\n",
-    "# Loading the Navier-Stokes dataset in 128x128 resolution\n",
-    "train_loader, test_loaders, data_processor = load_navier_stokes_pt(\n",
-    "    data_root=root_dir,\n",
-    "    train_resolution=128,#config.data.train_resolution,\n",
-    "    n_train=100,\n",
-    "    batch_size=16,\n",
-    "    test_resolutions=[128],\n",
-    "    n_tests=[32],\n",
-    "    test_batch_sizes=[16],\n",
-    "    #encode_input=config.data.encode_input,\n",
-    "    #encode_output=config.data.encode_output,\n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 28,
-   "id": "97afea91-eac4-466f-ae19-e0f7ac6bdd8a",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "torch.Size([16, 1, 128, 128])\n"
-     ]
-    }
-   ],
-   "source": [
-    "for _idx, batch in enumerate(test_loaders[128]):\n",
-    "    print(batch['x'].shape)\n",
-    "    \n",
-    "    break"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 42,
-   "id": "892ba62a-5f99-4557-9e22-e999aa400b09",
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "0\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "1\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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Vhklre0cqTTFBc+y+6hDMfBaAsnZ9+rsQtu/J3/o6yisplAVwAep8uWZ/Rd9kmcSkqshwa3GJDky5pnsGXgRSPJcKpOpbVvfxvqZV3Xdp32mCDZuaDz9VIjftolR87fQJCu+GGlWWnVOYSl+9oSYxFLN6JFWC7VQR2NqTQnDRmaq/R3V1nwjG1ASsIUoqvosBk0yMqQlMF7lAUetdtjl42ikj4PUpS5tPNgEAXN4CkEppJfqVJjtTp6YSSi716bSfXZ78p6Qn5CAEkkNfJl9/t3B7T1J1dZFfml/yXVn/QIvDtSBxNYw6J/tqnHtUJmn7abmLeOzfdtkhSE6GNMRRr1K9T26cTJ1TYrm/Ggf/8wEjUJKCtMqzdVH5lrvmq12UNuzX/NGllefV4lCYXbFOnc0Dlww9QByMxeefQspaUwrWkh0hBq2p58CAtUpV2uMu0pMZIcUasMVZj6TiPVF5gkiErUDFcTzdktCKBgRDs6odkfF7HZ5q3BjT3ENhdacaKsEwUgmJXZMsGg2wuNEmULiUNAEZGJ6BQjHcilAxcJHpR16ZetBKbOpCFbV9VKEGDNIsRluSgYcxT/dewfFGg9SDTFzGzAbxrgGA5CLg74qzfB4RvocL7xPLMmSQYq6NjSOOx+UsEwtPSx8sFHaueTGiYM6KpRPitqo+97tU8yzf7kBeTsJbfQ6SHakvvbxRn6gb/P1IaUrT2ii4dv/0zjodStUYkF0DKU3IJD9hpcjSxp2laAATBi4x0RuGHMnaK7IZd7udSpAl6OllFolaCO3lDYLI41APaTPYRLqrWo+PEjuo8vx3O8cA8Nl5HWiMaKe6D6zl0Awb0DSoSMMJkFrPJaYAtPTDrAFXCSrBj1izY08SfRPBaLFIi0CQPp0zukLTGlBEcXHgGW5EMUWAaRZ7UydklEXfMOUkrlobha8ycJkXTPgZgQ5YJo0ZAF5lmOSnkpKZ8vwd17vG2xsNUrYmNZ1LdU4CyOdmpr0DrydccIRPxeYJyiAV73hi8aJuX586ThpWSzzpss5WxymSqoG0+uMBrHv/PUByqHsPSIJyiCv78F6Nrr6M8q3ApFQ39bpPNxWLzYShApyODQkRt4pw1taNyTj/MIApVHhOoh2ingEf0SfO1Kijny5t+HED0uqqRtafJAwhJPIhtWAe3LLBlaOroBnyZJ9INT8zZ80QYqM6Xxm77ZmHPK/ATOERpGLTbhgbXDLtftRRmaCTis+/ZXVgHZFEZucEUAmYqPLtmdPe78GIUedYOM3AgL1BIMX+KPNUAQZw8X1UQ0ndR4B1cQB61Etbn0qTdiiuPgcep2L4WlSkF8Bp+b0l6r4hRQBssNfEluDUguj6zGqT/MYsb9zcjThcnqcmFgPfwXQ5JxEN2DsIeyYc0cQWVqcoRI1Ix/4Kpiqs5ttxs2vyOwL+HDC6S5KiagTgRhvH8wD8bDGkLj4hTSXbLoigeL+Xld/NIrQor7w+Sa7UkJVwee+Xrrh0u51kp/mfpHG/cyaM1HeR6Fr6AK5U4DkgxTFJoDGXX/qcZWbP0koZIfvhVOMAmmPSASW+K7VdSVItDuow4LDICzLPBhMlERXYWFqocAI2ZDqbVpf1Ue8en6uhSbTl4NHhE1dc9Q8NadGO22vlR6we1v5MzXYAVE1rZVLc9COaIobb/DktmQqyBDzO6SG1z+0p90aD1ItxxcO4Bnk6lQ7A4UBfmH8ij61UILtxpARqR5BKfazQhIMmYD2t7ttz8U0lZvoUGxgOVPwLr3sNGOfON3Wueuox/KTOx/DnSVPBZNSUrvKyyrKulKDTudVPglbx07lDqolF5Vq8B+RJ5iSVKBJ1P5eiNFVbmUKuA4QF32ogIUBZZZYuDCnynbic8DeNfzh+l0y5/nraE/BxGYgjpKqrfBlUuD2HRL2c5CU4Ecgl4UM2Ms8ZHu9jmT9PS1KlTmNwSYnI/QDaPqXDZl6QdsPrygYUcUhsqPZWg4qBZdMuzWkGwKQZnnaU65azNI+SSBpNROoxf2RguvR6hUJ0+LqcnVQTNoYhHT367/Q3KnTdBwQXHXiQMJYYeGySlBtlTMWjxhmBcX2L4OJaD3kb1H0Pw3Z3syrkKcBiQmjvbk3220R4dUzIDn7zHAAo3rfTJ0gtkWtYFH8pCUKN0jmWshSLdgm1WLSD3lzJP6/PIc4xcB9+2p4co/ok/CtIxa54ULidxDxy0TiPbVHYNhBviwBxkU3fE4DK+kzt0MrrUtLaM4ZRUoYp8aV/kNsIDtZ9TzDS3of3SNfBte4YtCrP/ttkzrxyXKZeRq0PPDTKtnLQssuOGYJlvAE4zokT6Wi11ttJTKGGa5tyKe3h7w2MJmk/KG0CNVYDJhiRqXmtM6HPaRzHUdU1eudG53jc0Vo42rmASSG5BCAK15gIcpO1xxEdEDEpaWZfuRWfmBQ2VXCR4aBj6rurunpX7cBaO1xJU7WHoWYwo4Lhxyup0Px9G9R9wfnEgiFPgnWCZBjNsGMXr+6MMO8BgwdWs+BpxK8mkM3rmHw8gDn9Ajj6oUyJA+cIbMXo70MVY00QovquDuHfAO2St7RvisCvqojkFpd2WwmXugohas4nCsYEKvgNpiNUgFHGMDCoRpMAh8hT932YZaU+qwo+NVoi5yrfTcD5CG7HAjztDtBynAMu6jwJgTweY5itUaKhPaaK3jSs3c2ZLTC5tMMWdR2YusRUkhSp+GBHBx0kKXSpqoDF8r/Q2rFgpoovTOPL+KEALNX5DoA77cSuN7c93ObjGYfhI4/EW6G2FwnLSsmyi1KaOV/sDNgJ37upodgDFIvqD5IbtGP8T7C6byJh1dO+V5X+RoPUi8ts6r5wx701J350VciZO5MIjvF4UHSu/LiHQw8TsX4LmJjz2qr7gASjdsxRg0XN+sWVHsARoLKuNDlzY3GrQ+a8AdBen127rO3VUtUqO3P9cSspS1IKO6U5byydcHVgXLpXEpaK6eAHWPq51edBUI4N1PpiidBBkCUZh9vXgFrPMVBt46C1rYd5HOS7kLBOCroDmjMGqpWDVX97GEzpgMAG6FZ3XfI5SkwdYLSdtccAcyGQig28AV4MZJ15ZAazgxjfD1UGEhMssR2MIXJurcze2i5ER2hW7xhHg04fbw4YquKAWlJVXPMBAabWobMz4tuQcPgJA6RphhA+H+NopYtecEmpSnHJ8/9GzlU7nd3Ug1fxq0HG440RU+6NBqkHCXUf+qSSEmWBReXBfizqjzsm/4HLPovHRHoh2KsKAxS2gsFugB7K4y6M2rJu7mOJJKTOvSuurzjV4v529alyBOE+SoO7ycRptH4IC0UwQ0EbAwWpTgiLpLghVgV+1M6EzlKGlJ4/7mbznJ/ocAbj8/dVCYWtTeUkTzBUvK6LMp4rQR3GOJVeKVK2OcU7y2tXk9O2IgDTiHIyf3aGDgVM9vG6NymIdQ/fq/guTXpawAgdmHZWd7HHqsZ4AU+sSXF8lsxYmuJWzblCM3bf5j3tyHvnhktJClfBiY2/3AQvE6qhDrd9UdY/E6IDU5TG88xcB43iCUktVtRhhmp4al4hJDPmpG/mFUD8UFt9G9R9sSfBODTNyWZulSrcL4K8i4mJN3Q5Xv6G2xDpQ5Qk2jzImRM6IeQ0qRswEAhsc9NIm0l/EP5oHsXZht2qDwMmcY6k2ov9L2fA0zg+lgw3cbNGEpw+MxGSfRS3jIZUkhMjLweA78Wg/L3e4irR6No8cPdV3TM+5R65HfgK6dzluGfRAMkeaURqxVnz5tSeVZZF5Zzje8fopJquA8DeSg8OKA4SLCUtKr51HxKr/kIKApDGEhAHHSpL1J3BYWR4SW5RRo6PZN6IhbyD0d02Z/ve/e1tcEbWS32OAdACOXiMJp2JuqGV18WZ2toHOJMJk9zkWzcBx7q3AnYyu8RsHXkUEwaB4R3ujQap9y+PeHEZR4s19K57Wt23qpdej9tLHkG8j+BVkyC+X6WTY8mSaEsQDwZgTyf3pAA7JV8HlfI3/T+Q/g6uKyD1OvMELuhZGoiKVOqKo7HEFeJWfKXik3nJ88Lim2saUyDFJ7cxWrKj/n6i06tPXhUsuE/uMJDouae1YJTh6bzqu5SMeKwTKEWPhPVVlvWkTZ63j85LI1zjcwbuqMo7np0XMjJLT3ljLkoDsJOkLI3ZDR0ovQtKemNwCs9oLVZ1YK1Igtcyd/O9cC88j9o0xvHwbeURxlJ5XBVc6SgmPakMhBgUUhYEaQHoeFabhgWIU9VjT2IcszR02OZgCF7ikv6L1Mnr17nMXwjGeHlXnd9okHqQq5lBynFSslMhABLqSlcRdT9P6NfjnjLHbpw/Ku5OTbijplG3VmshsZKkpx2BO8tz3YCYIHWj3EniMk5xtjXJNwWIulAf5gGVbgItDj4CUy1cNe7LsYverrE2B9rnEZIUfP8IWdjcCxXSfj/6wAjG4tnfHUzdz9IH7lXxNQmKyndQiz+7tGjMTJVsw4h5ZB5jq/rusgAQpKvY4uy8AKydJHXJ37nEsTwvsPEOhAHEsWVPVd1Ur3Wut7lCLfpcZofn2lMAFyNMAVeRu+k5JOAqz02MSwrDoMHWsUIiUr9RWRCnqgN+FiDNeIkSBT31mLE/U4Zt7J2ep50X+Fap+wDrwr2cYB0VwMSTT6gjY7KWWii4zTN378QtTrF/vQOgcynlRtpUEh76KfWjBteuFpHnOtEOJrQkEbV4C3ABIAmMJKkzkGqlqR3zfLGb1bWkrJCKZl4vELeGjgQmUWBIP7sw5M1ok9OzIJ5LQTb1eE4SO5XoWcxXgoxFWq05w/Pg/lLsSnWW6ZFo07gGjT0aY02tt2GWMk5KW7P54/0D+WPtie922q1JAWiS0a7crT6CpUWP7VEAE/PnTrfMK5KDt/msjtdDebyLj9AaTd6mCHCrTbgqlVJWX/y8PiguXpCV0a8SWymvqBNIoh/ucW80SL0/rnhxeXzSQm/HWR64xRW8KM0dSdjtrzrjj84HEk/UqkHnmI7xD+kH90Kvc4IJiDiv31lY34lfpIqJwwpKu8VrBqqx6PyDCI3TFjU3IXVaMvkvcVozBI8zzhvztSjVPCPsCoUMUweKDGCWVZOKWzEt5uhp4fCanMY/2z48ujRWEX2yGLz5dR1trE04KxfvoQmmbGqfE8eU73H7sq9Sk/0yI9bHUrO0I9BhSSqA7IGkpAcCqQi39K7pj7F3BlLxnOWO+fikmrVaaw/LRwb1XsdMYZ10YWmERHlSJABI0BkuKRk5UDJH9zUoAIj1fRg7yAxMjCu+en76rsSr+LFIEpZ+ls5DHpdkxyiFGj6s/94K675Vkjrr/JCUeJJaOCmoZJnAUsC1l86Oi++W/vPrcdxHFand45K12acNwE4+6O/7+pENZl4DSJXLAj5dFUPqF5SKrVlPsZ8IwpmbMKABBNfG6QUnJnTy+cQlJeS6hG1Gmf0oGFnr758nYRG8WsfddJLqk/u/uM9pEhgKw55xOpSJctL2F1zyLRbiZtLbIJYAnMluY0mkxn/bm7SuQy1rUrF3Ku5lamq9BKlZQEbMktGNq/nJTJwlJTaECMC6x0XM18fywMsAYnp6W55+oCU/ASxH9X6Jt0LPcfJE0LnkjZKJQVqu1uZgQRxUxqWK8cWakOngdo97o0HqQa54IVfasV8uuVl0oFEJblH6SQyQvj4FJLfdDSoYoHTpDMmQHYCdOZ4crz66jSAzseUy7DbRrqq94mpLNcdEg6UktrDi/SKnGyODgNwAqZCehsNeWABFPQTIBVv7QOwiN6nFdcXARYsjNu6xq5PQ+vP1O+a+9++fkXMV99lDIwAoiFUbq3ocozcT2jihCG0ML5F4bCfhJyl+LOMvGKFcQ+J1IxpLBkC2ofZC0tODXH19iSQpYpaaJIU6SDaYqihfA9ObTcMtUSfw32i6Bhb7bSbF4JRU97pHrEOHM2mSIQ5mpCIPfIqjlJIGKowRREj5Wt/D2nO6/+q1MCh7S0DqE5eXeP8i2wlXww5tpMzs6kXdx2BF37J0lTfcLnHb90KDM7+1b+53rz4Yz1V/4e/qlwPXSkATJzqvUlU7iDM51bCwWhavGbiIUJw5VvE9xm2iyjeI+sTwawUUVwxVu1oAdk4hAFzUD2kR+FqVTayQtq5AUf+Pya2pNxXSHd8nB9pYc1IthREIen8XM4ViyOpFe3+rDdZN8bsSHi1Ru9tJUHwWXm6ylRpvAVZd8ln9/RTyi1wTwF6Ma47RB1zJ2s/TwPRTy4/WfQxKAqYqayuUVLDSC1aJ7douaAXQwZCBqDF+CeIfh6v+CbWfotSEQuNuOw58zdeYfMnT0hV2pt/hckWEGlCAt8O6z65hZou9cE39Qa8GgVAbXEs4NvFin05cM5CisDM9sZ8g0wtu+mRNaC3vR3eRyn44s+QElMqPCWdJVjSBFqmqA9ayeB3qFzpwk0HqqcVSIdWBqRLUj28q9dkISUmnA5UaUIHBMLhBT3fpgiIvH8/Ul+V3+/I5zpnadVPwrfWnyGxPKHEHSD/Buz9Zjy5ByS7Mpdu6MJDGVfg3BhJsYh4MVQCTqfDouoxkso6gx5LUoDI+ZeQTVm+dRiCJfdS0TunffA9ul64ePbYfwNTpdblkeOJBQ5Y6yoL77lbTOAUXJAPQWSWVKrXVL2E4D/l9yr3hIHXFi/HY1pnKyXYO8tXjsU4F9ZOyl3Wr4A5Cagpx1cJ4gBZgTe+OOI7Ek8/yMXHgMu9h7OMgoKxaqFyOUtICMI1Q9AkfHOpDW6Suc83KVJjM0U+c8cClThWwus9Oa75KrFoNuzUUkuXTIHzUM2krESm5GmPRjh6ckCd7rPE92uLcTmfJiBiA57pb0HpLam/aBfCYFGKu/Ff3jBPXJYjsmiP3bzfJLiapjAD2YNTGG2aOobxUEN0fJujmv1L4NdN7AFv9XROkeLzvVHysug0VFxBGBOJgJElbphRtEGdQmdTbWXgxplcV38o4binbBtCObq1NA9MWZ+3ByHfNYT9ZLkA7B3Rkmtam07dOXFG2tBMTV3kLDCfeH4/4hPildjcmZn+WtsaUHafVoSnGq+QGNEVtElVIbjTNNRJFM5kOEITyQPB8Yr0kwrcgG/FfqWkaMWJn0lKfCCtxYMunZgXFKhcnGrww/eAql+B4I/2u+ntC3Sd0HQCGg5b4k+1tj7ukrlBcSb1qi73aAKstikvp2fn31OCAAYnULeJgJfTurBdylAkaIJXU+qS8ckjxeV+0HEuFR+N9tXL9qCq+yA2LBJX1FTQpezf2UvXnYQE2L9zowdahrrm36YVc0wjigdahHuSaTFNa/eU4rL1RCVhMssXLTS2yMq5BQ64Yi18W9X8xs+IGCStrut0QvMBIajk83q3+ptF3YgRW5cfClOzSD+bvzIW2IzRbw8FIRUp1D9vkqyp4O27mzQEWnf60U98cCgQYaQJHiqUhJYkAagvztWLjC6MyXP0UcZDH4UukCV00fZJcvFYIDdiTMj/JM93pmLAeXzUT8+Bsu1RSXDCbno9VpSJI4Fr3oVw2U6XqCfhhfE2laqF++EqAEEpqGoBZ8vmz6JHLX9V9EX4kFcc4/MvtyKW+RTSOhFxP/B+fYw565aa7exUA3CbTcqxxxzx9RT3suVvGXln00bXuPPbQr3YPIOK4F5Kk+PSJtP7zb9ZqELx429kAK+kJNjp9fWb4qFXxsyLXESb+ctvSuh9zS3nud4212rojI3xrdNzKSdsRSkp7qYbTPnU0nCKHtj5zbzRIvZBHvJBb5OHoGmcTHKR0cb2s/swCJSUpP3vKuH2thUJP2ySp4l7K3JIIQ6DZhnsxx6qXtW5PC/j3xOLUkhgQN8trBAw2tajNqhWWqq4JQse1AMUQkAl6lZWlgwnNU5n9+DG7XTgYCLE9UxpnrIlC1UzR4xzHWLcI6crWr8isOBkKTZRqm51v8wzn7RkShuylp4hzK+m2DyrLEePlufDROWWgxtTTX0a+S7h08O857eKQBAUeZ1jGW0lVwwElpKoXck2JKKSqVd33IlV8M63+LkLXuoNUf6BrO0jdxyC1kvYYp6x5mUQ7JE4HF8FVaf57/xWYBQFfW7ZL6imBNq3H0/2/9jWXOVPnJY/KaetWZmxX3ihzhjr9jN1WirDom269a0z/o7wFktSL8Yj3x32Tjp36P3Xidqjt/BQD7+gpYsd/+KALNdRUwaOLrBPDb7Gk2y+xmFKjLAMncVE7SIlv2/C4k8DE2ya2C7aDuwhGLFLPJBKssmsqPrKqYtXKQ4aT6S9ZVR1PiF5VKDVZZg5sQHCBeD9E3SdMxRd9+OBgBYgvxJohjRloGNG4jAmoYExJ8CopzYh/mtbmrvnn41SbtBsw6nU/uhgrbX9VcOLB2DzT8Uny6b/LqnGvyns1FZ+Ps1yHI4mbLff8uKIVjF4M22oS6rsELDKQeG882pjEcX0qxvfDjnHCUQI7PxtvVfHVmL3AbkxqV1s4zbBxWGurCXBnbbi0WwetJ7utlZHN4SmKM84FWLfcnn4QgEuNadZosaVjWOZauwWgvwVrUjH4XsmF9OREKqxS8mVysxMidbSOGUYMjNS9avqhcR6W5FlY1nm8F+EJfigASY/B9/DRryAA2HeNMC+qGJDKBUVomqTVJnhdnx0H07aJ5pMw9O4K5OnlAGzNTknSU56oAt54fDCSiIktWu3O9UiBxPm7IB5Z5eD77m24NeBeWWXvOlDddwPvvek+T85+buqR9E7FR54A7wZmLHEtfSl9bLG0xb/SnmfShlL9aQOoVPGxOhq1PnUGUtPfTYFfCBjm2pq/OcZRCxE8poxG3FaptbnyzDFwS4m4amWeSrlYo5Ald2XdS9eQMmsP6dnW6QzQ7z2o+I0GqffkivfuMo+qycCqJeY4LpioI+aPi6Cp4kOciFCNH5zTFYBqrKnU0mdxQUEhafiFhOUcz0Sd/h2ZrGVmJ8uwO4BNqrOOrnNpzLXhADy8h+VCkhRvjGwSlktSpkY5SlJcRoWgLmQzTtSk2KufWGRHsETLXWQmiIeKz1R+zkKI5JpVECZr/iBmyPUDoXJEQ2kSkPsIeoDiU44ZjZAEw6IUULMEEyZqdKrJqwhSWlLq3S6YAjnhoOU45jrg6IYx6JJUA4wYP1LHH8W4epGGEyU9heov1IBsxRdj7wWuiP1PrO7r47eYKzZBj1k7NvWPeaqw8XWVkdemB58j3qfT/XFl+yTpSUAb0ql/1nlBuJ7PdwhSG0CqfFa6FxLfmQvaFoMptuYVI9hpRpQ3xnqs9adZOq3ZP+JtUPfJFe/dMf9iogDY6GNhg4o37Qqp+AKkIHj05da6/Eswqgst/cgjDDHiaJ6iSq1sPFhsMBdIVnmjFl3CEqcQDIIhvZko0gf/WbuU1VWVJDnWtIKitSesqr9YL7iama9MvMAEW1B1qae7nChqV8BfMewsPgngFqgP6Kmk7gPwqHGNNav4unVfLGQHYZyKXIezW0vVwSKAItr+aWQ447hPY/tEz6RdPZyWHZm/+8Ei5p3ZkLMxGCW9q4QFOptPmvQjO38HsDK+qfMc+9pTbcq9hOqY1X0+rl7ItQMWVsCK0ycU7+GxgVdJTbyZt6SnPC8Q1ZcDu3HqN9qiQGiKmVzH8ubV+3b4OIyz60RGzlTVktYLuDoDx21YfXHPAGB6UT2SdAnMHEv6bySHui2Ky2CSY4En/R5orToTKlUOEbx8Gwwndp16nIuagxHwNSEnRtl5cPNln9AKO5R0qoUnV4QQ6XkokDlzAFailh6kp16y5W8hJkeAWgDOiW1x267OypKxRNA5oWNJKpzfN65pATM+Qim40mijJp0x+FF+7OK6AEnQQFnsZTkK8C1d4uaSlq9AqCYdYL+xV6C5VeC74Y4joRAo2B0JfIL34iur/nY9+lFcNlr517Y+ZL8hYsy0JIhpqnG76ngxrtj81diqtVUOK+kNFK/owrF8Ne5b09EYq5UnB5mFBiAIewuPgVfk/rTtNu34tOv0gj5uv41Bv8tZuY+S2Zq69vZyJqwOWmrJ3V2CNxqkHnDFwzL/Vm4uwzzexTmeULM0qcrXkgZGLvpdwefF+UV7KD8AxOnAAyZZBXccygNtg5O4ieA0tPZd2aVg4WfRXbBVY6tPE1EErwbw5Ks2GHcMdib8Td8fBAB1H09aYeFKBII2WsYGzDQFKa66VYFUIVcBkKegmwp2qKRlEDzv6e3R0w1QrMNsQ/UXPR2SVO2lKi74VdyRIbgRl3gW5jdM7UgctQ+XdjQNjYXTUmxe9wOVn3ZCabH6xjyLWkdux89T7/07vmiwpKcykHgYE+/JIwRmLPGemNruPbnihTw26SlVfGzdt6j7IjzGLxtIND8Dk1Qd4lqJbEtn0mbSEN8aoRbbrl0fUB+ftsY9/NRxu04GODei4LalDsnxu+8pHxe7MaysqaH9nydAtfS2l68Y+IEag/ztbuxnXcTZL9obFib8D2+Dus902NWozA2duhA6qKMA5OV6ijKRnBguDLmJaXD6fjbViG99kAShFlcd+a4ATF6HUha7uwg+NQDLzUHoHQ+4TXUMGKUmG4SliyJ0lzuYaib8cUX3aOekaV+HasAU+1NmWlsZwbBWH5u+sds/qZ5i7XIRawNjACYuEEBHEpZYc6ry+q8GIJEJegCuc9TT48Dz+CjOhOZ7LyQkNooE3TgRA1LgO0Oain48Td8h7sDFyHHM3JwamkDH0uiZWm8l6nz9RjILbsVX0oz9PoyyCA3AekFqPVtvfoSI4oU84r1U6z3aWtUGpB5g374gZulhMTGPcgQwFSNG4z793UXTDSK8E3FyiR+jKupHdMWc8+svZNp6NUyyCEWXJrgLzjpnT8/6euVKz6K8CVC8zEH+nuJuHhRzHPMS8D2MTtf0ZFxWLgzMFfetuE+qD6Qurj/teGCU9Z2lKzgM2FhQRg1m7poVHI9lWLmWKn2TqmggAWFQQZzLMh66WqjXzimX1dCrq1hE7xMnGz9Ba3uWXhtqO+bNWA23ASpIj+/t3VvKCWE0hLSWaXGtv3a9QDKtRDI+BrYl2zhFWzrqjVntmyNMScrpw45xykFaXWW7+D3T036TQ0EOZX4lJ71t2X8wkKC6pBo2GIcmVZEKTuicPo5H/sH+jepPljhNddc0AQrcAKTd36E5qDl7GjGKYoZFfGltAj3Ov5V47/IrIKv8n3ay/J67XS9HvpyzHkJLOjqfQYrdyL2XNXzDQaor1GJQ3ut4Yc9OzPbGD+nJh5xAnIM3KckIWx1FPxBH9TjB1Chf52bWxcprSE0KU/E5Z/Y4R8bZSVTUAEbI/DE4VcDvyUFMkpmFCdWESFnLrW3Kk5uzsi+r3UNSiSsVYgNlmfiS2i0J2xEgZ3BqsF3ooeZkQwdL2/tBfBcanT5hf7HIuyE+bU2NOsc6G6IrtKxjxdvBQcPoDSGNENOivsETbqIsSOkoNhZPWlsDqltFCheanwiA5D/F+igDGLVxZ4zYfyRGq8qOJaOykGTCbBUQ+h4JGPVdSi8h0TSjiImHUYYQL+TEj8ey7kPtk7qwVMX7pNLKdNZYBRtLhCTVVePdOnYZAz4QpvdH7MtfQW8kg4W2nSLOuAtAi5MZbmp+Wln2eyvXMoZmp9jJ85Sfs7E36h1SXJxX2tiyYKrlqC5d6/lUvcO98SDFBDUnzp0u9jkZIJBfNIlS7eXxG17VLNAEMUCPRDHKlvmgBgDLIjPWn1LF5ydY6EiAqnWrjTiuTBys/FMDqEcOJaJoKZmZamLP+TAh2rY3+WtvyXEPSo9zLunGZLf2jn4gYhjctirigKqWNhYOWnr+IVUZUdXWbwjLS4EB1akRhU8+Mk4Rt+J02mwTNtQaPp4GJPfWgJN28crxrYBnyXud1tnfIQE2U2aPxeLZ2tabwNsqvmJGIslVrcfxE5iWdagwMY/xEiq+B6lNtt3f157SHB2uEgQSmGLdk9dJWTXdx0gwVsFshbl5n787p9EAGmS6mNUYYzl+nTGZjlB8DYZ6HIhvXL9T3fwUQCF6Re+JV2k2+rSOfVYBKOrEnmC0gGbNPILexN5RBL3pTG+E3ePeaJC6x511VRdIeFazuE7cq9QC+xmx7ekXt4T2K12i8r/pcWLNKgAq9k9xWr2Cki9qEgWXgxQbdlwVkZ3WJnww5gF0BUwXD6l0Lv+snXrrVx71W3W53c5H9zRXej8bc5xGYW1XQIWcjOIERwgldqq/QiyN7qqibyrLQZFa/hvtc8r6v4JjFV8gMI792QGrGKYg/lHOYCaCYcg9UsxkSF+zWt8LnRYh6HFb+sGUHGZYlZfr0RnL+0g792elFWtTitqg0qVbk6btnVKcpqq9waTU2D0OlN3cLjZj9656NePpZsg4H6RU8hjX8avZAr18GhMky16A9Rz3qwqkmNO4pyGEhkqZeIlPAgCuTio9soXHonscJhtZGZDE0T4lHV2blORqPtiFYNcZKr6LWRGmJIV8rkG044KjLFauIV2yGlBcISl6tw2FJFVNsQsD65oBH2rLGsJOeu3tuZoQ39dzpRITAqdQ4d3LF74Gp8WJ7qRX9X7Pk4ti6IhfSQA2TEYrf6pLHORS/RjMT3Lp5nJNTWo8rwSS18aKkdhD8VlvcNqrii/CmiTsGbJaz9qiJBU2/Q5gehEnki/qvhduxZcqPvb7d++FUYRc8cIPJOJzI8tIh1V8fh4fQqrz8vmfSeidwXoK67nPE/RUCIQlDQqGmPQP0IZfrXHBaQdbrJ0DTPqU6ubsfUWqDSMO6hSd+kMyxaUGDKlJ6lutNFY3Hahs6cFtTv2EHpuvZhTCNDFSiru1rrSFIuDs9n0I5X5VgRTAA+q2WXBnXr3jU38sFE6c0sJ77PjsHDSKdnpE/jo4BWjZ2YBiYBWgNmsQXZlo7uqhfvOsqm+YU7NuozMNB6TUDykhlXifVw8EkRQhjn/lGNcpsJSHQHMvv+37IgCRxcXgA/f84MfhuIc7ceA4iPIIld1VHnBCEBxk9V3nrFMtEt8nSIOYjJaVg5LmHj9hP5Q+JP8dNU5JglR8BaJkdEBxGIBYMoHUhZcGWHE0Vp3Ld1nUfXFGpFnrLmf0YbkfCuspE8HMzDTCiPMjVxVfraceVXzPAinvowCq4VJSzAgetwNlYpBSEzGbMeJK8ukDbmUsaMQsvXgEmwKokLrp3QlAHRmZGNM2ppLh8kFr/IrQWm0wNmbDyGM46jck2Li3AKSSTDohaE70+MHNtI6chC6/keceMJjzXjkZFFDFgHApiaWlifU9DSbd5YmS7MjoA+Jcko+tMBdVibQ184j1Nz5s99gu1T48vdD8MdmozqG/XlI95uHxQrVJoHzgCulbXf7Q4u9hrYcd63qMw2HLWWxsbCFIwGBCpCHmNPCKcavFmjfLjKWUBFp9Haz8/C8Q3Hwl/6Rbp0+2ZL1LyS9QEwuBJ8krfkPa6lJXSVe8t66p/rD+0ToTGUCk9C703NaocQRSqu79pHLfZB1WmDrUWlVYZa7McAe/GllHp2mwdQ9VY1aa503374BJljQijIHKwtJ4xH8P2g5FO/qpqFcwwMfNwWfujQapK+wird3eG9Ej93fmCgRIZE6DhQKQye9BIAM/zgj8HH+u1lOTmB71gsc5cFWz4nt0I4nHOcjSbzQQa5t6qaomgtfkH6OIAgYwZqgr1a8MdPWD2HK+if8DV1FcwuQ9wQteHhPvpwyoTkzRqj802yUnhdollBMDdgGhnQsd5+TtDq2PNlP0k6XLmITa0CXP6pcKi/4pzpDJkvd1WxM8MgGunWnpcLsHUBd3DADGQcKJOEiQMQZUahz6mpVtkhSPS0SNCFXJdUcOnskZE8uMKxS2Wcw8E7T6GlMHlQY8QKrugAAhlp5sHPKVLXzFxguXgh5Wtd6oTbsWPv34s+NRSHxhYar1TlV8+qSK7zlgVW0TxhJF2C/iKzVuSRsWfaEqU9i+oWLE7J84xYKBo8ZDAcR2bdpdjntlmlVaGwXyNodknD2nSWnzvCmjGS1JCf0o3W4sZaF1EFQfH6Htud6qCLk3GqSC4MRNravLM821GnqbDg2Wzrl3URkJWqDuWOPTAHEDiA5aZXp+1YE5a90qgOk6RxLO6yzSdehTJ3QxWTBnEifeIzTJPDkvY/Qyxfl1LEnpMln4PqwkpS6xhb++R3JRI/ILKyDsuacA/iofhROAHfolLSN3748joqYPykgFIcGh+hj0m9yrpBYtzkdUNlpJwxpta1YMJgMwDlLFJWB7FuXldKlS7tR3oYcNNEyJTbPPV5XgOjsk09x0RtRc+HcBrYNk0lV/bNDAlna5TuSbvuP6Fz6sOP1prWcqwL5hvK6PKTAqVmmn4gsGaQUnBqlXcUGs+RzIZFwEbpHqXUfjv9aIvUdoTRwZn/oDHThuuSYpMZNNtKv8KyPWpSwB3VBA0ySGnxUwbpCQZGJsvgSDYzXNE9G9H96KNakrxA8jLT6mcZzh9wbj96trBFqX59bJ0rjxVeqaYICKfVDFydTeqFUS4xMnSnpar/leXT/8UXK8B+ErM/Yi+gE1MVjtnEJLwU4fF8RJD3aEEJB3w4TEGIYWkDLNx3BCxXvqB64oFVkdgMt1KGlsep+qil8dP6pNuV3X8Og3kohyIgbwac2rGBnc/w2gGmCRJJXgfCQqHZK8zmnSblJnWzBntSBYpaPtu6YC5LyFlES5JoajSpDApuoaIFr/Pu0CnKIoRYSYNUjDicViL9ak2rYF1HUZ3XS8TiwJyYiBrqSjKpOlhyxDsSRPA9P6fB+Pv6QhjP0FVvVek+hX669j0MJqB9JSLq24DCatBhuw2f0in2PccVikEWM6QLgAa4LHohtO+HhrY0Ijvvebg9c81G7v3miQesQFL/WSkwPZMMijccLxwNlt+GUgyJPPg1BqJ4pXmJpuQvCoi3+G/2IWe+5/qWa99zgveOmqvZfz4gYTZd0X0lOAZZqg7/pTvJ7O1lyE90aZmiE4Wh2m6jNOx4bImBMXGcAExvBjhlTxqAMX2GCaMgBVr/OlrQ3klj6taxhskqqXAJ5TnZ+3U80m2MNUEaYIgrWhUntGG3qbx1+oAq8o9SCrWxncdid7GBZ0cEO8CyzSTgSSrCcw1CgLoM4+8okuorlOFye151eifrWDf6slBYkbxdQerxrTjSkLerG+P7zrwHePjUVJTzTHUONr0FhjFR9LQGYAQYYTmK7uCxXfI94jf4SvRhQPiyQFGmsWXmVN1d4NKWpb/wNDc6NtqF0HUZ0A0s4UeNNnBnUj3hDkGAzVn6XKQHaUkopZLoavM9lIWgYcJaqurs/qZ6mZAc76En0d2PiVx4xi6EBJ2lbCl2+Duu/qDd+BqQ/K7lx3qrtRae4wAEJiIiLXuPmVCIZffX1FQ3paVX1ERNv6U/2W5IMkolWTGvqhDZpeAWuLAoiptWGVzc5tcPu1Ak4YswyxBqWSXJP5B6ZO+y4NNGpNLk7qaEyBiptKB4e4tndNqJA2FdZ+yRyQNFoMw2jtrdRuTSrOd57ngT0t4gBIe2YA2w+Y4tcDbDK+MxHML8/su5I1BcU1h0qQ04YTtTyk80wN2DZexgQoaU2EjD5wxqsfHRtMJIMnKG6ZuWavQzuYWAKwNoYQLDmRMcUFZaV3kKQ8z1hnQv6iSVmIPsFRgsoxmE3MQKCFKHe6bHlnJGK0I9YdqTwKn6tS1nAstcSa5SplMXAUWJXAXTDt/hjHOReE0urzBGAJrztdPDHW2aBnqI+pXH5gIBM6eUNx8b6b2Wu33RsNUo8w7pqF0+EDjK95iHcASg1y4oKbD+7kir6AX6qmWqxvQMVSVwLQaMDEoLX+rSClGkTzRqmDMBZznFyVAAVS6CB19ZOZrxAznBA6BQN+5TNM33zFsAVhnbjKMEMMVYjYIbxDTNpKGqom3g8oHR/T+yQcrzmVRARcXZIywBop1ZrkdCFjigK3gzp1w0AcgC0n9PJL4HTfqQCaI43xITnozR+W57mGE+iVGjCA4twfUi2rBNvRHolpXjoWwaIWyeh1EtnUbZ4eS1JxGHFJWHxDbpibl4ovJS9W+QlZ/S2XFG4PhBXyL+1a9Xi9rvq1GBGmN2ZUEadPWKxiLe1ra0dOobrifows0AKOAMR/4HAtf4FcpcGuM8jBCEcdJLdf1Dz3VLxf5mJw8dZIUt+ZLzDmQ4FULNopD97aWFiD+rxxmtQE3og7TGWHUjOx6qlUUkbYH+clLfZezpEqvsd5SUu/6xyp7rtOktLmyAE05356BbEKQBCncCr+bk7oGK4OHMBUB2ib5OrWfyqShg1D1KwC3TJSpmLgYqomaxwMDIjfme22QnZOlyqAB/glGg6QzNVy+3dXa0qlXlUIHlEg9FIfUrX34XzAS72YhaSObPdHB66XrAJk5oAsKOcskIo9aqbqG5izGIQC/TvInAQzQDxvbGIUn9Q+mfPm11Uaif6L/tA4askIGxNltn0wCSwG8V7CiqJZX3uAL/jXqQfMr4P60OI2Saap+Jabbz081HRp3SexgdfP4gOr8ujaDtjFmeL+Bz8KKSQsuL8DllWwWe99HOhE7ROWfaHWC3VfhIVTKUMuPqvyIoqJ6c0+kkm5PgNWS6JiJszmVVy6eKbiK4u+CAstAgNa1Jbr3uloDJ9tOI9vlADxwQltW9198tYz3Fe/+lX8+I//OD75yU/i1//6X4/f/bt/N37pl36pxfnOd76DL33pS/jhH/5h/Jpf82vwxS9+Ed/61reendd04hRc9pUI1dXui124bVaxnf2RGs+/K4OIrrprVmda/lIHVp7XTJslpy6Ks1qquHks79ZwAKffV9qZn/b8dmrKrUSIXu/WBovEkmt5CMtFlpCGG7zQX6wthTRE/XltUuhqLBHm6KA6VnkSaGjqrOqPrQQFi8gAVaB19lffnPXFpHd2A3OX5CaW7zh/XepDRIQ54K1T/pP+qNUmx0SCPBWZqoN6O3/Oz2P9ZUMKG2mI/U6H448inizfoktRte+K/7okFZ4W9jqdtB/Kl9prYc5WaSt+ZUPg7y4AOphQqtW3y2++O0hQuzmzow2d/m01STnHWQNC9Pp7pe77hV/4BXzpS1/Cj//4j+Px8RH/yr/yr+Af/Uf/UfzVv/pX8YM/+IMAgD/4B/8g/uv/+r/Gn/7Tfxqf+tSn8FM/9VP4Pb/n9+C//+//+2fl9VIvuOil6Z+z2RSpPw9VQrzfLd6HU6CtdZSlmeBlSECxiA8zeDhIVTqSMDeAOvx5OHH1SWidaOw5eBs8nXFm825Jbk1A61oYuKr6XWzud/HrqmZ5FoAxoBhT8YhhhEEvThwmRvrVpbdQKV1z31ocNBvtj+yTaOVyyQw0v6TkZJLUxVV85n9MSepSILfsSbtmP/S27aq+DQgQ8EX79n6QBJAM8Q3Th56SfpZf7kMSpLED+2M7hQvGOWaV+rx225SUBqU1rkgXlrj6yE7iGHXZSE9nrt0ptRJe6UDE13LkOlO7a4zWokAqvTM1oLAp+QqMvUzPdt4EdVrn06nI+kASbYKQlDVcZJJQINUH0avr9gNelzrrncZwoYCq1NR7oOpMSQei+G7dErK2LhsKHdqGpKcK5/Fn9fueqfv+zJ/5M+353//3/338+l//6/GNb3wD/9A/9A/hV37lV/Cn/tSfws///M/jd/2u3wUA+Lmf+zn82I/9GP7CX/gL+J2/83fendd35gNEH3KzogEQEGeI8cYztiy5tWcKoKOM0NV9odYzldJDAtOH0+yNPpwX86vgJan7rtOt/tQ27V7nchSS+t4oJ45zFkjNueMDNdZjY6uSDfoxi3C5Sk7UVAcqoQp0u7wZnKr49PDjXSYguKTqDwoMNWNRFWDIAKZAh+VzheARClHFgwxcNNIlkKL23m0sLas7lHQUIOVMwktiDD6crPqrtakIe5xmObm2d/gVfAI9n5GIZBoANLBSnpS6kHUndGzRx/0UAQzQY2g+DzEwyz1TohDhDZJOxBzQguSt3HkRgbIUO4wez9PoiCTXf8ux4URJO0jrPQmmJFR/1P+89ynVfa7iu7gaL449egBdwyEzLywMwBK4um9rafhq0lJIE4Jq25ttQb/BRHAzWls4YRclBrHCg8kAeAOvNKOLWFuv6dJr1wCKpPUu/ZR2IA2f6JsAoxgLc03P8wyjqp7/ntVnMCujkOVLAaCK79x35+HHvyb1K7/yKwCAH/qhHwIAfOMb38DLly/x+c9/PuP86I/+KH7Tb/pN+MVf/MUtSH3wwQf44IMP8vnb3/42AKSqiDk6M+10ousdLU5EY0DtOF520dGTOHmWqkotuFGFsQosCa/0ARV/63MQRLAU1bl2o3nMtdfCuGpZBuUAF+aemDNSV4ux2snWqNjSryz61K/HnphCkhfM+CL9EuYawe1bexc/eD7ZAGR7h1JoPaS31pjYiGWvgkxVxKq+IPVctG8LR++PKHcbNqlui3/WWq117WGaH0odnZT9J2Devp1Aqw5auV4V/axZpjRxjkGQQOn9cVLC2+58zqQkGMyg1HyMsHYiAa9t5S+6FBZp0ejYgTKDxkdx1R73cfeRpy7+tRwcBwh2cCe/dknqVo108St9xRIVj+3jt7JNZ5WckhadzNuW5gJu0Yfsaq+kwG4qftp9rCA158Qf+AN/AD/5kz+J3/pbfysA4Jvf/Cbee+89/Lpf9+ta3E9/+tP45je/uU3nq1/9Kn7mZ37mEP5yPuAyH0qFQhZ9MWmgfCSH2es3zn4zVIqo2V6dVP01SWpA/df2RtUCviqpqkLt5NIRq6NCzdfMp1WgCyfPe3Q0/y1DYiZ8QUjtokCr4fSTKCB2GnHwcFdVV/FV3eBRhyiE/I5FLkkBOuzdA66Yzg8+4GpMgyguOrLNgdtEJCSY4OyaJOXWfS+11KphRGES6yBJ6tKOm0rpSUtyDUkqvgnJdepIxiAlqVmTFgRgW4BaxRWhnpIYacE0ORcu/IV9o0HwneUWoFSC1dMwbjsW40v1JxJ972Rwsyk4NwoLHcGj2raCbZ0XoFvSFVlks/P1hIgyQQ/z8lDv9XugLvS+LAJBQMYA9YoqPnTCLRwoS7++gutDIbiekqiiHsFEPF2LYHAXRmtlvPj5Trjt3+5BblJLR9uEpmll3tZ8j4J6MRofzvsa+WMFqS996Uv4K3/lr+C/++/+u4+Uzle+8hV8+ctfzudvf/vb+OxnP4vvzBfQ+aJLTACiIdI8FrHDvaN7TbJyDFJMMEuSQhJEW5Mqdd/LeUk1E/s7oTRQU1Lx5XpUEEUCp63Qp7Kl+qqKOY27nmnpB2DE1lv1NSSFyoS4hNTUfZ7uEPiBtMbhToidMiGaZ/MJFFcZqdp5FDNTt82n0y3+nnbMwYV0ykDSLCe11qGu3s4Rz/xyUK8+zmr7q1tOhmWlord7+AOwUrKaUuB0Uq0WLAvHHCa6gjrCSEjSDKs/v9vAnj1cxM9cjDGtCSrBiIgTc9U6dDisDWOoDAIqTSLpjE47yeK8rwocSmqK221rHYo268baUqj7MOtyQ1fp1cbeuvQwjk4SAiwBHyrbJannuh1vYQT7FRMkt2oNBGiqv7AItJZ/ugYMJHZEGYNTAUYDsic5Dk97C3wAS1QxHxm8WEXO0lOU5x73wfda3fdTP/VT+K/+q/8Kf/7P/3n8xt/4GzP8M5/5DD788EP8rb/1t5o09a1vfQuf+cxntmm9//77eP/99w/hQfiV1CA2eWKfiMsaAsThjkIb6CIuO1WkWi8IZXUWEdLoKJAFoPZB0vbgEPg04pf5SitD30C6droRE6NzxqFbE9AZYlKJtbwUSaDUwU61VH+xRmXqPavnUH/2ckwHN0EcjTKgNISH/3vvOcc8+K9ajEFYAqn2vWXX5Xk1hphtEsnS9pXfrm+y/dd+yF/gaZEjW9sByr4Rb+tSvUmq7bz6CCOYlLzUxzJhiKVZe6EKX5b+J2lpgcx45S9KJn8Co/L7DhLqKj9Wz52EAUuc9f1t9R7wVPluu92IvL83n3bZ7JvvhJ7vrcNRKpIWfhuqn9NSu7irrLyAV/U+hS8gdaPh7gXS1w5Sqoqf/umfxn/6n/6n+HN/7s/hN//m39ze//bf/tvx4sULfP3rX8cXv/hFAMAv/dIv4a/9tb+Gz33uc8/K68P5AJkPG/VDTA5vZollvlJJ1IDfSFLU6Ly+cSUOn7n6lJhSDciWfrQfKrgSrfWe4uKLWDJBbB2ZI9xJjiJPWFZnoed0ycclqtxH5Z9eVTCmwDY72bl7YWARkk+0GWaQNoebAT9BAX51tOJK57Fdx8DQuj/oPoUDDXiNzdMEUqn6uyQwhfQU0muoVNO/SE+PsyTgUvGNbPvWB5P6gKXZECvXPjlxpr5Da3xtlNYASuhXRDEHqt9gKlMo8likNhaE1F/ibIG6tOsMS+2zCtCDAxwPqCp1zQjdvinmzn7LtHymlFMnSfDlgzOlo7w/CnT6RPr7EUe7I8zudoT/txwz9LvoyRhswl+HCwCo7SBF+LlECQLM/L7GcpQjiYrKZ1bOtYfz6mtKTC+Dmee6nbkP9T5R6rWD1Je+9CX8/M//PP7z//w/xyc/+clcZ/rUpz6FH/iBH8CnPvUp/P7f//vx5S9/GT/0Qz+EX/trfy1++qd/Gp/73OeeZdkHAB/MCzBfWBPKfhIBx0l1+0T04rC5s3hNis3KH504mgXayDP4Xm5UTgrJzbu39tvw/pgagcXpC3HIjXfz02BDoqqNobOsxwDoUCMH03CouDvaEe+qPzcShOIKh0Or/zA+6lFmWng9aD9p4F6QCvAGYqIe143CtD+Aia84YfCKvom2n6zi04Hr1SXFKblpes5h4AQDKbifG0fD3/oEpxQi5ymDS6BJdOIOqHRCBm/g9T4cRnFNVasJPAOuXh1lbWYScQFWmJ+pAxTSmGJTbv9HAwGxkXhiLsl6dh/tf4o9ULIDKjJHR6n3mnEFOqP5Ki4lX++P3TI9d9/Z+48HCCL9RVI5+Jf4CWSSzN3rLhuXI1V6WtbOZS042ruIHyD1FAX4cF7uKs9rB6k/8Sf+BADgH/6H/+EW/nM/93P4Z//ZfxYA8LM/+7MYY+CLX/wiPvjgA3zhC1/AH//jf/zZeUWDlLRQ52XJqv5zNYtd8hdNtxf+U2TVOk6+bWIjf65luP8IQDnNF1VggRGAeg7q1ljAThgNo4j4pV98faPHTTVg1DjK5A2XEpyUpR+AUvVxWyPUfQHhAvheqisAVQfE+H1GP8akK0mK9zgNPwuxq/d2ZyC2dT5v19hZf1T/iUtH1WCNuEX7LtJUNfBZHTnSUfmjGWqsQTv52seqqFIfUSpi/wRzFkyVQOsYpuhzLWl6pfaboLvcytvvwOQgeaHi8DvDwnM55VUBak0psfqJeN8tdw58TuCDVpzGO37zeh31MklJ9dtEgLQI5nfF7O/dPJ073X0s6r6n3Cc+8Ql87Wtfw9e+9rWPlNejXjD0klSFpSiADpmUEDq7CuGcvFTjdpAaTrBHEs9Hl54UyKOQWFVVVmWlWtobSpSKqSSoUDXtygjkOgfPQPpTZ4Z1wNWA1irDufFQJ+UVD1Co30ooYiq9Ip9F+EySMnjiI3BigbwkqWrzA4EkCbGuEykpNSSpYAauc2T44yzVX0iuIdWGCtXCva9SYrJ0ADRJSqekYYROJBhlP4RIuYCUAEvfMBhJ8RZMwbN/jGGCwK7j8XCz+vN3anrYlKSgGEMgcxYj0q5EdSYCLEmBQNAbXoqZYTVglvWGi71dte+QQWeVuup8v2Zh29SB3aBpUNqv6s4gjwVabADrDLSfomj3gJtu/+TkeZGqtFr3VRwNOZ94T6TjY4G3bqzrvKs/zu2sLSQFbgW8PZtH/R5JUt9N96gXCImMCVBkGAGgqf4q7rm+uxq3AKtEXyKkim5qTmq93DiqoRqktajFmgwQaCOMBE5PcBu8LJ7TLOibB4W5c6j+NE9BmEUQEYpD27hrVnwFUhNilnxQXMfEg0635BppOckg1ZmB4/RiVQBzjbEHKlSjKzCFhJXARCAVm3anCh6vfmpImJ1722bbT2r7q5TZf6r1UOo+B6k8qYEZhyZVxeCq2sZm62jg7E46YC7phktIofqbMM6CT6wAFOJnMoZ+KvoHGKn6q+K5BVn2hUtmBFq64yJOXYERA0/1ec2tACQzQe/qvAE+9bwsBNer31/VnctmXj49xhHsvztL73kFEsQFh7yGs+bR1qQOfx+lHMEsCk7IXo+9gBEfKRcAFmp5vi07mHPWSNVerd6jbwVIsf4TwG31//qxnISjS1I5OLZcBIGX0qZdVidZIkkk2UQzFkZXQHq2GWzilCTRkZDEkis1jjksHiXzLykJLiWFik+gqeIT9X05Yv4rBHY9dFz2Eao/I4S5aO/hK0Nw2JuhIbHSVR3aLSer/c+OmepWfsnNZdtLe85z7FbQib6gX9nFQf0KpMKyVVdH25xTbFGk6R4hFlv2xRhJ9Z3CDgZW1KZeaEpu6klGb2TBlqyqsDRxbjhZfs/isCJoJU/8vmYCwI3X0z+W65YsoOjdsyvf2fcfGYiA0yHCLXKMv5TmlDF9Lmwbs9OXILlUtBn8OCjy+axn4mXOL0Rd47uigbF8wunduU3qzQapl3MAs5Y7u7FEBDIn31vllIHUPqjS0m8jSTFRTQOJlKqc2IYlGQRKxx+l2bOWJNWIIxYCunESrGsQLAQrW38lSTnIuPSkJEkFb30ZVfM5BFNNtTRVoMN4wYdhUpWAJClZrvAOzv2G6qZbBFmusbEY8L1MWm1Y/gAqpPQUbT5hUhHvgWLpiQ0kUmoKP9CkJ2EV3wyg6mCUtJ37iAdWo84ltZT5N6CX6itVmBVlZCNiF1Z61sl4SRRFso8dp/xUFc8viuaoFaD3ekgyVVmAVc0XFoeDpS2h9+3Pxw35OZxdjag9gOnhi/5eAFxfT7W3LmzWgmZEGANoSFXMBH802bFcMCw2lU1zYmWx9wMTkOFq9mJiw5I0SMoghvfYnsVwdzVlUWA+lqnUlvX99W2QpB71AqGK5llRi6nubqDf5zqnz/tugmDGmlMS0twsykC2mJ7niRIgcEIDqgInuUlPlP5pgDXihVOw4WsUdtFuM3EOxi2v+HDJ6AJN1WAQREGkY8PxKorhgDWEbt/cqP0OZV+lUQeV1rZKlnkM+glMZGix2ZSrKphXYgquvlI5xdafon0IsKA+hEj1J2Tp16Wq45GkiT9cb4G3JTpTEfudhhSN8v4LwIHSCRUBTg5mkf/YWe+l2JQYlRLz63TENx/A5fhbYDVAwEbGF+IAtyPbRzZzBbAuxezc6639Me2QGjoYFXiGFgERRlLIR3Wl0SigMnZ0JBiZxaflqJAcJnxkUwDd2QWxrT6tbl4KrXkNIJlKpqmPpxJjd280SCVxj+fc1XisfKk/npE8IX8BFJDXLKADV98syoAjrfMsbaBJTcyhV4WeHrlFERGHkNbcrcEaIzGMHyJ+ELkQ+VPVKVbPvHQv1EuoZub2LIGhzm0Wj7ujiaVSLetBqNCaFHLtifeVNXXr+ju5L7y8E0fJNdotxslBtVfgxM9NavKyN8DySme7qBMAao9tdybqUH9qYU0+o9QzsjBizPKqG0ZAinhsmbQcO6/ZUZ0PwWfR3WWRnijbflow0fzeOe7KXZnqV9rzE6l6akcpUrixBGnJbM8xx52J1Rpgwr/xnQ+jNlZzDkctTs6KZ9rGz0QRGMTv2sSGNxyk4r6SIjb5D9ZpycPhKcvo2iMVSTIHhIMkNZPDD86/nxMXFn0FWEFAJcGKQavtj3qqM1kWF+KKolmIDueiuQR4hCQl6Ko/OyRWR61hTRVMCdVf3x/TpKfFv/ZEqmq0Bm9JqSR1Urs1dZ/6RlyP30+PLwOJaFuTnpw3tPOcqn1JehKWqgKQJoFQGE5QvyQx3VEZoR9Xt6SxBNT9Kd4g7+i4MB2x/sguFtq3lkOiNvyKt0marivSKMbGrubYj3WrG9D5yq4koefDRXHntQE5my3fswq5ZnbkdK9p88fhggjvAKneST6XBd25CxAacEtcLWYwzm+MFOryS611X7fk9SsOnD6QzKvTfn1rCQS4YPo2F5+TYrkN2PzPczk3moQn20Zrzt/j3miQagviGVoV58W6eGUNe86kHYApJoGWf+Xkk2BqrT1VHCSXj+Ty0X4DiMqAAjS6n5KmFj7UB5kSl6R5MRFRuxi3CohbRCSw+REUOgPoTKzSOJlCCJzUj95PwAKBV/ZCkkJWhXB7snrg0La6tO3WjN9ALRkB2pDLzECakpOKTzKc/IAB1/RJmGtS1TcHKeqke1KKD/Bx0BJnWVNCcvVfchn+q94FxXBYQtE/ZVRhLG9KjCkF17pDFPimhPURnY/0ZwtpffgzGDlzheDovdQkTdqanLTvvxfuLP9gxo51jB457wk2HTe+Qv1OJiQtqzi1KVmdoQz73NiUM0Li9pAkQc58Qgcm4ixIzfgzYM0ZoCN7cKNdtACK90Te495okAKOTZR+3XS6EkG4lSYBUpOqsqGLeEajA70jVhVfibgETFzgrAi/ewqgUIQv4m9XOSUjmkRfZ8GFCkBp4MVmUgWfYqCQKcTBI0/n5nwEpBNXG9DREwz+9tzBCfC9THz6BIHRUbXXwb7vNUMB/7r2RG0r8f7EH0DEALWq/W4xPNFO0a1CLzXbiVpPNc9jrP70cDggeecVQAUB9G9TegoQk0bQd+VkJqKIT68Hryzdkr/W8HWoR1pRxwTx5V0Rb21lrIgOyjmOzK3Eby3Pq8DXc6B8JxmdAdRTTqLuQnPX21+yhQhstAw34N8BipFtZfO7eCDFUCSETZfY7Git6G1NIxhRN+KBb1aR4H9tIJq8Ff0V5u6LavGZ7o0GKQYMewYS3wloNh/eTlc5/Z5XEMbYzMuAFXt1ADOcmO5XHaV+4lO242Tt9EcBFhC7qe6jAovHDbbdCUBsCK1knGj5JtJYNwpJaupIzl6GteIUsfukxM7lGxJqHVrkXtR92QNU/LU9gb0kBaUtBtHeDkxHtV61bWtPoCz3AoBSMmKJKSz54CBU8U9Byst+S5qK7sj+oL1RSXVjnYD6wqRbAqphnRNdW2kimQ0V1HmNKk5gYh440+FEKsEv+kOiP7SAbalJSWlIYniuN/d+i3ST1EbfB4AKbdvwZ7WFfaU8b3HcoeLcqdisfkcwiLF6r9ul8RxX5fPxTszZjkaJq3j9SOwk+qOGCiATF4WfoVkn6sRz0Kk0hhADKmPS1VTqzpja/kdjRPNaeLXzIgNa8pa4Eelq1i2QyiBo4OoyV0KfAlOKgRKiq/e4NxuktDiTJrHku1fhmYKQlvSUUkUQT/hpBcBCVEf6WQ1pi/dAqKLi/VHFF5QnK3UboCLuwocCHKZZfiCkoaRMyZlFVBWkBSDsDsO2dAIBVEamwWq9QRtPeU3qyFbGRGVpqPwlpRIDsJrusyn5AvomPQXQyNFKDzAAigN0r9X+DZQWFZ8scaIuN+ldAoqPSzO3ygkPJ/bqBwOrsazAdMYCWutVEqBkbW9GWg5gSqf+u+SV4SEtexsf9qwhkFHqeSuNJF99k2gXgBXY6AHQSkLi9Rr7/gioT6mGQt23lnn3nfNtd1GHFQBf1fU1qfvSLNY72hIFOiAJCs7cxASO47SlaGSsY1qcAZHpUpOg1qS0mFXM3FhscQZUJi7Zb7bZXCF2qLREvcw6uGizJSgaVOj5NPmNBimhv3sG0c04+fIITkAR0vR7HF5XSjVTTMyk0SsgEau6gswKUM+dHbU7L+vTgasGPRzIc1013kS5T/J2+p28Eg+7NgRvAGxTjVJ7sWSc600gIFNspacGTNqBCb5evEpPxRz05wSqkK4ovqXjYdxXJ661fpQxzMVnRch4BHqm3gmJiho/wSgkiQWggvFwgNIEIM0knnJRtVtzi5oPBWAcvnsWJGfu4BVNMTw8Ln4J7v2oVj4WpIFce3UiSS3Pt9vh9YEUUPTjliuIT4Wfl1vz/ZBJasQ4WQQJOjZU7FvbsxRx7NbSZFBl5Bibrk4ZYXgD24oi/o36viu7vLKYIMX0tSa/u040/WElLD4mQ368t1XfbJDasLBHKagG7y2XAERp1LMcfpuBxAx138g9UDM3jkrbRMqWfO0IHt34owCtoGeNgaIqMViBmuE+29X9bV0ucM3DU9BSIK6QEJKS4hRuAKnuA1zFJ06unmjylIioXeFqqpAyu19yX1OziiRg0iu1XUhJbCDRJCrs1Xq8JsVSE4FHgt4CUgkuCwXMtnZmIBuXzdbS2s+Ihe2b8vYcXnc35cqT0yOvrLL3bag0pRbOEe0c6UebB1ey6a9Qwdm4Km5eVbxJQ0pyjYKPuwQjdb9bkl2JE7okLJlRzBDFVe0iTgNdTfWmQMkEeufqyKEo363YUe38QrbVzzQ+qrqv0jrmclojqTXIgJPor1h7HBAf7sQgqKn8Ir8Iz3vvMnyGDS8uvoX6ilL3WY7DruJRP69TBmTaVZRxnJWKXcgpajdBPKpafBRDOEJTANegeK1v3UbB7o0GKWAdXOvg7NzLLbcb3Dw4V5VUTkJdDCcCJJc4MceCuBYgcQHI3ytiRPIW2Cqy81tzxKJFBXh0iSulUEux3bg3k1ZTAYZj6Yn3RWU5JTimW8WNUyaqbYGSngBsgUldSiqQArUnSVDT2yvUegcwWgGr/Lne1CQpf+91zPBNXwk1N4N/WgBLAKTmt4kTLgkFSKYU1f4qTjPOYUm/dLNenVCfAZAierdnBUllre8K20oScpCisCKINHfE/BPiRqPia1E2bqZK8lR5JNcNEIly9o2i94NKrOfcBKlnpPe6XR6F5fPTeRKyyIsyxsbczpSkujNpgbiBa0hpNjBDChMVN9KwLSfw/hnet3ERKtDbpq4Pcdqitg4VktRw/wDcMvF+E4o3GqREuhhpYeZX6tTdJFvdCkgRryY+mbkqbFIEcQ2OUaPTCbBcEkgi6rM3VWkBnifPbcf3EzOFu70BVlMBMlDVd6VS0Bxkpt628DlZmpJawvB4AtdkrVmhE5gslRJhORDYAi6WmGpdD33NiaUnLSkoQScA5l7piU3QGaRA8aIySvXj/vF2SIlSUSb/0bYBVMxHKH3sxMks/mI8cZzwa7aZhB81D9Ja07nsEQYSkZxUEdSJNodHsYQBaPFbREsl9/4IVyvUfDHKym/nQJp/oo6MUpe0RIP87U/3AGLtqcCRGdRbLiW1k/ecHuf3VJprCc/SlzvijAQq7qcAJWckQt2LkCqj/zxtBxhrxbq40OLEzQ0m9eTNDxi5D3WVzq4LDVmBfGaPlT/CL86xjZxUt90bDVIXv3AvLYOQd8MlugNBNH2i+re7NaeIFaADsJRURHVngZZEdVb88qNbni1EtQGY5789cRuLn12jJkXcfJREILr6zz8RmJEE4Av3tBjr3GxY+gHB6WpKCIAmw3AoliyFPkinVYHjGh+1YbRf+ANAqF2bdHQlwLqyVIUjMNGm3aOhxBK29Ml2XerIvFbfrH2Z+lVUnwTBl1B51YRXisd+6ysb/CqSV7OI3dthwyCkUJHcZxPAlIQv5w9pApKzjmN2XMUH37wuiotOH2bim+wHVCceFqIHV+nZe2vQoRdMxPqIQ5jGbdo21vIsSNSsZRVX1IPdapCxugKoe6Dn6fSirFzGfJazr2ol7cyw34bDBhS0vpwSubGxCNEfqXUqVv1dEPcim5VfqG2HrUThioFHX/u6yvB+tn5/cAnspU4LV8FFFRe/xeDlVLucFAKZF1xdbWjVGXkW6FPujQYpkfoLrjUns9akXrv+XoDq6jsPJ4LViGqmG0RWup/jMLHa/D55JcTOxXuqbGy6U5w1BlFPDUKo+Z6VgHAiH1Q637noHu2/rkWxNGHty20rLV4BlZebLPea4cmq4uM2zfflz2ONAqSinWPdStdw8p+BF+h57Ypo56W5w2KQ2OFqE1L9cdrbsBXoENKWqXsORhT5bICTPa0FTFlaKQiAVtFKqupzBfm+SLO235qUGRYSnpd1ShgFSFPxUamSWRLUeufUY56tHwhoz1wYU97jGBRvpdd4jfqYBg7Fz3+fgj+O34c+tOoQS5cVCz51pZdbJMeHWfpZdFPDmYFEbiNwBgXqRhOuko02iYNk6xQL65uLsJ+YklD9vQ1rUnZ/0XR7fl+s8yN1ghmNh9pgGrONCHNO7HIJSgtAHXTsKQ2QNMXgFUDXCFJkEr/Sn8/8T/XpnhFDl6qk4g1CNt9YE8QggsM6SKxpC+giP+lhjSBEVhTWganqHW3D7ZZrTEABEyIcBSirCo/2PbU9UKH6A4UDqRIUUBqLn4ErgWkFjKg29YMGcAvK+GFNJyVdl5z8BBuEP8o+DHBTMzB5OLNaT33PVAFVygypAoxmC9WbVlc66ES3FrjUNwJfh1K7WDGOzglJi9ecrk6gHDKNUMGsxSDGtw8fBCGlm8rRGjGO4LJWInVkgCCQKsbVPXmqgTK7+rS7LUUBSAnQ2n94Cwp8uxvHl+O6YPefl8vq7/0a5vowtenO0MOMLCT79+oMicD2TMU1PAYqanupMBDyV0hV4R8YENhlrxgXUycSIzFFcq5NEcx5BYadx/kQ+6/eBnXfg4NUbDC7+rk9Z4xndhyBU3L2mSpxZorkEqCl+ssDZhUFTAFSdBICVou+ZCeZ+5dWSFme+Vfi+zNHmJML7kLfCr1LFAeajS8x9cXS6iISSLWzBFdlElVR3kqicd/pkSN4KbcV3ECC2oM26EIdQFitl1Z8KJPxVcXHxxy1tSpkPrdUf9FcWY+F8ADoKj72DwqL7zvVKpWpt33AC3zSZ9+ldQHl52G5HqRipsNjODEyM5fp/gRSDaByvwBpWhyg4+Ej1IkR7gB0kVlxYNw4VPEYR/Ek4Ezk2pn4SQj+Pm4ls2e7FBFQJ+7Hgd8lts4AVffswYvd/SC1j1k5qEtmDhlauZv0QLcQwxiIS3I7oHe4Y7OxHh6zHTamtbUuJLhiukUfMHz/k2acUvfF84OMVPc9+ibgq5oacKpZar5003RT/V1yK0FYBmIAj9Ou9gHiGpD7Lkx5o0FKxK+h1th+osk9NhXgQkiYQzxSCiz9LzkAgCCmLD0ViAUu5ORvaVEeSeROJs8BVU+ezxyDzMZv6jldysaJMxW15zB7tdBqs+DTKw3ZptCKxoHB9TFwrapRj9fapQF8tX+Cyez+SCMx4AkwelLNhyVsab1dF/RGQFibL0wKGng3g4lD223aI2BNkZZhHEeDiyVuJIh59OyaRfztJSxkeqltCFWSaIYnYFB4WPTxYn+ckVCGFce9eFW2Jd3t+3sg6Alp646vkxcJWrTQldxUvcydXTr1fO+Etw9DylnVm4raN66wkytyL5XE8UeUlADqa4fGuBgARd9ONYn/oqHiU19T1AQ2cVAbue4YZwBODGdsxp31e6NB6iEMJ8SH9hDnlMO6zwAFLj3wwAdQ72gRoQiu/dYkAC3Q+jsnrHBCUgRH2sbSA7EFP9dfk5SW33YC9x1OWn2Oo9bujlKiayVJFSWXmnmxVyeiRjXcL+QvCr3mS9NuBSpd/NyOQFuHkuYngPLw1aScrfa6VOXV2Fn6cXi02Q6koMfmTekSTd2XlNjbOe6MyvA4cmZq7YlyFR8f8JsbgqPhvc1T3TcRiNKMKKaaqmwibl+O8e9rB0TsWZUXIDAjrvr1KsL3BZk6yM58s3vGVEcSooArleFMo9YdWPBn1PbVAfHl/ZI8ulukKC9j757+5dMrPmvqt973uCwBhUm7QPMi0DiFnCUtZvG4xAE4HbTOy9NrFWC4Mhul1bmiVH9DNS332MAloCfVtR4+XGK66sCjKwMvrhhM6cnLYEJ8SVJDL3m8mQzFHG+BJPVCrhjDjCGnDgcqU0nY5DHLI4kJmTyFuTApTy6EBrk2Ymnx13Uo/kU8k0VfrZUcOf51wf/MWCKBayWQtxyxuTb+JBk4LaoAxF6FNuNqkPumhvY9YIQz/LnewulkekeikEDeAqruurZREHC36AsrvWwzBhhS/cVRRxLhsLCdiq+d28fh1O7Ckic14bY/RKktCEgi/s4PlOQ/DKh8ySabyPyCUM+KqI23WMtKdZ/lq2IgPr0YcxiHK0DOD8zpRMrgYWZfFwClaTgKmAz0Ru65GU6Yaw3DVHYhzcUi+dBYp4kDTQfUyKYDnL27yMTQUgAG8eZxU/t1VmkN8UWPc6a52HWh7ICxO7Y+rLW0Aq04PdwYOF9UVBtYwwe2qvVfDJFQnY+sQQHWaVm9vKtr22qqYrigQOu4ydd+H9wsfTogGRmj27Fl4FFtTepRL3hwFR/7ByYu+mBjZwIvVXF1TnaoAm+HdZ/6ib0AYmKobSKLBdYY2aX2C17teY6HSaNXzL1lIAEVelgSX45/awgeCPpdhT0lihJcFoNVMXZI0SrDOaGdV1Ct4wRUl0+3dZEWrrt4S1sxYLeLCAn0DybhG8l1XVPi71i9l++igAlYJ3Vy15o0JJ74XjbfEEPhNAxaTUntsDTU4m9qbY9fo70YKWA1NY/fCq9PWE5Avc/vGk9keWR1Q71XavGmAtTgPSQBPzZ5hmVZEu9NWzdwUq5HkffjJt97gMrWym5TiWpscaIbbZF8iSJVfGV+IIvqL1NLJ4tflrDVnZq305o7Ua/8VzOOvWGjWAVt9/ZxIDrBRyjV1gRb4xI1JuUiBtYXsXMtoOKG7iYjh/+tUPe9J4+4jAdgumXRHMYcqlsrDecGfB2pumrmYE2LYGUFGXdprZmwxR+rqEpq8nDEM1CsLfYg0wjLEr6sw5xy7vtk+8OCNWGebsVjUCqO3KqZgTXzwkIQSK4+BnyA4JYYL2XK14f1JiLqCQwLQLUZJX2NKdV6RxUfW/Q9KVU5N5Ltfg9IEYGHIA+OTQaAF1pQ8aARNz43gi51q10dg82HBIfRC2NYLjIIdBZBDGMJO7+22rwkpoGp2vx5jp5b7hk3rSkFTU/ENn4aHIxc66rv03CC/AL145H8O9TpFsOJmSAYy2ND15CJk7uPQMWXCq4KtFuO8yvIA0B+lvJY3XdRl99k0jp5SVsgxkERhpt9wvS0kZJSBzAuCw5tFEzB6pIhAXx9qUtSE2a3N7NtJ2KrQO6pctMK69sLLrB0LjrxUk06l2kpTl93FFWXylztPB7v6os3G6TGxMX1mhOCRwxAL4jbXYeb29r1GX5y92Qb4LhKw7mR4Hy0YkCr82ptKv6kGVKop5UfL9JCc0HwAsQYjNb1pw2hfMrl2NwIQhAqp3gZ+B1ZmCXoDBRhTDUgikDmt5zvrcJKL9cKTliBCPXcrPGk9h95eKzbSAOsIxgdwIuACQx6a/+g/IcqKVIKYjZYg0Bxe3mV41kEucJtgOUdNZAXq2a/DOPI81R7ZiJECvDcD0GdGhD96hqoOSW14MMLJLFPxos3fB3qqrGPxoHKuekgsUMKpALALkkWw4qv/E3dhzrtfDj5s/w1Zup2DCmQxK+BlBoxzXm7gbozt4IBq+ES7gh4AkzCaDuNVlKqcMByxqLudxIHgki78m/rXPR8eI8Cse72teW19eMRVnBLPt78a2Mr1h0LpC5QAR504hFXTAgecMGDGA2WYetzcS3IgPr6lmDoAN4GkJLcJ2UHV+YEcekgjkuKxUz44BEgzWCNY0Vyv8n0rpnp6pXjq7MZ0MBqkRpuuYU43j3D1jRW5jHqyBVtOBWTX+t7jqf8wYJ+/LwxhT2ULX7bekEH6a3p/QokXAVdqqx3/nG6kQ6XY9dvmz5pbRsApM4YrE0U0ZS+if5RILcAJN8g1S9rGCxjvjixslukCNIn5jqOlFoqvrFsaHnfy9n3TFF8DcIXY8iswcoAAy5QFgCWgUap/sL2QzzSzNhHF9911Z8Tf/IHIX6OSzDgzpNqzShj2RjRfrFsh9pI3Sfk7bLsYlWrUhloTespZ1PXaaFW33K/Z/9SaXPKxx410Tx9QhH3y5mkNVwteFE7QR1BpxFWfW+Ruu+FXPEgV+iQtFwCrMGvqnh0VUcs6iqA6/TmEcXjdI5QrdFzHMaCp488CR0yEamu6sMBiJpExb+o51NrvoWIHb993kTbjgXn8DKTonHE2Vv9YyOwBCXxhfqkIEFlq8QnmZ6UazUaob+2b2zzfIgfln+5sRckJeGo7ku/pp/BjwGrQIHLvm/Dhs/iYROVYBjYeNwwkojmK0s+StOlqbQWFFPnIdKIcDemAKQuf3SDGLsWXPJKBoDUfboYS+jxJAgjwGbpd9WRhM6+Meu1qxtlJIkW5NqQSUUmYw2YJeAUm7vGZJYFXJg73VpJClBKA4AAXQQdKAlrasljuxS7Wq+H5z1piHmjucnYamtlvWSLKQGx9ZErurLOI9embjjOl34jPXvHRhz3OGcrpJQT1osB8qGiq7YKRiDukHrA9D1wpsF68BYY+TasrtWkryZJARdV6NsgSb03rriMK3TWPTQyrDHHVMhwecrXqlSl1CkK74jSzQ6pG02D6anlzqNrZtP+2/RdBwDaEFj038zpNF4tMn8kF+UUqkcAl1AU55BM3eQRRxyJhGIlVegEi0gYBF43yhD1STYOR0BCPYvHa+q4dR1qA1DYAZAaE7Jfk6qyNT+XefUzs+wiwQpE1PQVL5psUDlyOJnqpEzVnci4SjDviyL2OlR8rF6cqq6202xDCy+Q4tPKJ3jzLp0sgb4p2KrrxxupqYKCtHFzWE3y2FiEiu9K/otbwF2kWwGu8y+Jp4NSmMwjoa3KGhLVxGgg1kl6qdRWF0sBXf2muffH1tbqFA6F0KGwHsfX8VJFus3p6BikMy1wV9vzpXf/E07zXyYvsR4ZEvJKguJUEUVfk7rAzmKMKz7g7WCW1mbRp0PcX4A134bNvNHpYd7qd0IaCPnggaLUfeIEKadVNL/va1kWN8MRk7w4IYB6AjfukH4O61O7/DyvjwxSkRxhTC2mbNxKhIFc5M/mUkowv7uRJqf9VH1O3gdgH1p3BZAtOFHeFH+r4uN8duAUheGh4/4A9LTa85db+YDird/3PP14IEVuqNyWieL3VhLqN3/ktQoHMdYwpKWef2QgIZlUqCdLxefm7z4GwnTd8NVBD8F2CVRn2uRMBSBxUga2muM8/DlByEEqwBe2Nq3p57XlNcFYCjjO9kH9Jii+zLcaJniLEFVRZFuVfzssqz9O3Nkbhlric+4AqYrbyhDkRa13s60iTqqH7X1sEB5uGAKY7V7cFWb0eULFVIDDNVhDXOX3NhyL9N54iYdxgUzgKoKLDttfIgOPqpCpZWXiVn/wQ6qmGPejU7PRYzd1qBvO9eAnw8B7Mwk3q7FaHJLMtH/LYX3BXho3f0j3Vsl2BF6I8DGO+P4a8xb1N3WTJAMQs6GpBPNCP9RMXksVGd2rsoy24DR2IBHtugGiNezAInL8VZJiYPKOPcVcBuugFixJGbVs71J1F5+FSg/0PXBUCQaDQOyziCzWmIq0vBzqGgd/JTEXUOesDZKqEFZ85s95oSUx2Wnn4v8V5Nq+KAfR4ba0GqbJvonXQVZgR+WYlFCH8YSSLqWFnFTh6KJD9Q2q7i/pCS49lbrq7MT06L8i9gQAuaZd5wj6HbXpv6BbLapLPH50q6vKjKxPmGl2yJsmpQboR5/1QSaIvnC7JX4W9HcSsH+fi5zyfjdhkKpTSMygwp6vaVJuhjGxsdfKoLm2GOq+OETYVH/ABRdA3gp138SD6zWvKnjExdenHP/jcM4B2+UspqOfYk04JSYM0lR0JEeVc7xzse7Swg8gahHPUj2/Iaid6MEnRwe0zsEfQe0Zxjz7cOZOg7h6vZJwqgNWGJs4gUyhPoHJw1pDceIUtKr4WplugH/8rgC+AZ7ER25jLO8Vacl3BmTtPqnsbMp/V3RF7Y2iVjjU13RpFo/BMPZ8RluHCbqLHbGWIIFioWJ1Kz8JJsPFjwTIUDPGWpUbWChY3ccgVebbYelnRZE8b+/qJMkVXEmUkMbkCswi7HxIkkke7keozGivkQNbWc8dXV3F4yClofZj6WkkKPHm1ty0vHOUZ5YFtfYUDOwgQEUwas7gwo0KJmxxcaofHSRx7bqQWk2a5LUWLMuRqj5NcApgKsCS9Atk225nbvqgzvaCg5TW+5Se1Mda+ssMouw1A8Qmpp/Zd8GAhhrwbViTigETQGMHGpplyYTmkR91bpRzIBLnVXkzSjCeNUnudisB3YBSsb3PdAo0aWxDrE/L81T4cS5YcBSVG8J1TwzYhjdrAKW9pvGk6yC9LfNz3Ek6q/ouf2/k+xRARVjHWAqIttm0B695Kn16VKXCiefCNN3DrCwMj5UNSSiDGVFVWpOqjcBFtJSaKsil+vdFbEkwS0IFVBi0bDtMVQZaA3bQc2YozLZ3JtZ8VcfUMLWodSGTpGrdKqDuSXN09X1LycAGwa9OCBBo6UmlW3AMsoQE8vzL4E08SSYfQmH3Th+5+fd0Kqa+q4WOOhVfUrIaSuUU4KJleMH74UQsrkmYrvpz6z7k2pyZutzj3miQek8e8SAXAPDbPdVVFhMDlzoLzRedY59I+NUX9PJ6Y39v4r3k3oiiGOeOJ+6B4DUCt3m/xGtrIvxufb8hRqec+77AmUl75EmSfqMm3BRJWIPAxCI+F57Xqe6ddR8FnE5c0z5Se6ZwsfrVwWnW9ytQZd0jjJJ3UgTlxlX6TpFGFNGmZbVXz2lskUckSTJWzl57GpZrXgu+pkX7rCx+GeBcReyEmhHqciAkJDPU8z2Hri6X2KCMuhan12U6g1hqvdgeEtJT7J0KDYb4HLy6dZ+4qXJKUpsxsZOkFJJH9zS/A4lVebcmtYwXUvEVaLpazyW8kAb9wgrE/i/xqwQtzNdh0PcdTSfYU+LMuwK2ANpgSOIqjjhCKcYaS1FDJJ8vXk+Tqo71ZAlLfZTWiI221eBlkDIwSVIXRar+HhHMk41LUbXT8fEIQMmoAi5h+WWLb4O670GueDGumFMwxI/lmHwTaOinkWbqU+KSNT+llxb5ZrOcCQ4OqXY4dbsBvw1b/DuwaaAlLd4OgLaSweq/wzEwcVgXBvjfCCdgYqBaq6+ZyH3uKYDVJ+JgE2fxC4UxM8BMwJk/v4kg6eGZlTM8EVkp32ySFbziPYWzeXr2E4FrU8UGuAbVUuQZf5aGm5S7aCOxmXfC1TIKUT9lwKpQhgFp3ZcVJOJDvLiE1OCqdQYmsOoP9euaDzhgXbyiZ8f+BOFmw4nwt7BlHeopSSrKEnM+QDIZAfBJoF6XNB4w9ZbKyLUZKJrhRNAlANQi6GXMVgK97yVmaanWpATDC243PkWM5TuJtjga8KRU5QM+5J3QPilKEjZGzepuxyRF3a8JSAPq1ygZpY3VrMvbYDhhViJ1BHzshYdzPXxMvKn5XD+ekpKWaalzTslP5Ma7j+Du/Hy7WXWX1gpqt0AO2HKfm8zbJlMWfhq7lf7i5lo45Z3WZuv7M/cqzXxPuhF12z7a228tw9LeTxlLHNV9lXe2JwM1tU2o/Fr5AqB2baguTcX7XXk9o7DSiwzDLDqMO+x7KY5dg/ijOHxVX5OqI5IC70L7wOfvhTQgXjuhIRME1d/QHIwpF0AHhHWfRH0Xl7uolK33GJh4My9SeirJaukrakou88iKxcnxXv/YsuLtWDylZDskOCn5F6jO7tOQhLlLVzXrfdNFEGPgqOwTCVmKCt++jUswA2QckIWYLAQoxVqdqwh9eaVORHfQc0naAHC6lHffxH+jQeqFXPFCHl089tOvRpmgQiTt9WMv1YPYYJmiKVnFHo+YcHG9cZ5KcYe679Qt0tCWmKzE0AnLYTGfvmcpIOd0I8bL0DybkUASgIiy04mzcHTwq4MS4zoT5KTiPd9XdnfyDy2rBbxlDQ9Cme2tTfW3xmuuaH4myX5eeGgSU/hDpSiodicVX1aGMlanomUdSJJSMAmSUGWJX+PbGpZD4Lf4AsDwA/s1LQ9VFL72b+e8Da3zCDGBaS8vqOvByygCGDJ8i4hbo0kwjCVF5aZYKanK1jC0GM6lE3ntB1rrUOw38BoJYu1svxiX5HjdKxjcYHbzpBrYeOd1cED91BuLc4ViyMTVQRJiVm22sbg2M8f+s7jx1phuV/epJLNXZCCOTwp55ugClljKStUuwVY8b5oBSu1t4FmWfrHd5wpj6jWZXD/rzwHPLBhdFa0DL3A1gQFx3p/i8W3YJ3XBFReZeNDpF7TaAYfi4JRWfCq4ikD89yKG/UOq0cUlLNPvxmKu1v6pGqKvXmDt/rYv6hZALd+vAFUAxlRsE3ctDoMISI0XTNbynAnyOhPVZavm48ySKn+PnO79CVoEUPzu4N+YezKv3zA0OHIXqdJ6Eh3sEWoXavcGVGJ+pFqv/PEXJ5wjNvkGeobFoCrggKRDnbkwBi4sYecEZEjOG6t3nDghEI2tvGHOPiFq+Me8t+R40jRfj3WOdX0qNuvG+hQ8hYFYswK1LnfhbVVemqOn1V+k0teoos/iy5gNobqsq0isbrEvyKaCQ4eK7/GK604EKsPXntzST3ouYdHX16Q6g5N1dOahS2C3gMrBSBiYCqqE4u5SaHkFH90k2plxLlIXJ06PH1otA/tpKlAH3ismVJGHCz/l3miQCnWf0CAKK74ID12yLeSaxW6uM0GJWwsuzodorCUArUN5WNzJ0FP8oE7ovzghhuxnwAoAi/fPBKeWd34aBEm33FXWdcXpHW5T+V4Z05/buK/bcR3YfxrfG2JtNyVmoFOf/hyEOAipLN97vNBCB9FIwExmxcKUGQdFmbFn/FpLVC9PEu5cX3A1XoKUzYk4sTveAZISRVQn1kjCH1UKAIidNH19qvZb2RpHX7c6dpFQ9QuAeNNu+rVAN1OlJEuL7cpXKealCLXN4NzAi7iiI1R5nTqUqrYPigSfnd/BrrcODUEaN/cMy9UxgJ25MKRgyExA1ipC0kqqYbUbrzdGv67++0r/RoPUBYoHueKqwy2JynLG+Jtr+d3SZcq0s8VEcJHpF8EN4wZCLSHB/XlDitTGVg0Jy7tQiAidOQUOZ87xJMnwjYpvBSfQO09jXdA/+E8c08jTwFWKwiIQMQGmeGW8/Ia5tcgN9HUfxyPEIaQpLXkXl4qvpJfot/TnPqaNlATyr+DPiycZ7qQ1+ssKB73akwpC9DFrWF/7QUgtErMnVHW+B8p0fq7+s/kSR+HE3W4Q1DoxUJqK+B5OuOSShCpVf8l0It8JMZCgNKw5mcwRj79Y9GnGrbaf2YCRWJVRgLRIBIALkNKgqcJqbxdk4IqZ5xVe4RKCg1qYWKREJ6aCvEJhZ8CPVJsNHbAN006LXD1oy0aWZpwsH0Mh+I8y+d87k2xYkjoHKdYaWR60sdclZ0VsC7DDdC9ibXRBmK/7dR8CiNp9U+o3eJphiUlg97g3GqRin9TF9SJxTBLET9l1XcnQuNYaNfAVbTEvVHv5PqQtogE2iItW7cWIJ5yDCwNLSEMtzL2rJJVhqYpBH5lMr26MgZU758ne4IWr2KpbXNTNofbcJlrz+l7g3A70F3cQHrO8xcBwHVICCr9/E8xHNhNbWy19n83BTMtErk+t6j+LExKTd7KLAXlS+gTUt2hobH6HEfq4nsOwidY5NIjcdFVkGFVoqjZTIUVrO2HlKBHP51qcLjFcerL20qxjMIviZREhk+xDN7nZeZOasDFB3/dp9OugfivLxoprB9dIEuyzY4+sY1mmKOOUuOVY3QAj0igTdK3yB+jmfgVd8jta6e1crlc9GXUZgwmOUn20tNsIugokiFd+obqtvn4rDCdWDisGv9C7ZkEk1FhgZrTEz/qOO1LdZHNlY+v9lhLvzL2ADUDR14otMPVwaeH3AtNaBsfL21JTT/7oGiEmeNs21a3UDmh532e3iiab7J/jnpHvWdSb6j7Q8+JntZ4oOlHdgBeZ0wUFTKOHXMeKQ5bjNAqo3UvV1qQkpZc4ykbUgUktDclLL+MMChQQU1XtTxK4A4RjTgazpqTByKOFCKhyvxI9F+BQDwTxZ4s+Ci9qEe3JA6Kr+Ka/FgeZETgfqlBoWuOFWlEA19YUGK7bYeBan4mZ13nEmlSckCGpyYljlCRqiDgKShDHGIWkBQeuxbjC17OiV3znGj6qK5YlWhYJwtFuzOjHTRSj9dxbAVK1HhUNlBsD4WeFYdqVAqhGuogNizCWCGudPCIJaOGxaGlcX0yqtSxLk+vmdwc6CuTidgsjAIsJFWe6LQRrq+57uvEaUBnXiwInfhfEMiYDalDestpLmYyA7Pb82ER4RYDi79lqHkBuOuVcI6tD+Z7KnxmEfMzp2uutRWBF92kgjktyIBBguZ6D/taCr+NSBLhqonW2gxT/pNmxUrfyDkNFe+V7YJzoTHUVOYA5phshucpOYk4WHIhEe0QxmUE8xuXvS1Wo2V8xj49dcFTlKQDetPuUpMFWfILSvMTWlaFIAxT1vZUB1CO38ioubuFydV1P+B89lsCtIR2UQ4IstZ86IM6MH2ae4lohOIjH+uDFho1bLVf/BuM+JWfsa4KpOlFkej58fmCoH0fGPWq83oo1qRrsNXhrsW+RjBx0SmyvyVJLrt59vFgAFIclmjG3hTlzjZBJByxS8wnFz3qtoLakeUvdd08Zm0TVIm4SckL15NBirHkSmO51HzEhod+1AjyQzr69EyhX7MjPGKhEG/E8pO3EMYwomrHEylzwUGXkSWCzSAqQtCW1Q9Mom6n81Il6WpZbelORkhTGgNDRFZFFXnGT8EySkyNMzq+Nv4VpbQPJcG+/HUhl9Un9VxLUvaTQ0o+75YTqFjWyg3LL/FwRhg27zbml/stNxhSn9qDJ4ZJEk6iq3UzVJ2m84Uaaud5VEh3xwS7xOXuN1zgRe4MRHW05CIjrZQ3Vs3oEwBsOUk+5VYnHrrqfn8tvwOZqicUywgavdUBe3a3ng2DdC9XerWCja5j098t3K0CdDcMkZK8dPCi956S5Z4f7+xtt2uMBPFNWSWmXJ6smbqV5y6r+LuffHyzwZYkj1Uc52pSaIcqhVKaJJh0lCIXJusevbyUvScxVdjptIocbnY5uhLI0DwZuseHWN1BJ3ZkkXtmcXyLFFBKHk9JRADLQpKrYO2XAtI/Tm7katK0/HTkwL0Cfz9QVCbTFxAaYhuG9NdD0hhQ3BAhryDDXnxh2qo2q7Z1yaesq7tfaIxYGEap1/h0cMB9JwgpGWZBa2zSciLqE4UKdRq5+9Qmp2rTi7yYjk5eAvzA6t//X/zg+Mn208DMW47b7VQxSZdVz8jrBZhV+Gbg6YKF05dLj2Fw4IaoMMAFCCtPtF7tF4Z5y+uk7oA8AJqI3GBRerH/d4BREOMvwmtK/N6mmzgugim/lPKwR+KiDs8/CHwTwBWqxO2Prg6iCZXsGoFIJBo+TqrhINlSDBDpSQkypAA/lSOpfFU6Ek6q/44xeFXmRZZRlAHBgUjWCKqIYo/Y4DTWCK4K+55AGZTF0a7P1OQSEmo/9R2Bi9WFr7k1HrHuhOO/8YgXGWC7IdeooUUgAYds3ECtGwMj9QLVp174bGmpB5w1E8dLHRykIQzF+RZzUAAB2q7hb9QV4wTY6Q13V6vToUcPYQ/0cP8VVAWnXPcfiZFnY8BCq9gzQIau++NXyX/05QFIPfzU4Uxo89N7T7lcNSK3ToJD7Ju0+fJ3NmiwsiLJsvnvaTOaYzQpaZ0lvgG1NS7APT7cDj9cNVIcMn27xjzuJ1aURBafNgLDmSSDWQXADVHcVAK3NG2gtAFtAtkSmtJIxYORrKFiWZGfjrn6tTpr7rqxhdOMPy7T4fET5Y/GBqsnFW10ZVMT7kl7iy5RgWGVI/qfcOUghJddcI5S0rgdQ28qCUchmCrhS5OZdhWZeCvRNu6mms786uqlf4VFWhOL5+5YZyBIOICwCUcbitmkavrxdpyh2sOGhcmCbetvRlwlauqRHgNW+0l2K3PrPc280SEUHxq0ufVc5z0OaXPkr+XxoODenEomJExyHlp6fp9+ZBLW4pvbzAgbINCOJ3X4pLN/tRsFrJuwfyQWIhsXfxwqMG7enjFaMRQLJReYIFxsfKREUrU6+JJtaW/L3FU0XnJMTUqFwoJE9eGmlFUCbkrKbhvPFlZiewqj3EN8/xTbXwXjDCGyYBoREZFKcfytB7pyUsaSTSWm176GtFqOIFkdbGrs0b7ujYjDTWvK0fVE1TEMbGqb2ES7ZeMDU2pl0EYWdH2qXRQa0DXRJilerRnZglVRREpM6UMV4vMjEo17M8Ettn2jsPRLxe6Q8rRltx2MDxRRpGGKg65FqA3EA0R6wrvBjkKC4wo/Mgm2/u8KUoleVPBrqCjv+6RrASyzJU248HeWjuX/z3/w3ISL4A3/gD2TYd77zHXzpS1/CD//wD+PX/Jpfgy9+8Yv41re+9ey0rdJmQXPVuOCsFh/rWBRkeF/UDDG0p0u0qibdosM2c/YaXEX3lB/Kab2ysUnslcLUfRN2bA3Jzul3dWD8Yff3/eq+22VLIos8p447tcKl4ss+vi6/rfODYu76e1cs7ic1wrj2ITMr+Tf1GJ7jpX7Df/i72p+9F6MkUyBXAa7iYfan9DfnsDMvr8NuF7gOXK8D12m/j/78OM3/0v8erxe8vF78154rrMd96eHx92HzP+DDxwd8+Gj+D67h93dP/vU0ozwvZ+XxOC9W/mn+6/T6zFF+jecLHlVw1UF/0n4f/e/lHHjUCx71gpenfw/4cD7gQ/p9qRd8qBd8oA/+9wIvKfwl7PdDXPAhhqcz8FIHPlTBSwAvFf6reIT/qeJRJx79iINHnbjqxKNe8dL/Hv3Zfu39FVeLH3+Rjla6V7VLOR4BPKrQr1h7INrC2uaqcZvUffDzsYLUX/pLfwn/7r/77+Lv/Xv/3hb+B//gH8R/+V/+l/jTf/pP4xd+4RfwN/7G38Dv+T2/59npJ9Bo8lkHyCj+BYs0JYe02DH3lrRMnqBF9xCrpIQ3Mvewpu7Lb9e0Tr7/fnTfhXJuszgOh7v8aSzXWc16vld0urPErY/Xvl2ZEw6LIlP4IXkGwERk9PEYCK1I6c1u8I1f8fAIQzGB9H7mL/J5+jeTnmeLj/b8Ov8qTTpo1mnB+p4Z2Tq5IhhfqmerN+/NOrkqJDU+/UqRkCrqrwy01/eK4WGjpTmjbOSfUb/s5lLRhQHEpL/dfxOx3uQhSukgVJWb9ahce1r58FVQuG8CfWzqvv/n//l/8E//0/80/r1/79/Dv/6v/+sZ/iu/8iv4U3/qT+Hnf/7n8bt+1+8CAPzcz/0cfuzHfgx/4S/8BfzO3/k7785jwrkXDExCaYXtOp/ZqTxwRhs43Fh3GUeu1OA5a1JrUiRdrWq+9utZpeNw9PdndiI9Y/psG/+ZaPJaiPVtp+hNnWtMrRxaFVqARMnf1HoonYgAzdJNbBeiPyDXgCTSU5DFmh437d7pOL0oR/bAAkwBZJFNqPpWC8C09CP7cF+Dz7aMOuqMdR6vQ5rd+bzgw/c0NpEKZCjiKKjYKJ9llAovlrB3Wnktr1PsP7HEs+TuG6tCjdetCJH3yBkuW/glDEFUgeHHE6nahmj4wamDrrxXs/dLy/7YdjsvbrIu0Ik0XzdWQR1UZhlLZLhdDBjpXDDzuKWh08e/4qK82bdUrjYmNIfBxeskQN6a29sn9pkSM5+AFL2kWb+r1slaRmttyJkEZam/dOlpwiSqq9PjkK5e3rm2+7GB1Je+9CX8Y//YP4bPf/7zDaS+8Y1v4OXLl/j85z+fYT/6oz+K3/SbfhN+8Rd/8Vkg9agXDB246sX1nwNXXEwH6iJ4cSQMWHG2H6kCF/TfuYAz3jH/Ki4JCZg7Lu52VQu1X+AIUM/OHE9KBKneuiM9BoDvimtU/I53q4Sk5QcAiYsB0cOJsiVYrTgUm1wz4U077PeikYvySj0nGEmMhyJiMUbULcB3a1K57iWAqCRRy/zK/tvUfCvAc5l9fKqEGbnPAzdJDFBig4YErMbU9WpyQLCJp810wkzdHHaMiVJx2TqXTd2HSJl5i123IQ7yKmHMXQdb2/4zxfB2G2IGDTKAoeZHnnMo2V92LdAVIsBFr7hI7b2aLm9M2Nl3cbVFgFT4w2hiYNr1Qwo/+m26vaH6+pDV+wG24VcQZyuuTVWnixQd1ASs6J28ABG+Txy+DuW09eqAZCA1HLAEjwjAGniJUIPeRzQ+FpD6j/6j/wh/+S//Zfylv/SXDu+++c1v4r333sOv+3W/roV/+tOfxje/+c1teh988AE++OCDfP72t78NoMRbRQHNzEbuonqANqv8kN8FJ1sU6qPgwJNuAzzAZh5+VICSE/9zvnud7uMEsrO6rkC8ABZwlNK2LH2MF6E+kP7uVdwBUxfeJwFOlw+SWy6pKIUfrfAEukheKY0Q/RSIG5WF50JmXOhnEgXlV9BXZRberGzfHZuyAD3Ti7m3GycL9yjUd2fOascWg2uCbkVHoBy7kBSa5+SpaLuZOHlKlyAsmpD6U3z7mTHIw99HGkG3zNTdCLqpzgp8zFDFTmiYmL7fzL+T0ghBhn3rZZ1Sm4YtHav/de2pA+2JpQ0hq73+Z+3lv1FXIA0jwh+qx1J/jq4CJTXlPe61g9Rf/+t/Hf/Sv/Qv4b/9b/9bfOITn3gtaX71q1/Fz/zMzxzCP9QL4IuKMxctL64GdOTWLmrGgqe6n3XJAV7r4ZRPORsfC3W51y2T72Y+T8Rrk3vxN05+E+8Wp88SRvjvZII+mmOx5UDNlzhASgvqVDmIeEoWnk5IHfm9SB11RWfdAex3CSJoNgkihR/7Rjm0LQ+VM8BZ4uV7itQBhwrCz/ze1Zf9KnpBnEghIrQR2lV/MGkg6xjn/3mDakpM3R8FkbaQq9T21SBC7590DhKWxD5+T17bc3yXxx+Jq/vECH3sMdIhbi/se5QkJKy+J2yIYopZ/w0opt3h4eEmPY2UpMRM3sXutRsA5rji4ukDSNXfxLWp+66h7oPdxxSKxYE6fsmkp6uHmIrw6qPyAsVLb4sLSt3XSEJ062FN6ahlYmC6pr+WXxRIAxGF4EN98D1k4b/g8eneBvAxgNQ3vvEN/M2/+TfxD/wD/0CGXa9X/Pk//+fxx/7YH8Of/bN/Fh9++CH+1t/6W02a+ta3voXPfOYz2zS/8pWv4Mtf/nI+f/vb38ZnP/tZvJwPgDfEdPAJkDKLnPIHINnvME6A0H27PnXHnHlttHrDujwn7ZsAtQMlQR+hOwBDJ7AHYnsLNRPUnlmRXTpP9YMUDY5fPOGP8iX+hLm2Z5egVrbIxYueqf64SEphm/o3FWChXE+IgZB+D2AU+a3AFHEmhU2nRG0cOGGOcbBSdUq3VKWRTgc5S5NgW6gxYq8TN1AF94ZS7LudB/MZSLX27mbtcEYmyjUE3u9+dqeLVabGQ9uobCAldmuwGI0YMnNf1BDFjDMXBXjwm2eH+LrRtDE2Ibio+6fgQa4GXgN48FH2AMFVJy5iJ+Jd3CoPAAbsehAFfEN1bQIOE+8BxQWSIMXn5ZkaEZ5WNXuOWT0DqLJlDvVeSVLDAeuSIPWhPrjqb+BDveRG55fu//B7tSb1j/wj/wj+p//pf2phv+/3/T786I/+KP7lf/lfxmc/+1m8ePECX//61/HFL34RAPBLv/RL+Gt/7a/hc5/73DbN999/H++///4hvFR8ixXMYk2zW3NauQNt6b66u4emvu5EbwHUIZ0nnfasPioKn4DfNt5KYG/G185Vr+8a63xSFiK6ttRimTewW78FlTP8G1fc/h112X54n2vNdZCcNmVd6tHUg4C3qYPwDkjpIRb5I9EaOVLgH4YVWYD4V6hYm0Y8QfdG11QWQDqmJ1LMplC5ozGaGQOVV7UUhYzzYQQxVZ1XCWu6AuC4wiNVb1qnoxt/YCo7uwpF8z6v3NgLCwelIy7ixk2/En6Xmy4JWiOt8ZB8RO15srNJZ7aBVoccmv8AUJpyaYJh0NmUpIIOJ00e+XvV8k8XFu5xrx2kPvnJT+K3/tbf2sJ+8Ad/ED/8wz+c4b//9/9+fPnLX8YP/dAP4df+2l+Ln/7pn8bnPve5ZxlNAIbUmuo+Q3OWnh71AlW4JFVGE2zx16QoDU41BvarUuhnUpo1q+BydaEpC8fDYbs0WhVkiS9LvPX7XZn422b7zPGrcAfiI3q7WVJUkKSFilIZ2cZRoZMg+mL9lhgblhVpFQIPboMwQojvN9JK+QPdHNyIiK9YxoGvhXkhAEqjCZZwVq5LKV6WxyPS/VHWriFhSEoyvK6FzR+Pp+wL0V73BP0+gKs/9oNiy2gveuZMqY1VAsBmGSg5dsua0VVtAlfFaXbvGG4NN0I9aKrkujFBDqq/q9jJD0PKvD1UgqZ8Ay4y8SAzparrdBWfCK4yStrCtE2z09K46MSUgYtM91v4A/ltT5OB3oOrCG3tK65BMYvAupF8PyoToJXBaidJSVpZA2jHQr3UMmQzSYr9Ax/cOSG+JydO/OzP/izGGPjiF7+IDz74AF/4whfwx//4H392Oh/qQKn7ajNd6kZz7Umy4dgcPfdoNC5h7ZDnuI8ITmfvNkT3ZjqCp1V8/E2GayfenN69/pWQrWW7xxWj6wXnPJZ1DikCnGDkeWdYEEmt+K18djemxRniptpaxBXH9typ/pai7uv1Ghyvu3GmZYBQeC+KvOpDFXQDsEDm0t++riRw0Hbggli7RCaafrTvdwxQsyIslARzWqfrm4vUtA3P9PiRQVKqPUjtKK6qjHWm2J8dF0iquNk54pghTbXgTJA6rk9dZOa61XRVcaxJhX3gw5Acj1PErPtg8fNKegEepNSDQz1t2Hl+6Xc1YEi1V1zzSpBHNTAE4rxFGzumgJt3cU19CSROXpem4sttPaitPwqzvg5bgJf64FuFzH9VwYfzRsbkvisg9ef+3J9rz5/4xCfwta99DV/72tc+UrqxDnVl6YjBhyxNUvXXDCUclGhyMxMKoKQr3NGnOwJ/Fi9+WSpCn8ed4uy/aem5fycZHQiBrMkQd3uW9pNu00K3gGoNS0ToYJ/AdNYBK0JwcgcgJv8JE2BtY8RK1nTWcmd8Cg7pbelb/v7jNDxpEtZZpBRjlsHtBS/pq9R/VXhO9WRAZj9GHMqEUZ+R9VDGIzApl3Upxf6JxzWrHTsnRJCZDIhGZoq09JuqiAsK4+ZiAGXpBzO+mGpm6KkGlLLuC1plFuoeR4LYG5iGCflQPuJI0qJPYMYU6lfOX2GXKF5tI1d+A4UDnd+HFSC105OeuKgDG5jVVh4gTvwB4hgkX58iFV+El3Xf/SdOvNFn930wX+A6H8xYQkvsjEaIa6R5z1RZ9yHDreGqAWuXPRDULPxP7Mwgt0hVRCBDbRXESoBk8xvtWIjMGXe+A6Vb3K0e4mqPt367hDe1nez/jusMJ1LaUpcWv6HsUoegg1JEpRtOEAEKVZ4gb5do0lYdx5aGEs9T/SFIeavGCkxZlV2f3ALzW24BWDZHB6xesQ8s8k76ZHeg28tB6fj+nhRRCe1UtG7mjXYW6WOK2383npZxsKtyzrPGMd5uhm2CKUkpjf1QbdYvoJBRxjMy1Nen1CUhI/YXFcwRqj/khYih1rtKmJ1r0pL6zjfqDslbj+ewfVImVV1L3Sd2Vl9YDA61fVsTdp/XgxtsDCgeZeLR17Uuoqbig/r307uz1H3WpXeIUdG2CVILUJGKrw7OlQTba0hScKkqN/aa/zvfT5LUx+U+mA+Y86EW5FLdZw17ddvZDlKy+Ecda7JIWbxwmEB1g/Frbp2oCMJdJxcDNP8lIEoa8AhQ3PpKBW/4dwBzBCdPXO6Jd5JHEtgFhFZQW93ZJEkO29OMRFZjCAKkfHMAMXUiweC18XOa7VSG6BE9xGXGwMDSzItjfHBx16pV/fZhdzsSCCTS0iWcx41S3RTtxt92+y/iOUCGAJhUrRrmb1i+lQqvcbCG1WA+nU+3VHy7j9b2uzUf8hQNsXpA/EQJByw4RgeABZhJKLwsQVP9BZOkflOxgZf6ibVD3e/WfTolrUl1ovyIixWto2KdKUzaB2KNy/ZOmbpP++ZenblBOVSEUCTgVYPcD1LRkAlxigQkYAGpVd3n4ab6s/KXBfZ9KPVGg9RVh5tjjrQy2Z0ikRvHUkoi8CGKbOC2ZKJAWJFh+YYZ67vdOmkZeHSJtwOlszSjfDuiJ0s40EDiFJQYtHD0U65Pg1oL000aXBopL5W/NFNkMEFglrRZKOldOwr9+edB4Hegt6r+sKSfRH+Nt3OHtpFjOzwXrHbZUJ3WNIMAV/1TqZfxex0cgLEM0bjR91B8litbrmiNeI/TE3+kub4/lRCkR1RiQGhQq7qWI8ca0wRNIg2UhJE39gLd0o/VfWoqLxNYY33KrPiubulnQ9L3ZolYbJ2uwrNzJKbAJTyTjpRE/hCML/7+IhOafSspSb2qY2Aqhv6o+psJTCPXqx5TkJBSAX6vrPu+m+6D+YB5fSijCO1mkXFtR6jzzE/HJc2Knxt7dTkEE36KhdIaFkKq2k+0A5HacZZKfg/XvJxH+iI/KP4ttwGHpAcEDDug0aUsGS/8kYb0uLGwDudO26bYqDv7d6B1cJGGN4CxqdBhxACAnTcHIcs944LDOCAs12Sqb6LMeV5tSWowKGodRhfpo+hAi58Enb6zDa7IDxJDqc01PGsfYdM3OwbjKbcATX4+q+9k3bScElLvz0xoVfGt4fEs6FaXOVYWg4us5w2ieSZJkf/YNNKjnTFMcZFkq5siMMumrI+1MU0VCDVV39RcW8r9UzpdkiqDiqAnIsBFBQ9+seRlTMyw7hPBxb99CCMKl7ZM+jGpacAkpEeXiEy1GCq+iYtcIA5UYYlo8ULye3Vw4gaMCz4MvMvILIQAPm2in6UafuTyzAfX+wb2Gw1SL+cF8I28BUalqusgZV0VKj4ADchK5Ueqv6YChA3ge/q6cerGxcgy3+K51laYO689GpHcEflO8sVuci5rTmfxqUwr4dmuQ63fsUTFhKz5I3PtZVkLFXGiYSiPXM9ziWrF77beJEipQpZyx3cFdEszc/g9qr9DLW6Qhifa8tAUz3CEkZWG+wOHEoy5naJCYfGGar82pmNLgKLWNoTaXeSoAhZxy0KSXCKDXV1PQAlKButPzIecN6CxyR2+/HFRlKK5zII6hFWz3tVuw1RzQ50ZMG5JZFj7OVMgUsxSqPVizTRO9hjsh/rBtEKlqFt9BXayxAPvCnWUvUA/svTErhj1ACZrgAAqgE6ZBwiYJE//KbuBgZfzvnK90SD1qAMyzUokVHwFOmzRhwSpAKKMS0BWasJilLMZtftPXepZOGzxB2ELAoqFWAqTtwLIpwxyduAE4AhQOzA7AajGzC71SJXOSfpbAhwL02tZqRZt0ZxBbwGslhcWoI/PpX+7MgXMMKxZrmBk763TEgieoLGnXbaCGz+Tf7+2eJLpWgAaXx196T1QJvxZcFcRER+RY3CgjUelGAmAg0FaK4EB35RKY4fLs6lDpHOIcy/dzXpGGsSwRefHSfeuL1OBS+OlApUpBLASSeVndm4ffP2oLP3m9DP/prg0ZuHXaRt6C8sV4syzLv74jZkh6e+q5XgXKswpatfPp3uCgNzRlLlO3wALTaqKOHm6D5CHgCsE1xkqwPvK80aD1AfzBa7XFykZGfAg/a3hPLwOO6Q7YBSLum80sOOd1nfzJQsxrY2opAoZzhkFUDFnm1TKibrel+/ZmlSU/UDkPewAWEFImMuM96HWi3exLhFXg4Y/Cj6UpBg9lKtXoJIoohmRfcKqEztFriEoYBZZ0wlSnGyeKj71hWtq47zOAv14Z+rkvepPikJJxQ+jC/6+gV6vZjlqW+4HXd4fvrmRaKPD4eElAFJ3SahGW/8HQhMjIvVd+4PHz0ypj1nFRwBx7xXwKzCdgtYt5w2gzm30eppqLevmVo4anAxsUub8HQpxQwszHLF09WIqO94/NYfRF4HiOuIoJNv/NB2wLNzUdlff/yQAXug192A9yDU3415H3CyleCkjLfcupNYLKW+Qny30Xt3VCRpBVyNtNjIrxr/2Tz3OuiIp9q++vN6X6xsNUi/ngLp+kwEJwBFYvJMYmNpG3iZV9W9AncHPp26x6uuTuYhkThKgqa1SbUIj6u7BtQGpHQAdwukbPSl3ftdUfxvQWd4lQHFcBFHkmoX86MAswYl7Y9A6R1f7UbJEzDPfiCB2wkC0cTPNDtPzpf0YKDIpQRIfxqkg9pk3g+0tJ5u+kP78JEDt3JrxpiAB1g2TFAReUkNZSw2YcXhcRFe5NALR2jzsueVa61OtQg3Slq3OPjsLz37o4JRSkUjWIbciiMaREYBIZ2YUCdTTLSDnCAZIgDEhIWVMP+BVzC/DwSh0eQAurhoUt+LLMyTV1Hh8b9WEusowNuTGSeqae60EtR/K9iXHjCpG/VVds3hu9FWOZurKRhQlBLDhxEu93JXvGw1Sj/MCzNE3m/mAJGYWbJ23njAxE7wYmAj0QpLSSgsoRjrdQlRK0VEEtgirc2IxyVHfBhEMf74ionfqmKhtwCrDN8AUv013z/FjYnNdZUmPQSikq5S4ArA27H6VLsiSPQ21PTnwaxNGUMaIHVIptae/gdSidbRdtDe3MfJrboPyZ3hIG0HbnLGRqWUo4cQrpa97wWTTHod1wfi9J03KW0DgocuY8nehwgvASkAOs3SN8gTIdGYj0+cx7Lmk8lapTorFOvOkDk/54/Nb8yJBkQoW+TNYepWMWclINXaHlNQedfULEOEm5QBcvWd7nWTYepTYGUsGVG7GnqL+cqFiQkEAoYNXnXJRd15d4vwHNTN465aSnuK5Uq0Zdj/Xy1GLjnb1HgikiLZCDiAVRmomXb0FIPWdxwc8PL6ohjvhFtgIgTmA45oUA5PkSelp3ZdABjRqJmR1VjSzZhCrQvLmV1/0T24+KIjkRPKkn88BLYQWG3+B2AkoRXwGLlLhMXgl0RqVlhA4CcVpl+GduDCxjfWBJCAq1RjTC6tG/ewuJCHrvHrOaioRJUg/HTz+BKX643czyobce2Tq2VpXyDVAwvIDMbjVl0tfKYdl/zBIL58HvZX+sgESpXdYl+M/dH+oSfOB+j7f8RhPZoDHPjcM1fHEnUpQNLjbMDo0yJqiHutGdUkLTY/axrh3hkYjiq/Zia9V+S7x4eK57YGyo46MvzJLPhHgKoKLGnm/qp+wDpS6T4CrXDFklEWfx3kIdZ+Qik9qfcrIR6N4CHBZpZ17HTP+nOrhSiMta2igrKOhyPUotrx+fHwL9kk96kDdbd0B6Mw1SUurQQ+SEyIcRgTvZGMFDADokwIFTgBSz93iIeUtf7or29sFIn/N707FzlR8B+kJ2APUNqz/igSRLGLBxUv4iEYs6g9dyhssfoIEqj2D6AbmZF0ake7fMsfdCHm8D3UgFVqBWs8BcvOmFU2r7zaAcea2GmU5GdcniS1ZZmFTKuJ4QuC2fBvNn+tI1EZQr7sHyCAF3oJFJcl1dS64P3auUcWKeJf6b3mXlotZH838U9VL6lq7tdAbK1V/yKtOVGKTuI854p3Cis/GjKn4bL1rlFSlfpLfVFL3ScYRl7Cms1VDkRt7Q90X/SXqqr2sUx8tB0C5g072Zjwy/wx0qgVgbEldW4Isbl/nNwOKe9wbDVIvrwO4DpoNa+MfWSvNeNH4Fj8aECE5UeO2b/TOzg3iDOmzinTdAGy/j1QeoU5JblyfYDdv5H8GSOEOBDGIL3O8jahTWAOnACEtaWsEZxcLzT55QqVxg+b2jaYopE6pCaX6U+SeKRDRCAqrkAIY3xOZxHn4iRQgQkX+OHgWgnZIayvX+pfvuKGjfnqY7KeNABrLcnx/MxntzXeWBatDUxWajASF96Tr+3ZiRR0p1MpJ6ZX6sFJMwNiU8vBqjbaA4ZmLudWbkxRhsW42aRvygKuabRT5BVIuDTqUu8FFGRFJtlngElBtVLWyI2utKaa3kY1TG8tWspCe1PdoxUWKYaARRytJzidmpbmxVtXcvtXOxtTO6IKBi5dZUnoCbwkCVHlpJYwp3gJ134fXB1yvD9tBGgRydQwyxfkVMEHpQEVq2No31TmHnqkWxyhqR6yob2JUzdGrTu2SsGp85+VrxO5VEGqp84bI1Wgmjp/DY/K1sCMwJTgBqe4L9Z64KshUf+4fyX9tgaomkN9mOp1sBAU1hLK1kwCGAJEArWhrNS4zLSgDhDIz/ydUh0BZ97k/ibTQ90JDi9WAWv4koNR9pwwOgUorGrszSnwWviPgnW41PwMUMy+sylN0gtvP+0MSaTijtY+z5Aufd5sGEPJv67CLe3x1MIYBqF9HrGWqrzt29a39SI6VPH0+hqIAef+8rz1PF6WG2vl/It0cfKhgTHWwqatCLlPyepCrlopvTPcLXB1om3aHeHox107aAMDG0GHXVucpMCAd06uxvRqm7bb+xLS73mne90aD1PR9UrvDEk+b+wRguoWKE7t890y8YEoo6BOXZkxT9+UnS1ijqq/oTkDqoELjcOlhNwEqZjUBFq9JgcCKJ9P+kMuqcJmLS+ahgea88B7EgvVRQYw8n2jVBBhqkyRSYOOLNQ0UUEmlo0sx1ubk/pM1EkV+JV7kFlUKdyNdWaJwU27D3RN8xGqI0f3ReFWAG9U/L+cSvh0yN76Xkygr4wGEYYTH9UoKgumhD8B+KVUgnKEK6dwzVVWzm4hwLZrSyyoJuELn++VmYlcVxr1XM6Qxf3d7nXcPMD3OCfN9EmeVpgAGJuA6YxlFSFNVca9vwynoj9cBnQPctNxRGb7h0vqjHDuRJSh0TkIzDc5Miz3TUOERsQ11AUsnPjGMCZMcucoTe83n2U4PRc38G3g5RApOjjHSDJcFsGT5BWASkwPTIKAaofo7k6ScCtr0H65i0xzoosi9cNZWXhnVNKzI08pUau+L+h6qODopvlXUWoRbWDWJZ6XCuvGDnnf+8OqmJzfxwska515H+Z+NHFapBkikai6G6jgJD3+EY4lD/ryuHj0+F+4UuHYvV9A6ixfBOyZBCkBYUswNuwK6d8vmpk7NOKn6JoYp41J7MA2e8ANsXZWvfm+7it1PldaCPkjicFmBHcU0fL5Mtavrw4ov1qIGofeuz214S/mp8bXF207Kw3dJL7XTxMMWn2Udirvqen0LQOrl9YL5OBpTHaxImwun7Fe5pgZkbsGJIANXjEjVIjw5eRGdUIv4GEr7T6RYqcwQyI3h2oFJCxE/msuyMfAs7w8SVMWVoYdwibotwAQY5wifSGMBLKFJtjqWYqcoJE6pl+GqOOMsZ7Kko5gGBUxSjsVsLUIZRDn3Gkg1K6v4mCMRj9fSr7/kOaI7s+8qCW7uRhCo6pEGhydtZSA8NtY2DdHj+0p3RSdsxgEVQDbh6/P6bqcGxPo9EVXpRQ3QrLKfNMAO9Heu1Y8aeFtuIb/PZEVe+hgnv4u/UF9LijRDI80WoJAAKAM1EWDG+X+kXZhDUh2eKjwxdV/Mn0uYt3scIOYT0n/WVl09ZwVex+NxRvY4ta4lLY00HElg6ksjFb865Pr4Fqj7shG0Bnr0UflvzXJKK/9ZO27/betM4QAyhEhiyfG8PCshoGyU/pU7yv6U26r1Dn4CqFWCAoUDXWIiwMrFW38fYU3V10CqtXY2Rf6Kn5XmdbA+role6wPUpsEen9az55WSAs7Cqyej7nmyBGqIJDh5BTjLAwFe3G6EMkAdiDYndsa/nAGUJ5ztx8lJ5ctJH8JlEwfVFg08lzhVnCXvtSKLNLudBWd1X+qU1Y7Ce7/q2jG7yoTxQjIAsUZKEZnJICar1kFjt5gPqjixQhUjwM/fDdr8XGRBalr6OX9F7wwNbciX/9BUC21rUtUZExBxEdXsKrtk5gkA51zX8TmPns+9Ku43GqSuV4GkdV9w65K1Z7NTucV26eqtgVbhskbNPAokSdWU36irmCzBMKbItA4TAzToS2X40d1Sf+HfAqgEoGhTUv2x+ba0NnegWtee3H8ZtZ8jFobX9aksJQ14EcWco+iFiC9sj7R1iEVqxG3YoY6JagVRUScakfYkC8opRIRo8ij/aYU5gWfwYMMJUBoNYIh4cbe0fqdfoSz5nfC3t4Aq0uCy07cHdXhxGkUh2zv3DxziNBUfxW0qvogH+h7bh+5O6neHgqQRfC5TSkOhxg6m5OD3+Rz1pHu2cjtJgHjMHQc3dfV0XEmf7RKGVSKYASpOSELdqDSHwqIv1H2l4rPGqS7zeXjWhARUbS1p044VJH34hGQU4W055Ex62htqXN+GU9DndeAaa1JShC0HYOu02w3CqqczzuK8wZ2nSaCK/JTeVlDTJgE1Is5+X9mdAPMCUM1iS5RMxlGAFIAi1VYJUGBwAqn17PmSGxDNIinj0gTLEhN3NmTgGkYPPllVBY+eubrifwqMO70Om+SkossTFGLCxGp/sKIcFpRmB1KRHmBm6dAjMCVDVN8w+GUYd41Wuuu3a95B/w4AKBQfi59Uy1s1YCaEipRjQfZApeTfANMtgEuprOWJozsb+ydD+iTqYQ2sGc6I9ZnEImdutEdeZeIzu8DO1d42bGgNyxOOa+Yz/dZWQgBUQBVtPmn+5DoVSF0OrUNqSSMR7WpVPGmgGJ/AFnSObgWnTD3T2i2FrOv5ObY9L3bz8S0wQc89Mz4w0opLw1igDm9NInuWlNYNrtv3AG5PjwIq48SColS5OF4kV9EiZ1nS/AjurLhJMIjaNVVegGoHrH5ahC5hXXpKfbqD0VjDUf6srS7Y4d8pbGeJULlXqa7UgNKJYOKVQhobT/lS9DhRgLqv+iniDHTA8HIHRcr8M/wknV7EXhjC0gS3zfebUZVu2/0rYFE5ot9LI61JcGQpU1dhF3a1NHCsP9PQJ0f3JoKchO9cyyfGjhKtbBUnMJde/jR4WesNB7BdBzXzzxgXunxj78oWsKwDMVBhWv0bWxgV/Wo0LtYWowikGDjOGXKpJso8GXRqTb7K6O8JsMD+TZnucW80SM1p6j5er0hAkAAHc2xtt3Nt4p04fi0orqkMJmo05cAT0EAF2oTgA0kzE6aOm4xb5Dsdxw9QiX8CvFcwIlBp4eggwYu3bbHXJaY4yTneXVKCOq5JWVWLQ3uciikj9fpXPz0ZMKkqdd8uVU2MPO8vdOZmDhjx4FKQN/OsJlGSvkRpvSJ/qU+UCJdSekr1oXA5SeOmX4luZtqe3nqazDo+smya6VTdlnwY+ARtX1hWkCmfkOlFHMjqVUuV2JJGgi0zJMwvnI3nk/n4HDVfYxSSyaE8XXWpKnVqhi518V+bE0L0hsIIgBBPsf60SKQ6iGakkYl0CUsl56FqzENfNgBc2ormK+QXb6C1SZt5ObUfq/tasx6Mxzz1HJMkVZE/AKv5Kc2Wxdtw4oTOuq+lBoy/ZD/CzyOX3qFzSGcC8OoYqDL1QhuOhVRAijYu/HTCEbezA6ln4RRnIjWQ2d+lIORAF/qN+AxeYa0HOACRBBXAlH4oLqNAaiyTiQe/QjBEcHXTchFgzDI/jyu3gVIDAj5hgjAGIxBGRGKA5hGTmQjz8ywEg4mHJXEgQAkw5fAkcltA45NEKJ8NQK3Pon2Mxk9In0eg6uXlcsuaRybW0+/gFAQ7kA3txIlErt03lFZmwR2/G8w35sWTbgHeVi8GLGdaEmDbLcO6XWeztaqoCAG4VzT3SfkcUu6sTf5ru6k3Ti5bkEpQUFaBFo3mMNh/o+kO7SdL+AosqDo0mkTxbvgr40153oY1KQDZiNFR7K/ZTMQhZkzjJkh9pEirsntcmUmcFzDukbKiSFlHyUn/KQ24nYrqHlayCsg/+W1MovCva0oB1gVSwCpJpYUeA9oNgIo7cQLkxsosaI3rEIDsYE7QN3EsjJ8PK2YhNf1Ms2JWSKXSroyPmSa5L0V6CxFX3MOBNqoKJcBjsOLx1+27JTXdxfNiyi6BHSjdcI1HWQjQmt5B6jjxH76l8KDZ3L2tPWQB3GcAkpyEc4Rt2ks7Utft42GJgyUuV5K+y3WqGGOcwJqPx+lSGBUyaYvTkPzlOKs/nle3l6TgqTd6GGX3uP07qTgsQW1UfO3bjbt3CL/RIKVX6ednxbqS+5t4H675acQwpmHhgBa3Athh8d//4XWTw+z2GbC7/K1PjGNXbj45xl+xjeqWfgaX0YEGOK4jxbd8mRrve0q/lFQ14NZ97j/EX0pvW6FMXTemYIrafly54Cp2b46I4urqPgEw1Y5Qusqwb4bY1ihFXqOgMH+q/lTJT80W/uAgm4RFTbyYSLcZ2eLK6dFJlpf2+LGnCzAuf6E/yfmjQCylqScI/pPSFFBTIdLzsN5R/sGounEctuhLicXr0cDrXrB9BiAf0pbqHtayxO3BCtT5jOEHEKfNB+OT1efLIm3C9K0KAwkoNgcL4VOlTPeYFQdYZ2Mm/qVRRTC50mhK80daONInq34BRws/AyRqzwZMiMItzzSWWHV+070VktQUu1Vz1KJ4LjwC+0mmIEqxUvKFzRFshZajpLWAFueN4oMyy8xmP0uDEVvTue0WSznpg7XeLQYI8buAVFPJyRIXsRbVzw0rFR6BlCgexkxgC2AqkKoyqrdV7FofYia6AUbJS4pdiVAHVg5MCWZFkNemqNjmy2lhOtTGS5gGh0qcNvMyYB2ByQlQgEtv/sZBFugojT2azMsZgfFdnEjAaWVZFXEjRCecPIzW8fJEffKTIOhE5BlgWD2WH00tYk4gxOmB0wYaX/hc8LnbedqssViTWsEeONZBPbGUdRR195b3RfjTcIcsApMeATDVneev2m8sJhUqt3t8F0AFAHWeJh3oy/74ZnWNXJ1IVWeWfo2ZkQKzBbQOc+CWSyR+2r3ZIBVOY7ERKHaCZjKJ5erPwnEQ4CH0Hc/Yj+YONIQA41AVz9uH5BNS0yYvGqw7YOI4BUgxZ0pdB4TJ+KLa28RpINXArVR8+YwCtSEzmyK6avr8Lctpo9JxEKfRBs3JamFV1uknl1c7FLHIMwAdCJJrjpPpI371Rn8WlHpwo6vdqQl1gAwdaIOCUOox1BpIEGFC0bEd8T8MoyfGjKx+IkJcrXjHwHNQCKxai+i3ddArBT2nzM8BJ/6GwXXXTpup3khHAJUX2NafqR5L/RKogoIv7dSqKmUAkQlExlgTX0dhJbwuc9TbTaY3gCmDztp6Vd8RWLX0VoA6Sy+qd2ffvtkgpVJng4VKR9QHTbFDSqNOfMZrfJ8MTScxBwJ1CzCeAhK9E2yifGvvya0sVgCq7wsQSx3Ae5Pi9OWQaiC1nhTv00qPwCXWhEDgIyhzcxE7rTkA6pKSVAETq/t4TOeRKojbPCemiqXj0tPABVedmC5eXFTtSJmrSV1zOKCpXx0Qar0ZfilVIGyspPSS6LgaVNSkrPA+KUOFpiDQM1StNCI8KR3QGqFNYBu3SUyD6Ap9LtzP5y7Klsw3SXLi1KczcEg61Kzb2LIwq68eR6o8C7gxEHcUpDbdlTsj3K7f+lGZ0df3rbl3NxBz0digAtanSTuk2mS1AmwVtElRfm8Ma4ddOBU4wy3NdiOBh5X1ctDAaOojwTi1smvhSSn27R1zZP12TfupvookptyMFu7NBqmcaNE7mn5txJo4gWRJO9cRaqTkFlDGpDZpeXZ192RT3wVQXa+8jUJ1OobbOx77wfbVuF7WlkKi2oCUza+JyyjASikKCzAtkpGtSTFIdcMJsHSFAicAuX6kDkxXDMTlhENpCUQHplvLXRXgu2oSlFTclNdm/FwIQl6SqJoAlVelBMfcEJT9XnLqjvo2PgZKPRjhUpz6pCXzAKLIM/NSU1cSYDB4IIqCG0OH6ZvSL1MupTFD9RGgHZSqQFeVxT1b8HGFInRtxiwAdZBEzsq+1OFeF+npSdjqb8ln3xWvUO1+NKo6pBfjbyitcUUkKdCPTCIcAKvzauIqlomNo+VgFZrLw2WshwVI7gGwFnbre6S6vX+mTzT6uXuzQeopt3JwHA50FV8EAAiK0RaoN+k+vzAn7tYkzXG4Aaf8tqgQAxIW/0Ftx37/ZfAY67tl7QnNr4skVeq9gdnSiLhh3ZcSAmwwB4DE/aOmzhOoX/B0CbEAdqq6TjvqPE+CHjDpSoyghhWfnZNmFNc+8d5t6yzRkEra3j6jNAtd/XOguv5j6kGhtJ0Tn2zYE4vzkmOOkzkQKUH3t/GM5zsG30ZIiunDWr0lbqoJlzgConv0DSd9cz69an1WIribyEt5mopvCe/pdhTb0tslHq0s5GubESujEKzCGbyuYRwuFHLWcN7o9wDTFqTkZryzS1qbijMa7K0AqUOD8IwFs3jZaf3UgeMe8BhcUokkwQKKVoRofjCg2Ey2s/n3tGS0pC8bryQ/lekFkKxhkLrtEyQxpam5sCRV5uOAgU4DmKYSLEkqpSeZh/DwR54JKtmNJnWENDXUVHkKk96uOmAGFYqpA1c1/3UIpg5criPvs3kUizun+CZg67M5J8I4gyWuNKn1eAD8wsUKh/vzRBPmKkMKswRrMoeFHlA3/cLVN2EEIZVG5HEEjobkNQhiOMeZcxF9Rzm1kspxpQuwMeB5gAIpHcQG9CDmST55zxQVJNVkVCYl/2lZP6I7ku0jxsKZGFZldhXfEh8gS0A7TmnV2IoN1uqINHioOQkBMShEj1T34cJXgyyVCrRvYWvNN41z6POngaqTqxtgddL4bMmcBx/c4d5skALQOVigs0A4hMcehuBkUmpCqfsi2bxhl2Z+3LRpkXAYC+eAtO+R3VpVMxOPuuzyIJCU5bk22RJguX+10JMGNLUOxdJTV/1Nv42hr0mlii/UfWCLvi6lxdl9q4vTI6Jpr3C1xvA9U2r+q2pu5h2u+gPo0jVxUBInJg5MMVGuc5jf+z7Ayf7i1BKzGo0jldSRiQ+XZXVgWHY1IiBo1nt1KzMI/Cp9I/4FSKIGAHEnFiDdwk6KH0Nlc06imJCcEKNIekek87uaOgeQ6d8e9xHugOO1Oqkp0ygDgWQDKmzCl8KuEpXFa4ci1bd5XiQBYHSSOLhvAAtsASjEAZyFZ6V6WZ8Up5+Qhqx+mzjocc79G65jHSMilccT7s0GqVt9cab7SA4vBieP6D5ilQcXT7vFEOImUQC2QHQWvgOo3ec7Kz42ijACFpKSlfJgSk4g1TbmEkA1U3MnNwN8HFJdyJZHIDVA8veUXqTDdY2GVMBVfTX9FU64Pe7wmwwFdiinXylngOT/qRggmH58pNpNRuQ+HRgclBw8JocN6VJDELIApxgWPjF1FPjkJl/fIgHAF4o9fPjBpsFpT0WcOxgH2IYxUEkoFh5rdMxVr0B10zGxWMGK3A5sYnrkj2RRC6CXj2OcNcOAADpQW34MLovB5QqvLlVfACnL5u8OoCyAaV34+DXK7wwsAbDJEDdJxYlZ2zuHCftNld4tp8uv+7fAdJPG7vyRyka994p9/OaDVLJD64jz8Iy4hlkniw80tIHWYV+9A9vJFJlGqX/W75JLi8Eo/BW2nbYC01MqwSD0CTyefpiGr3Fyb5KgSTWXE+kpJDIDnzqP7wK7VOkCTZDj/VAPMnEEpji7L8p45LZMqjHifMHE1c/uG2NgYmAqcNGw7nN1n0tPFzGQuargYZTq7zpK3Xf1SxLj3pvIb5KqL40wZpWlTnQOELNuWQ/TNAJF1oLDKZ7CVGUhBU3U3idBXeci6JRuXS8IsFT6NtsOp+OqDyHNdLYEq3dJB6opqc6Kk8IB5ObYSKrNPAYrIvrr4bXbzJ/hGoCQn6b4pk7k5+I9R/Wndu5fVpzL3ZjGtV6yhGuLY0DZ47Ak1SwEW363kCUSp8cn/LLGv9Nl2RWpwWoNeGeabzZIAY2jwTIJGN23I5Q+Z6AzwEESJWOytSbTDUs/dqzOWkElirKT9gqgOqfFEVLNtwBf3wNV33epCc34gdeV1vCLGDVjVd0FBF6I0ySQcViiEgY3dMDacf4p1VgJIJitS/2MCYTkZFjpm3lh6r6hA6Kl+hNn1aeS6k8kpSaLU8AkGtKWsy4qrk40IIn4uk423f9lvDTf9vGTV6uHhSFy03EuQOfGsfo0BZJnEvEEOXSA2iocOq9FDJxmAU6lDGoTpscc38qhDayau2+KtfgS5d6gZareuAyrW9+t+a9peRxZ6rCYQ+SnGaZoY7/M5YX4klpmSKCnOPajh3oWfbrhboJSl5YPcZ7j1j5M+vm8ZN58kGrujpHdGsniZ9BB9Wf+2t8RZsschmc3+lM1SO74bhcEP0CJwBEd7OK5GDZaG2KmLdR+CW5ISWtVG44WxiAUar7KZzilDNBaR3FM0FDJTRWoiElsOpN7FAiGxxdBrkMZ+GiehhCgpQpMjFT3BYBZ1OFSlafr/jiBXTXCfD3K14wUKKkqgcZVhbGWNUNCgxsW1qDJxeOB2jOS9xjZAJMBqKsFE5iET/onunTvoLmD6JzOpIUbli34dCKe4QvBjfc8/jIbBq576pVE/AZQcZ0WEMZaZtT8XlYBOij3qh/T5DAqiy7twmGxxKBemezbALD8TjpYLW1x6p4LTPeA1Bnovwba+KsDpHjirKuj8R7LSBMKR5FFBi7rPAcqDy+1n/QF0I/oGDdXkHny2wCXBTx2v8Mlo/BvQcfZ7JB8ADOKCNPvdqq5aFrsXfw3JDDBtJMgmiRV1n2Xw50T5exrk3gUgqET6qq6qw5MmBQUG3wnTK2X1n1jJBiFdV9YBB7DzTpQgVqTQlcJ1loVmgpwEkjNBCvUpuG4Tju+C9CSMuIwwwgHuKuPAQ0QkxqrYUAxfYyI5IkWAdYxBWKkHscZja3wngzhA52P9LXWp2hLWNsTxGujDAzrWu7S6QQoug3v0RcgO2LdIY+Vr2zv9QRc+Ep36X4Gj65p2Qg1sikgMxdLePRjizMqjSrHDUA/A48n/K9C1g6fUGPnfsRXAK1fHSDFbsfqbLiqlSMEWHji76X1mE3Sslk6DMSP6Hbj9bY7H02lEmRVYBktJEBlWEE2A1f7xsGmjCg0Lf0a8HHaQvl53NHKtKmVKuKgNJMqBmZT/ZUMOKTWkYYDW6r7gpiKH6PnYHOl8KtKrvNEWjY8RhFkAqnp7OxUBZTKGGubsW4DN/TytYtYh2qL6WWdg6SSQ8iQQlG3txbBauNuN1iWsZ3RToBp7YadBq4RMdA1Net0QZdmVvUYV3Ut4PbkiU1dgALlQ30YsAhEdo6T5nIeslzqk+B7ini7YMmANCbh+Nqi9HJkO3e2mYt3s3JrXTZ+OQl/0lF/3hw3dy6TrO5XH0g95ZpKDzRTbIaUaG/xgpAIzS5mbu33aIp6Z2Eqvizc493OyxTpnHCdr9sxc8dh2IZrq2Ouz7Fhx/pNULokDNM39Brhn9kjahJX9IHE6eis7rP2mW62riq4qOCqtmfK/FaGNGEH8tT1kMJs2YiMLCCYfmpEM7gQ8X1Fbmvo1NTW0IwFLhmSKF5IZbwONZEApS5tsTlyWgQ6Zx3tfOiQ5w4tGsynAOS4WWsqcMAmcNikcSgLUfOjYRLOx3SzspV9/B2I6klz3GintT4rimR2Z8zBoU6SZWEJq+3HZGaE8uelB+6HSPzAEKyuMRtLeV+FBDGA30ziVRJ/m0CqDdx1RoFGn5F881WTk9xUgJUsFd/0EtzvHWUiovJcFV+rmnIVZJm8r9+xhNQKKyHb9MEoAK1dlQTGktWOONldu5ZCTDw7JWjkWlUAjcKs+tSlp0e9+DpUqfKuOkrFB0mJ6EqqvwQhCK5TUq1YloCxhlVxEelNUiU6SJXKEJhzpMWgzFD9+bUidkcJBCMJXUkjAlwQ95jYgbjqxHaj7luZp2c5p5K5h4wAKACgBCjaM0a9vqHh6d9meaM493/TGb6YzxxvVxZu4rY5eYnzVBr5fgUGeslSWksQmxcChFo+16GKBMWkyrglwSxz6Sk60ADqFYjGyvCfAeNKK57h3h6QArYc1tYPHFV/T6XX3H2sq5z8Pt+F+pFHyfO5lmd9sSnsOneeyk1uPntiKu1dLCYbl6nwM9HdcGJ4OwwoZhLpw9yRUgUGTEZWJoV5+BjJ6aYloMDWhERQRx4JnTTgZYrM4iQIT2dd2whNntXHH4JtZxPj9Y/5K8GRMN0iGPc4twxqRJm49IO1HOcNHOfUjqJ7fLZV2g7CTbis8bfA0BD1UIfmbiDpzdkUWexQeUlka0W5yavCxf/dbBg++451oKci41qIyOck8fNPmFDeBKhXk6HMvV0gtbqD2Q4aW9VUf0T8k+zR6MxFTiKKpZrZd1GmSHPpHmcTrVSMu/kZBLXUHLqUx7lMz7xkwEpIIchDWONdNpXk3ocYsGFhZ3RWkyBoZb+vjxzHtkR5aGZzLxjtr3KFVZ8BzcTwg2mnCqbEUUgTlzSQKIu+OG09rf5wtPpjw4qr6CJ1ofZgqZ0b+CgmA17J+OKKADfBVQQiwy0CR2r18vqpKXkXFob6sUOSXHPsUWIVX/PjCFxnPFcZUDyTlETHcu95Eky4D6qyQxpLOeLVDuTWcstJ0TNNZ2ho8K3Yln4uM4XvvsHm/S2n68dchyWDtkwJ2MZvYnJSgyHo9Ze1O56Wo58DTB/NvXombz5I3cMpnnFyOTCIY11GE6v+8vbfjWxLZN/9NmLSVH1brgABn0R31CVhMoCKdBQ2jglQIjYVNcAzVQkByICBlacL1FpLmDyzGUXuHxI3OJI8P9VARCSN0cxSzzb+njQEpb6+8bkoBf5VvyirpRCWe2EYEao/BpiJru6z77rVX6RR0latSU0EGFmdTN3n1oWz1IoP4Z8j1ZBX0QQtkYFr48AdZTDqtPbsMzdFD44gNggPQPwixwAuXTehCgkTgWDRSQrmarLBi17GKCpid5gyQTwhSSCDmWkSBvrwVg48GRbb+CfubOzU+zLb73Uk0kDnD+5Ixg64IoKuke8o3+EF5yv0viaB/2oDqJ0/GZIn0fOJ909W4BW+WwD2Kfdmg9RzGm7HyewAa5NmBjN3g5i8PpFPvj1N6yz9e76PwXyaZ4fLvqmriMiB22Yik3CI7cxc1zsS7IIOUJZlaNJnJJ/qdtZ04hRFqFZMLfqRO359hwigI6XA6traHCx+rFLBXakKI4ZIbewVzGIKsv50vYKDhnHs0yVIgcpE7A6b4taRYkYcIpFPWfLF/jQNohQdTZZ9h7G6Ein/TQld8EomxTfdGRVf4rBhBX+XXXhWrgVFtqqyM4BjIKK2ijW0BNiz7O+cyxzvtZhsL9megWOfAPuIK4Pw7ILsCvOqQPUR3ZsNUuFeR+OdsnZFyiT9Dk8KiF9qdpxwSmlVmrWWEcTDvxc9zPnV5Xs1wpZgktRIl4Fl+YZJtmzSWhka9e8szHRK4kQaMvL0hvhak6TDiToAV0XGi0HWbNO24DrRqPZk2S9K0rd/lLQVG10Z9lSA6akoXMUX0pGf/DrFpCCIlePqbR+SFECSFGjdKlR5sL1Q4bdwMpZwifQ6R166+CiC4adctGvvg4iqASp8PLUbWwe1iqiZpqsD2lAzvhjw07jlqPpbO9z/oiyNoSDK3rqYB8YStlXhbgAr8lgHuCzx1nRCGjij5tsllxNwq6BiMjbRy68n4ZGY0Jx/RfqTabUAL++uL9ufVAKCdvJ6lIv7/14cuukWUL7bzmLHRD3D/eoAqa07af672Jc9ixinYSPoClDmwqhRbXixAlSlmWbDSgvpWurEU+YwTbYDqIKoMWvIK2M+kFyNkSpCISMLLS4+c56D9i85qGBAZ534AIcDTQnEY/uGI8l7KBRX2H1Q0GmQJ1WHIIpT6kjNTltXC8DYlzW9dEVY1aUd6xZJghyX1E8VXGH7mlaQ4jhRghWYQlV4TZXhwJUt+jydqwxb+1LBRQceHbAGFI9uhGH1iZMpvDXVQCgPTR+k4nTrPjs2CWnZFwRK7FwqU/cNH4MDeZCtxliItnfC5zxFjbLdhsviCTrLRUObpZQGSmec/TrFNo631bRpSd8d1FkRfwG3Bi4KG99S8yiIexaLVX9M8KXSblNBjlU5gNCmnMcPcCTqq/8MrLAwJ1FWbNrpLHuh4j3BrJRxs2ArSma7MlfyfPerF6Q2HN2Tce+In31EnVWqrSC6q0n1MmPuKccu32UwsMFFLcCWGi2+USpwEZNFOtT4Fv4cxFMzzVq/MqVZnLqhTpU0wEKC6MYkqe8TPNkw5e42IsCK5wDuBCpX2tFkiw25loUDmVMhS8m3/KaEGhQgLAQD9qe3Qaj+TLqsmzi8XGGoAcWA338FuDFJHP7raj8Urcn6BZhIBxMmVoklCyFnAtXmwHPmwx2u9dZZ2guRu+ub9XuOs0OBE2Lf9mWdlYnmz5Yg3wo/SetQ9rPvbqWn+y5bcH9pT6v0od7rR+yeQxvXuq3pP/H5R3G/ekEq3LYRF7aHWR7dxIueH8fZUrZvPhJWFhP1fSxc1xH2XI6aMacmBAGEkSb4ubJ3zMjkBz23KlPVh1N5W7sfnqNLLQqoSN4zpa60M4JbV3GYtZnaSQwDqNWYNBRHreSYm1A3qHDJSOJMv77mVUsyfb9VM7iI9SnqIQbGOGbJDD7kID0pyorvYIhBRzGxUcZV4yimgUeSpELFN6Zi4OISpKaUnUNABXOQenFMyDSVpIS6L8betHaF2LOOUP1Zu8uQNJxgFVEaVQx0IhZMAg3Dw4nXBPZPE7XkSirdhUgmsMYX9zCIKwBwdmsY57UA+JpNjJYscZxM35M5YGRbC64qbynydq3qKcoty+8gBoT+mhrQP6gwsgQ8YQgOat2l7V4HwLwON56O8nz3y7/8y/hn/pl/Bj/8wz+MH/iBH8Df8/f8Pfgf/8f/Md+rKv7wH/7D+JEf+RH8wA/8AD7/+c/jf/1f/9dXz/BJBpx6VTetrxSH01N6l+JBTCxOSzKe+okCTIgijua3Hqz054RPKV7/k/yby7MRuDp3bm7+tuFT/JqLkRtarzrwOE2NdZ0Dj/OCxznwsvntN57Ngm3gUS/1N+030jz8wf904Aoj/HYVR+1f6oRF86/urIpLFieGTDzIFQ9yxQu54r38e8R74xEvxiPek0e8L494f7zE++MlPjFe4hPiv+MlfmC8xCfGh3h/PHrYI94fFv8TF493sXg/cKnvPnF5ifcvL/H+JeI/4v2L5fv+uOI99783rngxrngYVzyMmX+X/FMM/5OhxhmLmjXfMIDS+At1VQzb0f0QjittCqS4RlPiAEa7MP71F+J/5VeaN8T/nfzJ8reNdyON9fuzdA7h08Ps+BJANZ/l5Jv2PCl8LvnP+sOSJ+ebf1f/4+fdb3y/+7uuYeJ/VI65lDvqQ/3Z+nbp7u+Ve+0g9X/9X/8XfvInfxIvXrzAf/Pf/Df4q3/1r+Lf/rf/bfxtf9vflnH+rX/r38K/8+/8O/iTf/JP4i/+xb+IH/zBH8QXvvAFfOc733ndxSm3dsY6CTJcehxsflduU0+iQQrQsP52SpAWwJzHSRzOX4GkNIoCtIzfQJDfuYSR3xHoefzJ36JMrlX7Ztgw5zagjPlQwJh5o/x8tBCDbaeOfYp0pk/ztyQq+nMCnxcuog7GHTDpLUDuItOuH4Edomv+Cr+I+rtJtw97uNhhupcAzriDC3Vr8SB/3lQsQN5OnFVmNWZxyb0V9Dg80IfmoekWPw/dQwPvqNKzKdVpDh+/o+bZzdEWfnivx/BN+tRdh/RPv33qu42f4yZwRtgK3vHNAdQt12Y49UT9nvQ/w70OkHvt6r4/8kf+CD772c/i537u5zLsN//m35x+VcUf/aN/FP/qv/qv4h//x/9xAMB/+B/+h/j0pz+N/+w/+8/wT/1T/9TrLlJ3u8bmMEHNcAEjA1gczsVThGXacf9UnZbeM4jntmC9ZHV0Fafp0SmdsLipEtQvFGUgoXW2HbyMQSxtHcnUTQNKZtNm/BDfBdFNNSAAHXZOnoU7MYcA09SJQ+1IHwOJOg2dWgbF8sEJtJVRM44DkiDBh58Z6rzSNIerXxPiAijFnqfGyeu+mVfKMCKA91F8n5QbSIRBhqnnBI9TIeOCuOpeoPmtuprxQaar4QYuOt1SdGC6im+6kYqM6HM1VVQcXhv7oUIVdGo4YZy0unoQitxPBe53at+PCjE2DjXn0TLMj+M8IjAhvRV//W51un/NdeSwzH4iDSowS/qM+bPwTAUYNB9PgYDJyFPEf2UwYl7zhD7xt3VeYmRiTTbWPleSl0VpRAMxhYrePBd1iO68qnvtIPVf/Bf/Bb7whS/gn/gn/gn8wi/8An7Db/gN+Bf+hX8B/9w/988BAP73//1/xze/+U18/vOfz28+9alP4Sd+4ifwi7/4i1uQ+uCDD/DBBx/k87e//e1XK9w97XSYrUH1eZSGXw9xa3LWatX5tHjVaoR1nj8TWOUYo+KGwUVut3GCHObkydU7cbFNo7avZ7g/L0CEQoeDg9qJEMMtBmOSD1+TGii/qH8/La2AcSFRwTYmmymB2RRe02IsQR8EVFguUYz3UhLJ3knzKlCGIlIptTUpoetBHLymDgy/cPGqfmK6CmRcfG1I8noNuyF44qK2/+rilo6Y064bGQrMiTEMegFgDq3bX+MW3FgkFDETdYGtRQWBkoqf38a4kCI4ZdHmY4PGUrNae3owZotmdEFt8l3WTJfWT8Zo20UnYHPzu5PyZZni22M2B4DmNslhusuX24zzxA1AugVoUsE316FOwpJs6fI+68JXEFG2AYiHBtgA1T1k7Dlxb7jXru773/63/w1/4k/8Cfzdf/ffjT/7Z/8s/vl//p/Hv/gv/ov4D/6D/wAA8M1vfhMA8OlPf7p99+lPfzrfre6rX/0qPvWpT+XfZz/7WXuxDoCn/nbu7N1T3E6yHUg00LO47bMOLq/EX6SqbC2+lIqv+f0boNR5EQf8jFLRbf74UNX8Q6kB6y4mVuFxfPoeoSbEPr8oa9TxtKG49ihrPwK0kX+0lpV/pR6stS7Nd6kmhKsEU0Is1d7hJmIh8CQQzcsho6z5TFZ9XBcQ8aG68tBjgnt4liUuiM9iQrd8/9ocT4hXZ6RP036dRT2mreSv8Jt0BP39GUA9qXrTyjfSuKXukyXvda1JKH61GQ+K5ftd2Z4q88foXrskNefE7/gdvwP/xr/xbwAA/v6//+/HX/krfwV/8k/+Sfze3/t7XynNr3zlK/jyl7+cz9/+9rcNqKLxX3W0roNoTaeFMQvlbIoT3VXNBzQj8CWhJaNXASqhwcqpyvrO94CkejHUO+LJqMeXkj6CaAqS4AKl7gOQ6zJmqWbcf6gB45vpKsEhigcPnxDodJPsaeydhc/WUoBZ/UVdQmILZd6uvQQ4SlXJxGvGkc3Xsa4WfvXfC20IvoqkRZ+pQUOSsno9muiY13WouNpw+v1WLj3ZxZCW9lUEwMQYA8NuPjQpUxTTjzyS2OMmmhZ+6vdNGUcMlIjsMrar+Xz/tV+quHDbBFAZZ+mD506rIIwMjClRWaP0DvPIO8u9U5Vgi3RHGZsEcfzubGay6k/Rj3ySs7JtgGpL3BcQPC130pcelswF+5dvm1SNpY+z/+tMQOixe5TziHKvTNGu6EtarZ7cVncSvtcOUj/yIz+C3/JbfksL+7Ef+zH8J//JfwIA+MxnPgMA+Na3voUf+ZEfyTjf+ta38Nt+22/bpvn+++/j/fffP4Q3c9nnzqh7kWGlnpvv2/qU91CCQezR0QKEj6KfjbzTcFbWF1KABTT1jfkLbOM6BiPoRuSEwE2cYAYATQcyFZgFmhoxHNPjuBowDnoVMUBDpiWmBtTVj1QPJkCqJgCY1kxyU/1Zo5S0Qqq/hJ0AMSypxPpTgQsDVfiHly4uUTRJ0N7mxYqYZUwiVwgGLmK3BxvGxI3FSABH+q1cAVLWh8EsiFn3TRhQJSihqfL49Ilmfh79T3GFv3UmJVommJxn8X/Mv6Hzc0Woi1XfqQHZcb56EudJR9/RsL+ZZwCsKFeJT/A8uoMp9xkwNdNeyncDeqXCt35Xnwd5aabPmQCX7Fc+u5H6f3suYYJJ1O24VqX8EPVY2lKSHlX/nnbZK9Dr167u+8mf/En80i/9Ugv7X/6X/wV/59/5dwIwI4rPfOYz+PrXv57vv/3tb+Mv/sW/iM997nPPzi/5DH3m3849A91bKy+cU3oV6GbqQtZ+r+evm7QTaVY0FV5T87HFnQYxpngAxQ1LPZyq/P7/7b17rG/XUR/+mX0usQPUdh0U27fYYGiq0JACTYjrEKmgWCIBQkJpUSK3uIBIgURgIpEH4LQEgilFiCZFyS+VykMNUJAgpVGbKk1S0qjGeZqWVwjCCilgR63l3DxI8D17fn+sNbNmZs3ae3+/59x7fewz0jnftdde78d8Zs2atXav1vPfYZq7d1PzgwmLFlbLCFt2u06y7Wh7hFN3pgYk86zWdxbsDOB58DPvuj2xaMgB82wGiAPSVj7xcHM4CiJxCHVhakjzrgw7SkzRzXPMc42RZHNlyxxiE3nDfNuBnyX5LKeTph3ns4DOoG5k42QAFfNZAihJI+RJVWrorffMEIhltemFtO0wcnVZiJeV37fHgCdmtAOvPfaV1Pd///fj6U9/On78x38c3/It34J3v/vdeMMb3oA3vOENAAAiwu23344f+7EfwxOe8ATceOONuOOOO3D27Fk873nP2y0z7ZQqA+w9mpN007SMfMD2mapUwuUuP5Fu7N1rNuFNO7423qiQKIzHDjhhSCZPa0Xobmio5VdDCpLwxX+iujKEXI5alZtczvIAFcSqxF/2aArDnZlURVhu/S6rKvmC7hkitUI7Q4e6qqqIoZMSqHtJNNVDyTMOQJBrl6Yq2cVWa/s8DLn0qIFI1pIVnKkBYDk+Q9Uir55Fq5/gKNcqyZ18AGPGmbqSmlFUe0RTbZOiaylm61ONPdWVVNvHYlWVNnWrbHI3FU0YFkZatm5jb6JWgApIaGFqA5d7AGsrMBqzasY3faOptZltx+pnR3zXOZoeu/a3P11eSRprpFmYaUpAv/JJ8rFBpJT6zH1ZI1AVP3Z+S3tUXVFsO2qftzlvM+bZVHFqzzBxl1ZS6l8Hja6oTBnYpofglzy7ehKgd5SO0HGBjh2kvvIrvxK/8Ru/gVe84hV41atehRtvvBE/8zM/g1tvvVXDvPSlL8UnP/lJvPCFL8SDDz6IZzzjGXjLW96Cyy+/fO98RfXHqWhyTOSAqeXsAaPt7chgbstoa/q9Nb8RUT4yIgBWENPBboLJLdxq1h4Y/myiEMpAU7XQLO5ylwQYOJjqJ9qrKo/BYC6m0/J1iVKk2hrcVHzlE++i6ittJhZwTMCB7AeRqNzsbOsbzoLSZJ+T8SHTp7SLxKqATKKuRd3Tq1cl6ZVIxeZbjC1AhInL3YeispxUMKjlITHhhy8f2XKTls22G1tOK51K0Bo4yy/DhFjSIRmDpq8tqHHzG46/wIwlvGV8GS9K1XZkAMvMmSEtlSsGpQSoxN+ChLyiPqwDNvWKsOXT8uqN6h8BbABYmo7JX5tH5mhVl+uKSI4poIJR1Y8NTs84oHb+2i79psRQXRrb1VYiCAili03KG/vxglyL9A3f8A34hm/4huF7IsKrXvUqvOpVrzpaRnGy7DCA+0IlaWdi1YbysEoOK726Jclk0hbexF0yZXz58E0ilvAlf7IgSjBnueJMJZ8Yy3eiKsBBwEwuTq3pO4vHCmSY6kf9uK5MxFe++VQYO4GqjQDpDe4z1U9o8ISZZkxcwKvtB0m5ZD+JtTbaOsrPR+1PSbv2gkZpPzsjvbhpgbZPaUStzSkNabjKiASYJC8BK/uevNuFNeFUYNk6VEfzZW3u7DPPLgC5qgogwHgm5bLfclNKwIfi8wpAxfSsoNKGgfnsiIAVApgwhuCi/jZdG0SmAoW0TBmw5E7qsW/fnuy7+0znCBHt3hKl4QcDLu2MOHv7QPYsE2/uyaxgNv2WWr+JkAS1uUXmxM3fSVzUcI7IqwelbUU1BRQDCjUA4LZHc8ik+zhnqv9hVQMSMeapfRSxuA9BkPv1Dkua1UJtomLlpsYVlYNOPINwgHKXYAUFYoDLQdiptVatetvNGjW4CABlj02PFZf06gyVj9NHQw+fDtf2wzojImgashISowlUFWvKRet7cFnxUd1zEjUh136zG+vS6e5THTb5qX0zy8kq4ybTOlgGaOMM+XzC9FLGb7OLc+I4QW00NUORGKOHWqQBCMXVVJZ2ViTUYpUD38VTtxOYYFme9HmdTGMhpI65qAbUvGZqYOijtnCUVN/oKZ28JxEJkC2DrQLQyQYpoAcSYOeBuzgPl4BKRo5NSMsRbYK4vvIXpy5LYhlLHVdOIDGrwhAkDVr17RBnbXkrq5f60IAPqIZnxURaLAOp3p7ANIOmutqaSwvNxKC5fIBwIllJFdXfIc84rJ9YP6C5fjqj/JZPdBR1G9VvRDHmslKrs07B3FRhGaRCexJ0RUyhFZv9n1Y/oUSKyvKRtBO+6/qEapqRO9gCSF8QOpURmXCuZ63QgjZGXRrDsrf0lELZdDUfIy5J5Cv5AVVtHsPuA1oDvhGUD9uzGIFQAl4U/QPZ1YtdFSloiThsANCpW628keCCAx1TtGwsaH0GZepYRez7iHAbO+tkg1SUTDYM8pQU3UPkDPyi23VMkyIkXNP1N9FC11jZqKlh1XuHurCIxb5qA5FGgrazEm0g28oNRmCtGKN9Nn4iQL9eWyU+IuBwmupkmupBQwamqay8mEH1Rgr5ztI0CUhNOKxgd8j1S7oEHHIxSD/AjANMoGp3O1P7SGMx3BB4afBt17cXh9Ynog7jPYoUwSYCRMBoP27JxM/G9lJh4QHMqYZ2oKhS2g1kdo6wMy0KsBltBKjUfyk9y1pCew1Vf8hAzQgsbRr3JuVhPKSAnQgaUQs+6h7i7T13okGKQCif9zY9nTXMWmtYqQbkGp1joKQUPWcA7Ok/FtWNSbjgYeQgSTa7zPxOTEryse0jA9Rwik4Cr6NZy18nhVgCct2AIapfX6KS78TNMEA+lS6HeIlQjCKqSvCwuksa7cAsM8pdf7UeRQ1YD81iLhZ09e66AyKcZ657UlWdxSgrOIGluuEsqthdVlW7kTedXyV3NGHnrJpABHSWjjV5ZW6q/iNYuUmBSv3sONCE2m9jsi0QhfHsolupOmGAnf+orvZR5xm0j49CLnszT1IgXQDxIwNTLJddjZjss2IQYHTUJnu5Jgtodz8ijAubzmzGTaL66wDQto9rOHiQkzA7oP+JBikAFb1FtcO+8vtKaHaAqmfVo6aDNYojgCtIZYwiaTi73qyjBsC0i6Q9ykdWW5Vt++daB5YESqMadi6Drk2TuUVz2yRzPXQoQXWi11UV5rq6qvkQF2AT02xZSZ2vFnIHLJ9kb6sqGFAjLm4QFKi4lr7x1gZQO3OKHUjPp4VBt5zjESCT4Me3PHN4R637tFdN2MVpYgo3ZrZ2fIyZ/s7zMUsjluHoGNWnt7aSQALk8O+dAJz4r5JpM6dmQxAyqN2TaNmS5h9BQl4bPhaNKch0p7P6y/oxxAP5tFNh5FEBUlGyqybgAHqw2oUDDEQUNXPXUYJtE89IF22fqvnl4ROvHQa2MzsfgBXpSLJSbLtKqVTJAFTK3v3mrYDVZCSxYpldY8on6KmcI5qZIbAyExdgm+v9d3xQzNS5nC8S/wMBKQDn+aCWopxHkiMAE6ayghXgA5c8ueghJwHUhWZsdwf6o7pI/ObwbOP29xrCH642bbrD3B2XG4aJxZcRvDImr2OG+3i7FCC6s6QiUzwusCGTx3GlGbPY0B5HznqNrxj52O2CWx4AOPk9Aq6ChwUqW3gLkCa+qgx9UJOR6ekExLa2zckHqTBQ3O3gtoEibW0h1/o+D44vupksnBttJFQLrOLPfTkMoPX+u5G3bIvpclMxGSkH5P0jE1PJSiO1VVizBPQHUuUDfUXlV9V61A75zjwXa0BiMB/qQeDyRVyqt68T5mkq1ywBxQy9us/ThDM0A3M5MCyrBPmwezmbxNVsvX4BmMvnQko12fVocQXgYflmnPc/5PaxRnEfcvl0h/qxv3XjMDzbGzVE9beX+orarwJUBSM1KZd3hDoWWRmQhHdhxd9KxavUhCEx1XfRMqk689+XLhBACRh0yQ7aJLXmC89biudWO2htpk3HaJ9ssUBlsrLXJVmLPvm8CyiEsXV2bgFBRrceMOWI4dOG2MjTTjZIAWOpjdHUgKN40tN7kh20racovEAbWZ0/5R01KvRap3bt0MQpxUkNYzmCYQq6KuKhvzUDboPYcjHfqPZQMKMWaSr7iQTgkOveIqPcLFFXcYdcDsYCFcSKvrB8SbiK3Yf1e99lJVZXZCznqwhyF98s0lvNk6neuecOBPWDgfWPzHsyK6C42kJbLVl/bsCG+gwTR9Jmm/ExkB0KSlHgsELKWjp7ksO30Zw9broA6XZJ8sC99f2Sv81w0GbWyCFjM5YtSVx33kmegxCyeHg3lieriymfCg0RXR8NIFUsxbb1cf6yB4ldL3/tP2poc04kh8ESuAs3znHgz36AqLuNSDtGmkjWZ2qZ5miFpThmRV/h49wkMgKV27zreR+e5tIE86TFE5JPWQD2Mtj6wcRaqplkZwk4rBe3zpXRH8zldnKmw2ItWMwyAMhKqp7UB+NAUVtUgr5dGah3DAJ6ryCXC5ba6qleOisrIpgvEQdgUrWgKW9r8fYsqyh1L1l6JkOhAyUTpuJiM4wIzEfxGujHUjKcN3EZm2gy3kfgtUn1Z5LtnhNQdqUevd8F2Ky8uZFtHAdupl0hVOd6ARlZ9ais2q1cJY4Am6rwDJg5IFTWVQS8Lqkoiweew05i3kYnGqRUEghSxmaT1qSdKKx1OV3fhzja8BXkdFJTi2s7xfofk8TcZjeAIWjW7B17XC5TmdCBY7i2aFxF9rnYKJ1L1SsYEPSuvVk2eomVyRNY1WBTBUVxA/UmdJJV1lQ/pQGcmcp5KkzFavAMFfCYaMaZenPfVM9andFDw3MFsAIRU5g0dl9pBuE8H2jZxH3IEw4FuGDcdYUn4VXlZ1SD7htakicbcDNqwDLOe9QRmYe53oCRAJN0rQIXGYAiQD6vommhhdUV1tI45S47Vz47Ho9b9WeFKVf3ADpd0RNQ6oCrz2j4jtbCWRZy1Plu0upkUhFA1L9X/dlfAKrmYIKq+2ziMbyqBoF6NZrnJ1n5LJFx0ahjA51wkLJiIpwUpoNzaVBkbRQAr7McXApvn9dEjGMFKJOXHa2xfI4DcTqBKdZHyq4v4QUBE0Ytf0SCYyBex2SveZqNBFfM0dvHE8t7MayoX7ZV1V+5Gw9cP13IjEOUlY6YwpeDv9DPfZQmKSBRQKl9dkPKEqntaI1XRhV+m3qPoYwB1g0ZR6HZJA6T8fDBbBq7kACPkaH6ZCIYUct/i6y3VKJNQ3xNkFykAFDJ6y1T7LinYZb4sQDUlryyTtvg1tW1LWZEQcr9zZT3QgbgrAW7NDa2x4kGqdLxsXXaY3ZmJATZno+TYMcxh4Yb2tGGGe2w5N1QwDB47Oiz/jFSK61NIs1icQVoLs6VAdqtwNo3mOQSTJKdXJ5gLweeTHnkY4byGXeggNYBzdVIo7oB/ZggT+Umcv1uFRhn6upJJEy5kb0ZTniSDyHKqklWQeeru5jI11UVDoqbwwpLVlXc1IXOgCL8aWnMagosQFYbxAgB4w7ruX9U90k/WXCScDrmrUVol2KgVMAxflWH1DGvEdFguGb+4jd6TtJO3TuQm75ZPwzk2m2JL7/bzrvaBckRkKSMLj8ehEkAqcmfpMJ3ZA0uWftyh4Y50SAFNgPFqOnYBligYTuZyZoxeKsSTG9dr53qburmClrCEDSDtcL4Mo3DG5EtA6sskZF4PahSB4YuX/JFEO5X1XoCWlQTmpirmorBU71clliZtEyuYt5eVH+HXL4IPINwhma15DtDhzgzlXXPATHO01Q/hjHjcJrq14BnHJpPhRzWT2sA7RbyWKu2N1TUebLnZNV9D1VgOs8HBbx4wvn6xzCA1YHSNHDXfSsDTCzAZEHJ9IH7+Gfo1hSMzJ/bq7BhWd7X+xsXhpHzC+AjaTUmVZmZqP4Wxn0GUDqurD+FdDKACvkMZbUtNAInu2rK3h8hG6U18AWcEgWAzqsMeByoWD9u7yK76uReMzw0vIwfATdK6rSxbU48SGVuGcfptf9ub8j650HT/S0rlcCcwx6EsaCle1YuI2wfzAb0fFxKRk+om+p1Qno2zFrekZLRp5pw5X5yDxy1wc/yT8yvxS3XIzXVn3Wjug8rRy2WfBMOGaoOJEyY6zfTD5nrp9+rmg9UP25b0pA+6fekYNR7aIYR8sfG7fxaPGdeDgN67tcbTUAAaROH3UhhfLWVEhpgceI+RtpliK+ntPx6lM/x5L9cCmXQFyLxfWmFLy25rdHEsGwMeCuccTmiZeEWOtkgBQwYZ/HP23M0AvIWyyTs6CGb1s5oQgJHoHIcIomzRKudmoi7HaBZMXcA2LvQALiaOqdt6jOxflyv0NT2rOolsWCA6y3mMuHl/JU1ojggwsFUVH9nuK6qqgrwgGYNe4i2N3WGDnBIhyAqZ6TOUD3xVC3/8qqV8h5ytpLyqypx60qKvftwJhzO2aqqqfZmATWGPzdVwavtXZmVVSL0lGHmpKkOhHQPohpPqKwVpN/VsRHfL8xJdS9R9t6CDwW/0fOSey0/IK3HUMU34DfHQhcs4UpDwRduvKhwaYM4fyOyBx7c+dH2ap1okBITdCHbEH3gFicl7ltNEd+sn9sKoUXTd8HUdghaZgDoHtYuIGHSTK9qaoknowrm+QKNfq1fXR0ZJoKpBSk8kzBPXOshcNIY5Iym+jskuTKpgtHMmA8IB/OMM9OMuVr8nalqvQPiqoKrln404zwVY/MSrlj3HVA7+JtXh9QQY8akaYrVH7OA1KQgdn4uoHaeJxwGlSAzYZ7LoV+eCbP8WdCa2wpMGrCttKCDfbUH7fCqIGXv72vjmCB3MEq8VdlpB2nYgt5iFIPBPjq590OAytKy4QZhVmkBnDSZUZgl2gWwL8R0Naub1bVQJmQkoKX+lLzP0luhEw1ScZK4A2iWNqxEszDKx60yVvLNl2mukwS0hkCyVbLMSKUbWkm/MJ8ur1UOFMq4KzkQNOhuld3KhKWYpS5cRfmZ5dtGRu0H6McVybjL3k/97CExZpbPtJdVCzDhEHIWi1GsEWX1NoPFkiNrAoZX8env5NWAVs2HtkLye0zGStAYSjSDCTQ3qLWh5dpsfzd04kIQB1YCXvv2+VbaOvbWKAOoC7jqWMS5fQDqYtFxAF0mbKfh2pGG5XB4lIBUJLvSsd57AJR9ZZ9asOKyprtdxxgg6VZXCOF2oaX0VX1mC2+k0F1N4PedcLaOskoluTW9SW99lKkZVLDcCyi3oLe9o5kIh9X/gCZMXM5MHVA1P6/qvvNUDBcmYpyhQzxEByBiNbwo8DW3T7wnldYDuxU8JP1DGMs9TDg/F+u987MxqJgPcH5uakAJf96o/uJKiuf4V4s0C2iZxutWVxu6RoCJwrPts/he+1IS4Z45L5GVqgm6B9lJ4DFO9i5bNQ3Cp8qC4wIyTpKyK6txtP2z3AI4dpVJbRU6aou9ysNtauuz4YFNwIf2fZSdt9LJBqlsYg5WRLuMmm7Zal40PT2ZDubwzndetrrq0hYA20ILUo3/GrBPv62ssAG5bcSQ9y6kjK82UFggtO6qqyfNUVZVAljyFeAy6Q6JVPU3TTMOeAK4uA+5CBMTGIeTWPoxDugAZ6ZDTIDuXQGMA5IbMaBrmFiFYj4ugDXpzRENsCYczkUleH4+wEMKRsVd9qQmHFYwKu6STlkFetUfW5Wf7EVFMMr6IpsP1l0bXLCuWccmYAUZXmQsM9HGzgaGrOmkY9Z4Rqa3UKUtALUrI9yHRiuoNfB2AlrgAbtlXpNYmKKdmnQlrV0pHIN0CbZzk/69/TLCFjrZIJXRaIm5K08eTfalZa953mIZGMvnAGyBOgAarN46NaDUg9Fzo3Fmu/ln5MQqm4Ywv1JWvWVeis3tKiaxkpvBmLhMvgIeBJoJ81TcmCccTqgfS5xBXO78EyAknjCjfICxNBXrUwOpfCWVqfXc2SdIGe0NE80gwl2ZhHAQmI2Kz7avBSfb9nElZZo6Y5xdf1i3W86o2LWJd23lbyoXrc2Do9KFSndLvpn7ImY7pLUV18WgI/T9iQapzYYTWxtkRTIczne7qjLAEK9ramEGCW0cMd3VTXUl5xgOtXAOrPrSb6cjT0QR4wG7EWIM+1raJDtKcpC3qQFF7y0rqUOaMM0z5oOyujqYZxzWjyWemRgPTcXG72CacWYuSrsDKtckgYADzG0lRYMzU2K8AKorNYLc0i6AJcYV5+epGlSgqvuaGlBWT+fnCecP6wrrsK7CGJgPw0pqproRV/t8rtfJMFAXgnUekB7uNVA37j/f1G0VZd12hR5XcRvSjmQvMm2LeTYqiFYgOx7i1EinysUCJw6/hi5o9gmgZKo/Jusmr7mIYWwfhzDHVZnRlVeLYynQiQapSEM+v2UALww+SZiqO70dWLMQZibp+dXMcLHkQGc3Gqr4uvdSCJ/fKnWzw7rXLcz8OTJq4n794idmOVlVO6p+er7hbrXwM3tV01Q+B8IoN1JMUz0ETIwDEos+xnlmfBbLpbJlL4oqQMklthPNesNFKd64B7xhBOolszAgVUzN1QR9npql39zAqIBVVRvOkwJTBKiyHyWrKbOqqs8OPLq/sCqLNBLobHet9K2LGlTILAlasEMAqiyhtdVfnUcXBKi2TL4RQF2oZYnUdWFFNPTP3glwxfgj/72p9fAOMnhHjyiQAjAeqEcZQGFF5A6kAW710oWJ3bM2kSwYbiyPrtywbOk3LPdWSlZSq5OTipSvt21o+ICUeu0yN4CqzNaVGbJXJe6q9ptRP88B0CTgweUji/Vrv5gZmAozZUL9ThUwUfkDuG6dtQrFJpIb0cFwqr92xkn2rOrKSPxcGDmcjHbY1/3SEJiGK5pRHywJX0kl9+LztjxWaItjeDBut2UaAoUxHPOyYHgclCZzoUBpX0pWVgDcisvJLSP/HdK+GHSyQUomR5DUlLHt0picBx9JetmKKE4KMq5usq4VZFAeTViYSuD17bqZlo4rk5pqmXXXCmhGd7yGZ7E+KjWHcknGikZ1tTcFLNPZw+CpWZQVLGbw1D4FImbq08Q4P1W13lTUfKriq58KsSsporpDRXZXiL0WyoJkdbWv7UL3pxjVEGKuloBz4q4rrPnQrKpmAoxFH5jAhxWsZgCHddU0lz04MIq6b/arqeZeknJWaCSB2yAdKHGfXwV8PYAcAUXGE7X2JbQxHd1lzFJeNvbp6EotA6oReA3aq69riL5rOxv+sXMXSTzbR2Glta+ar0vTuF0eNr3gdyHoZIPUAu26SBi1sfqzl0iyxLOPh60CTpajBaCUvKSfFcl/9t2USctmOUGSWEzQqvVGALWhwVX1KCs+qhnLlehzAPSkDWZM9WOFgnGkzFBuj5BPfxwy46B+UqB8el7Aa1Kz80lBqkCQzj2zonKAqeWAOfNkrk6qIFT8cpA6PAwqvrgPJaupqu6TfaiCiO1X96HYu6VrrfvYKDJtyXMQtp2boW68dcOylllxTdw6jBtQdSAUAXANqLbWcyl85p/5jfI/ho5JAQoDgFpwjwAoA6OhFeYFAKtHLEhdCLJnYotH/bWzzP4iuPfILy5aSprUuEJM3zyX+FXVloCnrm4iWCGkJ0nuC05xQjLqJ1Bsg5oCKPNrfuVCChuH1F+zsd/DQZVWZwBTAzVUYwy5r6/gYgJSBBCzaxb7CQ75mWuGYtUnwDRXYCrnnypgCRiBVK3HDA9M+lszGKj71gwZuv6KfbHmtw/FdBbAw8djpKoJSSYKiFZizOZb8B8C1Qa6gAsETb+f38eQMa27Vw0lluIF/60sYB86+SAVGpcH/ntTaF3Sf4DjlzIheBh17/xdnuodZ2Wy6qvl0rvzopWfTmIaMI+F5+TdmgmFy5/QTO6JwROapG3rMWlw3YcCM+TDijxVtZwc9KUiuU/yNWCqn/qof1P1I7TwegsF0NIoqXdchLU0qNtnpMzXrqjsntRcz0+VM1ACWFM7B3U4VZBCUfFZSz4xnDhEYtVX36P66coqAJv0D7tKtHd7kqY7GukBPHRFBfO5DkmI5e5742Uysiuq2vrgMOISWajFl/y2Vvi4gNuml+Vt8HlnIBXgJ3FTc4dfwLgpcaN3x/RdGlkZjF+r3NF58skGqTX0v1BkBpObTN2krM44e/bNU8iAIWcnA2VShyT0+kcrfaZcYSX/zt0ug12izsrQVkjUfUC1+mPnZrEEJG5WgVKECrSHk3yritQSkAiYxZ8EhIy5eQUs96u3T3An4DPQ9liMu/jXWGwMJkSdB1LzcqCp+MAwK6laX91zEr8IULI/ZZpRQcjsUQ37AWP13M7EDQxDmmzHmZSR2nxYXF2ZMgoTdKq/2l+2L6j+kzSHqr9LRSM+EOfgRj7hq2LGZACa6F5U/ZmwiwAlfll9TMmOo7lPNkgFOkqD7CrEOKBi01kJ0++s6vYlKyLavNXfoFM2ESoz1xXNVoCyaQT38ILcgEHWn6qn/4y9MPukUEzlu/PiNrdX8Fzbl+oN6wT9JLZIhhMXMCdqn7gvAFVLojdOkP6K/7gZSPlz8WvPAk5gKEgV8DKWe2IoYcFGVXxwIBTNzLt9KC0UtXDo42m4XcfhUQW/lcmlPR1t0wfA5Y2FVhK3wpiRbS4lVh2Vhuq2ACJswjgAQu9eMppI96TStLjFiYU+whg60SDVzbejTCYr4e1SgCRrjp58tKKlWRpe7vOmzqXBZaJaC8A9Mu+s+1zBkL9LQNOp+8RZv6QLhIlj0pAbu2sEBa0Svqn/5PWhWTmVO2W5tkML01ZPJm79N1JnsWkH1gLD3CABd6XRbPae5JAuK2CV+HSI8gyADhvo6ApqRqfiK25ygKVhEmBD/ANM3wZ/eR3G2RbyAhT6BIysJGGpBowyjp1TI9VfJnjJmfFuTl5KWsHVtaiAj59Z83XqPgs2U3Pz1NIS1XoGTJtBaale8d3GNjjRIOUkh+i/C9mBbZ93pSAIHjvJpAtZxpWVDpoAopFh6B7A6EaKbmT6sYkFt9ubW20QuWjUcnwpX32w6j5JtBaG2bwzE7YFo2r6Xm9Vl29VCaDBrqpcAVrtKb+JQoHJRBODCKCdfQLDm5fLLRJoAKW/AUSI0VR/AVgoaf/MZDp7JuM/Aqejku0uVxBr6SdjV7JnroY1STo14FD1J8myTRCrqsWLTpHnbKUOKHp3ttKy7mRa9yun+KxpcB9nqVzHQCcbpDLap4GOE1XC5Dg2WgLQRIJsomQrU75P1f7HGyvSFZNQxhwH5csWbBlwKSiJuo4B90FJiSiAxGiobSVG490mWVP3xQmoIKbxGmCx4XI5SNnnxgV0r6qCE1B/494TYM46FaBy56AywLIgVPNx+1AMt2JyZujHMS5r35RhRboCcnx3l3zinMncybzuVX8h7AiQgrDnihrmmSYxmtNr+R8XRRCg3p2Ci31nwrtVlYSfQhh17wZMW6u9NdzJB6ktoDTgtW4y7QosTszr3/kPyu2QrsSHGSQxP+PvJMzuNanQKiG0KBwGtQBCKMeofJpWAlZbiMJkduo+nVjc6mn8i3rQgJOQ+SRU9p6pGUK4Q8WEtv80kBq33P3rNuVl9WRWRqraY7hVE6m6r7jJuAFU4DJFmmsxJSwkfA1jDCrS/Sx4P42/pQMN0yOCXmGlaWKMDUtJdnf6kdy6vlH1B9SbREjnX1ebNQCLTHcBqFx0gjMG2ZunDMjW1/lRE4wy9V4HRtJ3Exw42XgtPrt0lZKO3Zm/LaSV0ckGqZXGE8o6WSXBZFCtTrItA2+LRDeIZ4WerWNcw2ZSKQBnVOH8VzJL/BbBaeuIDWXJwHZ8J2Fb1TizdmHqrv4mruxbSZgodSKAkRkcTmBYI4YmWAwjBGxI95AUoBTEyB3ItWq/uBJKTcmjH+BXVzF8LO8RqZtLO1I3Dbk51lR/SUnGc27PeZkG3Yd37ENrfC4BEg7+rq3C+xTgEKZy5jcq41Z6VICUkO2IhfdpHJHguPcftuGOk1EnXSzLCAAwCJPFNWVJ9e5SD4K5noY7RpVVZ9GuYgBMlL1PyTIeNr59VHdLhQQi884Cj+PSrURx0nZuRIBC8AylWppgFWTYuHXVIqo83YNCU+8xvLpPAcsAlQHAJaMI50bwgw+3vc9Mm8iNHyzgRCazPbHKCi0hDaeqDm1vrWud26YR0SNj3tadoE30sqs/JxzuAYJd/onb1Z8AMRbRLrVgY5+BtpKS92KcNNkwnAPcGkiO/I9B+AFOOEgxHaEBY1pIgMpG7TnnTqTj1iS6JYk1IOkAKYCvjWihhEOKOxn6CZMcFmrB37y3H5BkV4dWYNu/lKn4ug7Kr1UiFxZQq8Dwstsk1mdbkIV62aJIggoIZKzx0Kz45CAuyKv2OlUeGXcDNQ3L3q39E4FJ0jRAlq7KLFnmhdIX5SxaAypRPXVqw12ZtekWO07tYd8UCJIxjxg+ZkP5u1F5s6qoX3Wkqr81ioBEub+WW54t8MTfCbrPxAakXLgJUOtaC2q2XSJAbqWV+m9VupxokBoOsBhml/Q4cWfPR6XjTGspj8EELsxlVzGvUWZVluY/TACurZ0VmEEsg2MrbUaJC67e/Y0blJaj3dhOfZ5bxwH7X3f4lmFWVGgABtOuHbiY9yFtt3i0uLvB/1goDCO5Q9HNpSMk3QQucytF7aJ8CO+zhNlOmvpoLFT/nUuxRci24DVw60pKymsAyAJU+eMevEyaKTjtIqQthX1UgFSkhU5OBaswijLVn50Qx1XEC3rq3Upx9Vklo5Dv3nWK5U/qs5UZSvuqhO76REy5OVfF7ULKVUx8/Y0NE8JleQ6XnmGwGVCxZuR278l+vFCvNgLMSmp007kFOZNPfI/lMFn1FqlWI44xh/91IrlmIiN2bMlQ5iNWhlIHWNT33YCRO7cNb8sQX5FZLYVgka9k/HqpLlEzlKruTDu6ekgm8mdXUtTcTfXHTd1ngcqmY9Melt43YLqCPALPO9kgZRuyPqdtERlK3S/ojCbktY1iBhvZAEcgN1hrGY5d7rNSdPZ6VzFvlN4+qyjzPpVIzUQhOMdO5YzkzI4titoXJqtlc9uVAkWgQgMhgLxKLrhl38mp+yzYJBZ9KSBJ3pJ2XIU5fx63XWBYzd0Mz9PW4GLa387u7dCPmgZUcOTq0d3xtyCcOrAIDD+6U/5hhVaY965MOQDFYq1dj5aWK4IoAXJ416rsnDsBJgdGkwEntydlQS8wpaV+Y99Aja+1SGn0jWPhZINUoF2xIwWqNXf2fFQ67vS2ZrlDnpanr9I+HaGZwIH2TkntUh+7FGAzn4xKcGQmv6rHsYBuyyR38NUwGagoQA1WQEjiOCEnaYNY1Kj628IrXFMIgybTRiMBuwbqj0LvQLsKVBaYkqTUTeN3zt8C1dJclXf1d0kQTuNmgsCW8BvTS/etEH7DUYxNOwKj9jFWLKJZV9phrp5okOoNJwY17xo6W7ySY0oqyQuDsFIWe+F7wwq4L3sI4xhgEv0I20cuXUvp2Z+lwbNx1bTEMFOSNo/MyDLQjaCwmekGKbHlQy3JURh4/76i1JUJ8GCTGTrArLDUv8ZPQSuumEIew/ddOPZhJa6JSnUy2JMMBLRBRP6ggO/GIw5eMv0h5ugZo42Sv2HIbkUS/U2BOUwKqmgTBRQV8mz7yrsAVOJOWUYoczSYiOXniZrbhOlWT/XXr6S4vbdhBJxsuyD5jWQ6nG07tCHR5ge74DXvbQziRINUO1hi/fKg3DVciMNN2ssGk2O8hgel6S3k31HMzILkWvij0pqoGfx3Ap+RvGAa1IK+gsCSlDpKP6wMit9yQ5ErTChPBKSsT7IAI+JYNgEJcqCTAszIP7qz9FfClHJ5gHJnskIVmY2iLbZJaDOWvI8yXoPAGP2z52g00IEVPFPPgM8Su4EBbRt7HCI1gZf0pC0JueYi1tGCk8TTOpCvS/Y3OKjLE6s6z4GU7EuhxttFzacFh9MQ6Kts3MHzgC10skEq0gpAiXu8511EJl2aWoZqBpvriHG2LswmCmmn74+b1grnedJeAJXGNQxMGNrm1VJ49kyYEr8QV/JVyQWGmTQuk0nPXZpb+iQFjwVjCAR/k86wHzgJE4vH4XfJvUSDcdp1oZ03R6EN89oFDow7zv+4QuDojimGcVBW/P7b1yGID49lYXZoxBHK6condUvKLn662rLAZ9tFBou+988x777g0LGge5P2qg87Tox7kQcndKJByi5nU1obFJbRqaMwKXtZJULwaL2yqb1HnX0hgCfSDgNiEyPElkFG43zN4K4hgwi6VsbWaNl+jfNbLmFwtAenQ4991DGNiOS+rK49kzIO1XcBsDQsxs/i7vxDv5Y82acR08ko1F3KVz6FAjXzT40NdqHAgGUyZmq9puLyYTi4HbOeAD0MO/n0opsHbS5XXhFxU/3JuDagJPt3mkYyTlIDDsl/MsKUMYDojCWkLlOrI6aq4juAWUmxC6NqN70RnXOwNG1g28EuX93XtlW4I982MH22gU40SHWon73fSHYikfFRFaAZfHZy7g0yIx5OJu3k3ZCWAGHgnyY3YFi+TCsAZGhYl9Dga2e2unQyJp0wdRdmVOQka9J/1iMyTnGSC+MT9+7NgCXhM7AZ9VHWFkkZyi/3/py4R1Wifg4Uf6ryRktgnymSAZR7H8FHP9XSv7PMvMQl/zmYyVQ3Y86h7dkKWHbsEkDMruwpQA0axAMpGXeL5wB4Cm4gWPo1Kz4xR2cCcGDCH7BJu7mHk8ZMFubgYBS1n7SPgnwVhmDemTZao5MNUku0pQFig0WkYmhnsUjE1Z+B/DzAxvKkkwIh7YcJNYCw3CjQFtAbkcRdY/LmuQOjwNDTFcaA4lmemFdkSiMBIttz2AlczbOGCfWIwDNMPzyLW/agtHzcx1kdelYiBty8yMLudS4wgIUOPysfRYZPwT8CVYjDNr1QeTckTB6Rv0Y51RnIG4CK6r5UJtPykK9bdNvfzC+Erws+NZDQIaWg5A/0Lg+EwWSx9Ru4FazS23/HdKJBqmz6tS+pAl6CW51tjHbVjmvM9twYWDsR4gSsMDmj8LValpFUtVLuLvougLmWYccAZZRH/5V0DO2ig15Lt2PebMrE4f3WvCO3sa+i/4DBjLIZAYYrmwXYGH4EzKPwmi6v9CvG4D6oCEO+yWX9TLqStHyfa6Fd1yhTOfWro/Kit2SDW22UZ2pxR5+oSPI2smonGLk/9UtQzfaFAFGomwPIBEwj6PJBcKP8qiXfgWmLA6jqDwf2nBS3vCbbrytMjY30YerM1g/wBhXySu593MgUNmoFt9Ph4SHuuOMO3HjjjXjsYx+LL/7iL8aP/uiPtsLXQr7yla/Eddddh8c+9rG45ZZb8KEPfWj3zKyFSv0T6xaYwbn0Z+M6aSKaaGqarDrdPD30UkmUcKK/pV3CIDDGUfg1ShiZulUMQzOmDH/ytViaWxgK/i7OvO1P4x8G96F3T9Z9aMIkz3Q+/5vOA9NDg3cP1fcmnPVzaSR/mpbJfzqs72J5596vq3f4a23F+oeZzQW2pm+kfbn5SZ8MV5+DceWYqRn7ndn0nn+axmT8BYymAlDWz7ntPg1R+Zt8WNgw9t1BSCP6HcRyLD9rWc0fsnQHaSz+GSBuz9y1B6YCWtD8DB+bOPlD/+5g4B+fHf8MvNny0ku1J/Uv/+W/xOte9zr8wi/8Ap70pCfhve99L77t274NV155Jb73e78XAPCTP/mTeM1rXoNf+IVfwI033og77rgDX/u1X4vf//3fx+WXX75bhntKaRrXioFVn0xxfV+FBjJxZII6STGb3AmtbL+06FFEtWWK5R8msiHMlrJk+QO55L2wytqpu0Yrj6VVAAf/GHcln9U2t15kgu46DrNVTeKmgb9QVN91q+zRu7Aa6PKJqwNLZkw5S1hqv7r6OML8HFm6cW3wJVPstuKg3H8K6dn3sRxJMWx1M/+1uBjVzfqRCZsJujac+nPaHk2oje+T8IAOEC2m8L10goxqTe6VXEjsK7pOxw5S//N//k8897nPxdd//dcDAL7wC78Qv/zLv4x3v/vdWtCf+ZmfwQ//8A/juc99LgDgF3/xF3HNNdfgTW96E57//Odvz0yQezgsMuoBKEZVC5XaMWKdYq18qD60A33k03JZDsq0Uuy2F9ICZlmwcVggdZF2GBSdmbRkkgFFKPsaU03zWSLb5tYvghLQPgY4Kitzz7gXytcXOPfrom9FrbBZk5Yt+A3DDPy7Ns5AMAP0UdqEavnKuj+nQ7TOGUlzqzA2IrePJHnrl5rhVXnOYMCEG6n+guGEukdlzsB7Tvwqn8ja1XVFAlJuqlOov4wzayBh69ap+8TNrU0OxM2qFdJfAmik7jPljHMQsDzQ/hJydWBrjEt2mPfpT3863vCGN+CP/uiP8Lf+1t/C7/zO7+Bd73oXfvqnfxoAcO+99+K+++7DLbfconGuvPJK3HTTTbjrrrtSkPrMZz6Dz3zmM/p87tw5AKajtiLucWMAAIU6SURBVHIZ1n+FjGiTWp5Y0EINY5MCEp+EBgPfTuLl+dzEVsXDpJxpnmvh1sgBs/GzzGyBEW5ZvSzlnU2K7HyR+zXhdaVhGccI+LaQlXGo8zIefYKRae/aNqugvjG9JUHCFX0xP3MAtj2tR9tKrp0bd4wqeQ9M4qYOmDgJ71YgwO4ghcSvjsHIauxYc2DU1dX4kQkrZUz23XQbIrSLHtQVYCJ0wJQ+A0UAWRhwFpiIyexF1UJLI6i1X30mU8mNQsyxg9TLX/5ynDt3Dk984hNxcHCAw8NDvPrVr8att94KALjvvvsAANdcc42Ld8011+i7SHfeeSd+5Ed+5OiFs43C3l9WT245Ghqx3ElBwW9bWw+lSpFGk/edKpHaQBiqWTiUZwC866C1XqtMWnRlT/yt32oOgVkuqvY6P/ZhE3dXjj2AarS66qpC2AQywzbZCOobipIy2dU2iGMnJsHUvgO2dVIsEQH2xnTLvDMT86jeGxkbLP2O6ubqCTQLTwr+xi1pWWHSLZwzYDL+sUyu/vJrVoBZW/R/3IGg+Be2ZwbCymD1H1htfJG7zs8GTQ1zqUDqV3/1V/HGN74Rv/RLv4QnPelJuOeee3D77bfj7NmzuO222/ZK8xWveAVe8pKX6PO5c+dw/fXXl428A8Zm5tIR+biaVEszWqeoKpABVQOa+FuyXPUzQomWw4EKm//mzkEBqlCW4SW6S4XMmLsFiyBZZoCVMr4RkGUUwyblcWWcOQUtHyakoXm1h7W544odzwoYJpLSDsx7l2G9EybsMV9snUZ5Ld7Rt7WAZroNmbSEcRZ95K/9EYZdLeB0tQW4T1hYZh/ZgStSGO8AvKDIyq9dWI7xl+pp/WnglrJOgJiQu3awKj7jtkYi1sCBdMukumsZFLRGZHkOoCsr6vyoPWi71EAH2wbisYPUD/zAD+DlL3+5qu2e/OQn48Mf/jDuvPNO3Hbbbbj22msBAPfffz+uu+46jXf//ffjy7/8y9M0L7vsMlx22WX9CysN7AVUg5EjTgEloFtBldhs8qZt56YGEyEpgc/LMv1RPhGMEJ63AtUAVPQ5goXxz8DKFZFzfxt+CdwI6C3RGCBm/10mA1D5qotd+qsrP1sH56gCgx06nZSc9Ooa094JdS4upUMvG3suwDbZKA1vVwfmue0xkVPljdzuwGsGUkDKmFnRqLxWhjzBf4OO4QVLYdZAX3k7RpK6O2EnglVX//A3+XRK+DqxBoYVMkzJTuBEKGHjKnGo8iZWt4QqJ8ayQREaaIWOHaQ+9alPYZq8beHBwQHmuYiwN954I6699lq87W1vU1A6d+4c7r77bnz3d3/3bpkpBwL2ntVucnEYTC3N/PpZS5yMQ8pDLBS1fIrbiFlxMNdiWk6uJbP+pllW7x3cCvJbACQBoRQAeNAMA7AYrupmwwksCIVPrDdw4y6NmP6oPLG8y8Bk/XsgSxNM3yWcYl9aGndHTGfT98k2vLfApH7R7Z7J+fcGFC1epgZjw7iHbUDN4MbeQMNmzCmgmHFtAUuBDCvjYAmcYMGVXR1aPe1RGg6AFYGKW91IP6PYymvq35wU6laPLxMAZhD53cmxGrB/HNGxg9RznvMcvPrVr8YNN9yAJz3pSfjABz6An/7pn8a3f/u3l3IR4fbbb8eP/diP4QlPeIKaoJ89exbPe97zdsqLVN23lcsuBHPM0XB6w8y4s1gxQJQw1x62NhDB3bDcxgzps5PWAJ0lxT+HUk1S4lLzH44VK/BIOAsGQHq+JrP+ywBsk+FAEteugpxKz4KRc7OGVXWfAFYob192M0FHxQxf8uUY2DIbfaY+XHjmRKp16WS0BEQ0CEDBNxnSq+lT/m4g843TgGm/EZOmChYjQDrwbmXkByaNqV1fNLy7z1Si8mMdewwZK/UDqrMPmwk9YxA0YewYceOGfVmNW849qZ8YUhh/BIs+ciuqBloqbFlgcmPZ8D/LQ+TZ/TaDim6LAGjqxRU6dpB67WtfizvuuAPf8z3fg49+9KM4e/Ys/tk/+2d45StfqWFe+tKX4pOf/CRe+MIX4sEHH8QznvEMvOUtb9nrjFTZwNsBDAwjH5NNj4I/uVcRUDorwWMiBkPvxYolsgND/AkeBIJUl7p3L5RbWaWqP3mOYax/oOHKKzGGcN9fMoBl1Xo5kLVPm48MLoZlkXKaClrmYrHAfo2WROKVNxG8TKLs0jfpxX4N71VYGQaJlYC/DV4zz9MYEiXduQRofUk6YE9XUIM7+qz1XucOIGYt4ZwKLStHbQvBCTZjq4BcGUc8+b1hESRXOU3Sx+pvAGPJEAS1vq2tuPnZMGoYYUAJpn4BoJxf6C252qhUmcuKlk2aoHYuqhp6eaaD9cbR4tirIE4InTt3DldeeSWu//9eiemxlyei6wolNWbnb0as/gY/a1CRpasDdMfZvpCegmDiD0RpxeQepJjo160k5hpXbjQA3IrJ3iDhVW8mj6wtsnJkddX3BjCMLBDzzn7pkJvb7lXN3FZYDMCAWGsL9mXOymcpMlfrZ5CmY4hmBeYY5Ap4xfxc+vF9LNewzD3jGDHQLP3hFMwAaQ28bD1sexLABqS2rqSau5RiuCe1NFUXhCL117Ct0pu2XWwbBaBIrfwiWNmLZE092/VH3G6FANp5KGJ1E6GurgYAFdvGFNYaSLgvyTueadSA1TH/5afxkX/2KnzsYx/DFVdcMWyeE313H0kjA1jkIraBnL9JK/oLf9TO4I7JpkAWk98qA1ghQ8CI0FXLG2v4cAyYDWzWZLu9MTa8k+Gl86w5E4bdAZIFLO7T61dZnAKTNEEG1ulKLQFPYi5XCEk4WTUp6LIBYPbXA0X1hN7gnJcpY96FebQG9isCAwZUdQBy/1zHkCzA1XJYxm3zN2eJXFnELe0V+r0F56YuliJyyAvI8w7uRSCN7wZpOWCSMV4ZszsrlB1uFcCSa4ekrZPDr8rspYGystkGsJejWj4xtSQQVuOLAo6tb9IOgB8XHlwb6Kq1n7YJa72hv6aOuqpSqPHZGoBKL7smVC0SOW0WgczWQtsvh3FpvpfKcOKi0mhQdZQbx6a+jDY7IfPbIoALmMdzg3pT8RzzALU8KRshJnwobrM2kpd9SesAM4MxGSuLQGHBygCTA49BHGdVZ9IfqdUy/2wPSZhDt6qa2RlRqOGE3auafVx3M4Utd1I+Rw4wOPhFfwMq0hnh0KrsG5Q+NsLI1A8re4ZvdHQh28j3QIUm34TxuIV64DTvRmmMwnSADreKcH5o77wRgQEoG15WHWjvW55JEUMb2qaJAkDc47VhhpQBk/VXsI7lbu/tZzb6q4/aXyknG7dNp6n/tBSrfV+BCqH/DVA1dd9CvRfoRIMUEW9DY4IbfTpPifvBU8OyvCPLIJq8UH64jZzIcCwNi0jomEAY0Esm8DbE+L2EoR54+mB9eSMgSHEtEFiAigAG1H0g9mkN8lsFKwdKMCs6DsYSUOBRkJrLCguoYQ8bSCl4RrDiln7XNhkRioWTYSCy2mViFTq4Xuel+1QE5y5xSYcWu8ZvzNuaQAujKkILdcXVoSUOiRf8Yn2yOkZ3phocqgttmEGacfWk4ZNbI1CBp1MDGgMCDQ8BL8/ItQ2S+qrlIgM0sbkere1D6eqBYd7bRMY82QFSbI9QNrs6ykAbsM8+Uw9ASZ6V71mhdxchpaTJDcm5+bltijp5HxUrKSL0S9FhxZsoRN6nf3CDjBo4cQUs2C9xmhHaJSrxR0UaAJoWsMW15w2y81juNgwjIVtoLrcCmDyyyWTALAMhAEZtlgCUDS/vjXXdKvDEtrBhObi5gYvbj5JVkrgPBawMSB3aMIWzFIAzIDWzMaTgrs2HZO6X09WRAJdT7Ql4Uf10BIMmc5uIHD4145zteJM01A0DEAaw0Mpjh9baiinb4wpDpTduQIhjh3/KiBMrx5Qx1/wXrjlyd9ZVJu32pDQuO3VfbLOUuMwMf0+dGRPVv3zKJDZU8pxnMQQRVUmqdSOMqpNTtwJVqCcgwyYvVBwKu1otdGNMUjVjwg7dNTrRIOU4Z5QYRjEMiFHzbB3PgCx7WUQkKuBUBhEr0KUWK7F40jmpHgH9OHFMIxNj2J+lsm+4ApVJ16UQ9TtdWfvy0NL7EUC59wagTDFimkuyhTZzB2o9QGmeAlhuZVTeqb+esTIqwdnEr+BV/HeYqYQGNIbR2u0MmqrwQyiHQue6qprrakvdAJh0FUBGAmF5JsCulDVvDSrM1IyN4SRZfOnrGOpr39nUop+UN/PXOJapShuGvPTZxlVQ4071h/jn0uaOkbtK1DDZtWi+Glmo0BZrlAG2KytMfXkQL/ovPLtC0sJk3EpmDA3Ynp/Qy3SyQap2mjIDAGsVJ/O/ebIfbboMqf52GWxUgVZKFUagk5XRRAUFnKyIA3Dr6hMnRy3DGuNx9UreZxTAwAKF7L9GPw8SQGcunoBYXElpLSPQhbAubbvfJCo+/X4St3NSjLKiqislcYNRVky6P8Vl5Sf5CDjZVdUSCWBMZpKa1RRNVdiZqPnL+AiflWhxuTFKauf4qX4jCYyySV0nAhEMqJnhbJt2Ixb5erVydUCC5h6vqHYDJpefTVv+4mFdVf+x23uyVnAAvCVcBKesTcyctoZL2dnFMn6b5kWpVmaRTVH05q5cfuVqyh6fR3VZIB0SMty2LnU4lrtx2VjNMkTtZF+nEw1SYjYZz5MMbPlagH4ouPGgViuMNlEq6LBuqlMbtAYI9N0IuDSQpMnmnS1jpJyrRLmtA6+QzWbi/jfbb3IAZfaeUnP0BbeQU5WYmT5Mw+43GVPzTsXHDDpkTGKaPnM1U2cPTNVNED/jb1V/GcnXaNVM2oATUO+XIxCouan4UwUj1l9U1R/7dKipbdu+qQE3cGHO9RiBGFlU9gy5HWAXmQWIzHHd3eKZ8e78bbsF/whINv3BTebNwg3eus+q+Cw4mXvqWn7sypIRWRW8O1Qu/EAqYiJpVryz6ixrhw5cZSzIezehwu9iRtIvwvtaOkvRfZ0b97XFbgnt3gAnGqSAXQGqxIlEqJNJ+pnqADRmxEUfzfVdE5so5uiAhxST2rUxBvksp1hza1wKfsZt42T+e9LImKFb5Qzep24evDf+Sx/064BSygoAIxUfvJ/uKUha1Y/knexVMYB5bqCZtadrf67qPMNgqACqdr1iHoFm1hVR2U8gHTNGPlLhqXE62WNsokq317QzJREtiBg/607zi8xV0tgAUDFuVPGNy2OZtUknyzO+G9XDZMZgPchq03IGTtnchOUB23l1DlCDsg7aNacBY3BlJy3oanEDQA0CuNy3DtETDVK6Z2z3mVzNt3JnfxWivXEK6rIrFuEeVActwqAVBsUmeOySIKe4wcFhoNiiBKACmvrRqBfHmvGuGG0OGMaeGjkk/hZconl5ahiRfZjQpcOrK6yoVtSyOXVfbZOZVfXXVHzVbVdShyUROuQCSADocG5ANs9wK6k4tKTfCbAWPTQ1N09TfQYwTaryK7cVWA5murhGL2+pHMgUaX5i8CyCkAEqaTszRixfTSmAiVvRSJnkfcLU2cUlDzA2/eCOgMVZ2hZMLGDZlRTV9iDvX37r4FPrPu5vaIh1y6i2J+s+tamgvBsIVs66jUO9lzomlGmvq9ZsHlpO4UkGXg2/asqgGmERvMNLbt76xgRpVy9tK/qJBikA2omtMfyhsS3tYL8l5ZfjQdqo72Uz26nqDKjIUrxhpzFp12RJ+Vpn2h5K1zKXIBxGwKheGEtswd/xBgNI2X6SFEGzj2Bi0kjdwa+ktQBwaXoCQra8zU8O+TbrvgBMh6wgRIcMHBpgEtXePLe9KFX31d9ObyP9UVFFrPgmAqjo3MpnEQSYGDRVXdzBVNRzxCgXq8kgkw4Rh2FRRKWeFbSKWq8enhTQErWgtOPaeHFWiXDubeq+WGYPdpZPZ6AVQdCC08gAwn5+otuHCp+zcIBFgFOZad52kNvGMYWV8rF5IWPQVbLF5Ti+baXXmJQGTcBiDVg1/To6tJHt0RWuQXug0ky2YmMA6GhlTC7gtkRPPEgR2FWcwrttabSYsiqSbpNZLgCmQFY7k9ician+BXcsiBhQUcxJepAXRqzLY5DmrmSBQAfvxjhL7q35sXmRAdQwnQbpDTC5xdV9Q0nXpl/dTt1Xgcv5i5+45xAvFNIhNtU9ocqKphlqKapAK5dvllWU1kj8Ksi4OhM1uUgHI9pYqgJPSbv6b+nTQZAIGh3I0NjdxQUWh8gQoOw7kzdLmFE9kjrZVUgOUOO4Os+CKr8VUMoVNBhs4tryyxheXeL6LDaT7XrjjiMiAlUnfB8jkf7bjU42SLlBGQAqGlSsUpMmYAeaqt6SkWbiqRcHf5aN6jaS7VSR8C2qGfGueHV46WTx8WXgb73gVudjBJpdwCaLH/MxgNQAxSc2WnW59FVNGPabzLkmZ9FnDSRm+eWgBqygcTiDZM/pcFbVnq6qwE3dxwBb1Z8WlPSX7AG+qtajunrCQdUzHRSgAlGVYKmuviZnpSbXIJW+57Iym9HM1au1oBOiTNtFuSdayelvHTeZFZ2q0AAXpriNoJWAk1tJwcQzbudPubsrs82T/Lte3WfKFP9cedn7RbLzKtGMoCbBgcmX7jOVNkMn+8CP/t8oY5jEfNktutsTySGQBSqudckBZStqrTEgzs+4Duhkg5RKQw2g5JAaCTBsaQiZ5YABA3+Tg72FyukFtT9aONR4FvYQn9mcu9IYrThQ6d8wAS+y+ZEcJaddSMTSLN4AuCI4uVWrBRF5byesurkDMBvW1kX3noD0gtu4D2X3pkTFh0NuoCb7UHZPihk4PKxqQADzoVf9MRcJWI0obIPUf8K4qVjxYZoLUBFABweKJCX6VMNNzXACMwiTjmthsrpomk1+E6kMxRGhMgY3uGbIAZQBGnfxqgWKqcXJwKgDJusf/FL/BbDLAYidn/XfBlDs8i7u0SQaMRTLD0w7i6Agg5zhV0/dvK2z3/KkNepwh2RQuHLIg99cqOCEBlSSRD/vafEQ8FbabfHQtg8fQbRHA3aT2f5wFySCn+043TOOum0nFcNPiKXijDp0x452FEHkGJJcojTdmP8IIBf9uAO1jseEbij5CucQiZf1r63S2P2xAJRT/5m/mdvvLHHmLp1oVdirF2Hes2dmW4d2Fm6pcy1zt8/V3a2+DECx8Udwa/ytRR/Mj3Q1diSKg2KH9ONgy+ZzNGXfJx8ARwKDxbmVF8JxulGnuQGyhP7HRyd8JbVC1DvXut2a9Mpz2fSkoEppA1GvGwIbrZwVRarkzO2cCriYsrbysJPANLZIWk4yZiMtmQpuGdORoXP7zVZAw2QIdhFY2mBLAXZktJ1VoTyHq5ba5+PZGE5Uxj+3X+eW1dM8q5EEDg+Lyq/6q2rvUAAJztKv/admXamqO1HxmbIelPcqv4oVoK6mWDVJxG2zuwy3uo8ljMK5tRjD5nQqMXWH7zOFA7L9CoUccHXgZvJRMu6lfaTOyGKQR1xFcSijro5cuTkvnwUUiRfJlplDmLg35aQhE9nMz3TfKoTxDMCkM5jv/gu46AN1SyNrmVwns8pE3qjLUr7C8jkeN049skDK8IieQmevJUUVqOoY5ro5rbHNmLGKvJa6BSiGXFIrA1RBqw6SMgHtgJIhpqiXD46t6KtcKmkBzv2GZEAzgtViPAN+9ltRi5aA3IdzHyaU5xqWBLCspR8bFd88OzeqmwSkBLCYwYeHbYVkQIrnqm+05ROBQ1R9M6GphQsYMVVhpjJ6knj1AC/N0P0MmoB2LkrapI4jRhtTplkTnuIZN3LAyQCp24eydw5OIS2YuDZfmHCJv+O7S2FM2rxQH3nmQdxR/jvRCLAGhhQpyFQ+UIZFAKsM8FyFxE8Ykw/nD9PUOLp/JnykjdmWjg1nwWg3Fd+CnLQ3nXh1X2yQcQPR+K0VjLIBoU99R/kxn3P7woyEWRm/zbQyQAavKfx2cbaNu+HE5qUwo3D7UJZA9DMA6P4MmKglqLXOs+o3jc/hr/g5ld8cws0+Tq8etGmhRxPWf64eWt6ltrC0NLCyyZL89eBDPgwWACoCxgJAaBdlwGXTGZY/NMau3PGoA9OVm71/N/k4PGNbeQUoELvAoHEc893cGExGDkEXwvWdcfHoZK+kyP0sUtq27OGiCeiUR8gkiiIkt1JUySQc/TVjtV5900QqqKlwJgUvVmDB377bEiYjmRFWWKwDuzvAHMI4/076bALcKuW4X5JnwN6Cbi+HbYYTaFcaze2vGEsYK75MxTc3f11VoYZRADSVreNAD/Daa7TkQC+gF8iqidPcOBqRfAjR1AVipk6LjeaYOTWQ4JqXXyWZ59EXbpdWT6RF8yAlfsY9FGbCc2ZAkbnXLQa5zzdSHJcu4x04sZvk3L+QfLYmaeasO0uVZVv3H6KFYKf6i/m7+WgMKQh+Alu2JOWJVo0XgU40SB21jZywYGf4YEANx3RNrfRpA6u2ryV7VfXZTJA2ALCi701mVSftDKKhJL56/miJBqC0NgEdsLnwG2Yuj1eczjCCm6Op+4DOIGGGsdZjv/qxwKTv5wpIrHtWrEYTNc8EpJjJ3TShYEQE0AymqYAkcb1nj1sjRRUft0MRq9QFafmn6jIHYsFtQEzAS5IcmonbMT0CLUOL4ZJpODJJ33l1skRSqCNNFkmIekEtugcUb6hYohEo+RlmPWMAE3IAVM25I4gfA514dR9gmox986kBV/LHtXOc5gdkwOoYqJswMhA2jr4LQcrUd6AlaVf8CJC9FreRbcNa6Tumvw9ziSCdgbb+tgBkIpADGjQVnRtM4mbvtmNKn4sHqzukGQtngbgr6x7jI4JG1geCgQGsmpu68GtuxDRjeQJFdWF0s/U/IggNo1zo6Wczzro/lqUTvAZhB3HcystOtGxerKW9J9q3uTVOaddmP9ErKdGGqBUUNf9CW66bbRKL5UkdUdJtwaOskAbXjYRyyy0BKtiAze0VUiCbykhM7SoUmOfRSAQpBuC0lCIkGmFRVhLtG0d9GD3vY9NijQppmn1Im66Cht4+oZ/eAMisotx1R3pYl92qSlV/LG4A1bS8ZBMHj5yPQrX6LCdvGWirJ0LJg8io9Riyka0f19uDBCg4ERicf3ZrOAF84NWAANrhYnhwWTSc6Dpm/V03tG0+a+m4RFpwlS3MAqBY2LY5BruqoC528F/OczNlgASoYYwHn+U8tB8Y7dA4UA991/5mUwnrNvp7vTbJTugdJiNJesYjbba19gx0okEKgKmwfmVnAzTVqGZWcTdDusDudWbx0o7tAmpmSoBV/bX3yQNVoFoteJd189dko1TVstuJ7ORl7y98Vd9rlmVwO2AyQOSA7kJJs8qQ5JnbXwjjjCjcOacWR02/rRshvZoo8wT/Rd/g1vZgz9kt4O3aUbrqINiuH66ABKAsiE1h3yrGEbfNDwGsNpY17fYEoOLzpuFi9eZOyrJhBs9L4Y+DeMEd5/UAyCJ1U9PsM+lLTgLHerKZk0ttlZUh8kMLUN0kp2pYtJym0MkHKZg21HG5fcZYcMrazEILr6WcDYDV8MYkPYmybVLGsm4kldKWY0ZjCDdmzcBmNzCd/NDSagsG6EZsrUJvcGEvxUzKtFNlbeRk1vOoB6x3jTcEKBO2VmgT3tQ9s9gNJMUaJLDIuxQ42ufZHSDZMITeHL2utAADai5d9CuptXrG8m3wXxmaO2RXGfeIWbtMF8q3Cy0JkzL+0cJEwZKM28UVMuAi84z12VxqPQLfgXu5+n2FOu55TH0mdLJBSmdclRu6yxpHo7C+jXwqhHMnDgi6yqEB87EDxar+2hQhx3V0nmQcKpqDZgOeTTjlRGlV+xZY4clu8ErSFLzrQznfg/a9JADlwCq3cIR25xygt28oRFspzlRFW25HSbZMcPZtpyugUP/ozkzHYZ+Tu/tc5hKe4FZSi2w8hFegM1ENIHhjjPI8UvG1A7r1vaj69I9UpTcfwIeBeda8a5EsSMlz1hQ7UApKG5megHrhzXV2DRi8W22waeRsgO9QhiwvzSPk78Kx//PnBamvhwFZ3SLgOr+mFs9xILYRErdTefREyUPheR6gjhmjTjhIAU3lBPgxSU0yYf0X4q6If/Hq+nVJQwZEA7zIY7rsUk8TKU6WJcoYb3y3hcz8jqbmsb1deDtALQBZCS5xazuPGomC52qjRr9OGjEO6V+uE3rQUOx+lqltlrbntT604dOyJl4GiHywBlYu2wBebu/JAhP1YYerJwucg2plNFod70UR0CFA1X41nMUjMqsrkgIIwzaFX5qjW8tn3N3dlFx5VScwkQszStPyG1dhOz8oxiUT1rjjXMtIshJwNP7HDVDAIwCkALi9JaHS1KUBl8CoE4hDQ8snN9qOF4wQ4mAQJdRFooGEeEGIwvy2QEVmnM8mnM6vMgF06FOY/wngcJhvkp5XFQZQTMrsJRZTA0oDIbzcn9oFjuG5kkhNI2BK01wpXgQPySoBm86SbxDG3zhh3NTnmdViqSX3GrLUP0ZZRC/5oD6EW03UVw6bbJwAaHsNi6HM4/mRXVVZw9/+mIXhP4GluTli3HZe6cpqrS4OnAmbxmiX5lo+dsAu04kGKWZKAaq8A1wj8MaJ0Q1I+/GOClTUBrIKH2i854KSFZudO/xW9yITx8IYNHWyc1WFriiVMtpN3slEYy4gJkyufLDPAk5tX8vPqcUFoV4VVNtfzLsBf3GvKSvV64acNEnwnRaqrGqxfTrSIjcIXiWXTUr2fbiavvQBGZBpzz3QVP9JfuMfJX5wVn+aTwpS3DFL8a61Q7c8Ema7axNnIG2YqVsxiWzAcNorFms3ADw3bl6EKzZ8UwbhPsx5ECjMC22Hub1r91NSO9cH42/Jzm3pnzo3eKqNMTUAtNcwsZPyVOKGXU05S79tNVzxMHXfEfBPNEiNJRUfpD1saJ168FaFqip9tVslDHNskbAdBS8gDYBqSMqwedw2QTrzUhaWwUyDNwCyDMUJqoRqst3acSAQ9/nv2u6bvhWw40yKUak5h6QVPOaBswBcSJ6H78ItEyr3ibFLhruhNvY7am68MPwqeq0+S8Ei47NjND5nbqBX/QFoElMyt7eWPYbJwjvwIs1Sh4YV+my0WGdXbqO96CZb+EXwS5Lcl9L4GZ9aoBMNUg6jdAbl4TbzAZbbzoW9AnK9Daq7WeRxUy8keUu+2iecv2+zMPzCvIvuYFhBMX83MdZmuc9CcMsOXOu3NOcppiNuonpOyICSZeQmP/UPKNaEBaDtF9ZIVKyZdMESwcutcrg57RVFMM8ujkQz59bMaq7FoxpU0DhJwzJ2V6YBxVdmiDTQgFHbeXCKQKVnoswqSo0o6nvYcBJ/SoCJ0A0p6W8raBQvjqF0/DuZ4Sh4baeo+hH80k7KJ+OmxXUWca4eJg2b1xoHZ8nH59EYVysohV8Nw76YDliTorQZUcennccZQGV1GPg7mWopfoizzztLJxukRN2XMGQPXjtQKp24rgenPcTKlzRbAw5NLZmAmZ1DI0lrwT9e+y/PqRpv0B4CHMpcLIDYMPZZ5jlD1XnaUmTmuKgBJ0EhU1YCuKoBSzxjkG+ArjuTZQtEaGpAEpVhZThETT1IpOXSW8knADSVjxPOaGCjaVvwquWaplYgK7xQPcjrgI9ammjP7bMeoVEzIqCXW1q6zQDCA5So9Nyh3eo3H0DBSd0E8IGNC23PCHi+LGZMyD/LdKXLqQUgE9nO1U2L3IykO8SNfNbqWKn5c5Ac7cdKEd54J+dBIi+yY93uPRmw0runU9UfnLpPszZ5qUUfl6Fs50yL1+qqbp2oAcwG7K2TQJZoCICtz0dbNZFO9rVIjnkXwFKvEWPfkGa/n9UAplsNmfz9AN2WV8snAa9Vj8G7EI4Sv462jBcKRZbsAgOL6iP3N0ovSdstLNv8tl3eUfauL7MiFdi4u1VPVuAmAnR56+FtGzcy9AxsRuTSysMpDzTtY+/qa36ofUPGnfdZc7N7n6kFuz9XN5931x5uiQAdA/FvJ0rmQWHy2QDKM6DsXXTbSndhEv+Yz0Ze0Q0XW6csvSytpXq43w1MYHOHDAaIJLFD557olRTWVlK7jHDHn6yyz0gf4LbxKKyK2lmqeJ2NlCGev3LFXRpcIxqFHfgzsGmjurOW4zZuo1Dl/Go4ShiOuDV7WSlN8OVx4FRC+ytaTCXqj76mens4Ae2GcYaufqj2wVQufuWZWzhJdyKzkiqFI5rBddVUbiGX709NTd62Kj7Ne3I3oWOqK6f0z9bNc/N8aJgOCVE6YSGq86xRRH2P8NvUgew/1Z59Qyojgkrwal9kVwGhTumeVRQEl7IzY1TyZDtArURf3QRTJupXUyVqOAxr4nfk9q5ycEpvNLcYLW3GC26tVIlg1e9aJ9t+XG/Pp5aOvC9XsLFvc1c3M8lQ55HM85qguh0PzImHD+t0okGKpbE76aiXbrJ2IevQVjYfO3T4Z/ahBMYKh8RIQWDLIKszNgMoljHWbVUCW/IbUWQCOsjt/4UsqE2YbFzLmJYAnXVfvdMOswGqqu4DQQ/82omhkjtksre2ZzJgZv4UuCowlXwaaJSbx2tBJwLmCZgYNE217WfgYKq8p1yFpG4BK1hFqzCqmt801bwmEE0N/AZg5VcpBrxc+5LWresbA1DRem9WoKK293TgAUyB7IAVlBxI6W+COG6AAO3DjGhMFmZMyxjiFq19BDOp+3B8l7Fgj/v0b6VMADuf2HgDoJJAFqhiJi6dBbJSRyeBkHvXg1VM28wP8akArb+V79Sp0iz9arx2C4fkbVEMDZSgCWgRHW4b3eOwGUw5Rc336FD3IQCUXX7XDmLI5KDuT8dBl0Z1Bn+2vyB0A3YrOT3WRaTV7NpA6wbbIK4NFzfVlWmu5U/YlFf3vgtHucrJ7f9QAAOj8qt+JO+QA0qHiBqfXLouL9j0QzpbhkHCo5oWmrpwbgt01L5JO0b13iaAimnEMKMxEOOMaJdpwok7CrAhzFLyZMIN8xv9DcrV5ed0tbvQeFL2eZjf2C5DwTdJ33akEVZTnXzXFnbQbqeTvZJCkDIqMBXqB6MjES/kNUHFju4Gc4ZK7CLNZ6q/YTmTDte+cx29ocLRncWxUlBtJK2HlCQwLi/RiqRj+J+pZqyxDaeymPhVj45JTQRwcsi3eqj1n2GkrVfas4JhlSyLXz0rMgvgMHQFQrV3pwmk50kIZcnBxYpN1HsHTVohuXrLrKj6dq+Fnaa6kkJdRbUVFDnwqiDZraoiMMIBB+yvnoGSq41a2qnFXjwT5d5zu3FC7u6jMvZTQSSSYJhcHlo7VNVSc4vaxpuP3qn/kATcQmZRkMXt1YT9QV8fYeC3VoY4951U58vj/CJzH6VP5vqxESvK2mIpbJ1LrazcJqeo/WDmN8y8lbiOwl7+Eu9K6ESDFOYyW9kOhq4BKG8MnQsGJap+r5gyCxc0+1OilkKi+lsk0o5tKzJbFlvuhKMHILbu1blrJ5cydI/ROaMgfQ6lcf7ZmNemFKCSfGfIdk9pSzGSk0O+aOGL2wz4WA95rOEVsFAAiuZ2qJHmatU3cTG9ZhQVhVjpTWzUj7WA8gkPADLAxEqQ3cZHQtMEqiBVLAere2pgVfwDGMmzHqLNgYsFhET9Z+7mc+o+AaCpAHQ8sNup+mxaUwUtA4gNqHLJqE4Nt8+qgMWkh7G1q0SQMqm0aWkG967Sd8aAE78IVCMGTiZ/d2PDiNHbPDJJkL2bNGwIlyUfJ+TaRKzAslpXTtwSxOCUjZjZaLILMyi3arG29esJV/fBNCg1d8bwOfnTMFGyMUCSThCdreNOCWHdtN4oQRwHZQLMtrEREHCA9Wle5P+y7bfhIDXMMC1rF8VzOY7vnDOEdeUUEJBwS8YOa39w6Wj6QzJM0MZDG9rIfmHa1oJJSNarM1tYr3VOuGWIU8Jy709AWa2zL4MrC/s04/tIS2NghTJmPyQXZseMdqEdykKJ37GkH8NJl2cC/cqeufXveOCI19aBtyv7O9ErqXJhdASiADixA6wU6CQKalLEJOsJ/4Uo+bVJ6gcXAwOM5bRZ5g97UKySVJ2r1C952JGoq8XGN6NAOJRmCV4FmMQVT25ZuV9Et5qA1YSsEQVQVsuolaRa16qaEX4e6yNMmGp928qqpEfVeIOYwDOBJq6rrmINVRsRqo5U8b/62ZVUtqISwwmQc5OqAY0/oV9RCYCous34V5WeBdjodgYS4Zoju1LS9CZu7w8kvWbdV9JNQCb0uYwzte5jaud3GK2NgeYPM95scjLORFqUQQQbuErvAfjcftwWqmWPGi6XlxYyvkzSupAU6xSEiPi+jF9TOQLcOSmdQEgYATlPv1ayzEO+DTXmgXElBaDN7RU60SAFc/gtBadsQzKzHoojixs3jh/bEJcFLGuuGpPmLl3j3pcUOMzzaHKQGWbsq9/2rAaMwiXTImdABZh5IJMmTvSEmeg8ETVg8FfwseUkn7+dZyQeVHtnggIUMXt130w1XwIOyp4Uc7Pow4GVEaWPhWFyyzRW1K6oRPUHVGCq76bJ7z1NJk6n4pO2EH8EoKJm6BD2oawqz4KfAy33zB142b4bXlDKlXGZgcTMzdKPUdS6TaTTsZONTekCFUwG+bppNHJvIS2IDPDs3fJUS9O8kFQbjt1zUgaPNd6PPf+CFcA0UfbtY/Ik81/TXiGdOvN6WOARo+4zYGRBS9z2XepOAG6RmqVfK0eTNuxffO/iHydtmaCUvF+azAvpbCl/3MtI3wFg0x7RSKjLK0sre0fGkdVbwURe9CDh0NB4bVL12TQAG9n4ZWWmxC+vtwXtKAAAXiZSgKLYL9yXJUyHrhyjvyQdt1+rYcd5prQ2no+RLkCSO2e+Nt4bbeMim+q0lffppGz8rmd2K/HdoF2nk7+Smk3PjsBGpDwAECutKF04MaMP0OS/9smOshKxhhPdDXqOtDimQ3kAdEsro2Y6JekGdWMmlUoMWZpTspGN0CRW4kJw70C2vRwPpia8ybjvjCgkjWpE0TClnVVTiyKSq5CkrsW/XH/Epa0n6PkRsTzjqV5nxNK/5SuOdCBLRq5jrVr56dcds5WU5FsKT9ZYwlj9cTjsi6munMxvuV+v/hGpGg+TGEhQu/ZIVXz+Tj57R19/uNeo+awhBUlcaWusq/tgwshKlWuachakzlUCdlb9rYJYBOzMfVzkLQkWikXd0NhEpiFK1VdWkbb+WynMbWfdyKR3NeqzskM2nWT41a55A3rL+xqdbJCyqyb7XN3pKW/xrZ3USXpWf4vg7tbO/tS1gMNyeQeg2tUhGXUZSCj2GiVKraBVq5QwlvEnahdtE5dMAw1VdS3UcUR24lETpptkH25Kl3dSZmrP0DAtIb3zT4Ep5IFmjq6X01JV3E4ExlTqx1Ptg8phFdFI3at7UkBraAEckFH3AX71ZQDKgpN9byz+1OihgklT9Zl3QaWnYRWMzI0S1tQ8mp0Hd6lTUmeZO5VUgEg0Gvuo/jYRefc+w3SVdApkk/HISTvVtvVPKYbZ0mBNWoVTa8ZMFJi495e8jlJ9I7Ss0clW9wlzV7CCSnH5ly6RdEbizvzSaCUPdY/yyfI9DqKB22W8Fsb4bxozR6hIkGzjfkJ6fVQs00IdOgHB5qfPFH7RS4TdnlAIu+sfzK8UxKWJ8D6UX5iKBScBKy2vjxPbrjMmIO/v1awBlFw8DuVeeBdob9XfhnG5OCpd/AsCXZeWYtvROgvLmtSt/JYWAKNEt9AevPBkr6QOqSwZVSBIgGmJGFUqNtKipOPWEyKty5wqfkXyqW5ZuWVX+o8fj5cGjMGup5yEWs/8xDvApKBOslvL2vCanSopE8yskLQs5MtRytoyUv/YdcLEdWUF+FVa6Sf5snIxqigIUIrRrmVnu3qaRQqqmcqyQOtrxowCCxljCQKTteib6qpm8mFkxWXUfHLWCaL2I5Tfg1rO7qAu9Xf2hQO8dlXVVl6DFdSauk/HiW8DUfXJvHGqP0K5OX9F9SdNPiKdkoZRZ36xDpcErrZkGufiQjjACxhOWLNuoJ2VkmawKj6NUvnhZMZ11vgbBIdFYhT+vYFONEgRU7neXihFe4oeeVrC1GR0WL2zuDkyeTOYdGCZUdCt2o7as7bAJn0tHivoOv+KQg6M2KQhxQr10TosAZUyIGyXkgywuPzYh4lMJ5MhHJBqfc28UoZEulgR8NIv/Uoi0teTmBrW33pfH2mCsnFmQUo4gORb3WqCDugBXgdekrdX8bGqAGtWZq/JmpYr4IiftFvwc+7Jh1FmZuO7PyMFWGafdawSOz+dN0GI5AnLqr+Q2pDMeMnCdlMxK/KFJhFkR2QrD8OCBlE69kajerEN0stUWVFmMu2ZBNyEogl1/HmdTjRIdSsm92v2noRIrPIY3WwIjD2fLQ2sUKXxYyEpqLMPF4ldwhgmSOZ9LGPmFiZq0mvm58WgoAOm5cJuGp+rzRPARfzifpJdZQ3nhjQFwZ9dG1UmJNLaQy6tJc2zhK+3VqyJ9VJCaVBqblY/qL/9dIaWy/yxxOv+6ql9Uz4FIwEdC0A2/bqq5Jifa4/Qbhqfu7Ct2lnvGMnI9F4qUHVzwLzbONU6xg0vOxwX2Wl1nKRClz54dqXhAjiBkrpT+DVptiDmzBSH8NzCZCXdt+pygwdt7JiTDVJz+bMfE3O/kZS/NG5nv8QpndGslAIQ1VHAYmXmVlvoAW6NKjNk85xuTI7c/YjTodNdx0Lwh3xho8ZVAMZtaNMMzzY5u7oS/tOtlOLqB4AYNVgGSsYt7e/8kUzkyPSdPzVmS/XcFCZzQLjehD7PdZUmfcJ1QnOtF1cVYC2Ay5/0l6fqDpZ+YuGn6j2j7mt/WHGX6sit5mzcIOgB3Ram3XLuDCimOu7t2Sij+ttZ3WfbrQ4C+Vqsqv4CV0xVfxI9Apfrz8Cg7dCPZVe/Po0s+YtBKvOa5ziWh+VaAKfi7+veXtjg5DLlDBW7fJctmVeJARxuC7qz4cQ73/lOPOc5z8HZs2dBRHjTm97k82bGK1/5Slx33XV47GMfi1tuuQUf+tCHXJgHHngAt956K6644gpcddVV+I7v+A584hOf2LUoZTDPpGAFNr+b/8IIiMwUJlx0m3LsTEYyjbHb88KUGUyyNkA5nbQuTJzMW8kUi2x7ZW2HgZ99nZTHMsNoIJYShb8s6zDz/e3oaIDhzMLNDRHWjFzemU9yOFNzu79kjSj067ktD2uo0RtrSDqo8eDUdQWI4p191ACqs+Az6Zj2Esu+Tu2Xti/3fzLe7N+U+SV5RDUkcRdGxwAt+IU+zgDqWOk4EG1QLiukjf5cH66kl2Yw+CMm3aMd/s27/IU8ZpjCr9POIPXJT34SX/ZlX4af/dmfTd//5E/+JF7zmtfg9a9/Pe6++258zud8Dr72a78Wn/70pzXMrbfeit/7vd/DW9/6Vrz5zW/GO9/5TrzwhS/ctShNQpffZO7oXwxv08hobVW2Dy31iU6ysEqwky+bcKnfIK+RfyhDJ5ltoRE4bW2/0UQbMkopJw27KvXvJnoABZi5Y1Robg8pvOuAiKRcNZMIOp2FofWzQOLNzbOv6o7Uhc5az/66sNx+I5N3Kyc7xrg1X6h2P9ngn6N1jfYjd+VHXU13AERmWCXvpJ5sJ7sZQ6kFqHMfw4TfZdwDrV1seUw9R3+jOd/GzAaAHgnoS7x057+ymBDwK3/bWczO6r5nP/vZePazn53Xlxk/8zM/gx/+4R/Gc5/7XADAL/7iL+Kaa67Bm970Jjz/+c/HH/zBH+Atb3kL3vOe9+CpT30qAOC1r30tvu7rvg4/9VM/hbNnz24uCx2ibrqib2wXsPlZNbi+tlYuBHdezbUkY3vLjso8KGIs59jNbaaJvz8QZIob1HtAd69f2wKoe1PyijG07NMUjWBgK6WrKw5h10iYENdzTPEdty4Q4wiGKWe1uusNJ0oAZehVf0SGWXL9MGLxqncD1pvawQTGXKXLWmGujVfHDUujdXUid05KAe1A1H3wZ6MmAg6q+wC96u+AMIvl3gH0rr34ocPsa7zua7vm+qMGXux/5UCn8SM7AAJzVbW7PTMobcSAfJ6l9GPpE6qRVfUnG/YMteR0XzkI2bohP9hH61bo9teGcwN2T6rl3DkZOb+nAxzrZRmBbwZ6g9eyY+FI58FqqbdRYzeOH9CFUvct0b333ov77rsPt9xyi/pdeeWVuOmmm3DXXXcBAO666y5cddVVClAAcMstt2CaJtx9991pup/5zGdw7tw59wegIb9ZPlLy18ROOAlBqXOH3t9VMloiK/1Zv0HQ1YxXJEOd/EFCW8p3E40kMONH8d0ebZhJjGzq0q8A1ovrzxWRWY1kblKgURVdp77b8ocQHs5PAEvNzuWdW80J2JghbZ+nlm5mODH6deFMO3d/6m8mkHvn/dvqysZL8hz8RZWkpB+ntJeUfJlSgErGxnFNb5fNURK9QADVJTNY/Qy3TWZsV/O5OChC3xzS3kDHClL33XcfAOCaa65x/tdcc42+u++++/D4xz/evT9z5gyuvvpqDRPpzjvvxJVXXql/119/fXkRl4+xcSu1uSMjF+33CAx0d2oZUudvqGMAjJ4Z2OfkN3OP8ov5LlFo112S6IoxmkRUZOxM1aMPbmJalV950ZgbhV9TFccQA3B0/tQ/Z4CV/cmekzsvZeO2fDm4PRD5i2RLWvbZuA2QrYGBCjMWSGwfEXuVXugGQkyvgUZ5xy3d7ret6tSQI4BZX/bIVcN7mLp3Yydzi/SKbWSlvMjEI4+BfbeBsjGf/SHWMQHqXakDJXJ/kdduUfMt7mtt3JM6EdZ9r3jFK/CSl7xEn8+dO4frr7++IPNh6A/pJ0LTvtQAZSldGQFzOScjQUTlt0/nLhFhPEDNuy5YptbLAspzrdOwAuLNvVu9NJ1BeXVzw/q136j2y9NYKFfNQlUeykCbWxlibR6r8lPVparooEyMpPhUr1+avIE6zeZwr+VZjHaNzyRFFQc31aarjK2fWZ1NVA7uqrtUoN3BR53qr1fxVTUgUbPoG/0RjKUfu/NU9sZzVKMJAYoIJA6cyNTSMEVfc9P2wqwI7SCvdChz6ys59CtCBnO9241Uu6qU8OJuyI1AKfjtreJjNEvh5F3qXiPidpfnsEyD8u5ah1guafulsu/YVDIvR0SX4u6+a6+9FgBw//3347rrrlP/+++/H1/+5V+uYT760Y+6eOfPn8cDDzyg8SNddtlluOyyyzr/Tm1nSRo0ghULw1rixsdMw5nUyjR6bo8LADRKT5g5wr1+4pds0G3MZdOe7BptzcsGinEaqJEWanSuRL70W3T/HACRWriaS++25dlWej2QK9y+5sWTf26rqHguitS9qPIL8fwqlMOqYrRSCYMhYfSEEC5tgnZEo4EV+f1gsu1n3J1XuDMlREtn8BpAmaSORNkQ2BegttCI2R1lEgJe+EzKT+F5K60Va4viBjhmdd+NN96Ia6+9Fm9729vU79y5c7j77rtx8803AwBuvvlmPPjgg3jf+96nYd7+9rdjnmfcdNNNu2VoVXtz+DP+TtdaSSRgu8kPoO+olOJkPobRmEpHVpKNf6ZC1l8q5ZhSkBgtAztusgN7Jykyd3cqG2Ws5OrD7jdh9EkaGg7k8zFhvUVddUez8e5sk18duX0n4xeNIoofzM3l+W+7BV1WSchVfNZogvw719YDANOmi6q70E8UkrFjlIy7dk0xiiEUw4zJu1XdZ27UKKtA4y9pDm/IiAUKJPNhLxVf4h95SAyvc4L6dwjlXNKf2fChjkNtWlY/VzbSbKNWRLMV/hp4La38pXw5/m2gnVdSn/jEJ/DHf/zH+nzvvffinnvuwdVXX40bbrgBt99+O37sx34MT3jCE3DjjTfijjvuwNmzZ/G85z0PAPAlX/IleNaznoXv/M7vxOtf/3o89NBDePGLX4znP//5O1n2AaYxMoqrifprVXziSUCzINqFeUcwsL87U1vZKMNkGAbRH35sgTDw94XJT/knyRyVloDe1i1mT2YuygRjH4YgqyI0NZ/8UulfvbUI9QVxaz8DbjTXFCcG5npIW77gW8eKqvtqARgl/bYQJwxvQge1O/cAp+4rd+61O/j0cxsH1J7Vuq+EF/Xd7Kz3CNaST7+ua6347Nkk+TxHt5fjBR4iVuu+qO7Tn0Q4o/DQrp3yc0zaTzXUjDZJQeC5LZP0JnWgqQztoEAFgI3z9ygqvk3xMrAazYlW5W1z0OS/ahQiTSVDPqZf95ckbAQq10wjAF4r6kJ7XTB133vf+158zdd8jT7LXtFtt92Gn//5n8dLX/pSfPKTn8QLX/hCPPjgg3jGM56Bt7zlLbj88ss1zhvf+Ea8+MUvxjOf+UxM04Rv/uZvxmte85pdi7LMDAE/AGyc+q4fF8lIOTL4ZDQa7QxEEAkCFMf4S4Pbvltqi4tEql5bImFsABRayBQ7cMFyhZH3d49RmoztJfkJ+tmloCZkZnmtBNdC6edLRnXWuNZysLVHb5ABfc5WQHpQ14U1v7ZeLp+kHSLnyqqRxCUbb2leSD9S75a4vjtk/Ps27T8604JrW670w7HRGlDtyMy7sbrGzzL3UngB9xjFDhbuf9P9ZTtUNvKOxWBbwY7jNbgngM6dO4crr7wSX/SDP44DA36OqqQokoRjDLKaMpvH/mqY5u9OzZuNZopSpmDGkr4+kWQ4fUfq594b3TGzD5eFaf7UJCPj1iul2Eg1M6nbrVRn6GW+1p+MGsBKYp1UBuMfyux43uzdVCVqq0KY9DosgA6b8cJ0CKCeb6LDAiAuDUb9cKH5ZXkvz2zO3km82hHxWcKMyAKcNZAgNAMJAvhgUjXefMYYTJwpv/NEmD+rJDUfGPcZYD5D6uYztavPAPMBgAmYDxh8RsKbc1JnuI33AzPWq+EE1Wd7loxcB7aqLZE2j4x1YZp2HMo7NVv27+xYtquqnaV7K7Ct0VHxLpQx/QyGZDWqx6gMFKq72gkhn9quBDSVm52/AaScLBMt8kbtvqH9Dj/9afzJj/8gPvaxj+GKK64YhjsR1n0jGqr7CE3SBYqKw7xTqQ5ool0YOIv5do70MY/oBqG5u89GtgeLaxnZjZR6EFW+MjxaKiZe7jCvDUJ1YBIjPfG8IzFgDtk2T2e8xFKmJgTrqknekXzMsKWTqvs0LhkBharKqgaaS90ZXD50OHON3yzIyv1xpQByE7Ra+9XfxniF+XjGDYQ+FaMMA0ztw4ZQtV4DMlRwgjnUW+M4iz5yqjxvuVfzd4d14az33B5PFcB0v4i4CVziL26t6/ogsfdhthUvKeCLZR9x6asCXu0dwO0cJODUfQ6w4tyKZMchgvs4KMubaxmXwoxoUL6hii8Lv9A2TjCM4NQBFflwo3xs4hvqulXdd6yGE5eEOPxVP4phKo0k/L3JME/3uyAF+cHV392XhfHvG8MotGVE5N7H0QRb8lmL44SImI6AU5J+dtRCw8V3XT9FMDEMHdaYghQwZVUk3Lrw0nbvnr+1nDSu/DVLPAphxlZ9uhJzz6bdKGmbCjSdQUjWPkt95kCpB6ikSL7p6+472cAw41fHcgPHlkgWriXefZxxbd49DOmCFmuU+IgHZqs70bREPht4rrPtWAobefUGOtkrKdswldxCRf3IrU72zwxuElGX4w4t3wrXJnHguPZRTaFDXqR+UVQ0KwjySxhvom3iRQmoMlVnzMCtbMQmtslKmQjDGBgk8X1V/IpI0ibUVTG7lZnGJyoSuJxjmlFWSdrf1PpsLmFRpXaay3ueuV7ZU/NDzasaU+iKSYYRo6j8HLr6dhOHtbDyKym0lRQB1kqvt+rL/sitmLpvTQlASV4k56TMOAbaJHJju1nlibpPt3ucpV/owK4Z4ng0DSQdDGrXLzHU6KWsWGuDcx0UbOJomDYPNI2FbI+FRtM8ypKdZLCDOyYdBRAsPC+RlWaED+iYNmHMtkFnXNGlZ4oS30eeYl9dinNSF5uiuk+Ymg5gwyCk8Zw1EWSuLLTkYgGyCQskjwtptLLHMpD817rYzxwItU1ltjM0AQZ1C5KEgT86y6ztKqhj2nfxuBnBqfIcA/G46TMTTwNKceVAxg1Q2SPkyqArYCkfNFVWVaECFoaqP0ztu1JOxSdjRjyziWlUqmLdp7dEkIBMdR8YtwUmVe1FsDIAVe/uQwJYzd0Eq/YRRd+uCkiJus+ZoRtgWrdTMA2j48QAlPiZuWmt/pp6NQEroAgdmlNLcwhYu9BGIIr+iwdibXNsBCdgAaBG7iQ9Mv7dfDNtTbWNM5N0l7blFUvlp3GYR4e6j/1f2mjqn0g1e+CSUD/2l0Zv7eXRn03U/mkFjErQjrZhfpsKvJ3W4tqmTcLu1MwBY4d5hXZyStOuDGQYs0VGA9SJ6i9XsQU1YCyLzQMRDGw50NxobrbltGGyP9NO3sKPfdqjdum4VUK2WTdxpTE1q0B/zVJbtRnJ0fUDe7e+C1KVmzfo63uB6YhfWDoSWUzZHGFjuEyNR/Y5vEv9l8Ks0CNmJaVmrtSeqd1eU9UIRQo7BruAuiChIBKNCrr8iinZl2I0xlk9BGw5/JfaqOrPiaSV2S1dmZSVtQqsFN9xNQgWKZha0jJwnSrPVMcm31XVuieTdl0R6SpIygbjlipKPOlrsBkDpEYBTFSuQapX8qSqv9qOatgSpErtlwyVbXvV/CDlcyupmqc5nAt7mFfiWlUeGbc9rBtXT8KwnR97Ru/2f2ofGuBwln3VbVdPzhQ9q7slwRmiuhBi90rGtqpjwWqFW86uSaOTi6GT3lipcVVvHytkDFc+yRfAV1ZJu6yiUkqFjcYJsptkHAXQiKsoB0YBZLoVFRZY4ErdtrBO4ISDlJ5aFqwIDJPlnbl3TbQCx4FSGTPuaBCA9F8Dn5g20NR7wpjBYqEW3SFxRQVNrDGjlbqzaU/LExS0LJ8YYB/DpAGTRmwD8zoWHVPpu9IE9Yu9tn+laciEETFvKsCE2TBiicUApgJUIPSqP2GoDKfmU4c183fvksqRBKd2sNeBFMaHci1Y6S85UHLgFQCn+DWzc9Tn/n4+VnDCJEYOjSPpLRHS3qbCucqvVwUW3Knt7zo5DibTTSIQTGiWlnIAm9io+7gNAk2Oq6w2GJy7UAcq24FpXwaeko7j9qzQZJqiANUeeQQjCWfph+YGAngN0/NFj/SoUPdRbDwz71zDClmJAIOG26McvCGm8g6VVrPCtYK3jWr4kW7jde6LQAv5cHi/uNmLlTGexQ0MuPOHeadxE0lCMMap+Eqjd6q4+Aex5EveuXAwTISa25YZxo+ScZSk58MiCct9vBgmpEX2PUwaQLda2gegWtKmhiZ96srtx7tLzvUtp2VOwz6qKJlZ0StpLmDBbwRQPP7Tbl0Is4VO9kqK0a6oMV5AFahEwJIGEWkubHhLJ7CIIPJBO9uK9tkJfkWqWz3wru+adLpcMSkKOb8iyItij8ztDEDZuyJYYd8PBCl4zK3Gs1Uk9FJgbRplMjUfHcSELgv20dOa0uBZVgxl5YMmOZMxdbEqvqq+o4lbn0sfxSvxq8hJHNRPevaGjTupDNCrQwf183tR1W1XVZSsjsIKqZmum3axKr7KEbpVlb0eqQNT4zcVQwlRiZKsrsDJSkqaMqip9V3OfeSMmi6mzHjzs43qVVW1DScztPZR/bnOwLo6bJHIz4uE+UvJhnnskjeF36OSHdMRQGy21n8OfjbuMJ8tZdlW5BMNUoLSGSO0fGexgxcGWUmjugIoCRfnWg7HuWM5zYj1Ov21XmrplSwqNHH9yqzZe9K9E41mJm8sFlVgcoXRTFr9hsUyX/F1UoF5TPiHBU4K/h1QRfQi80wmaXFPNn9S9V2bVH0jEBswq4mrX1yuuAHV3mtZMyKXtIIMgKa2s4BDgz+791T/HBjF9wpeFbTkVpWg4hMwEoCyK6uCiTJm7epovC+1xdovGTKmgYKkY/anZG+yjJUAhUuqP4SkAX+gHSHMCrlYA7A68p7TYqZHIFvG4D9a7TjbLvEz7q6oO9T30bEnVYnaWK4e5mVAf8WbIwyeOP67F5bZu4IO3Es51QlnMcnyS4udxzIhMtol7ZwLrbo7niKyABrzUwMJMtftkmny2KYdLtlE0c5fSVgUNtqfRpPksk7jRTzXAsKAiHmlYKPlgyCEA2bt4wDW2fvFrrKrp0ygsmGy6HsDlI/n5l9Dn0I6wAlOYJJy62CRjjSFz9zHRQPGfKmIzf8jJgJghSUZfrMzOI3ePSpAyt7zVr2GY9+8iGelNKL15xDEDVA7eVrAJUOKbHJvmthVp6SXrbJhloTCqp1po5nUx0ERRAyTcKAJX3cOSXTVSt534G8ZsEjSKmTUlZAEkOuMVApMRsQs7SjSdM1Em4xrHiVunHgckosvh/V0Zu9oqj1qVn1qxUfG34KS8WvxoUAnwNLi1AKZr97GT1s402/9beo9e04qX1U1olEDLJKdOFFSMQPNroqp9bP7MoBYagKm48YA1h0CzijyBzcg+zAdA7/ggLZPm7eoyjtlvgjfC79dHBsPGNdzrf6PBpBSdZ+TrtBww/w6ALLDOzaUexaRr04i5cwxP2o9FjZzuo3noAtYAiqGmUTG9FslKCthxnochyS5JpmGsjNaM5kKeMHYuCWMFSRGbrdCIClOtfgDyidYbPl0L8ugrNnbSPcYQX4/A4OjAfbXhkjaW7GSgh+RsbqjTp2nqyIBsan3jyuq3LpP3NyAK7phActUhKR4YX8qYY6l+TYOuHQjs6aifWHfmV/zzt6OrvuK0p5xMA7GLvPghnVX3hJhOBYQqn7BwQmtn/ehhfKlANWGQwC25P3GfDSNDXSiQQpAx0QJhjFsibf0nsJznDdHINowyEpWJrMl4DHC6HHSrlV1GD0CuRU3Aw28DUBpOeyzLdzArWpC41/iVgZnwMiey4Ld57PpKgMM3gt9U/JpmSt4IIJJYjlo6x38MhAc5W/d1L1vbSAWdx54OIQPzh03I2QPlRBEgVT1h+R9ENJi+KW5skZJvJ2m+1Hy3oV25kPLQJvGsN3Pwc+lfOHoZINUaDS72nfaHov64meYqY5rbvyHEeP5kdeuApT73cwZnRGJtFrDCZMVVplHECZKsIYSrGhAFwScLJmsuhWOAxQJ39Vg/Z3lLVJVALoicq1v1XrK6Vtn2rPMxNADpMRQ1ZG1xmwWfi0vrVzaIH3NrJS5SiTAVBoy/cKuu4uPEvWe/3XuyZyNcod4ayH1nbfoA7Vnq/KzqycBrghy4zGcNR+5/5MClQWg2MQqHTSDChIhTl5TD+xuwG4oYoLJOsa2V3F7fvuSFZhtfqOwcXzLfABgVX2j+NkK61Tdt5VMZ2mfiSOTNGLD2IZuYiGUSVl/m7hVKewg0RAMU5fJb/1s0aqqMcBj8RPMQmFClEn9x0GGN/gMGpfPb6aooYwwECeVvQNWkrTCccgt70qSZFtGBDRrMNu/DDMh2ScUhRjLmDaQDIXmsRxZ7+oTYBLQMlZ+djWlRaqNEIGqW2VlbgtUDpzauBwBlN5EgZamjt3tzdRaS26eEEEr47ps6u5uKzYTvgYQjGpzclCqbhyv0+71uzjkL5cekHmV1WO1bhbMbHrpnAlpr7Tzo0fdd2xkOSu09wjIbxSyc4qit58JYd/c5bidDDD2Ja4eVhIlH2iPyZmSS6dVnmF4CNAqZ4sSAT9Kmwm4eSBKmpyMv1j9EfSmCuFjIJQbSDRaOW+j/Wukw8zmYrVZYjw1ScwCIwEYah/jdMDU+pFt/Jh5TB8oq4zU7NynQZqGMH4rOLX4inlGGNiHg5d+ZXdeqfRV3AU0AEakQlusqrajteTRPWTJcE+o2ToGRvNrn3kX+Mmu5C7Y3ZciOHV5+LDDd8dAJxqkho2YgcoonAnqDsY6jsBBcmgctDBTwzrJX92jMdLChvMn8bWo9mTYOUZoJEsLTEbI5H0myAJZtV/jAwaopEij+LZqiX8nB8j+EDe+7w7pmgTbwW05bNm4n4KkBUFGU/OZCbmpuZJVUlR9rEmJdtXDB+ZT8Qf1N5ydcqsq98yDMOzC6IrJWfLBqPsY01Sf0fwFwKY6AFX1h1b+vYgrJDlZKqj+IId/SyDXfyR4VO1eqX3Q0i3NR5ubWzo69OlqUCuMWdqnnWjjWHQFqAB11Dmfs6p+f8qEG7C33fNJ6ESDFLCfoOJi2oan5H2kGK6J8fBfH929NOlqDV7CrHBQJG/L3ZcawWDoUVdUtnoNtIxvNkGTcgYjyDIpDe5qfgbsYzIEA2TG7Q/jcjvo6/ayQmI7tcmAEWg67N8PJOx24wTCqkr+KAcmBD94P2WYsZgWtIC2oiLoqqkBlIxJGXn1nQLL/oNILtxVTbkIH0b1p8cAEIQtKWedbzpwqlSoi6atc2ORLt295rsV+eil1BRixnFucJ9bl/sxCsbAIwCkLgiJVF7dANpskZm1BkZWYqP4YoeCXLJpMqA46fW5Sr7hPcU4BnHc/pMRdF1c9kBlKQrFDrxE0mZql8wy3IXE/eWx2H2Cxbhc2WyXZqiZARF77mnZjLwBkJXc4eIELmKBqOuYBkoCVHZlD/KgFeN1tDZUrfARJpmo/rQvqfVPB1RLNBoQMO6jMNENALimWVzF+B2n/Bp7ueAc5CjzZwM9MkFq314ZNHZhOokIIWKgLg8QOGXPYPU8ysbedFsbWz+3caEomfTCLLsVVQuyurp0aZh83PEzCyhWujPnmpybWt4sX91l6FdgI0B16oodZQllPNZt3yXtootPc/9es/ILN6Bbaz17q7mNKwCVHNy1e1PWQKLtUxlLPxT1njWaILuiSvpS3g37uc6V0id6pBpqQJEIZOXWe2k9cxWYWTIpgDmJJg4AkYbChNwXtGL8HemCTOOMdyVj8ah5uHE+AqdjBGDgkQpSe9OGEdvpqZbSCOnJXNkKUOOULj5lBbD4rM1iJeT6DsnYTCrXGVgEydqttijhOWRw1IA71fDlu2LaCfpSbvJYLnBOlh/KxFWeK02RdZyph4BMc1MAmFY/K6VzSE/TcVyKuzB2c0GByCYlYAaj4nPh84ZYbDKCHpz1hinmQG4WrcYDmgGFFY5k4Ow1Py7VpLqY+V6C+i2Ng30A+sSDVAfg0gBmcjsiF3p7BoappWEWGl6/a8Nyz5u/H24ta/ly9t6UrELseYfjV3+IyEXaNl0W3ICkW50ZHHFgJcK3jTbBbkk0gJAiMfyqyTFIcY84/wrZzGJ7bmjbDKScabrzN2HNOScHcLBpmTsFjQpQa9rND19gF269Ebpga3yY0AQbq8pL48U+W0pcj2MYYckNGPb9DR8E4U0ReLIBPIy0TjHDI6w8nEyylNa+Y1zyWRrPnIQ7RjrRIOXGWpA4O/8wkWOcjOzdYG2jFt2giIddszQbUJVIcqXPMlFQS+07K/K0W7q7ka5U4krIJNvLxn3Z07cRrEJ7pmefEMIZtx7ilTTrr5VVMgBdIxXiTTv6VZQxb8/StTzDGkjYQ7sHaPtV4ZCvhtW9LM5VggpurH/9eSh4txSRgOUD6sv3+JFtnyxuENXUWk9ApsbVbjVSSNzDyvpe3VGK6cKGDySGMTe8Nf04aEXAXY274E6B5bhBxORB0e+YmuxEgxSAVaC5sBlv7fES9ijj8ci0CHI7lspO9oF0q96Gsfg0yMWNKrGUJ4hAIMmJoGzcWhTyvEj8u/yCFO8dA7KAPFgBKAO2YRTFSgXtSgqAXzkFt9SvqQW5F8DSuVABw4VZEovt+/1J+yATAuS9Xe2EMme6huUZl82u0YxL/BfGMvrHI1Em4F0wukhpX0i+dvJBqpJOOxUDcYERIXJV+b2Qo2JAR8xSmf6WtHpu3KNABCvKeKcVvZZXWRqi5qVpCjhZyVFWYFKuWK+sfjx+lVG2YRxXbNkvo30wL672O0BKVkztQ4fcgMytmFhVfRbInPWeZOlWT2Y1VZPbZ+GwGeSPmdyQrA+6KDKrpSYNZBEXEnYT5Oi0tGrbKZvBWM6K69T7J4xONkjZMWdByQhn2fmS/WggNlAyOS/mJI3obBnuroNyIXw3l4QZIL5AWv8uaccguDsf1cKVxOLKh6zfCBTChO0MGHiPrmJXbKfisGDpwnASt9alW02lln4wqj9u5uoHBrC6+/8qMC2q+4KqLxZ2hwG036c6jkp1sImlnwgs1kw0nuGzHSZh6iOT3JGJC14XNm1LWflGTZ+MYUs63p0gRcPwF5SiMIvwvLGNTzZIATtVlrsBekx5XfTJOSAFqgs0KK1kaX9jmK35mrBsn+W1RdogCXRXuYkzMJhFfkNJMTeUeyT4anVMu2RSfpdIspKSP/95ePizVMB4TNoS2rNT6aqgFfaoQ/miTgU71qrU0qkJXZvXZXY2RmPfbF1tHQPtjYmDldQQoB4OtAO/Fjr5IBXJrqbC6t66O+MKwE9meGknBbhjVgMcK6WVXvhbooWJOrTIP4a54frIrrpq+mwDVdBat+TbtzALz3ElZ9xOqzkAdI5jVn6tYcRBsmI6YLN6YmBis9piB3YEWS3BzZG88PtQaXwRNlrXNeAQc/Jttq37FqN2fJVYeks/bg2u9bel5fbqYkEuJ1aEa+C4hQ1FYZVN2NDt2gq7gPKWsLYIezbnyQYpKwkbUIpSavcuMIe0nYNE272L7rVzIhed4jKBjCurwDiZXA3X/C+0sBYnjwcv1onH3Uv4sh+VM7L76famDI46YLL+juJqCih7S7BgxPn+lFjzyac4DlDu/ZM0qBZwavfviZ89nNvUfUdjyY61V2QmSHewWvrZc0/HTnWMaL5OUJGlN8KLVnoPVvV/CHrki5Ki8GSZeC1jh52DMbx4AN1cK+WUEYm7o6SKi8LohnS6aUm934hONkgBuy0fM1AaANsQuFJ3FGsehnQMgnKn4ttF6lpLe4G4/htt5vuPJwckI/j9rGMsIi+8X3pnPTk+O+GI3XNm2cduD0nemVUUWvjmdYROqwuRHafc9muN9qTV5DtgCBXJcDPxyy6e2bugx9kmCUB1/vuQDJqVMi+JHQNZeTOdaJAarnCXVkFCGSi58C11fQfu4rnkyciT1J73Hyn1Zmcnih8NBdXKZ0kKG5amprFXxvtE8vGzFYldZcUVloYZSIA7aTWGK7LG9kfXxHB4DlF9mSqgiGGEgpGen2JzUzrrqokP4FR8VK9/0mu4OsMJ+Dv5lkj5ebvquIzEdl3YpZLNdNXkQEcuoEUTbhjoTN5T1Z9NOSPeeza3lAeDrw40advFNEbj0UyCTTYwVvgM/kvfiZMqdHYpSywqWxBsoBMNUt1yMpE6O/AJm8gBirxkayVXl2+ycrJj3aj+jnIGUMePDIKjzo6Gtnl+u3BtSW/f+u0AEl1UM1l6tU5LX35SkNgn/zSCGUFLqpilZO14tGPYGk1MbVUl+1PqBtw+FE1mNTVFKz4BJ3ub+TYJpYxF+a4TKjhRxYdLp+6286StmgW02oAo4aKoNRrEA3/LqJdoIczQijB7Tmh8SJe0iMjCDIpJ1qAkw2nTVMqPzPyzY3311rj1InV0skEKaJM4oY4nZ+EydN8y2zrJ6wRSlJSq35BUIhUwXglv42XZ7MnVhtsLCV8ZSXe77KMJyO0icKyqtxLJFUDbk3LCFvcaAqATuOJf+9yGq4kt5WLZFsQZjatNG9p4ddWdtk9NxL0LCXeM1KyG4I0yuiyoC+4LzyZSOr8TYMmqgB3CHBsLSRp/I1AtJhkBaMcyd4uEPejkg5SQlUIB32cy4cXfus1vC5espSODCHksFk2YxpFGJBspds8LNfNkd0vIAJU8DsOZLIYB9xm80n8JQGX8OAWkZE6vZLkebp8OiWNxquOPoOehyqqK9X1bVTFwUDOeZAVVf6vBhKyqdBU1eQs/ZzRhVlebusXxdvulgPbhyXT/qjamvY1Evo+m3SlYxX1UmaP6SZRg0WcHRfeJdYKx+INHLAtQ2cpitYO3D+ZmRZhIVfX98M7ALrGWxmgVk2LuICkdH9zGX4blMH62/EMBcMB31+hkg5QFJgMgmZWfteSThuKYRkh78Z3t8Q2NfVxGt8NbtfdJa1/xxk7eQRKM5fdbsl5d7RCsNqfEWZJSj1KW9SC7keU/ZkXkxptY7glgVTBCACwFpqDiQwUyVfFNjEn3TcPHC1VdF8zUF0gFhRq+qbAsC+5bzietcAN7cFvxohvvXkiLvwDqnZgNnEhr3NJoY99cxJudeWio2J5Hg2HNqsKmLyBgwSgIXJ3GYCHNDoRi+B1XVR32kBEqgjzQXR6T8IZuLmd8dUAnG6S2kG0MSp5HcU4E1VF8QdQHJr0Rw+d+MHdhMvdSuEqOgY9INsdtsDDRt+Ql/scOREpJymEMdkckyACUuO17ANYQAgI6xrQc9ZcUmELeIbmtNTFsMa/bgPwwCktfDv5bSzMc/yEdp+fzhVKDUJueK1eyxAvF0PwXijq8/aJDWZPvUZlR1j1bumxQti17TlvS1cXCBjrRIJWd0ud4zgTyLjSJk1yDzv9hQAQZEP54YXsZpEy5i8cqjbeqCwbkpsgCAKbeSwCVFmtFCk3zMCxPGmyU5775rYVZa+JMgnTPVd6PIAUUtZ742cO5Yrknaj0BJ+NvjSUEwNpHDVFWVJXfUgQ6IF0BlYK2sjaw2jjIiGt1qbZbscIjTaZ9HYCbV7iHr9kY2vd6e7ob/mKLGOsUvmiggo5RWZpy2rp7KwFNzlZypTn6SKnqT1cptaYjoBiBry/RMtW+ZzIrVG6rJ21jUww73eIIiMIQxxc78toTDVKusgas2L5D4r8xPf+3BxPdk8qkbZNOhRojTDuhK+ETx6kW3JlGADWav4uK9F1ohwpvSHtJt77q1hLxtvA6Vk0nT7mbFLC47UNVN6GBFAC/krIm5xIH7bfwwg1tuGXlEMgyLq5IV4atmLSTltep+2x29aH4e2N4m4/bZhLVnwuWQxecGrCBh098reIhzhInDyunTvUXV1amXt49BqotXaTJxfGYAJWCJ5rwEBM7jj1gSycbpBLqxlBEc/tewCfGOQmUANOiUGsm6GJlt6SxlUkNAWplmO7bF7vGG4HmWprp+FoQYjJgsv1hy6HCFfduwO096UoprJokHQEgAN1qqSvqHm3eRpLATc9PR+SGGaHeUkEOoPqAa4mOOGS4iikDgKSAmezUzmQh59IZgEhEG9wtEWOc9fLFNtbirLXVCOiydLPOTMHVA1hMs4u/41g70SClV2uYX4RntYKiFkeZQmQYlEhPDyMiYjA3uVM+lqdzU5blGsH8VlHSqgpUcisP2/XNu0wGBL6xddW0BUCOQksTZQRCC+9T8KnPXX+Ie3TeToBlqukQmoqP0Kn1nJvgV0gE6EcIYdKGBbCSz844ZTGBqxpOxtAqSlXVX1g6ybgm+KuUAKglX7Pqk2zsaqloIGqRDEOVe/zkuVWiFTVXA/pii7QggcIPGYebJxlY9dKeqv6oxV+0BFRwMKGMv+YQ5mwEI8VTyydtPMszCaDZVJPRVqrCau38D8/9XFmmEw1SsUEdSlPzj++l0UT6TdWED1PAUhDiwnzaQJHpWifxEpDYNrKD6riqmw1IYBNA8SjucdMobQUVXqhH79aV1GI49v76m/gb6zwBHgUgAZUJbqU0Tc3dDCcMkEnyFpQExPYlw2cjoxuRZY52RdHwpKryhAFaxu0k97jnJHOYoepEBVEowLniu/JmloCjCocKsbUXjOGovchWew5MUcE/K6vfn3ICgQXDxJikW2nZua/lKInGlVE4E93yNvW16aRtl8zxrWcVTzZIAZ7hVmfK6Mz7MZJvnKxZrxw3Q7VS31Ye0gHNUQrmRNW+DFuSpe1Fv2C0VM7kXaq2y8ZLBCfxi8AziNftcQpYBKCi5NcDll1JlRL51VO8/cSuno6b9pB0FIha8zl+6FZAK+PZpLWk+vNRMjWgfN+sj59ZqUPyqwGs2biqB5cYhpUU7WpGPltv/WDAKwKVTS4iiAWqWIQIdBT8bNqhJm6BGNPUtsGR6GSDFLVVkPylaj6CR+8E1SW9mP5y5kYCXpk/XAcvx5HlrpipYV285YKogcTIum9fqpOLjXpjF9PTLWechuGX+mRXkjZfyX81b0JTBdn3GehEoHL+5hySCee6yqrhFoBpcgYSjEm6ypRzaBRB7meRWP8dnbKPwjNxAxcARMZyD01q16lCnFj61bEagCpV/bnsR0YUSAe8hu1whww4tsCqHmzrQZMAWgVRK2glbRZQqgG5RJNrqWiiBoRO5hkqCBfhknWMNIMtntBUe6a4Ud1ny+EbKpCdC9MgTKATDVJWjae8PDAKx+PNe45htzCt9OX67FUTTiMwrXYm4Aq/ZKmXWvJtK9qFoR2B5dgAirIqJyujtfSTMjBxXjYLRCPAcns/fRiybv1nDtsSzIWxxoqPuJmSBzDSrAw4OcOKHei4vv+Ufb032hU0Ht8uV5ah7PemYFZgwdIvAFWn+svIrqA2Djy2Dml/c3ZP/KX2xnOQUg4fshrr7vsLK6BFOTmGs88CNJJ8s+tv70Nx1Y+T9yvkFhIb6ESDFAAPUMYPWFklbaVsUES3hiXVJasENBw5ZZQ0uyOLYieIkvJ2DC1bgVyAcuy9YorPKuBEsLFh1sDJm3vb8ITxM9n48p78hbB6a4RVA9ZnSUNhhWwVNoyvpAl1fo2QSgH2GMYvAe0Lu55ZttIMrgWrcfcqhEtwAyQTFDT6fa8SoAexFtCvqlxAk0dFWlkxgXX1BKBclcWAN5uHe9LShKSjSrAHqhyI3IrKJGlbLAKayzer9gptXHA1euc734nnPOc5OHv2LIgIb3rTm/TdQw89hJe97GV48pOfjM/5nM/B2bNn8a3f+q348z//c5fGAw88gFtvvRVXXHEFrrrqKnzHd3wHPvGJT+xaFHe3mSKz/rZJqg3owIudX0purKZcLB3OzC2uDEbWZ9JVPWsa5N4dC1V1wYVeTXHy52gBoNQ6cyuR/yvxWf/i+w5gRn962ziDp/aH+lHBdv0Ql9+D+u5A3OWX9G8GHVi/uVxJdMCYDmbQwVzdjGmaMelzcR+cmXEgbvs3yS8X91TiH1BNpxpPTHWFNU1c3tGMiea62lr5S9pHVmZ6z1/8QwMoAVbf7LwZwCQfuHRFrZkAuSunebcPjeo3+JPxoIenJ/Zn2FRVC/VrcaDh5VC2jrPR34EZnzoGUb/Q3MasftbFjFs2t+hHfqnPk3XXeG5+QOeLfnAz/Dk/Mr9k3hP8ZQsrtDNIffKTn8SXfdmX4Wd/9me7d5/61Kfw/ve/H3fccQfe//7349d//dfxwQ9+EN/4jd/owt166634vd/7Pbz1rW/Fm9/8Zrzzne/EC1/4wl2L0lDZMKMUVxJ8cfE2Z4acE1tOywN/eZWlwzDgFCtxFDrKjL0AlPXDDnF7MORxP0agiv7GzQgg14WLAMidHwmAEdfLXpufmo1btzAxYVbRTW3PSf+msu+kYSsYyX6UrKCa6TmUkW9mvKHpGuhk4oj5k/yy7th1rrl8Q5dIWcgneRwKyZbeSl3rXwN3uDqSBU8B2RBGx1D1V9CLjT9h6LcmmEXhXGpmKa5seqE/+fCmCesspzO/EDfaBGyhndV9z372s/HsZz87fXfllVfirW99q/P7N//m3+BpT3sa/vRP/xQ33HAD/uAP/gBvectb8J73vAdPfepTAQCvfe1r8XVf93X4qZ/6KZw9e3Z7YZKG62ZKCmBs/su7ZGW1Y2PqypYBUFX5cf11m1ItA2tEa1XBZFdYpqB2lQYTL1TtglB3HjEGWLKsCG15tGLuGTv0bdfnEaSs9B8Bq/rFi1xtGAsS0FVKWA3AMDW0NLo9Jt2HqgzZApIpXx0xDnBWtQZ2ItTyuW9jRUTgFhzOycPnfYlC8VpV7F0VCUS5iLtkuE+kth+lfIa5zmXyYQCd5Cz5aZ2oPWs6VIQfDm5QWZVwTXekEpQsTV6FPZkwNb9WUoxVf9DiuXLqGJQ0R+2/B3+94HtSH/vYx0BEuOqqqwAAd911F6666ioFKAC45ZZbME0T7r77bnzTN33T9sQtMjvJoZ0fir+wv0l6mu7WES49VHtFNM8yeLQDAchupbX0I5YDhGKhVAaQLrIiQIUKqJ8VYXbSoe1G41bZBlCb9gmTMFHA2DTYo/+SMDIAoRSsnGTMClYdCOkqRvysFV8AJAWVBnDecs+Cm1W/cahmsBTUqvWrj+qrobRtwhiU/Li+45qBgnBI0/rvMxLbTEI72As0zkdtLhTZz80yyKyLBkWrZRkA1GYVYrDsgxE63fSwTN8W3UTXIVeFUhVOBazUEpDAM7SixASeTT/Otfe55UUVzCQt0aRaK0GeWnPwVK0vpTL2z1Y76YZ0vMmcfjhY933605/Gy172MrzgBS/AFVdcAQC477778PjHP94X4swZXH311bjvvvvSdD7zmc/gM5/5jD6fO3fOB7AgRIlfCIsl/9HzDqSSiEqm/U1jVlrJJFPAT7BLdg/fUWlXySmET6t9FKDL4g4BygCaCdPvibAHLPPOnWUygFXC9f6OwTvjiVIDfUZLO2sCShguZf5qjcZmzGaMHyqLtSTyvL3/0Qau1zVIIRpwpPOC5IXh/u6lL2v0diEohFstMCm4uHZNQL+NgOjvXejcxs9ZQKCdrdIyWIMNk0rGeyJgGiAt/S4oZxKCGROxuSnpnz346gUDqYceegjf8i3fAmbG6173uiOldeedd+JHfuRHOv/8pgizBnIMp8Y5Ukls5pImtSW3ziCTV+1BmTfZkt5etSmrqUZ+IHu35Z4h/L4V7QTSHRNaAA0ehds0cLcyiSzfnhFF4En9zPghF6aBi3xcELJxHsIPb4JIVkwAPKDpqkjOQJm9JrAHvUETRIOFrqmJm2pZORIqs+Wakw1urg5y6bV89uBDjb/VuRFVeKTvIjeVl+3X8t6uQO5FL+r3q6Z+ZbpMbNRntnWsug9aD7fas1WyqxOzasFc0+PqtqsqpqYCZDQVoKyyglk5GKCplpf9jRkG58r1XMqyZEyQ+mt6GqHVYXEwbGzXCwJSAlAf/vCH8fa3v11XUQBw7bXX4qMf/agLf/78eTzwwAO49tpr0/Re8YpX4CUveYk+nzt3Dtdff31hQApOgG7yAc1SBSYM0DGfvWaUkEFDtoO5TnqdZvpcHtogKAOMTacyyDAeCqupmgI3dyyO27NyA3xbRd246mZ7QoNkhxrHETgl4Tm61oDN9OvqHqMBmyVwUnWWvYWcvFtXTHIjuQUXvbrIhEP7lfBNQPWrJYnXf6wwxsspA7HYZCoc1eozeYhwQk8QNix/zQ4L70Z1llDIMyZJjfFaZCRuX/j19dtGmSpW0x6lkmQgc1vLmPYRB74QXzUVp24dmD2vdiFvBe65FqQCFwPAbFbHjKIGFHCStFiePVhxBSCtHtWxIeGpHp4OgyGatS/RJTsnJQD1oQ99CO94xzvwuMc9zr2/+eab8eCDD+J973sfnvKUpwAA3v72t2OeZ9x0001pmpdddhkuu+yyzl95b2UIBjMa7cAUj0a1xyn4aW/1n9J2gJCgQ8YM9qYjJ3BhabV4W/uOkjAx/HBMRCYbgI58F7l9KIICk1/hWHWfrITab/Gv4Vwe0YiiAZJdHUnYpbZYHerEuspnUy4le0DVrAiYA4M9wpxa6n9Ck/yd3yhs8LBbRV0inbNPdQRQTe2LXq2lq6SFRqltnanErEjbTlKy7hXJyreBSOUzMm6tEQdYQamVrsKjWQlRdAsgmpZRf7bjsAUU4cKC1VFpZ5D6xCc+gT/+4z/W53vvvRf33HMPrr76alx33XX4h//wH+L9738/3vzmN+Pw8FD3ma6++mo85jGPwZd8yZfgWc96Fr7zO78Tr3/96/HQQw/hxS9+MZ7//OfvZtkHtDMAljFRWzm5GykG7tKwfuAOjSZGywzboRx6J+toGBWhWv2ZfSuz8tGScHi2ZeKhnLeBTOkMplJ4tUg0GItZ3AQgjnSRb0hPJuVSfsXdr5iswKOgEwwhBJzEr6j4mkm4XVkBUBNxdyM5LGCZ9EzZ42ppiqutjQDkVImxbVoO6qu/Zgw6lWBI26a2E18yY1YYm7Nm3WFIaL46ecRoog5gC1RJgy2voJaeo3FUn/jaSjZsKaXv9GLZupJhDsA7S8Ba/bCqKjXzq6oSlqvKrsadUFZoDPBEDbRMzXSFRbafWGzCtJ04Mr6sfhfKcOK9730vvuZrvkafRQ1322234V/8i3+B3/zN3wQAfPmXf7mL9453vANf/dVfDQB44xvfiBe/+MV45jOfiWma8M3f/M14zWtes2tRSmNM4VkYjTIccRup2AFW7u9+I+noqD3TxBkFmiZVGPWdm9ElUrPmY2OubvNqD3ogWCY463gzjh0pchYBqupO59guoBT9LTBtAcCVdBbT7PozgJf4T+zCjAwjKPjpflMFpUlUeXK+CRWkzDVGmbpO4nXVNf4WyNYYn0sjyc+RuXGc7a3iZMYbYOR5ExWA19mICLYyFA2DZcCtNngkjA1I1U5U548Zzw2oABCFFZV6a4Shis+CU+grETTcBQFbaQGgVHQTvlLrMc+kQq5GnpqFn/s6sfyKEC0v5po3gmXg3I64OPUft7GgvM3wCyMbaL1U0Ftqlo3jeGeQ+uqv/mqjD+5p6Z3Q1VdfjV/6pV/aNeueAhOye08WR0buTWlHWpEOWjjD4R3H7+yVQpJtinMI05VjFy6fcQ4FJHabqmu0Dxb6uHukMAKorWGGAOdb2TIjK9yQDaurJehELODRklcwEWBCAwwFO1OcNWs8Yd3NcGIL+RVXyhAthzHu1k8lkl7q6qL2UkxmFZhnaoQrLa3/XSOV5sPYdo/2YSR0JTlaQB4OHcOBd5W31iIx2neh3IkwzZOUn1H9p+u6Nohh+7BM9jaAoiUgYjTUxG2cpNjpreuS3VI9Nzbaib67z12tYYFKnidppNJx/bUgVoJG3mhrDZmcWnPqMgCiyouWfvWVhpN42cQ7OrXR0w20KHmFMZ3SLv6Kf4PV014zPKRtV8QxzV0MJKi9azePGxAhf6mrGDRM6i+3P8xlCFKz7psGe0s9GAERYJQZkmegq81j2sGuqjQXZTCFyUk/2dWV5iigoCXyXIjRgMPyrJbZiopvCA0b6qmlttoIMuOZMcJP10bWKEY9vWWeqmy7Yvp+6d+PatVLj/bMWmujYhgiK5xZ3ETgucTh2ZwP07+62szUgGJcwaT9qWtmrhg1FUYgvMpe8KurNMC0davWYi8+HM5JXXCyQCTPFqzMgLNgxsZSyzIq3sLohIx01m3iBMujZqIe4qHuTemEEss/Qjduj0IWfFw52zt3nsIXfz3tBf+hCm5rOiv5dpfAym/sy8zfAJZT8dUv4ja1ngUsv+9k3QWMuAMm3ZcC3OWwWoxktVSec/PnXXcgZXhl8Xz6hgkiVwMKX2ppW4YqBWdlrjL0FM8kjYGKb5/zgDq8qQFVSZfFM6lrko4dB6Ht3aopCZMm7dS1Lb7PM4vIvr1c+1Cz7p3rGp2Buc5fsUh34MQon9awfEA7UkCvrqpm04YVkGgudVEBhbSLvTRi2WB954WUUMuNc/7Eg5RrqEpOP0yhMbYyw13jOCmiV+n1ifseGwh5RyeX1XIux1kGNv+PnZb6ZvRuWLHQT27sRADsgc/jY1MD6jMaQDlTdBO+xLcrJf/OFy/330rDuIYp2tWQMH95T2HoWp6XjaC4MmLv6fa9unA2jcWh1PItZWkcM9uHSmlhHOUABQ9QQYjNwGkocER/rY5FACjKEBFmSa8eYSHpGOk7qkKCyKMRPbSNTJ8ZUFegIlhtH1pPG8vOkASor1LKXB4NIMX1Ik8ABrAScKL2N1Lxdf5CO2xSdysQO4PJByN/dP/CkGUoHXMx+1BaXq5nZHbLI1pHdmVYel5JO6NFAwmZjM4vKV/1JxuG0FZM1Z/iyscYP8RvOzXzcqP6A6tl3qQA0y6KLdlYgOpXWBubZZmkbMGbzXv9YYjBFyof1DYRtzuYDr8yKknIxGputuq+bvUkYZI0Ylmz6lGLqyuqzBApjZwIBqEvWvu0sZUZttjwI6MVC8MOi2xdTccISDPqKgqEiYGZJl1VzTWjmQjFEKsaV0xNJUjcDCNgPlooqyqujUg1PFdLP6v+a/Kb2aOUsdCq1fdV0nkPi2uRLjRxAjodMKk/r/vbX2B/EDGCjxVUWgamJ/fiOEcgm58Xg5ULKVDF6lM21gaAEd2jMiyQEzrW0rBg5Pp4BGi5iq8BVFTVGCAi625qvKmulJzZuQEmG97dxyfs2DJG4z4OinWy/gIeyjwNIFV+1cCkqgOtaXQcRg6MDPjMAHRfSlc47cC6sm0HVDE9W/DWN6I2F/UXAemVQD3to9YzKmD0bevGi41rVbxrfas834I51baQ+z9nBSkStR5RAS+U/SntI0Kx5AMKQFXeFMEHLAJEBSjZq6rv9EvHDrAAe3DZNy/l/niUgJQ/22L9vXt0DqfzHwHUvqKrS791/D5pxtScWJsFkvcko5GGReozSvbGRu14gQCq0AaAWuz7rH+5C9YhsjGSsJJ1zEOt9sj6Je8sUEF+DUCZ9GDiuGyPYdUdp0pj+GzO95l3BqykXHqIs75c3ENy5uTkhn+rfSghD3sdWzYxuimwJgl2/RoBCh6gAtBn1pPNIMZfZzVKY7k+9iaQhie2HWetBqkARKh2EormaAeBjb+7SNiAcmsA9o2RtOewhaXgw8ptG9MnGqTUui9hJEPLPWG2lMTbBZh2BJmlQ3tpup2hhtycXidBAB1uY7HfIIVx2zayJqhZmeMqaam8C+70iqKtlMXJgMj1Z7Z6qowjCUPBbQ0mVGo20vOkErIxnJBnGL+q7pP0JpPWRB64nLuWr1XpaPtQsencyJKqU/Q3IY0urVwH16T5EbUrvOphYRa3+Ev2OTCxKRCb9NZJlnmt6Auwp2BSnU4AcWMCzS3pUhgbdoVF8GOmJe1VvaEoSVlb+wGEWdvTuGfCIRvV30T6O8st6FXdhxq+WAMCfEgN/YjU0EIGip5Bg3n2B+hQzm215rddsUSPjpWUfDW1jqCxpVfCcDuQ2oGR7sswtu5DJZKWXK7ZMRmZHDIASXTxGrMVmNBWX6ZdnEpkRfDMy9u7N1v17ZV+0lcVCJpbXlhm48MoAyMDDBR+azxvzWeNISJA1WFpjSRM2GnA5LTYqdXf8YGUpG0ttaSdin9dJ9XxpkKRqPlUEpKfvmDKr7gBTG2NAThRuiJTr80AJfXbIFzZ8LYNzFSRsaKrofpC0vd7jG0cTWYstDsam9BhVb2x3N28bzkXlSmTtmP5LftRVPeYZqZyKBcAzZNqQ2azJ8U0FWtApqqCLX+qAtQOrIBEaOBl9qlUiGA2nV5qsiYblIZdeV/pZIMU0O8pWfeaH4Dh6unITGHbUjZmN8q2A6elQMJg5fS5ikHUu7kClTWi2KXoFxKgRuA0yLfPywBQSjY91t/erJiRNgp5p1rmGSAyLMaAkd+r0KSsIYWWgU2Y3cbUiKRELT0v1OhGuTAtCUVIwCSXaiz4cPVovMyC0gJALd0+cTxNsQhQtv+tKq/tMRlBQuQ+J8CwuU2EfZhE8BiDlIoK6stEmC020NxiT7WfJtb9p2muakEizHOd78SG/ZXC6VkzN98sY0EFraX9PjYxjy5dnWiQ4ombdR8QmFW408/9LgCbfb8rKSCU3xETymlB+hPJlWS4Fo8ijcrKiHXJ3vaialQzEVsm/aBr+VALslRXbACkIwHUFlAar6rIuMXfqX+U2TQwc1KvZUAkDKgxEws2Xs1j3OrfVHxxBaWHfCV86jYqJ4S22UTW+MCfe3IOUsmlZWZUf5aNKiizMCVrBWZXT1byr+EMeA1rxPZneSDlAOrf24T93AzCjOnjEteMDwM6B+YzLVMHTGzOyEGfJb8U9AZ9aldSdhUlKr6ZCYdTU/cd8lRWVfOMw6kcJJ2nqh6sK6+5hieS/iHwobgr/6irJzW4YJaNLhU67AqqTS0Txneir9e00GGGTjRIqbrPUKfy65hbeK/vBgxxL7wKkQKjHFFarFrmJv1a/sE6+5oWr8pCDFUR+rMQNpORFGyl98H7IWjESh1B5F1KV9LOwjiDB7MqCf2fqfscs5IwYe/JYLsBvcak3A3oljklAKVgR82dMUlhjAoMewxMBtR0nKlaiEH6kxwoWKzyqr9+wU32QWuNtg9lmWuVmOZMhcceBHelNZVobybOoa8NHAZhoXix6z/ZcwTBgdQBzaraPaDC4Zv1ZwJSJr+sCqUtSbeOgAI4VA/rzkyY6oHrou6rbuEDAGiu6j4QylJrNvuGRUidMem9fqWDxYpQAKnyEnGzcUsYmQ9BHk73vh8N6j4mBmdMMHL7CEBbwMnOxj1oHM2DZGc91pWnTZQmKXqmYqPr+DIAZb4W1AOWhLMJGSBrV98kFesAyboH7boLZQLGYrgeZHyQBKDknQEWZRg1DIWEGji1tImS4pr+jQyvuC2D8nmjlkmGq9ufSus+IDtmIMykuPUWc7W6KYPMfu6wu1Y2Q6nNhQnw6oBtS/yjUA9Q+uzcEiascEy/67EDAaxsJUXARLNZVZVnyT8TPMYrKUC+kzXXhictQVHd0TxB95enqajjpgmYixqQxLKPUXV/8n34Cay3UTDmqe5VzVJS/4khNi5tFD2rgMZLIh9Jlrkp707oRINUtpIaHtxceq/uZAWU0sJkcpv3YeqZ/hPp3ElQQc3kqQzGBjGeU7TxUKRkzFQ+wicHGmXATUYCql/udHecRGDOgHpze26k0WAdpTECpaxcZNozujvQErBpzKf4eTVfy5u1DJJnDyotnkjigL/HbzLS9AT2gFTzneJYgi//EjV2KDeGy9oPTYMTgKo1SrTis2rHrjSdFR6jraLmKnVLvjqSt/GqjsYrp2RF4sZJWKVmYGSFFANM5ECHFZSsiu/MNKv7wITRVZXtT6fG7fepGjCVthTDiZmNRR9I1XqHTJiruu9wnnB+4D9X8Do/M+Z6+/lcV9fMJYysnuaZSr85dR8Bs2w5oDEg9mXP3TWNR8NKqqhnNjDJ1TDbJnsjw9RjedJy9kHbK8k7qh5CjtzC6JYltUHStpGKJKTvHJjZXwR3zUS4pZGCurqopJ+9E/cOnGcVjCwZYFnKM4BPBDMKv44ZmTpa1V1L04JR615lYg5QLCi2oklcW15RISmo2XIlDEyY6RKx1cVZ61LtXwpeAlQ+nzgc4kprWArHwMye1REBSuJmQNWNC/eS3TgoP9LXrdBWSLF3L3qjiKbWm2hWq86m7psLSKGAVVT9tX42QkmsIxkhgwmHNdRceUDRuhGmCjATEw7Z2OzW1RNxM7QgAIeyFwXUPiSA5rY/Ba5qQDPlTV+JkEGQT3rUBrWWfir8IAwiKci2zj+RIKXfVvn0p/2LiwZSWAUp2cvo3dye60cbG4NqcXOQ6t0zk0o3IgVB9gFk41Olnfa+idKKbmYQeibl64gW8CSAlIkjwG7dEaS681EWmGo8nmZlLlw3z4vqeQ6StVH5UFslFX9bD79iykBqwrwfSJkQ8VoiWeXMTOa5lkjGTW2+OYk7G+n8/Dy1dLgw0SaR1/DzpCDVGO9i8VcpB6l8Prs+rx6EtmVgQYoNSDGM4GFAigcgxVMDqbn250yMudufYteHKUjBtBWkXc1KCjDtLf4VyGbCeWNc4VZStZ8OeSorKRAO59Z/h4eNV7SVFMBzK0vjOzAgJW6pgKlRWFkJ/177vBPxlg9APczo//yf/4Prr7/+UhfjlE7plE7plI5IH/nIR/D5n//5w/cnEqTmecaf//mfg5lxww034CMf+QiuuOKKS12sC0Lnzp3D9ddf/4iuI3Baz0caPRrq+WioI3Dh6snM+PjHP46zZ89imsYbVCdS3TdNEz7/8z8f586dAwBcccUVj+hBAjw66gic1vORRo+Gej4a6ghcmHpeeeWVq2E22lec0imd0imd0ildfDoFqVM6pVM6pVN62NKJBqnLLrsM//yf/3Ncdtlll7ooF4weDXUETuv5SKNHQz0fDXUELn09T6ThxCmd0imd0ik9OuhEr6RO6ZRO6ZRO6ZFNpyB1Sqd0Sqd0Sg9bOgWpUzqlUzqlU3rY0ilIndIpndIpndLDlk4sSP3sz/4svvALvxCXX345brrpJrz73e++1EU6Et155534yq/8Svy1v/bX8PjHPx7Pe97z8MEPftCF+fSnP40XvehFeNzjHofP/dzPxTd/8zfj/vvvv0QlPjr9xE/8BIgIt99+u/o9Uur4Z3/2Z/jH//gf43GPexwe+9jH4slPfjLe+9736ntmxitf+Upcd911eOxjH4tbbrkFH/rQhy5hiXenw8ND3HHHHbjxxhvx2Mc+Fl/8xV+MH/3RH3V3sZ3Eer7zne/Ec57zHJw9exZEhDe96U3u/ZY6PfDAA7j11ltxxRVX4KqrrsJ3fMd34BOf+MRFrMUyLdXxoYcewste9jI8+clPxud8zufg7Nmz+NZv/Vb8+Z//uUvjotWRTyD9yq/8Cj/mMY/hf/fv/h3/3u/9Hn/nd34nX3XVVXz//fdf6qLtTV/7tV/LP/dzP8e/+7u/y/fccw9/3dd9Hd9www38iU98QsN813d9F19//fX8tre9jd/73vfy3/t7f4+f/vSnX8JS70/vfve7+Qu/8Av57/ydv8Pf933fp/6PhDo+8MAD/AVf8AX8T//pP+W7776b/+RP/oT/63/9r/zHf/zHGuYnfuIn+Morr+Q3velN/Du/8zv8jd/4jXzjjTfyX/7lX17Cku9Gr371q/lxj3scv/nNb+Z7772Xf+3Xfo0/93M/l//1v/7XGuYk1vM//+f/zD/0Qz/Ev/7rv84A+Dd+4zfc+y11etaznsVf9mVfxr/927/N/+N//A/+m3/zb/ILXvCCi1yTMS3V8cEHH+RbbrmF/8N/+A/8h3/4h3zXXXfx0572NH7KU57i0rhYdTyRIPW0pz2NX/SiF+nz4eEhnz17lu+8885LWKrjpY9+9KMMgH/rt36LmcvA+azP+iz+tV/7NQ3zB3/wBwyA77rrrktVzL3o4x//OD/hCU/gt771rfz3//7fV5B6pNTxZS97GT/jGc8Yvp/nma+99lr+V//qX6nfgw8+yJdddhn/8i//8sUo4rHQ13/91/O3f/u3O79/8A/+Ad96663M/MioZ2TgW+r0+7//+wyA3/Oe92iY//Jf/gsTEf/Zn/3ZRSv7VsqAONK73/1uBsAf/vCHmfni1vHEqfv+6q/+Cu973/twyy23qN80Tbjllltw1113XcKSHS997GMfAwBcffXVAID3ve99eOihh1y9n/jEJ+KGG244cfV+0YtehK//+q93dQEeOXX8zd/8TTz1qU/FP/pH/wiPf/zj8RVf8RX4t//23+r7e++9F/fdd5+r55VXXombbrrpRNXz6U9/Ot72trfhj/7ojwAAv/M7v4N3vetdePaznw3gkVNPS1vqdNddd+Gqq67CU5/6VA1zyy23YJom3H333Re9zMdBH/vYx0BEuOqqqwBc3DqeuAtm/+///b84PDzENddc4/yvueYa/OEf/uElKtXx0jzPuP322/FVX/VV+NIv/VIAwH333YfHPOYxOkiErrnmGtx3332XoJT70a/8yq/g/e9/P97znvd07x4pdfyTP/kTvO51r8NLXvIS/OAP/iDe85734Hu/93vxmMc8BrfddpvWJRvDJ6meL3/5y3Hu3Dk88YlPxMHBAQ4PD/HqV78at956KwA8YuppaUud7rvvPjz+8Y9378+cOYOrr776RNb705/+NF72spfhBS94gV4wezHreOJA6tFAL3rRi/C7v/u7eNe73nWpi3Ks9JGPfATf933fh7e+9a24/PLLL3VxLhjN84ynPvWp+PEf/3EAwFd8xVfgd3/3d/H6178et9122yUu3fHRr/7qr+KNb3wjfumXfglPetKTcM899+D222/H2bNnH1H1fDTTQw89hG/5lm8BM+N1r3vdJSnDiVP3fd7nfR4ODg46i6/7778f11577SUq1fHRi1/8Yrz5zW/GO97xDvchsGuvvRZ/9Vd/hQcffNCFP0n1ft/73oePfvSj+Lt/9+/izJkzOHPmDH7rt34Lr3nNa3DmzBlcc801J76OAHDdddfhb//tv+38vuRLvgR/+qd/CgBal5M+hn/gB34AL3/5y/H85z8fT37yk/FP/sk/wfd///fjzjvvBPDIqaelLXW69tpr8dGPftS9P3/+PB544IETVW8BqA9/+MN461vf6j7TcTHreOJA6jGPeQye8pSn4G1ve5v6zfOMt73tbbj55psvYcmORsyMF7/4xfiN3/gNvP3tb8eNN97o3j/lKU/BZ33WZ7l6f/CDH8Sf/umfnph6P/OZz8T//t//G/fcc4/+PfWpT8Wtt96q7pNeRwD4qq/6qu74wB/90R/hC77gCwAAN954I6699lpXz3PnzuHuu+8+UfX81Kc+1X2s7uDgAPNcPpP+SKmnpS11uvnmm/Hggw/ife97n4Z5+9vfjnmecdNNN130Mu9DAlAf+tCH8N/+23/D4x73OPf+otbxWM0wLhL9yq/8Cl922WX88z//8/z7v//7/MIXvpCvuuoqvu+++y510fam7/7u7+Yrr7yS//t//+/8F3/xF/r3qU99SsN813d9F99www389re/nd/73vfyzTffzDfffPMlLPXRyVr3MT8y6vjud7+bz5w5w69+9av5Qx/6EL/xjW/kz/7sz+Z//+//vYb5iZ/4Cb7qqqv4P/7H/8j/63/9L37uc5/7sDfNjnTbbbfx3/gbf0NN0H/913+dP+/zPo9f+tKXapiTWM+Pf/zj/IEPfIA/8IEPMAD+6Z/+af7ABz6glm1b6vSsZz2Lv+IrvoLvvvtufte73sVPeMITHlYm6Et1/Ku/+iv+xm/8Rv78z/98vueeexw/+sxnPqNpXKw6nkiQYmZ+7WtfyzfccAM/5jGP4ac97Wn827/925e6SEciAOnfz/3cz2mYv/zLv+Tv+Z7v4b/+1/86f/ZnfzZ/0zd9E//FX/zFpSv0MVAEqUdKHf/Tf/pP/KVf+qV82WWX8ROf+ER+wxve4N7P88x33HEHX3PNNXzZZZfxM5/5TP7gBz94iUq7H507d46/7/u+j2+44Qa+/PLL+Yu+6Iv4h37ohxwjO4n1fMc73pHOxdtuu42Zt9Xp//2//8cveMEL+HM/93P5iiuu4G/7tm/jj3/845egNjkt1fHee+8d8qN3vOMdmsbFquPppzpO6ZRO6ZRO6WFLJ25P6pRO6ZRO6ZQePXQKUqd0Sqd0Sqf0sKVTkDqlUzqlUzqlhy2dgtQpndIpndIpPWzpFKRO6ZRO6ZRO6WFLpyB1Sqd0Sqd0Sg9bOgWpUzqlUzqlU3rY0ilIndIpndIpndLDlk5B6pRO6ZRO6ZQetnQKUqd0Sqd0Sqf0sKVTkDqlUzqlUzqlhy2dgtQpndIpndIpPWzp/wcwgrRxgH6B7gAAAABJRU5ErkJggg==",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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TY0rb8436bMq3d7pNR8sSwv6r6jHmLShTo2fJVE2vb9WSfCTUfQ8y8SAz1ldM0hngikoQ2mg4X7AGiV1yC9agx1ZrBKUQxRmbNU2CAorxgwADwzgFAS4qGDIgUDzIjHgPMuP7F4PqQsUF4itACrikBpmxebNykLdEfy91btBFngVo+6QuEWYqQbi6r0hSY4T/qhe3ELzgkRaCc6R0VqwAKaWZ9Jb5M4xquqfI1FH1F5yIVbRIWzZnCCK3081Jv3t3KEUKNV4mglFMxDYxrUyclDNUfz5ZtVv91cX7WddA71D9LaXMut2qd8lzjV+JdFeDnUmhxza65Q553WAQWlgDhJJnK6+FtTgr4V/zqO83lnE1/AA0m2cg13m2qrxNPmdrT6xPplfCJY9j623WQTfb4qSNg1YUWpgd0xwZaYA0NVOup+SwVFOHa7ZS2qIFtEIwPwqS1MMwkLqCSjg4eac6zrekFWIyQ51CspbUZze12yGeTona4NTCFbmfa1ITEgSJqj9TAxpQTUiqCKeJvwPqqiGFyoTo8IVowXBixfpw4lC3W88O3E1IBQmmA4o85loVuCZV16p8fYqA5VaCBlIW/lJyAzHN2ycEY176uhUQ7wBTy04dQch3U2in+hPQmIWTUFCNVRAj4Qn4W4haCT5wljU1bjXQyDvHF8dGfSYoMSFa9VXV32HDb7H0u6X6a221VPdUbbUQsPWbSth2BgC30ruJUXIWJ+fPefgKoks6nH/bOh3B41CHlt8RKHZgU9Pegtea3pLGWNIA3CxpUQsaGPW8s2z7+vCw2aWJtvGrqwCzfb8FIwnA0ohj4VeZvr2iMMoKTPGlhY8CSJE/l8qV+hvbB0J1l01/Uwd2frOuZe9Tr47DiRx9RIy0xAnVZBn4XbwTQEbsh4FMJ2YCUbOmM+s7i2sAZ4NgQtz2Lsu/QG2bvJQW4rmAs7WZSXfqIoFCwMMeU+nU1VOzVJqckZTwK8SB1RSJYVLS+QGTDkGz/bUTOmmqdYpyKTk+JCgViSaqfkY5ozx3AFpJhgxDfpXjad3MS6Go55AtKziq/sqQsrgip+PzrIz3uhXIujTeAWoL6Cegdla2c/XUsfCrmq2XeScR7UFyLOARdZD8eQ4wjZN2SSnpCEx7ld2JVLV8gwI6rax3gFG2a/9259RH462DiQ2caEFcLJwJUMo4nOPZzjMYOPt2yLf4iRNvyj3IxEVmEIGJYtogbjnnhHKuwOLPDvr2ZTEprhZrEb0NJyQh3AzyIYqrq/io6hNJaUlE8ej+IYqrDlxEMWTiQa5ukJEqwQfN8IuvAcV6nFdr6IzTAFY1wgpYQOd+Zm0rGkigSlKXRaoydd7LccFVL5gQvJwXPLqRxuO8hIXhNSSsgescfqJ7HufEd9mSeZ5DJdA3VX9hRWfvxKUu0Vw/tLYq0Bfq2z1Q7QhzgNGiVuQkzUnLvVP9faj+4IyMHlV/MZ6LMcVO9QcUiBRASxpZ2iKFVAIqyztYYWTjb6f7nwBTlZJO14TKGFzT2JHGFShaWZd8tqqvE6u4XbtkHQhG5bsNYK1AcgCjkh/THZu5me+znVmf3g+VCV/rU+tlz7Vt13aj0/j1rxojWeE3w1KSqt95DaXsoYS41iolL77jFpirXHGPe6tBaoip1VJu4QRXiArEJRabwWX2kz4V1R8lMuMQRh8SjmQBWuQYlm5P1Z9CNAflEBuUosBVxEHKAUvUwGUIhk5cZECHAebF19uGmy8r3FzB1ztijayoHKMskvUaBEbkhAA6+aUaMImj4BFdlUdTdjvNwoDnpT7E6RYfykOcbvHSRf0rhq1bYeCqE4+4lM3E1rZXGcCcrY3NwABBQagSFH9QoURFICDTkZK1QuxEkjL5UvyywDy5e+d2xJNcQX/X1H6ej4jGfjIDo46RVP1ZUSw1qv4Sm8om3+CM6rjsfb5zB5XcKdAsoOPftbMnT40B9oBV3XGtppZpLxE8DWKd2K/1fkqqOaRX6rJ+y7ZYQeIWWBHcBkirjlJXA6Yn1IZr+7As56rMfdtZqdBjSAnXrP3M2pVvOpDFuaIyQr2vpXbTN+oozNp44COi7mOn0kJOYtylag8iTc3Fyc61Iws/pVK3AUoXPrsRx3JQbQAhS83uY7rDiJMr80Q7TFKwvoq6mlDDEk9ge5/EzddHAGty8QTorlzKCWngh8hJqtpKyGFZvgpp38FrMSABHNMrzLU4DDM04VmCAzZQAR5mOwEpBi8EFa21z3LHa5bC+6gZHEhKYkqP1N4uaXvbrTk9yxU1YJaT47CPz8Apl4QFx3ryO5T47eM37EhuzF+5b42+r4wPy88St/VQJ8xrW94i6r0cS9qFeK9lPko19f0CYivAljoDHdTISFbpCVjVhyt4WfguzohwB5UGgLVddvmcA3AD0rX+BWh766azY890bYnYypPnh7p2wOfQ1Ex5Co+By1EsTJv4F+v1xjia+u++wfxWg9RFuuGEnZ5gTXTlUAji5KclkEOHn6dAArbpwDplFVIsActFdgXERMtXlVMskyikKiheSu5/etQR/od5cSlx4gVVfDLxwvdVPcgFj2K1fpCrWQxCMceAemtMiMssnKiEl5y0ddJUx8ETXJEUTkiPakBKWB+OhzCeeDkusf/q5XzAFSaBfTgf2n4snhX4WDYNc4Mwzyhs4MW+KX1BPCMdM1VvBXn2t8VO9Qvf3g9UK2Gr4aHaU19jhE3G4eAZ1qZMgQDqxj6hDuQaKoADUt2j+tsQ/fMKdYloFMJWieco8fJ+tC557NZ/dhJTAyrpqrpj3jtiW9IswLnPc5dP7+OuFs+wW4C1gl41hLgExVjaMAD/FkhlejuQzLr3MlbmqIL7MRQlzL+UwngDaYnnzzTwaTcxiKnrmbYBkuCi0zQjitiPqUpDKaMlHylJytZ3nAt3lRglFVX/LRSMllI8EBQkbKFKOboqNQEJVtUi7WAB6B/WAW9vfLJLnfialn70cx1KUg34IOJ+hco11qQsBbfNUw6tZNkt7elm7MXIonBidcDXCaGYYY4aZuTiqj85gtSDXkMV+NLDrzrwocywFBwOoI96gUx1a8Fh0oYX+8o9WL5mxZPeY/1H+6QzBkF7BJ98QFnbAfxAYjdAiXgVqJ4ed2dREtwRe9XIPSbR8q4JgEoVZh2PeUJ53VruebyG6m/vFs4fCwGW5OyPN1HXcX0EoEZ4V6K7AMxKdNu82ZR5lXw6cN6WfKKdStwzwDiq8EqeEZZAlJvu6ze9rB2MF/Ar5UDU/ShJUfW4q8/a/TNyPHMEFEs8NuqCNE8OW1lm0B9XXYO2AFTH+7ymxkC8ZL6mPj4KIJUdYpM1JZnkloF64rQgB6UEIQHQ1CsHfloXTqMN4T5MjjwhFjWPxNdZUjUjPynnpbuaTKZx/Aqxc/ckt9M29QDM0IIwTSKhqrhg4CoIkXt63GZHUmpQJy1LSimD5t+2IZiTZYbhg+3zmg42zlVNW3caznnNsCqkVSPrL6C4oQL3Uw04TK3Lzmr7hshIFAkDETlASFElMIKEFjGsxJHCzGBppycAINXOJYBtVYpVwYt1qkcsEbzU61BvAC4D6pWd8E/6b64PJTe/xj+VFICQuoAk0CFtrMBUiP4KTDsC38q+SDuIOpTwJ9VmR+ko46+AvQOYY1wekxZSJ9Dq2kA06NeSToyLDlJ1XO3AqLZnC9dOs1an8FM7Baj7STkNRdQlKadZPh5DE8F2czoL1VK+YuTl31c685R7q0FqYNpipN+VBPGpQsaY/9TES+J+HqE6opNzUPgaliA5cneVwNkzuYpCKD1CBbUmZx3UGPZL1Z+4am8IcJkTD8PkigeZeDGuIWFxU/CDXEMl+KgDLzz+C3n0OBMK20tl5P7q7UYO3Y0qONYAU1fIcQIAPoiLNY8ZUPieqWJQ8YiLbRLGwIdiuT/qBR+MBze4uOCD+QJXmCXgy3EJNeGH8wEK4KVcyjmC1IOXCxodmDrz0EFiXdsh6CZzIQHqUd8AkBmMTeSyIZgHJ3Xl0UAw7XZSdRkngqBKVqn6szGMHGN3qv6ewNCI08YiW3RR+wnyShyThhJscp2FEtaM+Cu4VM3BgfAvwMDqnB0B1CWfIwDtpKfDd0CM8T1gHkGyttM2H6zAtKpGFwCCSZe9XLV9ngKm/Ry9NQCOzDZTTXpmczvf8Y45U2Fz3kkI9EEPoBDxu+tEYGvNjG8be8n0TchHwwSdHTkKlx/0Rdn0aZ5ARBcPNa6AcenqwDgaJ6t3mKJ0aCU0G39NXYpKKazyNDksU/fZALj4moyI2sY479gpE1MMsKbAJC6XvHRm5yuuuECCYF6Q6lG7BBE+iGq9Ndq1T6ja8NlS17DaEVx8Y+8UwaNOTLG1p8t4MBN1vWCoqf4uaiLThOCln3M4NaVbVbNyxPQN2JSq/D3XbtqU1VKXqvqTLHAs5tZOlVixdECwetMQpLMq94BAjjsFwSeLxazjeg4gduZLlBlFFR3yLKTlYAlSjX2/jk9RpaVlAjSgSMJZQEISdBKwZkhQqRLsBN62iyTAZXoLUUcHMeZF/zmBRxu7QF93vReMgHskpgWwNvU9B52yQfcsfilj9svJfLzHlTnbaJdylFYLX81NuD7qbAyPpqDgXs8Z9LYwc0BeVQTEBnb1OAM5Bp5ybzVIAQjNTguLgeETvKhOuME2talODTzert0o6tYcIh6ZWwJXMLvpXyhAMr/+fR4u6/kM5FacAkAyvSwi0BIOAtMEdJgZswx1gjvsiitc45w+WukIFKozuT2qA/2XEkYS6c7Z2e8sumaugVkbm/EGOaeRBBm2NoVhhhJjmCQ3zULDrQEnMBUyLsZ8eP1NJWg7LbSUKoTeBVG0NThnjfiejsAAkmoY8VvShYa6k/1yJBSduan7twgvGuMoCR2BiapqYTnvVv152Z6c7/cRBLpGEMlUbddanEhzvMRviVtArUk9DG9gkO93a1gNPCLtBTC2Eg4ByIG05F8Jf5ecCmBFWRbAa+q7kvamPus3cGLd61NBb+2TXlZL4ale7PGkvBNoW3siXQRcSlo0STUWvy+j9Ovm3mqQSgkpG01KI6cJuoeHHwjisI1fOtWp0jowGkdSAKr/SqSTwHSkcAducg6b7KK4TOM+L8NUeyJ+ZuGw8Bfj6pt8gRfjghfTVHwv9RJqwPf0EhufPyYv3SryiquInSSPiQeXidTLJ2rhkIl1UvKMwSyxOZfToPArQdxC733f7PuoF3yoqfqj/8N5wQf6wiwE5wM+mA8e/oAP5yXCX4qnI/U6EVog5gWNySB03k6QTa8cL2pcnivZrGZh6TcdkARQA2MOAC0cMNNm1wZv6vEIJrwYsZbHrE9HK+fzVH8JZN2UmHm8KvlYiGuVkkKDkVZoNGLiGmXbI+hpXDZqQFMZljHmYJAGCB0wdlLNOXitgJr12lnX1bo38LgLbMr8XVSTKzCvZV0BaQXJCI/0kv7c7sFKo5Lxos+myMhN5UjooaESDaayDAlLGr+IVO9xufXiPveWg9SxolxLsnfJxbJjxAEpF/YYp3AJB4nKW7RIUw2cSuqh19V+e279bkc38up6X7VQmPWMeHHmTL/wiCRXJ7nVHwCoXP2ECwu/6HSpSsIsnbUdPhyN4NqRtgLYN06cR0yJI4HoZ0SkUYeCVoi2FUCAKK9tcLXDd0PF5xvdpkuRgOCKtPy5erua5CV5ooMA0+3SVeH7syQkjsPkWS0Ai6pzePtTHWjrWvm+qv6sv3AYfLWnBeU9ATPEY00NQDBOOVZjz5WwnLhP9ddHcS/Lq7oA3kK0AwT6mFjVfQQsSlcNjAqQXAqQBdGXuvm1M0lNwvH4+/W1XuZzCSc6KdrrtrHEUqYGdCtg4ViHkl41+a+umsOnSwBMNd2+d9f+n4JYDqlyVYBeMOekl2T8u2uwVBn4ddDdcBY/pcan3FsNUnQx34HwrXxDOoo04ngUbGvrGDZkBaZb7mBUESWzh+NUKBElS2l0ydfOFFAZAUxhdl7WqgiIBIgpuSY1I9yOILmIAdYjJh50AMMMKh78wkWLa2tdBBkj1grTtfnJgWFMUCd5bT+LrxA/+aOAFPyQXYc/HmolXnaZijE01YAgkAFCUAMwXILCuMTeKszcm8GmNaagkKqNoYFC4iqBarVoEhSCIHOfVr2mpS7+7hQfna0xtBEv04zcLU3CDyWlBKbK/UriHYCm+hOXD7XmeSzM64DWAQiQANBASxK4jmrAJPzcV7SqEs/Wtaqk0k5/aEDVwQ7o36/gegoS22+P39c4a55nh8Ou6a5tvJOTmsRXGB5gP+o6E9Pj6PKLwzvJ+bN5Z3OJcaTRuDftfpOAlHJpJk6fsE2URpRCnVMmvUIxfYLHjnpIkbDubHQtEhUJhxY/EBvaPHpw1jtawgnAGGT8uaHX1IAz9qW8GJc4389Uf/buw5Eqvg/HxU6Mx8RLD39wlSA3DD+OgYuqqwEHhky80CtU4KdnXG3/FstLlQ/6xGdlKJmocI+GhCEF91q9lEdMHXhPL3iJR0wVvC8P+FDNAvADfeHWgAO/Ma+uBhR8MK9+NuDAB9eJq15wVTF1oPLW4QFeyrju+YAVv0xiiRM7lEYsqsAoNnrFuEXDig3Llqz9lKeaMCQxhYF+I23Yq/7KH6Ur8fbnOLql+qsD6yDp3emSKHsbFImJZ2fSD/TzKZv/BJgiDWjsnanSS5q0r1LXHjBe1Yih1VkWleBNMMzvVzDaSU+1/c83Kj/dJ+z3mkLeTN6ZyGsrqbTS7tyMtHoN+S33XdXnbIU36956kMou2TlOWO80QZm8XdriQOKJ4Jz7R974kEMrTQZ46rkokQDGbzXj1fRiABeo5PSD2oG1l6G5vuZShvldhJ+ADr/oUBWYJokNpbrP/BxcF51OfO1gXFXx60a4RmNHN0E4MDkFdCmzD38p7eyU2S58LLpsFUzJxpmSU/oqgjmNVHG/1Rx+5p8Mq6cqriPP/eNeLQB5d9PaSQGetdQafTfFVX8CZ3C8z2LW9/Lz7L3bAvdCnEJChfdvgstB9YdQrviYLAzUMjgrX31U1PR4z3JSJaguSaH4STilfNM2t1KqqmFIKSzPmNwDDMTXu8JfgOwuYGLb7OP3Kh+Bifkwna1xwwJguzRqP5xJcs93NZWkafm00smnct0BmLRfljwZ8GePrLvcWw9S1WWz+uALS6ouHXE9wCaLcc8zBi9ih/QkURAJotfWuwoRTHJSOI/SeblWZSUlR50cTalH0ve+VuUT26zEHDBcWhCYtHOlfwge1PdJqeBRrnhwlSCPk5oALqK4yqOFQ/Hod0wNmCk81YfXZh2I8D9I1DCO5l+5S6oiRwVrmVBcCzlNSyGeSiEDGFNxdUmE5usC4KX7AeAiJknhCgwnY2Yh6MA1DGgVeTRRdVqAi4e+mjpOWu9QiuHzpHrN6xZbGqSA9SY/TmeJtuoGEtly2vf8uQpWrePRUYqAuQHh16aBVQZ1uU5KPcXqgg0YVSDiMV1DuFbVT2gYSKmKQBZtVYAsjx3agdIRVBDvuiRVv1kbqUpvqwUegCYpVbemWQFyLzE9j7RXdkdLWOPDWo265FNLbfOh0KYarj0ew2bxr98QsNbv1hpGvDuXUn5TgRTByeZNLnvbYE/7Lc5vOxTRNp7RVNoaN6mpcn0HSOs/EJw4CIPN7lIT01OEEUUYU0Q8H1Bt/MrBZ2oWTsCcaI9jYEzzP4xLqAIfXMU3oHh5eUw1oKv4HlwNeBHFe+PRVX+2CfilPpqaUB7wnjyahaC8xPvyiKEmab3wMwINaPwYJ0zfC8EF4z4JVTQM0UdZL7vAT39XsU3L5ZilF2LqvgeZ+FBNPfhCrnjpV4dc5D289AsZBYijmGTyXEBrfK7jBQ+9TJI9Hae6z+VArhW6MYABwgxgghYga2tVx9SHJMSQwbE1wLzKAJil9XiZp5VlVbOk3rGOw+dbXp25ILaSBJprTQeJCBpSkV0/kwDUVH8EqWIVSGMJxmf7USV3EXUb0nvXjbIFq/S0A69eX71Prbd+J+fp7dSKz3WdVTjC6w44UEAFMYY68IBjTrmu661cmDXegNDS12zBaki2AlYtZAu/w/0mAylzYU6Oxcw8mjbJQ1hQRTjKOw31Cv9WkRqefv26xoBWXtBjV4Aq0tRur0sRqjZ/4qv8trNb5oSOEfuc4McojXkBhhgRmCP2X130YsR3GnBNnZBBv7XXENuAe8EFV5lwI21clWcO8joRhNXdbgdFqhuyX2idaFw2JUSxdTAVS1smJhQPoOoPeJBrTFDzWw4kaiYtkk3hifRWHpZjndiAg46kesT6zwi/lrJrRMqYWiQwkVrXGCbhrYYNnR3RADxRtNLS6o/hTCi+aoMzJbw34YIpy9ofntPpEqeSNKSUVdV9ixFDAt4SLnDySWlmEyfCLe/blnZ7CWe7T+rQKmkg0dvqZI0r2uLV3a4/b4URKHrpsjSkTZ1R7iDTZchFSmqaopIn9v5Xdb8pQCqBphNBEgub2OYfTgyhvvE0pCpr0glXS4lJXLZGgbCs467pIBokWM9wh0FBoDrh7Fk9cQpmHK1vxhNgyMVI5cjr6BWCi/A+JcHjnBhj+lrTxGVOzIu9fyHX2Hj7Uh/Nsk4mHuWCR33EEFsTuroy7T254oVLVVPsNOOBiSumqXREcdGVCB25Pq+9LZZzwpSbih9w9T4YoV6cGLFh+eLX3Jt/QhV+kC2lKl+PA4pUdQkATcXSMpnKumEYKnifC9TN6gkDM8YCx13DJgKXB/q8DyYKHqcOYTP6AWi0QQvIM9WfaMaJVj2o/m458XXH/dtoH58HtRePAEEgsqO9RgElSlf849ioZuocP13C6mOJwMP3K+DEr2TvkilCiYMFjHZ1imfpdWY6m5ZsQNTSgDaGhWP+lqu5Zk0K9FeDLORtBbQerfFDIir7CXm3GyUppss9h2jflTi6lqXko0v4Eve57jcHSNXOL/tQElDS0s8ssjy+5mkJFmaSk4rdm6ooe5F0+vFLluYMSc0Aoy0o3HAutMUAC6JYO3JLU+xdVfnZswbnyFMrBIrLGGEN+DhmqAEfL2aKfhENFd+Dq88GXPV3eTQwGle8P8z/cjziQwes9+UR74tdJ/IIU/0NKF7gGmcEPvBk9gJYQN9Jz7ALAOGJyN43NIGI9SlYOacOyFQ8yAMe1VSOL1z1ZxKencAu4v7ppu5qm4lho8MBrKxVlcnOQ3RVi9Ufp5zv06KZPgRum2NHZcRY1AS4ITlWanfW60SANNoxk33EGJTiB/3Ck+k5Tp9S/Z05yowBoydxStoce8ixWFXQVPMJTEIO1R9y/YlHJA347dP+jocTVyOKei4gn23cpFR16/gjaTVossQBVAC0b3or7EHtvGWrVHcSQXVTgu4qXNZarGBAlqmCUAWzjLO7mLCfidm/q4C2pK1L/pqy7kHaijo8z73lIHXkbsh/buOGpZ/z0sQWkKDUvUEJcFrfwznq+q2nLcxi6YXOe96uyRGgel3ypmEWskw9TeJu588Z0bTBZ3B7nYw0cZ0DOmw4XaavZ+nFpC6hhGI7mi7q3DEED5h4dGu/Cy6eMs9xU98/5GSTxBpJDncu+oTtGQyASa8XNwABiZZOXODh/gXVfWb44Qfrln1jXKS3JvDSiGRTtoY2Im+cIHfnu0Tj781wk1KOhMSiSl5JgpnQUqeo8zpMqxk8e96xJlV/CWriKcIZL2Foq4yu8PgGHQErZK1SPhRjihI/yV8j+g1cKrCI95t/f1ANLs9AUc8VqWsHVBEuGSfDb0lY97mqdlzedG95veunlbinBJVMcwWFA0Ad/LvfNR6wGlRg/UZLeaJspdW0/ezrf4d7q0GK3FtrBSfgfnBB7j1RJxSSd9DaAXhwbhoONDbJU6ETVKZY/Bixtu4YQci4AbcRFk5if64uiJ0VPDt9p/ZTrxByzUM8bar+aNJNLn/6QveczvmLQi/AmMOs+i5mdPEgA9eLhT3Oq4X7nqqXwySml3px6WnicVzwnj5GnPfkwdWAjy6lTTzqNRbKw6oLab3lNS517OqMrK0RQgNE3w8Gk44eUe7hwnDVo9VJh5128dJ34F7Vz0dEGlSYJGW9ycsyZzGLr6SMk7L2IMvt9pQQpSRFnrYlYmC5qP5aW7gJet1/VVV8gtihVYgCW42ne+RmYI4ZvcXNV6dwdR4Jj3LoPpeuhKvSz2pkQaaBKrx6KoUZ0+S4OZxWgdyPxfbbm39n3Y9gVJiB8sz0dnWp6bx6i1SmdHleIB3oarvZwKlIOS4F1c3sYd1a42qN0634TMJinnLy3TgaSATtKi2+kOXXcW83SIGbeIN15QsACJPoOLUUAK8qhwJxioJTEyr5LAmeiJDf2moGgYl7jGYs9tNCq/7y2BAhtysJRmCJFQ2gCF72XONaWMwRIfA5gSMREMRmXxHg6u+Gq8C48fIx/Bc86jXWp6j6ezGueG88+ubgl/jQAetDfXRAUrzUl3gxHnGB4j15xIOfbPG+PMap6w/gWkT692qTbiJu/WvtSICyFB8d8ASYRqy4PmWnrhuaTC0H3KrgpWqoDx/ngKgdXvuoAGbKg1IJh3ICJ9NL2YR8+yAjNKk+Pqr++LtT/VUOnwDF4Zz8yvRkRow5ju38WiOvyfd3qqFZ3wqOGqLeq5MbjscEJm78pTpwNhUfzcvJ7DDOakloUM0zAjfgVKTnXh6rz3aPE9Iq9c25Yz4k+sfwZFjbBvRT6Qig9d11UbGRTdqq/loc3ri9l76gqUaeGLbVg6C2UTdWFd+bcm85SAGdZEgJt3dVhdT8oZ5zIHHOMy5GbFZ9OfjhUsvx2yRhB8rEcq3BUcrF6TGcAyZqLMnl5unt1WC6qLSQMtzQvLhs+lqYDNdHKyBu0j58fW74Ws9FL7i4NGPrP0bULzIw3ErwIk6Y1a7wYB2iRGKWhyookujK5XelzG6KZ5/k2hA5cfX1i4szI8Pv1IKXeEQ/U9r0vi5Szpl6LFuyWnPGmRSgRM1nuOrOBJsUm3aqv9YCbZwUbr9u9hWEWppzgOMamuP91VwfoOuobjPtJgbq8tvDzoC6g1GqADNehu2kpnXj7jqKuvRUwqV+cyzx67kdKO3jafk97mHKtKoUViWataUaqBWAivc7tZ6uLVilpSW81uWuxrqfcQLecpCiE/+PpALkCny22/6Wwg34ML1CfPNmI3ueZqr7JmxTKya5iuFHBBml4L8LRj7zeBtBHPqmThyNmZYmEa37pBxzuuqvApsm8NV1Nfs14s0NnUq1n68XidgG2anD/HOGhPUwJ67Dwl+MYfuwxPZjUfX3/niJ98YDLjLxcl7wYpjBxEtNSeqlPOIiV1xgBg/cA/NCrhh+PUiqcKyyddiSE9TSB115Y7Eo//Bkd06ZKX4diABzDDOv9/W4eiVIvQbE+tgkFQBxRTbLs7a9ObICeYTShTCkwEVW1sG/qoxNXetqdbMoR9UfpScbi/bdRO7r6gf7BjdzCotPOQMjWhNq+GuvLZzXNpUKQOhAEwYV9ptq4sWIAvXsvlRm3Tp5PEq4UfeVGkb81T0F9jsoXmve4pW9R2s+DZCKtNNBpcc9k5js0tGs1So9ASjqvr3UxjgA909ZfWoZngM4tTXu/eqtB6nka/PZ51Qh3ilDCW3FVIzTZWfQass/FvrBM+f4HgDsZlt1IpidqtBhQHAZaptIAdv/46WjtVgsksM5+BWotHArGjVLesNopHEg8XRCIOnngr6dQC6hCpwuQQwZuKpb/w2TlAQGTI8XU/29HBe3+lM8XoZt+PXw9/Rqa1W4GEjB1q0uYqocuzLEDrJ99M3BVP1xKqxrC6zPqn6o/De/o9n6QxAzYLpZvQ7gvSl+qyig7vdudGASN2sX0+xOTngtqj9ZGAkE5FCS5/l+xrAk2b5EqavqF0jru9KJZWBTYj+q/jjmnREKxrSq/kyKC6s/Adb7gZ7jQkqUTDtub62LazdcBQ32pIFO9uVYgUkSsIByLiD6WNkdV1SlqqYNeaJ8x7rfA7+3HQEAqKc/9DSayXhbK5IGFFWaMTCSBkbVpHz6qSw508y8vG7Q1Zb2ORiyXC3OE/XetUS1TL7HvfUgBZzNjwSQOE4+BqpJQHbUkU2+4Sa9dhwQpa8kFAMpBVHNtB74aXG1SElJFJKbQ8QhdXmaB80qpVjNntZFkhIcT/pmDuKGAk6LNTnI2JE+bTVOxC8knBqbax+nr2HNgYELVKapA9WOE3rEBPxakIvf/Ou5hiGL4OJGEKl6ref5DaCtCQU3t504bI91BDhnriUPpLWg9aGG5WAcKOt901V/KP93jhjozUuLvii3FNVfmdTsfjJYTZSW7BM+JziW8VtTLBapbHGJ8S9ulSpevzaccHPksWi1nUsYSyQNKJ92qzwcOTSVXqYX/HoBnPpcSGjOsyX+vQB1HEn8/1blzubx8ZsdOGW4tHgViIBay/V9Aa7FsKLmqUvatcaNuUFnmE/jHBvi6+LeapAyy6DdaWzkRNxPYqGUkKgUkTQ7j+km8Q1PXVCY1Zj6zbDDKb2KFBWS5SVUJwmgPDNOSH7ha1lO9CR4Ye9xabgSxIX1CE8ZfJ29didh0cU9PXBgZRtMX5MRMVCetjiDC1VjUFxHqv4exwUvx9WlrQs+HCYdvT8e8GKYOu/DywUP0xa839cHPMBUf+/5+wc/cd2MHq54Icb/DcnF87NToSuJ4dEscXyLcuE4Jyynau7ZsevsL9zvtlxNr676w+EGYOufqvqLqzFoMKMEnFwdNQMMq1tcscK+Rprss4zkLrn3qtcc0YfGUO0MJyiLWFiO6Bmce6oLl7SD6NesU8qP9baYRxZxqqRK0sNTa3DbCbQZPfA68WbRV9onT0rPCxWLHqT/StapSlU7Y4lWpg1nTwbuSJK7RL+6AzBsjQkqsd+r2zLsqFG4rmq4jeVeNXrY7Y2iug8ojOoCnClFVdCsdCkH1VkL7xiAp/qD7u0GKeytdABOnJQeNMLg1rnqgOV6fPV7m7wxzbTZO885VVvKIIj5ABgCnXb0DvU/ND2Pc+rEN/9KgmQzRUbZTxMc/Qnf1wBqebXEU+ecw9ArAAsOWAQphOn6nIp5sbLZOXhmVXdVu4NKYKbrL92g4vFyxYvp4KV2XiAtB3lViJ1aYYTmPXmEQBOwxE6LuDhgiXK/1X5gA1RRICZZ3SlfmZNm8qyIMtjpGtlHPH091DAOWNbUO9VftjcvkmNbh+oPlKG4X8wZF6GKShE2g+LnAsKNLA49TynOpCZTFaNINQocVH8sn4+5YJZ8LJApYvQl3+TE4wtUabCWrHH296r+St9EHxVgWo9Nqht7L6V0AU4bqakDMNnE5zue2tJ7he3h9dn4UrI5d03iOYARlhbKcN6YW8c9az1h1stVxZfzpDAUyDlU8zqUUbNeWxZSsf2O7uzNHcMEwFsOUscpc4wBaM6xEmwTlccGGfHgCRVBWnwi8dBUUw9J8TvPuqj+bE0IqfoTLetQTuw8LKa+kge/U/3XIsjxA0PiSJFHQVGiMvBOAsQBKOC+KktiqgG0mbkaGF+nGwuIbQ6WYYTjUYdLmMAFdl6gqmAM9RuBAfHNvyTncaIHUvKZVSV3rFibUOQceY9Un/TZVkv3O2FLKSgInZYW8f4PIxWkRNFVkog+1ZZfKatYjSXe50kaTJM5rGtftdzZ/S4xBBH0tvIwlo4ABSGgrlZ/+iS1YB0RAGjjjVnbMKrtUfuBf+cj+lzGOMaJeuFpgIqRIFmSO2ZWc9FWXNdWhp9/wTn8/NxWt2NXau33z+t41/ZbW7umvx8Et8Cnffoa651PubcapC7CK6aPriod1I0eGidAgHICwptoVZNzyvPi/NSC6RKHpupPQvWHWOwRcuGVI6c6aSowuLdKvawOklYsux4JAKXA1aii1Xjl8OJhIUSxhuVgJAoZroIU9ZMnCNYSUtV1cH3KzvsTAR7HFQ/F6u+BG35pLCETLy8XXKar+OZDhHfV3wPsROwZFzdStQOkaufoiiRFsKLKz/uNZ4+t1ku1TUjMaMiRY8J6ftYxVMCUm2VXE+C4VqVAgVnijegCSlIKCSMBRVqv+QDCSh5a6VPsNtUfmC/9tPQDuuqP3H2uxd5LVqI2nBdC6zGegWnnOA7UTaTTc0cwZIeepEQlx7LU/XRdunKGRuo5fglMuf65gteO7O/qiohJ1jHeFWmUa7p1bMmS0iCuPSFt7MrAiwdrWEpAPfLKuAFo/lWqeqosB0bvhjPm6C7Wun/3UTCcuKXuq26Klkb3Ie+cETverN1GqMZscmUHX+FqP6YjScSoLlI/PRxiABqm6ZIqIJ7/N5EqiAmf6KC0ldKNSB+o3Z0BVPc3FYxR01BTCYhfnqeQ1CnGSMBSFcyRi+Q0X1eVsAycKnEu4IS4uk/xOB6doZi4uurvQSYe5XoAqXrSwMXXzc4G/6ruiA2NVG0sqsC6fhecucD3HhlBGer94HkrEOc9VsJO6ccutew8Og93tXhpmk6VHEcAtyojbPAE4paK0SWVnHhZsxIL0Hg5M88SDtdGK9NBgt09ThEb1CdSujZVtvjanMT6FOdPcu83JKlYh+x8vQFTB7EErT7/R6nvUbKq0tXTrsy+eEaEZUjS5S6ddshyqHsmDadKDuitUsGoQmKdBwmy0lV1kV6F6xMJSs/f7dw94P+q37zVIMXDVZ9yqcaDc1jJUZoU4wE8B0656dNOgCOR4kZQU7VM3xiroTLk0UMAJSMCDTeOSqj7qNayISzB+QVFwTq1k7rketVOxJaMHo8az+qoRBUlCWpV/bGhwqDAmsaJqOCqANTujrryyCmuJQ1rnzGHAZ7YCtCUaRLruDQSKt4uCul+UAbZ7CgpgFtVS+1oGDIjRQ1Y79HR1k59wm/pifiAOZvULWqSOcRnCU0GYEUl5IRexDdb+xgdYZqupRuPQGuqSRs3NH7gWBIgLE0N+Ahsx9FVa9Nb5NyxryrnnWrAqsFYvmM8r1PFy1UakcUv6Fz4GtYBqisdn+fW2VdbvNc75u72K93EkJLK3h22pUCXMrC2y3dRhg60ZCoFuX3izInTvJ7q6ns9d286bzdIIa7m8uc9OscmxBqGzonH8SBGUn2tY0LEjs6pypNU/bnpb+y3UT9xSfASCl62x4E8VjXgTOWMSl5qF5ZcSKmqc01JCVaCuu61ypZxX5GkuE5Sr3UIc2wgLAABQMeMvRqXIRiDp4675COKl8OOJBoyi+pPwxLwQaZZArpU9cIlpofBjbjox+FIXoJ35P06V6vYmalLnH6uyAsRzV9UggS6RZVi0pX4XVQazERv27W5jbIk8XJipMa4TFqXEsAFUD/Ql8YNeVJ4gdNt1hwfCKkP4N4xHwzcVH4AkbKnqoylJP570qlcO5XS1pLqVloecq025pn6XjUVxM0DqJLuURqh+legISlVqWqU8H480gJOd6qVqqttHcYxbR4WpjFbp1sVg9oW+zpVfzmnTwGKbwTBlEZdbkg5dV2VqtY2U8hQo8P/Nn8feE14Py3xPo1bwjrV+k+5txqkVnVfNT2tTpHrB9XNAiBXkKBI+TegfnMvUFSA2lV/lfDwNIApRvypyjMVGNV9VCMVu6xQs6UFHk3G6lALMbxi1waMykzpbSH8j5861XKWWyEuNVnBcn2McqG3XWxcFVxHru9Ntc3BqlcMGXGBoh1Ma6svXHe6Djsh4kGnrXEFMM0DYHVOeT+9Qhe/WC7xCoLdldiqTrjXtb1oII6IhMNz7jdjZIN7m3o/JeEEQGtJVCI0QmoXzDh/Mjnj1VH9CPB4LBr1cM20Kt6mEx7xspHQUrqOGtwgLkogDiKWloOUnhiPAMVTXSormRvq6d+1ZmfPVhACEOrCOH2ihL+qRV8tQ54NaukfgKp90OPm3E3Jqe7QlvX7ku82fVAiwvYdQ3X5tqogV8b2zK3p3BgSG6en9LjGuce91SBFdV9tvE7AOLUFK0YpuhpwOAeSsAGIGB9ka1XTN6Bas18gweFc6pqUE74hdtjoUDMA4KLy8LWqWJNStyJ0MOIBqKRoEgYWJEBRreSWb02aqDAnR28DQNqgT9WEF4zn8qoBlohZ/w238pgy7YQG7weV6Yd0mmEFT+kYDuCEiYdi2ahuxm/Sg13WKAI8aJ4OwbMEo99Lf0cfs14FjKZK31dVACvVgCt4eRoN1JD5xINgnYaHheZi5BCSt1CihXO9uVZ11ZlE1pkRcsZrkusk7+onlpbxz1V/isIYbebPLVdYxNZWIR3FOhXKZY4Jrc+XcRaAar8VuHYg93wXM6rMQeYT83QpXTWqKezlAlgJtnWlMpmgZIYk2qmmkHUOAy6GxJqoDTZBt1CFj8Mou7fVcT+YlJ/n99RRf9X74iOxT+oCbZtAqzvjtg/EyGPNMBdIs/TpC9tTpt+rpL4hdBi4qN+zpG7pMy5tgyhG2SAX3LqkelBhm2UVzdLv4tZ/UykF+iQXL2/RvcfQ3zLZlaPnF+hhnFBl9JNDDnN5wFSTbgE4hmBMBdxYgmtxJlENDOFFi+pWfyOkyYfhBhKu+qNa6zJc9SfT4iAlKYAWeBWksg3q9Ga11AlKqJSUx8sYBFw1zzurF7UleJU9WNF3SFXi8oyNn4UJkKBRjAJTZpxiMiU3qJJhGqp2QL+SsXEoFfiVI0mAWs+GFNUBK66sKUAWghSHB5PYDKWdi/oKYoxyfe3q5HfKtMOGFZgybD0TdoTVdHi+13GeJ3HX8hz8VDvHLy+qeB5YEWzTmN/+D4nR+7MxLxEzVZ3VAnCn+htaciwq1DwREm597DQAlO4QwJRrvD4/IQ5Uqf8YpY8uzjQDlaHTYoEpEbfW/rmOqtkelvP1Qa53pfNWg5Sg71pf3x0bmKo2/5Wub7UBqD6hBFCuFQCgJOWEfcatvggJa0Z5TEXADbxBdNzPPUtSCC8nlklYHNbJ+aRmJqhe0S3fUkHBiXVvCuF/TY2RoBfEzOsLGPCaJIWkCBMYXGMDfN2lEFvJ+k3Ji0+m34kgrgadMxkCnpFgUtXIfiZB0uzbnUohpZ2jdMSrBurmxumm64yzA6HK0LC1+IcSb/Xzmc2dodV8xPxmIen2ngLE/VQwYjmcGwkmggMg+nKjTgrmI1V/Ubre9a/gupzQ2zslWSOa4mrfbNdeiOfkmuWXeCYDkyWLMYK17Z/jKkOY5bWxipg/ocorT/27c9Vf3iDuklOsGx0lKqbambMqm6WCTm6UYTDMXwpoTOFphHT26m63rYB9ZQzEfem/1SBlh1COPUhtwEvLAAniI9ntJEymjvEFXurTKQUFJ5yqP/W4PC2dk3G4qms6MHF9SgvhjqEfi8GuA0eqhqBaVESUzJzzWdYV7nWBPdli8YLqRau2BisnJP4jVX8qyd0Bo5yoMBywsq6jWO5p5Kq4upQlYmpASmcXX9MS7+vkpFONRfPxXrfKniQjkgd1dilpRt8v4ZpHyeysBakSZJ7MJ0oUxSIlECc+3Ill445nS5uw4xKIKjBSocT10jD1cAI9dn3o7QStKx6lzTx0Rif4GHomTYrR6yq9CVonOjBpGg7xjye5VCALpjGesw2fDywdlOr3d2Piph1qWdgnJuVYuWPDP3JnmoIHApD5qcYtlsosCZJoG4MHl6jgDAylt8xnxPxH0JTa57QqzrJmfyHKChqG9uUPRnum6+3d2Tr6SffOjrRb3VsNUg/leoYtYp9w2Yg5WS8Xk9jrcXVOwrhAW+y/QILTXbdJxkZd+EAQztjcQ1L9MjQI3VURa1tTBXNK7sEaIwCV6XHgzliJLwSZ9aWKkQCTrFQjnK1lND20GNM6y1Viw6+Bp3NcQ0O/PZSEUDGHLmpANyBxtd7LobmBV1JSenBVoDhwjQApDYCqZ7flbclHt9IaAkkFI7DdG3ihgNEKZMBR6lqBKYlt9AWo7qt+JzoiUTdjcLhvznZ+DbF1u6E8Foh9oL4WWHn8QijuUP1FWV1C3+HULeJONZOdc2mMyXB1n90fNvNqHLfumxjJ5KkUho9AhmhfSuX3ugSnI1jdMgZZE2nMrdbpk6VJ2rFXA1ZgI4hnern9RP296Aw2xMKozaBuwdo0yzMdSAagabAFV2PbpmYyQGxfMg4d9ADSlD62n+dy/pemjFbi6OKxZw93gtTrGr8c3Be/+EX8wA/8AD7+8Y/jt/7W34o/8Af+AH71V3+1xfmN3/gNfO5zn8N3f/d347f8lt+Cz372s/jqV7/67Lxo3bf9E+6x0fZnpxjk34VhyDuO4tnXCnjyQbyX8tzyO/ld/szgA6Hua0ejengCrBMg723JXs/fopfPMPpPyU6yTe1P0miAs6f5Ud47UZ9OUGYaJPDvqoI5B65T/M/MwK9z4FEHHucFj3P43wUvS/hLhulwP+NfLI7yd/93PfyZEQUBai1r/o0AqJSsyl9p4Kba05yK3OSrjEMgK2lYXvA/5sVyshxellrmMjK4XrZzKXmizwOpRLxKWK9CllBSrm0ghTCuz/lxEv8knF0ptMpD97kjYC+A9Yy/mv3x/QqGqREZ7b36c+2T+k3tl/Uv01pbzN71vjy2YjJ4sn4na0trKeNz/zpNO5wYgqR/9x7EAHwdJKlf+qVfwuc+9zn8wA/8AB4fH/Hv/rv/Lv6Zf+afwV//638d3/7t3w4A+MN/+A/jL/yFv4A/9+f+HD7xiU/gR3/0R/EH/+AfxF/+y3/5WXklqABVnATum3DkKoCu8hFf1JWi4hPnN4ZLJoprmjwjVX0PcEko7jByFSDS78baYaZOSYE8DU1nVageTPUagGYdBjiREnU22Tjb84ldAOq8YUorJg+u03k/oXohC6QBvLWclDQVPG1dy2DlSR8iEnuC1M/7g9ia1LVKT1KlJ3seGMG5Pd3f2V6UXFN6MgBeD68l4WU44rsCOkBbA4s+WZp5XUKyX29jGlX40VMKQKY4XzBsW4BLl5hlD5vvtaJqeJWF6ixIy1COuXj0oeMRKJaXUXAPTASn7kUw6cHUe6ZF8HkCqnQTrCFFQhUH3/rLUutSzhsFizaWDWht4vW6pKuqrwqwVRate5KqERTP5Ozwwq0APPooJVIWZmrlGxV+2QIADQmLcWwZwU/Gh91IvW67YZ4S+dlfrZtE3/l8kLQqvO10ad86XjpThACvb+Ka1M/93M+15//8P//P8Vt/62/Fl7/8ZfxT/9Q/hV//9V/HT//0T+Nnf/Zn8ft//+8HAPzMz/wMfufv/J34lV/5Ffye3/N77s7rAVc8IMXHiujPcYq81JCAAyD29PA2X05k3iw7Ja/tmBDIMGITx8Q4wW1AyCsiCFg8648DjGs5gI9KNVXM4JE/ZqgAIIgBVUhkhzhxOKk3FS6/a2tp91IFJJnFQQ3INayR/aD0k5jC/NeRoDzGTInSgecyqO7jOlauRVUjjFjDq+quDZHe9TXbjv5U9xF4EOF8zu/E13KKxAQc/ChxqosY0tcOWMcpEhK3Fr+dVgK/gVgSsJCKsnpwL4cECxC1K6q/KkDbc1p61nBy2CzrWbvWNaiqSjXVn0mxgM3Xq9iqzFXVTy2ZebyYAxF7Ns5nDDDggVJPEzleqGj5Hl0dyr0+vf5rmEoPp5FBY0pQARZRXpOKzR90AOon2FiOV6mMURppDe8j2yztTLQayeeeSq5DTRk5OsJopu8PTc2ANnIwS69v9xC29tOiStXybpHQOH+9Zx/wLWLd9+u//usAgO/6ru8CAHz5y1/Gy5cv8elPfzrifN/3fR9++2//7fjlX/7lLUh98MEH+OCDD+L5a1/7GgCK0Emwclg/z5Hw0lwUcC7Dr4gXNbgaYaY+Yl8VLfqgZXMxCayaBRDXTexCv1reMkl8gFGkT+7YCU+xzArZxjnNSoz6sUl3uEPEMmVFl/dJGKoNIJ9UEctgGpRamhQYBhewRqcEgOGpuO0+c1JfYk5+1FvA13d43QhLd7Y58lDtBaTqBmC+rwdxricJdHBi7oi426aNFiEn4TE0+5WsCgDwIk62t/hv7LeCuimyuFSUUm9IGsU17jYGTc8b3ncCsjrPcQtwePIhcUoGI8LqzOWftiSONbgPoHZf7vzPZ2rPge0YTgiQ6Ff4uh3jyyG80ALvX6mpc62RKQtBksetUWIq/VyIRRudB0amSFhRLuwHM8u/ZQ6p3kzmJkEre/oe93UFqTkn/s1/89/E7/29vxff//3fDwD4yle+gvfeew/f+Z3f2eJ+8pOfxFe+8pVtOl/84hfxEz/xE4dw20cjvfIbTu+cZGQziY7YO5DH64irLEZwPjGZg9vL+Hxv3NHMK8wLd3nxPK4Q2w81C+FxSeoyTLw3KzpKD2n1F8feALH4DlcL5qZdRrCybsfZbi1Dl/cxcongzml7I4gk510bnKb0CoX4wbQiLm3BLP0473iKtoDWYVWS0ujX4XlW1V9bXzkzoqizr1QxiSW2IEWO1Z4rKFENuMSvMLBdJypcpvcVy00JCGD3EW5oOOHWV9HvGg1tAEXjficO0f1nbaKefyVg3iXC8lcwu9PFvCjtWSWssu4GV4fTP5Wbt22+Ka0eyRSEFPh8RjSqvfhvgdRZTmv8KjEdwmPMJchYfI0xtE1HwywL4veNld1yPte58ypu6ozxagWdwWfGN4S/YKzSkIK1U5a3zImTZc9ojxi7EbiAVABTztOzGyxW93UFqc997nP4a3/tr+Ev/aW/9FrpfOELX8DnP//5eP7a176GT33qU3jAxINkI9XGSrcnYElsHJiK/jXWJ0QgeokNiS6Uu0HGxaewT27xfQWuyqMEHmIzw308iQNZWP35ZBV1PBCBzK76416rWfYm0chCYeqgAAwn3rFeBemCkS6/a/jhuQCWINKsqr/ERlcvEMjIwQXH5xKmj/xQ5QkwpkJkpAqQUujYqPiiSBqgVl19BxwlnqjiAjYxUXVV9ZV33jYxqg6AlSVgBPECk8mJcgYQS9ueUDdKc6zxdBNTB06X1P3UE7eK5CZQS2dXY/Ib7DANVKMZcnv3Ci7XlMiAqa89mWT86KeACGxjM5R1tgnCdcJR0uARUW/CVYDaWf21ntPgp+x5k97OTq2CjvGRGnE5PsyK02lIWb/ilhZV3uNmvWinp7jZezDJCokbHEY564/HlRWgB4JxBsPL+yahCt8/LfMkacjY1HJleAerb7q670d/9Efx3/63/y3+4l/8i/je7/3eCP+e7/kefPjhh/i1X/u1Jk199atfxfd8z/ds03r//ffx/vvvH8J3x/cfOEfBtpmdkQ1uh+KtIhcTqW4TTVXe9JWq4YuZtFShioRHHcUJCR4e62bxDdOu5abEUfImkVUHIS3PZerE8BKgXsj3LDJTAWn9aKP6Wz4KH4kwJ0rddByFBM2WLdb0OvAUgkzL4ygO4QkLySysTsq7M5Cyd4XL5WQ+kZhqGsd1KE74Y0ngIL0tqUuWPC6LAEVulqbpsRcJJELi49BPb+B6aCnlGW23YaQxllJK6aq/5zrjSQqYs004ChTgtR+cf/W09FU1eMZPvapr0hMZrBP0U8TgxfJJiXOOneu7/mxPubE2uDw4j+sGMmnuLhvmwY3/s31J3DwP09FoZNxuhYjcbrfuvbxBpbX1LMg4LQYoWpD7evSNg5Sq4sd+7Mfw5//8n8cv/uIv4nf8jt/R3v+u3/W78OLFC/zCL/wCPvvZzwIAfvVXfxV/42/8DfzQD/3Qs/J6wIz9SyQjXfFmbn22JyCmsXSVXZgfO+GodywpbB8VU0wimxzJjGdT911F7C4mtfuWODQvLkld53BVnqv7hLZCI6QDFVr1eL5U/bkqKEHMCQ+pDHLg3xyLQQnkGMbwikscYKvpVBDIkpzmu8q5U2cuorZtx/06HMRCxUcJy+rVODRHxKr+q24N2xHdLQBpB5vVj4jDdAvp2YBhjMEN2163HNAikho4SojpnyaNw07t4BgMBkXsluR67y933tS1gz2hpVTuT9qHQ63VTvpY04NSG+G1FwIQVX+m1ps0nMAwv7OCVwwMP+A55mapgUbNE2JvOVn+EENXWpz+jc/rbeIaU2HL+KBPuQq8uWcqLf9Mwkk1oPWd4Opjntao2X7Mg4YVbGtxJiENMbiGZXVJKGn3T0X5Oow+qcY+jKuN8NAAy949bOXPo3vjIPW5z30OP/uzP4v/6r/6r/Dxj3881pk+8YlP4Nu+7dvwiU98An/oD/0hfP7zn8d3fdd34Tu+4zvwYz/2Y/ihH/qhZ1n2ATZhHzi5gUODPC2kpqubNaeMMJ3l8KcEZSA14huoG1WX9al6YKmB1IDiiivsLDPyNg9u4SWDZs0+QUMUVwxnewhSU4xgkxMVKaawQiyRjk9OyG8qlgHEFD1jXbVEq8C3Aaww6PD6qb+vp1nApUiIoh4eawYsVrerLINcqj/XqZLorET0CFyrI6jQ30GLcdgnWfckJvb9Ln51bZNjK18uZtPa0QBJQpq2CydpTGHq0IsbfNBij2f9qUxcBkl3tr1tBgZLm6TnAERwgKFC7tBiEW//tkuaATzOSNk6lKv1UNakQCvbEdfl2PpUnvNnxLmosYo6+5Y0sAKUlMovPNb2210LhOQpN+Jof+ZvnComGX5VRZWY2HeieTu4uLqvWveZIZGDOC36nJYNgvvBog+NbvVy53voEs6J1kIXWkvGsoyE6k+1/TcJpP7Un/pTAIDf9/t+Xwv/mZ/5Gfwr/8q/AgD4Y3/sj2GMgc9+9rP44IMP8JnPfAZ/8k/+yWfnlXfNANFYiwrw/rRQ1H+KuDG3/FI9Ue9ZolrP9jFUtR79HFxljUV7GZPbp8oPZf0GUS9a7sHrG7Ojii51roYqp461GnlxeuKvz7Lzy+ajnMAkJBLsfudA7XinUirtqqde8so5U8LtobVEx1Q21S7AlKCzSkd7YOL3zG1HlDKgAHv0bVHKpSgMcunsYwI3JC09hxN20bRQtGwkTckzuWz3TRusYRnv/jm0+z5AklxUHYlFqmp/jfHby0j1dPWnWK8zd68l6P7bo+/otPz/dLsnSCYdYP05wvO4K0XO7PI+6CAZX4JE6QsCzU1dbs7fTZWWmEfV3UqDK40bJewe93VR9z3lPvaxj+FLX/oSvvSlL71WXg8y8aJw0hXRBbmv5kmnXd3Hq9xVTVVHFZ6A0hOgcm2DJw8rlcahTKip+1xleBWbXFNMnWFmfDz9wiBxDAGcoxxuOGHrYs7dCtVGHJA24A6Wfl6+0FELCWHWOylJEumk0mUiVzYQ+R0Py7WwwlLWvHzFuxlZCPLZy0E6Vi9gzPgFyIUEO5kSlmmvjtqFdXBZwwIgCiC1oX0CbP2bo2MdomWjTlln1m/SX4xI7HR057SrJFX8UwUPblF5GTM2TwIAbzoeWfSTglaG6KwuqcJ5muAQUMWZCxsrV5W43Zl7D0N60vRfffwMtZP2yZAYU4lUhYdkdb+rDM1zgCvUrCcuJY/uJnLDcwNySTDhXieF1WcAubbr9GliBu3iMWlXb2MFtyUUqakaTgBAMAibctfxHeFIgDt8cXRHw4mu8fqmqfu+ke4Frnjo5GFrTPGUU8mFRxsgqbvlSX1XXwgYsaDtZ1051zclB0Nu0CMwDei42tE8MqHDrmB/KLcLXsqa1PQ6qGhZk5JYRM2DW6XspUoCp6jrU6VxNCeFhdUIRydEDtSP+nNdY9ECKg2wKrvrwKRk91goqjhHqv4gUupG4iNBuFln5OeR3pZrDYDwmCd1X9V/mbK0dqjxbgHTpiRtrvf+c+aj1N3WHW3CGzF2Jc/Itao5yEhp+Hk32SWuAvEldkq1N4i5le92jSpT+JQjgPBsOVtnMxU6b0iu1n1XX5NSKK4YxsCpjfsrqOlgHRFM5Kvsn8qhKe356TrdhjQ9KY9Z9lqMevpDnZt5IoX6fszCRzqgEwR5ggdZn6t4zyitiwmYqQJkfwQQruWWe6nn3h2WYApgUZL6ljBB/3q7dUDR0m5993RT5xARoBzBT9iStO4TxIZcWvEJzE9g5OWG4gOsXoHdr8PWWHOg+C4lz17+znrF0HPjjtYOPoDPQaiixo0muccVycpALfdwZbM2aESbjmFAkcE5+XOTqS6hO26OaWfqu0oUUN3W0cluSFR3AlMNv8P18h2t66qjJH3wK0J6HuprNUBIVTTzV7cApCl4XKSpbTDheTWo5b8/tta+J7FEcu/cnGyEEv09/VT1+e/a45XoP7ekz6n/q5DwMl3s/xOrizoSKi3jHkmeWhFTzScQNS5mlcjTJ9b553GlWtj20VjTflXXpKeN8PCRuKrDNvNWMOrSUzL1TzdG5SpsIDhU+BiarmLgoi3UuQ01e//UrV9RYcekKpfGYCeC63S/xFDFYywiDlydW1bfrGzcsElYVG1QkoKvT6iskpSpgJJjt/g00quEOApRpKaQokpYNtbSeI22ljzJLTIgZpxHzitoc7nGJSaj+emve4hWP3xCxqTyfCPkGbPtHIROwO0s/B7nZQ5jEgAItSbikknrS5/kQzH9fL+hSWSmCh6o7oOECbsWqQrw/UbwzcGgijgZO54lma3w3Ep1F6ojDqeYN5Jqqyo96cX2e+GCi9o8eCwMHrd/wEF3Oklej0tyWdOBfDlBAfcNiTBAerWKF8bj8Apc3+aczHBnyLSArSTwTKVUpLHfigoMhbajpYz2eB4oQL+16Mt49TnK9aTRVXcdlJI2A7mf8fLNMpz4RjqB+pZaTuY9OmdD7Z1xbclxmOhMacSX5vVqU905V17lwUMzDZDsLEE7N/0aO+ivbi1oEOZpCHDVvInpItXIXYNjissQheIyF85tZJKoi6bBBVWQQQCrmFL9rUV20smmoZxbO4bb56HeiAaXVMUJy1NmBgFL+H39dvmlSlASlGp6TZ1XGIBVWniqfl068rAtSJ+Fo4HX1lGNu5ZV2K8w8HA1Hdd6h9LSz9envPrcEmrdL7FuxTyG64x4DYgBsI0jY/R28unrcdOV4PW9UH2DKVWAoRpXm8ePDkjjoPqzul5QD6dl+glQ/EUByWjnJ5zUcfsqrjJsa7tob5sIL+1CK9foU49DNeGEXfNjfVv8rLdUNWBtE7ZTl646eNUy5frV89wCUhvQunwU1qTWRmDYyv3VeLdTcxAoUkpY90kSirDQc0JCvXhu+HVxltKMxx+0zIrvqRLMtEwF6OUtwMMlHorxuZzjRAxBrY5VulHb/buzlnpiWVldyuHDOsN6M/s3EgQ74xdAJRGCBp6hRc8AjoA6BuqouMstQHMErNvh23S2bmUQen3UKE62Dy3+VKjnM2JHiz6/hwzIA3Ol+AFfn/AxQnNwKMe3lYCqwGeRpIj8RKU5rZDcvgbArGDms1YrYS1EHEUyCH/uMQqG56QYuyrIGnBWzdd1XudjmjmWBaQbruIFQSinCf1xmSqwVQM63xobwFOK68A9y1REeT9LuZ5RRfay86ApKDwlNKzurQYpu/RwvZl3o+6rD2curGmS6FNq4gK0XeIG5+R4EnHmyonD05qpcrnq8KOVFA+Sx8FcXXqCuCTliMjNvCZJpeXTcCqtqrGDPBfYCYCUKnL4tSUhShscvffOaC0D+Ex6KNiSOivklBCYxVh0zKIKZBqLdBXphN9bOsJqxl6jHed3z0LtqVqP+eBQ/wDCs3Y5c1I8PpHToATQyToqhMA0FWOYEY9OU+dBTLq6OvA8cH3K1cP0zyG4+B4rxTXOSHzAxFQeTTXTqk84OvagVdXoeRPB3iWQkGCyzn4uppqi3Db22skuVzdcsrP+Jnjzm11Kqhg6ITKg6jc7+9jiMUNVxUcg3NYDaTDBcTOwZ8mkd9wrOdvfeCT8vLaDOcR1PSXm9AgTuceK1oIKM66aJT1ulWkneqCo9QrDNTcdaPTs/jqvY6UoFg/0+F7r67capC4wkXHXfLdubN26Sn80OTNulDQNiQYXxBPSQc7PJ97FFXsXzACbi1+kCOWU4wUgVn4Vu0/JrjrQsHqpZ9dJ85MLpuRFIk0WjeyTVYa69eAyS31vujaGDqM3Q3UTvcRrFoCk6j5SQ2itX1cALXGz7E46V3YsaeuJtm3DKh7KWz7UUqcbILX9dn135mp2CygHSNgCFGjWP51jMMLjB0qp4qIoTFMlAkX1F+NI/bbfCfGbk214+1pWK96RoPbir9zymayiARbcylHN0RWpvpuLPw8l62dr5rU60uaj/aYK/6wrpP1VY6W91kBO39zvyAzXzg8piUFK9sDiEmCCCSX4oI53UxHyRDxB3WqgIVGn+q+2kadzaKhkv+9xO4Ym6NcS/pEwnKCqi2sRK7161aEUEy9SqKo9527UzUOju6Wo7xDTikNtkPuTEr5avKyWflLq2OpFMbqCUa8AF15TA9gnxWnFdR/39MuSdzMmrFSuxgFXP9ascwLlN6xfS2CTSS3h3vbv+O3T9UlQfwY46eZ9S59IWpBdyjtB7zwf26qoAw9uOQH1exkoMQkAmX7RoDgh9/Cri+oDHlcBYAR3DjHzZBobdKYgojzLcc0smyT7f23O5PJJRIsBAMQBOmcc17RSZVilhZ5XzaeOFI1xR0g4q2ES8teBqMxhl0pADiQYzhq3zOSw3EP7Iz9joJdgBJT17bBcru29gGTkKCGNZQn2LsB+wwiuzIvgIwJSD6J4WCZQDrlXG0ykSdMfKDoLAPjtlyGZuHqFi78PasYTdqzShG2ts71RExOi6kYUFv5QrFseZEaXXWVGWYYfKTMkj4KZggLMCVhSBjcXX2NzoybQhfovGsgpiT49VTkbtqo/bASVSr+9g5rVlBRgOrzbWAa2THbhknnt3Blt2LmngOgszg2gksWn6wvWt7SJ0jhGnPO1i8kgQ+1yScD2TLnqTy8cm8Y9X4er+y52VQzH0UU1/OtFi6J5+aRocuQrM3jbeR29W0KqUee3JQFoKI8QE6gON5y45BYP2F1L9Wpy3sqsCtsQ7LP16vkOX+ulxV+eHMMTPOBrYbfHPWeOuP91JKnD1CsuzvMjK+ecwvRG7GtwqdpXINbuqhqwhlfgzhsfGCfTPPauLkN/Lyezbqeq4QWgBGh7XG+5txqkLtCGxq/L5dDRMlqFO70lpB9ybWF9p1mGAerGJy6YfsafnSYx1K51HsqTJahhN638EPNrEA71SUapqixCch2Ki9915EdzLFPBQS1mZiX01Z01YI5y+/SMgG8/zKQPxVPkZOOW+vJF5XpbfhVgIy3ZZFST06clnPPi367zEm97WsMt0Ap8YxssAMzzD+v1shyMUsyRJVusEoZgbBzohqhJYj7O1Mk4N3oOZxgIUItS6FiRE5fsIhmmwvUn740qGU0HrytMkrr4TLF6Slj6rWdkDn7LeQHkvGUZ0IZy8d9kzQKaXtvqD3VU93aiBCSoxwPnlhiLmBKQ1PpIWjLWenEY5nqXRg+exzl388l2us3EpHboI7ImBfTmaiAlx/dnThdPVbFNJhL0s6rfippO0a3++E7zeJA4v4+bgUuHCXgsTFH5Se6P4DPpeCUVtVzx/Dxasnf3pPHk+9J4hf7q5tszVeDtd07M79qkdGM03CNNRcGXdytAncXbPUsP4+ZsMhWUQsL0anaORO2jpYgSoCTTRtYQv6Z9IIAJc/rCvA80N0qIu6hgebYjcpoV7es4VzMpigDqs0HTH6bUHm6ru9OlMF5G2teq+jUgAh6ZNANwv1HuxAS9/J8xgarNyKs38n0wycDB6i+kIJ8LDYTQVXn1lIs1TtsacSi33+l1owUF2Kr72vta5zvcWw1SF7G/nWuAdYfjAHDaUEiiBPcQjetAA0hcE2/ja8YC7gUmTUlIT6Y6uejEg1whMHXGFWlkwXJcKElFuG/CpE65GlHEEJMoWxp6ZFsw7UMj7V4IkFdPbxoq/AUUtxnUBBldG1itn1Xrv37MUpUSEB2VxgaFKznBsttAdoN6nQCOVDa0viuserTQvZQx2kQRWw0Y7rq3UOvZkRLO4agfnQTbwOsbfudFMIbGJYoXqv7Uboa++Hi56MwbgGm8MyiJuKziOElCX29efa4zWuf7CF29ZwBpRhxXNy9S11SY6s+MjgQXDKXRlH3DIUBjJKiZ5A/MbkvkXB6HzRPK7Se66vZ3yczWeFqHxxIfQN1LtqxJJRjBtTzJqPDCwqfVfQl0mQ8i/Szlnrd6akm31iVLvaknPiJrUreA6LkgRadAXzRmOi4tcWhW6YX7pFKqEoQ0BEpMCEmKk4/HOE1o3NA5Sjils3bMEpIwBN3yh41Va1ZAb0zGXfAurQ1AHcP3WWSShSPXGn7MV6KmZ4mewm9/HVGeMSLO6kRJieF6EucV2geliKkCRbYVO9wBrAL4MdnhIG8qZ42tCiMs/Ogf4lc9Y8bNr4Lpe26cwWcmUgxTXp2+I5VORV3nI9zUTjwdo0pSYyNJGXPHkytEZqalfrUNBDP8y1TQwpy+grsFVLJ9/3ROoe5bohrodOmH4XGtSrH6M1CpUiX6u4hznk8PP7eS3Nfjdm0/EpLUmwKpVeKIB21juQBTcmAVOCp3loxvLvzC3+WG33wXv5Jp0Iw+/mJ96oywZ5mCh89xu20jvRnwtGttdse3YXJe18WWdq5lISfapkcDsvy/n8h+Up7doLhDgpLUSfX3hVI8BV53qeCjfRAcf3a4OkENrieJfeiBCtFx/3QDgxmABdtfBDOOuLo/Nn66FBXXzcQ2UDvlITny1DbA9+gRwkR1T/xLUQGEKjHuxHIwpFUiUK376OcliX63myim2r4qaB7wbNnl5laCYRru21/c7eQFsj2KZQ7d0W37eFJ8K8d0zmBxvSkpDtPQmNCC1PAA5fR0DgcUSQk0N/f0N+rAnn/voxb+DPoQPNWJG3c27FsPUgOvhtZr52zjOcgAeXIwPE+q5FQHQuWwrEnFnVOu+oMILrDdHhfY/qmJJBapdrGNi3ZJndkkxXX03J8lHRw5tEPdJxzPZUL4rHR6d2yoZwJUNGT9XcOZ9hLXBm9VFuk2aiaRPXQwsCBBXwwnDnzfrToeoi6gtKunLuC1A6QIlx5+y0XdSj2D60EsRqjABCURwDf2KhcrLjZG5lSAJ6irYAzx6H49zDAW6TInxhiYesUQxYOK7wdUXIbgheT+qQdX/SGkLtMWTKqIgxPJCufakwQRBZIYTreavTqgijNdo3QpjZQsP5tLgNVF5ALeT3VxJDSDpZKGUiMhuGpqOK4+Z5mTxPdWjwop5132tM1fKv9yINIEvMdD5MtRHOAP6+8omY/ztAxEsfrTUAM2vkkWSWohBit4taF9L2Lf4cbTUQD8JgCp+vsq3648zZpWe+cTPYHBVX++uEzOTOI7o8a2tEKDi1Xy6mq8lKSQ605U9fn85/ukfUH1i7s1tW68k3um5Ca5xd8w5AYgGufO/zwBr6eWeO1z3zzdEymZhhTS6xGqs0P5TwjMdpYiGr5ZOeqSdKEI2/DVz3owrUrQ2cdkpJ1tliFQ2lIbSgSQaWx2ynR1ItRItkF4AHPiMtNv0pbiqogDXs1eg0ZA4ptlq2lyEnItvrVbsCHIyZpoPitc1ccr0ldJytql3t1mFn0CCUnKGIjp84+m5qZGzPuZQmIocbLLu0Rz5uTJGB6vRXIKcUM0kfh/V4Y+gepbam2mTySBuMSqrb2D31loRxi0ZC5vEptKOe9zbz1IPSVJ0d3LwJ7Rjfh1oFrjbAGHv7SI4gkRy996fQfXp/KcP3Gi2wuTYIZQD91V0VqhOgHqfKijc+sP6vl8t8y5Q1IEmZPwINZ8uLPOUv7fluksLGarBE/Qw9ElJyAKfgCye/JbqiXsZE9WnCNSByrzq/mZ1NLGcTqF0pTbjhPSATxegaHTD6XNc+DWS+vCZNiZLm4BCXmYYzR28CoITGlQjQjjb+ZQ9QI8zinBaGpR94kdNmsaCylrtn6ZqAIq1FMoLjqR50p6+p5bqPu83I0JRCfuzzG0qNBxJmfdu+dqgfEogwK+bi0xZvI+hYwd988BoV3pjAUyPYI8+lpWzf1NuHupx1sNUhe5T69Zme7q6mA8a/wEKQ2Vn7b3q5Szl5DWNSk7/mjGBAx1ny8HX8D7f2paqUqURvE45J7patvtQGcHULeASvcDbxemvRGPa1UFqIClfwhUqPz6He5WVL3tP1uT6mq9E2A6ANidnHf9zAerMc7OtAhsMy9BzDm2BC+FNtXfMNXfcBXZUD842W67HWO6mbbiYQj0grAENNUf8DDyRmqVicvIO6tZTFsXMYKfYKmtzgFGsbGXx/ZwluW5fAOpBry6TdtQO4SMYJrSgx9OVta0LvAbfzVPgKfaD6GeJ50o2gyOvVhro3R1v+P64dk3ITHfSkMJSEfDhWQBLJmQ/tTi52EERYptYE2me1EZFpaCPwpsSvDq7swye3VvNUjds/u7cx9n6TxN5p5qz+RrEvzqH9n/VduUIJRAU/ZjBr/DQSiFJmkBxc4bvWFHorNL+xkYcXAV9NpvSXTNsjOSzwOqs+a5CVBlhC1gs4bL5vtDnBWw7nANrNZn11eJ39LbOSinjjycls1Ekz0Ac8D2Ug0AyiOS7Ay49KsbK2g/YV1sAy2Jo66jsKgEbzV7sm9H9s/e+8xQSlJW/noXFdWAwl9X/9FaUHy9ShXHExdWvyLVgP6mQuyzZtkNgCpR7otQwCpH/EGpnVG1vu0Drn5PDlFuqB6fUdq73b1w/1aD1DfC6ebvXrdX/fnvqvrj+tMSHoNcyvQPFQz/09Arv/YQkvJLtQ0FGx/Zi2Fe1ezE2ly4XYPdKGQKZx14TrWLmtxoM6hYKfqt8uzCOcE31GxnFHFTetLoppbPXUYUTKaMg95H/PXGZ2RlBpJ9AxS/xDdm8u3bIqAYBDxonKQOxFAIP88ZMmt2RTMvKsSZxw1G8YXbuxRxLYdSYjFHIwyBHXMkbjxkNwzk/ikIcFHBI7jPUDJdzWOUbNMyt3+UPV7COZdlrowlxwAPfZ4oJ0OU+MNrdxiiWpScrzs5Y95ZQu3wkc2Al9LnZ/RrKzHpPq62fHr4q7h7m+MdSD3hsnNd1af3KdYCeJSDOPnMmAh1UhCclonS16864GlJJ4h1UMPXmBEbMOoE8fybV869fFRpa517DajWcgFuUJFE8snC7OoRn8uBzd6tO9UwqfqSDTAFgan5PgXqsvxmQtYmxdKP5mqiSMMJBxL1uHoRN9Ufbh3oRj++Gdj4EsXlMuL8v+vF9x6JhnqOt/umcQGAMUFV3aHIIoCvC3FNLarm62QIoyQBZIBnnFPFNzXXv/hrZuiU466h1vPTMgHY1TdU/Q0oHmjMJL5hVuzQXdRyuZl2bEcLZiiHVKj3FwYxz6PJCfMmWEgD0gJCWvOh01KC4KGChhlg0TA9y1Sn9s78HDBGZnfnxHP3T7X63OE+AiB1f/PdinnGiTwn5eTOiqSUfIzHybjLfk37LZElqGD9/tU5m1P3nERfpwAroGwARoCb+5LvLsDNKHdMH13UgEt6awotrv8ewlZ/BeD2muRlUZCRSYhbDMkSS7ZbsQA0kcAQziz/EMYXOuE3ACMvTtRl/5JKGDco0xeO7CR7Rhw1DkxdQTmWIYPLsoq09JpaMWcSz+lL4wq36EPa0tLyrzKapqpEHpmExdCArewqy6zD0rEefiYmrRLO68FUTal4GljV8X9UBaYmvb+p5i0Ze834TCW4jsQ3695qkLrV4dWUtLbfWVMuTHNMOsIIB3c+L35d4afLP8+rF6WwxQjDF30pcR1Ua6/rqqiyk5xqWKGwCknLdf99pbKRU91JD/68mV9Pu3vmT8QpFnxnUtQiQcX7KjG1cDmmgyX+HeVum2PF/3OdD7dBAAgVnEIgF6QaVGHg5d8opSxImLBPFuiikS5Z6yFVdVUs3rgXinupxG01hMXR9GsBADk0M2Ztfxk+B9KUnBZ9hCB19L16pS7gLiTGSuOQNFrKOUVmQeCA5XPuEhaO8HQ1yhUYD2RZaIlbgKHDkvYx9iYnriCl9MOkLZHoq5KSJrjVNe2aQoOtk9MBRkl/P5xfHcbeepC6xTfvjvbAJn6hKQD6NR1ceM045TlAq+zZgMQiLlUjz+0csxSsa1Wy7J/i5MCbQ6kGQGRv0QBK/VQBVCwj9y7YE9sV5F7Dfd14tUo8doNj8Z+p+Pbh0kCrfY8Mv6dpDkxwa1spJ47a4A16wl2rA90C0BeHFCMkq6sCMgCdGkKXSUy+lUqvjnUajBnXeeZwkBpOulUhbn1Y1zANJ9XHUTG40HJ5oUyniQQnlE2+iFl1CRlA20kTlKgAN6/3Rhtx3Y6n4ePZrjXxKeBqTbMKRBBlEvcRp1LULTDTjEgcFK2M3QidE+xNGziJFy67fpc+8+4h9WSNego7w2x4JoxNttmaP9Msp1msub+qe6tBauf6ZryzOLe+R2N6jtyEP1epSmUbZ+9SXXG7FOtw4te3vvk6uVucwD1xX3c+vlFx8TyTu7KpA+J0cGSa60DcWffJ8ny7lP3z+hwGLJU5a+U04FCg6LckrAFUYVZwZg6X41ptjM+J2DgLFDWg8Ow8iU2ypnGkpR2bIg24U2Wnob7VCCfsWGLVDiTXS6omg/Fd3Yfc2Kswq75gIjWfxZuBZbQ9WeqbgJW4HU0kiWlWRgfZbOoE29qpecJEVYN+/YZ1MzcvoeuoqSo+PcSlS2BV3EMKKMf2FJ5HRLp7q0FqBaIGULpvklm+0TVc02+/JjVN5XJw/q5+Sk6rRHWQrpCT8WmwKuoEFAtALAYWRQ3zxpxTBC2biYPQrCvIpIqcweX1zXEpG/9ajafCy3PuA7mR572uDK6UhLoqsILLVsWnJRzn/hZ2T9GE3LMHrCqF0l9QzW1nF0CnmKQEuLrPqbCdYgxHKqgOk6S4UKMIdXN09UWgejUp5CKYgzc9CR7kWk7tt+OJLsJm4VmAJv9Qrcc6RPdFNSRMyGsXE56oarKDZU22ufIoMkgeSwZggBeSAnmok9dB1S6FhKn9VCab0O6Jgxlv2ElUggeY9MX7nrJGbpgBKdfxdDUgb1FgNx2cPG8/1lMuYbEC0iLVFalxZYKqJHh0JU3B1qCjw/LzVH9vPUgdwjTpy47BXWnDLn4Fk2tbh0JwYwSwq/rlbBWEljTXb2MD4xM9FUAU4FTDdfPu1TiVY8bI8aiFA17CV+asrUOtY3rH2G38uvHtPq/fxrQ6SXPrbjVVeZeSz2LJx3jFf6bia/7yXaTfOa2bRSdAZAHL78hI4oBAySjWrHiBrYovEFkD+j7aMFbgIFYPo6WfhqTiKr4Lb/q9RhzgGld+AHkbsBXN1YugLJRWfKyHWVbSQtAJuThhlxEbi6HqZ2EqcpRaPgMD1wJMCVKKiWuA1MQ1TvGYmHjwplSZsQ9RXRUo8LU2IM/ldCnrogWMYk56JyDXxrJOlDgk49ZuPcOD13A7oDrsoyp267rEYLxVSqL0G3mUJGs1JOI/z73VIEV3S8V31iB7MAE4deq31ZpojRs8HVUL5ZfDtnTfIe2a300nHA5veOTelTc6a3WrwGdxz4p9Biz3xA/3hsD5OY5z+vBC2vtb/q0RxRp/TV2C2W3tW5jgCBCtYfYhpSoDT1fiqJNRVVsKciDTIRBuBB5GblTF7rESW4NaVX8SfkuEB8cCeYKKSR8SDIaWuWEgWdR9qGscyfmoal/PcqaRV3sYUOc5f1Q9AusVH8NO3wBv9VVfh0Nc86HI5T67bgcRBnSrwED8NgxYZpQBU4n9XuG20448xcC8nqvGKOdxOvW6P/9XLd9bD1LVRr+q+OogqmExEZCGEe0d0AwiKCUpqPYzycnu3YH7M3zG5QbFeGIFsPpXicg3zfnsIYWsZmTrr8JUgM4VNoszaHDibX/VPSVoAJWUt4eX3yACG7S4J887gPcgOW388atZiXtUfE+p/k6dLtVjO0hpNgoiXq8uVaVlqA7E3jLbMyUpbdECsEpVnl7s8Va4+tAlrGEqPr2YhmGInap+GcOP/bLTHihV2XUeataI4O6dvDgdASujVtXixCZz8RlnUlUaURC+LqAKzqqmuIZpgeLqV3ww/CqC4RtwJ64QwFWHRikexO98A/DgEphdw6jFPsVU5Ds1IJTGFl4zEVdXrvIKtube9zCpZ8q0ZvH8hMt1tB2fKYeUqkS2pt+H9vOt/N56kALgg7VKOBv/Js6Mxj6CUwATqnqvXMhW3gcw6ShrT9LzVKZJ8EqQvHeD8DfMxfgkNUKuTbmr6yLHQVzM0u9wW4Dalal+w/+fK4nVBBZNx2k8/u6ApAINfxe/lO+ftS51HzXJ352foEN/3Z0aQCYhDijgm349obDiGyn5OCJynsg0BJuXPJzW9k9ZBaYq5qA0Nf3WXw1w4VYLe/IVJqGdHxGXMo0gTNP9bD9lQ2qq/kZsDiYAmk+geMAVgKv7hNJeqgHFwYUbm2kxR/8FGU5QovZUkCpBzvtVDZhqSSnjsHd2qgSPXf0qrg61pxyHhMTk3qn+1h1gDN1zfK+64Rd4y0EqRf01fMPkHt6lBAXsAaoCSP0uJaH6XcaDsrNWyak6vt91qZdNMz28ojn73r3GcK8AtktnlVDo1oIfPr0BONvv3jSsn9TnVvQbYadgcwP0dpZ/p3kBra1X0sBnqvwE5RcAT3cIXkQNC2hUIdONZnzRhRZ/VP0JTO3Hw27nEAwdmPCz/jzhq7oiTgUXTdJLq0D6abPBfU9pWES1HpsiVXx261phAKXEUVPXmTFFWh+GSb1nbpZ8A5S+pu93mqouVQmuApiJuaUJOCBJqt9noSrCoVzASmCntRufkFe/c7tLkP/ys7fQe9XZe2u+HAfePfzbPSm/Cfd2g5Qi9jawoZaTaYKbob9Z2G2BKaUnhW0e5Pu08ht4VLukIFV/JlHRT4MK3h56henpqTIMKYp/VSWoyzuCk2Z9Xr3R/Pun0qijVJawIAbF0o9RC2dIYti+XQtzQxLSTZ6WpB7Te44UxTgLVVd93ppfl5S65V8Dng0InfkjrD6fucIMtEMPBF0NW9MXpKpO3NJP1dahhn0sAluD8kT04mV0JAkwmTB1Hw0qwg9cx4i9VNcxcJkTuAguY/oZfKYOu8h0taPiInn1B2UigYVdNuzcBfCYrF5CWJzTF35T6AkSAEUVDzJxdV1IHlJr/kf/6sGtAwU4+IcDJQ9hsgtRE5QuSEtcntQ+lCpKMYtHLz37nOzDes8TJbLVHWWu86FyDH91CeeY/n0pnfFiZ+7tBqnyh51fe5wAoQWcgKJ6Q3JaBKFVWrqiWvSNiFu/4wnNYQ0YQFZASBeg1CxTVQFWsNqfsvqMBnuu4+YUODgomgm6Sp84hW4W1MKx3FXUaACEbXi+uw1sZ98e3K4t9pqKm9/dBJMNWD0lYZ2tT221oKmNyT1ScGzJLtpbA5KZ0JIQuR/qe9jWHIuTDI6p/igtiTMNNa/rxQAIuOAB04wmCE5uBjn8ehrT/pnJ90V02WrhiOrwcT1Ug/FN9Ucz+Ym8vsOAZAKCWG9KzL0GYLIpxI0yLkrwuuICSlu2gZgAPMBDeMVN04sloLcfeSqCKYFJbAL5ulWCDbtm7XPx9t0P7VehC89ZpbqVSqZ0b/zn5PpWgxTdFqQOACXLc4ahvl+Apq4/xZqSViBKAGkbBitYlbzJD/G3ptvUiKUeN+ustbPlhpT1jEF8i1jXd3VGPUX071xr2oYfRII37O4Bp3tcBZqn4p2B0jKDnwLBnVqm4ZD2LtDlW6f/th8qTNj4gTjgaRhimBGGU17aXwsOqj+ZwJSBORTXCUAmrsxEhl3CpwPXYSc1GCYOiEyIunqOBjgOlCJusO5+ie8Q6jtTyUlY3FGtiKLigzOX6ibt4szWUMXVwc1OuHAQVAUPoeX/6swasX24f1UDcraP0rTT61SHtQEQv9Mo/ypLQbVMP8mOfWV3G15S0jrGuv1dH87rN4r7Zbi3GqRm+YtGaeCUUlKVntIUNUHqWoDlWsAnrPsW6epaJKPpln6PuET4o5rqb3pcM3WlGnCE1MXw+ndUAXawokRFsAPfxwhItWG8f52GXjZtNOnJ1UUQ2L1EUUZ++8QckqVsO3ByYlGfb8VvcVdH4l/Fiwq0hcKHyuw5jbeJ29R5uoT7nyzv1/1TZ20YBGtth1KPsvWlIxivoVf4Xiofa25xF99OO4zVwAgOTPag7p8KN013Q4OhccL6GAOXYQYKY5iEdXXDigedYWRxkYkHiBs0pOrtIrbJNiSc8KOoB80qT0RN0gHVfb5HCaniu4ibnYvd2Hv1zcZXGXjwmA+YIUm9kIGLnw54tdkb1oBURU73iz/bb1cDxtUi0DCysD3UPpM1gSckKwdmKb3NGKRe4uuLr7I95SmgUFSg6t9p+IwG7ACJof0QBT3QtFvurQapBJ0OTvZOQryeSjVBrgXF92WdKc7q0+4nGFH1t1r0herPAUgVvg5Vgex4MkUDJyQIHo0xjgYTHZApmR25ly5pvYI7k5xww78payRX0jotl6xxNqBzDzit35QytjWcUsjDxuU35bT721oV9n5gAbiN2zU5AcmFhuPBtKwbpSCmQyvAimrR571NVNiAZmChbnxA3ZaqhtXeQLkqwy39RPLAWkoRVHvNMFHnqK7Wfe4PNTLN0aefbO6zRZwIuiVgy8fBrhpo5FoVq+lqQM+Hqj14SeoNvxNGcQko6vuutFgYDvGTKnw+8lbaixNsII9YzG7SsKhdD6RlqTdD+I2625JUts0eoCo9LukttPop95sCpGptGwC1eBLvGZ5SC4GuqugQ/qPqb1X5peFESGy6ABIBqKS1qvtquXNNKoftrY597QFaAYi7DhsoaVI7dWJej1MmYapHI1VwK0kc8j0pz3ZyVClhjXcLoGodAfBsOjl7fytP7d7n868n7jhon/ct0CTX1vxOtKNLJ9raVRB1ze5u6j+PzwTMuq+AS417lZiXdsjrAIap+9RB5irqEjnwCFvXkaEYSpkH4Ano5vwuKhirSalD4kglCeu72MwLQWzhFZ7RJyE6WlHT4vAKAXRgCHDVBFs7xZ1gZADDTb+q0+cC17vUp44mSEJx6dPHQI3tzmZVZN2jrill0RkAokmKdV9T9PkNd+v9wk/hKCOtw/Rciuog1QHqIwFSpsar6r7zE8qvBAGlhNXXi6iaU+R+J1PtDd8nISkZaUpSVx1FfTfKJt+BRzWbpEetasALHpWqv5F5admTVVV/msC63RQcar3XcA2gGFZmVbjC8qmDUiSArvq718BjE01j09EmnhPCJ4HpruxpzCx89LRTmlIk93ua5ArIz+2PdcbW6p+FY8O+Sh8LJIKQIyCl1ISsnFkFmKOZGhCssgC29jS9jwwRknG5GnGdDwJMDas/GYoxbGPvkIHLUMzpqr8xcR2u7hsDjxebZQ9j4kWoAcUuKvR62MkV6idedBUfwcFUaLlJpan+1I4osipPKDftqhtuqOfpAHfFwEUvVi65hiHGo04MsY2+D05N0m95PnoaF2hYBV5A4DNg43pVSFtAbBgWWDP34W/9QTP2CmptOJT/0b5Ppn3vuAcun48xgHrieZW3Qghg+AJM/LuuiZ64txuktDcKmb8KUASjs4269fBYxstTJvZGEt3fzc5T0irm5lWq0gS5diqFU8SjEUUCFStpA6S2hASH8upuQ4aLZZ9nc5CO4quFSBtHKcd3T5VilVpO/Ss1vjOPW4BSvj2aoy/tQ8mk/EbdBadrSAf3zHjWnnoIh7Pia/WDjdBsWwObAloVhAk6cekTMiJVeWJEEZSixAAKCjNlJ/UZwLwOBw4zmNBBacPAgmo03k9FNWBY/FmEIM52PsMMwwkIN9GKM0eITb6miiNR5ywXP5fPVYYq4JkPKuz3bFRSDUVR8WGCxzoNFcyw9LO0bejnVfWW9gRVfyrOC6iBKyVKzuFo7ujWBCzTupaO81LKpu+5gXgdRiPqtXes8a2hudLd1V/VesDJ1qAb6Vf3VoNUgFKATgWolJj4Duj7k44m4wk89r6DV4anVHVluGKRpM7TPhhLYANcQIATgaqupwHYAJPc3/O33JlEVRGpqv5kJejZQ+qz7k656jb4EBifAqiDCFKLVNhSr09ITitgVSCWrH6AUAO5Dci3epW4Kzje6STy2bgTsDWASAJeSxqfELCifdGt/SbDLZGIS7v3yC8biVZ3weOMAb2amgw6bf4MK8GjINZ+JPw+8gVxOaPt1fKcFG5EMWMNS0Gz8xkG43EokR9KaNKdJSausrs6qFh4MXVXAiMAmVZ2qfuccj8W4OtTLrKK8oJFawhlODTM7bkSVk+qUNYNxaCi/kWZpGxB5JG9tftdDdimir3hNSRnLgDkxhgliK2AxueWzpLuelzdU+6tBqkwZuCz5nOVklIqQQMMbrAF4DY7EsBT15vW8CvScq8D1mhWf6ulH/2xEdjDaS0Y6Srz7WCmms91HSscQe11gKqBEcqsKcQ9XiBVfz6zpAJaUMOFKzshqIfnAjr3WffpMb1D/QqlroDv6VcLxWM+DmfSmyjAGkm3W3gFNeD+2dmy1+OMz2J1F+CL4OojjOtwowDuKM2hyENsme4AcGFXCtQ3AqkfQktACkMMha9R2YMOW3/SB8tLxsCcE+LqPvofXCUoYn5uCH4YAy+UKjnBo++lepCJi/jmYDHVm20QFpfGBqa46k3s/EBaAObJEmnqPmTi6kB20YHh315hln4iikfVyOcBF2M5VfEgw9WIVAMaSA3/LjcBKx6g4Y+NygJcuP4FvxqE4IUEy9wnZeDGbmt/iyR28N8x/p6KUoEp1Hrlw1VaqsBEDdj1znnwVoNUNERT5ZFQx5IpqlRVpacz8KpWdkdJCglMkVauW63n+NV8Wh4ba784bSKML1JaSiMLxLtohIO7W265362qvzU7Dk6CFVZQc3cmcJwCT/k9i8PyPbfaO+mmAEnahN349kxCekVp6S63AavmLwKOLuUQf8ELDQUI1V/lnuPakQWA4OCjZF7gRPFaMp2UuhBqQNtexJUhuLQB0FLPutcMIVKC0PBzjUnUbOPj1t9YbXI/pQQHIdtfZYhq0oc4cHi5ZEReoCSlArhKkHumIHADDQO2AV79kZLfgNrRT2ISowEmmtRt7U/Vn0t4pd2Nx8s5RAmTklIAU2GUdtIWoAFoq3rwTQzLpEU0Qb8dt3/zvDK81SDV9z8ZEF1hbGECBAIUbK6lgcT1ICXZ0OO+JsbRiJNHIYU0pjQ1dyOKAnTXRWIiiF3VAU7T4GKW9wfArKAFgEOvGlU8SaEV5yCzulPCS7FgSfgQxgwXkeMMoNa8i/+2EYX2sOeCFBcMyocNmErxs4oaFKKt8UhpngJgLZxZyo0me4Y7rW5p59pENXlJuOj47BTE6fVOO5qZV3Uf21Eyoaxz2ZTrqjt1/d30DbQyNQw1eLTSCkGUfB5G7nBUmXHixXSpCmJxhxtAZF2rqflxi72p7nxvltXANx0DGt/OVOOpn2Lu1rCWajnOyctr4UzDjTXEJMOhAp77x8shhX4YMNrRSkdrv+HPgN+vhWx+xuGYHZBmxv7cqbI6AhSCiT7ySzWsXyqbgsE97u0GKZWy9pPPKGHdBDz3NQGp7lOgSUaPuDQQStDpakCq/qi+O+yTKio+gtDqv7bwzf4ppYSV0l0FqwpebZBocstxrJF/c5fbUSZyz2eqv0rcWbAAOemqsBv5huqgAk8DKT0PX8t/5ipo1xXr6fmLc6CTxNba3WiWc+h1n9FwgNOUIuBJ0s8s2i82TUzPrWZaKUL1n7Rz5ejVCTm8vNXwo/6WU4nSP9KvvrlnqlobEKyW+KH6M4sIUxkOYI4Jv7IK1zlxnVaW65i4Tlf9zYnHi5+jd5l48E22V73aWYAAruPqt+cqXviVIQJTCdKIYQ5fKxLFA0FFbRMvQSU2BKupEs2IMdWED2QjNTcYD1cDCrgh2a4HuejEA8EIs1j6TTyoSXBUHRow5tmFeS5glguoe7XyahADO+9jFCDj+POwVT14GB8n4XVo7YadbvyVLgH94ARaYH8krPuOBhNdhbeaoQNVwlpUgtWIYjGoyN+yybfG3Uo9Ze2oqfM2+6Tq2tlSDyx16vU/eyjBEf66vFNxZ6q/M2tActYKrIdmrm679nQXQJ3473VVzAE67pa2PUoTHk48FnSCv6ZxD1DfUdRWIIbrMaxFq+DjZTa/JkOzK2Y9Hd0nlHp4gHGVuqalQDN1axdNVSHA2wkt3hy+OXiYikrsBHJRXskBP2bJJC4aDdh7Mgd5aJExhzZbr75WBJ5yAcoyLi8HEReY3tOHWNk/RVu4oTx+qb5zC0Q3hLDh6zKT5OxVP+/QpoLa/i7vA3VAhc5oQ67tKrK9Y3xFp1o+1YJP1j9/xROsapy1v59yFYB24ex60hw9/ctljXvcWw1SdtArJRCrPK3rjutNKTGl4UT100pvDU8J62gUkfukehzgqpeQqh5LnCivumWg9hPSr7pKUuVEDYLcImGhAtgzQSmIUVCt5duVwDIP2cRtBdjn/9QxLO3Tu8BJN2FrWU4yqEYU2ipn3nI3gw5NowqCLpJiSLuzKcGOt9zCCe1KbFbBZw3zrECDDRqhSItwo6q1xuQhliazZHq/NTAGihTpsQ7tvWlTtwY0FZ+r7AKcvCwX3+ArAlUNSzuzB5fYa6UXh4oLkFd7XE2d5nGubjAxIW64MGLP0kXEJUa/MiP8duwSYHuneNo66YeA+TnYQEIlyLx5gjqvBGHbUYNjUlICo4UXgw7fWDxD2Q+oXP2aE5ewuDblYbbepdGvVcI6qAZhxgrsWQq2uzHyFNU4A6gKTGkL0MNWdd/1ydzMfd1B6j/6j/4jfOELX8CP//iP4yd/8icBAL/xG7+Bf+vf+rfwZ//sn8UHH3yAz3zmM/iTf/JP4pOf/OSz0jZLuWoCLrE+lFJJXYcqJuPwTbbFfDz3SVU/Jaai1juA1KWYoJe1Kp7p535E/p62pjUf17Nyk2+CGNfeDuf6KeIPUd8cDHe5hasG1gc8MXILeDTOqFBCht8jRewAiOHyRHgpS6Wb2zKT4JKYhs40/TrFgEph9ysNfuQcM9vJmOBsy8E8JDcCKw7rPGGwMPdQvwcv84UUpMdv4mF1NX4BLEp+SoAQbxPBYY0NBKudfyCOG0qVoPhVHPBNwDDAomHDVWzzryj0qhD3z6vi6rcHXi4Tj9PWm65z4HJx/xBchqVzdRUfzwM0dZirBsUI+lWuvvFXcXU14EVyk+3QiavkmtClWAaGVSCmGV4QJJTqODPGuDjUUO9yKWpAWvRd/J2pBNWtCIGHoDxGMwiMF5cQmSb9LHfVuQyBl8/GSqxZwfvWR9Bq4VfTea6rqjwtf0w5jcrsmRLdvSA1no7y6u6v/JW/gv/0P/1P8Y/8I/9IC//Df/gP47/5b/4b/Lk/9+fwS7/0S/jbf/tv4w/+wT/47PQJRoez7yrB9gakVNJVbBlvlnQqwFV13SzxqkquriVFGI5l2vux/MrBoq8On9Xir3K+3zC3lVpuxSlAJk/81W+wfLPL+9kAld8e4nH23ltGHAVXXeoQmHZS/rv6reT7Wv3cqcftdS0tcdi09VfLu4Pfjx9iWDkBmvFMPSDpnz7nZv7N8jyn4Oph9O8Yu/63ai1yS0lsL6nxF1pyCKvxMJZ4YxN/hLanbi1JzUnZfhLM8SZdZ37J4HIdfvunKM+5vNEZXRz+chkDz/5b02nr6Frfu8artPk97usmSf0//8//g3/pX/qX8J/9Z/8Z/oP/4D+I8F//9V/HT//0T+Nnf/Zn8ft//+8HAPzMz/wMfufv/J34lV/5Ffye3/N77s4jjhiKLXziEkt2FLSo8pCGE5R2eLDsVS8b6akMRhU/5ogGEkY5rtoNJ2ZJuxlUFMmrWQZupKe6B2udILlWVQdGDgi611qLCtHqVpxCNVeg2EpOujw/kf/qX9V6Ti1lJf73Gk9QEqFfUyLNl6Vyq+rP21tcqjFJa1PloX4xoIcv6zgBPnWWe9ZVwqrLZTWX1vx83gVu6s7mqtJavlY/1dxzm6VlDgzFMV0oIK7CCwlSxSUpF7940WKR0piBDs06q31LNaAdowSoXnEZZsI+xxXD91VdXeoavBpeTJKZw1VvMsJCkPunGD5cOroIT1tH318Fu4GYJ7VT3UeDhyv3ZrmERekpVX88sSKlJEpEE7kfK9JUK/t6wjqPZrL0uKGYkpT7I9zaMfx6lJpCGntizXjn+hpUl6qAFBJWhvybbjjxuc99Dv/sP/vP4tOf/nQDqS9/+ct4+fIlPv3pT0fY933f9+G3//bfjl/+5V9+Fki9xMBLXIpaT6L7O5AcQYoAQ1BZ140o0dSTJQhkt8CoqgzN1BzBZSkQ1n3M87A+pWXTsFZz9QJSzqVw8rbbfD0MeBpnbronx2pNfIm8Ur7KMZ0Rz11+VQKrcUS7Tr0AmNTnW66UK6z51IhqqPwgIbZS9ScOZHbKt0uzaqmsh82IA58BmTTjA61rWLxmScp7ggMlEL5js7llGXQDVHJHE5T+qd3FvKIgIUF6gWjRWAG+4Hr480A6VwNqhMuUMBjIzeAwaYobhckIiLokpYCr+8aYbg1o5/8NUVwvdh2IbQSmim/iWtR9j8rNvjP8jCdiYHRx1dvqH27plypAP6Mv1H0a4HIt6sOHEv+iE5Cu4rvUOKReDZgQQJcqvtwEvAJWZWMD6EQbMFU296gGfB2ikdISNqBUJSpb7rgvza8LSP3ZP/tn8Vf/6l/FX/krf+Xw7itf+Qree+89fOd3fmcL/+QnP4mvfOUr2/Q++OADfPDBB/H8ta99DUBWNhfqUpztaruMk12c0lao3wr4RDqrCk/r+1U9uPxGGh1A0t87LTmQvaiMeJ/x7nGvN+yecEFJpVBQLH5Soc23p+kupQ49E84BKqjmE2kzWjX+8GdRAc8dbCJJFRyrv5QvCDffV7Dwxf0KRPFxwcMGVEv6JOaspoLSxZLWWrY73CoBrumtfUsARvmmYlsZpA7UDuzTAbqEYUpcY881Owjirqo6xnSmwcocEvlMFWCahDVjgIww3QacCQEc4MWPLDL5Rrw8grh5yr4X93vfidKARTChbb0uhyLHTEpPHDjcKAz1fCRpU2wm9vKk1Z+4ubkE2FDUzg3Bnh7rIbXenc+ofxNZbl6dso6Le1x0d6FjuVa1AFVROd7j3jhI/c2/+Tfx4z/+4/jv//v/Hh/72MfeSJpf/OIX8RM/8ROH8Jd6Jkl1tR7VdpSIdqdC1KOL0lqvqwEfN1Z8sxhIXF13DKQqD8yzSEf0P7r0VMObms+BruvYEWHVcCIkq2eRpr07pHBXkrn+Ep4VqI6f3M5D8rtK/E8lp6ANTwBVI8JFlFBxDp7RJDkJfucgJvTrovoDiW9vCvC9ypJe+oPwK+MXIJglrKoEmZ5HrHvRKr5s22Bpi8ZL6IKhYR4mvpes9En0C5aPSh2FB7A6EDGvQXR2/6V855coYgI6/cr6i/eR+KGu7p9TzMBhFHXf4N1VbjjhktZluh9uXDFcSpFp0hgoSWX4WPwDGtaEFu5STVHxXXWYgQbDKW1pSRsm7Vn1U614gUKKMUaGU8WXKsDhkhelJEp9ZMeZNg+hTYnK/T7guZF4dV0/sBtKsgwpf9ZVkupg9fJOWvXGQerLX/4y/s7f+Tv4J/6JfyLCrtcr/uJf/Iv4E3/iT+Dnf/7n8eGHH+LXfu3XmjT11a9+Fd/zPd+zTfMLX/gCPv/5z8fz1772NXzqU5/Co17wUi9Z+VDVEaR4Ll+CwQw/juq+FkfA0yHqM1WAfW2pqucqMC7AVECoAZMmkAUAblR8YZJepLQuYRGogOfx0ekaGBxengzWIHIpdSip65rWmeovI3ThpQLTIVyPQAUn1Lf0XTuAIgGl3yesKsvsVJUcvQNDSF6zJRxAxSoVVrOrCWscwNR+BKsajs2zIjcUq0BmGvjLySdVeDzkXaQBLe87r5Enn8f6muQ3zRJwASko8mY/3/+kA7FWZdKUx50CvaglODXUgJh2FiAcmGRobAQmYNH6bwwt14CogUFR/RF0wtR7cE1op+6j2TfXu7SDRwCQ4iJXr2ZRz7lakKq8uLZDEwBDbaepVkzVH8Kf6SVgPa36S/VhDe+qwD1IjcMg7G6lQzVslZ4AVwdC8Hg72XBvHKT+6X/6n8b//D//zy3sR37kR/B93/d9+Lf/7X8bn/rUp/DixQv8wi/8Aj772c8CAH71V38Vf+Nv/A380A/90DbN999/H++///4hvKrhjE4s6rtooASjBI8SX2v8bqBwVPEVSQb9u8PfAjAtbYUDztKhGzVffU7RuTL5sjbME8Pq6CohOo3wnPQ2CRr9f6JwUrIKj6IFyclziX8TbD1JHrlUD86h9CRC0BLkLbROQVc14EqUBYirStb3fKxlY7hnEzSdbVGIfHy7gMla3yhhBYgajh5+l2P1UcCE4dofO7C5X6u/VFpLmos/EnMjDvYF66aesE4jfkMAFcH0db4prlucEyJ2MSLXxUz9NUKSsWvYcwNvV/2xP5IRjA27XsYR7TNglyUyHTJDVoa2PtSOILFd06bi4wG3qfobLKOwDXlD8Yi0FVWVyPwtPYS0leHJ+/GcwOfrYm6ClPdzVf3VpZd73BsHqY9//OP4/u///hb27d/+7fju7/7uCP9Df+gP4fOf/zy+67u+C9/xHd+BH/uxH8MP/dAPPctoAgBe6gUXvYSE01V1Euf41X1PoRLUGxt7i/S0buBt0g6o7ksAyrMD01ii7plKKajsg9I8I7CZyWrGPxyRFIBZwKqCliHC/cYTFRwO75ZEziKmnmwbr0pa5+UoedXoJyq+KjUlodY8DiYodXdxGjgcHEh4CuEDpK8rxTuJRk/iK2kcECepOwWoyBPb/rVsapVcx1mJ8y6cadD+N/yJgqK5l6pha/mkrYsdGqi8WwCIJIlWi1EvQUhTIVV5c7W02HwCN6LQlKSmt/klrQvV6bDlM3xnqkCvysukMC/TjlmihEV1n5dxjInrLJKUG19cxsSDhz9OdXWfS1VFlTdkYgjwKHn8UqoMN+o+cQmH0o6kGu4iExflaeu+UZcSk6Z6jht3636sS5hyIaSuUAMWi0IAIb0BPJHdeo+Sm3XNUbpiOKLbangdQYi3meImXIGaIwHrw6pVueG+KSdO/LE/9scwxsBnP/vZtpn3ue6lXvAQG3I7ME34mtQCTNxzAPSDYifqWlFdH0oweiwSWV1v6gBzlNiuc5T8i7pvFmvAouJrKsMCUvXIJXY8rWgOv0COpXuBaueeAo39R/ssb35TolVgKeM48i1AVeNWosiTtZnvOh20iAKqGqAVHHxERAH/LhVUNWBckqjk9kEeNhOc5FmDhyjI6OnVjScl//bXKlLSq4CFwuWXUkj/NNyWDyGoFbGoSUgoh9Qy8fUP6Rem5YkQzFwmMYOKC9WsksBUQMpO8HDwuhhIqScsYs80Oxcxa0AZZmo+LzPA6+LqPrsShODl4AHbEHzxNIZMXPwYo4chCVJaVH+0xhM76SJUhk3d51fJ0+w9LAO7WhHYqQHVrwQxq07Lx47Bbaq/st51pvpLMMo1K/Pbb42/jglKaHUQzUNMi13vv2vHwHnqL7+VQOoXf/EX2/PHPvYxfOlLX8KXvvSl10rXgKjcgOuEHVgAJoABAR4IIBktPKSWYgEYadNfpKEGTDUOCqjApCIwrIQ3az9UMZlSUpGYUJ69DbY4tMOC1wGq5zpXk73qt+kvPxsVX3B5FZxWDvCkGCbcqBPLIm7wl5w+f4VAQLGiUFr/Jq6JcIqsUEixQFOx51Wth0zBpCo+y6FUrV34W+OybnRsjQqX0jyIur6KC2DvFTkAfjz3gnW/Iq37yh4ylMNqqRVD9IkE46KjHPproobl6RaFlKrYIiJiqj51FdwYEFcLmnm0vYOfIGLqMR5+BNjVh4pUFTsZdonJc8FR3Tcj/1XFFwcy+e3CTrWChxGMMFNXqI/dvNARGBA/yoSqP6BLTyPS5Zg1BouMVlUV9r7WHDut+6oMll3a16Ekwwudvce91Wf3fYAHyHwRSE5VXUoy696oYiyxSkobSYoSU1XlVWlsTaMaU9Qd1cwT2sGwHpGU33UV39WlpumSVgBXgNtRBbhzevA84c7A4uTdze/vzXKT9kEa8lmS6jyNeM3stqoD4d/U8mrl8nzCukQVRh9TfLLDVXLSJIEg7iTGBIrJfCWkKkC4Hd/ynDBVFxAnMqjCNv+qN8OUDKdFnfq3RtPi3qfq9yUKNpunUVSKDs5sh9364S0X0TXbtcBzA5HaTtH+BXWb6o/lBGIzL8GnHSHF09b92g8aV5jqT9zIQv36etuFPIdiXnwdyi9bhEs7j26IcRnTjlmC77Wqfun+UPG5QcXDuMaeo9wcrHgsp7DzbqxqlDGKBGZn9G3CXXIS1dhTRdWiVXOGUQaNO6CIPAEtqj+EVSCQG39FEoTEQTB4oapO3w4UKcOpMGXlXZOinE59cEo8unurQerD+YDh1n1AAY8NSIWxBAFLU90HFMCAnSxx2A9VAcWBrFrrAeU+qSU8Aaumg1DxKXAAt3Z0iC5SlLKzS3ghOsDCtaK/e9Ldo+Ir4+sorTwfoJhmJqWZ9wGYMg8RbYCVnLIeyt6K6ZIOCDzQzgAoMEYKTpNZUmrQcpJECzdqG2fYCYoYQL//xDqbAVgQeM8rrA1J4SsYEshkLdfGr5m2EJwZLtrGyl28hWZV2dWh+pNMgwAcxSd4l78GXrXstbcuBVQvklLWBbkWprAzAWNxUcwKcJjqrakB3TQdAlxFcLlYxpfBDcHAVWcc/Hotqr+pCV51EzDTNvCyfU32na+JBUjxNAsz6LjIKFaBExd4OHynlvo5g6qRZoBeqP1GMU3PzcQBNuJAphWMjoDV1YEajN9zNvgShJbhUlJE0L/HO9N9q0GKa00BBuhrT1UN1/YsufY1wGuNr3IEqeK/FiBhHEsvwahv5k2pp6kB1fW2VQVIQonK9MoBoJJ1aWTdf895njfiDgC1yakBznPSzrSaFCSrpFR+OfEkwUlKetK+YRoSooljDmxjJePwK/PLQr0V4kceAXHo66kFoAYQqQOp+gbWACOqARmGwDOEGpDgRMJcTMBDwtrEiVJJq33Wo/Tf2Zi52Zf15bHpSvsW5skLFe8Q3RHgFl1U75hwDVaAnp/iQWMSs8pEP8aqACGni8az+BKXwE4m503Bi3WfWNpm3DHB44OMDc7bfbkJYKo6ELFudmGitMaxv4FZ5mzGSeUf0y7jAepMTL3IHb4fi/wQVZSek3sITOJhggy3uSYJUtqpya1xkGBEl7FJZ4Fq3Xff0bFvNUh9qA+QyevBECAA7Dbz7lR8e1XddQEvGjxcF+mpAxpBqkhvB5BCASkCHU78Rdpi3eZRlUjgsgcpACYRdupusc3SfjJuTHhtcRtUrt/eSP8YrO1dVdsdQWoBpgZI5TtoAbxSTmTbWbsp4lQCLX2itn4Q6sCJVBGK+7U0wiyANSW7gGfYQXzvj3/iFm4kvFAgNggrQUdDYqPajscLRRz/BUEKiI2z9FdgQHwjzYKRv5WDvofhkWhT8Wf09SPWV9pH6eo5fgQx8fR4NMJAXIuiF8n1wgtSFcuTKob6viz71atVXgf3WtmpFcNVsCOMKMwaMPZdubGFwFSCY7hazd8PMTXcEMYv1n0hdZWjkHyjMDz84p3VNw33+ATB8EvxYzGWIDhJGkZQWjMpTWOuiCasUB3IsJhLbU4vGonF1bekW0Cu7XN8KIDfmLdSSvdWg9Sjm6BfC0hVkbKafTfVH8FjMTuvqkJKL+06+Hk0ssj4XZKieXmA1A6w6GfZSxxoch8VaKGUpmCgVImsefI3KMtmMAjOKU8jInoMXwGrhHUidE7azgwaQNBZ0qe11vo9w5Nz7GkQ3M6yC87aWX0hEIl6+xKo8q+p/gZaW2craP7GwgtCDSheOMM6B7nyiWUkkbZrEeED1yuvae5ew+exCAf/Amo1TqrrEmz2+uO1MRFtzvUk5yUie0ZbJSWV8islMssct/t6WQrwR0TxNnG/TvgJFmLrVDzNghuFoZDL8L63MRBqOxUM173OoZCpeVeVq9keqHoTNaMN9083fhnie7CEwJQqvouvVU1oMNZX5JUgD5gYbgxx9V9T5fk1IFpvFM582sGzxeqPFoEC4Irjxl5rSo7efFf7tq5b3TEMgs4Be5D6SKj7rjrwiBFgUNVi3Xx8sz6l616mRQqCNeY10qx+9LSrug8SXDjP7KvAtJ41mOtLHaxAPzuaxIpsJjn+eN7REUoFr9a+cvqwPJ8A1CkQ8bOdJLcAXwcpRtGkSSExFakKBDHXx9+QGAUIVR8PNWKDVfyZ9RtBSFYVEIg3RjidUtOIQWAUmAeoIg+I5UkWsc5EKQq5XkQji1YQr3eMjwIqK/jspK14R4s6vi9+MK2qKyxt5zFauK4PlSGS8ljDNkBWGQEpfu6f4mxQsXYRtvv0fVciuR3AB0+oAoHOKS3VM0ZkxBi0NURPwyUo+NhSL1wAlhfPTrowgFAZruq1uDZW7NuQBnkzryeQJ1QYkEzkobL0AzxsVk785pgWAFwgrmAsEpNUqz8HozrfvD/uAansuiOds7Y1mvV4J2F6q0HqN+YDdL5IlVgg90Ylh1U9V+NUCatb2u32QBmocV3raQMJfs84dX2JQ4DhEQcJWAm6fI8Cbm4wVtR6QfsA3DkO9k76bz0TrwHJGTAV0IigGyDWDCKW7+OdLByd5IRKickWmZlHV1ccHdupMwudSagbqedIhkOLX6T4B5kLB6v2i1Adeudn/5UNujR04D6sABFfB8v33jSutpIJxLXtFZhK/K1qsABZZXpWVWBKWvzvCbKlBeNyCCUo0XJRSlJF9cc68yMDDCPmOq2PlfuoDB0iLX5n4SB6xCZgDG1qQAwfR1fFdDCbFw2J/TqGH8VU1Hqiph70MRgbgkVD3cc4ApeqivFFWP2NutdKF9VfphPpbVR8PL5pTSO/5XypkpR1TKj7ljgJL9l3ESadju27P+mZdbf9fjA/AiB11YvdrruozYBbktQRvAAJq7wALE+rmayTgBHIlIYPt9V6O5ACkEC0/jZC6cMhuFqbcVV0JoFLK79ONF4dpwpxvwlQFUiW+C1clzi7bysHBzQpzdM9k5jqxBsCrJJYTWepZUw27npp+FLikWvnu+nGCrNF6uAQRP1wQkRpCJqmkxKrAxGA1DFKUvawNpDkSCrlZ6Zct2Lld6dVSClrkarY/VrSl9Ieh/a8d6AtQFXTiWealzt+VwALyQMwCcnHQMRjgl5pFbhpP4+pcgaBBJa6VEq0QimXveH7m8RHh6vOqOIzM/FU96n7p6gbY5hJ+YVzVkwWEgBTJCwHdVLiScnHTiYvh8kixzjPGczw3PgbG4XX8PK9t04DK4YPjkHJb6oLSYvq8RuMCmnmClKPOk+/qe6tBqlHHRjltPFK7HcgBUVT360GFRVg2kkQDKtGDAtgAQmA9O/UeVyMj+GwgFhIQSX94NoLuDEuXYGENWD//CqusVMbECrgcQAzYAnv4NRA5ABMFp+Etk6c1YCi/bZ0+O7oEl+MQHE9ZWqGEXhU1RbhVaAwP2CbSOcojEUBKyXHUTb2toxRgKEARPc7ASVwELCIjjQWUPoddIgqROJdPtjkCcTeLFSgLd+sgEV3Tq72cXXJd0Ws+irUeiWu4Y10cE7ezYmphPSk4GmNMNWar0c2Axj2nwDUN9b0uBGX4AWezC7J5oxycaN1fY7hsKIXhEqSgAXkHixRW+Nqp62XcAO0NC8fmpKZmannWpXUPy9Xsve+ZyrCfC7rXl0uBGugpNBdBS7SNJT41EY95d5qkPr/zfdwvb6ISq9ovdtYewAvB7gqjVWJqFrX8RLDVAkSTAowFVCKUyaQHcTvCE7m38dNlVOCVAXJRgSL20lT8a4+nFATWd41yQZAVfHlWlGRqhYw2Bo8eLxII951NV7/7ikwSiCKwzJLWbZrYIurG6IPkrH3b9tS4GtFOtL6UhV2Bl1hMFD6Mgxeyi/iV8OfFzACaP58DpWdolgGIuKJGkUUq1Cz+oNK2xx8/JYNsXmPjBd+bMKfbHA04AxVoyBVdh4FGljdvg3LQYFJQYPfa1MDypCUwgbjo1kAphpQTP0HmEqQAHfVGP9yGSFJ8TR2HrtEkOK+qzi7z/0Xyc3E3QLQ0r9UtV2o8srp6JLqu7i4EVXdl5t8AcT3KHEY3g0i+jPzWl28u9HVR/Aq9BHAB/cJUm83SPHg1tUQAThbbzqagK9GD6nKq2CUceszgIjHNDqQWFliTmnvJF3SCAnLP6jxGj1oRGBBmpvE4U4e9wA2CSgpFZWwQql2UtWpGrDkcWaZh+JnvtT9Awiz36xdV/3VMkkt34nLQ26yZkFHRQvgeMnG4oefyO17eaYNusad039QCZLhCLDqoEW/FuDi8VPqJodcqypIi7YTqlIVrnNxzJ38yUDbg5VpZ5K9DU9G2lPAVT6MYmovcn1XL0iMdSqCGgELugm3OgMwAPJUm2RYpCorhwGZKsHOibgD3FCCl0DjRHKNAl9kQsdwrWJRTQ7YuhoMCOPII4KQq+1MSlLfI+bgRClJ1YQ9mEGFpQEMEQzvpAoqlLaAatHH9z4mQnXemcXsgwS6M1ct+lo3FwHgHvdWg9TjHBC9JE+gqe+swHRQyZW9T03F5yPe4gBo6kBgFhP0rsrb5S8HEDL/AlqAEZ4FnEDa1CQpy4cu6chCOGuEZ7oAoAjY+EkYkAAkhfOtaWwNFzaS07qviZFXoCNH+BRIVQ6yAtxTIGWxjFoagfN+Fo4VBTACsLifKfxwAjatMcS/BdiHJiGpg45CzBoN/hwSFFwVhYgTFNPji/uj0XlWXbGGU6NiFWnhVUiDhakZ3w0uYs2qAKsCTdJqwJtdnkYZvVFd7Ybo28Pw3KHd8qp83sCwAWPZ5JwDtSRW92OFuq/nFIyDr1XFFSG1PVTCWnMO+PqYYvpuY50KvXg2Q+IgWTOisBpMlZCqphapaRwlKRHgolIkqDzNwkznyxFJQhN0q6yZ1VtLDSnXhfgaWJWoAB6X5PPx0Jnl28Ob7I+ztSrSusf5EViT+mBeoPMh9w9h2bNEPmABjwSskWAU8e/Y1+T+ljaBBgAKAAIIcNHiz/AOUCj+gxVgDWc6JC4K5Kafkh6J0hNO4r8KEMv7LHmDylXdt6r0bm2yDRoS/gIqy3f0V2CqEzjyBJp13zCKX+jWSYNoVrr2PZCMhqrtkzmoAZH9MtUsAGN8cLzNHhfN713pakI48EXesR9K8pQL73OCmu2ZUgMfJYhxbBTwUMTGXvNLvDfprMcJlWH9HijHLKF8n+O6qQaR+d3lKm54G8SY1NJVBJs6QAuzlGo9idMphCeni78b3s6+UZgHA6vvzTKTczIC/FaNKRC1b0aOdbjqb4pCpp9aMRRj+GGvQ2MM83JGquqoPqflYMRZ1qSadd+i+svz/8rZfVXFF3MhpbSq3utxcs5WF1LXzS7cgxTnw4cfBeu+epcTJ/vRci+JvX3TN+uuZuI1HcbfgRS/J6FiPkDhIpqkBMQQKODU3kU4WjqW9lr7hIvVEKPGuZcmrAB1/F3enXx/AKiaTJF4EliqpINFVbd8I8sEKgC1AhVBt3F8Nzg/+PtWHRCcEHUxdSC3PHgcdItAODjAf0KpwauQtDPwh3VFEl4t/lKeWPZnPuIZSykspTVoSmTkeAqDY59oSITtFHJKHDx+aAG7FlbagxJTtBvBqzI+dw9MT19KGy1VRQmPsmiJx7LGIbU8ksrXrHgqRpjCi6vgWGYDqshweGWyGTP/5CVCu2DBtUP5XqBjerkkRpGoQgdPOxeoTANZb0iBmjQ+ZowFHqxkt/QOjpBCd/L4pApIkSckfq3dMk6WPV1cpsh6b/psD2NJPz8S6r6XegFmvz6+7mVK9R0C0bcWeOXbFr4C0xL/AEZAAkbJc/Uj4mbvJsDUtG5IWBXJ2ihZy/I6LoEGPuGABBL6V+Iv7TvFTpXXwOhESmrAhNvgtKorVk5wzece+BZIV9XBzZPndDPizqA0JkeO46MaXxxVvZJqRQCU7knsWznI+U/YAr/HRzlyKW3kJYGJUrUi160UiGOZPDyupwhzdW2nqh/2aQFHP0r61d/GbXHl+YTm9YcKVMs3FdfjUNuqAiTNdeSL8//asUxSwNHbkehX/eLtPkravk6lw5kFUTvWahQAHA6CQ+xEC2gcwyQAxqRUpX5ILaWzlLAuKjG+U5IadiCtINSFFq45b4ASPttzm58V1BKTo5Wbf9NpO3Vf8kmCD/Vy/Gjj3mqQ+mA+4DpfNOLdDnB1Nmc9kXx9HwSkgMtKWOJbAFTTRJ6LtNMlpAWMDkBUa3QOZCR4WPOIuiPzJEF6DXcclFGitvbEnfcBEgdppwx4oerNnqtKzvLKNGLClHz4vt0syryBsIw6nWwn/jO3bgPw0hoAHcZYYWI0GaNqQBPMklZ/Vw3HFgWCntb8E+AAmGqwvI/1JJVQD2o9WmlKApWDFKWn9DsPPlEsASUsBNW/FcbxtCXKXYEs07V0cnyG0Mp3bczf7Jb8Tgow1rSSE8kBXPy07gNggMK6jRy/OnqcOC9wYxWogjCgMPWgV2ggzd6LGhCSICXD/AASpKSo4aSqAXlqeg+v6r51DYuq7lHmW1Xx5WZftlumE822aECqE++8M8ZCN3SIs/flR2FNKowjSAQ8DEi0tnjn+5cY90goKifsxKmBEd93cDoDGCzghJJ/dWeSFjYAle/oeT1g6qlU1jZaqg3kjN8pTtADyTCUsJgQO7WeHCcJVslpB2yoEtjxffhLfW6DVFLAUM9BAGV+pP3aWqyGhV9q3/n/YZBBuwZTvMRRTGJEnWouBY6lXc4NpF5Ri45RgHKMEDKxKLCBUhpp2HtxCU0UtibD1qLqL9KmRwFeXVLVg0Cq/wYaqMQY0uSppL64B6yQ32n9jh2E9LcgbwahFBR+iXaSmd+2o618HJEOmL8UnB0LXl+iBnTFGhEofextNCf8ehgbFLxmA4NzSsDVdeJn1DviRIv4KeoAVYI5Lqmwrn7OD9aP9o/0L3M7s4FoP0mfbqWH7JpKl+9xbzVIfTgv0OslKh5cJQgu3hjAHoAKh7qqBA+c7QbYIs8bkhKCJsjyTNc7qoNUvo+8dYm3rns1YnifI/BEcWTv7yK9HrjTZvBQVXwnarrBuEhQ2hlCHNV6RUrDPu0z1R/i3QlICadu6Xdy12qZTpUgiNMXHxRojFBTA7ZxZWnuJKmVKYojl8Ax5t9VlWHJJ76bJf4UV9X5L8EopCptBhfxPlSFCCIt1Q9Lo4W5ObdMFKnOsoh4PmzCsrCC7IrExb9Zuz923QpUKHySdGA8PZE9AM7BhQAnGUTVa+ypErhUhQAkxxPEwbiUrHzganyrYQYv3I8FmArQJZ4xixHF6Co+iN8zNecSfqLuW8IjPnIucQ6ARa8AVZnHStl2eHOgdczFxsHL60dA3ffyOjDnpUgsi1qmTmD/5kxKsnhMo0pJ0t6jfBfdV4DoVBJCDT+rUen6Ug+0NDMe8418It59HAoBpQbIxl8HZLxbQKT6n1TxNWBKk/LdpAGwUfEl6PQ1rFWN4S0oWPzl3domBbDj9ImlQdKaE8jDjRdGaGGacjtDZ44IbtuxF+Nuc6qJFutD5XiHAwHjuAFRUf1FvvRTNRh+RVUJBsBUK8E47FabSjDfwxb/+RxARQBEqs88fgyxDWAF+CzzZgdca5gWz6kaUIufUpVUMIJJNkCq+4DYHAxBWAU6ChzBiBcyLkCmrvpjuPCqelcZilg+wewtakCEf+T8GTmXKkiNZ8y3M2A6ajie5+q4fpzXu755q0FqKvep5IirE3y34fZoIIGY5BG3EJIGfHV9qBAHRBpZhg0LEcTqlnsuQGEHUDXvU0DMpA7+J+KdQG+Z/FqjxzdVxdcMLyKLov7jb0wY7WnB0sICUIy3ghLTrKrJdbG3v2ccCT/fDLXItK0SjpNCIacmMQtNkJY190izjqnjX2/NWjI/aqcQ8DgEfLomUAwAeMNwBCpP6hYnrLURxNq0np1HdQ6BzP0HlSDN5MvJ77EOJUgrOkUaYrCcS11rkZhHA5TXcTUTLcmybGsZNOc+wZdq2Ch3WOh5HKbB9Ka3l2rpOPgRW16OdmK+Zv8sNCPaw/tnCGLzuDAvzpMKzqXSjOtZFUbuiOGHObl5d6+z+ZD09x73VoPUy3nBvOb18Ye1ogIkdd3qqCLx73xk1T1Qq8RkPxs1X/wny/POnXfOQYdbwcfTjCBdAXHRAS/Addf8Jnfm/mrRh0LwGRbAEOCxB402MQp39xRnF8ys553f31AD1jg44wQLIBZgPfaMHnz80rdJhkVejDcpYwhlUhZ/VzUXyb781rFcLVW57roaVsT3ozBiczTJq0lh9M8RhHhvaOHoapmGXycrBVAKEw+XEiew23ScKUlRYnMQ3ar+tBD68o7EddNN56rBgj7s8gZIswCmDyRiY+a9fCz9z9bkfG2Oa1HejKYeFGcAkrOIdapmfMFTKdT3aVmeUow7pktM06WxUOd5Q1ZV+2AcLPOnrM9W7UeM0uqPtvPRuSFjWxV6NH+hlwo8fhTUfR9eL3ho6r4FOIIILIDlkZvaJQCI4FWBj+kt+RTQOuubQ/B9SHGI3z4r6st7AOouaynkoCsw2xKLXEU7YV8GKwEt32lIUU8B01gAiGns9OssU02jT66cgJx4q8ow0ljr0OrcZLmggibFLGNCCmiA4y3H0s7f1rDaWEzQ6tL/PGgLjkdyMXzmjc4zLQYnz6FUsSs+IlzCj9n9VA8GMDlIKeDXg9DvEgMBxr/LzcEgYhdwkvQDmQfQw1fQ4pBEvn+SQa+AVp5VyliWjkdh+xKoxdNEPP4oBaHKcEhKRrzOfgE1mqWb3zMKdaBveeAGYiAsAWkhyDCZBXQac1nUg7zKRcr8WOZhB6l1blTQSrCsTjbhh3V6d4/zIwBSVfceY7g0SJvsW9Uf0MGocLInRD5UbjGB9jOiqeaeXbETLCsg2TFkyedOUKruAEw3in4EseQ+ZROng985GK7v079QqQIglm8H1ApGTHgtTwesPQcoBfT2iyKlSJAshzJPU9fEOBR0P+x5lPoWuhv+tWTPDY/zBSU1fna0Ug6dut5UKgA/gCkJ+MzTGqIRFElY6S8tHr4C6IH3jEMVI2OXsbQ61u/wnpm9wviPspQ01qQOKr4Sp3V9Adf4dopbSS4jfmqCGi0NQ38rSQscWEKNigKAxeIymkIJFka/xsitYiypwi0AVcqcQIBvGQnRPqwjcGz/NX511S6A7iOh7nucw6z7ChhVAl+fu4S1AFZ8U9ef+vMpWFlGx3lxD0id6SWWb/Xg8fdrvk+9fwNuJ3EQKA6DduHILKyq4KrEU4En44apbfs28+0SVZegMo11vWqzVrXlCjMdPekrLchM5sHUf2WMBXHuEntjijy9o0Rl73bnRZL5Yho06MhTVaqEJbjOcur/nJHOdY5gzObUYN6mnz+os0hYvtk3JK1QA0qo9uwdK+SVpTqQKOpqRUpJCifSlMBoiq2ZZnxLcNghOvJ9aejb/uLCXJ7pFMq8SlpMw8Croq5G3dtGYZekQhUosHWsthHY0y9hcTyT+DiN74ksiuso85DGFyX+nGVu+Dcx7plMlaTq/IiqZcPK8sywc4pzpIXXj4Ik9Tgv0Gux8q8EYFGJBbmpIKadECC+l/Tr8bvmtqq3O90tdvFGen3/1FmcZ5blCZfrT+uLWojKHtS1qDJh1jSXtOuvzc0F3Graba0J5X1OIN5OCr6rYFXXsDYNKRvgPbrlO0mmyGjzol7eNGK1AtwZ5+Rm9COorSBFVd61qQcNqK4j1X2XMcCNxsMvBDRLwPTTik8DjKRYBcIt/jTAC/5tO1KJxNkqgrQc1AQWrl8NtDMFi860WBTioO4TIE3K2QelW2KIFsB5qisryFFyjOFbgaqmKcSoDlhRPlo0CsLoBH48k9VfYm9WSEmMG+DkBREpG4VNZWvpaWxO5h1XgI/lsFwsYZwPMQf7XA3gY5XLfG/gVd1u0mza/Hr9CByLVHXvwBGcqrSzk4jq0TR87umjg9NGPK3fM846lk9dNSU6j3TXpGq5vSGACnL5VEWewNqje14BKy3Yh2sG1JdPpLeMnPZdBdk7kjzm4BM7DHOkq/5azuKKQc0hFjRaytl/8INtqcZhvFJK+zWUqGE8c1CAou4zYqckcFBAygUMBFzn8MNC0KUkAxWrV5hsU9Xnp4NjSp51J1YOK4NEm6q/l9LIFVOAbJdYGyrvdQ1fPqb1WvvwGUOQ/di+XcBpl3YFLPZvFirTlelSUrUK9IQ04hryhjqwrXH5EUxQU9fGfjXpqtlZG8d/+aMELUkVtPTqWXnVx2u269pX97p7WEDgLQepx+vA5dpvNTkaTgAVmNbnusa0glEDoBUMtw8lnugd8+DOrt0mlLN5+/os8+eMpuCubiX4jXN9EZeuq+4ybr7bJ1bVivm9YElLSlp3lrOSGl0YERXWpNUgZnoeipyEfGdMYXH6DdH1KK9+7UxKWIx/HXlayzWkKlcDht/3gE0/DFSR+66YN9V206UsIAwuLJzMnhHVpg4kutbT210CE6oWATfvrpTfPRWhK1CUfVcEvnWtaemwvb+49ZsAPr5c/fyLoSBpgi/a1pN4WoS6JSCAMKIIy0D+jZJe7K+ipEVQItOgHNzg8U0xJ274BeqCc86PGP8kbyjvW/j9dOL6+BGQpK5XsQ0Cxe2s8Xr4hrjfMJQ4A4itOq19F9Tt1BUofJ7bLEK+alJvi/O5eAz3SdXBhWSb/pP0wn+0CjzG3VG387JmOXD8TjvYZJxyUaYU8CppBCChglRXFQYwQVCt/q6qAUyDfgiG3081VTBkBMiJeLiI7w+yfYnGbZt/eqfMq/iGLDgoUHrSAKwAiwgvfiAJuVUiuPqofwUjLd8XsBItQBf52XdSytB4Lyn+nVvpwTK1A7BqGc9AC8gTKQDEXV+HsixxxJiWMMqopoUEr5KPcsIUNWEYUgQASaxPnfsLSJVKV7Vfa4+7VOTmrvO+mG81SCm5shZWKh79n5Ndy7sgRz7Y+zv6DyRn87CGl0l45mKy3NulT2T9zQKoIKp1cEpIE1KeUw2TLGadl09lcx7P0y/PnbofG6cy4Oep3n6+zx0nrUaRjuhVDeRqlFabQp/tXV4V0pMzQk/AUmfltbTXhAIyUvgI64Rhh6yaN8zLWQgV2zQc6xJD4AjbNgqL69m0ogQRRODWbVZpO32hAJp7pKoYS6s5yW3teHhfga21tJd7PzzucwVbg470wq0Gn+bXgmeFTBzOEQzgs9gCLNZ9ibZ2modLS3UQFT/PJaxtlqf7uV9delv8cXszwUnZeKUiAO5hzqP5NssnO/d2g9R1YC7qPnsBZCegD8IbYHSIW94dw54qXGU7du+Bg0rwXip4CpAnCZxZEb4BFxMsBmchp+o320JNfUPO1memwrn1O5GKDEnl6NQ5cYmpR/CT+Gir8vPy0O3VhSX8JG5KYRsnGeeYvWwnaQOCmkt5keBUJC/kpKehBaUjrtteNW+WvuoIY4urzIj7GJLUzDgquLqocJ12oaN62Bwj1jPUw5WXOyoOG4Kr0QUUeZ+TwvcVKTES9ZoRAl9XE7LBNI0yUMOXhi2cyWomLmvcW27zvklpNTEpvwE6COmDG38N+LWBE1V9FiYlTN1f1pxGSXT0PHdSVZVeA5Q8D/UKSfF71Fbhneq9SVW1/hs3PwqGE1MlTWCbu6Gyu0Niaq5wOnvu9ym3H/FS/jevPj05tsk/tzxv2iUruk7QlYmV5bvk1p6uuE+TRvAj/TI/12+eap3GbS9OdpMu3tnXvP7gzBl92ICUSw73uGqgj6X+cdpFgG5ZhwLKtSKSKj4pfhXIGAFSQK5piZp/VBWfGFCZZDRMnHKjBzv8VjHFbncUSCw3rQfKalYARCFVRZy9PVnzsjaVIhbpIcKE3a3kzF8Ovi0nr/c27f1ehYSd5PVEB8U3sgTTBYgV8KnCpTroJJhpxI0wIA+shdfNEw8DDTYnQYfrXZSqUNIjiGHJo4RLCa/kL+rQXCnDhrlb3fwoqPtiRzxwY1DJBmjoXyjq4nq6chpvzW6X/9ppB+K49vg9/XfvRKp6/3so911ZF8AITrcDh8SiALIZACd2bQq71VACXbV0A8pkbhIT1VYxM1tzkxNcq6wlftNYlAKEGoQWVxuwkvhyDWs1O2nu1vnbb2ssLnoDnclim2sQKgVtjdkOJsjUcIU6hVMAF6hJZIJyageQKkG2owIYuQwUi/FGMAelgKm+VlW4bbdKC6A5qP7UJK3g2sXLpykxwAHfB9s65lp7MayOTfY3h22ZFmuPPNtVTmyhz42467G8y2cJtD5GA2g5PFknmqvDTw3h2PdzBIFyWaXfmwW4hWCgEAcRAZIFXButFFJyA/DBUTPiE+YmH/ZRAKk5BbieVHQl+stgbCPnVkOu725JLmfSkCx5hfcY+dmT5B6gSirXZ8lTs7KM1ySA9SeJjMRqtHPExKdAgQIqFbcFobIiQVyLLsijzjgJYl0nWEcpYaVtohz1IctFKWwcP2hcRNbvvIkPaj05CWebIvdp3cP9BMiXxCvwU5K6qoOEAiq5yfeqamo7FdsbBTeWUA0VIe8guurAYzGouLj0dFU7cVvBk7VpfJGqv6uQSCIkMCvfTBVg4SBav3G4MA1NoOJ45BiOdZLyJ4pcq1EyHp78WLp2AYzaC7IGMPypbmJ9yrPU+jHxJ/xVxZe3CmtaCAK5fiUZt6oD07KPafBm6WOeQQ4DkAh6BbyiYTxsRWPUd/b+Frn8SEhSNHs9jwBsKYue+MPJSfhZ/PLdUx81lumYT5xKfQ/43Om2pbqDbbQoCToZeCwg6QQnZZO0ohSxSwaxKOuL+xW0GjFegKZKVMFpOtWpnGhlFEGQ7aJrb5uSTkLwapDxhJPjY7UcPIu+syg8OvX/qcrubatC4wnvNdcVTdjuqDCc0OHSysBEqtfE/4EnPWC64QTDh0ljGAY2EPCIdTvZ21R/ttameWhsHSskcH7mXAAMgLJgmX1OqYprVeLjMYis7wsq3A3BKAHtwLO03gj82DA37fcZrklnm+8bCUBWO+j+MnbzrwCGALiu73s8GwLe1q4mFMAPtS3MGkGvgVFpOCkFLGExM+q4j8oFITh1N2l3cW81SNnAPqnovSDz3O9vlsd/1yTP1G1boPDJejdlvLNcbzK9bZI5s3i1g7o4xQkQ1dYElbyOADlZOL7Lb3YTAa2yxB5eVRNs7pgnuvRDTrBMv8YRTK6RZMGX5CX+j+srMvhpF/P+GUCIUscatvBBNOoKC2dRDD8GQss31j5aaApvcB2LfwYIMm0Vv6rEw9mkI/q2EMPWLuLjwZW13vaNSRBNQlluyO2EEm5VKsv4Kk0kqRBeh0Cdh4fw587/Xfxl2i+vIryWO+h+GfON7pOJIACx7ATm4idgmWpQo+001IFIqQveZkWSijkXqj8kQG4LVyu0ANRugN+5nv52g9RVztV9wNMDbfv+NvrfdDET6jM2D09l8DqIcky7CRGrIv6VsynrC0n2gmTxriW4lGRrO9IOuSwnv8QVOwBVe/btXGicVL/AJAYSeRkQB8WqZSQYimiLL6VduB2gx+Fzrjlr8ZMqpKk1ItJWX19clZ4ET8eP7zRhpro4fgm0GFcwB67jmcGcqUsfYaq66UYPKnC/qQqnauyNGqqQOcB9OglN1v5KAyaXquQCP4lCAJlh6Xf1JoMaYHJ9xZdK8vr2anJX+g8Kl+ZYhmQQquovhg8QBhXQkgYWkCiMxwE8bk2V9d3uudDyOl0qje+Deu8PocTN/sNiD2hHKzVQ9z9rh4LioQ5EAlDL09WCh3I441nLvFaigN7BreG3aHdxbzdI8T6bu9xrgM+9Tj2fHVg1f2WXNum8CifH7w4jIQHkzIrtuS6T6QWtCjJBLuQ3A4jyRXCL6t9KT6uyxFriNyuvgjIkXzXh4Bgbu1wohSCMNiziLk6ayRf8BFWXUmoVBPUZHfisLpGT+NWcVaoE5UFqXDNPKBpQ37xrlJ1fV6lWVV2NOEI60ljv0gBwI6Jcz8p1RwANfNMvKQGhqHsrJV+IYKj+Sp/RoIJ1i20QFXTKmG/SFt8xXy1x1q67pzvPaLOWn5KOHKO0sh2ecyrk+Gunp3NGaosfVoTVtJ1gLYAUwOJ3VAvGiI7pUMzlawM2urKhsys9pLuTdr/dIHVL3XeI+4bi0N3iFg7UAX3EVYLY0tt1+jPcOrp7gbbRpareVnXYMotDzeCbBrNK3dIv8KNkRNVfrEkhDR1in4ZKjNvAW03iP0mQPGUSppDYCg7l970lWKYwcPIZz3Rk+b4SurYerch8wXKQkFQGJetrSVYgZhGr4cnRPb1e5floprg+azFu0SirOnENeIdAQ6rlCQWimiAlGsYVVPExHB42dUS1h6+LWRHLiDkAFvvOLfwaupXnlbqXPgrAYjR2eKezSTMlh1hdc23pvApAbeJLKcfhXf1sASOOuwoiUda5JMCMYpDnnPQlygSkSJftXdKV0k5c32o7kMu7tRJlbbhXTJZGwt20++0GqXslqZNBdjjt4V6QigGn2/DwA31WPFXGpvN5DmKelKE+t6QTgJwMgbWhoQRqsUnYQgcuAVSIsZvEUWjJJwk8Oa9ysb4eX1bmT7g46UXy2h1FAUWXBAga2fT5XiUlLCl5m3zg5YTGu0EIlHqPXY3jFzDCOHnWlc+myioqwUIBG0C1iZtU6GzPGEt90xVLx9IxpQbers4UWB9K9ArbhfHMVB1RRoLSBezv6ad5W6teacUHBW+5xeQpF7DbZpUSto8znlpBwgwDKow0n65Waoo0luh+IK52R7H6q9gmGmVpKj4pUZf5W4xWe/NnI+2n9+650ulStoMx6UpD5An/+s2B9ti4CkwYPY0mya4AF4C1gEzpj17WQlVXDCqVV078O9xbDVKibsX0qu4VcSAHXM/7XATGwsIt6VWOow6we9xK1A4gieNgifT1OMCXMmi1qKvjMeKus/dYBAZSz10Ucxm3cbCMJRGpGQqVDS8adVkTzKgBkvE+JYBoi0K0rDwk4LqJUxqkSkrVUrHGCwhYC8kxU+Kc9VdL48x1STXr3HaTeSms7FWAS3qXwMsuIOibiq+Gs95UtyWAQ7McaWnG9kmq3YQ+a/zep7IJq93y1Dyu41o3DbybA/c4PaQU4Wfxd3meSVl1Cu+Kdlbs+K5N79R2NO325hsDzOynCqwrWao0UHeJbxso1zPvcW81SD1vTerr76T8fy5lbWZVA4aW2NPuGYYQp2OmRGiCXyHctW5lxttTXcepKqdlAKdBhbkmYXkS/DXpiebTRmSX014gkLA5Aw6nwcRDGIoFV8xy2l+NryVtyggHNWAAgLihxhIn8N+IOteH1jXqY884Udfenwnu5069HxL+X8F5x4fq85AOjUlgwBRAJs5I5CZPmjXEvUQacGXtWxiA4NTXIbRmLwRWB0GCTm1YoPITbSg2jeq9YLTOy6dciSfLc32hm/A677T4Gb7OzeCRhExAxoMg1qGEeXo7yUypqkmxNQ0GS26kBhlWZJ5R8Da3aj21xWn+j4QkNcWvu063s3x68xljDyaNO5LCHZ3xSMW7G7X3lAMoHOZZGusM7e4IXlYRBXLNSstg50fbkVeAaaEfsv5V8PDZMYRqRfF1ECeWvmBvBM64+WbdJ5Qjkm8E3DpNFJRyYm9VzCVP059mWAeqWbU5waUa0PBteHMzzRonDQIAGnLPI8hJ2T9VF+dw3JklUffzMcKjj15n9AcwSQEgRdRPhAxDWZMKS0gHJWgCsxNG3m7Fe7DYvgFl3nccGGlQUQGLYxw+BnN7AI9TepIJQxLtJgSfN8h94KT9t03D3fdlLh3i1KlaARbZBFh/F/Xd1t/iSGIJJyLj1HwP6S10q4DXyiREtN26lftX2n3m3mqQAnAYBK1RXi+pGxG1D7Ab/ujvW/GADKjqwjO3S+dJxxl/9k1hocrjYaIcwHnzHchza2YpCGKc61cos68T92w3p+61AEnZUCU4jYwQ1K2uSa3WgsEXVDPDwo7aZCMxXdnXI3t+zEfdmEOQfcX+TTCIPGjEsWNqQv24d5op3+1usDQoBQ561NSAMV4RzdbWVNrAR4lPbpxpF1CuxHUlkmuYLmG3XO+mVrc35l6FO9jxrpUZLO9Xu5iIvmmXNWit/9qMOYC1p1HLsylyptcLVW2vNpnd32/u3m6QWtV9z6x8c/KcYVv16ufpNQDqK/uHuRuubaBoL7p3C3h1hOzS2LhGa+17goNUowMHhCBTWjjdhsYs/lEiIPe7Dnoyc7ekqpA8aCxRppewTNBQlVFq0iD+njfrQfBAkRrQVXy0ujM11gipqqrChvfrCJhIgwq2Jy0AMh9+1/Or6kO2odWFfXB7cNf2Vs0wtlZc2aEeVwtgA4ir66kveq6LOiXQUdIMvqJVYTNIhYV/wyCyFvWeSFp+9Ri+plF5EKx+f76Vb6t28lOB9U3yW3i00uhNbcduluzupuJr3/I0YH6DTboM0zU9iTgsdeOpij/ifCTUfZo0GcA54X/CNYbvNLPuD25QsNe7lm8q53iXOnILthW89DZQMdPNXG8DvgZy0JfMeXJEfNd4p25MTXJfTZdr4tXMd51XVTgJAi8EHa8OrYaoepQEibbuQUs6n/FDbANrghdcfaZ+u4EWc3K7DHB4+eP2JfV8HLDCAhAalwNOCC7+RVUD2rFErGuxbCyqxCDoqM8owJytxji3nJZU2lUeBaBoUBIg5utZ+Xszi61LYFLHK1kIuvc8ieiSTxv2uzlMbuZ1jKWA/P6eOj4Vp9ZPexj9gk34+iwljdo2QWvQ2kRrGxZ/BZUGNhuVIBmHHi6bdLTH2eTT0msVKmWhl/P1owBSBw4HOCHwt53gjnF/CgpIi64b6z53pVvDdoV8ohyneZ/mUWfAkncFvRUYnU4kFqVkZTEFiOeUqWL9IvqIpq+V8GjpQ4mxnvs0uL9Kc+D3DVfphzMFdfZoxovbTYs6sVv9JZUIKzwNCAdVc3nMU6UiWtpqQefgCgo6J5cQndDp8f0DK6bFCUBFH2VWEab13SFPafFuujIPX2FKfmPdnYWTSm/O/Os39+a5mcsx7TZznFMg50d5V76p9kxB5076pT7XLPmmTssWUXffHF2+L+h6h3urQWo1nMgOWJrpjrZozP82wm3u0uixoG1628Yr5cVJ3F052iAu4HIKWh6n1StHa9LDEo+PpbJaRiaturo583FY55D29w4sEeK0uTJq/X2q96okBTdqMM5R/DvPiRIRF+d9HPDabD7zO5HcEcSjlAhGNFKgyrBaEeZeKo38rfbqC/jwsqdkVI0ouoGBhBSX5L9Kr8dBJEvrH10HmpCMQCbBVX/F0GK9ILGH+yWKMGmL18+H9KW1rz1/tb8YU+VdDAm9PZ+21VN0LuJe5NM+1uq3B03MAjwEijXeTfCp79f04T3wRNnrhZhVSqrrUtWa76DeK37G3anwqr9dCYKSB8sjpewlvyib/za+Kr5PP/M4tfNa3H1XIz7T/a2/9bfwL//L/zK++7u/G9/2bd+Gf/gf/ofxP/1P/1O8V1X8kT/yR/Dbfttvw7d927fh05/+NP7X//V/fX5G2v9kwlWA0v+mHMPKH/g3j2m29Otg3Qzo6KVbcYrf1khYhpN6rfUNfx0Bt+Ks+QsOHMwSzwgI2yW/reEkMryFlWHQJF5zIgiWTonvSezm9L81TAXXOdw//Nn8Vx0WNgVXj/c47ZfP9Ft8+/aqdhtt+PnNtPBH5Xf1z9OY/Hb03xKPafCvvn+c/qfrd/Vbac9XHXjELv5Tf3L+jHwm8EzNNtYWtvkrQEUACwmNfduGW323A6U+DjX+u8Nt4lHSWYFon9vyvviDMTrLZ0ljBaT47kA7XO18RmNm/jGuqEKm/YH0rfxi+vM8Pq/v1njbuNr9x3TE1q5cQJCr3Mwr61PCi/8e98ZB6v/6v/4v/N7f+3vx4sUL/Hf/3X+Hv/7X/zr+k//kP8Hf8/f8PRHnP/6P/2P88T/+x/FTP/VT+B/+h/8B3/7t347PfOYz+I3f+I3nZbZ28i7sVvg6qFEASxdivhnEa7ingAZUa5wb327dTaB6jXTviGevj21gxKSDZKMLBEMnUvl5ea4ETTNcS9sFp66UCpBguXDyAYabb7dxYYfXHt6hg2kjtsiwJNLLe+YN9DQh7ftYF6rPpWza6lD+sMQ/+9NN/msZ1/Si33b5MD3vo/Lb4pexgBg/dQytqsLdHFuZKKyJomokjvu5Svx1/nN8vep8OaR3w78t0DPzanRnnWhH4JXVf0K3mtW4lriLv323vi85bZn3Gu+MFt/h3ri674/+0T+KT33qU/iZn/mZCPsdv+N3hF9V8ZM/+ZP49/69fw//3D/3zwEA/syf+TP45Cc/if/yv/wv8S/+i//i3XkF8kfi2I7vXfghrZPAELsX67x1GSXEX6ZF1R/6u+ZvWW24So6I+u1anzPVX6/E8VsVX5MpwLrknj4aLQA31YBa9l8cCu3fSgJJWGZXlQCQqr2itpDSD6Jlk6ik1ZupEE3fMGB5pQoQofYLVVvUP1VvU2g44dys8H2qE4db+k03spAol5NksU3IphI0K0XA1KQTNU9rpzDggIdHO9TVoewTQsTeSY557EEoQMqjTR0RtkpUgB13NOfIuAHUCPVfSFdV0lJnBLSCog2eADx/XxnClMjX8VP+4tkGkejyvoQlUS1xsXlfv9mks42L/bto6R3BBjrdutNpTZO0qcwReHMcDCoYv8StasAgEZWfkH2akQ56XJ6QH5XTJX/G10zzmwZS//V//V/jM5/5DP75f/6fxy/90i/h7//7/3786//6v45/9V/9VwEA//v//r/jK1/5Cj796U/HN5/4xCfwgz/4g/jlX/7lLUh98MEH+OCDD+L5a1/7GgCE2Lhqr6q7hU1tDqwNxk6M1wsRfwKoLI1NT7T32HYgOAhgKxqnhW9A5YErUK3lakUiuVsJ4BGwaoyVSFYg0zoKW9twdmTyFazqJJA1XMt7ApSWjb00JY9J63uKAuj8vUhY7kkFhrDc460HGZ9rWXlGoG1Kreta4pUJQHMGgODGVbxZrP7qOpRdmlqBli1K4OogdZfT/Dlfn7J31yJtVsmurlW1ONhImwWYqlTbpcOMH2PB+5Tg1SezNCAKQCrfdnBKVq/97gDkBqjtwfCYRm1naX7t37IsJ4DV3Dp/a7oLkSeTFYDFOJxmJ0BzE3Q2394CrG16rSwacRp9c9p9j3vj6r7/7X/73/Cn/tSfwj/4D/6D+Pmf/3n8a//av4Z/49/4N/Cn//SfBgB85StfAQB88pOfbN998pOfjHer++IXv4hPfOIT8fepT33KXqwDjmE3BloblE/FL+4M7J5S/dUJdXBn397jf+rd18MVwndYE9NC/PQYTgJkcZhIpqElrSTR6ASP+W848aZiK1x4J5bJ+WtN54RIG0FGIbCV6GbZIo52NWDuSyoGCS5dmKSSea97mKoKcy5pHVSAh78iDZX8J2r5U1rqaki0vI9qRj6XsNqeOUxAilf7/LB2VeZbfLvOxRhv+/F4CLvxJ8t36/NhDusS7xbNWf01nU1RD3G8fKdS1lruEp5Mz4381rqUfHtax/zOvt3lUfGNdGJVL5610869cUlqzonf/bt/N/7D//A/BAD84//4P46/9tf+Gn7qp34KP/zDP/xKaX7hC1/A5z//+Xj+2te+ZkBllCAlD8W2d3QXTg59jSwlfv1OUSyc+8dPSVQHiz7mjxLvRNqRUI/pMc6NOveyF/FkqVOwUAc1HqMtiatVOIhJ2XAVWZzUpfpbkYRtSwmGSackKa77q+uHpg7Lzq97qagepKQVp5VHXJ/YtODTtLib3tZS0lRJlR/3XZnkpUUKshpUNeAs6sChGScPaWWdKNUBaFaCWMaS1ibfuqrWq91WpZjZ/BVkuS25ALZLUvxuVfEBxQAGwJwFCBc14GpIUw1uknhJgFoU3n9FJQycpH2TwLH/la0q7//f3r/H7HZU9+H4Z573hGMDtV0T4eNTMJymSFxCgeLgGpCaCEsQEJeUFoHcxk0QbhJQcGjDpalpaSCmqRSlRAhEvmpIVQhNVKANaqmoTUJRHXM1LZeA+cXiEnKMWss+GAKY86zfH3tmzVpr1po9+3mfc3nOeZfOe57ZM2vW3Ndn1tqz9+ZrgG/w17Ja/lkXn7kpF21iGyDywDFY18pVB7He8vwsjzy41hDV9cayUi2v5wYsejHKq+si4kudSn9JXTRAWwepyy+/HI997GNV3GMe8xj8p//0nwAAR44cAQDcdddduPzyy5nnrrvuwhOf+ERX5uHDh3H48OE2IU+aubbKsaYSYZW9ZGgy1DyTwmp5u0BlQQeAuk80UH9SAqM6G54GqHKkCyCp5uEsfue274wwIQleVACImvhan1w34xJs7l1ZEWUB5cgCHOwSBOr9KwYjySt+ixsQGfgI6s0WJGStuBfqg8Upt6OAX31qqoLS9ABxBlvUt0swcKJAS/zQbgW1mArINPECmE5Ka7PkURYf2AorYAMgn7LUVqEELwAVjCBAyboBGYwmzTitiaRBi+Pg/+XGFhBquqsDUI1rDyLOhFV5EDwqTG68zZfgx7sUAJVcJoCWSUnPm64bUMi2slwVEfBO5cABptoGpR8Vos3T1t19T3va0/DFL35RxX3pS1/CIx7xCADTIYojR47g5ptv5vQTJ07gtttuw9VXX72wtDwAZdIB7SSGiIeYQB5/xNMjwRO6/tyJmro8Yb09nk6dhvO4coJJRIbH/hWezFeVTmri672RKos4DwAURQah+KBdb4q3yq1uKYj8Mq/4la6/xnWoXXxrySutBSVTuPOEwl9DlpGq2w/C/UY6bP/Y9Rf9eXlKPlkvZFeiBBXThtoPcHgyX/4Fynimpl8hx0JAsB4fPW/svSg998TOHO369ywVb32mRq4DUKXGZPJZHWLDhtzVRBUv3L+lOsiRHdaBHL4B3dP0Izn6CW3fMi4u1ENbt6R+6Zd+CU996lPxa7/2a3jRi16Ej33sY3jHO96Bd7zjHVNFU8INN9yAN77xjXjUox6FY8eO4cYbb8TRo0fxghe8YFlha+RvO0yX5Wa4JRsjjQ5SkdADU3bzYkdQyiF9YepQF56SK8Ls3po7AWissKnO1NTJK8MP+1aQ6iTF4uzIuU5TPRoOSqbs1j0ox6qcUuJqSmPLbLomQ6kKn3aFSbjPUo2HsJCKtVIOLiRiKywZvpQHqH5LS7+KiV12SZwEBOUPHVZXIgB14GKd83C8PCxhXIZqHqLUqfZpbw+qdAhxbt4IMLgUMMqZrItPWUao7kCPp1hYwPQMmgRHBiuOxxQG+JkbbVmVeNFeYVGldQYofq4xVRAS8Unwyr+eVeW59rgcWKASCkTwdxW6jR9Q2MwrLR+qa0PqCHbloawZdqJXeaJYPnhW5CUhu+jIIjOHpcUkvUf2lK7iE23ldXemXov0Yz/2Y3jf+96H173udfhX/+pf4dixY/jN3/xNXHvttczz6le/Gt/+9rdx/fXX45577sHTn/50fPCDH8QFF1ywqCxpQdWxbpXwpNgEk1L8mdNT6h4I5Py13NQA1WhY3odZRp081q1nwFeLcFTdiP9UCfHY7Wi0nUhNahuv8kggY4Csg1eOwEpgy0lIcuGhdktZQFN3VYBKoljlTiy1K/loArICfvKzIgXQ5BeAJ1ddbgdRBTtOB4Ot7uUsdylR0beJ+8IPa5efPgRSw0A96VfyrUW4OYBCaK1RBqPcsswDStN7eBWgtADTAM5abHoasEnm2vxC5JEyTNjjZ/dexC/GACacgvglxKBh44U4Hdav7bJ8CPJJ9ab0Hm/w2ibk/WEFK+gpvVjbEdEGXXRm6cSJE7j44ovxI6/9NexdcIHeYQC6R8y2lFS8Drt5UyQz52FtF6R1ytN1oi5PW0+K+WS6jZcUxg9MiSGZVEGgVz+RlmxaJ77EJWbIIJLAFkstn1S8Cgs5SchTrzcqFhFkPlLxbFUlUmWuFL/5ha6H9/n4wr8JhcAECFdrYoXnAxMU+LT3nuRhCWC9nqwtkOAhZOtJhClNVlS2dqZrTAuneEmQgSjvutNJATzlDQg5XMAklbwlDOg3HMh4QpWdw2UqhRaWACiednJqSkBDDUfANTe0akbM6a0k9I4Jl4lNSeTt8JLKB5Wv4YfPo+pn+E5+77v4/735n+Hee+/FRRddFDV/t9/dB6CBZfUsQY0VoRrb7ELK7sRsD8pOXG0bivIUCz8uNdg9iN0IcSE1XoWjmRzUK3Tr2bxuZWeWjawfxzWdjoIQ7caAgOTbBsSI44C2A+5JyC8nAKVrrgAF4Lv+pnwmzPJIu+cSFA+DWK7qWoFUOZgh4h2QQm6DDNvOrfpl+X5SHpYgHiIdrjpXW0bSrWfvtQECsCgGrPrarMoDBVJgkJoyl3Cq4FBerQMDSBm8ElBP5mUZkUvPdfFFgFWWYylPgFPDI4GpA0iF3PSAeEkIfrV0pX4izaqWNU2xKaE5AbjYxUc6r9pMUuWRm1TrBjwv3oLe7FiMck/QHcOQnu3XCRzgjKa5hpBlJgsPHstS6BXwGMFcPU/79+s1xDMLOtQtdox6ZTSI5sZqXnuGsDZM5i73s2peuX0rK0mnKX++KZcoVTASf9MDt9PFKtdnetms7vKaR7oHpwnAb6HgtNxG4R5MIqx7LLsKF1BdHhqISh/IcIFJCTb2sAg4PPG7IEUF1DTAqZN8mUeCkQ4XgKpp3HYBDKyQA/Cxfz0XnwI6tPyporrPIzpc7TO8uGigPLL6pkQXcLDXQoW4qqYAUm50mRv18Rpo3Zlq3ZVqE/WSG0XOb4CK+1jWe1Dn7DRIAXqScFAOVJnbSnlXBjWQzgDJ+CZs64L5fg95eLB5FjXpCtACYGZeW2iP5H2sEXKBMCiTmosZqry6mNpQEnwKsFDfJFF4EiqgyNx+x9nGVOkVjKZvR5Uca54ztYxU+BkMp9j8SB//yZZZkIt6ZSl5QDRd63CppQUpcNyUX54MtEfJ9f2nXJ4AKXlAYrJY6sm/5iSf9wcJKi1fuQ/Vs5q4Lx2gE52mraQSiABKgoXIx7KtfElzSyLSNxYc4OgtT47VZajxCVCbaAuEkjwAJJOg5BlQA/xqerTbIFXesmsa7YKVTWO4dzpYApWI7x6ygOWRI2/kQO9EVH6guv6iyQbU3TZp1b0xKTCZoTk0Vp0n45PmcfOKzkpmLK2YZKotNyFZzuS2SFAPBYMyLk9l8EcaC9hknum+FbKcAorlRKG9V0UMSNMDwRAyqkuQ76GhlAuWU5tAwUJeOsYFbGoY+ZprkcOUO2st0hi8CO59qAJIIBO/FiAl3n6vTvGVe08E7eKTD+ry/aRUXUPSlSdcfFM4cRgivgCKe0+KXXloLKkpnroWVhMHH7ysHlpEpH4afdOzqJjVA6gEthDLmAf4JdVlLUvyFt1HUI6bJOrSOAIGp/NOg1RZ+GR6TpmaOQ6AsysJtK0Eqii+syOpZebFJ+/XpJbV1iurSL9uDrH67AHbRqsjINuvbnoHYbsk81n+pGOp3m8q/GR4p7GaVlAqHOIkIK+eZAdRr+opVG0y9RaRvEBXzFVrVB5ElCkWUzPm8dwChKsw7Jsx8kFK9KMBJfUl3xIuQEaFp/I3z6tBAFGWUZ9zA1qLSf9atx73VlHyJd6ACa818ZdcPiED4lp2GEp+Uvw2zHxBWP3acjYg65LjMmeACiVYdI/UjwXMUj795wCZDFuV58ljnnYZ6cznA0gBqIMkrhVQiTjAA4c+UA2HDc1CzJyi93g8YJRlWvsfRSnPVWZDGgU/tZ2TmUczRvzCQgr4+RAFIR8XzwAlbxLaxWukpCrITSuxZaNu5VQASgJYq9Ligx0irbw1Yz97iwaE0AJUCEgiLwMN9OGHBqwYjBL43tO6htXbJNxf/ddYRhDXQGslFVASvxKwuM9nwGsKUzPlXFdedC3jbPymJHWdB1SyrlGRAkjIxtuMBcAAvem3JPZ4qg4WPEtRCyf1boOUnFTB7gHodDDHJ6HuoAZf8ZlJAYgy0eMRo+21YW7QvAlk6wonDUUxzsjflHJ9wje1C542voPuHJYzPAU80w9P/KIp2D1n0spmsT7Jy0BWAD3lVSfdfoD8PEitDvOUdN4MTXUoD/BmEdVCEtqrHGFH5q1N2/zoee4FFIsGEECUEwu8eyf9gGxVMVAlltGc3EOOE/eZ5Ck+KPDKFeu5+HKYwUm4+/goOQOTdv+VXxtX8iogA7QrL39ssHRe4+KT+WSYO1uUJeOaQdFkt1ohlSkb6B4FChk4SIi1Hia1NAtwURuezdtWUV3bZvNcH9RLuw1SkpxBiqi3KejydgApBDauy5JSF9AIyJ0q4g1CpwIFxCxLNE6q/5IIO6tDIRCJtCpUOwBrZgYqqtd6s6J3JilN38tqV93EUzyGXDIXldNRlFESkqv8UouEpGTs9ynGFpiSiC8t0OBUjAgFQCTS2Boz8UWOY1FB/SXzKzZTJmzBwspxD0k4NOLiS7UTQhdfgh9Wcpy4mKhO3dF1PKqHHJ3kueZqFbUyaQCHdB1ZfKSDlsYHtNMgpSav2GXYeeG5cexOgeOKPNQ0tSMxICTxx+hHn7wBsgqb25G1lLcd2SGK3pbQtcAcKTkTlG+B+yavuEZLCcAqx7vz4FMCb0v5GRDSO1VloYvFPYFc/dAjTP4ybBLXylH0otzqd7DAE0m+KsnD9qXUPBOVy+alQ7J/pjqUNWDdeUALVgWA5CEKBUzlgATAD+dyHIOLACjp4lun2leelVTkZ5mNRSXCEsBc6wrUPyBRxsKGIa5lnA0jcN0KnrKJ2RrJudzhkXrNc9GRuGh0pMxj5qwCQ9JyeKMxQDsNUoDZGZQ4uwNNWgn5fFlhAGpzLlPRRuu6mMFikIMY2HAXIy7EYFPTGIdON3hFINvjdbDDdUUyQHTA2XP9Fa0hrS/mqStQjkMSY0SFr+xycliCDde7FJFSBqp6XQaubF74Q4y5lPppkawYhVsS0M9IeW+fWE4SpGpDSj9QKV0qEWsxqXDl5RN7RVYDUkkBUkmrQJIYyBImXnWKb87FZ+I9kFJvkHBP99WGu9aTBScDQgqsRMe6oDVHBSwlJSVtlvL+S68dLyyu9f37/LCv2LxYPcXroQNUDV/SfWeBrkc7D1KA6WSgHYxOfAMUQdxQejAJxiVHZW1xd7UNik4RurwYHgsZn4py9RS1XXiWZDdHuw4klE+RJMVH/FB2feAxXxsNUJ/kIlFmyVeUuTynWXYmFTR5tZZKyOuld5gdqspAqD+qc0pu0pQLkAS4CUtqAiMRLvJmTu1NggxYlabKE30cJxog/wBtSc1MRQkwHhjxdVBusmFRTwVQnjxL0VztUbRO5shbIxFYwWgmElPTS4ejcyGm9tx6z/JHm7XbIFUmm90NoO30vkKsiqgkNLsFE25cgD1wGhw4d1ItwIPTR7VGJP4/JaVQO5tjN6FQdq6mSDoty57GnhgcC0+5BzXhB1XlnFAnXKqiuX4Jytri12PybnIK1CqKQxlTJtb+qbKMkwQbOVYdQLI80mLiwxckLNHoxB6gX3NE0G4+AM2bJCTorIODEOKZqSUuPlj3IIdJx2EsrIBM9LW8n3U2UtVxLQABqBECiZOcJw1KCZ0rATpBWVSs0qyeNBuFHu02SBly7x3Jawkuhk9shPkqOsbegJspCl683XmI+sgN9M5Q6TfurzlWp3HNwgjiDci7R+2ldSfrpEApR8v7V1xWVsple5wSiyEhDqng2TR4lJkmscT1Iws6uQLVm1ffIVjKr0m6AzbdpFBzkcw8s2CFCkQAT1gVT208CFAn99xTfAaQBHBZAEolXgHQQhefjIeIz2CiXH8WgCw4lanVgBO5gLWIvDynalcq1lEDMHatlfYJFzk/rCvqOQJURXwDVIN0boCUbXjUETMdlIDmdKAHRIvKlhMjkrVhfXeFiqoN+3HkIeQozGWIh5mbDYpcmW3Nmnj5XBXV+ku+6QxELaxeA/UMX5UxiS2gQHUh591OImIwtO/oo1zHkalApTJufG13A06lviK/srxqRRRYMY9Q7gqs8rV7/1EOOwlAdmSGLj5nUtnW1zzU1LNnMbWgpMP7BqiITte6N+VIa0t3cFLBZokRminHunQLem23QWpmYrBOG+ksOwBzrr+eLO+a4xOanT30hG8srrOFonYP8qSQpyrvRhY5YcAdC/VRSJdMx/JuT+wi5FYxFaABQPpQg7KwHGCsnsA63sQijaUFQH3I0Va1qftCIvlTFQ5X2RymUFZTYXHuJ3EcUC0mGSbUjw4C6rCEslLWIq5nQZVf5/MbXUuK0Lj3utYT94MATZ7DpPrlrFqfoxSAjauzBnWeAriSRVpUMGBmNwEd2mmQ4gkkdUfpCNG5CtXFLiy658TBVK9Cdx02mKcWqEyjtnKoy5NtylkkaqSh++CpCl0qz806Qr+ySA449OCr8S+glVr+PHkaAyWhuu9kvcXGc2pSXaWMh+Udgk3lPbffPsizylQABpSMdSRlkAGrkibBSwIPoB/UlYBQjperT2xoEEkK7Oqv9z6+VN7jCZueoZlEugRIA1jlV8fFbr39DtEWzsYsLBB13jtlN6egHf2JEpRyyMSV7FaW1aMDtNMgNURKMcEdGI94YMrFfstu6hKg0YI67otOVzlLiSBu7IoKbugSZDdgEedsSpQ1pVZYuSyrS8RnVhJ8ycrKeaqIWmhpX9uk9vHj/ZDd3daE5Kbz802WTyj2BqBMOKl40QoJDrJcE5fIyqvpqZOfeWGmik2XMmz/OOFGFnRZ5wR19UFBroBHxA9t2hfqnt0GKRKd0mu4UnyVwoMRTf5JSW1kNRnZQ2WeS5N/E7J4lMQYW4qAp/BLS0Ylkebj/EkXzlpPRCaRJvhJpU+Fy2yUYGQ77TGm9CmZCgFASYsJQL1XFQGTeFBXAQs/IJuEJVV+K09zn4lQv6hL8F14zZvPa1jx5t1B951+gA96ufG9e06nBKDOwKZxyLIh1BfQirhJgLj2LDSpe3k9LpvXuw1SQKugQsvFmJ45jzyN3Ef4jSGqqUs90ecg5+mi5hCBx3NaajJPhHrKyEnrNsTMgToGqW0fZfBSQCK2iImZjMUk+QH1LFUESnKxNv0sJ8qWSVZITgFZEWWhdOLK5zFymBV/cx9qytOctGuAI7WuPAeEug/rEpDWFWD8t0sIuSI81c3ZvKAzFL0hOlvWT0QFNJYAlZjzvBxGN92zOtan3Qcph+aOjs/SBh25mE5HGecSkTZmNJV7KhQvEjkHgHDPYZ9rUjvEEmldf01Y7n68NChAdBWgBMFtkqyWbJOtgwUoBinBq+JRrSebXg4/SD6S6YLHkd1YO4KHAYqHrAMygQyM5PXodGwwz4SO2ERnnkI6J0DKbF6nuAColL4ZHYDGF1Bp0Tzt1fFMU1CP0BJYKGdj8gAmLFYoSGUAUBPvysqTIwkgqXlI9EXSefYZbqqytM9HiHphpyIBSCUnXrn6DACpAxOuJZU0f89ikjyAOURB/jNWZOoJE1fmhhmEU3q/acSBwjynUUFIPTmim+QGzug1FK9VIEMdWJmhcwKkAAFU5QIBUJHNhIF5QOL/TgVGyKnjKaXBBTEbfyYAqtA++iiJ/5Ws5IxqtIMkoHwoMSgg63q5/e4BGbU8gdytk20DX5uJooDJt57U13MVCEWAJcLy2Ln89Vx5vWPn+f6Te7qv5LXghAxqBrxm+2pLNCL2jL0KbQOgCt9gsaUmnBsgZTtkaUdbKp2eEHd0Mr9nI6nJQxxneebzniHaTwV6edliKhc26/KCtayOhAx4qo7WUg9ckVsjBUYOgOdwKotAWhpsgURuP8Ef/LkHJsjKacHFd/dpS0id7pMA5LRhuI9OB53NeuQM026DVG8izSG5BzJqV7y/4ocyn8KJqd10pqYOULlt2YYlNdpJW97NdqtL2oCwaeo0oCdIxQl7TLgD01zfKYvK7Jzn+nqTeWOtpKYaBjh7gGWfNwL8wxIlXGSsJxnxwQmMu/sI9YBEB/j064/ItMdp6zYoGO/ZNbZE3nlEuw1SQF/Zl7RRwBohD8h6+efqtx8acdPZQuTGeaGbb5P7Z/ytpSU0w28Nj41kSFdeJCKqe2ovkoknWckQpGrCLKipem02cVLHaorD7YEGdRqv8FmwacLxvSfJ17ry4Lj7KLdHgJB065lTfNHXdmu/dLtN0ewaCNI3XurnOUAB5wJI9UiCyKjl1Lj48k7ZyhgCCCVifxNuEGTVYlD3SDS/5hsoawgZ5oQENLirDauwiQYYyLOfvUXkSiwSmpvK8noGGO27/TweJXcuzlpN3ftT5VqD1xxAwUlXv6acyN3H95Lg8Epg4njSdTTtPeX3hHu0RIcsST/H6NwGKYcUIAHN6TUSYUCc6Np0Qp1qagBnAJhmQIkiNBhtK5X/nAwzSnP4JrYYuKaUEcUT8WzsfiE/3h0D83jxiBXF8X7F7byOq2XcelaINP4a8FgITIBxt4nfhe6+8nHC6OFc+WCvtJ6U63FwMyS7ab887n4israsOT4q71RQ5J40PEB3aSpW74OwI3TOg9TiI9Q1Z5vPDspS2XI0tzTZRgCq90CpDFORuN+6jbr4InAKgUoA0xKFE5Tr6vQiq9MH/ik/f1Xbe4Ou2BGXamoCTfGLrMxoD2KsGQbUUXAqE0lZM1le5xMaAIKTezm9ubcF5darcoL7VKbN3hhuGwCWy5vJcBo3xOGG1qPBDbwCqgV07oJUgraCnLB14fFuNM/gxsWHVsZIPbbF5+/K9gdMANC8ZWG/ZJWbim/DnhLR10nzdXlFjjnwsulp1mCR1dGigsWXZLzzlgsqmZPDbxl7hukCoA77RlpMkscDKBm21lPXwhK/ENemHO3uE2+Q8PIa60nnFbJh4hbS5hvemXybemn2s2ZHdMVWC1y+lyx07oKUIanvPPCqcdRPB9qxkgO+SeU6Yz98Sk+CrJvmmA/bACYXOJIPKD3LqSi4UGYNu0Biu2aBBbENsqfKa0IQllHylU8LFVZgwHVpuI8NePgWlQAmaR1l3vg5qcobn+Ij5m1chZC8VHlkubI96lpOxPlFMKLEhw4hhfmiidGhLYHkEEAlgH0Am7ZT8hxYUpi1HCxVBbEPqwSOstgnCIQA1aubtQytlbQpSA1rwuDN3VZZSJlSAXpleYrTCc9aQQNtCMFtDgyypdO0XVpAFCgzgj5tGFlqpj6ct1evHg2Cvnu6DwB/GwpQp+sUqDVfxrUyxJ8BqO7xchSAo6aOTZjb5Ixg0N9boVMld78UbahMehMxCGjbpt0HqayYSYQBKFfdSLixoPLvHEANA9PQjsrmWQCa3KYBi2lbE8nuVq0mnwMhuQt35cGXB/hg18ur6j2y7TPkAZDNNLDLjjbOaj6FFldQx03GcwnYO8AEzACDtZ4AF5jUMXIGMuIwlx99KyqwnmbBaZCiteZK3Gjtb2kxRvNnRA8YHjLp0Zz04hf1yyDtNkgVgPJApYQdUNLx5ILR3GDbgXTr5lDsFjDD64GSM6koUTjZenUh8b8uNlmmKDOH3edv3J0sNDB54OIAVgRWbbyux6aWlX8wYs4Qi5BFpHgLWo1TfLBie0pRFh7HSVde6D6zoOCMYXuwAhV0Spx6HipbRp1XIUkeLlM9YExxG7mBnbRSTXe9LZVxGsypSB/NgIylcPO7VGZnEy3LGj1YsvMgFQ6O6Vz3EAXIHZjh3chSJTECUD0wbNpD4SSS4SUHI4gISz611wM196a15fMApwNYKt6x3FxgWgJGEf9cF3qJZBaisX64zWWcvM+HlLKbjnPky3LmhtBpox6DpDcIPXBCnB5aVCKuTmVqZLTyyC8fui695vc3G1uk04BPczTbVq+OKbjYUA/ut793GqQYTIwFpawleGFq4hvrKQKvIK2hcPdrNbmTJ9iJKLDp7lZoePc0RA7YcAFWiZSqqHjHejIKZi5eHW8WaRHo1Tx+mnsNR94o9fp6YNPi4pONMLtyaqN0apTWmxwRMCG4ngGv5jmlAkzq4ASpeHVMnQqP4A+BL4OcqGuNCMiuU6knvGsrryN7eBrNrdOe/pmTF4T7z4eW3/ZAT1evOPHdvh2knQapBpAMWKl45qd5cPIGzSs70+z9pF6+RhGV8knzW16eNAFwjdLcSvIUkuygSJlFwGTyNECjrlMbb3kDgHItNCfc0/GLKBCU0FmU3iZVzg9PdrCxbcvYbIcy624d2VzIsD0s0YAUVSBbCxCyLr5sQbUP7U7CG4tLdgOJsNvo+rvExTfy8O0sDWT3FP1QnhGAgjPPEkBI6npYZgr4lQ5u8/do50GKbKdkauI9ZZ/8Cbhkt7DpA4ANQKk6kRvvApOt02h95MJdsOVrlH4kF60ys3k9d2C9To3i88pQ1yPA5NRrmMy+QWX35CSnPCmAnPkjxsUtJ6B9qkq3IFfxB+MRHf9WmxJq01W8KDOJvHyQwtQxyQs7xm3UdmkbADVcjhPekBrAG9Rz3bo4vK4OtXnOB5BqDkJAX9sDEtFBCqbkdK7T0XXnESyDbh7Dx3UhN16aD+ErmjadvO7CF5W1Fs+cgpJvuY7yWcVVmsA8yc/X8An5tj0doFT19uK9a4dSBpihrh9RBEuUwgj/pmT7y+mn2Xkg89kXvxbe4ICEtLzgHUOXR93X1Fh5QL8b6m4+Q1ygD4asp1OJUSOyI4ulW3cTZ/PKxGjT3uujFJTj9PP5cXBiBdAK7SRjgKIGeFygEuk2PPKskqRZ33UKLCE1yEE5UV1mSaKkQwQkOSMdkLIfvmuAhoL3uhV+F6hMvRy5I+4nbuUcb8TvpNn4TTHB3VEKASVpziWYxLW74VlasYgii8UCQQBUnGaAqZ7iIwYbTjdvO5/ChOYh3vIrwWkAmApDXeupfyLYCpTK+1QCk6DZ1b1wHjQuPhewxIQcAaiZ+OacgAh3621op0HKvxek9CbHYS6MNlwnigMqc/WJQE/KsnIKgMm0Ro4DYLMzmmwlFlD/4dwpHABc/vVutDdWGtp475h6A46Aay3NuQmHLCwEPAsoWodWnOQLTwR6vBvVaoY8cJLxQd8209mMY/OpdlNOkuFw3tDIUtwqnW6A2k853nxQcVbnjcTP1UsCWi/NgOb5YUklBJaUdu1ZBLfuQZY1pcYA44CKV6cqz9nmqbKprQ/zzGwRJUDNaULvOSbUtGanzEolNfHNDnatAWrOtSdP6YWnxLz8ov7hjXvbDgS8kt+UX6gp17seoWBsmtcZJZ3WFBnMvYTBebmE5sDc9p0Juxa1nFcE91VIbCVJfog0Il824O/BmjWfRBjzYQecRhXrfoagmWaOPrJKP9p4b+ziC2SHfSvi+XrV0b1pSh+hnQYpyg2tk8uAk+xcZxAbV140GF4YbbxrJTUDSH66jLf16pHVdj12y0ftG64nxZGcOJlPAJgHNgYwqjJJbXqk2Lx06PgugM2AV1OOpUgR75dafRArnBKcAa3mvYH7BSlTmNfPXNQMSE1jMl1s08Xn1im1fVmV5JiLjx++tetWhGeJtjhlRuphx79UIwXXqn9So4vC4/dWP3p8tl8d3cvx5wNIAaWzpuHpnZgLwcMBjaUA5VpMTln+sXJq+fl6ZKpTp3KGzYTDXBHoyY5xgMRVIAsBKgRHzMePAlSj4BB0tQXAfaqe4H0SKrYpIenIFPGVtMxPTcICsvNjAUC1dSKdbsYgyXA43gMuPi/S6oMeRQUsBajCt82NzQA1ACUvPP0XxDdtdXRas6kCWmuq/FqA8mTO0E6DFO0RsJqxntxOarW06wIscnpaPRx00gMuQdEtpwNWPYoWQ7SyWKE7QENtvH32KQHTKT4HYJoP3GHKMwJMFmDC56ssTydPyGP6QgHQiELekJIyz0wRcgPPCiP5cyEJPRgo1yQCm1a92+YGwEV86U+eU+0vPxtF0O/rkzwEdF18XnXEWptz8bW3BOoghMp0ZG1SwLdkIJxxjcZbxVtggMeT6rWVYfpIltUrx/VUrUy6iT8/7kmJ032NidrcqxoHJvU+PJPmTxIhOwIgNYgO6C3cXYxN+NRYJpMCaeOVi88qBOsWNKCS3Ph5cArdeoNANstjlScA9flxGW/kLrUYhin5l949gAJqFshKOEEom4GyZuMLzbRRZff6Un6y3XsLenH38ZwhA0yFf8bFZyvTKO2Oi48VpdgImL7e5BnIDbIMCRwCKIfmXJldgPPA2uMJwK09ba3jzxt3X9ixmeRRdJVH8Ft5PtB4Yefdf5yX4vgQnCLtsOHUd5VxICsq2jm5J5VFsvECAHsA1YKkHx/uoCP5njyUdNKyTVtUfARMtPFoNKIkpQ5PnFbdYK7VVdoSxHsPEi9qm9svNbI93Vd/k8wYzQkhvlcvq2jd9SsExcfMnbyjHUL1J/xKchTv8bWioyL9fKFeiuOXAlTPkmr069y4dGinQYr2JjQOD0UIQPBP9PkvmNWrqMPDcULjefFNvqleaqwcTUQyQs6YuVlLgHoGiZWFieNdq45XFpSn+NcmbMqU4DFk6QTpc7xTm6KwA0geoEmZhkflhc+PufgUXIp4MgxJpFtFoU7+ifmW7Dzt1EGVAwl1LdBYcnktWMkx7FlSIGNRoQU7D7EtyDbrvlpQ7m4+ga0KTy80ynmE5LhQvDEYlhvVpRPfAwrexMh+6eWzLrmoPwMZAEJvFsvYG0Hs4UOA43Ty5EnceOONOHbsGC688EL8yI/8CH71V38VJL7pQkR4/etfj8svvxwXXnghrrnmGtxxxx2Ly6KUOyL/0QqgFYFWNN2rWhmeVPgo/9W8UHIIlARPEukJQJaPFU0dzXnJ/LXxaUVIqzyJZVqSf1M5aqIrDQ2961Sd4lxLIDLgZOMbgCrKxQsX/nViflY05U0Cpmkyn71HofKa8oqSk7LbP+I/mLTVSXHdC5+s4ZX4SyfbdPu3WhNWJ8Xfmlw+m5/LWbfpq7Uo36mjrL9bT9tGr62q34hBxPubPuVOeRNA9f5kZwz94+YBQGW53v1FtRYcYFEAZdZ9PQmc8l9VlmT+EMRHf83mVC+zzUDPyzcIULznzGAsAar2k8hn2gupN1PRq7U/pU6V8fK6/pHSt02+Adq6JfWv//W/xtve9jb87u/+Lh73uMfhE5/4BH7mZ34GF198MX7xF38RAPDrv/7reMtb3oLf/d3fxbFjx3DjjTfimc98Jj7/+c/jggsuGC9MdjCAruXE8dTEFQDwjlrWsuR2W/IE8cJfkawsCJ5F5AkJZr9Y5L2PEfp55bawlefmjZSKiV/k1jP8fSuLQjndG+/Ew9/K9toJ0vw6qblO3ukDKl3cajZ2FZUhy+EEEy9yE0HPtRLIjCTCkOmlTFOV7qwUZTUWqMMrl0NEI4dSSrGK1a5vefBBtod1RBK8Jq+ROQwsXt29/u7FO3zh0vRkRmHTRpLx9toLo9Wjy9x91MSzzAW0dZD6X//rf+H5z38+nvOc5wAAHvnIR+L3fu/38LGPfWyqIBF+8zd/E//8n/9zPP/5zwcA/Pt//+9x2WWX4f3vfz9e/OIXD5c1WUqkO151CnUGon0b+vRL5loU6ABcc2LLAy846W6DTN58YIFkml2ljbJ3CrBgQJh38ckdLqDfwUaYrCfABwCbl0xalM+EpQz5yQfeaRueCljz4dx7WqZJ5/pIioZ1RPmgDk/qZGIetahrxiT5xLWrBCS/4YNzTalNbiICEHfHwb67j6AOSjRzwsov5ROaqa1PjCXd/mR/U6OY3XCv3V4f5LzJgrfpdI4aUNBNXSLgDMGhpLV9AiA+dWf1qElvgMnKAVAMBbLyHRm0N98XwClw9z31qU/FzTffjC996UsAgM985jP46Ec/ip/8yZ8EANx55504fvw4rrnmGs5z8cUX46qrrsKtt97qyvze976HEydOqD8AU4cU01F2LJuZ6Ljy4LvvUhBv3Hcp//luPprWhODjv+T95YbKwfTIglEEUCpex7GLT8jsApQTntx7LSixW8jmXWs5yQsX92DgyoNyS/k8y/4I6STx78q6yHruMeMKZFfiSer/rS2/82ddk44rU/1Z95/j3mNXnfdHgodMvDfGzkZkzpWrf6mNR7kmvZmQ5CnnDD4FoIjXvtQFCQjce1YhN389MjxyzxfRTFfa/ZFq9xxARS6+qN3yVkjzJ9IR8Qy69GI3oAC5Gdq6JfXa174WJ06cwKMf/Wjs7e3h5MmTeNOb3oRrr70WAHD8+HEAwGWXXabyXXbZZZxm6aabbsIb3vCGNsFFetITKIl4cT2FO3EqforTYGL4hAh/lfVIbr3aFCO9x2TC/hslIOKS4JUykhOWzbJy01w8OfGLwjTOL5RfGxYdFMkw6bUPah0Uybb3iKplr3beImdx3ZV0srxUh4rrxP8n/l9WU9UriWYIxuJmJFEOz2sZL0VF886LI0A9DD2X1zYixyll7R2QEOnu4QnUcJMPfjsbIjN0EaBGy7oHwE68brMRYUE1+flci0nw235p4l0Z5Mpr3ICNXG+xxbR1kPr93/99vOtd78K73/1uPO5xj8Ptt9+OG264AUePHsV11123kczXve51eNWrXsXXJ06cwMMf/nDQHpD2IgBy4sU9K91ZJV92+QRgpA8yaM3UzLMIqMi8t8CyUOVzecJxTQYExLWNy3KGLSggW0NJhItMJ18Q77ryuvlaYLI7cLcMAF2XILwyqfJC8M6tJ9IJPR2ncUlwlsVuomnV8lNCe8IvJ5M3V3nIk14fsrLJgKPK12mXYBjZOMix8l17UwWarlZ1dp59MsqQpGuv9/44QIPSIEAV2bKvSqX1GNv2OfGjAGXr24BBVUTKDSdP6bl95cQB+nSf6sOZTx55IAUo3ctlDrr7tg5Sv/zLv4zXvva1fG/p8Y9/PL7yla/gpptuwnXXXYcjR44AAO666y5cfvnlnO+uu+7CE5/4RFfm4cOHcfjw4SaeEjWWk3oQdwk4qY42iz2ymiQQDU9wQjnIwANPZj43bjsNQDBg02gUA05enlmAgg6X/EnmB/RxdJlPHE2Xb6JQMkS8flsFKTm2Lnxvw8pc17wN2Mq+YXnUyG7lVqBsaA7ADJU6EHeAk1jApMi3czKhAlYNagCSSrOIK0BYNhqFJ+liLDCRCjhk+gtBmD/RYdNM011kFKjsWQT1N7VKelZ5iqYEa1gu86ZvnX6Zw59Z6gGUCwypy8NgXfhF2L0/5YbjN/twGU2c1c06fbSDtg5S3/nOd7BaaWfj3t4e1utJ2xw7dgxHjhzBzTffzKB04sQJ3Hbbbfj5n//5ZYUl1PtHcA5CqIWtOwwJ9eSVAaK68Gu6XOi2Dr2+ntVfpH6cpIGRbBRCC2q+VWHic1BhchBuFIySGysuawGxXAkICnSMfAs+nE76mRwLtFynFphaxem8ike0WXWC7B+b7GUpfObpfwUmJdOqbizUYYpsbVSgSXoHT4Lf1IPfYlEKNMrXvq84Aer0oG2ci7PlmvuwA/SWSgWMMBdgxA6fVqnySaXZCbM8Vb5uX/lJTl+1dXfio0nR6zhAAaaqc9OG1Og9F4w88AoBSYb1CT0Jal5/SjfgHIA5NrNLWwep5z73uXjTm96EK664Ao973OPw6U9/Gr/xG7+Bn/3Zn53qmBJuuOEGvPGNb8SjHvUoPoJ+9OhRvOAFL1hUVn0mKkd4FpPQvI21ZMCnAScZJ1ZkM6e8SSaVuHXxCZFKgAMCbbgFIGUFOFaY78pL2iKRCl6F632t2PIxYVPWfBy1aUBz4EKDn/PV1qYe5OdFLdMDImmNWXBrxgMmv0P+Dr3OJ0pJW0S5iCRcLtp9l4p+YqssSQWDaZ15Crlei7VRwLD8ZGUrdbLfsBrsumxLcQS375RIWV8WrtP0b+Kwd+/JHoqwS84rh9uWarjI81x8jQwJbl4jgw61rseetdKc3CtzZQUXdJTbTh5acMHKsZpkuKkT6bqYuVxAqZmHZ8rd91u/9Vu48cYb8Qu/8Av45je/iaNHj+If/+N/jNe//vXM8+pXvxrf/va3cf311+Oee+7B05/+dHzwgx9c9owUUK0o956UBi8FQLyQgzCABpQkWA1QyjvCiJvshQEdauLRarvmsIMFOwNQQo5V3COWlq/QTdgBoQigJFC4gEMVDPV9sNqxybW2SLdtbfI5CtMFpvKJczlYXJYeWQmAbYIXV5VMnZNJA8W6NFIrJH7sgXQa1y8rhZQLK8pSVS9V3uZBK5shUsiyzc1cdXhmqKlfibdh/kuOgjWK1N6TyfHRG+m5eGnRjvRFwDPY9EZW6JosdbdgIEEsAqYSLx9wVv3ng5MHPNZialx5QHvrBYanPwSVnYg26sczSSdOnMDFF1+Mh/3mG7B64AWuJcWgYzozeWFA3XvyQKl5zUlADC6QYJNEvLn20gxgQfACyMeFBSCxwhb8a1SrSirydWoAoA1n9RaATmMNwYkP7kkpwHDfOKDL6QJM4fGASfEIUHPiKtiSAV4tk/vb2X00IKX3D01c++CpBqLC096kNnw2PkHGdyUAAG2ySURBVNl4LSd2myVXIbl1Fw1Ty0T2FWV4dOIBM3ck2T6wdU2orr2ibEsbnLZpi6H2+Sxx2/Q84ey2LdA8G5FY0g3YAE0bIoB2QcgBKQlOoTzAAL3ohGTqyvWSHaXbJtPXf/ldfP1Vr8e9996Liy66KOyWnX53Hw7R9Fqi3EkVmASwRGFI9x8pEHLfEjBLE7gUfUORI1+5/uxJP0+zoQKU1BhSwZqv406KNjlKXbj4QtAR1pMCNzE/Z073MUi5oFKBIKpLBVFq5XJdSNWlKg5SMiKQkvew9ElAfSqwvYfVAhSPioiXQ5lUIDFzAacyH4sSqg/x0mSRC0WVipIp4cJcnvHLoMTlpSJHyM7yEmW5GVDYjYjaxGQjJJk5GgIUOfyiK0iEVbwDwo1CtsrcKHX7WQpVBVkm6cta3VTbkvuKoPul9GUj07Y5AEcLyFHbAcQn9yJLyXHxTemEBpQ8oJcAVuonw4BvMeXJQF586azBd/ftNkjljtXoThmwarxUAsnE8Xq2VtUgkfyv+Sb4TEalDA3QlBVl5Zl8zT0o0s9G1XBS3cT5c7C7GySdp6lLA3QaJDyA6uZbZ+EFyCDyYJIzB4AKnBwQYxCE4IXJB11mjXMG2USFc0gooQmAqgLkF5PmoU+rEpkFJkxQsq7HsCdwmeZB1ZM0KbYsN6HK5mpSrYtuRNJpc/NZzqneHIqyOwqa462S9sAoioO4tmGPSrMl2PCU4I+iaKAy7ejubRcAVAMEjqJvXICLfskAlqiLBKdSlndYQikPWzfREU3dHUCboZ0GKX7rg7WW8pwG34vS96QaYEq6v6wl5c49zjr4vVYSP6SiHDYLdg5geeHaFSYsAMoCRMmfZ310j0kCRhOW6QIQLBg0FpawpBSwFFfhGo27T8kAGmsLIONuNBZTNyxkFU00ClJyHOziSyKSK55UmMocFEqDMYM3XZl3ldtY8iWA1oS0knNxyswYmDBZ9+b0HFtTm1AISmb9lKYmh8MCU4lLQPOm8twXc+AUuURnlaLoC64v19ugkx3roB85OSpbKf6gDdExceewhHLlKeuJav6V02+p8qj6Zn6g827TvOBJtEenW0DLrV2N7WR2GqSwR0h7a9etxyAFTCCkLChAAZcgtrp0rL4UC27kjl7dvSooNIlZlvyzeYzVZI+ahy4+KXMNNEA16uIzVk3zu7bx1IKRE1bHxyUwrWOLyboEVXkk5KpfCOtJHDNfk7CkWnl1cHS47mVI/aj3xJVrDk//sasuAw+7+PJrfOrDuam6+LICKMADETe5tap7kBWL8TsWUGIZgfJMpskRqeVCIs5Qo6SdpTD1WWqV5xwwCUCzVka3XFl3k0TQQMWuWQFUsnsiDIrAyXOfyW+Cee1t2m7BCRaYUL9cPgdMMh5oXXgGeJr7ThEgeXFZL6fzwd3Hp5xmrCf9fjxxridlGVauxAVqediVsgnJBS2ByJWXHF64AOX+NqBmpNsyqRMu+QOAGo33/tiSgg63fBr0miPm3gnAEg/UT1GUtnN+P55/Qbqv5ElAb+CyEpPzrPyS8AuV/qxKI1WZhGwZFY2YASsDzwQi1RHFIGetpXK56XztkAKoHlOPR6610mmOMo0ASrkCYRWtlj9bv6iuKl5cjOR1yFokrJEsKMyAs/xt+grgzxVxmebtGz7Yx+A05Y3AaWpJm5easH3cYo52G6RWhFV2900ABWExRW69OpOW3HvaoHbxnKU2reo7AVgekLkAYNIyv+f603lTjbP3fgp4mLdFsCzpkjMg0dwb8njyS1MBm06G13keSrn4hLUkLbPS3jUZMNJ5LEhNnyxvQYqvIfq4xFuSu3qJVmwxFcVa3HV55bKZk3gaFPYpz3SvqdxzErezJnCiVAGpKM1N57jAuuVZU11zXh2U3No/XevJKNspXPspAio4bVDVEfXzTuIDmLWogIF+cvoASC2oljpH4BQchGCXYH7hq4pP0G7ADETclwlQb4cwoML9q35Fi1MQv8pa0KSzt2u1xgjtNEit9qaGFn99grai7CEJwMyVhGbuVM4cKH7xkdUqdFoDLjJK5SkAY1aTAB6eKetpeZQwYACKlbT/AK++JxR8kkMAE7993MRbYPLAI3bxkQCpWg674VgeCR5yyynxEmisq3GSY8LAxCvC4I/tCeBZUx3UnD710dxkqBOrAhDyLydUgFoJnnUOr4Dy8j6+X8VKJiFRfhJqRTw/qguPkEi8426QkmxaVsqlXNnixgJ3qLEOnLBVfqNuPWU1wAElFxBE3aibnOtf4wkaqHjzYfN3+ptsulP3IavJ3HMCChgRxylePulngcl7Bx+pfmyAJwIqGy8tJnMbBkUvJ5wf7j4PjDxLqvBZmhag6ahgZQ+7TPJsbFntSonLcnmRAUpcVznyOqn4ZPl7pMBV1MTEM2gJkLOAGKU3fwD0faAKMBxGBa6a17nfJNLAgEnVlSetKhGu96RqvgmcDEBx22c6NIl7QWWHW5ScWPzla2G0LnyJ808amypX2eaz+TTlbQ7ukCjrbKIOQC1260k++OHZuggwlo+OzK4Vk5c3pnPUA+gSHgBpmeZaWAWEIPNSKLv2HRlggtaNEUCp9Aw+Mj9f1zBbUiO7Hew4SBV3nwImgDtMP7vnb5/sfKayCy2JXj/mOP2mnGY7AenWq4cikpLpHpZQLrbkKHUg+uy7BJXY3Zfzmlch8TwTFhOktSPlSreduFfUuv4Ez9ryiJN4a0zq1lpPIjy54qAtJmslSWBSYVLxk4w1h6FAKneWCFcLq7ew6qRKZUWuU72pzxaT/APSalUtoNVqAq0EpFTuSQnZeYyJKl551VDnbXT26XdEmc80Uwm08SZOKWULUr1nf3I/KneWlOMvO2dhx03gZIK+Hy14VfYcUXVNTJzPgpQCA13v6KBDe1iCuG+0uy/LK/ekOL8AIi8OEIrC1lnE82/Ruya/A0zKzZcmXX1enO5brQir7O4rvk/u10Rz88elhAJUBXj8bSnlVTZtspOIq/quTHxiYBK7Xs+dJ62gwmPdeiXdAajovpW2NFIFDw/EpIuvAzos29xDasLrysOgQ6TklA8ZTuWbe0vr+puUFVTiNRglCTolvQGp/Lte17zyr7j5JGANHXWTO5+6bUxlFa/yHxKf4it5Ur4XRViLB3ipnuyjaS6mlN9Iwv4ntyL1RykQc13ELiQDm27xjXI2itm7/9Jz6/k8usymbFMnoVdLdzbt8NpWlmgyDEMqNuoLe23baY+SN+kUPMBr4wUIyaPk/EeqHrXenfgSlcQ1zysHmEBIKyhjYqrPeQBSdUMqO06EVcChXh8lnd7qqECwu3USaWRZzWyXAGVBySlHLpzk8Hm1VHEyjyNTpifDGz1UqwAUZNJIy5V/BdnVwYvyBgnSD/k6R8Vb8KImLEEqeWC0XtdDFMXSymn2DWJJ9qbVamX+rEx80Y7lRlORn0y8ErSAuri1ASJ1qKldqvGN5RCFGxBKGkwNMLU7/JmyZX1FN3MeOaT22sQTTP4ZckHU1jEAYNl2FV8UuwNoPTkMYIDuw6Y/DXLLuSinZjK8IqzOAkhgyr/awzVPOw1SqxVhlU0C22D/eaeWyYLPpCvNq4tYr2pAaaUHHzQkI9MelpBh6Pjm44UyDiIeIg8KX/4V7/prvu2kePKf+8wS2MKarJMSrnJU+CTp+GwJpZO5fuUz8CTCHE9cJwVAwlJikFpXC8kDoyQsJgYgIgFGEy9Za0r95Q6zc0Wu2CR+2UJKbCHxVpMEO1aT4qAV1NGyDjapeRko/KqU9Dv7XPeRakvS5UrFb+Ka+niglMy1edmrB0yhxZR03qYMp24elTzydojFKcnHG7RS/ui+wQNN2wb47QzdejZ+r/CTOfWXK13exqP6k3R95LWoo7pfxPxi9ikAasMp87ePAVV3H50PltQqTW+c6L3zIZpPxP8nHWfuI5HSAm08FX4GCy2jaILKI18gK/OYsIxjIKkzP4l0+cyUb9mkGLygASg6uYeZsOu+K2kCdFbqdJ8Jw4KRB1KkgAzrtRMmBUDpZK7YyQJYBFAFLFrna0L+zfJ4oCn/mHkmj5TnawDZrbfCtAlKSDkMSuKNEgnIrj2SvtdyF7+MmzOBq5IrADiVLV+82ij+DEDsUZYAEgDUkAqxQFTiJIi4ADkGTPbejesyHCUBTgqYBBixG7DwSrAZBahSXwiZJS7oF95IqAdxp0LdN0pkMIrcegTSby8Rb5NwgaqwqjmggSqJuB5IRY8BKZACQb0+qUM7DVLIjc3BYfK6hqIEN09yEv24UKRMaLe0Gnxm80eFVGJQG5HjgGcFOFJgx/OT/6oWUEBqrtWftFIU0GqwiN8okcPSkrLuvQJM4rAE5Q9xMmBB8EsLC6JdpvPKxwPV6LOJQ1BbcOnSsxrPU4DhpE5NOpmk8NeVm5rLRt5MvdQS8MDEKOQYvEyalTfbloAECFndSNBABRmWlESGiCJwstcz/cIWEKJ+s/eWdFotJwiLuDlw4h8FbqSAyz6TmuSCL3VDftOEipunnQYpBqiosc5kUjpZWTnS+il8yeGTsvQstHL4AEXj3iu/cVi5+SCuS0Elfi3ziN+1mJMCEOwLW5vf5vmlEqbq4jtZ81iLia2pk+B7VsrCOgkGl3SSWLa2wojDfHz85LqC1sk1369CiV9PYXkoguPXJ6dxWK+N6+8kivVE/MzUWgAtQYGTnU8JKK48kocgZHrJlp9tiqyjRrCVW8papezyye6+vcwv7ks0bj7z1VpVN6MsrGJt2+H0gcyHWq5SwMj1GAGmHkjZunp96ax7ZS1JUTmeRLjwj5yVcSmZvrJ9bds29349cyii8gigUnkFGMlwAQoDUrLede46QGWBqeSRFlWRn9PV40EZnMop7PPCkmId4cxK72wfyTQ5YUlLKHnVyb3Mx/FZht1oFyCTJ/rqdqgCF4o8Gyag+fSG3NqSmD/FjSdBSP1qOR4gAQJErBxzn8qCHYNhPj5eT++hnugrYMMAWAFInfRTgJW1hrjPNN3jytaUCgtgOnmyWlMcPwETyRN9mNKpgJQEpsJbBzqmlKY3lRdQySf2aL3OCzhNHeAe+4xlql0mK7bE95XYVbZKqJ+wMA+5rsq0k5qnThuUNBsvlSdqGCbcAJYHKrKuFpSid8kFwNQDzxGSXc4GrUCrJMIKtJZSAKJN3zZv0AjceqkFrxawSH9TLwir4VYHHabyZf0T/1d7biO3nnQlZpBamcMUc7TTIFWIEM+nthtagJLMw5sncsISdExZlS/pPCVMCAtPko/Dut5D9eykSwDjMEqccfEZwJPfDoLJ6/3V/EVu6XiqYXbvyYd2TZq8/yT4Ydx+xNfC3ccuPghe1AMUql7eYBQW8QogJFS3nkcF0PSlem4K0zWhWlEVgGr+Aliwf0ArHwYQTFrTLi/cAScpX4Ut+HR+VTiS59TP3peS95EUifhy24/5qMpR+UeVQVSfoL/1xxrN28XtZzGcgw+6z4jjaz4JOCSASKTl9BigDF+Oa+R4wAf7K+rRdscs7T5IEfKibuNrV/nARIovx4nto9Sd5Xri0TNRD0kSbr4cSUmEa5z+RR7HpMZYfi+K54B9sFamC/nKYrJgJK0eisIkXHnQJ/rmXHwn0Z7SWwMrPvVHbD1Nhxty7yl3XzncgOnwA1tV5XADscWUsiWFfAiCpCXF/DkeyPEnp24pByfyBIjvQyWx0HJgtc6HIwq/s/QKAK1keAVKq3rIYi+D0t5qcoutUo1bJdBeBqxVYrcZVinvyFN+oDMDWA4XQPEBIVVFKTSHB0INjwOGXAaSfuBWvAnBPrSrwAyoFpaRzWm2bvKaDB90PJJYK0kMbR4yJWYUnEw9wnrbcGpf/AqgcetJV57r1iuAVOJLuRl4kuTBIFCVOFTeuufyLCb0rafiFoRTziDtPkgBbrsnXWzACUBzzygAJwh+V54tM4NNnfwabOpKrTJb60MAFhw+OHzOX2rKLflEOrVhELSLL+KNXHxUj5Xb+0z8u66WEbIM+R69CWzyxD5Z46ewdOEZwCr3pArPyZMifgrzPSlgCpdTf8XasoMrB5l9RGA3mVxzlNuPZCdH0v9Lq2lVfyfAAgMUrQRAlbhUwGiqT7GuqhsQrMCqS6/GSXBSSjUAJ26ep2htuAAk0IIU84jyVoFsqbxlXQz4NPVtLxtqRyUHyKiQ5GTwyOsvWVcxDvIgxNxnM7bm1hMHHZIIT9emgQaYuEkCdCaeCnihuy8rm6Rkb/ZyBWDHQUrq4JYMQI1aT0Z+XJjIa7dvctIzKCY0wgWQeSf55DxSc8pptN0kJVOWBSjeYFH7y1aUiB9y8VnAKx0UyZA38kjWVcomUZ82vjnNR/4zTyTL4t2EkBHuPgaormbzl9OceLJ8bGXB8MEos348h7leLWBxNzjhKC6+VyRAz1O8QVwDdlZ2VH5nDJqRo9oVICGPtLyNlKfI5AFqBWCqPLK95l175d1582690rAqW8ZZa8lr24iLT1pPhUF9ndjkt7xuWRvSToMUANgHbGs8QmDy9FDrEsy8HNZypcWk3IDKfZfMbw6bB2q9sPu9KHMfqgGe8tCuvAbqIQjJv9Zh+6byxlVoD0Wsa7p06xVLqTkkQTAP6pJ+OFc9fFt41vUknzyZd3KNVO4pCeuJ2Hpaq4MTtLZhoNyTogJY9iRfRBlAEoPS9AxUEs9GpdUqhwGs9pD29ibevb3qzttbTX8pgfb22LVHe6tqSe2t8vMy0t0H0J6wqvbyHJcWVvTeN3O4oipSHYacai5vAEzygdKSv+Pu43AAgLXPSV/DV3uNPpSqwVs7kaxRnSr7RQh1rSnZj9w/ZNx6GYwyDwNVeShXxNcNiThCLt16pk4KhGSc5Ml59AGLCk6h9aRk7N+9Z2mnQaqcoHO7YdatJ8kAXbPNzAtTXNsyPHef8nvLsCkvNQtIA1Rywmr8G4DzyoRjyThhCVCGp1gd6mi6TBP3r+Q79drvQpHz6xyQkG+RkOAlHsSt4FXS1+K9fNmC4uehqD4PxdbVAoAq41X+y4q/fo4jh+V7+YRLbwIfcR9qtcpKSLzLT7r3ynFzkS7vPdljys1RcwaQ1CrLABi6FpNotwWj+vApoA8GzANWC5JU26E6vU8swxnKlISiSP5GdUlZlU/UNQCptu9JxzsP3+qHcwW4iDC78JRbL9fJXos6c/Mitx5sWPBn0JJHyiV/lT2VO9qVPdppkALQWkwmsXSdnpT6mSgtS6RT5a8A5ACaBCtbEQNqPevJggpQNz82rEBLyOc5auT6rriZMOn86ltLzEeCh9q6M/AUXmry1frJOAMcTT4DLmXA9MCJdFJVX0TiVF21ngCk1WRB5YMQ/GaJVbaSIK0qAVASjJK95yQBKwOUUXTe/SV290HwwAMsEYZIk7xNOLX5rezekfKg/rYcthy434Nwj8jnlWdaem+oGaW+i6/GK6CX790rIF2sJzVO1IITUBe1BSjIJgcAlcSPBCD+T8hW4Sp3qp4GPF12S72eHh2FnQYpomSsKdGl1PK6Mvg/DUzNe/p4BlZgJCNj7KHdKtd7QNee7vN4pWXlApABJnbpEeITfcWqkScHhYsPjYtv6hQZrvmpdQmWgxKcTz8P5b1rzx4z9w5OlDRi66qm6XtTzqRgSvFKK4ckGJgyIDEYTa68VIApu/Wqi2/ioZSAQ3vVxXdoL7v2MLn19ib5dGjFwESHCoihdfFlBVge5pWfa5CvRQrvBW0CTBJogGFLimWrwxLUlKmWnB2PJSAVxCfJMqohRblkrlWaacfUFg0+yqJU7rtJOh8sAeprjMy9KHVij8FIhAENQlxHy1Pjk5GjgEm0sX21UUlwLCaqhUf9HelkS7sNUvk/+fCtyxcBlAQe8vkliNUIEc/gIUCoyJMrztaNvLAGqGoN+cClf6sV1cglNSf7p/s8gBNAV+tALcCJcC1bvs4oA5EqSzzfJOTyr6yUcyBispDaPK3d1NFKKUhuLKhUAYmtpxxv70ntVR4wf1IuPpT7TOU+VEK1pPj+UlKgo4CixEMAEAwQSX5PYZowkji67txD4nskIqwAKwC1Gm7BqVHw0Rjtk9QQL5XngJMCVNUW4njVt+KARO1DDWT2fpP8dQ9FOOESIUFEVV0oiiTrJ/K07r7WxVcUS9SVjaFg04N8lnYbpCg/9BgAjOb1Yr2DESa/B2QCNMoUUfItqFmACQAnqfxO2NSrzrWkZFlLqym7ASQJMi1AWdlhegfkdN1K55FbD+0eNP3Uo9KBNB1smBRCXd0JQmkA07NNue+8V7TwvSZMAMPXxXpKCVgJi2m1NxWyJ1x8e3vCwlrVAxB77X2oYg1RA1Co1km5TzVVsAECBhoHVFzgkPEMyC3gNAcdkpZtn3tyAXFFqjyunxw7Z/k2I+MtcappW8Aztzy5rFU9kpg/EfCa03qw4ATAfQmsmIIyXoGSAcZaxSqvgtMUry2kHMcRm8KJT5OObZ2s54UltSbwK4S4A9T2ptO9DDIJHiNZOYTa0SbMVlM5LKH+khMWVg/PrQhoNG8JJ8vngIN0t0kQKnFs+azF9RpoTu4BreuPyzDv3RPg0oAOu+gsr7Sm9JslOG5uochVyLvCYhXklb5eI63y4hC7SZFTi1xlDcwWUQEmaSVlwLKn9Q5V8CIPpIpbL5/c0+CFybW3Bwacyd1XACsxcKi3ZicRH4ANIOMMKMHkMe47LxxaW1mZNu48pbgzvx2AOd1l00nHza35IXInBKolZHhG3H0NUAEGrDRIKddelut9QkO76ZYBE8ud4UlOm6vkgCQwEUuaLglYrx1hDu00SHHDHURmMOlmTy5Po7rIxhueJkFqAyOrhGyeXl3lJs3jIzUX28oaag5VlDjvz8hU60bxkclLNT6sNwVhWb8FmqV0Ao9B6bg0yUnTWKnXGEVCEiq4FRDiE3vZYiqHJfIxcQ1eK+YphyhIuPvKIQl5ApBBiMFDAJZUbsYyKm1U94s8gFJpBqBCIHNk9NIANK/6MTJtuBm/Drmb7zJkc1NlTCd2yiElw2vj1B8UxIs4BUjiOi/yZPsniUsFQkr1OwBlQIbDFqB0eS5ALSFjOUkP1ZIlDew4SJXnkkYAqSUfoMCyKuI3adLdxwpVagBRnxml79as3Sz5+Qx4JS+dRJq5TtadFqSz1VQaLICI15lINxtC5ZWoFpYAr97YFYCxqymVuFThqKwmduMlLovvW/FXHzvlld8kXHzmvhK76fb2kMrJPWExyeeh+FCEeP0RHRKn+/bKGybAlhQDFN+rggIy5Dj9DSluduuG4y7pgFMHgFyLaWXzUQh2nBf6Wv7qaaABYYQGvUfj5MhrwJXbSX675D047sMOQPVceAYk51F5niS46eYGu2Gbe3YPavWofK50rI47D1LraGYOdkB0r6pJi+5DCdCqp/sEvwnLd/GV3yRXqQduJi2p/BpsvQMP6nSfB0bmXYDllUeQafKN5eI5KPlhQqz1oQjmKZ1p9Q7JhgTDQMjKmRiXsErAejUlrlYoLkLicgjFaiqDlEpZtNcpM6FaTxDhVE/0FRDKcbS3mhQ/gxQmUNrbmxSTAqnq1lvvJfEAL9iFty4n98p7+bLSbx/aBcppP+YRYf27AJjECTx1TNo9OEFjzz6ZXyqD7yh7dw4I6ozcvqmjCmo4AXwoJ+n4Erb3p0LLqcnbeaWRkMeA5dVxA5pz8aVm4U5EIhBZSuoQmgQqINbdhnYapGZ34RuRs61TpquXrgdscXlhnlpWq9ydeWPqlHphCVglL19Tk87rKtpgkYkwdalhcmQMdlpC1pJywddeSCkZSQKsSt5ECLfcCShvkJAgpe5DNfekZLimq2egigUknoeq7+eDcOdVgJIAwuko11NlSfHU8ChADbvwkuiylR9Wx6clfwNOGFKwS62iraiBAaCM7kmV6y6Adcl/8DWZQLLlbgRQweJ0AGqxNAlEc2A1OGg7DVJEadhkBABr0pJNZLmSKTgs4cQ11g2ZcMOnwSOomK4l6V94vx7wFOum/MpCRJoFI563ElxYBrBsACalWay0ChwlXAotQCQGTABQkndxV+U1Ryn3S96nuy+MlR3FrdOTooAOIO4VGZBiS6qG6/2mNFlIfIgiMejIE33lsAQBwsUHfUBCPg8VWE/Nx/GA+Mi6BB4LNhAyhGxAl29v/nsHLjQwBUo9oTfNN1S+C6gn36S5bbBt8awnAK0FNUkMrSqbZ5vkgGpEcinqZdNmcl15gNaNJh05fYR2HKQmoGp2F2GG0l/B8rCbfAmCIrzxl3ZNWU1VCAJ8km/pcJ6kQWcmzCfzCHyiT6UHYNaEIQCOgWrpmko6Y0UfpfhSUZQEdutN95dW4jRg0bAZ1PIgpfK0fjuocLelJSzdfQV0cliDFBiY+Lg4u/smHgJQ3rvHYFTcdgK81nsQz0llgCnH0QsQlU9vmHtP1sVX6jXk1stNt28nBwQPMB2EcO5JuSAFNEpWTf0o7NEpAqpQB3jlOeA0ay0Frjy37UmfqJNWpjrgsAVy3yQx08eT5zypa5ZG6MZr68kDt/MApMrsbzbIhlJ40Yk0K6sRH5Xdm1Ok09PoKjRrwpbTWFW9eog6uO47K9eW7eXpleexpixbgAqDVTJh+YucpzmdR9AWmcwjM4s8DEryF4B4swSfvmNLqo1XJ/TYTZcY3PiTGwnVHWgARp7MU+kMKi3oKKtF8LGF4oCTl1/yKreeCEcHIZpw3cWosbZd34Q9SlgypQIaVQoz8bKddkfWhAdqLRaT1k2dxXgWUB+gkuEZTZun3QYpAM09Co8FNtlDdS2TwScKlzzyIIQNe1YQ0M69uXTD6wKGAzzuIYlsWXhHzkt6c8vAOfTQ1zETkFDJw/8Jy4mV4PTBQFrnbGtk6ymB+PkoAUpEQFrlvieu2wRUZNY5iT6isjWt3atO8pV6V6CBB0YJ9bmnlKpLrrw8NodR3HZ8HyrzlNcY7QHq5J46xQd29ylXngQ3lHwFaJKOF/lCi6lMUee5qsatp56BEvEWmCTwmSnhXS+yarZJC0Gqedg72V9nJ8n9Qi3/iPuhbLxOF1hRA5slWgWm5STWkmtF6WstTO1sZmmnQaqqr6TH3DmayUDljLfWa76Lzw2rv6TDQvioxaQe4BXgw/U2oNeAVQQ8TpwEsoZHyRS9Y8F0tkEFkWr2ggWE8jVbVDCjrAwp37dai/FN+SHfogWbt1YQX9bSZLCCVK0bKiCZo+eTu8uCFAQwpXr/ScajAFYBNPGsE5/MC8LABF5shUGBVAtYqQUSATTNPatyDQTuPt+tZ+9PSYWsDkhYBS2IwWgJOGyLRmU3de7szGQ/eGn86/F4oNUSlSJONWDP0PTR6jy31bJKqnkNMJVNfSNQ8s/TToOUVZp145E0k9q19eTpmUZuWJTtzrTBwkYGiMxvhzr6QcdJWadpg6Yrl/TslDiWagRREg80ipXqrtwMQCq68JOQCw1OJa4AEPQpO37PHltVBUDECT3HraePiVfQgZAt46WbrYlzw1Jey6OACuaayxF9VQBKxMWuvsBigL523zl/tgKUwzPv1htJCxbYgvbOYtQpBjHeJAJGdViAEiA2dBvG7mpi2m2QskQCqBbnla48ZzcgLSRe+ah/og5uGGj5F4JPE28sIBv2rCOZrwUuatszQgUfJNhwV9UBSQBoNQ1SIrA1msphAfHwMJDTV1P8xF8SZF2txWSpOjCmYRNgxUragBQ/ICvvQ1W+9ttO9UHcKZ84gbdKjvUk4gEhB2PWk3x+SYJU83AtWutJugTzhGhOC9oxVA+binTz2yh2S9tWpvuRJ/KS+H98t9eJ3+IzTExl6ieAvTMLH+YllFes1TeCpMDasQ4J12pqwMic5ossKSljgM4tkAJ8oFI7dS+P9J1KgBIDkN159Rp6tS4GHwl4HdrUinIBSoCAly7X1uAEssZLASvKrr4JmHJc7sMCUCnfh2Kwyr9yg8CLSgJSHoTE4fk61oYJsFJWFSDdevKww6TghVuPeaDuN0G49SZlPwdMRR4aoNHh5N43atx59p6ULKfEZ3BqTvFJEEpQu5jW6ir9akBpRIFvmzaU3QXUISBayLOvPsjIJGhaZxmo1CLsUGEV4qLl0/tUUdWD9oi5iOsJF6JGaMdBSq4eQPZKHbdmy9SXZ3ncPEZmbyviprcjNDtmQ/U6DZQnOPdvmfAJcpunV4OKT6BEzJ6E0GmnJ1dccRqZ+PxArh5tWcFO3ctvcdup+FQtJUAflpDAJAHKWlgo6QXkUF/T1Cj7Gue56uDENQcXbDxEmgjX9tddtCdTufSC7myOYAd83fgzSGrMLdn4sP7BAtTTd2E41b4f4XcrP68Y6jqL0zVAJRGudXUPm5U6qjq5CcO00yAl34CzLzlCXo3QLr+6w08+8Ahrq8aJIxMLLKauFVPK4XDnD1n3dCy8FMTzeiluuFRBpTyQO60XATqraXc3uelIWVTcb4kqj1xTqq/LVk30Z/Smirl+ZSTV4poHhUtYWkysvIXLLkke6GeSSrg844RUXWy5/9S79hqrCtp6kiDkHYpIVnaprwVT4nJcYGMXXx3n2neFl5o43cdngM4mAFTgEYCF3NmVNYWyzgpPmZd1bk97vBQ8NzWVNWdMqXQC/Pdb5GSB4nxATF7nSmkrqi6ueEmWZ1rJ16EB7TRIMc2NUCcbB5TiN8fOnYGYeAVgyUMXzkZzqCJkwoIiMGnkEKqnpiOvKc8WJkEk5ePgZW01u81i59TvBaX1BF4gIK0qKKl7UWUdKvAn0ZcChCjoTevYdnYs+jxMBSxO54MTNUxAvTc1A0waJMr9qSJPAxPzFnCQv1Y2gyT0/SkTX8spbZTxFABXuabadiFX9pF6earpu7MKKM40qY1Xmew5LRkeA1SQ6yrSZz09l5cNuwC99NkGpJaPUgtMRZ66Rz8vurCKV0IP0bkBUvshif69nYBV+JHS3CZFlk+QdqqqUNaUXITFZVCMLbUYzYJhGYTKj7qbk0/CE5U3lxdhmTf5qyyJU31ul5TKS0UMUYkSJ07m8fNUJr7ekxJhCSL2jeQAmmPiJWwPPVjLyeTpugAh4rneok+9PJIHcAFq0Qm9HaIEVEve0vCGd0TRBjwOUC0re56qqHGB3iuLygEJtaEX6cN6SLZtYTvPS5CyFlS7my/pqTF3zziJ+jUn+wyfftbKQWCzI5ZgwuunxBfggfxNSGvxtVWqQupbycVJvoxeRZ63QUgZADmS+ouN86bOMAnrSfEoMMryVsbNx/FoASvza0uqhCtguYceBND58S2/C17KxUeVxz4PZcHJAh/3D6lrt+uVftrvbmn4vSuy0E2LUqXynLQVGFGocncW8VseeHwVqHhd8CLTjbXrc44WvVbTucdUimr1pOYZoiUHPAydlyAFwAWoCkgwA5B0Pi98GmjuERV3/JX15yfXfNOCqvejRJ682KQlNGFOQsoTUK1P+dySucfEO9kqxK9vXsBD3Zz4PyceCnik+MLjWzKpAptnPVkwKCcBC3gA7em6VMube0OEe3Ivl2llywdxw3tTATi530KC5ilEuaytUWjSnHqaZrSc5IJGgQoJjVuvCQvAceUGQNWpdVSnKX/QJkeWWoaedRSAFzAPgu5ZgQ2G+9wAKd5ezFOzG1AJJSwGy1PyxWLgfKd4kW1LJ4hmuTX25nZZEynveaUfvSRnVLPrU1bfXssFXN2FApAYKMf71t3YFSWQRLkyXNI8cJK85VkuoLFqPPDy3HYKDFc23vCjjWMAlICSlZ/MZ8ttAAptGTKuynZ72YvcjJaK2m/RMn+qP42y9cAp4qlSZgqf4xkFlkoNoKmF1l83ZAMWoKzlZNKHatrUh9roATo3QGqgy5pBKUFqwyViukxGfLB9GavG5hTJJvgP9FoSp/RqnBCT8jRaZRde2SCWd+qxMZT7g19HJASIehZXSsppsn+T28+5QkShXjDNNu0TDTLtUjxJtKMU2QCDsZYAcyghVV7Hrda69jR/kacfrC28oo6OJTWFW4uoCcsTe70HdE286jseMGyXyubEjR/Nvw8yeJDMvCHW/k5ZEYCNuP5GrC7ZKST4gzGgwscsPc9D1WVKH8r7T7Js1CapzbirX5patR6ZDefRap5F00c+8hE897nPxdGjR5FSwvvf/36VTkR4/etfj8svvxwXXnghrrnmGtxxxx2K5+6778a1116Liy66CJdccgle+tKX4r777tusBYXEIg3JGwQbdlhjGSMZ9klbkjur8CUWJx3vK8QknhMCK9SifOtLUxPKu+z4gdc9wbcn/laon1IP/tZ70x+5fwAdmj59sd5LWB/K8YemP50XWGde2tNp61yf8kuHwGWsS17L07Qr17m8u28FYE/3T+0nk7f056r9bfJF6Yn4ExvtIQzS60Wmg0CJNI+cF0v+OrQx7m1jPXQ2fECu2wyPG57zwEDwdGSpohfc95n2jv5glG/vlf0lCMBaxJf6U8rxAOV0rMvEAX/iR/017ax1bjb/G9BikPr2t7+NJzzhCXjrW9/qpv/6r/863vKWt+Dtb387brvtNjzoQQ/CM5/5THz3u99lnmuvvRaf+9zn8KEPfQgf+MAH8JGPfATXX3/9Rg0YGULbUSR39ibcuPJUeFtbys6obXvXanfJrIy08pLphNh11YZT7Tar8Apoyd19EsCVzF+gjCWg1XQBAh6wBYBANv8qzfPJVxoZELHA3ABN6QvRD/K5KM/ygpWj0qjJZ8PwrCSbZtMBtVl259F+KbLy0YmX+UZ5lvI79Ui8SBy+7uZ02wvYkLVonDryxwHEn+ar4NToPbackm736Ng5QLVfSkSLzoDozCnhfe97H17wghcAAIgIR48exT/5J/8E//Sf/lMAwL333ovLLrsM73znO/HiF78YX/jCF/DYxz4WH//4x3HllVcCAD74wQ/i2c9+Nr7+9a/j6NGjs+WeOHECF198MR7x2zdi9aDDuTKdDAag6mBKQKoDrx7alfkbv62IdwYqkZlMJm8S+dJaxK/rBCnxaS3DCVhnfXMS/EFD5iHxK8JTPLFLkOXlHVJCzVPbQDWv03brulMkdKV7l5XGp/K8ArVvjxB5TZx/XyaJMHRYAgmg3wjOrrR6EIL5M69yGXbCJPkzmE3y2tcYtWEybyqXdWHN2+kfMxjbAiUVHnDxbQJiEc9IG0barECcmng/TDM8Ufo0DkmmBWWGzSsJJLpEjYXQgfxfR9/Z/F4F3Ie9TVsET0qE9Xe+i69e/6u49957cdFFF0WtWW5J9ejOO+/E8ePHcc0113DcxRdfjKuuugq33norAODWW2/FJZdcwgAFANdccw1WqxVuu+02V+73vvc9nDhxQv0BGJuEdnCY2sz1pQbOgHnytkhbM9I82VGC2UHzr1Cyk1WVON1aTMpCsLt2ZW201g46br3WMpqLh+t2WxuLar0XyYNxO8K3xlScbAd891sScTZs+q9x8SUCla/iJpFmw+W+kzMGoWsPMtwBKC+vJ2uAZln3DVC28aP5xspPlqcXHnH9uTRYbyGu+XMtqLpIpzTHlUcQ16lTgNMezwu1JdrqwYnjx48DAC677DIVf9lll3Ha8ePH8dCHPlRX4tAhXHrppcxj6aabbsIb3vCGZZUxnaSPVyang/18VYBZYt5uY5uUOnUZyVvyW0WSajShVRwyjm980gRW5QQfKDebqsxyg9St8j6UT9i9KeBJ+rdYOYrX8ojrbpgVf2riVTrQWjWSt6SLcCuH3LztX2AlFdlOe7nuc7v9TWl03o4AxHA5rZU2PW8XWD5WTnLCLk+W6fFHeXsU5CFAHDoo842W9ZNjCVGJ9/Rd4BFaUm9Lif+rEUu7aCdO973uda/Dq171Kr4+ceIEHv7whw/nV249zDy05mnabQCRBR2JEhZQhdIfkUtJrJ9U57J8jVGd79NzTeUt5Aw24Q5JhlOdm2YyE2zkbLVnuWt6Uj8ymgzLUPwgSE38SQMF0JyWU2EHrFz5Kz/MrzECWpeglOEdKef2kG6jLP9UAVOh/QLUgg1NUgPtpdf/J2xxhVT5MhzwpLzQmhOAS4GKFy3VPAYIxR6wCcVyxY+c7HIdl/J78YDftzyXvHo7vJJfhhfQVkHqyJEjAIC77roLl19+OcffddddeOITn8g83/zmN1W+H/zgB7j77rs5v6XDhw/j8OHDG9bK9F63fxau1qXgZRfBiKbeIlXgyq80EmDordHylglA94zF2uhqri6zPNHEF+EIjLiMXrwDUtN1atNtOAXxEU8PzATouLywsh3rgHlJ1V21A0JRBH1zWmgjgHJm2iKrAkjlrfcqPrCKbPmGJ+Wsi8FpRm6lMmjy20+aJzxN4AENDcbLtF6d1W64wx+RnKMztNV7UseOHcORI0dw8803c9yJEydw22234eqrrwYAXH311bjnnnvwyU9+knluueUWrNdrXHXVVZsXTuYP0CdYsjYgxRvsJqTMfdBW8GdmIJs1bhRg9GffsFDCfC1PoNlTbDmuexLP3sfZ5M/LO3fvyAsLnrUnawX3yHh4XNy5r6TCwb2pMJxde8rlZ+9VWTAzJwRDgDJzY3RebY3k+uOKoA3PkJ3Cm9Js/q1uGoOSIsulpCk9ViYWghN7Sf+JQ1d8XLy57yTLSLo874h5pB83aPomY7fYkrrvvvvw5S9/ma/vvPNO3H777bj00ktxxRVX4IYbbsAb3/hGPOpRj8KxY8dw44034ujRo3wC8DGPeQye9axn4WUvexne/va34/7778crXvEKvPjFLx462TdKoYvP7BziN5yL+KWUcv7iVtuGRuiJyFWXX8WwzVHVyteE6vorDNJ6Yk+E0y8kwhvXe4Zv5H6U107FUwDZxJPh8awye/+qdQXWsOI3vH583SFbl6BvgZGOZ9nUtNeC1PDHCU8JBZ+rGbagsoS5uRab9y5PYpGpKoFk+DbtJ7Y2APWQry2Dw6maZrbMZlIG5XE40GO9+01SR1lrTc6dEatJzL9k4v1PjczTYpD6xCc+gZ/4iZ/g63Kv6LrrrsM73/lOvPrVr8a3v/1tXH/99bjnnnvw9Kc/HR/84AdxwQUXcJ53vetdeMUrXoFnPOMZWK1WeOELX4i3vOUtiys/0cBMmlkE3fjRPi2TcmnafmVvylvmJOV372HKxy5AIUuC1uznBIJyImp2+HN5HTDxecRKkSDi5HUPU3h5R8Grm4+68powAOXPl3WX9YAfPqMuPln00vkfWV+nhHgxbL9PSjtGP2botVXWKdRZpq9oJj6H3S+Ey00r0nQvb/Fan0PTcdrXc1JnispzUlf89o1YPfACn4lNZbPr96woY12F5ni0Q+mmm52gNJ0pVUAQzylhPclM+Vko0BQuz0ZhnYLnpzIvCV6qv8wDES/qlOSOz7Rnw02QEdARMQhU07CmML3yOGXbOAtIJl8PmObSu9aTw9ccgEhQVtJcum2rssBsmg3vl0Z36CN5VFxeByPzbsSSkpS8YhcA+tJNgFxAgay4rgXgosluwhaYcjhFwD8HjEm0U81fUvOt3ledfpPhS2Yurr/zXXz1ZfPPSe3E6b5FJLbZ8y4+qMUwBE6W7OkCy1viZBqHs2mS03nDIr6LUeLkCT49Uao8vpeZqlgkTH7mUma5C6nAEuYTGS1RAbGhPgHcL38OAhGLH+CPrKO2PiY9BXktcHUAbsjakm49L1/y8nXACYhP76n6L1C4ZxOJ9TvO24k/VW3Na5Y/+TFiKSEv4si9GJYV6KLwIATDe3cDYdviEqu2hPCtgGbO6rm2fxvo3AKpud2By+ONzsDMdkFHhEWcmgNJRwxZ0pGsHq9dKL3FU3DSgqmRS3JR9CoxM+Eb8QvAC+gAU4SxnhIPlbuID4BszqqKgMMDHbVHGgCoMKzasKMAxbQTlRRAhfikn9QLUdoimgeergvPDadYEdn6j9dya7TbICWtAY5LnOSZv5o90ppbpkT53o9XlrGmUMCiWlMtAIo8JUqCXmrXgrdmSAQShFLcRn+cIqAKN9oLAS0CKZVH8FjwamQoUCGdbvklOJV8xnUXgV7PxTd7QKJJWzLQ0Q7gVJDRjJ2N05xFv+9qRGBjeJp7N11w2kfFSP8muSDI57FhdZBL5F/81vvBNeiSp7sD2m2Qakh/xGuxi2/71RGTVZz0M8BDRPUz6CKfehQhmbQcJ117qcizRZtw2Tg1C2quLzZRCJFuGwQlLnqEf6QsCQK99BLugJfmERaQLUeCUwRqHXCiwgMdP/E7O+AeUHHcaUOcZeRslEp/utXeLxDNkXVdeK4MBVTQY7VpN0f5ig4ZACT17tA5KvWXO/le36r5GFhhW6JzCKQ6O70RgNrmmo0Qosd3KsszG6fGrSdAq6u/5iaiNwSnAoyiMgfyDoOTjLN8CqBqi+fcc2rTWzpaAU6br7kPEMiO2uNfbzjpRuZrb3e0uFiNCB4+nBYaKVisn+5HFJeWq8SYiRQAlG8pDZblu3tiavpl+5ufHQeppO+TqMGqA6qsq5Fpvm3g8OK9BSwnc5ntKek4GOspaXEpy6O1CAuGlPNLefJJduL/FrRTkAsyI+CxkH+2zCiPB0a2LimIk5ZPTu+CWgNog9ZTKVO671zQc9wzTTgYzCXaXk4KnlSjWafJ1S0u2lipyZhi3qXUq35kRcyBrYhvWjtimUi+uXgBTtMQRzpwprxCIrt6TrKkpYG5JniTl2br6QrwaadBinWrB07A4Ck+P+9WyE7oOYCiWg3X2ilAk8AMfNsqYXoXX2GXC1HI4yfVU+071ewl21UzYd010ZvUpciR8jrANVtuEL/MqiJdlgAND/D8U3nA0MEICICKwMkDLy5/C8Bk8/UUnjfPAbVAp/1WMvFo14FXXxE/us/cjJwCLXntnMmybx4x6cJP45Az7BGYShapf2opfQveyumldaoziqE7DVIAYpCJACqkfc78gfldkheXlMGFdyjSNJQHKATw2AXUPKQL+C6+pZXzFLfDw1UZ4OmVJWl2WJ207mbOAycA6hi5TEsI422Yspwmn1ngVP4fBaimfEe5bINGgMopfpHcbhkRgp0KkguuQxstZpN/IH3ktF73u25W5sI6u4AVCg/49tFXuw1SbPbW1ntvOHfz9MIbVwTGhClxgiX5u0o+PJHjlIVUBthRjswja5Kgno3iN7PIepT4ErWk/VapepMv2FlRxDNQlkezVlgHlFxw9e4xFZ4UxOff+N7VvPVE9mCEld2zniQ47WcTYKkHGGXibUI9MPLSXABctqtirtF57q3jpnRatG5cp2eUPzA7mn1IwzfSHx0AtnONC5XhqDLzxXavA9pxkMqrXs4VqTVHJsC2XXwRmR0jEUGd9JObNwtqeXrbh3Wn+k9o0xhPK2gXXxEny4Ou06K2iLDbzdEkl3VcCjAb8LRWEcfGdXHC3n2qxoqUvM5R8fBgRILfX7Pg5aRZOpXTu7mBsSRv/iUTlmkYjB+lJfwzvEn8v2+ZQXzPtdfUYBh8xboX6scR3Wyk9gVQ+6DdBqlMuqtOE+iUoppxIr0LM+DUH9fIJhbxRoZ04xGgDudELr7F79+zJPcAA8pxmy4+S906NHKczrdAY8IsvwdOgsdaToo/AqimniLdK8crw5OxX7LzNbJyRqyi2bk/yDNIp1ELjNEAQIWA42yquxixycbTLSygUbmb6hdDuw1SJKyEEQvKpo3sAjdaWANAFQBFtZsctiR+V2CrnVbii7nZ98df1BVlN1/PXaIQRqyhDhjNWlsqfgNNFZURlaP63PD0LCknnV0/1pqSvBZ87C5Vyhuxngb7fbHWt2vCs3KWzhveNBF3dnLSQ/kLypy1LDYBwS0AZzilQzMm53N5OtTbMETskeUEZyO1FHR6OnbQCt9pkGIlHgFUODG2AE6SIqCSI+oAFcF5iLdXocwr70HZ6hbHn7eJIU8hjNKMNTRvVbUdui8LKyIn76jFN2dVtTwaTHqHKBSQiXjL3zycuxE4nR43jF+2CIebNGdtRPwRT4/2A1C+sb2/clV6O2jucAVxS5aG/ATPLJXNk+S3oLUFq2gT2mmQqnSGes9WoVlYxnRZuguFYzEbC4zgTfIMVEln2TeNAECgIDd9fmoJdcGoV8YAOFHURlteZDnZNK/83ic5vF+v3P1u+xffZzJeg6EysBXrxIrs0qkEqCHZtYbhUM2A6zBYdjYy7jwfJmejdBpot0GKUAd/aMAXLqalFFlUnuuvVNuc6pNKzbr91Ck+5e7Loknsnki4ADmTY4Itat+MNbQfa8vhX0wRiM7JHrSUfB5HThnDLsjEx9rDsgc2Axv1nbu5wgKwGgAqszZc11+Hv0eu0h+0TrqKX8nz+2J4b9Cp20YyXAEz2c08sq/skn9s0Tsbqum3Y9bNtEOoqCHabZBS2g9tWNLpOsXnF47GvSFAqznpV+Jh5kF5US2gmi7BSPIzKJQNECuGBTUfsXZGQGgEzLC4ekMy53hGrKS5038lPGcRufebFM+MW2/bD+pujZrZ2hJvlsS1df31+OeKnwtL0Qt1xtA9pYjskG4qy0wr9UJou/Bn5o962XFCnbMSyEbnVJKB8IMeun5c8DztOEidQrL9N6o9o4XVnFpAY1U1YRHBoXIknUR+IUu9lUKmoa8PZtsTxLvA1LFWaI5vUxqQVddEtJXV4VFgmiQGO0trXc3JM3l0fGQK7JNGrJZwju5T7j6p2/wRi2UGoEJLqwM0bp2Gylw4nNY7U8IQYTWXBtHRnceOZ2BjWiZgt0GKIGxHmZBavv3S0gXn8gu3iAGokXec8bNPEGcAV1AnHNmq8gBpwSJw3VleXHKaOQhas925nwMAI1bTHP8IGC0BL7s7Hflq7ql6FqrZRAXxXlmechzhX0I2j6Pkk51ERhd0XxO01EpyDNytg9dCkp/nmZsDcjPpPa8Hka7Cxcri+H1UWFUCw23fbZAqFEy+rdNWdoZiRlnF4Lnz8oNNDD6p2laK1xhqUS8MVX/EehrgK2G3zJHJvo+h3MpBDa77UmCCDy7errYrawagTuFU3yrtd900YJGa7mmMAW/zKpTk0HvuRPywIbIUjJb2iyNcda8HWJ055m0wh74rtXTuWYBaQOcGSJ1OWmKKeLwE9F1/Dtqol+xpOcr1J8pVxc8hlyWHzwWmYDG4in1GvsezsV7bCIxmXGkD4fB+k5I5A06SJ5Izu53vZhgnb57O8mNZHo+6edOMhbQQoDqymvUT1c1O9YWA5O7XemuwF58tI+4C3hhFGy09H0mlGd6RaRRadZvvqHYbpKTJeEYPRjgU7R45frKQYtcf7xenuETTR8woZ+fXHpFw96WKZVSLWTw/ZnZQIQgphb1Q9lwdF7QhvD+0SV08ZTHipuNru8WPwoMykWUu2Szti3JZS4+lb6qUIkAoFlQIQBMlpRPA9dj328Nllw+gRdP6nvvByuONqYlOgWsv1bjWlVdBqD3dRzVvaq8n3gGraq49G1pQhXYbpAqdbQA1TGLGSUvIXmcQ44d/c7x67RGA8oxLWZuNhRVR0H0x0Pircclx9OGyptTtAu0cj9wsbAJkIyfwTgdA7TJ5AGXTLDip/BmcXFk1PGIB9d+hZ3hDOQusSwLcjw/OYb+ZO72NYviZmJ7lPnQ/KlrgA1kDOjdAaj90KneknuzGNZcF2ydvLShxtDiuDm8+k+CteVOnnaFl1GnHyCcvvPTx1/4v5NmXTNFnmwLt0gMOdsG75UZacAE1u3Ixz/ZtZZn6LJVHAnq6yj+woErxNq0AVJCnsYp6YNepW3zgYoGijsbTASplJVmRBQMVT21oY2HZ9W7Dp+PdkIN0foPUkpMqi10eHTkuWRNqCtK6vstPWVSrxIAnv7zL+CUBEP76mKsnmeu5NpDUGL0FEJTXo2EX3gayuzxLnktaaHn6eU+BpRRZ0yNW9qkiD6AMYCgXnwMUqclnDlSIfD2LasRS0jyzO76ar5NW17NDjE8J0ffMpDXkVs+zmBKqu1peJ7R/Ub3cxgUUAnknzdD5DVJnmuRGicMCaQoIFetJWGHq1J8kir0FvXqECyUIt/wzOzMvXHOObRj2o7z3YV0NyTlbAeosJdeCkmRdfBEJUyICm+0BVLRQEA9db1rLTeVgloansYCCChVAspvIxsIyNdhwU9mlhZuicwOkTtcLNbdZjvpqIXRY/mIKUzJAtQJAJLJaawv7m0gNsFC8MJbk39R9sLEVtQXwG6rfIKhFmix1khfSvmbpVqwr0YqeG68LEMmxlLJ068aj+EBFCFwz4KSBzZoquhmebl9KsdeCGmuIRBgQrjz+80HGWlBNHOK8G+m+LanLcwOkdpHkizwboCpKS6us5tSftLZKHt6ddXZ9bn3acja3jEatqoXWylKeWRkLV9G+wczfbjtDvS/a4O1XjhBsLiQADBX20jjeuPhKtzUyhHvPgpMTvw1gauqBlmeWRq0TBzBCV95KeCQseGHGxcfxLYg19Rih/faPoQOQOpPUBSqgcf3lNPVSWsHWugM3rdd4eKMTcHKlL63jtpT50vuR++Y5PQC1C6SceM4wRMbmaHi/+b3wrLW0bWdOz+Ng11K0H3X4mnBUFqcNuP5OMZ0/IHU2KgJCnQTqFedwVsWMVVVYGqCboQUAM2thhfkjF0KUd6biW7GilmbYrE5pgGfrlMS0suV7J/22QaNKOrKg8u+sB8BaWyLOt7YCgFlqPdn8m1BjKQmxjrutcfMpy6jGWytIvzzWcfGhjXPfzdcDKHLiuDEL4gfo/ACpMwFQUZmhjphTHmJWCACSR7qb28ybtJvX6RZddiOAFeVlWmYZnlUWyqm6Z9o7ZVaminX9yY3Q1uohhM8ADINQ4+IzACXjFb/j4iP4rrwoHjK+A0zbVLiDAOWe4luJ6yTy9Fx8BaAkkAkZOt64/orMqO6FRvphC/Ps/ACps4kiC0dZQY4bkFdNCncxzbepRupiZQyDkyhkFGyGAcr3AQ1jztkCTsCprYucJ2eKRtxlTL26LmhHr5xoirkA1cqarcU2wN0DqIDH/nIeuZm0+SwgiTRq4v215obPEJ0bIDXSkae9s50ZzyDkokO7k1Guu2gLnBSQESg2xefIyzOyu3LzzfFS/IBxE7/Migrr5Ig95ynBd/0Znj7DPshOA9dqMRZU/nWfg7J8cPStnS6Drr3QsbEfGrSgAO3Ocy0jiHDCYgsqPMm31II6zXRugNQcnbbOnlGmvd2LZqiXzOq7+xjMWNEIk2N0oYVgMQBKC3lSlDeoTwriW9pAq/Rew7ElGv366LhAc+31obWuUmXtViey8peSAySRiy90/ak438VXqqziYZbZUoA6ky4+ASrhsXPj4lP3pjADUCreAhbOSoACzgWQOiOdOa9ctyPXamvjBixZVLjvEgyp2ea2VWjDgbtPrniBmSG4OXlTr04RLWkvLZS9ISWk7ZayLSA57bTB4phxJbrT42ztm6QxskeWj5qwsLyCsvrlBut2sH6nm3YbpOZcTor31M5eVxGPksCVNsEIDe+Ee/kWUAg0aPsuAKsUjYezQ9MWUiw/RTz7pWicFtzjGasRLZsSM+WzwuoVnoIJlepw8SuseppzqUUeEaVGP5aw9+aJkf7yACp8Vx/HuYtsjDZZ157lBCBy7409tDtqKYl4YHr4X5StLCgvflvUkzdY1m6DVKHZxm5XwdVd/jYF9uCGWkbr7gPAn/6wPIPl1/CcC490nUcAqWd5eTwm8XRt7mjBk7DJCWlhizBPWMKdMsVb7rtyyhh5FUhi2pxqy4zEsDZuvdTEz75NgpxpYtx9vbqcFtoPODlx9ptQG7n4RPkKoGbW5dlAuw9S7hYt4lmUtOVMm5HazErNooCqhI1iWlrPgcMODaAOAVR/mxzxaFY6Lf2eKI0DCzUBI0yAylDhsahFPBvRjH/4TJwkPFtddz2Sxlq0NvaRf2MXX2RB7UAn7zZIOcrTTW4utlX+6RjgJP7PARLvwXNBy9QrqubshN+OxZSCPG7xmWfMWu2cEKwsEBLnack7hYyl4mcbcPdJIIuYBSCqNjtai3pzoTCkOlT14CgB9k0mpU7Fylv8Ncv90IDMJUZA5AZdWKQpOs5fLB+bluqyDS0q5iFzXfN4by/nR0iUZbWBi29gXS2iTcrItNsgBaALUCOdcFqAxpY5yBe6f/Rju/obTQtWmcu6CTANAFa+dgFLZhV5Rg7fpdm3U5TVva1xnirFp/bkyUWgVeIjxSdC933fETZE82PuhKd5Dk+7/mYsqk4dw/I2lbUtPkBs4gjKLb4hNa48WxaEa07FR2Ak5CWo4+K+e1CDEQOWlbUJQI2Q3AidYtpxkNIApfp71wGq8I4oGUAoMseKCrX9AoCPrKBB4PL4/WpRfACjqefAQiPKOmmw46nTXcD0TkSklocVve3/xP0ZzrY5FIuUajA/9q8/5lx/AwUMVOBU2F4RzUHvov7qCZLg4uSxVpUFO/ejm9Z6MnERr3rVEUz8XDtOCdleHuv1nQapVJRfuKMZ9wOfLnKL8sDFZsizt07yHBIuGb15koixUGXtx2KS8aFVFrvpkpE1NzRzltTk+ho/CB5zJaHoWi6tBOXOacR9GNSu4+Jz3YPCuktlvsxZYD3Xn7uDoWqpDXWpkcFDa7S4v1/qj7+oQ3FxNvyGZ2qn2IksNRyD+RaBSxhfrhXvAutJ5PetKMMLEQ8vfgNalM8ZnMH8Ow1SzSAAMTCd5l1Do9SHM0VEAYuj4BKwr6dIpY4NDj1YMFHJ7n0l0qCTAtWctJzZYYvkqEov7Yu2VCJyN0RUPlWu4in4YrvdXlfrKzlo0gMY6x5UmMIg1JbH9RGA5r6Jfz8kXH/u+JHm8cPOV3Y9Um0B3Jf/S6BCHivSc3eYgi5trCEHBPrxDkBxuu/Ko8hScteVv45Pj16MJsIY7TZIWTqrAGqTTDPpgesvVHCbKBwDEl79QoAKXXmtC89z1bkg59RPB/uNTCBQ139n+BPqPT5hrjQet1L9VDWkMHz8N1/ZgwkQ+wnvHp13MpDHlUy0sa4yT0pp0X5FTRsDAMPzqfCGczb/NsAqwwSizp26Xt28ci1QzbeioWaZRdf2t+QN4w1AFZ4yFx2AisPUrcd4w7exW9FlznVfRLsNUolcRVpBYosdvW1yRsjdAaJtH6zychWcX8aSulngmUvX4NwHJgkwIZ+M7ralb0l1La2yK3W7OSlAkDrU4e7ULgnOnta2+SJLUkgSFlES6bUUI8O6ASVASi3sAU0PqAI3YDMNczplAHWtIAkoScxlqnxAnhO2bkWOLFTymKiQovlmZXgAkJx08VusZ752wGbIerLgZONkfFRXl/Zn+TRFDPRlj3YcpNA01Nvln62klbpHTjvY3dPJTPBdRYvqFUxueRm59aCVRHItLBrgkTRw3Nyl+Y3KpNQc4Y7viJDMBoD4/yTdZiI1Za1KwQGIlMixdpJWwrK0DAgJzjizBTXJmHUD9oCnaP0uT0CcJ94tze+jAo4IOCVQ5ezuGhvdwHlTwsY7YQ+c9L0p0vESwIr+MvEV3FrZsQdpE4DaIkVg2YtzaKdBSmGUBCcgHIj9jM827bIGCLqMzrXj8pE8U3ds0NoFzzIBPdAR9ZNynPtMLUBpy6UETsXaolKm5xPrAldSQyDHkyURkGTjDehxT9idP7Kbh9oB4KqWDUJzoEZXwLcjg/gMYPqsh9HoZXxs3UILy4hQYdFwAS7J8FBK2prKcj3LK+SxdRog1ac9GSngZdBBs67Cl8p6FhEDlGdFmY2s/Y3qP+Bd2Nd6mwOoBbSaZ9H0kY98BM997nNx9OhRpJTw/ve/n9Puv/9+vOY1r8HjH/94POhBD8LRo0fx0z/90/jGN76hZNx999249tprcdFFF+GSSy7BS1/6Utx3330bVJ+mDlhNvykBaUXTX/L/mH+Dv0jmJn/d+2dpWrvl9GL7R7Wd8k/mS9iwjboPi0s1JVLxq9X0x21aQYRJhVdeWP1BXa8SsBL1WCWTb0VYrdb7+qtl5b+V/ovqKtvc1EvE13Hw8rZpTX/ATy+bgXqyVYwPhNLm+SQ2BTY+CX6j1HQ8OTweqPu/6jm+RrlTE9+eiJveFO4dPJh6BDrd/NEmfytM2nGV5az0X+GhHJa8UzyBVlI/CX4pMwGUKLvxyKl7lObz17Fp+9UdT+8PWX/s649g62j106hnZDFIffvb38YTnvAEvPWtb23SvvOd7+BTn/oUbrzxRnzqU5/Ce9/7Xnzxi1/E8573PMV37bXX4nOf+xw+9KEP4QMf+AA+8pGP4Prrr19aldp4lE41uxDnryp+WvjXl7u1P/6h+E/wqXWbNN/yNlbwbKqVap2sm25SkK3yrMoWLY+aqIHilW3j8srY7bOr5a7UocLT/Jn2eItvyu8BTM0L2YZm0Vb+pl5iHMrcr4nCAk06vs4Rmdbpg2TDC3fDJj8tzR/J8tLEH8k4J33JOmSZSQNhdEoPENaQkeUCKOC+NaKWayynkf6R88atY3/ezxUVZyL9Z4Qll2dsTiSizc8qp5Twvve9Dy94wQtCno9//ON4ylOegq985Su44oor8IUvfAGPfexj8fGPfxxXXnklAOCDH/wgnv3sZ+PrX/86jh49OlvuiRMncPHFF+MR/9+NWD3wsKhQ0MFmwW8yCCzhdLy/LLKyJEtUjf1Z1noyB+UpV17Ok0oeOQYZUGw+pTBtUCjUphynLpVoaFwVF9m0piTXC0j8nz7RV390TaQMYk06LjOqD7FGbstRz9VxvGkPVd6mTEq6TUIG74NU2ORFG5+ETJmvic+/ycZl2clrA/y4YXw1k4eCeO+68mrrpbEIk8xDbrwCL1tmAUCbT5Zt66jqW/P6etKLdOT3yK7pqF4A1t/5Lr76sl/Fvffei4suuigUecrvSd17771IKeGSSy4BANx666245JJLGKAA4JprrsFqtcJtt92Gn/qpnxqWXVwj8dHnQtRJG6SyKO1g0f5xIaJmR+xVyk64bWBo8i7tBNcLUgNTTVfAZHZV0UJJnfFKXptNWkTN/QlPMZEEsmo1Nqf/THx9aJgl8bxIHE5OJWxlvNlUpMo+0/zq8AdVJZcI3JE2fy2JUJ7h4kcXpowsg2z1Uml8qg2UG5zogd9kZeR6lUMlzh7CQL6oS6pzIViEBsfnKeBtDj4E/NFR8y4wcV7HcuJfauNlw11g8udaV68sBKNGTM+KsqyDZZ1SkPrud7+L17zmNXjJS17CSHn8+HE89KEP1ZU4dAiXXnopjh8/7sr53ve+h+9973t8feLEiRyq263a8aM772XEz880iy51F8n+Ci2BWPg2MMkK3Pgh2wBglgKUXm+efQM0lp6tYyC/5zhISPnIs9f+5Fhek3ItuEOexZ7fqj7pdIJ3inDKT4CQVQWUeSdO82U0lc9AJdm2JA4/SDDh6za/QggLLuraIInL46dRAUOHGEsdGXwM3ZaT0bPZP/bqElGotB1LycnjHYTQ+Q0AeaASxjtAVGTa+Cgc1FvHB50WAt08f/e09aDyOmUgdf/99+NFL3oRiAhve9vb9iXrpptuwhve8IYmfrpZ30FkVlrx5OpSky3VSUeGqSiUcHFsAiex1eCJdtu6lKLyLLA4fds8wGvlmXsj8fNQ1uXXyhRiOG22r6S1oaOrfGk1KC3k7UoT12lS3cnMDaiFPKWLRCrKOfckkWlvEkYNiXDLT5REmNTmiWSfZsQkCVSlzqnyqPdAiodqW2+3MCUdAFFdxXVONavYiMWPAlRRSebhDpE1qYsh6QRVl3iZDihqBVwOXzJWk5NfbUC6IEVOXFyvIrWJavItBCRZnzneQWvqjFpSBaC+8pWv4JZbblH+xiNHjuCb3/ym4v/BD36Au+++G0eOHHHlve51r8OrXvUqvj5x4gQe/vCH8ykvAE2HKQXqKrUBEmtpCpRlIMBKEhX9oVSnRbWtUP/Geo98FwDnDyItoMwCEjP6wJTMtSdbuu8iN180zkEz4I0DmQkih4t1rlCMhV8+nFyUPpW54axlaRGImcQWutTdFgCNJKHfpcaWfLx/h/z6LbsBkRRQaQkkSq9SgII90mSpedSx9IqoohNr7WOLSvaMl65bqcgoUfKqGWb247tgJMLeKUUPmBQouTxzcgKQkAClgGEgr40aspDmDAMtp9EXCdOpxwHaOkgVgLrjjjvw4Q9/GA95yENU+tVXX4177rkHn/zkJ/HkJz8ZAHDLLbdgvV7jqquucmUePnwYhw8fdlLyhHYn4bxLap5898u062uXkXTFyCzRQ5wb0+ACa8nu1AMxCwAwNYvCgJkIjAMUiTxx2cjlDW88IkZy7vakvOs3mYo7sNmcs6suq2CNLiU3z4VpXmRTyqBvMnVKCVW2yg8NAE44dAMqvrwBEK6zcL720iJy6sYGoY+tGsiCtik3YFQunPoG8yA8E9UBlSFwKrxzADMLUPsJDwyaWXsuywyP1QEaKMf0j6XFIHXffffhy1/+Ml/feeeduP3223HppZfi8ssvx9/7e38Pn/rUp/CBD3wAJ0+e5PtMl156KR7wgAfgMY95DJ71rGfhZS97Gd7+9rfj/vvvxyte8Qq8+MUvHjrZJ6k80wKYzsvUgsvEM95PznvfeIHp1SU3joDcSTdOnu1RUj+1gjkyBmnB57G4GVtXm7o0YCGPUyve5vSelUeqjinpvF7Z4aYjBCXLFz3y2rIXHZlEAaS4euPNaJPDYLBW/PV13dMlQbjIbH5hmjU8cNyAtYapuP44v3b3lfe+q/ZJeaIndE914jiL494z4uasqtJVTVGWegt+BJjEddcSstelnSU8ByAjAOPyLLOeKo/pMLlR8kDN6hT3MEQgg+dT5aNBS2rxEfQ/+qM/wk/8xE808ddddx3+5b/8lzh27Jib78Mf/jB+/Md/HMD0MO8rXvEK/OEf/iFWqxVe+MIX4i1veQse/OAHD9WhHEF/1H94LQ496DCsAm3m3ZLddkDTQm6llAXONoLcqcIcGW4y77dWk9RodyKB2wOYLmBHfalAxJY3ainF9U7wgSnBkRcBsalT4SGUzcNYv9exDWBdHN0uch3jqeYXeGLnRmVPXJCcc808E/KkLDtP9ZH1pMKcJvqEAavwk8kr66xkVN6poz1+E2/S1FvivR2C5DNx+yJnOgxbSCI868rj8BzojPAsAyYA7Ua+A1pppBxUnvARFblGjev/5He+iy//gzdv/wj6j//4j3dPSI1g3qWXXop3v/vdS4tuSD4ICmilpviAjcxMRXmn2WzCxektfoVLySI/uEft+LY70Q2ouxPMKq0LYjOig/605Y648uQCS8mvunuvq8hvyix5RrRUdh95O0iffSo1t8V37xK7yIpbzXMP8r1MeRIw55FVKXZL6xKsE1y562TOTh5lzEgdlSAO/o3lsTST3DJEsiNBcoeRrxsdk9KQNyuqn2v3LgInDAIPcy8uQ4dnrDmHmm1WpDMdsNPr3VpHMNc+0HkW1qjm2+l39+2t1tgrr+8RlEyg92zNKNl1wepT3J8gcZOAshbKV2rXq2Vm1bTf3SDanZJV+DauC0Id2dGOKsGzjqITedTWxe7aoCf0uCXlyZ6U0ewcKJZPAacaLVkmuVmvWz2qakmoJ+iEpuUYoZynYJrueZVOy5sj3Rp7Daibp/aEhuMG1JQyRsXuvnpIpD22XsautsWiqSyUdJxojnLvBc1U+zpRj305JaK8HSA4o1bTTP4UxPPPAL81AGp8tAYd/eI8HpRknjN1cOJ00mq1xt5qHd9DEQMzetxxhIi4u6tSQ93hFcupLDrtwqk71rKo+WFGwAWzmdqoq3l3Wgn4Ctu7t1fi5Wk2P29kdUVlBQBkgSrcZEQW2UzbO+TZtgRt9RLyhsTsHIvVRCKW7/+gblzURoKvLJAkAyoGsMx9qy4QcO1r/SXolI1WfaBXnO4rx9xTndMSyDTwlmoL9CbNUxvtgFhZD/KDhI3RlPwmb5N4aUegbspuwrQFnmizqdM0+LRyI8Cy8UnmKXHiXlmoN8QaUKdyTT79EumsF8vJ7BnaaZCanpHyFdwUrJ0Xz+dR8FKCJ9XjKB29sjzFA9RnXvSDnkCqLpjhes3W1pBR+LpZEPBrhFDD55XjAoZbv3aye6RdAy0g9+M3oITGncSPHIiHYi0gF3dgfRi41EzmAYR/zSmzKvbi9isGiecGlB9FrFAoZyAxuJQ89qFgzlfqlt3V9QHlIkxGAO1zUObag3vv2SkLvLoBjYjmOav9UjBR7IPZwSQ24RGrSfC5Zdt1Zsscs46i+B44qY19A1BabyjPipc/lyF1SXNLYHCR7jRIHSqWVLDT3mTn3yPvpru0qqa1XMN8M515qtuPkFgxFf1UnpdRJwpJ/oyMqvfMUt0R6jRnQaRev3mgHx+A8GXoSV+u43tOZuKb+iyxpEZI7iVQxo97P4+hLa1iQebQWlY6+5IIsRxCdgnKh4mrjCIzZeRgOQl1PiWt6yu42VEWE0o8/CXrTbI+iqPUWv/PXSX7KSPd1IUCVOSxe1MlOScUmJk9YPvl5H1Qb55EaSMuvGHedm26eXOaBRmOHwCpcUDS8tTLkb11rU7synwCmGS5pR7ngyW1hwJSE8mTXJKiG3XLQUoveVLxBZgkYBUwEkBGVWWtadIyZYdc1q46kZVQd78LVqWcoC4ARfFyohrg8IApAhe7QLSMduFE4+ZNflXOgvilRJCuuiQehBU8VD4tLwawuMsEeHG+PIV07SRE6Ad8vftJFTiqjtewWOJy/cuc4s2QuI8EQBz1EUfWrSmT0TO3lSErg44+xC8B2s7bZHhEnGoEmQY5M0Qvx3Ea2cAMPNDaBZQu/yAwNTwUxjMIuG5Cs2kz4GGBxVpI0giQgKU3rbH+KHOt0RnpPACp0tlyN71MmY3vuK3CKXJLPJBBCjpc1tEaNaLkWwH5NCAJXqNu8u5z+hl/DFnWsQSUua0Clr/zBgk12SIehAAV3rdyxoIBLZlrN7+u43aIWPkm51jd9NButjy4IyZlXvBFnuZTFVbYrm0Who08Uao7TpfPLkGUeZjtGzZw9OlDFD4Y12EpM4m6lPmuzMQKVFzX6q+GGqjCj6S9eXLBQPJByxbiFI8agGjyDdDIJiaSPQMqMX8HnBxZKYiv+QVoDYCTdzQ8Ap2JRddXfXJG1YXcMiNwqiA2RjsNUodWaxzKByciRQfoTmwsiYDfI6ni3dN+VHmIeRLWpC0qtraoWlhrjit8NW8BK/k6mt7zVxWwWw63H4pCy5ml8rQgVBaH3S3Z8r34wh8fatAtsePaA8yRMpaS3GiUSqpnk6BdYyVT0emNG7CMJaYFL2eidAlyfEaXev9T143RgMupqKglVpJ6v7ZHImDdNEmLq+Zutmk1rKyfsh4KEhrgZSArFYFWxrKY6Ojefo7EjsyPpdYUk1b2bZ4Nwcjhr2tWr7fmdJ5as1WmtKTs2p7Saxp/dSLrCh+YZp5zFGsaq5MYoZ0Gqb3VGofKV3lzXO8YtDcIluTuIqJJAXkqs8YzWGUgKiC0piRcfuDwihLnJ6ogx2pAKEhWelxwixLNwQQRz5fuDqcDIo77jSdfU44jY8Yd2y1vISAttzndijVyivLmHUk+ODPpXnHizXUDouZDGcNUAUvIkxw1LNsnZDcuQTFZMkBMYRLXbf9Uu1HIYGRBKVG8Pkk7Dr0PlbBE475LwgoiLkfWVTadvOqOAc0SiuRFQBSuExnRAg9QQaQbn9M8EGvddM66FqAi4xWoWKDjNsi1XnlXBtBKuLGSzIEnz9s1+saJnQapSUHVA7/NSb/C1xmAWG6cXk7YNvH2N/NRllkPWJQYuH9r1DUqw1JZlCsKXmDWLBaXIcsKQEXL8gFKByRFfVgXplrLAdB5k3yuDAbo/Sox804/oGAI1QrKxw7E/z03oFJKqA8K1xN3tX21Z2KwKhABzu+7ASteDrgBkyg7n6iTm6PapBbU1DsAMZUF0T7kOpRIcX6jylOVa5p96mgQkObmvpncJs8YCFlZck6XL0u3BxPAa5X1Hue3soh5GqAygJaAqmvN2rTg5OkJD7RWjt7yaKdB6tBqjb20bjqGwwBqJ+sOsYNi03rW1LRw/VVDhqfsvKWrb53T1iaeMIHOOgjLV+/UMCn3YdvIOMqbOLUE6MmnJqPxdYvWx/5o3UPt/SdvgfrlyTw+GBmXhcszQ2KDEcXLzQNBP/jrufrkPU1liYtx0BsdCXy1HFkXWDFJ5OAyUyiR89YsjDfML8BT5eIIhT7ioeCaJIGNM9NUaRK8VTcKmR1dNqbmFgx/xNhTqMlki9x2TnpKUOMvOqBdI4Elpawl/o+YxwONwrMSQMZrTbYpEVYSmGaAZ7qu9YrCAM6P032rRNhTN/Mi32js+mrnpA9qDc3M+gJMFVSm3wl0RFiCUM5TeNaUpl1pPlm2zgu3PEhaAGoCQkeJDFTfBROzMyrx1qTXAoVLVey+ugCzNN5pxNw4RS7GWSqZXODPb4WYCkDVwjmTOhyQUS2JMDAp5xxuFFhR/M2BAsr/cj6ZsSlzYphwoCBOQUmDmNIaghNW1nqN1w6+EioAVeboJL9mT7l6FfVYaaqDQa2ib6jc5xqlwZ17r9yiuHv8EgTC9CxHytOHHPxNm/VoSFecrWMBkrqmdTnsiZLgUsBIhNnFF3pTOnq3A1x0PpzuW6XSyf69i8gNqAa5kVoHd47CtZP/LztWAkBpAqBVEvenkHL8ZF0R6mceynvgElagpN8dV/gKOMk/e6t7vv4WFKwl6jd47hSlzVuv24Wi+JLmY7lAoxyieJdnGL5Nja3sslFIua/L2xqmQauNYLM2iZlg3YBaNltXZb6ym6yGlbtRtKrMmSJA8qkHd9kNKMZdlMNuwAxkxV1IGXHYdYgsPxWwsm+1EPNAAhYf7Jji2aDMVlWdJyN3FfcPOl2WkYMT8jJy4zESmzxlnD2gEevAAy/pylNAx3m1HlM6kOuWLSmxyZf1Lrq06snNwEiCZmmDBL852mmQ2lsRDq1OsiLSoKMHXHaYZx1Ikrv28Gb/0BKqiqQeqKguvrW0npAaa2tNCSdpNfFn9yAy75q0HOQy1KEMrohf26avzARV10O7qCpLu+zkDk3z+PcQx8BoBICGrGKXiMfGFlo2BAVHZLjURo6BCgsjhnEE5f6QEAIoxaPHVMbUhPrxQn0asOJAUhI4a46uG50a57kB5VH3afNUgDqXLu4zEZV2JOGOFHUWfWkblGRfOOTnM5R0W/u8AxtTKWz2XrDnspvi1bXRMfawgwWjZh0aHm0xiftOAgzn1rWSN+viE16U8NZL1BfztNMgtUJ29wGogzGFJcUd3QKQBjRqJpWUMdLHDFBJAFQenZMMUhl0kgAvSlinhLQmYW3lnS0VC4s3pgCmQxbF6uJaE6q3aJAiEKotgtPnLbgUPv8+lXQPygzOmHRl9xVL5D4cIvtMzxRZgSSZMGtgkY86YZR5IRTyAjegejN7AQhAnZyT1lSSiCszqlN8wmp33YDetRVqeXPdCvDJOOZoB6l5NZFKLFXuDW7dfI3QLFtw70ixKLSpukSDpW8dyfxy87wSYMRbX6mnktRH1nVfLSp5bwkyTeRrZTi3TZSONHIWgNQ5bUkVt8YPvvP9ZnBOB0hFed26AlBDRfW6ASkYkELCel3vWRWQWlPCmlY1Xh5vR7XaSgWW3pXRir+1lOxkngepmd2XyrAMpOaath+QoqjvqM4IbbkmYZGkRoYNl5k24VqdudHjDXYsQz6IOolyZL0rVWuRN1Fyk5PrZuVxe8iPh8hr28CDRroMvy0BceLZDVKyDjFItWEJUrQfkCrrLBHWpx2kZFe06/AH3/7+VNrM826LP3p4NtDXv/51PPzhDz/T1TigAzqgAzqgfdLXvvY1POxhDwvTdxKk1us1vvGNb4CIcMUVV+BrX/ta98uOu0wnTpzAwx/+8HO6jcBBO881Oh/aeT60ETh17SQifOtb38LRo0exWq1Cvp10961WKzzsYQ/DiRMnAAAXXXTROT1JgPOjjcBBO881Oh/aeT60ETg17bz44otneWL4OqADOqADOqADOsN0AFIHdEAHdEAHdNbSToPU4cOH8S/+xb/A4cOHz3RVThmdD20EDtp5rtH50M7zoY3AmW/nTh6cOKADOqADOqDzg3bakjqgAzqgAzqgc5sOQOqADuiADuiAzlo6AKkDOqADOqADOmvpAKQO6IAO6IAO6KylnQWpt771rXjkIx+JCy64AFdddRU+9rGPnekq7Ytuuukm/NiP/Rj+yl/5K3joQx+KF7zgBfjiF7+oeL773e/i5S9/OR7ykIfgwQ9+MF74whfirrvuOkM13j+9+c1vRkoJN9xwA8edK2388z//c/yDf/AP8JCHPAQXXnghHv/4x+MTn/gEpxMRXv/61+Pyyy/HhRdeiGuuuQZ33HHHGazxcjp58iRuvPFGHDt2DBdeeCF+5Ed+BL/6q7+q3sW2i+38yEc+guc+97k4evQoUkp4//vfr9JH2nT33Xfj2muvxUUXXYRLLrkEL33pS3Hfffedxlb0qdfG+++/H695zWvw+Mc/Hg960INw9OhR/PRP/zS+8Y1vKBmnrY20g/Se97yHHvCAB9C/+3f/jj73uc/Ry172MrrkkkvorrvuOtNV25ie+cxn0u/8zu/QZz/7Wbr99tvp2c9+Nl1xxRV03333Mc/P/dzP0cMf/nC6+eab6ROf+AT97b/9t+mpT33qGaz15vSxj32MHvnIR9Lf/Jt/k175yldy/LnQxrvvvpse8YhH0D/6R/+IbrvtNvqzP/sz+u///b/Tl7/8ZeZ585vfTBdffDG9//3vp8985jP0vOc9j44dO0Z/+Zd/eQZrvoze9KY30UMe8hD6wAc+QHfeeSf9wR/8AT34wQ+mf/tv/y3z7GI7/+t//a/0K7/yK/Te976XAND73vc+lT7Spmc961n0hCc8gf7kT/6E/uf//J/0N/7G36CXvOQlp7klMfXaeM8999A111xD//E//kf60z/9U7r11lvpKU95Cj35yU9WMk5XG3cSpJ7ylKfQy1/+cr4+efIkHT16lG666aYzWKvt0je/+U0CQH/8x39MRNPE+aEf+iH6gz/4A+b5whe+QADo1ltvPVPV3Ii+9a1v0aMe9Sj60Ic+RH/n7/wdBqlzpY2vec1r6OlPf3qYvl6v6ciRI/Rv/s2/4bh77rmHDh8+TL/3e793Oqq4FXrOc55DP/uzP6vi/u7f/bt07bXXEtG50U6rwEfa9PnPf54A0Mc//nHm+W//7b9RSon+/M///LTVfZQ8ILb0sY99jADQV77yFSI6vW3cOXff97//fXzyk5/ENddcw3Gr1QrXXHMNbr311jNYs+3SvffeCwC49NJLAQCf/OQncf/996t2P/rRj8YVV1yxc+1++ctfjuc85zmqLcC508b/8l/+C6688kr8/b//9/HQhz4UT3rSk/Dbv/3bnH7nnXfi+PHjqp0XX3wxrrrqqp1q51Of+lTcfPPN+NKXvgQA+MxnPoOPfvSj+Mmf/EkA5047JY206dZbb8Ull1yCK6+8knmuueYarFYr3Hbbbae9ztuge++9FyklXHLJJQBObxt37gWz//f//l+cPHkSl112mYq/7LLL8Kd/+qdnqFbbpfV6jRtuuAFPe9rT8KM/+qMAgOPHj+MBD3gAT5JCl112GY4fP34GarkZvec978GnPvUpfPzjH2/SzpU2/tmf/Rne9ra34VWvehX+2T/7Z/j4xz+OX/zFX8QDHvAAXHfdddwWbw7vUjtf+9rX4sSJE3j0ox+Nvb09nDx5Em9605tw7bXXAsA5005JI206fvw4HvrQh6r0Q4cO4dJLL93Jdn/3u9/Fa17zGrzkJS/hF8yezjbuHEidD/Tyl78cn/3sZ/HRj370TFdlq/S1r30Nr3zlK/GhD30IF1xwwZmuzimj9XqNK6+8Er/2a78GAHjSk56Ez372s3j729+O66677gzXbnv0+7//+3jXu96Fd7/73Xjc4x6H22+/HTfccAOOHj16TrXzfKb7778fL3rRi0BEeNvb3nZG6rBz7r4f/uEfxt7eXnPi66677sKRI0fOUK22R694xSvwgQ98AB/+8IfVh8COHDmC73//+7jnnnsU/y61+5Of/CS++c1v4m/9rb+FQ4cO4dChQ/jjP/5jvOUtb8GhQ4dw2WWX7XwbAeDyyy/HYx/7WBX3mMc8Bl/96lcBgNuy63P4l3/5l/Ha174WL37xi/H4xz8e//Af/kP80i/9Em666SYA5047JY206ciRI/jmN7+p0n/wgx/g7rvv3ql2F4D6yle+gg996EPqMx2ns407B1IPeMAD8OQnPxk333wzx63Xa9x88824+uqrz2DN9kdEhFe84hV43/veh1tuuQXHjh1T6U9+8pPxQz/0Q6rdX/ziF/HVr351Z9r9jGc8A//n//wf3H777fx35ZVX4tprr+XwrrcRAJ72tKc1jw986UtfwiMe8QgAwLFjx3DkyBHVzhMnTuC2227bqXZ+5zvfaT5Wt7e3h/V6DeDcaaekkTZdffXVuOeee/DJT36SeW655Ras12tcddVVp73Om1ABqDvuuAP/43/8DzzkIQ9R6ae1jVs9hnGa6D3veQ8dPnyY3vnOd9LnP/95uv766+mSSy6h48ePn+mqbUw///M/TxdffDH90R/9Ef3FX/wF/33nO99hnp/7uZ+jK664gm655Rb6xCc+QVdffTVdffXVZ7DW+yd5uo/o3Gjjxz72MTp06BC96U1vojvuuIPe9a530QMf+ED6D//hPzDPm9/8ZrrkkkvoP//n/0z/+3//b3r+859/1h/NtnTdddfRX/trf42PoL/3ve+lH/7hH6ZXv/rVzLOL7fzWt75Fn/70p+nTn/40AaDf+I3foE9/+tN8sm2kTc961rPoSU96Et1222300Y9+lB71qEedVUfQe238/ve/T8973vPoYQ97GN1+++1KH33ve99jGaerjTsJUkREv/Vbv0VXXHEFPeABD6CnPOUp9Cd/8idnukr7IgDu3+/8zu8wz1/+5V/SL/zCL9Bf/at/lR74wAfST/3UT9Ff/MVfnLlKb4EsSJ0rbfzDP/xD+tEf/VE6fPgwPfrRj6Z3vOMdKn29XtONN95Il112GR0+fJie8Yxn0Be/+MUzVNvN6MSJE/TKV76SrrjiCrrgggvor//1v06/8iu/ohTZLrbzwx/+sLsWr7vuOiIaa9P/+3//j17ykpfQgx/8YLrooovoZ37mZ+hb3/rWGWiNT7023nnnnaE++vCHP8wyTlcbDz7VcUAHdEAHdEBnLe3cPakDOqADOqADOn/oAKQO6IAO6IAO6KylA5A6oAM6oAM6oLOWDkDqgA7ogA7ogM5aOgCpAzqgAzqgAzpr6QCkDuiADuiADuispQOQOqADOqADOqCzlg5A6oAO6IAO6IDOWjoAqQM6oAM6oAM6a+kApA7ogA7ogA7orKUDkDqgAzqgAzqgs5YOQOqADuiADuiAzlr6/wMEoDJLP9d18QAAAABJRU5ErkJggg==",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "2\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "3\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "4\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "5\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "6\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "7\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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J0u/cYmOuuiQVqrxxjU25k+VekaTCAILUffdIwwm24rvXkLoaWfS18wCdWZKSnvGlW5t3NcMJAD2NThzQloHF3ei96fq3wk0LMXSAtEk9WDZ0WZhb9IX0lKDuDEis65EVH3FZEa3MvRuJ1qMGqeAgvCF06i+nG89JwTdz6BmcoO5VmJ8iCyyICe0LzoUDXl729Z0xgL5wDSr2BZpBifm821R+HkZglMmV5yNQ6WnlKWP9ycHD/QLi/sdE97hgoLpYe1pXwbSYz2tRJBk4UY71Fs2NvWcdJy0MdRavT1HandV9vhZFUB9FpvILxZAhRbn1ZBOgNfOrbV4X4KTAqTmI92AMVBCMg6sDRXMty/OaVX7eVvB2sPJXU/ONv5u6z8D5fG9Wjw5SfqrEvQOQ1LWnAJVJlWeWfu0eFaQCmBykaO0pQEqrui+s+3QCLC0qvgCkAlIXh1h2JRxLEqjCkk/qOrVPGPHtFgLrdO8/tauF0ZozgDA2KetTnjYBVoywh9QFjxykPudOcSMxyv67/ZmWGIMT2mV1IfXEqRwcnyf3rBj5cIDSiDtHZ3Ugg9azuVzDpJLA+yM2UR/W2qmC+MsJUODeJ9UUJHJUUHx/N9RaFQBXazYJ4sEqPwQQUBnhfZfjLLdrDK7bwUNhTLYO9V9XI2i5iFpAfBCoHSOluQYSjStUZ1SVH9W7x5Wl0/pzlZ4auPi1qvkybLbMK+o+j79R65VNtxSWeZi/c7iGxCQlTgJTqvg0iP3O0cyZfDlyeV6ydBNhAV6VDjHASA7hy8RuLpykfzdfj9xLkNo5a9DD9vdBE/pZTb0tklEfnSs5Eg6cxD/MDC0NPCeCEzdyrRKfR3ezNSNLTzx4N8YPLhVx+r6oL/ROnKEIJT+9S34o0uyamJAgjkKgQRIVwlIyB8yhYUT8RrwOP96nHvVTpKZyBp1LTy0lKbNec7XeOTao1n1SfFxSSFLK44hR39sn0d2PPPJ1CV9g17DYG+q71gYkphrQt+2O+HVf1UBNiSavA3pW9zkYndWkJFSJqUhP55SehoGEhOWe+kkR9wO4qlpPqnGDh99jkqomv1voGWANqz8N6z5Re36mtSdT/Y13J4kp1qzyPqbHzpyX3RBVo+9iYgihi/tnzs2OKxKXpJBrhzGKXaWtrr3xgT3FpWKKMyI8zrTGueRegtSRO2jAhQuRMaF87chNQB2snAbsSJcT1SXc1z6UQEkyvVullGJufuOA+Jw5BiYwoO1VeUdxdoBWLdOSMM5t7fOU51X1O5l18FGKY30Tqr7rTcxHG6WVWvpjzUnXK6u5epc4z89VfHFQKvxEhVHGAClNoHWJgWnP3BE8NkVsfUpsTJm6T1tu1NWmps42YDJgO3UNS78+gVTA0AEzwybnbMXYDYx97Ul9HSo26JIV37mNtnDzcpVxZtz9OHfv4tqT++85PMHI1XNF3VfWnpTCNcKF1H3hhxZjiQFYGgCQPJyuA81NxKPPHJgSU0Kr4FxBcNIUNok4ruor6TsN0oWvyMSYSDGvrMV7s/uiBqk3hS5zoy+3x/Ax4iWhe6iMs0v5VrD6gncLKLFfi5+lTpac5jgsXRVAizm4YfmOXMw9t2hLpiTUWTe4AD7N+evquFBTRZgRaKQE5Oqt5ey6srYFIyQETEGPktPV0gQylTKBeG6jZM5MxQnA1Xe+EV3dks/KPyySbWeUePmMty6LI1yKlPrcmARW1zg1XvPZYtXn9TZAjp8bRpCqD4pJxSf1HD37QROgXFKaTyv3M/gG0FCY3wMFjKo/OIkR5kYUDlRrM1FrZQ8pcccS/enUgq7sVVPTUpx428BFaR5FlxERerPo0Rc1SC3i7LM47rhgIcQmqsaE8y5SAeIEaiaOqrR7Oy1qrhZN0oAicxlE2M/yu5FGPr+7UlghqeK6Iw56loIorwo2RCy5/SYAk/KcOHak6ulSMd3qLzh5oU+jiE19TbNsEZ/URzUdL7oBAEJqWlV8972F1OT7fc7aqv9Mqj+XHvwE70V6MqMBL0io/rxgkoXkhme2VwRqnz7pLQ0e/NR5YHx9wDfoKtwgLFWAIT1Z/zZ771iKovYnkEp1H3A+D0tHKELFB9qoiy7AfcvDYMlYIs7Xm/cvmVTV7ik81Hqo0lNIVWkscSg9nVOtN9IYgCRdgbONHQ9zUAoAnSd4dFaMSQ3uS8PAAci1PqETzMvWDT+lXGSURWTsi+qDRkkbTFhK4HV4RMkcqBxLXyBN+uIGKeD5AIq6QSnEnXN6uTZsoOVMivW5Ez1xDtOA7JrJYJCLhUUZg9RscfCclbzNyfVcaktdSU6ArRQkCUwjWyOICxApvcfvenoMYvQep3NQhzEhNU6ZcKjrwTEKmhija93o+azppUQQUhAQaroBUmSlpglSce3sNxN0V33Zd5G6WfdBkWtS5o+Nu9dAau4gazd+XfyR2MECMkC69zyITdEMjNzYxNazpCNOnPCEDoYLG38UkOp5RuH53NANpLqpO31zrlvxOTCFqbmBSyMVX7tPf1HrOdjcD4s8dDoEltebfANvV7Rigj4B09kA3v0AcO5hdr5X8elBG8Wgs+7ywSmxYTbDrc8JoCKOGi1SPx1CR9t5/zlwQY35ngByVza92LUPdl/8IPWinUlBvMju3aYxKUkSJuHCoeXNEYqP3ecsx1syktXLaj2ffAVcLJwNJWajiUxvWq9iIJzyq/cXCkxScJQyxWKq8uacP41SJiM6SQm88TTUgazOw6zGYvVghsHjR2YTALmKa/Ef1z1WNUtcI1b0nh/RNWs/lQKVOqrjMo9WzOhJGlzaweoZpuVe75BCEAfFxp4mU/uFeo/VdYt1Hkz1hqLecwu9fE/tDD+l8NUf61BlPxT5dyDFbVW6lEdksLRbXzIkzOBKri3NA3dK9qE05FLch9KiRw1SzAi+kMS8J1zKKdzmuI9H1GvC4YWs2tXQytVCn0sXOVp9yvl/D0gDnsaleLvBPiXEj7dfLmaphySrGaDmk+Q9vQQkLfnxF5M9z7AE9HQ3xWdQ8j7vJj2PpJq9uzc/T0lqSE9+Bl3XhrMBzT1JUvc9DSb8NG+37svz6Oi8PjtrrvdmUpMBlqv4utg5a0m4C0BxJamf+KomTgnsxPg26gv1jx0Cqj2+UN0aYqzHGX1iBhTeF97nU1uFX1PF6upLBak1VXCOz2mM08z944W4l6He64Dcj3AxP0tJUKn7l9hA4h4hBdXwVPe1Yjjh4ONHIekiSeHcDTS7WfdpgpROUhTouumcVJWHyERn8/lckniuHpWkKDG/H1c0ulnsq+PUO0QbY7nLy7fj8HYT6VnimHvUIPXCAModq+CuEdyI6zPZJCpbUB59OuKwefrny/n4vWINf8Edq8hqJleiEFue88uBiYiYX13qCcCxr+HKWp4FmA6Ayoua84S4DXLq6g1T+/nTbhxoc6nB+rZtOnjggjgjnyoskqJYteeHxg4VHz3rddOqKhFvkyS2nzs3Yj0KToNwlrJqQ2Z7eCf1da+NAvGlWEBC/dd7EkT+am1zFaK6VWDtQZcOklbPIIW03FOMb0F5nc8N9dMaVm/flEuHwLpF36LW8823DkC+5nRv5+t1Wp9SNb9auIZENdR9CVIBWL2Pip1nkOrRxtVAYtM5ixWQDUD/tlNw0Igv4wIJRBDrM5elOuwDhrnO7lI54Co+72zqKa19x2PnRUpRwGMHKXfMIbxgt8WqUPlVEBoTzDjLHWftEhenew0MX7h7aIYVUJ7HVcOHkXaARUg4SiDFwJJA5WbP4wVKf8pnf68l70hXNq0yBwQ7OtJTn6tGdFPRy69UtZUDVVcHrGqNxgeopuWaA52ng6LygtM2AwtHkK3ar/jnCnM9KS1H5Kg0xfNblcpllxngnHkde7vsyxFOrO5jFZ9LjL7u5HUxyzwHKOkEUMUKj06TmKzzwCeSF/+oXACRh8U+KVp7yk8AF+kJMzB5eLcK+NrUEUCVhiKGukR3kcf7J0HNJeHo08KoELd1Za6vo/xGR9LTpeE3u0cPUrPmAsZlv1DCz5MfGuMjVH5GqJzgxb4poFj6ic1op3UaHgTX/7zumjHFyO624bEj2kXyuLVMxIHN60UA8ricAAyWpKp0hY3/sLxFAqNyi309NsDKf0i/91emZN1vYGQcLK0r2/u1FC4xAdV83FV6CpR9UG6xl9JUWz450Tt9csIlifhg3yDQ6t9qd0I+CpN0jTk67k4uvs0j/hRLgJ89ViKW3fxC6r7WALgVKjEiQB73xT2Ymq5cX+J9X3pOwMK5QeNjgwRO90LGDTa/zEBit68pDSQ0ztpr93SkUaj7tBpRkIpPnnYykOgI6em+JzCdV//gVjr1y9HcooHsKjxnHEJv5/EkLuqibAfghhE6xoVLTbHyyCof8t4ESjtyY6CkNoaUwhiwrrnHDVIvEoiOnGKVfpY41s3cqXMnGyDl/Yteo7KUk34ejveHNNtu7WeEPyANAmAHJ8mHcPNkGHBIAS/y07sOllsJqDjdlrWug3kgS1VTvYPxdKOBbOhQoS4MAEtFpOIDWfopbeYldR9vYGV/HJY6aFt8STYMBwCnCsapE9HR9F+UoryjlIidM349O3KACKmEGnHn1kmu+vM5NMY+7TPz8nrWBaRSYgqJkQ0kJrVe+baTA1aYlwvqRlwHpjwEtpF1X/MTIsIaUC2OJmD5mpOpB8No4t5A59wLYOF8hktPwpLUJUu+AJ6JuxUDYm8+/jwGv27MM7dt4bJdX+3vDc7aB/PDyJNcif6M9Ppxg5S7ByLzc2fmVIkntDseKAeoZnwkro2Aa2PkhlWi40Lc4LafuQ8adOPoZRApEtAom1haLDG1SyA1SWNHIFrKvAGqAVCU5uZd7ycl676MzUBlOW0WH42OI9V6JlkzQNGzbqrABKjp3QCZJNwOSG7qDpMisgAbgFIfg3OdqfBHQ1Tp6gyaElgrkB/5cPprbWPtFWbxkWZdqK/1FbLQkwBmr2da26V6j63xMN0XU/NZlRfrVkqApXlCRBhLaKj2Yq/Tsg7VTd2nQ3I6s4rP16FuAClH+bi3Rm0ZFH0/E6UQe5NjDrXfNbJgec1FUp/UE4eo/N6UxpLuA9zjB6mlAfKjXvX3EJbAEp6tDIiZqZy0oprg2j0ABIEzYodkUm+CD60kVK1saqNnS15trJb9Wxdz2rfNzsjBk7+1PYMRtHzyPteGmvimz/zaK0iqYjCagSnTeYirKsQd2A2GUpAfQkSsQTVrdwlCnGtoMGIRFn0GMAAmFV89wbvsgzJVXqj6dOyHiiOR3JCAVHxhIKEOUpLgFIYTzlljzwEJAVcQqDEHYoOor71NjJgz4DGu45rzxI/Y8eT9dW8zWBs7SAX4eh0VIT1J+A1UyKIvPqHh6r5OUpJLRvcjs1DleRzb49TuyXCCNuW6ig9dhxUfS0++BuUqvgAmCz+frR96GkmofbakNkZ2SYj23i9+D5jFA4Y6dXSYUj+Nd1oCU/NG9/67QBcYnIiOZvq75/WZd2F9fwq7wT1qkJqZsavu1viFGWHupEYRHHVzGlB4j7k6cLx76bTsfaEPGdoryeS+lcsR94R+v4b0kGYvRgqCqDevPTUBnQSxgtR4lcsy+R9QniwYqQ0ZADMC4qvGzv0jCbHHIauZaGLNGofk5K0QFn4bdV5R6033RNOIgBPxDqrAVxhwIQErC7PyGaVuXkMJoEr08YrSDNA0HBkWYxOKrVlNHqoHbA1Ksw1ZkmIwlil8karMWs9VfzvpKb/5pJO0pQeSlIETq/iKP4EpJCmXnhRFklJflzpww8R/AqpwZrLXsi8KtSp9pckMKHX0Ff6Vx8MCLvwMU1iZTCu1C7C6wT1qkArH6Dy5pfufiaLtEtkPLO7zeRuBL767AcUYL5Kc5mYRiSfzNkdJwjlbV3lJeKxukwiuinCZajqbe2/3KB3c8PAs60BI44SQnmSWpCaDiiLV6W6ulNpfcnO9khU46Fcj0A5UpZ2CCRG6r2o9ABcAqJ70HX6WmOjd2AysSGLOKj4n3laW3Tl1R40km0d58oCl7UfpdITKCV1yTarZM1+Y96Ls5ihntADuDEwGQnxquYfP601F3VfXm1iVl8ciqUlYGoAVp5nvjjRyMPLn9+cCTEV6cpCycGWLPu/IXU+ItUmsNymk2Y23s7chpeGaHp0J0M7NfSLId4hD5U+plFkSYEMzaAKyRbP1QPf4QYoagRtoq/Ljd26WZJA9IpN/jmPPneEEKtPixGEwNGYZZnLVbifsUkJdxiPcMmeGzTFQp4F75IQvVX22npGXQLMmMRlETIUvlnvlPqUmBylfp3ILvBbvVZDMqVFy2kqZs8w1m6ofOY8V6n14+/LQokmsmRf745McKrhXs9SDW/S1qvrbWfT1IWH0Ij0IgZQRbybqpO7zw1MBrFKUlz3oU/axCkLdp3aum5B/NIJzSg7oo5HcytUSvdTARrMtTudyS9btnPVs5q/AJHlquav+7L3Yy3QG2lOklGTWfe1eU933lIDpvtMeKNrj5Cq+3iFPzwN4egfO5zQzZ2Aiw4lYkwr9JrVH2RMh3gHJJAW9mK0lmEEAEYvRKcuxRvNkpe5J+skqxPUX8eIMwAxXB7dbaPIF9+hBqsw1ufDseTKQXBy+dS0mBhMPQClYZrhkqkFs0t5WbtOzM0LNr9zgxnyYQaYC1CzJrO9TKbfSFh3witWiT6Y4TRzEx9zjOJfqJqZ6WtUJGkTwQWpCUtn5+h6rc4MMx8UBLaUpZ5r98xxjzxSp/WDP7V2PU087z7TScCLvWVoaTWSEXbMepVvmLqIhyIojseQd9PyU7SR6EWvx8/FRx+1r7yz1cDAGqS3pA4RdSL2X4Fz2PSmKVDWfXJ7vaglfwmiPU0hSDlBnzXWm3uN5gNZO3afdxsSmXVTHwa7BJdRno0mdG/B2ojGY+1uogY9He1FfF3BaX1OKWlSBQL5LcV6Ee9wgdSMavxCwmtIb885nLpJzF1tv8gksSeDs1gDKTyj2FSqlXufJ/gBXF0yuR6f3roLTBFKZCwOXh0/SGL/n1nomKbHKz03RXZJK1V/GH+nsAYZKjXFCRE7yYA6mch62SUmTAwaRjh36m7cKMAGxLlU/btiKmo8/fx7Sk1YjibBycxNsWm8KCcoK4Cq+IOgwonwJpKZ2yFYmRsvzFZjqbwIqhR29EQM9Kdhxp1VQAhKAIGODrdUtzMsVIS0NPwHWTvVHJ0i0cz0wlk8qb75B99zpoFgHoiE9BUDdk8R039O0PKSn8wiHjjADLFUynADySm2kdoSEOIsWtE4DIPzkiFDXeFtP+524sS+uhosxWHP3OC8UAOYjJJ9x3+7UfazhegCJAvDIQWoVH3W6vzUl4gJvlZZ8XJR3xoBJLnRciR9FVz/tzYwF4lFOdiEKXzny67XwfHUJnyPv15kKMIHAJ1RwnmZ9nnE26U3vOcjx2tNJFBC1TbYMWD2kp0vGEhpP1HOc/DWmh19yu+dhbn3lvdm6bzDQw3JPkSebq9p5fX6yeW8VqEzFx1Z8uqj7sFXxOSgxeMGBdVcBwpbRmlkfsTUp7ZhUf3Qv85vkvQhQBK4OTA44QAIWg5Gaus+PN6LPaVTrPsA/LBhHGp0V7amlca+xDjX7Q813T/udAqQ68PQcEpTc34fkpGdan+pnAywlqUoB7cbY6tTgvsl5AE18amNj4eenzY/vpLARhYGu+GFeBGTXXPP0sdLQ6OcKOhEOFJqsLI3J/Ox2sHrUIMXuEndwzRFEvXhH6g5Ffq4jibsvcAJCZKGWbpfugf+oMkfAy4A031u5Y2xNQON+Yqq24LQDLj9NAqjfGUp1vAFWSUdLHlM1iCGVuFEIkiPN9nr2/r4MUIDTCGsBpRMnrAZ13xQmtZ5Mz7x2VmbnVjbqvdEVBloMAOG/AFCgOEJtCQRT7u+n6i/91DyV6BZKNEWkcpV6eV6umg3AkgReRQViA7hyr0B8UFDrM74uz0OdBxRdawep+UZYSFJxTYkJLDGxuk/7mPPeqFN/KFCNqIpKsPqdpgSd0Ugg4y6qv72LriLahMmrdL+oA2WKd4n2zu9ecI8bpC5xaW+m8z63nvBz/FISciKllXgCoeLLdY5pANHErmNY6D4JJXP7Sj4X6wfwbGSCI3AiMAi/M1YbdduR9HS0l6lJ1saNIUJikjm8p8HEQZ5c92wTjTZSZPvzBGPqyrAK1P5aGm3Ks9xHPt5X9HFDdas9+/S5S0wwA4mQnvIaJy2UI4+kmGOHMUTHquJjQozqP3QOQB61eKzWDIBu9YcEyEHAKN6SBpXJ0ylANepSv3BrcVx9pwgz80MVX1H3uV/z2ofab/fNJz61vKj7XG1n6j4HHz274cR5GEi4tBTHH/VhPOEDZdkbNY2tbnNGRsdFDAc3l5jKS4rJnHgN436G5LMpziIBge+lSFJbdd7B70tO3ReVNv/SqM/jPNGiU3eOJa/OtLDqbwwoJoD+fh1XrtoHhurP+X3acZJjGAlIrALcMGJekNBAMmN0WWpyACDJxd8nYOCTIBY1HPk9XfaHig9V3cenTDBIpfTE6RyBlIP7YBxcYukRjrQem9bvgu5qBX5Q+A6k8j1mLNJgopqW+5oUcH9uoe4bIJXWfb4OFUDVBTgnYKWKD4u6b1HxeZgV7pomm4E8jSgYovaqv4FPGn4pA+9KZg5YdEq7EDCVbz7Na1JsSu4qvvgwoRaQClXeWWMzr9AZfX7uXq5hGWDd99zvdH+O9SW5v09z86Luc/8ArbF+6BZ9R3bFmoZZKkDrRg9Gv6IN5sbbPj7IpRh7egOMNqkX5oQ6RearbADI6FYb4dqov0Nvj9wo7PeQ28DrBve4QWpy15jEm172fhYK3/m3afii+uwsUXpf6R0/QVvgJ6pXY4txkcrE3lJZ2d/OAJXxZsDCVjranUy+84/35rUkkowKIBJAehwvA2bQq13CdRqaU0Jn9Ys3PnXCwZzeu1XNVwFp8oOt8iSY2jjmCLO6DzW+XUOq3qr3KAwMRkTsubC31HXTTPxeUf2RfzyTtFbjtt1xFFO5Qh2rNTyeL3XHosKrcfQmFZ83utA746qmRtOMW777pHGvod6r4UWtp7Y+dDhxnSuojR++eI8aVUHveJyp867RLMr+MGDzfpG0OJ4YrbqS55fMmlRF5tFUO4bh4uy8tRM5qsIEKR4Q9PXWpRAUxwjQLJXHZ3kOih6Eb6qOE8etu8EApEpQwCJJTc8AhPWdj0Un33kI7AwqOqU/wliVl6bpKVVFeHnPyzHaNGhhabxBLAOUJdto1yJOq4af25jVqggQyvekvqf1CiBONFcgPvGuGJ8+P9taVJWecj9USk84VvG51Vuo+GjdBkhjiqPKT65YL894UzwYkooTJnsnJKigkbowA2JtWTtgApCw7kNa8YHCFXGahK9Hbc3JI1zJtBzwz77Hu3Zf1pzIzHxITD0367r6zlV7dtVYl3IrPrfos3TWFo/O8RPJ0wR4Ez3G+dSZhxZ9a3a76ww0/HPQqcYSe79u0nhWCcrdowapcLKe18dz6Wqj8ICYJuj8rks6UAIlYBAHf9m4m/i2VKw0C3pX8Dl/YtG7lVuALYhBD8beRDijSa5UGZgBalLx0XoRsB72ymtLntbOTDzTWIFvPjQ2JahB2NzSr6bnQKi1TSbqWs6g0/H+TmXnkViVmqXK9o3aEihx/PnKX5U9my4kAEsxNu3aOpNb9mkHOn1tNtekgO25fDeo+Mo61DWQymEajFgZ0n4b88XWYemdACxLb3eILYMfE9V543Hd5yQBTCX8nP75E++pDtQteMXn3bvVge7LfqhYh7ITJBy0zqn6Uz9xgtentKeU5YPloM3dn0B1oZ906pwSTg1arF9AdHFKfFZPYKIplwAKa3gAliDUgNr2adziHj9IXavoA1E7X7qB7QRysHA+RjzjK70FANe0YwWK1IVbrcCGyF4s5RE3tklBaMAx0DiAMOnOda0qOS1f2LU0+COFFWym95EAJVSm8iyLaYvz+/Pk2ULtsDe3gTzpWe1ajVV2EpQDE5923r3UKhnXngcAKoGjhzO9iRk/gQ4SPA5VfA9x83hhhk02YSU3LSDnjNUcJW4ZOJ3alTD+SQGzpR2Uw7TGndMDxeEyze+x+m55Ry/EoY7TKe7OHRk2mHsm8vUiUvMmZzCR+mzxz1ls3tv6r7hHD1KFbt9acU0A8ffCOm+ZlBOrw1ZL9ji/2ZKzNE3NPZ95ltudOhiM/GMPzlwPnQZDuE3ECLavpRLw+Ub2WNoPgNhLOkWSojg1HBh7nBAAtVXfsV98n1im6cWeT5ZIUPMqV7CKehsDsHwG4sB5Km7cAAwA6V7aDRCx0QpLXZ2AqYCUG0AgjzkCGUsM5ruVr83GiebFkg+0/ynDnJKw+XUQbOT91Gz79pjQPCQqijPhDbW/t032WXlpBg1IghWXb5GkpEpVsyRF/kWSMmnJ20OiHQ2Upjih3vN1pWI+rmNvlKvyirn5pNazn14DqI0T586ce9sRtPL8AY45P+skpbSCFxKKS/dhRIH1WfJXUsIwpanAMKzwsBvc4wYprviM4Nca4Ag3wi+GIMjZa34/ccDZRbXwUPdhnCYxA1WYprM+hLIsc/n2cV1cHnKq0TYsoTlw5H4kpL+o+HQDRlrUegxmI+kKYl47Br8Z7IDMl9NIN69FUV2BpLwThU3I27siDyoKqOxUfwxC/Kx8Gp6Bzgalf3YjDpI1ve45vjArVcUXfthBqlJNsEP15wRWEpScwBPhr4B10B6GFm5YNo+9RTKiluXxKjFvpqbX+u7sZ0CVAlKyBSM2Ta/qTqX9URye8cv6FRtGdI37TCfBSngjLoHVUOlNwNYrWN3s0uYcEMlbbsxd2G2J55AIupn0pxICDsMEVJswt+6je8+HVYJ+/ZJS9z0jHb89caErbvM7KMSsVcBPyI7FfMYRAkGde+0B49CHW66f2ia/uYwzAVnSceBAgEWMLyNmYY6+qPISjBhUigGGlKlxYL2369lrvc1Qzy1y8KbNQpaM4pHjHj9n1VyAWIJRaINiDcv6fiNhefnKR/3C74Ww2UwEfPBJEvzStnmOAOrqYBIv9dpelaeqY6m+vvp36ZBfdmWNNuH7fYkzPa1xvb0oHx++8e4UVsuqa/iuYbiMF9H4wM37lArx5jCfkLdQ90tp7qOWewKhbQ0OwhWyghL59Zaib9yjBqnRmDljbwKt3UQKvyDUeTJFUnoGQRyySe8M+aoegzR8Hrr2kKv7+JMGS1lvqpaGFBUqxLASSqoSZdMqsfCJDyxJsfTUbNafJjWgW+AV4wqQEQUQ6aSkpEt4lGVTv4yzhzCHwiNDBu+fkIzgUlOVksZepn0aBWz8ynE2UpXvfxpaI5Ke+IOFZMWnpOJbrPgUoaIaXUEbXj0+/Jn7qTU34FbbkoBqmh8sxM7YFIHEfO17aHqZgYpBRaeTJcif1njZFrPktOSrCNBZ157s35yfPyzSEN2XeoyXlN8DEiTmBqkTb7SMACItuLbcfybx4z1px5NEiHYdxCvgB6AJqf3sAeWv5YpU+xVAq2ULo4mNP8JuBKxHDlJakfshKK1jILh1ko0TbJeP+JqZWxRT/dHdeMqS0ZSo8oDIZ8vknoj3ZSec0lRg+3CfUiWpXjG2wlAiAatYAC4qPlu3stx3m3wFWYe69jSBFan8jmqXMLuPmdCaVwRAEW3RBAujdXH6eGy+hYPNSKMfAdMEYqA0AMSXdAE6LFYBPbfyyY1FxWfhUcBzEtAALH8GItxIQh+N4i22I+DUdsyYherPH9Jw2q1V7dJcOofjMEhwubvNJlbjMXgwKE8gFiAc91qe0QCIOpayOAhN5Rr3WWHdVYjBbmkQObh3xnQGJPYzQPmETGBb0pzpIU9i8DNKy4EDCR51XWkCKIsXa0sNZZ2JN/Zu1YMPpNWPG6Ruccc0bY0HLAYVN72/BbYKEuwPKcwGqC847ySpLek+ClI6xh8uneXM2onvPIezTHPaQe4Rqj4HF38+zZtkzFbJKZ9nug8Ys0v547ohEElrcoYkTDrtIqCJMERYghwBIAHTYlShCLUeq/jS8ItUe5rgtrXiUwyJCaA41sbzleOY/9Z2FSR9dhRyATzadhrjnl8A3BFqseMyUfyQoKa4l8r7LM+WdHUX+ADHxNzbiG34jwojVtcCFA5InvCUh9+UNOkhG0WU6/puzBuh/puiF5ymJC+CzK4IR8W50T1ukJqRmTiC4ggrYjLaOFo+j73NhMEGU8RJ9WfPdYm/8SuSwgSRW3Pfus2AKnPDAEfhlnaS3KCDI5DrVpFA1i8NIPjrufxhQlL3CdDQ4yOFY87Nhhi1+PNhtJfcrh0G8dzJmgw6ZAiBlJjO6qeQu+Rjm2zdAg+ySkQ2uMJAgkFKHcRSnedxtRu4ucQEQM8yJCgV8CfRx74fAyr/Aq3CJCm7D3UfCMjovbk5j5p2Gs4+ROJhzJEcI7ukIr9rRGhTJpb61vow8OJYpTcDn97A+DA4cZ4PckR0RCCtDSMKP6Yo0H3zngMRSU/lpPPWws9qwHpt63uY4kWWnCenM/yu0kMTOwk94yhJTEUyChWe1GORJOOHfwKrLyF13/QDcQVLRJphEyCNbwPlRJzVgKvJ0/4+gaLOfl+rSj8i/rWZfZEo1EpM5QrkyZyjXlZebzMF4uBbzkfG22H5J0n2Q8UHJTCi+F470bI+xa5ta/cwFxwhtSNLRR6hnDTuQOJrRazig5TnfO7ebp2rWPT1BLRy5JGvPSlooy6w+6purEf5WpQTUD5ZoucYyHWoPKGhNAz2xHcR9D29AlSgCDlal+lwq3Ng4vLNwLoBqC04EaCB4i3PN24GtGdzSeRFJNRg0qyPIdibS1awEGm2LwQJNDsV3xak6Ar2O4Whd7nysaZU0w0wKuo9FP9RmE2HRVVYBAhM918SIPUi3Q7Aks5PD4BqSIE6u2UXJymBT3cfSs9a1Bzwng2tj7kxBiZDDi+TJzRJT9eY7vQnuzoubmThuREEb6hkyD+XBuqNTbMDKn6WaroEqBFOoGTxQnoKgKK423WpBKniZ+nJCHGcZM6zeQamcgXFrUQ7K2fEkcPIPVw6KJhFDSlRgLDDmdr5lv4qAGWJlLE1A82F8j2TE5rSu8R4zhdakPNGYNqTAAEUIBiSj+3XK4t7nh+p9BqBCAHKMUBVv8R7lAEBVcl3BquD9gnQonhqac6g5O9oeZfSnwEKU9wb3OMGKUZqVP+lBtgxOLvNvUBCChTG8WgOYpq4TvBzsmqmI5QOkuAQGa+z8xY5eKI+6nXwidQSN1vLeH6Ico5ZDSIM5/6OsgRLVeM+PlJI19lAIr4J5Vncij4CMtm+7Bw03DLPVXMjbOR4Vvu4IPwrua7iy3P0UnpiwJosAF1l52tLMGmrt5EngRRIxRfWexYe4HR24EJR8ZXwIlUhgWuWJHZNy0zX6r2JMcn5su+P2/qUqZSFcJkL+G7uZ/9DnA943pYRA9IYNFsfcstYFRlfv23NJkizyaSQ3qAnNcMVG9u+gVd6Jj/VN/NOYJIZpGJyTgDIhhT8jFR/xYCCAcXTNUs+NdXeUMsJSVAS/NM43VxSbccGEvYM4fd8sD8KifZRofkxdrd15KMGqcAI4DoqMyrJBFRxFad2hCL0HhPy0r6eeUE9I5Jp78dx1u6hCtzSdwt35i8mQYwBqvmsnH6hU3kx12sq4QQ+Y06kBJXXBDQvV8a93T2UFs1WdgN8q7FDt7ABQAliDExnssaLNSlWF06qwwJM5kcBqdFiIHDxdSih+1BrzSC0Aajd+s2uwZyHynGAMqSZL1lUgDw8+HZ6Rjnd7pTK5tNyym8Ow5H/wY7mcCEgOrWNBF1QN2hoRnGlJ0DEZ9xHf14tmgCp8XAiJqtUlZHjKg5GET6lIdO7LLKIzVoKqgBYX6tqO0kQomezeq8yAFP4Lv4N7lGDFICsvPv5uo2s650N1kXC8n7TNI4YL8WDDVjNQ1TAxuiHFj8KLKqBm50DH6sQR5lFGZj8yCDetOlEfNRFRUJNwQYmD6VBMS/c+yzVuuByE67XWBIw4D9SzyHXmgKwbLYk8LDEJKv0VCQpAqQAKauonymqEzDxve99AgoIgUAoAYvjyLofysHKwvYNRv3Aw4z6dmt2Ti4ePct42JXl4Fm5HrlNAqzJPiSCNCDjuDCZxqhJE/FMKCyAyaUr1KvqAJJL5efMCsAwSGEBrOUT8hwvJC/JNMtPJn9dd1rjZ51DqpoBp033Ewjtrw/nLh43SHHDubtl8hDx9YGYQJWrOBHPwpd9WY5ikZ7WwUNl0jlsdsIRH+AoTZkHXLgWZffidQDS21BttFE/V7t3HWDXCLAAqueNxWJpayrqc7kEoKP9Sx4+LPjORa1np5ArfXRQ7Rw9jE9oFHUfGUMEMJFhhAMXLHxElkmth/CHNVsYQEjdA8XqPt4TdF73DwHVv4ydCQzqOMd2uJX4B+2/sbE5jH8VjB76zBOluQkQQDlB1IzKzGus08poe5U0KHIQCH+zfmo+sQCcTqMBurFHBlb5TSmrQLluyr9ISiNMZhBi/2QYUcLd+KI16Mn0baeWVoJNTD0nod7zMD0J+WEqPgk1XvhPIEs/UgNy+AlJl4u6j2gn76+6wT1qkGKiC+BhVHDmIEsyLrKvU3jMD5oBVyUpKphLS0flCf8DKuK25lQuN5cQmitRdmKDPX4ex2NA7DUJzvrmVaQsFnI+vShwCkftk5KSAxeBmEtHFsfNz4uUFICU4QFSs5WeAQwDVqj12B+bbWWSpPgZqoFETxVeUd8pxjeUNs8EFA/XmdSdipvtfcrwZd5kCj8a4tt+fjjjfNlZeS+NqRzhkpObgYrphg9UdcDy9/y5RSCLOHEVn5o0pbkmBbtquV/rEEYPS167a/xbwxzwnAbM0lZITO7Pd3ZqO16TCoaXz+XbXGcV3pEkxQzFykgfu0cNUgDWik73F+fILBnw5LXEdh97zq+I6gZPPOAIjORqlKvPZLqJWTuIngrMFBa01DQqp0SlwhoNQ3pq0HF1ou8T1BJ1wDoqHGsU9nF0qvrt8JXCQl1jytwm1Z6DEhiM8gDZal5eASss89jfMz/efBsqPgOyFYyEToVY/QIspyuUg1B1Baj98UfTdde8DDz+PHmcqsabmbhN+LaD5vn0LI6G2KLCm/KJ4tBQDT8TRbj6O98fig8CJwchaxRt9hWBJoOhaGIA1BKY/HBZL41xLNHOm82PIS2Nm8sgxP54jcAp6m56C1/X8rAwbjCACmkKtieKgGs6NSKkKL+POJKfjGcg87ZeACq/9xfj7ksFpNJ6ZJ55l14qKFS5UBrkoS6gBUUVes8GTuHIPI4HcFEuTexbw9lxvrKGKU1WVQMtAYCh4pM2VBqjfj0mjtic60iwcuDTAoj7gl8yjuB5xcB5q5sBaj75gQHobCDVj1R83Sz9NK37oPMnNByQJEHK/EFEXa3nwDT5KzBxOALEpBx5hACfspl3BjKs/k2DlcZnEBLvAxrzl/DlJuyRSw8vl2+RAidQdN7OpSCvC9N7J4QJOPkeKEwcjEIFbkRbBXJKZkMwQEa0DcKsBmb+2fizQJpNGPV1qASqud22DXYEPJj8UccD4PLwJqbiA7Q14NRMDSfAKdV7emoBNA5YndV9fD0hVHkFtMjqLwDL1YLAsOIjS7+gkWwteIO7Mdrt7sMf/jC+8Ru/EW9961vxFV/xFfi2b/s2fPKTnyxxfuEXfgHvf//78fa3vx1f9mVfhve97314/fXXny3DxSToRgqv089fnQkBJSnxXo3L74oa17WLx79+HO5pXPrVd7gunB4RWXtWrdMqkT86HuhWILmNOfKGuilJeiu4gLhfu4Dq4X6gqPhYgip1VTmw4KO46kCFkLKi/bd+KqD1RxljbNG3XGUTltfZf/GHTZP7mJ5BjrtnM779na1q8SjvnbsEULtX5XJyM6OmB+Gg6V44egOIqrYyRAvphO5dCnFQaC0BooRd+m3ejfQbrQ3lL/L2TcAyvSf1p+xvfHWSIVO9ZSGNt6jydvH5vfn9h7gXDlIf+9jH8P73vx8/+ZM/iX/5L/8lnj59it/xO34Hfv7nfz7ifNd3fRd+7Md+DP/gH/wDfOxjH8PP/uzP4vf8nt/z8MyabgYachYxBbjmNkSeP54WC91mlZW/fIY53lnGr0v6Oewg3A8UPfx52v5+KaNMvwznBX/tmIDJjwyafhD7RE5KKmktV5uWN7c+j0uArGtNXaWcXs57ma79/Lij/LUwjOi9xUGwfjp5/M7p9zZdPko4+WOMqN9nv4rm8yI50bhBrx8x3F3n08/nIb8Mf353BqQZqMwf9GQKd3cIVrc4GibMJy6cDoPTAbiElM98DD9jNZYTYlNbqRsSFCMBI+QnkzpaM0lkGCXoaUgoOJ2A0wl6Z+F3J+jplNfl1277ufGDA1jJr138jTS4zJISVDGIcKmK643cC2XHIwXgeHuVOOt1SEkKbVr3VHnbR5jFucG9cHXfj//4j5f7v/23/za+4iu+Ap/4xCfwW3/rb8WnP/1p/K2/9bfwoz/6o/iWb/kWAMCP/MiP4Ou+7uvwkz/5k/hNv+k33ZyXN0AG7LnFWQ2xTLzipDzzySOcuHC06RMbz0Ojj7jTTRGzLAo+ksUrp67n8HLqYKgUMI5L0Xu3sg8VYBOgt6Eqa0hgGqp42jMkgqZA6MGtkMEOKB1s+wxNUE3JR56zOi/NyNtQ6ymfxUcqvt5w3xsUs4pPRrgK+rnl3qhzbuDVcwtpKaQmAx6g+qWEW3sjQcvD43ijMxIgZvNyBxOOswOs0uh16DFhL5Z8mmHMT0QcxTKGt+nO6W+cTvNuSdCvmvHLmpFH4Xgc7u8gI2pTSCe6EIynDqLdgXLk2YbZskkCnBUhOndrnCYQ/6ihq/rg5dbIa633LszKsFHrVbVfNkKCudRnFJ7rUC5tYQDpnakBTw16J6EGHKAG9DsCsAAvmLovVX8jDQckpEoQGBucWzZh9ENDLoU4/fpCse779Kc/DQD48i//cgDAJz7xCTx9+hTvfe97I87Xfu3X4pf/8l+Oj3/841uQeuONN/DGG2/E/Wc+85nh2QHC0cRgd8AZ7tLKSeML5/nSNMeezx0kcl0VQhaHHbSxcJrtsEOTFPBzCus2D4FCkXNNUtNDBC3z3jR0IXyXKNSVFptYZz6+yB87gO2POUp/NZ6gOJMUyUcaoaj4OEOpVxg4caHMvwsXem/ce1xOm0AJU5r8HqW9Y7oWYwiLF8BBdK3E4SLSEIo6TEOrxJncDIThNkC4dZbXYdQpf6U6sjl6yc9BTvKFAXTM1GkQUbGxILDoOghv9oHNPs1C7JU33HAcfFA7AiGd7qMyM2ABqRL0525uTtaJ84Gxs0qvMsH2DsXZqQC1xKemiTro+nxf88W9qSDVe8d3fud34pu/+Zvx9V//9QCAT33qU3jllVfwS37JLylx3/GOd+BTn/rUNp0Pf/jD+J7v+Z71ATem3Zf9Ee60vrIL37bYNBmT/tYBVKSsZ3Ulf/pkwZbO6zSIEAYeDkD+MUbWNQ/OD7nA7wNWh5GA2HvdLJxcehGQVAUCLSV6XdjgC1VUTJSwVtMBx8MYgEZYgs6QoGYTcymqyXqaRIuDYmMPlE6m5vxtp3mtycGEJJ8CQmw44V3Ep0ooyufR86BYqWo/I4ZFpbcBsIUY7kBleixTVFh3MKMfcWT/4jVrwItuF4fCShkIaAJH22gXx4QYSuE3g4iGPHXFGDf18a9i8yQHsaqizdRTRnjggo/xbg3fqdFIotIiSWlN89a22RhQ6OFzjpMgpSeSqu5MYnL15oklKdBeKFZ9Hvwk/dG+RmsK2LFh2wRk2S/X3ZsKUu9///vx0z/90/jX//pfP1c6H/rQh/DBD34w7j/zmc/gXe96F1SqXjO4V0muJ50N8x0X6vc7/85N4+chh/1cjHkjazE2IWLienR0ug9Qm4Sx+b0hQAVNgT6seXzCd4sr2tB1nF3Ru+IsDU0UXRW8PuXqxJRwiB2/UPJQtVBrjK6QIJSs4vP73Lyb+XcIOhh0Nqq/Lqbic8u9kc65N7Lia+j2sUEGKf+cBoOU72nygs/ABNQ4oc4DNqbmFufAuo8Bav2o4eoPR/ez5KTkj/HgvUFMXvbOkuT+OQ+BIycHfs5EFm8Ck9DV8aVlG7hfp/YJBueU4YPRGeO8WW7d0hcGIx3MnXaTkMYANPoygZEiw6PRHgBS0S4ytZWsr0s+AxwMJAFLsAEjA6k7QT9Zuqfh1wb0ACxYmN3fGTDNln6u+msa4azii3UpL68zHEaY9QpT6+5NA6nv+I7vwD/7Z/8M/+pf/St89Vd/dYS/853vxGc/+1n83M/9XJGmXn/9dbzzne/cpvXqq6/i1VdfXR94xWMc5MFA8XzXDkeT+sJkv+Ruh6gHpHuZ1ieRaZ6/FA5OVJDfuUriFNKAaIyePGFjUKk8PT1BZKSPVTtxQFguFv5ifRm4Jt5BN9GVQQypogOFE/h5HCcoud8K9f3Qg4CuSKquqOo7B5adf64QV4yvDDzzu1jjLQ20cTEFPG0GojoM1g6k+8O9Ujq9e9sgiFdLWS/xOPzM6zCVf9lPZV3odH9QB6Xw8VLujfJ4SGKPMeiLxOYM39xnQuFWwaVMl9wOmCYw2sUvn34PSz3JvVF+Hyo/f+7+y7+Ig+r3Z9M0KPEYoAoocTpX3AsHKVXFBz7wAfyjf/SP8BM/8RN497vfXZ7/ht/wG/DkyRN89KMfxfve9z4AwCc/+Un89//+3/Ge97znYZmR7X3kT0BVuMbxsLhCPFCJwy7++vKNbpPOQnwekhx3cCEYNipi35jEQBGWpMzjm/LQJfTOImN/1LCiQ1XxOZHHkGKccKVU5cBGZ74rEYpb6gaQBDVaKiQlBxydVX58zl5V+S2qv56SV3xeI6QnWU3IwwovgWqnvssC7w9/lTm+nyIB7FV82Lw7Adythqs8VPxep+e6izuBziFQPcQRQ1MyPCrDXN5GbShYJKlgJHLQ5su2B2p84wzwzbxN/CvWGMYqMIUEnZuoJgWrjwWMBGKqFQYx/eocguKQDm3bR+hG1ueATOozyfeaAZxb9QlIksKQpNwi72QSlPubtdOk9qvWezCJS6NPylFIZnXNm32XPaYW9xb3wkHq/e9/P370R38U/+Sf/BO89a1vjXWmt73tbXjLW96Ct73tbfijf/SP4oMf/CC+/Mu/HL/4F/9ifOADH8B73vOeB1n2AQh1XxANG1gBVPNoLy/X36pCeYYZqAfz9mhQPhSkfMxKFk86rTt5HczIQ8JE36SsJsOE3Sa00CkKru5TUwOOSWwAMUkks9WfFnbcgctvH6IMzWZxMESAIxlIsHTkoMWAhaHa2x1zFKdMdFqTUqlWfKTiEwKsciCsF5TVejx++pGfPwW/B6BLIBdjjInvLePIpgMzbmVz7wRAvGH2EKh2HXf0jLlxTPGIcQqmapesz29Ky9V/3kZK7aVdch22JDaYMP8qdTJctsEdCNXfWC/UMVesjNkXdIJFAaw1bIxjDf+lOVEBvHJ42fYULiCJCWMdCoh1Joir8kacfpfP+p2Eqq67Oq/JgVpv8rcpHDDTciuXW/QxUEW96P6Ke+Eg9df/+l8HAPy23/bbSviP/MiP4A//4T8MAPi+7/s+tNbwvve9D2+88Qa+9Vu/FT/4gz/48Mxi0NuBkA8l+jWZ4WeAujKYinsgED3r/hJnzGJXPfLDhrNVGKsdCog5ikT4SExV+fUAB1II1rIUgjVieTlSeip88PW6hWOAqsClnp9LTv6sEIk0hgB83SxBbcvCMxXlH+q1gAw28Tb+MDGnPGVOY3JljFzw30Tw3EPd8ayqvzKeHCBunH77OES8ko4X9R9rqHfhsLo4XY94QnWSfB6EXTXKLr6W4i+L5vRoiP5z6z+3/IOtbdV1OaXnGGlNa+YX3QJMFaxKvSB0LFGuV6sBiL+rVO/Zsm9W+83haxzNngvQoXJLtlPUh/1THS+5N0Xdd8299tpr+MhHPoKPfOQjz5cZN6pW6UmVgGumk0QYtgvZfY23uIMwOYrzDGC1cKw0yeJZA2Dcn5408zmBkMJQow1qEuf4uWQANa4TQ5LqMg53NqkKAKnMkMRfUloZmkNKG0pSlkS5N0vAk4TEUlvuzcrNxajS0fbXVnWfVhWfdtCRRjJUfj4GTDKvaj0p46Vy1NM46dmvbAV4JC0tBhWXQO853U0sg80ZgRPsF5Dp7KcGy3FOUrcg1MjeLsplovbdmsR7uYMGaAKZJNCJSHSWnHPPoxioyIX+YTP0aixRASzuo5q3dKSUtlIKnp8zOMS5elb3PJ3c/UIGEGkokaecVzVfseiLvVE6SU/YqPg01ICAZjjX4wvBuu9Nd6ImzhshgyKPukcM1LLXgglK+ckWvLZANY2xaxzvIdBdCgeWTcJloFoHLxsXaUNvcnWjMfyzG8EPBkgJtBu4iKvGfP+ilA8FtqDbI41hoi5uPDjCZShcXT3SpTBf2yYoe6AIoHaSVAJRgufF0yfKIbG5rgX3xxl9yBM6yB+nlfPhsFbYo8NeM3waV5tvQUmt4PEz0D0NhdKQOyc1zk1Sj+cnV4DqwrOVs64vKj0r70S6mkOZOTYCregr9vv7Hq5WkRDFKM8+LFu9rmJWfCrTkVW8dUB9iwa1E2tfXCOhOXZmq9ZrmpTaNknTlNurtBvFCes6UveZCg/iaj0pwBPWfbRWxeo+lyYZjCIfAySN/DVoFKv7knPz8t8C1o8epCb/bXXevn4IUDvQuQBKchC+zf9aeRVl0krOg9R/g+aelTknCGWtExdaiJ+NItWJyZMAeLd6c6AY+Tk356q+yhmE1ZRLVIfVNC4zQEnoGdLAgSQshZd7LpcE0IHiQDOcga9mtPrjgwrxTPbxd+n4u7gW73Prbsp2Apjl2c5/S5rAYGKuvWdDKTCQhhbca/MjmEAi4kEOuA4uPgVThyCmokiVmc/jMHuXaatLgqbYJCuqPmd4chBF4QJ0r05+WUGJ/CNcShiAkJYCSLwfff3I20HyXqf0d8wDNvHiyuXkNSgmiGw4Qe/d4h43SAFZUeaQaDBvHRGXyiGhWlgxYKH6jzjbW4Bq+5yjUtlZmgqVdoN9IgLlkxyxaCxGiFWpTaRYRilgC/rGGbm6zyQPkcFhsrqvm/lU7zr2J4miacMwVQDONhsECkiD2EbIRqvtO+KUG3hT+ok8QQYQk8Q0PlhIHy4kySk27Xapaj5Xw/g5fN4OipixywG+ms+vGToAfk/gthkry1giAsYSGbsHrWPeAjB+nzheCd7mvSNCNRPTSKsQsJHqoYQ1la0aImjtC0YiByt/ZnPB16pgAKQmFWvMcc1zL4GxX80NWzrCSm9IVJL0IvpQaz9bMW/q51Jxdpp147bctFGCSQU0b9/4uKEgVHkQxL4oDk91H/Z+QeyHCgA8jQqoWwQ6A2AqvuEnoGbAKo122T1ukCrU3oggLqxFsSPCE4MnzINxlRgJNn6+kl/m8N091UnIH1ElAcv16j53D3W7rv47a33Py9wNzMQmXB+ZOGDlplkU8Bhn+w2CPdajTDViBSbLU2LaXAWyotS8BhUHytJ9B5/NN1nzbX8IQFtPNkeClUtprO6L/iawwsGY2Kr7ZBkjU4Wzu4/GyAxQ+x7euwuRD6fDzDVv0toRy4XrJiIZ+dE8LeB1QHxLfkrPCsEfD2JNigBrB148Z8RPooCkebl3mJ9m4Wpejx9zJi32itp3Bqkjv9K8XWsc2onQJkztq4dhsrY9q+RiTYoASA7Cl5+m8QiZmkd+rNYrfj0Ap1r+a+5xgxSQA/ISIM1uQwC4HQ/XCNj0+IBTKrgZft2HH5UtwEgKaPmrvg4lQNGLO9GMyW3l9klRsDsIsJbJHckplQFAVZGx4QTCD+S9qzMELtEdj0gHKG4CN6AI5mMCt8h3SgeR1mrRd3G9+gqYLP7DtIT+7/O4eSxMrz4IqObkyyBHBaJdHNT4l1Q9S/g2z6riO1QpcfAMUDK1g619QhAnpwhQTp7wOcIq8VzDxdAuwMaXc/2KoaFQiuPpNbLYo/g7gAyOkBt6nsylvlLaRed3yF/BanqPGAhX76UfF/2F+Zj6t5KaynCUQb0dKxNAPcA9bpDiil8ghD4AHICYIw7xvU9+j+P+rXSVC7sFtEDxkPe31ytf2nGeanuaAFRuyScgTwRvlvD7OpMaB2kcmFs2Dj3fWEj1o5NgxwuJqfigEGloUJwt8wbFGZJCXR8nq3dVnOxspqMPIiYoISSkkKp0kqpCtUfHIZHEFCrBXsPTqs+NJQA3nEgiI4cMijCCM9jQdafim8cBj5eHglWotI7cloDldUfICnHagFGkdQlgZApv7NeSRomzK6fne4FhCPAhlVwBJurXnTp/O78V+ekdYJKYMv+I7xX2fiwMrJYxcSRZzW48U3sse4J+0Mdrfxow8V6mkKqwqPg8Tmza5SOPWHqa/CM/zf5l6z4GqC1wbeq3cY8bpG51M1gQUQoixASJwGt/rpouA64MvvnZXIZLbuKgQq1XdGjGnUnWYRkEdO9qCYXmmpTkpI626DoGr6VZ1qfatFZE/lTzjYkRBwIYKEK7GVeZIcXkRhEsPXjaqWqMzboOWAE+k1k5SJ2HBL2dig+Tf+kAZjr4npq49rPUvp7fB13nyr9oN03+S6q8AlDT+ztph7nto3D1MUrhPIaPCeyM5vtKhHaAmK/60xzTZnYa5/8pBoPnwBNrVRkHAG10p3nvjN007z3NiM8g6WU1uhE15PFkfuWGOSDghyrXcoafhfOGWwYsVvFxHAIpBrZyb4DD/q0VH/un8j7UfdGBVAGEmVjMcSfwmrnoFbw0n/EpAh6G+m6UYS7XUmAqhqdjEzDO5vPPcBggxREwduKGTwQvh85twBMmwoUmdOY5t90oFxP/lHB87VjVTq2wBYIkIva9q5ipgrkhPD33+/sBMgRtOyu/Qps83OrHln9BDJDFyYRlqfPirj2/xd36vhMabzJ/l/1Aqnan98Iv1a/sZ6CY4s9gVABsBrEl/WpefuTPfLSEbZ1k53mdg+URlJPR4/RzVfNLVfcdjPHgrkDPKfuwXiWasljLYrovYZJ+qs/cpxfbovSF1LCpXxmgeA2JVXzlneWqwNRfuzG1lJeZjvJ8Hvy3TYYvOpDK0b/5UXiI/cYZjS/p2rPzJky1fISO1QhH6r8HqftmrtTC+FBIoQEUA1CBsXEZZmM3woOwNcR5ZMA44sX92mmnPJ+HZhubtM2S1EDGcx/GEl0BkWbrYAr0NlSRojihD8lJ3Dh95CVlVlp9lUAI1UCjm47iTBLT0Vl8vIl3xEMxinDQy/GwGSvwvpPaZzTfnhuorrjSQgxC1t/BxCyRV/9WrQfQHhdU4GmbdyndLXgR0CyqQ863AWGWfJBecXy/oW+q01FEDlxk6KBmwbqq7HMcLJa9mOOCTrLfH2u1zH1Q2ptwb7wHjamZWeDwI6Zg3jMFrB8snAwnRrjG+7Pqb/Rl9qOygUT4uZ+Hf8HiIyCe3BcXSB2BQiE+PrBosx5t4FzUfcaN1bDZr3XAovrjHkBRtruIDpQOCys+73QL8zO5QIQkqsggBoQFk3aEekMB4jKx5wTVCWGCwiCOpl4LcHCgUpOgkp6Ocdxs134W1VV+84zMk8hdMjJQIbVins/nwJxS0vhkh4MSaK3a361gVSnj5DbEsFLrz4GbmmiF9SnuJkx395eI2RZ4LP8ZrC6BE5LQhT/y0AUsS3qFah/UrcwpMoYhsBjtJ5kGg7wVWY1ZE99pDow5YhoKV9+NuHRPBhW5BjbyU1C4+1ulDZ6/l0kBLGPuyB20zaLO9XvfMwWsaruiwkNdY5qupc8O7nks7NR9bC5QNDo3uC8ukAJysG7Ck4tZr7NqL7gglrQonEFs+QYQAD4J+XCx1DsQ80CjCeavNsRhsrmLPesrwLCiUztPooRPWRIYlTgqxp0Og3EmAEHokXIRUD+MGIeq64CbZnVxleC8fkqlyu4wIELkgVD5dfI7mAWQuhowwhKwDh2D80V3ESaezzF7SX512qlrnGulCQCx64KxO4CaAWmKE2Fxr2scSqtKVNbxbY5fjSpKXrO/VM688xzTMSZgJuXVNF3IP8JFqWwKmDpiOD69QrAPn6SkQlMCxCQH4SYOu4tGMdj34/KsMBEkPbHqj/pIqV9yGukaR5T6VmvfcuFLGXUNegb3xQFSm851a6wBPlVEj88kEAgFKClsU58CHWjnfJZqwApMYvuQilrA4h2VzwpZ/NGlxHHO4vqwaiUqRpOu+RwThFTlyfmEGp+myIk5OEX6rHw8lzjHT0yF18WkJ0np6Tx0gWPnfe9jrVqAYe83JKlurJNAL1miA4qwzlMgrzBrPaS6r1rtwb9Fl2tQ5bkQYNH63QNdgIO3+wt0TA9n7t9BK57jAvhuwGaWcPbrD5Mf1b+TmFauncNtDBduPIlblmvd3Mv5XXSskk0uB74WGYyjBZfT6ON5fhUZO4aT4wD1XMbJ6s/LUd8d5Sz0h8sQdbmNoOcrsgX0o/4r1n1kpbda92kaVBiAgfZJsWpvux9q6uOL8/1G98UBUkAdsMBKRHzQgEAJBCharzszVTGT1yJJOWDBw7SCnjmZqIpzOuNhXupEFqKMmvcWr5hFA3byhH2oxMKDIM/1s8kX3Cj9XGISY6P8sNjxbSnyC1KKAtDEre9GUTtVxet3bcyy2fko+2SCDoBVfQ5iahQzpaqpsVnd9yyOk3xBAOXSZaR/CXhsHCxrUkfxd0BC/gJQbRN2AUS2ElZ5V0vaM3deCBxqXgtYXXIkSflYATAGnt8zeHnDEWCh2/FdHuZtzT/bexjtTsmX/gNq2uQPtaCHL7RKyH9D1TlPfv2grwKYAOqT+afLGCAlxb7/NmPB+/IF4BOALyaQcneJWwHWwaHRpglOXS8CVO6p0r3qDyj7LHjuxb0Ay1H2frU9DiKKONHVnhl+2JpTApfabeyB8glKk0pGkW3k6dIWAVqRmcb6VKrTAF4fGh9IVDTk+lGhSTSR03Di2PleJ69TnEYRwDSr+rxORI+Q8WOtgJ49CGSY+OzK6/VzYqDJe7gEFOOL05Lrz71Poxwc58AF8doQrS0BkylOrCHpxXeX9yYVUfjnRXVs/JHuJGlHw+yclLm+WepF6Jk9GbMsDTN0BbQNYyJVxAdAAaSpuVpZybAI89zyftwBFvuZHh1dL1V5U/2Sn4dvQIqBaTZLD3XeRiVYVX+V0ajjYSYmU7mewz1ukPLBMnPOQB0UDjgbf6joNj+wiu+sQ/XnYMWqv/PIcLH061QYBkN3PtCcmntVmOPxQeTlFUBPEmq9mAk24HxRcpEI3XBibpM+ZleqR4bVn5/j55l3iyviKj6JD8RpY+ZVhzTX1c7sG9AmVt5Zoly7LRfD3YrP/bk3qoW0xZ/s2B6DZI3K9OGiI05wd1w406Z64G/2AzMVs59o5UH9aW5P2V/ES5oCZTqQGm4xaCBCNXPSC7HbWf3NhhATsSsgBaW9fgZGCzc+g9SVHmMAiolEDaSgz7HU+LF5vRNDZ/MZkEmTQs/HoBs58QZesvorqr+dGhDVz2FR42uD9ai/5/C576c+Xz6zEfunOGyzHtVQ+2/uQx4j7Jwru2kyDve4QYqdlv4hJ9MAyYG6GErMzID/XCqa1H3h5829RQrTkh5QibRKfmfJF5HFvvc09sAOACkfSwMGAAYBRh3k1g5htbcZEDx+dvupRkYa4aFKs4TYiKIbsA2/RPqC1J6wVMDEfedcWhpZywRGFuZF1WkPFaWxI1jlesUVsPDkGHBQ771+23eP0r4CaLN/ltqWdDfEipuixNuBywxQsz/etXFAoBcbOi0/LZKSEzYt+ZUrkMAFuj/sMJL6bQzyl2+jsKIETppgZYNRXS+NAUZqeYpIHOJsC6vD31E/X+JzPRg9KeHFPwMTAxZQpMGbxum1/i59Rtf5YICDfr8UVvJnwrl7XspM/XGj++IBKQApWfl9Ag1zQrIZNAlUq0SE+RmpBGdJqnBZrFILRKE+dYqzHQA2keI7OJKLPfMgUtvvpAkEoerwMKq7Ur2jnaZJn5NrePKdlFRGNpJrT0SXALKU1wSmi3THYhQQsgFdjClUpvt68gS19EMYtrkYIx2nOVSHAhpcnwMEmbFtfrBTGYLTpnwvzu+JaCkwHVG0Eirmmo/AKYCJ74HksC3tQvB868Syh6ZKUSKDwHuZhQge+3eOz3MMgABPNQcapgs2zkPCMr8iv02nBriuahfUjfSOq53mXNAVJT8qTdqBlM3Xsl61VHQTNo8DumcJ2K9boEJV8S1xFnDS1T/lX4u1Kbi3xwPc4wapufMDTHwPlEzhKBZ9wmEGQuGntaew7DsnQLWzWjzf5KvxDLDr1gydJ6EBgACQoUpT0XGIpQDS0lrPJ5hgWNbxoo8YARA7cy8Aw+rGE2ltqwm0VHLiOgEzYPKNvbGRF4BoG5uCRcO6zy0AR/FY7XcL4UFKUuR3EEr/eBb+Sc0Hr9eWnZvczP15ezsds3KbqcoGnCieBXq5OfeCNz7Ho29rWjgOPqyDkj/KxEcRMUiddAGsJF5OpN2P9BdpCHWdwqWn5gCkAV4iDliawGTXONNRqOUmwNo6JSYkplpdi1QiisnwoHyVWUlKSr/NAxXk5jzJI5SMaQymsI/ZiXiOpClMf4wusQYjGUuUTo8+P2qGHb3fAEcBHqCq71iqmlV/Qvfel4eWfJp5Xpvjm7peco8bpDbOz5GbG0Bs4I44qIQaNIDYzz+Y5MTWe9NAFFvFd44q9dFUGCW6ZJRKFLYGhDhl2Y0fQkWmgJ8mLqqFi+T6LgP+Jhpt3KUXzFj7kS9TUQPVmPRcNYHKZN5tEmCq/axOF8oShAVZj3KkEedndeQTKz5nzoeZ1iaem/ywCyZwCmlqfjb7D1zBYydK07NjDnl6Dq1pTOHYAFk5aaAlCKHp4hcYYGHEa/xBQfHw6yDlGoThrwxAqr1prnhynerA87FwJwZQqjn+SGNR/bBNvpr7QKw/deN3JjDKS81c6gd6MDfF0Vjgfp8AK5pBajx/tvT3dF/SnyWpC0U6Luhtbzx+kAqVlg8kZIcymJgTfk5x4tf5XiOM157QNU+ZOGuuQ3F418gn1qGiXIrymXuUqTGuQtdYpxLjXIU+MXAFmKb6sRpCdP0EdlH5lXYygwoZYNRNN9+DTil6z3KJpRdEydIIIjR3I/uJ4jpoxXpUXKc1qiJRoRAm5Ux2E96dcYzeN2HmH8UxaUqomWXf5HIATxN+L+9NxclyXUNhJkB+PwPTZMm1qv60mie7SoiACX40DjQMIVhiggwAksk/QKcH+EibJG1vCxof7RaOHNnXM1PDlqEeT62Rus0Bl6oUMPWdAU/37QxIdaCr3F1Sdz9Q6Yb5nekEkCe/eBw7HZ4NKwoDN1d91xTXaLwV25mHRe0LTJLU3kDiork5RtpC/hftHj9IYQNQh0R5Dee1p5Ca2Ozc159M5QcPPxv4dIWcNyBlzwB7B0hKo8jONOkj1iSMqLIBRVBDJxRWBvgpFPY5jd3aU5iA229rKMFA5898ojvH2LOsrs8fxLzH93bGidJDJTmIEQOVEaKQZpMwOcjMzglKBSonNrmJN9fI6uwJbeuleZOImv3hQEXvJaBYe3s/uSlzVISZDbU3JLIq+U5FK1Z/MzDdQJAKUE1+dSK0PRpHJyBLAsXgFdwzrzfZmJTWR1s4ABkYNZKeWkuQapLg1Qy84G0msM/BXK5y9q2PEQ+fQIrAiscSkJ90gZoaudvY6qkG9M+7uOqvgtfofDZZj69mO2OHMV99fSyWGICJJq2npEecZ3E8hIXu503ds4ov+nsCqOVcPqsbzx/Pi13QHBqUilLHS+5xg9SlSu6eTWFBlwJE1rjzs1T3ORitgFf00EClNj6zgqiahETEaRBA30zrWSt18nR/S92vPSeQLEJAaRMpEXlCadTBkDHSdGouFZwhMSnTmm8uU7Xcq1Z/Iw0WHS5XW6rXf9Tui18SpMu7E5DM4BJtUnOdq7ao97yZosLXgGlOk+uGCaCm6/EzIkqSnHUhTNx+ITEZaMHAp8GYlfy1xsCkwbycHPQImELCulRfTWu8OGNyPDDVsxogKY3P0ac9xvLY76GKYPw82JIyZtC0GJA0YPI5aJYurAaEz2EzvoivGZj6MJgb7y4fS5sqPytGlfFTp0pV/ZU4c//SD3g2xOT58QyvP26Q8lG5gAQg2EhOqPH8frnqBEa+cOoqPJe6/CyeRd2naYSRKEP52NAMAj4mucI4Lhnlz7P4xjWt+NIEPaQmICZI0r7N2hU7ah9uGy3PzLTX28Xyd26yD7YXgjQ5FzXDKBnlZCMpJ+pOli65cjr6rPILrphAS2t1lspKSkAcVnRvga8mTXk9KA9x4q0CFrgKvhQipBZe1+N8X1u8PA2VQ4DbBW7AKcGHj7WxZ7xIfqpxfF0pzMgDgDDWlcgwwv2t9bG25H4HI/cDOLVu4JPSk8DAC6n+4+slZ5BI7cYSFUlNFlYl8OHvvZskZR/TNOmp95YSFqn+9KEqQZ5jHQlq5VSKGHS5trbQjOd0xIjwuFgYlBgffK7iBFwYYVsV367TvF2esSqPG6R0/k1fVjV3Sc03P5OjsFkFeDYwmtahwqqvK6oJ+tQ9zl1IPhonnVegSm5WDMgMoJRAiMaQKqXt/gsuCKtSkSZgShYVAZy+CDys/pDqPeF1J0vH+iq45BtGahCdyDcJjAMTGLQcCjTLOrf1wBVrP1PpaQCVx50AK9R5qQLUqIOWE0GU87F8Xe0K7y/LKNqduUypoHW4DrXp052Kr0pCqCq+kxZ/ECZW652sF5oWFV+o8wyYAowMbE4nRZOOJgRMGBKTS1AnBikCphZj5wZ1n48DTMBkjTCDWPnEiw6A4U3iZ20DkAi83Ko1rEjt0zAenutT7lfzKwGWdQqd/6exEZhUglZ4r8sCVrv7W52DERBqOwVSrQcCqFmCLntJzDsD1DWOAjSeNzT6knv8IHXpmeIyQZwZgF3chaPJ1p31yURB67s7asMiRSxI7csw6NgNiDPn+yyuUM0pbQJAp+Pq0oQmUfH5iaiiwZXCgOHGogS+1TUHb4cS9oBBj10VHZzKc2pzryP3gWQ3YorOdZCjPDfl2akBw3/gZpVNEBe636n4anwHVs336cpqODd6aIKivnMAatJxMsDi8FPrEXYidZ9LXe6PfI6rPOoNAinbYRthoglikmdM5kaCIcaOr1a30Sa9A60NRqw1Owtz5NO644zGWBMej07oYd9Qi8MrbaJ0YxDcaKrR2Nio/rwu3PmyGV+3upCcqO2S5GgdB/MYWlNDFuihBXn4K48bpIBYt6nGE0TwC5BM95jC4500ogDF2cWXAChOWxO0PM1D9p5OIIcTfARR97p4nLJp15PQNfXipnpnmS7Eh+VNZR/lynYek5kIABH2YiOCShNvdoz3mpJSUfHZM0/9Yjsw+BjxECDXGqBmQqxGdCTGQqpvSKXq/eQV1apOdALkXHMQKSA+LBnjkKt9DZwOwphTjinAB4ueEGsOfBxOkaBODkoKcb+r+DBUc+1k4NIMeGRITC413bUEqbvWh5SFEWcYRAxJqhEwhbENXxGNvK1yJ3Q2aDNNmvVVjAcxrfwYif4xTbU0zt39DWeTpM7dw4c/pSqSsJqr/sRUgqPzdPKPxFll6OCI+EAjAPu8vXCFYozxXJgqfZsr48PDZkmbBmNR8U1+S4/T9sv1Mjr94AJddo8bpGbiS2BEkmkQD352SLi3YBbUkABKp/cImEq6RwhChLGcSArUEWDxCIwKraXiR3lvYUGvuKKqo3eKjt0HnJumU/RQAXrxnSbfUj5smk6FwtJwgsGQnx+maqxxghNSuhOri6vwmg7iYuGp7rP3aM0MivjeV4CVz+dGfmNC0GwsiatuJzfP+E2VylAxAhLdEoQHaXLcVhWftgQmtASmXHsaVzd6aE1xOg2J6EQgdXc6484kpScEWE9aN9XekJ4aXJJKNeAsPfH6VFRtM2h1E+oHFMfHMpFMDav7zgZSYx3K/S0A6GlvI44aYHn83lJN2ElleKZzI82kXbvYWpWtIzt4dckjl+zQgDo4qO+doG87/wGOOMX5BPrVWOIYoIqaj4o1n8ay9QfTm4zuLe7xgxTm+UucyA0NkUB25flh+MGLWxXfDQnHuxc68qED9LldGmkEJ7XRSzmAsjO5IdeBsG+anVPPB9OcneZxPsDyIObOLJ3MfeFtLp6AVI5g834YV3A4prSWZ3P+I2BuEuFyTsz1Ujl7qhw+/0D7ZLYEiNIzycaJUlrosVoPQ6rydShJ1V5rPdR5J+khNTEwjTBS9yFBykfNDFpc37IOWVphnLXfQGtS4tK+xPNs+YZz6ybBdAgauihO4yUoFNqGOKw25rv3mLTYF6zNTlXStJeySsBVjCqEQ4XYS/pLJWHDcDa5eQZn6ZRkln73MmCNd4Ho8AzdfudAp7AH0q9HDVKpejLu2H5MrBbJyd/dEDXur6tO7d86S7Zc323p3ZgnMLh12IDXaXDP7lqlvC1mbmhH+F1lIZrtL3lemYPSkpigDNYVzC6Xry6QI9Qi2SRM3tb0FqyRWsZhKpyGDYCaRKUxxvzbW6xa5rAwkGgU3lLak57lKp8hD+KRgFcAZ3ZENBbgATYbdS39Cyo+35ArJzNoaIp26ik9kVrvziSpu1PHXTujCfCknc2v5h+qvbvWA5DupA+DCrh1X0pSAUaT9JRgtfZotwbIIcoWfekHBvy4ZDT8k1Slgnv2tzPuQ93XRnwV3JO0dW8WgN1Ug2xoMWynGroZTvQu0G7m7iLl+CVX+fmn651uxbj2cTa7h5CZmbgx47JlWrTEC/4N9MwfX6IvN6r0LrlHDVJBRI9+kxNsnjGo3NrpM+Ge09I54nUXlnpBRXMtJCztsK795PtXM7gSiQjygSu2HnQ/AiTLFXtIjksWG5XhUS/XgOdoMau3PEa3yto33unetnCpzt/y3h/+sMAT2Gbs1a+2ZiVusSUIdY43o8zhQJqc654nuJW5KcBkV539bKnFm3ZpMy/Mas+t9xyc3FrvRCB1R+tNdydX5Z3x5DRA6pV2P4BJFK+0ezwJ1d/Z1Hx9ABYG2DU4SBlgIUGKAQo4AikDJaW+t7YsIGVj4gzBWU+xZtU1VXyuyrvvJ9yT/9waugLn1kIVeGeANT76eRog1QT3XQOkzq4G7IqzjPSkDytYV/eFGtDnpdMl/0iir2X5YFmq/3DZ6lCSAlaA2jA/M3gJMUvXM5dajwMavXOPG6SuOKH/x8+ngKnh9CjesyR4bVRdez5TtudnUh7ueJDJ4qU4UjguXpMxH3GHtwJUXfdKnhvXB3xYmkx+Ln0soBE4TQCHiZFYNko5v3P0urfBXHW9sUvnCAt3jCAsSv4aTyei5D9W7+W1Sar1GpuRt1TznUK1NySmk5gkRf4ncg4V34mA6WRnAw3V32gMfwYAR5Z+DF2d3tDN1ZV8Q6EnOAdTgmRMGoDuhzqPHJvA9jF1NI+jYuuRYgyIoImnn/QYJlEPXMqtGRADJwON3Psu1IfXRoNiJ1wdut04ifsEnqMsr5OaZBKqZ/Lv7q+4xw1SB/Q/AH/343c3jbVMbPFBHvLDiCeI3eQ5oPxsN4rrazdzXpG+de4t1gTT6zep+nYv3hp95nw43CeWAmlkIftI29D5+XGhNP65X7bPrg3+gg0FW6qaL1V/HtG52er39g+Jl4xmQv3nR1fBxoup/Kq6D2W4XKwHAdE8VqtFnxa/CoZ1n6v7ThoHwbKKL6SnU0pMLj01Udy1M56cUmJ65XRGg+KV0z1eMXXfq+0edzIkqCdyjnWpHUg1AzC26stqDv/REUldM3YBJZKuwlgCbvxg0o5fteGMsffpXk+4b0Niuifp6b6dQt33VE+xt+pp72F4cW9Wf2cVnPtpSGC9ocmQsLoouklV/Qz4KTMqLYfzmfqfx8GOVj2PGs0B0v0FGDmsguihyfnRmpMvDRy886Vh3QfsgWjTKkLx57bmMVEOD6WXlQiBOLioJpcMCxM/6Zs6vBgZLCVaOOCHYE6pwEPcc4zxSMAA0jfIwqHKgB2LpKQ09x5WALfmS/+DSmoE3RrKkE2sb7aqP3Gg0SmVrEuUxzgGIbNydWvAnq+EocUmpSjrDX2pPEYYoOJHaw28gTfWpjRPkTDrvdiQa8CUlnvj+qSdh4rv1PHK6d6A6WzA1PGagxQ6Xm33eGKA9Yrcx1rUEwMugZraj9ek/JctElUk8GJXTc0dmBykxu9c/Gl2PqAx1X0dgnvtsQ71VE8JUtqHGlAFJ1VS9+l4X3qo/s4qeCqjDH5wblMZX7OmKaFDLkOXYQbrKmyJw2lLZOJAeKBMg+dWN9MbplURrtH2hXaVsXnE5W9uo3PkwWV+9CAlF+5uTuAq+zpcATN7bVwnWSJRy0WNlWtwoCs5M3A9N4o83D0ky4nKhiYNZm5L6SWZN6J/LZ8toZ7bav/86JELs0t3H6n+/PFUhy1QzThmfrWNm8yjbFV/u2QvVXMGKHqmU5zZ3Dg35xpAGdMlxQ/wIbCnlmo+V+m5IcSdSUcj/IwTTPIqwFQlqUYg5ZaBFaRqI4ypsjbKOLuvSlFQGd9bg6v2DJiQ640dEoeWe1N1z1koLeSWIkQe4w23AhwHLDd0jN2+2htOouhQqAxJKmizjPxVyEBEaEA4s0FljaYQHmTURM9CJmageWZSc21OZhbbsBvB6nGDlPX+VqV6A2oHwdgQxO3x9A4sdlL0OLYIg3OFqfn8QEkY98d6JS6Mc1bhz0mS5XtOoCoNci3uxE3tnLrU5MJhmpU7dQxz22kGeUhtj10e01U2zwDoXNDDNK0cDlSxviH0lBgJRzOrGzOZ6v+O1H87g4o+ARWr/jR5mKm0hwEsRbH0pARAy6c3ioovpSnfpNtaj71Qp3ZGa8ApjCJIehLFK+0c/tfaPV493Q9Jqt3jlXaPk3S81p7iFRkS1qtyX0DKwekEV/cNo4qq5ht9ksN/XZMKYNIJpAyEoGYggRYqP1fxdbQwkOik7nuqJ9zLKSQpl55Yqvps+BtO0mNj8Mklqdbw2fNQ8Z0N+IfU1UJzLBK7aSHo6CZJqdjyl46jlZixSUlKayNcc7wOu3MyXW0u7OnilDQnWfwErs41MT1+oKrykYPUxFXwz5zP3cMkcMi0r/cFtIxtFvZTGGxqKXOBNWGdw3xklLPkjst+zcXUDiJ2EPEheQT7zzBE9wFcKTUNWu9AcXlmsYWe2IS9FOf2Qo8EA3eck1ViFpCWf9WPqCVQ16/AfpeM/egbf4noS0pmWvJOoHeiVAnFMq8JoOD1YdDyA2E3BhJ59t4Ymw5QjSWm5mftDTPzJ80ko3YOVd4TAyZfn3rVQOrVdo9XDJxc3XdCSlW5JpV7ptaq7S362HVIMHKzRd+gh6biE1qTEgSoqAJnMRCTocp7atsQmnacbP2pqYbpORQ4q+KsHYqhyutuHKHjZH9fs/IyNvfrYDxVRzurKqS1sASFIr85ZeNljINg8aiFbnVXmM8JnCLoGbIYfpmCZR/vAe5RgxRP7Ie9NN07lXA/xYs2d0LmE53uhdJSESPESWnG+XaKdZytYDRXR+nZCwGZF+32+JtgNpArwooF01FafqtIYs9Rbuhz3jQZMGIo4eMmwErzs/DHQEUVrWhTxxBfka94eGkOKU2zqP5CU4wpLcZo8vNYjXjhV/phUvdpqPfqr4ff9zqdQpWXaj2XkhyE2P+KnIdKEIonBlwOTIJhFNHQMSsNjkCKCd+QpCoopVQlMe/cgKKZ/2ydrzLyP5tK0F2nnJkh6dLQ+9lSb+gylIhnACcZKkCNugm0DQDrQAB/18FANHU1oAZP6kuaOWjVWsK0NlGSo0m3aSyOchhdr0d5qGNhgaWnA2HiknvUIBVuV9lL0pOPgYNJ7RNb+KuVrubrw/pLmy2U+8I0Ma6+sTWOOwHtgWIX+Utegzue0G9HrCXfLaqf46pP3PczMzdrWcxYhNWAhZIuL9yc8uGTaxNKqJ550fifJw8w6UuVZvHTPrBq/Wd5xJl/Miz4XB1sYwaC3C9FZWHys6vT0oQ+PsOvGebfQLJ9TyoIKz6IjiOPXM13SlXfOLVcY6Oub8h9xdR9r5zOptZTvHp6itdMenrL6bN4zaSnt7TPDkkK6W8Y6j4HqVcmkHKrvrbp5zEFZq5FiLaJSVLjUbdGSJAaZt/dLPq6kOGE5N6oM1pY/d27ig+u7htKSVf3nVVwJ3e412HtF4YTOs63OGvDyfxdBafx+V90baZNSWU4kLzOWexQWzT7qKJzKcai9JyoRT1cJJg1aN+oVx4XULsyUXcSlE/7Q2CSL1GQArLyz/o6qJPMEwotIgT+Cff8lLsTQwcY4n6Y+sxuIqC76sTzXZwymBY29AYKntcXAVTshrTgyKDLusvNTti67iCfG+qZlpYS2sMhaRm5M4nPJasAJSYpqmm1yHDit+HXYDZYpVfilneUOpvqtEMs7itipiJty7M88zFpV/5qbt0Pxaq+ToYSttfJTo64M/XfMC/vRXoKFZ+p+xqG/w4WHwlSDlyjiOua086xtDRAKiWdPiZnBSkIOtQkI5dzgI6OZrua7w0k3bBCTA0IK5cbVAwrRLEvTwMNDV3O8BzvWn5x966l6fsArT7UjG0cdNuaomkfakhlIwpNy+FRqTECnRlREMT5aKEBgRyCFHS7e16A8uB5GWYTL3euXXePH6TmtnwoxSWCweoXbz8mBCun4VIMKQXEP1IIp4REdTZ5B7htlBtygDZLQW5zLxSMmIgywtsMSSu2UfcHrpUCQIDF5UIcvVwlJ4/PGyd5alXJKmMog5MOQhLmwuB5p1lpBiIeX9AExGgf8ntKzhsh0ygSFYHPTqqCGUxwfP9aLoOVA1EAE1+lxwkSJ1Lr3UnHE1bxmfT0yrQO9UQsHGaCjqH6C0kK+THEm0EKDFJ1n1S38efg5GtUvaj7Oty6rzkLoqP+Hiaqsc4lYd4x5nTToeLznM6Stn9nX1dr4wikOANQ8jxAP0h3tPlgkproZPVnAybAire5kM0fr5cqknCp7KfMQyd/IYY3psPSUfFLDZ+fX3GPG6Sowg+igVK5cGPC4hnHG5Nf7OgY5Mf+fOAEwCjQ8tgiAUzNI+NDiIdgQ1XxtHaGE1GWDLxoDEEu0n7RzhM2Ls8JhpP6HIM0SGeCPHuIIdBpFK+TT0gaKsEQGhT1NY0w16ZEApRW3R6VhCO+n8XpzBUL80ekEcVmCGTQ9DFEH5f8zgxGQJxwPvyaRx6dkFZ8ptYLKcp+IS21cQaff2rjSTvj1Ia6L1R8ZhQx9kM9xWvt6VDxnT6Lt7TP4iQd/7/2WbxFPhuqv1cMpF4VBik7Fgludj76KfG0mqTsoIuBqqxDKUtQzazkJNaXuhlPjI28DfeY1YCCe0nV31M9jY27EJy0m4qvQcyI4qyj1Cc94WT+sw6rweEffdQnw4pm0rz6Zz78T9VaYhxk2xsNPx9jRyBgddUYe3OjyTL2bnK3cpbK5QsuEDHvp/LIremae9wgFU7WjnnO5CJZAzCfEGFWLrlxNSiLcx5uchyIxdTwSp6bsNqnkpz0M9TrhUpTmGgvcf2ynRgakkNJYE4QPq8isX3coOjV4N0BakfiDq3rjLNIiSmzDmtFS5sZhVoeEou8y6frfHL6wrAW4MTUwFbTmXFxAGVJyq5sIOH3LlWJf35j8zvFzw+I7XHvZ/DdTcYSd+7HGU9A4SY1PUHuk2oOTqKT0OcK1aGqW3sQZHa+B6yzjq2ywzBC4p0zWmo67H1fL3KpyrumAJ4OCUwEOFOpTiaZqflthA0pTTqaDOkNaNGu/iWYouKzASckSUnMpTFAitVslJ4AwbU5s4TF4/JNcgFQXB6/hv/Z83/0IFUmuG7CriaA7O8gJOmf8SElGjcUkBwgDmrlHcnNrYdlkLwSAM1VY+aEwy85HjsvxrmYQdS16K6ojEvhZG9WHmobxh0yTAjrO6WUllIVj0soaxgVncEv0Kt2+qiOBKh5mULx4oDGbcKDYAYqoJqoR3iSHi5AWpFmXYqRjAOSS1X+zCUpWodqsS8qLfdcgsr1Jjt/r53zaKPW48ijYbl3v7Hou5/Wp8i6D352n20EjqJqFN3ryirXTsOk0D3RmA8e3jVZlWbAPdR8I6wLrSZqi3Y9B6xQl6lAcQYEwzpPHLDGaRPOAN2R6fy9g5SKAZar+8abJ7G9UhinTDRL089FVMcRUuGqjl+XHFcaAJaDKpopwEqSGWSginjPQRDmqRv/pHbIJRXf3HlX3OMGqQmUHtr00X/EsUCQ0pFkWEhPDkoN46Ris/IL4mWHSg51tRDROy6deiHYFas9K1STIFCLNR+HRRrP0CiHhcy6JF0dsyC0YT5xLgw+Pt5o+zz+SWEU/Ou5oykPMjDwcKK/VQHSfXgdd91PdWNb9rTFoy3LwV8QB+tAbH137XtAUd0NQVkYUaPqQ72MACJt2Hy8kFR8Ms7j83Wou9P4Yq6r9k7NzuUz/ytm3Tf2PT0lK76neIur+5qp/tDxmjzFa/IUd6bue02GQu3VkKSAV2CSGgQn6oK2aZpC75CK317CEQe4piTFADbMw0PCclWadLgh+VD9ub/jZGrAJsO4ocuwuBtSUAMacFId6kIDntYVZ5EBtm2cuN7syLRza4O5UcG59VhH83UyB6exDtYg0m3ojBPYnflxc/rehRjfgkIEVkbH6ojPRrsFsC5N43kO6xSuUxhZ9MmXHEixm1H7oY6JwHG/LYQPIMZZ6oNYaZis1JbkS96yhm9f2j+L8fOiwGl2zHI+5Nlz5MXCxiX1uhzc8JE6u0XloZE1SYakNjEmQw2oxofrRiHCgCIZWvI7uGVYASpBEhkvD9dt5la5P8UBm/zEsLCKzxmu+kuVXxPE0UdV7dfjJAgOO80/2G8J03oVxQmI61iTGkT0aKg6bQMMmIgRLXSuxNF8F36a+Xi3T/G9T8bzZu8oTlAM3rPjhHEiRJM+NuRaeIPgJONw3JNKGEUoxv6noe7LMwmbjcEGB4/RBtwvMCs/l5Ly5Pc0hPCVgzhuy5HEx6dbr0YdNxOSce1ZHAOUzuHU+OGfe/fhBOLxg9TUUMLXnZsJf2VGkoOwZyyxsGlwrCXsMmLQEIn1jocPjoMp/GYBELApo6RUcOkdYQnkxThWDY41geycMMkt2amXOGl66P7t3is48QJ1yd65UA0fq1wCOBvCTDgHHaMq9sAd7bVKWDOTyhWK9SjXj7mxBBQwYwkRDWMJEYwDYy08jSVMrWeSlPvvWo/Pvd/JOTbrslrvblHxmUUfzmEs8Yqc8SQ+zzGITBPgCYYqbqj7HKD2MiZLRM37GyRJ6RynAhZgqjoYiMC6Dx42pCfRsZHYv7YrSOZD4GbsEumd3URSxzpUh+AECdVflwHGUMUZGqo/B3sgv24MtVPgTQrXrvZ5j8qM8WpAd+SdBpnCgQphfRrvKo0tfv3IzVJUeXF6NwBpesYSlN0L3z/AtetRns/9pb/0lyAi+M7v/M4I+4Vf+AW8//3vx9vf/nZ82Zd9Gd73vvfh9ddff3Dawg0yu0vi5ET7mVNlUNr94qunwQU7O2R9MqeD9fqgfuK8BQhT9QlAnwcbHNhnbkguteHs9MLPP/J2y4/eGzp5b9j0XyqSRGUYoNQ4V+ZeU3IQMsXm7yX5kUG+h8jXczxMQlqp6VZLAKU+mqQeOwPSz9gr60p25h7/hjhi4afxw0mBOx2f27jrwEnR4jdONT/R7+50xt2p48npHD8/zfxJO9vnN+5LWISbld8rMn6vtnu81oaaL65yj1fljFek41XpeFUUr4jiVQCviOBVNLwiDa/KCa/KCa9Iw5OrP8ETNPvJ+MnuBzwB/QR4Yvk/geKJ+K/jCYaBxyu2v+tVnPGq3Jdf1HO69/W3O1/HM6ORJwbOftju3U76jD1nefSUrwnytRiy+PmK05hMf47BHO88/saP4yRNotnkc67MZyIw2/l99KyGydH7N7g3FaT+3b/7d/ibf/Nv4lf/6l9dwr/ru74LP/ZjP4Z/8A/+AT72sY/hZ3/2Z/F7fs/veb7MLgHWC3KZ9MSGX8p2xxW/MPciE3/Gd1+01RCnN3OA7L+ULzEIYc0fV5uwU/QSLsZV29Unu0QJ8v0gBpEG+fnZQflYSoo/Ux1tmaSNeo/v2YqvHnuUqr0W9xyWHH5a3x38zKS8wU+P0PDP1nuu7nIJSmSWoi7/udTVJN9N+xDfWEvSmRScz6YR1HIJl28qd/j7VO/qd8lr5KWWjzNECRZ5pa4v72s+W66cXh3PObZYXOGBufHzbLo6dTfErfjpeWFyp4Q3gPQFsZn3//2//4c/+Af/IH74h38Yf+Ev/IUI//SnP42/9bf+Fn70R38U3/It3wIA+JEf+RF83dd9HX7yJ38Sv+k3/abbMwmkp3u6CoftnHe00r1SuFRppXAh4qTKuROJZ3wE6Qt3E4HTo2fsmKNB5ZRMM1HDS4Kme3AWS4CwMkLeX3QbsLlUvVqJqXO4j/yJ8NUIAoFMhEvG4fdA6g2qYsmO55m46q8jPgmv/pIBgLJu2Neo+hgbozZTmx2BGYAwjPAwttw7WXq0H6qdnPOGqfh62Q/lxx7l3ijbnOuGE+b3U81fse9Dudn5HSY1IHpIFWMdyn+CO4z1mxMEJ2kGMv4l2+Nx43uHjE2Aq/bG5tzhuuZMK0oAof4yw4qGFNR7mKgPoDqrzdlhDTVgw4p2huKMPFndVXyqY6uvw0ys4al9nkNzLQ92Ynqzk2SbCO5kmNhrk6jryHOsjzUZnwDx05J8Xa2ot2MeZBvEZuRZ9Ud0jklebXP2TAAVD2UNm8GJMbN0xhR2o3vTJKn3v//9+J2/83five99bwn/xCc+gadPn5bwr/3ar8Uv/+W/HB//+McflokRWWYg8tkDYEJ8YEvpm7SsQ7A3Id0SeHE64XnBKOXjxkkcW3vNVn1HkrTwQ2q75YVLIjmF61FGyOf8i4a7oO5TFWjH2DRN79QJ5AQopxuvPVUjgfm62RfkJ367Ou9A1TL8iDipdkGoXXKsaJyZV++9z7Sq+gQhErA6b/wwgOlUf0JXMdXeqt6zXxuqvifT7xUzL59/r5p6L37i13OsRT2RsR/K90K5EcWdKO4EuJNhIDGASnBCw500nKThDjf8LO5JBsCdMNZ/HOhG+Pjd+RUNdwaOdwDuREZZsKoBn8xqQPQ46ukJetTvDh13OIda726jzmtmKOL7yVza5L1mvvfMj5m6a/QsTp3XsLrk46mWMTmNa2bCkjFLKS4JAC7TplDv0dzmuTvTBn420YcCRgqgW1hH/m5wb4ok9ff+3t/DT/3UT+Hf/bt/tzz71Kc+hVdeeQW/5Jf8khL+jne8A5/61Ke26b3xxht444034v4zn/mM+SbKzNfZPwXLxn/NlbjMjhyxJi/cbRHxcjQ8oHi6fhTgcibHMdcncvTgIG1glUiv1aTMqhKWvAZLUQcSb1jmWY+bIOQHzHIDDwFKQ4qqputzsXViha2EtG+K94LFu0WlR6Dnaj2vzwVQduuy3f0K3B1Har9432WISe11++9YkuKt2UKhECGNKhmsUFPVoNyCzScxME/nY0IAs+rLDySaaQX88/WiKaXnPq+sO8pVCmAU8LC0Rr9ZH3q3ilbDByv/GGdcvzrG3OovxpfS8xiXz+BYqop7Cj+UqtYw4fgPcC8cpH7mZ34Gf/JP/kn8y3/5L/Haa6+9kDQ//OEP43u+53uW8JCilO7pCuC4UXZ9ZgNAbVAF1+4Dy0eKZeDxFDvaY1TxwgGpOzf6PigqdpLSMuMx+XdV04OibCSlAlUzN+WJWaaHB8Dy4L6lPy65hSGQqZPtkVS/c5HNvq0UBhFWkA1e5N4UM+ctDE0QkLHfxlUwUKR5mQNbB/xUEv8AYlGbxviAzXWioEGxqM6m4nMJDoK6B6oNQwkBhhRl0p9b7o2PF57jPL5X7JDYu2aHwIbl3n1a94VxQJ4mcWfqvfhCL61FDRPzXPdh1Z7769+lDndXmYJGcXyULvwpTb3x3M/G88caw+fscx7DLgWiA6hEx0ZgN6vXMyDNTNCbAfnwhwSFsdcqTNCVrPjA5/h1O6YJaDrabXzOo2MoIgE1q0C1cddtCDidH8Mrx5u3Upqng1R/DmKHDb4FlS3gHIXTNcCIns+GE0J0+5p74eq+T3ziE/if//N/4tf/+l+Pu7s73N3d4WMf+xh+4Ad+AHd3d3jHO96Bz372s/i5n/u58t7rr7+Od77znds0P/ShD+HTn/50/H7mZ35mPPCKcuX9pUuE8RKgT2AQlnzzc6a/l5iUxZzmNlfLd8Rx2rNrDMrcFtxuHDbFqT9Z4hduao7L4ZjjX/pxeSWYxrhc4QiLFAEsqpKT5CbW2eoqPoPuJzK4qmU6jNVVLvzBQFb/wT6V4Zu+02rPGrkhnkdc/p0ozqTSk416r6j57s5mwWdWfHdnvHKXVnxxbWbh19iyj64y/H6grK8/DbVXT/WeEd8Ep6GKOgF2JYASFIASke1vgJrjdBpZNHunSQW+xmliBsdxf4JEN4z1MV8rcwMS4ATFHRJs+Rd1DnDyZ6zqmwxLXCL1cTdLqWVcHt/PkrEbutSxztZ7JLEhw667eY7Lft5jDReV+C10ZZrXhWbf4F64JPXbf/tvx3/4D/+hhP2RP/JH8LVf+7X403/6T+Nd73oXnjx5go9+9KN43/veBwD45Cc/if/+3/873vOe92zTfPXVV/Hqq6+uDy6h/+x/EY443+2zS9IMSwPPVLQHgNzNbTAKFUXT3bNJAbit/6ZsR2XY+XdVO2rnm1xaUzlXHfv8mZte0idWtTSK3Qhd1YiDrZeJS0Omkor5PlhaRCQoru5IDpUAQnoqagInRkTAWEp0y71Q6U0EcSGkqM88/kirWp+1IHys7qM2x8LHUVUf1qG8V837gU+uy1hTP3EaJkLMw0koh115xdta1zg5nqYEtbaBx5PITQNMIQh7Gt9HyX5IHMZF4ZLDLzbvWs246lEW4WVbenbc5ocu6Kvsww/8Raqa49zoXjhIvfWtb8XXf/3Xl7Bf9It+Ed7+9rdH+B/9o38UH/zgB/HlX/7l+MW/+BfjAx/4AN7znvc8zLIPdd4CKA25TpDVhVrPIwri+JECSDTz8pABj+dTJAmLD8JcphAaZHq5UC/IuXov1NbB1Yyr0r3Og0hjnJewpAM3jPQyYGUfvg2T7FC/HNJ00vcXzhJgSWqWpoAk4JywWl/5Aabj2JpR194lm0F0Vf2xpd84zDrT9k+uqkZ6CydJ4zDN3hGAFCeZC9BaB8Qs904DLE5NcTqNM7/dUEJkWPGxiu/OPgP/ajvjZJJSqPtMispz+e5tof9s34TqOJkk5Sq/NNVO4HegFK7XQ53NmXHmQ/Z3wgvspHPrz4CNylSVTb4W7Bt3LRs07w7xNSk1SYlAWhPA5/U4/8SHgzqfPsFhY+yNzbsnGal0ACot1X3i1n3jPL8mQ/XYGuJw2jGviaYEiFYmaGU8p3b0SusU18PD7+EURs/KWhPFn6Uq4ecudd3gPi8nTnzf930fWmt43/vehzfeeAPf+q3fih/8wR98tsTmyb5ryIc4JloTcSw83cy5ADEzfY9L4dT5xVk5vFsceQFOnCgetMEAKBvkStgzcUR5BMuu0hca+Aicjl6J5IVGNE+8oxdHoatKBEFM5qN/gJQ85vy71hoGGLUkcnEgqEVyg6UG42ztWQAWFTPwlwmBA6f/8/uWV2ecigWimZUPkBpqyrEOlcAU61AY/ifiX9u9D+s0B6b5VPMnptpiK7Y7A6qTS2QgtZQXHyDp4dncaAtLQ0uPxLUcK0V5Rd9grI2FHMQRLKWG+bw/B1kdRyGBjCTEwYgNKCpweZsoOkQa/KgjH4dQX5/SWJMaBhv2XPJz8/5RxOZhQGxtGGXM9hAfcJDDtafZKMPdAlDY+Ve6KlsgQwWuACzy+xeqb6TNnxOQ+omf+Ily/9prr+EjH/kIPvKRjzxfwiuNOb6/REtRhz9LQSWhEgkxI22YUCaZsxrxLJm8yaIUl6SEK1Jq2g3GKJvWcPcPqn0BLDj+AwGK87jkZ3fQjMIeJvpAAFN8ImH3LtM03/tkah9MHKwzHfGJBVPBBJENtPKTQoZf3D8X2sDIyxFXq0ddl5jUbqzSY9UeDsJ38TltIrqzJdtq2cad+GJdZYeIMG/y4pCEsqo05Kec/rHb12nmQWV6uJsmYwzCCLmmKg+sBswJKWTRmND6XND//O9d6eLFJOaI1nwhgdSb5pwzVWK8lZp0xx0cORplCicKRGuF1IAi8FO5Y/MmADQamM3zlZLO4aE+t4yfZSZYaY3oqbVH5Yw0xG4PZ5Vf8ft76rR1st5bZ/pxwa9xZEsSm3YJzJco1Fb150Q8OEwkkRX/wN6QPE5B2BOwRhJD/99Ux6fInbiZ+k9aj/aQZryy2SyrAl3NGstVVII0Ce5efslOoL1fCaoMUKO8o27m9zrQWXwpSWlR8T2Z1X0YHy9M6enePsvR44u6d3YeXxPFnUwbeOWcRhKh5quAxdLUm+Wkttj2eZecB/4FXkCpvdM0/XA+PrhcKWkxkIQZuz8zEGKGZ6gHrawuWcnY3NsVpay+VSHGr95eg8Q+ybkVYMFhsoZP8Y9UfLu0Q4py5kynd664Rw1SXmGhBiqNANSGuNAohT8hmlKkIAebIIoZHukILe4awSlrXztCL/nupVnO4+AwgkVyqamsScmadWknyTQinqcnDFgyRbpQnvBfIF0E5uW46zmOLN5c+0BKG16Jov5D7gEqe1bAjMM4fJQXprtiMCR9KIa6CNDHSQNogHY7RQCASh/vAJBu+JR6GmszYxikSiBhgeVDQLRsFvYTJJqBU4CU+yU/9/6kjfUlP1nizizK7mSAV/PTJST9J1pnim9L4ZwqPjpNIgwvGPBxcei+UCcX7o5OQlH6fyTlPH+5ZpAmZoimi4eNNSc3dTfwMjWjA5LXJYDKGciY0Jrz5xanNC2TA6fnNMmuqfh2baBz/ExXOPz2Ej9ukNpy9BtQelETpwAZ3Ud4gA0GlwQiRm5lFOqiKW2ZJpSD4oso9MzxEIcTtBNYdcRzW5bKYm2Qw3dlH+5ul96FtG/pzyJZAQWY+Ap6NrhZxCnUuVCdknPjY2eA4GzhXK46OAqVIyvOMD9XaowTLuO6zhbm76jqOT/NQAyIZ5PmNGvOkw/aJBXNG3jXjbrEAEz1WPtEyxtSas8pXHF6iek+4pKuMFFXmNVMw++t9tOGxQcmvS0lEKQhxqrTjGPgvzTxHuZ08eBhFbtFCDhK78bGevQgJYT4Bamfk7rzvkyXoEQQaryUksQ+dOgvmnrNTYYMabQPLjrWhayc4YpoIJZn+p9lTMYcZemIASpoThJdPyDMDzKVbv42/JCsS4LWprFvWZO6Bewu1G1+ZQakPDR1fHTP90blcyJBpnKJT5Pr+ChdVzHGQtLaT4dFnyiGVOUqQfu0uHT6eJ3IUAtamm4OvasPApAQKj4HqxMbSzSz4msdT062aVeq9PSEzui7c2MJ+truK3Ifn4H3M/rcPz6xYUYWUJxsA28CnksN+asApAH0fiadwgxPxKeQYtsQDx4DnvtDElP4x97noekQ7Bu1FXmCT/p3K3FCHzS8XOaxxplXZwDSktCJj+eieCGKycKsssTk4Txnd88nP133Z/Tx843/SwKkgOsVf0BjhJskBkVyxI47rO6LdRKjkL5fBsbNw4BszEuzSuLCIzMIZu2YRb3deduYP9fFiKO39pmBc+icbcHZ16bKi8g2uqrK2/j9fgaqItr5ZJ2cXEqUJCU2AiBgclBKkFLqXzudAArY7v9u/nzeci7693/MLwqgdWhvoe5rZuHnZxgetpbQficxFR9YxQfbiMwWfWc0QXz/ydV9T9p5rEnJeYCXAc+dW+y1NCX30yRic6qpDxvy44V8Kng1nlgZBj348X8tg+n53GY2XXReiiPam/e2HUGrPOkS4r4k1znKTCEhVkIvX1Nx2jPA68YK7lyAzo6143iXyn0Qd7YgPgLDK+kfuccPUsBtFb+xcWamPgBKCYwwAp1wx/iykTVMY50azYQ293GUTo80TFoBZcbXeYzpfHMDqvGAceAiEFtmrJAfmNanDrI8whEGubnIl4ov5bI+NiSWKV5elRiLyTKN14fIWm8YEhtUWV+PZiACZ+3mx9aoqXnLPpeDMu/qUEBqo+Jjtd6p5ckELiXGqRliQBbHF5HRA58QwSo+Og0hzKsJ7BOYdlZ91c28YRD/wfUgPyj5JjpdwXEpz/IbsDE+doisrQFVVwlJisEr43sGNFlfDBY/m3sWBnIHKBfB69ayJMO8DJAL7nGDlCF1VNzcRY7DGieJEl1jTEksdtbnRq3Hif6QNu55L9LYm0SJu7/nNSQbLneRzCSuvr51aaxxUXnP8AIwSmDk/nhma2UehhpHGgFTH0A1qqe4OtiCQ5Qlbj2z7oGOQCcBitRlRPCLJOVrMkjim4TM2lqHDVgXU/20IT11U/N124wopurrKji7LZm6/dh4V0zP5WqwXRWcJ3HpyQ0j2Fiiwa34zhBBfFqjmbrPpadXWMVHklQNv4+z91zF53ulGjQkLpegTpgkKwPBXecnIA1Dk2HBBnT7tMVQZ/WAqMvn+D07lOUXupKxUNX8lDz8673Df9YBNKMvBffa0CHxqY5xbeO5NpzRxlUbOv+oZRzAPlc45eNLdfIDCEvAydrX5//ip+fbkyMO/Ef0mAFK9AqdJve4QWp2V5B/aawjx5KTE3zxYPs/S0/xTu6n8QVQBxoAkGagZogi0/xjgApglMznYr9uOCDBje+4X0nNAIk9P8Nc3VWZGX8cvXIhByUiM+dlUmcA3TVatJMkp+DC7RP3DyRQeVgjcAuLTKurd1HuJOixEXJe/wg+xNqhWUEUJmE1aseD8o/y8T4l5DqUq98EsWk3QMXA684t/QJseoDbnYHNHan74sxCkIrPAMilqPnjhXWT9OXuSrplAK12yriH0qLvGAGXO//5JK4EqHIfV15zSqDqJDn5N6R4TSoBiKUuBwVXFb6YGjzcMeuFhSlm/9air6R0XPbtsw1ArSW73T1ykFqJ35XliggO0/JbsyHCNUDE/WLqCwRYDVWdqYzE16BMSgEvgW44rCJJga5W1+cwpIjK0y/AlRtl5pBIGnPgqkW+Uphdn1D7XwW6XWK+nsToxNfJpe4/iex672GpknXA8v4HBvctyCNqnIHx/S7+cTpPMz5Wp1j7O+Kyis+lPZek3NQccSp5E419TkWVB40PEIZBxRInAWp34KnQV3eLNMrtv+kV/rnz06EavG3Gpy86zGhA8tMY153Q/13eFYR2z0o5lQBK81pVeAxUVVpiIOP4SmGpLkSC2vRsbtalJRTxjrdDvpfEIOp8Aw2M9twwttt3t+lcm/f0fB4YD3CPG6S44psGPWxCIy7LYCfC4hJR2esUVnySI5wTVInJhwJQSBsAzUEkc7k9KSConBpbrixd+Wvi+bj/sKVG0i6weDk8IcVyGkXENXWXtFRVhcVfily3uUuDlJkGOeiggwRTzWe8bGkLVvclGLBU4MYUnO6olpDl3gj1sFFEta+nWj83L7ZAmh3Io2LH6xwAFJBWXVLPGnSgGZ/UOMfa0xNT353aOL5oGEj0UP35CeYNiiftPqz0fM+UQC0s90+FZAYDN6Tqz1V9l9ahBtEf48KlJiDPyXNQyLP0BjT5+XyjH/fsTg6xZPFkep6KvcFEjBxS4RfGLRjqvbMZBZ0xrA5dQiqqPW1D7YcT7vWEe224x/id1cLiPtWA93oy/wRQymlXSYwlr2jLYrRhdaV5WkgQvGGds7X7ScWXDSabAckSFa76ZRNewqiDaDruuZkL7nGD1OS2E2gDAlcbpxBMxCyJyUHjwP2DSGkOClFbxwHQNAi7OFsdA2wqDK38q2VWxl6EP6OjGS465e4DTxOwlzUuZH23Fn9HeV4ox3J/DfgccALlK/E8enUOL+/MkpwCQmDpPHyAivr9aKCUFrISCvts+YVyRXoGlCk9aXweJD8fskpJYUQxf26EpKpqqWdfGQZJUKCjj0KqotPRk4we9Qgcihaa5vvK/N4Gl4q3kZgKUGKwre1UFayr3FUlp/nKIDbTSIWr+iTObZzDi1rPwChVgG2RjCr4oF4VGX8CmxjJkyl7AagSJmu4zvWmBAACrbxfMpra+sHOAesgzYe6Rw9SV5uQiGixaCagCeDBeh/vIeOP903S8pOv/R0+DmlhdYjyB+cx8fCVcsYBpVokJsnyczm5zkvgBWejOdbZNIsZI71JnCmWkiA3IBK05rR3bpLC8oS1g/J9jp1LXV5QiatLXy4ljH4W98c6GFdxh7oJfnxMU353CMO8HGMdiqWnu3aGAHGChKDuh/K1J/FvPk3qvrFulUDFG3pPzNtLBSev+9G5hwOUxKwdNaZCN2tJgYZqz9uLwzyRXXfnYbK7UeKSUq41ASRJaaphAzijbAZQcEmqoSuGZISGsxtJuKEEpIZjNqAYEhRfx6+VdavMd1YBJlilwQPAnGrBFAKbaJcN6Cg8jf3zi2Gz33rkc+UeN0hdIV6MR8UxgdTs/+CBJUlTbMq1421EAfWjbiBAH+qDVPFZOl2HzsPzCUJeReLllAcusKCuTzUbvEJjNuIhwWvXEDOdpLDAcUU5+Gwlqy5P6ASmfjnI/6BIRZSTAdjL2tSOvn+O3GBMxgCRuOba0yhe9Xu3uAk6ZOJcI+Hgg4upeYKUhlHEiVR51VjijFdM3XcnrPrLo5Ce2Ll7ruIbfiQwmWqvGWi5im8nXckmPOVGJ7o5H6z6g8cJKckMMdTIraQkxUOamyqmawyXddL06AeWljTUeqNco0/OGL+xDiXmrxZ992i4NxB6qid8Vu9wRjO131D9PdUTnurJwluo+gLUdIRrAFYbeRoADr/g3EeLxuZxTdXgAl7GAKcRDxMXuhRAkpjvwW5cop3OtNJ7HE5D+HPiHjVI7Zj2w8ZzQJrjkKR1NQw58YyBNlPs2XACBZgGBUrCz8T+UsXKWX5i7zGbTnHZHeHe4bjUSlQCuBncHFy93v4qJ3wxk1reJeoDwehNx65tvVICyEdGYAVj+wEqoLl6qxa2GiIESGE+ysiAJPZD+ZFGJA251Z+bjAvquyYZcZjntZOYYnhtDFlmS1SgDI8SNtM1B43cvuoRXB2YKc28lAPY8dCaASrXwPb3829WyzngVuu+4kcNZ5mzmKDzM6U83M8gFGtIQQBWZUw2SoLSLs4mvk734ddN+MXZ9bnlGh81SC1tekQseQ4g/UFsAwTyPg0mSBHlktTCWQhWkYgKIciV5DJTKgdUXvXHDFiNAVAiiVmq2vq5VNQWQoAUz5Q+b2D1DaMRA+Y4Nmlq14etl1HG7oJWzWiI2tbR5LP+fq82DCs9yzPx1+4L2no8ytvTVgYo97ilmrXbZqzVVNNow633mgHHqeXa0h2tMd2RJFWNJeyIJPv+kxR1H+99QnzifIBWLxKTq/4qWLGxhEZdHDiGGbmtRamgm6EQn5rlh6cmYR6qPwZ8nzs2rJceiPyjv7JjlHwJDOk/B0DpkJhgkpT14xmSflPhdQyJ6l6H8rOo+yZJqZPfJafYR2U/pTSKxFT8k9l7rEulZJXSE4/HHGduaBFrWlvDCR7X3JY3TtyZgHwO3KMGqQIsB893LAaDkQekim+ES1hqjc4u6zGcpq+KewIhkjjA2SP/gJ2pAAUYakMnAjtWyNLw5ANMpd4zqCm9G8kywfTHVg+1OpT1KOPyBDo2LQvV0+uzGHggiPXWbfBY7H8xwJgZiotOqBLWT35PnZxqt1S9hV9839rlTONMvxqaRFP8UwsIE3b2Z30ToNyqcACTBsD4KRK+Cdc/TDiD1N3OjzSW2Kv4Oqn4xsbhNKbQAlSNyipUY4It+JbcMYZbUQG6lOlfqD2JreMZiBjfRd2dXE7lr7KdOf0efckGGxpDdex3os26flXBvaU6/IO4u6Veh4Qqr6Ph6fjMY1Hx3Rsg+e+pgVeAm0o8S6u/VP0xeDkA+RrWrPoLqz8HInDYLk40W2Wog1tAEgsOv9UJ0qL1WZxM1yuuXY/yCBxVWo8a4IFMw9xny1Ix5zMBSFwbX43rnJ6PMFlVe2LwNacPBJvK5blZgtkMRqFnEoN4JFoAVCn+BHgSA3/+Hed7rVwXozlXqVP4lZddzRJBenPW+0aegoQaR+aGCqIPutIGXqSf77c/TH7sQaYt4ONDiaSljYFEabTJl20u5Vn5ESPgv76NM1vcVSu8TH82JR+Eskfc8ccHwc6nSwQRt7KzuXdHAsCy70mrSq+YjSNBozNYOJBMcep95h9lcqbKGjXboTJZPPiynajndNOLSs90fniDexZMekYcY/fIJSk1VEespQBYrPgU2Kql6JXKwG+kEAFiH0zMAk5Apxd8ZyCmuG7WzDNzzsyDGHz9sQFdaAoFC8BdHRhe0anybGoej/tYYxnHQFHbSfqjjbiNwznpqwSQ50UYTCjyVAuPxGo4pUzJ6GLq2iQmOnLvahtITZqCakoAkpZW85SHp6WghewhPSAIGxG8HQMg2QKu3nMpqn6YMdeZ2JTc1X4nWo/K8DOZmp/LeX2u7mM1nhtH8Bi/5NQGnkpKTONqe8NE7AORoDEg6NLNjzScAKKBeLgONSxJSt5uBQJRn8W02m3axaTus+mquVbEKj7f+9QheIqGp2bU4HujwogCrUhKLj3dk1R1Jsmqh8VfWvr5vqmUkqZxtQ33ewdZV+UlGYGF+3zRShyygfh63OmlreNm914hmqv/6NFD3SMHKQRlZHoLTI2S9GzfUMyA2H0EOWFWmOUbQl2RL5iX1GaD4NunOUwN5pZ9EU6AAF3PdQtqUkCqAsPNwDQlqzr5KW/SWNokkLGZ1/QoYThC/kxsxVuxl5TYuTLuZ7D2h+qoKcaIMNxR6vaOHzel6sA0ANwBy7+6G+slcD4nTSF4iT7UWkww7N79wWFrxq+lY8KcJ6870IiAQKmeIuGnmrsqj9V9RfWHquJjv6v4BIhNuQ7j11xCq9fN28/ONYTibK0n2mPe3KugmdWeqKLBmBAMBqRZfzFQeQ7xE++LfamGb5KsLLyq+3K/09mvk4rvqbKK7y79OKFrw1O9C3Ueq/ue9js8NXAazyU2+ca6VG9lXctB6qyT9AUUFV9V9UkZc+X0CQclbwdqCPfHjJu7PJjAqQEvAdL0OgsHxv8lE6TU0XOcB9Csxw1SV9yy1LBD+gMugWlltGUQYTqA1vKBN/yUz/Ay4UMYK9Tom4LQJsgdEC3aJ7nw7BanBLLcPjBglQrOvI7FxQ+JjMt0jZV6KNsVwDTlN7W9c6JS1qRszcgLC80GowGTcUGqGWBWz1xzsXwXV5OoxCWGal/mKrjV3Lt+jDDMwovBw/xzoq9LeS41LUC8gre1hcRVJSzzEvbMrxoqaz+/Yz6aSMi/LcThAudwXTPq9kcAleo8Ghfws/pqi7HxQljvaVX/BeMyhZV1I+7RMn4Q0k7EC2BJ9mEG3xGYg5vDlZ/N/ogwJfw8zkDo4srUAd3dkbpL7nGDlDixz2k107cAEI/PSN8vgJG9K51AwjrXpSGmXgIMScOLsijgKf48O9WDj6lHUf0RYGmTXOcCXVHj7RNNL1v5Bdh4nZwZ6lZC0QrMAd7pZ0JYiV6OVgHlSYOYjQ1KIlFBb0MnkJVxCysnACpjInXVoYrSZqPETywf9YnmJXGW1wBcxac4lp4YmPfN7gBD4CQgs/F1zelEqr44cy/2OJnBRcSt4LUrgxMzBi2XQN0QYYDamCDePWdku0E7RIZkMvprdI6qKQVN3TcYm17wRiyfkw51nXcjDe+4tg0hOyLgrF33fovDYNVUfNYqZ00/W/GlsYTgKU64hxlDgPdDnUx6OhXVn6v7zipkLCHVWKKzJDVMdfPoJLLo0wp6OVoKyQHiee1btujTeOCRnoV7JbeAzTTZ/RExEJCJ6dUo5k3u0YMUE2WHKCaK7iqhND81WAF3Szckng0RDos4Bx+f3fzxIJpBAY6dCsyr9uQ9YiArUEn4y2+u+EOdGo2RiekhQFJTmXlhQwihRgyA5Pe8aFLrOtp/cN9edlaHUtH2VVMnWBL+ruM7UD75m5jqR125l9twRSeCLlOaQAASL4pzucrrbDo/Jbv+eL2IDR7opPLpYFg/X2+o7+iYI+fti5GEWhlZwcc7loi4SZ6iIbbmBFS16BgczerYkiDJGc5miaUlMNUfUgoX9X3wowRijTs3l4PZpquJceDpQ0Qc2VdnC/cNt2PqunUdBuhgqOeekv/eAWvatPu08zrUCU97rkXNZuid1X3d8tRqxTfG5xgdLr1hUgOG2o4IwGzd50xwxOcG89YtqCDrwL3m5k4KpnBMcon8mPEg7sRfeSCdetwgdclJdtbSFhvuffuc0pE57hTu5s+uYoxOonzmdIrakMMnTrwU78o4e+i44+qGNDWVew6XKV8GsnhnLsvCJUhF47k/jvSwEV/C2CKQj4muA5FPGusYl7aYKVjyisnuEys5VueEL7ua3obZXKNP3pnnmCUjQabJcUs68yCSbBskRGcEGniCVOtxnfwQWcBVehzu6U6qP8ucrwsdnd0BRzKvQc3gBCAlEuS3nPw93pQ73+fnODbqPgcG5M8NbnxM1DUmyfUwYmyyzEzCq8STwAtili411kFjXm3kG9yVaZhxfCP7QfyZrjygPI8apFSQn+x2QupcWTRGVQEm57ehi7DwHq+mVKH0XClPe7GoAKGVzZv8HiWMKLwAnhYR13BMYGZK5s9myrZtNEqSCTXXQ9bn87jKewngSsJXi8CYtBhslLyrNLWUO+JLGqMg25w3O3b1/TuC3m3y9BaGMMPab8TenqTgaVuCLInoIUi59V7tBj8iSeEEfm5LWneKH0IiuuR8PeqozVQyhR79NM6m89Zq9r5AbU+TQmVY8AEIyS6BXzJPU/GdaY6o9EjnJMNMvJnk5Z/s8NcbzcNsMxtZxBjwUAlCr9M9EogcKFyS6tqGsYSB0b0ZMdyTiu+zeofPmuFE+ulYJJaqeqr6zjokrCExNTzttIG3Wzm675NKRof9o38k1crzGhfFn9e1HMhq39MInMHqaEgFtwrk53ikzg8mCBzGRNeNzSha7Kui4nzpqfuEBzVFEQX6ClQAEWGpRFgERSLyrJa+tUBezwnCCaAgzY7aV31F7b0rnPfCJM1s9kPdXL6ViV7bj+8VgEwqpE25a0eMRmbwWqnRjpv3vpacTJJ+RU7gwQm3KBf62HDa4Ru009ov37W0PYz79IJzRSLxDnVSOpCyEcPy03oVLsmcH6exj+NEO55rQMD4L/RtJyj8i7m+B8lBR60NNdYLkwr5WhXTqm7qS1W7ig4LwKiTMyqp9suNurWtHYSgPGVYKsk+V8C+kJx9H9Z9puLztSWF4Kk2PMUdVCWs+DoaPuuWfjoA62nPM/ruezVHdwBKdd+JDpaVXJMKVZ6DjQNojtUMA4ES1TXAyVgMp2FMBIhZWwnFxs9unqMgxlMRKuAah5PNORUMOVC0L/HalwxIkTM6WYjsCBsB1TyS3j8g0JzeTn0XXAdQpLPRmZkgY87MdACo5cJh/5d6RnmfBZCoqhczWQr9bGnFc2sX3bX3Ud6Hj1IhZaxfJDoIFoGXdaZjXkivVL+0PGPu9BbpiSvqA0XrUIrx8FB3sYemWHXw5ppT3m/TnBiiHRgXeU7tk/ARbgQ2mJQB1k19x4YGIU5FQ0qUZfRMAJ5Zskpv5ycpA2ks4d9u8jhpjddCveefg89vSfk9xdmpAB08HDiL5JPg0QMwJBiEAjyxliQBLtUyivqJmKXK5uy79qK7SgAe8P6SVnAv5TYIqb/zpQBSs7ovaJU1Ghs8iAUEFy4ItV7xg9rU09MkNjlo0l/UWBaecQmJOK7WNBY/Nv7ZyZTFtY63uhfOyOtLdH6HTVyM3fhOc3QiNJRAsR58MMG2xNN8L4FdnQw6kKRfAVt9H/qHJqbO8jJNEg2AIHbuZxllVsEy0A11XUoEamo7IL/gKyCdfazfMMGlwXuD88+ci4x9SmEVGcDDHxX061QHgcUZtc5jjsjcXW3PEwAJVV4SfgHMcCOlrYYeB+6GUYjmUVDef0IGFIKRl7s6HVLq2AEVrx255Z6qkFTVwpLurC0NJMxyT11ictVfr6o/l6Q+q3e472NPVByFtEhSLdanznTy+bmo7BKkAsgmFWCMPwoftMWv3kAS7XOTDo07YKcq2jGNFs4b7S9JVbNxetJUW8owpuUW96hBytG4EFAihLFeFGJnTi6Pq/ReMYSgLCItSt/BQQ78BXSAHAy+uWOOcwB6XNU6WPgByiBZOp/Kfkj+9EDKOahbjO+ZrtqDQaym8E3Ss4tnilUNqEsskkJd3Tcy6hbeAbPEtPUUaJqdb2aJRiUJF4MArIUVeyDin5zIs8akRDVVmYFk5UMSoG6DJ39RhlRjBKNFTs7B5xrZEWfgICYWt6urLM2k3QBsfKtT0XTc5bywz28IYh0KAE5wJmCo/FQ68qQKhdleQpRUpJKldAJeqot5X1MyI2e3bWRJB3lG3rDoG2EOTDNI+QkSxRxdJT7PcVbBfT9VQOr1gNlzn0zN+yBSbtEHrWq9ZZOuYwCDko8RJSBzjpTiP5Ob1zS4sSPO/tVUBB5tu9byrJICxU5q3rlHDVJaqcAIc6DZNfJMgDciw8wUGD1b019fvfruKDN/6OGgXJsyLgB6Ixdyi9tKOQ5ayHBnwDxOsfq7xTGgxXubzjoynpjT4sTUiXwazvgU0XjBOfC9VKH03gxMaaBxVKlkhBTenpkfD0pW2TDzMeOxWr381Iz63EFXIk8/TcNNHITLfKU9fay6IUNDGloEiEWBU62XSTMxGqBgH6pGhwagwvLhdalmNRClRXplE/Rsr/kjgbbKNQFUCxVcVdk1Uttt/Gj20cNVzReqwHhnOuOPpSQGlPAn6C5GEFa56HOvc7xXmae535RuLpL9I+5wF34EWLt3xDUbB1Al9IzH442041GDFEShNhNma2ZgAx5Oy5ybtc9nhAShJDFQGkoJCQ2qSPzAv6j2OEErB/g5E3EHhk29SuV2zzgrhe1RkUg3SLvXhQbcrfiOzX204w7EdHquqOB4CcCU7r3Nos/ypd6HRNOD8omp3YzQyljQd0vEuW6ZR+1SKMeudXeVnoiv1ahtIDYYaYBLDb0LpNkZeBq7hAoIebigoceBiT1UQmc0sxYcFnhuXccdMKpfarAwrTtV51DxdaMfmiq+IL1VrXdGsy/5Aif7KIazCQ3DQOVOxzbgUWaXunRsrkZKbJ4/d0ZZf7E+OBsouHTiqaSpuav4xCQlsrQzAHLDiWHlZ5IUBE/7CZ91w4lOhhP9FKq9z/ZTSE9PTarqKriP/VC2N0oRAOj92juBVoyzlJ4c9BAAhwJ2AVoEfElLluG5d1ug0suAcaSCmZhqt8wVLxPP7SBoSRO/pNR9wMQbM6FzgkavAEm8nWOOcIFvmI977kOml4XwAkU9xSdVHIUjQFL3a2LI/pV5QOzaYnY8UHZxGLCQg2Y2ApkL5uC3gFFpj1HxAoQbd7Q3q9DYCcjGuqI3rBOzwYm7isHVfV5xlzkk6p0cwJFRRNmwe0AEmnhVbc8bmTX5mXZ+vnCXsbEVamcLimz4lJQQ3IxekVJIQ25OVkUYMQw07IitygXopzYH1g3MQOzZ8/U1NzhxwPL8TxiD9aTD/k98gJtl4CBApiokld8YOwOgFAo/+mkA7b6s2SYIMHLC76ADIIBrtFsaPTgYdTs5omu17ltPnLizcAegVtR9bL3nar/eTRqLdSiJtabyrShT0XXNsVVUeprrShWMpI5Hn1Ae/yLCvAh3BGIH8yZKRfNn98aXAkhVdZ9zaqgMeNKi6gjsPe5iyWfPSty5DBRe0pMr4fQin4sXNgdcbifMR50q0/UGt1PV7SSrAGMkEGEX57Bgt7F4JSYD09HkUOoYOLMxWBXVCli1sfM13ocTTsuFCMHeOQD5Gw4qauXqDl5EuFylpgqoWBiIc7a6uLl3qLfEiJ1ztgLAzevNDwOYHQhxJcXBJVvUmBNfK9JcWxNvWwMty19IfdelmRrP+kJhp3w0QLqdgt7onMFOFoBt7oXSBylzJQAF4Y9nVZJKNV2LMDacmD9GOKz7PA5/1DDNx934oX7rKVWQbPEXTEeATUpDzhj7QHR/AFQZQ2tbLI10aYA+eM4+wOWCcJ2zR/myWjA4xuvuUYMUJOZlLIaH2o5E1LDoM7+HD6lGA8j8DDMaEXUA7Py68etxuEtSQ91o5RDYuXhaJLmZRpexeONgSxJtIK6UjtY4l/yc1QzAAEq681rWYbl4YBc8mXJWy5St+2ZOBIPiuf67G6oPAu5rHZoWSQeuSEwXAMrTC7NrsRPOBWNfEYy4dztGCC7rN/uCrY4Pa8KNBxoUfWyylQ4/GmcQ8G6E13jUbvmFtZwGQIR/LrlJMZWvS2B1s3k3fnApJ6Quf25lESjO2uy09VHCk9XQT1uXUSOcLP4J/vkQjbXZpopzwAwCOPOgVQMkK/k5QCoBSAHy8xl9LTbtbqUnUwc+7SPcrfg6hurPj0V6o58sfKj7hjpP8LS3AK77npKUS1Wqo7xAqvtsFJKBhPuTSXGQL2tYNtwS1B7gYrISqLg7HOA3pusF47nr5XSioIDQrm01FF/O5zxwjx6k3IXkEdKJVqByiWARb9hloNO+MG9H7c8CHixtIMdBACaFBw5SWdyvGBww18Ww9yFCyd55HkrlmAf8ZmAWMNpxSxw+5Xc7t2byh9b2WdLR6Rqcaa65CXzwG5j5nh4bD7dYQZVF6jk+jS9Igr40f6yVCCFVj92YBPez6XGPtyXMyoe8MRolrfgazoCNkzzU1U3FAYTpeK3UClKRI73rhMMhMUzETTJTIzK+9hZzKtYjvFtI3adZHi93o/TKJmhrOLW2yzY0kCIrvnNA4QRebNFnpuZnpMTk34Ka1X3VfyK13gnn8in5BKJZsioqPgcbpCTF4wKjabKeMR647jn3oveIJl13m4k4W/QdjPHFLWNq4lYXwrZJi2nHjfThcYMUsDAFsyUevB2TbiWIIJ+l6osnspQ25Q6d6TRlsaxjledzeXc3TqwJYGV6fqmDD9V2mxd5XMW6GWWzRt5E2IXL/BKFH73njuLx2kimP3eE3av3eSZcQWuT15wv13u3VkWDrKhMO8xIgk8Tz3gj3MzUg2Dl2lMz45Y0nLATCjA2Ap51fJeJjoAFW/eNOa8Ww0l3NjPoOTsJM3MD2GAShpouTMR9X5eFj/Ychh0DjEjdp+PwIzeQgAzVnu8jgwJnOyIp9miJlPJlDfKEBqCuSbFFn0tS7D8jjz+Kg18xvvnEgMVHJKV/o+5DlZR4Haqc27cBJrbQC4s+rycxRYU58yv5Weq65hb8KXOPicvu5YMcSlzdP9hIbFuL2i8FkFKz7mNrklDniXFlTkg0J8hi6GA/lmzMVwdLZrwOIqH05rRdrQf4+vaIz58KaQ4uuVaw0P2ZuC8Nki8s6rfp3QUrdE12hyfbtI/CdXr3AMyirei5ry2Nsopx7ZZZy8jqH6IUII4cEgRQqRXmqMl2TXg1oqfnA0qyviJiHza0XzNyKgLp40uxTRRnO0ewwaQKBVQV97Y22SFAB86mRnwiiH1KZ183krTi43P+mt2PJvdrjRNVUaBJWvSx2rDTWlGzzmziKkk1O79J3aeIT4mMNBDqvjuTfVqQLPq0PQGld4FDVjkuaJKk3H+PFutVDkAdeSL52c7gG6CT5/WNY45mFZ/tmaJwt957ej4FeLm6z637VEEbeNNAwoHITzj3MRY9FF3CklYMsHEffib8R+OTZ63HPGLSplQuAUcwunw/EU2lck9hMZ/1qCx796hBKtrHEGZLxMNPWJ6M9yLZULLFMfMu1MIbmrv4s5zBhJcIBYCwPi9j7AicNvVmq7t9wdb7S8Q8knBAm9sZNc+d5epFsLjUmFuAzhsnegFe1LkEV1fcberASM/ycBWfl7XbJqPxeXVXpfkhs67qQ6rYXPUn1TT9HMex9iF5+OKqnS6Ra3MGMFbH3CdVwyXaqNQYsWbma3jqG5OrteCgUSlhgc70EzQz9R9+NfDtVl42ohjOD5v1+hiQIpoxQcqNDlBPlqinlqdFX+51IqMIHd+Acqs8lrDYNL3Gz03A4UdV8eUPUaZVojKwInVe0I8NQEUDxGWiSLcM5VvdZg7vsoyMD0FuJioWtqV3Rom/ZEAqKrpC89p81jzcYObfNTFnE54gwpr6d+MMFmx0Qi01jU2/1XD143M0gdQHrRwA1ZGj+qlxyWX9xtOeGKQdLzY3yHYNaQZHDpv8876qucyLn+8PgAowUGDmhDm+a26n4luiZKOGQYog1H0wogSAiJUBkJ3I3rXBD1z1g0cVQLNEUpFnhhfdDm1VRTPrPc9fAFO5jexzpWYGq2ylbL3c0yVwyUxt7SnBK06TEAAmSQVgYaydiYWLgxLc4KEBAVjNpOJhXNIEEHsuGCdXeCmdmPMJE2ndZ9Z2SCMKtt5zoLmntaSnob47mREF4ptQConjjVwyGmtSGHufXLW3MZAIdR8kwGgFKBsXV8BpB2BFuto50jvPTGBOI60ceWRIkZiWyhQ0JziloYv0NiXeiABYefRGQvbFA1LWUEcnCRSgCiIrSfx37cXAM3E5QXQVEFsZd+s5OBFuBgxjz6XPb5jxVlX3CcLiL96z3FX3Y+NiRa28i9pNnTDloAYQKsgCspR0wRylZ7qPH+BIBFusLvxCbqQekcs6DwFSmpTD7ZZhVD2R0s2fuWIyNQjX6GiOHHIpnKYaAzLK7cyDip3WEEbltn9J7Eu29ro/U1OtufwxqmdrVAI0EZxFcbZjj9yKMMCH1HqOxQ3dVI4+RUZZ0yw9AU3gn9EYz/3rvu4H+DP2vpmX/XymR5/8I5P41IciVHuu1m6q6OjRJm2aiAswwaUmjLUlTGtI5veDYt1C717HuXspSdGnNQywnpoVn6Kq+HzzrpqKz/1u0edWfAFW9tWFWXrqMbCvA5P10mX65K8x43aweG2UZP/+7C1czA1AIoDQpE0GdeZOrSI+39s+udk9apBSX3+gTprPi1ocUdMCXguVxULHZh4hXiOug41bPIO03qMxpDUtoXjb8h2VcXY7hoYTC/CiUyiovEt9jvIIoF/H4Dw2F/Akgn6xHrc8LwWcOgKbZ3Ma27SnuNFxNT2l/1ygXBcdeng/+NbVeqN445mrh1gqd4WYrwkZuTKruMx/kG0DTLiFHxAf9AHCdBzqX8Qdb4a1HgbQ5pqQ/WRsRHbOKVW3G2tJyYNux94niXINYBlt2m2QN8ljk7qVh/mPtZvylIncGzWp/jRVbeUkc5O2XNLqBq2xT4qOQToHuCE/MU8qPc8njCSs/VYVH2INTakOUZ+HAhSNuYvuFvpw4dVDcLqSbZ0fK02JAVg0HLe7Rw1SENixNytFnqFqT7tzb/TmYbRt5LXpNwWG+bEB5LBGm4h96XzqI9n3f1EPar5zjanZgegMPGuEfDeqqrW95rYLqWEXx9uJ4synUCwAE8HBaQR3Fp/c0OxPjUpRqbyBChe31vOo/lfDuRPdK2qSlNXRpTpqFCWz924cpOiwbhvAMfYboWvsn2omLbFhxZC0TYIRWsPRBKM0btBQ/8UV+X2o8UupqhHI+XqXf6RwpO8GFMMvsTfKQJoGrMt4eSqG2vh1SchUezLAaxhqSJZL13Ec6r5YZ0q1XkhSZDjhJ0XkSeWp4nNJ6qlLQyZVuf9p90+8tzgoNjb/Kp9m7qo/RNl47Ykt/ADEs6jXATh5Gx6Nw9vXTP0mJ9k1rNkBk8zhBzlmDNZmTfQ1OeTh/1JS96npO2NfFHEgwnG19n1yD/vGKuslTm2B1YqPrfWappWeM7RHwCRreYKoc/megTsqkgxVsTI4Gtx7edZBnPNahFBXTvjgazKD00aCD2FHWL7yfGDcmgHQVHvqm40MvEbbTRQtdViX3UMBak5T6Gp1dhVHtJvF6RRZ1QwNgrGy3UjqZwomyAzzbQn/yTYkDxBrCTQ2fv0TGKHaQ03L47QAtQQqt9Bjq7sOxckmUyP/ydfIDHL8k/FuYjGARgDJE89dYjprnrbh61oNGu3m1n6zc2kn1HpmYn5PEtG93sWxRf7hQj9rzw0ifKPufWdLv1x7uu+nBK9OafdU5VUVn2xVfLPhBMqYX4Hppm+Vze7SO5JmRCMurgNCASV/CdfnkudHBE6J+PDaekwOZ+a+FNR9wX5tOHMA1jgSwD1TWyeIF9MHvWtcYzCOTlyZaCkKoQ3DCU9jBiBQHoeFeABKzW2wS2UC31D9Tek4aByWonABU96zXxy8snG2J1NcWpua/GGmPgHxVXcBpFbpW/lmalchbmWUPeiBSz+QMFgJ6FDnuEcjuGVfU163sHP6IicHhsxOYvyORh57rWDSSa2rd4Mv5zEX4X3CRziNqo2EBjx5+bNzNXx1Ani4lJyH37N160gVDzeGaWWJUiqBXVXKNQwZkJt44xw9kKED+MqHwNZwloK6NVWeco5ajp2Kj4tfho+UoQR4fR/obhrnBFSXSAhlH6eozOHABUKZfRqFKwRS8tmGBt/iHjdITTNwHGo5t64ZHhTxZEnhoquvHKCA90fMV5vUTjA2QAapqWyKlyB4oaA8PpZwrSVecDzuqzFFhF97XzP8aCyW4hsxdyOKeFeRRiberZy3kuFEqeOmX4Nzm+eW7NtxDvP8F04CyWgsoioQC0aKccwVZefD0pnHs0lSzsSo/UGAkwzVn4pZv4mi+14mSYOG2CcliCOSItwa0U9kB4Y0xOo/X9Pyw2CHFDPAcBhpDHWfihujsx1gEurtQusVx1Zuvg7lpvoB5tbgfC6ef04jLfpSxef397ZZ17/3FJZ+YQiRp5fXcFfxgYwlZqOIlKQCuBysYEwY+V+I9DTHvQY6NHlFZRmmHPVo7Sm8l9amjOOKeaJOrzTawLlNIcbkS1DdRxRqR+XNFaMEjnNtrCgWjn7Qp3GzEOMW/QKhzEKAKECWRJ7LweuLvklVmGJP5VuuU6FCKnFQ8OfUJr7mMZIgrfIV1d/EJxT/DrSyGlZ5AiaBXe0MvrHXyMprHy5kLjwy4/pb4NKtuvqFx80tzvNu9q7fc0EIM5WSH2baKReN6o/6nRrGfiqTaLutOXVX8YniJC0s+85ugScOJrmWBbCKL9e0Rn491qnYQlAJghyGaEtxaSt/MoxCxNR9D4EnbvKUVHyPlpeogKGmscR8QoQbQ/hpEWc/X8+MIOKYo1DxmaVfP8Xa070Bk1v0KcbHCnNTrlQVn31yY7biUyor1Id3Tp6yJvXQRpvjTpZHFRjoHeHZPCUkdJGDAskBYFECoy5qcdO+k/0OVCWXG3H6Rq3gF7Ajgl+Jxuy0duCb6Eo+E/gsTvD8ZTqQBIqfx6buw6HYT5yJ6TkqboRz2uT3fKNpDuKVZ5N/KeO1ib6UwdZOVPLZLT96f3s//XS+AoOIaBLeOEU7/HXBna3GWDVV1j2Qm13LieChEkNc45tLfFUkgY1flWS2Tbpt92A/HuDGBGCVXgnzeszlXsJQ642q4itqQeX2nazzSpul+m5J38OUCHVtBgTHYu9umurG9plb66aoU2bTxCkARc9k+kX8zYhwyZ0DJ3qc/oeyMekevyTlV01/OSdKKR7qSQS3Jj+7THJzIpU/jOu0LjaX170hoT1sks95BxM15VXCpb7HeSqQ+74wSYo9gTaq6Pur5nBFSm9K1VWOR4bKRtCrui9VfFXtWEU7nShm6ZEjQKNyHIJzJjheiTq6p1qRKsX1+Nx+3dpC3KzbJTK1471c+lFX2Y2hOiQjCUOD3lxyGpZ+gFn0hfVfHjWkkuYQQE+pHHm0krdBfHZEWJKpbJ/TnsyPf4BLeCfQc6nPkgaujR6g4xIJqqk5f1rjns7ge8oqvvAP1d4Zth+q596oWQ2oAO51SFBqcebvQkFhRx1VEAOp9cIYVWudynyfB8rUAus9TdgVZ2hfkobmpUTYuLL+RAkurwgxHlKDoxrqamMkgbHCLmeceBzZZbZ3b4ok9T/+x//AH/pDfwhvf/vb8Za3vAW/6lf9Kvz7f//v47mq4ru/+7vxlV/5lXjLW96C9773vfgv/+W/PEeOExcAmlozsjuq3/BT+y3cxcwhWJhOz5ih4jJ455b4mPy3VlvTzwSXq8KM1C782K9Xnl/2lzBQ/uMogvG8r/HjvY5h3TcWRSD0ztATZRz+xfNzxpWzvT/9cF7fX35nAbrke2evQ81vxAVwlvip/dAFar/eBedzG7/ehmrpPMLuzyf7jTPl7nsz/3j2tI9nY+MpxZn8fkpC/tYTvNnAoHybKdZaHDSYOqGC0wQ6Yz1rbN71TcUVoDJODv8xiCNPzW80RfnhHx48xcZdP818fCF3nLvnJ0g8NVB6qi3O5Lu38/ieetyp7aLNDKDyan1m6r/ZWCLO6KOrA9Zs3RcANc3Lmyd6oRcHACLGfMiGdFn/XQQoIhKezkpIOP4oY5C5Ka2S7lyHG9wLB6n/83/+D775m78ZT548wT//5/8c//E//kf81b/6V/FLf+kvjTh/5a/8FfzAD/wA/sbf+Bv4N//m3+AX/aJfhG/91m/FL/zCL7yYQjyU2F9xuzHEqruLY+yhZbk1vlLUSwXYxbs6KbBMHk5ji6vbRrrx+aRCW/LQzTtHaU5lD0Dm8PgR13DlJx5/96ykwVyI30ssqGcaHo6qQlKsRI+49lDbkRowVXzuTwKqVm9WpdWuTbXZ2rP7wbjGIklKkH5r9CppIUqyUujKBaYaMkGhTynm81Th8XNWpQYQu5oVqSpdVXwpJWHOy8saRODoOlXvkrs13uwO9fA0cBfOFCt6bdJ7EOla8r70/GHuhav7/vJf/st417vehR/5kR+JsHe/+93hV1V8//d/P/7sn/2z+N2/+3cDAP7u3/27eMc73oF//I//Mf7AH/gDL6YgKXEOv1L4QwaEiacjmdrSrs6Bopqzex6CahhBz9ly+qJTm9Q8ny8BxUHdOH4Uw8uItbnCr5umW5mwNS6rBnu2Vewpm5KJ+ePqPoV9FNDTEKIJzJ1tKju3geYJ+CUOzdfl2VzBHZtoFVYB4sBXGeMkz0rLFvV6uS7PDQbGIbRG/lQhzc/OgxlQKE5tWLD4oawCmKQ/kj9JGkOUzbfdz9cDhedYDr/MpuNcfZaaqjTk364aKkb7qKHo2HsliruQplx6ysHrrVNVY+NJWPSBNu1q/czG036KTbxPY79TGlTE5zlI8soNvJZeJz+tV7mBBDCr+xJAuzEjzkyA6vKsmBNtvhnXGoMtyJJFZlmX1GtHhZC1jz2dff7PW5vncy9ckvqn//Sf4hu+4Rvwe3/v78VXfMVX4Nf9ul+HH/7hH47n/+2//Td86lOfwnvf+94Ie9vb3oZv+qZvwsc//vFtmm+88QY+85nPlN/NbtcbMxdx6XeURklv4k6AImk5AVjCrzmdrsAiVcy/RWvJ8VDjOGsqvb4ffmAQTdogIrs0DsJn//Z5qPtSyog4fZ+edDd8kGG/bKo3V7+J0s/UdKmSW39gVeBOLXimOGeOI0UNCFcNugqR1H5eRiUVoKv+ehf08zBvPocqUFIV2Ie/szqqC+67mV73/Kz5fEL38tlz1OejaV3SOx6KqTpKicmBqcVhQ2MtytV8JyhO0nHC+DXpBmAJWL4ulsNUQsLx443ctPwM+tm9m5O7dd+9rTEN1V4L9aCrQEd7Saj2Ir6HeVv2uh6lyxWTtOtAJcmMvGDnkmlC+S5SlWo3HMcDAOpNqsgD3QsHqf/6X/8r/vpf/+v4mq/5GvyLf/Ev8Mf/+B/Hn/gTfwJ/5+/8HQDApz71KQDAO97xjvLeO97xjng2uw9/+MN429veFr93vetdL7rYnxv3HCLv8uqtY4elLj0Iv/DuTWG3hCvNg93Yd5yfn22AmNNzeUD43YOfbNI7AvI5v0gfm/cnNSDfZ5lkulZ/npQt5T723fA6kbqcZM+QhBIcj8hasYcvzXs0CrJCzKuJddKiwhOEtNXcH8RSgziuirpMO10S+2pJBwIFWa/8s3fzm06UBscp7clttcbJttyUXMvlutuAx+EzfsSTWbCsPWXzUUlmphuchpa4z0yi9EoFngPrXri6r/eOb/iGb8Bf/It/EQDw637dr8NP//RP42/8jb+Bb//2b3+mND/0oQ/hgx/8YNx/5jOf+cICqp06aRuvCl0Py2MikuaKmnkm7uRkHxwqF6FJVuJGeU3JNDRDkY6/fxiOKXyn+hsn7YzJ3wTS/ay68TxUqUQXoh7MGU7zMsIY2Dbh2YZEcBYiwmhlXknihSZWT6eoo2CqWfYwfBIHH4XYIbRm9odu/rDAE9iGXPtwoqgdK2OftbB9eeOw9WGxpy3VfaHWEwNPa8vmZ0yGinKqLpB7qejqEpJvKr6T8bGMO5xxZ+q+E85xmvpJXHGXUhi76BorX5rJE5hA4ly+s3/IEHny+bDia8WgIsL9+CO26DNJ1Dfzxpd+LQxgCcoZBgN8GyezNd8zuQ1olCMiZX46/jFQpcrP2TUak6Iohxtczf/5XPQltUnZtMwM2gPcCwepr/zKr8Sv/JW/soR93dd9Hf7hP/yHAIB3vvOdAIDXX38dX/mVXxlxXn/9dfzaX/trt2m++uqrePXVV9cHD6nsEZV+Ue4h6T5PGWZCC5IESlgiQ5AGJ/bmV3q/+IElvk7tJxw2h2OKo5WgBzDyqwQYCjsVvOUxPwWYeKIqpkJXf5HMlnBZ43C8whwaUQ+Q0gqexm0LF2yIHUgzehnnTMYLvM6WdRzAJIB/wqIBA7A0l8S8S62s3YB+GHE4KIx7Pz8tVqbEpQs9VD/nOYGTag5Ka0ypvjtJN0ByFZ+BWqwsIcCOXUezOkg0fd0blZZ+Dir1I4USKkBff/LTIgY45aG051h7ys9tsNqT90qV8/dCSmWiK1W6ehDF3xOAClBrHO53WDuFqpT2nNTpsOO4Nuk+j3NSMzN67FcG9IeB1QtX933zN38zPvnJT5aw//yf/zN+xa/4FQCGEcU73/lOfPSjH43nn/nMZ/Bv/s2/wXve854XU4gXBUTPCSbpv3AC8ZzHJA3Mk5rjLRIEU3GdIi9lOirQcZylLDeksZP+oGv4VhU4DeQFcOa0KWxeM1vDpT6j35E1YE1TSvrFgIrM48M0PeLJ1fx9fSgIteYviCOtf4TSjbj9eK/EOXZ8Nq+bKJd1KPaDDCYCvBDhfApGgBqvlZTffhA54V/UeJt6xTrRHM/93JbcnkjGyYmqx4eiglBpw8NZedntusAaokhNt6LGLHURwyMcZ1mo5kF+q5t7jqcmcZC7efmc7oVLUt/1Xd+F3/ybfzP+4l/8i/h9v+/34d/+23+LH/qhH8IP/dAPARic5nd+53fiL/yFv4Cv+Zqvwbvf/W78uT/35/BVX/VV+LZv+7aHZxgTFpcb6CENtnl3d4TOwoHTc8Hm2eSKBsmJ2JzuDliU0i9hMzhxPkpJpGrAJSqZX7WBHiqqKCud8efvTsVjCaq+u8dOz1sU41gpe6ZNok7qkxmU7twGc7rhl5LX/N6uvQudmAhISpGSFoiNGrBZBJO01BvxlH4B8ku+ACBiZ+iN95NhF6D5hwFNNXgaJpBj6NtXctsovJ9F7ofGN/Vz92z7rvUZS1AMJsMQYqjywgDC1HoNijvpptbruENPdZ+cSxy37jvBzwTMkecA4vdO8uvRX3lkklvbpdqPzt0j6715P1hs/HUDElP3dVfxKWLP2PCvKr4EslXFl9PqNlSZJaH5odDgm2Fgn1o+D+2D+IHBNH+fy7HoNs/fZIriSCaab8kAsOQkl6u1cS8cpL7xG78R/+gf/SN86EMfwvd+7/fi3e9+N77/+78ff/AP/sGI86f+1J/Cz//8z+OP/bE/hp/7uZ/Db/ktvwU//uM/jtdee+1hmb0gpL6exySeXmNEZiCbwrb3l9K5AL5yFO/A+eB3IstA4sS3gBPomb0S/k1ZlD1TugGunq1muCdQ1q+UiRmdfMDv7Np6nggbUJ+B6SJTweHUZMXPleK4iqHmCyI0GlD7AJQwVbc1KRXYOYVOA9SOLrf0G9C7rWX1AXSebZrBS/RfGKyrbgEKUX7ik4VAa74W8OoRPqv4Tmb2fjKwmvNz823Pb277JHxpir6cZA4/6ZwtFvnz7utm5eFHqPiK4USAk4d53x+sQV1a77nRzSePpwR0WfYdp7QIDTu18VYn1POXMDLMLnJwoqKXZtm0UbIomd6t9PtNORbpd/2u34Xf9bt+1+FzEcH3fu/34nu/93tfXKZLhVfJ58Hp0ES65I5UWtu0d2B17T3O68Z419yEDTQAKRP2l+eFNK9F0aSpkd+GOEY4sK5ZLQUsx1WW9zPfOgmWtlIcS1JzwhR+RNQVyGOh3PgD4yu3zknOh+fG2UMBRpKS1syqBkhb41ljFdABzJowj/ziz5cUZmPjApiscVh1NwAEFbDAh9NOVn7F0ALhn78Rpch1shEvGZHgb6aBtVj6IdePqnUfPY/3CHzKM6qpZj7cy1rCntNt+2EGKK1gdSGp3SHXwUTy3AGAZ6pD0tBLAFU34xPd3Wm4nsE97rP7gKmBMniRMLbvXgvfbwKtaWf+ue5A93SNVHMm1Tw3BLQQ1l05bbSwZLCNL8iBdYRQNMDjyyYELjvJB5zmFGeeH7NEVcLnMEVR/SWX6NxnTXzXT0tbeP+QP+JcGEMFcCnvkHZc0HFC12QYMQh/St4qHxUdcQLwxb7ya3m4RAtBqgV9E7D4N3Z7cOJjs+n4tIaYpaHArPi8/agpAoAkJaQTUiqqqr8eUtNQ6w05hsN9L9Sw7tOQoDysOvs8ogDA+DhiNwz29S8eEAws5ZPwRd3He8LoaKNJsgpQU1/LAqn1CJjo/nncYgCxZXg2wCTTc3rg85g/fxFfBNc8KzQ2/3pCtwIFMzYTQCnHYRUfq/4sbryrVoAyx5w9uu4eN0i9gEF07CaA2hDAWDynsJUrl+mdOZfr/qsl1b1/BiIGiaicShmQHH8XXsa615kItNHbWv05rQtAF+/O6eCgTXb1xR54LoHTRWnYgW0qt4M5gwpXtbwgFGYFGfW0ijbjiF3S4oN24/SO0SDqFB0uNY1rSFKQIFCu3hMqzwCoKgG5cYOftecGEHxaRICXAQ+fODGrCGfDidJlGjsOQvYR87NxRXnHwYX8vDE5wQeh2mMpq8SxMmRa2d2DqL4JdGUGoQgntZ4EBNUo9KKa9KnGOR0xfpYcUkn+wDppudQ2mZ9N/iptySYCyjy85h43SB25Wyp/FMco5MKZz/c71dIOoCZCuOX4D3v7QhmvxbshnavMlQMHx9uFXUqrUu3Lzzltou2r6m963x8dtOvcN7PK74gZWSRSpW7XJB6h1vO1JCVgcUCZQVhNLYgRxz94WNpiqo8vjsdH3lVjDSK+65TUd4OsThA12qUCAxtQpKruCJhKnAmgWqS16X7iRAR6cXjA2iq8KuX8voA5Bh2/3xg+qKUxM483lGJXMMy1i/E6uRqUA/MaQB25YsAEB6ON1HTEEF5wy+NbVHxa475I98UHUnplY+0l4AFwKEFNxO3IH4RPL9xj4vRRn+2cUBpCYUv5JiK7M0zgaglZA5WyMFhspSA1lYJsgWabDuh9KUkt86cUe05zdlM7zhJTpEHhF4FrTovvaT46qET9WsaLZ04sjQh5e3p4FMTVf0CRotzSLyQ2AGFgASlA2dWNMXJ1hwl4SFBWFpeAXLU3rPi6+TtZ650tPK34xPxPkP47nCGCVP0J4rik2oyCs5W70VrjEZF28EljibTIK8/mU943v7KuRWtZzgQ8xO0+d7HC1vTOdMN13n4+Y/NOekZuqZ4f/e+qUnVaKKB1T3r1FndFxbcAl92r3880juPd6L7oQOpB1df1je04YWJlnZP+Kc7EXZT3nqesh+/qxQFXDBZ2M2gGDGzi6gGHyIgyvTOnF1NqKk8Q/Wvgdsk58HOZmBmgeIeGE3M/clpTukX94vWjj+7CrO6i/N5+JlVFG7ARRaN7j68yzOCaq6ScurppfhpdaOj16BQCr9fmtFLZXNnQYZaOwqpvijNLUgJW9yEPlV3y9xHha1CX54NLQ6NaZCgRayGsCkTkygYVjvIMVKUfbyXcF9ytc5rXqnIp8kojUPo5L3ISLXOYAiSA6gGl3IDJbkqUuJfJUX35xvb+ogOpZ3ULOO3AZ/N84cg3zw7Xrebns3sBk+ZZHEs4O1CbLfdwFPeS8/g8bxgMuQ3tfs7zsM+AraQ69+NF6WqX3hzsgMVAqxgnRMz5Oxj5sVBhDWgV7mpAZaq/Zhyxc8ZOpBWALY67SgtQ+AkSnufgrhn1lYpRpan4/hMDEhlFsNl5m03NyZ8qvqqM8zWp0m5RnlhBCwC/dRh5reJEiOnNebw4aD27Oxr8D3AH0pPEs6slsGRmdV/Nw9v41vqu81kyXClM6/P5xcOmiQcPb//HD1Ivivs5AqFCyCTDfDLRR/sijs5h0/0mP+66TF9XYvtmOZ9/zHl5OZ3TU6zqQ0ybB2/IqkhTwKqCRL0vgHWQHtcjwq7056Lim4HqoDIlP0Gq4xh4Z9COSknhaiNaowZ3K0DIOEbJ1YLi5ydK4pWp/kaaFq4OD6NCcQipGziYn08qv6Of3z+RM5oonoS6z+Pwxt6xmddPO2cVn4f7t4EDJERx0h7+buqp8SViB6rLI6lC3Eg3LfWqBd/8ocKHurL2GJzJLW6f2yEwyY2QEupjLxcPNlP50Vx+sLtFxef3Fh/ctoWhqumW9250jx+k3gy3Y8HM7azGtoTxgEhec8/D5z23q2M9gWdGj6N3nic/rBIcW/rt3NaS0f0boFms+XZgNIVfqlpY91o5HagKkB+NCWJ0Yv9Uo6sB1dgITA2hmUFiIVn3UTZz2SWuKemALPpinQoXjCL8x8YR4KOQUOJI5MsIngOrgpGnfyP3PzE3UXddm9xBbY7/EJdM3O0p7PFMScWHGMg3T6OZyyvPHlS8TdHWdLfTTI/j3FSTmT5ecF90IBWLhzd21iJFbTjucV3Paosr6vtBDHbP6qzZWpBtC6nVn0SIqXmNe/v65GWkOWzKhwIUlbFIZXMGdD9v6tymZ37h8BmcKHzu81l62hpRbNzSLb6m1BHHJXl/h7l6IIgAdtp7xPdT4RW5Obhb2myUMQGWLo23lrNY8ImblGt8LNHVeyfk1T9YeAqjCA1Ja94/5XuqWHoSwKwCo1mizTqyrmx2zmW9xVXLvYTh0VQbghsqq2fjrG4WoqIkm0F0JD3JLv5knJBR4dQuAjTb9xa3xNup+HaRtcbfo9g+7WdxX3QgNebubdxYfPbb3Q6g/v/tvX/MtklVH/451/3CgtjdLRh22crq1pJglaqFQldNqmETQYNobQ1kW7fVSK2QSkkUrC6tX6WoNcaCBtIm1ZiiVhOllrQ0FKiUdF1+26qIGAlSdSEtWV5+7fK+93W+f8yccz5nZq7rvu7nffbHs/vM7v0+c8011/ye8znnzJkZthac6X0LVBa3CxvFW5C6Bh2sTNAJj3yzrX1vzyOif7Ad0Kv5qD26prTJcEoSFD+3qr/F70F1b8I5nY55GDEIKwC1pnbyU6iFQMie0fSRFODxrhEEM8UV8tPWtVyWaGcDGoWHAVaVssyir6q02vJKTatT8U2xGZfVfY+Y9thVVd8jZO9Wfqb6K1Z8ZOmHPSYBdvWqDqBY9+W9UlYWMwkP+HKzd4SRhfCAXHGlK8lQQtEbUFiYCklebKa+lLL0G3Gpq7pGRj9NFh0B05JFH2fY92rkKz75ywA8NRWfeddMzXmuMvA39JOqQn9Dxj7kHnogBRxNpIeuJX4NYetVTdIDzUIZTs5TUAKH6nfSNmgBpA1jQDlhFlvcqvRmRTgEUPRuKD1xfiNmBbpaQbE1IiVwr+1jdFaIEJrf1YI6rmfS5jADw2EYf79U3CShCIEXSI03sOzL1nrtsUjwCw7b09BZ1WcL+F2b19JGHVpZaKkm2c8Sk3exjuNnQryQy9rAXvlk2QJqIYk6KNfogfq/W6jGlniD94vcZg4fTKv1dNdcSytX3NkGqZYTXnKjQceNVP2tWggYq/gSsZvhnZwArCGMfdqNNIWNw1AoLSN2pD5QbJ4rlOg489RsTHyPTP5oZ+2zlNnCbBmuUWnfHkOJiuOb51BFR+9N2jUAobGgTT48hhQhiemEcjW9aPFXjlTtaHNnigzNmrIS0WkvLJykl6BYkjLJ6UKVouyw2At0zNGu9YMMJ0CXJRJolepWAwope7pMtirGEpKAtIRlaNPahiWtloCSzKYLkkfXT+rSh0s0aaHxAHwcKUGNpCbxfxaLWcsXDNFiiTS3VX5HGfFwWVDxeVo29sjfZbBlP9QVEI2zDVLAYuUVGia4A6LWXr2RCRWp+Bpw6v0HgKzpPCF/qsMofuuYaJtf4IPIpmYCsrWkOC12nm689/hXIgYeZpP7cmyMs2rNx4xAAxK9hNUS/JW8jdChEElfWOe2q2PCmQf7CfulqvPillyd6FszooAE0FW9rqv7YMQ2N66Bhp9WPilZ7824MBXV3oVp72o927xbVHm2DsUbe/P1HALFhQpmQN4bZUYZijCTnzFhghYbEbPmI2CbGLAkG1cUoBpY6im9Q4DWUvfVaVPb1ZKQ9P7QJBqqAxfjRkGPmUJleEhYFi7UKe0X8wgjqWkjQBEtbM/jy99wXMq3C6Pnh/tm3lNzDTED8phdtSxDo2TYABhHudMQZzrAaQL48UrBid1ppXOCrA49n1aeo839rvbrAAqpfb1r2/E3AL9EMBZdWPEl6UY0S1mgDbrIAGFrRpLSGKTH33LeMCAtf1nNB4rfyEwn6J9DX/D6Tr/WY1LNlqnV1mFLsTbId8NP267f6rr4GwCqrdEQEEdxtzB2I8Z8gzvbIDVCaQAuJ23t1dR4krjvkZqOuQF+38UddVyXzlqx6jQajFBjwENVsZ7WyDFBtCHLChbPwx/oLxp/V/YDz1eCEE1imxnaKwX2Lem32iJF304tl+njoHaodTnbsm+Y1K5OsvUjqWfnsSQlmtR949/eDSTMiKLsjer3SZmKzy43NMmtBap2LO1kxgzxY5HaS8/vE1ezEJZChYg19PBmYmHvhvJK+rPJ9cCxHFGBZWOJFfAZ5tOqSZO6jtupPg8RrAGutgwn6OKzDVIDN7pBdxXZB8AzIiKHwKiz4LPyLJTD16/WylcjJPPltfAt87yJG2oPC7YNoyEVdEYBxpEdmnncnP14X/7+CNA90frbfeA6Ccjaieui1HYN75HCq7/96++M4tevTXoJPxyc0lUcDlANWKEFKN7MG5Z+E8jSD2VNqlzbEdd8xL6pnk2ZfdBNmCplLTZ+OwK1+865Cs/U47U4advKgQFyjAm6M5itU+65cTnTXrtxEptabAhgvMbUhnniC+tQzkxRXFCcFNbEbfPc6B5yILXNLXeuv9HBmG38TmuHA2HB/2BxFXCAhpgO3js44QRVYT2ODPJ5iLgr6eL1dnVKOpbGBtGFOCUHLyE1XFLN2TtWu2U1IKv2wlQ8S0zZUKKfYVZ8HcaNyt13wyM3YM/brZh680ee1oayyjhOANBKJ7bfHMrrUEHaNFoJ5yT5bYl0CnTwbIOUZqq3OmhYEuJnNFJQG6eJ78YS9H5bWQflO+b7+8IxUCHmTbEkAnqzwQGgWXxdmJFLbkWKcuKxRL0pfGTt6Okokio0FdHqwXGAuvdJPc5WaTE9G+MpfbxNEuixTgyIorECeAhMRCH17L12f1T8QpIq+6Hyieg72Zd9UMKSFGg9K06wYKewK+OBeuVhBcgKeMqAeAXXnvt4DvAsYBGH8gLVQMUHjykbx5NRUrq5VsdIViFBL6FXP9wVIQ2tGYKgxgsSRpwhpeHl8IfB/qjBfqixVDWQnpbSWYt3wJ1pkBpxbJu+YjBSCrew+rfzr44QrDb6IVC7TwWMAUA6sSQWl9UM7HcpaoloV0K/jQsl/yAtJuIJZFIE+pZAUwbSn5mCd+JKU3cOjxuAB1SjKw5RL56zXMeV+l6xa9JOm2cbdV/7G6v7ZjctL4CkuIC9b9C9QCq+bk2qTpAJPUjZCROzrUGZVR+VmSU4WVxoOa5JhMdAzUOl3stVy8BjprWOtBej4EV13sjZwBYMDxtYrq1JQesTzE3MFWTph/S3PGQASgC1oOLT7rsoVwc6h4DrBG46HOUMukNgsRSeOuFwWquJjzJaQ9VjO3EU/wgATGFLeY/aYzH8cAVORYq4D77vyiXkcZZ/9OvZa+U+HtGVJelqKV5avOT3+Ssucim25mToZzx5AgUHigC3DCCgsFFTtEbfmn7LmL1hZcXrdMhZW5lac5CPNPnzc+IkqexDgIpvt/zSt6sVWRgUqzRpJcEWoLZ8s5oG/V0qky7E65t2kzvTktRqRdca7dj3W1zlyBVIaio/1ggrw2Ihb9uzkwC0yTLKXuNSGnKgLtK+prJa4sJcmdXL4tFfLwfFWcyw+nXp3VKcA9FbQakNb/cxdXE43OIemsxGU2Tgrz8dxPG6DVAkxW/Sa9N2YizaqPWQroT3H+p5fWjviaobd6vEZNLURJcgxhl9s38fV3VUM3UCNWtXpSqiSi8TFLPUk88rELR71PJaWNkKPDmANrJIHYutQqxX95W4cX29lbJC9xIgDdziPqnBZmI+6kkhVUWec+CpbPF6sMpGD8tHO5V0/VVjnZfuHGMvhfvzSMWXaK+k70bgNVLgblXqnm2Qat0BYFndwDuKfyxQUTGceBDBZrXD6sf2dwVkDKB8YjZgJs33bb6JoAsNSMnfMPFOAGXBTR2HRhiDwjfzs/cvOaXvlbjSpuyuAuRPOT6iDKttc6AoCXTYP4U/s+490HRt4GCkw3fpaBOSbiClfulIIzN+oOcwT+f7oziM75Hi3yDcLfpCzWcSF1DVfHWQSK1ErnqsQ7HzdHTJMKMHIzPAGPM7VjbbUEzzWzJ/tdWNylGAbrAmpxJnOdr8cUaIUmwASj0nC6d8Vri8fLoJARQDTfpAUnxFE28APJz2kFYp9cWoYTc29tkGqQMg43EAbKOAJ3A08BL7eOyIX04+3AFuZSm/8aSl6LoQqXnvzOBpNeWxAGXxmLgYvW7CfbKbtKFNfIrXxgHHP0k9eG439RqdKuPPS1xRC2Q1LJEuGUSR0XOvvmqxcvR+7Nfkl1qH5fhW1r5hW+Aafd87I+GD+IICcLSZsIzfADLuG3t3jMnGcE2KmbuNbjgWBn+XSrGa3uKmXc5gxSCjBbtEgxYAiufYUp6jdwvubINU65YqrehVXyNu4FDyEhMt+MKcnD/b+F0gninygbIDGJ8HaBlRnbyeMyW/oA+QIBvlDELiKD0cYQmVzqOzuhjNORaQDxDzg99y+3KZEGUyf9oHphFfqB5K6Voei5J0CzT2THViSaqTnBB+N1CdNPyS34e/Flrgf0UUMiEZSfhfsHrMVIEEKLUWw1MkDqkZvBrLa1bRPpq46jFJDMDhUynW867xRVLdJimqwXLbSZmrs6rfK1l+NrrbEozd6N1wyFZL15YutGmxxZ6NP75upH1fwiyu9N/WhFN8LgMVhJ/bM/qSn8HJwyls1Hh2GEJb4StwZxukDs2jSnm6wTTiBg45ImbMrS2CEeWVOPWTuIYzEfa3AJzixmgdMHz+r0jouTNxqX+Y0GcE6/3HVm2J7R5GznGX8H4QNYMRmnouZL3YXYMyD9ek2C9U1yEAkZ/zaLmS+it1qoTZgMh/8L+UnRN1rl0uUqjUtjhOs8ffZjKYJR0Sa9SkR5Z9a0wCfyMAtNZZA+CKCrKo9iD1ai4tH9iGdWM1w5oz2oVdmRvbWsX6hcFkJWak7wOGyFN7ygP4HT8woOT0W4BaBB9Ol12XLvq2oHeyEL7Clxx0Zxuk1pwSPK1yxLo4AJfARSvHljfe5KxY79xRQ/t0UK7FYZ0GZV+m9G1m1YZpikVhTwNEaX1JERIT+9synhCsRoR/U9pWTSpzC54OwBTedt0hwBqVN4GJpdPWowGh1nii/DIAWTxt/f6ZElCNiqb+VxjgBi4PqWyfZwMi4izJN4Xg+3DqSjKidblALMc1EYelFohvEWhT8pJLMfyxkhmgaUVAqUDSGkBkwm4Atlyg1QNdKa3RdPFLG5Hbl080B8U5+QQDslqvaedOldeXv4TLSpwRWF65O9MgJSo0CJt33GDAeqMxNR6AziJtpIEe+db39YoFPlbI8GD1ttmauMSdBDncMlcDSqSf2MjnuKP6EwA76Nq/pPqz7wSkxtBcjwBcDa5Uu3nufp4X/p7nzCKqLoQj18UTagHWwpWwuWmbVO7VMTOoQ/3rdWhASafsL8/lOo6i8qu0YkIxe5sArX9R41q4+ZP0BFQpqgKU5OelBmSAmCHYq51SLlXKLuFTk4IRVgMy7dKloalSL/Vo07Dw+luIx6lONUfx0hfpyNR5Xn+VanlYwmcaB8aXBVA0XWvaBZrdDCgp/ohh82/E28pAwi9jrKl7uhrfcPyUtwNeG0d6sBwZQ6T04l2UsX7fTlIDqAGQrdLagd+EB2EgXnFnGqQAVAK0RYN9VJKdGbkRuojAXstd+JXHM67d0z3StetRNjkNlLK6z4Ys0oBqsx2d1I260JzAqWkDJvyRJ1IGaxjMBDwKugBorVt55+laubkQRESEn7lfldI5kN1IWurAlQBqpNZL1nsVoOKvrU/Ze81xbT0qZZc7mccZN/ewPvxTgQrLYBlsOCUGEvu2RNEUJxHbCkRdGYhwbymxr0MBZE0YwAXEOpVNwJiXNJmHO8YxNqKQcbjN6xaotHmIZ5KKKvEPMAqAUf9u0BZN47cbd1vLP+XvDk0yBijv/P6bg+ekdv4jD/6u7uyDVHVdE25tiEqgOvXPAJRs0AzDEZNDgbSPKFHtOpil9aci9UCT4vAApTBp3/O3Tfx2UtlcZtUfP5Z6qy/eDk+YaMBqs5OFv8e6hnnwcjdR2iyWir04hKic2jwDSNLV0rqTGUq0wKUJjPqfrzOx4UTX8X09WuKfwKdKLzMEs0hdyxHMmCA6h6QjERcCTBCXTkpTE0cjGqBX82MJKf+ymvEYGiZmlFG1GtFUpWDik5H6mAd/hy7if7RBHTvOKMIXBmoDLCNwj34gTNAcxvv0WEpK/r5FWNOf4zOAMRC1BeFwLnvHlXD8df/BpZcVd7ZB6iSjeuQqFW95JB+KC2AVxLu+VkDqAWU6Saj75gDBVv23SB3rT5rn9K7zK+q9cxHGFWnyaPcMObAy2NrLyQC1RBpaxykgpvNXAr4l1wJK/bvZ0q+NN6inUNmw5e+av82Ty8ptKcj1mSh8svFB4LSjtEj1l9R99q0oZMoAldR9yKQrJJQSOisKGKlg1gl7KC7XAooAe917GjtMUBFMUOwxQ1VxWRSCCZOlKXPpc1E/IkkQY2+uDeF5IlSK/lcTW7bZFWOJUlbbaAxM1bqPiX+mxYLc7eGnNzyvvVw+QWq6PkOivUEMQJ0n2WJP0nxxVVuj4msvL0zAoxHmFn5KebAUlioqXb6jsnSNk+iM5PdY9ndqwLVvVtzZBimAqP0JHI/WpeQIlIYbRymJtLRVOz9pEqT5TsCakbHjWdTliF7dR+G5GjnAJkRqA36sag3lD7jePNuVgtcG5bFuS78eiGPg28Zrg7RtB/IP023Biecj9bOtQykQAGRxOjN1lq4UIRpQJ9f3JklxjaQZX+FK5QwIeP3JJCa/OVdYzScOauqbYAu4lf1QJY2Cn+VMPG7EoG0VIIEmrFEDjpv6gDMjitpMbnIvdQwDJi256s8mczuxjcFCM28p3PLbWtZQRALcJoSFkfYIXDqACjBiE3QLi3ijsiyEDYw0oqAN0GwCqIFa7wrowNkHqStwPSBpDTdLoD6+Rx2lJxReKaNrz4RAa5TuCmB5h7c0iwHMJiTTrjpal6wINUQn/5axxyekzWvnuura1QiQTsow1EIlKQQYppeyPZBf0uZQ+UzKbUHX24HDB+X08jbPQK5DqPiU/CAwQkhYFlb9ST1IHS+wsmbDiaXm8KGiQSSLJCXYo/6tar49Jj/lYY8JKoo9JlzWCZMBkmiRIgwYDCC1WNzElfGZkM71lqm9TiVf+iXgZGOApi/F/mrYAprZeilX+WpCXderYJVVfzagrRM1MmhUfwy5RhdsXSoxNoecz50A6PZd6aPoxXxQLPut3PY9q/QiXBf8nQGE/VXEwO/ACmHosAJURxmsbXRnG6TaxlojWA0xMr9LPimuZgIGeEQm5inv+i6t88wxEWx+GPGx+dER5LaDG3BKYTSypVABOjFHx4OpaxKt7RAcpAoxlwglKKv4fC1N+/ZwlWBksu4WgGn4fcei9d+xK4QhEwRv5pXJ1vkX8kmSUQImJT+Fm+rPJKwKUP680ypxKbCrhZ1Ixed+pU28lj0NFq+CuIRk6jUDoKmC0WXdu9B2aZ4xi0Cxr8R+9rQmzE5cBYoLFVREFLMKdvVUBwM5dgZOBkqXXd23wx5TUT3WX4ljakAbl1pPkFA6KsnC4Rt4AWCWAncF/GaM1rts6rD2Q9N7qWAEtJJWAqrR+Bg47wcDqTq4Z2Uwaiz8apxkVejvgQRcSQrjCi2o+BiE+L32/k7FtwRarb957jB9Y+OdbZACOtA5SBS5pZb89pzyqESnkTxawONwU+dZNAdE6eNY/otVWKHLnaSUZ1uJ18RRKkN5rxV8mt3yhrwiiQkFlTnl1RT+ILM5BKEBQDE4yYE0u+R0+OQhVMhFtR/o/ajsQu9MarI4kuNng4lWxRd/+x+R0Bas3ZBi3A5MyApfU4wkigqO1oukGHSbpAOdsEcBLqD49yjm6EXVV8bFLGU7SAGOvlu1xu9VjSE5sSk8g8WgqSlVbt5s7VeaRHwMO7yKOoGNvVQGA/TvAJwyUI3besmxRG8S5ohRivrTX23SYICyzwflGRUxt1pThkF5Ft8vgdMgUxuuTAe3urMPUidxA1BbG29Z1a4OJtbiozbX+p39dUJoYMQTuZ2Bq5RdG3WfetwwVeeROwAxDtM8aEytMYyHGGxZT99VrwcxyfG6Wg3mjH9QQ0ZGCodcAjtTUVH51BJumBL+pHMMkgRMXRkdiBDvLJxVelM8Y/BXTM1XQYjP4HPDCS4KV0UDTGw9aQ9gr4JJi8Ri0pVAcVl33q/pSniNK+Et7owZF7CvfbqvQAaX0Kwxpf67r4A0Q8oNVVrUi3tMWe1XVZEhcVi9wiZRpKgVJ7XT1A08SphjE4pq0jQFPmUcuypoVb+pU11N6DXmo9Bo7BPILTkGEAcgfuZ1JpdOemDqDS8IqDTqZ4O+s+Lj7xLYNESQ3idpyelLA7DI/pZ/at0qeRu4hzZIHSJmDFZL8RmQLC4RXGioBkXF1PJh0Vd7TCvHyQDl720QyhhQuCwMGsm6z8MqISErv8bTVTZJclJBrqKr131WyMSqA4sXg9/XeTjLYGT79hVq24a4e8GkaX/yd+EbnK+reQLJQ8RjuS/WpCl/PwImQdRponDbuCtarfoYqEpYq+7rj0KqxJvLqSWkXDQoDkyowDTVzrpUganUWbHTqQDOhAoCxV+AyTb2Ki7rjAuyQ1H9TdhpGXRxM6+Bpx1DZBaGgkvYQStIXdadqwCTus+/yZ081QEVp7AXFV/dflwsDhnSxFR3duFHlSC1ALzXnUaCAVkMkfqWpCuHLNYZcvsjgMXr4c8WgUGI1YBC7wZg1AFWeccAuKjeG4BRC1ZDFd8g/BAgpcawqtTvDhqNVfeQBqnNaL0GDmnW07PSo9CzUDxixqT5/GRO059UPB28JyLc1y8C1BCTymmjz1UhkrNIyTSDOZ2wQVETQGx0Kf4SOG1tVKYlRG825T0oR+vvJL0lgBqGNTM3qfwqQCVTzpwNEAzRuC62JiJBqJX3RNk60ATIjIn8+RQKxb6mADHyK64uBlABoYyASWLtxtR6MyaXqFrDiR5qR00fk6pseYhyWDsY4zWp1lW1OEbJ5zsZ/5QpQAOEVYKWV6mcl6/fBD6e4dr4k+Uewbl6GMYAZWk5qEWiaR2K86O8ckF44C4U1gtsKTQAtfbdkjsBETz7ILXK1WofvuCYeC1mJTQQgqGizgozAwcsy9+s/aQNRydRpTwX/KM4QgMqvV8Iz9+HiTIDqq+r1dklfq5MA0CchXICOGpgMkCyREJMKBc6+Q/Nk2xWvBC/mXhtsVcBkstoZSKwGan73D/V1O3II0EYSFSASuo9lqDaMYU6LiVUZ4LYq4RqrVdyFEzz7FaGMu2w8wooJi17pViSKmtSZV/UXidItQDcEdyYanCiAWBNO+uEywRUe61Wf6b6M3UfGU5wD0jty6la9EFRr64vgDpVVUVR80217tEmcSJ6SFE2HpzWkxrQ+13L2puZs880ScTaPnBwfcgPDR16wwq22nOAShLTQK1H9RlbhWSwWbAcSb8OoEDxRn52R4JS684+SAFjQtFSmK0NtRRPg4zzyHULH0FVsdWrLWZJ4ONqtLqqzDT84FFJzYDxMDRhVgWPq4HVGzidACsCKuMcKxirVaY2rzZpC9XVjEy8nFv6YAmgWmDPhe79A7fYBEsvBuGbQMoapwGmzgzd1XpwYCpn81VAos27UsOmSTFNAVyTGD+eFWPlSZ1oz4CvASkUl+ZdsfiraztzvYkXM7CTCXuZ67u5gMdcZK7LsscF2dcbfmdcqJt5L8iMnRaQmmQOkFJTRcJLp14OLpPgsu5c9bd3dV/DDAnCuk/UL1o0VZ9A6tqYtcZcx3NpaBvdPJ0MbDyvGOJQmEGmusbBgG3yNrZhWzg6AQHP2tAyYKyDKqn4HIgaoBqCVgy+Dpg8zrYw4YprE+ZxOI2S91pts1W/5jJscA8NkDqpWwGkg3FbouvEmb6X6KBRVmsS1GpZVuKxCL6Vfg/XixKKkrltVx76eAWIDlUzpbgCAl6Etcodw7ktlZkI19AdYoyk+QEN8DbsqMRfD6Y4ocpr2VldrK8xEE53VGCbchVkUFHXrCZINVUvhKlIDcUIfY8Zkwj2Gvc1CYC9BkiiWgaWPA0mxddJo7ZmGBGqP1b1sQS1pPrjpvXDZqU2mcQ8MIs8v/wQpPZDxIn1opqAxa2lMMZN4JnCT1cfDCIOWx/74rEdoBAAFY3GxhntXGwAijMb+VuActohXdxFFR+n0eYzqGHSVB0zP/EQBKkk7Ryi0kuNtUS0FvJjPsJpu1A4cf++D2krxV4r4qoNrMYfpm1LaVEUsemn0qj7aP7WD9qxNwayja7tL8FYgmr6NubKMsHelGfrOjT0wPHYGpWPzdH9FHStRyFpSE/1m6TiI4mJf9NUOmOyeCBVYMAlzKIvSVJalHE7NfOBovozOUzmku4sxQhoArCXPeZqRLEXwX4u61OXZcZO9pgAXK6GEwJgJ3M1yoir5tmZ2tHyNDP0PaZaPqGyGmhZE6uDTJGLZhQDnxnl6gGUcogBna1WzcAUADh7WaJflVrPINbKa1PIeQVBnK4Oqet1qENQXJsg1WijGzRqgJyHlQ+iVh1o0zlJNQ04WTr8nvJrv+PwzmJvECZNGsfQsFjuO4ZdLe6hBVKJOCz8RQWykxKzSoXyomnlgOfKdwl1aMtNm/fY/Nkt9XHL8XT0VFfHR3sdnXIdKAmbqGpt0Ax4H4fH1NEJvKa28ndtOxIIcBpezCtp3+QOTKgRsFojtQDLxhBVrQegbtatURdAamot+jDwc3nqmoqq7WEqZudG/PZ1bcpUf3tRXCgLPdhBi5WdlHF+AYK5AtNOZlyWQrYvyIydWffJDrsaXtaKKmDp7Oo+b9FWcqqNtNd6RJPCDTksTtfkZhrvvVTgAirYCWCWfFZHU/mphOQIAFL3dxlrFuVSBOTXoW3zXQycyoupMm6TmHRaJocPgYYpbevUGkUo+10FyCAk6V1K2AqYnmsh2nkKHLbia2iJr79x2BZnzO4J5uVDC6RaN2iQDqCOaTRmpdr1FkuL/SOm4bSI5yGg6sKO417uN3eoPUZ9eL8B1AHXjCN1HRO9WwOu+le4PmTl58S4Pqekpc+qJ+c1VEEqrcqIaKj9tFq5mUQz14TnekTSXM+aME643NNUVH8FDgT7CghF7VekmuIPU/coZZTUpAlfVTM/idD8tXiIGZkHGAhMmkS1NhT/W9ZnxXMWr4tNU4oP+DeJdZN8Jp31g6pJTA1DeIBby80imYc0MAL/DX83pRmghuGNfxR2iEQQg9qlteaucD6ebZBqiQQDEHPdbfjo+2PyU+O06hCeIswtAEHDU5qhOgAvBRGr03TNYBqJ6AeJ+rFc0yj/tSg2rwZSyfB5CzhdST8vuS4dzeVOY0+jTBZOaj0/6qiGGxAlFR9JT67as3BYGCm1mvIFGKgT/r2R+GpRN0GLWk+K6QGqf6qGEwJgLzP2VaqaMGNXpZhdlZ4m8guqug8zRIokNdX5x3Bja0A2i6yscw23MwVTZWpMO6NvqoAolWEU/69IOUWqif1WgrnOM6n1V//C8o/y1A3AFYBmNYALk3nAcKyo9IokBTdvN3Vfwqt2BCn/5YnQrFMp5ceDbiQ9tWEpHirYyAJIxX5OsBQ1kKC2qPsSmMrJpKmzDVIAcaroiMUQnBLxOiHlTWbYzZpU3V+hlaDYYA4CUkasG03wb5npOt75YITPhKWkfR15QIStLictAzGk2z4ZxRsBUcNktvEOgdQVqXwXwtVmcQJUxDizjbpAASjyj0CKVXzTRBZtnbovxpcIUZHa7gUQKgiZhVvt80kBNQs/maGTmXZPmE19JxP2Mrk13eQgNTswXZC9rz95OG+49c2vy3POpSlgaDzh9ddyNchkQCeA1nUok+omsQN0UcdwTLRiXFEAy9qk5GPzNdaktHacQFM5TJU4exvWKacIYPLxsU6Z04kTViejL6aiHUlKBF5DcOIyJL5Ohu8ScLUANWJ2N5BP3rWTwPqIuXf2Qcqdt3T8HfmBRU58e1a1la0DeP/QSdNccgsc2GL4mjsak0+zIg9ctkr/niiPA+Dk/qG6Twf+CAvaScYPCyo+XoOCxT2iKomOVYKoQpZ+Suo+C6vjbF/XtSwNZszKfVPlND91uSRUf1o5d79Co2tG66FQ+XGZc6z2uyrh0G5zX2/ydoNLRLbHSSpXNqG0s0syYsgec1yU8qltZkAgQH6meXmATxq7VEnp3x0LUCOg6qSnxn9UGe97d7ZByjnYHqA0EQdkAtJ8H88rrc+dL+TxP3USCIHWCZ3WCb1czhMnfXxZTisv4tAAdHVgBquVvIx+dGWR5u/A7wA1qscWKtKF1xRH3w6BKZ7F1X06lp6wIEmB9kZVyQSCrO5bYG1Vrf2qyXctgu2XmrWotaRa9M2zeB57mdxvlnumChQgSVLZvwt1X1UHunoSAbwFXMLfNnwAaqjjLLbUGDupJ7PrXNfWBCoztK6blbgMZ/VG4ZrOXCUu+3ausSw/9e9NsivGGVrnfJGkBHNFcCuXZSYOYMZcbLCKc8MINPOGQYmY4haw2uZUYioGwNRKUAB6KWokQR2qxynRjulwlOPcfr/H7bffjptuugmPfvSj8SVf8iX40R/9UfBVzKqKl7/85XjCE56ARz/60bjlllvwwQ9+8GQZJmJQ+64l8GxVlX4av2kpTv3ZOWocBnpeKttJVIoMtm1YdUZ47hd3DLu+Mbn0fAw3xwDQJrYFoNb62MbPpPGT5jchzt2rt+f6+PBf87xTV+/J4Fc26M6Qnfpm3Wmqm2KFn7PfN7OKrnQRGSRoJZXVvHs/2/UY5dSHy/OEy/MOl+rvc/MOn5sv0C/C7q1h9w78984XcM/8iPR8r9Y09AIu6a75lfP7yi29duJELS8BlAJJypoqUJtKsftbAbUAqPp62k5mXJhmB1bblGx+b3ex+Jwe/aCJUfAWl/hroGUScy8PklP64/pDgnUCjuxvQIbmk5glYzu3nGfP3xo5vGKAOkV36iD1Ez/xE3jNa16Dn/3Zn8X73/9+/MRP/AR+8id/Eq9+9as9zk/+5E/iVa96FV772tfizjvvxGMe8xh8wzd8A+65556j8+ut9UhiGhEnizNUzQx+rVuScNp0tlfgweFOE++aOq0mvWHQp+8HnOAVO2cyte/f0XgYjaWO+Qm/HHjHe5yyWTlc9Rdm5pqLIFEU84x4l9Z6zoifm4PXcL+yQ+N4ItuzZPc92ZXve4148b7+Bd8PVe+LgqXV3Bmlka9yWZEBalSrqB23IcCyj/kna0/7xkCkad8SFt/Cn9eYAZBU2MSRQdhpuQHwmD9JTxznJPPnFOfZKn0duFNX9/3P//k/8dznPhff9E3fBAD44i/+YvzyL/8y3vGOdwAoUtTP/MzP4Id/+Ifx3Oc+FwDwi7/4i7juuuvw+te/Hs973vOOy3BIOOxXW3Yi/5Dz1g0NxhE0nl2HTdFGHdqI7CfiStqynxLAjYyAlmfi4fQEgJ8wPdqHQf52Ka/Eb4AixR1UXJHb41DZm78jdXH5u4K2LXI2wOVAwWq9KnEJkC333I+iSqvEdDc1YEUE2MDJ1MLsb5vG284MetSarCiy5nny4rP6cBI7ftbOxquqP1NBSmtEEdKd+c3Sb5Je9YcKHHax4gTb+JuNQdT/GXVHrDWZRZ5oOYvQrrZXxP4lgxqBuFq+rp7Bzt0AyiWOs/fxXFWClZGp5ZlFg+eIRoUdtptOcDjSuTRlDz5vJEtR7fsah0lb99cArJO6OE5j5cdpDAor9Gk7/5qiHe1OXZL66q/+arz5zW/GH/7hHwIAfud3fgdvf/vb8exnPxsA8KEPfQh33XUXbrnlFv/mmmuuwTOe8QzccccdwzTvvfdeXLx4Mf2AhqAK8mbJRT+a8DqgVn5t3ASALbFqXUO/lqJtcfeF0LVkTTcabO24HifoUbdLVCOwHvENS1zj6HnJERCZCi+NCb8eow0fxLF4pvZzlR77m59oUvNZGKvzdtOMnan7WrWfgxmr+bLKTwaVdbWZiktPJtWY2u+ySlX5xa+o/iZ8bt7h0nyhUQVmlaCp9i5pvLs073BJL5A/fpd1V/Kpqj6TxOyajvag2ZBlcnda/UMFN1cwnclfARZZVTdSD3J4SGEs4bZSV8/fHDcoVxxPRAKNtfgdQDXPS9Z9KY4iz+UVt8i7rXxgWsot7tQlqZe97GW4ePEinvzkJ2O322G/3+MVr3gFbr31VgDAXXfdBQC47rrr0nfXXXedv2vdK1/5SvzIj/zI4E0Qku7w19bPz8R9bukBY5I8z9FHo3SWJKrR88KgOTkvRq6yk8ZFezbSRlp+PCorG+CjZuK2TCJUxBelsml+X76PThEsxAWSlLap4K0/hS10Co2pvCmXxpcDIUtMAz/gICT8FybJxLNV2Nc/vAGWXWzqBeK4EAC0EVUBsn6ztP3kRijiTt4qu8Cs+RSxZ8mkLSBOKy/pW/ic5p8xNbYpdmq4nMPTNC49LLdLm2zUpCHRHV5j+tNt+FWBbaNwQGLGMw3WU3QnxjcCtFFaC+leCRPNU33xUwel4yt26iD1q7/6q3jd616HX/qlX8KXfdmX4X3vex9e/OIX44YbbsBtt912ojR/8Ad/EC95yUv8+eLFi3jiE5/o3O2qBIUcnoBpoB4Zu1AbuFPEAGUQGHzLHBBzOSxee/8pYmK1kgVzUYeKbmNVa+krUXd1TyLEkp5VJKeT2fNxdrVs3Xyleqcz/yw+PXuTGglkwgnEhZIwMlI+No3rqFncZHix4PbT5Wf+Cwaj3AAMUrZRVwTVr5gmOBc+mUSFqtar3+9kTuDVgxPlQ0U4NByMLetOOVj4OFSLkafUcph1X+zXqqq8Wkb3Szk6ySSRC1WyMeMFu1nX6rwzoEG5t8pOOC/7Daksg/oxSJdjisoomWrkGQrUDbx2BpVDrDFAAKSa0Vtypn2OLieJ1QHrxIiyzfG8P+A6HGB6seBPar5IZbsTmtvN3NAUVhmdjTTF3KmD1Pd///fjZS97ma8tPeUpT8GHP/xhvPKVr8Rtt92G66+/HgDw0Y9+FE94whP8u49+9KP4yq/8ymGaV111Fa666qr+hSz8cMi/wBWPHIFRAqpEPZmX6IvYhW3JfjSgTuKcimWginfStw99wkVZLGfLSpGfNzRHGIbLTqLUlEQdHMDoOyu6shjVAvByt4xdy+h4RvHsTE4DYiW8lsEAi6QhAK7WA6q6zwBrMrPybC22m8xQugeMoTvA0esgjg+zFF7WaryKJLUWkCpxGaTsyg+B+hUfHD6VIyKK+Xf1myRW5DOBn8sueYPs5ONovTtTt9eB4Cf4icBSKFfNAy4NSoy/RCasbzWf1ekRfIPykUT9pO5Yia2buOtXapwoj0i69w9oyZBWH3Cnvib1mc98BtOUk93tdpjnsjh600034frrr8eb3/xmf73j1VsAAJcjSURBVH/x4kXceeeduPnmm0+Q44BtkN7Pg86d9G222H4siS2Q7e6bBmASlzP4K2jC6LtB0cfFWO14abwrtWmBbIvbwLWlMJKoRvFH76SJ54SFDDSkafdRBZeO0Frc41R/fVgBFfCaEwGVNEDUrj+xSXM2dZ7Tu7Wfr9SkBtOu+d2ir/6KmXdcm2Fm6mzVN6tgPwtZ89XnmcLnas4+NxZ+ZuLua17Z5J3XoPbVum8Psv6ztTO0a1Mn491K91UmoZmM3rWyPOT7/A5R2jq/1P5aTqM4C5kecgfG+Wr4feEyP0pNpCeqHnAfSFLPec5z8IpXvAI33ngjvuzLvgzvfe978dM//dP4zu/8TgCAiODFL34xfuzHfgxPetKTcNNNN+H222/HDTfcgG/5lm85Ki9ffGPuN/kJWBruNyb1sivMU21ZpUB+VoxFDh50Le3Q6DcvRkO0ZUCQu/ARmin9pVgB0MH6p3lhRW1WgbU21lpL+cWInFQtr3GoSnW2MPPX2xZKnIm+nQR+PfgcfS12y5zCl1aS5V/TR35dwoibAwbAZN/ROKrvhOLzGHKJiYBJGn8Bpqoqm0wlViQmt5ib1M+6Y0mlW1uJZgJq/Wa1vooYxVCifDUTkfTrLzgMaDjpqJvnLWysYc8GsPWqDFf9KXb12vlJSvnMoGGGnflXLqS392VjcQFK2xxs3wNa9/30asDDKreQeoqajsdJzHSjFUuWebUUtH+rB572vbW3JcB90vfqVkeTstKghLtc4FH4lbqGxngY0EtN1Z+XFOLQqUPu1EHq1a9+NW6//XZ87/d+Lz72sY/hhhtuwD/6R/8IL3/5yz3OD/zAD+DTn/40XvCCF+Duu+/G137t1+KNb3wjHvWoRx2XWUtE0PrpLxOareo+HffFUlwfOIfnyzhOC2BraS3dJWXEG7lqyu9H/lE6J3EtUBvB7wAFUVcDqPo3Aa31gUS7LDavRdzCtTFAYcFP40a6MVQKw39jHcrWm+DrTxCQWg8hSQEuQbmFmgGWqLfPiAgbaVU78dteNExDfB0AZYe3KpBUfVntZ1SHDDSq2tiMKUQrE4C6hqQKTHZ4qwKzYpZqVafljAbFBNG6TgTFzgBTpnrWXqnPBKFxUQeF0OBQcaDiLl1zsaaUZ4cxY1smu09NbdsrxzHwYDBL08OYsVMAkJNO11PPdABQKoNwDjuUjeppNNH96y5evIhrrrkGX/jT/x+mz3tUYy4cfueEEeHM/R5sJBpk5gfqoJorpZ3F/TILsC8TWS4Dsq/hl4FpLnGnPSB7eLjM5TddrmEzMF3W8O8jXPaVKFQ/FP5c/EpSmdbr7Fcc1d+NJWrbOebWlWctLG1Jumxuqacz1Hgi0F0MSPbP5YKfdFrDor/mA1A4AEzacGJUByuvpQH18vGEUNGIQ0cUFXa9jom6p05qnmnMkD/tfWKpwv+2Vnyh4jNjCXsXhgYhhQAgkAouv+UBjEjOCXjy5lzj6s0P8juxdQBrBoY3MwE0rHwg68Mw+NhVdSUbgkyieMQ0e/0eMZWDmS5MMx5RD6eNo5WKZHZBZsAArkpV2dw+2sdMIaz+qG3D4MDqwlljR9bMbVhTNXWkKnDZTsJAMdG3eJfnnatAL9vm53nCpbmqK6sZvypc7akK7OcJ81w3MVfVKSDQuf4A6L4OcgXUaI2ptK2PbH47MyeDAUJ+kLRF4VljU9pC2jhATnvBtYDkFn00l23uzZ+9Bx/5gdvxiU98AldfffVimmf/7L70G4EVccKIZ+fwmyS7fhCzNxq9bD7SymkG60QdPAjXPBikAo2nmX4MQFT2xYEjNPoWij0yE+MkB1zReoJIUpK3sXHBVU2ngKvs2A9FGcxmxTdz0nGeoUr0p06Ur31X1V9O1M2zVAeqH6v4hMaRq/IAt9ZbAiaXnlBUeby3iYl3B1iITbAj6zqrRAyRMAbgqs0KmFiajbCtbwy8DNDCD+UhFZIMfV2BoYDE5O0iDlqzlKvmRcrBtOX4onKe3k6mUOPJDJ3hVo4auVJeCtQbhAHFrutLLfWp83TZ0XqWRpv42Yb23tbBapuUkzHqFScOcr26z9fwQGtpDJKKkLzsb+O81hvAIE02mwvtQdcAUpNsSnfgBMkCskuHs2wBiuZsR0+20BQ8JEBKc2UZfBiQuHUH8f1RR31pPaTAYHB5lIGfOZdUhIU49v3B/jvpgLPPF9ogSSvNu20JU7LKky4mlVg+jR8Uxp9FWpXLY4KmlBZNJuQst7mOkQlgMqLsgIUFYJK8Byos+sikXEL1Z4TezuCbGpCy+loZYm2tVraanZUhzuox7pDciQxCIOLpxFpzvEgrW7iWHVPRzv7R5G+AsK8rVn0oTMRcqdZUibntvrKT1wVKV3H4Lij4ZRperbgJ9yBThhhD2WVjDJqG1dOCEqclHifaLiTWnnrn8qwHbHDcIey/L11TlZUqRvgIoB4WIMXOwUoXGuAUeo8H3ii5UfhSPI4/nBlNv56g+ElSGrkFcIr3xsdT0UagbgTc/23AApwAhnWWSixlInCaot5ajSsK3YrbUrV+yzS76PqNqcCITvd1bcNqXhmQSp6tSTmDVPKjniBRpadJsorPjj1i6WlnhhOgvK1lhYmjxll3GnGK0YHR74zQ3i5AcPYsFbhqe1lzYONEtGi5Y/OrOCcvWiSfWP8pbqof76uloBme7ypSCviooQlzPUldYLcBW78SYyfRve0ciTUgMhohZsekIleTsqRE76KdJX4I6WhO7UdSGqh9iRFwoKxhzBi0bX5/YM4xrp1KQ4BiZq8DtONrdLZBilV6TlRAI5jCgK7BTuKSzj7piNuIFL4ARqy+c1XfIHz4DVdJKxHjd0tc1UFgytymV7flhtq68l/LXnNXoHK8iqYecx38AlcJwvygd07topxOvKneZiGo3Aht+1sgj5/awLHeFP7J16dCMrLz9Wx/U5y1Z2tPcDACslrvwkQWcFPeIMsg1TW1wLn0GWXtJHinUP6V6rTqn0xM/bp4AidTc3F8dkJ9KWLtH3dFFUOGyeumtc5KUmPhP6pUOQHTPNdNt+W6eivdLHa9u0BkqgYVk6FtBcSab31ObWUgjAzG1nbQkN6Kam/ytvDDc2HrfVOY54PUe+lHQIbw9+GZjjjz4B1Z/CexFvC5YmhyH6Bcl2RLP2Ts558fSbbBnW2QAhqCScidpKke0U/dDdp7S5ZLxe+ArQWmNvMt/b0VoIZteKTTgb9OmrRuVcOHatZRfJp44gTbACSny6rAozpDcuGjOUgFR1KTMUJhRICqvrN4pNYTAjIPnz1+unpjMImtTgFG6p2ZWYvlCnsbaR/O612jMRVBbedEvr7OIwGcDhRAkjiSMQPqgcRioAJA7L2lbQY0dXsCU+SGqjNA8RRJEpW2YFbSbtev+vLbc5bKPA/ijcBptwzAoXl7NMjUthgC1NaJMHDHErNuPaMpzhG05WyD1Ailj3SL3IqPNhpMSu9cijICQVKVIhlQsIFEMpagsJSvttWpQ73t960DeAROw/CGEx35GxVgm04bnOJxG85w1Z7MgFbVnk65bskwQvp0i78/Rmk0HwVN/fmFSS0OQvU3lcTYrNxOLWdrPTsY1qShncyAoFPrseFEOimcgMnVZI0klQhlbUSlNR+7GbcQ0RZAehBylRXgnL6BDDzulkkVja2A721DLYsbodVy+eWEqMaxNIdMeprJL/4fvE4iVeimdTkuAzx/1Jbi+opLUns6RtYlJsA3L7uk2RpDsApPc5tlgxRJ7ZgkOgdKBrFeeo3qVIZkCEDbnK3t5XQX0rNoW/IyIKpzaSn3lO5Gd7ZBasmdZAGH3RCgQiXicRpAYiAaAZD7NfvLX82DoUkjxee4h6q6AEpDgGqlK2n90oUPJTKuAw30Aj4BLwwqbuFnVn+CbN1H4NX5FcUsnjiOMNoIAOvqTvVoJaRQ95H6joGpAandVFR47V6n3VTPrzOVYK1UBqnWxNpbqGtWv0kWcGJTyE5ZBzIQKCqsZnA48SQgb4gp7/3hz0cGB2L4IOEXoJhU136xY44gpexABSEDJp2wVztFD5h9baoAhsDUebYmVRIWjXP5YpzRWXwNYAXA0DqTgaED01TXyuLkDDW130BFambpAYBtHBCQ5fZ0dR73ReqXBZfwmECL22E01lcc72vu8mn9S2UapdvRDyr3Ee7Uj0V6IN0JBKnete03as9RnDoxhmUI1rcHovpX2vhHuK319mQ7sJLNiaSiyUJ480HHM+jCe2qnFsTbtbmuPZkZaIu4tT2lyZwSMskKEkBmVmitWo9Ve2yt123YZTWg8fOWJjJItunznOeTLrgxoviDBqhBAxwbfCGJaUrtD4DFU7ZuK9GipFyqrju1CVPOqpH6LEzjewNgB962iO1Po2xWrkiXpKS2ysm4Ag40qc0MbDiePTtwjdr5Ct2VEMDTIJ4rDHFXT8HmPM+2JGWiJYuYIynKFybouy5Ok7DyoLNJ2k7WhcnbAVGT4drI7LiaKxjGo3qOJKjmPavEovgyrMrRjrg9XoeyY48E8P1O3BbMJKbeJOHO++xAGdvbnIVE1QxELDXFZYTpvL0pVHYXpjjx21R/dk25gPZMIUtPE6v7QGtgNYxHgF3MF+YHWgmuVvPtCnQaRtt2/UUk1kgZTjR7arK0NhXvCNDVrsqIZ1tDKgS9njFukptUiar6lcLzeg+pD2FZVonR8qIKJTCsYSwxaZWkgF6VlyQmBFgtnyMYkhNb/nVqu6T2ayTVU0Wq0l4bjpLNeZ+0DDWb0KgsJRThQ5X7ijvbIOWu53xP7iQPHhLLMzhJJbQjAJNOReccPdHHVnoark21oHc6VYyJ3BRGF/zHcD5NVgVYGEC0kJty70/kxSAEoFj92ZrUROlMFEePbJ5OBREd0lr12aWEE7KKz8BmCaR2Fgflb6vuK8BkZ/SVExXaM/GYz48FeTHSSrSlru1AfdN0WtOSVEV3eaG/IZrergFQo7VbsVLWPCDqIGOdVQh9YzyhYV03wRSVyHEsTwkwKOUIw4lZgbiVt922jFS/JRWfKqvnpqwStHUzZDVfqPt6675ZiU9VIEtk4mHegr58cIXEq5k8w429S5+eNn1ZzAgnoiEPKXXfiV0aNEuRBtIQ/RyEDuQhzfN6eY53i2O9C5fxgDkVoD+ha4C9fedtqPn5iOTDtTOTpHEDB9hfArH+Z1KVAUyAWWzKLSTWrkcXWfgL+gYEMgRYnB7LQ1LLd/IGOcH7o9InwOsiysA/mG+DR01xUyt5mMc14E3vWDWJ7js3fGCVZld+LvsCDWnG66nhwub5/gC7tjxHANbZlqRGLOIW140Q6bjI8pcGqKKYItn7JCWZVAWXojoAW8h/6d0w/BBhrtyUW8FVzqqnFdJ9N1bxwSkfL4K2C6Kd4cVaEZvytWXzApjEZYStJt9tEm6fG+f0xekHN746OPm6jl+5AVpDshMi5k6SculpMukJfgZdK0nZZX+ocQKg4OtJSb6h4TYzP6k2JOuhrWKSFJPkpg2Wm+jKnIzzvL9dC1ouyRDYzCDpqTWiQLYAZNVfrCvldbH7xbGEpE2Y1/hIIrjECI7inMSdMkCebZC6Usd6Y83hHtauO9F7SfFQw5Didwv+Kf8+jCWtowSd0WBukzeAapjVTpAkgGLrvdaSL4BtG0B5bAenuuYi0gOQAul4HwLvFqgY+A5n3v4UMoFUfSTBTBWgKrjYUUZx71MGoAtkXm7hF2QO1Z+vQyku0JpUmJqHBMWuqInoWmIYcMXmWN8EW8/M82+1b8PTdA8egAq5Mp/NFwDD5uOuvqPwpOLTOLopnTBRJ0JJ536qIM9t41ASQ3fMBKDvTiPO2gc8z4CjaAS7h4W6jwdxuBNOrxEYNe/Wvkvfb/nuStxIi9I4B6UWoB4yjtCtbQ8hFZlL5YOOMinLP6tkzwFNG9VcVvX5Neio61v2HccjgErPtSxxwGyUb3EEbx1Pa309ai9+3DJO2vYUCk5uNBkG3MlycbpUyjMrbSXF49brQQ5N3PV8ujcbuMv7ZJptSfT+BNZjwlfcw0aSWtyYuCBBmbogftL/7eKgbFLV+LEktrTeIoOw03AsIfnfBcko/DSZKX7n9+8yd7+YxwZnUpJYHkuajCaszcO7x34T+QX1Co5Q8fFRSNOUJaj8m+MeKIlNuHzNhPlZkgppKy433IliwlzBLwBJnPspJhNFoiwipdaGWbqBhdVRh9vayHY0tEjkK9YBIs6s90BF4G3qSgZtrxN8D1UHzBwPFKd+NwG03Tans4XgsREGS0O+qVcFSht429MkfGqbFLWWk9gdW9F2bgTjlo9CGgIa7FUairEfhg/dxuykM8d2qWiAtokmuYZoQ3pX4o4EqocNSA3dCKAsuLHW64Cp/uX1KOnWo+jdMM/B82k4y4wJi9Ako/HuQMInSSwA2TCPEQC2eZykCooxwK2Vg3/I4WpcQ7p7DAmgwhAiiG0HVNMgLKn77PDYuHk2+esA2SVCDefr7VZes1iLYVhPk4CivQnZKmrE9bCroGQ+G9YkCMSdtzXFhb5ITZ0MT6wN83MYmFDXsVSZJMmYIAFe2qlDD7usrmvXmWaATMqjhZwOEKSPU69tSEPLcKeLK9TO5k8MWQG0jknr/DWAvmvVgCNT9HQyDig9e39/SVpHuIeFuu+wo44ccRzs2lGsCx074FruE0BacwvziiWerkgjUDIi5oAWz/Y+gd5SngdcinOI1rZgNPhevY597oXwkiSVUqjky99nzj2r41oCW6KZii9t1K3x7dlPTWeymfLaPkjGMTcA1lqUA583bF0JM0Lr9DImij3zgc+9hBTpBC/BYN6EQSlsixupScdfLqUXoBtpxl9N48nhzZghj7OSxzBww1gYzNlTc8x838/uoS1JHWpQlp4GYi8UcQNvMaECgHIDb5WcovOEx2h/RFJ1lSZuL78OxtuRg4Vv3U2WbkQRNhlI+DOzwRh+q0vfC72TiJTCJH+PpsytXUtbr3jWsdpvKhJVkqD4qKORFDWF4UOEzX61xk5COkobeNNts6HuS4fNAk44g2NXoJ7yXUwmetLKC/r8klVch6hVEHd1ccD5bz8XL9qbn3hdyvaRAaiGKFZPuKWk/zCQRps2Kc+0p0wM9OeQNqMhsqQjqOf/VckhgaYcZfAgokkTIpa4itdPa6uZzKeqmAWYRKpBsNaLS2qfCvU3lcvaPtq9puiSVe2BeJX9TQ/xUFp0Tvfk/lknP4F7aIPUBpctn6iDE/AQAGEMUHkdqiSxScLaVMj82GDGshP6dAgUlTwRGzqUlCwtPrvPw8b+pULmqkhfPorTdUlb4ZRHTHoDqMRit+DIAOXrKKC/6ICqAy7ECeYFvCpRRUtsGcjolAkjQpKgKS/cb9iQOVJFZdlwbaT0hE+gbnEJI75KJwUyHXQVX1Zdut/bDrmN2/gUxu3LAMdtm5zE5YsOuRVLhNZ6vPyHZ44zDwZzoZpTT3xCCZsrMwFbk6rPNq5AwFPCA3gMi7TGE8TGZLVBa33Dg8TGfGfpR/6mjRbHEU+sBxE4mXtoqftYCjoYt538Rpmx2FGuz6V4q+tNzd9FCerIgdFx1KvxaBBTFUdAtAY4SSKxOBj7sdGfJaplv47C27IOgLEDTQMvy739DhGnXdAvrwxUiODCsb766VsDuzpYgvAFrCRDgGiVDWQ0uxbcuvebxlhE6rur1mEAUB7J2sH92rddAuZGXUdhIf3kVaRkgEG/dDWKx9WULtelV9cOhp8BgYzytogjcOZnxPs0ZjiNGAdt23ubjrqr5p/jKvmv0Cn9rtRdQXnOuCRlnEbhVGKxckOLKJxDtGf/ywDW7pPa+qtl6yQs+rWqwKOr7gBZLbBEPb0k9QgVydgSEfevS1I5HW+qBUBbBTr2s1VgKldT3qXn+g2r9VQQFyL639LQOoGMJkJacoLlRCRUVOkU9FaCajj+XfeubuxFq+Lj086ZUFrL2sWBcuTYqClpr85iWWf8qRbNgPWH1napln1QAmIihDHEoo3s2Tcq0/6ydZXfnMJ2Emm4tSQYhKzvipstRMsVHwo7129G3FFVzhWcpMgpMeUV6iq28jPJzAwYEknAyD8X6VMBnWu5JmDSEo653E1TJKYpbppGeeVdiKoWRNwVFlIWqNTcl1bQA05w1HFJp+KEy3wyd7ZBqpWE3EzX+3v4jX/WSlNLo7DJy8ClAx5E+KKEFaVNf49ytY7tx6pmRpwT7yUWSWs7PbgM2DduqiMBKoMVyQwNiHXx27z4uzY+gxc9M2AxQBnXaX7mckfAFc8clzl25qLHnL0BWOmCDFCJwagdPFqHWnMtz2PS1SGzdAEKITQTZCGg4j6w+DSwOw2wDH61nr3aL4N1XqeLdmT1qaXFbeh1MDCplfXbW8TmY1VjqqazAqWicMzZVrISzEqSWG2goqoridehBa31mFGXPqWeBiIo655a2roc+svMkq0LmzpSfRz4hG9M1FPHJJpQG8LCHkA3zH5Au9bc2QYpc1srnQAKCwBFCZGUlS81ZK22OChKm95Qwhrk3wLaFQwsn7YjAAAcoLj4/Feb+EMTdAa/hXdDfwdYfZ4jfwJZTscavUtb+/xriYW+Y8MJr1FLQC26N+tATYUMRln9A3/2riHCnVwlKkIDWpxoHemSuDtwwvE4qK6JELFfTIKGWm6zMoij7tq0Hxy0W6CKtFgaM3APE3ZOS6k8swY48cG1QAUHDVso+HtNNF9RhtCEYBVsDxQQYGhY4NeT1HWqud51pVKYxkmLvxxhZSfVl7LP1tY2RkxyIkAK/qFKVCPBibCsNEaVwtBITiPg4gRPGdhOI7mzD1Lei2AWMElU2sYHBdpkZnCgUSxz/UZRNuomsEKnypOZ3s8EXixhNcAlCT3JEZFeWs+yandA3RB3r+bSc6N+W0yLy4YmnICC1XfJupDDWd24pnqscZMlX31WVu9RHExVqq6WfLA8CJh8M6oEIZ2a527vTo0Tm3vnTn1lG3Vt0b+XuoLAMofiz3XUGlgdJ0/Fl2sgE3lHR7paSQOoxt/WdgNccs9rcct7zfwMw2nGDmHxmNoTYWTCG6VdZUqTl1tKIfV+4nIZYTlhvar+JK6bn9WuOxHsvSXS/b9+M3DRTggmLXlMqFoI0JUdAuwVcar/NDtrUfpBIDrXW4BLKkBVQ84zMNV0Jr/zs+7dqqRtsvnPqkDA1WixzuE9614HwIbuMc1wAiM57DScoqqNT57g2Qaptt5OsQFbsPEoIwsWpfBGsuneoweopfUqAyahtDwVbcL4+UoGRkNQGDwCrPIAHklUnSptlP4onNPjvzJ4HuUziOOTTJq0PIwYEkRYp/KraSXJiQAKCCAxwmfENiXBcWp6bDyRVVWcXiN1IYh563zNx1S3znx1UVddVoQdjh2Er7bVcMNwjetJE0CBwLcFevT1nvzvQDKVsOJzdV8F/R3mpOYrJdI4KUJAc1+hlfuZjAY7LVZXg5bbjL0ZvDVE4X0wS9DuTCrqPV4awF2kKQPruKYkA3qFV8lWlFIBUGo9fJ3LiUUtheb+8m5ERPEGbYFnFEZB94m7gsTPNkiZGzaAjchBXP/bcBfAMmg1IASl0yXQ0OOF70aAlMDrGMeTavRtBxTiz0sA0RJ2bdNpwzi8BaCpEkoGFSCB0UHV39SHBwBpnyep/ro2sNIbUEVtArsFFB4EtbPWcj/FsbQ8nQxweUAtO1cdAXSB3nr8bSlvcz1QNe8lx83PSm1IXdFKpuBnBvrGqAJzlsKARpICbBKoxL1bZfjFhYhF2ikDx//6N/XiSCjqoK31nxE3c8GVNc6X1iKoaW9EXQqKdpzJSGOq+aH8rX5MWu5NEwBz7KuKxlVaXiJgIsaiABwhlX+g0UHkT8YTLcC1gwEr7491LUhuTPPsg5RTzUGNWxGX/Z3aT6Lh6mgURbeBFzWsVeEtARK/T+o+y3v7YWteTNtFQcGL32hthxaI8l/pjA/8+wEgeTpNucIvNt9zmgyQC/7RN63fVXlCQNao/VorvyQ5GVAZ0ex+PTFur3yP4jR+lw6IICMkijUX0AjElxG2FF+7BYorcKLw0/3XykyD2OmpUBvwr9YkbYSGgRCr+OyKkxk72dP5h9VP4MXMAgN6mbqzW/ntVV1tN9W/s0wFdLT2qxZJbA/Fvt6uOcMAreyD4qs9rN3F0y3qPlt7knmq6kU73b+sR02oUheCYu1nm8/esKWMk3eBkxNRpFureRO31H+KCtEC7WsJjSDNUwBkIdz2b6R9xY7B8ATubINUKwG16pOlRl5T8VUnC/EzwDTfjlSK/N3o22NcO3DWBlIDIp3fnyW9G+F5+20rASVgqZRtCWxWAapJ9yBYMUCmMmqNu9LIBkRU/TaZtG7kTEGWwiK9RjVIxDtUfweccecUW7d9uQhkJ3Jb9c5Ng+XhRDXwNqBfpwo0XqOsZ7XqQL4c0kzdjRkICadQw7lSdJeEqnARBg9le4BWC7ui7qvSTrUQnjTGcAEzuKpwrrTGib6WFS7DB1NnGggWAw7BbOGimKtoFkYlZlBRahRLRJZXNaiQALVQA5IziSkBg0YH+BgzuYz68LRA6ZA7ErTONkgBTYVlhTXYmJaiOU0CSRLi9yxBCXL8oYSFgX+L4wHk46/UVYHhAreDBHopJZ6lecYQeDgNLlMfhwDKjBgavxtOtIYQozJw2hOcePaqP1QVCn3nLKZ1RqQVXgIWXy8AbIMmKJ3UxK0UxtKEp2dAld8fawRhTus/7SGpW7401Y5bCgrciMCunOeF80N8TzyzGlQdqNnUfOrawdoMJGH1UtUkxbDCDC2m5qQOB7pa2rhDSupRReJ7v+z6d8tRvCRR05Li7H5ba4qRov6tgcREtdqL+B4szDX/Yn+OSQT7GdBpqvuxyngOw4mp0q2pGF3UyWLbB2aRQCRiIHqDCsD3ttmoMdVfnSNlbEadLL7Uf0q7bRhWJ3Vay7hVg4SzDlKtyg7AQZZgKEVlUMoA1b6TrO5zf11onSlua92HGGNSiUYLcFx0I9jOMTERdHRasJshFV8CorW/C3G92RqQKuGy+N2itGT+aT2f/H0wH+m7CXXDbo43kt4CrJiRMe40iJ4fx2NEuKHOXbJMiBNwtWpBIxLHyz2KsFRjFd+heW70DYlLN6Cytnb2GoeMNITiGxgBpOaUAO/hUVL+y5Z7O8x+rcmEelmk7DEJXXeCRt0Hjb6xscEgLoJ93Uy71wn7CjymcitAY6tSxeLPVrVmb28CIwFmnapUFlZ+qoIdpJq9i6v1ZpViOKGCy6KQOa7qkNksKCfIjNjPNVfQg5S86gvbAzl7ReGmgGYFCBVo3YsFBdSsPYA65knth6bdEOEjpdSpOkWB+o1q6jMOUhi36KFW5ldNQ63uSVHiMkZpGACB6CCFuX8gXTVzbewIf52+kNl9Kip9M15XkmFmHRgNyyEOoCmPAwCFJmxpHQxGJ60hh+H5uzEoDVtk0BaawyroLDQRfdPLNH0/NpzHCQCqLeKV0A8bQuWvj6LyLAhqufSxyys5eKQ6DXAmMJfmPTMDHmYSVgvwtpZVytFa+QExHUwSmmyHlczluTJ8E119MhvoQj0s5rAZWFjTaFXpwcPKvqapth9crYfaxgaGZt1nqkFFAfow+qDDCMSVep3tgxs+CPVliEMRaJWgNUbq/OPciQbt6bizDVLm2ob3GXdkGtr4k0TV07RW3TdU8Q0A6ThXAbf9zgh2HdCjz1pKEgQ9BngHLMiAkSUbotpLgHEIsJq9Ub0kRxIT5z2w9IMgG1E0aj1uh6SKK6kE4exbL3V2suITIrycl4dvXUUaZ+qL/6a+Uivp8SktSkW2HmIE2VU+xs4vl1/8H3Rg3kpS7V6zbCzRGlK06j6TmNi6T6tRhTEInH9M/tn/1ruiAIhOdcwWiQm1jX1MwUChtMEe4hJUuWq+tKdg9k2+BfxMzadurGHqPpfYBHWxCq5iFUwlf5sPKsXO3VSCQFmH0qJe9D1ZCv9hItIwWUYamFTzA48FgdfR5wqDGhpQs+jHupbXYdpszxvTPdsg5RVdYQ1GDeXfSgrvN+qKA1QHWAM/FG4NOAS9QTkOitWCOO6oYZRG1UrfDcDGAeoQoFjzTCWBkRouSV1radKxRB1IAQE0iHicT+e39SmhMiawzFxDbNqN71httdL0ZCYdRDGZUoOO7JFU/BO5AKhq5QXZbAAa5VbnuEfhUEk0SzXWqoz4ax1oimirtl4GWKHmjHaZ6K9vcJZytYlt1LUz+Uzdt0sAla0Ad+DrTkjdRwyEOXtbQKpITJOo7/2ytTA7BSKr+0qdi6ED3dhbcwqDi2gRf65WgNNE6j5bN/Y+ASadcNnynEN2Y9WfCDCb6k/KZuJZpYRpNfio5RJVzHMt+RwTpp2fJmmpjX+FMylpgJ3W2hTTOeQ1wGMmydkGKYBmmgTFZyo+auhNjT9oxZFENAAf7lyWwKSNe+QgGGoxF/C5AyiO3/pHlNUIfvOik3wobAh2zbuD5WriGCjnMvaDXdFIUUn07auWPSd3kv6eoFNX3JWmFM1BnHPTdD59GtbHiDhrW0clzF1IEmb9KzRRurU78LMxBaxC1ZRHVhU2Eq6VGWGJR8KFrz3NAgKmUu+s7rO9TCbx1BIYU6OV3IoxFOUVL//MaNR9Gvu7LE/b5GtrdkXQMpWgXelRKmKaEjFA4b7i00GYmXFQsoYzaaplcTe4BRpzvJNosCPcmQYpX3hLPQNjD1OQu7axHVhs1OXPQkqSCCcpykYrM+/+3Ehfnt6K8yEkbbgd6zIYM21Ax0HBAWdJIkrg4dKO9McVMRAB3fthvNbQoTZUPjpp7I+y0uDmPVgTS07Zn3/UCa2TlgAycedoQUxxZFxzsacpFv1HRhBGnoc/NQKZQcUJtsBVd4UI1vUOrSuuor584UQ4lYCeuzqoj8+oY3N4LLI0ZMcbtSfHJ2kLJlFViUtCsmLpaapSF6o/AItLWAjyXAeT3Y2lKPPc15MSayH0fa06gYMrcavUZC2hNq9qX8xVOlMF9nVFTGt/SN20OymvfBm5Eh+mWieKaBydVM74E9hxSqr1YHWp26LmWr+KzNYGpa4LwHQkWCx+uzEdJ1MjBn/FnWmQKsS/ESPd2QxceNdKRenXvx+r+GT7OlTjX123MIaDGB8GruGQa0EtEf1MgRelHaCekSercVfXnEZhBFI61XpP2ABSAUy96qJOvpRGjU9XcrTt4iq/zpWOXFpTEsAJcn5BHL3HDeLNRF49papec86aiWQDCUpgZWsS5h/UIQysS3vY5XuFZqmbLLu6k8GqEua1jeKuMgRg+4Fga0aiaf3InnfSg5OtSe1EKzCpA9JkasB64sQOs6voLK6tT3UXIJKbQGf02f4nCPZdm/cgVeCgtPGEBgYJ5OJw2eiXvW0mxozLc8l/pxqWft3G3gpYom4BCChmncqeLOvVCl6m6iv+egyTlL6bZ4SFX537ogPGT6iiVyglrX7eThcQvX5YgBRALDWJQKnxpSdKBxonTU6lEAabo8p3hGsHDT0ndd/a4GqpCxW/oaY+4dJ3q8CADlRW46fvGtDhb9Kz5jTashlAjSYeA9yRTpr65H1PrZxD7w64BT52HJeyOXroSP6em8fUXjZuzHLMxpT69wagS5k0XunhNdbxDKhtzUodHKOZAy6GZwB6Ho260PJZbZFgOAyuZkQaIL+mcHFAF9Rlno7YBj8LuF1EsezTegSSTq7Wm1FPtpAiSZkFoJ/vp2b1Vzf/1jFe6in19KRavirNmWrQ2twNLtAwMGkgrDbYg9KdbZCqpju1mwAYb0rOZ2jjCHA6taG275E7l6QoDH6sWVriRg8OlkpwnHDGl5A6qD2cgYuLWT/eIgW5iq/a/XbhhXGrcY6TnjDZOWVNXE+7lYia+iyBEijtmg9qPgE01iEI6WGDYyLWfuPVXKCQzmFLXeB2tdG2/HvZbKmMRMTbYV/Z50IktZpeayzKV4plXHbQr3VKxsBkFnuQOBVeyL8Tpd9Mp5rT/ijbG1UlKlcNVgmqk54kTp8wCWvJlaON1DfQQutmW0U1cqht4nLSTN9ObiVYpnvfF6ym1WohWSSp0s47UVyuUs8ExTSZOfquGlQUdsCkKggwzfVECwBSJSlBCROXsLRuFC5gOM/F6KL0e6mz+LxnMYrK7rnj0DA7Atjy2OmydppYZ9eILg/c2QapgWSTzxQ+8C3QrUX1YCMpXFb+dsseS0XYAFCJ/VZ6FOM7LWokZqAE+nMQSOp3ScV3CIymcZrZik/93Rp4ebk5jgFSC1ZW/0bSKn76pn0vPVgtAQw7A6KOY7f0VjpSK5dhxAsIgFj+JgBqqKUe5kLikRVPahNUYmUL9uWeI1oNMfHJvtUiQaxlXZqzApNJNwZKkwFJvn6DwYnXm3YOZLGxN5/rF+mVZ7ipelH32RFJSyUOQDLDdGuxWcWt2lyWknKFBsB7puKbYWPYew0wmyoo7m3tSQSTzkXCqv0x6S4YBZi/ApapcutpFUChQ1LDRSvA1jGFCWEiXw0tDIS0KSvPCXNMWzYDEtOn0buank3FthwDTfyiO9Mg5Sbj5aH3H2r04fiWYRyf1MNyDNJFfCNN+IkcAZY/1wkW5rcNNbXmaQl+EycBRAsMNhGbwT3UcXOeaAZmB2pHAlRtzK58QANQOX4bNdzSKtBa4Ok4sxmrD4P3Gx0l09eFJ0AldAJAbd0K0UZG/ISMKxaz1BhmFaAMzLlYBmbB+2T5MKn1uvdh0pBlSv7e8h631oiGCo2HTC5K7AJ81D8056Rp3ZxXtfZTIxdh9j5B6/mAZjtIJ7lrXEli/pmlVGGrvxjmVrcoN/XtiAuSUWsc6biZryQppl8b3ZkGKQCLhhM81dr3/o5BakaSmhKD1gDVkpovZTPwrwEdM7XJL/Ht0jhxcksA0QFKBxIs1cj4MkI2bpjyd0OJrO5fMlVen4/G6eRcPjN0SOXWFGcIShzeSE982jmLtx3hqp3J608tERwR1JM448qdzJyQaXGgYOs+QV3z0HJBn/CQDNNn57oJCviKiUNF4lMe2osMTd03UuuNJakwlMibes0fxNguPbQ9Vbw5eNA6ENjNvHbAa7R9kczibD+3tTPpClVVSJNPu5GTnanrVAW7Kj3vdSr2fVIMNy6bik+rgYQIgB1EWcWnvi9LEOGzCvbTBNVibjFj8i1RPVuhrvYzU0aT6EYd7NND18OWXEubqBg+sKQd8kMBYezONkg5XbI1gDF3GhsVm3fUUK72s2QUsJkuHNfCm3Ik4GrK52muOWaRgFANWefaM+L9gFX0vyxBdZZz9e+hjb380wQ26EEIFWx8gy7FI9VfTlN7P5U7NVwCqZVw+0boL6fpnRnxfUGe34HflbRMtXVyJw4QJ+ZuBQtjSX0hvZy8XQbNBFNlwddvRvTHCPKh+mWQKio+87OFnwFSbOadhwDlakHkDbzOHNA7PgV92bpPySIOZNEIX6czVWGRfjSOSJJYpymnjm/vnzCGN9DL5wL6BmJU68upbhKepN4jVZmG2a4GmQGLAylngmLGPAl0tvEaxMIMKhygaIhvGrGjSIc+tCG8NpRZctKmPA8LkAKC3lRC7o5bo+2pdpYuSUD2zGCzoUib1qUGLvU1d/7S32Hm9Lch4AZcSyA0BKY2nNOAvdeF8KX0dZhfV+6RxNSGp3dVwrA49kqaaG3bdO7kklK3s76+8ONpDmUNI3WjWNnyrhBhuIGNeCmIaGkFXzLvc+Clxfut1pBG+FHztvLy2p3vlxIQ4MTVGiGdZjBqN/Lyu9SY1I5tK/EUiR7pe1ToC1OVcehUAWyLK4BUfGaQUZqcNgcjFH6TAaUAogXMoeWcQVP9FXCl9pJSE29fZZWoJBB4qLmzDVLN2E1GEzzmWn91LD3Z2A9DCGmezS8pLqsF0wA5CZ2TQbFp1h00hqH3I4MHAL2Kz963EpCsS05JemrDpQ8v6Wi/rwlRzs7ggWfdAkgl4KH3vB/qGKu+K3HGKwdZJpLaicLwOmZ8Li8cUyjlhEgaqQcBK4PEzJfVxozasLUH1LFm5dVU3rapuNgmxZjfNvGaSk+gftSRn3I+lU26F6Zs0Wd/7eRz2xfVbfpFSFGjSyVH/ZDaUzIGRzsbGJVdsQp19RqATpJyUBjMQ97gO0vZv7TDjL3t00JV/UHcPmOGlPP3XPUHiO5I3Reqv70KMAN7qZNxKkBVmA7r2WaMrTmmfQ9yd7ZBChg2tPCEG3C1HoelJI2BLHVAdN+NwEmd1uQ0OOstg4GIktMvCaLBRliL7JLFZ1BqgOrQxl5W67VAFQCEsVn5zvw6tPRLfq5Hp5ZrwYrC0MzDlvp425FUZZ10Raq6dWf9FBfplYLaJXql8tyREtw7qdDCuAGgkZC5ZnJEUmEyg0OkNGsxlZKqEW0BfVHf1fWsnH4QZj6n0EBDQIAFs/Sz0yLCtLwFqGT9V+NM1azc1pvy3qjW8GIEUl6prt3SFKoSS2mfMnlnFIBvejW1xTjP6IgZtnFY6mZiUvFJWO7NEheDmFpvLpxVSUNm6FTWtXZaV9XEjlMqWwrsQkW/gmWRMDTujElcZx+kVpxNb+dk6zODCqo/LRSOpKtjXE83j3PEMKfnA4k5QNlzA1ReIAMdAqv2PX/XAp+r6ywOH1NE60zjZ85nAYwGcQRIdVsEpy4NBqvSSpwdhwbxCXLG0oi1hdJ7LgSHxxAik+8DToGksqZsm5zgpK8DL/7jzduCoc0BO/dNowO5vdvaGWBISDKTxzeAyidOpB+DjUSLiZex+tO7/u8xIkCUbtmxgNp+mdsg2mEpju9HQ9ngOzmjonULAKqKr1r6abEFnCSf7+fX2sOs/Kwdy/cdMThN1Bk11ij9rXnKgn+je2iAVE9bkmNeNL1vwMnVf3NMclb3QfMGXvaPysSEosvbgoyoMDUigtgC1aobgFIrQR1ae3KJCUhHF4UqTxu1nn2nwI7SGUlPDFqgZ1B5mAjwe6pfAiN614VbGKn9WlNpoLarBgD5OoKWj1yFp/Y35JW5Woi5LFIX3LV2YNlMKlS+vhPtfQtQBgR8Rl95VxbHnatX8tv7Cjhx0GlxsVtIqK6Wfz5Pzkm8EIhIAEsYS4S6L87a6y353KACdlYfSU9CloAIf1j0ZZXfiNEYOWuVBfkngK+hHRmMIrXJ23gMfbNUiU2Lf98AirpBxr60dT3CaCYJtpzALq7S27uBRWkTTBMwK/Z1XJvZuvWVjcfu5InNbkPLbgGeJs7JyhIrBJvd2972NjznOc/BDTfcABHB61//+vReVfHyl78cT3jCE/DoRz8at9xyCz74wQ+mOB//+Mdx66234uqrr8a1116L7/qu78KnPvWpE1aBMx88tz8KT4AzS5xgMfqOAQtNem1ebXkoPPXnho5OVWJwGYS10tGSio/jDg0YBK7G85+p+BpAcxCaIp49g/0GOOafNM7Yq2lDtOjr/V2AWyzG1/D6rQggE8bhxIUsAYQ1YvdGOdy+lvQ6dbUGTLAiyv26PknHDEgvPQR+U2mMw6Zujm+jLdwyTvLf/ky9eNda6bU/ttLbpXjN+hKdv+f5g6QvxE/4r+Q4LH0dct5CBxZzPU2W9lrJrykbWy22Pzajd6tGWHgTH3FNSW7L1vpx7vonJFTGQYLjLY3UNdrxH20Bn5MCFHACkPr0pz+Nr/iKr8DP/dzPDd//5E/+JF71qlfhta99Le6880485jGPwTd8wzfgnnvu8Ti33norfu/3fg9vetOb8IY3vAFve9vb8IIXvODktdjiGGxAQATkjkmSFf+VLo0Uv83rBMVzx7OwARQ2J+c5mMItvUFcBpcOzEbf+7dkkZeON9ImTZKgkqqPGn6gEnQph6UgAqcOsEDhieOvxSWJTbgtWn/qA6lSFYGMIgEMrfjAyBtfUGh/TNqKjo2GDQDbPlQy+LQliBp4mHjpgugKE1sEsWved4AGBKDRd91hsrA9SA3wMQA2AMRgxWXlbjpWxXcljsHeypCl1DruGAz4exBDQExGC7RtG3TGIW270Njm9bnimFBdaQOcNI0m/w3zbas7Wt337Gc/G89+9rOH71QVP/MzP4Mf/uEfxnOf+1wAwC/+4i/iuuuuw+tf/3o873nPw/vf/3688Y1vxDvf+U487WlPAwC8+tWvxjd+4zfip37qp3DDDTdcQXUwHMtduxM4+bsZ2V/jGUBlwIofAx7R15MV3YiqlWOJmK5k0IKYq3KYqZSVv6zKq88AilHE1MapBhKdRR8bTihZ9GV/qPVaQCGgSg1CYaVUqY06MGpcqPsy0TOSY9ZSbETgt6uqkUp1AJqhru5zuKiANssEO6JG6ndxZpkCSZeka8VOJuOWnu2NycYSAlt3mvpFlnpwaT1Vop7UbXVyKBCFWVYw4DtxlLrfirh9AVn3ieIRsncJIIwkQnIwi77hZYcSKsPWSMPaYuRYcj0pnhkT0Kccf7t7sLrYqPPO2rGOLToEKchMTNZyQeMeaio+mXzOXhCFEaVJZsyYiAkRb5NgZLhSpW+doF0pYiw5af5Wf8ujwYpxhDtaklpzH/rQh3DXXXfhlltu8bBrrrkGz3jGM3DHHXcAAO644w5ce+21DlAAcMstt2CaJtx5553DdO+9915cvHgx/bY4Z7SBBCwmejDgeBsq9echgBqxw9r8vR9dL01JN2j4NwQq+j7iavdNG+YSFV3nPpaeNACKwscSU/s+wuIq9/rzGaorP2CxY7SJ6c+suouGVPrrV3t7fKR1K49LaUIZmrYQjtoOliK1R3Qpq/hatRWS1MNqtyQZ1W+zJBWm5kPpyH9zXLshod7KV8eTtGXp1rKzlBWAoU1rL7bOxnY8mTMGyMoaufXjLEmiNApc0uykyjk9J7N7H+vtmGdCtV7zo1vlNCQynB4JPFWQuuuuuwAA1113XQq/7rrr/N1dd92Fxz/+8en9hQsX8NjHPtbjtO6Vr3wlrrnmGv898YlPPK5gCURKl0n7fvAjTVJKY9iHKz2yOkgGL1v13tYfs1JKOotk3WdFbTkejktlALTLo1/H0pT3chgBijWYF1MHcRBSBHEc0uVPNRu9k0jvoKuMianxPKgC0ZzAiMEJ4ffv4zsGLSADVQZDBrYthbX6kYqPJBAHpxTWrPFIAFhHRJN/9l8xgJgT4Q1jiXyH1A7N2kpDwCcqV6j7NHftYgsENNtXRSqBMxBzDUuMBPfbSi6JQdEcP+AhStqCWNQvg631gXC7tEwDxeVaJrASBqwNDbY1Dletfaa81OZ6m+6Sf5TOAXcmrPt+8Ad/EC95yUv8+eLFiwWorKKDGZ0kKHNK5udAr+Kztp5RElYKY+Bqn5coylZWoq3DsayPAUtQfCt+GhCV/g4GGf1I3YdJ05l+DErtmpT7qxrQ/wKVFarS0xQDWmTgt+daIytruzfq2CZadVrboYLLXA9hjesRyn4VOw1ur4o4LdsurpuwFy3VM8JRiSU0blUN8+EaMT1zkbbNYoI8TJjB14LQDh2YFZ9t/ytDPFSX9tFoGDpBBWi9BK7GE6Bet1FOKr8ge1fXPcL8UL/I0IwLdqQKZMmN12yW1GpRa2tnITWs9WM9466C0r4qDU2Na2msMQWcr6IOX7Gjjiz3XD4DE5t/RUVcjMuLdryA+KyKC3WwzyhnoSvKjb47zJhFsMNU4jIDgWAgFCDmJP6ql3g8hvgIqMWK68BP77WN72kvNOAIrDa4UwWp66+/HgDw0Y9+FE94whM8/KMf/Si+8iu/0uN87GMfS99dvnwZH//4x/371l111VW46qqrji/QQILyMGI+Wr//bYGulba6PI4vojuiW8d+x0QmFWX07IBCz55OE5/LNvpu9BvVyxqY8mIzc8HIP1JjHFZtrLq1DwkzGDRCOkI1LWfCHicFlHBx+xojU855+0baFpjKWtgx58RxdQwMxYoNrU1nY0K9+f0gWan7eQAIbz5eaCLbw1P8IflMBFghcbF//JeBzuqQpQU40G+BaZNyGLJNmmXwYinX48G7ZugiWTrwSu1Kk7xZl76g0kUpS9dXMKnXpthliKVPjNmoYG3TxvxCU82lzbGheZGuTs7KHSJFi3z5VoA6wp2quu+mm27C9ddfjze/+c0edvHiRdx55524+eabAQA333wz7r77brz73e/2OG95y1swzzOe8YxnHJchEbohkVxqmCUgcr8EcGUGf7koLPGuzPgWLBY7Mkbj6s+lp1FbtMCCnD5X18MG3znhXQCckpaFt3+juHljLflJfbGs1lMyfBjX89DPJ/OoPcg5KCnzJIXYzUT8khrJpTCKp6EyBILDd1UgEcuWAUp5DyiCkCdUfJmIMYAIgUNeT+ITy/MaU4TlOLtG7bdjFaCbVcfaU38wrFKZTUJrAWulc9A2V0hDDFCdSpVUfN4XmvtybvuJBkvKh1SH6MrR14B6uomVf62Vn0uWHEZtBmhHFhIz18zFvFDfFLCZF0PAEQq3tKSPs+o/MP9ad7Qk9alPfQp/9Ed/5M8f+tCH8L73vQ+PfexjceONN+LFL34xfuzHfgxPetKTcNNNN+H222/HDTfcgG/5lm8BAHzpl34pnvWsZ+G7v/u78drXvhaXLl3Ci170Ijzvec87mWUfV5bavhoolfdGm2hkO71lyWrgT2rDBfYh9XkbR9DtZu+moCxWY1tnCn03HEwIUBqE+zvLnwZ2Bi2N9wCZn/fAlCcFCHgCKNJBpeynlkibb0eT60jHllAjVwhX4UIdmICkItrPRWLCNPlRQ64eBFAOvJmd8BYLQVMhlnwmsas17FLCvkQZzMTLbWA7SUh+pZk5vEpYEpf3lalQ+8zM5qlRAhDtGJ9a1go4Je0Am7Duiz09gnJGH2/QDdN0s+iL8GTFl8j7qK9Nkm3bytSYpOpDBqMAnhI265SAZZSTlcP7lQk47HSJ0q5buH0+eR3VunKGlM24alLqDNRr53da1H+TFGmr2ycFhW/qrlLsLErgpd7/nWwkZSyIDVKlGEYcq2bApx3TCQYnDGgK5VNSa4gggp4cckeD1Lve9S58/dd/vT/bWtFtt92GX/iFX8AP/MAP4NOf/jRe8IIX4O6778bXfu3X4o1vfCMe9ahH+Teve93r8KIXvQjPfOYzMU0Tvu3bvg2vetWrji1KEOUNde3abQlYlDS1hySuk7iF8g6TPAKgNsVvQKcDrC1uiUM68ltpw5K3B6zTAKj1cnLHVHJuRMilGsl/NeLEukao+coal4FyBZx2LaACVauyWZKg2tI68NQ8MkHROp61+QK1UlaO4LxNpclgyEYZxtEbk8Gcfhz+GpJxlvIq4ZecPuibeF6reXbR7u1zppi9pBWMQMcmsjq2pmha2lDzwRnhrPJbd8awaG07o99NqXr1noLClRPMo7dhOheaLbXLlqmxVLuOZ6Dv1HLYSiNGyejW8+gfRO7ixYvFyu8nfxTTox4F2LRvwQQg6anGmZElquSXQdiKHyhGFvSuk8YG4ZvdgY7t5lbL2cjAv3YnVP2bjj/a1e92iHuh6I4oUHgYTFS/cXUTgY77iSi1fq7SaYATOwNII5SV2E61vDtRTPUa9N0UKrILU1zOV/xFCngE+S9MJFVMc12fseN98knhTuytLQZF5ZO1Wc20r53GFmszSXosJTERTnzWgLKwDBMAE+Bkf3d1YC9JUrzvKYwkFBdk79LTI2TvksMFkrZ2VeZJG1+prRjAhqo2hZ88boYTpX0m7D1ONaLQdUkK1g6sYnPQzcBr4TTMkrP+4XLNAC7rDpd1B4Xg0rzDZZ2wx4R75kfg0rzDXs0/4bLu8NnLj8BeJ1yad/js5QvY64TL+wn37i9gVsHl/YRLl3eljvsJ877W8/KEeV8n/r7+FH7Sjh+qzXTLGpdrw/NxxOQyrWnBqWmU+bP34CPffzs+8YlP4Oqrr+76wNyZsO5bdN4g6kMqtYNxwuZHP3g8qbZjGv8hRsDyUUR869+WRz/k1jiTpXAdxRkMnGDNjpCiBt9y2/fl0yZO9qdNvAig8GSS/0DZIsdtDICPA4FZtxnnWS6603Rmn/XdTJN1dhCY6iGgxS8aUlJhfC2nCcY9S03GD661QXoU91Kc0EAri/E1b1PLgoeypi/nJElR43iUIL4sPZl1XuyZytZ9pga09ZMLMlL95TWY8XFHsX7kEqko/BJHEMBobIw1VZ4Bwp7XEHVyvwG9AfyodWPoclvMlc+S2iZx7bwxwgLNTbsghVh9J9hp5rVN6kWMdsNvaT/BpKWNFeJrgKhWgBON5UkiPd7M6xJWbuhKP6rqD0Qnk6cv/FDFJ8hqvBWQ2kQMcdZBCsgIsAZDw0k5cFtoRYs67TcrNCfpeI/JfqHoh6xpdClu+83GAXNljsVMznbjoF5xJyPztTQEVN072DwXCuOby4yY2kGyZtFnZWqJqjouOVh24/bImviYyuk0JCelP0FW1wSchFcmq7+SI1v6CfvB0kZea7J0DzEfUepoP2MiIhxJJcpKxPhJH678fbxbLkM8mQWn91pV12qKN5rjhwZzBulE/2v/xtZHY+7qSCTmz/usmVLqtTHQCvA68cQZ1uLK53LrzjZItRwBjGwIB6S3tjbQbU1hWsF/6zs3fmi+Y/rFg1qF/E0xV8fEFjBais+Etg2Xgb8pT7baiTRIiOjK3q9hW0OREoXidEe4CNF/m2TuH+XYVm4QfGjSDT53oKpECBoL9LbYbXuMJpVqzi3EhRc5yfZNzX6i+IypVqbc2Go1j+sRJ2oXtOMXQVhDKuKqRMgkbeV9NaWv7yLViDfSghFChVfCG1UmYl1qSuFl/5RvWGXg6saiDTQzy2+gwtswjCIAVndKUeslE3Sz2puqIczkVpoBZGMnsCFd15xkKmbktf5ixMHbjOLi8JAMiVKoTUJ69TEiMyaVbMpPfWJbBNwOwtYRpQJHfWHvAtk0Bh+Fr7D75X2LqEZ7Rkjb+tfCBu5Mg1Q6wDQBR53otaWDG0aEaW6jAjaKxCYhf+MRl8Kto8pYhl0BYVtjON5md6CjdSXOSMpaEtG7ePbjAbhUrqWy2gxHbdtERPPzWMU35rjNcm0p+zXtGafdfq02KBQo14BrtdMDRGLzZoRLUv0VlX6VjzRUfHupm4JlhurkEGXEWkXhV4Uv9DET1La+5UF9n3T+cthUiy6ZsovVLEDH1pFESPWHMF8H1I9GcuIK9TjtehNDb/gMeEwFVaWYXNJIQSWtN1n4kopv1ryxdxmwS6kmN2yxjd5lXO60loKNTVQ9LhuMlJTG+SSjCGtvlHZWFKCfDaDE1IG2mTeDVFj+iRu2lLIQOPnct/vEak0lD5WDzDTRj+6WbQv3eT5o2Y3rzWcapKxxpBVbFuKut/oR3zBAKUlTLYCN0jimHAvgcSgOMAYofm4lri2a0GPcanKyEuEQ97Ux72ETb0wvIDCIj/WzQmJTr5EVrXJRYVPL+zomy3tBWf8S52xNOkLdTOvqxhH+6vqQkc5zMhfk3RjvXq3H5+2xOXr6pTADvAQrfdmjqgmGldQe0ScRtz/qiMF8QcUXtUz5LrZKe0oIQJIeGo6XS2nsyDFcgvpkTPRevBIFZ+znQKnkRyg0Ug0phBnUEYN/hNOV1ludzxuzOfMg5WgNlMat7C4vBAIISad2oH/L4w9IxAQkWIGjIIj66J0/8wMLEEud0zP3HZh0fv58bRBIlCmp/gb5JTP1+9mVLNUZvsVI2rb4MKFDQV2M0NzE1JshIUmppoX2/WxXjk9BJCpnb2of98kcHI2WU63LWAyxW8ROYx+XV9AOWC/ugfpVUunjtgUKk+SCpDp3DpakTDLKxyKZRGVxDCJatVQLZuultUmbJSzzzwhwsk24QKhgw4iixNtryG9pnxQB2MjNDAAIUIBGPSaN9pu83At9Rbk5mNXxnkDH2q3+zJqyzFGpFyDCpSxMZe/dNM/AVNphUoXOgE71ZBMFZDYaUBkp63MznBAtVn9L3F6iH9qgafi1RcqHM0gBqICSuQB+dlAxHWwr6dSgVi1Yk/ao9iwOhghiY/kwELVxWmAYZdDW0euz/G7ouPw+cOLdQdXfA+QOLarb/HLJYynOCVxgVCZaburdTFyDIWCumz4Fe5+3in1ZkarEaIJUoBKRukaVK5XVfuPKjcjpWnzOglV4lpZv/rRnMFj15uBugj4AL0u7zYcPl7VnUH4jFyXwBgqI05CIWgDi98XUnFWzfRzltAdNyGXkI4u0rrEV44naPrVvjXxMi6rpEp7fqG/49XGQ2k6wqyo+reuBADBPgmmmdq5nXk3zHDf8zoUoCbTc8muTpw42toJOtLQFKqcpNHgb+jEEritwZx+k2K/BqCZm5kAyo2E0HloL+bPERfnCykJxgAC0tuyL6a/lfeB9kui2fnsKblP7XaErzXYf5ERWepyy8jtTM9nEh6n4YoOvq/5g0kBV/YhZAlq6ZvZudRJvwGX+/rDrul2CJAc4oQkLSLB7o4ZHGjm333zv+cBqAqN8TrMo35EbyR3m7Cw++zpKE7msnXbO4W0p0mG7bYHq5E5jgGtVCY2F8TrUah9W5pXHmvivUZly2wOufrW+0vYbCaakw5s2M+f4vHPo1JJ4FRvHl6vU0eWR/1Aa5M44SCnYIqU4OxnYJjohSCOxtAuFDjYtwAm9i6hZYrKwBoi876lvh9unD9Gihc5e/GwQn9V4PFiTcUSvzB47I6IEvmmmcQYbF0g96Rbg15xxBkM0PpkLQgSXdmSWWAeYpyDmWonmhKriA1j1h1kAKfHLMKhcOBkUqJMYGNzRuoLUtog2PLSiEqbKRLQkQATNc6xDMdi0puaNuk+AYi8X4JalswGA1b7i8JZNT7X0OcTrUGNJKvZGNZIUqfXmOtgTYGlqFZ6q1MZ2kkdlM2gdXLXukaqXXJqZBiDebqbPGYOVgT9qTG7zkp+r+ABcmGYv4IW6QfnCtMeFaapjsbaFAqoz5rnK8NMM3ZVxPEfDJoMurUSvCMpGEIKBahol++v4dtBLfu3j12+2uLMNUgARqQZBqLGScYVxCCKZCNo3LbA179KaFpoBTUCYLMyITmv7UX3esm8k6rvBMZA1g6YbTKCwA/kkboxDfLDXZ7J4OsZV3q36D3/vXdQX7GTOOUYbBmXi2g29/AMKSAkCUMp/pvoDbJE0OOvi38Gu/hA48XOwCF7BCbvl00zs0boOg0Wy/Ep5NGDRgopoPf0hW/SZGflYelrOJ5WZiHFqehqESeoBYjuAf92AUVXrtd+MrPhGIAePg0HJDGAEkLn0hUSf2BpjzOFi2VmmQRCR0VhOTIK1V2VwCkjVw3tRxuSuHnGjYuuAUq70mEq5ZhXstPj3s2CaFLMC06xlA3e9+TeYZyJsKEyVCoBZidEfFDy6amzZB2QQugL+8eyDlDlm6QXo4L8BjZageew1YjcCKgYsBptGqkiqPo5T0910ONWBwbLl26HA0XI/Wx1xYYe/YwQ/QV6bUt9UkFXXdk8W1EtH8bx2Kz4CtGzdV8tF6yElPM6zSNIDTEGknp8Q95PGGNU916AFoV6aCSALgOE4SZIiYOpOiEhrS8tSU1veLb1ECsIEMHaYbFbrIfwMQkph/l0Dgg6AS1CClL91frqmBahh8E6yPt6s+qsxUr+JrVNyf4Y5uqIw23a3VJig136tfQmBW5ZCoiQizX408qqNvVGRmZ7Qc/h1IXzlecGdbZDqRnuwwSo0mbnhDWBQB5JN+gZQeGChzQa5c5xh4P7UHNmTb8NXgLOr68AdNB2nNmglqJEhxmZhZADSCenzUQAUjRCeJrNJrrJlEXHJ2eQYIvH6h3aEpYipmaLE3kU2VhSFlMwKmebIydSAc3CsxQKrctb1ABxRKecmqsLuBTJ1Wlj62T6bQqSmSmAmaux2zQIdwMR6Uq2lA0g+CJbVTFV6wsiiT3spikAvWjyT+lba04WBFqUMEAEE7bl3rapOgV7dV9/bBl5X9wFp7cnSzGUYuxJr8vpHjyouGM3Q0odF9VekZQeVqtDr2oLS5/4p82LGTmy3HvwIJMzlcklBYZr2k2DSIk1enmcIJlyYFHOVqnSaS70LZ4W5jkO/Y8ymjd+KaW2lWxplQIe9QlfszjZIHXJMoBvLv8wxGJcx4KLt+xq4tNlylHf6vgEjzmdzPY59Z3lzXAaoboBthCitxJzja/PXwKpJU5vQDqSvYFB7mx4C/MaxdBJ+QUhNlehZn2owMa7ysTIUygXMdhsvIEpAhimtaYRaT3wN1C6GjosJC+CJc+fRvEzYrEx2tXvxz8P1ofZ+olKy5iDZdh2qyadX6x1WzwJVYnFmgN1YxceWef01GwZGBjYBRsmib6AKBD1vGXh29JXUdoNOUCnm5w4/Nr/FalTXG+ucWXOs5nWQkrJpGpj8ihOggNVOFJAZMwQXdMYewE6mcjCyznV7RFVAT9UcXStzFHhaaVslFHb/iA8+ejcsdOtfAKjR+tPDZk0K6GkhE5xR3BUiloDKuSMfcZ0xBefXJrSo4msAsct4yS29X/luJFS0ElQXZ8gdUeQWYVfKnl4ZlQ9xtr5f6JArBK1jXLAwSkyLuGTnTIuDqRG7ElgIYPmwVf3NKm7MsKT6szgz7LBSFy6rv6S3rOoL2cBlElfXEajUMW0qvDZ8h9kBJ0tjsfdJKL/2VAUu3joJIs6w6QerWa4RS0/2bPdzheGEpcHSE4MdPA1Ku9lu0DqvUzZzK2sxKlApa5Z2Ion3ce3bZuqv5JHbMG3QJSYhnTih0X/9pYhFAp8tvA6m4q85Opioj/lU0pbGDehs8es4fPR8pDvbIGXWfa2ZHrHpvjFXKgcBCWM/wcEBFCQIyENppVgRtcTnDzT6M4EDMSDDTDi9hfD1AhE4tYBklJC4n1H2aZlPjfs38m5n3WmTgBEiHWAUgZXRLDe8KODlN8nI4aoq53kgTlLrJYwUeqb9915uAaY5VH/TVPfJgNR6AOYgWZBCMLCg+tOqwinqwbJ5tFyiZ0ASa1QB7SCQYFDpN9wa9x1rSzlOr+KzzaN5Uy7ABNNbtLbnUnvH7GFybRudfV0vWgsFdPqrLVTLNRx2FNWMCXstLbVnkCIgmz3tCIOiA7Q151KRRrkLXlWrTbXeKm3Mqj9Tz/L6ZQvF8PRR14BKP0AFIlNRzdW4M6oxyCS4oHuIlF58hO5L20x77KeJbobep1uiy69Cqdo4hK/p2dVDap1R1YNNdw8aack/+GBEh1bc2QapoWvhhp6NCBvBGQEcf2H01seWDShZZYtG/TjEUCaOVq4DtesS2xBHFwdQ/kT5b5tHA1C93wYzNXACrACf1ikDHqWrFahy6cau5+OX4rRVkKaYoQqB7YFSENcfe6QmxOSun3bNu6919wVxNYIDmOrP+r2AzlSlt8pQaUk4ONy2RgESvD4lLRhJc/ArSUx+ph69tzugWEVo3PZ0oC9Se0t4xqyeNENFanu0Kr4sQSmKebmZmI8lqYhvaSq9R0pv7EqfaWUTeJ0w5u8sgKj1Zaw8haBoatoyR0RyX0ap7RDbopqDALPO2EEgUmTsqW4cnrRe1aFxVUdhaia39Ju03hytxbpvmqrkpQZQZZzoBDc7V1P32dqUTYbR4nfu0IF/2zg55B6CIIXMGY/m9qH3HA8IIkIcthPmQ65Sn9FnLJkkVdKWpLdk3cYZDKajh9EIoA4kkvDcKZLQ1oCFBJaA8QRFzh4EjpKTWj4/JqYStsLc1o/d2KY5fw8Wp1X9aZixC8iUvGRga1NTrd9sRhJGqO2dpbfQ2EnFgzBkCMDikyPQWOvFRYOd2TmlGfmsT5jurUvcIUNEatbODB505FHzd1a4Co+NKPx6eAIjAI0kVf0dYI1YyFz+kQsLTCTVX9SRLDjN8q8WoE3SvonWiS0P6bmugcVNyKiGNdW6j2raWmGGSlZhB8+izkFj0GxCu+qPObA11dMardkSvuLONkhZhbkBaUKjer23B0DgC+UMRDlKCAddATaQeKbBgmpdk9NNKa3QbM91a0eP4lHYooS1lrFJGkazuV24Eo1U1ZlWIyQWX5NqLf2gA/XcNre0KM8d27az5l5vKhiz0/dMVdWfV2mafKOuqQExTdDZCIQAUq6G1jlO195JHKtTyl73tNSctO6HmUj12dcO4Gsz7Cw9Bx4Bdti7dGSXEZbwiHsB+2Ytqz21vM9evVlJpQZUgwb4KfJzBapQXqGx0LObdOOkcmhW8e1151dx7DGQpLRX5Vl5+puLowxWk5FxAx9RFOcxAmbpNwkAkqT2qMc+KbymWqUeSL0sUec+H29NQVyEWNOoKsALEMx1pF6QouK7IILLUuz0dtOMC1r26e11xk7LmJxVy/UxqrUti191SpZ+1pkKuJGQ0aw02QVBQJYI1gmZytadbZACek5+jbNvJRUCCAON1jCCbCZOzM0PSF+HpRxxMwituQNppCY6SX6ONUHt7VI6olpgwIoVnvqsIZGU76k8zjFoyu4kbnRV+pjpsCNgYvc8c5niaQUXmtZTtACdn8tn2Fvf2yK/bfi1qnI8Oy9t0mLBVVSIArtYTwetYITQOW0DFforQBMedzuZStDWoeI4pFIzXp8ati+C8PPP2q/KErSGGdJQxA81nlnrjY40SpZ+2vgZjJTTxBC8WlD1Od7WTqKPpyoZG2ih9iur/iagGsKQ9FbLVZgYWusc9KXlKcp9G/unJgnjCaX+VgkLTSCkZRsXJj1NYkxQnKJi/eNNkAhe/du2zSmp8w65sw9S5hYAqAWtbni0UlgwVRnI5IREktIsAMgoSGAVQfeds3J0eS0pkfw1tQuJIG17tWFtGpYvqdTMpNfmAFv6sWk4Mwxc/GG5vXiDiXXAmfrOFr5jPbKCLPVlDfYSx9oaQv0Ds66SuB9J1QmmmR1XzLOzCqqarwJhNE7TLsKjKBlR9Co+XnNSV+eFii9O2RaKH+DWcv55jWkmpjrgN0PAuCsCSALoQWFkROFSV6xVLav7spTkaWqkbYySlc0ZhvqFQxcNxBnRX0rhYdjCm7Tjcky7wRfpfbTfmnOQIYbHN+qalFfVdu0+NjO8sTiWoLeAqI8lYzDTqDJ1oKsCya3NrVOkZWcbpBpCmwJ8JBWCkY74qD0dwJOha2nwnIhvIC7ZxrshU7JoNZF6kO9pulUV3yBjhwybINL467uISI1rFZqDEhsn7VSp5qI+AaMfhSSV1I4NqHbShQ4eKa91l9dOUoIjk+lKVMmWz+scBK9X/ZmKD0LcsHHADBAVzuaamG0lVSpr4YbzWsRYxdf4Kxm9YJKUhF8ojYCFDDtB9AthU9R1F50cqCbRKkGO214B7N1AYiKwiZPN98qnmU8OWrNO8a1LUuJhpX8YAKncTIh9wguCjhuMGQDwsw1n27QbPWPbrQM6a48Z41PnwCxC8dZdgE5JY/IxMgMyYe/S74y9TPWUetCYmjFJ2TM113Cte8ZnWh+TYt/uNCoMd/q52ZLbhYJf2fvqzjZIAZmlXmWvQYR0xU9xW07+StCDCb33M3HQaMLvC6AaN0uT2QCZmTaPmopDGdQSshhoGXNAeu76x8NNYunaH8ZFUvEWdKPj9aseZPooQpZPVmQJKzzCTMvH2sfrAVRjCQuvKiKleJZODfOr6U0SQzXPhq3jIdIzZqeifZDcSvSMy0ZVDYFUf2DDijlue8VcNova+hSyCTrDYsNfQECHliLOtQv4avgY7ieCQJNqalUpr5CiyhrXgprQQZNVhaHuy+lxL3phopYOKjVcSP9SK2N9wO0Rfob2KBMbJ2yj89GGprYlG55OkgpJmo9OQqxteckkwh2kYoCrc5KZefZSjwnBfeLOOEj1Q75rwNEMoTAjLGHm63M/+oeSPVGxJL8a4ABxVMThXYkbJdBVYBDJiO6o/ZD9ZkCRgalyYK4SFGTUjWcjFEId5OozRWeq60XU9UkyJEC1fAcxiv5dzsAwVwJMLbZLjCViOT1CSA1W2nf2toKbdZvFmnEy7X6f2Gy5XHYjRol8+9pTbNY1E/MCTuXHKsB0Rp+E+og3x0YOZdDM1P9BXGN/XAwehr1aV6tnbTtW5bXqO//brlnRu/58PzjQrfRstGTDFBkzYcdT2SGzUGFFQRhqSGxVKOHijMss1kYBiuyOn/tNrSp4UW181AgFRMvQJHfGh2YlL4kAgc5rQLWF1mys6dkGKUaTtsEaouoKPTFuwPgTorvGLQOFsKSXRLg3lQtdHzhnrk1UI9h1ImfavBkajyjb4Yp0zckEPun8LH5IIADigO+2LnWVWWeFTMabWcOIH9Oyzmtqni+5cjnmkTOepTczkjBwEBscrjoO68OiRoFzoi4Z1YfOQGayEgtEZ/hp6WoqlgnzFOPUTKknpzK5YgEmvJ4UIGTqOzvv7UK1AJygeKRcdnXfjr6ffH0q9kYppK4/ZQC5rBPc5N7GMFDWSag9rPpuYl8Bpb2YcKTKUxTw2vvmWZKwaN3KvrPyQcPgIlpr2TmMUh0EwVgFCE91EzYqMBgtL2pAqUcWTQpvM4EAOrty0G58ZscM3xYX5RUaAyx9xVFOxhA7EyHN2PRECbyUKmcZMlAddDqOt5G0nW2QMjfi9t0TLeEWLMw81O8rzUlpGD3ieEexOU0ntJaDli84HE3/H0tllzI/afS2XQ8wUBYvn+0nUQ+vu0RFPWENqcTyace3EciuXazxctHjYUN7jAxCVlxASHSmEprb6SbWx6bCM12/1jyT2kiDkTIpxeQYgNboRsUf/PU1Jcnn8rHqTxAWfq30FQQw2sbW33Lelcuq88vYPx8F3aDJSsr8Bf+IJVHxfswnWUTbBXDWPDxzZm3WXWbGABaTYlxTfwjCiMLpBpevfuMGCDbEghVbLMMRTpBbMtYRYhKNWyAAy0/lwWCKsvdYWngF7kyDVEvwO4rfIQ9/CHTXzafXmsLaXpb8ct21YLgQpQ0/lHyXDn8wqvdCiov5DMC8C+ewBsx9X1SKZ1wZSA1k/tyZ1jvqfQrq3pYDWKgHEan72pXhJ2Au1DFLKrFyIqYeX6uqzFVJCEIbQEVhCjdJN+dgggxE+VbdUPFdkH2sRcmcLPwMvMLsnCRXU2dWAl1P0YEdiFrKqb4Zd62tvE7agIw278GnTzBAGdAtk16HTwK3eNe7IPA9d+ragsZKjym6ryOqWfdJ3Zwtvnndb2vmb7uCt6rOKjVq2278Hh5WBhz/FtrH00CydIQ/X4kjZAP1kj1vnJZnGqQgxry0VBSIgVb9xKH6hr16XYIRVB439hgEVlPSi7RvwOkOoYK5E8u3GRTSxOuyah86LM4fHjvmVpmlSoyZCJvRQ07DpJ5+0odZd53gzbsy14LnBHGhq5XRtuaH63mlrl8HK+U2RZ6FFC2ouuqpVLHUr8Q14mRrGupEzU6vSERFIj8HJ1tbgv0t60wXpIITzLqvhD8CewcyPnHC/H1jV9WbVEWSimuAZ1QirMzVN21lpSWT8hmNmbmGn8/u423FccL5AiAm8GvO8RsMEOEJnxir+sALT2Zgw6bpCDgrfW3lLvFMBRcnPBq33JfFjUPU0uJ1OgKwAaDnsPhFVgHupg51ujWaOCcFK+qSDpCqZesW16pDz6RLspAMXyz77Vl6/yIQrVK1vuG1zbvJS/ndUrg0324o02iQ3vduoYCLE2HE5VEazPkmznDl92BwDVC6eg9wwsCEkolIImA1cJEQD5yToMrExdDJa1btdR3tkUnxa4dgDreNzlHqrgaLrh2bo/FqgLxMdLflk+O3akXp8u3TIHBRfl7Oh8GjbZ14N06D803zwMrQpJ3y1OX6GJM3Auo0z67IrbTkRnAyd8YlKUNj47RBaxXGuZM0JQLMhUuFADJHR7A05hIMGm6V2nbB8CykruadTeMsnYXfgxqBYyhyy5H9fJoIlcpOBTFmE9RmOvrG3kXlQtVXItgkFmhY0Zm/urUpdEx1PR0hwsrSiSzltwIZGnVyQiEMVLaxs96PSNzy5KqkIHCjGkktm4OQgxHzyGytN5P6j/zNb0drU5P0dfSSaBwPVK7kU98TxSSzxMknNIxast2oO/6NwboHhCDerQUggAR40Z6lTkp93x03o6CJX7UA9Rsl6ar0d9TJtln42qOPA5s/uY+zRJTLz+cW8l1ZdtL5zO2o+V38KF1FhBEQBpAZIWxAcuMky/MJRwMUcOZByn5BKN2CTzU2kSqqeY2iXrBSok8a+3UsPSViqAjVYENo1eMvF82dRhnVBzqNT4q2lJA0Ebq4irGOt8njSpxXXwNn0PiB0mbKFg/apqI53NR+zftYws1+WH6nUJfy0AJUfe46Md4vgxfhcH0ux+GoA5Edm2THDs218SYjTE7sqrovlTvzziwZpcsNSTrytSiy6LN1qKLWC+C6ALseJI5FynWrsENGLlyuSQC7SbgYcpYDUZdIUwKUDlhizSsDj+VIrdKo/jo1mObvOpWfA5EN6machsknDFzUwLn2GUgdm/01PzOsEPHzH402dMCbgMTUlfWMQg0V6F7DKtJUpv6ef8hgNTs4SQ9UteHCT23lhO+wWwWoNa6lcQ8Jdd/I9Q1kHu0bhxus+caXg4dpYbGhOxVf8mvE4XxbP/10KU4q68CdEkBdiXPjFAKl5BrMar+OeA2ir/02OV2QoA64Y9vUiSN3ZhBQS9SbJxGCfjbb2kk7ZF2CkXaoRE4eJ1WH3gnHHan64vulZjj0vo1daoMEGq4G077+Fn8tvfGERtPGFK70zlusTXNciLGysy/j8tBs5wOrHzlNaisGawNkWsfLYyvqe3BqVFBa5p5PSFBagDrCnWlJyjjGFEIr+TZhVY2tQ+kA8ofhBBD7XxAdU/0OVCQttHFa1/ZtPllC7X8SRbCqRuw0mW18jkOF2GpF05V/8N3SIOdtFOM2lDxQfTLwx6mBUFsd1peh+gMOqg2sDE2K/lIoXPK71F6SCX+a+sRwbHVWH78sUkK1J566Wf51BR87By31jcEh2Wi16CMjChSjiJ0fh8RXdoSEl0muZUQlFbhFZlH1BSkt/SUL3cRSE8CqPub6Y89UjpNUeitrL8c7kugPqv7y++g3Lh/1t0M+kr8E5I4OtV7x24WOc70/a69xVNSsZY/aZZ0w17/7OaStvdbjpHTCfhb369yqAMXDoCiHtLfrwf4wbLqVZtUUx+ZvyywtubMNUh2TpQ42SqyRzIBONaLZ+pq/Uh81Vs4m3gCo2J9BS3pwGRAYbeKMeLw1HnQU2pKQkbviCVzbWclv3kRM2/Yi0HJMb8IzwAvBUsoBWfWXYxwCrAAV4o2ZAHFcaf1EZohh3jrBkjNuVoxQVUZFTa0X6r4A6G3OgCGpA4WAycCqWu0lE3VksGJ14rACnqdU0/OwYpz9e+uvcS36UyXCGo7VWb7p1wg8SwqkFjwN5xIsAVFweSSKiBHvGkdAa1LGf4XK1tR5puovG3wLQz0Nym51M/WdgdHewSgufAz/rgDXTHEIrOYKTrMK5pnWsBysYAOzApUEE81LIgsMdJr7HE4AxfOJ6cghd7bVfe3CLhGeLpzRfOSn77VB/sP+AyrBYRkbSSX5NX480bsBkP0tiKyWY6s7nfm/nDBLVBQ+Jm3jCR2VXhn5kmPy1/ailaCWJtR90yQjlgVLDbHB6WAYBPfqreXrWMulGr1fKG333ejLHvoidmgCeF0pl96ZnTYd7d+dRMoaq/5isnVpKrdsxIn8QzUX8QFopJV/FO5MTP65AYWFcTz3o1tz8rx5FmiUheeit+UVc7kpxaMn0JmWpAxkpAtE3TgHxKI8c6eFu0n3CxixNEnJwoyZQrxbcp2F4AY3YkDWU6epP5BKlPxHjQWu18YPiZ4c77js7XPyi/eP1T/BmARhk0FZWNLi99IwJ4nEdPUhEsXgxfkwg2R5dLGOdSZhHftVURYI2s28vcGFPycp6nRkk5CQQCkjEdfYD9QS4yDW43uj7KzAEscuP2zz4b9r5ewD45vEAtUNuXY2n5/VWIgGZqkGJyqNEUUAk+0vMx65uXCF6iOuzjN1n0lJl3WHS+av0tNep+KfdzV8h8tzkUb3s0lSwDwL9vsiLc1zUfOVZZCQqFjdF4i7NCqIQW/nNbWheWxO5qWaZXemQaoMmhwWd6IYaTFFUQmUmQZsdyqDUTtJAFXeBCUU7qwhcbWjbgbwuUCM9VDnenyt8QOFZC3NJpEFGjumqE01T90tNH864VaQgAr10demeIKsuAAoBiPqUyrE+CyzALKlNT6edD4RDxdtscSZCz/GscrPCOwAoISBKsfzOlyhi7WnuraU6kXvPLyVJgzM6g28sE25uX1s7crDKe212lgao3D/yvhVKZdR2sGycfAqnT7hLaheB251C5+1vcIDvg4FCF1f0qj75qKcvUzqvssWXkHsMoHXfi7p7HlNap7yOlQFqfI3JKsETktj0OYn0cdxPJqnR5qhn3l1X1aNWTiyvzN9rFOB3/FMxSC9RLBX8kr+PO1OYiW4HN/Sbco38tNPF8K7PA+AVutag6DNbnG8Ntxvyxjwp/x8AjQ9CFB9aQauB6gug5ZZaMK2ut4Ee61MA6lvMe54SORUmOu39xzW+FNfZTmt7S8GtARAFSTyMUAZoJJ5eWNMwerCtuyH3LjuWdLjRPsN2pKeh/VDPm0jSZka4Q7Ytp6k4U/So/8oPyJFWf1XASqVfwWg2iF1Uu71CHpxtiUpyVxt3m0Q6K4QyFS5H4tj+xpUYhY4146QWqwjG9feYrnVxf6hbV+yhLVEXHyyD05ub6Km8bfoNgAmM6jDtbVjmsUmRrMx2DhYoPazZSSj/lKvG1+C0FVB6K8Q2eFwJktej2UA87juoXEoDCea00vjdZsLYrXUyfeNYwLv17RrHN8zE6GcMTn3z0f5lBPMbX/P5PH2aBb4EYv89l17ZTw8HO4PM2vJgOb++t5VeU37KcY9Ivadljmm7TAXiMzle4FrOXhj76zFzESMUdV66j1ZCTN4mRWfQnBJdy5JfW7eucT0ufkCZhVcmidcqiq+S7NJVSZJmbFE8Zv0NJvU5JIU/K/TPAaqfkA0EhHNzRXH827r6D3TINXxOXQKcZyzhXqYZyFcdr13UH8bNBIN7+IG5wNPLxFr2HoX8ruDNCRUgqvAwl8wYA3zilOZPQ47jt+6QyNmCFALA/IkQOUJq3dLNgkcpKf8SfvtwcyimIKsqnOmIKhR4Su2sY0Zs4McCoWxZeoWmWhU+pMysSdxI6mklSgMwHhzKav1XEJQisPrTQjpga/eSICV1qTiPD4+ZTDdd5WAR5wfHav4Ftq0jic+vZ6O/ywbei19Zxql29hr5/vF+Mwco0tCEFfZzQgV376uRZmK79Ic61MGTKbWY7+qlDBX92Vg8vWnmcpj6/Wrg4wYxPq4NveW1nMPuTMOUq1TJ/rLpyLUNaraYAIDNiWiCPT3pyD8NSsLd6Bq4y2BQYpTeWKRw/23lH7yB8i2DNBWMFzL34vYEuwl1ugQy3SSsviCNbw+2/iDUQPnsGSafgUAlczXCbRb4DNa5ZtoOf/696TddZwzAtsPXJaiGJTsu/y3TZMATcfAxqosVm3xPp0WHKF8Q68EMHTlZfBaqf4hYoxQ8nMX+Y3LvrYUa0+RrKT8Vfxatche+7ZIJ0kQWJtfNYM9qwD7o5Ak1ueMIee/o7Zo/7ZNYu+GE2+JANJ8ejgYTphrj68pbUWqPUhY+9X9C2KEvBINUeN4gE6qYpVSUOnUKbztdNUtdCofIzSUzNr4XP/FjEYhV0Dyhub6CGor8PbkbFKYUFpr9G1Q9rQZeqT684hrdQhJxqQnEXVQSZZ5jVXgMbJLksbqc8lXCZRKHkaW8sGuQe7ua5RS2PbBsRpRwZIKr/vYsUUSp3STBOUbUBGbT9v9PTOpBdu/e2TCqzWduVry5XPqejjn3tqi4lvFMGZY7TtjMqWSBgMfn8GT96O1ofd1SZRyENhtwtE2pb6X5gt1A2+o9S6bH426b0/WffsJ+30Fs/1UVXzZok9nCQmKJSlFGIgNiE2+gocAyRrDvjuFsXv2QWrQCMb3uGpPCKzUCFE7IQ3agH6iNjxUK8GkgRuddeKTHqper9sgvARY1S9N+JgDokBtE11xS4YABDxDw5AWnK7AdZxs91JWuTMDCvuAgUkSIGVy1h5DdNBRPu2aFoOg71ES+oF+FHZfOlNYH5akGKAs3Dh0koIq4bcNu3MDXCPV32jtKV9imCWMkvbk6j4r17rr2YwtatM0BQ2cPJzKWOeeIqahndFn182Xm5hNKZgny0zpMEjFKRNsgp437dra034Odd88i1v3zRWQlIBJDZjs2mQruDYnhQwayC2mKSSYeqwP2gN781p39kFqydW5xtbMvE5lo62fkuaopTlSCwDtO8pL9Qizii6dA2rAQb5VUDxAzan8jmpHlNE+b9PmUXdoBK5ZYi5m3IDrIK6zGa7rXUkz1T0DVAtO4d/mWKWXnzulVb+Z1hGKy7bQR8YPVcLZ05XldSNXrdVyaf1InTPOaeUTHyK9uT634DMCl2zM0L5rw9CnoaB4mWE/tBfKAeqI4T5yWkEmtqloqOp8Tby8j0OCK7NBw0IGA4r3dcXBsVMCqlD7ZdVfe6Bsf+RRBfEKQktm5n7g9gGQsjrkg6SJSdQ+zJrNzPe3dsVDFqQSrSagEhtAAGSqJzmrvbGpbaRkQOUS4AGuChy6pY4YgBdnRX5OIX21QqhXkBf2+lCcLt0lMJlIgmpAqpRFm3BNcSJNCh8WINIwHgN1wDPo8USwc/E6PKUuM2llYtVfzSeRvY0gFVXVmkYtvNQz9Wq601RJr9Q8pSXpoL/LzoDGpQwtlxGqSmGSq5pNRbHHhKkO+H1dxi/tJb4XZV85/i4PMNAZQE1xdI9OuGz7eUyth1j8n+k5LPyyRd8+qf4m36BrZ9UpigowJKlmz9RBSWrQfsm/wBCys827Pv7q9Spql1bG1ZXlwCn1YZ/atVsgCylSFclw4nNzWPdd2hcV3+V5wuf21dKv+pVUfLOp+PZ1k/M8QesGXjXpSSVUfIpydREDlBrTl4qZ5ruIALMWY0VrUJNu1XrG0ohjoo7pqYcsSBUXlM1pcpVSfJmz2YjHFLCEOnsZcdIjdwIQGaGnLk4x1YlDDl+ogkUb2KPLKN9R3pSeHoozcgsgtbT3ywFqS16bFlC9EXqgGrjFVyzh5KYk9ZrS++NZ75wurXMZINV3U02/Vw0Ghq/JB5p+ksaxVjIZUogWou7cvsCuoLe4PogaYm9rTlYaN0GHJAmKT0ng9al2rcnA1FV8MI6fwBZBsLvjfkjicNn0oCS1wemW3pbaInDr3JlM02GAX5vT1JFRUk4nP8faG/La3Tz5Wpyr/mbawDuTFZ9LViCJCo2KD9l6T5ElKHumdskllZj3tc5IEhXSULK2ci2PEeKNTMUZBymJBll4zYARAwvRatzWQHcIbHERt7P6A6iDmvL0zFKWCJbWnla+8Qf7c4QJ+6Y4a64BIwd9ad4b67j2fiHN+9q1wFFnJK1J5XcnWVcUZK45pCpS8XGeQrfh8rsk1Y1zcmDSMgxnyabf9hxL9gE0Ug2oZxVApigf5ZABsDynfUoERgEwdqxto9Jr4s6DMJNmYhNvryqcue4e7j0WBfdpehh6SMm7Gsvyawmyr0dpNTWvxMQZEMiwHFEHMgRRPgpJ0qGyvCY1swqw2QNlwKQzCOBLmVrrPiHAWlX3ES0q5viZFhV/Q8zSt7KRIc3u6BMn3va2t+E5z3kObrjhBogIXv/61/u7S5cu4aUvfSme8pSn4DGPeQxuuOEGfMd3fAf+7M/+LKXx8Y9/HLfeeiuuvvpqXHvttfiu7/oufOpTnzq68H7OlLZcZXGFICA1TDYHNr86YRXyM5FwNBOOzxlZHO0J9OpPi362/rr3B9PJ349+28ox+E2ATho/S3OydPu0l/M0Fo3rRL3VgtUx4GBMw9r474BH3W/jZJKsfvPz7ySuvNjym6aZvpkxTRau2NE7S3snc0o/ztpDSHYL7WHELU4QD5Xa3p9j06yp4S7rri6+73C5HrNzSXf1TLj4RTyKA/umvsfO0zUJwNNurftM9Zcu7+O1FF7fWl93GR6zpEhpJulr9ccbk8c/lvxMBWllsT1JdqbepXmXfp+bd7h3f6H73bO/gM/uH9H97tk/AvdcLn/TN5d3uPfyBXzu8g6f2+9wab/Dpcs7XN5PxbJvv8PeVH77qYDXXoC9VCMJCUlqrgA1A9iT36b2XH/0nKStWfwb9jsImgUh02mW7jbi1dEg9elPfxpf8RVfgZ/7uZ/r3n3mM5/Be97zHtx+++14z3veg1//9V/HBz7wAXzzN39zinfrrbfi937v9/CmN70Jb3jDG/C2t70NL3jBC44tCmxfBCBjlKoueECl5/SSwCj7O+Jpf9feA0HAWzcEt/Avre8sAleb7uBntkTORG39JWBeyL/JZ9weAyBq22TkP8ZtXY+gaEkN52MjpIkwTUeScA7+UnxbixqsNdV8c5wAzZBjFqrsFcpSEksuhagScSBCG7+pl24wjuvqPKVwV++tb+Zd2gvUGlHA4rAk5d+x5ESyiVJ7JAJo36z/PJkVwunSnafPakdbI6vSFIPXgd9l9+/8sFj7meWegWD7167d8H1S1bxck/WegK/fsHWokJqkU/ctNZLz4AxWxCTGu0OTejsnerS679nPfjae/exnD99dc801eNOb3pTCfvZnfxZPf/rT8Sd/8ie48cYb8f73vx9vfOMb8c53vhNPe9rTAACvfvWr8Y3f+I34qZ/6Kdxwww2by6IA4qgjSXUOU/NDKdh3ijCCIL8GMePFUpcKlPK191GIvh86VSG6OIvGEsc6FilXxYwVtzS+yO9m9/zu2L9DNyjziJEAsEWN0BpMlL8hUXnCDhbqw0O25kFltzIa2Z0EDkRTaywhiTw7eOX0tPpsLApZ9lUjgnoEj609GQihGk4IynXudkjqXJVnE8TzbIHRCDGXwgHM16FCxdeq/kx6ctWecpo9wM4GBAlgghNHI0EZQOUWBM3TbXOIgWcxDvXzXm1+Fvpjtdlit2btGcYf+bT3/RwAbqdJzDrh8r5KorP4MUd7N5DIAGUGEgoJCYpVfAVZE+iwcqPf5Ktp/jGDkL5JZpfccPUr7/+DzQTgfliT+sQnPgERwbXXXgsAuOOOO3Dttdc6QAHALbfcgmmacOedd+Jbv/VbN6ft3AJR/CBepDNdchJ0J+EPEBaBQ8uEdgpjEJ6KtRCf4wx6XzCug4GnUcAT4s/QLc1nZgAQg7UFrPAvANeSMcUhMGyDR3kN4rdSCQAHB7PoM8Bwf62fWePZN2uOQa3PP/KdEPlw/uEPMHXwklD9lZqEWsqMHwKYipXdpLt8TYcqBDso4BcV7jFjwoTZYQUQZ+5CrjFA4nFW6NsUhLSq/MyAwoDJpQS2+PNLQUCABV/4D4kOWT1EwMTAheQPYLNw+PBY78MAOSC0NH0cPgXIPKIE7KOxQulxGrwOZdKor0nVuvu+Jy0qvdgDNbn0tN9PJY+9+KZd7CXO4zO1nPkNlFyqqhVXWuNuq0HbYVRQzkNFxa5ZnF5JFRziKqT62WTvEBa4G9x9ClL33HMPXvrSl+L5z38+rr76agDAXXfdhcc//vG5EBcu4LGPfSzuuuuuYTr33nsv7r33Xn++ePGi+8teJK1rckInS2wtJUVu2IN2qTNeL3xTudPOtfg2Gv38LYPbqB413CwPh4ziUW0wKG+XXEOA1wBmCYiW8ji2nEtgeII0OgMHsJRFAANgjRtY2nQbEhIDJsVPeYwoQ+TtyjDqWyfwUgm6mDRiRKMCjMAlH4i6RZqVzmSZqXwEgXjZTY3Xuu7gV0/FVHgBcHx1hpc5oJj+skQzAoqs4uMWSq4BGXGisNSH0crO6Q/S5ZMteNrXLBvPwnfk503LDFh2/5MCsX5Hm3RnretNivLX13+kqPesgPTLKj2JZWJHT9rEOx6K1J4kCXHTWpq1nkjpVfp8OPnk7jOQunTpEr79278dqorXvOY1V5TWK1/5SvzIj/xI/4JE/1JxBpZeBbjFOcAr0G3+hfQ4xGDg8Qbl3FSO5ttN3MZYuXAyNaGd2jxMcPnZKeeBuO3fYV6ZTT0tnC0GNBl08okPrRouJK5O7bZQKI7D+dqINMMMINag7LvYp9WvT60T1gwGhYEN/2WZINgVDrd+Y0zdpGbfJ+naeKvjpMGS1VAn4ABJUrC9UdVPe6LyeX1B/Puwra5nHtdjm8cI5PKISld8NJJPG6d3krQyXRkobTedV1L3aRh8sPSkdV3LwOiyHXOkgnkvbtGn+6n0zSzFSAIokkz1Z6MI8VMmkgRFHSELneJBMyBTlYpUyyG1CX0kuCfUv3xgoSAkrQPuPgEpA6gPf/jDeMtb3uJSFABcf/31+NjHPpbiX758GR//+Mdx/fXXD9P7wR/8QbzkJS/x54sXL+KJT3yi619tU2625Rb4MR04AbFrkuqSTWB0GEi6tIEegNpkWtDzMsi4bPwp1X01j5E7RlJZBZxBGpvi058jOi7Fl5htWRoiUKoAMlU1nFn4jdSAsV6zVaoK0AmZoQdJy2eq7OckcwZL0WETBMEriTmBE2DScmbcBA1uWbRumC3KtlnFVYE7VvfZX426p3ydSJNKDnHWXFH92UbcOH8vVHitVNUD2ZrzdlP4CQ+HXEk7VE2r8SqB9bblcjGIedxxOgbmI+nJ1uWAvDfKJCUgg9TMgLUnU3PenLsXt6ILYEKv2gOadahGogpkHlUsMWg6G/mxq5CsvcpYjv1UEh+LRyvl3uBOHaQMoD74wQ/irW99Kx73uMel9zfffDPuvvtuvPvd78ZTn/pUAMBb3vIWzPOMZzzjGcM0r7rqKlx11VWLeapKDFzYvqM6ewHYyQPmctMsiUXxtusvxj/OawEwlsON01hwDmZtOhoUuS9yjr+W7poTSuhYYEvhJwOozfl2TuO7A9/HGlJ842TXgKymKfT+0Dq8tPFrWYK8I4OfT+pWAbapti4dOHG0dSojgnWj6QyBnWcpMgE6l3r6LbE538lVCpwfA0pW6/WgE3BuRH5YgS6Xw87aaQzh4y8O5bGkkhuvfWUJi+sxBqYWpELFVySpxgx/niiOSVKSzt+LY44QAJXMxAmgzA8sS0xrAMX1HDHtTG4h6PZQ8Vjakg+5o0HqU5/6FP7oj/7Inz/0oQ/hfe97Hx772MfiCU94Av7O3/k7eM973oM3vOEN2O/3vs702Mc+Fo985CPxpV/6pXjWs56F7/7u78ZrX/taXLp0CS960YvwvOc97yjLPqAgOWYBpnpOXiU4dppDOuaIiKX7dMATC3FcRsBcXafxneTXzjodu/tzJCl1cSQNCqrAGAAl6tantZYRxxn4V+MvpDn6vgvLYLi5BVsAbDh/JrhsEp78KFZ3E6n4TC0XG2yzZLSs8IG3RdeEjfquUwNynJX2NJrC52nPSpZ7Itir0tuyy8QMNkJZZpt8kQ0niMxOgzIEtAZB9pMlUIjpZbLm41MoPL7/XQMOA2/n1YFq1CEViGP4jzi1QYqLmZFqT3v/IkiRVBnfZDBSz1fC+ENjj5cf/AqQvx4MW/0BTChWfAY4VZIq+5xK7w2lJ61Tww+SJdWe0rRp/AtN1ZFEnUo+KsY41PEpCpkq42R9yQzkfSVJvetd78LXf/3X+7Op4W677Tb8i3/xL/Cbv/mbAICv/MqvTN+99a1vxdd93dcBAF73utfhRS96EZ75zGdimiZ827d9G171qlcdWxS4qAuiy77ziwdu+I0YdACVuIM6lY121vhB97kHs5Z70fx0rT8MEds4S2CUMpRcTc9vA5uyVKYthg8nTftAfCH/etxcRmn9NBl6cMqSkgMTFLtJHTSmuskWQANUY/7dSZVwWP8+78vi9AK81oeLYK7GDUU6Kpzyvp4cl+WYWHMq12mUd3bixKS1npXJmiRAaqkcSuUoRDiDlK9HgTbkwkzWg9BHTl1D1iEfTKYBligBvTfwsuqtLfQoPyVakPwJWHqw8hPYW2DS3DYMTt5eM/ktjklPCr+g0Gic7XnSvfQgpYD4OhSyWs/WnrprOMb+NIQHzG/QxPpc41Z7HGKCSiQ7gNbsA9TW+Ytov8kdDVJf93VfhzXT7oNm3yhS1S/90i8dm/Ugs/ibhB1HLM3+6pUWoDbQ8w4kCNDYKm9pKehw2oOvWp075+thOX93a5zQallOAaCOdUfnc6CMJJm0DSHdJ0HQsxBsQGZxgsHp01gJT/mgTlgdpKWJ0Rwl1NdkfAusGU6Yqbkx0VMFCVPxTaKY0+SxTGLP1GGwLPF5v09ISQFGUeYeoEZDldvSJL/R+7W5xr2/BIhcvhyfJSZ+DumoBSdLw4xWGMhsTQngtSf0kpQBljHgDFJKAGVm5op0EgRb8En9pq3cmrovg1MaFKh8Qh1zNYYBF2EP7yf1k9IJ/Hzb0NpSB7mzfXafHfNhqC6ATKigVVpK2A/AJ/ZW5zOB1iJYqlJkwg4ZTIWN+XROeXzUvKSLMjQr2lKIpTgefnj9pS3Kfe4GIOqAJDmeAY8djcUGE3E0EUK1J3FMUQmbIw4RbYFS3toWZ7nownF53Qqw1mNJyqwLucJ8qZ7Yf0J+lFPDgR1MYpqrEYRCij2eArPMbhwxYarNxxcvosl74Hx4hqQEpYNn1SSpIPIWf6m1EmyJ1P1HadWttpvd0xThzrnngRBEEcELMmAdUuvx6eQsESXgIanKT2ZXdCBlAMTrUDrXNqRr3W2vk5o6z9R2JD0VSQpp75Op9QQlzIecWfZZ8xJoBEgFoLUsAeOWzTejSTLV9I0Ge6R8Aa11nqBeLntfSVIPKmdmlU494kRzaSxJZAqusyNunRP/l8Y3OaUYDXHeombb6mi+SVICj7jqppxLxVgCw9QmHH9jfXQZnLfuLD/o1gDKgiv983Wd+jeAhlVZmgDKiLStSe0SkM2uSR4ZVDTFOuAChLoqUritCRXuVXw8+EV6KCq7IOREzuv6zayCvSikSlhTPUh250Q+2mSCVqPy2j6bO65Zb3LDCbhZuhpwrUBfAGMZ63Zvk39VOXMGJtsU6sZSklV/ozUi85dUom1jP1dw+1YftsaLsAxYSGBMajtLl0GqquQcmADofgqJKV2ngQAcA6M5+5MERZcYJv8aGGnzd9A3QRABFd6fSQlNkUy62632qQsMglBLHnBnG6RqhyZTO9+kqHlTb0Pkfc6PVGXHFGCjGeyJHA2KkVoRqEFLqkIqpqeXAnL4iQGqLV/7qs/xeLfZSlCb1x1baNQwtYcRvJCYGlUcAjyyFLS+frRYnSWAIlmD62T/liFcBkDZvGvvrCSh4oMWYuJm6hCfE7NOAdgq0U5u6ccneB/uPYc2I9AgcEAQ/WFboB+i6uHMqZWEBLmXR+rA1pHw0PttLmkuq3JYqov0f+0bZanKQMzAicIcVKSAUn0fV7mzn+K6ak9IzSf9vqehvwEn7taWJDDQt52CZk5z5xlQVlLMYYVumbTb57nkzjRI+QY1bzlviQJUtYFEACU7fifyorkDLF37Z4m68nzQDSqxEwFgXy57VgpPSSeQ0KF3tTxLksrm4jUZMajW16eP59EQmfBndVpY8xmwtHujZpKeitTk6j4pl9nxvipL1/Piem4vdXJteu3+Lvuu9L/U/ZEmPcVle7Oq31U1oW7UrZJUkaryobdeH9UI1wzAo5M52tJbKK9NuaoMCLVfApjyM8MOMWs+5y3iTDzzO1j5PObbchcAi+hiPvC2kXx4XS1JTSXjJD21a0u8nmTpzbX0FtfeV+BJpuS271NR1Xq1wHtxkJF9CTOpyoAor0tFnfnw1wRY1CZtG1kTN92b/CrBB6vQPqmq+vNeaDVAUnpR70vDiQeVq5YscWSPxK7mwiICAHSS0NPWBrPpL6s9g4MAdJD+dyzLkS5JahoZGODSq7zBmOKt1WGxzuvt0hanI12VCSj+Eft1iq4tnxBASQAUr1vZWpWtQ8Wa1IxdJd47DneiTuf7cZayTeIwZ8RvsUpLgKeFKMCIuq2Pqp0dUcb0XCPvoLDbYRV1jaeWtVuHcslqIDl62OF62hl0wQ4ggMCeU2W1SHMCVzHaWhvcnL7WwMYQWfrl3VIWc9h0DiAZXAKUAoxaADMQmzwsVHkDkLL4BFJmIOGXDy6o9dRAytR4fuYekkl5AiYLR4TVpj0MTlgPD7pJAfXnGDQbG6EepkBZr6oJaJ2HpfsEsjL+2Z1tkCLOgfm8JH/SywB1QSKgzOZbI3bEfdyDDHOlL9Z6ejun7Tm6TpeSct16BhKvG79JoDYuUx+0AaDsHQHoMcfVHO1Sn62Ua6W8XjePEyo952uon7qrN/yvduq64Pa3OlkYK7nDYupnV8ZonfiVQ02KxypRzCiH1lp8kz64zl5+zVZ9VrwCzKFC91xGbe1gFOVkwCpFk8E3g4SaSROgRK21mfERsLoLXq5oN25xAyYrb6vGTFLYAkC5CXnNi9WKnVoP5a/wSeX2t4YxMBloAfB7n6wSCYy2AhTHaZxyGzftnV5JqXMCKs6XpOSN+ATgjIOUVL2sGtclVZrgWRY6HgCV4aycm8c3zsxaVQwgBlyEZ+6FiM5l7ndhzeEYlHKuCM3YWhpwtEYh7fuU78rMlsZ7YF0qr8jYU6yJwNMITm8tRWcQujIjA9Wo2Lmrwddw8FpPIbp0dQZJSiZV2QniOz6mCBw3174HwLVKFoI/Ws1KWzh8oud1GCP6syhsg8pkun4pzIJBwlw/EJRNtqGqjHbJlyzOoeqTgBaXcITqrOP1OE3+AID+dApbYgnpagm2pbZtAVJOGTCpavRtAEr+dWo68OkP5EeWquwkCABZkqJ9Ta1aL0lNFaDMz2fquVqvgpWDE6n4zJ9AjMDLGrsDpUNDc2lSSvM3OmTxZ0YVavOE+S4R6KRRlw3uTINUcCHqDeRWfUtgVdWB6kQmWtCmr6z1aGbu8gMDRIcSNcoRINXm5/Sr0upYT6vTlgFzlJlP5K0AephFFQKgKE+VqnhwMmd8wC1hVHm5DFRRKC5fhLmKz3q6UfX5Gk0DWAWkqmmAFBVaPtboOKcSVqgpXOFHGqXqkMVam9uMwnC1V5b7uKbGLBt2SW2nsSZloLTTOLllqv2W2ozWuxw8ttS5+SKkrXheTiqYHysPlNulzm9tv4qvHQBZ0kFW8WkCqTiWiOPz0UVsBDETGJnlnqn4SkdlkDLzcRBIiUtSgOzZj7Qm5cPfTc2xLElVd2jKLLa8NLTBhq0DUm16p7+IAxXmAkhe1snKVBJ9WFj3+aJh5UxLIIJjdzpgVJ0ipIQGia/QVOcNZRDuYboMSAno1kYPkQANgqtumosKDkZABD7X45+U7+IhmwfUlIvOiQSQZPhBMx/ttuOaZ5l0VCkh+iupZdP3BkRGTkd/0QDUobumhiXVXpKydX8OXU3ZOFN7oLW/rulU65UdFcSMrxNBOcPPjA/CpN3raWWSui5uzSiRx5ZhYkDkgAFivA7UlWnjodaO9wHubkVHZeks9yrwRHktjOIvqvbgAGjWepYnzG9GXm7wIA5OANys3CSjrNqr4cphtZYUboVPQ/IK5mGmo/1LUkRla75D74+Y12cbpIjbsBljx3CYCsClKkcGDSX9ZDRWyxlTPt1p4y9NRLg/KAnvFWBQao0PxoDVA11+TSWhzvdd3LVMSfTo/A0UttIW1W0YdJAA85pcMYsueVt7kOqv9oOD64GU/ZOF8i2XPyQDIIipAYpZ7AXIEDB1qr9e3TeUpBaAry2VNcZcxQEm3EA5mZwJ5VK7WHrRPdEAS/ubYv2GQFcAKbdIlbpZPaG9alBDqgSASZHaYYuz2KlN1jpXfNgQlTuUPgEMQq3oV9xrWOmlU8hdCpJO9ccWfSw9oYJVbL4FtJ6jhxnNpYOkzquqLtkLsIcvXZiRhOwRxhCs7mvWpJzMsJ9Iw4kASugzCdrlPKh1mYY/9Yx5FKhid+kMk7CqRPXwUPdVLsR0nIXNkwAma4xJoDOxg+Z3AihV7x+tW7RKwU3WL5PH+4y4dwH7LcKCSugAYVNnP3LGzINzqcsbDEKQLWls3HQpp9y7eg5iwNf3ELwCM/VOWFpubIk7G+WxUoZc3gAdz8b7xt5nAp14aQKqYnbOEhRv7O3TsOe1xjLmGSgEvipFKwMi0Xuivu40dqz+G79fKgMAB+hSZQJsrSdR1DruqG2s3SYfUVXVCEltdN85hXSDazFmAj+WbrLKrr8qg63/OpDSDFJ+Tbv7pVfrkeWeS0x7hGS0pzWnPdI6lAMSXa3BILVkdp6G4WEec9B+NIckmtvX/bX41ekr4sSJOeJB41lVIEZ3a1xXUR5wZxqkOnWfc1yFUKdNYwmUEBSjXXEdjf/EJtTJ3Y4Cm/gETmlvSZfu4Qld0pNQAUklY6TWEzf0qFyXVGCqcYIBbfLTMNW1tMdlwLhNQE0nkZ8XlgjJEh5txKkVUr3tI+GfARNNvJROIxmEtGGOqIH08foaEdKzJODPFaxc7K8syELjaHyWStNVevg+VbHGlnqyhR1eUzb5Th4njDC8Wyt1chUhUI0u1nt0aWq1bOCSdKUUp3uvvb+0VTBQoeILycja04DNz92rv7SGRWtQ8VwbxdV6iP0/BlSoc9bCae0JLD0tqfsWQCrfC1VbhMHKmK8V55oPcvyoC89MUhpbn+gKzXG7ddiNPM3ZBql9+RVkt0Gijv58Wp/7J3Vpq7BGFaic3FhcDQzr+7HEc0IX4OTqD9EEZEcbTJTPEleT6H/y++lYcBWQWG2iHSyNUsA85c2tgVLnGONNojLwrEDpBirkLwUJELV6DpLPZRkB6bBvoi9GABzqvzyJGcj8ezEAChWiWfex0QEsvZZ20tqTgZhWBkpFPN9CKBWzTA5mS3OYYZQlLqdPad1xOZ0ECW4gEmrNUT0nUexBYxz03i0Ax7nmUuZQe8NrRRzd68Q0TgOIAniiXVSrIFOlov2cpSTVuJrdQCdJWH500dRJTKqgK9tRLx0UOimiApGdr7dmFLEHoIJpj6zuU4ozBCn1+ZOkko3Ev/RVRNZ2MgDVKIIYK/4RYrHxhKv1dOSXCNtzhsvuTIOUdxZxTr4Yabf1onAxJlUlIwvvH0Z4A602rwg3QgZkMAq/+jqHxT+ZeU2Uy4HYH/pyoXLiBSgkuCtSHx3cV5LYsS1FlARUJc9KUFKzap4F/LxUpiWAGiLrUvkIeBKgLUk+Tv4TUY25GSyr+A8OYn1i0mUh0MQnRR1MMhEYszTuCSPE8T75Id7fXJOllEp1WMWpmFR9e8YkZjCv/h9/a+F5M3Cbp/ryxJLjcudw7oXmm2QMYcAVPcPqO3tmFZ+tUUHZBL2XmGY+BLbGTyBlp5I3xxn5ulIFLJeSXMUXFnvSSFW9dR+DlCb61xpOrLoBGLVkxEkk0bFysgQcnFzdV/2i9Bf1r6v7StlVah0WyOzInUmQMsCZ770nGquOEfXFOQ2/IEwhJ1TzdNSVX9Rf+GVSf2YVnkx1ylsclO/GgHUKIJWIkKeU1T3JL/SciWOa/KcJUjUf/8KII/91nqAh2ARao7X+JJUMQMra1RmDSb2fdCpEUycA01xNY2fIVC89n/aQnflnirMv72q4GQnsjOwJ7yuqe62wDFJGGFvnGiEnqghiamskccRsNgLQ6XiQWujS9rDcXLfykZnio4ZnYC7f7oRAKrootcR0YGz15a4gAt6zFAfVzmqXKoZENKvgsu5cOro818sX5xpXBXuVIh0BnkYLUnMFpgJSU5xUTvc5JUs+voCQ9kAJX+U+AClUqaoDKV6TYpDyv6cPUqP3KhxH0gGymb7W8AlhkDbF90yj7Zv53nvKNwuGPl4c3XIB1IPM/Z//83/wxCc+8YEuxrk7d+fu3J27K3Qf+chH8IVf+IWL788kSM3zjD/7sz+DquLGG2/ERz7yEVx99dUPdLHuE3fx4kU88YlPfEjXETiv50PNPRzq+XCoI3Df1VNV8clPfhI33HADpmlajHcm1X3TNOELv/ALcfHiRQDA1Vdf/ZAeJMDDo47AeT0fau7hUM+HQx2B+6ae11xzzcE4y/B17s7duTt35+7cPcDuHKTO3bk7d+fu3D1o3ZkGqauuugr//J//c1x11VUPdFHuM/dwqCNwXs+Hmns41PPhUEfgga/nmTScOHfn7tydu3P38HBnWpI6d+fu3J27c/fQducgde7O3bk7d+fuQevOQercnbtzd+7O3YPWnYPUuTt35+7cnbsHrTuzIPVzP/dz+OIv/mI86lGPwjOe8Qy84x3veKCLdEXula98Jf7G3/gb+At/4S/g8Y9/PL7lW74FH/jAB1Kce+65By984QvxuMc9Dp//+Z+Pb/u2b8NHP/rRB6jEV+5+/Md/HCKCF7/4xR72UKnjn/7pn+Lv/b2/h8c97nF49KMfjac85Sl417ve5e9VFS9/+cvxhCc8AY9+9KNxyy234IMf/OADWOLj3X6/x+23346bbroJj370o/ElX/Il+NEf/dF0FttZrOfb3vY2POc5z8ENN9wAEcHrX//69H5LnT7+8Y/j1ltvxdVXX41rr70W3/Vd34VPfepT92Mt1t1aHS9duoSXvvSleMpTnoLHPOYxuOGGG/Ad3/Ed+LM/+7OUxv1WRz2D7ld+5Vf0kY98pP67f/fv9Pd+7/f0u7/7u/Xaa6/Vj370ow900U7svuEbvkF//ud/Xn/3d39X3/e+9+k3fuM36o033qif+tSnPM73fM/36BOf+ER985vfrO9617v0b/7Nv6lf/dVf/QCW+uTuHe94h37xF3+x/rW/9tf0+77v+zz8oVDHj3/84/pFX/RF+g/+wT/QO++8U//4j/9Y/+t//a/6R3/0Rx7nx3/8x/Waa67R17/+9fo7v/M7+s3f/M1600036Wc/+9kHsOTHuVe84hX6uMc9Tt/whjfohz70If21X/s1/fzP/3z91//6X3ucs1jP//yf/7P+0A/9kP76r/+6AtDf+I3fSO+31OlZz3qWfsVXfIX+9m//tv6P//E/9K/8lb+iz3/+8+/nmiy7tTrefffdesstt+h/+A//Qf/gD/5A77jjDn3605+uT33qU1Ma91cdzyRIPf3pT9cXvvCF/rzf7/WGG27QV77ylQ9gqU7XfexjH1MA+lu/9VuqWgbOIx7xCP21X/s1j/P+979fAegdd9zxQBXzRO6Tn/ykPulJT9I3velN+rf+1t9ykHqo1PGlL32pfu3Xfu3i+3me9frrr9d/9a/+lYfdfffdetVVV+kv//Iv3x9FPBX3Td/0Tfqd3/mdKexv/+2/rbfeequqPjTq2RLwLXX6/d//fQWg73znOz3Of/kv/0VFRP/0T//0fiv7VjcC4ta94x3vUAD64Q9/WFXv3zqeOXXf5z73Obz73e/GLbfc4mHTNOGWW27BHXfc8QCW7HTdJz7xCQDAYx/7WADAu9/9bly6dCnV+8lPfjJuvPHGM1fvF77whfimb/qmVBfgoVPH3/zN38TTnvY0/N2/+3fx+Mc/Hl/1VV+Ff/tv/62//9CHPoS77ror1fOaa67BM57xjDNVz6/+6q/Gm9/8ZvzhH/4hAOB3fud38Pa3vx3PfvazATx06sluS53uuOMOXHvttXja057mcW655RZM04Q777zzfi/zabhPfOITEBFce+21AO7fOp65A2b/7//9v9jv97juuutS+HXXXYc/+IM/eIBKdbpunme8+MUvxtd8zdfgy7/8ywEAd911Fx75yEf6IDF33XXX4a677noASnky9yu/8it4z3veg3e+853du4dKHf/4j/8Yr3nNa/CSl7wE/+yf/TO8853vxD/5J/8Ej3zkI3Hbbbd5XUZj+CzV82UvexkuXryIJz/5ydjtdtjv93jFK16BW2+9FQAeMvVkt6VOd911Fx7/+Men9xcuXMBjH/vYM1nve+65By996Uvx/Oc/3w+YvT/reOZA6uHgXvjCF+J3f/d38fa3v/2BLsqpuo985CP4vu/7PrzpTW/Cox71qAe6OPeZm+cZT3va0/Av/+W/BAB81Vd9FX73d38Xr33ta3Hbbbc9wKU7Pferv/qreN3rXodf+qVfwpd92Zfhfe97H1784hfjhhtueEjV8+HsLl26hG//9m+HquI1r3nNA1KGM6fu+4Iv+ALsdrvO4uujH/0orr/++geoVKfnXvSiF+ENb3gD3vrWt6aLwK6//np87nOfw913353in6V6v/vd78bHPvYx/PW//tdx4cIFXLhwAb/1W7+FV73qVbhw4QKuu+66M19HAHjCE56Av/pX/2oK+9Iv/VL8yZ/8CQB4Xc76GP7+7/9+vOxlL8Pznvc8POUpT8Hf//t/H//0n/5TvPKVrwTw0Kknuy11uv766/Gxj30svb98+TI+/vGPn6l6G0B9+MMfxpve9KZ0Tcf9WcczB1KPfOQj8dSnPhVvfvObPWyeZ7z5zW/GzTff/ACW7MqcquJFL3oRfuM3fgNvectbcNNNN6X3T33qU/GIRzwi1fsDH/gA/uRP/uTM1PuZz3wm/vf//t943/ve57+nPe1puPXWW91/1usIAF/zNV/TbR/4wz/8Q3zRF30RAOCmm27C9ddfn+p58eJF3HnnnWeqnp/5zGe6y+p2ux3meQbw0Kknuy11uvnmm3H33Xfj3e9+t8d5y1vegnme8YxnPON+L/NJnAHUBz/4Qfy3//bf8LjHPS69v1/reKpmGPeT+5Vf+RW96qqr9Bd+4Rf093//9/UFL3iBXnvttXrXXXc90EU7sfvH//gf6zXXXKP//b//d/3zP/9z/33mM5/xON/zPd+jN954o77lLW/Rd73rXXrzzTfrzTff/ACW+sodW/epPjTq+I53vEMvXLigr3jFK/SDH/ygvu51r9PP+7zP03//7/+9x/nxH/9xvfbaa/U//sf/qP/rf/0vfe5zn/ugN81u3W233aZ/6S/9JTdB//Vf/3X9gi/4Av2BH/gBj3MW6/nJT35S3/ve9+p73/teBaA//dM/re9973vdsm1LnZ71rGfpV33VV+mdd96pb3/72/VJT3rSg8oEfa2On/vc5/Sbv/mb9Qu/8Av1fe97X6JH9957r6dxf9XxTIKUquqrX/1qvfHGG/WRj3ykPv3pT9ff/u3ffqCLdEUOwPD38z//8x7ns5/9rH7v936v/sW/+Bf18z7v8/Rbv/Vb9c///M8fuEKfgmtB6qFSx//0n/6TfvmXf7leddVV+uQnP1n/zb/5N+n9PM96++2363XXXadXXXWVPvOZz9QPfOADD1BpT+YuXryo3/d936c33nijPupRj9K//Jf/sv7QD/1QImRnsZ5vfetbh3PxtttuU9Vtdfp//+//6fOf/3z9/M//fL366qv1H/7Df6if/OQnH4DajN1aHT/0oQ8t0qO3vvWtnsb9VcfzqzrO3bk7d+fu3D1o3Zlbkzp35+7cnbtz9/Bx5yB17s7duTt35+5B685B6tydu3N37s7dg9adg9S5O3fn7tyduwetOwepc3fuzt25O3cPWncOUufu3J27c3fuHrTuHKTO3bk7d+fu3D1o3TlInbtzd+7O3bl70LpzkDp35+7cnbtz96B15yB17s7duTt35+5B685B6tydu3N37s7dg9adg9S5O3fn7tyduwet+/8BXhG40q8RtCkAAAAASUVORK5CYII=",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "8\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "9\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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681vKUeM/aW64Jsumj6bCK0i0fisbTrwqN4YN5kyVXYmSRZS840P1J3Bu0hexA5YOdbEVDlZEVGJ/Sj2ARQKh8gSklOU6kJ+rtQGpu2q9kG7I6o+BKRe5qxCSy8wFT8h6y6kRv3UfTtSNQNgyIqz6vHtEQ+WK6velHu2Xw3fzdgWYFZg2wJMU+IxR0FrYj0g44mjclromrd3W98C4yP1uP6+A5ZE8khbAW9YLUAUoiu1VqQrE5zUzVzVx1CwvZXg5zv1qFKrUp5tWJPigAARoVqvVAQFcHWSU0zUxY7/PpZkGpdYjo4YtIIVRBwNYWuvFenN6EQd+WcW3AFasM6zAJEAch0lT7FFAM4YtmhWM6maJUvEFMIkDWS6Z3Hsq/wCp+wiY5CGQclqIJJuYBEJMWmfMPY03w6fShMwuJ6n/m/yQ04ekRXfcLwN1X98cZPHXArStjUYQM0z7O++8nbHByvGFzUBPT3EYcHjxLOErUJ2r9fZ5t7qnKmJp76aO2z+Pu0phPU899k+OyK6PN7Tt1qppmdWv7N6Fn4ELeoi/LW5lJHZ/a4IdKG7cobzH1uQzMlyzFhor6ePQxo6BgMFUCDgCRGjxRNrtvFnj8fqRpW5o5bT5ubbzbG5SnPO9PtnPRXCboz7h1+06tTJrbfE6E/c3FV6G9XBW4/V9Jm3vgAKmg6EEkDSq+5nW1cSWByZ5GVnUfhZbGx7CFrVlp7nLKEiORP1muvvu9ZakfFMxrxUT+Ea+nSGZaVBhHFJobFjVFPf7xSQUBPdnm4A6mH1FjmuowYxrqHDmdJPbZWK3W1zLgjio9dawQ/w9eBnnT8+rf0s1pQVrSo6wjVIx7snUeC5ZcPvizj4xq0phYxKp/ol6Bl17xJX0ZHWKfqb16GH9/erPPM66YHUpnkTdSZqQ23lw024WdZBu7rjsuIps1QytAABfB2HBKgMuLcU5F5TGIK5X8rGynKarbqOTpTEAu5a2fTAGNn+0rKWHHfbNYGp4P+/VpKVR56/2Rg+RV/2lhDVK2tpa9Mman5Y/7um7oKQml6REALnMu9ITH25NtZ7UmamLLMYSCQK1P1QqPg3Z5aDuS5BjcCD/uTPVsGpZM+d6hWmrbOrH/A+DszKS5rkYs0IB0kTV+/0ZrqN7rUEqJ0SeORTMaPhALtTQk5quHh14SHcfCyT3p3yBp4orxKbGYQcFq3ADL5yOWuPiImwLUvqQWq/8EadAqzhFCrvpOvEWanNaeUFKjTcUOiWBJwghfFHY3glqthJgAR2oM94KqK3PtQETMwANoBi4GogxAj8GCkp1zzKl91Nt/u8yoPpxcRRw4BtOwQANm7Jaws/BXMH2oKYRLJ23VH82MJrMiEJd9Sd0kjv3pM5x6ghCa98QKCWoRVw6ZlGABdSdfjAAIzDs9/0h1YANdGJdpWVehWe5o/abcLDoU+SNNRcHnIuD1VCMyxGYxNV6CUaxJ+W3NqTqL9R6pPpLEBK0sNW6r8Kja1djC82heQwUDKCmMrmzWcWqv5gMtf1s88e60+bP8LQhy+WelNOAR9V9rzlI5dzMxRN7U8jwYA9tkDSpqUtNsWsfmcWqj18fqMAyoMcJyYxfW+Hl1ZPwJCwHgFICKsqnpaVcW1kbgEqKvqnDznH7vE9b+BInJKrMdmljAj+Xz+lv1ePe+xa3FuSuKi2N9i685bKah0FeMmbp6pH8uD6r/4ZbgWlNF0CV+0jOHQv1OysHAHrW43hlfuAINxq3GkvkO2lxVrDWVf/TGulDLDSEtD7aVOH5j76+IG0KtDXW1uHKWeQ7bf5S5bFqrwOQNZ3VfGsaVquxiq8DTHWtomhftaa6T1vXVd63nbIvaKb744iOgNa6aJmhezyJ8tXPVWU+1Y+q1dZH3GsOUjzA1slNeHIJa6bhg4+sS1ImDQTLoM0aRVx+VfUObyuYCiSuup0LGssZo1ZxCvZ8D1Z6/q4bTtTCOVP35WxgCSt/l4W3cw2IJIHKJppPQb+Op9MrNQ431X2RVTEA0d6F9vT+2FVvwePo4/4bdaSwSBvNzqt9nunOwPnQBF7mm06mdO3ty9SJMjXGq+/NBrDoUO+fjerP+6mMhITmiFafqp2hsozldn1zrsny7H2yed/VfZ593DUooPsELbw+42FpTAqS1DDw2Sgsf2xEEesrrw2jcJOktAwk3C9P6io+kp6G4nKZqY67kLrv4od2+cqjUufxuSY+D4WjH11q4jwCoJjo9/ACtjPHFp/iXL/GmDGjH/miSGpISD4NMbICfr4qygBbCH5QDvN6xw/qiLByEloQJQhodl70eFpFDSnLvDRFh5vsqu09jViwnkeCFJIw1g0NZWl14HR3BHoFpvTrNtyKX8BpG8ZsDLp/36lU35qcVkcnWiLZ43WnHLpUyUQ93lE/NMBq9ToiAGNvAQ79blR8nV3ukHHKPJw5qvuq+ts6xVa10o4vPKf8h+ooNfkI9IP3BXBU/QVXHKo/KXlYBamyDlW3zeUHKp0ECn1chd+jJKdRZSZQBfgECAsSeHSNw++IqUsQIuBKoGKAinv5CLDaJcoBUoI6oDtclRef1hh8OHd2VZ4QSKEAxppe0hOD0QG8EOODlkc3aliHYacGPBmyBCTAQNWXkQKT1qT4QmfwUwADRidH5BNl+8LnLamk1R8EdR8kOkmKOGqIo6Xai/UbBhMpAQRRTzRzv5CIkPH1SJCX6uxo12EYdgDVQIbD9RjH3zcVnpyFLSIIlrCdOxDSDlTcJwc/gNa/uzgriL0X9yCRb3tSrwoY7kkT6/sFtFvYSb5yo5zWvwmgNtFXHDxT/R3ncpkFi4ODREVmGOFI8HenroFTU/dx/aWH0Tyu8FiD0uc/elxdn3d5rQDV6sJx9OQXpc7LPSc4MDloDDSJyfwLYOEGSIFUfELnnRZwsiZ1gJLNZJHsfgKyE5fAQtslB5frWL1bhJZ++VgleLi0m+bOoyTgtQapgS7mDogb6+XSROMALFI6BUxC8k7XUPuppErQ5Ncg0hamzinnxnMzLrC8bxGYLP8APGiLQrm+otvFx0DWgKnFW6jKLeIYxKxFVByITcr49s7oX4A8ehukcG4LTvfqlvXT8ifwaCeaAUTRDWcqvpcEqx3+bPNe26ELkRDUoWeK9BwQPez1AQ5CvaxYDSkJxxyO+dqksOAyUOcFYz1EZjDm7pG6HsCI6hlt2Kn+VomoJCwsKvD6bZZ77U+WZ4rnajwVLDecxzs1A4lLqPgm5OJqvadrGkQ8Xa4JRE8kSV2GfUl3rMAkK8B0kOJDucfDuQVq1pV7Kamp/2SZfzE+vMZDTUA/cc2pT9iFqjIwASHpBWmYKDIqMdhU1w/InlQMci2y3BxGdJzj+o4Q+qQW9ckZn6Ef6qbprgZU4gbCzyfb6ICv8Fq+w23XnlFR2cMm7yMSU/q54T3fRM2b7MuGsgbSSPl1VQsJRSU8ayo+on1Cdc/XN+tVzWl9ujIEByymRao9jfnPVSB6Vql7XYha6zcjKnBQdzyyZomm5PMmXevnfPY5HclCKoqbVBB9JsmACVAH2kF9Dal9qpv13XdCzf1iavhrACU9kZpuya/WSuUR8Y+qQVAcHA7zaqyrMD2ni2LLT2o+KWu8y5h4im8pSXx3yaz4nty6b5We2iWw3rG879QAK0Gq5rQsxH4nSeUQZNf090Gj+twoa9zYpypY8ptMQvW7lJG/PmlsB8XyDUMKyfz1OP9P3GsNUgBs8DTXTSMOFu7KP17MkYZ+AeRA9w1e/yXq2yzemlMq5/bGoEYFGZyivOGkZANCB2OIyAdL+ImEta81iBptYix99zJSyD2a/TJuu1ASuIJxwCnH/yrqw8LQoZw7TMrpe13i3UivS5ySrKSkHWYQeA4n3+GEBEjJJ8HKY0vsGwXDYpndl6bkpJlNeuqNaAAWYRFFOA0OoITN32EvahNWcbWnpxvN6wxU3RSRv/QX1xi1c084k6SQfb8DKghLTARSxHg/Yrm3GyhOE5Z4sV2yW7HBj+d47IpBTo26Ti7aeEuVeMO91iAVA52goWXNEkJRdFssPeSy8yeXpBDneyAuo6JGQn3xTi1LKVaLxYHgxunr6UBWA5Cj2NR2zUBidyBXt3mcSU4LDdhWo9e6h5C8Xv5HCGm+9zxvEdxnuK7OQ/V7cv/aOf9wNDaHwXkJFD1o654D4C+xWB/KVlagqgJT4SCoyjvlafsGQFmqRqZMXSjtbpbfA64EpYXh0kWqyjNTZNFnKj2Ld/wC9CJFnan42GAivjwt5sfFGqBxHmqUii+s+OLLs29drv5V2om3LvbV2our+2I/6onPSflkDRASdLCJSbG+Lys+j5PddM54bvt9F+hzwWimJrqcwd5igrTNLw7KF/lluwAyqHjQvdYgZS7NJIwTQCG4OucR98hBSK1BEyM73glxGEhUmIWn6sGt/ZJDJX29PKPzj/tJt8O3JuSyhBM4ZVSOc14Zn2AboGobH3qYYM+i7ycA91AeunTBypYFQDGAReYZ5wbX+bLiXswDPNbVj7iHptEuTvARSnGctWXZyKPamM8ymKi+C5VfgBsVRmC/m+8Pccuc3SpV8Z9T5PY13own7fmWNNXToY5oCFLNZ0xe3Y3J6j4ZswwjAoSGqfourvILVd+TqwPT70Czu/h1t5/E6jsB7B6/BWLuWeutTq2jj2GelwnI/WzTaV661qbnevwyXKn5in/6gKn7AGw7ldanDxJy8HnRJSEHLVyQBMMUv1GizQJ9lEVm8GnPugBTlLWEZboV0BYuBhX2sAukX9t3ks2z6PpOggGOEhG/X8N26c+eF7cNf7B7HgGOXZxXAVoPuwDMmLIH/sKZtGi0ulSx7DMk6xYMWwI+cf4q1d7GeNw3qmgqvjZ/pb9vgIW0UUq/ULoDYB3NzhEAtDw3kHNrPQgWSz7NvaX+N30fylR8FymQughLUrOaiW70xc6aU0YSqyTFANdTLX2c/0RfNrnaH8kSryUsL8l3hzKO7lFziMfdaw1SwZGsnSKISR6cXul8PZS60t7nokYsWuIsmEjG2maLKH9vV8s8pwFnd+utkhHaBFtBSmQfzvFvTS+lfxFtWIlPowybDLIPdgXInfdc1epTafHXlXNcSZz2WO9QM+wqcN89Q0D+5juqq27CjQeRQwTjpnOCN6LFfcdd3+gk58Vjt+tzriMB0rrXhAVs+NBugtJyDx9b9IHVfJclHvlNZNH6eOFF8z6+cZl5WPfJ/RdRvHW54mkYEH3ocnVQUjyNK0RgakC5JhhdFnWftbrTJmSzCqS8OzL+En0Bkj4GwWTkQVot+qdJKG3BMy3Njx16/IfPwSvD6KtxrzlI3X6XxFfoUpdYPIkx/t5XYSkPHdy2qj9Pt8ws7TuFz2sEg9EZYB3qsUhdoPgUT9bw1S0UeAf8D7sTqefQdSeYe+ayKzZE8ZQYrgD1Xt29Cbe6zge9WvceGhRC8k4ZEBZ/jmR9reRDgZamp/Lii4g91xvt4ElKZZww7ooAKFkkKc6z/nT5s7BiDvPjhfRJeIgiL47ly2KbJDXTMCKkp8vQBKqSpI6GEyZFmd/OK5+o/DatHxtOK0DkEJv5yQAj/ykrPnWG5DgZEvieMXdf9TQHXnOQOnSrE7FktHMm+usHejBviAYtgChpXdVpPMEs6jMasILLLcBawoXDTqSs4tCeN3VOactOnDjLWo9c9g5kWM23Vfmtz1Sm7N4vXH8DqJdZQa8A3XiKvJKyb9KNJdFO9eZRDsNJoCrEhbd30Jr22cfSjn6kURHls3XLcjpIVI1Zoz9Qn4oT6RWwTtKWRAaStDpAyUADqFTrDS0gGqzmmwVUoeITxRP5G0j5HlNWa8NA7kAqbpU4Dltc4trzmbH/7n0bUlEwIKv0RRB6WG4pTalQvL5Ml0q1FhzyU9mcE9y71xykpIMRqkOx/N4FKCEloFRqYwptBcaZqSqoBnyp2H23Ax+vRweroshbYGJG9ExaOiNGt1zbKGc//ar3jQNM3Ji+As+2WmcAxVXegdfJu3ZodwWoFeRWt1srJ5z8s9xzmZY17cat5tr308mWtzh1jj5bBjDyi3GgfrVkZEW7MIadVyoQ61WVBjRK+1PN8i+s+9wf+0h5a7nsD+82FZ9/vDAs+lTcvNyvPxqXaVZ9YhZ9l4sB09PlirfGdOu+mcYRb42rG1FMPEkZUbzVQCr2pMoK+QgJ0RV76X8XZqSoVHMRZh9bGTkOtjwVU0dysMrjSuPV8kbl3QEr/EdIrSW436N6zrJ4rUHq1OlZJ9xbrS4ExxrLhRQe/23hS768+E442L2fVjOz/g2EIv4avlL3TbFefSX/qWvv5Bh2ZLM6EGhvwvp3c1N9yftAxzo2u18P7zPOPYA6dcQFPkotMsGD8Z5XjQp4JM+XKTfnbhG6Q35anL8expN3enun9y45qdyOMZAevq2T1Bjdk8AKAMOvpfILYAijCQlVHxZVX1nrHX7XMOk3TqzAtDOeyDgPjKF6dfNLuYBvaTgdYy4hJavlqwVU8h4yubOj3OpU4gm39TuEPXM9vtYgVeguC6ojB6RxCnq7Q++UBjsUvAKVvSv3DC53By5BWQOETtIIxz3JPx/lOFFPgSpRDFvwQSwABp1dk/K9FCFbgcp/ZclLOF9fdV11qJSX9jwR/hrsu6yJPhCJnRTHun0tVfZ7cVup6V49hYp+LlDdY16Agzl6bsCj0to2x4IqYRV4q2sYjDY3RSjFaaDEaf3d9s+/F5WXyHL+w9R8cYFsgpLfMGHnoZTMze0i2Sf/ZVXfk1xzr+ppUfcFDAxex2B/9PNxhhEr1vrRvtkWHyr0Dxf6OLDyJ8dXlvT0FxFZ+5RLTHv4pAEoBVPR4hnHGIguqy6D9IB7zUHKGj+5I0i8VOpArRF9PkBJ9x7PEUXeKEp5i/DJzk/AdIjTgUg4TNoPPZzwQ7lRunE31HptFza+4kpWe1uJaUoDoQMgHYBLN++00scB3U1+pXrSA+g9RnjX/lsj1W/q9U+cqjwOVHcAbytZRDlncU7C7oLXo2BN7coziDsmgsLz3JVHPpOm25mpUWFJ2wb56Z6/stQ7qvpwwx8fMYQAuPjnN/wA7+VSd/GFFd/TKIu+t8Y1Qeqtcc19qQ+NKwY04wj8Q4cuHQ3MBKlw1qSCit0wkPzle0wFcfFuwlV8eTG0qfamxgUH/ZaQAh5pILSq8jpPGADUBQQACUyRNoBsJkgR6O2nwMG93iDFg0aNB/B8IPJ8POMWsma1Bao18hlX+h4BKsMYI88o8RkrtqsbTXhi0Q5p8/Amz7IVxBRNqllZtZSWWlUJ3KnMQzwGHw5b3q9xzpeE1fvO+UWO+rh7gODfBY577x+UlvS9lLHkI8sDTysL3h3nZIZBwDe25HQ8XJWEoyR1Vt/VLxWmFHYwrqA1JY3rcXlC4pxUqf1YpZf37KEkpEiXX9xdJKk82EstEuDuAV2FOjBYD8/s8BSREuzUwSgtlc/oUebtvzks0sJ3Us+618/SVKZdjjIAHfQeca83SCmKAwiQio6g1R/xOE34M26qCW8U6FJIX6XsXSbDXcKi7fkxCWrJ6hFRYSm8AXizU6WsVgACmuTUjSRKYopvEEGF/Ni8h32vi+gCOA5wkJgkWDFQHg0YifDxyrg3pg9Sem0DxXmcxL2Biw+FtfweS3cT9B7Z5LhTXiwBi1RjwQfmW1kxhkJfDQDSTL3V2cuMslnlt6r1VrNyjt/+QmKiuHbDxOZmiQCjvFmC7uPz/aW4ceKyqPme+MYJOfpDsgI8L+8YHpJufhCHYGogbFmROs0rbbmOBC/oqGUR18XtJ6nlqQUaXitbnklbvQyXiICiuVHTyONMxTe11gRv0zziXm+QcoI7Z/kLgGpvSqmDLB2SkHIccyeqsGRWbJXWqXta0HkA5cEG8AS9AU75QxJUAdZzAKroSmt/eyf5jn9lou7DYzXfLDCKOAxGMv3PQWkHWDL1AGgBOglgE3Z3IiKddoADpW8Npa5cgogBve+Y60b5T4n5SXiWveTzkNvRmVanHbeLbb0fcdstg5XBWcO93/PIYI4PzZmVcUhg46xXwJGajnyYl6z22L/bj8Ki8kuAGgFOruqjfai45TyuP3qKfSgHoCey6KuwKy5gdV8BllVz0p7UhlxLB6wZxB1O58TeXrVSX30iXzNHhWIY49YubVwdW+yV6m+mis7AMIBmOtpPIGt4UPH5eDdgImCbOpxufxBASpEda2753S2i9HcDi0z3CM1ndrLYne6/X3su9YEyd89HMDsp4k4N6OE0TeeMGWwSWJa81jDhsIizlHnIh4BH1nSt/lrhz8PtE9cXdcvyDkA9kvOz0+0ZYXr/DQAoD88xovme4cS9cQ8Gfxfo7VB2FGSF6r0ux8YoyPlyXRmKNTzf0WT0iXOUbApE0s8qQBz/BtDVfWCVIJq6b8iOLa7yspMDpLV4tvxukzjjCJOYIl019ZwTY76hh3WJKVeXdrq5VfFli45SVQPFByfkaw5StOEX6O03mR+kJ9pLKWaOZvlBd0phZ9wj0Bn2B61VHnYsNeVCesCdEWnt7W3tbNwucb0nf1sDiIkyllikqlWSWvPALIA5SFVArU5d/fbcuXZfDse1X46IbR1rlOI99PZw3gSaR3id5wDGzbLkGGeJu/JhL+WkgKblRwxJqQGrXphaYDbqvQRYnXRUV+PVs0lFkv68d88NKrr0hG4swXn5cxzcRdt7MmmqrPuUVHt0wwRLUCRRhXXfU1yLBKTVn4HUxAUzzc+LfEdX+7OgJBTY70RJN1eHvrrhw/b6Bky1OjPlci9j5snAYXl2FZ9JTCFJhYSlQEpZbEgBkIoQRJ/Dz2GK07Ff3WsNUtNnXDX6qPKz30qjK3HOF5TxjXBQeI8jx/g79yiRCGL5nkUDIgQOQEp+Dj8A1BQHD3HwsPgFMpLqvHifAMMAxWq+g2qw1HayCWciCIpXfu1xUO+ybd3jj1J9nFko1k9dn0owJ4Bwy90Em3vuGZJSEvg1/nvhoThvrgADExa/An6PTzEXZ3E35eX0jHv4CKgQIOSAE8/by2Npz6lNtu0VSPQ5eNqPSoDifagEpyue5NpAKtLk/hQsngAObFeSzqwj4sqj1sUBPv4mgGkiPq/hspMDlHqzVMS+VN4IFeUbfN4CJKni01DzoYFWqhgVuT8Var31GFDtYRFtXvJ8xL3WIBWd3636CJgakCwEGfwuPLIBnyX95tXLU57K69k5JLe6Wfjpjiz9LtotCGxnoiIyg9lpuk3GusbZ110WYhaA0+jxad56DNuxbDdA6P1w7wmgzhLuAOqs/FcAUKfhSpgffboCmEtOsVmVe1Y0hfdlLOvuhGloPAmDFKdj6exQTueGxItuQEKTrrLSwELHxxM1X1oDIt8ByyfjF4DKtnl9p5qqMITTUC2WNaW0Zp/srkfrCB4LCIOpVYqbS15BaSKPSENgFL8LfWaJkMfsnnutQWqqANPRmtGZuIQVaBR4KVCK9z3ug9LTkse6YFsey3NOPUER22iW0ru1DGzatVH3hWVjXw0M6F6Obp5DStpITfFuZ0QRfrbuO8SlP9ddbCQsXermS4aezwVRvumsfzKbgu86nkrNPcOS7qEyNoAELNN0J+28tOSG1j+n+eV81iMwxW/zW4SUXnkNtPKFJCnkmSk/aNSkqYYSfGZKYNJFSmDlLynKh0qQJuCh9ssbI6RAhg/triq/kqTssO8TzIjC0l3tiiSEVGVWSHxd0hlITbihgQheKDCELfssheWsLlnpds6zcURISlcduLrEc9WRBhPXMG6AYM7hICnNSGJV8ZU/yqJfLxdacT4QhhNzGkglapPoGqAF96d7riqP3RkwPQekmHMku90oXrgM57ASkA6cab07ddEvHI9AvYCH/VG8pEVfmJkbwCzm5VMKeAiMch9qASOLow2YWnjUISz6ErC0wh2AGiARMdze5bcZCmuad6hGhs+g7A0QijN95RLaHWBqoHKI+xKVOUuySiExVbGolRm4FsAS5bouh0u5PQRSKQFtAOqwH0VAhY0KUGPiNHXfsicVhg/k7+q/c8BKdR+ueAtXv2z26vtTigviuqSy9GPjDHam4rPdpbiHb0IgOmBnoYxJDdBJoBP0fgXK6CLApwHSAk4bFV+BVO1LATuQ6oCFjCs97+Q8brvXGqRy7jtVYAb7oI5iFd9KtL5RAHXqCrkaiVQPF3rmxQ8cicm9+tzqhzWflRs+C2t1PtZl+25TZ44nWnTlUB9UNxwyTg7lpKyTsrkCgmPyXdgOoA7hr8LdAyhsAEqWgPcgUbE7A+CwdG4TmOfvAkQ8frqmOymf5Yy76stlqWa926Rai1glGU2VX09OoJbvNlZ+JIHtVH9AWfqdg1SRM2PM3IJP1LQKkUZizYQBes8jarqW0pazVhzi/RDSEDxOxGVjK1523U+9q5Xnup5vudcapDAFc4aKj4wmqEMfBqSVPdx14I5KPRukzhKUmNTxpzh8pbglVe3IaS+uOFyeUFF3/w2JaTWWWCWskK4CSBRdqlKSjEiaKilM/bekrZ2az1k1ksJKUhJX/wmQZ6d4VXUAs4cDt56UkmjounCS8t7u4pSgDgDxatwpMC3hKTW9ivJ5am/K32B7AUGMk9QaFFHoRBJTBjsWXneSlKnwJMNSghL0W9BZaor8I5/2oUSlX/vjr++W1FR7Roev8UJTCjpY+tHvW2LqPpakzLqP9q0klHd7dd+ASTpXpwETaqo5CESM/l0wMUVy3a4uACMkmemSzCQVH0tXc440nEj1XEhSwMEoos5GHdV8QBi59fD5QQApnQ5OszoLc2O95s8dkDarrWXO/h3LeiM+u3WBN8qyS8R8XYMlsJ5E13Cv5+m4NwlKqn8aq4YCpohM4BMqvwYkQYQWsGoglgCF0/2rVNdFHKzlUKMT9M5VfHIAb+phhan41rGQ/CgLwmg3tkzyLORKRBmgVkL7Kh2Xu4ahiPghznst70aZWXaEEzjFeisAE1OrebcLjee+PaD+lGUvqYAnwlIFmEC0xlN/1vZe0l9gFW1oVyGRVNRUgtAEqsGqP9je0xOB1NNddd8OpASifs2Rz8xrqPgw3JhiYmDYFD4bzwCI+NOSlsqcXJqar9RykqByBlK8T9VuAEpJq4NXbM084l5vkEIRVDaY6ACzAadHgea9gFOr5MYPr8sZ2yPL+6i78HMseOGgY14r6Nyqa0vX/2RNv8mvpJ1NnhvHNCKJHAA2V2boLfChjNegByj0AaM4r1tr597798PtpuHK/KwA9Ugd137apZHNuzv9xqo/RfkBM5NmSeqwBcj1PwXkercb6uKd9GY8zrp1oU/GvqrKws/ihpFFgctBpdfApySnuu9vSbMFKWvLVGS8IcAM1Z8E/roa8IHJH60rM/AOWs7/dTP1TENAA4oDAqYlDItUBQKxR9zrDVLR2JCoFoK8N5ygOFjCt4Ww/yWpUy5EQkxauA2rGIQSqHzBAeA7z9DenJW9gPdGSkoVHmBGEMv1RyFFFeuFrTFEgtlyaLekp72xBOhaJFmuPwrpyOJHH2je7xcrKro33oOet07gHKo9CAA9U+9lX2IvSdwi7q/IHVR+UmS0EfQdqBwyuxOHl80mv9P2aufHALQbeWIeqdS45n7UoYya51tjCfHM1xvPjfL3X/d3KWr161Z66n+TJCfdGEuQug8TT7Bb0k2SmukP674ArbD0C6BitswkqYEpcbD2mh8tVPcrBC8wfJ/K6q6tY48AU0uTLf1KzdeNKUqiWq9AShDzyTJngFoHptWgLen2A+61BqlqcBBQJsgLC7UC1paALZ22gtt7dpz/WYYncdo3YJRi3x/o7A8O2Kj8+EwUf3E3fo9+ir/EiXJWld2qvjvmS9Z9AVBKYHXIn4AfXf1HjXcaSgBPhLMR1Bv9GOqW1revGIxOCm5+/pxF1oOf77Qju2GNdCK5bEFr9VM9hDyMP91fiZMkL8Cr1J4E4gSoDl7b9+Rf88lKhmTkYJWSEQMWtHAv96Nib2ke9qYChOq9A1P4xQDM8pspVYUEBpAKzpE/tCUXH7yLmrpPZOKK0YwmkHmhjXEHqgKStheFruaz/anVuq+ACIrcu4KrBEs6Y5Ai//wAgZSqEEHzDoh/ngVQJ6t6DXtZoNpxiykRKa1sLH5iT9fwg8R14haiftaGw4brjthrTwFUNbZlHWKfhK3ghcbgEnCiytyMzX0V473OWqI+Gu99BqptVeT8dws0uwx3PNkJCB0kOUojHB7TeZnzfHh3PcgbS6ExEQQuUa/WrrO2RRruD1nTOCEXqge9Xu/vs2oFgEWYtvhlnVf5xuFetvBjlV8CU6SVkqTiXZx7MrVeT4OMW+mQ8fqArSQxuoElK1bDcfxSDQKr6u8IRrL4kf4MuzuI3b32IHVQ9fFIMFLzTL8DSI3wrivyntv1u9Y5qCNrKeT3whsR8TrLWniAsm5CqaqHFQ7spCj+O3yGA/wO3XJvBZiIc8hXW/xU64Wfwlf1Ya6aMAdSgD+QCJxLUNwnFh4oSH2yjln0dzAD0U+HzsXtC6Zfwp1KZhvinQSY4hyA5iSvm8C3q8sZYKHntZvm0XdrFwqlWoG1SUCLuk8ZBRZ1nyY6KKn76BCvq/mE1H31mfj+PagAh/oUPH2uIwCHAKikpTCiCHXfbIYToQ6M9AVwtQ8mQnClw0nBxMQ0eid2Jgpa9R1ae13x0c0GKugS0RWjXYN01TrQe511XorPRzVJqqn7eE+qAMl+bUAZCIEPiOFEENoDQK2qrRWcNitUDmlOynspV3xNiO9HsAo/D9y6/HWThoktQRZTqy1AoffHrm8oLNZ3VmED9uuUSyMKaC9zk4cwGDmgRZhwXhzPK3dLxXdWvw4s9BBeKu8wJMR5xzbWS0+NR1ybmkL+Huel6rCZImuZtwBqdawgaPM06uj9BdQY5PitvBSHBSDTX1vqC3DrSX+ooCz6qhQyQUc7/wQUgLHEM1wVaEWW9d96LuqCuagI+z5U3TKhKXkp6oZz+9P0h+HEUAI0LPVFSVIJUJ5BAlVKUP1SWQacifXSWTSAysO8U7BV6y3bL8E37u5UveVec5DaSQQ0O3kWM8HdrbQdcb4VZ+fWRbkJF95bWqUm9m/Ll0qzY0kbYbjTRgo77Gut4LGmPexvnUhVwAHMFtpAcfRYZsQP0NkyF/u2ySasV2DjiGiGprUjmxXYbajWSN9ktxLtB9xd6W2Nc68PI05M1WV+nqv7lvovwHP2fNi7Sq4KB5Pz3j5NUNo1pIMVEqCqOG0zQSJMSG5ZJTNKwxIUdx5PPfUyQ/qQNt8CjPRQF81/SHJB0Z5MkXxhABIDWwetLj11kGmHfak5CVAZttDnB9xrDVI6Q92HI1AB9QwCprMOOiHgwIaIn9UnV98mn2Wh2lpiltw4pp6ekCtnLbOqq1vAY9OWmxMjAHwDNtDj38FYYnm3i7vzc+27YYQeyw2waqDJv3rePScueYUmAnh3qxMRLfLQOEAPYOA641Vamht1AW4Ax4k7EPgIfySflUfZpbmT55k0lH2haDdSZC8TmHE5IQ1BsD+86+HtXaRZrPs0JlYC1gpcNcESUKSDyLon1feg+n5TfPDQrkayQ79pTAHen+ofQOT+Gt4ncYGsWexFmsrDPs3hTRL1uSwJOtUqy68+YFjXIF0nHehNdZ9LXH5hAh/oReTBn0XK86mrWu/c/wFS9+EIUAtBlk3Y3t877dnErvEyu0K2iaqeIgZ0LTyATJesNuF3qSNV6RGOZiuFEpicuKSV1JQj2Kz1WfLYgVoAFCdcntuYreU8siaceh66W4tHiKyU4q/uJticpFnTPxeo1iIeco8A2gNxQsjP+NxGxXFuSjAASxiXSdLPQdVHgNykLCzTm+J3INdD2awGzHeLtNXAiYArAa7Fof0iFJD1NEh/VcWUfiU3lVUpsUpZRpVdOdUS6DEyTHHYr8qDuhlnDT9X65VKsdR6t/w1qPfdLwOQWmZ2I6hEZG+ClJwT3UdXO2HG4YVgAz57f0xQztPqIbvMH3PExdyNg2MxB7DmvqS/g0QFoO8fUZM4PpehVD6B01rHVs81j03cQ91lRQpDhWYIsRDVarNF6Kk7kYg0p2DzAFC9VNy1vqt/l/29uLJ050l7lNdALD3F8WCvx0+gYl5o42ewanVY38smfFfvFr5X6+3CzxwDFxa1XkHDWu3jnumZY0VeVzYyVB0NJBI4CJRMWiLwor0mBHDlnhMWNZ4cgKnSRHpvJaXdqftyGT3gXm+QClXf9tMSPNsp/LDi0OPdC3tJlyStLWBiJQmsso6i9IkCdKDSTdgtt/bHNg5afzHoCKKYzdKiuLd+u1/Pw7me9NyBrKPmHqCWxuo51TEw0epPNQqa3KwSDE1LoCKQUYQ29j/EqfEpHu5rt1SIhvqZAHUGKA9LSidAdR7QW6IcQ/pz8BwlqZzUV9AZbnHCuoTnO8HpuakOYFQ4GT8goziplwKfrRO0myPYaGK3JzWWd3HBrDywdgNM+Ku88ZfXFYH3i/jX3l914EWq80az2tve3addxXcwQVexuxgDAPlqOsUpMCX3wXT7jnvsrvRnuC984Qv43u/9XnzkIx/Br/k1vwa/63f9LvzMz/xMi/OLv/iL+OxnP4vv+I7vwK/8lb8Sn/nMZ/C1r33t+YUtRBUwcGqAQPHaB/we+UMR0dO/tS5cp927Q32WVdrSy6F9+7Bnukeo1Wla+l374Cwuxd/3j573G4JYK70nIGPwar+6LzPyPC1nrUcBoBykQm0EVziPxf/o3Frr9KrcaXYPAtRRPuDmbEWRpEcZdksyynI26biMB6Ql3YUvdTszlti9u7cqdmDWq6qH8Efy3dVClzBt7wqo1lIZtFYZr6SuqhFLVrncmsrO83VAsgiSaWqpUr2L29iv9xP3ykHqJ3/yJ/HZz34WP/3TP42/9tf+Gt599138i//iv4hf+IVfyDg//MM/jL/8l/8y/sJf+Av4yZ/8Sfzsz/4sfvfv/t3PLyx3S+P5/K/d5r2Jm0zWGdE4rcMJcJ2A3uqXBCv0QdsQ1oP/OY43iN6zbvOBoqgfnq2ltBXVadkZ8W/g9UjGOI7JEsXqTQYaZfKE/Ny9nxXL8OUm+NCVSPseFs2rk/nRDUeOYe0S3UdbvQOIRdqobzYJlP+G1LmkG3+c5rQcqrRu4rQw4FjnkzZ1cNUe93lIcOKWudhI/K1UBeLH4V6knpCSQoIhaSmlHAx/HmUaTnEYfNpVRyEJIS6JPZ5/SrNzCuN0/cBvxQ+JiZ+rkQFaa3g8PzY4r1zd9xM/8RPt+T/7z/4z/Jpf82vwla98Bf/cP/fP4ed//ufx5//8n8eP//iP43f8jt8BAPjSl76E7/7u78ZP//RP47f/9t/+eGGK+mzEBqEPBhO8uFcC9Wroc7pd998qQtoSqJh1eSxXXtB2nVNFdVLwcyr9CKt3RiQPQKv9HTqBPvjXvPk9veOyngWACsrMd/+YckYFp+9NTbUjAwJb2X4btyBupY5wH4JQXxyIZI1VFJeqUw7HMXmeJaImBJ+aZNLfH7piJ2Vsxlb3mzJYu+aWS5WmWn4h/eryPp939eWy17rG8t6E78Cs1X0Dco+7jRHEanRx6pyYixNxkZhG3jPZYVnndW8pD90m4Axc4VZ5Dlz22Y7hh3H5b+CqF/NjVPqw4NOTL/PO5QDvLCBaLfoACz98fSLAieky6l3S7gfcK5ekVvfzP//zAIBv//ZvBwB85StfwbvvvotPfepTGee7vuu78Bt/42/ET/3UT23zeOedd/D1r3+9/bFrW9gbULoJUIcOfA9/a54L0T5V59wCzN1K3r2/xZXkYr1B0Tdd+Cpcq9W9jPXgefzdCpD3ymHwI9eMNgB0w48T1R8DLqVtc43Kq7i5kit8aeZp/92bI/HqHqE+I/LPJOwr+Ck/rPndqkukpbgMxpx+XbqndXsw7J571JBiLWe/vBmM9gDVwlU272kfag3fpC/2BtvzTxFedWytz7+tii8bR1IXcyXgNJHusd58X0Fqzokf+qEfwvd///fjt/yW3wIA+OpXv4oPfehD+NW/+le3uB/72Mfw1a9+dZvPF77wBXz0ox/Nv0984hNeAElLK5FYwhtxOMS3DmPG7KWYr3V/KcOrrK1KkP2PrJ7dgm8bwpsG3It/Uu1j2g1lfy/uDCiSLeuR2xiedtYjnahV/nJhmYRCfvngYqjx7Bd1q3v+af61DzbSBx7bDfKUbqcerPos/ht9d2vsEyj8aiFW5eUn190Pitv+douE6RWF6Vnck3ctPfrvAQR35W/H+cTp8puZS1MARBTFwq/cdAUSUbk9sBwNISZJTSYtjf2v0jO6f7pkNTNeSVdlJLEBQwKtUuNxePJUzYgi6V6qvKXClMMizsJh3HHvq3XfZz/7Wfydv/N38D/+j//je8rn85//PD73uc/l89e//nV84hOf2ALUbu/psCHuMz7X8Y3OehY9Fv+H8itCf5zhssaJ8PW81MEdifchU36+OxnUIiYI2eST8GvlK8dUvayHyqsMdtU9c+te1FEwVJoHd4tGqUzLeDwIi6mnLL/84Fz7KCKQ9upR6eEtSMK5jKHQww0GIqw+2aS9zZXIVuyTDGf3BwYhZwLPe0Y7ddpp3daKUD1uRQspSLCo/oA9I72AUDOYoPBDvTegddfRfktcbRXg0TujGxrczNLzm4JD/In14ljkfAPog4IMWmqf4Qg13wu92C+Dk14y3Kz47N2LBlKl5ttZ96XJ+QKwB2lLCXwJsNhoogETcOP5sWF630DqB37gB/Df/Xf/Hf76X//r+A2/4Tdk+Mc//nH80i/9En7u536uSVNf+9rX8PGPf3yb19tvv4233357X9ACSK3hO78+40zUsxBqk96z0PwHtEIr/7B4bvms9+y/FxdZ7bIMOuvvNrTuPM+XeXcvyiOTdydBPNNlV3C/rJlmWAyQdVTuryidjZIYWj4xVcmqXPW00pAngQbsj4E5cbfqvmkwq806cC0d09LQ48pVyYn/rAIeIZt+a70xQEWxO6Ba091zJ3P8VtWfuwoZeHZ5aLI6x3RNpad7yasfspUSYLTC4l4+zjPafl4/adLSzQYSPY0wXd9hiadL2IPulav7VBU/8AM/gL/4F/8i/vv//r/Hd37nd7b3v+23/Ta89dZb+PKXv5xhP/MzP4O/+3f/Lj75yU8+s7D+d1Dx+V8DqFv5PBr+TNdVfIIDR3HP3YqzcpBnpmRJlNTuXBmw3w1neutvJRAHFQ1XVx7sPj146lE34WdptbrgkTKrezT/WG1nLDHqxnZ+d6Xna/zhoPaTjAf6yOMSJ8pRNNVg1E1cdch13pvL1/OBoNP4pZTC54p2N4ovar7DFuwmX92Ug5P4O/Vh26qgNqxh98Y2f5kGtHDpU2vRwDTizlmrHML1EF96uJYkVgYRo/2F8UOq/DRUf12l92Kr+jNJ6oVemuS0Wu+tVyLtrPua1WH2xQJE0U2k7jvuU3VafBwTwfYO1Y175ZLUZz/7Wfz4j/84/tJf+kv4yEc+kvtMH/3oR/ErfsWvwEc/+lH8/t//+/G5z30O3/7t345f9at+FX7wB38Qn/zkJ59n2QdUgyGHjhCOAwKwJfzhcp7jzvo+6hWcNGUuoIW4lu1c+uH9yo4uhxM5i4q3sO9QYDjrztx9EhZt0gOinlJtadJYMMzexuMyP3FMeHcNuJVNGB/oMewRx+fqVKqfWOWXfSTx9kh4O9jbQ1pytfeUiecTn1aovnRLwkxn73UsHClPI36m/MMqMYEBqDvvsr6VTNGfOa82D5byWRrPOduieJ/wjIz5spTTLA4PfYtzpxUtyo4txgAnor7eDjHV6dLgWBJL1i4FyxLXW7UswC4ZWdwpWMriuBYvLPqmbvaiUpVnlnsvdODd9F8sHAFUo6kO886+yWq+BagOKj6QCbr3rtISo7AVjA77Tw5QrUPvuFcOUn/6T/9pAMA//8//8y38S1/6Ev6Nf+PfAAD86I/+KMYY+MxnPoN33nkHn/70p/Gn/tSfevlCd+DTOuYGQD0XgM4cz82zPHlBIxbAukpfQflnxXZcrJeMT4peJSY8mZcilfhLIYrDOt3WcaWnh3ivalwecXQ3TxI1bqNQHOoI+/y81Hi26hPYUR+K58Uq4B2djrhFGOpFZ1gW5mJ1PEzMZES2K0DtQI7qUGrNY8Xb2NM8WsdaIQXKrcH0vNR1166bbgfkLfF7m2BnfFPfG2QLuwBpmheH/Fia2VnzIW+dKDXfGs/zUvbHM++tSdbvVntOG38W1tR6R7r76GXd7F45SOkDHOyHP/xhfPGLX8QXv/jF91iYHCWku2n2/rXr3hcaeZMyn7izxXpY0LRNu4okThADYIpAOoEb9qtiuynqlKWukHICHVcA+YzWAb8iqAinULYhBRzC1y6JeGv3LG3UaNpzacwjcclQxXgH57jjJxpAdcr6UB1bnbEJa1KULumoc5yzl4gfHxgabiwR7SLAat2ygg2NBf82/5JOj0EtvL3bAFIbW60mQttsRe7TtfYTmG7q1sJXQNrMkZyzjBoglVY8w4yW3sv6D8AIlR1E/fidrS/7cu6xhOkDMgFX/5kE9GJjvcfqvZSeXKp6keeg+pmoruYLg1LZ/IF+q2+SUYnO9wHIPq3GH/zbM6sPnpN6re/ua3M2O6M/N0OJDUDJGh55b8DklQDX2coHygDwDJDO3O42CQaGJfMEq1BhzQWokpC6RVss+JikTniS6GTZ6KAk8PREjLHEBxM2SXWbJNEOKqz5/vkHeKM5DyRU8eI0Cd3azhgjifot7WFa21WCFb8Jonmjg2b+PAYQ2GHJ6I5lPkv0zbEpqTY7qCZjPwru5zau+cS7KI/8yuEemaXyLYB6s2r8qWAGpmW+KIUfRpLyW8tqyO16q1JFS6bVFm/fF4+4ALop9XFBETtQG3LMWGrZJCKlw7cnpucvEpzGDWDi39GAig8L80Wy1YPLbwJVUA+vdw6K/yr/AqeXfPPzHfe+H+Z9392txu4UyuQ/A6i7+d6Kf+vvVTui1ntcU+PiOJCJKucj/ItG2Kz6e2ukFnepjC7+U0LIxBPYcwgrF73J5pY7MDSnY6TO6aKPG+1jHA0uIu7yHOlywWorq46c9bNRHNa4UfD753fGNhrRnyxk/aO4mc8mfBtnBzprvru0m/B7zNp2Pec4nACPRrD3+lnh2n5Oa1BDlqOY4QyWEYdN23sY+q+Gio/UdrqJ18rld9EH1E4G5TuO8aU/hP9GHhuAEtAdq3fcay1JcScdiMqdNDcBao1/xqG9YnfgHle3W+TBtRLI2DNRsyZ9GDueWyzOpVeemnp1UVm/Y03qEstTp8WRibyxPfwCABPdAIDBz/OWVDVSHK9ntKfM5GMUKE2wwesAxVhvrmdaqEZ/76q+NhQ0YeKskXC4S5wafe8Vtyr7c3ydDkBT+5GEZXH83fBGx7gIIEP8uiaPN9GkmZ1jdVmMUVP7jSXe6qh60cf8mOVwmBTBPzOouDfXW70p7u20cmAU2hFFGv/gK8w6Tcm0WwkIKlyXSsSVR3UQl0Em8ljAR80Gp1enW9bZYd6RVn5xBRKfd8prkVJCCovAbtnXjCJAbab6IOoXPBbzWtTmNsWiTzfrrfpdGu2Id49a9YV7/UFKwQKFhxMR2RGtNfwZLrr3/QSrhypwQGj7lSSa6AJJEIpQN6ktJFGBDmIThYBpoPYYRYBh8WMfSgGIx1UHqiAoCYArQAFJYANkQj2kUU4DLK8nH5zNQSDqzAeN6GqAA0DxyjobxJ1asBAp+OLONIDu86M6puorN+0oDfdhxg2VqzEAIv65Ft+Hij3BM4zd15vqdAZYHHfjuKhcP1L1oO45ANju+R6ZYoatgRK3YVdJemf9RQip8IPyIK6nm1EnWARDRnS2tyKKPEpFcU/fqsIL5oY/0ROqN1AebI13Tf/oqj+Q5Z72NEr+/KTHWsdsU/TH2rmSjebDusc5Jz1sVe8t7xr5epCIvt4gtbpDpyy/r7CY99+dUtDybtF21wEVX5QNgAvM2xxNSSAWMhrBYFNzRUXN/Qfh3D0dAxawrvWF4G/CqMz2XtHqIlmBpe168NwllC254sgNRWckZkXPVkXXi4P73RZxW4RmTBYIsx+12oclbgDEMyzu94YSu35v7SR/xDlDIyqHAY3z2nXnafnPGahWgQffx2bfpiBt4/dYthFHF39NVSbsHaACP/nMlbY8jurBAJoMTx6MgOalO3HnFm7klr8qWnPhmQT0tQappKeH0BsL4D24bww4oRNlcYIWjV3eCXVCGiisfso6DQ+IaBw0Zb5oVSUlJbjaQ1RNxScwNZ8TTQVMkgoLwJHZQ4ekRKOsPiS/ncdQSuT1cIMOO4RMi1ut7DD+aDSQgUsEB4OJXDD3gSx6cLvEmUlgUaKp9KywkrL83ZDDWFYDqv7WzyRNMiBrfVbcG7urJc0jamqELeUns7JrKlXxkTBuzi6Onr1Y3wsekvY4L6FpkwJ3EEtNrM/5H32aKjxXlYnSR/9kd3XQrgolUU0IhsAP5QIly8ghTUg+4U9piaSolLD45nNIUw2Gyq/dWOHtfIyZ4b0w7lYCwZ0FCwHQ8SzUedx77rUGqR1rI8vzNw5ZXp07mCgcuF5iS5jAhXfdmzpkJUWMRCHTVH6xNwRXL5m5cySsPRdhcAkT9LihIACPQNRM1Y1ipOAxYOUCkCjHQTDuDjSAClrvhNrztl+x2xhQqsuqABbkrToXH0rhxXJu5szJJOJxoTwkO1/Tui4xTJb0K0hlOB0J8E+GaAARz3el/tg0ubWAQQkLCHB7Nu0kC31iAKoOLV41P8tpcaiZu7K4vmv4Q46R0SsgsapyfK0RqXnjfmUg0tpbinQ1RY6V6uq9IvQqaqAHQPwuyBXkSzXHt04sarzlcG5Z6HWA67ejR72f0YncT21vaZPHEna4P3XbU4+71xukVreuzlcIVswQvGfXFp/lfMYp9u9IrWkXr1R+DFC8NxVqKyE2kz+bHjcd5ErncpO42TsuMy46DSLE+1CcnrdlVuKaYa2NRvmYK84zS21MC6DyXNMttvFsrujx5dmQazT0FNSCOBJ0tDQOwkN8n6KovDgKMLGOYUnJl+v8Xpmxe/N6RUFuEoMSDQ0f7G1xPL92doqastbnYDTxnHqzO4BXVCRQVFpX8vh2K7nKR9c8ARpvZofWObCQp5B6cG61xyrAyCY+wREBz1H7PuY2DfwGu19eIHXWmbp5e8Zyrklflps7c41oa3/mOIc/bb9Cz7Ko+yT99ZxZE7e7sFpGFAdRmCSkDhSeJdyij81YBVqWforclAcAXOAH9ySlI3heaV2VoOMEO7k2Kz+IvTjIJiFwrrShHBBIhSOYkWNqxGbn27jHF0yCji+dU09QjQQNbauqQIUPIupE79TzDFWquBonAeslCdQB688iCXXr/vXNsMAEFu5Pq7yrx4bx0bO4kTnN9QOwo+Z1EPgAiJJSXJJSdGMIklza3Xhgiz/7NQVDoXNKxOhAVAYSaNZ9afjgYBlf1l2tB+crAxMtRjCB8W4SrBLVq3K/fEDqrIN2ABXuOX36KgEKCxfFi26z71SLkhqzglujg4pQrQFIEANQEs/KFnvZkgCkpfZDHepVwMM9rkS9UZZ+QKn5AAOoIKwDpiKM3wiLpkn1B0tmELpfLYFXErBif0a4jx5ZXQ6I/cD3JuFZ+K18UdJl1KnVX4iQCxKZUr0nTiIIjBq3HEBf2b8sTlUGD8RZTcvDHewPaC406QNLvBPXtAuC/Zp5pMrZR8S08PT3DHPvJqJpWOlF2pwuCKOEAi6LY2BS8zLDeo3yeVJaVtm1PSoFTiWpAMloxisDqpd072kC7t0vH5Bi87IWjmd33Cln+YqASqMUWRbiWo+dpMXsPplqJ6FjFZ/QcghuMtSLuX9TbGbuSQG+B7KUuxKNoXnGKsFHGr21f+j6JL6BIszWc//K02GIS1maHHAvv5RoRfgcxGj/oYhjnwRkAbxxevKoL7EAV0pYF+4GUCd33zj+LlkWGNkcD6KbfSRSUmmGY6+JfFlHwJN9HtOHmrvuP7V4FH4T83drgd6t4HUvbctkqe+28AQFbM4MhREF4RsofgJIAYktWTkALZfZ8yg/N0qXuLf1oMfG06qhrtNa61gGLotX3Kj8++5++YAUgOMsdEfc30PuAWB6acmWOH1WJ9sc0AKAeHfLos9/Wd3Xz0ktBrT5EASd+qUd2g1DBCImQfg01HFOPC8UZ3j/T5CKDzm5FcC4GFCNAMsBjGt2QI+saziz6J1K8OfcDbA8xQDUjSskCP89xiXzpUhKPOwjwJXcgxMGGhdASnoMok5zQUeMMVH8K+p+mOnv8tyaWTnKVLMEDFBLKit3m5wtujOv19c7ssblyI2wR5m+tk4oLQPXFrC2mUWGPLbGnDEghUptYD0oezRaCGkrgCU+aJhxxGZfhLMLyamAse9JrUYSq1TF56x2TqD2tRXRXHNDFFMqXD3OFCl+MvboilzlXvQrcY+OF365gdS6Ehfu7aFV+n4D1I4LXAAqwYnrcGbRt/5C/ZICmrqyTuO4VYLuL4PXwammHSrFob7NFBo2ce0WhAJPI5jeTzHrQ2qYDhww4mqTH3Rbg9C+Vajx4Mf0PTwkMK+XAEt7kOOdrYvx50PBp/NhebHuV23A6+iqgEir2VhtPEPLIQAmOSspoJn1uAJ1MRRRELIMxtT36g6SEvEUDXx26zCqpdjua506XiePpHsIrJg7IAbHpSTr2xWACEREEB+u5HNNdW7JGqkACSInky6mOwokNcGnGt/KjzmyzzG7IadcPBNt0KAVGn6t+nredOrhm+Zea5BqYj8vljNwenRh3OLaMuwlhi0J+xK2/OkBoMKvCQSC+s0wocXP8XZVaYSDOigXl1E4icW1guqoPanYj6prkRyoQKDEpuq+ItmfYfHsdcxLcBmE6LaKqpOtNodXsiIsFMszU37rgDCR4m7YLcsdpU/p7ZbssIBVPMU+XfRDEktxcDF/mtbHmajoJ1CfLf5U93l4qgdRfYuI9xywiPrvgIrzYdq/YEGkebYV2rpm4pfCb2aZSyqUwci+LMNKJ/oraOhxf6jf5iBo1nnSQSt/a1JWtbSDW4ERqC5ynGan3eRzjQ2nov/FtCNGJ2ylFB0RzqR3nCyDeWvSFAnpSwXO3K5z4QH3WoNUEsgdrVkX0gPu7oJlYHqQozuCG/0KsJWg2E9fz02rLoGpegDIUMioiSkJVlpxz2bEbrIsEktwVrxZb90d+1e+7BXARaiNsRpqPCCuSvC8JuKGes1wo92WaMLUEKmecUIyIu9QJ06kqlG0PmVhBDruKRTT4bSPF1YHxIfvGnU9AJUuv+SvSO2nWQjET4w9iRRlYOH1EUAw/SAvavzjC78urcYBavvKr+S87/tWRyCrcezNTSC9M793QKXczLUrq/nPd7KpE4PTun5OK738tjBxwAqg8sO8iDvz3I+Bq04MkfxMhkBxhUAwMODnoaTu/zP+zCoo2s9INes+Xb8XtVfx3e0uB5KAPACtTEGp/kQUQ0uDnPxx27vufS4AMdIx4TqQ5ZprXe1lsmj3gHu9QQqgVYVaHc9lD3dgcojzPIA6W1Cd81sBal1wm/KDO0r/EaAyCdV5q14hYq35bxBIBhiqJ5YJFoxCtI2kJgjSWo/PTSXR3fhlyS+NKogqKpudc3wQbZQgzHX1kN3bVurK9Ds1b18SPmDUboY41b85eYj6k6rP3ti7wjkJ1rk6OIaYGYWsjmYbd9ViYDo0gbBz+/yAe67qL8HqZcri/F6F8zrY0Jt0FTwHG5wcVXzBm5BkJSRJ5XoqI4gYI5W1w2Oo9lZ7MbUeBadwPqsSmKIOAS5kK+U0gwFNjpklW0pTk5iQmxXBEpfDHnSvP0iBCF3jXtEG/m4Oj0RbubcH467+4+fEYURSyt/Bq9R8OWkIrKQBqLaw0EGft89mT9hNRJpoo+TtE0EkLS+N81ATfhgVyD0UBC0m6kSTsxFdBRljVJgqMFzNlcSWiTh9A0v8Q4BQzbzyNovsM1edERiC/W0BMbDwAD5jZSl5AqCqh7tfKQG3OVSlWuHZX/A2BlhpWf1lP2R/0xkz7VVD1aJAMLD0vQDCSqCWJj5HW36oBzE376mOGwMKBPCkJKWl7tMwohiYztRMOV7wOsWkLjacsOoWDIQNzE4tuK3qClRi4yoohi1VeQlANv/tYn1nYr1NQxTFS2qLDyAt/lJIAi1vXQc1G7gHsLWboQcp65Z7vUGKCT06PSlu7Tk8yN5tF8Jm4WydoERjjifLewao+KSDwFR5AVSh1iMVXwIYNK35UuUXk5f2piJu7m9A/RoVNGu/OCY1LQp1BhEIJWLGnMJwVR5n4BvSfsQq989E3Yrdzahn1F1dixf7R7GQGoCYX8OoQOkPYZ1YKywId9T5CMZRN588EbkN5o351AwqcPS3OVIrt5vhG+mI+ukMjNWIYGpLkTQgQcSLfb9ZACfUH6pi6kIyZmF8FKHnZwJJc9RNh/3hTfc8kl/LexN212U/rP6orElDcwJjAHMK5hTIqI8FXulv+CcyLg5YdghXMcXCgQERxRXq+6Ca09b2THsP9MPBvfG858VNzrUOYGiAjktQDmIDxvwerPtUMSQs/UqSijUhvn8FWifhV0hbO40OE6rlhcorWIm9W/vgzL3+Hz1kx4vgvXBY5J4LUCr8R58KlOUPFef4Xg/57soqQwml5yMgiv+TYAaakJlGl8moBYCkVlzbsaont8+jwnWcxz/4x1n+kv64G++QB2ovJ9lEbOqI5feE+Okm7NQlpd+ILQo0HZxzBpLhlRTR7UlQg5PwSGR239JHNXWTV2sMTTft4e+7e3R97gBq406rfq9diiMoxL4UiHkjoOj7RDUMPQ76L8cHsH6yvco+VnlffR7rWpvrVM61DQIwEPAkc6stPVocyhQU54xRuEW3XoIuv96SVLhouGJPWF5F3mdhzhVs4+4GJtR66/tBeTB4bKQnGd1AoklS7h9OfWKiFo1WKpouz6RvSKUeAGa80IikJSs6fCmBQwFTE0wAF0XoOTQiCNDsYT2PtHtQP5typvrzgmPZ1Zdu410ZTrDqj61rUvJAlZ8fbHQmkC/KZZeWdpKNqkzAXk1AUNqDso6XFg/JXgICr2+EUpuhxZWmOjNuoad2yvR2hyRFH6BUb+t6pVW0lcex6ov77mUX2nMI1nOJ3EILgDrOID5n8sC0ip01I8BiM282ogi1H3/OfUDxwk1bBYq30g8MN6YIE1fjqWjvEzX67cYJ9UtmH2ywhNTidCA0AqWkcYkr1X6hBkSpCUH7UyH5CRBXJNmU95nijGDsIef+NlvwAeDD5jXJstIPudcapFRCZLz1KYVX7JLALVRs53fA0PVdvqc8mhWf5vsVmAK8ZMSkChAy/yCpaFX/WfEr9S11mabOmlULE3mfWX4GllN7nyggVzRJJlV/Pkn1ClM/eHnJxYOs/qTiz2iH451MSxfhCU5hmoQT1Z8T+KjrgSiLE28Kg8KuJ1pWlsWlFccA3gBKc4ir58+oeQFV9W9QTF/gs/Ys89Z635OSqZAhWZZM1N7CEFIDGsHIM21RNNGVfKeHob7vXhas7jlZsg4CeLbonWAmowBiouDgH1dPuf5ZIdaffi3YnAFMdo/edU7IqC/jCoAXOiDzAgzgLb0g6NALXHGJscAFQxQX19vaPpKaGhtIILR6lpR29Xv7Sva52T2l3mPQ0U4jYh9qLP7Q5rSDvTBmLAHLAYlmai4eES2jEF7UuRetaJNsGcd77vVX9wUQ7Fjf96EsDcr3AEDpKjW1Pz2GAcgpwABGv7mXE0TQASr8oaLLfSgJgtRF+v7n6aKYBfgKHKNeS92C0IV/LM/hT/WdHtOcxD+EjzW+NBXroT6oOEnsKG7EaYsMla46hJ5PJ5oeH1Ni2VBw5UgRRs/xntV6UYN8h/0fZS3Lu8NWgO5/k748+vd+uJcgas1t+uP4Xo5hsPDqZlLzaQBMgQhfBLvewXdUAUoOs3K8yD+BSXp9HmxwpXS6kH+0xlHTOh09Jy05K7xPxJN33ARtz89xr7UktTb6AFS6xF3dI4O/S3cCSoc6tMGilb8OsICkJ/fTflCCBp+HinNSsSEq4bdajEhHnJRlfwRzU48BpSILK6QBMYUfREzCOUhV0R6t9Z4qowlX+QUbG+UYgA8IMOn+WV39fibK6TQi/CKpyjDhQMwT7UD4iaV0QuS1aTyB+lDkeSIPZ9WXpAWJIL7zVGPYJmFKpEnlVxAQVN3aHIz+D7/WfoXvW5mBRN3qwZZ7KS00dWC1KyWykK5QYB3SVqp6vcueYYR1XCsvu7522ZzxB7f4BeI7eP4wWEX/QGMdWKJQ62GGgYTgOv1s1LQEL8bwvla8kAFMYIwLXug14SDgR7NKZswwpSZDadEJzHws6/tSHX4AkDqvG0uITAwVDJEmMYWlX1yLZBJXDw+aFFc41RwgehTcHjF9ZWURE4cGIeZTqrI3DOEN98sDpJ4DTGv655a3PG9BKet2AkwLeAlQe08LSDUVHwMW+flgXlr7jG7NI6CyFpdEVeF3lZl/iuIqI/FFJHTlAshIfbOmYtraoWFzy/tb/tHDWJRydbWdK8b7IV/2u+pPS/WXHcWrOXRUpPqzvYZoZPT9AgwRNCso+shUXwZ2hhuxD2Zkx86SMUAFykmqUPh8l9WKAZsWMQGr7SOxHwXAwUzEXlP0a1r31X4UJupGdbIENNWhk4p2+S9qj4HpDHAQNl6lu4tlzym7hqCBkb2zvjKw9jGKvdjpjE58BcCt+0z1N3CdFvfFNKs9TODFvBo4DMWLUPcp8KQXkMmUqbgRd/cZSF0ItpBVDcAqUGoSGDNNQAETao9piFn6qf8O51yGM65K/qgbA1lsWiYdAWpLJeYHSUVxKXV+lPMgnnGNI0Sdd3uEi/nlAlJnwHQPsN4Lp9eAZhe+Aa8zgFrCSh3GYFUcDcgv6JxOPFeWHaB2khRU3FTVCKN9pb02UON2ifzGjKNFHPgNsA7z1NiLCmDKz3ww8ct0Xn/6hEdy/3OJs/oZcwJEWTo9jE/UH0WUYRx0nNLP8OAU1dudenZQxlqACBTwrHNy5zIfQoE2d4uAHcKYad1k3LflqTz6zSoSrcwuWPOl5p815W6b30eQe9RZu4I5yNBiYNwFULAxZar5/G/KoqaLPw3GyjQFGgwYxIx/JCQkksap3K6QgxPz8847vtGahhKkRBOc1TsiSVHG4WldtKS6KuZj0APu1KUWHMbzYvU/OCdea5Aqw4lde88Q/ez9zZJqIS5Z5C8TnJvgpMV8k/TE6r0xAog20hMAWaSkwWpAn6SD41N4NaHqUTr24NhcpTcFQ4bT3YFryQ++SIF5HVA/zKuu8sAA9Grtjxu91b4AlxNVxc5AYfrZKPi5qmtJUpOwekIgVw2hIcF4IgwDtKv+nBoEuIaqK6nEOo7M2MbzJNzxRWeWclZvBky2iKT1XFLqLdcAiwiBo4j44ChIkosrnkJSoiuS1jNT4DpGe6MvqM4J2gTSSdNvNGH36tDkG4xkM3h8SbdiZKk+qVe1fo1XiX6ES1Ilhc44pD5NkppDgTnNms8l2Xdnbem/JVfXU19wmRNTBtQnsxkkhP2dSVHDO0Fay4u50Ji/D7ZdAlw8l/yViQEpqQp+pipVfNPHSiBit6AH7Qn/TEmqGLayEnUG1G/kr5vSO0PVJhhX/AH3WoNULr6VOQLwGCv7zLK2fgagG+GpkiN/bL4I2h7TzsR8B1Lionrbn/KyU8UH3p+yd1Wt4roidNKelJ2m15yIoe67QiFjJLc2Z6gBg6oXQQ9injeXO2BJcJgOTICrIpxiqdOOGNvhnafTVBTetOrfKWb2HsghfH9YspCo71AFRfbxmAVetMTKjkHpxgYdppKNbNXbkdScKSNJd7dcSkmECCw5OUesDlhhrh6Hm8U5fUlVn8+rUAcOAtYAMvXwaLRU9yWWE8edbkNcViA7oz+phuNI0e8b/uGu43Kpz1nyzSITAcocHUrzMsLdyi/Vfb4fhTFwdcYNA3ZvnwIyFe+OSzJo7+rERH5TAALNvSXzG0gxoNxq3iNOHO3FgWqIhaXqT1wl6H4DKuBCjL6pAyWZ3LzPj2hXzPv6EoL6Ovd56MDeGKG1NTHQHyiQekaD33N56dce1n6PACXkX+OVJV49m9OaICCQCr5MbLyHx43rT7KolKQKkCTzReYLqUtinZZVU50BUtG63kXqgpdm3u4F5A3qQB22Ran9ch9A6ltLyU2LTfS0y8hwVLwdQRUict7Z1afOoTbdOa0VJmpidRZf3DkUnk54rmmVVZUhYGkUcnF35+vCkbZ8PQsl5szBq7gO6WXEOaqIpgQY1KYEZm7mCixrew79cR6naYde1bpl2re2ZalCtj3SJIPmTIfGnPOVpsXEqUuzU/1GLkVeg9SuSPJ+nrCwEenF92MdDNoiu9u82x2VM4QGMJZK+l2sTNpA/Sbo4fXc+7FmYq3dnOYZ0QchaByr/hCDAFpct91rDlKahP09uzOVzNqRsvFvAYvUejQgKUkFGAVIkcTE6rsxQmKCS0zaVHxx5iFUemXdxyClfqDQQQkFXK0LgDSXhS/Aq+verRzzX6fi6tLTVYYvUuAqzoXSwpVJhhVT4d+lSBVDTNjpiDHE1QtTCjCjmn7dj4EjIJO4vbiKSStBqOnCQjCV9LGAmPZrvWrYkJQvCKxA/OwYRCHXWRgVSJlUbDOn7q1LXuQZtuTFhHix7gv1XxhENHUfG7K0uSuVJ/cBYy/oPZamKcU5YukBLZakDdhk12VbxmABvEifRXklkvOvtpS6z+Y7/JyZqtYB9DgzJWQ4IcMMJ7yEd2edjXpXrrZ+xNbKVad90FNtXYZ5utVPMGTmfpHDodV6bb9W160yl2Sor33YXpepF4Hht7UrTK13cWiJ/TSBr1kNWuLfHfBD4gxcA3D1XtFbyXWFsiQVGJMZkip8zWUjqA0P0u3XHKTwagAK6B3J+Z89M3jdAiMPD+OGZDAcWOLdGItaz/0Xv4ohgCknjcdLkELtQyH8oP0pVNqssqzTvrhGAHlHmUlYavtTiDqONDi4+r6VTVZXk8iATtgn5sMScLoUw/3M3wjQMDuHWQk6oWHVXwAKxAlCUJuJ+howq/hmBy+N/amV2pG6L94JfNH54eDiwmOPy9or1HZR1B7H1j2CUjfSkkm6U0WEFNzuJswbJzQ4kvpCcdw4kYd6vQ/bxytRwtjS79FlQD2vQLIS22w1AxbTL1kjUpzI/yT9mn/GF6Q6NPslfoPtd8DK4xLD+sn6UPJgr0zTV1/Juu86RwLMC/vkNABgzIGLz7OLOoPoG4K+AnDJbo116kfob0wPflXAJrnO4WUNL2M4c6pqDOYF09aXKIZzK0OG7wnXYV6kH64ppstoxeBtStCSGgSNuRWqZpUEwLROjUFYJf0b7g1IhTujDfeAqflJrXd43cEhHljnm3Ek8rK/jEegs5qQWroTYOI4MaEXP3eDLiHq/6rU5I97CacMfzYua8Iu6NRAFjf1TYug4YAQH7EJrkvKJDouVTUTYUmiG/2Q1xadfBYk+xb1LghhqQQluWyIn5rPOL64SO1n+Ula+4U1YwJiFMZUN6nioVNfvTsMHAGauyToDrbRL1E9/iAkUE06qP8yw3oQ8u/Ug9nvC5gdMj1wTZuwW47qU8DGlfP6qK9W2sxmcGMQUw/PT3WEag+2r5q3n2sd4p2gs1Y+d8JYwlSHC5HOdt6aKPuOEK54ZEtGFKG+DnJ5vC5poQkBfCizcwFCc17AA7ptQoG4jqkGu7pe2ySIzB5bFK83SA2tO+/eq3t0bhAggedZEscOQC2edP+q4uOrjVJKGuW/yFxAiiQpKc4pDCdyryrKQUldwLJHRd0QEozd/jygELyY089MuTpDzIh2XBXXEftZapZQOWFNZXJ1qUtd9adhSSVAfogwKaV1XklPcbZDgKsBVBpUTOSB4OTeXCWYt6dPpFVgNViLcw7ujjdzk6ZVuHHfFI3xJ4wVPA5G9Kv4IeOIqEhqcLT0ecgFAUK0Oz/2aMQjLNbKCkuqTYI6SsDg0dqtRJXQpalWicXPjMACUEplARS2ye6sV+7FObxfaSKQUiKr+0zIsUprSuHIM1Nm6GOgBLj05FFekHXfk2sZdABj2loFrbkn71NmhqDMZGreTxlAsnNn0yZoylCFYrqWwSz7TFFg4YD4QV/L6CLqlnnAHOqHvCcuwxZYHC4X30zWUOO50ZeqMaV21l2K+YyxD+xU7/jkC+Th+45eb5CKhbV1un+XM+QZZSz5HRetHuKHKi/9/q5Zyvjz+hv7UGbFR8BEe1IX2pMKTugi86D6Y2CKvalUCRKAhk6cQWrAdPEKgcjAmDH/lEzTbVHGRZghoAQ3Gqbq8dG3K4ZJQFfvL/c3FQxgajqVvH2CDQSYqCqckLp0k9tCPCxa2TpJp8xi0FZ/SHBO+F1Pr7PUZUnkQvrLg6FoxiFVsFBDqK3Pcbk/pQ6eoUL1+kIRB7ODWJc1INJcv51di6r5vkISE1JlspS0glCGN0aDCBQNAygpuDs4nONzNwXYrWmXOK3L85WrRRFt9PC84sQnTUj6rqqyfos/svTDaOq+67C9VpnAVeqC2Rd6sTWHsqoTmEFraEniJ/iJqOMzqBRY9Td8XQyN2y3c7By0V63lHz7ew01D1esabjgTasZTtYKSxs1afwLJ/djUNsQcdX9KYx8ESSrulzqEHzyrU/p3m7LHleXtDYA6LZLepTovZ2JRU6Eyy4Jv3XuqdwE6qxqQAYlVf+38FCpuIw5JB2PSen+JLwPnymIDWMcwAulnSULaCiKjQzGdu8rwNE8Xj1MgAHGCT3snGoYIioO6z5k8B5CiUKUidKnN+6BJDii/oIcz+BlXHuqN6Acb/zzUHOy7L8JUBwbVCaBqlH0zUV6hCwkQDF5OyLl4pbhFKNNgP6vG2swGDNgAjhBQUsvYum8HYJxn1LdFWsBq5S/WLtzgHBW4Qcp4H/tZBFLlVwctC7Pb+8vCz/ZtXPWnyHD43EnVnxP/rMctGrJULzpdvB2xt9UbGwxqkaqgA3ZEjK5IQtACKRpBYxQWxpFHAZDVKC1nk5OpuV8HzDWBamcks3OvNUiBP/63upPB3i0ae8FTec1rE87AtZOkKJyNKM7OP5Var4DkMhSXYTLKZcym7ruIhY8xcSGJqR3y9UkV79mfdUHQ5QLumPb2oTfjrK5z4OLqvovYTdCqwEUuZsmkvgk77PbmMdVukh52CNcMKgauvhbnHH7budhh4JDMxLEo6L0AooI5YNaNYQghtYDErdjMH7c1a14NlKbz17rzL1dZsq1lHpyHf2MglSQzIsji86Zo3CCiUeAeRARhz5yTZKGoORgPUiofMKuHG084YSgpwMEJqA8o5iKgcqJsXf3a47QJXuFNLcgYvMZDrAdqwppWNt3EZWpPi8iT03pY/wSLR3ajk+yLyM8PnNv8E8THJVPdp8B1COKk3mVecq2EXyFO+GNXx9fk9PkboOtr/0LfibErjex9CuKdTWjrM0DJNOZ+xgn1le0BW+8KYKaln+IiBWuh6Qh/cI+h3rQpPT3ewAX2wUSZo6z9SG83XaPATE90OUvlCjy8VfNag1QQem1hwB6FPCgnPxMXoAFNCz8re19OC493GxVfTNIGVlarzR7SuvdUar2LKJ7sptHUbwenFOq+i7ja0OOHmiEOxdbGqZ+MdzYtLIFUkV95nemvy0/F961sMRi4AcY9XqdzkxOA2GW16iZzqiOJhPpBXFUAF5Rl0CWIOxHH3N3GhqiGn6hVG5KYMEpcd60ct+nzfYsIL9Vf6FLqMKiQRKDJWQrrurZziNqwdY+iFKWIxe/AFIQim6pByJxo+B1+AJI5SFWmE/hkiAm0coqLE0wt4Nlh8G7/abfENB60t57Dz3rpLD9W/WUk5b5aEoe1ZBj1hF9M5TudCYLaF3rF922vOpxRovsuFc7k2dq0T3yoqc5hY2Q8yczm5ThJqCftTb2vnok5l5ATDFimKYY0mNapoeXo4eHncKDmgh0KjpsqBHMoRmpCtJbnkFKRU91ikqRUD2Td7rnXGqQCAGQNO3rT1YLR7XuobBdVL1cPEWQT3pjIWNkUv1vUbEBLKh6DV6n+tACLQAro6sHaq9I7IGWckUpM8rLz0bgNHQI/jQGFSUiYZtp6cT9gNzADSE7Mvms0oCMAAM2fHzD0q1aQAOWELza6PM9Y0cG1AUVgy0+ULeInwTW2tQipL6scGE3C69MCdXeh906+V8rD50FsDAjQru7Kytb7NpcOUpTURFkn1dYx+GkDUSbUqX1kYAUWdR9Vl3JvtQtihiona8JgtaQ9A5cd2VqbzPxGtifKY5DEAprRPgIo4/aLGSnjFvX/hRgXmzyqpQIMC77jYd7yA6XuM2NWSW3AyCZUY5T8d4c7u4IggYBeWh8paSBKrTcCFEXTCjBog0qZoOcltdHN0a+0NgRLoTWbGmgllj7gXmuQiiuEKuB+uw8cmi5vH7S6kg1QNW+Ap1OmBkiLqq8d2g0Vn4SBhBm1hupvgFR/AJ5SDWiqg4HYq5q5d8WgFoAFrCBVk2r6DArTWoXgMgcuLjFddeDJF+DFP1OgGmqOkdzadC4zLP2uUyFXzVP60d3TvuDoAtOAjJkWRXkQWAS40tVJg6yx+NAq+xWm4rsWGNFl7Ga9pbD3QeVCvRWSXBD8oNqTn2MiiY/39OlTpn6Cem7GFTkDadL6hEmgHFKgleB1MsMDhIGN9Rrf9hEd4VklyC6L5wCe+/BSt/F6kCJiAfLxvOa/5n1Sh8Y4rgjH2ELpDpKhp62PHhZoAUL3+MEPoQNm9VfjEGcAgWl+2A7Tu27VigFchrq1GzDCcGKaAcLMSvsNMSG5oPY2g3GINrQps3MxpxOENPMJv7OUPoX90C7sgK8xa67iG27RB5MSU1UMwdXvflQPv7q1H/zOM+tLKVP9pKcF7JbeVdAfDHUfT/xi4x4B6M7E8o5MhN/Khdi3XcwEKM16RkThvwAssD/2psjgQUp6skshNcX0IQxSpdbLPakFpJ48bkpvMbGJiwvbpAnBNShH7O9k7/iZED8Aqk6Yrj5RbQ9n2OSPCTtcXagCYGD4XpZNWmdvlSSti3dcEA82nPD+zL0XoD6IiCLUiIWTkgX6is84KAnLx0Rd3VMXt0qerRIy+kizYqW9LKeMhm0ERjnxFhYfRZTWGcUy/yPL+qDics45DiGnNSDFSdssrZrlvhuVe+95rTErfHZtkM3zrp1n6ZMZWd854U7JkCKwCpTng4XH5n+Ei89JK6iMJlxiUrvf0qSngav7gZHhAPJcle052f7OVHWVurik4mXQRGHV35mrVJJrGum3RqbqTxZLPy1awLuozbovpCeZXlfFwEhLvzz4C0kQjrOGehjhqvGZmf3qXm+Q2hhOxECcOlqE+yURw6rHVxSlFbHr7AagkYYppGY+JVnVkaGYbKziKwOJMqK4LP7ae2KpqtSBrPrLTdkFpGKidnVfcHV+nQpMvx6fmZ4oNWlswsYXdOZw6WxOzFGAMROQpgsefkktYq8qDgciBBM3tKgR1LBRB9Jk2pMmoUm/ExweAgB1JY4zhXWwBz4oTtT9W1m1X6NZ79yT8T4v823tqj9ii3P25TyhiVWcDP3R85lb2saOiXZbB+nXbEtTi9UQVF5S6bgta9Gs5MFJ3PNVuG/K9h0NWVP70W8xIpRPzA/KMAC6mUGmRAAcLf1c3QckeAHo6r7wi/sR00IQB3sVde8fMzL3925cCstf0Pp2IIHNzbzgxbPf3TIBP18VrkAq9qpsVA+Wut5Xtpx5ZGmA6PHU6G1xrzVIjcvEuMze9lsLGD7sFF9pwmq+LI5Y7+S3YXy9HgFCVUDSGQIelpqGS0KXMfP5aRgAPckVbw37yFqo+IaHB0g9ycQAgZf7LcxA6mmj7uusaB1c5MszBwYuF1PrvdCBFzqSM7+6Os9UfPY5A5GwDvRdLLVDvYYTwam5GlBGqmOu12EatSCAuYlkfRhm5XG2aoqkdd8UNeu+OM/l6yRVfFfLJKz4QiCbV4dkjRkSA68pQQ2pM1KRX1jLCa/HM9VfMCWz4m2XKIFUXs6780ffsGPCHATLjU6yaTnkJYEmYQbSmEIEcZNPB0apMoKGt3rv4qyo7P6+r7eUgzbsx/yjvrKEeR9z2uyWBmKRQAuMQwUal0b6mSnNq6VcgvJ+CXUf4jzhmBAdphqnPWCF7fuEEYUVoVB1gwoxCetqlBsCpS3YI7mvbig5ZXonxfmnWGP1H6AOPVOn3SAmgovnNSDOeA3/InHso/mVAIZQUJipfRh9qAJTR326Z3b6EV/91pzvoUYHcIkJdtu91iAV+znMi90DKZ7ZzOMVDxLTAkCE3QL8GxFWgLL6dfVa0SR+F1O/JKFmLAGWqsgPN0f3/SkGqdif2u1Jte4R5sYE0AEVtcmscFWFJFd2cUo2EROeTVhtgs/4rMWcuLhqQ2VixHeonKBPFT846PHzbJQbaGhWokCCDCf4BHtemUQYkVjhv2yeHGeymioovtfkRhiS+2AxZuIgFkQM4KthjG4EA0ADW729mTREXdc/bH5vuYUHCZVQSUkBZETIBeDzUULZsH/33Oq1wSXlOBprQPb5LwCom0irNBdpXDBpRhOtEgzWh8pr67fslAxzfxhPxFpQuFo5jCiMpsTeFFu9kmCGkKQ0/TaXmvx5glIrbrdR844gaCh/TEUtOhMHfuPQ7UjkVjKcoM/RA67uK7BkZkI9/qxOxDLC92m1u9capOJM0apuO2s7c15sxXRYbjHLoctE3+W8B8aDQVbsPTkhM39JUuwPi73hN04EKMU+02Uxlgj/U/hREpPAPrK2qvsA3YMUTev43HXAVmw6Ryrmg+JuaEGo/iztxIAxZgIZtmlkNxj5jpn7AWCo4OpjoyrARU3953tBTfWX9alxMcCy2mnoTYE6r9H+KqMkgAGUK+XTqBQNdFAfhakLoWkpVlckkbSCZZbp6WyqFyOImiRl6RIV9pmcuFT3MdEP0I+6Jbg8DlSUU5bDxOoQt3VllcJLbQWYLdjFO+JfVhBr6/wGaAn5lfztj/otVX6z9mZngBEkzf0bAHkbwxIw9qeivTYtqdI33CqHZ+8l2CAbluWiDvCq0wSL5+svVH+KtAwO1V+UZ2ftbf8NYtcvXXWaoQmkMYUzKIgEoNvA59L7IOxJjcvE5UGRMV10FmqiGRhV5/GkFx/ktoIXJ7J/V1oZ9fnDoAQCIk0JyNR99vskBTZPY+ItuUJE8ZbMpvp7EvO/NTpI5YFfHE3Qoy6Hxa+SxhFTzJIPAF74WRC7rPKCF1ob8SM2jlVz41hg6gs7RHhx1d9Mq7/rUIyr7Wm9cKu//Iy7r1O7OUnqEKZ9x8PG6YpCST+EmV/pnWYkL7EHgIVw+rjKVVxlqJBrxZlXG++4NspohrXPPtLooDld1+/5reWUtWBQzfLzObM+aWryaHAGQPWBwNUuSxwGrFsEjqh/Aw2gSS4ZcItB2/TpgWHmZARcqeZLwFJS/QnWidkMH04AsBUZaUYP44TrXtQRsMQsI4PpmJJWfzpCnQVAB6bvq073H0zQyX+FfV0AYvuyU2LPKGgTK/K6y33kY7c6U1j7RnEyufaUwzRjAsSEXOFMpnf79Mlsa5390W+Cqyri0z2D7udc21xf/Zbs7xnc1eUDAFLduu8BxysxFeqyvC8OuAhUEKszorLpbFkfdQku1R7HSfUe0KWsADgGOmgDoIFQ8ZE5OjSBi/enBPsJnzeWA7YSJW6TcN22wssRF3BmEswRDIDYgWO1b61jSN74V4cEYQANtQPGU9SPLpV6QfyT1Kbuc6qTt6h7r/sc0PjlGwbiPd+WnvfTIVV8UNQZKw8XX5hpqWn6jWwfYICaQndIOlG4IFV/bd/Eb33vZJUngWS92wSR5X2GOYidzLs+uCjpQihNSHwEBGD/maMmdOlsE2WNS+XkkuSKckM4DuezPnMdCNNbtRioonsZBDMeIW5I0VL7QyHt21wqq78qJqQXmzP1bLVSVLa9WquhRG/BPXJXKlS39vPK2lSu0oeYVaJNSUVprNVtfULqCq130SCgBCYbA/FL0vrI8W+JEt6+oKsPuNcapELV9YgLNUpwxXqzg6y7bTEXB8Amk11JUckYhOI5JRYnXIcrkW785R6TX380MA9qvSe5YgDpD0OLUPNdGpCVBLVOkpjC06gtpvhmL010pgETkkQ/1FwhVYH84lzn8I4sv0tPPhq5yQpThaTJ+ar6u9DoXQigFHkHkvkdELUGJlV/3Gj1RVZUpIOCahr9SbfqsA8DbZkfFAXi1Ts9ICmUog0D7Ukp+UvdV3HU98QAmHTl7zQnG267ta3aASOySUYNQUSPWXA223CiXlsM9G5LxiL2xZhGL3EAJJ8ZoHem+mtjwCDHYx5zDtQJEbP0cS1+BgOl3nNmLVWCWH6pH3Le92ztN4GRoSfG5chgWqJqaDKh4gYV/voCBXQabYt7oERwUYF918ppm0tSOsPOd3oRboU43Wg9GDgJk3xxZjauk4qD8la3vBF9PEa7x/0o7839h//hfwgRwQ/90A9l2C/+4i/is5/9LL7jO74Dv/JX/kp85jOfwde+9rVn5/3WZW7/nvzvMuKv9nFClRZqtrpuiK4jyl8AKH+GBccRZD3eATZ5hNN0QGr7UOBnr6dMu48v62vAEwD0lM9m7ffWuOJDcsWHxgv/u+JteYEPiT/LC7w9XuBtedd+PSz+4vktsXzeir+x+33hZVbeH+KyPP+3Ly+qrMtSt8sL+rvae/9763LFW0/df3mauDxdcblMjKcJeZqQyzTLoCeFxt8F/qfQi2JeAH2ysJnvuj//ngC9COaTtDQz4/u7CzCfAH0SzIuUP/8G9EmgTwN6GZgXgV7MH2H6JNAMl/4uwywcQ4CLqTs1fukPA/VsLLEDGhrR2zolUHG2PsEkwEphB1sV+eFHUXXTe613/j61mTfCEXmRP8tSitvKQvvjOKd/KMDNdrX2xp9k3Jv5AglQOpGSVAem2JeKb031A/FlaLGGoe2ttir6+zxriGpT5XZU4a/MaBlfGV15ot/8G0Zn3hrTtxci3N8Ne/fWuOJpFP15a9h6/VB7djo8Ji7jSn7Pz58fce8rSP2tv/W38J/+p/8p/vF//B9v4T/8wz+Mv/yX/zL+wl/4C/jJn/xJ/OzP/ix+9+/+3c/On4n8AQBWoECBTqR1T/0ISxf9/Y1KkOvczZmURUx60RRpUf29Sz9eL740Ng/qUrj91W0V9a6kMPsjgEaZu0vmOclP5YImPDq4j7Uum/wf/ZPD78I40G/+jaAy2PxpGRm4NJJ/o8dVEQujPx0Rl6UZGzTOK9MLSk8yqgwlTqf2kojDaWGcr82Idf9plbQyfp95r8ytYGIUG4skcuJH96/AIZs44c/W7IAm4rxMg3f1q9o9GBfZDWCgCYnLJwZL70e1qOBYJrPB8Xx0u+me+56ZS9GSDBMGNl9CQNKBke/imRjt9ozNukWnJzFlpdONb/ph3v/3//1/8Xt+z+/Bn/tzfw5/7I/9sQz/+Z//efz5P//n8eM//uP4Hb/jdwAAvvSlL+G7v/u78dM//dP47b/9tz9cRkgc7HjfSF03wPpgtkiOTe8Uv13sFg8XsZdskh7/siYngY+Bxger/AWUQXSPqr2ZVnzhD2u8Ohulyd10dZ8ah+P+MkFXPB3UfVbnqG5ybBJ9ZW/sxomy7otUsRjCwGLAz9ZobQTLtIs2L+rnlkRwUc1zOC+ccze99yXzS7UScZ3DB8zWvC3+Cb++YoyiVxdxoBLn9IUb6FtZTjyo8XlDUK6ZRcVHBCo+We/bdQiDCojfsgEFrmV6bGPtewTOgYsTL2Xphblo5mKqSl2NJ5HMZ+Ag/wK6DKwHJVF0l3V6jvTSRVyNWg1anZZkkftLOkFOgwet5zMyJVjTWo3Y6i/6Lteiz5G2N7UAYbzPdJsK5Pr3tR/pCqgk56NlYR1sVmwkBdFfgIyi1pj6fMpsoxxXMT9rvz2dj6HE3hLVXYreDQXRgVp54io/i+6qP59HQ+uG96kK8S8hpP1fqAG9EDskH5Kg0xUtuvGouu99A6nPfvaz+Jf+pX8Jn/rUpxpIfeUrX8G7776LT33qUxn2Xd/1XfiNv/E34qd+6qeeBVJPo4uM6jOwBt06eCrIDNLnmPbNvBWU+l7UMknRSMoCThUmxgaS8cP5Ad70h5pvA1ohor9FwPTk6jiBuqruBQaASxzyBZY9qemWzcotICAvkLrCCTICSAywgstSn9oX0TTdvoahxbhgYuIaExvit0BfHHgm4mhjtN2WygUiZDkFOyCol1CLiO9jTR9rjS/IIT/t7uMYElQC05Us8K7Z+E6Ng8Cr2CFfPxslgX8OuKKAzjo4KTMOaEoxIurEzg6GQaYibyefPtd8YkWVE4RoojEY8eQrMPN5T88sZZWUh553TQACnyCptY6kR10sGFHGI5lDpdgCHa2nBnprvKh/BvZ1iU26BBipuiZwcSO4DAahWPO6AB3tD5VkJ2ksEWsHCLoTe0k2R3PuIjGu/nJPKgi57sfpQRf1CxsdM+YZPlYKqB+Yj7F2YAKCUez+OIs4deReYewrp6VffNJHhxlQKdyQitSbivRbBb+JIPVf/pf/Jf723/7b+Ft/628d3n31q1/Fhz70IfzqX/2rW/jHPvYxfPWrX93m98477+Cdd97J569//esAQOTUXRAqOD8hZF2VLLFkWHJIKyjhyGCdMF0bt0WyXHA41LkAjbU+EY/1zalyC1Ga1HCscrP99P6uRO+uRIhq5VdBiRMc1J/T0xq4ux8uRWmBTBnf2XdyFHUwUB2QDehG5hHWfVBWNzCgo6kHzB8LW5NIGyGmdw4WSUQFSTyioysczaCLB03iMDLFtXqIWx0iiXWky4tN87oL61CdxfkEEwMlgPH0WVYWRjNsqR9As06wgBWnPQLdQ477ZBMm3DeMYhyH6/gcdyh7V5kH81lcrf9z91C9CczSy4n0QKnapLzfovNa7EJ77JCOi/kIKStiJgPmdDC15oL8RAf8/UjQrfkbVy5FHGsWX4RQYVBi7G62udwrB6m/9/f+Hv7gH/yD+Gt/7a/hwx/+8CvJ8wtf+AL+6B/9o4fwMIioCSEpJQG1cCYR3ryEIIAKNnAzzc41uZm4fj5ViOuslj65WMfa9L2pgw39LZDGEikp1aZmqPUurtaL64xY3fdW+l3F5/4wPQ9jCwOpMkePPa2oo/WTZBvNnNQ5KeXLIwG+7LJJUgjg0Twv8QKKKRMXHWnldzVogkJwUfuAWgBW3JQeHTyd64QgPyAHODc6q67BFQaDkoCTlfY8GQVIRFaFnZEiLGkgpSjpSDVvuUiDAD9rhaH5YbyDYYAzjBEugOXD+qa1bH5ooHV8rd6WfJblfdu76sVx2MFtqKdwV67vmclbgWrbvhvujHJrrLM7+25UXta5eIJjvR6tE/95AUGgGXQAKctB6ckfKyq2GWi7QSUt5Eh8bY43J3p4MZ15V7PW76r6gwNS0AJj+ifqm2SlU7lGCu/rq2+O5teIcby70PZ+v0mS1Fe+8hX8g3/wD/BP/VP/VIZdr1f89b/+1/En/+SfxF/9q38Vv/RLv4Sf+7mfa9LU1772NXz84x/f5vn5z38en/vc5/L561//Oj7xiU8kQY+r4YHikusGXnM8QaxrrGODC6A1jjgEGp9qkBDzTxZOM8iQCjv+GUANmQRYbHUTKr+6SWL9M/DqwPRW+qcDkx34vYjdYR7qPjhIWetLgtOYNIjFUdN1gECKgKlUfxMzvqqLCy5xztwP8E6ZGOp+nbgMAqlQE8qwL/kSdc3b1gmkFH432MWZEZHGkenQoosXS8yf5rb60kRgikuLNS3ZVr/GYWFNNV6pATuQwQ8Ei6qbrRdg+VQtbvYRynVC3FdAqjCe0B5+I59jxs6kEYGPvALMOTzHgPi5Yvg4wu32NKms1YfSaUTcE+ooT0DMii7ve6lOfHfvvFBSwUWU3F9EgYrlEfOul5n7UGf1pvLChB3BvDmNaRKZ5j+UdD1nVTlGU1L4X1R/Tu18h8nVdC5ZTQ+3+wXN1FyCgYPfFFO9mebodRON3fZex3oE+uDxoVcOUv/Cv/Av4H/6n/6nFvb7ft/vw3d913fhD/2hP4RPfOITeOutt/DlL38Zn/nMZwAAP/MzP4O/+3f/Lj75yU9u83z77bfx9ttvH8JLTV/quiSkwXAg5mhtCgNOpJfhzLnsC2BlAM9pyS0qU2QfkbcDVklypPID/crib8+lFmuWOiDLnJP3QcPS5IAIi4IMGAiobcPUIsTlmNWqmQYF0eEjFrUC6vtHcDlK4epIX+VD69MAAdjQQWb61u5BfeeXTwAS+1BIZgKCfE41oPdDfJgw1GCCipMDHX+2htOqTQEkG4qoCxFV71iRuqUgb6PNqeeABeJ4ifCfzqIdUZPuTwJ2CN/Ef45bQeZGPkfV3/OLu73WTuoEPL8spV95sNxnuarQLt81bF92zZRd/c5PrZ3XSB29g8JJyymYbUEcS2BlZaUpGpH+lLAoXy9QgmOQurni0eF65SD1kY98BL/lt/yWFvZt3/Zt+I7v+I4M//2///fjc5/7HL79278dv+pX/Sr84A/+ID75yU8+y2gCQBoW5MXSiO7TzkF5R5qlDhGp6MgNBYg4yY0RELZ4rOLjPNseCkjFRwd0SYJKtR8ZTjR1IGZa7IUqz6z4yh9SlaCr/kySmpsJV3UP4h5nO0xylNqATl7RoOYSor7YTckKk9immAH7RadLUnadUtyoftELVAUXDLtM1gHQLAPrRMTU4rKuSmoD/6ii9WtYF8Eti+q2WfWw+tZTjmpyc7gWeMkMYwiUes7BQxWp4ku/il9gqyUlBaBNsT1hhRlLhCTlz96Qrdn12cI9JT8n4PWs+Hdck0iiMtE3j4DXApovDZb36sj12AHXy4LZSzqlv907AGXhF78bKAppNLcyJHKouJL/LtIWOaG48b0nSS7L94s1tkxmMnRwxrcUgeHqC1Qg9jPunxDE2XWju5MATsU+Qf+I+6bcOPGjP/qjGGPgM5/5DN555x18+tOfxp/6U3/q2fkY8bddpjDZ7GacyLAkzFLAVB3eAcgASssEldSJshn/LtFVHvEujBxCGiiDgJmSw3Z/KuJjASqpWyQCuErdd809rDgTFarBJkmdODt8OFwIsI+4hWQan5m2CetGD6bwc8CantZAKK76f0H+MFcfYSmkAhkXvx+sgCl02GaMIZjDypiqpvMGMCcwhy2F6eqFlHh8Dae9jJaOH4B/nZGouRB40Z0vGodNBXXlEh1w5X0oIcDSqxODKRC3JAyLPrGObqbtqGq8Z5d47A93afLx4M7BBV1cQemg+mPG7n0Gp7Wc1AByPb/JLvQoq1QV2wcFUEjrPyMizFB5PoqyXAVyYjZmc9XNHnzhD6lGkyO3tWkwFxsDVmaBTr9WOljyufjjJsJSG0a5POXHg5P9GwJS/8P/8D+05w9/+MP44he/iC9+8YvvPXMSXYlZfra7lyTA7rlVYyrRwIzybWq/xu2Euqt+AeaItKWrZwsblDZUe7ubz9mlpU7kke2eUP/WjcadfigOQDlcTf9sRGvS2aSZOupQ96kAcct7XI6ZloNS9Y1waFj9lWSa3z8iyRXioBSqQPdXx2Pv94tjIzzv9IuhdNY451pIWAFgFJ4ENAVE2vvgA3tSaRuNeS+OqNI2O5bcdpN7x4096FpOcqMOZ+lfpuhbktw3yin96ObVAp4sZdVv6Hy6rLSfFsx4rRLVYy5T5hYHb4xEntL8vasDjCyPgKU8cxrMPZUome5bCKTeL8dEOTcYT1xyBSp1XkFjbcrzVtFpfRaJzYnp4XYGIaMJ7A/1xju29MvnNVzs/NNluWD2CaH6m/ndp3vcSwAIAFzhkpEYvJnEBL+3wnr/CnF5rcLtMwSaqsOL71lNDLxwNeATBi5juqQ0U50QC/kiNU5Tozx0iyGPA1EMP8wRlkPWGEmVXhg6FAiIS8vOfTswhWFESDuaZ5zQVH8BWOI7xjIBubgKbwJyrTz46p9WToAaD8kJJ3SX6Tx5v1MpcngS1OeA0lnUI7tuZSzhbBbfTeQpLoWlJJt1zdj1YidNRRTP71Xh/8GFBM9WqBuawor2Q7hmNv4VAeOQBEofQATl7/u+CCZMlhL2Le16FGKIIb7n7HvLpPqDxvoFkFfJTr+20sq1b8K5wQdqnSl1wwrK31KS1Pvl2JCgtuv2LsAoO0qjgx/F80cqFL+L4YOEVBTPyx+FHa47ItVegdrMc1BxFVIDugAszzvUhEAB0JmryWPqsylxKDG4O/vE+9XFg8HqPufCQnedIOWqNPvkvH3u44VeElQsI1fvDQc+HbiO6QeCFU8zPkMvuF5CvWh7XwGg4yIGLACuF+0nBphopRRB0nfu5pa0pRKApJZvWDQxYAVBnMCIPa4Jl+QcGKfPstUcXWvK1Oo9IoBgwa7NEB7Bbm34Wg73w4nbTZVHsIwBiMPkpIrYxN/UpUma/MsZ7sKBPhfeB5dF+rxQ2bSPqldhXS9SRD++uwYyOkAyZY1uZdsk6cmj0tQqEYGAKtoQ5cSHCKB+p2yrOZwR0FQSAMg2KBVm/fRNPCf1reaCi17BiDmSV+qkBuzIKvc9rQQt+gVAoMaDv7Qg82Wo3U15TYDkVu8miENTTr4R3BCAOMBXLdHlF6a71gAvs+iT5BIF8bls9fcDdtJ9YuDqn9EN4IUUCAdwpgUgSiUY0qmp3TTV+ZLv4cRRYmXlqtGhvt4l1W8q6te5oH/iA0hVnUDS/DjMlnMhnlLhUuPE+KU5+ibdgd+98R7AwbChrFsrZjeUadEPTjjCxi1NO4JQn7iVZuM/q8Pr4JiIlyukzMPxHinmi9IYhafvpwetYOs+9ysZBFGJWaENQO7dozBxOxXLh2c5HgWIfc/t3C87kIqrN1iVF8SV1X0Rt7iQ++5cdc97QR7ugFQSFRKgoka7y1UvRJwPlz0CKW1xnLLiK6mqLpSt8Ejf1KQL+ADxnVzrq+mVnigYvWLQAd6Z6r6LDkzfq7qE6g+CF3EVkiv/FH4VktbZKBX7NEjdHD0RxnoXLYu+qXa7OAQYfl3SC1Fc58j6Rp2r/iOpgqlWXEVy9ZGbfkgXsE8OuOmt5s3fBUpQuAGE+y/2vqn1QmJSLId5Jf2I/GIiMvDsWPAYr2Vt79R5qwSZIOqssbXTX57kd3NvbEOJjio8aeEJSos/47wK9zBxfv9cdOf+Mx02b2OOwzUVU4EhoYEwg6K4piiuDgP8yzOua5Y090Yyxqfz5059v9XdLyuQOkpKqyqPhFvlNI+vknvWfcc4JXukxCQduFZVIN/1l5IRS1aRn6DUg03dZ0q39Vbykti69GYa5ZWv9j0bD697uKzOVw3/MEs/FVwluD37NywFDQeGL7xYoEoLduIa9wz6geQpghdq/ivsnka7/w940ulWgYLrNDADgOuIjh2YRPj1oog786yJWiOi0b/i0ohxqilqhBjD6j4hQi8O8xMOcGg3TsS+lijyUlpEMTk15LiH4n6eWvFeiFNKi1QCm2hGPuz8Xq6jV9+jyhnwEm4FqMjz/QSozh2+rIDwfHdHGAhgsk+QlRIuGOUpcVRGEJcPRP/E3AwNREhbpj6T6j8gD06X+0Z1wDfGvfYgVUoteqYFFxJVGkuAgYnlif3e1C2G0t4zGxrZHVMcwW2tjaZUFlkFlcqkUkDG2e2mJEtuDSAXgIpLdYcvISJ/AMowLU1TVQDE5a4CqN9LIQEKKSdaWpkYZpmAOKALJ/RT3YhEw3Jv5pmuiGtqvZIOQeCrgH0XbNr9YqEODL9ZC6JO/5OyPA/bivdW6mWcOISk4xwxBkrd50Qnxzvz8TyOOt0ErPSfgQhu+AnUeliXiBx38j0DIBt/lKpSUnISEsOexWUnCEk9c/sjP+qaw57VI2Xcen6uyzrqe5DCjhRCaTiY10mpKkEIqFvQY91oDacUUMXEC6YyMhZUXtWmfUtuddeaIjcGHuiUqv8et6PtvaDHuYnXGqRWAOKbdlXLCmz1pyhOizdW0GFQxIlTPFTpSd/6eiyjicqiAIGNPZrpOYcHmZf6eBlfGLsCzs5FHFYbmhHFUUpjLqwB/kJV4vEaykNXpymuJuVg4Oq1NElqtAOAV7ixhAjEJaxU0cEPEQ+xq4+gdlBY7NqkqVdgmER3Hb7vpRYekqSq4Dpd9nM13BTf4mXVH2BWf9G0sOJrcwElDXl4Si3TW6QgtZ7YVUwKUwdeQOpBSYCQTTksBTHQHOJQWH8vLY/uV6o3mj/ySVWnr6VDnWKenRGsILosHS3+nEocTul7Xjfcg8C0Wg3ejc/1ey74ETOT9EVQdAZEg6TOAEr6B0L/AIzUesTXc+M3zjQJl7vQ/qYGJLfuYT3UH8/oiGhj/wAkbbXEe/59MO/XG6SI1EbHkAxy2JMCT6JIz1zPGQcpxI1GUBs/PSy0NT17+7koLBJUqQM7jxLlasW5Ocw8PRagbGC4piIOcEuZfNFAiLMTl5Ys+kSck4p43u95ZmqY3xfzBRMXX4hDZ0lMIT2pWSf6dbm4DLMu1DlxkWF39k0/MT9Miz+IA2HjhpCSMFYeOFZ7DXRysJk+uF+aKHkezM9rqRFIOiaGtEIIE/gI0ipy3VtSoAFTHkjX5f0CXgAWcGWq3ydxzGnxOsQ8R7SBQPBwOHd1nVPrXbqEvzRAnRb6zXfcPbUPhQwN+mJ4FloIpGl33JmniM/eCPLbaX6kI9SCZXEB6jCeWEfKYN+Peqx3c+posid343dqs+Sl/J5+H9T1vtYgZQSREdo3F1FobmHVIdmRWp27z/tWBy6kLUBHDmtuc4DX0y4TJkGjgdO69rXHzbAa/hV8pP3p8rwu89ij6ovu0OoEbeP+/ChRXusvCkzYPUHq8aa/D6lnqvT2eLohxv13KRJpaBFn4YcfLo49t1DxKdQAMK1UpktTlveM2zWjjQ5YTMeTqrLeBoL2kUKjNoht7byCKTouUSo6UhO8gACmouINlCLsFjAt4NTe8SA2yiEOtnxV1DK4axrPK+fxGZ1bAEZPJlkuq1vgdI92+aJL8LuTd7x7HgB6ursVKQnlsK2ggrgFiz8vH+Ei0mhTXFw2BKmpMJpCTLZIH5tdhTfM5YSsJOdGm4l+otpUtLauTsu4CUT1NzMf7hvBB0qSuqoAc+RnHUJ0Tv8ssXNVBbLlTXCKRag2MkpILhvqXY+a8QSsVkMZSOT7o4t3fEFsnp06WPrRe8ExfBcX2PgLJLINm7bVQvS+dqp1RdyfJw5emgvpCvp8hecU1yhdEAdz4ee6hhmCaO1J2YFkN5hwYwoAuIyJJ190V51+E4vi6eKHbsNAQ+0sFWI+OBeR6pggYHEHn489UQTa29Hqh4ijFcduP/e25iFglLWfp+nSj4P0CjogOuNg2FR4WwvByoeBLMv3dorP+67605i6qfZ0ATbroVyv4zRpL3fqvtXfgOkMlA7hR2DalhPhK2jdA7+1bGIwDk7rR0BMsGpTa03f/IwPAwrscK6oGjM23JqPsmWNcIXbunVdRFvfrdquFjw/hUR70WcxFoDKg/tqHy5tfv9lunsldV+jxwHGGvmN0zqwe61Byjow1uOC/K2j0SYOn1lom47AHqDY3VlQmZpW8xkoteR9E6CAzcNKyoIDIUhy00pDwHMIY9CkvzzbdWiSluEEnBtz3XaoihQGHgPIa45MI6FJ92cr3ySm0FhwO4XShWTEVyeFpJR+N7iYonZMWEyiUi8rLiyfwl/NrfFJ44m4GBauTmHAaOARVDAaL+lvd6Z54wSShD43uxPgzsqoIgqANNOFOjH9nMfuzy++XY0l2rVM8Y1x1ewLBcWXAr4sL+Ze1DGWkRz9wMsB1HZW7gDq7P1Jvq/KJYjwuKEY3v4XKlNjzOwTNdHt1sH5VVwNps+/fgvvP1rtA0u7swK2uM5o2E0mg9uw/iY9laKv655Tix/AhASsDM887nSwu9capOzjWqO4ey3xOf3giSMLMAktvGVgdx24peTqC7ZApKn95CRdvJIjN/RcF0DUuCTp72vJlxQV1nAMZBUfrV7RjJyQvMBQnN4AUrUHAqy4fd76yV4IHK006l5xRsbV1KcLqQsNvOJi3qC1ttelvvkc1n1j+FmUoQUmw79eHTgTDSOsaUAAFMXegIdyWql88wAxvGOa6SkW/0J1OY7rjVSRklSqDG+BFA1aWSwuf8m6C0o/hc7St0PNvTvSMSDtnjfvys/s1ibOJmzd22p5S+/SXT1fyjV01ezjtS+YmNtNWyY52PVffkQC9rl1yblvB9rjGW41K4CrmtXlqL4uAZQaGcTcHJpcl0Xf6oKuklslozByGi5VWRvY32lwSVIrSE19bCBec5AaTd3HDWcVX3RaqfcIsNq+wO1OW4l2/B6lneIrbjCKyY2+lzXT1X5cZq/rkA3xT8BaQOpEsoo8p+/FKASQibiG/+L+OisliDNL6iDDF93G1SrpFy11H+w6pYt/CrdunHAjimEWgledcAM+O2s1BjDjvS30EQYcYyZd4YPK9bXf2KupJY3A+6R4ZS1nnSFOGCTPUmmCl7bzVVAtBmkBwuxeynsFlIPKUFFnpvLQsPT37d7AwkghdWRKewqItyfiW1xtklcjhPG7TJgdGK3SVK6cBwBkBST26xLeylnTru5lFt/CkJRKWFLdB2iqvobGlWCu/vartvJLFXG8QXwNeedeYOtJhddvqP3MUhdOc0SrYntsV4ShU5tjtO6LahVdnCgpaKrgBan4XmxVfwVMBVgkPaHo8ov5AVD3TS3z5nUzzmlCkuEGUMqzOeI/MFsPnOMRtMIvy0LZuV7jx9fLGq8V5bOwx+k9I5SGAcrqfb8nQnWmztnpmkfko2wcwZR9pXBrvYKTJPBPME4e08oX9fNWpA4USUCeUoyDuFolrzViwSWlygKrZPCdUASFLuMHAUZwuh6ZAUoBtzOmOVeSShhOpBSXCIqsY4ERShUZeZEVX/WWmsTmRWvEI0okivyYYxhnJKGl29wzzpCUsJigheP5cgYmR3WfHBM/E6BOgesR9144w4ZMhFY1AgAKsIy3CAZFkzmesY5UvE80DRw0b6CwuRB34AFA4FwOa3INK3vam9q0Ajlxqt5TY/V1sOrg4v4FvMrcPAwm+j5UPwaEjPuIe71BagpkkaTYOOIgYSVIAaBBqLBzR5bGNye4oGYTA0CDS4mM0G6cyDQelmn8fVwuK6ibz4WGe+uXlfhjG8aqP+ZvGgGiX3UdeuwZ5YFgn/MMNv2X/QvAeoGmray9JyjtSTkgherP6o4EKrbum9RnCjFTdfhYp+rPQWQU+VVdudFa3dlLWnEtzzJBRxAeAH7nTYFWpkVNOpWlcx0mt6o8IpCzwvI2C28bAoCig4iOhtovf73PuZxQKyqQF+bCgbIZa1AzsrfOwCP2Sh4BnTXe3byr+3hSJTgeJhp178n7R5z1sUvPKKIuiNsi3MRc7QzfELs1RdRU4te8Ud86U8XX7AQuUnSHTx+adFW3aRa0HF0xiTW/jflyRkYj36CbkcrCGIDYcOLFLEkqVJkhSZmfvl4QoOx1CLC7fhAkqesc0DkWtAZASB7hIWnZs8Upvw/dZpxD9M7JiJpQx8j21wAgQIh/z8AiJihqf4dBJD6EyPfyjZYG7dBvXpHEqj2pSd3y5nqA2hCLXZN+5YQ2WcoJmWj1q4wErwKTqIuHeZ2HE/vqQs19qADiOOCYqsJU/QUA2X5UqANVBi5xeexU6IizUrMgcwZDowcis50I5Ph8B0vn8R2q3BSm34y7AhLnR3Gdg3K/0H6SA6N3vPg+V6jtAA9rFn3qcS2vVPEtgFVxkFaBiDzS6k9OrP6qzzQWwc4xeCxh4T/0/gl4HQBvlz89bxQo2/S6q8POObrnniZKejJg0tT2YA5g1JafwKT8NE4FoENcxWdM01XNuOIiQvd4FoM3dDajo94MdVqUbFVr8gHUFAkiuRXiJb0g0Lk62Fx14MVcQcr3p+ZmH4r8IUR8MNR9PqNWW3wAKZYGExy0kEXM4gDPZ2XxGc91J0BWJeaUAHCymRkTLGAhasSA00FnTRtlrf6VeTwDKOGErRuMNT/mUfWNNz1OSFKVJfvXolZAxaEvPF4uyNoY5j6C0ZMy2hCuIffMy4y11zis6KKlogUAgO/30LzQ4mZt412YayKqqrb35cWIHbKx/a4495V5WViqNOMmdyBvijftktQN7/6bVn1UZ3ge4VegfQiyeu3Qoccu6s0+hLdleA/kNmm3+Z/EO8R5z45nczE8Sh0VVnxFj6SkLWfMAuBDMs+7+qgZdlQDmzNTnVFg4FJKC5S2oFMMyXFdpZ6JuGdzFOhoqf14/5/Vfak2RNFpNqx4xL3WIGWSlByAKbl+DZCSBkgH9UT+Q4RKatwVZLq8cWnVF38pMRWR5BvN+wWyHYSayk7WS2Mp3+CmUFKVtD9snwf6pbRRh5K0kFLV0iNJRGyiAbb/g+zvbsWHbG9a5jnR7oDDZO78dEe1R6hfJaXEUANq+kPZh7L0G1ZxdcIci9Taxgdcd7VQoj/EXgSmNGaJJCn4r8JBLOYqlaOUF0lSBwlL2a/2S9JOsyIMa8CJ/NAiX/8kU8usfEpJVYE1yz2DUZVUKQJUH3rmAbvh7qnt1uweBiR+L+gS1Tqpd++e6wiXbOxpjFF+3lOa064QE1E3hbWzUnaoXNOIIuhEMA4i6pKWrYWLW0wMwLU7nTEt2tLry9sLnIK1SvEB0glpEtPBcEK7RV9X95Wg0A/2dk3XPfdag9SLOXCZl65yyQVfHW3vIlUQjvN8JfTvDgoWvTjwHrdyDVWVhRcY2eXcBVCshmuAFiCU8YGm1mPQYbVgqP8W9Z6lJ8DIcM38A7guUhP7wu1DtL9cbFFMABdfQXaVC52JghtVEDAx0DKnEHWZZUGwGRQ0NWEBdOxDVbvrslk3Rx9RB7iFn0BI9RI3UJc71iGksfV1wq1iWYQ9HKj5Gf4EpzZPK07e3O5AYhEMgGI+wi36jGtw6WnSwWIVaBzWtS5Bnt/y7pZJV0cxYMVXhxVl9h7pgGYtmPk/4mTp4VtAQ+6mmm6XN4FP7DvpEt4qfY9mJqNQDI3NZZOQQ3qd01TIZrUX6j7kF50xTLwVdY5wOhhNwfSvAUz/4rYIEtDsTGAxadOBifduW1eIHpokqHVUzHvFihXIRhG839RAKtV6ZcXH6r4D4wYQjRZc5wWPuNcapLLB3tHWwdIWTgESc7B38s3YMfla4MEltyLtp+XYp8EaidRWKCKMAK0iZQvzp8vvmnWxunJI0//Q8t218SzMO8a5Sdm8ezS/W+EtTnD4p2lLKozT/HVFsHGf2U6lDNc823jSGCbjks02wkLPN+C2YrU7kvInX7t2yAL8s6gKBYak6bkOqoGz6xp9roBOhbjhhObBXs391ahOtU0rfXwIks9IufpQgPbpkeiPh90zJsUjUlerwxJ+AKhX7IxP4wVQEzQY5jxk7jQlVX/xTuON5BgG7TJVIN3xJzYXpmsugn85NC2RdKkrShW4apkiTrvCKFV4paabBEAHdV9KjwWCcagXGgBYTOI991qD1HXaOalVkloBKfXlDzpJkuaTasORlHPityz04HaCWKb0ImgSTX0HavZwl4xKxVdShH0+vj4ZnxJV5OdnifKjiGApCqnmKwMLk56CcA85V7upd2wQ5Tr5XnWtw7dC0/6YY/TRgQOMNqfRBTECN8YhQdjv0RNF9neeJaGVIQ4URjR6FZPWLHU69kWVXpvne6MdpYXKczIJmT9UHKR01KSxkJ4UZawxJU3P/fSoU5uSpJp68Iqy6JuhngzQ0fpYoyJvcYczhGz1FzfbZF6tc17CnYCXnsU5A7Z417k6e7eCliANK+xdgP0jHG1yEst8QKl8HYTmdL5kSkpZ8MPn4lnFXA0/4OtR4gC71DaAQ17cddmZYaI/rRlFr3I+gvo39p8OkpRJTC9YqmLDiZCq5nKA16XPmesDuR4+GNZ9VwDX0SfHTuf/sPMJ4nmIT1Shibhz7QAvART8t9R+pIoT3YDVJNDiw7adWDMYhWGnOLBdQj0I+sqvA1VX+XUVX6gF7R7A857T7BgCZ6W9ovaX/OC+r7NNkTPdSuEcY36l9A69iDzCvH0Q4QgTdABQ32wRqUOXPH9angxSNxmV4j4BuBZOEmBC7RwLOhJEkd1acOFmCfhSpRiqQrX7KQE40AiBTvgjM/jBYp/KIRE5iAkiboAf8iCwqu4tA0ctC9bUvhLAegSIzgZkSbsDLKVfbe+0xbtHQtSTFI8j1l8IxsTexFBYnNA1KzCGqQdh6zHO9RlIWQkBXAMKHdNBydZ3qKFDY5BnAuFhNxZyAmnUlZijfhcfWe6xqbkD03UOXOmeVN5zOuzTUhnX6wcApFZRlVV/AOjdfScSedTALsz1s91undmkilVce1ARp4g0xc/0uom7xg+Cyn+edknHdas/ObwHis7s0u3au3tey+J27VK+FDPuwJsEE0htHi9i5oDd3O2Ylez7fus0mBpLkefH0O9Z47sQrVplyn/SnOp7N5WfZJUncUHh0Nyf0qFp+KCAce7RbrcSTKAKgqpwVZ4zC6HqizoIct8kiGhIVNVHvW3v2VEmW0C6VQjzNbt81t9b/ni+tem26wj08eWpFyxZqHhVaF80LftILav2JQFRvyVdY5276peOx0jqwwV6kwgewSloar+0u4BmVeslACX9rTOpW2OiKDdp9X33eoPUdWDO+s6CDeYzAIoIvrYNATQ1VKqb4zyN7M3Su0UfmnXeaqm3l6RYmnKVnSj9Hi35SlKyT60/iX0E8EniK7ews1Ven4tLUSKl4jOpKm5yuA1SRtusr8JiicEyaKaQ/iwkm6kMmnun/EeT/5Gx5D0oHocwrmg1Fbre6AR9HgGpeMf1ZImpHzD332io5xDPUdqqFgH8/J+6bn94v8wNQVCUxWv6UZQxVHdDSmpyAwlT5dlk1wRAI4xpJBFSFVCWfrrc0s4ESGku8TjeG9MFMLbR7yHhCk6BAWYO1w7xHvzYPMPSbRfI4hLcmWlG8RPWXYRszjSIuiWxG1OIMzv50cNRN6zodHUfz3vWPpxUk+cbq/vKElEWdV/tRaWKb3Y1YEpSk4BpdvBq61gF84MgSc0pwLXPxOyH2wyE/Rjr0WQV8ReORRYSnMot8ZmyZoBKMHGgamAlCvG7umovagGufJ5HSz8pgIo4F9+rukDxJB3IwtpvSIGTwHTeFwKnsWmkaltSCPPvWrO+F6R9YTCA7X53w2QTu8uCt6EtyiK1o++JjRhPBIhZCaqwcyZe4ml+Uv7De+nhDETrFTAA6egP7S0CUQSk71ExRzr9fj0d9AkaBikdqQbUKU4s1NWAxsobMDlbHwOhKPVg3BQMmDqQDgqn4URaCGqpEbWkg8jTl1nv6meC1M6dqvt2+TTwKYCqfSgDjQrXlvY5TmGAooi+1QwPaEqGBHVyAFNy3mLMPNdnWw7ONE37OGgAVac1wSgSx7DpEGammrrP/RN+vMffh4qvQAoHkJpTmh/owNTU1NHc+VjHvtYghejgMw5tN4sPEpIkMEHRpaYGX7ddxpGeZq/Oqz8+t7S9mSKARlg6CPDZEX8GhdJTF3ju61Hv9xxYfKW2047d9Ua6pD6qLt+ru53LUr6Pa8i+vuQPZvA71ywrZV//2o/0/pF+E1JI3Rphu/onQ1TvGcB1+YtDw+v7PBowiZmKSZZ45D0wkJfqpj4yJn+AjRNHjKrc9qCwoFR/zriog19IWLmubvb42rnURWcJnwkgN9PtgJF/ZR/18QI7QxNzkZ/yvbpaNcEu6JMU0+w5WfwqIujamVul/hWoksLo0XKvtALMFIGYqAK7g8FPTuBiuB5xrzVI6RyYL5aGeidsnWgNXiwgkqSYyJYhrhaBluhYTQY00wS4BKCQJMXqvAup8Z7kiqdhn0u33+Pfk1zNCALX9D/JFU9u4fdEcZ780xWmvisDiSe44YSgpCn4dSswFV+o++pAbe9D8TbXRC4wDgnF2mp9N6BpIstAtqzV2+OLmPwkWd1iElt9nfMkJmQobc8skW8BUNV9Bemopcfy/hle16T3EdMXOBfF7yNO5K4eoSQ0lM4fx5P+aRI8taStVf0S8a5dJZgg5RyxqJLVH5+7Qn3Q0Q0v4IQpASnSA+0jiqD2J7Y/4gjAn+XWgWYJKjRN/TBhByNBSVQhCrKfi3iA3hq5YXCR/FWEjV9nPoIGxdrEnBjE+IQaMM8jSpyfOq/EOh/Xs0z5iQ31WybIKOI66QDvLDXg9PkxVVLNBwapmEtcj+sDnYbXHaSuUma3GcgPC/vm3EnEU4mJUkQ4dpXTYqfmEakAu2Pp5ABQrOJrYBV/BlIX+L18rrK7OLCY+XiB1ohwB6lLs+ibCUxsbm7xrX65D+UqPtufktyLgoet0lCon5JjZ5CKPuB1nH+hWy9u8HFXZRYxf2BiC4ypILi1sbTzJgmxAVgL+GQbSCq+tz/FB4Lj6s/Ao1yoweQcpqzwQ/4cwA0BUlaT2C8w4kBfqBbF1e8ymqM43ikFUlN87aikZFZg5ARlsQz0zGsch7ihBXzPSshPTAkon0Lu6ulH5oQ8a+Js0hP/Sn+l7lO06SXFiB0mdsvnBiBsXLaC1awEVBHIe0WtOKkb0Ys59DhJ7uS0u6rribkBgZS6CTrdv9dByjrsqpLWeTPuT3WGpy7zLqYyrU2j7QD0g2CCntxbus2ET5Orzr+0xbP6CZ06MOWsesjtbqMIgleXyRIhzz+KE2lBRL+FUZ4tznpx7AIo1OzylzS1tKQtIMGxJ2T5rXbLIfyWY1A65v6oWwZVkBxsXjOz1ntR05Zfs79AfX1wZJaf1CKRMJBnf70Wq+6iAty/2vxB0LrVYJxaS0I8ZtvnCgVCqmPUpAl1iSlNgWJw4wxUAJMfJi6OzTNzv/o3kaI8ib0pUjWC1msR3wfX0x0suzdDlCLVHlS0t+pt7wmw2iLpc+QwV+QY/hxXfXLcalClYxOpwi6sszie9gagJxh57us+Khv58DegSr3X/6LcAKLUdNB+VKlgpCrBv3fcaw1SuA77O3ONcy/OxRaMbfRn2ChCFESZFYCAE7gGWktx6MBTB3jdMq+p8tRVdZPCNdV3F0w8Id6R5BTx04giVHwulaHKe/J6XOSWii+eR3JqW1jR6VceyaLGs090xMHe6VKohb3M5byLau8lXABxjnFyM/va9E+lEHFoTMYat+ekkJTEmyRFEtaOvSX+afOuxiBVMkBT912cANjH5iyjOXZqQPGDlh5/jJKwwgqLrQJdbZNcMJ2hCgtBpTsCQeocSQMN1IFgWB7R3lL/bbvl2e5WP1qlikamXwqQVGAS5QiAWoDKn4XVfy2smMtgbJ7fMJurCTwqaYVah29BlCn5iSWXc5g8WJqSqu+q9XyQpEitl3Mp1MepRo654qso5ozn38ZH8cFQ94Ev1VxdsBnhB5YVsXArDl7xrRbbHNZkhINxFNYXNlfPLA2Nsz+UyfklVHJgdZ4m+PQLYc+s/0q91y0EaR+KVXwoFV/6nTIf1X1AfCspwDsAii38IlUQeMnVdW8gey92HvLlnMDKjiuAIvddrhJEJfyHCKvUGjVd6s1Chk+odW2eVPbEOYevSEvEUMfY5b4FRqJx9YztiYVKMAmPAlOGxdG6u1BVHFTErAXZZD0ORKnvy0LznBWAWn8aklatnxzIGP/Q/2ndDZjSwHsFqVrSt10CU/khyP0plqAqzgpWPUzilysirbhnNyV566RH+cbB2Od2BXf6f6c/1yuNuiTV9zpV69CuzvoGlIHUyDidofHeIJBqklQ8fzCs+6Q3vL+0H8FxEmv4iXOJvQoCJQnOeNmzOJ0Ewl5twXv13Jm6r1R6B2AK0DoAVFcDxlmoWCiD/CIFVBZXPK54fReAAi+46tB1Ee78L7NQo8z37kiSOtSCmYoar50VX4xX+re105gwTGFQKrLH3K6vDOiCSNVoTPJbuun/CuobWSPvoBW/1NRUfECqlUYQG4sPB5EAw/ikfLaCmqS+hpIIpdlYUE4Haxc8oGGuLlnOWbu3bteVZ3zjEqfRSJ6g8XsKRsGFrWvawpIp2wHWbi6h5hPWeqz+s8YEA+P/cClsKXrsky49rdZ6/UgDAZoWoGUeMebN8Ibqs+5DrV3y4LJ4rUFKrvYXruEV233Hb3D2McaiyemFaa35icOLcETHHzfNW50SeAiIFimK79ULVd8TWfOlui/UgajwtO5DpXvy/J5k4i0v7wIzkhgAnkTcYELwJCMlqIuMJHHl6yDFto+hQrMDu34iHrXwqg/gwAonpN8YZ30OlJrPWtD2iyIiCJjAINSlquP7vUsirsf1eE5XFwK2lMuxMz9Nsni4zDOusjFpyyoxdZKfv/VDN1fPkWnmnBWXOOjdxrh94uNIrHQGcAXRcqDKc1VSBhfeQUH88t9b0+bs3R2QisFT00eb39UMCgOi+HrzClip5ht68Of8kGI44WFpISpocZvkzuMeIPcAaoelMcKYYgFrnjM8h/i8Ht8acZ0laTep6kr38s1gYsqij++NTEtRoMDLOr0tCgEgHwh13yJJSTCWAOoGiYiL4nTh8XKQzZ+f5lCKXila/juXRJImW553QgGWoKvlUmrCosqTfoCXLfgupAo8HgCuS2Tjbzh3PVBqPvvtwCQeT6IPHdFzaz1UQBS2ghT3xzfKJTfrjEjceNG4/xY/OGCuv4IlqRq7IiCnLieJ/8MiwoZ43jp3dQyvZ00JqcYqrFbF7b2nipnBC/xAs+Sm+kiuuAiUne2yd2YBCL/5wEpOS0BI2VBoNVPoGfEbN1fEOpuhQkdjIlLtlwjvrc31uem700G44ZhUHPw0VvG72XtKK9BY25EkgIwBR2gu0TyqtDXHzBFAPauNJF0nU5Y5Ol3zZ5ag4pfUfgFQDaQmSVdxMNzj5d5TqPuiUPYHODFARed/MNR9OOWe8oxTLJokFidARVlKxjkO/CNuJW6sBsiwBC2L3y6hPQBPgNXse1oEcrEn1YEp/spAIt9JARSa7+XBhRct7xmHsui95H1apver3UHXgSnOSe0micR7LMSlERMykpA7dW/FVD2SiB2i7/a+0j4v46wu1n22ATDiqX00Yw8r1TUORCoMUsFqAOuZGFXB1a3Jpjh4QWwfLNR/adLuBCwYmCDuQSCZufMGpGFFPtd7yTSLSAB+7L13OjZMsBmMEg306M8/H3fhtMXcsOFErWXFKkEBIKOKyj/BisYTy1yMedia1Awy9vus0egVoKIvEpzCT3981okNIpqKLxkMqeMJQJeeyB/q3RoMHMb1zL3WICVTTGTMibiASViq+SRLjMrNGi2gGutKCg4lFk2A3kL0hLOkfaaQhIQBqZ+Vys9qpMFESEmlFnySqx/8nXkf3xMd7A2rwEgXd/NdEDeau/TkUtQl1X1dikoV33tAkZ1UVaCoLt0o3lMhBxf9W4d2i+5IEZVdXW8AU73fkcSdc2TW8qfxDc0rBi1Z8uYyY04dV7J0aQNFdNrXTzOeLO8tjDfP43qbtPDC0ZKLv7Z62Dx3f1p5EceNGddjiH/qXhwRpRA3vz4ZXSi92QszmlLXEmXXVS1OPA90M/Ohad2Xk2doPQ8CI/KP8MP9QDKaGV9qXFmdtzJIVdXOEB2ls5oz26MQKMC3cY9cwip0Pfi9qn1RxhIhdV9L7ZsWoO63TKQM2BiYmrqvxickKfkgSlLdZHwZQEnZil454ARQRUqeNAqEDpBNQdeKMPFZuZvGuC2GEaWrZsOKko5WqaodDEaXppIBTC5N8rmkKAanXsn3DB2Cxphy/7xaYOrlATFEVk60WfWcyzwzlljB63HnbWw8TLT7WM6atsbsftzdWKWRq0s/uccSoCWsznMAdQsx0Ujjln4BUhISlaT5uEz/0qECdiPq9PUwmqGt5tjUV38ToIKr9jHKlavwGyqq3Ttz6i1pPplifZ+afhOgUJZ86zvpAIElivk3Kr5IG+9bvA5KvFfV2pON2pd/j3k6xFb6TeAIKYmYmaA+GwmK7987/lW4rHGAD7AkxR0Ro+VA0nkTjWsSkIfddkAFtI7N9ER/KNNKe6+ezFGBgITDNpZ9AMfpf1F6AZr5y4pPmqqvIGup2w6wWldo/9XqoHpX/cQ1rD+f3A8AVdGIxwEiZN7c54ghvVHcmfRU41ycMSAbxuThyj37uMx6uwXX6axJYY4OBBaUP3ozN8yl3zSQ+w+ws3Oh8gmp6hKqPwBXmbj45aN2s30AmWKKS1UYSZRKnaQIy0E+L1VgFf3kLfQ+y/23NISpKDxFmoJjS/Hjl6QmoBlRmPRE4x5gM7SAZxzVent/reuYY/lhwpVBWiYIz8VWfVIrVvg6uUitR2TO1m4B0eEevgSmOoZQZ6C8g8NAQtE/suljCjgYzSq0ARaoMruqn7jXGqRwlfb5ap6cTBNFpIn3cYi33esdt4ICNghQNAuxBkpB1vRuR68c1w5wuhRVk/FgWi6171RSFrqKD3FoF3mz+Xo9WdQoN95vuAZSqjkfpxZARViplnwhLLB6m/erEvPs1R0eoPoLLsExeN8qS1265EW/4WaTw7XK7ICKYpzW8QFs3pTJYFW3XCPre6gI0Xfqb2LGimHgsZIGWFcdDi70UTsdfv1S/yLrddYdby/myJuzr2Nm+HVoqoimS3lQsa8XOCGEf8NK+VPPQeC8DfldpB2xg81mXs51pRGOv4KDui8AiVV8EoAVVnyy+Amchu9R2Zeg5xaY4kOcofYP5mOntuuMEoefjH90ida454yhvSagrEK7YcTm0G5T3cpexeegxF9vTmaDwEnIn2FnZ1wX91qDlPhEriEu30rf6tzI5iWHCQVov0LnvbtOpqX5V/VAr1qFsSRFACfa4tXf+cVEaznnNWZA6r290gxdwutZDvF3rrf1AedScbQ11Eyy1PVYjhJx2AHUWofzmfAgQ/gs18d4ZWC2Cag+sXfK4XH/oi6SVr9pQIA6NzisZ0SnqQFFYDbbcffIwFVnqRc93O5bmilBhQZPXN1XYGRWmOprLb/mlzM9+uD+bIjvvOVkWPuFfvu1R9onXRpGgEDEs05g6gCVe0XCIFLvAIoDHBiOY+tuh9/vjGrwyljxGah1vXZ1njMTHn6MHHE2AETMxYEQZEUq/3vutQapRO58Fmp3LWYFDO3FFxOp/nIpsL6AOLIccBtF9EzvE6jOPMhh3O65IKZ93+o+R7XWoR8GNTeBrSoq4kwjaSgpyv6b0DzoOZ0I5f2j8PM2vJFPk73O+TxHoXd0Ar64isOtBY98cv6WYxVvZy38fdbiSAgqzvkAPdL6UgktjAhLeIeaedmHwJIEbUqXJHWRGp8J22OaWD5q59Z91znwQlxKkpFxhoy8aukFFCPCoRY+gauDpw4/exP7U9HJk5ZhcOtwAGKOPNYjr0Wp/jh0ir/LPhGkWs/UDN6PQxO0GgiR9DRGgdAYNR7m9/1iCu9jVuCzsyytase4bwZ243j+qdO1MtjZqN7jNwFLam22MDTJKW+TyPGhQoMWsx9UcMRD0ZxH1eCvP0gtImMOrBRgiYvxxmzFLAmOKs6DOCcHzZWimmfys7gwn+3kgQBuV83kVIObDbi57foFs/2vq6pud5JSK7R2tNtt5hUb2Kv4NEHLgKnA6QpjgK+wsxYBVFcduHqN56EFL+9Sbap9dQucmImfk7rRNw8xpE5AD9wo1Z9Nezl33g/Yla1y515DmrsrQPHYNxUnr/pDnbFtdI6Hx5++OKaDk8J+X7j/OsNvar8AqRc60iLs3XExlaACL8bID+G9GJr+uCxVVTD9UKdOoS8DS11qS5y7rcENh6jEdN6UpPQgRQmp+0LFNy7hd9BpIOWqd5KkLjJTpTcInIaLGfF1hANAed2KITmOURuvbLr1i0/3pCc5BXzeBhN1ZBZXkCJ/7Emxmi/2ms5UfAd1X43ZEaz894Oj7uOATlCS0XIMkfADR04sfxeJKoi6Ukab1f4I0S0d8T7+I3kUCB/eHHJY1nAs4SXuKiHEfyAw1h4ef7EvxYth4dwYBtvcPcgC0uLcdmsb3j93y2DidBxvABRwNoOObtcrwRuz0Q0WwMqIOH1stWEFcij97L/Z6qqAMXvTx9lfqIjdIOE3r19VcBl+QBgKzAmMAVGFTCPY6l+FjM/UqzqzGMAkPMZUg5C8TlqybfANgKJOLpVetjZAiP9YOkIyjIPejRanGIrB4BRlrv7TcWJGw/suLJaXZh83KcrP59HoJ+PUnpZkhG6dKQVEWt2685s6l8qLOP78wZGklobK8hqA69OdawqVgqzhUleiMFhpPcctFnniGppcCOCciC/zZj3lkoQo0rRXXNKIw5vT7gXw62oGRPzqGr+6KI7zik47XKlm/jt93cbRkzyugJj0JlUMMYlHASMW2HPyNadKggKAq4YkZWqbUPNdVUySgklSV4jfyD1MmoLgCtt4nxi4YqQqMNWCSupB/nsOBvki2kyJB1xXg57H8aJ072/k7UZ2QlMraI4PTEq6ckqPO0CxGji49k6eqHZnxN0rwlIuX61kEnJIT4KrXKAAXghJVa76m2pWf1c/f/OuqwHnnBBczApwCOS6HBR2NaD6Deoikh9MjI8sVueSHzh2FFO/xtQVMAmBVKj5QrUHqElSKT3NPPt0GTP7/zIKlOxMZEhVpZ5PaQtk/EL7xzGe61htRr3GyhmEtOaE5O1TBrJGEPjsIIuXxWRKglDRNAOifCZg6n9y9IOeYxgovIHSMxbqaw1SMu0vJuJybjIHXwUQ/3a30gQ1v/gC9R0O8Ruf/XCvqgPb0LynrAa0FvNAv0tNN36RimObziNF/2uEieLqlbtKxC2iDhlO7AWqA1P8bja4+s3bOHyhBwEL7VddlnuXZ3PVXYHV1SlrgNIE8ML/pgpeoFR8Vzgouapown8dvKa6qihALNqjcZv3rfqd15rVIM9Jd0+2OQOmAtNOYm6VH/QRsDk6HKBsTzV+z3NhgBpwNVMSQZKugOToM92Bfe1c9rpnAYTq1vekxsBVr67KuxhIqeDFKJB6d04fa8HlesmvuA5Rmx9T8GJc7FZttY/nhZoprmXSIYAfIhVhbp46uKlFNp28NjH3m+q9LFZ8AUZjzNx/GjJzn8lAypi+9KPvSV14f6qBVYHT/UO51bSdelkRVpkOVqmadZByYIQ/h4Rc3VWz5Lgn5X2bFnxooBT7Trn/lHcyWjyWnnaSVPIKHwSQSpccxBGoWjiO745uZXOXqEvHKip6hilzK0U849tCsUcU3Ey+z9+QJMQPXMoxXasv2ruoV/gn1C+QDZTeNGRxAUwFUr1d7VmrvmWK3tszD2FW905Ck7RW/zERXdp8q+6vzGnvy153NIBKi7r7WYJvpOiCQIhVFfcs11L7gXq3g1EBWo+z1MZ8YVgU+6f0DBng+zCPczbqGlcomT+MMjAGhip0KnQYEzUHMCYwg1q5+bmIuBGFM1ghHQDoqqwd4G7Ayf2yPkec6MPw517T4keAVoQvIES/2/dbkLqj4hNqGdGzmUMR5xwVkNj/qT5KgF/zjZ5q7yQLbNt+CVCyELqjv5GWlanw3+eyn683SK2dwPQ3FpPCDsZH8ATCqEJ8wcTC0PwuM8ocNvwK5El91SJOLhmxJCWwsyVjKlQUV1UMr8hVfbGq4EIHBV7MmYcKX8yL3RAAxbt6cUlN8UKuuCjwAgNPuEBl4qKKgWELxxsYNzxNr69dkUSLIsTxG90KKAGRpoGEwj+wB5ekXHKaELzr7btC8K5eXPUXYSFVWXteaKmK4hyOcYfOkcMksZnhsvjrxm8GRVDLTkHDJ8nZ+5DGqi+CyYgerMXLQPoc9WQSK5+ZbWfIJ2scyL4tVTHxrJ6I8zlxS0kBWaQrqlI959+hCmu/DJOS7n28bB5Ml6SAF3op6UlmSs1DNA0sBGbpd53+oUwVXGWkEcWc4jPdVeKhBhSk6q84g+LsQa8APYCR/VI4GUg06cnDxaWhMUxHEeq+kJ74awaSfiV/SLezS1VOods4SAepwyinGpwY2lCTugQ0xc6s5SjLqG4Kyndi7crMNJdZlelrRNZ+Z9BZ1H4Hdd9a6DfTcOLv//2/jz/0h/4Q/spf+Sv4//6//w//2D/2j+FLX/oSvud7vsfqqIo/8kf+CP7cn/tz+Lmf+zl8//d/P/70n/7T+E2/6Tc9r6DoCHpuGoCQovxcRnulgA6BOBDl2Q3Ar4bxgTX0sXRu/Wf7V05cFClBxCE4EfuMhS1mxXVODLFv1b7Q4ZvHisu85AHid3XYoA3gXUzfU7rgKUFq4kkvUAguongBAyMjTBcDQVGo73MFsAgUV+kWtyWvHIFKT/5M9WcpXwAJKi9yvymAyVU+KHB6gYvvXfmeFARXVFz7rT2sFxi+AR+qwQ1gBYOAWrytHZuwNk9OILrAiMAHBXjr+yIEz3G0X4CSDex2ECOMECIIqO+BsWMJav04ZvvmWFiYUatizwSoS22NWa5ZEf3X+7sYhKtea09KS8X3JBMv1MZ8iPp+Vaj7zIw9VN/Xqbk/dRVbpGZEQXtV7rdKRZ/YYu9GA8uIc58xMAnIX9Z7K0gF2AQwiSiexqxw6YDVwAvID5ryOFTf97EATuYx6LC1+mHr6DsMA3MV/yaYc+TDrXJlYKpLWLcYKAKlg3C0EoJtessjQEkoflP3UXy5ld/ibnx7/eXc//1//9/4/u//frz11lv4K3/lr+B//p//Z/zH//F/jH/oH/qHMs6f+BN/Av/Jf/Kf4M/8mT+Dv/E3/ga+7du+DZ/+9Kfxi7/4i++5/B25OBNBj4ueQpbOLe56mUipy5Wu02cdL+hdckYbCYEI8nLXRL1HcVClFkSFg84qZfzaQ3qZP00/gXHLu9o0iZDNXXtp0dXiW1SaKaEUnJYUsy6oHdu8mwG3/7gvW59TX7evmLa45+C+/4u0VdZq9BGb1tXee0B4VPf1liEBjM3Y232QQUzdTOcSvxIXGAchZoIcn42x+BzH/DMvQc7LkBeiHmeL+Hl/aBbptwZVeA69+ytcS4qiMFbJcVkBJEP6+9MvbFM/rN+Mu7Tf5Wvb3JfBZOzyxvK71osZlFQpBvilUFyrQ26vlLvugGLPT38TMDfulUtS/9F/9B/hE5/4BL70pS9l2Hd+53emX1XxYz/2Y/j3/r1/D//yv/wvAwD+i//iv8DHPvYx/Df/zX+Df/1f/9cfL8wXcg+LwSjuECig4i0ZBSBDEBeRKoC4QiksZHITUZ1zm+qqQVcZCiCuyphz4BoLycsN657wR52uTiQuEqoN+IcNjW+4yoQO4KK2+AFApk10a48RE4WkoYRKmP0CM6HOz25oJ+m3JKn4ZaJ5JRAM6ck46FL3/ZI+pXRkfpOG3tUnxLmpd3FxLvBCqr8L3nUp0TjwkfFjMz4ksG4FiCL2WvVLyzQa5w2f3ducklIxJL2MW+q+x1zreyImUS7LVgOKq4jf2OOShJc/XRWsS961b7JKVWVcsb5nzj6EwlXKVLcoBVzV64d5ZxzmBfAkM8fqIhMvpmsAJFR8A8PjXGXkvX8v5sCQix8YNqnKLAQHXoituSlikg8xhEAwgjSvVQ4UUHyxH6Qn0VTxDbfuu4RUBcVlmKrODCFKenprXBM0WPUXXyuoj5qGJBVSVTds2albixFmBg3Zx6HmjnXwwrcN4iqrOO6lTsPGFITqdwaoqfinvhSCdfU/6Bo3VfOvvT+LF/QU9HvHvXKQ+m//2/8Wn/70p/Gv/Cv/Cn7yJ38Sv/7X/3r82//2v41/89/8NwEA//v//r/jq1/9Kj71qU9lmo9+9KP4vu/7PvzUT/3UFqTeeecdvPPOO/n89a9/3Tw3KYQtO1mitGcXEeLKJDZPz82AoFKpDhTohJnRwo6AiIPMVewwYnw0UKAOQFYiq1UuopCpeBJb9JZ+YPpkn5jANOC6GAph4C0n1b4QdGQ5PNFFFFPtTj8RxUVxmI5Szdk7re4NyeHqhPqKOtwZqrxQ971w1V2o/q468EsaPLmBkFkCGmCp1v5U7FUZ0NWdcXmfGKmdUlrNZ8mFXJLXIl9QWGvqLfDRyjeVNIrmf4wvLWYlchpOVAOgDDiqbHGOSpwohT/3abjcIMbBWZPKaXhMI5jBHJG8SIRyW3MpS9Upkiqnq478ztSTzmQuxlS8K3Z/n0ATmETM/2IMyNUA7+JM2dSJF27arioGUHJBmKNLSLQOTArJ29u9exfYLsnL/DvJrKQ4gf0GGD2NadZ7ULwVfrFP5iQwDZc23R/9fnFzdPuidpisz8ZgBnjuXZfSWSvxwtt+Vbu31NR9Rp/s45SaFr8hfU0YSE4u/+aIbydBq+4WlNi/0Jxqbo3XoxV45eq+/+1/+99yf+mv/tW/ij/wB/4A/p1/59/Bf/6f/+cAgK9+9asAgI997GMt3cc+9rF8t7ovfOEL+OhHP5p/n/jEJwDcVuAgY3AHuduhP7m2OZidKWUGG3loH4bVlLM+1b3so+TfSOJ99bDjr8cJiYWMEPLX41wzTlcNhjl4/RXoxMfvDn8cJ+P2sNgnavly2RzP6179MGqPI8gl91+R0Fys6v2+m99B3Gp4aSbQ3sVqapvqu3ymfS72L2PZxvWsD9f+pHQNaFf/CojL+whfp/VuPtea6ARyBah7f6fqJ9CfMKFeVV1z87eqyro6caeO6/4KwyH+edw0MnlQlbe2PduEvg/F7R3UviFdzbnGPfxhUQW6NJz9g77nGNJwqfz8ntxo9zo/aGk8LEvt1C4v43zxPie7Vy5JzTnxPd/zPfjjf/yPAwD+yX/yn8Tf+Tt/B3/mz/wZ/N7f+3tfKs/Pf/7z+NznPpfPX//61w2obqBxSUwGOCJG3UJFB4BOuzuH6oOq4mrA6c+Rm1sFWrbhdxssMX74ijr7pKCy1NV9ClzU1CC2EWrcpCrwQibeGiYdXYarWAS4YNr1MhBcMJMhGTLt/jSYxeBVXuAtGPf65HsExrFrcZRes5LAepimrzi54ObiiqOrDjNugFl1hSqOVXW/pE95gPeX9ClVdqzKC3VfnKUK9WFZ/ZEFk1uLKZCAF/1X+15IsLNLTRfpCl1qijFioMh2a/3CQazyEALM2xxpg02p5/WQZ3G6ccB7uorMW6V+wEDsu1BmfCqIb0JpzO1tHYKgzZSg0rgi6nKjFUo5TQieMF21bHf6wcfqqsOsUnXihc5U/QUjNUKScuOeqw5c5IIwonj3Wv4xFeNq7TJ1oZZKd9Y4RAV3te+SVAemix/avYQ/AMSlqqcx8eSSVEhVAy5VOVg8yTXB5y25Iq5HChVfxCvptvf3Ola59ohJTAMil2YHTDszdOTlACFJqcB/TaU31bQzodGZYup/ZlCMACh2qreghVW7itOf7rhk9heh4UFJ6pWD1K/9tb8Wv/k3/+YW9t3f/d34r//r/xoA8PGPfxwA8LWvfQ2/9tf+2ozzta99Db/1t/7WbZ5vv/023n777X2BNxqaQCWoDpK4ULYiCAiogBCDfH9qyScGbor7jYAJgDkHBNNHYXh5RRLj8yuhqxcoJoaboiuexoBOU/ddphGCIfa13RDQTU1o4Jp7UkDuUYSYP3HFxXSWVpY3ulv39T2J6JQ6yY7c25m8D4U6iNtBqqz03iXAetdVfHmgF7XfpIt/OtAXMEmGtz2nVMmxCjDA5Sj9lGSyB6M6eF0gHZLPCnBRNijuLZeEMpgliI2oxny0/4YqrmN6u8I02+eMW4oaPYmbRkL1d74ISlpCAVNw5u6/3IXaciq133fFTEgdPo+tHy1PI6aa4ytQUxVPU+vFYfZggrxLjfB6fVTjczwOhjP250rtd6O2tE+H44HbkG7c1Hzde3pyE/Ow6DOQujbACuB/Gvyl7KVvZQEpmJS0qW2qcnMNeB/mTTWKBCsg1qfmuKjMutHGpTF1ehOqv1I7R6kn3E244vhfjTT1TPfKQer7v//78TM/8zMt7H/9X/9X/CP/yD8CwIwoPv7xj+PLX/5ygtLXv/51/I2/8TfwB/7AH3jV1UkAys6lzpbgwKTHx8pYqMclYIMvxlgspu5TxDmp2uAtDlAQnI9lO9WuORKXDK5zQoZ/uwcDI/Z+RHHxhQ5oXkGjgJt125mpkKhU1C9YnVmvmJDqRNJKCC49bqaQBkysamNJKlSOqnUNEocHCOWvA1Ry25EPSgpiVehq7df2oYgH1Ra3AKYkqt4G3msqsJINGDEYVniAEoM4Mp+z+dcnn5OE3CdQrUuMzSAi6q1JsPjKmwBdv/ou96aK7YhZzJRlV6+blSamZXEa8ya4t/ikgC0mkbilJOZ1EcCLG3+oCJ58JKbEXs3ERcxgAihDA+sXxRDrpSHRq/dBNRkwVvFB05KQVX1NpcnhqaazOBcHnjKQmM5IzqbOi1l+cUk4mE22yGuDoN5vvseHMFYJBkuo760b/dgJqfaU2qssufdf65eNNLSdMhRLlri7WLen3Uu5Vw5SP/zDP4x/5p/5Z/DH//gfx7/6r/6r+Jt/82/iz/7ZP4s/+2f/LACTTn7oh34If+yP/TH8pt/0m/Cd3/md+Pf//X8fv+7X/Tr8rt/1u15dRaij+lxwUqyAxtkpAi6l8QjVYKj1CqDqndlTDL/OZvhGryGaH1FIkV2gmBdXZcjEvAiepk3uebHzTxdSk7w1bKpfZOI6jFib+kQwh5+XkgteyItU/b2QK0RdFaFdtQOQlV9wmETeonkNpEJlhri6SMhwoiQpBZq6711S95UkZfGD0Neh0FIDvnA1YJwJKYmtpCpW8dUeF8ASVW70q+QH+2J/KcK7xHQEqN2RAiSIlP+WS+uy6HPnUIyrLZWLXbsVc8+IcsS7iNqhU89nuOpvwOYLfMyuGpadkkYxNapLvXxexKpY61rSNodFnsgyn4TGQszgxQwGjIm5jJnMygVPeIGBF9PUaC904EkvCOYtDAvMf/G1Awy54EWox+PsT4zNSf/bkg1Qs9/Rbiqvs04hSdUZKJOSwkjiLWHp6ZpqvLfkavtNHh4S0pMbqAR45Ti6loUtK8MVs+H0ws+WqZixhElSdknv1IHh6JQMk4ThBFKSMsAMaUxwkdDiSM6v3NNLf9A2l/ZdnVzTaIE24ofUeRW0+ItT+nvQvXKQ+t7v/V78xb/4F/H5z38eP/IjP4Lv/M7vxI/92I/h9/ye35Nx/t1/99/FL/zCL+Df+rf+Lfzcz/0c/tl/9p/FT/zET+DDH/7ws8oSpU5ZnHInHTrMO5lnuNIbFd+vYushrTyMaiNvIfaBimsE7Wu3teGlLuEkgRpGhGxCiC8Yu3zzScNsNABK82aKMGuNLbCL1i0VwxdDgLDtXzk3l6YJodpzTqsBlGb6lDBQpCoAh8GIVX9suWf7UJdU/b0gaSrALc+DORjxAd74/EOBVJnfpoRDgMRn0PKZpJ5+zukoJbEa8QhMK0h5nzBQ7aegvQ1TX3G/uOTkVp+iagcxp8+PGXuadlNJKHFHgCsDcKjeFHnwtb6YsGOVN/VrtV/UwJGTlGUqu2AOIGFYUzdzj2ijq/suUOgw1dUYJlFeVFN9VapfSdVfM1pxP9T6gsf80CapkUkrPmjev7eC1BOp+0LF95ZczWIv/QZCB9UfIs6LPE/25PtTq4ov1nE8s4sxU0j223CthPXF8Iudg5kYmKluDRXfcKmzGKHYBx8J2CRtIRgndPpHjIgFanLvPtwVWY9xErRwd/o95N6XGyd+5+/8nfidv/N3nr4XEfzIj/wIfuRHfuT9KN7KoD7j3jr0qwem3+MHFwf1NAozgw2WIbgKDayrE9fqi3XGmSrKe4b+RowrxLCb9a5TocPlsjn8VgnFi+E6/3nBC7G70i9z4oW4ua/G/kKYMJOpu3N0qpI6cNEiQKE6IAUaErK0L5w0VgDSsrCdZcJyQwRbIy4EqEtAceNEAQkfSu51WAEKe4Ai2G3qOQUBE1qaJPYb4ItxS56GVHz3TNBT26Wlfikg8KMKnll889Z+Y2+mNtEDjLiudhu+3Up/FSPgE2aEERKKqRYLxIbSvXzg01lsmFwAxWHcUj6lYVdx+f4HDExiDOT/397fx+yaXXXh+Gddz2mnFZwZW9OZjnRkVAyIFbCVWuQXNUwChfCiKCkZtSqhvtBIJZGCUtRILfo1RIsEoomgsYiYQMVGMbWtVGKZvlGUF6HEBlCcNtq0Q4GWmedavz/2evmsde3rvu/nnDMvz5lnnzzn3te+9vtee332Wnvtfcm4UsulCsUAB8UwIkp1X6r+Fhnhq8Vdo75jOabiY99ZoeaeiySNd7WeG0icUbgfPk4LvpWMIRJoQrWHNKLw98UCTxR+ZIQNVfpVSO7WmHM6+lBWwIxMICvUjE9gKv1FTRWqNk6uOTFiW2L8SEoW1qJILFrVwFxDD8gM1InWGWPr8j2pycP33p/oLvfdfd21jpCdV4ldW9WfKvWtLzFsNrr4C9+wFcS+k2BcmCl+iZ6OlSPEdOC2ilsXiWtY/NDismiEn5kacBENqeNMVjy6nOPcgOjRxSz6MOKcL+ZfzoaVEdax+uOzMpqs2yWqBbaS3+krZvbduq8cuDWQeRRVrVeMJVjdp26IsZA/VXnnmvtdoeJb6QYLkm68j9hAIoGMTMYZAD0uS2YBXgxQKCDlHcOS1Gwl3x1bmOUKVlO9omts6l9bAJU807LKOPAN2B6WgcoiCrfRGczFwALqX28vzNAXLr6gcdKWWKhg86HIZGa0f0ntCWkNiPNSimGBOlR/ZrlqdCKrDpW0SUrXjOn6uPu88zv/HKB9b2iM01ol6j7nJZsQh3YxASk/yyRkLGHSk8Ct+IYR09NJkhrS0wCjp9n7M1PxuTHKkKQQRhUOHH52bU9zoZKLsKENGdKSyFkYSyhkfI0AOhYclu6ambGsi+DM+vJMxCwNxxcVFjPycsvSOEe1qF30a2O7YHzEcHEjM0GIcILkg2KLWicbAzHf5pgCFIef6G4NkNKJX6rfV6tbQLfeor2aITWhDtDSJSnrab/7z/OxFQir/lZbQY4FppEaTx4r+8zFdsnbKc5Ezcw3J50o4vYJ0bGiWrAG41zGVuogcCjOIMSkBoEvQEyqvS5NSAOp++zALe0VuRGFH+Ttln7+OQcHNVWEOTrvLYWUFiq+hYwUCGxAQELAwhJWGjzMQCr9Y+grSDkgFWktwIjUfiV8xwnyQl/JVf4igPjJBfuO0jDRBiArxOqU6j637lMDdGB87oWYYKywNegqPuWiCHNxwKQ0sQtsUSWqrHpT+3kbkq2ShiL7HrZ3skheJCtGx57WF1Arxi0rIoMhX9PVJEHB+TL6QQVxi8K5GRt5G5ZN/5Mkha2pv2BcGHstpKS8a2+o+wbADPPyPKh7TRyAUt0XftFxE6UM4wjek3KFne9dAUPt5v0QKlOHLvGlswyjKpOAxRcqdG5mFQ3QWcxQaiFpK9R9cOMKkuR54eR06vTpkpQtZuIe09bVSmk7v23rneouKFndGiA1c4zWHbnt2SUnB7Hot1hlwhi/nW5fUc9PDerLzajBT8Lvhk8DMAwAF9gtFYPJQBS6KJbV1sGieJRWfY/IgjPJ1fOYIAsWnNm5Bz/wt5gxXxJmrshYFWibt6q2ot5KUu74u06skqvANJOetn4N/xawWJVYzM4JSOLMFIFOSkQpWbEEVOPyHygOKGy7b5WAROo+1PBjdKg+9j7XnWScDnQcJgAM0Na8NmjMfzKK0GE44Lem+5mjAKnmd4MdN9Z2IFplhagb/Lghxyh/rLJ97LeqqfrsAJeWo9ChrnNwFFMRncka88n3Z65BAiRWuxbsXJZxHZhJASoCta/+JlW7KrRyu+SlKS24RLnIWH36oVlW5bm6r99m3i32irrP1YPo6r5q3ceSFICYi95/asjAh7iX2NN2K9AEWmWtiIDUfbSwcEmdnkO93xYaaZo+JCSVlISCdn2scwXgtY/lTYTPAOiCwMTu1gKpjt4T6cnnEUwgisFY+FssI47zH4nlQo6aDx5WQM8s86X6sVi8ReKLnyt98VOXddy6vFr5oliW1dSA484z9z+d/I+e5eFIt4YbKsEFT5czDHXFOa7BznnIeUyaxaQvX91JNLcyo5SkxtuQpBR2757vT+W1SMVKbz0re1J5MDGloZBq0K3xfOOc1X0MZARSDkCRHyK+cpkGQpH3mneeFWBaq4Sl1hnlpgf2E2DNnPD8FWMS0Lhte4CXMQpjRou4cYExqJCksx6CoSJWs620plh8l6htsSJijOg8pep13A855DME0PkCBra/ZThDlMB+l1qSGSoG8LipzqO2jHLDngFAOj54CAPQZah2Baz6y4XWIoqFzlYVle1keeX1CmBClSoYjFxVN4wlqiTl1n1Pl0fjbr6nuYQFuq8POccWmm9dxTf6V+EHar19g8YkDmansYTanJMBWFjHnLZxWJEgNiSsoV4dYLiEVDeushoWwmIq2HWxq9PUvpeg+WmhZUF890swFtuCwaPGRBL4dVVOFC5V+eeMvJLBbh3frgOobh2Q0h0/chU7HvJ9eFmSosgpScG5ts/+/PQ8+zWlqvj+DU3xMXixfB4mpWbVdQ4ZCyf7jIFPKJGz1CGrncdYz2hjVk1NZOvLxZiTS4DGhNzSb7CMUa8FyfCY+WTNJSfMZE+qqv7QpCeStrTvJ1UVXwlXMgxAi48EoWqRR2o5VOmJAWiTnpkdARkDUvqFaGELXrtkGYtPv29ukIl/OiVoy+jNVYOww+TuljgMK1jMAlCUzNFVjeGM1fu5qf7OdYXYBwtjBS/r+D6U93NcuzL2q1yiUlrMMVUEzUilnWC8IpaP0f1YqQ21twIqVZJ61M7z5W0NC85DwgFWWfP8EPKbOiKu1k3nUoPXcavuSylpWPfR95/c6GEmPU3DE4hCGsMa1rRuXBGSjfVPlaSc72jQ7Igz2ulnHsXmq1h5K8wCUGBWo2pSsEtVSn4/yI2UmHzcxI87aOyZbrRLXlmhGrNE5VKVL/p3wUiB0vLT3K0DUocc9anO+mlC6ErvcjVhovBq1jCQ8aFEOENxgwpeNuRvQN9CUtridRtm6lh0fFyw3djsKj2/jdonwVhljnfL4MRjNe0m8jrqeu552OrVV3adwdRuyTdhMg42QU9JagDWWajlHi3hfe8pJRwAm/AOUkDdnyoWgAQqh/aeFEN6Ymls9et1WHpqklQBJu8iAqnZdTKbfnTxnSa7q39dlbKaX4wx5RVd5ocxE9vHWthKUzQWO24gM+INic33uwCXmtxIQWLPRM16LGQTWUL6Fl1DJcWzI6QD5NkfRAxfIgnE1HxOu6rAuFjWjkrIuNPHVWlD+hecL+dj7GSs4sc4J3MUtfM+PkboILWVpARIMBSSqsD7U9XvJushHdHMSIavRbXI+z/wsEoV1m++9pWgFWYfXgYf0pfoWVv6epoyn+sCFEDWDWSO7nW21YRflu3GOJDB21xd7FI9DTTSoAz1XbyntpsMcBGoemqAFFBWqxwkU39V/cUKwd0SFAQfbTeocPWZOvVhML786uAy3snYi3KCcDWgH+wd94tJqPhWO8y7yLDucwvAVSX85yp4un0G4dHlPNQOZyaNsfphY20kTGFWb1Kn8Dmp7SFbO8C7dsMJA6l1xA3QKYCFAKaN2XcBqQQOB0IPD9XfRoKq56vWtYHXOlq/ru53SQoJSg2QNuCkqJOzO4n/xgQ1DiSrxqcjdDH1HwA9W4MO1BhQ7EnIMNleTWo+t75YJK3mBh0sONdxVmdVsRu6h7rHN/tdmhnX5pxj0cXMwn0f0/dPVsNXJSMLI2XkYVWWFLy9vjQbZ/aGampIIUOuPzdZflieLcAqRud5RZKqxELMaWmcH3P6BHwBGHt+ljolmNzP3UhSoDv6SN03rGPPLfw8DCfiO1jut3kUl8I24GJgKCAS802D7nxmrgZGvgA4w5Byhyp4gd8gE/tRkafUIyYhRdKZKQzpcTXpdVj8aWhvVAaArab2W4GxBw8ZfGtNMUvNmKwwT0Ec6lUQ3/RoqVo4GalufZDq6O5hM/9O/Fg7Wv8qMybzD+smzSWyKvx+P1tGxioCa66gYQcbF78g0gZegLGhblLbInaWyojtUdtcP5MFZ7Z5fqYLHvXVnq2ofWNZzX9m7VklP+ERh0o3XefSg8T+UgepvPYozdF97yekpzC6QJVkWDIy6uZVZbHAQzKlYAGae1JZX5KwqA2Zpv0BYUgBj+sSlE/AJkX56rCA1UnOlj9DnCHjC4TJONRvjUBohrGMfhMoxO6uG8YUru6zlbVZAD6qNv6qOLebLBRj/+HcanJuRglwow1TswXDUgkVW7K9iZPOgL1jfGr46nComqFjzyQsEY25+77cmYzOOJMlzkm5taLv161WllJJahJXl6Q2qj+wVJW/m3ADko3khAnggEF6+y4lT/PPeLSNvdNIUnSaiRC/j7IQ73OEHLCSSFHrQ+AFqVKfn5UKQx84r2qMMtZoWvamjHGNGgfjvDF3S4GU40G43kEdnDyR1l9BMi3jcHDLPCjGHqYSEaivHiTOFgz/eK9uLhV18NP4gxGyHtiZsl+tBLjJqk20xSfCWVFhuGm6LnbDOmyFCsW6rFjUrl/SJUBpFQfDG5Ck1gSmR0KqQjnXlGeZqpqOgWlVmnrW925dqFSXrcQECvdvE00kKevr8zWNJVx6WlcZ0m4DKZamgl78vY9lB6nZosgZk1tOwZQnTlceV0yGEbe6dBNkp8FhZOASVtr4uOGExGoZIMMJCBYjwGsLqVlNkhpxx4oai5s5w1bzYu9XA88lygjyl26+npOLVVELqom86oozLGbgA6y6hlXbuflFxscQz7CaRJZsd/V+9KFAzhPQnAEQ+0cFeKSen0qwSglMKE9pQ12G3UBy1GUwE7WRdiB5IlxfOGRYB1wfK6c9NXWzJIAWPaSjHEx6Ujuiw+U18GI+ewF3S4FUcXsd0fqONwk5WdCjS0MkaahmfF++CTD2kVZbhYwl4Bh+XxrDgM5VhIuOOGLWfwK7islBcdx2LZKMWVa36vLPfQjOz+hLp2T159ZH17RuAvukdF08gMLcuKvS6IDvzsuPET7S9p7yExp5s4RLVQ5GimbqjWT8Kb1V/0ytByXrPm1SmgPQFJgkgEmB8bsDTBkOEBcifkxhey5WmmoTWurhSKODATyLbT4rFpeoFx2WWTJuSjhbBo2dL6sZRgwDiXMdaqvzxWgCfj/eGPsV4+OEY+N9iT2gdVlin0bXsV+0mszFe05BN8ixGhv4xqQi1IEYsaJ2YIKO2/3P7LzPijXU0qsIrslY5KwiOJdxZuqaWb2loQ+MJp3F5mLGpQGP5+DitD+9kdzAi/enQppyYBOWXibzBL4YMJoxsvFjBCrbuzEeaxcAJNkvKTHBFrfO4jS2Hvw9LA1MshoJNOcEgdRor0lVBbyozZLS2UXcrQlSx5D6GLXMEJ9WAh3cAtjUpuaYUYATqB0Gjjj+bQ9FqgHFCo4dddjV/MlsVwPAVYzJiklLxljPZcGied2MGScbo1mCkSgxjLhLTrdLnFBcaD3LlNcbpaTi7xPIEoyKhV25LYCmPfsnQOV5ZRhLWP6e36VUlKo8STDULDckpWMAxYLCDLDQ/EJhwkSUfgXoOq268vRiJCz9BOs6pAvfQHdpeF2HStb3GM5dTazLOCCMNc5MAYsBmkBkwWoH+iI/BYZJxZCo3LISijCTFjgcHXMacavaqqrZnCZdynejksEjNY6ODIp2KqExsdV+5ZHOoC1fYsCFKZf9NFZbsueYSw486CpJJDOqjOVUgeKCgse8diHRojKteJej5H2Uknpvi9eqBcrEb83tsedwP3e3Bkh557eWT4SD7GwfAOpEIHkJD9CITlco2QSKlYLzK0WuJJQyXXIyxfkCL1e8orHcgcIvjl3CZHRMySU22HllNIrQUB25hOWftB43pq+2wZ53ep2ZmiXXo71bGQAcJPjCWDobpfSRQuReFZ+NKqo6Bx1FlOF9WMo3gGG13r7qL9/HzecG7h7ukpS6JOXglB/7SrDwS+LcH8jB9CZc4X3n42wqP9DfsP4eHFlJrbKayO7WnwIMtZ661CWhLl4XGZcTW35+gFv13D6yaapQUge7uk+XIdmspvo7kxXXjN7zELhZuOmCM4MKgR2jgKl6nI6NJWk03EcTkWfcikBg5e+GFOmWfjaG4sY1DFNaFB2J8VaygRpCOurSRVfpTZwvkIJ552LKDR0GqK5JE7ZnmFaRrkhx9fqsLOoFXnj5r8pWcqR42UJePFCrdTbDa0PrOioXCmkFgWSYvoJA0qvHUXrV1mRb/wnu8oOUtl9zM4Dy8A5UAK0WnAkJRfFnX0UGsKBSN1G7iOSNE3YTxPBLxNEFQxXo+w4iZnq+0C3soNvYh7pPz9LSzyeQA9N6ZpZfi+CaDsbyNEioMa6Rui908ZITu3YtqdvI+KHfVM6A1YGpG0hUyYeknNmw0sTa3gRhklkc2kWoGhOYhIAJaV6uCJACPY+CckHBfmHAYprTtqI/4HTwtGQG4mESVn+h/rX9JwcptX2iZR13PEKGUYSr/s6WFedng42tZ0JqQFfx2cLF1X0q8WVZt6C7JuNWuGH9dR6fB/ER8kuM/e66AU6+WFKUmweQ+0XZXKM11bBYWyB5jockfL53zgEqjTkcpNboRJ0MgdM4QFJaY+n8vDeIDFL+va+xpjC51FYPIlYz9YVlHvcQGvwA41IGAw/9wgyPkHMrzgz6+6ZVqHnWhd9BZ2MT4AQUA4vR1bZcD75HRhIe70D+o2JKGR93lx+kcHJbM34Hqg5a0sJbWc5A4cYK9qLva/mD2KY2VP2mk4zoZxMb40u/2JknTYYexLq1kstvCg2Vjtr5KzdwPRdJic9OqfPZi1r1nL4sSfVzSiuFlT2nMulysnegif6s3TZ+Qz2XeVRVH0lX7XekQ0kPfxd//rzX/+5vcXxsO3AdcHGuTjhkSEZBWbZSUohZXA6mHHudC4YFXgCzr84FYnHOdaiJl0YfHg4MFd9qm6XjFg67FHaYUAQjFO9zMZqTNHhZnVkpkIdteRJtx5NDQrXkk82ZpIfTIj337jXSeilxkL6V0uWKU92c0Y/6Jb0ipCT1EVMnE5cq+NIgjXSQea0YKsMfdJ9h3Lfa0u614eKOxvGY5DPrYImm7rHSk90tAVIb15lJdwwoNAC9I8Okn/kHOIwkK2AjXVU1YBKvm3TKmU3yFQjbcDXGasDlAKhYsMbqZTiXhNw/mmyrcJxjfOnUjCv8Qk11SQp0TspXfpOutArwuaYqMS074SzhJCsKlZyBjQ/T7OaGYAbgNBWc+s0RrOIDMKSndQl/qPjYWGKVMGzBKrFHVIBpJYnJ/gTp31acHK0y4yNydlbOBi+lcD/oLSBJSqBndphzBeTMVX8a12npAuiZW/1Jhp8JVj0PE24/dzfGaxhLYBGTrvwgq5jF3jCuUSOEBeN+yGUxv+Qh3iT9NEQAjWtXSTEhu3QV0k2s/CbszXmmA/WGauowJHCStiKGyL8f7P9S4jsfA2B1cWtHxD6vW9+K7ac5GQ3LSIMt5w/gOwRHX/U7B7OPRp/5Bcwr0p/XjrnfpSyhxWK73YUkMmj+bpyToC8M0Mg4N7Ry+KSmH20welVafNyguzVB6pij3hcK69JVH6iuZ7XFFWUkmY6By7QSYfXn1KAYh3w9gX9i4Wz8qputi5vbIlTCwDjrlOtKY0J0yDf2oZRuaya1R1X3tY4pLicBFDFBXGKKL+V2SYrAyCdfP/cUpe5KUl5+gnzPbyZF8d7Tamo7XcXAycpzdR6BlLDfQYqAiAFMKJwrLeR3XIsXTh+Lr4Bg9zwiwMs/g6CuCl6MaXu4bdAP1e+oxHImA2Rk7DuNA+GAYtza4OB17qo/jOuIzuyKnfHNpjWs3FY5BwykXBMalm++l0R7SpBcjJ1hjZv9eaXPB7YrdQ0Kzv0pZ3BbF+9EsBOlOI1BsKMgOgxK1PrT9+9GvgxXxnChuCaAGxkNPuEaFLeaHMAuqqYpGP+nWrIefGYQ54qyCs+vFRsWu2cBSI8SSLkKsH+jrYNTSmI+nw711gxUKNyIO3mc1CQz/w3i1C0JUhfqE+5/klwKUBHDYeYzk8awiWoA0sIj39CXIFbnqmRx5ytKi6sGRkX1FweFqxrQJ5v7B2mN8y5mEwZ+c6jnYuNWMQGjLUhNgcmb0VVxrdxYRDurIrDz+N4Hm76I/DOO9x2UpKfJH0tKATT+nNx2A1680MHEL5PXskpcfTWA0qQsJrbYEJSo0FADWpolFz1+DRaoz1nd5362FhWDhlVz7+fc1IHj0Owoa7VvQq3mH6CHUP/5jemxiHBpkVpcxpG6FpPfC7tDCTd8N+uW9RB6dn+jPcm2DY2tmlGHmXGbQVTeHu9rU4k572DIW9RczbrHxECDGg6UujvN+7yI/Gh1xIuD6+7n2o3N7QDchDde1N1yIMXM5KTOaZ1YulkxkZZmEefvY7Uhkgs/l5ysXL8B3Tm4q1nisK9kvg6gRfWnAM4QKzO36lrPxm3HQpKUYGywu/TkYRCFYN4kd0WSghsgVIu+Ymq+SptAozPyO08JLtTdZSyC6XkeAUYMVFtJCi5JGYBrkZgIYFy1tytJgUAqV+6yRgUrvWHipyYK+dUvJgbGPqVxLVkkx3xB0oofTVg07QUWy0cEK5+vOxs3RviB37DoO8O4ncQkKT8bBdjXb0Pd558J0bgHMq7RUj9Ya6O7IgDtml1bO/CzdsJg0n6OjaQAkIqq/c1cMGamCw+bpkDwT98OHFOSrvyIbh57c4JhWelqcYWMC35F4+sDQyVoCz51y0cNLYafx0qDizxf5irRef+MtrG67xG7K3Mldd+juuDRdVxf+6iSajCMmupecdFuaJ2rG0J9krlbC6QalZ7U5Tp5pEVBB63w0ou2UCv+BKqUkhKkNBnQmTFB32wVW8+dS26NGOANFmGHPs8sWQDZYC4rZNwBJvkFYMEwNS4gxQC1ZxJp0pl2YudJ0NR75wwq1nceH6irvFIUrQTZui9BKoEJQFwSG4AEDJUe7z11kIIBzbmVvRo4ebgBXQUpxPhvw6kNvEI2Oto0daIC9mMJGsCkuVfF/HQxCUwwAGsZ6is5S7auKliX1VTDEipgBXDN91FgX25dFqMFM5QIdZ/fxrBClnGl0gLBsirOlvxekv95lyymjvD9Tu4KNrhIdTGfscubSWa04RkFnflip0kKdTBMMtI8Q+U4z0UMKdrmFWBzaOThCz9ofmh07O8uAUZ+aa/fjOH9cxYgtZJacQ6p/M22VN8tcaGzH9ZXA6NHCbD8czmxH+W/TQW4AvSu9StirbwP+E+Au7VAyt2sh0/s9ZB4jsTfA8BZsiKsNSYWeKiOWUOqUoFdm0TgFlzaJQxX/Y0ShjrH9PtGkAJjwG76vI4Dn2Jw5sqIwRf3YZ33E2YgBeUzSwkqaj2QAOO/27I6MKGl75Z+mYhUe1ZGqlIRoJPx63Ox0PPnDk7NDxBAaY5hbYzF6+1UGccKvHzfj/J8BXa2zuKslBFzkGjX4Lp555rGwfJYOVu5fq7cGZloqv58LIfqz2+dN0tAW2mldR/INNyAQsbdf6ubKbfuiEUOiBEXsGl/PJ6RTyypejdvHBtNCBShLheHVaZRD885KZoqPV9kxodC1M3QfVz8ujGJvauhBjSl+/gOTwDlbKaFtqKAN6v5Jv3WQdslywjLvvD5Ba395urx6vZqeULH32R3a4DUjDnsLQeOda62obmgBFzOV3l6Hm+lZ5eqeG9CLJHSLRCuAoQ0qz9TrSE3Yv1wp6pgWczsfBkfNBMolsXObgiq4cSeFOXV9pWq5kpMkdZ1AVI93PuCwGQ8bieLdxhv7lZQc3UepScVn5910nGvzohj/lGpYaZtnRZ+WZHWeyu26rwNWDUQQ77zIY+GMT1IBumSZ0v8NvzhR6r7zPhhGFGYpDWW6ylhuXHF2VjhD3PsBevZqNxQza4h4axna0hVZyJmzj4uKg5137JA9TxVfPCbvod138DQNTi2S+7nYUggWNRVyQjaDdqAfbkZgnM9i+u0+E7IqTFAY9pMY06TW2rKied3q48by8bc8pvLAbtR3DULHq5+L6ZGu/0wfHznyaRP0SExhWpd0u+ffhxa3YnhBPIqsaKqc2MJUv0NY6UlDtXXA/Xzw/Wl3yYLzhUEbKTtiMVe/NlcAz0zoT8G7tYAKWADStLfefhFVwA3smLwSiyoFep+ByNFmCDHdqsQc6JoDnRxSWxsmmuYxY673xT+cTRgfBhPDInzw4p5jf+hfogNYVLlpVQFqC5j1UmS1qhTNrYCEK2Ip8V3CYwAyevkK0OVAKPhR04iU+vJKvBrwGWVVO2RX9KCmECI4gJbPzhuvqNmJKuUTOdjKnbFVQ45SdJjcBOYYukO6Fk++up5oNoaixhg3BLhe16KvIRWl6E6FjkLS9Gz5QzrOm48OVvHN6wWUZyt65CQFjt0q8v4Fpox3dFsu+UCMBN1jfeKZIAVpKqp9ZZJO2AtyViJySaNuRTSXCwcUnpyUB2/eavGCrX+HPNkNcDym+EFrtZTOsQ8wG21ezIFA1gE45vJvk+32O3vttSKPmMicZUdVGLfV72vvN9Wt+6T/BIB0trWP9/ChhbV0rbOJT48HITktERd2Njr4+puHZAC8X7uTSfSSdhjWhdBGXB/DAtCq0dE0zQjdzVf2soiVvBxN6Bn4pZ9YGvAXAUpgGVFfFRvXaluziSDue13TOj7ta5aE7Byf4hVc6cC02wVnHFI6iqqPgIl65NqzYfaVw48qO/EAab9ySSfPfWfoJbFrWGDPQaVXON3+mi0EN/uALBIfnTTvwgNAj3rS3ETsoWA3sCQVX9i33AazDit+1bV+Hqvg4RgjdW6yhrx/fD4CgfXJSrkUgdbqrG6yv3FSpQY7Ex9lYDn3e0re6bgRk9CvWwrgGEQkcPm6wFRGeb46mF5sBqhkKsLD8H4ztMSLRxx/ZtZKn6mZKgQFyZ+Kz8NSMivHay7RCTRt0Ut2PuPgD2XFbSIJH7B0yVXQJi9POy/Se6WAimAGAeQjAQtbC/x9XTwXhouhDfJ1X6F4oW/g5JtR8j4L24ZdmYsgJ5lgauqfUhvnJ9ZbZYtxoVdrWfZpSRlnSJR8KH2OtOg3wDGqipIyYe7Svihdp/Se2RXcLk5jilVBUDRNUfFQILVeudu0YdiLMGS1NRogiSsg0YUm0ZRi2jc/UC4AmbdZyzUv9QsEqo/WTQMKoZFn+09nWkk1IUAUAddiJ2vk2UNSdut1qDAsqxY7Ub+80XhF7Of2Qf2XA046jvUff6pkEFT6ecbKs5lDXXfYswecPZuYIhhgfYoFjyynsHP/rg661FTZ/mBcbZe6zftx8KJaKtPy/wEheS4YcwHB4y4yBYwQyOCQEG2x1m9JMt/1IyU4rZ1kBoQZB3pZRaOP0opariDkpSEelSBUP1FX615EXSRqjSNVs7XlLxW04CEStDOFo7jLbBFoBMvzenJX6pXt/OguN78A+5yg9QM3fcAynnvXsec0GG7GrFZuDS//ykxIkU1Mw70GOikGIwG5YuYxMuJ0cX8HIkGoPnXXgtIWYUZsICiIxeu+6y5CgKjDlJcGaubA8yxPoM0YGI/5UHgVM49hXm5pLGBmZSLhQUIMTAxCLnqD/QeqCC1o+KL8L32+ULFu8iBSXPhEpKT5ynURhbDnVaigtIxnowOTd13vkB0zf0tAH57wpllfLZqfOb9bFEoVizrGR6VNb4YK3o2VH6LqZJjcTRqMazbBpP3+/5y43+05xz0bTIkMHUwCpUg8l7GzsiBXDQhymhdL/P5O6QmS6k5D+ILt2I5Gmi7+rPGUZxj9MWZpCpxgcbN82Pvy/w6V69738QeEhyklgCQ+gkcBpoqdWmAD32+xkGwA5eHUR4sjUXdwkMLzeLPv4MsRPN2j1Pc5QYpZEOPAUgBqJ24R/erLpCurpFogH3Fa35XBSZDR25Iq002tu6yOH61flyM2kGR6+F3Azoj9DgSwXEQVKDTW1NK2xwg3O/1L0DCElU+13z2CiBpKv6jdwGKoIkh5df3kgZ40Oq5SUkxqehdAR4GJhqrzQJIW/i0XbX/1YHKVHXiEpE/Wx87+PkZOpbIeLY7AEosIjTpKW6uEGC1a5R8pbyY6k/HChqLSTurAMti36oaJhFDqlkNYFz1N75blSxtDfBTBVSq4UTdL6HzUsSc2ZyaVVUbNZfTGYGTYk5rM8bo/dy6MgGqvBNr2+jbBSPCMMJwFV9Cpf9Lv8MX30WhkSpVdaY+VVf9kaoPCVgFTJT6r/QZJn3oczj3ojgfnzfVcAIRlvOM5tWE1mkllGHHeOzEXXqQYgbBnXFwv0Br+t18cWq87cvEEykr6AAeApwyMxSAH+TVYZE0+A2tmlUAtQO/C0Llp/5BRd+LIMOInIFpSebSVakwv99rshOg1Z+BaQZKp4BRDd/6fc8hwjYrOCFpJyWpjYHEOUlGoeJrhhNdkjJGv1H3zfzW4FnLxtDmoiKav1BzlnznErfatUnDP8bew1XFzkkRXXmdxN6feeWWYUloUo8uitU+tihqe2AYUpLaanfRNRi83wM5qjwK8P2z80XwqJxB4DftDzXfmR0ABvxcTu5LDcZardQe0TO49PDIOuS7R9e0+uMPbrqqKqZ2gKB18GQENqFEay4VeS15HjgU+idPvD8ErubLuwxdrRfnzDDUhPlBxaZqp9pt1X0oQN4P6qaxRKpAH13dQjLD15XUeqsUoCvPpuZbVzNUaWcO4Sr1OE+IAmI8J/g3/NzvJwLW5Qap1kjpYXsAxYS5uwqo/pHPTq8e6Oxc+foZFpRN7jgjsyK/4BvvpQLJ4pxsSFCDHw02ETw8mBNSWgrGaCyFQIpX4ZGYJ2cWebjtDFD2zHGmyRnsZnlu/A2YWlg1DTe/9Weo+Px9gJGcBkwzq78NSGVDp3TFBBpLdeRCZSId0eKc/JJ55cJ3tEXsjjrbMxKTYgooKsaZJigWrDhfx1d8z2FAhKGqenRZxqdBoHhkWcYnOvTMrP5Mzadndo8fArAUEodYx0Fys+7zFT0SLrp1H++zdAkr1GDs91U/5bknTc2Bi9/aXHK/9iQa1orj8g8H+Nx7G2o9tqq1Q74iUFlDfSg2WUOdCAcpkp4w209aCnhFXFLVbfpKzVilA6C/I6lUKZz9IXU1jUUBp4nkVEAJqO9PdJcapDao3ICIAWqzqa2VZ2xc8BKtHTyrw5FOVyQh+mrP06mDE/m11R0UFwZerpYbV+to8C115gdNhBHvFCEGSO89HTKK+0vTJu3U4pFNX/Fm9lHX4zSgK/4GWA4qAMoqb6biS3+baJZfAFbzR/qyV2UtdBCjujJQKbCVWm2gh6ovO95VfxGX/9jST4a07EYYrtZzgAIDFiT7xz6cCGdEq8DvmVuXEe9cFpyv41DU8A+13hlWPCoD1BYdn4FZoWFxmFcJwZjzMNYYfVDVds5oE5h4P6Wqr0p4gB3lR8C0D1KHXV8b+MBJBPgRZb+yLFvip7B8v2kMj5pRfYJofK/JlxUGdEAu8sqeVPlFSJEuQQEpaW33pAikJurBssdn/KWo+HiPtwFS8lQxv4O799tkQdn79kR3qUGqAJMFlRVuZzDNX5CeM6VO7fF71LbQ2rrNqtgZCAIn2EQZAOQc8T7RJ1V/vucgwNhniE89SB4MdrVf5JsA5SwjAIkbIQg14aZnZtR1KrAcCttzB0CKJ0gHpAIkKsCpKr49P1AkLFl1A3gheSHrw673cwCReDMNsBYYsKBa9KmlWYCVPuuymLoPqnmWiokLntCqZMwIWMbnP+xuHP+YJsSlqUFf5+J7MLDPdpi8IRp7JYIhdV0zq7anLWuxcPOzU9H2JiXwFUmPGmA9up7FFUCPrkv413WcIaob/PVYRFENX9QxOtFjLtwynFWCS8yn/LrAInbo2frO+8TVgkAFrCw5AQbw/snwqu6rIMWqv7WpRsPqb11Crdf9sWg5H4Spq0DPCazcUlaRFrSu/gOq1WybBzw/LzI+lx6kNiCi7d3En8Cm+501yxPb1TL7hcNpnvhC1plEyFJWfGyU+6c6jDGJrZi76i+KFicIjXiurtBgUhkXsLxIj1GAZzMjJ++OudIvF1/NzvOp/n6NUfr7io8mVAAM4CvhCDvFzzr4I/tTUxoZxdZfH4YeHmpYqe+sedLTtL+QpkmiApDnGVxaN7pbV4k8w3BiFZwvAv9o5pB2FMuaktS5Kh5Vgy1baflnskbThtVg/3aSSwG+que9FT4DtO9fbO406z5i5tfteHKFj3J02nNwsaFardFu0u7qwMUWCioahjJF2ppybJYYU62XUhUBFgO9Mrg1NeAqJDVRv/c/+pTN3DCpPVuf5eJsOzc7WHnYzlp44y43SJkr4IAd4CqARZEnHVU6b4fp7DIijmPPRNdjv2nJFwYxY2KT6i/iMQGEui8LYGCKk4kCf7FtkDOwUslW4ZnlRF+c9igH+mGW7BT6DGmpJygTgCpWwEOyz3wM/RYKjxsGFQiJaeNnEDIJaqYOZHXfrvTd+3oGNOWdxvhOVYCwxQwAv0iOJbQNUNGddVjpImMDJl0RH4s8x7hKy1Va47tSigVn5VPsgCu6AP/sPVYNS8Q14ubgsSTlq/yy0Q+6zRu8D1P3ZJzRArSvghsEKa8lTxlhu71oRkhAfkXS8PtHH0FS1QCx1STkBfxZ+8yHsm4qzQ5M9F67NCpVqrIPfqa0BQIsA69yJgrVUEL9bzyHNNSNlCZq8c3C7TqkKOCSg5TfubY5w6KNgQTQ6BbhkXEi31l4Aytp77aVa376EweuNJvK95ppROkwrw+yWHuXZEh+rkZE0qyZGBoLNCV8WleO3BF3p30zd4QQj1kQbvLwMUMjdB4XMyYJ4HGa6FchAcdVfBu/pvEEAxKDoOocqGZNY6AJQEG5u29dYNL1MHP2A7t+ZA5nSOvPM+sdQUouYv+pmtGNBlNRLOMG9QVwqz9XFa+LQpfRUSI61IswNeCZ2DkoxXq2xDmgp+mCa8u4o+J8WegTIGnRBt+vMobrQHNuRFqu+iErtW691iUF9+eeVGf7F3fFgpUm5d5UF2MKDkzeX3F1ktRwVw9OP4BIbXB1ppfNYLw1kEjAgqa6DyAVH6q6bz038FoxvmBtAKXnSy7qTN1XD8YLWdAiVHx9ERdqQJUGWDg4P9hdapAC9oGmAIgxEH++EDh5mu7fA7tJFjLxex6KsQqLPSYqQ62uCoTqDwpT19jm7ZKMkfMNEBJUs+eoazWxZdBJUJMS3uPfECNQLXnP44yCyoLA/R0MmPiBAhZlvBpdnKbu0827Hme7aszqTumDJadxLXlYYcbBXluQFPWcv+c2mN/H1pmDChLF/Ot8HilWPzAJPFVBWDFuODeaXNcF54tZ/dl9firAstJBVVXI6vf1uYH6KMgpeyHqd3P0srdCd/dtjCgmar16HogkqQIw1+ccQHOwMnxD+JKLp2FNqRZXw1CCv0+1OmApAVYv39oUbbZiE6RqP5ybxBN9pWPIuU/CEpLUe6uiftbGfmNRPDE1dy1F54OFt+7M0c3fCe5Sg1RftXamkcxDtx3W8gBqeBkEf9b9d5seV9lKC4pQz3gSAXIfShBm6KGtIwnMsi1A5GemgBrP8UVbuNB/07lM5cZ29wzMCL+O0tqUX8iBd5OMZ2NmE6dIT93vqz/sgxD2/CsB1LpNN8BAqxQPVBrT6OnWfGq/d7P44ddx/s3sG4KZqQ8M04T9bdR8TlwrlXduRNNUf/G9LQB6LiFdjQtlx0cul9WebXFTbygxprzkHXd+8fE6uaFhdI9BmEsBqGqrer3PEkzY9608bRhONEnqelwhN8pDyRNlxH85gG4P5f3BkpRf4hx+G589SSrLoF2rAO4KyhWY8uyYn3sCTHpidV+o+CRVfCY5jYWKA9TOlwPsOUBrNvdirmylqJhHJ7hLDVKxf8B7B90KC8lggH1QOknFV6l4u5IojjNHUnA8N7/oUNcphWuLowZmtrqG+HOuwD2+z5+YUg1oHOMif0ze7+xdsaqqlDvJSye+TbyTgUoyegEqAiTyj9+bo+KTcxBduV+356oAsNpvQzfRFOoZAhe1r/TqAiyLxOc43Lp8PRsjJ5L4M5hdFY5i8M+VBtsWNHuqPx3SDFYFzhTnpm/WM7EyTd2n48bv9Uxwbp8BGQAzdpriS9AyDvP6LePMjLe3T8wAK1V8abFGwGSMGkgJI0jjgkDF5MRgZMOJWGowULV4HivXHwZSMgEpB27qF6p9y7HWYSs5NmOJtS4AoNVwYl2XACf3QwFdm4pvNQA6JyAiPhsSlfNd0PsjALXPN7fucoOUOZn9FqpD5dMNkE4Jr3GOMyF2g0fYutUIy+voftWM6eUpLYjjNbdPkRvnXP0xEkcAAKJcSURBVH0DswQ5ibJAeZZKcH2lp0dJz/2rk3jsEsC2TGMXwHpl0MaU/X0hMQmL3wv+FWkLfQJqm4zIzfNZmuYkiICbNIAjAFfy2is/9C0KqEkrnrfThpA/6IbLN6axUf0p4Lfp+zvV/IS8M0GBrcJlAMVi9/wN3BP7NAwsrl+TlIszV72OKjmj9/M+Q/Xkn6roey+h7mvMOYBJK4icyP/aAGS6Q8CU9cBGahM6UyLiX/T1S57HKmZoV0dPDKMLX2S64T9VieqSz7L9PeRX6jcFWfjFYODgId0NDQH9SwL8bgpQqHGfMpLUYcMJrYYT9gu0zmnMrDPDwnD4e8tHmFCpJ4jBAKHaA/lDVbNoMgzOgJ/pLr5EvMCimo78HSZCfYRJPPE4mWPcPkH1ibBJeTM/168A2N7Ct/etUtQOBmU1J1uaIMu9rnaozwlAEVYsB7XkJ8ZJthvGdTFTXBlPyTBVk5KtTzwDognxcNsb4vNWqfLzZ1qVxCpOTMIyjnk+fhUymKcC41LaUY4bYpQb9C1MQd+nUr9dQsanLgCsi5QzRLmOmUsFM0lqZlYNTUmKGTYDyqku92kb0DkgFfAiQwYvq41tSIzeZoFJTw5G9VxVkn/bJz6hfh0suX9UqxpQ7eZzPSfA6gYSrs5jY4lznktWwdkxDPhcs3YyiE149KkriUsPUv3A5a6KryM66LmFARX5BbqbvuQ/rWQCVKxUxQElmczqTMSpUJCrGn7Hv5EPoiHM99nNtB+boAYsoxgCkAlIuV+sI7Tl0f3RxL14h5xW/2Z1xocIu4rP/LxXxdZ6PolkLOcrMIUKsO1PrYCc62ay9gVS1jnZ5+gDq+9KlpoqdhTBriOVwaSYPhbx8RzGCLzg4b5MlWBCQy5qLGMThYchjt9QgVT9yfiA5jiDbirBgY+4poL1zC39BKuuEGF1n+JMl3JPHQ91TqNkuNsDqqziq+eHWGqw7gUz8lNc32Mqqjxi/AkMVRrJoZXoaV4Fi40T7+O5X8DAr5l+t661rApYFrZWI5PVdMDl/NMqpOIjYHrUCCvo3fyu7mNA4nnglfE4oDg9LgFW+WrAAXepQYrd7p6SP8+YGsclP+cVALVTxlFJivAm/L2els8sfFZXxioYw/DAaR7S6t4dcU4lv8zCUdtQmY7wlN9UI9JbBifyES6glsljOVlETMfL/F13vtWlZ7rA6Emc+k5LHM9gJk1xP3m/xXiOrJr6jnqX4jBNzWgoVIKOdlwXJaCKX3sZbRADqWR8zLyF/KESVEH+S040mDKK432dctZJMVfxRXdIbc4ErE5x0b9RDuWn2d9ABactSFkcmgW9HBN+DfCzP8QZhOjRWneA4nozgHp9Qf2pIWEh3tVOBVnzJSjJJN5WjUcgvcMbScC8kLvUIFUkKd2uYGXSWRv9KvbASnfTbZifHu54J9CUTrIMk/2R97Hxn8VuK2QIxq3YwNaIYa8Op1CGtPTOszxcsFm1l/LDL9v6wts7Cz9Q8e76mE1UCxsAaqu4qApLO5NJWCUp3Yaz4QS9x5QOGUG4vRLnkwJHXJ0LDNoAfWkXeTuEq/1UJK/S6n3KY4O88zGQzVdPDlQkSamXrwvGZ+Yzc96zDL6mZlyhZt0nZN0ng4WHZMFdX8Bo/O6q+CI8L0yFVoCpJaD2e3PW84nNBEyV+VcgAMwaLsq3zFw65jEAINEHVrtNOL9vzhkOAXGSE5dfwTP3naokxZZ7bv0qClLrSRoK8VcEaM6MedHmntUr+OOa/o0Wg+ffEXepQco7baPiixUAtiDD6E/5BFl3ADsAcMl7y+zYuLS6S8BJyUrTLGsDUlRQrLbMb6DW1X177iQMaJG8OA+PPQ8kOMX+GvspTQVSKe+mFTsk8jHS9nHcTCDzs0USx2k68rLPNAE4flcAaU0VYLnTz2my0MxM3adxPVGilDN4L9vOJtlNJWL7U7n/ZODiQOX9arTBXc9nGHKPP8sFDPTOzNRn1fEpGLEPJ9rHB0UAPTOpSXTwOh0mC+uZYJGh5jtbpFi1deu3Ir00f6r76gFer3P6U+pigmK7kF033W+qYOTm2g5iwfiV0h8qJOaR0URUlZ91o66NnmCy58muVCxLfdpA1wCF/WFefo7pPhSbmjtg5SJMyE9NmfFanncxZyjfE9ylBqkynjoJZ8DZgFL1H1PlbUTXiFsBagYG6pzCZzflp5Q28lViLhwngC1BDkBZ1Z7suNqyDfN8oxyh+tCKL5pWq1jzwbYNXO8CsiGqzesK0Fj18TkStonTx5zeF7WdYoOd0uNRPTcSvLYFULRdA6yGqm70pqh9XqOp+Hq9RUGqvzEwwnFBZGflF3/piwpUWY5EGwAZF9KK12moAgFJfxwCtj01UgMtnp0mQI0qZBvLAVZWp1H/daXYofNRI93+Eo3z9R5LNWJawCV4gUCApDcvQ0tWETaul/L2aqQZi0ytkYvjlUZlNwFMnKwBrY/thn7o3ZTON/EvCFDN31p0IXepQcrVMEW10q23LLz6t0xjytjas6tyOM0mn4krDN0muQryFongeJLPvKpyf3AYZFwu4IS6bJxqPQ/VKs4L1MAP+khfOa9l9QwQpbptJD4q8qBV4qa+FG02IXTrn93FVw0qtEpYvOqjfSaXuFINyOekPA/7XbXSW6Or0g/OhKJPBRDFci7juiLYnXjWqcuaBg5V9Ud+LkOpnGB4At7EkhXjg4pOh62e6gN7NnSRLlVVBur1HHm5ocU41JqHW0e2TZLLrrK3iH2mvAjVw9hv8b0pzLjZKYcR+GmGFWOJNSWpjdGBp4lD0AxWvWDrariBi3oAvLpxGDr4QEve54O2YvremD+vBNzlGiOZS1IsQZ3XuRLWsqTC25yNAjYg95RX9wmd9g+GNGFWBai0jvAxCarQzEpruJZuj6/GHOQ4Bjb+IcRkWGr7UwRWnn4DXAcK3VRgElXbQwcKS+T8bFwYav41QSl45x6w9sIn4Yo2EU8Eqb7y2+wDzX7ZMo9UfEw/Mf5kAejqvFQBEhgFGBrLXDXCifNupDE15hVj6RIKbOEgiS6yejwZar0ALxBIqfl9ZUB9tgGpUZ4ohom5v4fENU2ADDBSAdzSD5l2xfhs4oCKBaoJQuP7unYouYHUaGrntMlQ1f7z805+EerM7Fpb2u6v+Ufl61qT96HcvxIwsqpMaS8q6I0mzwykqGuj82keK49XgHhU9fC6U+nHCwm6a/5YrDlIoZqXnxMQkYXf/MB6ln1wS0RrWiDn26kL6ksNUgC2TJifG6r3XrkQQOnFAcrrEeo+TztZsJZ6TPIv8YTy9UJavaZ1nT3vtcMKDelJ6W45boa25/0q0cq5Oi73JLrV7fhuJd7t76xvow49jgLCERotBTAdeN9XkyVeYJCr9qwSCogaOBSGk23WXp4nbTTs8WTPDxs/peKV8tIBohoLu1EfV9e5ilDhFoBWJZVxVx2aiXihku2syXalJd8oL43XFY2G2j7llH4ivO4fKaX39xy/lsO/CVhZqUl95i1sjsae60ODvafoYNDd0HUHqKDDDBclgJqp/TgMFD7xlznZ6JCbHpIVDvNNdpcapMrqmJ+BqtoJqmsdC9TOLc+aefp76uDTuOk2Pm+56OqbpbySokpIEqybqrIaTSi/0ifumn9DFPx+QjFsOFHUEguifr7pLzLCi1qv15Hz4zK57KOI39raJ42PUTOiCJogFV+ADav42NCCJSlS84UEvzZpKj7loSdLUgBSmi60Zi/N8m85R6jjxC3nkJe9AnQjugGIj4UvkgKEfFEtWdYYP/uw5oq8Oqmv/rVWz688Gd3lkpSdp5JxOfsakpRUSSpyroQY3WBEslq9R1vYNJwMBDwnbflQ1kW1yPF8bvJ+jp8lMr+rxOJeOyAt5GLMfPpSWBYz9efc4P5Gnf+xougZeSYTf987cklKMSz2vL5x/VGbA+2Ovs5rN/5JHaZarfhVlMsRDrjleJSLufPzc7z61a/Gfffdh2c+85n4nb/zd+Lv/J2/Yxus1gZVfPM3fzOe+9zn4pnPfCbuv/9+vO9977twWclAkDpP6tRxOajWg5va0lHnDeajRYVTGVWGwfK+yB9mZToX0TaoUQYx0bX646Ad/UWc8/xdzoFlEpdN+DfvzoHlUfKfA9Kfz9X+dvKdlXEofPau/+30x+b9IZpYt/1dnmmvs+ed+enmd4CW/yKehcLjT+mdZppQK8YfWjgQB4736sl5HBrnzbjL5FnCD9+/OB9/em5quDW/S7Sej89AnJ8v+bf6r+Tvar8qZr23YPMZdN35MB8SUOoeFQCX3mwsN2kd8Lyc1fwr5bdSfAOoUPnRZauhNvO+ir6B9RXSf47oN/6LPn5UIOfLNA4ifO/95G/1MRt1FqrjZmwLbUjsWcm5ty3n2nTO7YVP+Ewu4pDqxyPupktSf+/v/T1853d+J/75P//n+PRP/3S8613vwp/7c38Od9xxB/7KX/krAIC///f/Pl73utfhn//zf4777rsPr371q/H5n//5+Omf/mk84xnPuFiBzliAIoTEu2NpgQIUnE/3Z360EX4BJ6Tamar6PJ4i93soLi2S9wUOquus7iXsiItyvMxYPWd9xq9GgqgnFdOfQWm76+2aVnWnbeGfAQ//AZuFQlnp7XWQIqTyoLXNgiPpqdPhSKMWVKWTsPIyRpv11e3KPOohoXrzPRPxIrhvKDzGTPM5xtOYNGsetOSxVf2lKDMYm0oe/B0tkshcyybmkAhVkRXkrvYyrK/KiGj52UpPNVqLg7Zn1Sz0Wr/VgvjPJQ0Wi2rhcb9dbdlc/R+1IempxDsiQXn6Df3UtsW82ZkjM1X5IRXfJnzaD5T/qcyH3E0Hqf/6X/8rvvRLvxRf9EVfBAD45E/+ZPyrf/Wv8I53vAMAoKr4h//wH+Kbvumb8KVf+qUAgH/xL/4F7rrrLrzhDW/AS1/60tMLIwln28kanRWraqB1tG4HDtsOj0lLYcA+UBwaBja9ZYYRnEoQH7fzig2AIGSSncILE+Nn3SeiQ3W1chRZvgJjD91kcC2WfhoXocKNQoBdqz9B5j9V/c2esTMh+mRaKe5K4BLqPiTNkMS1VQOSNOtSeUjnupWkzF+MKLbcdNQn1LyaRjTeZs1fUdMwmQouVXwa47LoMPmGpN2DGjKNPScZujeiHVfV4gyxXzjO7koimA+S2PN5Dh7zP2+emEGFLM5wV1NP6vj2GRRxLZCr/MQZaPaPUsaKBJYxZNlRoZ6jCmn8t/OeGHnkbcDD6j5n7FWCSgCIT1jAaYyBG9t5KPFfOp7L4kcSLC9p8Tiv7ihceGCYL7qar0g1zjNlYtFHvJPDQXlO/FNg4nCegye4mw5Sn/M5n4N/8k/+CX7u534Ov/t3/278xE/8BH70R38U3/Zt3wYAeP/734+HHnoI999/f6S544478KIXvQhvf/vbpyD18Y9/HB//+Mfj+eGHHwaQDKgCFJkMt46LNLxHUMIz/i4wncDsZ7TI0f1UvkfTECu0rL4CuwzJ+kfxNuVye7j+Oq/3MWmwgksyLfHJz8y0rwwlKkLMmOL1CdjCY7LO6qiUvE/OQgvu1xLWf5l2eOL2BVBO9u37nMxEf16/MEfnyvoZIwCLSy/G/EXju2LjuIKOFbt9knfsZRot0AHecXuBbPoyV0ISRwamf0BI8FmOvVvJmMMal8cOpCw+PNHYS7EPIUYdt8XGnhllMbpwOxe0EAgyRaHvBmieh2b8MCmPiNUEvVrxEfjEeMv82bu68J46WeOJ5wiwXaiU5ml5UcCP3Q5PkwKuDFJSAast4oqKW7ELUh2YRvk6r0vP64i76SD1Dd/wDXj44YfxqZ/6qTg7O8P5+Tle85rX4IEHHgAAPPTQQwCAu+66q6S766674l13r33ta/G3//bfnr7zjqHFyDZO6UxtBNQ7d1/qKPkccz6fWz2C1Ej1N559EmkQtVA+YVElMJXMvMwOTlFv9k/aNnNCUQKPPHu7ukd4V1OJHy6ctkqPEZewK6rDDGvSh5t693Y1YDkGUAk0tA8Zeekmn6SX/m78+TuJJXkDqKi7xmImVvbWualWS/DyQ7MjbwMA5YO/3gf2eQ8HG6Fu1PwCNFbkZ17M73n4OLAfKyDxeQ8vH6iHf90/6lutOdnsW42enABS2hOTJrYARYRgcWMPaoc0mGF6HWIoisED5VHmjtRnkrgKQE0kqKTLBqDFCYFPnW+F9hXzs4yzfIMOss7BIycA1I9fFGACKkDN5hi2oCxE61vg2qn3AXfTQer7v//78frXvx7f+73fi0//9E/He9/7Xrzyla/EPffcg5e97GXXlec3fuM34uu+7uvi+eGHH8bznve8siLYZUgw/+Samroq0NJ5U0Ca7DNsXFnobQkrCFEBWfI6Sj97lFwBKLanRdrQWdZbAsWMmBoBHXChZgy/hauOVaYBZtTN2yAoZ6kG6Gjk4+1JS0ACMEFdeB6qJINGabNuDhpOf3dUfK7SS/qqVnwgAwYJIwiisbgeKd+jjQu3y884+Vm0lGY0gCSsOyFYz92vdkeefR7D8lvOBhg5ZsTha2vrUPGZZabfE8h0YuMS9+95JzsonNt+EozN0mZl+NUbNgjBP/kiRlNq6j4/DhYLllArZAf5lPA5NbXMi/8mVn0AWJVX1Hpd1UeWg3zP49Zazv2SABB8hQGQhpvGPrxtjsccKAlPdNoAk/lBk4bCeq9LSTNwYqlqylcqfR/nQd5PpzXrpoPUX/trfw3f8A3fEGq75z//+fiFX/gFvPa1r8XLXvYy3H333QCAD3zgA3juc58b6T7wgQ/gMz/zM6d53nbbbbjttts24dl52ghn3jGxoihgpNsBBajT989HbStEZQpAs2kkMQqMSakI1R9LE+IAgJy9XarZBckj4FQI4xhQCbJTjFMG+wjQVEx1OAvC6CPVGdTHBkYClI6f7s0ccn2yeJVm48/MeK3PswVL7ENZ/1UVH4Wv+RxjU26csHyT084ZFmCf6RhgNPIeYDMARWMh4Gq2VP2mCrCqFyTxwt81UPQFRtTHVI2+Z+VYEwsOl55NJSaUJsZVjX5XCRtilqS8MKenoMNQKdIQazRqRzLzLAkcYH3IxXmd42F0Pqv4YogcgCbpc0wrIAzJNp/LPG11ZSOkqCYRQnCEC4IUMAFSgOhdmrov4/W9p321uPvbfOv+WZ3IfypI3XQT9F/7tV/DstRsz87OsI4Pm+C+++7D3XffjTe/+c3x/uGHH8aDDz6IF7/4xRcvcA+gzLEqB+1vozMFvR/UuxFXmQCZaU3jNTddUXA9lGiS2rJVTe3/beLThn4nyKN5uZmocj9qPrtpqZtTt7TS82iGLiUO9QUfHThUv5B4qF6dDooZeqtDpsX0bzZhQ63HdFXoh+nGEikBFKkGA9i8rcWs3dvUpTWqI0t8NtZlnNd5m7j92IzxLK7U8BUlnY/FdowGYimF+b7PUNeFKE1d0k3Fx/voTlh8mlcKioP6go0kqmthSj+az+D0WuNSTnPHfYED87ep3Ppi6uAcoPHYzLf2bgOiRN8Rj/5m9Uu/bvLp/hnP2rT/BHfTJakv/uIvxmte8xrce++9+PRP/3T8+I//OL7t274Nf/7P/3kAgIjgla98Jb7lW74Fn/IpnxIm6Pfccw++7Mu+7EJlxRmR3gFIpjrinboCYEql8AibvOd4KaunMUSj4M3+jMV1JlYs+bhMWzlnwkl/cJs3feH1nADvARfamyUPh47bJ5AmxJx3LErzyh5W8ZV9KJawyJ+LyPYRxVl73W3Gsvn7xHQJCDQpoc3CSRMIzpFAcU4MngGLzj8VScvHxceT622Sgxs9qFnDDSMJ/x6LH9RV4GyIqSLAeoZIqwromanVFFhMTF3RrPvccALuN8L1Njvdud/HwvVyo0TkKk3il8fOt9CynWEHknHs2eeNt2PvhgUboQYoBE66jVPAiwwltlKYt1va8/xv8/l0AoApU65dMZ97suM/5JSiTmg+TOQ36j4rZrKIq+lRrGM372blHqgX0Mo6wd10kPr2b/92vPrVr8Zf/st/GR/84Adxzz334C/8hb+Ab/7mb444X//1X49f/dVfxctf/nJ8+MMfxud+7ufih3/4h6/rjNSUMIBgCp0h55mezsh125nk3zCXnfoE07FJqpM0uV2aYKXmESpGkOlHHEsVerJevlYiKX3S6r8zgVpFEzhXHUBldRq/OjbTTc1T1D0ddFHBiPummrpHt1T14KFqNqYie36lcea2KwhU8rnGZ+nJaGsnDVqZtBlSyw1HNGntxjKAShbE/l/2te1VUX/7NRJ8e4VixBn9aoPBarsV9Z4+Jfrr/hVjv2nRDPf0PphOB9EIbm9bvHnGRaebQBXAvdNVJ/tr907eyTRuN9SwGpW2TPnPXl1OoOPoDgQbORx34neJKfy8N+v7TUyzOwA13esHNu0u4aB3rW41Ds2tE5yonhjzSeQefvhh3HHHHXjBV3wLzq4946iUFJvfwKSTdc7UPJNOAAfcdsN/K/n0OIPmJZkNxfebrnlu1HRceFvFFP9OO5ip7rbHAIZW4Lrkqnkw1BFPF0onzS+AorUHk3i9fReYqMckqaLeLZNTy0Tl641CZXauqTY9VxRjCZeezkntuK5JS379C6sC/R3TAGA3oMs4q3S2BGAp+ddrGUevjbHQZYwLBNAzwWrjpWcSY7culpcAeoZMd+YAZNLZMsKL/5rnp+QfzyqAXtOQzPQM4zonAeRsjXBZ3KTd/DbGeV5KaRGju0PPar8gg5j2Qn6A95lSvYjch2q3mvtVSMXs3G9ggIwbGDyfQkPHgetC/COb1yK11x1UD4FJofH0z4GJwKns13pftTnG9dvwUfdXXnv+Gx/De77/m/CRj3wEt99++26/XOq7+8p1R0AyXWdEDERrCwMxrRjA7NWNKHuC49WPbhLLNo4iDCxY4gBNVGbcrAeZqkR2gOmQum8Dyg4kpVHjJ0BTNQ7tykK3BviKn87N8JkuES3h3q5heux+qsIMjGftBeZt4onG4+x9RB/L5CtbquqPwIj23yLu+Zo0tqfiCxWsZhi1QaKfpbRfsWb/GgNXIM9G+fjKAKgBGOPF4tZ9ULiFyqKABtEhd6QNOGI8fa6YMYQbbsDKGZ+bARlv6LgmCRrPamqBcrbPyyQQEUHZGY9eUNky7Z2xt9EqYTd76V1uj5gAQMabvxMf2AP1qtKTTuK29H3+bvjeBDC10TuBU/xCKwDP8uN+aHUoEhL3zayeJ7jLDVLReVqf0cGohc0YtUWeDfrJFB9cxJk65SN94CT0/zFZDaw2Fn1CIGpMfa8/NrpjD+/7bfG+TwZ/qBaHI8T2DBay6tKsZ8RXBd9QUbqh5Tn4Wr0uKpiY1Odj7vACZEsTUvyak7YBW+lDprkNKHl/KtGMN4bS+nNU3DvKe8jjCtGqHVdQf63kt4FQ+zy8Gzp48ZpVcxrhs1VKcbvf+8f3mKSFc/l5fgs52NaGeFTEXqab0Xtdx3EMB7jG7I65KV88hHIXcEerQVIXj/GF8+E4h+Z4i9vmegnb+Z2p+JjG9wBqA1itLid/Cqm09bC71CBVGApAk9D9Wjsb48VGHMbWH3EvMk9y5o36efiU0XqAGSS4FBLMKid0UYkZkzmkCuD2AVrFdY7LRhabfDTLM7EmGM1qe1EUzzfTc9+JNsHddF2oU/iX2lylOJm3c8dNpcfNxLI2l5Wi1jNTprvP81ParCR1AlAZVgELIbEV8PL3LBLBDueq2N6PnUdbMMpmSbP5g3hcsnGsE0l6sURq7Yftd4UJuTGt6cFeq34P5/mWe5UGmv4NLK/oCmDxhY4Pe6qJsz8ISMsA7wz8lH4luvxC7gKLopOznOV3wTI2wET+PbViPbtF79xYwuOTxV4HrynIedltsV/a2to3A6unBEjVzyFY54Vab8awZurAxqh75/PvIRf8VOl/ybwnEyxiMngEw/HnLJzPSU71fX2/w36PqzJ3wFjiP4TqUWArYWe2rqpzsEI9w2Npi/UeUFSCpW0l7LB136a6HZjQxjjUGSi0k8DjcXjvySZv2ZMiFd/ewd3Yk8r3AP/GfxusEhkMPiz9FKgHpJYSv4vcfMZmgV/s6p0x8/dONEpekSo/MspIy03Nm0Wc+QnVgdR9rKkKCVwxrBHXjMMLsiRxDQyeOe7KzKgB1IUI6fSoR7OKudYWr9cDhJRmD5i2i7L8ne9D6dEDvLNF3rTMA+2aLYSfMOu+x9NNpae2/tqo+DhtgZJJvvx7zG0YDUyympWQddvMHfUXSGbTqjE7KLyJxMA3k5h8Zit2J81oTraBi00BaLvinfJPeoblK2UUkHUkML4Qv+gTCsiFSXtfJl8ADcXnSVnCCXSCUWyBqKwwpwBFaVnd52ADJw5PM/wS6rN91Z/XmfdpiiTEfqFqaPpLmkkfF1U2/xbn7eD0GTasN43KzO/05v5Bet7mUxyv5LjMUx1PZALPU/nAEXdd+EdlT5k9+wvtbsNibHs8bOP3dMfu4tvUp9Rz1oGndeqlBql+awAwZ0jT8Il//Oqk706kUDYNVxSGfAioagBifuSnGzrWSVmZctIMnBPULjDtNNHjaaiSvD0DtsZq28ri811CHcBqu76CoCQ1zmSVf8gRAw61m4XPJOmh9lBaQVoaN5wIv4WTVOWHbRF5aAWktl+1kZ42jMYDmPMPA4UQnNY0ioAQuAhSKl2R560k/bC0smTxDrjq53u8GgrkfYEJVBsVn6sLo59HOWPMEmwgyA8orjLUfRAyn7e26txP3bFx0/XfbPr2RByBEffA6mp/Bj9GrjViJqnMgCbGpvnnZ6N0Gx5zg8FKM3zCU4qmRg/0U2/TU0KSInNhADsDeGMqvots3upUNPJBOzEfz0J3LpEdlaJ89/NJf2tb+HVL/NLjOPbSqjhAx7mYA8oeMPHA5OuQwChqgK+pCHcXwa4zorpyG2fSUKGDYnauAVgORjAVn5A/aMnNzg2wGIwCJPs+VPTz6XSAhcABagYmS6raXO1XgB+pKhN/NoOE1aQxwbDSs7YwgAUJG4Pz81is7gsgWHP/Kw53Q8Nce9zPl1Z/cNWeqwEtPwbcslCRJLcKLIwhR/pz57WfG4ty97IpNCw17Ga5vTr2cKdX8ke8Zr28AZp25MLj7Jqjk6aALaMTALdnAoE6B4+5pwZIlcnvYfT8WKv4NvWZMFWn7QvkOaIfSnDiLNkFp+GZ6pFpLkZp2qtvkYSee8OpM0I+aP0Ql856LGeOjIezZnGqvTbsAFSxcuSJSPnUNARaBEZcxkl1OcUpst+800VK/4f1Hrwu1Fl8iJPTaGZdiqFh1L06E/OZNoPmnTaOH77NHJiILCRExqLIxLTxQwujiJNtvi53QHI65IIuJ+B5vbzjaIFURHmeAIT051k+TL9lvsyfExi1pkd7z2XdJDC/1CC1YTAehgpgrPbbiz/L/Nhm4MbtLSNOnkg2snpkfDdLrAPZmWe6KmtxLPN5keif23DrPYGrbQok2VmjKoDRStQZpnhzeGZ5obKtDq2iZ5NvFNnAh0CmPIeao5592ny88JCBhEtQ4bdKBNenyk1Vydw2Ah3m2kCq0rKRxigpnKQamGST4yDjoJR9xmNjzYd89lso4uJjDbzIc1MsqXk1vX8XAiy3BDVbk5C43TpUND6yyNeBhXrZ43gZQnXitgM7lFvfb7qf1gPYSH40FIoxA0KC54t7Lb7HPQZWJ/Cf2XztC+nZ1kZIUMBEktL0k/RU1NslPuetkXepnw3MLk89MChh9XrEXWqQ2oif/mIDXg2wOB4xtAJwJc6JbhdcTshkAxY30TEImNsXy3WnFkKSj8S8tKkb2pD8JEMCUrDcpvbLSd6lMP8h6755lFnVm3qXAYvM8Zu6bwtSmiAV8S2vdX6At9AT0dzUou9A/WdO7IyC+r6TZev7Vt6/CSCD+/qH+0RY3WcHcmHm32pGLAZG0V8OYMbIAvyoiX42C87ABNBVYuxEBGoA6yrAEJV97NcRpuqDh3LOLhg/nP97RyVNAihbS7v96PEKI7UTWtrax5lJy2THBabF4utAxCz+cBwGqCmNowLUDGj2VHxxV6XW+B4O2qP1fFr9Di76d/pqfixn7i41SJ0GKhOAap16k6TS63ePAS7VvA+c95oRFfGPeTRHJHr2mwWiSI3ZGublgVaUpDFuPswMmuindNHuHiNPcrTnjZXeRIIu8fK3qDw84ozGLuKCy9Ev5yfIjlTyWyRRVqJK6b9QA3bA97DG9DzNrCl16AQsJRb+08Y828mxtkQ3OSU1wtUXQN6wRiQ3YzIzMO3Mj5SqbkJ5M8cg1p8noHC9Kr6Iryhg56NQpal5maUcEhZ0r3+EyjvBXWqQKp9oABozOgBOBGo3FaB6ZscGgWbyySBy01zjPuUQ1l5FGIgImKy/m8KPmKUVQR3UsMkjVNUfZ9b9k+ptJOnwj/w234faWPHlod1Yfbr1Hqn4xmqSQUtLOaMO7E/PfJyVu7cy+NImhWAph6yVb5lYMaQCU+m5ZOWqP10GGo32JhKGNKX1Q4h+vEAU5czUkJhRD2d7uPnjnBTcD+hCxw5MevJ6Fj8At1CEgwG9s9FMSdvVkgbgbGQ7c4k9WvQDuRkquRiINkrNwIfFo3KZtMg4KlF118Z8KkH5uwnocHgYlgEpPbFfQVar2Fj9JXjpJu9Cy/3Xu6E3vCxWTwf4Sw1SZXDgHajp53gAyur6Rt0xdDsIOjuHhSeWXzetvoecAPN7hrtEQ8bnzhCoI2a3u49UaL4dy8UD7TyFpnfVu97ndFA3wIbBiFV8inEgl/eiNqbl/muF7YFUqV8Ln4x99NtKD+5fDS0EAUo2gCb1VH9KRQ5MA4SYwbmaSIGwKEQA01AT8m3shXmGGlDiVgwHK2GVI0snAvBe5hSsNJ8DUNJawkNQjW9GAawm3p2mXIZVuAhOXhfluBSfMh8hFM75gwDsGAEzL5uFdT9b3REwdXCRHh4gpQlMmACW7+OySfvM2IjmW3EM7pIk7rzj1D2pm/7Rw8fdKS12nEUy8z8AAE+Me5IB1A2XscN0yU33AS/6R+M8/fN8eWJG8lz1cRgoTWEK5qn1VqpOTXusS0pYbxq/7DQxS4sZXVQmUSTIDUNp6YsxRzuEbH7Gl2m9PN7e8EX6Jipq93dRssaZk+kODJ1C07LnJ3qQDDuaV6uKHng6yXHfbeZQe57F7ePexqWrCIt/Mp7bj7Nu51v8RT7b+XvRrrjUklRR36CBExAM5ORVjHtJ5723EjtmsDcFoj3Gh06EXJnD5VzYzeotZPhwk4uLIk7NeDfeCRlM+nCjnjBrt6r6w+TsE/9xXHsPekaWcbitOy864Lg0hEI6+ev3+MXh3fHCVXBxLZX3Q5x3cslGwtJPXHIKowfUM1NAMZyo569QvmHlqkdQfmwkoUBKUGRMMaQ4b4evvBXlPJ5bJbIVIFiy1+i6EGM0s+uOpfzoZ54ELDXRCkYltQAqqb702pQPlgpnvlOPBtS7+00cp8dt7/tfVeX5n9F1k6rmln5E1+w/NCW1DQU1zI10nhLnpJzZ0KP9HjofdKqztcIRMDpUt5qbbl8XQtsC01Q9dKOOP4EQs80YQv48tu4IcV9XDWjychl1z5KMHQJsUA7zFou+PdXeRMVXxurU6u9KYRqTW3pUv7zV43rdxI0mlOJI0tmK2JMagD3eqQGK7zeVjyyyOfoqG4Bi1V6CmiA+1ujhq8QRhbJH5gBrz0CCV+XuDDpsY5pxlIDKop3mjGjS4ISKFuvfqLi318omPGMw3GDjEaDaLFQp7i6IUThLKBs1XwcrB6Bigk6AReC1f2xDt/OtuyIUS+uCSUMPuEsNUrNBfUzVeqcQ/gnEyMQ1i3NdDO8UFxMSaXnTKzELO57p7uPJ7siC4qRsN/RQgX+j06coIXVE/ASm6974vhEXTLL/5gCVR6UHbYDVBjXSOfNC6zIOoP45yI80QQn9dwM6ni53Madt53xOolMq46IWC5MGMjbtE2CtyIHm7ifnHDpAUTjH2YDVbP7oxL+pU50jGYdV4Al6J+/rFzpShLaG3KnDc6lBKjvV8bq9K/G2Jq26t9zqwWVVsO+qpqGe4dhOXi11h6+AqL4bdxEG2JdybdKMzWUCqrKrOXfq+YhP3lxdZvVq2EmuLTJmE3b6zKXuxdXRVqaVACTv85lBhKeNMK3v+P1+5U53fbzjqnD/RQLO6gW7+CMQWaGrXZm0YKjFDLDgl7XSlUTin41fxzkmV1sJH/glCUvNVmN6mNf9rvpbxSz5EAYZfg1WXKPkKkW3OvRmO3Ctlsg54kp+ixlttP4f5Uj6LY6T7ZEBgKtIB9ZbDozzwIbxetI0jhjhSq9nbrpv1MHnyPtQx/FvMZyo7wJkjh7m1Xp+KvKgeYT54k2B0vDw+T2UXeQ8wV1ykNLDyE4MZE4vzqF3nFAWfFvCgeowq/ZdhS0DbQEzgOo8a5buoGP1xTa/YAd7EtU2+hb46Ge8r9zgkKp0S+AGGubl4BF/p+274z4xUGGpiCbd1sBCI4+657TjblR6ny5IGKDapatkuBF80r/dBNidekj1nmOcAZYACUyLSV3KcS2eN98YmNotEULdU8aMwmOLKJiav885QdOzuLj1IQmYIkkW6uDLdEbRGCj2SJyx32O25eU0UclP6rujjmmQwrp0xP0K1L6cGkEYTc/esRqwp+F0/A21SEv3o84O87auiRdKIVFnIdn5xHlz6a37ThY9L5Rh+z0BoPK9JLOOZ5ucPe+9emomj2wKiO38lbz2gPmCrkhJ83cFzL34I4Vv35/QP5tMJs97AHUz3F4+fbBuSsf3ghvz8fBJm6W80wA1Aa2Ot9lvGSVoBQ56h0kTOT4QIFfyn8QfeTUCUow9sxbvqH8P+A6Mvx55/5i5vb7xfkQN3xhUTIBmwwuO8gndf8d59zrP6j8Z4+meul58mlxqSeqYBHWhz093CaABU6g0DiGM5tt+hqOoO/gC0Vbnoo6avDu5IZJ5KWpb9pMeipB5KElMva9Sh3+sML7cBtZGM+pQ3d58Dcz7iwKnOm6Kl6tWNrXWw/3ab1vv2Qsx1JJOt/U/xcXE7tLDCB+yw5JxvW5+kFeQlnPBDQa96bmTsF2vZOXkUOlQqznoudpPYNZ9ab1WDCe8nDV/h+GEVCOKsARMdWCG5/VJSWosUTnB6cY/vqeVc4qODFf/jCQfR4Da8KsO/h10gAoU9H5jEMHXHnE4va+HebW+U+wYXGhaxJa6HVD30clmHocIYIA7wV1qkDrc2OukvpjUlBMx3r1cZTscyWJ4AnnWs8urmsVYYcTHBtazC5UQGqHU+b1Nvw9kwYT6u9ZXBcgn0hUnY8ZbquXV1/2qTqXEQ/0z2+s7BfAZoGagaWGza4au33FDmBlnoWFuoAkoJW43nLCBF0Uc0B2qPEHuOYy8YvtLkZ/q8PBZd/g4GfNyElQKL37uKy9L3G8Wf9Tc8hXojtvhzzZ6xrl4qH608tN/bFF189xGKrLfDjzxvvXxdi9Kp+kL2FBZ0tJujTByjrg0VFTi2OY5Mnb2o5aF0CvaWuhtP+IuvbrvxlxjzN6HxHSTQdO3ZyZ/HDfpXYKJJwM/VJ3HbqIUmhFqMIdzPK43RWDA2sxxTgcc7qtpOV6UHO8rrvANgQKwkQR3JUWZpNkieFRn1v6LuGPt8g2jYFQNjJkJBXgpMaMts9p+2oTqoYPZ7DFSYAeg+3sHxVk7Tx3LlmaTjMOaf0Mzbn7eGOvBsvfqfKj9m75saXbynQFUz3drIDEvN2lhW598X+s33QubtXXTtlmEi0/Wyy9JtTafouLTidSgnWF25mnxBx3PCVmUvvUDxKpjrCTpan9bWg6pilZ4XvXZqv0G3BSgOnBy2zqD5j7x8EVqHCA/+eDpuTyujaJp0YRW1L5682VZ5pUrOIl8jrZ8Lw4ZJSh0fE6iFEL9AA2rsXH9T88L6GKqYodhX2hgtba3FGmM1VVkfkWSAIIVKgsd7PXrilzBR+cL1a+4GuW5BeCwGPSxEsg5xpJWEpeLlZ8ir0gqjIwkv5XSw+ojpA6EU8Lo8/mcoECtfv5iNCKXrY5jrIM4HfV4A4AELwr3Mph5xztpz+4kmbdm8XzzeAebKTCsnIdu0/A1R4rN3X0bCUszL7bm29zuz2G9M0qQxBCJ9Xr0SZ3EJ2/H3GKS1CkANQlsq+cxeVClhsXAjY0i2p9aOmbqhVETIEydRGWOtuNCbgJQ9f1Ejdn7hKWu0j8MYgiw2+8rsfRS0zTABLZseVp3j9gXLBMLyZ6kLFJAdUOvt+Sfx+Pf7vc8pf5dv5s1hBqsPulp4hODKfcP+iIhGFWTrpxptu8JdUuwWfgek40umjQhTN8LsE2aXfxEIHt+jxdAI9ldkcchKz6WrrZt2bSq13WvLXvvJn05CxNs45R+R4uDfL+VojogbduQ+VJmZIyz+Wt9IZFm++5Ud7klqQu4qoJLbzArmTxHukkaYDvrFGMvQGEXc9okFP7mDxDmDLGEFdObDyorZyy8Qq6rP8TsAuS4DZ2xIsorQFQkrGTS3P7N3lSJQ4ye382qKRHZWz/SK72Luus2E5nFnXYGqGYWNTs2jVvEnkHnjKTgTr0Cxwrvm/hl0Ljxm1l7eLJO2rvdQ2vlhrpPAngUMOnemc0wmIiPH2JIkL5P5dckqXq6NFfHMm5I9wVb3LyuVD2r4mZPCn5Te4woqNvrGHK4eFc3k3SmDYx2xfyASWctz9BaWD+WLeH4nRFsX8nUeB2Mw7rR31FYPFte3UiiA9HGoILjTEzNt3/a0mrLo9adz0RV1wBp2zMUTLTv4wfYXqPUsT3RXWqQik91kDvpgG6AUYJPkQoWyoeYcGfaG1dWFzkxRwr7qNoCu3ttTJgErJzMWITSzSbiTvuiPbR/Ru1kqzyXhjgd90n43ZDsgBpwqPlkp6+4glR5Jnj7SB4Eea8cMb8862J9ZWgy3u30SZlBfSzNGmzNzdzQ/gDJjMETebGzRBhpCzhsm5dNzhnphgwSJTUXZek2fBLXASXLt4hujSVAXEeE0RhngMnF/ZyR+dfsPCH13MIfPWS1nZDf+9iNLawuYennEp/VIZpliMFdGAdxva3wL+bu9ImrKZ02rD82X/s1Ou2q2Oh2oxV1/+Q3pUUPR4uXf2yUEgWVPCqYzd4neOnu++1nOLSq+DaSseelRT0Ieicd5GjsspNGf9dhCWSK8RLvfxufDniH3C2m7ttxBwCK1VahmuG4NBGPqfsK44eX08KdwaMy9AIks3p7wF7ZiT77AIUallzGWEQBM4m+YhVmAShQ2bt9JbW8rurjfm75lfHqfcDvdsdjvx+TBlr/WP2iHZs+l+wDqlKtV+vrWd13XTKig39QbA4fG9PZqHXAjIn3HogJTfYe+l7HbB+jME1kWYUJBZOtrjx3Rt66ZMSfMLfilxYuwYd7fpvu7K7X34F7t2x6VzKcDPis4AJG2/xm33QqvyUPMi9nQJmUG7XrwDOrc1lZ8LsM3OZ3oKwT3aWWpE5yG4aWRJOMUuqmfzEKmDBmzndTHH2sDflJbFnyVL8spkpRjPMi6hdwCoBxst8JMK+PAQ7bkCMZKLezMODRNgbpYMQnSEzRVwxGS72wNiTNZU6LQj6/LcDVouqh4v3YVGzkq/mQm3ZRu5XAGheSkfe72GfVF7rWxtVfDHh01U8aUXDB5O+22/y2qAz3Zu4BpmHpQ+og0+EEJ/qekw2t34je+xvAMDu3cL7JPNTXQmo/w/igUVIHMrONFk4YvJA/lAXeHe7h7ink4Ano3SaNzWUwLU361eN6dhspCttnSydUDi8K9hcYrVxm5D09aNEAlG9IFWCbfFtqb6HQVYXeQxUgJ3RXxq/3Xw6CswAN2s/uuR5364IUL6p45dsYcADRknE2xg/MlFvexRWCo5klds+YT6A4MJlMIaLrYJRK7wEUnf9+m6liy0SiQoJQ75O6D8Xhmb70iwP5QsDEYCbb6kaPGNH6/t3YI7EIq4M4bL9EI9zgFAGUQfx01qONuzOQ6ZZOmcAGGAE8zgBzERFm3JaGsxROv2FEjnLEsaMfZJsZp9sGZh6rpi5ktf+E+kkAlRXiXzKUZSSN/0Z2sbdn/tFUGRo0AVYMtZmIadWKus8H07JbkmYDyOIwr1CafO9+oTv/soqk9rN+rpfSFtSisGyfg1fcum75oKcsRhjIeapSJUnfayZAmBmZdP/B90D5MGEARQOdjd/SpbpP24cPAZassm2Z/wbMuGNILTjoXuv7jSOwYqC6AffUUPe5Y4DyZ//z9UQL27dAk8kftvGjPJmDHqmZajkJKgkgBwabQbiDaQPfaC/Xgean58N7Vpu2o77v/RPlt/7geqVfKO8M16PtyvR9L1JNlaktPXo7ivpWNnXZ9BuncU7Ne32Rbytr465z4hZm4oy43qbB4RtGE88aDCeZV1thT634tDJeELPjvLiVnsepPbEB+et4F7ppDk8iLLx5FneqfmzEuWHovSHVyY6fy9io7tjPY9PSTevgY90KCtVvL5yBfVbPQ+OwyUopzpGOOeJuKUmq7mvwLzHhAgD0vGR6ZXXfwvnKtoxWgbEK1fEZblvBp6WV2I3PlNj1G6vGxBAkbW0lqSPMrbW5M3pvWwGnmKMENtxeBrPIx5vM5VBe3sdcJ1tUqTXIhZPxzSJBbOK6uo1UTHEhqnjfbG+d2DOamYY7k+cKulTgY2A3cfv4jfHVSOp7NZGdf0AQNpbBeaSV1ThQTGgOc2+b4EL5KuiclH38SZAfZRQMqdyLNTFpfGiwMaSQyKjscxlSLqn4lhVY7cyUCjYfQ3TJKT8rj3ot0sSIolr9WR0TQ9FvnchvP3FCIrLaYZNwI0JpwR2gCLjYSGJr1CDtuYbv/oHyQQsrNJAt2ZWkeEExUf1tPvKpGacsRLgv4m9y1yM60HnXUd96F1M0ARCWfidi1+UGKe/E2RJl0gchyTiDXSqTrqowhFpru+fSyuz1idWaDe6aE8U/k+BSsKymCvT9CZ48qa8KJn4IonKuSqnfFJiAHau8ifS4ibPtqw04eTjVqxjixQQmhuQFkIpvo/qLbGkv6lCn7HYWHfOMepAakescjNPNsgcH1iLBIPBmgDETpk1KIX9Epgw2DGwyi7Xl6xtkywJZh7pPPdxBycmK96fgmKyJIvGc7fe6usC4jqWXpZUArJHO2kjqvsADogUJmtLYv3I36kqgvgMkPTjf+5zW4+ElitS+X/NZTN1X/J5eZWM51wFrd38KzY8a7uTSpSsGntFnujFsGQsopcO/GafscTXpGf6+d5DNkUMA5eF5/dEYwDFWOakCqE5EqcsNUhs34VaF2VIUZuIUj9MUoDsGUJRXLCYk8x4YNE7xB5sRnzs2YZGfz8i1osT/gzEfGtgGTl4I11/aO2preW55btK2vhrtnABUrw/xwNFHZkChqHWxZ7Y7EJZIrgeYivPDmnWfK8wJvFzve8FkfOhMDnP+Y3Nvh/HWh0OZeOdwEHUUc3dtoOigA6kb2zCQdvC26H4eqtgnKBXTngVbbN2knTW3xy9EAu/5Mvblo4mdJhyUSAKL8D23xzd36uiakx53E8bpeh6T8CkJHAG5mI48Lp6v1WnT8iMkJvx7IF5vxP4CwisoWzZzwN1iINUcq3mM04SUZGEpNfXbIiz9knGLxdqsh3mSMuOKFyi3TAco2OojVupC41lWbTg8yWTrD+mGgcTf7Z5vkpq+h1P8vX2rAmReHwIeCMiSTHLGWjkipuprqj9ATDW1AwbT7tkZrCACbCY9vO8nzHgMmdgn5/38FJ0x6m33wTxt4Tip46w9jXu4uhQwFZ+9FwXWFf65djEJS8XCrGFBc67ig00fGwv/CKGca8wrWXXEF49rloKuOSBamX88UewQMXJ+abbHV+uJMwZKRRp02t7r3AZWB7o6+9G6l9V1K0KKmklLG3AyACOy5hpt/Zv0XKd8X8smKWjlfLQBWn/u6XmfUfPXM+xg6u8mAO197Ushj1RV9Zin33G3LEgxmISaL54HaWwAykFo2QIWx/V8Z4WOcaKJpFa2EYYuaszZVhMOTHHSH4M5+6rW9mvUCelU52Bh7eH2cl8EePU43le0PNqqAZHgBAO9Dm7cVwRUrA3TFkf8xoeF1FOm+gOc0DNxTgXMx2U6Vhno/V78MeG6X+AqNnEG7HuKYZtufaEphYXq9tQxZAbT26I9wBIEX1GIrqGm9P2m3J8ycI09tDXGPzaZdASpAIsMSz+IDr+rvmy9oAvG3X4GVus5Vc3VgVTn2KsCwmoztKHcVdzvkWWTqByvaUE6l66on0o/E3EQMEixwJWJ6bcUoKqAJbWYSRxW4XVw4pvJI/+eD2rZU799kiPjspXfPkDtWvRp8/M77uNYQPRvQuQC/CLulgWpo072f6c8AMyYt+/YdbVe+VXkhBQHK/rcNUBpTRUWhZ0+vIMZ0cTdA6jgog2EvExp6Ust5vtCU4DiZ814ou2FgDRXecmp10m05hGrs52x2IynB/c8WvWyW/w8F42FJS5jJy2dFk8C1YWnaHMa/2GK9sQTwgS4qPvQ4lPnEpMuZRnjFSD274BUAboqqWxl9DDKc2NH0lzpJcWGsRU1314fyeR5r0Dd+aW2FL+r+SZ9doQ1zMvdcUUKm/TjPE/djSuT+k7H/ZibApS/kNL/G4pnJnhimZcbpPYaacw4V/8sRfXfzsilWvoR465qMyprVh9TDfh+S0pS+Vlu8U1t23x1aSnjaB66VGcQJ/aNc0tBAdd9Q4gML8BU+sbjz41JWJKaAd1gXBpd5Xzbv1sU+yUuVS7Iz6L7gd+CIgBUQ6LZ5XgTt5k4rqJgFU+8s6xoDGJj2m5PL6rJOASrdrAIOaFt30jht487N5/X86hzIIn+kJqn19Pq44zK1X25Uehgtpi6b0ma9xW5jZWsY/Gwrqb+WwA59zNQg659rsT0ctrgBUHMJbojsOC6jTd/OBH0rnea0QUf2t3ds9r0oTNxAnA6DxVj7r89uxloXQfzlwMJyhQ0lN8z0BjDTXHikmFgc4zAaai177oc73Mafee8be9OdJcapMJMU0rgBpDK6EIqQDkNOpjtAZmg3Eqxa0TBBOqM0xkDEAd1GYygsK9jJpMLtZOpSlgldRLhMwB3wI1qCcWt7zK+ZJGtnznPQ+pQ7yuXjsZrYjF+AFQMlHyWmckyVEJ95pWJvpCc1tPtulMmgwJh1qyAX8oahgghiUhM8HHHYFY1zOh9Dpq0Ef+bpR08X/Yf2y8BDsdhUYNXqb4Ict2zm537wiBAZTVjEGS9sELX8bkPnBsZLOOTHWJYJudulWpNMtXeIAEDr7YILKcBbJ/K6UfoOWgeRqerlmaOZuwDFcfx4OnEUQI1BhXfg/I4oe5rcTt4mcRZF6zbYmf1mMbt4LdT7kadh0kcv9NxA1Q0ry6CqrOoDkYsSvnccdDyIwWn0D0uOUjtusJsm0pqwmg34eRmBgAlP48DxGQ1LwsQET3GCvXXTYdrHInU+Yzi23NT44eofwOSDXi1vDhub/def07SONMJRh6ZI1V/2eQo+1CfFndoDA8so7nIweP51m4HzQQqv87JK2R4UAFHqMFRAIETsGnrTXFZmUmHNcDlzgcMkDNtCFeRtwYox2IjssprwHh/L/LRbHp0QeNl065QwmD2w9MZCAVxzfqDeGdzBaA4DZe/BxwlnyfQGehsw9DqSbQ3neSTgD36dDLfzWJCg+3Vqe7yg1RjmEVt5b/xjmZEZ7Sz80Et3NVZ2vPwoogGmB5CxQLYKsImzUqqQFuJjxUPSVtr3QsQK+zoIoRBZ7Y3xX0H2Oa6ZJyez0542aui/t2TapI/EyiDANytvgC715D4fllw9A6QUte9crevJPvW26NeGTULv8bYfdPc6x5Md7TELd2S/rxfNPNlE072X8++FRODNyJWx3QuZQVdZ27qvsXoUFwFqXG1kdMnvAmLhGQFMSmKMdykrJXqsli+0aTF5wEajRpgSH7SA4iqDlUqkBIVg6+nBXBor0pmNMLR13ye3nCOfBbzTw0mIo/dqhx2R0FQsx5UfpBdN5BAxnPVXxpfJKMSyjfaeD11j7FJ2o7ZvmXBR93lB6lwRPEEJPHLFn0AFNUcnUGOVVez8MKE95j4KCR+Uj2FLWApcj9KRzjvW0V6FfJn/oe6YgOoBWioTw6141A7vW+pL4t/noXRcqrDlCKl2tre+AJAM3G9LDTznFL+gdmgnp8m8IszypXVjAKXFsDAqYMxurm2z26nNxE73Ahn6glEA68yzUWxaTRAs9zo9GQ8YZaOZPKlrBVBnGFR6kaKHnexehpAhDm6HRaFAMu5YPWxclBeMABNdezddbpxqz+vksLu99OUwryqq9OF9SWPX8m2qQC5rbM+1uqfqfiQXRTZbACqE9n1AtQsD61/CTCo4DSpV4ZriT/th0kbL+Kie0t/O31ym5hWj7vLDVIXJYQJsEyfPWzvr6WbMfXdBRutJEKtJyi3Uvv4jXd5YtsJx9MdamcpTzAHp1bRPQmqtGMDUBl3FySQ74tVXS/LG81APuMsgq0kuVfuCXMhSvDxUGOU0c8JLiqac47pIfyeqC9Fezv2OkKrN1SIB1CsMwIg+7LEsYxjn82z1W0456EZJxZPoD1Uzz7xd2RNWMlqRGa+rGWoRKsZh7CX/bWf5l1TV/Y7cWbvCni1PpnlQ8N2U90pPO6YWqWAKWh8ygCdXh5Q5igHHerq612HXW6QAuYT1F8BW2ASbNVSxRIQcSO6hh/pL+msnJmxAHnKPVyeRlHPRjGDPB9pdM1JKSr2SYuReE8Fv2k3kNci9fAdUJpKUnvxusXjAeC2qm/2mDZH/yyflJ6cuRGJnwJSxpRn4Mkr4/xkB42HA1VmY+eKTOJarSGuGvM6w8DN0XiJAURYDhAwuHl7NCq8FI8lpYs66jOuZ4Sv1D7AwHmco8oBWEw16Id1B83LCjoflQiyiGI1sI6qu1TFt7YT3UyB3+sVd/5ZfcO6dC5RHTWW2PSRpSJGfop/K61MKuNDej3c+aLO54jVaXtBcC50+UzUtv56Wn1PAX+uG5ql31PCcOJYGxuIFHVdPM8s+vb2p5D5+EWZJzDm0FV7nYhBhMQgySABZ5LI5Whb2ckROiqLP574O8y8LGKPuLLv1wBqBgib9GhAZYnUmDz4HafhjA+UsanDJG7d+qFbPla2OvRbQEaCUCQJIItloGMR4JM/xlAchIyBw6UwH2gJoOosdvx0wvD4F3Qa/wXwA2ZdVeJYkbHno2Rib/cWGkCEitC/DCIYB16dBhz4+LMdAH22PoHHaTtwPGg91X7jKEJgYPRSLGsq7kebBpke3r8tADKZZ9u+zL46lNdB1dpj5JxdbNV9Sn4GqA6wJ4LTrOCDzAg0BxXHVUHVXW6QOuR2OqEwY5nQZFvRVYMMfpaId0xN1pntYLf1lP0eUy3WgJJ5nURLO6vTY3tOxwnoAhTGSQ7w5FEx+5GcPN3P8Y5WhdvcnkXbe2MoUV5gkCBVsHlVj+c5Ld7oQ8K6j4AmDCrsGfSLScO5z8LCkMs6tPpotZxW2AJpZe3PDNBpvacIYwzNKsaqPCSScZMKM8NumRyApKj5Eeh0LC/qvk4P0vyg7t1zx8Am2lb9e2mv283m30WmWQdYfnGsnhdtR/TzyZwoy7kO1nFrgVRjxuzmVny0+gu1nuSH/EjVl3GqGjDyBg4OAG+0B/Nz3hUcsvIy/2ItgLLBzVZIB/uC236ofuKr0uPt2LTrWPw++ZwH0itfRXP4hgcR/95E6HXq4bOFA80vsf/c5FyXBIcRbRQeICappnPpT12tR+NMw5qMOs4jSZytUrUPE3aOGkBFgAXyH+O+hZFIctkNo83L8FJdCeTluSb2WJVXGQ2L4hdgOYep+Eh9qeMaJS/Oz+kAUu7f8zkmQFzVpN5HCmBJlVQxZDQAPaT6O+q0+lOyoMtjSzj5qQ5FDXgRJygLo7K4mYHvfjalHWjSUrmTLxYUnq9muqP1FRwUTR8Dd+GPHr7tbW/DF3/xF+Oee+6BiOANb3hDea+q+OZv/mY897nPxTOf+Uzcf//9eN/73lfifOhDH8IDDzyA22+/HXfeeSe+6qu+Ch/96EdvqCGlDs519hzzEwchoFipeXi17tuqBnXB6MUlnzd/QnEWAsQIq/lGnTb5SoAo13P2p63+Cagy/UOLd5Lj+EfSBVlLDduGS/wUcOU2UTSV7V+pW+P5s37hNLzPtvkDUBc5nibrPNJK+DWeOazHQwvLuAkujArUqIjXenvDNDUZFxDSTsTzPQKToIaZsj2vapZ8+QyzAhRFfBnWVU3+dVhZEZ+LwErxPMwZfv9F5sXvCtNFfS4qdXpX/LO/TT7mp3x2/TfKqy8y1051tPDaqv6ywkJx96WwefaFXzwO7sIg9au/+qv4jM/4DHzHd3zH9P3f//t/H6973evwXd/1XXjwwQfxCZ/wCfj8z/98fOxjH4s4DzzwAH7qp34Kb3rTm/DGN74Rb3vb2/Dyl7/8+ltxyG2YTA3XSTxt8TpT6mEbMDgAGj19UR+2eBuGim1+e3+lTUiQ3fQJE9qhNuw5bb87fpm9m7lW3nQ/ba+drb7TPullcTlcRTYI6XEMNA6N+Qb4JfOM3yhHan7ciHjufTBr0GxFrNs+DzDy95TOAcue6/6F3fROv3HmxsBpAyb015nhBoRAz+4HKgDNGGujtwCxHq93FQGS6PzdwTxGKzb53jB4eVZ9bt4sdwSULlQU0eFkiG+Ku7C67yUveQle8pKXTN+pKv7hP/yH+KZv+iZ86Zd+KQDgX/yLf4G77roLb3jDG/DSl74UP/MzP4Mf/uEfxjvf+U688IUvBAB8+7d/O77wC78Q/+Af/APcc889N9CcA04APxtVgCm+MIsEDZKAUtUnad3nEo7n0YFk5o6s6gRIHX5bCaeVG7LQJTMWzt/rFEFSwmZ1PIWopqbj2vLTpNm+iX2M8r1ZQ9UzmDjf83eoHkf32PbKtHpNq6lItZcVPNR6VscFk3NUllDqrfYxHn7eSADVBbL4gSTJm8LZ31EyKsXA09HViYnec/w2Ft4WKKzcoYeTdU3pDgo5Xw14V8i5qf7EDu4GKAhcxbdCzXBCotAwohjZ1H4ByhVJ0TRFHHQf562iiqWZIU0J4LekF3ynIdqASPRNVfEVyYnCNouwPe58MtA1NwEnJ42b4+YV2fCRU12flDcZpS4sSR1y73//+/HQQw/h/vvvj7A77rgDL3rRi/D2t78dAPD2t78dd955ZwAUANx///1YlgUPPvjgNN+Pf/zjePjhh8vfUefgAV+I8eoVdQVgz8rPlE/5/LgQvXWAMv+uuq/F7VJRD5v5t89i4Et/EIOuLUDNMPKG3YFV7TTOzM3Ac2ey7klAh/I65GZ7drtSGqgZEUfKeHS/g1zGdVps42PjmOVyXAv0dCGBzRrUHspg24qHTICLRKVAVQOi7GekWk9TijLVYEhaEU7l7uQZkkd5h7kEZos4iTrTsGzi0WARbXYQ4vhTgKL0hRw93Z5rtC+z8ENuQvs33Wn8R88XcI9VvZq7qSD10EMPAQDuuuuuEn7XXXfFu4ceegjPec5zyvtr167hWc96VsTp7rWvfS3uuOOO+Hve8543XpzSSdIZQbo9VZq/2zCoY2CyVycCS05zGHysHi39Ji0wrecUCHF6/FMJcBrtApNyGu9I2dEnB4BkGt7jTBhB7Vcpz3nkIMGn8MJOC0BR4+YeFedNgMMAxJXcvD/cP9RLc8DiKKz6Y/CivafN35oAJaTuCyCbAE35K+Dl6bZg1d8Dh+N4m3LPijpqFrfHof4S1Hh7hhMFzLh+1+v2xnbCoy6U/hK7mwpSj5X7xm/8RnzkIx+Jv1/6pV/Kl10nSkxic8jWmfV087v+ctz0WzhLSIIiLc0MJ2Dv0NJwvrpTZvxSPrM9q6N7VMeY+MydQvBKWUwmr+AAszpUpvDDtNhtHcv4pkQ5++tAtb+I2B7qBo1RgM0iAUIqMj6cGUY1/lx/sSzkH89Yah6eb/1d8rlIWq2D3MY7AAbtea2gpAqs6wCh83V80fd8Bc7Hr5zr+DNDinjmPzeOcD+Hbf7YwALx1VsGs2JAYfco7udHIBFGHYcnxkxim0l21U9piRi7GvFCeOG0BRiN1qGstDo8s0XRTXNN2n4i3U01Qb/77rsBAB/4wAfw3Oc+N8I/8IEP4DM/8zMjzgc/+MGS7tFHH8WHPvShSN/dbbfdhttuu237ghjM5kVjQhFvwpidaeXqd1KJQ0ze/HvD6fmVszkKV6GX9PnaPvgn2UA1v1Ae/H7qDgCQcpRj+RxynFFr4+PmJCfvKY6rOWu7b/30MqB2KNcz6GMBtIw9L0Jtz8M6XsUObne9kraK9UNCbJa+19mloUR0QTtGULavNl45wY3fvNeQGZelUYnPzIzXmohv75PhK3Ni751xcB2lyEzT/LFnWSJjn+Zm47jXTww6XDYm/kNhh8Iv6Pp0aqSVDzfLWuNJ6G6qJHXffffh7rvvxpvf/OYIe/jhh/Hggw/ixS9+MQDgxS9+MT784Q/j3e9+d8R5y1vegnVd8aIXvej6Ct4zidwDlN18KA75N3Q6Az5O0/847iSP3XrwSqmVcVK5s/ZP+kF7nOt0jqkblcxF3M2aa4f6xFG5jze2/tHPQv6Mo76POTuawONmcTfm5Ru/NAmp/XGduQ1Ux7mzgQig4D+EaflGzedm5+saEpbQH5up+0f1NuboB/72JZUap6eZmaZ3fwGbE/94nQBM8gEKyPKE3ux1df/1uNmcPXGObvgDiId4gHCk63AXAe0bcBeWpD760Y/i53/+5+P5/e9/P9773vfiWc96Fu6991688pWvxLd8y7fgUz7lU3Dffffh1a9+Ne655x582Zd9GQDg0z7t0/AFX/AF+Oqv/mp813d9Fx555BG84hWvwEtf+tKbYNnHE5/oSar4zIxEm7pks4DaI5Adhr9XrboMskehYAZE8SQS1N/jxKKaiqgVry+P0Y6/P5lkd8rpwkDEPVKHziBSYrgOd+KYxDeRXCLx8fBB8Xza2IHHza34aJ9KhMKReY4mjZRxF50KzBbOGGV+5XIc8rWC6GOAWSdFSkaK6Y0UoDQhIaFWjCtuf+Mm9Lz3aNRDItqQ/hbo+ZAIZRlANaRGu3jWwEpXKkN13HS+Ij56yNZ97ndNJQ1N/nqcNa8O06wq9SWNG8+vOpQbUNnMJQYh7MQh/5T8doBw6vbot/MLb6sNW1irWgT+gsDosHZB8s0AFO/si+TFC7MT3IVB6l3vehf+6B/9o/H8dV/3dQCAl73sZfie7/kefP3Xfz1+9Vd/FS9/+cvx4Q9/GJ/7uZ+LH/7hH8YznvGMSPP6178er3jFK/B5n/d5WJYFX/7lX47Xve51F63KrisLmM1KZKdjZMd/KIzLvMiChJnNBVxRQZVZu+WjXNZjsLiZuz3gsncdWHfTPm4VzuIutJ6cTfIZ/dhCqC5GdgYsOI/W9ECYrW/UW6wODO+pxDVbOTAcGNjAgDCYkVoV3T8+ReLHJEY17bMz1vBoDk3MsgbhZim94z5i+vEmxzNNDKWu2TapTv9DANO6mn0n0Upr04VdG8ZOLlOa7QH0nPGvk/nsugvkdaFJRsm03DR5OdzDDz+MO+64A/+/z301rj3tmdAzW8UuAj3LjW5dKDxuechrj/QMcUP48FO4r1TO6JtSHO7nq3hDHdgfCJ8ENFHdysnNdesGMdLUl8NB8SlfNP/eXNxzpdqzydsYipxInOq5H1oETNswOf91CAQlUhycrNM8vJ/Db8lWen+uZXzCLNv9bgigMLWYtcGMB4A0OoDHiTzWUJdhXVPddu6GDYConanqG9rlIG4LO7TCLccqJH8dLEntqG7UIQKcLdBrw6/XFui1M0CA9WkjXEWwPs3m4QKs17p/zLn1Gs21swFo7vf5xXOszLc294Z/NLRbvQZuH3MOpp3OPYPJ/N0L6/kUVaSHOW21eZ9+3fIDNg5ZgeU8aZD9TqtutBK3g6w2G+PQtba6tznXoaEAr+7H664dq3CDpEcf/Rh+5Me+BR/5yEdw++237ya/3Hf3kapuuyizdw4q9FsIGciF4jHXGSZLMxd1vcAdJh63odOSVIG6OtdJulkZF6kTryxjgh1gejtOKDOlkN1yQYBxM5xMu+ckt5FcS57t4lleLosntF8/jLrkuAgQJ2GHJZ8zKIkDw4M7D0DyLzSPiilCv9PFi5MbN4nv+YkC5wZUEJOovF2AnNuiz/es/HMldoO62EcRAfdbtxhzheiwujN13wAdHTek2/wMQcjz61W1bMMoCZLjJQlYLrhapJ2+yN+q1pOd8PTuhW/q6llp1jvVcFQ/bek4oz7/aU0xM8KK6yCNDkMgl/q5UaEC1CoovdKHXOgaD8UZ8a5nZl8KE/SjjoGouVgoHONQJwLV9eDRDTmu1wTITl4pHi7iMEC18PCf+mfxZS9tcTcRoB7LnGd9zjTYFwyT8pPx+x898yLL4in5SyHHxn921mkjjVEttf3CQZPf+XkoC/NVeSQ5sKDpHdLoYWMQwXHNH+u2DjAG9FnnSbmzumzCmXXP499Ug7o+tyf0c+F8iD7iOEV/zXR1obx3yjrgrre7LrkkBcSZJ56wRXqiJcbemRJgEDkvSoXCsV2slg1dnyAd6GSbJqUSbFdovW1AWW3x4obrGHvmrY6YhU1eF0d1y7S6mfCnTtCNFTUh4CyL3XxvFkPgRvOqVbLsqfk5qMuFHgpeWMKysKBvVQlidaucje14KzCuAHIDAuceLnF43Th1nEtolTy1v6YqHSMocWuE1Zoi0GW1T7xjrLpXux2e/ONT87Dby22VXUzRqX/ZcMLixVxjAEKND0UYn4hSWPS9ARWBZadFdwl0FRk2i6oeH5jXcQasE7ehJyTtuXTOc34zz72tYmPjlRDKl2nP+SHyMyohUQlMHSiWfe3FTieb29qZB3cX5aY/NFonuEsNUlpWn7CDkMjVAZumFx28A1gJqvvSTtszYLIxSyaT0WY8sJunFhCg8FqZ5g/iQqgLuLwAtJk7xLRaPaJuTsBUt1NUGwXgMe+P2bvdOt1kNxsn79AAAJ0AFeuNGNwi+Ugw1E7jd6RL7jVUZBzPMtD81IMa8x1+MYa/ZoU9j00NuDKtkqUD9sJbGjeHV0NW74xVs03nqzFHjH03Z6qrGmhUgCpMcNXx4UgdWBj3BzYajC4nYArABgEVWz/GPYgIC0708dy0fWdeenccov3ZnD7FtXlZjrDN5qwgR7tNnpHWF0muntUArKFS1pK5eP8oIG4AE50xwhV+JpA5DWyO0DeQdyc3awCyrhex7rv86j6an/Esk3CcRkN73VbCDxFpY+pTdcV1uJvNt3cnpO74T6hMOSc1iXsSyF2vewyBbR9Nt/G0xy9h0n49jlT6pfDyy5m2RdZJ9bxoHyl5+q0Vhbsm49o7u9TL7vTXz071NNNzSF5mr6/WdwcBZC/OKXS7Nz96+p0oJepJjOcCLoCBV7N10V6aYuHd8GRDqy3/Kd+l+Bv1dxEcTmvKpZakvFOL9NSX8VI7ciZi9kULq/KgtLWotNKxOSuCompwp5FBpuuTaFf3/hgw8M1E7u94Yk8s3XYnbcurxPFuI3+XAZ7UTmisgSE1+C0MAIpKxgPtrZ9H0ZVuRF+GAQREh8qMVX8mdIxVL8Z7XZO2Ql0mUKzw81WpAvAO1kZnjataWOn7okKQaF++S0lqfEZ+VFRWha5DmhoGFP4l36HmU1Wqt+Yn5hXjJvMl+8GrmlZjJFYA9fZ5r9uaTDXOSCnys/Tel5vxae5UQPI4O2kP5ue/G2Zjrxv/GLwqVWqdxkp85nPeHwAZ6kgYuAwDHg2a0ujz8bHPMJJxvgTjf0ZnUlqv9v8BtGlgudFwneAuNUgVsXGD2MfBqWZW/UFLNFABTHRQE0CoH7icIq4fmgQNQKS9uyFO7mA4ad8mvG18b0zOW11O2pMatJ/lMNMRyuOCq0XdzpNWyM11DiKR/Q7SVnWNUY3RRAKWBqNQVv0ZAEFX24uyeArb3xFiNmKM3q0KW8eWSiFBSAmc2HQ9kDLbGMze43r81fap/BMlzvz8BgogP3YIOxQs9Fl5D3e13WhyfRZjnKvvlVg9BJs9KW+Dm6gLEJ/yAOpi6eBc2psfx9IdyOeg+n0n3zIMglgI9SGNd9AEatgLWzhBBr0NXmW0IzA1MgKg1BYPHuY8z+MGbxCxg9nehBM6liQ5r5MDcPm6xAF3udV91MhYReAEQLqeomwiBy9kJt6Y+0zNsVH9MUDt5NcWVtdZb1QamgIUDgLUJs8LTNonRPV3s92xzpeNpz7HHkEG5yW3LQ3HLQuvmUiwsxw9dUHmHImBCtrCKU2hHQKuzVjWgCmzZ3rrzzw/ZrQ7myub+tU8d2lsEi96dZbHsT+0Ou61Oyo68bdn7eGn0iPRmTowcJ6Svxt/UxMWy1KO62HTenSAmrTnBHepJamQXCYDd1JH8LKFs7D5ySv9sRq2zcVOXI1neLZ9obGZrLNJ588dKOKk/2mu5zEHKzq8R3H4EGvNb8KUjlbEVnHbLKtAojjeOF4dU5jzRQGgoqgHbXKu3EwsLGPsRSpi8zkmNZ9/cikIY9GTH7kEMecRRxXDQMKs/NQO84aBQLSPudnhFirHWYlAtMSg+PkBROvc0ZmLW/TZShyIu/yUz0wB48OQTljeJqTRRJwBK4wVG4CQlfo4uz1oNs6W+VylsQk3Yfx7izh2N2RqvgPMtQBQY4j3ND5T6hy8Jo0dZrxwaH1MLR20hKQDN4fkTo33EpWp6aRolfcnlhRvbMf4pQknikiXGqRis4+ec+PvMMcL+rWx8EkHCyum38boxiBrzb+BVDlUt1PuwRWlhwVgZeS+upuZtM9Wj3WVqdPyPU75RXbK5szJBRzvgIQ9UGMgUf+dztszH/a0oWa1ScVWXdFGue4mbAv0eimpY5xewIvLYCGQRYJ5q1u2BZM3E+LF1WIgtV4y9dE8J1qNFe9JB6BjDM0zPdA7D5LVVwGeTsALJ7VwWYd/tGfE930ppld1wPW+Wig8quiAKnRfH2iPjxj3mlUKc2sn9bZYjKBOg3tdeCrRdNpt82xG2uXowySLyJcQSim8zBv/dWlnpQosY38r1Hll70kzrPjhZEbprK6lbbZX1fuJF4e0JVOssk9wlxqkhmNUkM2rXccUQQQwexfnXGhxwYQhkywOujaY832qCZjsTKi24Kr+Eo/y7Hkx4DEzm4DeSe5I37rAs3EHgOpkdzPy6Pkdc2U1nByyB8H3qoKW/PJWAp7CaCecKE74EwGe1AYaxFPG00GpmB8TuLHKr1UxAg6ck8rxb+97/fq8pC7gBQrPVV6YTIGXFy99ns3cob6agODJaW+Ga+MfwFdoEmPhJlr5lSKlf9AiEqmmZRLw1GVBLQlou/UTpCQlGXaKu+QgRffq9Ya339AC8erKwQDELNx5fM6X8vRvPWk804rhVOeTZAZI2E6ezV5RCwspyONoVeeVPDtIxV2A9eDuhawOuemdaMusCNqe5JErMgaxjfqDs+VxjWcbnx3V3zaTSbtjfObO2zC+h5QqvpzGzBCkWlWZ4YEzUSVmLgts858NDIg7Bx0Sl45zJ7odJzeYYDNypQYyVw8nwEpXkhfpiUCKDCdik97DIbQAMus+n28Ke7Zqm0HJlN78fBU3T5ESFfMAHmNBwVBu2u5eKebhp7q9JBdeM0mdQkWF6QUFIFfwyV+JOw3z+qlcDATNaoYXaz/nKV6XGEt63jScA6V6G4881XDicoNUEKdsw2fRFXXVBWJySBVRW4DUiYC5P8s9wtm64+h7E6dN3BKXgCrURHBCm+cx3wNrnwGP8iYXvR5qS2BMdgDPqx62yYLMJsteFi//djIuj30QUeN2J7O+av5dxwxFiaGgV9onp8b9dmHh7Yx4Aan3JO7Di4OTgjwszMAkXAaVuwEo4vL9d+MIjDhu+O1vpTiKMEcPv4yxFAKbcYA3gckt8oSrM5sPbgkI5Oc50OYrpdldlMyIctL0g26SRwGS63Uzstmjffc3Gsxno7klrXcdfPhTNSyYKyQuTnarU1+rbPakgpf4rJcMC1Cy/6jOT7k9KQC5kgJ3zKkZeR6JYqFRmfiLJKBlTDZZHnInAxOHzQDGn41qdiWhSR6jDg2giPCOWfptGmR5alkR2Gte2c4mHseJWSHJvCaAM8o6VKkZUl2HO9p+bnwGxca2ck3o674Hshp+m9yxEjmhGqe4U8aTuJ0dwkASmhRvJtFI6oLeprg9mup063OLFpGFPnbacdF5eMrCZZNkh3736HqvzKna/qRKT8pzfiTtlQ7wUEMWnjMjTlBlyde/Zxd7UkDQgFI8cWYYvNAHngrxpl3HVLzcILVIfmrDVxO8dNpZRcUgtUkkShEC/Ai0CBA571T1taKPDchkku4BVwlnIAHQ1XpTiajkb6ueDkyKIoFtxfleYZk+5mYwMW1jLuIrqp2sQmqNiacx8apVn0S1Cr/i1XjzT53S5CwAXQGd+226yi2E1PmGA63mZF/zBmoVmJHEaGiAPFkKxvVDMv4rt1eLYKOuLm3UbX+X9kxfZuOMSylgBhRjXId6zxjfqiEBjkO81tY1B5Tv8cuPHmoFYtubKvPTvlIiQpaA/KfIq5DQ+n/WKXtAMgPNWVo4Yz6exSE3U9/v+icuzuUZTQjSutKTOR9SngSKGHNSXCDv8/O8x0AEzWrmw3yCWUMF9jkv9qroukuxxV1qkGLpqRCMHCeWWJkzEzIX/FWQg2mMIv1UVls4XLebARKHFwaq8/e7fmLEnob8/q2ZzpwDAHudSmb+Suj/bRLZhHgcaXH20lp4jAsBXgOJqX/PKab9vRuXK0W8PECEw4SrUM2FfbtaWDwIiWn4x2FO9NlPcYIDHanzjANrvttk4QjvwEKAFhYLSgCY/o01WOxxJAgxnXF2Oe+oT0v1E57LWsZvn8ja73fHDsAQOR9lILPuAoivHHDHDDUKS9sDKOTQ520bs73RzIytCKfnMly1rKj7V14maVz8coPkMZrZHe2A9nvEXWqQ6gBV1H8nuL5HVVZJmPGjEanwPc3xxh7xH3MT/jEHKs36zVYuigZk7p+o7YhJCDEXAHFzwKZuByauAxCDFfM5XuX2fNJ4hdKSrxcbWYid36BV98Zv+fe8b5arQ94lHCRQOU0JpnjTV5rzmlriWBFpeXUUsIJutAKzOuuXbfy9VYPTDtKseRqPn6n8AUqVCQ5ws0Ij/0Y/gO2hbBEpNvkP0NpIn13QsjjcDl7Uch6Nvk/ax+zzdu/dzHV+Q2WXhRBqu5hfCqfxNi31e1La8o+cXQVIeSmDXu+ATT8at3gqGE7w13cjbA+laWNvSpzAnDh4YIGhhqHnUua04N3a76+U2sTdhGslPgaj8p6BjFc87ucvz3Y1HzOzQy4YJqivNIhbgZBAS5xpPr1xnGd2OKsEdUnmypNy7s+xC9cBn5jjhZ1x1LLfxEAFfw8IR5C83T64slAjCYDsgiEK7w3aPm4aaxKQHxD2gVJacRUcVMAr6Ko863y6E85UfGFEoXGoFyL2pVnjiKvY3X0I+vVqyOoDIcFABRkXZvko0DgYHQzYu2VndaMtvHfT7nzk7pOsa/AAIrZdKW2WVy+zzOV5Xcoih2gr+lII/KNja5nsZf6yMZLgOK7utTgxXpFOKb9JB0yYrk4+ZjlzlxqkUpc9Hvf6p68IeVV7iCgLL3OibKuL7cr4GFdv+V8PSHH4nnEDA5XapHZ/mRQUHvGZ4I44JeBWAyTjX9FGX9kdOk1bmDQKMxjJchAL+DTmukEndnvhra3TVfWpjkGG6zNjOKg0xguiDYMF6l5MRCTOPAOsWaE+xgRQdTOw9WVnnCHtJJ2ENOXrFWeeGLSnHp+kp/iWkeZh0AAAZLNK3kQnIXURWBwaspMWHieM+QEyuvjihsBoSoOnOIocw2gvMsv5NbBly4MWlqVxfgSCkQltcWGDvSvIq9OBVVgQ9gTH3CUHKSQz8+djjkaxq/t68gn4x4t6w8GsnONV2QWBKUjRDOS66uQ5fncMKoANuF2XJGXcgnlm3BLunwIv7c2KTrMNBp9tKuo7Xr4GeHFb6RtNJyxWTnYE3D386Or78XIFQA7EmaFfMaCgnmbQ8hXBFD0tbSx40l8ATJOee7hPqlQPF5SrZVEz+Jxjj1rckQVpac+ea3mURewJWe+Vt6GhPT9JTt5FXe3Ymynkm1nHjld5zdWmfxW54FRUNSvxksp3tv6Q8LhSJ87FSw1SKqgdfyoDooksB8SpQwyIVVj7K6rDTH4KUm2Q5wTczJcn+ewBUAUiJT/l2597FXnFTupPNwZwimejgVj+HhovZ1a8kBcibMn3oc8uZ2Vyj6oLMlHvC3KTzZ5fj/BkACgApSK7ddLs480rR32lDiWiKXtFDGoVmEI15AAV56TGXAuLv9WXN3YmjIrhhVUyUvv1W9BBDFmR6lNjhpvtjpsxTkxMPc89upb9osvcZobOoN6LZxqmvGdDxv1z2EmJx/VSyzRAjOPFs2zXL6XuCp28e0qck6qqj+t1ORonYxyn26sC57dHJMeYnuZKcQoyR/Ln70JVwFPwqrYAmbZ003yzAgZz8f9MLZfxcnadsuJ160q1h40Kyc/NeEbWwL7veLPcDZPaY+2OWfmNSPtrJwYqIEXVLra37DYDTTQGXzgE4x0JmOml2ogGWFve5C90MCHVjWHF4+B26Rkn0E0HqL2XHCo0n9uQRRi9P8XtGYMIX3tkv37nZInKY8Llb/jBSHvqEF1qkNpIUjzYu4kOxDmRsx2SsDiv+UqJwO0AeE3jUB7Tfajd8pMr7UtYWtMEg5lkTctUlhjjhvjYZPcIHZRoYVAGQSyfWt7IkpibhzMzksq8cjLlPCmTh/O/TkTbp5+GAntgv5f+RhA2OIP1dEg7WsZ1blZea5SWXp7HZLnube35mWFEWuyN8Nh7cvriy2O10mfml2nic/HcTU1yHkE30onH3H7uFxbgdIcOZuFciHV7lxgZLLbz62hVmmfH74UUeqp172l4/yoO/j41rPvGYV6Z9C5tf+yozCb+vfilUI4EI6Y2Q5p/CygECHv5d1DpkQ6+B1EE5eX+YBA17l49u+OroFj15/cZehbi7yx8hE1aTSv1ar2UAAS3+lKMT1lMkifzog8JSmNoexOX+/MQWOwxEO/Dnq7nq+0+RV4cUD437CjvwkwYVOBxdL9chV1xpIEkGu3RYt23ucfPP34ofs0OwhJM7DMkqhgHgWOBY7Wgr4MAzYLTLf2cDhVVsuLBmSxKTnEbK+qyylIQ2VN4lulc4SIgwXlt7vPcVBAnSUsb4fpUqYrSTVV1NE/KVUjK/G57FZPHGXR1Wl0uNUjFQPkkL6oK7DMZ8h8EihZWWGNnZDPQKEA1B7L98veJdAMmEzXPLtCqzhnmJL+9PNiAwVV/o8okYQXzsLjqwzOr1J405DNCalTN4R2fb5/PvCJ1lXyx0/EXdK0pe5LRSVZbZdKfkPfJ9aKMtb3r3CdWEvVd9DDTB3euNj/HmdUt6Ns+HwE7hGom6r6vmWCI7VZZFc37YwbuzbFTXBDPfDE4nZ7RL34w9mYQ2iz/I2H87pSw5vrZRjZ7L5bOjU3VZEL+qh48tR7ALQBSfvuD070QUG06hdGen9k5gR0DOM97A1I7YKQUOAO0Vv7BOCX/eYTdvLuxBD9HvAkYF5wweSXe0ecmHAw0Qcyv+HGgooysuApGTMShFhLa3KVVs/ZApDTldeUm9LMyh1zSzYF79iKvNlv7+HlfFyByemiZT/KJ/PmvPhxxGa8sFLrKtzufXEXyMuAKNaExIVIPhuGE5nMukMTUgbavaMYQyfSMiHrfQeKC2QAtySgAKt9zWrweR+B2Ef7PWD/o/ZSxOcGxlHmdwHOheOyUZlgZkxqnhGsPs/kPjcuEnzJ7UiBCHYHIicWKamYaBVj2VTQRv4crrd173AZSGzAo+WQm83J6xSZ1OtU1RhR1Lcy01n1bsL0WepQWbgYOoZrzSG31zWemcrO33QxBoFbOxCjFC2Yy3hdAsvAOVAed9oWHlnfT+CcCVD8C4HGcJoLp+/tm+DLaQpnMGMKkfqzS0/Dn3wAFqqzaYs8XfK7KE9gvfWGw1EPtRnREeQOgbJxWAzcYKNndbXnfnA14TBLJgXR1bz8Y7lOd6VDTfzMwYjePHWLaWrXO45dsOw87If2xugSX6u8Eu+QyzYrZgtM2tJDMRq2nOeWZRsPyUvUpYt1nbmpyfEgEJjcHjc6o3D8BJ6VBjYlZ48xMwAswNQa393HCEqlw3SOsl1bIrC+Ounfp79CK2kACLNkEZEyF+nwszEO3G6eKqhJs74WqNpWKhOJIJYETyaG5IwB1IEmhE9WTec3Rso6B0vW4SX5K45xcyjlNJhN+5+MbAJhSmBtQxF5h0IJfsSNRD5+TQVqRL+B62zK2JLnE883sn4s45kVHCPAkyZ7mzKEypyrvCdFpD98pcpOPj0tIdELh+V2qNs3r0JUCunSx7y43SEmuWkrH6IHm04Tsqrm+gt7u/USxhbFvLOZKOfsr6DKzSh0aaHDdu9uIgQcc1UHac9Sfn4EAilTJIbhACElEkvxlT69ggK4A1Rov8ywGGJ4vL4mn4ER393EbNwzB0a/1x4RBSO8TdLqoXb67oNgZEl5Z9jNpXKXrdwwaBCpKYSwdgeJxvenaIgBQk5420p5LWAvdfE6gFGNk7dXV49q3skDXRIkAay5epHBG7kQ/gydRjS5JXZfBwkUdjzHRkvNg3sfhcE4jLY9CNhuQoV3xiXS0qVpPz/lftH9yCm/pvahmNW+tZ/outG75PRUkKTXVQEHrKZPapCzAwYAhrTNnzLyDzsaaJZgQA9YEGDjOpJxW5cpTZ0R2yszcA6QoUmvfOaa0VWHWgS+0tCUsMRCAP6gmqaN3YLKMxDtHkEzKgcrPSCXHzPeetfe7xGI7qq/WzriyqbyweAVgWh9N/PF7AMCmi4wNnTkdTOJfyHUwquWFWs8LWbd395VfCHQdG0Xid/QJ7NfyWQV5E/tC4ETtWjWvzYqLi8UsAfOjjuWAj8XPG0RsQH0AHJBCVyqFCc9w7TF3tJbqc2Xjr+uu8i4WaAVg/GLXVtYGxOpzAaRTAOoC7CNoFjHljcwkrS/XRoed5z4VQArAFpCOAlRbYOwwqsqQtHYuMmwP4Oo1Q8T4D4VP6hGO329a4VH0OKF1cJq0sU4qDYBhUTUO+FGlQg3o+RUUwQY90vCPZm6p07SZdYhLvMYBeloHPG9+QX2K053u+GduAlCbJlDl999dj+sVtT/tQZPwAlCo40U0avCF3fGiPOJsDOjWbI/k+1SScYKyvXrEtLn+rt7Poa+f7/C10hPhNgtJos/SB20xNaVXi9fBrABW8+8B1wzkujvFkIGjdDbha4WY8pIbAAWfpeDVUXe5QWqxjhBic8H4Jsy+MZAqTek2nCUnZFiUw2DEUlQBMN3E87y2UtQEKGgoi67bKYJcnEs66rYMatcakCd8EPkguboeyNnW35bPwE/QRyLcGQ2rfIBykLfMgtpcV5X6N5h4/wqRNoFqM0u6+nfHn2GnTLOa56nOyyvqtWm+mrQ3ixH/1QixkNiAFjU4iljjc/fQ1SQoYKjd1FbOWvuvqARlHOxd6WM3i9LHDBE0ldKQUYWQH5WWQkIQG4ug13qfZO+y3b68sMsFF5N1AVdaM/Wo8XwAZGLvR+i9tLg9zQSoON0mjZe9E14jkF8nfjoPN6abDehKHMFZ11NBkoobJwjBY4W+iTxnNBvQsbAEmRGNrw0C+CCshmWS2GBEeT5RV6WPCuq8bH/Hzwwm5AoY8Ww0xnGS2y2TC0L2CYECA1O54dpnnNTVLTPqPMyrNR9pQKW0OqYyY/UZQMUszeJI+9Q4NyfS7PeLkD9+O6jv9dkkvwJ0pzidj/s03qxA3ncKIMJOuAK6TrLy3le4Kg8AqfsyP10bmK46QMjibPaqVtCdi0y30jpfjN74W1cORsS8G+MWHsRD/dho4yJO/f8pQCVDCv7U/VRokag8vAEUA1IBJ6G8DoBXAamdxp5kEt6Byn/3QEu9vVLpej2xPFxykKrLpetbDW0WFw5WZTAaQLUB2DB6B6gAuAx3xnAQnIqEdQA9+LlT/jGnVKD7abKNcGIavhtdit0CRKLHkVFRiuBgKDvxM8sIeKzu57su18eZ3HY0nohaT8qk8ddZnHbb9WC+HpMALGhIk0YCSFq2Hp3Dfb8p3tOZOORCMcgv0ntZlfTLIsbCDnXD9Zqo54KHA1o4A+XMP3ueuAsDFMdHjV/ymzXqiGtcJ8LCFkBorBKrt9vlXM8j7lKDlArCAinYltC4N53PZstmBjbhH8/FKIKlJ45jUpLERqHnY4ktXKC5mcigEOXsgFUn5H5WBGThdr1mTUriOM/4UpCSr840h6WUVDJWOa8R4yFB2CFBbWYANZyY0vG2ZHU3wHeEKUmP02lmVhZ26KqHKTZ5n+TKTvwFHdFp/VubdR9QF0QkyXo0CGQdIlBY5JHENPJbgdUPPi2QdTUmJjR+CshCzJQ7mRZcOZGz/Uulu3J11kxSmA1e68rrPkvVyuHLj0cxEtXfLWICPACKUViJsxwAJgatWd5o8Y+1qbvZgsP9E8DexLNzcaHqfaqA1FTdBwQGjFWZFqSfMgrrTFfZzSz2pKvyGkhVtR4qWLHqL6QsAqpgGFSxGOA2GaOR7ndzcGrcRcHK99+IKYyiqUOR73gVxeG1bvZGMVldThBExgT3MzM8phd2Hdgt7Gi3XASgzElLM34namQC+ZMwR4zR3ZAVwKiAkjbATcPL5bMRfVtWfI13oE0FNbuvT1eFLAOgxPNex/5VnJ5bDbgw8on9pvBnuws9ubTVFy6eDzA+9xFznvLZ67rrGOeenMvxrmFAir3VGS12x1PBAaf9Fj8m4TjsL2XN6rMH7hP6ZjIIFa7UdwL7JZbI/qeECfpm5UTydyzcTp7f84hT44uyr4Tqb3H4i7jBEGYbzAFQnDfF2yxTmCIIMviCs1NnXifCosbrM//wjLtQlz8ejrvtJrldkDm14ScC1M3vSCbW2etD75DMePYu6GTQd91nGQ95dsoXIb5XRRaXfV7xmZI4HIzSP+WogufTV/ab+tqr6+zj6x6eE8BhY/PpU5r9ckI4+U+SpDiOP+t86jMdFCWH5HNYYTqrCiCWchn1MXfpQUrpwKEf6CuILScSoiM+9x1NmpCGPF5R8Xm4pmqvbyT7ynqlcJLGEvgSpPZuQlY/m2J9kH5q7O4Gz+E+KKvYID42JMXJxPV4uGAWjXvGhaWSK7qDjOsiri9KbrYT/6T6RZwWet2NtRfnIEAZ0TOtgvxC/rj53JbWqwBYIMs6DCywGBNbzUQZmEtS9BCSVBvERUKSGH/+ReHWxs3NJrn4K3N95maMO15N7oU8tIabSUALgfnic5vCZRvf8zpZ0pqVz62axeF2cd+U/UOOtH2O7lCrt91sPyRvwVPjUx08OHB/7k2dvNzpcRysXAVGqhLfu9pV9xXgobgUJxlKA7hD0hS5uFfNZoYyMM109Bdxm+JGJ8aEfBIBlDOE/SuWdoCK0t4yLpD6ENjsxDlFnRjcJuOPLiRwbOAlK+zLvJp372GFLMsArJi3Wo/UBWDRUjwMLHzQkapGO0C6O6Sz9tFC4xAZMM1wPJ8LZd3jVTzmGFDKs0Q48zYsNW7gBAPWnr8AUPbD7kHgGZ6XOeM8cfR7+FndR/tNPu+E8/PF74nz71KD1EaUfSyYjuZfsdKbxdu80/m7DQAdAKheFi/99BCAnDpjJvnfAAOfsrvHEwxmdX+SARIz4Y3ExAxh4wS7agHZeB571wwtir8zN47WLPricx2aDO2w6g+ZPy9GLlT38SPtubtiUTjL41CxM77UpJmQhpAAxXELYKH6Z2Fb/+nANOuCqbCjTsPDox5Ps85lH4rqE9V5qoCU+qrBkZpXJEbtI9xXZKfnHVIUz5Su1gO26j4gwSXK0zkgRZrMb7NnVSa8Lzc1qYLv0QOJ0HGb9KxxBxqu1FcXNb7YKXMLoKe5U852lOLbYvsxc1zGBWgqJQMOGmG+1BgHUTX70rm2lVUZgseRkf5GrABnjiwxKTDpkn5mktRQ/a2Rh9gh4FH1VPH5/jGTOfw3msO0ZX3i+Qloj0OOM8DeRUe6bNOrO3lvzb+lqOSKdER/LEG59Z6eoYZ53IXKav6YZ4YEm/ocAalpm+K/+uukGfuPtF8Y70B+U/fFfZAXWENfapDizs0BogWXVAZ5Ms/tK7gCOOnfnn9CAyOgSEObvBi8PK5SmhOAlRmyH5CUA8mO7VXdAJNPfnKTEaJwriNRL0D81+sKUFzY8SJgkofXnVecCgMhHhgaqAtsQl+X2xjhWLm8J4V260uoyoG41T6+4otYWKki1EPRHc5cVwrULDMurF3ymG/2zP5HMLn6p56yUxvsY8M9BbG+yJoAVgGoBmS6UHwGpF3A0n1gKuDZwo45a3yRlmhNMPYaLcJKdXRwcvDy74DpSHPqPD3RCPDJ6VSkrk6AQgjFHeqQmzHBT8nj4OruyKSZrf509uImuL167tZfqP8nkWbp+t6ZPdbW7FeEFx+PQQ+E2+QtVL7H2WFKzAy4viUNhfOe9NExuBDNSq3bJq9jmR1n+vEbmgBfLvOVTfTcFnWb658cSAjQOG2AocelxV/dJ5v8sRS4G+cE18eQ+A7vke7xKPdvVH8NtByssNjfBNRUtJbTAM9BbU+aO/iHll+rd/q3IFna2+n7RBq+3JLUAugi0C6tAON8VJwfAmDnpSA0Jxnxb8TRCmOaVyw59gqaSF3TaLS8LsrdHqfedlaiTFU40wrPgwoTbnlPGa+DUcszCHvCOdv4FECaEvyFOPZh51mR0BImtkW6oTHQ+pjvUdb1KWlQZsL5Wyb2fmRBB2ePEtpOgwRD+oDkbQ52mHoUZRWY0echtbF3Tvz63pKS1GTgEx8tBMLMaxkqQLVwCQMJy9Lu5YTyZz00Ja9FQk2uS97HGPslp5BFb/Jk/KduQo+pkpMNwBTgMb416o2UiEjFV/wGTl2tpwvREBlLlDlTnndoZtZO7f52TECTzH04VTDuZ1xkm56tsI0knhLnpGKwfB7RgEgfLMCs4uqd2+G/IbCyfHfnBTGXC+6NzZ1zF+wUWLjlPFJwxh3XsS/CxACfOn2CM8DhWzDUIxbQ2yvXJjQDk8eVQ/1wA66BUuku9TCyJO1AFfl4YotDVVa0+AeGa1M3/j0aVwggpLwbGEANZKA6Bv5N8tkYUgTouGovQb0eBqX7H9OqhADQAMzyDJhW+h6V50FjUOhkWn96nWuDG6OlCUh0wDgUHlITgVrZkxIATWrSnTyL4cROm/ZUbrMZm8vfElwixwLB57b/Ee3Hl5hP7OdLDVIBUDQ4xZJEatxkOixVMWXSygRtTk+Yia906aHF70twZDylgfS4DGLicWeINgGG/n6Pk02uVNpPKhnHUb9nG/0t4FX3RheOSTrya4use+BzjG/eCIM54g7yLyaDtgpyEGDSCLoRJI00nl9Ik8upHnr2PmudG7Qk9EhEnlw/gYrHW+h3U86so5jjY1KOdwyibnGuLfaeaCpoBpc8+pzksjxdm37z+h4KlvQz80cFjvAjVdHa4vI+VJGqZvkIApyK8cSiJEll27dm50ZbCzXvAnNj1rVBosy2UIc0yWo8sHKA2Q33zTF34T2pt73tbfjiL/5i3HPPPRARvOENb4h3jzzyCF71qlfh+c9/Pj7hEz4B99xzD/7Mn/kz+OVf/uWSx4c+9CE88MADuP3223HnnXfiq77qq/DRj370olVJMXgR+0P+BTHIZgNyDLYQ0cmWQDyMJ6TI+FBbMGSJuD6JvS7wP68Dpe959fjJIA78YRYHwTh6vTZxpNYj/5YSpsti6gtq80Lp4hlBhb4ZnO1JouS+6M+I8cs0PiOU8t+lB391gcl4snPaID+o/puVLacDqO9benA+yL6zMZ5O5OhTHk/K1/KUeLfkWCyLjbGHLZDFLANj7JMGRAQiS4Y1OktnHKyrDFUx7glch9+tYf1MIVnH5p6Tnzfcfhxy+y7PJopyngigi7+TB9v7cduvQbOd3wQfQtKx2O+Z/1K6M0p3Nv9bw6/jb1GsPf41YL1mca5pxr023ukCgPM49LeMv9j7mrQFiw6gpHja4gb4LprqTO4Pzv8Ed2GQ+tVf/VV8xmd8Br7jO75j8+7Xfu3X8J73vAevfvWr8Z73vAc/8AM/gJ/92Z/Fl3zJl5R4DzzwAH7qp34Kb3rTm/DGN74Rb3vb2/Dyl7/8olWpzIsnaH+H6q/MgdNLjdeIdL5Bnjr+Mnl7XJGd9MA2QU23/Zu0t6eduT7x3B/1l/SDVHo7TBDgVdoImDHVzUquM+5SZ8pg2sYj7qLxL+oEdeHd+3IGVIcym9HEsTTHnqf0S+MLIQDzeAJJZKvPHGcKUO5IcipWqlaqb2hoRpcSn389Tgekli7S55/0sri8yd+u29A49dmBubc7z/1dt9pjEJCtn/ejOjCE+m+p+WU+9mXkwucO/w0jDJ0vtsixsUaRjCZtrgJAi3/EXVjd95KXvAQveclLpu/uuOMOvOlNbyph//gf/2N89md/Nn7xF38R9957L37mZ34GP/zDP4x3vvOdeOELXwgA+PZv/3Z84Rd+If7BP/gHuOeee06uSwyg307ug+TE6h1BqoMx0dTS0wcTmdkAYF1u3OUtfv2pb2YDrhpJja09x/dyoraoDATFrwto1Wi2mqe4Bi5lH6iADrWP46D6QwLz+Jy330DtElSUY/0kNe/NnhQRb7kZHajqPXHG0NIVgOU+mPTLBR2rLk6NL1ITqhGb59FVf/yBEd6/TK2uEKE2JztXJZW+8Qo1v0USH6NQQ5tbKJn2PLEBqsiMx9s7BYg5Eg0tQDWYW+43cT1zDvklw+A3nhX1eaiSSBVVNOezAZV5F5f5yLS3w2xDxVYAo75Ptd7+maniX7pfK2iVPSvdpAeDS58rs77Q9l7ry9G3En3q2J+0X7/2VfgxgDD4obo86fakPvKRj0BEcOeddwIA3v72t+POO+8MgAKA+++/H8uy4MEHH8Qf+2N/7OS8XWTGmTUa1dIvCFozfBCz5OQRmxSL9boDxcqT2YZh0chLvCwIZPERpEEkXbBYHaAadRobwWvUD+q3UsO+YnkaSKnQ6DdQ2QUlCu+SEDrQLNvwUPdZNl3tpK2MAKU2YbTFsa5pee/Vl8s5fVU2cyUfAo/dSc1xpYWrLWAcjIBcrXs/QCmd0xkVIdUgI1xnOvyCK+2qWKfjGM/FzqrYEmD1u4nsotcg4G3e+bFKGnt+5oaa1BOdFIc4qU1cng3eOD9Dc877ORahMizJ/HyU0k0VS7LKgnsTV1rYabLQLBoISAIFsHvX3npm5ZiKL/3Y+p2HeR7h1xouVt5yAJjoOfqht3HPtYVEJNYBQz5uIsTnPMzpx8HM8sgjo2WllkU+Gaz7Pvaxj+FVr3oVvvIrvxK33347AOChhx7Cc57znFqJa9fwrGc9Cw899NA0n49//OP4+Mc/Hs8PP/zw8NhgGW8IQorvShGfLvFgne0rEeTcqQzK4tjb8bVXWrp5uKUSzsmX2hqylxG5Wkylid+coE6kg46ZUDL3DWBhG6cDQqb1yU4daOFbEJGSdgNQaABVmpwP03RSwzZ9sqt2uqC7SDYMHNJAjd9TYAEqiuQkAkzyuZ76hZREidjf8wtwSdqd0x0NHqcVbOsWK0OZhNOrjXVpTeNRajbZ8YMxBufM9yoX6K/6u3ukwmnfwQHOjyVqxeE1HdF2mR+gfVoU4NlIbIJQ4RWAWghAZPKe29Db5BWfOF9ebSz5YAscSXP/4J/+n0oL83IVeaEwSl8ec48ZSD3yyCP4iq/4CqgqvvM7v/OG8nrta1+Lv/23//YmPFcXaJZARry+YjPJRW2FFyhvSC5FOvI02lYFZIG0aEhafBY91TliddJYXaSEtdgt0V5fybJ40p2i7mtMfctEHGwobJaOGJmKWL9IgpC/9vyWXg4BHk/WaVgv1ydVUmxVVyQjKGA4AygKmklpJ7kjXb/JSoJM6sQ9pPrra5lZAZzpJrG/22tYG7PoCwkGo4vY2aWW5V5+LY/YszrkYjL5QE8KKGcc98FNkEDO0Ub17RaKDJiCzUyy6LTHQJJAIbl7LyiHa09W8bmUBBSJiVWFbpiggnot0hlStRdgpfVsFFn9+fve/o3j8BgDSdq0DheSqpw3ji6WTV7jbKo9tK0YWdyCE5ALGE48JiDlAPULv/ALeMtb3hJSFADcfffd+OAHP1jiP/roo/jQhz6Eu+++e5rfN37jN+Lrvu7r4vnhhx/G8573vKLu84VZXLbs3MY61i9jhgpWaMbBEFUXBjZYRrz6o4kkq5Dqb7xzBhXPAZYoH1GMvSpjPKFmWfkjeafLUQw4W8mI/ePdZs+pxdmo7rqkBZhV4iTt0p69PswUlkm6wlDyXQGmXscDbgOGF3UH0s34LL+D44lVZKr6k6TXvpoNKBLPizNEjGGasFNm3G6Tksahdl/FJTcVZ6Zh4FBWebUzCs3IsPpzwNrriDBn5w7jxdiRXiV1fCw0hQCK5mT01ywvpjECKd5z2oCXA07MAeQ9eWx92lV8nu5MyG/pztDUdvQ+/Ak8CVIa/lGmTv3lPFS04wSg8i6LTqLFvYXV8205HrGFAglbgFAnq4Sat+wl+gA+kV/mdYB63/veh7e+9a149rOfXd6/+MUvxoc//GG8+93vxgte8AIAwFve8has64oXvehF0zxvu+023HbbbdsXRgisLmfmFnOEwrvf9f/BFDhfjEj1NjAxcEkDDACbvYyQqpSfqX7w+BoFR/iEeU1dtJUn5QRUWKIiCWtv0haAkppHTNqN5FPznIFbB4+D4LRpg6XBNgybMJm/u0luClQ0ZvFe6EG38fJ5NuAZ5mMsZQU7Y0Dz8BTMncgHExl0Hy+pvq11TZo+KkFhp4923Lb1F0l9Qee03nhGfY+YA/w+gAsbPl7S+/uarqwRNhJY2MiXcD3wvOMHKmCVes1ojJ0S46MwClClbQp+FXwOqfqjvqrbmIPuHjOQ+uhHP4qf//mfj+f3v//9eO9734tnPetZeO5zn4s/8Sf+BN7znvfgjW98I87Pz2Of6VnPehae/vSn49M+7dPwBV/wBfjqr/5qfNd3fRceeeQRvOIVr8BLX/rSC1n2AQixWQvFIKzkXLQsn84G4L3p4NMPEQJmybeaX8e1LHDjivgktrTyrHy051I2ilQ1yuSBP+GCTHYEEBuwaABzSIqaqvWE4jGwNACaqRNzkk7iMlMtcVHiAg2EJ91ydHNYst/3ypgm2nVa85zwg55cTRoatGbN8ZXIwcWIA0rLtzNY3gfwvFnycf9CXHFZgzZ1IWvSPSme6aDQhIcJhd2A622dvTuIYVnHAiJO49R3jNvpT9pn9Vy0u6jz8jf9UsPPUKQnCJqxhO7ko8Ufe1ILG0lMgArA5qu34e+dq6Uvkw9a1FD9aXaQSUoChHGOQscVVZ7UpadF4+Z7ABvVH5aDxB/uwiD1rne9C3/0j/7ReHY13Mte9jL8rb/1t/BDP/RDAIDP/MzPLOne+ta34o/8kT8CAHj961+PV7ziFfi8z/s8LMuCL//yL8frXve6i1YlxOUQJW3el4mvaVxk+JJ+5Pg6Q1AFFnETcgcu4yxC5XBZ9FdFW4tGqsOxcM08xcDxIhq+4gox1otXNwYOs3cg4NkDHc6jMco9EKngQfUodeD4tazupquuHjZ5PgSAU3fUGKO/N2lHKalmfZM/GMH40HN21JdFipYeR5xYEZ/mEAnVcwKWpHWf7x+J5D6sYhC/EWy15jpCiEV9K3Xso46Hs9h1ZSLvx8nvR9ncoer0um6knA5ODZh4DlSQkgQST3tIxUegE3yqgVecbyrgpZTWCIX2pNBVfOYXlp7In0PVmKJ1THS5R4m1ivWvgm6j1/w8io5nV/+x9bRvg8hqbXDa7Kq/x2pP6o/8kT+SOsqJO/TO3bOe9Sx87/d+70WL3pZFhMbzholwzBu6bBYUX8ak97nMqj9WIca0sf/U5TFmLkg/+FkB/s4PG1cAKTXJ3vmYo33QmMIMMNiMnNrETGUPmEYZqCB2KF4Jkxre3muLx0x52hV7vOt6meLNdAw+DDT0HkAhELbIPvwxCKeVbf6ZdrzYqqaB3LeixJEH9z1luleNnvcm/MbcoV44KTXTKGe6B1bYxu/7VzFHkF1WaLrMi5rfJq8JwGzq1+IePIzrpUUZ6RceU6rbIBrjYcpA3jgZLd5z1eULd2+fpmFFI7Pky7mCi4UY1+eIu9x397lITCsAgPyNUlU1DNe8MxfbuFqhadDgK95VsLj4pQQpK1HiTHpSX2mgxAP8nZWhQnGOT80qFWzBaGvNNwnfsWTa3xOi8D5x6afWrYdvAa3Uk91ssno+M6q+TuDarr5lk2bTpkkm9RgBnYPzIaYs8igCcrZWpEIwhT0XajWlZyswAEloPLNdcQO6h/vcqQUQQdfg4iHmHRyTuE9Gl3hd41y/6wsspk1byJdy+SwT4v2I06WnyEtycReSjvvb7Q7l6rWu4mtSFQRpIEHxgRZ+pqbio19BSFLi4dDsVgce8rvjbi+shtcrxqcUSDWdm/qzBbJa2S5FLSlRuToQCshC1tLG75hXPinOST3mzkVioyCVHLdwbYm0CiDnaW23xnwfntH/Jq6KYhUpBlS5CnHKNiMKH4wCTJZgdb+9iOVYVnKYuO+7MjHpp4LKFgymxgo3qJ7bAE8rs+TXwjns4N7bDljdVHcAoE4qUyp55Qg2dOrOaHUsUE3lK4jA6Zkp1gMyyLGE5XsEIgmezfglathpRUvGqCsvBqPafgYK95d9sQJinO46HIGLP5fFC78XBxLyd3DyPAi8wvp0SRreu65oquJz4HGQ2lPxMXidjVawug9ntPd0pgFSEuo+tUsEkKDlXSPUK7NpymuQftCWCDoWXG6JpxLHZ7o/1X2SYMfqQCAO/fpRn6cGSMXkSJ6QqjxUJjsJl504qd63a5Mo7ehsYiaGYCnatmORzo3g9ZSNz1MeWD9ztK2BxOyd1HRdYtqq4GQLSpwvMi16HG/RJN2mvpP27Do53ifXy+9ufibVVQlq7t+Ln6BxAOukPTgx+9K4Z+ZjH0zJ6YcRk8t2D0+cSSVKOQcquqG3m+warVQDnZ2yJWm2GwmVdaRMaHuTrsWl3/xrn9gAhiov8tHyztOUMsVKov50Q4lRfbrNBDpdS/IxXfUQ9f1s8wuHOXnYSt07umYy6m3nTZ184tKCxg92SWriLjVIxWZkWbl2akV0xjCKyDiu4gvBaBWLo8NwYgHWcztTsmqoBot55dpMMotYnOU6bUU82P7BDhfeBHfwaRNjhHXDCYuz2dzmdFsCqmXuvOtAOEmjO+F78S/sdNJPh9wMhLdZHm3Xbl2im8cM3YCTj7sbKxAObAqLvQXyO5jQQiNuTmH6n1r02fuFOmHdFoter0MoyfRTmHyrA9FnRLyRce95Cv/mX5WeAO63meVe+YQG5zOz6BOpKrx2QFdbmKvyVDAMIRYDqDCo0CpJhUWfSUzsxwAm8TAHqmgi+7cu7QZSHRd2KJ68/SkwVIBxBZL/iRnuuD/zF6O7akVtnE+trSe4yw1SpM/dANOOf8+iL+aVAitcxad55ZgIVmMuLmGJi2M+2f0Qm5cb5pwT4KQkG3eqKq2BzEa/7g/S01gYvedy5gDZ4nlddsJPchfZn5h1lGAX5KdZWJrDdTo9v006Gu64R45lZx+qqeSS9RsTGgAZ8mA82v6Kr1Z1V8WXV9B0sBCL4gcwvS4dmU7pDwYqAasTM0oFrKmEc6OOcLd+NiWBSzmOg0c8W91o76mbmpd9Ks9vuj9F8afqPlQVH1nxKYHRuIlCh/9MQ40nS/oXBiyWoGS/i3OxZGBCklHslzttOkBZNcYNEskbY69EsfUDZa9KnZHGINAYHHGXG6RotQO439gCbwr7aWjyB8MS2sy28Yq9Z1/1WllxC7qlG1Nao/xyyzVyJeEWhO5k4psGdcAQ8tCkq/2xA0wRnxJEvbfldneQwV/nZvjUcGIaEZCYTBWVygpwVrXrqtnNdXvCSMeq4ngPqgOH59njtOeNpV8DIafrDCbAKsC1426IHm7CyBS6ppq2rLXF5/RhVOFxhX535kRX2c38Mf+MJ0V5mzK0pMlnZexHSkzpBxDgxM/HugwCu4wAQAy33TEqtG/ki6GUhYJOgna8g3f8oe5jUma+dIK73CBlH+pKdLG/Ym4L4NyiKCDnaCo+G7DzVP2tgKn46MzUoljPYftRCO6iOtSB48wAihFFflqhoo1uPM1NJkeChFQA4jgEUtqIoUwgC9zdQzpUnyfA1Y1e2bzLSbHt0INT9hgz3Xk9A1fpE7XlUw1vKlwUsBECF7GFj1/BtfqhyaSnUKE493PuUYBHknbiEwnjAK8AYwPcJbaNMHWgj6Q+xF6EteM4WAlCRX0dbkunWb7fKpHqO3p2qQdSJSbJ1f32e06Wvp2T2vj72agzzXR8ILdLVYJhIOHWeyZFyYI4+ComPSUwOZ0oFt6XooXzttPElDy2xLY5oypxO1YYisGmVF6WHz2vKvblCQtxyWuhiEZ/5Q5AA67Rx6eN/KUGqTDxjOWAhQfDIM7BE2/qFxoVxGReYXPN9LFRlDgYGapZ5Ly2HrnxCCrvFMeg08KccW1Wb/6OmMTWOKKC16H9p5vqTmj7oQWgtvHiuFVC3UOVWeY3t8HNPoaK4RlPxXICfhdMFkmSlk1Y84mvZGk/dCHAolXYvqUflcuaBlCfFrA64ASl7qWcY2muxxXwmeTV5wYDlIPRgf2pzf5Tuyg288BBFZ9b8iVIaZRTDueGiq/6Y8/JAGuZgZQBVe5JHRkwGQDjcyqkOq1/xS15AXccHAddcAsxS7/kkQDoc0fDr7ba5AtoT3GXG6TcESD5wlFXCjciFY9bCNiyCAZvE9zjm0SFBcMUE5nP8Cez4X2g2EsgPnSKm+8deb0obPPew/cBLPJvE3qT/0XdwXlx2iVPx3gh5xF41Vb9F+rvxxKUUfGIyyyHHRkYZHI3HwGaq5l5G4HBKBsu+ecF8DJ4oBuhnyYKqpdOd/qd2E8RrW+M3MR+dmExS5xkLju0xKDGYc3f1X2zfds9dV8BL6nxNouDEkcprKv1lH6RAIUKUN1wovdMzHF/4kWS+f1+R7YDcyMH3+ogwoFYPr5YKqZCfQIIhYUq+TR3qUFKFzVR2ajFJlXoW3kirhkua85tNf9q4eVaJNWhHlwArGZQoTCLPutrG0DhCQ+k2g+jDicLUg10NmADoEtJh/07oIWdsNmzu0ON6OBAjTh4HdyhfJVeag3vWybzSWlxr3PP7Lodz9MAACTQeLgtcBIz6qXFse9pBhJFIHOaMjob9DYKHmfulgAmtSunB/+yhLpSB9qfGjBp7q16O8pYbNpLwOjtF/ZsGf2F3Qwk6KV3p1p9EiBkCzxSJaONag8YBhIkYfHt5FN1H0tUExWfFhWf5jkoOrSbaj1AztYApOVsDclpWYZ/IWMJBiwIytjVPlIb5iEZ+d2jatKV32CuqO+t5UMCWxPf+JBvYJLxRCar4tQgVPWpo+6LD3+Rnt43AQE05pbwrsjPJuXSfPhDxacZoDBJl5kei7a+zIvn9u6Y4+oG0Mz3jTYqu/ATIM2Ay5+5jOY/tMDZ1SRQeFl86zyOF6mt3zflxRh0QNIyZJ79dF9oJ+/Hy8WCVSbhMEBp1hO+ToVJU77X6BLOADo24DG1n5uXx719VpAPKoPIuiTSuZVfIdissC/A9mTiihcETIxRN7hQcPDJ/NHyb5VpQLaZRy3eTPrpYRsV3wToXGVX975I7WeWe/V7Uhpp06w8LflkUQMlDHUfBmCdLQMFHLSi+bOJ6uxIbAsSSR6+4Fvb98XcK0wfbHhGHRr7pshzUroSHfEdfmD/cXepQarcaRU9a6vPpXZEMDE/LOWvmWl7dCfENf3OVEUR+1UqAuEPGGYt4PekI54PtIMjWAW4Tl0FuAUp2Qnf+qcTt03g+ToMc4mI6DCkUw5X6lOtyTjvmfM1RQxvj9iAaG9faJZ0110o8s1zBcy8HyNsBDq95pJZiz8+O488jDneWfrFN7uVOJSXZx3n5W120I90y9RQ4tjz6c5acKE8fN3ItM9g1RdkRcW3l67xiw5qXd3nh3UDoAQ5bqbKG0NEZuak8kuVHvsNtGxQBOwP7mF9wJNzdMr43qVPGsQ4+6JQRMd7o4HQEgV1cQ/7yIiVxnebNhVgASd97G5Bf1K5s6Hu885Vnmxktz8mt8R4yDrCRaSo/rDm3BTFmNAi9oEuOjO1xLwfeYhb9hEtKMBftDw4HH3iXBSMllPS1vJiZdrLn9Rpw6C4MZrrawYxt3Dk8A2A8MJ98o4F1gpyNPFWCtFkJkL5MHDWdmxHJW4L5/IaM5PJeF4X+6W5G1USsS+Y5iQXwD5/IHGrtAipYxQYl3mtpuobm6h5+t9Uf6sORqnG1KKha3LeZaVxcaC6QAODu1oaUgUqP1/UcZ0u2NtVIpKNiq8Czaj79Eu6QDOEQFXn2VycfW4DiwKu7jtDteIjdV9a9aWRxNmSqr+zJVV/ZwZyCxzAEqiyyxKcfM77lW9jvkgc7xykYbKQXfemcQOCGU+oWwEK/A5SXVOlH+enQIss+yt3AAJD1XmCu9wgZSsPP+A4xsg6iLjTwDAbCWaY2ic60s/PVhh/l6oyVs+jMk1+PV3hN+CIsPDLTri3nSYgMmyz8mOmsANch9R8GWnml0lfoRKjgXfRKFF1lDwONgwsPPEoCNGxbYE2L6D5D7gOeDMmfV2gdKheXoy2OB4urErxMy3I84BqkpIxA//MjKsHAYtrCy/FSlLVgYbyRtjB9rRBuvEeunHX5wzXaTJneO7szasy5xpgcRh8bHoal574kxtLmpKnJMV/KPtQi4EUW/cthgY8DM6SfAI5Z4xPF0GwToxjBLb/jnF36Vi35MrNBezVTdBdBej8ly0Ag3hogjsfPpFELiVIuW3/+usfG42lW8nF/SvCLl/8e04qwxDCpafzkdalJo8n58iw8wzXcw2GK+eIvCM/1Tg7sGGYs0k+Ayn2XwSkCJROAqlW/jGQOtQemYVNQKrHKaA0eyb/Jp6Hr7obZ1rXDqTdUV/NFhEnu1mZdpbO3/sqU2jxI2s+h3oaToNqtOdhmlqB8xVYjdmd63hWAOtqcezPNyTWdZQDCys2yKi/e31V3JJ9xNIUlnhW11eKEegs3IAVCuhq7xcZhiMCW8GPssKUWsT2U1xKSmlJ/ftHApTPvvt36PqtEIudI4r9pEkcA6DVby9fYJfANsA6a3tR/l2oM434YkYUAkCW1fah1KQw0xJ5mCh0Wa3rdECAEdRRkCK3hoZnyNwmg8HPSg3wGmOwQoakVN47SGU+8a79phBABlSe969/zPI6TFuip3wA6knm/tf/+l943vOe90RX48pduSt35a7cDbpf+qVfwid90iftvr+UILWuK375l38Zqop7770Xv/RLv4Tbb7/9ia7WY+IefvhhPO95z7ul2whctfNWc0+Fdj4V2gg8du1UVfzKr/wK7rnnHizL/sneS6nuW5YFn/RJn4SHH34YAHD77bff0kQCPDXaCFy181ZzT4V2PhXaCDw27bzjjjuOxjnxYoord+Wu3JW7clfu8XdXIHXlrtyVu3JX7knrLjVI3Xbbbfibf/Nv4rbbbnuiq/KYuadCG4Grdt5q7qnQzqdCG4Envp2X0nDiyl25K3flrtxTw11qSerKXbkrd+Wu3K3trkDqyl25K3flrtyT1l2B1JW7clfuyl25J627Aqkrd+Wu3JW7ck9ad2lB6ju+4zvwyZ/8yXjGM56BF73oRXjHO97xRFfphtxrX/ta/IE/8Afwm3/zb8ZznvMcfNmXfRl+9md/tsT52Mc+hq/5mq/Bs5/9bHziJ34ivvzLvxwf+MAHnqAa37j71m/9VogIXvnKV0bYrdLG//2//zf+1J/6U3j2s5+NZz7zmXj+85+Pd73rXfFeVfHN3/zNeO5zn4tnPvOZuP/++/G+973vCazxxd35+Tle/epX47777sMzn/lM/M7f+Tvxd/7O3yl3sV3Gdr7tbW/DF3/xF+Oee+6BiOANb3hDeX9Kmz70oQ/hgQcewO23344777wTX/VVX4WPfvSjj2MrDrtDbXzkkUfwqle9Cs9//vPxCZ/wCbjnnnvwZ/7Mn8Ev//IvlzwetzbqJXTf933fp09/+tP1n/2zf6Y/9VM/pV/91V+td955p37gAx94oqt23e7zP//z9bu/+7v1J3/yJ/W9732vfuEXfqHee++9+tGPfjTi/MW/+Bf1ec97nr75zW/Wd73rXfoH/+Af1M/5nM95Amt9/e4d73iHfvInf7L+vt/3+/Rrv/ZrI/xWaOOHPvQh/e2//bfrn/2zf1YffPBB/Z//83/qf/yP/1F//ud/PuJ867d+q95xxx36hje8QX/iJ35Cv+RLvkTvu+8+/fVf//UnsOYXc695zWv02c9+tr7xjW/U97///fpv/s2/0U/8xE/Uf/SP/lHEuYzt/Pf//t/r3/gbf0N/4Ad+QAHoD/7gD5b3p7TpC77gC/QzPuMz9Md+7Mf0v/yX/6K/63f9Lv3Kr/zKx7kl++5QGz/84Q/r/fffr//6X/9r/R//43/o29/+dv3sz/5sfcELXlDyeLzaeClB6rM/+7P1a77ma+L5/Pxc77nnHn3ta1/7BNbq5roPfvCDCkB/5Ed+RFUH4TztaU/Tf/Nv/k3E+Zmf+RkFoG9/+9ufqGpel/uVX/kV/ZRP+RR905vepH/4D//hAKlbpY2vetWr9HM/93N336/rqnfffbf+f//f/xdhH/7wh/W2227Tf/Wv/tXjUcWb4r7oi75I//yf//Ml7I//8T+uDzzwgKreGu3sDPyUNv30T/+0AtB3vvOdEec//If/oCKi//t//+/Hre6nuhkQd/eOd7xDAegv/MIvqOrj28ZLp+77jd/4Dbz73e/G/fffH2HLsuD+++/H29/+9iewZjfXfeQjHwEAPOtZzwIAvPvd78YjjzxS2v2pn/qpuPfeey9du7/ma74GX/RFX1TaAtw6bfyhH/ohvPCFL8Sf/JN/Es95znPwWZ/1Wfin//Sfxvv3v//9eOihh0o777jjDrzoRS+6VO38nM/5HLz5zW/Gz/3czwEAfuInfgI/+qM/ipe85CUAbp12sjulTW9/+9tx55134oUvfGHEuf/++7EsCx588MHHvc43w33kIx+BiODOO+8E8Pi28dJdMPt//+//xfn5Oe66664Sftddd+F//I//8QTV6ua6dV3xyle+En/oD/0h/N7f+3sBAA899BCe/vSnB5G4u+uuu/DQQw89AbW8Pvd93/d9eM973oN3vvOdm3e3Shv/5//8n/jO7/xOfN3XfR3++l//63jnO9+Jv/JX/gqe/vSn42Uve1m0ZUbDl6md3/AN34CHH34Yn/qpn4qzszOcn5/jNa95DR544AEAuGXaye6UNj300EN4znOeU95fu3YNz3rWsy5luz/2sY/hVa96Fb7yK78yLph9PNt46UDqqeC+5mu+Bj/5kz+JH/3RH32iq3JT3S/90i/ha7/2a/GmN70Jz3jGM57o6jxmbl1XvPCFL8Tf/bt/FwDwWZ/1WfjJn/xJfNd3fRde9rKXPcG1u3nu+7//+/H6178e3/u934tP//RPx3vf+1688pWvxD333HNLtfOp7B555BF8xVd8BVQV3/md3/mE1OHSqft+62/9rTg7O9tYfH3gAx/A3Xff/QTV6ua5V7ziFXjjG9+It771reVDYHfffTd+4zd+Ax/+8IdL/MvU7ne/+9344Ac/iN//+38/rl27hmvXruFHfuRH8LrXvQ7Xrl3DXXfddenbCADPfe5z8Xt+z+8pYZ/2aZ+GX/zFXwSAaMtlp+G/9tf+Gr7hG74BL33pS/H85z8ff/pP/2n81b/6V/Ha174WwK3TTnantOnuu+/GBz/4wfL+0UcfxYc+9KFL1W4HqF/4hV/Am970pvKZjsezjZcOpJ7+9KfjBS94Ad785jdH2LquePOb34wXv/jFT2DNbsypKl7xilfgB3/wB/GWt7wF9913X3n/ghe8AE972tNKu3/2Z38Wv/iLv3hp2v15n/d5+O///b/jve99b/y98IUvxAMPPBD+y95GAPhDf+gPbY4P/NzP/Rx++2//7QCA++67D3fffXdp58MPP4wHH3zwUrXz137t1zYfqzs7O8O6rgBunXayO6VNL37xi/HhD38Y7373uyPOW97yFqzrihe96EWPe52vxzlAve9978N/+k//Cc9+9rPL+8e1jTfVDONxct/3fd+nt912m37P93yP/vRP/7S+/OUv1zvvvFMfeuihJ7pq1+3+0l/6S3rHHXfof/7P/1n/z//5P/H3a7/2axHnL/7Fv6j33nuvvuUtb9F3vetd+uIXv1hf/OIXP4G1vnHH1n2qt0Yb3/GOd+i1a9f0Na95jb7vfe/T17/+9fqbftNv0n/5L/9lxPnWb/1WvfPOO/Xf/tt/q//tv/03/dIv/dInvWl2dy972cv0t/223xYm6D/wAz+gv/W3/lb9+q//+ohzGdv5K7/yK/rjP/7j+uM//uMKQL/t275Nf/zHfzws205p0xd8wRfoZ33WZ+mDDz6oP/qjP6qf8imf8qQyQT/Uxt/4jd/QL/mSL9FP+qRP0ve+972FH3384x+PPB6vNl5KkFJV/fZv/3a999579elPf7p+9md/tv7Yj/3YE12lG3IApn/f/d3fHXF+/dd/Xf/yX/7L+lt+y2/R3/SbfpP+sT/2x/T//J//88RV+ia4DlK3Shv/3b/7d/p7f+/v1dtuu00/9VM/Vf/JP/kn5f26rvrqV79a77rrLr3tttv08z7v8/Rnf/Znn6DaXp97+OGH9Wu/9mv13nvv1Wc84xn6O37H79C/8Tf+RmFkl7Gdb33rW6dz8WUve5mqntam//f//p9+5Vd+pX7iJ36i3n777frn/tyf01/5lV95Alozd4fa+P73v3+XH731rW+NPB6vNl59quPKXbkrd+Wu3JPWXbo9qSt35a7clbtyTx13BVJX7spduSt35Z607gqkrtyVu3JX7so9ad0VSF25K3flrtyVe9K6K5C6clfuyl25K/ekdVcgdeWu3JW7clfuSeuuQOrKXbkrd+Wu3JPWXYHUlbtyV+7KXbknrbsCqSt35a7clbtyT1p3BVJX7spduSt35Z607gqkrtyVu3JX7so9ad0VSF25K3flrtyVe9K6/z8/VwSIVK8XVQAAAABJRU5ErkJggg==",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "10\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "11\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "12\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "13\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "14\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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f7NrHWyeWe0gg5BfFHoNT96/O0ujyYYzoajCWfOKS0F2m+0/xd6d0DjwVyAiA3HqPb5zI6j49JqInqUUiuFKmfOC1ne+h/CvtaH5T/Sn6/tUQp49rKmNCSNuC4oTdfFvv0FudttBjcLrVp6s8jisyn29SaAuiub2fJsV8xVV/zwQQqS5HwLOo+6PKcifz4HnAUX5rIBv9j6h4RVBZhE8LtAQ+Aby+m1K/t8nTzMttIm2A7hrqwFinO6n0B2b2fPNeNEiFVR9LT/a3+RmEQANGfyd+4fCFS8ShUoqhovPnZAhRwupf0HPaewLH06G8zOnrlJCO8Q7awo4IQf10RnRJOrmLg34tL71eBDjT65RmxOjAf/MAL1dgSTxGf+3XIw3wXQBlcWu9V8AUY8GRIpyYAYwgfwR+r8w9J4Dd6+4GM5uAj6nzVwKg2CUusgQtnM64Fe4YnisA6l1/fLaqJ2uJNER8dKOm9wNIYdP2K+AEwbD3lL7UGao/mnCbdkIwE5eBsmpNdVLvbZkcxmXpCElaylLUobqvqPjkarXYkcCnGk60eaKpPsP8NYr2GOKpLqL4/9YdRDMh/P8Z1V+pXqWl1qQgprU5HG9s0h0NXIL9JHzVt6DwE4xA7cMhvqQ/We1KUacYrWNfDv1a6qKTiM9h9beyFbjHdUYI8wZPCyaAHnPKFeRBi3x5YM7UvBD4SX3GsIMGzOJzPSWHSXp2/7wyknTF3rcGzJ6ErIOxS6Or6tQQTaJyaYsYt26F2+dsbMHccC8apFQwWvRNDCNy2Pg+BpPASepAqmSu/aaTBFJAmwTVAm9qmTeo+3Sp4oNfJgvKDx28PBxUZm/DBJi053XUrMwVmQ56woJ3jv1O1R+He7aEfMNQrIjnEVG94Y6AZboXxXFmYUfhWMRZv05xpllVwu1jLjbyikH1h+JP/V7f6TE9feWujPHNT3YkoKmTUDr1tCgt/iQuKM3ZOlZ/irPI5/RcLREZmFbgNC0yz6zOOKJPlI0GnfxqKsF2sFdtTDqgJ8A6rMPoXrZ1XwWbyW911VFQOnFugwFqVpae7dPmIju/ZJE4KgKklb+r9XT6DkO8HubgNcSlugmK6i+B6e12oaQVp3QTIpwAdZZ+WUiOOyX4Oia5KfWcdXcA1Kw9TwGoo/dS4wKZFnHcWT6LcR/i39tf72W36oej90fht96dzv+pALVIXOkVa4ekkEMXoCqNNNopzrRPGf1CXymfoL0lb6XfGfeiJSkI8rVGQIddoc9zFLVei6PtvikbvCpJzZ1d75FE/iFKJ6q7kB9FtSdhsefqu6rucxUfFMW6D9mIIoGXevMzuMH9cyAZ2nDgQqdcogqFJLWdol9+avd5MSdA2ZF/rfqbpZvX5Tj8prsH+GpYCZ8D1tjRqd7TcZD+vzP/1reJ2a8NLe9F5hcAe/3V87Cxy4YoizLeIy7aA4w3oZ+te5qUMzEKpcNL2iHsFYDRTDJiJptoWqJvFJ+lmtRFEdXmSdAXdKnI49Cdoyqu2bFnZrLr7cbvB+s+BZLJeThH6eXPrb0Y6TUP3GSRZ2tzXU+8VEGEmi8Gds+D7v66n5T2pCwswIvThZ5YCyBR/i7lMGh5HYd6r6XGRrw6SA/ruBIxBij0sjWo3zSJ+U31x4SU3PKDiiXDx6r7gIO+oqkzSD9a4kzyGCwHZ2UvKpQsFEu/x+cThvla/AXhD7vGxxAZzN6zLgEM+gScxUkTjwKm72YFzYLvBKSzc3LV7yl8TtOSHxi0Rym76D8pB8PRrJHFwGdngkmrdoPRkDzBNC3g88dCXri6jzrZfipKKj6Ce1LxsfWeACHKRvCoOzuuh1PGSZIYvwJGvP/ke08djLTtQy3SzH/FOCLV4XkAqreHEnL3UlsTEV6UeU61RHWfvKplVIZxWd4JdxdAzep25O6sy2PynU1/gOgW9W2kncQ/XZ/HtumEq3T47rSlPX4sZJnnmXbNOOFXBVDsjsBKcpygb1zLQguHVkQ+CvHtEHE62X4hmaW/2T8IEPw3CNpt96IlKQjiI4YADgwkul+oc2Tr4DRIUiAu3d9PJyBNTJXYLBS+iy8dypWs4jM13kaS03ZFABj76zkpAINU1RfjRKri9qzA6MS8EYqoFML5+S3JrVskuHHv08aoNm6rf0xtwgSbL12hZC9q3LGO47vV+j669eYUQJW0KynrzJePly6koVaYqjjDO1fXDZUZyxTodHyGQfD6y6Q/eWlw2ud0Pmdsva6/TyaNiHof+LhKk8sHoEKbXaVFlDFS+2f1ulXvZ3VB6GnC+SAEA57pG4DEiHdN0qqS0scVgEtFrFrmzlUgrktK1oC7hAVfGFFwX56cJy8fpGDdNGFqMnK3mCkc6GKvjH3mfW6FHDud/DzrCiLl0thQ5c2AKOJo5EGM0KSskQhmrnhxmLe25cgVogXt107yn5TXanKetfpjNVcQHgI9J9STsqZqwNKeU1LdLYAaGIEadw1QM6Zy4InmCD62PzLNRJzTpfBbwLJ6X4HxVYDTwg1DWcf+HtBcgjJ31BNq+qTkJxNPOaQOSgmgaLLODRSVunMyWaRb8LU8yPLZORams9pylFrY+wakCujkzcHsl/KXKYvU+JFM5ovBOYOj3945iLSnZCCUAIuBiONxXukGc+dQsAQsft/CSHqazX1PM3mVoq2IHuUzBZiy5nsc49SOCIsivl/T2WmkjKb7JlQ/Xz/Tdt9iRvR2vwx5vpecj8kRJ1v7Eyf666C8J0lUs3k1iwMM0p27SKuzQNC8oSt+ZiDHE+i0eyI4uTt1eS1JRslQAh2gSHqK4zUCDDtDNPaY9ctOi81M0FWQTdO97yRPApdkA6zeDyClov2aI4CABwnAuvmkjgOXOnRaSiOgHGKEP1m5uKrPgKmp8fphXVzNTyq+bN1HZ6GKhV8AV5yTmqj40EEumsPh6M+zeXnPgppKLdLK0YhA65xVf8gWewNQMdgAKW7UFfO8EiDNmzq+uwVO9u4Q3Evc53LJ4GNVGAP2Kt4EtD1/xYKJoDjg8QaN/xHg1XIf447yXpSTDEPcVTCaTMC56q/WRc6157nmwJmymFEnugYYfdvILw5eGq1l4aZLWKba83XmZ6G0qYbb2EsYgAHot6Pv6J/o2GyiGH1EzCXL932zJ7V855ORqbZzCJO4k+AgYhPiHil4AHyyF6CoRg+3DCJmzz1eP4Db8VhzWn8/uSaJ/WP3nZk0EoxUik0AoUoRZohRCu4c7znVXyc65c4/qkfismeZnAGnWt1nBKB73EqaSJLCSTCY5lXSD3Em+VcwO8rvK+Zu1ceJa13I97ThVtu+knOEBZJK8IXei/86nZtJUzKZ6JlFl9x8MVAXRL+KyDEDwxmcnCMvH6Scg+Bn90cHcvzMWRyB17ABDcSZAQx/7Rf7TZI/8T67NDb2nXTcn1Kkq5Ba3gZQfNt5PewLr8tktRCwTSnVKYzqs2wgVAxUk+xjTCYm1D1NVv3xXkfikicI5mNYQWmlBjx/j9+Bqw1dIcp73MVYxgP5q3u3QMjLxqT8NLYSi1dQplud5mW8bkpUZ+v3VHeLAecCib4xXRNogFPXGlGYp7E8EpZYvzBJAdJ3DDNt9W0RQb+QdkM3U9fJgnt/gJRR5gpC1nmsl2WTSVb/HRIqQbNQAdCPSQMVmOIePj9wW1V2ZtGHqs5bqPm2q0a+KxWf33Y+gBOQpK1w3k1KAY9ZUIqEHDdVf7bs2XpODegSYaTkQLv/yy18j5kyDT+DJ8dh8EzhT3EvEIgOXZVi5YaU9m4C1VH5zMAwc0NRpMyamUsm6jNAvKeeY+aLqHq+T5kJt+egd1tb/7JlgBr8QAYvz1f7elJtqmDne/m3e/scmNzFxxB1VP2lxXyuI1/2OSlgHFQWFWQMH+eAHvwoCsp8C7CymeFshNIEJ1CZ/eViZPK8VPERKI3pDgCqNuixLqiXlTl9X7q/gFH0TUnan7ORxwjEubzhvYeXOqVyyzA/q/sKEPDnr/qJHOs4vkccz/mRVVnEZyA6co/t6FW6pwzcsJDYq124McKQ9qeKP35JuiIggw5xe546CgJe7kx4SG24r8kvXJKqf/ssTQYRTOFZHOZ45hr9tSEnDqwbSQiyVAX6NhTiKqS4+sjD6bwTm5uzBAUK63kXFZ8CbI4eta4ARv5MqHW6SM4wNWkDX9ElKpd2nKuK9xYonWz062rKflLEZ2arasRTs6qmZpSqPL+ZVNCr9fy3KAg1O5XZbo0exgnRjbVBazrnbC+vgZn/K+hYNfuszhnAOknrxKDwNqf6DKlzJZKxBdtzu3uznd2MEe8wjG9IPgwK5u/7ULBnxeYSlig20ioJSVFRA9WYY7vRnR1o19ApsG0C7E1b0sqwc2iQvh0tCK1JtfSLdpxwLx+kfGBAfsn+OMjGgwZgNiH6IFmA+mTvwKQBTKTG035IF4puxaftQC4f4N2uaOATfotLoBW3nwcwYVTxKZCuQqJ6zwjhUwBq6hioQGDjFdAShty/spFKUHL1MlC1ED60ycV7QKZZNTXm309igGX3DMQ2FnAqkz9cMolfnqf5Tkx4J1PgXXGvDKgAVHPsulbnc83SaJ43qc4sv7PJdSr7ybWvFRvKOYCoieug1G+E8F8L27YuAW2b4rK1MywbgdRGtJAZdv+qgaKp3hvNEYhuTdW371BpijgR6XR3B3Tr80BMzads6eetPTlPfhGo+8qwytw/gNKNDuqTP1PACI+foKr3/BdAgjFMij+LbQQy7MeYb2oG4XNvKlfqFbiE6OfmnSzaOcSbPXPbuW+HOo3h07otkWARfuQmBdybTRD4xxL6JwHEExJ/hZDxdA0Tah+kKuguvoJeZXvu5SgWNG2Mogm0AJBFn0tRHcRa2GzPqqj/wFonIjwEitN6pbm8AP8T7oVLUqXhMTD9nYuxZA4XHMPMaEITwZR8Jipu++1SFXYAV5d02EBCupUeSVUzNd/09vMB1DQd5h2MIyqYpUad7M+nusrRujSFciNFf2X+rPrjKruk5OdbgjumfDx++Clz/j5Vjc8PtdybrrDlUb6gVGbu5+DkWBKZzU/J4SnuxM/va76JdjNdflWS0HO4IoEkyc3Gkccw3q9Uf1WqCXqbO+HR1n7VlXmT5otPyluqDQeMpYrPJCmWmDZX92mXsGCSFNNKr55onIdqgqjaRw631pW7xQEgIsmkvTXP0tGWQLTbCdVJFc7LBimgLM5yOM3CcoC7sYO6iEvPCjM7l/jbTcolgCk+vXG18Cvdu1cP7Q6HebWAFLq0ZSq+vk91xnLvXXZOLIauV/pfBqCq7+K5gEhd555/oV8UP+ftdGAgVJLzOeUoQZRfKtP34XKk1PZZ5bkdMxVfAaZab25fBaAKbuqNvxes3y1H/RVjOQGceD8BKs7mZhlPRW4fg6pOZIDy+bfkYMY8Q+qh/SYO2+yL45dNscmewMv3prYJWKhZ1/on4VUFYp9FUsedZIiB4BB8zcW+Kcxatz9mun3DvXx135FbdsKJJThTESj9eOVz3Mog+JyktOxP74GYxAl0Ij8dm/SeoSalQZh0v47hSWXHfWNhdS4z2C15jkWfyI3371Zf3ir25h5P7SDpU3QmXY0DMylgVea7IGXdW+SMYZOJD5iv1cE9x7xYSGhzdyuOBqC16H1hsTGYIC+uwWLP4ow/ZKs/oEhb3Yqw7/NbeYdVnxCAE+5lS1Kx8OqgIc3U3olr51JUG0+xswAC3V16kv4dqF1MxSdZledXIZUbznscbUYUofqbG0p0SSqr+IY9mOciqneLD8XVtMWYokoarchyszll5ZJF58Qm1Q31ny0b6f3DB36TxAQg7v8rktyTXGHLFZ1QsOiXDD8St3zj2zoFhJKEVIGnANRSxTeLjxKnll3qpBjjvTqjCS9DELfAp3CkClVJHikajTzNGy7qVTmxyqXrmQbHDSHCPrHi68DU95E2e+fGEi5JXbYdAuCy7WEw4dJVK6KLjrvCrkBS7NiMLGq/ymhT7NBQ6Xm7+rkr6WeqE6fpYhgO2p/dywcpRm8fvEmc1m8TSYQjGkFzgIIBlBqIxF1Vu/Q9JwclJUBywPLPcBTLvXxw15pg+1Bi4JQEk4WK77lcJVLRI48tQz1xpmSVlqz2qiIL8ylkkrY9xKcA0hIbgaqmDb8Ts2cmrpx/LVhreDRo4QowRRm80B0k3D8BmqmKj/NkUDuq0yL82QFqBTqTPo0xp3QRrcRvjMsE2dDzGtp4ci0s+2AYb2vQmT4LUEIyiujPxfBh6xZ9bnZ+EcXF3l/EQErcui/Tx7afJHFXH/a9yViyYxdp53L3BoZtLptK0BZcGws1E3S0vKSvYu0c6Cn3i1bd95j1EpwZU4XZs/1G4wZJ7wa1Hv+QQYAZjZT/I9vyKtxd9YjOLI0u+TSwmRAK7oeadgbWjz3r8pxs8x0dlMDkxm8GUEsQ8jSCKYj1dAWgjtoyibNibN5VtxrLI+bumcWmJWO3kOqOMzvzzpg0G+uuxgNYdednpcTidnAiM3V7lyz64i/I4q/kb/URqsdtl2nCkXvZkhQQnTN0jJR3E4rvDLRf8+FnWHRH3NGnLj2Zas/PRgmr+0zKGowlSEri8Hrtkd8xIiHGMfAVMeBoXBfM4cDFnXU13UnGj50unuLaIyCZtlZLvCR1+cFh56qlj1/nkCmtZ/AcxPRMHlwWDdtM9QfcwNXJfB7AyoGoxGdwGtV7tIFNf2dhq3IHgHpi/6Yu47HkfBXdci8OkGuXgu19MOkTBm8uuMr0/d0LhgqSUlA8Ul0BkPTBpWpnUMJPYfbMBhJbes5WfE3Fp3iQPUlSF49jYOV1bdVzVbiipVb45eZxz59JT3CQ4wFAUaWzhZ/S2jw5b14+SAG0uJiKjiq+oU+CqIk/BiBBkdR7iL0pFHUf8mc4yh19/aCuh2u6bDY+xeGAxFIEkNfKwbpJ9G8GSrMJcWMdMjF6lOrPh6MuVPMIVYzBqJctGXikf/iQ1T8DaHn8Suge65g4H0eZul7/kslRohko1brMwMjTTsFLUBfDEeBMVX+VuDxH/9Y+WTEWWuLU+ARMSfVHxBE0b6rj9aP3TJy68ckZ6qI+1e/xD4t1QgE4s9YvKnBrPQRoJCs+AqzLZoCFvCfVS2kV8xW6q9rVe03Vt2svD5AwnnBLwOAYvD0xBpNFesK9cJA611Kew0wYcyQJgApuLf3tv1HNN3/vklDE45IVwLD3VJp0pwqL1213q1n/GNR5RDZMIOx55FhleJzOaQVir+u53LBA5+Gn85oR0oPybuY38U/PPlGcgUt16lzCj/afVu9Sk07m9ZxuhvN9btCLFRjMpk9dOEZjT6+QchPGs7laz+G5AxSHVau8NuwlvPhzvv3z8S0PJ0XG0kszKe/OCZd48jXpegTn+LJBatHWoy5IN8YTAxTGEiY5aUhQMMkJkKv0w7sTAwm5AvJOC29WfN1aL1sAgqQn93cwi/v6tNfzufqmd4SsOcCz7kzaCUWR4RVtqs44aSIiWbLqBMo5uYEtXDkj2EmSWP3FwbqqfXBADO/u6lq/WZ2kxHX/iXNVKXyS/1APfn8m/RPBKujZBERYPIkzOUyrKZ9a97PTflr9FXitwO+oD1bvBB30pD/Xu/hmVyDlM1B7PFfrvgtJW2O1FcAGhUKxYXNrSmmqxZCkDhs5WdOPdC8bpLBgNpLaD32l28AnlLd3sQfFqr64YaI/x8Fd+m7U8tYItvqzMCjSPlQAlB/W9TY8AaBOLUBf5Ecc4NmyT0t8I+Hs5Wh+z2G3AOKRxHBa6xmw3CI0heg9mjbLoswDQLhbrefPdwDLPfU5yucxLjHevj6cU495Ih2o2FWpnOo1E8in1oOpMkhMFofrDL1WaysYpPp+ljnSuNUtDQDg/ahuhk6HdtEAy4HpIooNHdSqJLWr2cqKYINiF2O2zcR8gwRQzSAO8EtmNZiJp+DUiwepu9zAoRvSmwTTP2joPwcjCckHKl36md0QoTDpi/wGRD0P7fPRy4o6PVG6ududFRGe0TnxsL+nS7rJma5fpvPWM2I65XZulFfjAk8HzjvAYFTrkVHEDPCCOE7qyPGreyRAvcppHMAjJcwLZmCTg3ecp0zisLs3/B43WwcmNbmXQY+vQIqoAFyNF5IXDLDoXVj0UbrUFFubSg1rYfeOaM39ce79BVJlJsQ1SA5QZiihbigRP7QPF9rHC+UdYDPVn7yDrspz/06HdukqJCjiI4dNOsuHdcF8ya35sBr7ozmhU29Otir3TlZoRrfTamZO+LHzmFZZCJ5VUhAi5oKsBqtxSsUfZXRxD+hO0k7LlvG5h8sQXsFr1ral1Laoz7Res3i1/Xf0YQIeFqy1lFslJOkVG1R/5J9O4ZLvdN7OJ3MGyDMM16rvKlrEc6tQ/0hrAwtsWXLa3KLP/oaKT3Y8xGHebtF3MVWgAKS2C7kM7QOYbd/JAe22SiE3UqsAcCLlyr3PQKq54JbCSAImSbUwBqd0YJcs9+pXdkOy4sthWd033YdKzNF4o8S97tYcqquUCZkv0AUY8Rw9vUc8SK7xH4JtfSQQzIjhlKjQM6smkvBaon9FBVkgg0sJi3AGphiIddq7gGkxBocHU2+FP4WBZqBa5TUFqhZ5qvrjrBj0DqSjuC9yVY8a/pT5fBRmgNXWp5t7lwO8MLUeNJmkpzv6SMXn9/WF5BWTgqQn+t3TtKeSsepePEjN6KAYNzDlBOO/DFb9h/gl9Z39TYDEcetzASOsflEHrtQNtyDCkVxqJO1c4oorRO1LwZMNK6b1HDn/aeTG5k0Wa69rl47G9/6cJCsGtxnnyvmu2vAK3E0VX9RvPON03rrvuG2npcYbAHW3JHGv40k6AyovyoFoIlGlqb1gyqYguWDwHuPqp+LT+ahqNBFluioPyWhi6gdb7zkYsaWfZen9Z+1lQKpgM/x9DG1wGnuHe9kgtWjszMird6h0v1vxqUCv1nm7mBWfmDpP4qBu3M3HVx69wx8u1HLzuSYJK/nB4FWs+VZuSXgmKyaBkXTi3APnDCT3HRtW3Dmx5tEnADUDoRkRFoRBQAKcLe/DaPkLtDjz/CZ+qtNA1G+4lYR5SiLh8eF6ORXmeDfqvQyvdXkEMJ2aBrN8HwOInHwl/UwlKqEilf4/ruZMpehlH4LwWTEjmAgGpAlADX87OA0SlPmnFn1x/ZEWI4oWb+gDBypCKLWOCVlNfXsE8XzKuTAQea46c3QvG6TumRnmAqCso5P0tJOfJaE95kpS3wlLWJN0KY+p9ITxRol7m33G5HrKLdYvLfW4WQidJn6ai8VKzwVEp+qrGn/1nMrogSl/zntWN/KfdTNadQagHrvfNJOYBilxlX/1H7jH9EVyTwSoyOYeoIrwNn9vpR3yv+WeKlXdGgcpr5KpuDG5A1ih30ABzVIVGBfHdR/dMVnuxken2PqYiTSUeC7dCwepYxeIPQSiz0ZF/06UA1V8vNC+FxXAJP1DhgXAwDeaE5ANoOWqt3vpfhnPJEFNxpoXG3OCNdPWR5rOjjHhFs8sKAC6gNVX0F1tGPZLRFLYTGJyvYRGHEpXQMyH0ynXkrBPiHoiyI9Ye9NhvTE+I9DIYZ2m4D4D9UX+Q56v0j1zGRMa2txJoIr+WgDV4K+Fnm1P2mzGdAySXyZxw3DCwzMYgcGH9qH6cun++Y0CPR/l/fmFGwyPlQFMIk7dNkFJc6/7xQtSqxNkPBi79Lv5ruigZFZ88MO59dMb7yAf4DWLvfwFXrPoA/pVSECSuoRHfTV4SwIzAtRSxXMrayEVaOGRYv4p2pUnIfj1XA/XLQEeJP4bwrWvLOjm7ZHe5i3HC3CKuD1rFYn44zuq8K2+kzvXlIx9MRFgB/9MpZfqdARMszZwnEWZqY63CK9Ok93t7urLA7AQlOVdAGYKVBD4RtQ0vfnj/r9JvgBuq/4iEqbMQpXas+pP098AFwagZBRB4AQzmkBW78WHDtGBK4onoHMxcqbC62YZ0i/JUUup6Oo/7epA3udv9FZ6v94JVM9+C/pnP/tZfPu3fzs+9KEP4eu+7uvwO37H78BP/dRPpTg///M/j0996lP42q/9WvzSX/pL8clPfhJf/OIXn7UeJhCXULbm885EdCbfYt7AhM5EqYS1n793iWi03NMkUQ1A9AhuIhOaCcmYcmIlTPL7OWGmaTxbYBSP81n+onwreAin97So075T+lukJ+T3AWxPBSg8bpi0/JIrYxiKmBVAlfbPnrmvV3FqeP3ddEfje8fvbqSrncjCySI8wKaGvyp3b5tSBY/yKmDiy4f2oRjMUhzkA7p2bTZCsjqo/kiipPRjBjGlsJnQxKD02OF4dpD68R//cXzqU5/CT/7kT+Lv//2/jy9/+cv4rb/1t+Lnfu7nIs73fd/34e/8nb+Dv/E3/gZ+/Md/HD/zMz+D3/k7f+fjCuSJrDJO2ED3CkrI56AGs3JJJujV5LybpGuAkZh0xH74hwxV+9VHXrlbo1YIqoqgnvMZwCB1hViaHn8gWtuMyEmUNSN+Pb7A2Ln1b+v5eFnY2k83oR/oZ+lK2BjvVhovh/zcZg8XilfDn/23HpNK0G+Bz1EeK1B6Ut2f072KPN2tgIqQ0oUWDHEWac8Uu6L+PhYuxpV13cJWUlT768vNK9+HRcdfLL+uxp/xtUmR4zSSIE4R5A27khQFhFQVkpJ3QBUAhkLhnXG6f59d3fdjP/Zj6fm//q//a3zd130dPv/5z+M3/sbfiC996Uv4q3/1r+JHf/RH8Zt/828GAPzIj/wIvuVbvgU/+ZM/id/wG37D+cKswWoEP+2rgCaNInVOvvpI+v18fkDXD+1ei9/Bifzb4vMcyZjCJbCoy41Du5PJnlRfi8XQwiWnh/fRpAwPlMnGsmfN6lGf8L43Nan6zLWu98S9fOW2bQS0NjwN4Chu+iuZUAOh+hvCC2FYSYqtrrP+O2rYcfTKPHB5s3FMKjtQ2KTfqn/aXs77VmVXzttZ5scq3k33TOAkvM5jLlNdbCifrPqbEXguK42DjuMgGBgEnQATRE1s6GAmDFTFoo+t+pxfDDUflG6Z6OrAir7++ZsAHzVgUsGugh1iAGXPiemvz8jqPi6q0OB73Cv/6OGXvvQlAMDXfM3XAAA+//nP48tf/jI+8YlPRJxv/uZvxq/8lb8SP/ETPzHN4+2338Zbb72Vfve71mldmuq/lWWeP/OvhrVMKR2X5vFdzD5B1B7RJCJQhcDKyR9kIIQxcadEU2oXrn99lzct3ui6ySJeA5P/nQAUxdFa/0m5uZ8Wqrdbjtbh6rfKL63TGqeO6wGxS+8wB7Qh/F5H+U/rW+J9pd17RvU3c9EfWubcATFgYoHcrbGvJCWMAayAkXBGE6fDRKX1oF2y8kngYBY11KEkY2x5cZYyCr08cq/UcGLfd3zv934vvvM7vxO/6lf9KgDAF77wBXzgAx/AL/tlvyzF/chHPoIvfOEL03w++9nP4gd+4AfmhQwckPQBZkqo1HG7ddbkM/CYSEssQfX3psZLt5r3vSjQzRN5QErdqivjGVKILMaaD7wW5uUswWgcI503Ck5SMyfJIDxjL8lNpT2hyTwFpoXkBJj6radLxBoY0kVZi7KHunETb/Ub05eTfTyhA/1dAaVh/MrY35SeatvvqOctl+o2Y8qesaxncYoY8ixRSan0I90CeOrcW/o5zMDJ51Wo61gFiFgGBErnuly1XxyrZbB2RUhKbRdDlr9+Xop+RlP9GYpk6ZfUf3d2+SsFqU996lP4Z//sn+F/+p/+pyfl85nPfAaf/vSn4/mtt97Cxz72sbxiVGneZWodnIIi3W4uuzQLvjigK/0jhUnlR8ClKFZ89lMlwNK4qcJNzr0+shqsCUEJgJq4Qf03AbCIOwvXnnW+VobjSq6jTr1zNyOqnKWDEhB7RSNwSWpf/K2We6BwjMA9l55u1HvliNA9irzdqM8gHfq71G9j3Fk/R5UfC1a1gYIstSyiPgftX7ozQFjjLIHqRj63XBqHCUAJUA/ujmGa/obFHQFUGEqgq+6q2g+YH87vXeLA1GilL343ggi1HgS7brgq/+XfZirBrAaM/algytuE1J06JdGSOmHX7pWB1Hd/93fjf/gf/gf8g3/wD/AN3/ANEf7Rj34Uv/ALv4Cf/dmfTdLUF7/4RXz0ox+d5vXmm2/izTffvFEiU1l0ycnfMTBo7zRhQDMQYdXeIAkp+kPEYyDSHO+R3EOr9mQQecJj4i9uKRn4XPX3kwWb1vq9C7ou1lqPldTk4MRhyMA0kyaCDyHV4inp5V53QKhvuSVYHIEevzsAnpT2OQBq4ZTbX5bcV9SdmY8rQHoqON1yN8Z5GTeJ6OgA5o/Oe0mPL/RuBVQjnymJee4kLZuQ860SsecEBzyE6blXej4Vbjb6pnt2kFJVfM/3fA/+1t/6W/gf/8f/Ed/4jd+Y3v/6X//r8cYbb+Bzn/scPvnJTwIAfuqnfgr/8l/+S3z84x9/RIH2V9A6NvW8dYZ/bgPo1nwmEXX1HV0ie5X+bmYwQWH53JNVpQBdmKVzfVeLO4hrJ7bw6gdBljG8NLnnJ9PifLJH+MFFXD6JzzCv46KUpXSQwUnCP6gBp/HdL8P7Wk6t17Suh43KUU/dWXaL45dJPWZ1L2Af7yf9k9LWso+AcFXFGQhpLyMd6GYJs4DAWZL0FLxLhj/3pWyGQBXo19HTOhv6W9b+ZN23ESBNLfr8tSZpKcJdLXhY617J9gFDpxvaJahQ3yFJTaMEVQwodjKe2Nlooqv7Bub+kZzhs4PUpz71Kfzoj/4o/rv/7r/Dhz70odhn+vCHP4yv+qqvwoc//GH8/t//+/HpT38aX/M1X4Ov/uqvxvd8z/fg4x//+H2WfUButE7CPFylA1UyLzc1n0pS4W2utpuBk5uY81VJi+uROkAhc9+3VkMlvOEv4FTjUNoEWJO5MVbhxgTSkmYRfVZuBg/JBLYQ4ZV0xeC8JNKFgHj4o6Um9HFLbb81ftqHcCnJlvAZuCz3noolZISvQGkFXDfaEGkrg+J9IphLVXUJPlXaWgF+CXfQvKs4B9SnSFds0ZeyJsCZ/TxttegDSJ1XfnDAymGrpik1zq2gSf4ykIIB0wZNALUNqr59bxZ/DZy2Dk67LTS3mAY6WAF9Mt9DB809O0j9hb/wFwAAv+k3/aYU/iM/8iP4z/6z/wwA8IM/+IPYtg2f/OQn8fbbb+O7vuu78Of//J9/7qpMUXzYE6KObExG70w6L2d/NQFPyLzg9J4/jQCv0scs2Ao2S6J3G6CWxd9YoAN9uEF4B3WUACEteVg1Gfd0vrfkt0zEyrW0G9bgVNs7CTvtqtRQ2uhxBic05I8EqGW8GRDPyp/lFxP0hKPbRbw9T8D653ErIFlIdK+qCrfX4a33LEVRXFbF+N86ZpL+HJdjSTuJy2jcSVi21m3vpL9TpDNSDnQBgmcZuUcyK69E3XfLffCDH8QP//AP44d/+IefoUBm4Uq4B7uKz/xiN54Pqjw2nJj8nX2qI0lS9PVdNlE/XDOVmLM/ccqyCEcHpxo+KeMuqYLTxX9HdZZJGD1z3QmYGLAaSE3ac+KaowRIte4H7Z7uMZWwRKRPcIPpDM8tN+vPo3Zxv63AulZEllUdq+KDPQOqAtBL1d97xT0WtLzvD963vm4xRrVrBqJkLBHhHYwimFR/HUosjlAWJ9ukAMSlJSuYefQ45wTBde+S1HXfQu3nEta+dzXfblfKJes+bYYS/bt81DGMgHeOx8u+u6+KkvUddZaYCJouiQ11H4VPVHxmk5nN0RX9Tr4JMKH+nbkZkLBlGr9bEniZq/4qAUtdNemvxcS5JTGlxXwAkoP6Dpir/riNs7ZjEQeLsBNOiZ4M47UCpImf0w/9dlCfldRzem+qxgcy8TzbF9rLkAAqzxxLoPJy3hMGFZgwCI8EqmH9DH2p0/fDpzgmFn4JoBzo7Z14I1jlF+Wd79iQdADsMYCcC+0zAWHRx3tS191UfKbeC+s+Bim/A9U7jf2pyjYxztBGci8bpG656f4UppZ7RxZ9Mac05zOWt/h7trr8IJPwBRb7uwGgKtEDCoWZvJ+EH8Y9A4pMVDdbOEx4WX23TdpxFH6j/FOO1w4R2EqPllKDt++JXPtYKOU9e5ert87jnnrcAhoHqkcW8ZV0M2OKR+PnYs6jhhW/DqVpTh9+indkPhpAdgOwOiZZMgktV1wMC9CFsZJVeyFhAemqJHvnRQCdyYPyFUnlL3NZd5rHvnyQWnG+LkEBzVrPz0a5Wk/RrjVyNZ5faTQ9yKtdUuJzUfQ+ylbNEtWZJVEAJBNjSaDj43zuQ349zlTCuEUAOb+SptYznqW+y/fUTYG0hs+uN6ogVNsTzzOE8QpPwiixlDghYZUFd0b192Qz9aFd9Lzqh5lq7wgAJ/VmwO7WfSY+LUBryOOEuwfknk0omzERJxmboQ7LNcecbfltNKFsjksaNzKKsHfjbRIOUOiGFKWebizBe029ygQ2yFZ7VzKUuLp6T1mS6sYS+751YwmTnrqaz2rE6j6vnFDYyb2Hlw1SM2ZCewcJd9buwCTZBP0qCXzqRbKgX1b15fKH81UA0h19t9zkbrv662Mra2CocVYghpKuhNX8VoRvODh7BoQWoAOAjCVww0BCxzpS/Y7oaXIa/zXwGTi/Er76S34BcZc1zpEr45D6ezLGuQ91bYDhaWu4BQ538hFQdcZXM4GheI92J9MmfMwUd8zrCIitvhlv9SytzOMwecfzPeZo9aM/C3q4UN2FyvGS+s3nHcBAf3vGahJ9A43dQvd471O+gZUDkypw3cmSz/ek9gZYbs0X5uah4utqPyjKh2MnnXVrnCbuZYNUddpnHxMV/wRHPrdUQMXD0NMBnWs5LhenF9w9LqSm+qISLCLeseckJe3MfwKwlpw9l7ECEs9v+s2nO8KjDB3LqKBa2sNuatMTRNjyjbEkBkMQizAuHV0XMwgmd7kDQJlpr4/yOPRzmN7hfwbnQ/kkN5OKXpWbMUKYhWkKnzYxqfVyXpLCejwGoltNJv44zxfaNOwfOGTLPUm/ncJBqj+vRdxZUOjn0PDqZ4bo5Bx42SDlomY8o4OSSz/wDxhKutLIpSphdd9MWiphISsDc+nplquzrIIHE2UyiojnaTyLs8lAwBWY3zDOC28GLACwkNiGMjh8BljJcm/ML4OR5nxvlV/7VIDYB5gQV5lQEKXFJctwjbAcRzpzM1ucs4V75GbgugJjAaYS5Qq4F06tn4JIFnB6LjyY0N9zzpmDGvzcQFXnV/V7ubN+5x9qmA5/heK5is/VfbbU6VMb/VtQ88lm81DUjCAEIu0+Pp/vAg0rv/7xwiYpudrvHZOedO/WffsuuF67f79uXZK6tsWsdDYqVHwzmvhI7u1lgxQwEIZQ8ZEENZiOp4O9IGu/GgeDtDWCUsgV9y++CRgAQP1wXwWDSqBnn1tfqtdWRH95gDjXoaYdgGeWx7bwRxwd684gN9R1zo0uJSkGldl4KXLn3gKb5FfyS0on/npBTGf7VlNQ4f4GqC90Oj5DPkcEgQBpuCar+p/DrbjslfO617gc/oqAaspQ1j6OeaolHgFTyY/3oaK/Pdye8918iLyaN3+8MKaj+jSUGMvUHAF4LwqAWfNZ2N6t+zx8160BmXYrPoWBlM95oo/1WUonNsbivgn1skGqEJAAJWRgYYDhjpxa7KVFpD0/lHdch1Wf88KfvKtZDhyz5wEg7VkxQFBeibB72hlopbiS0y0AIvknADgDtEhDklyPrynOUT6trZraObS9+v15QcT4Ul0JNEEsvBhvi8PZzBjC9j6/0RJnqMMscBFZ67uDhX4aoPz9LaBa1OcUNqzWz1k6tSrIxk1rnOcGrWWlikvrVpfvxjmqKViGjrpdiz7NWy6qan2TB9T5qf4Bwy5Z9SuPWhL/ppRfzs0HekdA4oUMGnNBWRJ9Wh3RzeJePEjJTh2hGKUkla7KU+QbzJPqr4NWkq4UXXWoiJE6p+ITW/g6V1fMDugW9ier+yZ/Jx8GnMZL72wyn7CiC//MBHwFYOHXoZxl2s0WdwKm3BdLY4mpfwIRlUhq9/Y9zLawfSEJxVUGr8rcACE1STwgA5wv6Jk7Iq5FckyA5X01CRv8J120nUA++khqxFUG/e8ddHed3wFQAcR0HMV/jKtzjcMm63X90/wXPV2/5khJ9QccMiLhcWZISYiRgdnYI0G/CklVwlhCWd2nTcUXB3ivJEldJegrrlaAG6aB6C9XlMcFDbz8iqYz7kWDlPRRaY5QPQ7ohh/mlwRG07NRCsSn3pXmleY5dr6i0okWVTXHgRGDDlwpPUbAmi2OI6A6vnl8kQeO8hvr0+PomN8sLgBsc7VVlZ4yeGfCPfW3XNIf9vMN+H3Ra3qvZU50LpDQIeJTXhwGCptYbwzEn9oynSf0dyk1MXjdcMm6r4KQA5WVJWc3glYA9ViwqulmdX5VQHXDre/oq/N3MmcDqHJYPC7bYOeexIfISL+SPC/9IlkA4WeQ6uo9+vwG3SyhBmLQrt7raj7payHWyWTS+jONjYigqgJX7kWDVAIWFNCaAk/x1zw0z6Pl4jq18nPcIPZ1YJgo03P351vEE6EGgQ7nNQUhGQFoZdBQDS0GUMEAKmqLcA5CJT4MZCblL/dZnNrJmFf03tGcj/GIVd3qoCi3fdOitjwlLU4fRu2AJOKPkTcXlwj2xGkqf1LnEqb1nUzeH+VRy/f6lXokOj+p4904UNKf3ZqYCp8FkKaqv+d0MeduVXryntIIPY+f3vA4Jf4NghMksHERIVWG5O9xbOJkkOrqvwAopeuOVPoZqDAvFzOQQIBS/eRRaVB/lyp02KxwvyhAam4gId3vHzF0P91aHtIRgZjQbYp5TmrvWAa9RdXyBJT0B8jEVikyS0xrycdmOH8wcPXxQFcJAv0OvAlIOfGbGTqku/M2RMcsJbACXonzj18GtVamjqCLXl4KuwVMU6fUwfYnxtTRi7IOcOrchtI7lHfgvJgRAqWjsMF/y1Ww57AaZ/XMjggHC3lMSwCEtNf+0MMtV/og8j/Tfl8yBThXRG/2Ec/ELDzV1fVaf6Bw5HAUQEoWffFXk+rPGbPVnX2x54R+aFci3EJjSrvZ+cxYoqv4AqhM3ecqPgepfts5gGurzLDlog6tNybI+wmksqTU1Xm8rzSchzoIX0lUSfp6atULsYlZPISPaVRGCYoBrQOFTAFuFn8ZxwErXV3UpZ0BvLw+9L2coV5AB64Iy88OYuEKiA3hZ51SvhVQWByK9c+gJeFvC16DQeJbz1sSJxCS93YontdhdVPVUROOgOguguzEsxD8Zb8+Zu4/BqAWTkAg5Olv+Z/gblU1hU3n5WwOT+JPwpMhzlKCa5MrAMqkqVZyB4+4ykgR6r104wRb8CVJCt2AwqQqGGBJEJ/ezGS85kdmmDt7xLi8eJCKM1Hx3P92sJJDYEoMeerw7k+zsU5GIz5MjJhhr3sOA0AxJ2bPjbBnkFlxaMy9DZLWAQil8CPpKeLpPH7KT4e8HXCCuDIICUo4DcYSqKynpAeddV21JjFOHZwsQjUr9/H0PYAANUB3D0MMrKY5pCNRBQGet/8eYl3mXyRd7dPNnM68ph6iLkjVtjneqj2iK+N/9G31L+owvF+lIVBVrlwB/fPd2T56+HhJa1VSHQvNj2kM7xh8mjPifcBci3DH0LQuIOXgw5LUXk3NnXaSMVqsifQXqExcbmu/NzCN68lmv2iQEki24lM0az2A1HoyHNCdnoGqX9hlQjMv3OYLcy5on5lQW8RO62YZOCH3VUfE2gGqqvtCMlqp+PxKIZG1GrCo++bqQau3qfXOxOl+ax9b6yVAo05NXyf1OBmkZEp4C5CddZUZKf4AC15EEz+DEDbHOKPsQ3zBbFH6oi3069zCXcwnPXo/czy/rfH9XBfts9m6CWZs97mu3aqLspTkIf+qnTpWeXo7SHGchul0AFWZOpxlehbiU271XVkHieHzhszm5mR+98O6A94vnc+aBqz9b7dIlbw/h77/xCboDEzx+Y1BxdfoK6v4hK379gkwLcYtHaIPPD3X6BcNUjG5WcWXiIQcSk+YpTFXVRJH3Wlruqc/PeEEPHZpgkdF6G+d9PUdA9kEWHK88q7cBNHqo4P5eAZDxKIbJTQdn1M+BWiGPSctFk8zsPLFfZIlAytQKslywsXUlePVsP7cuFk1hiUnUdLvzaZFrfnNqSOL1s4I4pGjJrikJyWCQtaSUeTREq/OV9XenNVjgbnz6DPwmxXmQHVU9nO7qMt8rvJ+wVk+Yuq0rXPx2RrP9pqYrnzOqc3/ahgx/gjUioqPpaeVsUTSpvt8mC2pk+5Fg5QosgRUpCEhNeAUjCZh07v6nCurC1k6QIW6z/JSSJcCJpSIubZxr0gSCKX3mPs5b87r6O8KsLSWC3Spy+s/23PaZmBUAWsCVqkd2vuZ31N/tXcLQjBzQVyZOMwBSwiqhpUl6J0wYb3dWhAyW8CapYMgzpmSdg544VZtJbDWo3geQcby674aYFK0c84WHlaOG6B7i9f8El00xY5Zuwqo3SJgSUIiAphUXycRoBddK/HMbmAAHuFUbH61xvbp1+dZNlTohhJxDZKDFO07zb4LpUZXA6Dicm6QsVkHKyAvx1xvrLv3ZJe/aJBqn+CQdK3RYN2HDFgBZB5ONLJyBO4ciOLuPGL/GsFss1D7iTlbTBSJF5bnW0Ag8p+o4cJYAgQq1b9Jtti7AVRJIkrWfVbZDcP+1Fp60vL1XAamniban57zXWbx3vudnjnOAFZL1xKkmLbQ47XS2EJ63kHAbVEORhf0N/zlsGJayExUkudx7gz18zilnEbEcvlhCOIRFH3PRoFxH8Ly2gHZNHpP63tn4pzOUn0OQaw6yyfqV4AqsqlrTpfd8AwI8mpdt1ZsjXTTcldyMItV06WzUSYdMUjFOSg7tOvSktrnjPhL5vXLEiEEAJ0IAX3tDvWrDTvX/hcNUsMeEpAXUjyTHxP/owrHuMhowVTJqko7TK+Gd+V5KPeMn34zyWlZH1LDaanfCqCG/LkOQAEY4go4/1QfjrMCJ6BTf6xdAEtWt41qIz8OSfkmkYASpPHUHI/Km1WFKeez0MYbmcQ+yZkytccPSVByc2vLHLzCoMK7gwEE5J+FPcINSYeKtWdBGeunlvNuu+jczDPFa/Y741XVeMjPINVeMGMGUMyQTCUnmyfBIAj6pACCeZhg2Gl7kRcNUgxQrvoL08ij35msne4sgMDfK2iBoonknm5QSyzym6n4QtqRVkDeK8rxhh/VkeMM+1BS42gGsCG+9nwjvaZyB1NyLP5Sfol+8MZyCi9xvhKOVldbe2UQBxGAJoX3Q+KCQeno9oqnoNU9aUXH6a8YCE6AVawtkoyUjCu4b0xD0QwrtN3Ir2jsvhJ49WITkPk6uslIMv2jtCncq0bxxiMCKCDGFbnRj6/Utco6sRfa8/M5JaT6O1oJLj0BXXoCkNR6U0u+XdoZKAVpqiRLT/4O/dlqb3Qq92fd409/b7gXDVLpMxu2aJJab6buuwOo2MVCaLlAhLbYmWZtk7MBkQHGBVBVfO73uPUqIxDYAG2vyL7SW9WAK7CZqwB1Wk4YVGya8hsBrACWg1Cqh6Z33HcsPfXw3IfC8V6lGyhpC/QqpSuZGJhme5BKmd0iwMGFcD1utPepBNW5aQCs+vP11II7YCV1364gDq2bKEt718BLOnihg0XqsgpOmDwfhB8tsxmfmMe3+1/ZhbV35NHVoo2yK6GtuBWfvV92kREPNoBIRhH2VV0HKTiAXSX2ogYVnzodpfGnCtQhbM/MEVBfMHd+wr1okEpcoD0Dk7DZaK5G2Iko0Zsgmos0JIFTfGbfMJ+kq89jUL5LaeSWnwGt5HvK3SqHQaSAV/MvSlvlO8S5QY3Y3YtbT8E5ngdBdWUS7n7tg1vjDPXSMfzMOn4qEZ1USu3/melw+G2cwgqQsC6MiUrSKMYCD4HqTLXPgEmNB8zTHcV7ojuDU9Fv6Irnltbv5UNn4g7yyABVTdAlb0NWFV/dc9QOUBWc6jKtIN/waaxtkI6T4/2iQapb9RHSR+di7Ihb3JogOJdgEDebPEZrRNAsmjZbhYp2bkR6eX2gbkxLZijsp4BJUtLBy/4u95YIiHhO1D2lmmbIq+ZB9GnVZV9J14ie4G5pasV16iJOCV+nAZYkIxE+52BuUJh7COJRH5zNJ8CB0EXpnXYDELEFwee74vodOqPjfEusGZglGqkSq+rPAYqZvQpas+aySs/jV6wTiicWMAyJN5sYy5n5+oCjs4Vxqu/F+qVvD6j3sfV36eUGVF69UrFUDZqvg4pPs4oPIT1ZY+3qOMTHYCXoW6j7uPwJ4HN/L5dqTX/DvWiQ4q/mBiDt1mfFii8vvoO5RESfucAEWG56m0/NJS7j1ABUQAkQIRXf7BJYtrobvt47B6yhfat3xZ8kvAp674JrBOYOoFqBz5k43EmJ+wROd0IipCfqfCbbNE5jnmeymLeXnrUTbKjNd9has4/qNQtJCQ7f7tpBTEInWjtMPT6q/pyoiZfP4L5u4hBegYnDZs+aPLk+MH+8L32U0qdy6WaFI2d5d7Ds85mlKTaJ9PoBc4arD5UzE2QYAQImAHrdDKSQQEquBEQBWEhCwEwCqoYpCcwrslP6ZB144F42SAEDtY3JHu9PZoNhziUua/i2DnV+0EyeeJPFNla0p+mg0gEqSTQVNDiPE/6kOqR3tXrz6p7sxJr5K5K7AqhOxh2dnIhzJp93wUXVO0UdeuJE1/g60fAAfOYm6++Q5lFW7WmTAOp8BcV3eotxnQUWyAgU97hqQZbcbD1aZbzsHo8Xdot3PJNnbxcppvsCi+oySGIdF+jg5Yl1xlkaAehGL4ufxe2AdAxQ09YG0JYXK4bohnvZILVL7rxVp7OLxYW055sXllnVKMI6SckPkF9BE6Fl3Dmk20698AomNr+mBg8bMHx6A5jNyZHjozjRH2RR9yQpqbKqs0VGLFYcmS2UwkItyXxVnAaNtDAKF1rezdJqikvj/Jjyq1v19RCuKbzO1xa4KOgG4W4YFZ5On1mSEvT7MeGWZZ1RUHSVVGTOqj84szdR/e3oawxlTVYmsHRHbWMAFVVbyTMAUorUwTTi2996CDuAi9o3zn3LLKFwq2BYAFvl6HrYUKt2o4l5k5OjPg1TcliYfe6932CO9tet96okZWMSfkXSSk3pagVy7m/ksQQQ2q73x56UW/exui+v5+YOwArIgAXA1Hp5NsdelM817X+RBpAzvtWAMrAexoBB6r50RVG94NWL5nz4/QSchuo9BaDQYCVMl4OSOqUpz+jPvqZ7I5S80qs2s547UauByIQ/j9U02xU43VWHabVuhHfGYQAlXt1SvDcnfoms6NaKMW59LTUCXCi/AVZfD0YIxW9CkGaGXvouCLtbBcLm9N6z9imS58SNJpV61+pyskQ4hYCGX6SNKgRgRXu0ZE6uqT9LJTWX1RtHFsIFTdPeeFg/rZ3HqSq+YMwIpNI+1C7AtdW7f6Wc/E7fvMmTenjV6+qmKZz70vN736j7Zu5eAjL0bgn3CUa0anrug6tAHNeyegU06rs1+Mg0PPKfhD3NrTrohqudcm/elL71+aJDa5rV490AtWA4ngpQr8AlEJ++LE7tvwQy6G0zfZNLQJmLAxH0BnJhWOFDtJjbxHfkaqWycX8fz4BqFW9SXk0z5EHruVat36I3K48AT6iavDZIVIxhsU5s6tRVoy25ghgxAiZQuK5/+WOxfZwlxckt7pmSd8ZUpIr2tt9Dml40SAl6Rx42mmZWBZZ4zYcOLVAUcShRpB9iTJY/xGUkfbrSHx60VUUngDSq/qQ/z75qO7vtHD0Plqpq+MpF11WOE2jfi6lcZeVCp9IThrB8W16lDuQ7Ar7l4pgk0DKGCeUP8jy5F3bblYwfky1j9kK6StGJOubSyVDYBjlIpoNYOisFdMMKWwxb9vsmPbZuXMEaCKhd7+P020HBgUbyUHucYTotgG26xqnPYtoKEiGP294hYbVIGEPSoc7rUQsF+qKhv3SBFM18DwNY6T2d1om+dG1BVvEhQMfPQ0GRVXzv8Mdh2VgCHZxmkpxzIgLwtVncz1zXmHqgPPkw8IF70SAVlx0CawLljmZt5eTSYnCmxuPt6CK3J1LNF2fdmqzI4HdUvylIwQCKVX8ENMM+FNNbf7cory+HhSugnDjMCffU+6rMWKYMUYHxOYMgMAeFRY1XAKKLFDwgyzFcgNeJ6hyO9cC2H8RPaTXHS6ufgoe8cgOdU+d0SoOcz7j0G95VtREXob9iRNABiaoKwO60bPO3f+bDCtz7pyXi1nvNdRrWJjWJpnH/w3OIWl6nrZaXibei/OsVWuI9orR2ZnOg7ut55WgzKy6idj/BF4RuJZnkzWWH5R4RfyWQqqbmfouEuPVetZSmtCFRyVAF6swePtwc4m2ooHeLZpt72SD1jK7S28GaL8XNt7wVpiHcNHxFRwl0vMzulyEMM3/5W/N8FLf+CBdzdOjUEykTVVqkuUeamQFU5RZeBUDxu1rdZbs4fl/pKTozALP0hWkY4iUCkmfrjLbcdCWROqBZZWIt+bOUKrGpIM9XnfjPVudork1AaXazepiBJ/Q7KpdUfrO+Lyq9dIxi4o84R83wJMylKkUIMOigUK32EljwMxm+pPeLKi2nFYVV3ursKn75IFU7eRalrAFO6pMVNFHDIKIukFSWRFijqzrEnQHWcq4ncBHyY+2X7J+FLd97QzlPTPwzNyMgR8ASfVk7lBJFPr1wDYozcdPBXERcLJr8fABIKw7jbopOCVM/yfwdUfRRHdoJHiAdCIixAjIG3HREuBtfpGjWaJ53/xTHkHmlQBvafopx/IIWBpKkRNGNL9DDPQFhW3TNofP1K70ruGq83lO5ri3xJgFkENUIQzRvB3TrYBj11g5UYfXoEmQ1+GH130b39NEoN41FbTCtDcpPCxiFqpW+qis7kkVfUvGFH8OZKABJkpoPQWtP9MVkvEKCAqK8s+vnZYMUo3OlfXVy88Kt2VD8QS2nfUJ64vSsnqaDFtdvVr2pOwIjf08M0+C/A7S4vNTWBGC3KtwSi5TPUvBMnamxnPAOqj/KNLlFRe4BiDQmB2A0DT9A7EeDFHV+3UtiXWrCdCN8Yb4sOe1kvtfgWvy0DXV4WL+buDlCFqF3Nf80z8zAwsIVyB+25LTU9lM4O1l3R3fxVYPG+EsBYRzlXaAUDkTgMJ29/AgnUEILDKN9Ytyy6o87Y9ZGslp1cALo5nLpl8UqArCSik8x/7xRAanapui3ydJglWmfntL7Dj3/94UJenJpQZc1zO98jQFZd0rzKAHfBNxmeFircnfdPZ8FGA3gRXEHMJrlQy7F8bCD6t1Fi5l+LQjnCFz8zgdAx46/pw7T8DsB6qnqviPH7a2AJCXcy1nFgc93ApMy3+M6qVfRjiFtAaxbCwbjlLgV/5QrazutX0YmZCzmvk7dXAjAfO2zpZ8TlVJevGbAd3Aav2WW21TP+hlAeaO0h6U9Jb/ayMGHpRkGjQC+8nfhenOyr6fvxC2F3+FePEilyT0jxoXQMcOnQO602cDc8J+y6DvjltxnDzvet8J4dooBLIXrEtBSXTjOyh20sx/HnUVi9C+AxA1/DJG6F4CWcebv7/4SVMyLCeh4XVL/ExclFKYtLOaXKNJ3n4grEwtzjozIx8Af3O2CiXBKLn2cxAHT/CDpCdGEnFfVSUrJ50Y1lo0p6WdTLGGBIqz7XK0HoBl3+IdAWd23o2kSTLpVQT7wz4UOxMhAaWv+OF6hvW5TR/O23x5RwIm/pHu1Ma8qPvtyhFwRlyKwGm55HorrVkF3wvXODgGflaDcvXiQAnBMyMqKHGgTT2QpcZQW1IzTwjjJuayzpGyYlDzWUsIKuBwC1wKgtJSV5lgt75QrAzBQg1v+cXIP0tRj3BkgOgifblw/oT4Mbsc2lTzp/JEnX4+XIajH6YIYTfAAjhPuTKQYR8t4NcZD/NycRp+bJ9RrFOUUo7JgKDjtkrbay3pyIhtW9AXf1X0e1c4zgYBjWodSg0gwnrNaMkJcNkkpg5rPwvybT0nFdyVAMhVfl7aoirP+iXmVeZQUncGI8quWmWfX0ssGqQVhd1fp3XTcC3DVKImAe+eTvzJIDHhn7pqcFVxBJPIrADI8u78AVAUrULzqfwwNNl4Qw8VrsRbFFpemfpwSLU57r8RS3UkwygzFiY54CnBGKWcAq1JOC5tSf65Yj6P0XlKcE05JarNnqvQY/gz98hQ3nUK1S3itJxDK8dJ+VCWuGHuc3zdjET0/92uOk6U0tIe5jUG9J318+Ff2m4R+aQ0UQBnUnTNX3xeAeop72SAFnOIMD+ndigM7eK+YcAXuLZN4WUZ1kucfJv6l1MR5VFALANL5+6P8jhxPyuCsFshcwCpwYDhD8jQ3PxV/kPeNcT4MB7WHijuUkBZESiorauPVxk8ojN4PTIdtxkuOKzzeNZ9aN3apbzoIqT8H8SsAVQnjwvk0uEX7Dh2VMVMh1TWYtuysnwTI1n1+mNeJuqDfLwi0g7Kk+hNbR+2r3IBsGnuAzbrPy7FnsYB452PGiIlMD2bzVCmCW/EBceYJiny90bVLTMmKz6Uq9L9pLL2PJIfVek2/qszvnwBYLx+kVu6RMz8WMs2hKVBNCI7PP6BMsLN1mQHS6l0lUiU8xcENFR+o3fe4QqBbN5QOY2oElL6tnfUEdy/IDAs/N15qnFvlMhDfjH6Sa5n1Y69dyYf6UjTQqc/DcoA3FaXzKtX9Dw+7Ae6n9+wKoD7ZHXVrIbI+vrzeU4+TZDHTlmjJy7ud1X3Hn+6YVWLRiAXDEEyCen0lwAlAHMgNiYlUfK7am1rz6bo2AszPoS2auWLm73EvG6QOJvnNDX/Ogx8rZ3wwIFImvtK7mv+tzcKpio/rsQqv4MPg5YcHp5w3ln13i3AkSyivXAJqeXYpaXBHeZ4ApkYfVpPnEWXy+1X/BXZ0bhlA66sZdiRJrRGzzNFS5w4gVsNddUfjAuqHA6KjHscfGLAibA5e6cu+Q//jdp+Wuvhzms5n8jkivNxVgn6Fk3cjAZgfN/FzkeluPBM5VjdRxP2GFRElpx8SzvZsK0CF0QT1B4NQueqIpSbh+JN6J2AuNG/wz9JTPofPC/eiQUorUWYn834qUcY8jwJ0fDVw3LNC9XZdppXhuXkAYsrhDEwcV8okq3mvwtnRZKxHZmoDZ58dDyJ5wDSecpN0Ugf8NFDdV85hnFuLbtG3bP2Wx1b7mFkc4Tiz+X/276Qeh46BqRLK8GPpn4KKHvNK8/J7Hom4nhirxENox+bpwV4j5NWQox/gbWDkKkHvmnTF0wa7Ogrd8lLaXNWq7gNyI+q9VhPGoAGN0F5T8y9VfHGYF91YovRjL7//Wd3gwZdkTNfkY9d3cS8apMIdEe0Dd08fHjDHt+MtBvFW5vdLV6Naz//eyuu0m3FQafWXOOjvG4GV+wxKijsElhMgdUr9MKHcNwGN3q8Jf89g0j0Tl+z15jGM0g7vk3Q04crTWJ2h8DzpsAQoGUCMfxPO8Y65MOxrVMJ6I6/EGzH4OLPlkXQEplrGEN6TNhBSMKLly5hnFRLksRk+93Hc/6His/CZii/2ngiYVkA/0JY73HOBk7uXD1IzbhKY99QTCLICc+pjcWK+nSGgM3eCC5+CL7Vz3g+l6KcAVBTU0w6HID3fWXt9wT6y2FsEaUaT10RR1ovpiYtsmm8hQm2etIjDuSGvBo1nlra0vyci2NPTRb1CmYYIgjJWd4zIEpzG8OGrrimPAjo1Lr2v/jo+00Oo1VGbh+ZTl4R0UOYQ1z1eKR3dLeAVOLOoV5whTIVz5Xgi5Lpw31Y/32CebjOvqj778CAIuB7rBvX/wtU4Z6fdiwYp3WCfpOgzZErIZ893Fxb/0XN+XBO9pxaeM19KRSVs4IYeKXH2Qmm1FqBKZejQPefdIuGhBDRh+4axmKQfmn2U5iluOV5yOD5RCaFnAfwKLinhcIIpMgc+OZg7R3Ng1S9OIGdhA6eew5KKaSZ91XI5f4qX91MOJh7NV1WJvlOgq/WArvpzNd6k72Tr6z32p/Ycp+XR14wf/G1x+pgKW/Mt9iZ7uwmMFCE9dTAy9Z6p+za24rPwBFITwPe6n3KE9HfvuXPf3nAvGqQARGOnBHdFrJ9QVGQ4yW/NxD0PtbuHwNwCqKO0ayd9dXohNf0EAGZ7wYelHBGakqnU8GV8qtfJ+M8wZYZsvc9k9Z6ct1A5lgJTo0hFA6d4nOe6vAXk3imqPa8BYIafJGBJ9VmNywy0yjsmsgmgVoTX4zq9KERW/R3P61SGBdnc4P0pLjQ/IeZS5/PaLRVcfhvXyccTaz9P+mJQ8XHfk3n5oNqjfnwuGnnTEb0+O+VeNkhtmrgS4AZxnj2vXO1BBsJF766I66NVgKX81fMUoA/SHcYvSadVrIv4RiZ3qRKWfbUApVl8BphV3BkIrUDtbB1nURmQjuaiHIQBHZkSB6pjOucj6vkqMWDy4JWxxhlXwWDG5cc7mW/QM4DR+5U/ql6p2wTMpvNNmcmL612z9AQCnh0Q+mbcdO2TP6SxDd06cAMSh8bxdf413+XnOUo7w0jCgIhVfN28XObWfRYH6H0aa909TwCsaRMmEunZMrbbUZ7m/vSf/tMQEXzv935vhP38z/88PvWpT+Frv/Zr8Ut/6S/FJz/5SXzxi1+8P/MN0Iv9XPVHfq3+S/HPfjX+rXde7kbv7/jh5M8tGVUsLT3j6IeS1vvuzAQhYhE/TzzbBF/kcfPnXw3de0Xbbc38o8XlC7H+ruiHE6/tl96t/JSu3WtmZV6f/tveEWxX+73TfvKOvTf/dgW2d9pP3qH6mH8jv7zTf9u15JX+5jza317m8nerTbM4u7S+pn6F9x+N1ThmEoQ1AGyfz5EBsAK4FKI6Ggos8sjqLko72bvhunDaKrGEJEMfD2Rg6O9zO4XSnPnFnEzrwecqz2UfG5o/dZ4zWDFDNlvTdwDWUq1HdAubtgPR26yw0b1SkPrH//gf4y/9pb+Ef//f//dT+Pd93/fh7/ydv4O/8Tf+Bn78x38cP/MzP4Pf+Tt/5935z84ILYk2xwGgq3+rPLDIV06UfSLdrd+puhyF13ePdWle3dGAw8ZhAMMZhxwEAyVOqVcSrm+mr/WZ1OOZf5XYZXCel7uq04wwt3hGACd7Qa+ibXWPiY0iBqs8nzvxfx6nlcVZTjkfWy4ztbXGoWcpZVUV5FD/Vbsxr6/PuZm/lePEYJI20sikfBn6qrb3cJxLGalu9fVT6EZijvlYxbnkr0zd92/+zb/B7/k9vwd/5a/8FfzJP/knI/xLX/oS/upf/av40R/9Ufzm3/ybAQA/8iM/gm/5lm/BT/7kT+I3/IbfcL6QMJxANFinswF3dLDS/xQ0S68A7wNAKR1nICWNB0st6InuYJ4/p+NqL7mve92JxT2LOzWoWL6XeH9Xvqv6HYVHRrffCVWtnoeKBd0p2nRe+/U883AZwudU80Z9KUn1JzXVinizCTRLKZNDpklS2bO/E2WdA9oM2GgN6/Dsl8NKV9vtyB83tHDvLuW2k18hwK50XVKLoDuAzQq09xCkT3NNP9DE7Un9OqryDlV81LcD+B/j49rxkM/mEM9J0Q50zjudFJFeGUh96lOfwm/7bb8Nn/jEJxJIff7zn8eXv/xlfOITn4iwb/7mb8av/JW/Ej/xEz9xF0jpBsilTbJpx9jz1H8z83PvVqfLVxZ9PDkOP3N9ph6vwp2s01OEsSjnVn7M8Z0FlkIsgQKkM453VZdVHHJ37bdxdmVeCvm1hhegkcVcF6tM1fmHoUUNt5dcXnJLtnr0D32sFOZ++uprIpiTzf3huh7ef1FN76rkvay2A4LPcTUgcUDZFWqWkbp1YAqjCiB9qqMDE7Vz637Y/lSEx8Hf/qFQoXrcnGMGQqnfAoysb02l536+/miQqhw0ZmueAOWWm6n4NPwjOL0nQOqv//W/jn/yT/4J/vE//sfDuy984Qv4wAc+gF/2y35ZCv/IRz6CL3zhC9P83n77bbz99tvx/NZbbwFA3xahzpxuyj2GonKaOnmkhwe3pDl8Sr1U5vFX7kycV+Fmi+WoHk8B0iMgeCxAHcQ/krxkEj+lvVX/O9yZ6RXvnZhV/C3hapNLfP4x8SMgrNZr0+u9jtyN/pqCBoMVxy/AxmGDEQUaeR8kC1D8WidyS0BwILI+4muRRDEyk5NyhPMlZEvhqVweAIpX68xl0vye/TjuUq1L+aYDzGOTpu7MdD8DUGcBEHgFIPXTP/3T+EN/6A/h7//9v48PfvCDz5LnZz/7WfzAD/zA+GJT6IVGJxpOek/Qu7NuRSxTdn016yzebCE7p5uIxLpih+rApwDDc7qz9Zj24eTdADzju6kKr8afxkUmmof5Zv9AXGf+R7rZmSaev4MkNAsTZAnLEicQswbW8irdFPIfusU6qeMzqOQK8UxqPZewyAItEdm95LHTeK7A09vp7yvge/gO6NZVfwkMXd3nQIbAoQ5sKdwO+jpQbT0+qHg2X2cVZJ5jtMdHh3Cn6r5iGFENQnh8BvJSwCOaX+cCgw03JgDI6NzGYRgA612TpD7/+c/jX//rf41f9+t+XYRdr1f8g3/wD/Dn/tyfw9/7e38Pv/ALv4Cf/dmfTdLUF7/4RXz0ox+d5vmZz3wGn/70p+P5rbfewsc+9jHoBc3k03fKgfGv+Y8/MsdRywhVfwRVhIIRs5xeZ3k5MfAZvSwDyA3hep5wzwlkj82rEvhZfitAYMJTgWlGkJTicdjN/CjeEWDO6jsr4x43k1xc6ilAVMHDVVWRj5T0njbATub7VlxWKeMutxgTYASUlbovgQ+D10TFN/2S7GK+xTlZo8wMOHEQFyAVn8a9eyAwSl/mHYCJwhXQrV82K4q4F5C7p/WH9HlAHGwF3ymgq2SQImBic/TU5+5KR/nYrwzHBuOJ6dzr0hPbC2SAso47ad337CD1W37Lb8E//af/NIX9vt/3+/DN3/zN+CN/5I/gYx/7GN544w187nOfwyc/+UkAwE/91E/hX/7Lf4mPf/zj0zzffPNNvPnmm9N3A0ANIKVHwsqYn83I9BmJ6ayncsjv93OlbwTJPL5rBXJ9a/46hoHUhrM0Pdo59xxgdiuP1fu7AEoyoHD6ClC34pwJxzp8CUz39qUiSzaeh2DcQ7F3CbQ4SVDJEsfzwzovj1Pjn3UrgB/AoxDdKZit3tc4k3Ee6sH14z4Fhvv6mHlMFyfPaADXh/MCxdfiZzpQK2fzICTgGk9LuwFUy83UJ9YXITWdGcwjelHAabL1OwU4ZpxCyjL/Wbr87CD1oQ99CL/qV/2qFPZLfskvwdd+7ddG+O///b8fn/70p/E1X/M1+Oqv/mp8z/d8Dz7+8Y/fZ9kHQC8KuaA3HJiAlD/fGKXSY+kyyNmkn45S9zvYedgU9CqRSAWsF5wHanrMqLVOO3GrOjzSTYl3dRUIVgRutc80W3x1wa7ec/kV3ChujZfqO2lHquPs/ZGbLNiVAVBSs8y4XAYYIgYzqUuwTifkv+luAXghpDOjh+FWhFBVdSu+qXEFehpAl0u9MXaS+m2QJvydlavS1ZUKhJTHEha3uRpaqKnqdOv1KiRg3m8cVvoo+sH9xViCrz9KHzJkUGYnY1hS0c3iJUAiQWCjtH7GE5rCAz3fLUnqjPvBH/xBbNuGT37yk3j77bfxXd/1Xfjzf/7P352PDntSs1HGuUWWZhzKKh/Dp9ea8Mpmzkky6MmsQpUtRpnAN5sRFetPTIieCYCOir4JTkeEbAoqMiFCJd4srROwWrcad+JPaSbh0zZGGfM5dJJhTC4IWeVgIXmfycIjrk1XqX7Ka1AT0juW6pZWsqsKe9TZOirMwBFgdRDSKTDVPalWpq7r4G1WLxxhxQegg86OfnI0gEZjf6qBTl/WYD+Vm4CK/9J8WOHF4IY+aY3hw+117yn6iNWhvUFhYOMVqEsuza0SZ2CQqnHEAFLe30iABQH0cqvxVpSuPx35nnVvvfUWPvzhD+MbfvBPYPu3Pthn5IQjaOEnmnhDMronzoyLnBOvMkNm+ZXnJeBM0/T6ylHcW3mdfDet26KuU047nnu/HBpDaElX02ipk55Iu4pfwlvcOSilOpbwu9wMMAZw6ZxIjTOVrionPMuzlH0Xyk7G/3B8ln913E+ZgRSflQIOl3olsGro7hv4cQsM+wXQTVI47IJZpDiFOCdJA2YooMf9v3D5TJlE20NiKpLU5n4DqjpPNT5ZX+p9WfhLOzro6CSM+0G7ccRm7Tc/BNj/fz+Pn/5//jF86Utfwld/9Vcv2/+y7+57UODiI2ZhRP3Cu5gEHZ6Nt7kJThRnymagcRbMJiny/pT2+qRbjym/obrEeml5BjC3CiqIodwOoXQzV9nDE24AqBWx4vcDYZHbwIPxfVXXVd399BDjUTqvDXPnFcRmgFTrBxz3yRk3AYtM3PQ2OIl5CmFcA9+87HuqP9tTWY5bMqjQQmDRJQaPy0CmGEGKy56BrbVdxIwayECCVXn9XJMtMCcTZgBRP8XhyZK6r/aJ0jK0SNN+5TlUrlYKsC4gFX22czqqDPeDAycBy+AvvwxCOgJ3vNcO1i498bZMAOG5GfWyQWojkIKNQxqM406QAj55E1nITwjhhcQEXa2I7vhz0VNV3xh7yOvIHD3h0uxFZOLtILB6DOGs2dayin9FsAdwquEVSCqo6TkAWsWZg6HmclZgNGnXUm3IbX8GoGIgSao7f1+JsVUu4gqauovzMf+gBqQ4Q/wT1V2O+WwsVIdDvEF46Vnsq7aDWXXy+4NEEUnt6YduN6piUffF8liAkZc1ABPHEUpjA1Ovlp1ShNpPtrc1v2Uih6f+dGBcFVYAqZ5hqtJUABTHTRIlg5dGf4YUaelbuvcDSIm2U/ZMLWac09LlqSLlXQIL5kbSXSYlP9b3pjTF71kv/XkAdajfvDVS8+Hycsy8cFHiLtNmdwhQRxXlHDQ9LfOpxG+6x4GJ/0YcX9DLfFHjlnr4+1pmpNOxn1DjHDhqeJ9ekohJ+nvkZ0Jh4W0euIcAq5YvA+2/7Vb97e+o75eqP05P47Qeq4IY1D4GjgAQ0f6NKUvie0vcBYtlND7zfOZ8Ir6Zpt9aY9FPkoGS2s+/rObWMU2ZRzPAmj3PAKpKWKt36cfqvll5C/eiQUoeFEKS1IAbt/aiVDqnhD6b/DERFlobbVQ4gFhNDp+YoQ9S1VlAI+7rCK74oHDUf7aQrL21h87eJzgFkxnxXoUr+urluDsyMKyAZ0HQpnH36p/sY6zyxoEf6ERwkV88137g8BMdrnVyW+Kl+i7ARhLwrDllHdOix0tgtnKzV9xvgRI4HCufH/n8VLmtPI27DsA31IkHTdHu0aO2NunG4N+XN+Wp6oyG5CXky5n+9vXdAS8ZZEgrpOUxHpGp6yPdv+f7Tfv4izisBq3DwftRNB+WflbluYrPwgfpyYBo9KvtQ7VOEctLHurBrbl72SAlCmxZmjrL4AFtYfKEcIs98YyUBHN7dhjTVNpsVaDP3FbYUDk+ELwyUZ/5Ne7JwbgfRX4nTOu9J18xXKcK9KV5NfLCvwSoIFJyGG+M36s8cI2rMMzea46LiX9fhGvLcCqpAcPtB71tNM63+mviGjgw6nG4h8kAWGIVTGo+Bzvp6eMuOgK6wcpPfAksJsOtBoD6hsIz9480fiw9zQ//krn5vuhbD9Lehojj4KEUyRlVK185rpdPjymOgxMvqzJ/AeSPLop0Kb7HyP1AKjzum9GIBEnFF+UGQyIDCCXGBTk8v9cCTMgAlAxOrJPIui/+Cv19P6j7RBTb1ilSgMstN/RN4qPodXwcuiS0j6XRc7yWEjYLL2ACMeCBjOq6pd9XvqzjWP5BsGq54Hp5WLlf8LlcymtA6/g7ocX9+QCg0iKmPPN7vb2HRZJcAqNdp+kinj8boZgSZp30K0tiC2f8EQVI/IlkrPYWe8nEJsKpYkKZ1LgWR704zqNWzttU39U28dhyn0zGpDILdUwY0KIaaVxyhQZ20hk9HaJmIKL8tcadpRPkmyhkUp0J/RlCeN563kr9MgEo1DScdRnXZTi974C1UuMpgR4DEzowGRCJgxkAibCh2VP3okHqctmxXfbgMo8aPRraC4U1nbTabBL3O1epecJC+0R01V+8ZxaKCQCVlahOedereXsP6p4Utfkye+krnVUaj3Wa/UmCKsUNhJ+I0EDAysJcAVYQNbcWA7IqcQlGaGBW66YlLVq8SjC7P+eRy6F0k746dAmB4XwFRknK41C4q20AUvvQNTZEvFwllcoAxRvqVOKVtgxtnfU99c8oIdjfKj3Fe835gtYGtTmfjdKm9mPCLsau+hhLi+uAA7X9Kyur0wErg9a7A1sAFlUx9ccM3NMc9rajf9TT10YYT2heA7XjCVwGtZ5b9M3M6E1lF/HcNH3TOOekF+3m6EV6EvOLCRMi6Jqvy/tA3eedIK62gwNVXul1UzTPoppplaqskxXopfDMav6eFb2LGUqzcJixMi5sa0Nj9qSEr/2uBkxdIHO/ChHdaT88k2Pizg2ti4nCKnE/AqMVaIU0M323yBN9sQMjeHXiWEAs/HNwG8LR83XAit45Mw7So4lTUtECUhJg5VF8HTSCq0SwWlz+JpUYgQp/cGxeUfpb/etq5/aVsV5ZVobKi+J6/w7jzHnTGmnLzFcoz0PN61Otb4yJDaDRPGSofl+HSn4K93xA0cYH6qvJHA9g8r/l0G7ts+kRg8qQFH8FMwcvByA2L2fpSav05MDEgJVASiHb+wCktk2xSW98czqsF7WJ0BbnbLIEcqCPMkX0hDbbY8Krc6meS18GC+SZTOCjd3iUGrBV9za4rYGKV9ZBeTOnGPo/Euo8TlpcID+FV9BiAnek9hg5cco77SGtuXcAWSJL74mzT2l1CKtxI/OBwB50MH0UsRMhGi/+gYBHECbWkTa+ndS/GhCX0PLYRxk576S6eAxIWVunatdhHJSACb2PJ2PlTIHGuq3TVls7KZ3TiBno1KUhLm0pssqVl81qfVa3Gmpq19xYJPfDAFBentVPeVxR/hIgDQBUgWzL/vZep9JT+NFotTNGYjRb3w97Ug8XxeXhah+8PGpwV+2pG0MowZkqdpulanFcblelCbc34wqxGZD8LSN0lVtWxOWZUx1TaBmBAY9UA8aiWaTwxQnCSvrLNOomOFl+Mn3uK7mq9dgvN8IH9VxZsCEFHS3oiRXUEC8OjuqiTKU05euwnI7fo/oRE0t2DzjRx9ad4fEpnIiOpE1yn1e+oc1SFkSmt1XHX8ozyokyacBlUXWeEDp5VfuO+3smse4jM9Hia8+f52ECVwu1A6bMVHaJ1PI0UURr+UYPgknlcE+mORvM/LO+ov6Z3QifLPl2QK59Hg43nHuWMzAqaj2WlCIs1HoYVHx+/ikMJC5q51XRNFuu2nNNF9A1XgJszmm8Hw7zirgk1WFi5gaaP3Gb4xJRapNJjDOyQSDpKU1y+t9qN69EQoYS3VeEAM+uBkSRxmr5z+kmQDPzs/RQAYppS6pjAov89yZApbg6fs4ciD2pMb4TJiYgWsrvoJMBsFMnDs/m60TBbrmYFxqEN3H0ZG0lAUpW7mbfOdpMivJw36OKq3vac5fEJsQ+AdaC8B6AVO8Tih7zY8Ug1GfqNwIMX59cbNAIP3dEWoxgRJlYVP+sHTyfnYZYOvF865o8GuPUhnn7p3Of8wdyv1tzB0nKxxblL6vxaPyT5Z5oNys3tZ4Aye8Sk8j7WJK6bDsuZU/KXZpHZLK9a584Mb9j4khAk493Z1B8YWrE9b2rvIPVZ2Q2WJ+sVl7Zw2SmgMlEv+eTIAO48WKxv6H6q5ykRPJXB2qev1eXF92EUHGcewCqf0hPO7EDijpFB8ASoABaB5q4/cCBRikOkKSxbF3o80g7MEY/UGfU/maQ8GfQPBK07yBtPl+lEQQBZBPobmvB/roJehAsuwqI1YQBdFE+A5YXL74sxvqu2uJRvO8sjs837qs6Vi2d5nGHljJsbApYJdDx9ARGnEVZJnktHrmyZp3vDDBb9kPxxzzrc3iQ4GvRCXAAPhuFOt78bEYPSdqiMPgNEgZYde9JzN9UfIrtoiE1+dYMBLFFg/fDntQblyseLte2PAaU6rJVm8stwmYiehtngeuWd6B1vofTBFA4l9RPpqfDe7vHY4P1fsaqHdrVvgCSXSoi/uiIGDg7VIDiXkWgqmagoqJGblijH8+sy9NOi58IxnShlndMqFq45ve+mIHx43l0pc5MVZjUdGwBmFSJOqTLgKXGDXldlPLQlEdMiiA6NOmWVF0GfzsLZeGbS/sSh1ZVxDhjJ1ikEtza/GyEyPNTC0cmaE7s4P7OvEVtebKcJeioY18AaBUOHeLkvmpxon8ENh7EfYlb87b5Huualh9vE1q0cR6v3sskzqofeP76c/n0RjBc0Qc9b+XMCaA0GTd0EIrwDWalZ+Gs4nto8yHiCICLQi5tkYn5HaQ2A6nLpti2Fuey7Q2kgAAreT9Y922m7gM0rVugztcuIflzj6gxXxX0mWZxrbVHa5PZpSX/NDQl7huqUQPyH0lNXqVDv3Zwq9ypEw0l+jUrg1/VRTZJtgp5DieTsodiOS7/VuEMVOh/e5j2dFxGUsGNoFcJYb/AU0sancYJwsr+MF/Pz0nCWhDdkMypkUGAQfOAwESclTcVi245TpfQLPdNTNpqhE427RMnpbE4ZEFb5+Th9FF6be2fq/mICsf4aolXOozWS+MRud9A44+85uojJUthY7Kb7RzArcSJ8mk+j/Nc07zObaa/lbEwfySbxMl//Y4+WkjDodzmj1skXEqSvCfFBm5i9Hp5MLy4Fw1STd23z2UQ6SDS/MYh0rsdxk3S/G9pO61wWiMi2OkQxKjxBrokVa5OAZC4tI6EVGFarUtAo5legcrKCMvFqgbMvTOq/iivpPrz+A7glRCem2eravRwHcOtSWNaWpwJeGoe9Uc3RAurTZK0VQDJwaRIRmN8pXDN6r6Fn6x5CniVCVn7USYPJBk1wGr+tvdEfr/xe+9xmrRlg+57VX7ZqqsLeS6ln5dfKHwatGOUSuOvlJXa+wRWGMGJ46SstYOCt1XbOcj2rq8R6UNB9WCms8cLY4S6dtBByxQnfZ9KSvrJ2M5UfH3OOWBpj1ML9moF0EgCnWSVN0hS2iWq9Kz95ghW8bH0dFE7rwps2972n9AlqWYssXf7AfFjEe8DSeqNbcfDxrqf7hRk0Qcx6z2Yiq+5fd+wa//6phrxVm0LXlVjdN34oMOUTzYJ/T6U3zJGZNP0PseVos9Qp4Z7kFKUOQEY1ICTBXVT9XcDgCZZHkdehevoTwuW3gX9mxA13rdIYET7Rgw+AxEAhzk4tULanWk67jf5vpUDUAWpq0L2neJbBUj1l4DJ3yu6lFWdMwosFYgQOEmo7WTbmtoOaNKRES7ZtiBkcmnzXQyw1OKyGtBVibyf4ZKYE+MuufVZIQMHMnHaPaOUuwImItgRL5fT5rD3kRowI9a1W+hh74AVyzHmW//oIdc3xUNZkh5m1U6YdLSuqmra5iVc3VfnrP8S04IOUEXFV4FJTX2npOLzT20kK74HK/CidlcqIHGRArBdmm0AJAPTw7Y3P4CL7Mm6TwBsl+uiI7J70SAVouXU0Q6RL/gu9wMQQ3SaQkmCacDTOB8DF0VbtMYKRVoDNBE3b6dZ4wuEF4u9H/DpxlpOs/3I73lV/yT/IDC3yj4q82TSKQdY49DfqZuBWg3Dwr8AxAoI6VZuD1cdgFNm4UUqcjVgBz76Famq9dFO9Vp0VhBBRZdkQJZZRpUEwL7bPLW1sPkSMGKzIb6P1AHHDSxaxm2ofQ10LYJaZST+p3pFVW+zMQlc0pjkQFbr1fk03n+H23tDKQktmJPzuqv+11kF2VllS4FSwzUwJ83fFcmr5ubsT5KUzOO0eJr+Bme3cTw3kkAAj5j0lCyu3Y+s7uOwM+5Fg9RDSFLmtM6/tlyapGRLzSzW6pwudzj2+S/dv2+gWT/+bTcl2/mpsozjXAVAs4yuV2GCkxwvYAZRTACQoifs9d6Y5z9V/ZVsve+GfYc7gOq0YxCgZ3dLMPMFzIuZ95c8HcVrXahdr8vqlHImp3/OnEDo2kFJrkVichXgvkd+HaB2MqjYMZOk0oSeOQGBVJekmpGEmelt9oM0SWprxkKNI5YmXVx6ugDmjRg0M7pIk6IlCQMNtyDsA+P1UgpbOI6iFMjzwOqVr8nSlH7oK+mAqQSww9J1r4+p5AMtaWlNAIjjHQLRLAK3fSZJ0TxMYVxojIODkbWxSlICkqBAEpP/usoPF3RzcjOowLZjM6lq2xQXu5KOrayTX7Lqz/eiGkgp2ieEb7uXDVKy40GooTS5Ghi1p10lCPTeuqrxQAFeAPYNapxRAzabtFunYX5hcuxZxWSRYNt0D7MKAgU2VqcDggWshgtrBzdbOkfhOUoHz8lrVv15NpMVV9blqwOqiUuMlxMUBhGKl8IHfwauFCc+e+B7VQ5AGuXJrt16z6WgXZtqD/bu2jKUfQ8/LJ1AgeveAYkAC6Ya1EqApx2CBk5of33fRWTr+0zbBlfxuV8cnDYHpi3SOqBha+AlQOxlhYn6ZrPACaDVJaYPE27y62pac5PqGKOPQQBTAiUd01H6UHU6k+VAG9loVOwQZOjFTLV3Zgmu6hjtnO6ZFnBazQcvk9SxrtoLcLr0sLiTbwAs7So+BykHJt97MpXeg6n7LuE3kBILF8UW/j32ohyk3hfXIpHqHYAReV8ltMNZDZKc0jZ9scGJuHGAb7YyuwXactJ4J24NpR1mQvVnEtWo+qNsAxC8QqAInOBWR5QkB/4MntkNAHQU405wipRn09U4TAxW6Y/exXudhNV0VBgTkRJ3sOiL+CZd0XPLjtV/9CMJS8m6j4nwvD1tnisEQt8rwsb13oFt6yo+jmdEW3c17aDv47Y26Q5CHmK+SCshlpmr9ZgtA4fIgkgPbWJ/VetpiadTUAuXlzC1+yDNrfCnuIO6JAmJ/kphxGb5ZAkWU7VebKsRgK3itp8G4+HqPYimmyPCCIJ+bnEdEpOgS1BAUgFOFUcT96JB6iINtd21sWwLSQMkgLb8JBaSKUIsTTZO94zaoNI7RboweacV0DeHe5gv5lH1F7A3YFLiOvnFFDpGIhAEMRonI1DhCKj4jo1eigxxuqVfFLcCYHf8/k43q+nqhpFaVx+wpAaEP2uSrno4JkYWGn42JQ/VX0hX9teNJa578yuaVBWqP/crdGepisAt/lY/eqe75V5Y60nLd9talG3rFlmqdrWXAJetlWVqPezNUELMIkJVTcKyxbDZoNoiGCxAmcCl+mmp83oKSH0ZBJzarpqJNfXNOO3KnTBpMvc1MKtP5PXI+RpWtlxVruAEnFylB/s7u+ZrKMj+9k+2S5ae+GzUxcIvmvxwCcuvN9pgKj4DpYuG9MQqPpekHrYrHshYollcE2DBDvPCwan93d8P1n11T2pXYDdFuQMV0MbIlChwVjJMqJHXlfqCtxmxoQGSQAPcQvUXElWkRizMPZ2oGgh/0323dDNAyjT9AKyS7qG+p3ScheJY9cf11RlQcfm5qES8HrHAJ5XpxVQCNlvAJXwAG4o37F8BYMkoQMn9rtrzMD6ca2o94f0m88f+1PXaQAsIkFIFsF87eIXhhMYeiddrcGL7TA5WccvEBsjexuJy6Wk3AyVXC2xbk5Zsf0p2gV5IJag7LYotxrZ/JFEDJEeAMrdhdFIj0aupEUUFpg5KKOFi/WI9SOX4OrG2H+keCTTOqCin7aCqRV7kT2VZW+JOPqB/kqTM01RN6X/50O5gXs5+v38vQAoGUkoqPgIpUvFVtZ773cra96EuZNEXUhU0wMn/6vtC3YcsBwlZ44kBlasrOoS0//1YyJyLyucjfJ06hxQTMKnpOmWOGyYwU/05kAF9YQlZIWVIyJP9AKxmCW74T6n+zuR30h2C3XOk1eXD+UKCGNTJUYin2t5SIh4cR1PcMMiINARC/N7+KqsLOb9aZbfMA0hFQDMmVI+gOlC9CgMTasHIRqi9riGw117wat76nC8D52u0uqnqjol07Ycb412X1HPxTTfd2YnuYLjwp/m4qjgzBgRaEAJY6WH8Gy35/Nc6vav6WMVX1HrQIYyt99yCT9hv1HWlDanuRYOUHxADypqztbEpwY3NUIFgEw2wcbklrlayRdUwRpNUoEDsQ7XJZP5EzdtfVy80jOwLPMpKQ+Sqwf7cXYYRTe/rSihEIRbLetUcqf6CQPkfyi8s/Rx7qaixChQ4y282V3N35rAT7pBG0MJv61CDGGbVn4dnAAnOfif/VMJSUvFpkrCUw68uVTFgKQGdH6bt1LZNOUEYC7mxBGB3qfXZHRcMA+gHnABg65ZsW6dqcfgXsDUgULNd909c8BqJM1aFSAofthMeOjf2qONCe1Dpbw2fA1WfHmXCyMRM/MiVdjzK1cKoKxh0knrZJSkz2gmApmpUM/NBYroUf1HxhaHERScqvj2s+rYHUvE9NDp7uex4uLSvTjxse1xJ97DteGMqSfUbgRy4uIO294O6z61HeNfH1Xi700Wlu/bEUDzAw+/pIss26RvDQN5vEvT1UcMrQAnvDUGoDLL0s5XqC8uJSEzEoOTo4GnhGp6oDCUChtXFm0cFs1ZA5RaQQ87an6V31RxUuB2zPbIZUBH4iZZyTrgYmll8ByZQIwicmDBgElZvhuB0HN73rXTYh1LyN8C65v0sk6J076q/+AsGJsTYC+mm+n6SU1uNNH6gF67O23zk+40V/l68LLH8AbtOyeqxEeZ1jLNnWwtEVIUnMP3hseltpXHwNpQ007NRsJWUlkTvm7PuNKAduDRlU72R2xhXaKEfAnfQ4vi8Zr2/Bc1Ks1jxhT/u5QNZ9/meVAMoNWASAyzZZlZ8XcW3SQamh61ZWYs0i+u0J2ULrlsEdLdPpOmZm2mMX5SrzM6ZqTjEmSWS1esOPquyhOJM802VLoPHHIfkcM4jskgsZs536BiPO5kcg/HIkZOxPrW+ib6cpA9a/g75vwvudNFJpccgSKAGf60UP4Oeo93Uyk8pLTidjR8RbUXNv5ce9eI0evCL+CNIcxtXoEENv1HOOYCSpMKc1JXSPXrq3EtUHuMKWPmcCYn+Vt1k9Gv5uwrLzxph1WpvMz+r8jZo7DHFs6v5xN8ZMBFAiYy/M+5FS1K+KbdQ1z/aBVfqG3xqt1MkScDUHOgSUFupQkKLsz/tb5jvWv5dYCtsEgGXlnCqJf1v9fEQzzd0mjKh/LXMlkOVqGYHgXvKehpsZGCTBCQURglYyEsZ8d/qPOPVe67sjIg5IVilrUSVCWgABPptEQQYU/AhCYstALtUZeBULP36sQom1BLD3KUlv/7IrPWUrjryNC6Y+dkqv5VC2sZW+5SHzU8R+PUUbZbbKcGtq/bcrgLoBK9KVUmouYfYM+AvjCmSo/2xflxkkfeUUE+mAocTIJxWA9Yquifdrg+aSzQnK1AVsGlSUuvcmYFEU+UB+qDd77ecP3TpCQ/apaeHvRlKuIrPjCXeuFyxbSY9TVR8D1IMJyYqPqcX7Da8D9R9zR3Nxqe7ABsHLT8jgm63F/VwIw3p9eJrkgSRTTfuCGxzik0LPMLRQS2y7uEs2U0PBBfVY+8yTelBLevlDF7kIuyaKG8XCJgIQFq7ex/1MHQCMAOzBYjcO+qPmiFKngloiT+cBKi857S380n1ve9TcfxZxRRNPef7TdveDujC1HO6WRw1pguts/e9s7Fmqg47J4UdEFOft2KsbLvXMLrET7X7X14LakBGgzzfa73d96uDu/NsnOpXTmjlQm7pqY2hYxBKxffop12KrhRGGadvku30vqw/IINqBiwL43v5/MCuxyGLPiXrPTcxb/fx9dskNlE8XJqKr+01NXDaDIwetlHF10EKZsW3HvP1lXbZvXh1H0+DoB8Fv6vr8XrAEFYTrIvNUsAsWuK8NHOXqO90Eg7cowbkciJ+SrNIHylpNc0IDHPKnEflPGfl4aCfzxCACRdbCcgdpPB2Wc/pgtAugIeIMNPkdX5E6TiuA2Ql6tNixzh9SjBIUOKB2PZVJx6XwbwaPizb038JoLhQTTT6kUM0S7XKqS7W+3MGMGFykCV5b/cksw6gGCSq2hkrlV624NPyyQ1T023FSm8rajwzVGP1Xqj9QId0jYHrVnxPG7MXLUllxpW7xZ59XgdD2m5DTzeiW9p2tgrtr/lT3gvawkJDC9AoK5i6tKpbipTGXuqBz1ssi3DOh4GqSWpClex55/S5NkmiEpiqyImR9Z/wQhvzqKEaNe+rj7SfEM5T6L3VgY3F1qA7pou63kObhkjPAX1EvAcpq4f3/aWYuItq+QTLpuHRAfC83Vxeohl+NKJ1vpW1b72D4xs16AcDAciOODiKHe2CWh8Yo0ACqraf3VI9b/xSgZGJ95GxREROrBpcOqpfqJ0R9oT1TFGLfwCIWvdJm2J8yqdh2MKvplcg+t4lIgjaoV2TjHa+f+/SniHawv1m8wfYbeaYqvhkU1wemkS0bYo3LldcWN1nBhIf2K6k4rtCgH4VEuhePiDOQ0U7nO4uumjlXjZIKWM2aAF2Is543hk1B6c+uQOgUglsk7KgZrwojdp2o6psHec1iq/7ehI0j98j2NV6ZAGYqL32dbhSAwacTSAx4hXwOlL9LZrP+0mDXyhOqaOC9ktkzOtoJncMk67K4nc1k1l+FfSq42F/DnxKNfTJR1xUCgeFH2WlHai8sg46Mb4GVOhHH6Iazh345ArA8jltjXfuIRYYUj4CtTNTHQjDGjCqxnNt0S3xt4DTIMVRRmV6rnssF1zXefI6CM2YrrQ+TnA4PgU1+w9VfJxUqLu3DrT58+4YvwXl8f1LunYPX3wj6tLmiH8XyvefNjq0W1V8Ta13tWsdm1qP96G6gYTPIaXlI7buSyeecC9e3ZeABwRQDmCa40GzhOXvhjypIycMzvM5xoUlxdSsv+UxDhF7DK95zNMfpXGAQ+IY/TMPHt43ybPJceTGC/vW/FzULWiYzMNrHaf50fOQbvbX47WVN2Q0a9/oZhWQkudIJJv/vsV87A7mw0HQMny6aDACawVcXfwiTgEolHQRdHJFzqQnzP1DjvX9I4cjJdPRP812VT+rR4BQ8TuA8Q3o/P0oiPZPbGwwM3NMVXzJX9V9IHUfOiAdmSVmgJot1rl72ZIUmmpuD0ByfwOZPSSmHr6jhUM9PQCwiq+oCZEB67Euvm4qfFHSaHTAEtUg/MQMLxKfcy5a3zkP0/nMblEovYHOKQd3bYUbYVDY4UInroq2qS9oX3q15P6BQPVwK0L2zERHW+L6GmQVH1UvGPA6p4t/YNLFOF2vJzwTvp9Qs1rQRKtsbSidwAahs4rGeSP3cyTqLwebiEPvIPAzSWpxXMAZJaVnchU4hnfWASFhUVzxexttPu/UFIB4Z7FW0pxNBjy9vHF1+cIrz7We0VGeUQV7m4MEVP4xwNEPikN+EBBgfM/gEUXPhitZ9Gk/AzX7Zmspq6r4urVe9++u+nugQ7sPGtZ9eFDgoTG7wio++3jhtikeTN13kabic0nqA9s7ZiyheEPcik9NxZdvmeDG8LgyHQ1N1slp/cJByn+svrPnCjzUMdFZRNQzEyiRz5zlvreWHXTC0Ar9UK+vcgaqyrY5DXUi0lVavZiWxOCPiD6buAvFG6cR50eL3tIMrVeA7wDkOIMqTUpVOE+uK4p/6IR13GjBrWFiIqM5q+wp8Ws5Q3wHL3QgmxbOFVXKu8yThNTPD1TTMfXWBYNAXANQOAfKyKFfyrz2LGGq71kzjsDS/8wIeZnbkVSojwl4uhQ+t+BLln0T8FnOq6P5RvxNZw4Wf1d5EtCGio8AjO/ry9Z99M7UfW40IfRziclvi7iEv//199WIIh3aPXIVoDA73jt3Lxuk3MjBGt2NIqQdQwEAk6j2AKQOUDNJKpg46tQeHz3Mn++gHVOyJZa5A1U8lpjar5Lp5WrJJyAigRjvl3kZrf5EcEBxJvVqSdRo6oS6ddrWOW2Dr8HgQXtY0D+nNfy+hDMjnkhToYmpk2eAMxA8QejLBej3PhLjAED49oVSgWbqjdElgim50knCMsmaASD+LoDKxUvpeXSAzJUZbhSZAtQzuMocJc7lFiErD6fWVu9Djbbbc8qy9UmXimxtFCDrAEX1ZtA6qvtsTQDdMCLWD1VsBr7+iurDAJXAyd/ZPpQGICH2oSBon3IxkNr8E++bGhC1523rEpJLR5dQ7+1kwVdUfAddYq22n5S/59yLBql3bPdw14bjuwquZnrEVnxdHZj9g7SlvQMR4UB0dAIyB7F1Z68YYT5s2BlBjfySfR4DiHvjPxAwWWoKT4SWUQFedquIOpIEYbEIvQPsDI4Fq/aDzW71JxhVf6E6k9jL5wOgzAWzOoW3ahK3z03lxQwkgPDFHd0qvUlYlNPDaVAE2e/9a2oi2UHfb6EMtzavhMPVQc4Pxe5kKCPtvJJzQtvemJJtN8CmiVSd9OuL4gu8DFZCz0HQua2vAKpmQHU2IRHvpNTmcSRgCgZK6DmIt8RY9T0aKV+slQhP0hZLK9KbkIBj1l5y2VhC8/VHM6JR5n0HJAlQ2tNZJwMlv5dPzP+AZiRh6j4ImorvoX1OY7v0+/geLle7j69Z9D0kdV8/D+WANar45tQvwEgJmIxuxtbLyXnxog0nGFTYyi+AiH4pzGbaCqDYOrCvAmSAuskK2HIaxsFn7ch49dJ65gur2UzopefZJ7omxt1vMR4WmFCZqUKUZ5RDb0UDnCrH2d6PbQv6k8rvEkzphPArpWH/EBc3hqSk4bgMYlr7iOqRpaHOrIxSDPGZlF9/LfkHfk+g4iA0+wVAgeL3dNNGL5+fz0ksFvRFc+ZXAYpfR/i0wPir4n2P1C/Bd9H4Ol/mUhdK+DCXZPmQnS/J8hMQON2iH1G3XGcI0gHdNGerdZ+DrUlQIujqPfv5595DomIJqvwSOCWJatkNA0CBw07OwRctSe3oKr4AIvvtKxAqYdmIYpSe+trp8dJ60t7xiZL6gOh8LgqA2WkpAF0DV9RtszyiLr5xaaJHpBegf7KeVVImaZm/16fXvWXO5c/r29+SyTrFnkpD0rtrqtaz92nLYQJegHTLR6o2L/IsMUn0SyNO1kdiG/vI8XPdxScHnPNOZYdBBdeZKrDwiwiUJCmB3fqwdYuTudFUASWh28hrOQxknK5kx+pJ5byf4k5xDhx3sWhg62+oTq6jS1XqoOXtIj9LXiODQv3FP453UP8yTXt7fKrUxGV+ByiZyTlLgmyx195ruk2CzdH9LBSkffpd7BYJV/d1C749zkT5h2Rjj0r6ntMmvRFHwOS00w3ZAAQ9BpDo9Rn3okHqum8Q3ZJF31W3LFaSH0AAWfcDvVObf6ewAKZ434HJXudnzXEj0sLVq0EcBDsNOV7hjYbRYHt+RNz52IyrMZsVoT2bis9VeHG5KRNli9stVCzubjUQzFV/AGQztR+pS/3auObvnzZxeuPFJ1BD7xf2AwQ2XjUCCS0gJq7SCyLcQcsZA9+vC4ZhA2S3cyYq7ZxLAJ0lJdDxyuumaFcUdcIrWi6QtTCosQm7sRW7d7+WCRWDHW0ICQwC0E3nsm2hBozPecioEkydzSI39WMCsTPumKeJOINaL/ydIZg1PQOO9f/WfmpqPSb06n4GMTI6SGo/J/Yg0IgqdiCPP0rNpXFOwHQDrLO0JB2YLlTPZNGndMO5zU1X8W0KeVCAVHzdiu8at5mziu8D27WdlRLFG3INs/MHs+gTtBscw5p41oZCa7uwkNV8ir41c8u9aJBKVn06gtJoVi6dSQvmhkHFl4sQbaY0KdwrwQD19DYJ8gcXb8Z3UBnCe72dcLcHs70KMUZ7G8zf40+oDD/SqmzSj5RwijcJ9vySybf/PI0wwFIddJKe85yVVdJyHC7H99EGqkId2b+hNGGLg+hTCVW15/5AY1B4R+uo36wtDk4OJjWfVCevyq25tQCEx7qba0JPxCl1oXZofUf+wAXpz/FuAnIAkj+XN/FPqhZO6cdxavgkvyBVqZ7Zz2Gs+ovDujY3RRDWfH7t0XCr+Uy1F/Fg4NTRtnZRbXLz89aK3atcws8e7XnZIKXATpIUq/7qmanlX+Luq+XfETilDqZ4nv6Um9BBymYSPEbOCjYKN52ZkVSLI7Q2aqjV/ZZUFau+rDKB3d7txMN7REhlpkE8lZM6sfcypeNBwlAiNEHfub88jLAhS1U9jmOJWmaiXY/P2KF+U5DNCRFvg1pdrY83hCEKVLJBhUtS5cOCSs/ts/F+ho44TGMUZp/B6J1X/oakJECSpPwH8tcfjHAz8MUApn7unTqp1oLZWm20Lxo39Xp9uI5qEmLrbgsPqQohZXV/BoGUrgJDKp/6YsGM1XsHw7qPm17y7eo9mjJFzZd+6SOG2r4LZYDUQAlxm4Tfy+em5g+bXX8kXb3n3+bbpFvx9S/velV11lzwqPK51W4HgPTsdPr6fgCpq43ooOJD66yr3wqNDiqtEwEHnm6GnkHqFjCFZEbuXknKCayDZA9fEaQZSdC8aHrOOVM4xS8VICklCLzFDYMyI74hjcWPgEtNd66mRgx1XzsfowK7960R8bSBHMDUr0sKAWMgEtkfgGZ1DnBjoJnsFYXKz/OLcnp4s+Cz0bC2+YAJ9VdIcjYfFTsEW0yINr6+Z4gIj49gUh83LHGq1vfJbk4uI9hh6TcDqU26tOuqMf7rfs6D+9vCgiGr/RaD4kEZqJJBBbtZ2xyArKiZEQr8UxVeLwKZbhEnmbiLGHHPaj1XA85UfDo2bR4Q84Cea4LynKQ4Vk2W+/jCuu+h70HpA9qe1APSpzfkoRUsZsUn0u7lYyu+N0Ld19R5G52R8iuQ4ttQcEOJTJsGph5Zxcd2AVcXJgycdrxf1H0hNTnY0B6TCnWiE0zEAnN0Z4BKh3kZoAogzQBq7W7Hc9p/K9Isp8TZREbaqTSQVIKhBnTMCqDSTuxZSiLRJFkTV5GFpTFkmhUgKHnRBj4K/aWi40dAyvkNfiovaiMUSBaKLJ0FSNKYuxpN3SCFK+h4wvWzvnOptB9yLsTeMxPqpEHdR1Wmvjp0AVCehwzl9a4QqnydVVn9lepVyrvphjnyRMcD6hK5OFAh/sZh3tzo1Fzm57R2RfVjEl6dFg8D1AysSt7qQFzrUOuXwtVM5TUs+sTn+IZ+/ZGgqPIQKj2/xbxPl2y1l6YRVY15zG61l1V8zpP086xMd+Um3+XuRYPUrgLsByo+rdJSlqp2zSBF8yuomNP84B7NrTqY88nh/t9ilp8K7pz/8bJ3tRGF+CJwtj+9REafADiNd0kNCNukhXQVnyCp+/IZqCZNxW3aqu28FElYfXH6xyTRF6jX8cAvaHnHOSxfJ1S91F6BnWdy6cV4RNH28T9FU5vsZESxaXwUsH0g0PLeOj1mqaphmgQKq26m+lHEB5zU2urGFKCMnK1Sm7lHizrAzQHKnret1R3SJSaPH5LUFmEalKnE5X5L+tNjR6toXX/W43K2Poal/PE2c7ltLFHCsrov5zeo+GK+Ldpbx6cAFMfz/IIUCMZvQVnYoPK70F+/4Vzsr18ke2mffm+HdpvV3vjp924g4RZ9bM3n+1EOKWWw0A6f0NckkG0BQpIidV+1wuZzrLfciwapd/YNFxMjAeuIvUtXfvtEPqTbgaSbn6MRFcuXJaU5GN3mAhjozrhlTOfkJwlqeGBNELshK+IgG2AFNGXWqAOZAdSgBnS6I5TGQTD6uKdTNa7P7vSLqrl0Zns/oapzcFkAU9orMnrfgATQXbu6z9U3amVv2tsXRF3pA37ot1JHOQbMewMqaAOonrdAsEe/NMCyubUJQvUXIMbUSgPgfd+pg5V/SvcGQHn/eMeSpCQMTNvW4xl4cfy2XLacBxNxqvkJfLLOORlvMpnTzLdPfujW69VUeVZ3PpQbqrzid8s4VwGSHyDQKv7WjBMARTwGt7tKUYOKL9pWfgZKOx/afSC/Wfe5RV/cy2cWfZeHPT5e+MblijfsUO4bWz+g+5BAyg7rSmtTH/beAGfW0yeP0GnuVfPlCi48XAmkXPX3/lD3EVh0cbKLlCD/VK03ASiWdpbS0pmFd3Zx3shkRQtW+1ZBXHU0qHAVlBNKJQ7WL8BtEgURUSzUgF4/7ZJGUu34IgQBTc+yv0v1K6BUinO14LrhGV9P0VEnGEx9xQ8Ym0GFvyFMGcqTfm9dNq6gfnEwsH7u5oTUMJMideg4L23VDmsIAYyg+1ODk+TAAHWig4PDOItST3DUJ8vwaEev29AWe89DPFXxIccfwqubDMcQfSYh+qtSzhQky28Mb5yRGKPVhWAtv/xuiyy0/0j8a10+NrCGBL0NPopoLoqKz58dxE/SyBcNUrvKcE6KzdCnaj1ij9J3p1K4++YS01kp6R6cumfJ89mqgY4dlB7E2xcCUXLfY2FtYEg0QNdAedYuZW3ar1fahGdrxIGLS2Y44eelBP3apIgvHgddrWOVDyxZ+BPAud1CUiXCiLcWQuSAYen2Hkc3s6wzMA5VoOXdPvpn+08uPbneMfqyVUa0V6wBMne4gjs9yrzHcCK8DERbfxdGEeiSFKifq4pv6/4g/NGRvT/HupD/zCKg4Z/mvWUQdQOJQXqicFf5tWuEpEssrEKDZAs/OhuV2jFbY74uihRVia8nTeRCQNKbtwHpUO702iP3b2jqvQdtjKd9Ah5bU/VdzKLvYXNjCeBhu/ZPv7t1H4qKD91AIjWVtz68iSrtNj+jtW6MdiUJ6Uparus+WmGfte47J2/d6f7Vv/pX+E//0/8UX/u1X4uv+qqvwr/37/17+J//5/853qsqvv/7vx9f//Vfj6/6qq/CJz7xCfzzf/7P7y6HG3vdN1z3rO8M9Z+SjjS9R967il8Nk/TDEH/+wz2/E865oO738Mo1zb4FQ+H+mWi7ZDI+Hb2Vvxy//gRx/qKbvbof6W/rMo3zG34BZte961QHn65iSkAz/wWxCaK6iMfqnskPZBUW+W2Ie96S5ZhLIhEuYfqMbYO6dd22QS8bQD+9eNjFfvy+hcnp3xb+yGu7mHWf5cl/re5dfUa/ZIpdpKwqhS1cbL/fokPCcR1A0c3HqU+1/i7lt8H86Oo9/8tEf+MxRczFYS5xJXvDRoDyWMU/GEsQGLKKcrDiu+Tfbr8eZvfyGVA1i74dm+1HXbYGVJfL3qz3Lu3wbgOqa/t4Yb3x3GmEt2sYTwcjgerWb/vxv7oFQLkq77o32vzOvuEd3VqY/Xb7nXHPDlL/1//1f+E7v/M78cYbb+Dv/t2/i//lf/lf8Gf/7J/Fv/1v/9sR58/8mT+D/+q/+q/wF//iX8Q//If/EL/kl/wSfNd3fRd+/ud//q6y+AOHzbnkIzGZkih6U60nScGWODsu965annPn8pxJRwcpy8JjEb7vRXcxX4AEDFL8TJ9CxRDPGPMQ7YEEIq0WOuvadf2pjOq0+pmmCL2vxKfmF3XL6QdOvxBr9Q4Y1GjVT38j/jP9an7g8mv9ZNqO1CdSAnmQb7hT4FTdpFwey248wW2gZ/P7WDDoOIHl8df0rvtTXW5VdyIxVRfKhBIxlcVro/j7WjLmTgDS1dmwujqP/9J9e6HOoyEPv46NSfVnhSD639BeMa+dt1e6uk96PM1pzrhnV/f9l//lf4mPfexj+JEf+ZEI+8Zv/Mbwqyp+6Id+CP/Ff/Ff4Lf/9t8OAPhrf+2v4SMf+Qj+9t/+2/hP/pP/5HRZapJSvmkCAHVSByqJND19fuZ8OU74Z1TsMU7qY6ukFyuTeFXFNwDLmO2ybI3yJu1UNKknAF/tvaueBLprUpUi9VFUB3Hzur9wlRn3eTAQ2glPxEdfjIp+i/SW/WFf4MYUZkWoCrupHKH6EycCVjcJ4mQeVzXaPJLd9qRM7ecSssA4YjXTfM8lGCeKB4uHvav+sJk1pJrlZPuFCpBXM+jv0vHkyYTbf119Wgg9qwEpziBBAXmMJhMuMQlyErAYAK2sUb3X/WF2fukqvv0i3arvgmzdRxJLAwECLJemomxqg/fD0MskQa3+YgSnUPGxsYZLToIkTe2m4sMGOwdl2oYHbaq+S5OeYOq+zVR8l0uz4uvqvnZrORtItAO7ex/axJpbvdT63+moNa1/Cql/PNalKQWw702iYiu+mV9N+3XGPbsk9d//9/89vu3bvg3/8X/8H+Prvu7r8Gt/7a/FX/krfyXe/4t/8S/whS98AZ/4xCci7MMf/jC+4zu+Az/xEz8xzfPtt9/GW2+9lX5AvmA2OoH+dvRmdV0Hp/WPaQSr+dC2GvTxPwCdANuPzxUMdIgBKeiNBhfUD9nR841fv2SSPxVtHzGL8D3HCbXfnj+WNqgBu9qPVYH9NmYDwa39zdyhJg4xPtZWw8tPibPsajsJtZ/yuw1UHjLX6moYzsf2MZi48ecdXDXo5tzpYGlR/3U/qf6SCs5UgB6WVH+sFpz9siov1HymcuSy46/0eif1mmwJGLLURn2L8Uci+skflUPWeIeqvgtIzYeu6mM1bKjOCKy83gmwkOcILT2XDLLLAJXUehOg4nkJmpODWflEzaeh5tNRzXfpe1FVxfdgv8tlt09tmFpv49sl0M9IoQ9BbzdJQegqPVfrpa0WzSo/vwXI1X9tG2ZLdNrTnHHPDlL/+//+v+Mv/IW/gG/6pm/C3/t7fw9/4A/8AfzBP/gH8d/8N/8NAOALX/gCAOAjH/lISveRj3wk3lX32c9+Fh/+8Ifj97GPfSzepYlE0pM/FztScx3AqsthedayWvD+3yt0TBvk5A/GQRkAVNDr4GgAAY7XgTNZF4lGPZrreY23O2jvlvLXOdna3Un1Vrv1hr+q7YapIfkvUnzJQGcRBgAs9dShw8kfdZoPnH9y4v6BneSzngD9mRsdj6WTpY/N7Wl+cl3wGFA705VHQ3acTiJd7f/p/LpjzlTn03bqCjANc6v0HUucsznEvxamhZGz9Rb38cF4jazqGxlbqvCinbVZ3TKa5j5AqjxW6UmPx9swQI/ji+hIMUDu2dV9+77j277t2/Cn/tSfAgD82l/7a/HP/tk/w1/8i38Rv/f3/t5H5fmZz3wGn/70p+P5rbfewsc+9jHsu2BLUpOpqHQELlffcIdHvNJZt64/6uHnXJsYUtIpvbMyJZbcXU4oLyn5HiTqtVDtqj81SYfqBLh6ryF7n5QaasCuo1YIpN2KZJKnRF5KZdDtDPbXV0SYybtKxF6Haq6q+Iq6T3f2S6jwfMFH36gRNueO1fLa7NomaSqWqPYOtEOxZpVoZ74UVleTlq3p+VyaIqkaRRTY/ZtcdMhXO2verpDywu+ZFwVofP6V/RuPmvd7FnEG8Doufh5ua6DG43LYojCuPUI/J3XpADao+PxMlPlbnN7GJD2Rum0GHAWbEXPEHUtQB33AKj4u26343CACXu8HMzR6oFvOHxSwa4/Ebzi/2Oc3NlfxXbt/I3Xf1tR9fkefCH0GnprJlr6VTjrj75oroEtDTltZldevq5uo+5RUg2dQEq8ApL7+678e3/qt35rCvuVbvgV/82/+TQDARz/6UQDAF7/4RXz91399xPniF7+IX/Nrfs00zzfffBNvvvnmEL5bZ/DeUr6SowPD7LtPDFBJAkMBpwpig+fASSdcOdzr1iWURtls3+ZE1jU755zgHNTJtCqI/Savr4f72mznqPp7hRa1qW0TObEPtk07wY4bJ6QRaDNZF7v5oX3TyTJxbito7HgTRfgNqAIwZO73z4PEgjRgwWZ7T04fHfSkAw7Eb5wwP/yzHZbXLulAsJeTAMs61M9eSY9pDIB/AkS9k2OuPoIrInCicJ93wzv7b+tpYxbWOLcm1gTEMgBUBOhSEDZjs3jvyUHKQMxvOwmLSwpnf4CP9HeRH7UpSc9TNwLU1F/y6BKU193CSd3IXwmOfaeyJwUyO5dN4+9Gl8ey2fnFgWlTAiYNU3NX8Vsv9voyc+5vtPtZcpp+xw8ItR/I38OJXkNOU7lnV/d953d+J37qp34qhf1v/9v/hn/n3/l3ADQjio9+9KP43Oc+F+/feust/MN/+A/x8Y9//JGlEuiYWy7pE5OtApTR3SyhzuTy2Y8AMf2YneSyp/WdDCbvU1FWSEM/lDr9OZ7ITEUQ5uv9OemxS9wGChqqwqCL8c7qPusqMJp3/6AGQfHXLpr5b7yfqWdYhRQ9S4QvBqCWU4ff4yc/qbTYMKB27MxE/JQud+ZnFWWvTwwME25qa28nT7aFM/Wcl5PHzicD949M+lvyeG9S8up7glMVH4WNVyjNx3zZHOAkYcmJBoCa1DOpiLf8t/9sHdB+73hIV/tU4fXs/mlD1s0JOrcAKKYcVeJilR5vxcSefu/V0+7ZJanv+77vw3/4H/6H+FN/6k/hd/2u34V/9I/+Ef7yX/7L+Mt/+S+36onge7/3e/En/+SfxDd90zfhG7/xG/HH/tgfw6/4Fb8Cv+N3/I67yuod4p0q0bFAB4L0PSkK9zxuAVR/KR58brKGm31OQzunD5cker7qqYRuI0859nxQJieAEOdb5GOeRbmhfUYnMOV+cg4KyhwSTBIyTkvQpDMV7K7n8hWjRCCU2modq9pvSQ/t1+bvgCZxIKSjZPWnoDsC3W95b9S5hT2Tvav+ZOf69Xpht+eotA+Y9DpUguaDYqImZytOxKyfoAq/+SPKsAGon384dA54/Az0sZUxPIiHTOJZ3FT80YSaqQMDGBikbJ4xSNEVQdGOIj2F6my4zbyFdxUfEX/3oz9X0Mp1NxI7AahE72tTPW9QPaN+6PV2i74H9yv2uM0cYSjhh3bhEhRJUX7l0QOp+OKgrmh8bVfgF8kCMkyiMcQln7TPZH+rWi/WO7raL12L5KCmfg2dnU/Fu3h337d/+7fjb/2tv4XPfOYz+BN/4k/gG7/xG/FDP/RD+D2/5/dEnD/8h/8wfu7nfg7/+X/+n+Nnf/Zn8R/9R/8RfuzHfgwf/OAH7ytMx8cKUN0RwET8kwBl4fmZ4t6qJBNlqk8sggpUTslBrymMmySpZppbyXrnAwU64VKvM9DVe94MBhZHzp0ycYZBGwqULZZOJIw5dMAJ8AEAEdq7cVVg6ggw5iUiw39nfs3hvt/kBEvQ/R4nel1gt0u0B1FT/blpOqv+aA7550nCNN3DN6Jz2oGqmehbRvHX+vQMSNW+mIGStzO9K88Uf0lLzoDRtG40r4qE6WDke00+Tpr2pJDAa6Xi6370s0XIY1yBN2HPLYCaOJ8rVcXHh4a7taH9tW9B9cPsbsGHbuFq4OTWtdvWQEj8U/AMTHb/3iYGUKH9yPtQq6bUG8urOo+t/Ri8AAep1gn5+31CWy5duDjjRGefdX2Pu7feegsf/vCH8a1//f+Fy7/1wa6+V+qIBD7cQYiRWRpITACqpk0zmtzIp2AOEM7VEOH1HFyEb+FdTbZRmPt9AnZ/y2OreYw1OOUC/lhtSXplNvdP/n0rfkB3aYYM2v7q1fpwF8D8chXI1WD5imacoO5HjxN+xIWeh36gSTK7kt/6fqe8tcXx8B6GBpqWXwvXHmfXEsfz8MnpcaxH/UJZ7WmsE2Oi9WmjtOF3xs2BKYin+fvfEax4OQz5gOPmAJXVu55HqBu9ThuFh/QhQeD5mqN0pZF/Vl2kSE9C/h4eN0uAwkpfNLMdjBT0CKSYFBBAqgC42BBfkCQpr+/+0C6NbX50w4k3GlDJpsAH1Iwl2vehtovdav5wbZ+D33a8cXknrj9642JXHiXDCTXQMvoxmUvM6rIk5ZJRX+8Ic3OAtCnIpuUDuDndsLyv/9+38U9/1/8bX/rSl/DVX/3VkwnT3Iu+uw+OyE/M5TES1BLaZ3M72P7uxN5JxDOiBoFvq/s6bhZzFp84wJoHZsDE+0xUq7qVcqspyn1hAKVAP0yNcgO99DsTBeYXhcrWpbBGbZKE1vvM+s0HRKnhJmE4CMXnOUzS4QO8yU/WgmIELCSpqh70ftp7NWJsLh6X6ifSM/NPlvjgOMDwIIi1yYAu5qC4mqn3NaBdPZk5pblbAsodYEQgN5R2AED+XlPcnCeDVFLrETD1+/pQDr92iSlLUj0v3v+pZ+hm0lQ4Tas9hc9ckjA9X6r38OkNtugzYAp1n1nx+YcM4Yd2DZxwsU9vPOz2CY7+EcNmxde/uvsgV4jArPg6MLG6r7KtDFBsrZdUeZDGcIKB6UjFRzelE2Mb+1zzbh3ciwap55ABXyVALd8JEUoPcrWXGDH0Qux5RL9G9I9AJtR9RpvSLRUDcN2ouvT+brTVKLATelXItmHXZpuom2LT9nmL5vdJq94oM7F22i6Rd9A7BxevNBNYMRtIoX6UTvunfkZ5KcDvgLIhfZNKDXs64W2RBUYA1W4/Z6s/AywRpM97NJP2llH/pEgHI1FtxJk4kFD/8g71bD4ktxhY72PPgsKY0zmUhjhNKVLreynvWN3oaj0DmwCRrQNnvzAWRfXX8mKLPT6IjY3aeBagZu4sffEyGIwdJAtgZX+35uufide+Nsq9mF2119V9cdBedjuPnT9suFlDshnDvGnTG8sB2peSti3rANYpyVzFp7Us6vQ7UOpFg9RsrTi18b3qJ+Ses/SwJF4cpKvvIjvnvIFg0c2bwUgiLgtiiWjfrnk8d4BiKUoXfTjm1eaUwoGbmxf2BPuOMCPf98aBbS1dU/shzhMB6N+aEn8wRDDiH2bpgiadSDVBL9JJqTRjUoCf933xex8H82CJ2+c3MNB9pSqr+uc52oL1T3Wo9W/01eYm5gaEBkiuolXx9xJ1awDWw6Sj7cGgHUg/ReJxzxSYboFRySMtmUV5aS9MsJaeWN0nIOmJACuBQZagog70PLTvEc7nVJYUM5OV6kZtiLo6QDGAiQNSe8eXNUvcDIMMRNBQ/bt63w0oE4TEevCzib3yziAB/H29rKZzg4e6neJp1RriOae9J8r/se5Fg5QPAAkdQWkevwszFAHPPYFe8ssQlAIYe+A6b5uYRh1dyeeRe7ukJieoWLvYJCUzcg93GtEtAOdgNXBeroJyoNJsBbRL58A26ftVfsZqF8FVtvA34wqF67LibkDvA+sVUQAXmvDaAaWvDMTxIlfxtVVG/q2DS9sH0Qin7u35FtVfoPNuYWwtyKpJVv0JwqpP90U5QundEtHzgr9D/7aV3pjbk9fJqi7+jhG1vp8VlYj0CHrK4ZQfAxSDGN+px4YGDEZJeuLzRixhFWBgsEhte6JLAFUAMtVlZdF3aZZ8EEAftO1PubrPDvDKQ7fku1yasYRb64W6b+uHc8Oiz4wlfF+bebikNYp20Fp2MAKm6ruq4utWfyCJK/fRzEbgXveiQarjdSHZiao/U0kHADUtqsaX8ZW4Lsm4l+CSvf7G+nfLt869n6lyABWor4J29L2q/lzz6GF58mlwSSL0BXn1iarQrd2isCua2g+wPSBbGuL5C6n9jBHw2d5QtksyotFPXQ3n4kUPO1L3CcXzfvK/UU6UTUNX/HlArG9kovoD4B+SzPtg9M2q3aSvmEutJC4GSh+pPDn+YxgRqAX4RMIEVt25irWWo4u0CcwYnKpaD52gV8BK1n0EPAnEeKJznWbteA6wivkh+TnVD92iT0BgXOKa9AT3s5pPNKz5+H7MfOWiSVO+poemFmaT3vbl5mDke1KINb5bZ+bcZ6o96byV1rIe7140SN032c6u7pziUW6WcBKmRjFD3eP01vebiDH3BGrnaBqhFSKeR7VtvE7nqka1QLpl3f8WkPLrktqEbYtqV8HmgAVpxEUFumt8b1C3vXFU+wbdOui265QUGzbsEdm4Lpv4bhzRPpgIM/2WIPg+rAEkG8Jqj/su1H1MQB1IlPo4AUkHt7iVAr286m/Sb1H9gfYZpTNU7faKVqhs/TYP/9ghvFz3SJfAh7FNk6QMIo2fDer0fcRLADyJQGA+xDkArEaY+3x16fVQenJinowoMBB6Bqek6qt1Pmj3TVfTOUii1KWamnvdQrrSLGHRPlTafxICqLTv5Oq9PZ5jHZMl8DE9yKq5ABpIByweuMKIs/R0psv62iCBgtfiDfeiQSrtqSi6+swCpCxc/0zETfDxOPeiVI1/U79Q+WZXU3YKGcSQYjr3E8AGWzCxYZVdByQHnr6x6tNxkw5kQAcvNjComc/PSAh8X6ar+5oJ+rYp5NrCd9kij0ars+qvqWy3Pg5qhF7RrJ5EmhrNJDdDUTuXZPEV+R4/tpDbHIDE1IEa4b08B0w0dvLi1I5XqYXxLrHSqO2EdFZnQHO4diqahpApq/JVSuXdMOCrqUugsgSpeX5D3hOQ0iFvUoPB+7+DUOTHJuMBOEWSCiCg9A5anncCxFKngzbfdKmNUtrT6xGSU/n0BsQt+oyxs09vxL18ZnYuD9p+YvfyXfa48mjb3KS8mZ23280rcHUDid4F40zo07Xfo+fruIMUgg76e9W+5pXm63Su+RIIZlsIqFqEs8PxokGqu7R8l+8zwX/F7h4FuFfK8ckH1KGBmWVrqm/s261vJwe8A5T0qRhcW6vCDKjWE34vzwLfyukAvNkmcbNmU7OLaNxhfKfKpQxS34UKJAhbi8OENiQkXzSCZI2XJKmhn5GYHJR8QHl5n3t1os+lzK4ozw75BqMxk6q8l0lFI50A1E3uNAJRV2rUrUlQie3B+xp+E5is7ik+kCSmAUQMdLIkYu2kM01TaakAXarPDIgfC1DsZnkXcJ2pHkOCquA6eZ+vQUL8+tVkGAwlHJwAdG1JqCDWbgAg87eXDFAeP3dA3eNadRntanSjE71dP3cvG6SkL3HX6QMDvTnnVhwBcQ2RuRfOaVKcMnDLinRizEYScRWSlw/tVnNOLF3tp7bIbc9CjXvJVHlsbKyhyn058XTzdZahqFk++Tb1G8/tPIU0c1TZlDZabYws7R4qToRlUPdv2GGHk6x9TQxrZaiLXnaLg0d1CUhCLUgVLQQlFg6BjV9eq5uGutCJiUthvucG0I0Tnj8baMDylq4iDKDyG9S3phJtQEhzTDVAl2+mb20Yx1Nozh/TiwJiMsmtDnIKt6pIiSslnPNuEyqnEZt9TNRDIiHpicO33hehJkNPn4j9rH2PBajS1rT0bc6p1Q8sSSVVXm9L92vfh/KrjxyYtg48G98msfWbzKdSk6QaRkVriEtCAP2NudfDGbwGGnijzwKQaN237QvpUxnnh+VFg1Q0Ngi3kcMg3Ofz6mAz6l/HSCvgQlopyzheeQIij6Oi9gkIUv1BzAKhg28yBTX02o2z3iB9/6gW6/TBJ7pN9ri6v1gCdlpEW6akAuRJ3z5s1p6v2kFqs7ZcZccml3bvl+wQuTRLwOvW6Lw6kJnqTzeooVBIFwZa6mh9Malz9w6XDiadBWy/UPEhriWKBRVnsrohB6v+RrZSKHMaVO+UmH90w7oiwJcmLGWj/X3N2vNPTkuUG8t+BjZDnDlITQl+gAWBTom3lqB6eTMzbUhPO6Sr+c38s/re4xiYuN+KWpGBKYGUh/mVR3aAV6V/wBD2Hhdbh5e9fYJDTMV3aeq8drO5hlVfv/6I9q6gBahs39geOzAR7YAU0EKy5GMQ07s60rUiVh8HugAq7XPmhHvRIBVUPv4YQU97U/dld+rdCYAa45T6GCFz2iQlqZgnpMSYMJokgChXyuREiUOOYDSe25rMumwHrYgzka6U2uDfy1Crp98MexGNs1ShBjS/AthtoW0Cky666s8t4/qktvNE1Aeh8rM2qE703cy0kD8kK8cMZxxqHM39qUA3xPAXUajEODmxlTImDpCOtY0RMAA+vX7vn+ODJDTJ8hAbnUADvdMLePR8CnglMJLwp/2pCaANQAWk/n41Kr7J3jWvUa4f1afWJQOsTa6q2rNfgEw8s8qPJKaIlxVwq3ZEnWlwK+jM+DAgA9RZaSqslBnkiUaLLd6zw/PCQeoVuikQCYg5WQNUebWECu0xOwGMoQyw6MYUjZCxlKDqXHojjA4fTQ1oYQu0ylZBpO4jgwoGpiRhOYEIQm4br0acNoPKXRXvQLGjWQEK2nkMkS04uegDlX7XmelIdu9wN2P3Q7BoEmdTzzVuvN3igG4tRxJJ8C1EQJLQ4KC3oVkPAi1v72snNJYnq/6a9UePgzioq9lAo49kG8fN8/L2o1kRul9636B4x8E8eBcNzlN5FW2MI/n9BBAYeCqQdL+MgDSAlD0s9qSWEhPm9Tps64FLfCW3oZzHqv58g4T2DxpWNaCp+PzQbpOkzGBClCSmPTQeyUBCnM+osDJpB0BrbeL3zqMOnOWYDB8EZtXrNKHvrfLHUiNPZx5jDR3Xm91rkJq5AIC8Yh+n4pMxfnISnAYPeBtf5zps+J0Qxp6JGx60AlxUB7TtC9l+0eZ1J6IX09GKT+o+dKDycD+HASDe9Yy6xaG/2cUPA27Y7ADvVTZsglABCuIiiWb4RhKhf/6jSRyC3c30NoPtq6k0LY0DVfS1AxM6oMQoKXJcoFsAAln15xF8zwvopu8BWCwn0RixmGnjEftYbBbF1NYvoOX5cZKDvUWM23TsQDKNU4B7+n5mIFHBx8qagVLPx/2SQWjIZ+3P9Zo0SOYE96Zb1nUCUq7aCxUf2tpMX93tB3XTPpRZ8YkgXXm0be0THG1varcLYnkfihnLedOZJaoS0dQPBrD5BOmGRtpJly9DDxYvlZaJrdPQckhhEg/cLzKQugUIJ9MP/pLnSoJaAdQtFwASaNWTFinIi3COpUtK3dLPV1jc1oAxy1VFfPL3XJAWBfxZSjrtNNkJthtxhLoPTccOCDYDKkDSl0I34y63HdjNiCEMRzY1021TiaX9Du3Ppc3x12krxUnxhYBKCNhmcTqeRvwhHjrTwvumY69bHB/HoleR2wN3G8sm4DTViJcloPWlUPgqbjk/dOwveQ55PQWgHkkKFn1UVZBTIBPE/GRJcSoNinFS4QftL/lKIjMHVv/dasPAPZyMfkeHxdoq6ymdhwL7PU0hajfcLyqQ6kxrn51hAefv7NnfhaEExUn++g49jAvOg3wS4KZuFKGhkjb6/eLVBgTGJTnnv7Vwl6RUevsVmdOJ/pGxBgLQNStu9tpEOJe0UktTnoJd2gHeK/Z2WBeC6751YwlTYTSpqoXHjcloxCvGRYGrAkKWI97NwfX5+ajoZwdoiXFPN6IzgaEDwC4xhXGFIy9fhjs7d0VlQTVuT5foUfSKe1xrixgyqj/PVMe8rm+s7yn4uKvvEiHP1G8lVU3ValVq8vcV1MTW5wSwjgBpCU5HbTtLCCftnEqADjjb6B+kqfgZCPn3oUyt1yQpU/FtpOKzw7sXvkBWsj9JUT56i6bGmsRMxUd+z8D2g5m7itnLtMuQSTzcy1f0fWRS+4l1ahwj0dOj84sLpBggeFBaQJ91IxixCTCn43DOAxNgsrJXILQCOADBvvcAI1oK8XMju8ZeDBRxGFTVLm6VriITNNNw3ypxM/DoF28O6457yaGKc5PXDlIt5Yb5/lQ0T4HdPnq4Y8M70qSqq2y47G1/6iIbtgCpS9Tfs9q3vnj2HbGn0yTHLbqxSj7OZorCVGtK9+Eh+sfVNPFM5uPg/ByY1K0GdbAe7PtT3rGSM4u+NSmJ0tZ51b/MW5yHnVjZLbtJxFlanrIFCDK/VYClpKnSzAgwMgebO4FpWl8AT1Lrcd6z8nl/LO0r9XnEoMR39OU9KW37TxcFQsXXvrIronFg1xlCt97rYaSKlwlQFdemmdEPXfiBTgejOxoX1xhfog3S07nVXqy9VGbLZ6e8e2luTMGL4Nj9ogEpLX+7kxSnExfaMIwIaUgOASe/ukE5KgAN742qelwmDLyZwjPCdE5xU7izM2FVQxuZVC4TwM7pjy5N/AAy1oFr/ztpjlupQXc74tTqE+o+EVLx6dLfNowFu6lG3LQV5dfUf9YvFoelpaG7vWMYT8ifmMMJGLKKg4fP82C1IMgvheus9dOUGXV/CVgv78NBnac7BCdkAFjF9XEo8aYm6LP6LMFnHf+53apvUpkMXlSPBKhHvxRH01ina43s/UxjUbN7Dsd5BTtbuM+BebK63HOG6jGcxMsHqQkg8xcg+blHuKHiY7DSnmaUniTHqf5UqVtANk6T5msjKyYqB0oAQfl2+y7RvmtYh8ku8Lv0BEof/JN+iTeMqxps2i17dEDyiywF9jE14+j8UktEtVpGu+5QtLNbF22xrrrhIht2leAS3e9SleflUiGAuFy0AUQL3+muIwaPQA9GYO0g437nbqHoElXLLpi8lF0c5u0Hct2kOqn+vO9szsmuxdCC5kzXvyQuS8q8GkCDB6i4m4R+GcfWyiLdGdUfS0zp/YyQo6Yb/bfKZsp9iw9cuhnYcr0Fg0Wf15Mt+VA+AR8SlR/cJRUfTK0HoQO7guF+Pl8jbN0nMYHnLpOirBVaNb+eqWz4OCJKLMlS/N5N9mghWom+foZJeB5mXz5Iwde7pHWPGKAJYAFYqvgYrOzZC9HynCqAEn9WyTNOOI/OqntQI4hKMwZ03V1vx24rZoMRfw831lCMkLPUM9Y8WxNt8ddUEdAs+QS1beDoAHg1wLrqhk2bpd9FW/odEotvtxo0cHO1ALJ/bxZy7bkbGaiIWT+28kPd55PC+yD289D3oai3eWmmtQcewtZZ/dMZk8QESn6YV3jfTGmcaeIymJ5awyugmgBQivMEMOL3QXxWALPl+EP9FumOJKtRdn+Eu1WXiQn8dD/KAclN0O2gblMDNmBSAim/NFYSSJF5ue9JyWh67lqLY/LeAZvVeie6ogTOCVZoB8g1eyZCMJtvYo9d3PL1nfmyW+6Fg9QanY/MKA9VfMAIUBH3kdW8J90N4qRwLr3sBQUgZ+68/TErQOlzxeWfkV+au1gg0qWrru7runE/SwGYGhI8KXdcIHaD0I6LCEQ37LLjaqJeN9ZoBhWx9xV6eJi5uN9IbotC+uJoRISs/XyRzEzrrE+Y68MtP7xv++c2+uBQnkHc8j1+Rx3uDOyTLPqC6HaiMJ1TjwSnHrdzNrdUeUM9an1OAtRN5L4D2Jf1qeVLaZ+UcND7Anjcf347vk+CrNoD7TFRnKHuzAU93tV1fxb2/daIeObMJsQk0dZHVvlFg1RY7sWvgxNLVfFFyYjvGazVfTB/l6pKJ6+kp9lAPBrcFkTWTLG7wCUhssu22WTfALQv5e6iwLZB96ZCwL4DG8KaTiDYTSe1yXWoRqd5XaJyzu5iG7wtnqsjelX9A4eKdmbqHd2xq+Ad3XAxC8DL/tAkPrRDwO4XNNDa99b3gmZQAW1GGHoVXHcBZAeuhgwuZZmpeoybo4OO45jOdXS6mzHKCYn26SDBqeowxsN6dQ4ho3YvyMeCqpz2I2duZSxQCO9TQMoZmlPANcmj5nu4n7Oo23RP7JZbxBulzNweBpt6w7pLSv6uS0wcTmo+Og/VD+26sYRJSX43n3QL2n5ot6+5mYHSY12b7zobrsPuDZpa8SbxaQRgTH/tXVhUa39/y71wkLLhS53QZ76bogcwpb0mVusVFR+QgCwRE0rf/bVi7jkY8tkAVeroHgV4pz5uL/A2mPpvF2Bz02ejrAIDIzO/3m0V+v5K6xYDkch7UjXCS1fzNZBqC8vDxSq8OSiI3ylod/fpxfapLu1jiComnakBZXNXlVj4V+mfANlVGmhJUzHsu0D9sx/29UVRbV/y9fv83LrPfmFYVIk5AxYhFPMHnEyBbqYe44BQv3rkOBys0i0O95JPHXrv9FtuEuWUKm+Rx/AFX/PzlL5XPRdl3wC6WidWJd7lZn1yol4OOACG2yQYwIbbJRyopOxD+U80Lo91wOIvZodab+PbJLQDVPAIj+V2b3eR53845SZ0SCg41g8BkBLNDRodJZ4b2JcNUujMKVLHIJkIt0CiMickqB4XOYzzGsK5dpXdWDSAog/xV2Po7RT0DXpj8ZskYOo9AzO/Kd3DfL+oSSsaYO/65rhZnZZGqqrkKSbpl9WACnTAsgtjm9XQjh1N9XfBjotsEPu72YGmi6n+sG10TmvDtil2NU7TVH/+RVO1jqnqvlhfzkNKb0vrxzwGSTVX0CRATObvkwhWFq94vwodadQ+pe6lx0+SkigsCMetdJW28JKZAM+gMV/VZajX0wGqLsfBX8MqcNFPy984hGvxlZ5zGk35iFupCvLPo1ic4BUoT67SPd0xkpU5YfJ1u85MOpEl2iAYpz7HASiZP0/qtXIvG6QGVd/oT5KUpQnpKYGQxSV/C8c5UHrM/tXNOEKjT+x8WkAtwqBWMQAQsU1NAJB2ZmnDBjUOrnGPOy5GlXeVMK7YxfrQZh+rwqoxhWBt9ecEcJfdLP3QLP10hwJ42B9wMdDaZMeGB+xqasurfzwRJG1pu019b/W7ygbdBVcVwLWVCrqCCIUZ6QcKHXDqJzniHQ+V5SVA7B0lqSnH5uHoIUkk0RQhNqXPrt6TANDDZfo+8VM13QyQ7gCpVd79eUIWp/Hm7mbaSfggPQ0AhGwkkdR9OnyKI998rt1YgqUn+3BhSExbvwrpIn5OqhtLDHu94UeYpd9yvj88DNcCjG6BFB/833lxgOcuAZP/rGOdDvvHUFdam+peNkj5T+m5gFVV8Tlo9QTGEVRJqoBXKhRAXn313cnwozgDsaoBnZOBuol6r3uYlSObc++6AbtCtr0RdWzYVfttDwZMKn1SCpXXfK2QOMsBGDDtceCQ7/rzeradsiZBXAzgFGLm8YrdoU0FVyiuMPWebnjncm3AuyuulzbpryLY9gZ0O7ZGELy8nZDVDS3cvyNbSHpY6eXq57ZUOBIQ0Il01V/r4gZCWwNOX8v5upj+OY9zS/cWKMkQPk17BCj+fBP8zoVP99BOgMrKnaJxs3ox+DoIuV8obPbsYJTiaAeoUAEq/FPxITk5SIWqr383ii1l+fqjWGewPE8CVDR/0kddLc+BHRAXOfWyTUXvUTNelSeK0/46De7vbrkXDVIMIE1CKug8U/HFu/oeE/9JgFr5ydWrblZOg1XvRXXqKXmSUnizukHQ5XRo2aVL9NsnxPrKb6RoKj8lSco+oghJHFQr1jkj7QvJFtOGrO6L9nudZI/Qi6VsN1A0/faD7O1bU1A8yIbrtmNXxcNuVoCb4LLvZkDRVIINcBS7gVQ7w2SdY3tSuhsHKtKlpTokK4SqcayMgQA4qPOYSQa/2POi8BhKxTC1broT4DSdekfg5GHPBk4+ZzD2+Sw+uaUUdsZxW0pYgG8FLgqrKr5R5Yeu5kt/m78fyLW/Xgt7N1XrTZurqarreD3+URwBBmlMvJxJhg1MTPsABK1JRhIHpVlyAqz7BvNFg1TcT6fdmi+fjbKIM3VfUu9hALTu99KkPKPOhTUQ3UF1XA3ViSGBVgAV+qJwKzY3NzYgUzqhuvuZpc36Zmvv3pF+1dFlax9LFAWu+w6VDZtqUgPOJSy7FBYYrP6cM/MF4Jy0ot2SfjXV30X3UPddsNu3edsZr4vsuGo3T3f/5ap4xw4Gy664Sjtgu+8b4rMhppNQs/rbRRp2qdmRVPT1MbDzU9xGHsIaFsPj9/5tJZY3us4Df97buCuPs/fbwdy5CUoT0JgS/Uq4V2GrcoY4B9Z45fnRIHQi/kxdyeCUwAbIh3YFWWLa8mFdCCbWfXYNEh3gFbLoc//FPl4ogiw9wf9i+szNDlApfTFV4wFwScnj9J2DNby0EhBHSYILA/oz6Fk73U0Gbcb4Rpi/PznoLxqkvIu9gyJMyzPFZxDK6YA0vslfVniJV28IGNxdrDE61UObIAGmA6nMZFL9s+pOmG2SSPteh93x1/ITI9rN4m/DTmbpviel7CeM7hrz3sBxj0ptu6Yf9uX6N8MHMh6wsnVrZe7apCZF+8rvO9oAaVPFdWulQICHvUtm16t/yXcLSUovgLgCXf32B6ELYA3gC/FNklb1Azm+j4B5mJfQrRzmjXB0FaNQtjGsh1vYQx1AedwMfwIA3Q1MEzo0lHvLnQWkWboFAA8AVcIYsLD1fSjwfpTHs4O5Xc1nf4X2pIoazwEqf7st9dDUQIlavLTEG4JDldfTSSrjaKZJ7Gv1//NHRR0++ypnIPNA2oLxlyfp4gsHKcBnlyP24IKyToZi1mGs4ktgN0njg3UgXd0MP+mE/u8fDS9ARTvvvicjIml/SrWpvvat71X5Z967v1FQN24AYJZ4BFj0NymoU33zIkzvBRDsiavaRbCjqft2CN6QK3ZpOzdvyIZ9a9LdO9sWt1Nctj0m/uVix4RJ9QeFmRe2PpENwK4NPPz2iWKU4t2YzkR5XtaVUoYgugHdH+BlbXBVoKcPwCKMZKBL4LhyB4CzAqG7wekAABOJm1DTQ0C6B6gO0umtdxWcZ+BV3iXAojAHJtdkaPzt8dIhXQB+iLer+IohtgFFS6YngGPWJRRfJuuNQC3WI5W7dnkS3qpVABTTG6D8SLg44V40SIVoqZPOQQYtjUAJohKrj8FoBVjgcGTV3l0gNfm0eY3GhzgnHP1wj58AwfqLfV7d2t8O+W4Q7ZycSvvyVLsvr1Vskw0Xde7KVH8XYNsvTSWxKy5QqFnYqe0t9T0rapVNflf9Pdge09jWVveL7mbpJ9jU1X0S95ddtbXnUtV92wYo8OXtgneu7bqlbVNct6z6U0X/2i6BFl8X1cYUyVov9q48XRkKam6bSh5H6f1AwXtGLkmleDasWscdmSWZTqIJEY7nSbrjPSQKk76+DsudvT+a7CdBarqkbgDfFHwojJ9nKr6QkIDhq7qh+vOPGIqmjxhia1oJsSuPxO/nMxVfN57IoJW+uusAEmt77RjwZlKTxxmBic4zLlzbMza/Nup1E6ic8dTS+TYoyfr6hHvRIJWcdiIxgkt+ToRhBTArCQoFZpbpW0x2N+ZDjyMuFjvFopfBaTvY0sugbP2MFKv+gHb33bYBahZ9TbDwGyd2bOFXXO12CMAnq/upjeKc0bxhzh1u0/eZ8ivMmk/aV6iuJkltIviyXtu5LlU87Bfs2xXYmyS128S/bG05qaLdvAG+CFabAYVJUrJJ/7bU7u3odXHhMFR/1MW+2L36VT2onp46IcIIeJTKSpgUY4z0IgHXpKOnU3ECRDfBycNdhbeKz+WdiLOMf487C06zshyMKE2VmBiwBhprgNGlqTGPLkU1rif2khx4wpCi1Tar+liKmirNjrtFGJfXar3VntRR3kFZmB4d1yZq3wSG/re38Jx70SB1T0OniR8TdyFZ1TBJq+H+ssX+1xsJ0pyxPamYSSYxYDcQsdsR9r2l9D0p2aVZy2HDdVdcpW3iX3Szz7a3GyAcyK5qRg8hVTVQbOq6tm8EWgRtERK3V+QQ1XaPn6riQczUHGbwsTXg+oBcY3/nA9s1Fs0b2xb5fnnfA0guF7f13rBvhkJhEixhASgq/UyLovWdgxcDlVebQGYKOAxcHo2IpPrtF/bVYbQq2g0gmb4uVX9MkJHDwn8HOC1VfGfiz8qfPZM7lAbPuEm6FZgm1R73SwGkNjYgwNIMXukdhccelKep+1AIsHIpqV8YS8CFzNhU0BHkNdXjOcHpElT6gnbkM1cn3jxzRfTsKGa6SIH+Fq4HKeike9EgBScq98z2QLaTaViCmqoEkQZyCWiLPJfvmeilzQ50iz9jbZwzU97osPiJoGjb82lWaBuu0gwY/KAsf8K93yHWrOy2/WLWe/ZpDdWmprts2LRZA+664QoFxAwYmHNDM6Twr/uy2+Dnp6TVw840bVsrw69Luuw73omLaB/wjvhh4B1f3pvU9+V9w0UuUAg2s/r7ss2Ttng2RNW0AePGViFdPGx1D11H6sZwdRb51HLQsQamCO2dR6K4/POxB25KUFzuED4Br7WUVSSnW0BGz0vAPHKPAKnl0p3Vlds7A6sKVAcqPjeK6B8v7H9h9/LF9UeikM0t+vrHDfkaJFeFJ8ByyUpQ9qmQJJ9RhZcBajNAq8AEe+6f/Jh3JW+fQOyYnx83me77G/hoN6jq1n1SgKtOltvuZYPUV9Ld7NgbK26SfsXEJJF64u+fZ6Zia15EidQP+0Lj/jilO+dcP+xnpvx+v35+qlv9CcUR3+8xKajR+rnqz3mo1Uatou13XVRsv6uZoz9AcEU/PwX0Lwarn5kSMbVgk8h2A1iVdp6qGUugH7SEExfpn/dg1dZi8c7G4qYffZgClwKfGijPVIhAnweyGuNDwJkAxyL+6r6+VI9FOY+Wip4DoE7UsaZJoITsV+4jArXmz5LV0AaeNxR/kJQCLPqelNe0H+CNmqNfNLkCKK6S5+vxS/4g8JsYV/S2CKD8yVQZ5mZ1ydp3iHc/MLH7RQBSPpi0MW4bBN06i0SKWPDnOp/H6ZQEdMMv9d2sSCZUyzhiY680j1olm0BAFd7NFJ05xr3tT7VJ29R8fgq+nZ9yw4WtGzDsTbX3IBIGDE311wDqqi2uq/5E236Sc1ZVTSH9AU3B5+vbVH0WY8PeVJBbK+PLdvOsW/r5Iv3y5Roc4zv7BpG2C75fDMgUkKtY10g7RyUw032EVAO/naKv75g3afykS0vJwFGSt2dhfQ/F/COKilyPG3NgoDJMbGscJr7x9xGSU6U3q3gH7tHANkm3BK4J2NT9pwCo+Om4JyUmMQmSFBWHdl1VbFKU33SejCICqIqkxGo5agOryBlYZu85fY/LYWPcbQFQSvk7UK0GqUtLJ/HH18+hWmDuXjRI+WA3XHJ1EYIz9W+fxGTl3kzUAyd7+oRbgdNS0jl2dTjV/7M6S2etzOLP+sAnGrVTyb9vAK7tfrzWYXmhxEfWBHa3GEIV5x9ka1/V3c24SfBw2WM/qt29B1yheIDdIxjUwNUOTTLqBnVNerqKWeqhXbXkdw9e/LwUWrkP+wV6kZCsrip42HZc5NJUj3srZ1f7pAdMetwFwA7VLavldtBh7z53nNmJvzx+Ng5MLHnMUjSX6AS9XAXCsCfKpXexuCeToZazApsjYDL/3dJSqcuQ5y33WIBCqWvNi9sy80/AKQwiQtJG//SGMRZhLBHnotCuTLE9KLGv7voHDfmW82rR189Hob+HAwo/Z8BBxOn5gd4LravIu7wDOmAO/eqhJMKHAddkwAKoAqykr6Uh5/HG9LPuRYPUyiXM4Qfve35/d4aPq09yCcgOVmuIgkh1Rx3kGP2ev6v3anlq76Boe1swVZ1NzH2XBmDo6r4d0tWAgngWqaq/JqXEX7i/VTg3dbReEhMlFDtUBBsEFwgE7dtTu0lb7db0Bl4X2XHZNuxot2bs+24fS9zbmV77vta2oX1XK9Q20gmwUQOXNGMLUHp/pz6ujE0l2IoE+N5K3jKcqvgK4DEYuopw6WbTaAibkKYDgDoCLnanAeo5gWmW5y1AnYS1updeofFvt7d43j530AenMgE0aKHeKxZ9ETWVq5SVUp1GCYrbwftOAJBUi/xM5c1U7nkK9gl+eGAmVfFggqQE90+CFw1SIUY7PAdZJkpiFENMlFBXBYIGwylI6kAdVsZdXbyQqFYANcs330OoPRIRQWZ0ZLf2CdpVO5uBg1M8VzX5DQzSQUf2BjQC4Lq3/aF3ZMO2d9XfJpf+aWsodvdr68kv6wbRCxTttnMAAWQt76ZyawZutkeGzi22BE3UCHCDYFfFG9bgDRuuWzN+2LZ2bqppXZrq74LN2rDhnV2BC3B9EOx7Y4fbYWb7xpWiqfrMkCK+oNs6BXEprfV3v0C2TJdK+aWPSzVFj+GKg8Q9XGB1sAwnM3Ltjoi1UbYZ6FSifguYDgHpxOI44skO3QEIH0qGQs8e3w0igDjzBBvfehUSgCQ9xfpiowljfkJ6CpVfufIIoyTF+0Nhth7VnhhRCP8tfulXkwFmRQgAZkzBxhMzkPLvvjnZnLkwgshICVcNCvl9BntYaH20S1Zn3MsGKRrE6JAEOP2vlme3ihtvb6AVLvScOv9k/c6A0wHlkclTj66pio6p/g0lDd2UATLvyzmBxAbd2qc7rlfivq7txgbnyFyHrWgHau1SIlP7kTGDddRF9ripAgAezCKvVcEPAWcO8WL5iDYJym/JENF+u4So3ffXQPOd3e7723c8yKV98XfbsF1bvMu+GUhuuO4NiXYFdLf9NDSTdmhTL2KzA77W7iZ1ElAhurTXvgIRj6fkR95vCnrgw6RWnhu0aOsXVtE6rzFFqwpMKbwQFIxglIh6jbsIr+4UAD0WpCytlufqr+rNY3Uf3b3nf1337FchAXkfKoAJ9BFDxL18sQ9l1n35g4b9va+pjQCEqhdzMMANSOkQadr7lJ+DlH2VwMOPjCWctOkw2BQn1Ya73gCo0Eevn3/Y1Dm3sFc6VA1096JBKjhQQn6RrrrKQIVEFAZjCqY6dZDS+2evfndHZVgdGuCA6q49HRG0ZAE4vKeOcOJo6kE2E3W1HuAXzLa7IELFZ+/bIVuJq5M2lTShQ2dtBFOd0s+aGcwAzAijNXqDNlN3mB9q1nw7djF1n/BNFTtU3JR+h25bEIrdN7ptDw9GsAIFLNyJWt9IHscjeJjaxzymDDTe/fYcXcHTNfLhiT2JX4qZO5rjMonLRP1Vu3vLWcVfAOYAvIt0sf49XumXQZoswAaUvwGEo+TD3e9pevbMZKMzIcKLtucNTgebl6ApLOV95NfBbOkK53V4LupOWij1wZfdyfnwokGqfYtlNyu1RvzaJaptbeuO2A8JgmyHV1s/m85VJxOTHREO9TQeHgSIWOoZ8Zq5laR1I25WNXU1jri1mqCpq1yqMvEafg2PHfhlDj4+kIh2forVEbEBC8W2tXNSIt3yDwAusoU0pCK47BfoJlBc8aBXX05dYoJAmVpHk7pawiUp59w2bLiauk9UcdFLsyjcGoC9c9lw2dsVTFfd8GUhC8S9AfD1YWufnzfrRmxN9ae6NU3jbktc1Aws0M9V0TjULYPlnhEBVDQXNHVsrOySj5C2+pwTk746MZwK9AOBliE8Mck13MNkErfGPwMeK3cjzlJSulUPahfXffatqGrFF+1mtV6o/nxNKcXT+BvSExlLpB+KEQUAVs95q32tjQYVOd1GcSIuNDQawxksdIZPoLlPlUs3GhFM/qzrHXjV+DiJyeiMnKiaRW8mbl6TRn+MJL8fJKl23b32vRZou/oGiHMxAgYsBEEQ7YMD/hvI4rOdOGx7dKvByvkeXplz5Fbvy5xaRe9Vs8nm1Zde9e43SWajOEYp1Vl0W3iRKy3kTXni7wYi7RzTRR4M6AQXfYDuV6gAD3jALu2TuQ/W+W5m3vCyt7J/0VcgdvuEqwuu0Hb57G6f8UA7B+V3/+0GTGJqwYftAoGB1LY1kNItvujLXwhV1bZX51St6QmpA61Ozuxw39NYDwxw8Wjv4h6f1YCa/T4MDjpL/nYBTIO/EvMSZwlkqzxxIpzzXrmjtHcCU+rrBEbExPHfotbzvAKgkrqv+fk2CTgwbEoqPtCeVLllwiUo9wNjHNtPkpKO97g47sUmzYai+rOb96aqvpgzjYPq6249WEIaKCcdEsx+BygeChVA93ZfqLP47aaO8WD/zG23o7yHnYBEXaVnIqzB+hKA8DMAxAAWVJD+fgibunOcwWFy/s3CQc3S/L4RUBmrwfqM4ZdXuGr52dRVIuiu4lP0L+fuZhruqkCP4z9W/e3BIHATKvntG7zMkTrXyCf3Nwq/2IL1BepnvPwLqOnEvxEe53R7gQiCNhA+787Ju/AX4jjs9yzSLg0bhJ/lxhycu2FKzCJxvZ7ZpXbMfrUO5d3Qj7M+5b+Un0780zFJ9azzgcvVlE6mbWB1n/ZgBzfk8LrgE63y90bbuAu6QYaWanZpbTBxp7XV19mCI57OlLx6pYTJJJzPi93m2rN70ZLUw7a3a0fgqiv/5IRZb/nFodrUgJAG3uript9yrQK1e9ygaverGbvsd62FxGVOyjM/rvz+XJ3Mwxlja3qfxGGFY3mIPejegbpJc2KLVMPKRimd+wWAXtuhXQGS6g/ByV2Ad8y82yp0FcHl2qZTWP+hGUD4XpHCpB7LbUOzFmz17gvzQo32/C+Wwy4b3sAVgqb+22VrYGSWfhvahvebesFFmlzWPjliktQu2Letg+0meGcXOtDbytMdXdTZul/U+9f6SmgqHKy9Gi9thxLuqBGV0B67P42V5PnVO2vqHyzdahwm0Efpj8pYpB3cDRDUWZxJmUO8CmIcZgspeDUClbDkc42M95Gp+2JRBRPcpSqJw7saKr/8CXgGis5Vsgo9xeX46KAyVfFVtZ70uHw+ypVszry3FrWJ1ObV4U4VdWeTgUKth/isah87aUS1NdU1JSZZBW1uBksqgn7n2LF70SB1AYOUhHqk3/q9BRHfNupQAywo2m0MorZPxdRmgTg20xvNcuG1JwsQIPBg6/HkjsAJ83fJDcSL87B6KtpiUieGEpZ/4UesCvhSErEr+hNIdV05wKo/aV8b9bv0tibR6C7QTdqHCeUKbMCDXsJab5N2OLhZ8IWcRW0gjkzaOIsq3oDd8Qf/xlTbT3rH9qoA4B29GDCJ7VVt2C+C695uyNh3aZfm7hv0wRbQ3sBH1fTEru6zvaoYE7tFXX3/8+SYhaqv8jZkjh5+oKsBOVsHuyO3ApiSTwqrBL6mPQMUJ+s0czPQYf+s3kNdJyDE+08MWnkvSnu6ra3hFicDVL1hQsz83A/wVuu99gMBDAiERjXgluJQGo6T1IFdu3DBTpoGBrQsxQGd/4bt499yruJrx33abIy6Vd7dL08TmDFWKBGbKtCA6n2zJwVhJlf7Ahaxjb3SCS5NSDBXsb/UL2fVfhC2UqAjPxeDNG5LN8RbgNapjIDgwFOWHiYMv93yz7vOqUSYXVu62f1+LoUI6GCvq/3I+q9dRURqPwvfxFSAZvSRvjalAJ8V4q7x9gjsElqYSg8SKsBQ9UkPv9h+m9+UoSZ5tfv9nIvFSLwoLN6DpgUTQy0VXY2jp2WpCsfzpdiXDEVN00zKXdXnNNDc4yZ5ngK1FRgu3gWAMchWgPLyZ3nXv8H51TznnGYc2/CaSg+LdKhA1ecx1Y5+PSxPRc1/Oe+UL1I+nCYzsqUt1n4BOh2cJBLtANXoZ+kqgYGa18M/DqtBs983JugP245tu0J0MwbXj4gZgTQrvn23z0yoxuWpAOxLsxISVVi9zVR/gPc++UlyYndk6ZeozWzWAyOFWYRN0g00UgEJc2qNuGGi7ueoPA8Azs4rNuzXHSLtktdGmDWMJXbpZzIuKiFJXenapH1r4VfZSPVnHziEn7lSXNFUdddYvEJGFF7tpmJoXGN7fsPSCRRX2XDBDpjq7x3/qjD5m6XfFlclXTa1w73XpvJTE5p2aV/wtX5RFyt3tCtz9j6wAf6VAtySqpDHS7wcJwB7n3JeDy5jmf2MmHuZi3dn4y6Bpi6BI1A8cmeAifNnkCFwSuBVgCwO8wrSYd7+KRf0q498D0UwlZ5YVTdTwQ1qPZS/RSX4/2/v/WMtu6r78M86974ZO1B7aiJmPMUOboq+EEKB4uKaIDURI/FL/EhpI5DbuA2CpsEKLlL4kcS0VUJNaL9RCkWgVmryjQohiQRuiloqx9BQVMcYg2khBIxiERIytlrLHgzMzLvnrO8fe62119p7n3PPfe/NjJ/nrZn77r777N9n7/XZa+21944S00g68r2Q44+SBDWYek+PRWpZEFqbZVYgjqSlUC1Qbl7RFhEngdNZ55oGC2owAbmPLiH1IBNOQLewpDC9qN6p69d0hkR7bjjR9z1uueUWXHPNNbj00kvxgz/4g/ilX/olOYInETPjne98J6688kpceumlOHHiBO67776N81p0A5Ydi6opLZAv5BbMhdyEueiyX6fWN3psfpc7Xvogm5dWoj7GB/i6Z1rvqQHqw23YDhbJfXRshd8DgQaYqTXpaQve3YvKayBwT+C+w9AT+r6rPquhw3bfYbtfYHtY4Gy/wNlhibND+r3N4i9+Z1n85LPiBVbcyXl8HXqoxJVAxA0rGw42QOVopC3q7XOIehzqVjhMq/Stn0X6PtStcKjrcWixwlY3YGsxYNn1WC56LBYDFosB3WJIt6vKhzsGFgmYeMHpW9cr7BSCRh+Y+9qMQSrThGOgyAYDhDqvmZ+QRm5Q6zbhN6GSOHQeF4Gg+CCHafbzsfZx5bN8yvA+D59+1SapozfbrGhL7nLY0Obhw/ZuMoAlPmGm55TXoiJoYQS4sorPlsAINgFLh/PHtSWdhHl1XtgrKAZCZlRUAKCfDHrwKte/oM9cfhYeiPlTBsqFfC+VB+vvbhDVf+LH+ll2vT2bQ3sOUr/yK7+CD3zgA/i3//bf4itf+Qp+5Vd+Be95z3vwvve9z8K85z3vwXvf+1588IMfxF133YUnPOEJePGLX4zTp09vlFdl4UX5BaZOATfLQTGDAYD8rRzdLL0ABKs/pcbgsT0BAWhmQs0OGNts0hlRqUVw2ZLjDOS5kfix/FbVnxkcMImE6j+dffdM8hE/dGYFmP3EHxmUdLaVh01N0UrJz2IHG0SLnDI6ATQLQ/mQXJu4GJPJfSYvpjuGRhmYSmZaSRktYBhh7pNU9LnJyU5BU2lXYDCWJybcZZwy/po24Knwa8DJ4o/EabbVVJ0M1OqJaeQDkR+Q+1bQUcnFQMjy8nEzcPjfPl01c/dAYd8uTLWO5QDJ59lWo3uAik3jAU1N4uPaVzQWaVvdNr6dFmYd7bm673/+z/+JV73qVXj5y18OAHjqU5+K3/qt38JnP/tZAEmK+rVf+zX84i/+Il71qlcBAH7zN38TR48exW233YbXvva1s/M6tFhhsViZ+DgIU1RG2ssKYU8dhiFpW3si0NClDa6iEgTSbbW6DmNUqv6Aht6FDKh0wTCQqfgKt3jEI0OKaN7fu7nOpqRS8wQgW/Nox2dkYwpJlABwL3VSVRYB6ZAVVf2liDpzZBAWQ0plYEIv+9d6TlfAd8RYco+hS2tESzn8NW3ITeCQQKUDaGXgk/Ta+ex06OQDwkjUhlAKeohU9Qf0XSfnB5Ko/hI4rhYZJHsBU5Z9U+ZGkiSTulj2jw3yAojgTnxyRjrSVnl+U7+AFjmgslcs3Suo/lwfsHfCaPadwPzL/McA1d6z+z0RvxV+HZCNqgrXlWWq/NLQTenKhyfYlDzsh/Knmgc3x+OPdALT5clM8yLDrjVBri3womGEnFouDBykRxrBwnvJhZD3QJGE1ZsKTEXeYEXWhKE/qYrPf6tVoDbhIP2NskWfGl2Qjsr0fJDf4Oyvh1T7u+kYBFpcIEnqBS94Ae644w587WtfAwB88YtfxGc+8xm89KUvBQDcf//9OHnyJE6cOGFxLr/8clx33XW48847m2meOXMGp06dCh8AWHYsYmPfFC2Xpu5Lqr5FV8+euyCiO1G9qfpD/K1kA8eF879duNbcofKrBuJoc4+Tn/Q5lR8YovIjc0fVn/8Wpq0fUf0NQ4d+IPQ9YdV3WPVdUu8Nqt7L36bqG5aiAlyaGnDl1X5YGJCo5BXlJd88qsLIUtISA5ai9kvfSbW3RT22uuJDvaj70vdy0WO5kP6yGIwRJZUfnPoPaQ1jIRKWqugaKqaN3plnpJ7JNtzVM2Qpw6vMyrRDPqW/5q3+awAihC/juDKEz1ib+PHi6oDGp37u2h0YbUcecadvdmFHxrtbCmieKuE+nQOoYGlnUn9KPyfPWcUX4smzBsAljcEQJJOFag8KbVLrUzd/W/1n1oOkBkl536Gq8xZdmnQuKbqNL5N+94FPa7g5tOeS1Nvf/nacOnUKT3/607FYLND3Pd71rnfhhhtuAACcPHkSAHD06NEQ7+jRo/aspFtvvRX/4l/8i8pf7xFKuJ9m1gti+KrnQSIhOjlZALBZOrTzJF+YibZMddIsQQGHConIxJGcoQQDN4SnilwIquPvlGSSFMtFiAVigklUKmUxZ+tG43icDAZIw1Cw+kvm28lAJUmqySiB0OWTysEmuRA69NTJYbGD+YOygi6fSEE2Wy7bMfIwr7cXKz4eTAW4AOdDcJ3aj2U90873k4mLWh9R594vIUmAxtDSrb9m4JCbdPN32Arr3hcDwdy3edXHDGpNiGatIU0B1Dp3mW6rXGvSqYB1ZKJY+QXwLWrfBEMnCoc4XvJBtEzT4e/SsN+59IUaTsJJWrkPx75cquBqFR8q4CmbodWtSlaT6pfGvaavzaCTDOMpBTHlA7xZ0tAUwykTFiLVarhQIPU7v/M7+NCHPoQPf/jDeOYzn4l7770XN998M44fP44bb7xxR2m+4x3vwFve8hb7ferUKVx11VU4vFglIBQVX88DVraBM+2JYRC6gYRpkSxWquoPaX8UA0Rd2vArYJdVf4NY/lGy6FK+rdZe7gtIL0zPA7S32rL0CzUsHqxjcpQ7S0inMQbLRyQ/BBMAJujGXa/6U9GfZQRa0QjpEkLu0swSSXzX6wkG7tPZesToeRCTc8ZWJ++il0NhOXXcBQ2gQQ6CZbYNlKZuEKujRRL3bBDnOqYydMRYiuqPQdiiXqwFOxzqkkq4B2El/aVnQr9IEuGw6Ew9PCzzJl+90VhVfIx0qrpZ+lGyDPSNqkDSMghdS9R49eKw33V3mpWuhp8EEt+Px/wnwIRb/lPx14Sv0pN2LiUnS1d/d6jC5Ks2pKymJYnSlP+Q7J8yyVoBhWp1n5ec8tmWjXUb54aTTrQPa5hF8B9yXLcfaknZylXTI0RVnTZBlKEyUKoWGyDLL/Ur6V2uL6fExteKwzsDRL0XVXymVgehW6wmUsq05yD1cz/3c3j7299ua0vPetaz8I1vfAO33norbrzxRhw7dgwA8MADD+DKK6+0eA888ACe85znNNM8fPgwDh8+XBdeJCljsHIIFyPN5qHXHnQdMKS1BQawkE2+TANAAkhDsvazza8C8qyzZXeWvZl024vkPCoItt41BTolgwm/J8CpCryOARbMUhmVSk/pp0pQmrRIkxpQpm828Ae9aVcAS0zW+y5LtathYXPArUHNVhfY7pJ/x4wtAbFlN2DFi6S643QnFKvKglX1EW+gCQvMLANVuPkAuSqEENQKyd2DwFh2CyyHHtR1prYAJ8azWDBoAHq9cRWQA2AzaJOeF9kBIsy7PrMhOHnS90Sxf1TvXJmvA60Q1qeH/N5L/+r3XICZSmvT+EX4Jtj5tadWOs7fA1TlTly8CUpeegrH99jQVqBCYYSlEhGyX/h2z1CEgfN38cImX/uGAFQENC9NaRkrcmqV1DezTGP7Eh2f6hp9SBJqJN6mdD5zEgIGEuMoQr4lgS6QCfp3v/tddF1MdrFYYBBGdc011+DYsWO444477PmpU6dw11134frrr98or9LM0XSjlNailsR2EoLOavI5buJXHWWC4NbOamOg7Njmx/G3+96Npd9O+Nxa4uIbsNGctR2JW3jrPzt5QZT7anDAauU3iAWfqPu8cUIv60394IwYmNCjwwriBwmj32qaLucC2gKsfXyF8sdmqzpThers26az2l/Urdd7dLKGaTNpveJDFthtv02xNuX7h4FDyVw9jTHeMox8t4wE/Guq+984zVkrsnCt8pUgOAIazTWvsq08kATgiFKQz5vLOlTfBdiQjMcKmBq/4QDJgRP8b43meQZQfDtAIq4BS/39t31yfw4WdogAlcHP58cx7+L9mhbC0vKm7ZzHgY6R8JF1ppFPeu75sj4bwmcO7bkk9YpXvALvete7cPXVV+OZz3wmvvCFL+BXf/VX8VM/9VOpbYhw880345d/+ZfxtKc9Dddccw1uueUWHD9+HK9+9as3yuuSbhvLLjOxngkLSjP1Fad1jwHAihZYid50JZ2JRd1EYvVHlM51YzEDStouBkzqSm6b5SoD6pCvdICb1hKmxaVKV7NDS7+5FCeFOXutj6r+uiRFeIkqr9ylSNznBAYSS0nWdoVY8eXNvB1tYTkMGBZy1xMPonpVa6UMKNp+HelBSVl9oTfnLmRApeKwtE1KGwzLgyhtEt7qVui4Q98RDinwdaLu4w49r1L/sXUyBVkZvmI4QuSO1e9F3z7khuGk14ByT2vrou0DOSZfvuPqdYtDqhvyaLzqdqZjwFPkGdIbAahRqWYiTgVqVdlyY7UlqiK+A8IKyN3E0a7eADfO6JNwxWnnWcWHdPwaoTK0Kg8tjhPeaTNtAgr/Yr+Tqf7ypGsh1rLlGX1+7cq1UG4QHS/sToWj8hWw9avwWiT9lBJXfmPk1X0s44ORT6FZLLYn4yvtOUi9733vwy233IKf+ZmfwYMPPojjx4/jH//jf4x3vvOdFuatb30rvvOd7+CNb3wjHn74YbzwhS/EJz7xCVxyySUb5bWkZN0HTiIkgYAuX9QHAtItr4PMNJOJ5IIIA5IaieUKh3R6gs7M1PiC3AJpVoERlYPQIY685HTcTh5pTSbUYDIVdml6ZfzdkiuH8t3knwpmfr5Hq5tyB2fT+8Hu9QKnXeWQSWw/dEAHdEPaAMxdurJjJSeFpE29PRYgrGjAUiYGPdhUfwsoEGZ+AuTfsEEEYwqJHw3QQzZVcgJQuMUAp4NZhwKdSFPJ0jAZULC9W3RIBiaq7tM20UNqieK7nHhvXrBtTUZKZlLOdYDYBetO5NJzr7l81gKF2Sq+3QAU5cbZKG4BTPpdppHb14FWJUHpR5i9/CYgalWAIFUFSUfVhEFKynFbm2Oj4YR7ph+Km3vNco9g6m1TdY9S7hBpWcTfihfjWd19E7sJoeajZZ4iJgUmASnlDaQ8d566j9gfBbFP6NSpU7j88svxjz/9GiyfcMhmvysWJgjCauiwYrlSXP2ZsC3+zMBqWIg/sBq6bIDR66bUZGZtm1h7kar01Gxh3HpoopptA8hm3YC+JWHaYdR44yEbXcHPfVPDL8ymN3mTfjCrWwFID9zULfCUVFu8kMwWnPeQLAfbL7VYDugWSZV6aNmjE1Xs4eUKi45xqFvh+5bbWHQDDqubBlzSbeOShbhphUu6bXQ04JCYkXcYzLRcpa9oYpuOuOohB8qiwzYvwOhwdljge3wIAxNOD1v43nAIPRO+1x/C94Yt9Nzhu6tDON1voWfCd7cP4Uy/RD8QTm9v4Wy/wNATtreX6PsuSVBnO3BPoJ5Aq/TOqQe6VeoP1ANdT/mdu8NpqXxHFF9bGPihb9Tvv+wnIe1GPiHpgtFXANVg9lWZS4Ao0y3i1uAUC7oTgColqlRuJ411zt8bS5TSEwAsOBtLyFYEANankyQ1mDS1cFKUbW8p3Eu5cy3scZKlBgJMvazubHQxOOkpuzU9rwI0cBtBDX/lTmpHitahDcqSWVRDlqeqTwFVKUFpGQaZnJ55dBvvfeHv4ZFHHsFll102ms6+Prvvkm4bWx3JjJzkNtYETAvq0A260bRL1zYwoaMFFnKGn85iVM3WDWxSGA0kgNLJza2QjZs5f9YRokxIZmLJHVVlFc0BFGqEU7/ye4paXJCD0/iFWvjpE51DBWsfH0nUfSCWjXxJ5bdN6Tw/FjWcbqzuCFndJ4NRi9eRBCBOB8h2aTLQEVsnTxfFQ/TZlFWBrpppMEGkZdlITJ3to+pA6Lte1r4YK7H+65iwteiRrqAnmfDoZvAhD7qFTrFlgiJijEmV0L5CJmWNvo+pRxSj+vek76F87qLWaZeenvmPRSr8m+s/ZdouzJ4Ck0u7BCdT7/kw9q2AJGG9Wo/ytxlLEMJaVFbxjajnWuo+J/lUKj7EPUhR9Zc366paOwGaOzFFBq8BBqYlm2R1WzQtqbsGN3LlA7K63TYQW35s6bVUfx6YdCOvV/dRd4HUfeeT8j4p2PUPAwh6y9FAovskbTDGoFcsQA6hpeTfEdkV3p2cAu5ffpp5REZN5BbKIczKqfgSE4tAFU6mGGNWc4Bnk3DryJVX65ocZKc5sKgBLbwor+MJ6mTXr/OQ2pbEaALs9kMNeZ8UADsRYgHGSgwlmDhdpSEbkfQkdVDaW2WnsMuMjo0rxUqZJRVnhsAQs14BPB38LPvsOnmvnsGYKqcj6LZ7s+JTZthxkp5JwZ5lsoJagtrg1RgTsUlEGcB9u3Ab0RhY7IKmAGqOGrEZZgZAcUiDQ1hzl+o+9ywNZx+PA2hZUPIfHQhxnSjv8WNLd3RvFHnA4fxt6TlWEwBq/Ssj8p2Cg38Ztz6kNpdxUfhrW5TqxtwSWvsMWr3w6NWFMpw4n3SIVtjqslpPG2rQqYOYoK/EPJhJFsEJIJLrwzt3U+zQCeNLGzsxyKxLTIxNkkqW69nQgUTm8L3FMw4u/DyF5yPcZS9Bq1EWw9UirgGWPJNlnrS3TBdBtJ91umco3dU0DAlQCEA/pAYkJLUqE6OjdEpFT1miGsBYDAMWWCYVR8foBqBTE1no5YcLYyYd6/Qjl9pXUb89M0hazDRDBfRwzHJ9qksWf7Iw14l7wIBBLydjmK1uWoZKhieQfqHMNOxGyPOc3P5jr02ZMGfmZNGK+RDggHBdPyiZfwMMRo0iGt+VJOaBxL55PDww/cwDUvGMNe1WuSl+WmfylVIUNSSp6HaTFvgPRNKCAVRaN4pxQ190EhkBZn1qxhIKEFQYSlhfdnmtHfh+fV19cjn0N4AqLy8BqqFTBjevBoyUYTTxZDWk6MU9d01qX4PUJYuk7tvmwQ4u7TjdCLukDoshuRfDgE7UgEoq3wQVHzjpS4UhDzJtIkqX6jGzWwhMf4xhgPIgAMGkKgB5hyfy4FAvFyz5ZcvDQBOMJ1h6zQW0oixUejPEKIBMKtA2y9Kgbqwkd46XbOQlYGCWExoW6ezEBdDRUqSWrDrR3BduZmXWfR1sk29S9wkoQG8HjRsZcw30nTqGwfmEEi+Fb9GAvuvRMWPV9eiZxN1JOTv0iz691p4wLAaRwLt0eomAqF71AeakEpTOQexKVgKPBy3/6gomXQKv9Z3ilZZRmzQFBuvCu3CzVHwyJqaAqYpTuCdVjMR1GHdxoan4iJ1VH+fvDtX1GwDsVgQC1+q+cGYfzL+y6EMGtPpAVl2HSltlVErxWyQUpPKFhnDgWIPeqLge+omT8lAbXxhIGhC5yRzSZI4aaYyBpMJfDwdSsnZM3QXazHs+SY+6GbgDCeNbgORYn2TFp2q9TkZ00iN3cngE28uXAwbCC1CcMasyNyCCCk+4Tdjkq1IVZ7Zp4df8DjQXdHy4uXFaVKah1eD8O3Ac1ofCNYXbqHrQjk0CzBgFyHuoAFHrceIovfkjuykdqbQQ2/i0MTCrQAYDeoWuuirx46Qqx1gY2T1wQ91C6R2TdAzq2M3O3RqkZqTNoiA09k7moIvvSz5tie/XFZobfMfSbLg3VhU6qsAGsbusza/lXgNQNaA7iUmfVx/XS0oJw/oSZ7cyZXsm4VT6cn0K8PxC2LRTq1kRQv9yH++H3M9zHnB+mmittovtyO5nQ8Wo4AkF0uKuKmTr2BgfVt4xSnPvTiZ2qdMypcOm59C+BqlDtMIWdabW66DqOllLkfURUJIK0k2wBKZeGgx2esJCzNQJeiROB+qSNAA5n60jPdMti866LqH5xJ5YTJOByFVKpr8bcNkJNfL1qj8iB06dtKlwSZYjoqzuou4jIG10HRLoDBhE9ZcMEFZDWv/rCNgeGAMlKVcHQLZo6mxm17NYV7HM9gZ20p1YRzHZ4GGoFrIYOoK2NviIAc6Dk5E3+bJYJg6cdMWLLq2DoRtAXSobM0ALmaVLGzFz+tZZO5D24hGSRDXGSeZORICoMhT/MamqmfZcsND8fDgqwrrvGJ9Hw4UiTZWl8Syo96gIOwJG7Nzlc5L3ZIzfgAfIE5MMMll68tJUlqrsWCTkPmYM3SZBQ73eqZKMgYRze8BqAINX/0XiogkjYNbAlN0qyWWrxARWJklBNRjjkpTXbQxiuMZI1rcDCCu6CCSpQ902DlGy+BooXc3QyR6A7WEhIEN2ZI0ieWJiIn52SfJaSjib1YuqS89wQ5dm790AqEm2jhVmPV7EMXnr9QywU5YZo0mzcgMq4PwClKcxUU7rB6mG2xOV1ZsSQhiwhVWAQ4e+ZzNr3ybYDCoN0iQ1kQCTUlLFifRre51gA2OASMddL3vk8swwFV1mbG746ICHSNbJnU/OBwPLIan+MHQCUj2ADotusAHWLVK8gTtIhwAWlES6gdJliXYyB9JNvuw+2kZWrjU0EqCM7xn/mOanTG+tmbn607R/BpUCnNCIu6s8uZEn0kRSK93lsN4E3T5uo25YhzJ1H4cLDLOVnrPAI5i5eDI7z6qx2tIvWgX6CZmZncPFQTY9T3Gd9NJQ8RHaa0JBEnRxSkOIrE7M+evxYfrcJo8+rAPeDEc+dwSrPhZDNr3klC8KdZ8wmF5EncQn0ikTHXFW8Snqs1sHYRcG8uJYFzrhj6zLKj94NUN6LdrvRxdsnbTkt9CVNIYT553GpKugZ9IglI1J9BErQIj6U1R+zHqFtHRYmQwQYFdzQKz2kn++DBGkt/aKpR/F8FTpv+ZUUgaXk8C8akWvSggWXMiMS5EgW/cV4o0ybJHYbRC3JOjdkLyboN7jDBI00bFGAWqCWkXm0jWSbksi8+4x6SoA1GiYIm8qpDgHboH8uJVS5HEfpaiWKi8MewU9J+FYmnAgAY2f88xFMZZexM38KJd9TILy9fDSlpfC0rfeGKAqvmRUpFLUYGBZqgHTFTm5DWrrPtk2Ih1wAMzSOf2VGwlm0L4GqUO0wiHKKr4VLwCVngBwB1HXIKE4EYahB5PsfRGGR0RpT49IVQuTvtJ+GUYnUlJav2JynUxnZsojKR9Lb89b30CbWSmgEaZnw3tNDpwIWaVkz7Q8anquZSXYpuXMFFhOEJcO2lMlVREBXd9h6BhECyx6UQMizzZVF66zOAh0AckCU/dYLaGSlOrRc4UGnbWxrJPlahaMIw0dHZyMPGteEJIkJRLxwq697sB9vgyTFwzRHcsZh9JmcnCxgrhBqjLnEmQ8eSav76DRh8awaG0XGgWEwn8EXMI792m0gKrBUUetCFGkTaVfI103YbB0O3ZhssSk/jbpEP8u+Ofn1EVDCIJa8jm1HXR9O09u6j1TAJlRRD5NIktpBZjYtwODAE4OQKn2099+46/ud0p7sfIh3So9dcRYoofu1TJ/lMeYORWklkHfXQG3PuSC0jr0CheBdd9hrHCoS6qbZIKeOMMg1nhAYmaq6htAkPX5ZE7cyRXmnNV6PQiLTphMlzZ78pD3zSQpjQQAE2sg+TYpS7mJH0S6HhEGIZvlVyBLA3sz294BVdjJ7jcTaFB1CdmajF+bszPtOB1FRZyll8Gk14WYkOsA7ax5VAUCyjrvwUCK0FOfQKoDBlYVRGczOh04eqYjQw+nzRUkkfa8jj2BUtLlLgQsIWoZ7lLp+i7t1QIDw6LLGk9VITHk5uG8RkUGUmK9WWzybZ770mDYZXcp8ap8eTSjD60zXJhcH3ITgiaAlP7yHcra9I9SUyvtYDwRTpYowmq4sIEXBj7UOTWYqvW6aFQTwQPVM78514yxMFT+ua8rqHm3k1gqoIL10XL9x6u5PTh5S0C/EXdBvY2vJfVm+r5Ab5PDJQ1WHj3pxSwNkVSQC4Efvf6opDzedI9jEiAWkH2PF4MJup3Y65hZJ8wwqPKQVXxZlVfOAooOoUwM2nnJ4irHsWvXZdQYP5DwahpuGeiUO4z4cZofco+plPAKd+B7jFRXsEkKFsC4t0RUBk0wyYbhrf5gm3aJYSeh6/rPwGmDmm4GJMip66q2oyFBmIkmbOrFOGPw3DD75qeFrt3NqlU8IukoytTYWXOWTNo3KSQ9ndTsqbTceGdeYpsVv+UuwsQiO0mlQdUcrASoZroRoMapyJsAfyRSNVEs3mdZLgr+nF+O5wkqeRW9SsOov0k7mmch3QSeI2nDgVKWPXI9vbtso1zNtlrP+3fIgBXVehkog8qP3DqZtItPI65JxYZl1rqQTWA7GcfdzM6/r0EqHXOTcHzQhXsi9AIdKj0NXdpcmuYGybKPQFjSgEGstnoekjTFMBNktdZJAoEAnVj6DdqRSDduirhN1J4VCwWVjWdqTgCbRb6Pctt/R+TK4y39DJwUiDwXHGCgrCYikPaBWFSCxOpy0PYhp+5jdP0izBIXdkZZXjhm9QeLCWtq857SYbBL6D4qVQ/KUBcw1NPy7QI25HdlkxLKA1wH6QJy4zOxXOmRTM/ZzcJ1Md4mJs7SL6mDKaj8IAfTVsO6fJctJk35eQsErD/4OcIccmm1LP24CJP3yRXxqS2dVRJZGbaQnqo8zS9LQ9m/vCaFi28FAjfhMMkpq+fyfqistvPGEtEooriuvZK6HDCQU5W58/rCUUgOXIIa0IBsGvhQgJOCDxkApTIt0ZuV3lI0EioxqZHEqLpP69kEKXnP8idprtITnXzqcWgDBmxfDJLUFvXYQmdWI+DECI1BKUiB5NoOTuo8MVle0pBACx1WNEgaXTaugG4q7Qyk0sxUTdATF8gL6bC9MmOmtx4EUhkdaM3hJqUEsJcA1cjLFxsQ4GKrOdKJyi7QQOHgDCa2DcGgtD5FXVpDWlE+MSKrMhYgJODRvBdu1rXQNciO0sWGXTqFYsEDuOuzxRG4KrupdnXAFKHi7FZPwkhLwImxJNVm1yW1BzPs7rRBz4OTMwcVmNAxsKBksi/WfmkirtJe2cCI73FKnB7x5/VBRmke6HAOuwEYVWPBwtbSWMsQiTXvwj+EL4ApAxRH4FIVXwd0cht0W93nLfNKkCqs+EYBC6Y6JmH09TpUlHjimg8c4HntT3wGKMCl+uTNtxmwOmJsUY+FgFAGo0H8S5DKZufB4lDr4MoAwCaEoKzuY+RlFRb+zAC2L4Z9UvrSooWeF21FDWRhtZ86dY2Ko/rMdYKcD1xz++2ins80uAk5bx7jNuNcaFMGc76pqlbpFl0Ty8Zb5SQswGand9iaUZ5xARlUCNkCkNhZAIrxCyEZv6g07fmUpzi8MSnx5kpqn8pMRCuaDTRypiSzDlYVqHQQswJEZKjahnPWjqzR54Rxk6AdUQM/J/Nf48+tcBukNXVx6PjmXe0EHNo7fzvRVoAsW9C5MW5/ooovW32mtIwvkCsClIHnfGDxXBxkVWNVfYpl8QClz2LVdYKd+V4EPX9vVQIiU/ERm+UemX8GJJXqKhA1wcApJ1kPhs7tksZ8Wl+e2zX3NUgtaMASSRoi2SzWyxlwto+G0ix7QYkjLuTECXCy/+9lb056QelIpLD4KR1soPTSWQBOjSi8VBX2DYWe7P2VaSuHQmAqFbH75sKvDLPOD4iSl3kWwcdm9e0UoxFFucmXtc4wSZdIrp8nkbQIoD51+pUOBpGqgPw+GGQWfVucVHzc5SsOBlH75fiR4STQ6wIwlh+tdp7kIKtrOtnwK9/Mag3GgKiLWbOTM/ygl+0pKi4KIwoCyM0+m6emt5s9vKrqkZ8sbEI+3QAojtH4sK3w5MLVsz2YRFTm2QIaoFhnys8rfwUltejrBCB0AiFuvx+q6xw4yXuGfHddnuxafyokprzhNbsriz6wbW0JTJ8yw0/V8HujdK09rruHdXQngfkDYTVPLwXpLbkdGFu0Mv8tWpn0tOUMJ7b0WhyJmyUpAUAtk74S6295OpEmatl4KRlLpEn+wIQlLgJJSs0nlxA7fCTLERILko6GrL7jAUyd28QJkcKSOq+TGbPOPjpiAyw9Jd3rhAHPzAhZyipVY0688APQAUF5UrqRA6WdTohn0Qwhz4rMVfFlyLA8UyOKZMEmBzYIU0EyTRdAoz4hfxr4YgAR1CqwAZsvKFT12iC37wJLDOh5kHP+8vv2+nmtjs5dTRVh0lyudnrPTgJXRqUMQJjPQLpOmTbv6rlvrOCkp5Xoxm+ZZsqZtRIGtj61dsJiBcz1meo2RfC11AQVN0OuEqQJf/1d+gEoxdwxs/JZ4GTPnTQlH5J3o24qzc7NjQxEof+x9T8d99Wak/UH2WPkztzzgJFVci6en0w54GuZnZebeEu1n0k4pGtFulE4rz2pld5W6UYPIsaW8MyF+Heyl2npVHx2moY1f9HbKDsS50whVtC9jqnTEHUGeOtoX4OU14lmZY5nMLCOAXMjqAHTb7jntb8n/8xb9o3SuUSXDWfJU0WZwxvXVlee2yZf9fPMVy0LRJIh2+wrb1HcA2DrR0A6CWShFoCm7pMzAEGAnOeXrRE6UdPF059tB3whSUU4a7dP6TYVnkiLpNWTGbA0RgQV/UllYo02nnghs189YZ5a05fB3DziP00tsAsA5cOW9bc0Zhaayg/HspdFoeL9AQYAcD1BXx0CyNTp1MARf+cycFHUnGfmT7n2viW8CXrMJ5bfr2d5CczWuOwzRLdNwKJ6T03T1cRcb6mJvLVNJW/UsifFQgKwqfie9jVILYlF3Zem6kmSYpDY+C/E1FEPoiVREREv8gsllWTgZjBw6xB+VqMgpnNy7cmeIUXmRIydrwtMkPX/2J/z8/LZOtKxTSPRWIC54FsZfwRw3BXzALLRhKmeOE8AAHZySURBVIxFJgX4rPqzMvtBTbkT62xULYOYgaWocJnJZoxDR/C75O19si+p5C13WzHU2i9LVXoyRmhLkbS9+scsPinN7oeO0TEwdEjSFScpisRq1AwrFKyVP3Wcb3Qm927X9ZvA4NvMnxjr0xlJm4vfwb8FLv6ZArONiRh+fE9VW3pKaZfSkpPIuuwOKr5CkiIg7I1SAwmQuDuvqtPbeGsV3piFXzCiQFbDVVZ8Us6sQotgWK73ZH7l/EzSigYS3nJvqao8Wol7wJZY9+UbrweTqryKLx/PxAZOiwCaNXm2pBegap8gc2dt1xza1yDVIetZ02Q2zQyY8+GkzLmx0+ZZfcGy8O1m22RqNzdrEtVPxiGJC/XKs2j18Qz8gtFOM1/D1LTeZR7SlLld2C2Y+p4r93qBEFV/lE4796qXVVC9yNqhMIB0qWIauMsuW3cuFMgENBWoSlJDDMce0sdxTx/L+KIO0KDyITvrLQlxJCq+1DfM4lPASCcDpu5LDQad3BhGzQErB1BNs++JqGupld4UOKn/HICqAEhK2wIvaoBXUO+13NmP3CdLJrmvlabpBgauLwaQ8oDi4nj1nwGTSRBOlefUfSG+A6VcVedPbdWfL186a683NfgWJVXeEulWagWvLUomSmrRtyC/JpWuD0llzqDaEWSVOHffkrj8yLtl6eMDGB13AOHiUPflcZJVfMnfi++BrTrWs6aBJNoUfyiCnh+akRFN/JqT+Kz6rJuhOwZrgGWmP1yr/vRcL0ZU95mKr7OTKvR8RoLeI5ayWrCyOqcWYW4OJj0XMEtO5AYXNXtMVXkBLA8whKyqIsCMafwBw14SCU0oYTUL3Z4w/S4K0bbl3knnnAK8FkAVfaG5VlX6q5/+HelPQfXnga/hzu/D41we8x6oMsMo1XR+IqLJe3DjBrCUH+dvYIZGnNzb/IQqr4VK/h7UiueVWs8AVfdjRcOOuGm3MPqA/yQgWlCulz/Mo3NakHJCSkCQk1rLMBeFus9mPVApSd1kzEmlp0TJ0ZFeLLi30EL2Z6c6lglSDgpk6zD/zGetvzaunnJZtrqY2ssxu8R8YXwlz/yVGatURdnaz7khVj/aY1Nn7qRiTmKS3FQNOHC+gyap9pIktBA17sD5lt/eWfmpoUxoTgFCQCyPxOqv587AUUEsNCuEmZhE7vqZMsdO7ppiiFQliKPSFZN9s3+XinXafbjN1Esa3ZOHkd8zaQxoQtdq5J3ebZR8KiBT4PMquwAchfRkz9sSVLTic8/chYXtSwwHk5qy4URW6SZmzCHM9Kc4sNV4VFKvWRrqNsDyEpMHSw58Lhy1BJWe8obbJQ1mFJEkpuRO1xqpsYSo/qBGFCmdLVufApbIa1BLkIFjXpOKGiPrwuSVA3KoApIUplor5ckXxQGzfqk7zEjkJcLUdxoGIfy5KZMfpHsMVC1qgFXl3jQ9WuMuSEEpc6I8/fdGFCmccieAh6QqY8iFk5RUgcmUO5m2k6xbrUgnGLotQIFsIYfNkjGUIY1+GVRq7RSryA6ABs5SFaM4kSL0sth//HoapPzQvkcqCmkkFsar6J7QKFySWGaihZ2iFoPHPHCbRevAyeWdn40AVCutApjsWane03QbABVUfC6cV715SQT6W95ZAAUqgcJLMA3rPpTuQiUX1HrIYKMTGmrwLXV74LJPBih/IrkBFtK2HEJar18IOC6QrPg68dc1pyUNWDqwW4gEtZRuuXBuD06pbqkxzULWPvoeKJ3cA2/IKpO6wJmnaZ+DlAen3HieyjHuBP9qltwSQBNDix6ltZQtDob8zhFAjTCtmo3uhjIyKdZW2a4BMFNTGWrLj2D1J5KXAzhmShcmUpKIw2ZeliEpG3oBmB8woDPO3NlJFinpzhUv5Z9BKoOSqhjDO7eRl9WBoZ6UeWTZEGYBqpYiJUNWb8p4BhJZVNMM7efyVe9G2+96+lV2oSlw8nn6NQby/q30uJ2WPqvy8qAV3dpuoNxmAfcMmBxwKeMt3e4bDrxURZiBAvYsM23A95L6dAguqlxITMGvEdcDJAqzcztRYgjuZUPdlyUy2OkXut60kPIosKSbCbyajqx9DWYo819mlimhazsVaklu0bZ3gVm0r0HKGgJ5Q5yOWjMxDiobRX5lRLnr2F1H5RTU0snh/egxGYFhzKXN1cdJX7aNcWceH8ayuou0yXOQNdIUTT+uQcVc0ShYO59WVwRXrQlM7RcuSEyzL71jxjclk87+09skYvRSFDl83NR5ANB7674ubcpmZHWfhtXZr2c6JQ3uHQ9O9Tc4YFIpq9logrLkXj/J3ikbmR2ltvDc06z9yNoKHWRztIRvvSx2aaCYEEx9r6FQtQawlG7Wv0U+Y+rHbJ5fPLPn3PAv/XL8MRUfuW/dG5VVfIUFHmXrOu07WSVXqPjg1YPRos+vEUXQKdxFWC/p+z1WekZeApgoMam60G/UjUYRaY/TIeqxRStT621B1X2Ds+jjpNoDsGXgRLYOldwKUl7JV3KHROmwZw5dNGm388QivZ6WSNCmfQ1S/qWjscbkBenKT0yMvFTklYfZD8GvbtYGB9jJVLYW6yrGtJbXzAnvJ7slHuufMmLLb10Z3AzK1qeEm5oK0KQn2EkLTGSSKTGBOJ25SIMMEAJ6kmmJnKeHQd1yKhgj3coss0QzZNDjmVr9RPdpIU9g8u/22lSOTdaWypQgfvEUEnIMN16Bqab5ELC2k9yL9qzamloPEBj7rO449X7ds7hOVUtOrfxd7BGwG5GqKoByHwM7ZX61JGVRbRIxruLTcLW05SQa4qIYTs2XZ5gu76gqDJKT+OlJGNKjgxrQ7wNVaafc9+TXu5L5+GDHHHnVn1rwRbUe15KUqs1Baf0pSFI2nUZJWl/tkjrG/etTlV94jTNoX4MUgDSbrxhKELphs2CLUjzn/NxmzezSY4cZ3p2LAD/LrphCC4BmUsVTizSCFLWOmkyuyAuIxhLuKYmoNHr3kU9PTdNCWfP6VG5oWJok8bKlH2EYdFCTGGbIcVdyUkg/pNPIF0hAl/YvpXTTCSJ+sJN9xybJ77hnp/5Tqz/7wPWHPPyqOWHRprZPTMqmBxBnyYtT3RToyIJnNeAmEwVHXJRnlNaAVO5mI8AUwrSetaSkKXdDgnJucmE8MOnmWwsXgMkBkA8LD1pZxZbXnuDiwAETMugAJm1l1VwGo7A+5gHLPrm+nosZWBFDz9yzs/eccZBuxfHXvfsTJxbId0EtkPc+JWDyqr3UPxcgA5u8DjW9jsQWLr3vTYBoivY9SGk386daZ2aSj4dnIFhsmZoPkfEoc2p9TN2nEgCQDQZUMFDA9H4F2b4r//HPW6Dk3VyGoSpMBW6t9Kgdhtwzrp/AVH8FDvnkktv/hR2PBMCdjA6zVc37ZzpRCXZgHtwCbVb3DQOlc/MY6agr6jBwb3uqevYDOM94O2o1Ciz9KUs/3wdYwuvEBSb4pJbw61FEcjK6Sotg2NmNrp1J+4y934RSAZ82mOBUHIIKSSjWfi1QVWm1nlH8riz01O2BaxSMUIHVWhUfOFnxKTjppl2n4guSEmUwsucAFmEDr4KD34gr6jdTH7pjkVRlWFr0aXrGwP202klJxAY4hKwGTH25t2dLpOtstpBVfFs0YAur7C+nmW85Y4lDpJZ8CQAUoJYOnJIklRq+Q9Zi+NXd3HM4T6qsbhTmqTKC231rDe17kEqUm8ADkBc6ODRuLWlBgEoZRlYL5vSVMji1Xhjiu2hJL42yNxOa807nANRYOiVglc+ogWNBWspuP+vX4wpJJQ7ifPJGRLG6HMqkoSrBDFDMwucHSqc4DOlKDwzpyo6eVbnHoCExIDWCJeS7psYaJE1adGLjJzVRQg/Nx9PNGEIHdR/Qupk5tCG0dzqgGplYjFIAgNbzGYn5LtYCpIY7pVoAVOiqPBk/AJY95+hfAlj53AClADL5AFka0vQVPCDfUcXHLpyTpPRThK33RjlpDBzjWp5SnabUVexj8iAq5+xVxxxRDr+QtJIkBQFGr+LT8pIBU6pXVvNRKKWnfFiyTmK1bjuDpkz7GqS82i5LUV7dR8Hf7paS2XKYJUMlK6fasThwfnDqRSB3N1Rvw7qdbR6ow+nseZy5IUpOIY861mQ6a/KoElBeID0tMyhR/fniuN4YmWwGrVQP6cLBTU7KQJZCBpFIWMzKoQyG0jpUx8nIoOuSOTvSwu2CGOgYHVOayYsyPB08mxu8hctmjs76zn2fiJ9IVLgUlFg5IiLCa33TczutorAE9BDFLtkA8CPJl0VL860Gy1jXaWii2zXclWqv+marX3w2AlwCPOTCGLMvQEOfxfUlB1AW1oFAUN+V32WcApwog4jWYZ1ab8xEPRphSL0oA5JdqaGSlh0I61R8bk1qCZb9UOkIuXQWX1Lx5Y265IwlOlP3taSnaXXfZnA0dw4O7HOQAjIQKdj06ERN04m/HBUPktMJ8mcln8HUPBG0/JpEqe7Jz2Cz/zyaFZjK0R0KDjLw8p8cR8ezjwMosFHtPxLe4ky1o2d0syh14NKSRzGHBp9m6sAKWAQCBseUobf5CjN2VdPrUAYMcsqQDN+O3QkUgxjRJWa/IMZS3B0xFqwzQrcwrUytoGyCHvtD2T+46A8VE5fq+LZhYbZp5DvU7wRftC85JqzNR0NGILWpMNLZq/KJUaCKksmoVDRGkwA4AUyWn+uoLWAy/whiXsUHDzhO5ecNILqOzS8cb6RM36veugwY5aZdKsM71bE3avDp582uDpwMeDIA+mvYQ/6iwvNgtHRm5bbG5Cz3lu78vSX1OOROON8KVnwKWOnTIan3VMW3UHAiKoBp/p6mYiQ0ScdXPdFr074GKS9JAQ1+D8DPZ6J0lRuKZcTWElluULi02u+hBo34LS99BEQUoKj1bLoRcu5jac8gLVez3wjjq+ZK5SxeC1KEN7UfHNcGZXGL1S3fWZySKPosZWSTA2hwShaACkaA7a9KOZEJNZZ78TtXiZyhjFO06KCyZ646WpZG01UkL4pBTZDMYRxYWcIOqObkNZJuAAkU7nVxCz/W0pTPS4Aa8a+prJkDKMCkpbF4ZskHYZgurq9/WyJC0MiW1dGWN04x0W5BwnPpKvBpGT2XUsnJym55e2s+/S3fTp0XjYQK1SDUhD6bmROyik/XoDrXwH7j7jRVnGGSIn9eT/sapPSQ0HwdeCfnusmHO/RQSamUmPLr1OsemovkAlZZBYT4bPDqQRjYNYFKwWrqDckzarmh4y13mylwmrPcUJKPUwGW40VWDM6m/4ZTDn/85D4DVlHWcqYhm3kNx1jNuVNCdmA4pTWpfCSRfBtDY7P20xlsNPGtycCJ45pU7hPIUlSY8KTIAUBDozruR+6jz4msTa2tyLWd1jnMDBqF9w1ePLK8G78nORHpRKH2n3SXIBbq7zpIaIcchsoObIw/hY1SFIo1J6fug34XqjxVzbXCmLSFmI5+NB3/ofI3DBAjACGWwzcLMpD5dSUDJF1/Ess9veEhH4UUN/B6FZ9a8dUqPj2tJctN8SzUdudYd51KBiP9h+ozh/Y3SCEDTo98qZaC0kr8V7wQFZ+q/PLalFfjqBrQ/y7VO+YenMpnUMaWGVR+E1S/meJD5TeKZ6jdZTilJjBtClbKED1gtYOIiimNtGoTXxWHbO9EAiyZS+rxSMHigrIpOeVjk2Cqv3ymH8v1CunG43QZoar+OmIMXa3u04FfN5WUSScjaL/7ATpBQZ6wOPVvU9WrXEiqaaeja92k0VnYgkpSCliwqJpAVXxrL86Bx6ngjgFQ1tEagGoaRoyAUQuwKhWfj+e+y31NcKo5b7igKjuQP1orM//EpNvuLA15UPOgB/cdpaG8l8kBkH386ei1BKRm5Xqde9r31MvaU7qGQwFKz+VbFsciLWUytiDGUsqwANl5fEnd14k01QWLvtzwDWLtiePMhTmC0yDRSg3YOtrXIFXMW9z6gDMtz/MY1zUUTCin45hMPq2inOxnySqSAyIAekpFNpTYcNRvCipjNJbOGOKUz9cVu0Qkcv7ObZJVy8/FT+f4cSERJD9St+2hErBTYCAYyDGAQcJZGOjhSSlpO/SyrBI7oHLvO55Plt53AoI6kcnXt65NPbqXTD4k7NGoQVMAFQAD8wBqjv8UQK1LJ5CCVj37IvmTqxAbQJ9DZnBkbzPH0zjZyq9IJ/BmHs8H0tuKCQ+FeD79XAcFrJAmsaufhvVA6YDNgWVQ8ZH/zvkYSAZQlX/OnfJMsabUmXNZlJ+Pt1thPe1rkFKDCDWWSFKTSFUqPekzJ12tKsOJGCYskg8iUQ1ZesoqPj97JvdBfCvy7Q0l1B2kqCo84ng10GuEB6IUVfaiOAbjoxk9zsdh5xnUdxDVnwAQaZEdKNn+qIHt3H/b5KtxApdg4yS6NhXUfpouAejSSeosqrOkIrRYGCgflUSU7qPy9VPpQ9mLng+o+6eCqs/ciBOcJvsJrVa3ZqXz0fuwKrwOKVWnUrSI3Xsq4seScSyDpxkANXUWX/bj7EfOz4WlRphsmQdUVn72KaQqREkqqvkyIAQVsA/nf1Ppr+WKRfXPS6vDWtJiZIu+fBmivyRRLfb88UsLs+Zzp0Ugnh6h5/R5dZ/frKvrT9HUvNiwOw8/3Nsv1Xm1ek+N2Mww7WIAqZ7TNQ0rDz5w1ntQMFoYGK1Y1X+E1dBhNSwwMNWANWRrwARUUe0zmKoHMKML97t8Q1MA1bLoq1V/LowHQf2t1HBXXaHgUmMzplLSUbfmx/63Fo994CqqY7rOjN2f78eUxRaC6PkygFSqP0qbfckajC2JFJbN7Tdu+jrbDBYoJCnYuzUVn757oJioKGLCfXwmvsHZOJm1h6r+7H14cM5YVE4W9BSQ+OKqxm4znTARcH4NkFq7JuX9WsDkw5Pzb4BRS8WXjy5Kfh6QFKy6LjX8+BpTihvVehmMgvl3BUxlmsV3wy+cOOHLZenArT0VRhC232kIpuZL6mUdqjd/AyhTCSb2vwTn08zDOlSy6AOSJZ8HqG6MGUxQBKUGYHHSXPRI3wNgSy1zaF+DFCPvb/Iqv7whM6r7bC+Uzn7ds7y2oKmTMUZV3dXD1PmzFSp/T81wrRKFRV8ZrwSUGUm289n8WXNtw7lNiqqQqECyMaRqPRcQN8AK6TjVH9StenGnCkSSplScY86Z6r6k9IhzeVG8Qg9Wpr71gdJvb0Y7KZFODUjS/JKEN6vfzKQ4ZRj3G40M944nwrT9G7Ok0WbwMzAEt0VRgGpkRS4siUPmAfDTjhhXQa1MsM6jLPsYptc8Pk7YytUYBS9z+7IX5Y77r3I5K+kRyN+Nj+a8Y15iNePSIwBTBK7cGhfVmtQ2J8t+byCxzYvgHtBhmxfYHsR/SM8Gk6SyhGUWgEOSpKoL8IbyPDdhTDKzxkBZ4nGqP9LpAwAaHLNjN6Fs+Fk6qP1nSU+zQBIY7a3FJD0k13hguEMOwBBxRvMjRjr1m1L7pBulRe03IK9PaWA7558sD5kj2Ogb0OUFdClRp41FaumXdIw6w1WGEFE0DzTIBEbfO4Cg7mMpjPUFmRzBPduUzGCCXDM7wBh9J45MvRf6hvNoAQdF9+Ta0qTfVB7FM0KWoJx/9ONKggIgRx41VHiUmX+lsjOGDouXsi2BoOXXkJ5QpAkuPvm4o6AONP9WXl7Fl40msoQ1mMSkxhJ6Nt/C4ub07doNkFP1pTGmm3dLsG1R6s9sbnUNYPRiJDEg7V9kJMmpZ86SE7IElQzd5tG+BqkVFuh4gRUWpt5b8QIrdNh2ar3tQcCLO/vuRcVXAtPANUD5Db3Zsg9ufQrCqDxAwX0KYFLA8osEDYCq3OVkswAnQsN/jFogN9VLNX1yYOOiGC9W4QRxfcrCOsDSuZwZS7AAlVyvkNeqhLnK9DBhga4rAWqe3kk50obf1MjMCQCBJJ0NnWcGJCDVRupgQOMkZr9WlQEqg1hpcJMbp8hjHQD4sghWW/3LKI13bmta8g7Sb2nLMpGiLNW5euvK2VLrhfRHAM+r+NS7cDdVfMgbdVECkv4uwCleqVECj+RhRSsAiiLAhPUu8+P43KXdhTC1RZ//5H1P/qijAeWRR8EE3Z04oQDVkSsv/JUbcGq+rOpb3wl1mCo8yTcncGIBqAEKTGwqvh6wtSizHZjDp7DPQSoeIOuON9Lf7tWX5sTeEjB+4BiTMp/MaK1d3RpRWJE2N1WMIwjY3Pj4Z87d7DoT4ZvuEbIZ97rwZZiS3yrfKwvbCu/9VFjy2XsO38aPHJmz206zgNzRpK/CM3dfR1/oRh6MDDgat1QccVlpLt7xplQ2RLQ931mao224YbmCu4WKM9zhd1ZbmX/L3UiiSsP7Nerqw5QWfVElKO7mDCCr01oU4ge/OMuM66ElqGn8QtVnn1IiixJYCTWkdXY+O1f0ZcWd/84rUD5E8slm5/o7Wl7PoX0NUttYALzEWV6Iem/pJKalqfi2h0VW8bmjkLK6j5L05N1qMCHSFZfWfSpNifou74/JHzOWGGBqPhr0OcW+q2CkfkhhxiQr7QkVvxhhYjTiXz4b1U45RkfIoB3SqbIn+eu016ri82kwAUNiADwgHR6LNEMjbzhhjIugVnykZXZzgzDwHVNiSgaAAJyxRZy9+/rqOpROWmCTlwxQ5dYF/269BB0AsmxkB9b6m6X8ae9XbgPPXzVME8CKiYC2d/qZjFZM++fDkjAgz+3s22UwCjzej+Mz6+CZefrnXsVXqvuiJAX5zQFgArMvvjVNDef3Q5m0MyptlWmXYeJ358ONSlc2fYa/ciOfrD446z63gRfsVHuDSV1lHp0v9ygY2NWk2WfNJEihSCWnxN4Yvbnlw6ruS8C04g4r+d42fj2dl9K+BqkVLwABJ1/5njtsD1m1l637RMU3dLKZ16n7gum5mJw7t6r5UDGlQs3nwUgAiQayNSkPXi2AMm7smUcJUNgbcJoK3wQrxwyVyQQLQIkfeKYE1I2+5JJSD6+GMvDSdLucH6s+D2xIxJIpiaWcZ64GWJQy0TMDAcfsrIh1hbP07FS6krCXtFPYjKTeX8OGQrVIqqVWfr5NzcTetW1oyBLkfLKMCozs3YzEqafiqAGnco91QA3nAMj860mCr5v6h7UjAaraXQwQSYCKcAiAAgOnVMx4IgnpN+U4loam67+hgNiSdqZVe+Ymr+4T0Ar+7np455/zawFr+zWnmrRmOOPkJShdexoa7gRUsg4FwgqEbbUdQIdtdNiemee+BqkeaRFwaHy8is9Mh933EBiNnxGTmSFzEca6YDFLrj5IYUuiqfClW1NoARGP+GseLZoLVg5sQtSSKYp7yhjNAAcAKB/h334OBIsLSjNANhNryqJAIyedEwaQrzh4vgcrVMrUfo10rc3zmpS3ANVnOkkJyZRpbjhhyMUQpAkIv4NkfFT3Hus3M5GA//bla4Uz9zhAzXJrUiMASe55ZsxZXWbJlWlAR3R6WBpRtBq6VMnpYMzuspnYxY3PajDxAIbiuwA+A/U2QClAtyhOF9WHQtnH4mWQAryiTz9D4+NPb7GJPy6SfVLbvAQPS5wZlujR4eywxNlhiZ6TWyWps8MCZ4d0L+X2sDAV3/aQrP7Yqf7UnaWnTr7RVvMNZNKTSVFMQcWX3KnM5cnnVLlpwtJP00AYP2Es75QRtuJ7xsJOCGgBlQMbz/PH5mgEJNWeNIdJcA6H2I6F4NSGnYCWjkCn+vNikQ+j0pQyIT113av7QFMKEam7U/GVElXyz2jNKlFreFBshKl35ApiuOSxFtHtBcuxdIM0VfqX5dHyVuq2onyzVH8cmWUjvTEVXzh9QY0lvBsOMJzqL6reYHujvDTU+bA+L5dmCXamQgtA6L5DeKeaRKFGpHwGn+XtypWueB/ykUhm3afn+A1BuqrAzn3alDoTi+TTUYJYGuk8mf1kw4jE0rLKr2fGSgBrxcAKCZS2QdgWoWAbC5OkzvIC21him1unZ9a0z0FqARYV3wqq7uvMim97SFrbZHae1X0rr+4TtV4v6092Nht32apvgFP3IVj02fTBAxOQpxHwoKIghlGACtMSJTe5LP1DZ9wtQJVUT7gCOFVANRKGkJl1a85uzwkVNyWJZ3dQQYHKhQ2qP9ja1uQIdqA7Z2uSPwE9SlVkdfVuH3Y2QLkgJZOpmrV8D2WAIqIXxqzvwq9ItFwjNKn6i50ySj8cg4+p+IoO79V9KNwIjJojeDgAULAow9p8R/2sXE5CoezvQTCHqVWI3t+3RQY8Dt/Z7VV5wwwVX6xjCZwtUvaifYHIj0kqwmbpaeC09gR4s3OgR1bx9UhANQBYCb9Na1JkhyskwLpI1qTUnNHfIaVHIZm5I5OdiB7vi9LL7Rof1Gq+sHkzAAohrDPY+IoMC4gSUgVGkoYHoiAxFe5J6WkvwKpkeJ7BtYBqijyIFVmU6QWc8tzS+dkG3lbe7Ji4gRjsHfi9VyRcmw1dC6bK5hsBqnhnho7qLtV+KMKre+57mgIh57X2Vfh36UA6tPvsxIry+YTUaywNAZcpdzYtdwV360JZ7ebT1DI4tZc8i2tWniVn/4B9/gcy429mScXvMi2UoBaSdm6u0ijDeL8q/poFaC5ceYqSNQnlFJLByBtzvbFEbkm3/C68Vf3z8ksPfytFh4vmxImzvIWFqPtWvMBZXiTVH3c4Myxxpk/b3c72ou5jwtleJCwmbPdZ9bcakkEFM6HvO7PiG3oHXrpZ194KRYmpUvch/XYbeGlAU4Kq/STNMXCaACka8deHs3ijBwf9rQO1YHAtMJkCm6AOFJAgdzOvAbbM1FJ6lE6hIACy8RcsunRjbpn72jAkBxhhhEt6WiZjDQ783CAKJ5EEfpelqvZWBFf3yB+z3xhJe5D8Yc7nqvmlOm1j249Wvo86WWlz16Zwv4G8R22UM+t3AUxlng214FwVn9bFDB+cmzS8M3ToBNT021vXWdHJfTzgFeEtLLj5GTvg1dSCVRy/eTfvk+rQMHwo1YONPLz0pZZ8+t0iBkwNblfduI6TYYuQZSeYW797HhwwqYqPRcUHbINEkkqGEulwBcIZXuIsJ958mrcSv8Y8dd+8UI4+/elP4xWveAWOHz8OIsJtt90WG4MZ73znO3HllVfi0ksvxYkTJ3DfffeFMA899BBuuOEGXHbZZThy5Ahe//rX49FHH920KGbRZ58hu1f6kRMmdM2pF3VfcovZuaj3qusYnHQFs+xD/i1ARQpMDpAy6OTfFPwzQKHyq91TAOVnWJMANRJ+7DObMq8P+TbX073EqOVp1JPQclOxptdwF6d+ZLVsfndcuocxP9j6Y/bP5WxdzWHSd/iQAzxXvt1SOaUuAWSKY2mbgqqJUPgejRzzptB5fIfP/tHKDn4Z0QDDdyJ/HmMJGNnPgYkBDQLY5GK6vMvwVbioQtOHZdhoIar1cGVz5dM6hTy9CpE4tEUGLQ+whWpPytu0bnTkwQbmqs/Z07Wm9BnCd89DfM4sKsCk4utB6PUbSb230m/l0VgI3+6wmilJbQxS3/nOd/DsZz8b73//+5vP3/Oe9+C9730vPvjBD+Kuu+7CE57wBLz4xS/G6dOnLcwNN9yAL3/5y7j99tvx8Y9/HJ/+9Kfxxje+cdOiuHuiWh+9LyrfI2UHxiogDekcvwROcIzKM5vMfEYZo/cDwvMxFZ8xbMeEjbyfjl1GM48QrgwzRiNlasZr1cuXZ0dE68vJE+6xdqnaHw6oEN4Th/eIPPlwn6z+LdOnvP4kv62YLPUbq9NYvTalneJcC4xa/Sj89vXxbq58RooaQcLASkGMDQCUwXskMEbsErP0HECNtUgEhqwyjMSO4fs6aR2depFinUP5/O8AuCVwssXxa1VmbIG25JTBaf3bH4OtBEYZqobikyFMnycpSeOFfVBAvp8P+TSJlVt6scO+9fBvLOwzhzZW9730pS/FS1/60uYzZsav/dqv4Rd/8Rfxqle9CgDwm7/5mzh69Chuu+02vPa1r8VXvvIVfOITn8Ddd9+Na6+9FgDwvve9Dy972cvwr//1v8bx48dnl+V7wxKLYQunhy2z4jszLDFwhzPDAmeHpan4zjoV37az4lMV39B32XDC1H0wiz4wwL10Q7XoA8IeKBoob9Z17lEVn4ZF63nhD+fn3Cjd62gdR+EchpyX91c3lVkzTH2nCXjVXiyHxHZhlWeZ2krXnhDTMX8GIBcaBtVfWV+Gbfj1aw2jvNfXe8pTJzDqH9aoYphJ2sn7K9qtfhnT+YXgTLaZWhuImXObl3m4tsrt6TL3ryGoVNu/8x6ozNAhDFsBLVraIUs1lBl4Z2GzOjCo5ZpSi5NWfD7OEKIrAK4yWKDWBl5XJuhp5l5F5935JHN/Rp9a+OXTzt0ZOvOEEDnukiWWjBF2gI8a8Ng5GGosoaeX53P5tmUCl1R8CajO2pmpScWnZ6meHg7hLC+xQofTQ1L3nR7mVWJjSWqK7r//fpw8eRInTpwwv8svvxzXXXcd7rzzTgDAnXfeiSNHjhhAAcCJEyfQdR3uuuuuZrpnzpzBqVOnwgcAelPrOeRW9+A+eh6fXLkxuHP6mtfF+487p89v1i0/LdPyUr3nAaoMZ7+BUYCyAbqb2fgOpt8zx4OlT87dTIuLcGXYMJN3jH/Kn9vvxZ7JZCIccxUkpxQ2StGNDxDixHTaYdbWZae00Yup89J3Qc32dBmMlbE1IfBg5A0izM+Fabx0lbDyuhGyP8HSDJKFAywrhl+30jCaLvyHQ1nCvCXMeaKKbf0G3uyf42agzOm79akAehEI89oThzJOkXUx9q/VSUqcPkPxUX+VohgqPbFJUj2iJJUs9/RkCXd9EvL3trsqKWnB5klSewpSJ0+eBAAcPXo0+B89etSenTx5Ek9+8pPD8+VyiSuuuMLClHTrrbfi8ssvt89VV10FALYGtRoWpvPU9aZVuMSwM3Wf3g1lJ0nY3if/gaw9UGYuwZxF1qGE8ZmhhLzNsb1QJkG58dsCqya4ubAo3GEJwMcfoxbj3S3NTWcExAI4l+m5db3YXlS1QxMkSl7o1qgiyM39pDjG1sq6lxJVC4DNvQHS0Kwtt9OYMlYW/V31WTcGWuFHM4puk4rUy6v4VJoiH8cxcsreFfBUa08evPIL8NJCXuPJ+eY0aqDxQFaanwdwc+Bbljn4EZCBimM8uGeWfwvUI3Fogbrr+bUnPQB27NOD44fzYbEemDIokQGVgtE20sHf3mZghWwroH5zaF9Y973jHe/AW97yFvt96tQpXHXVVTg9bKEzdV/anHu630piZ7/A2T5d/7XdL3BWVHjbwwIrcfdDh75PXaDvuyw19V3etNnarDt4twcop+LTcPZNxeBHG8Tg/NUN5y9EI/45QBuommuVjI14ZciGR9Iswmg2IOTyShndz6zqE7cmzRKRGLA9gIy0wVcRoyMz8suWewR08jxMzRlQyz9fpoCijlqAUoJiy9+DWME9qgOHx4jWPG+E9+1YJoVGm0vrZovKgTKQ+E3UOi0XrsyF6ihUhhxQeDcy8MABjoKAgYYzggjHFQmTj3uTvNv9Dn4ZdLwa0INaO21kNxzIwV2aCK/CQ5CayvUwUyMirj/lk9EBb/1XGku0Xjgz6/2g6OT96FZBtnee2jZd1RE7VO6aAmbyOAAYE1YSbsXpaKOBIWDUiYpvC2c4LbOc5i1s8xI9SNR9yYbge8MWtnmB0wNm0Z6C1LFjxwAADzzwAK688krzf+CBB/Cc5zzHwjz44IMh3mq1wkMPPWTxSzp8+DAOHz5c+adDYLPUpN/ZSMLti+LOLLXilRtOemI4i608Y64/Cjg18JQSUGRKORwK954ClPrvEHjOH9Xct1oHEXdipolx1mEc2hXxACDuYh3PO3lTu02nQKK1FuX9m/FdnBaItYJvCFTtfJ0/xd+2HQCIe6rH2mOqf1F0k/e2Z1HiCVKTX6vSuAYOHshccj5ukR6gIIE6T8AGVW2Q4MPlBgmqPJ8P5bTKMgeJTOOG7xzOl6WWDGtiCD/yM0KqhwRYJ3BUxGdEtWD+9Ej9wm7WZTGSYEK+K0rPQBXtFdyVHHY1R16aSeq+eSi1p+q+a665BseOHcMdd9xhfqdOncJdd92F66+/HgBw/fXX4+GHH8Y999xjYT75yU9iGAZcd911G+Wnh8jqNfD505lRhJqc6ynnvYBTONFcv01qykYTXoqicJo5Tav4nESl6kELX7qLT7kW5QGwBLNJKoESRdoXkDII02iZHC+rGKYH8aodU6rVO2muEU1ORlC3c/WsAVClf/nOmEL5R+u9G5r7nhttm/vcWNsIq+cYraRmPUoQst8uJQ9i0untuZNKFORA7IApdwoDJMf4/SAyfwvLln1cv3KgY3l6AIKVhcK3l7ByWiZpOeCKcaN7E2q9rnCOHpDVd+ET15lW+mE9LSJ9JzPyzvZAbfMCZ5H2qJ6VvVD2GeLvM+F5ijOHNpakHn30UXz961+33/fffz/uvfdeXHHFFbj66qtx880345d/+ZfxtKc9Dddccw1uueUWHD9+HK9+9asBAM94xjPwkpe8BG94wxvwwQ9+ENvb27jpppvw2te+diPLPgBJ3dcvcbpP6r6VWfcRtvsO232yMln1C2wXKj49l8+OOvIqvj6Ck1fnNQHK7Y0aU/Hp2X0WD2hb9wFh1FcMfCcA05BK0oxqB2kVtOs0GPWs35W3Epac+aAXjkyBoaJA5/3Z5aPTS9eQKmlZeSYaeUw64iJM412CU3nMv/W+HfPfMfFmzC1MvgdKzTGwNIuo9Nip/FRqtVsmOX9bPSRhJ6nUVnzu2ySjDEhdkKREDUYIkpIHo44UuLz6zqvcChBwIBPApSH9lCpCAxj7DUQVYwqzsGs4hhxWLizUMnehfE7N58F1A7Ku5cb41EZfjTOwAlk8NaLnVIpewEmv3lArvrPOiu8ML3GGt7K6T85V/d6wlc5VRYfv9Undd6afKlGmjUHqc5/7HH7sx37Mfuta0Y033ojf+I3fwFvf+lZ85zvfwRvf+EY8/PDDeOELX4hPfOITuOSSSyzOhz70Idx000140YtehK7r8JrXvAbvfe97Ny1KMtY0C71SvadqP4xb7snb9NeAN6ci7lmt4ou/S+ZjE8QpMJoDUBsyHqXd8rvZtCfT/wYxTA2ljEwHoP1wzEzXrsJztNwtJPTP1perdq8DmIbUdQ5ox6/CY5BvE+3rVAJ+jBcKMFoIBSbkbwOowh8woPMVi5KLhs/pxg23JRjVRQtFd2XJnlyFKeP58lgeLlxRhQCMQFm+zTpIGTp0fZ2ArOkUMt+OkpfwRQWuXtR8A+fj6OymXTvuKK076dmoel7fSkDMW2EPMw+YJWY+x0Nm7+nUqVO4/PLL8eO3/0PQpZfgTL/MklQvlxsOWXpaDR1W/QLMSNKTSVJkRx2x+KUpA5kUFU8ypywlDVlNRX0qF/nTzsP+qQhiNuEcRkBMyfsD85hb0Rm59POCwIh/CLPueTn6xN3y52K05jAcw5MrN7mw5NNJJbN+Hp5zzRkI2NFlflNUSk/eP0w2GuA0Jmk11IRxshLVo61JTyUIlr99cco28t+dvJcO4IUksuDU5sRpet4JOHSc3IQsGTUkqVqKin5+Q280llBJyhkiiMQBQjo93Kn8SCQxlWDMjXgqeeleSIMunH9yp7gLO4kcWFBvktBS8lkQJ3+RoracW/c9LanHFvUgiaf+W9RjiR5Eya17ppbU2ynoS3cC+sK5l8gSXXmQrnu9RXeg0HV6pIm73p6rVxqtUisnqzxZe1LLPZWkVEo6w0ucHbbSUUjDlhyFRPjecMhupTgtktTZR8/i//ux38YjjzyCyy67DGO0L6z7xuhMvwT16ey+YaC0RtUAqaTi6zJIeRXf2JUbus7UA9VZfPJbASta9FEGIwdSxkA0LLBWwqqAaR1IkQuzCbMdodkAdQ7IV6Wsd5KsCGpEUQapVH8SgGyjKiIn30Td52mG6s/WdcpnDb+gCrT4I/nNpVZVVGISd5CaNF/k5gvn/KnVn0VKv9kANvuVKsDQsR14AQ6okAFO/XQzbQoHc7fP6MvWc3n9CsjWc0ClxkOhYnMAGC3rIhB2mjbF+PksvZhGdYpEKEut6lv3WtPcOfWvntyYkT6cylD3mTxfJmfFRwZOLBITI30rGKnpeOnOFn2i7hsSlJ4Z3Hl9wxbODgs7V3XFHc4O8wwn9jVIDUwgFT/VYs8+qC33dIpuzzC+aXP040DIMZw04DNDMikLRRisASig0a0uIF0AgBorRr7OA2sbKQVrcF9GNuDz6QT3hpWbiWnT4ebluWfN3qq7tk35rJxANdtfEnDAVAWj8FX7Ux2mtM4LUZwUBh/epeFVaj6flnTnB6uCTyxMlEi0TOMw0KacHIffU3HaT3L/zhCvhzLL5KFZMg9OCutexZcvjjXVHPKxR5W6z8L4WyjKI+ryLehmbT3Tbm9fg9T20AH9Atv9wg6LXcnxR2rNF6UnUfH10jiV9EQiAXlJiSopifSNen8gqPu89V5Qz5TGEkAGPaDujWOzamoEazAeY+4aZwaDX0fr1ITceFbGmcvX1xeE88Rd89T2JVd3XyYG7FT1sm2Kck/nP+5uGkiMxAnGEn7iU/q18m/1oamypQyzv+8jBVCRrEkQi6SEbEQBZmfEIr85p0WTEwov9XjwydZ6AKL0pO+5MIDQ6phEAwQjBkh6/vDWaNHn04jh4MKX0k6UhlD4OyBspF++Ci/ZtYgFfAYmMCVpp2OYKfkg71KB29LmdH17nZ4HJrIJ/ApyRJyCEdI2n7O8NDBS90qs+VTdd8ZUfEl6GlglqUVy984tFtjb/eNoM+8YnemXQL/E2X4hJ0l0xUZdBal0Hh+AcRVfT9kiz58i4cHKA8+Ius/WmZwVX3CXzMeDk5+4tRhTi6F6r5LROmYNFDPkTUnTGAMoX8RiulmuN+0FmcZJMx1x22K/Fc6lYaxyh5A5BUwjYUq3AdScOGtoFkCp39RkRh7bzcmD2EiSA3eiZA6mMwRtS50wcAaWNnGUkghBqgkgg1xGVZsZYEHjuHjkwKRYn4knQbTARv3h/BvpVB8PlFr2ovzkw6g3h3JNtJaAihhVQiHdARVga0rKRMpkVYryIJXXnhZ2D5+6k0Xfwg6HPcsLsPgltV4GqUFBSvzPDFvYHpIAcdq5zw5L9EOH7X5e597XIDUwAU7NVx1tJC9DuVm06ENmDvZpzH6dfykZiW979gvnh8bzTQGqSLM1+BvYdf6IRvIeA7LHAlk7Fi13ngrYvLR+LO+91q+OAVX53IUzwdP11emmarRrWY1WtSYkL0UDcs+AKLl4SaY1Lyr92nMnL3n5YnF2uwfB4o9yGXL6GVbadR1vydhsuRRcvKQ0HZPfMltssCN4GO1Z7wMmA6hezuFT83NvrTc4d97A24UwcWMvmZovH7SQn82hfQ1SZ1cLkKj79OqNvnfXcPTJKoV7AovqDwPl08x7ATAnKak7S0xk4GKqutK/BK/iuwSnEqgArFftlOTDBcnBMZKd8DUPNlPx48jVMTFezDHmtJMyugk8Z0canp4vitsMKbx6LzzPBRm98XeqLGhszp1wV3uhGu++XKcMYef0kTItT60+4vkdnFubV8/YGZCkU5bOpp1O21bTsQsVUxhys3v5lVwTE67I7KO0o2Gius1JJsjSDYjjc5XSCIVFoTecgJPUNC9Xhiqv1pXwQCURlq9JVHhggEnXg9RfjjZy7kHcqcidtINKl74n59eq+ehvD1Ir1jPYSfZAdUGq6tGZhV4vm3aZyTbnDpyt+wYkKUlvnzgzpP1TAxNO90u5bDbdVtEPHVZ9SxlZ074Gqe0hgdTKAVO4VVdPk5DNuQpS8RQJdTvgGVHxZTfVKj4Dr1S2jS364Pxn1t+AoWLKO5x4jwGUB6JGAdfyzLGyKNNqT2WnKTBYMk5cqQFdVgZoE4VuSjdzy7PWTU1jN++uwY7a/pjXZE1DxRY4iVtxpw7i1qcUqAbO6tR83WsCtE6gaFBeyoZj2j/DMT5VwfO0oZRKAAUMBwSEcFaeVT4ATTSi8Go9Tbu0/jOWHtahyrUn7x/TjadNtF+FkxPFajWp4aTFE3Bx2sg8QA6oRpoEaD6DvjRt31zykHYEKbJji3SDrkpKK2fFd8atQynobPMSp8WKTw/6zsCkILUwYDrTL7Ett6Bv66lAF8OalO5rKjfppmf5uQ+L6lsT8wkDLRUfjcTzY6JMKxgITQDU2FidIo9Pu6Jy9DQAaizcFKitpz0p/Wzas/baRf5Gc0BtLPzcOFNlKcG85S5+61pTmbed6jFGDIBUGdVAwblllsSmJBMLW0hd+QE3/fOaUEybiu/WszbNfym5KaSNxENVd5mtJBWcrkmV5yaXc7NkFEHZLXmomzmr9hjZQs8MJ+x5acVXWPTBW+75QxXcBbOsKsXoN4f2NUitnCRl0pOcas6q1jM5Gc6tEhNFFZ/fiKvA1DqDr/CftOhz7iZQAZv050yecYwxmA3TM8msyANwedC88AHA3LMqTqMcFm43NNYWmnBDAq3cO8mz6S7UgSPhqv7gJ0qt+GOTHjdx8ukEoiQVqbu0ALVmEGGH/TNljoOAE0HUzBqLcraUgInT7Xv2nNQ8WrxNe9gkkQeIq3daWvrl6o2p+wCv7vMvIBhMVGm189k9ZRVfkp7U3QGcfOQ/BuZwgrltdh45j8EkJs4Al6Qyst8rB0zbdlpEZ5LRCp0cbUTo5by9gbPhRFL95QtmtwcNk1R/K5GezvbZvT0skvX1xSBJrfoO1HdiYg47jw8Md6NuBKa1Kj6z7kMOIxIUjan13MkR687oAwqms1OAckwlMJGdpIVG/DkANUFBwmrlQePp7NZGwIC7KRU0ZvJTksQ6alYgujdS8Ulfa/prehsUb9ZJ7AYCiHvRGmRm6IAzU2dR9wnSeKs/InBD9ccszJZIAIqbbW8/iat6599xIMUjlRpqOQtTWNVRBr1WS82R4Daj1Haq4mObcIqUQUlmYr/2pOVGAqfJ9S4BIgAmAbFKMyjUfbK2NIhktW3rUEmdN8iRRrr2lFR8siY1yM3nSOtN23oL+pBvQT/bL0za2lZr7OEiAKloqSeAxIDdojtHxRdmn1mCMilJAapkLiXT4OhPPqyjptFEq26bNMQM2ii9uQC1DtQm89+x4Xed94bR8ox/lzQjidE7o8bcU+lvGr/RSM2a60q8P6GjFbYEcx0nGlUBq5E+26x/vKwpOc5haPM5Q0xxKm7duCHsGFJtWB52ko+XNFlQSVlSmliRhWFoWybJSvMctL1VKhwpDQOyBqWm5p1Y0+n5e10lSVUWe+a3qK34kNV66q9S2mD+9e3naidw0aj7+lUH6hd27p5eWKiSFJzEhEFeZy+SEkiOPIJIQM4YQqUjzpIWGKAQHhnIGtJTCXYR1NjcgdyIbL4+lUjMvAfzR3EBNt5YIRgulGBTABGj9gvhG/lNxanS2NB/FjmmNyvMJvg1IklVe6bmSFAAghTlw3v84Ia/n/TohAxFPP1d1NGkTtSrS5mtSlgZE8nmgcXqLydIRJK1SEmEZEQhhhV61iIPwmg7PbBeGLkUhkWyCEdZlZKPL6dKSqFRtQ7jEkeSqlpSWrT2y/l427jpjqIhVI2XLiNUKSn5KUKxqz+BwTSgk3coNspOqsSoik/T0BiDxB4EdBgeVCAGEio9Ley0iKT6cxt4xa3S07ZKVSYxLcBIUtV2nwDrbJ8MJPSy2V4AaqWHL1wM6r5hIFBPdicUTMUHO3/PNueq9ZFzk7sHinpk0OklngBcZVoeDpJFW903ykC42bf92Gp2P8dYiNgWROcw7AoLxwBjShqidUOySMfz6CoPrqe5DYmtKl8rn3W06VR8N1N3Y/SIjTUHoFoqvtLd+L2uqA2e3Uwjv6d0O6+9by6eu/LzkEAm8VkxS4dIBYp8OhY7Pd8vxU4qwyxNqGigpu1J9ZXi5zlZDh/qrUOB3ATQHo0Dm4/eArJybWqTNJX0jMlUn1T+gcjMyhWoEs53YAwJmBnQ9b588bsmOpEfsrGEWu3pKRKD3KTbQ9eeEE4t1zUpVfcNDqQUsFacVXlJxSfnpBaWe96dgEmkMDkJKFliz2vEfQ1SPOjFdpSBIHwogAswMsMNM9Ds7/dAGehMMZyJGS7pgG1QxbBa7243zHNDOncqvuw7CXhj9dyj+m8qLI1S1Rc22y81L81ETamrQTttIoJKK0A4T8onKMxUwcv2QDGi1Z+KQQ7pTEIQ8Mr3fMmV9SRjK4h5DuhsiOdzQnZLO01nTF3M7jkFX4VByLdsupWjpbQ9mdQfGOyYGE1h/M3GLuNUfG7tKW3OTRLOyqnnVk6FZ+7izL0VZxXgaugsPb9Jt+fO1HjebbegO1WfXTR7Maj7WK7dgL9mo7hJN2/WFXdx1JFJRIXqzySowliipe4bterTHsYFk7EKtOtVvbrAGNz3TtrMA5Cm6yWfMQlqDjh5/2acBuPzeZQ0Bo67IS0C5Zl/lfYmfMsVcNRAwufrn3mmjvYEqOo7E/7k02uEX0eR9fq1FPdMjkoy/JBT0dX6FQTZv5PXodC5TtTJMCRNR88ABLgD9GJFRnIzyFn/uQkO531Cm1Pbim9WzISrsscrD8YMLkl9OQgIUZCeOhdFoISTao9M4hErRCY3LMeme2Tf9po5G0uoig9wa08s0pPkt8LC1pa2xXKvFwOIgbMa0NR9YhSx8m4nSemN6Omy2U7OTyXZy5oOVNC9rHpU3Tra5yBFbnNuAVLqBrJ1H1Q6ihIW+fAjoDMboBT0nFqv3BPlqVxIzusDyMyTyxnsjporSEaa1DrA2dF8tQFCmlIJkmNlmyO9bUy+7RiZyeymTaVQk9FHwMc3+CyAKsOueTmWugvXMlzw7WwSFYmHW/sIfdCVj4tweWJGsoEeou6TyV+XMjEmK4na3kaIgosVoNjGRaXq2zHxDhPKBh5FatDWyHJiNn5IzUBZWpTs9doZ7Q4EEqu91iUbMT+/WVeNEKIk1ZKe0jpU2htFpr5Tiz1dk9JrNXrOYWqQyutNquJLh3wnMFq5dShV8dk9fvI9h/Y1SGVgccBkQJK5XLjTpwznvlvSUASxnIZJYGU6yvQ8QI1Q69me7HvaLVNvAEYrvTFDiTrfaW46GwiL/DJz3RGUukR3GF9QvgKSEfdYMUf9p9ItyuHgzv2dl0+ZfmgRcsYUCkoaQPqnqvuckJAxi12Czs9M0CHrU7oOJUiUhiwLMCUQZAuTMsnm8qpC0/L6xhp7v9FfAYWKMGbQoOWmWJ2cigCUAU4GDUCB1oWh3FZqak7SJkRZih0jBfFsvSeyIWe3bsZlIFjgtdR9LGDkVXyqzluJZKQApG6VkvyNE/3gVHxDVO2Zis+2Bl0EIMU9uQ25FPY9eaAyCUf8qhPMAVCfw4Yz+qYs+gpAI+ZqXQsYmSW3iHL4CqjmABahLamU7oZftQ6lRR0BqlCNUvoJcbiOM5bHTIrguBuA8olqemueB1p/zJElWT7jBrj539yIU/pzkbY2zIZ9kBqPAgtn2XxL7pkDp5y3rNbYnimYTOGPRcjYQnKbb2LaHQFMHdiVgggiiXVpfHW+umQm2eTdkp83vijfK0uZmcSsmyLkJHNqtnQ737Ss9SBzD8zoSM3FOzDrbUldagFKm3OBpKYcpOEG+I3CqgJ078WPFXagZxJdNowwE3ADq8427kaLvsaalFPrDSIlmdXf4CUpd9u5rE+t9MYJeMBKhhHDINaFfWeSE7vbKebQvgYps+AzVV4NUDLNGFfxhTiSrvvdkrRQpGGqPf/BBGMoGVNDctoTiaqRlebXAowdpTkJajLgRySuKRCsqBlujwAqvIA54Vq/JmhOP5jqHyXgtZ551WERZLIfejSiHJaBbD8h3JKY7Z2VG6bJGCjLmMgShO2fcsAZrP84S2ssGTBnC1Y2qYmi6k+kFqi1K6UEmLIxhsZT1p5bKNvMCfdAUOH5BqBGs+WiW1jWsFIWtlwENKQcdviGRFVT8+ZhtKFIlNtHf8MZSHA+zVw38qrbA5Oq8Rii4lPDicFJT85YIoCUgVFW66nkpdJTlqoUmLKKDwyRrnQys572N0g5kPEqOTPrNNChqKprAE9W1yGeOKHP9GgllPE4hvPpaBmdu/Vawj1PY+511AjHhX9lFDE3rbE0SneIt0cAskNw3lnSmdEEkoYcBYgJ92wpeqxss+LPbKRGXxztez6MZeOARZ9TnYalq2lyaj1de6qs/xSQOlgYu1YHWYUGZJVfAoNsvq4SE3kgUxmFFZAoxzM34C+/NEmFFLJEDRiAKIIEANtw27EYhdgEoBPJLrkBUedxlp7yRue2ms8rIf3ak14drxtxUzl00647ZYLzRl1mOCMKKtR6C9noS/nyWJGaLA32Kj4ywPLrTIOCkKr39KOHfBvfvhhASlV3rWOOGO2z9goVX7nfSd0Wr1D3TYFTZcKO7B6lPAGsmEVgEBPxm+/ag8ZUGLSfGcCVkk8Rt3q2ToLy7pEycRluL0kTH2ncYPXnCjUqtM0BpyrctJrQmrCVnvMnHexlOmUY51f2yQKTQn668bYQtrKb4S5GRFpaAaVz+jQuy2/tzx2FBBID7qygLH2OB2X2BGBIQSDjVIN3HTDIplumdEq4m5mlpKi6UUTBSXDMph/K9POeJYWhnEbY6yTA6+RAdIDsTkrf+RR0uU4DiXeEE9Ot4VudLAMi5FvVfnqCRJCenOrPTMO99MRRklrJRYQqSalFnwcpMzWXo4wGTtKbSlLD0JmBhK1DIZ2jyk7FBwEuW565GPZJZUSGgESUqsYMISpDC+TvUrqaUveN5oHAq0P6Ri1AagDVuaYWkLSGyhRANUOuA6hWemMAdR7aIRJN/NoBFQDV9JffzbzWzlQyrY1fuh3q+O1RUIauwexZPBxW45cSlQknBhqMLEE5/2wJIUwsJWJrXhApS6SfUvUn+4SD6k8ZO4KkBfiNwmo1aE1BMIMGjZdKbfKOa7L0JJ/8kq52JzhgpST1qEWkqkd13qfqUH/tR+vtMbRuEazMco9hp4uz94czlmBvOBHdK3dquVn6OXWfGk6wAVbe81RJTyK1+cto8+0TiActMLJ2aw3ta5Ayo4nWmlO5JtVU1SEzhlLFVxpGhN8c1q+CW77hvluMY8eANMX8R5h9yfjZuZtptX5P5N9Mbw1twHfPDY21uTAwC7MujYZ79lrkjLQCcPk8GvHXvYLw3PdRV99W1XUCZXimbgOSssyZvYd4QL0+NSCtIUHAZ8iMPe0ZkvUcBQHZiKRSUmLSuc1NOkGSrPxlf2mvktY3hRkkHQURN8+UerLJRQkmkhiX80u165DVeJB8unDROxkYeZVekqoaL8uaKKoWw5FHDpjKG3Y9GAEQqzyn7mO3Z0rAJK9DkZmUq1m5AZasSQ2i7oOBlKgbw8HeZIBk24X0ZVw86j4HVAIg0bovfycgIVPr6ToTrVPxyXFJKX12+Xh/Kc8IQ6moJTnNIQMhMrcHiAAW1Hav6xdcxmvlP5XnmrLvBNB2TcYhN/Qv3VNpowCnKh03V+byWaPf8Lh/7m95BlJOjoKar8xzqpxal+Ix6Vl7EIZDAA0M7iKIaQQ1oiA5+Txf1wF3vh+SWpDE2EGLKfl06PKGYGX4XZcr2HXp4kWFNEkbXTrvjhnJKhCijBu6LAUa6GjawKIxtdfNuHnXE4vVn4ChuFXFR2AsBJAGeCUd0I1sHi/P4WsaSEgQ3aird0GpFZ8CjVf96QGvWQrK0tOgpuScTcY9MKm6T9efSsu9vN9JgakzYwgziCiPqdOXK0IFXRzqPgdIOghHfnvzXJsFue8pY4oSoKp8NF35zuVrlFlH4k6kqFayO2H4uwWJ3QDOmCT4WKR1ADU37lwVX/Fs1oQHM5pxE9BthZMMvMqqmmDpbweuyTiB23laeAVaOTpJ3GA4Sz84gwXO60BmbajWbAkIsurPxwN0DxbU7fddORjK5uuporqMotIQJO9O0iVWMEt5quk66TMpi0Fg1R71G0zrY4WBBmeQiuq+cZBSdd/g1qH6wan+Bn96eXFiuUpSmjZTsNYzk3LOhhImIdlv945N21WKrNO0r0GqloZc5UfMx0s1XpCIGidJBAOJseOPxgbhFKWxMB6sYOZNCahk+A2JppKMnJtRhB/hdjOlcvjaVGk/FmhsQrApGDXCz1HxTUtaG7rLimwKZDz9avz7CzijEzuCgIoYWZOCCqydSYDG5mWDWOF1QLjWQxHF3UOhSWXVX1IDDuiATli1V/2JmjCp2gZXZ5GkGCZVQfwFqqT8Gq+T8g5SDTL40np08kR2PUmITqS/fC5fvsNK23v6JbErdVbvAV4eU1We7Y2SbwMjqPQEM3jIUlVW63nwGgRkVubO61Cq1mMkqWhQiYkpmJKzgFdyIwNTIUmZpbR+z6D9DVKDfpyU1DqyqDyLr3VeX0PFR6Lwbln32SD37pLKPukH8hSH0OrQRLgSiHwe+t3yH0nDx/NkaUyW14FTS1K6AEBli/5l3psC0pr0KwqgkjJvSti+z7SAqJxpKjjojHQi76ZFn0+v7K8t0PV9FS68qO/UjwcxpNAT0R04pbRNpjIJCEOCh6T2k9kakEzQJWETykiVcVn1x6qqW3QCbAx0naj4BECI0FEy7yb5VtVgR5wuYmQ1/04FZkppqGTUiRWefhOAjihb5qkZuQ8jYERSYX8NyTrKJu3Zgo+19TiC1OBAKvp7K76W6k/WqoYcz6v1sjuDUVbxIVwqa5KUW28Ka09+D6suy4h/Wgecxxj2NUhZLzZ3/JD0eBW70y/5doO3dFdpaBg30ANAzWV87AqwG3JV3lF6jTh7wrtbAHUuaUZ7KrPbS9oEoGr/qTgujx2VbH26VdoTdanO6qP43H4rMgGmEgzSlL6FFhiCwF7ckrSZIUyMbW+NmXyz7pfSrbK16k/jsZPMTJUHwB9kOxBDFXkap7M8Uj26XLTQHix1zofgwvgNYd3JP/Ghms+ncpBrDic9scpuYoLOQGmCnqUkt3/KSUyq2mOk9SSTyFw8dmG9Oo+F56pqL/92DRImKGhMkFoz5nHa5yBFWToCKqnHLjospSsnbqp0FC46dBKUVwdWIIZi1uqp1TnXSRYj0pFJVKQDvgFQ9nwi/XNGjgmd67xDHjMgyDPbXdAsYLLfuRHG1IBN6WrCXYWX37tq7rG+qxlyu4VNStXnCkZDjAf/DPm7ylPHU0d5V6wiBkR9pGVCUvkRsaj+WAwPOpOagM6kKN1HlbJLu4WZUBlUAMCCOAGWSFX5tIjkr2FIKuglKT3myN9ppRLV1DvyryBbImZJyj9jwMAlq/uiim/gGrDAqCSpDFjJyk9BytzuzL2hV3VfaisGglFE2PuUUF9fVF5/Uh4MwsWl7iuAo1TxmXquVPE11H16Sy8xxwsQx6z4wszAjz4ksPAoM0PCYPfcq9giWFFOYyzN8w5QyIx5tki5O7JsfDuPLdAXTHNXNAlUhPy3EbbFlBvPSlVdFUYHvebV6pNzqAhbto8ZRijIuzw9GJkf8pbWCowoMSvmvK5j61MkjIuQpBt3XIN1K52ge4mGfPLJlo4IyYABg6n70A3JkkwHsxhfJLElqf46aUim9BuivutUOnSANCgQsq5NAflmXw9KGcAmX4MBk8QQcIq/M3CVKj4AQXoK4OUkJjUjj/c8lVKTV+tlkKrWnuRleCu+rMpz/dP5hwO/3XagObSvQcpLOBFI4hE2xvO54eboDhKST9fl6dV+1ovKcpGO8hEqZ/c75aIexHaYxDkn3xRj7sc6jQLUiNQ0FncdeDVoSijfNY0AOGEEqNy7K1V7APJ6lElD4wWuLqu3eA4VfVpaJpa4zFYGvdYDnC9WZAgICKjoPimG24OFbI2nhhC6+Vex2CQ6YRJ619Pg6kwAEI47gteCTjR/VpW1gAlSB21KlYYqIwpVySECUFjDCsCEDELu96AAFPzhZgVaJvdu/XN9t24y1Z5sFf4TtK9ByiZHHqC8CrBQ63l3peIbOKr4RIUYDCVcA1fS09rCuuDqdhJT+G65nRQVJK2xvHyaPr+dcreZgKLYXBmIiL9OBrjwV3fz3qyxvEP4EY6wGyCcBJ1iUK6L79wtaWtULVh1mrnlmyjXmjgWV8AhvEo5lgiIjMrWngQogorPAEtlrtw/bE2KAerEreURqYoH0tsswhhKu5OSZKMTdYEPM8pQy7zOuZnILl3swOi6lHBHetwR2zNQMn4w6UnGoRlHqFsagaBwo8C1ptm13Uq3gVcEqwp0TGrqgj8UpIQZ9JwNHQaVqoB8lQba0hMa7oyYtSRFTE6qQjaOGBD458W1mZfdNzeu4fBuRP91Kr6w3pWmLKPMJCU+XlQPEiVg8Bx3mf7Y9LcRpozb4LGjZOsPs8I7rrZGcjLm1QhjJ0SXcUey01lrs5BjasC5NFLxTdaoqhSKWWSzT/lJ0ehspJFfI53JcDPSqF6BiBg6PsKkBAhGBB6oKiMKhl5ja+8yu0ks9yhdmKgbiBlpbYRse2/q9mLWrmtSRHpahYIYYyEglQCKDLxUbdfJepOuK6m6r6PCnJyytBTcFnddg/smjmCkE67cReLzlvGDHUWEKDGltNtqPQMsViOIBFJqBMHODQdSwXLPA5A/TUKs9+x9QvlziqP9+qJS96mKrxz8Y+ENjOAaz7s5uwmFn09rDq2RXmYnSTPCzKWdShYbZrG2rFNgViaypsyz8tsjGi1KA6BGn20S5jFC2sbW1v6HghLX/iEBdeokpZqgiAowpGEI52ZYsqmXkWc1Eilv2uUweWH2hUzxEpPPsX0lw9Iby427rijBLXETX/GVmqZsdo64PmXuNkgldwQidask5detTEKS+ioYxo23Doycu2m5h+wu11GpCOsBKsS9GEAqVF6BRxtqQJKO0HA7Fd+Y5GUANUin26BRJaemJDPqphwtuvOLtfANSWu3wGPDfM74kjCk4TUBLaA80IFbh8nBjJ8gPgNc5y9m6mPA5oud09wbRJ4tORX+1ApTDu4yzBjYTaS5ZzYrrXQaMwDj5ey+B8UASkcmFUyc7R0lIMlpKKNmGccE7lzHcAYVLCfK5jiCYYAz/86SlA7cNIySnpLEQIIoGUJ0FI0iyIXR0gbVnndLY5iKz7mnmzkzAS78MuBoLjD32DoUe/8hu81/cNKWv9upWJMK+53MT5vRSVLKJ+GeA8FAQnmyxi0Nzy4aSYpCQyCsKwXA8u4Bkyo+U2MghZtiDhvxwBJUSoBRgBoL4yciPl+qirU5FQCxNoy2ieZdAEZY0BgBFQ9GoT4lIClzczyrkrqKsu8Z0y5pTroeMEfAZzZAFf6hD5YDfbd1nsrbGHN+3wQPTCVw5UNjS0DzCZVxM4CTnfVXRRqoNnuXx0x6Knrum+m6DraEdHOvqQRNzUcBpAbinLQBVnQrAKpbJ1/rhhFXbd0GIwBZquJs3QeglpjYqfWQAUvTGAIwAfDgxDAVX3ZLAdatPTGius/eISRMDVCbTPr3N0gB1qgAgvVeelZ/dA0qNKR7Fhq5QqSZZWqBSwEqlbvRs3myq++cKlDYbXpoNI0Dqqn1pwpsynJtEn4O0O6G1gDIpP+GoNSqwrmq1izStl/znojdJIILBAr11sA5rWpjL42HzenlyVAARjdJUrViMKPPfyQZsoLnQ460G7sOTHLGoMTUU9rL+SaPdgoPPmP+TkKCA6nyWXDnNLwfS/upGtZb63mAMj7KRbkcf7WSer8RsMmTKT+zLuJcFCDlLzVkZLWedwO2N8pUfIXqT8NnoOKA/EBjTI4AjVk4kXtH5MKPuJsqvkY6Fjbk2Xi+hsaAIwCO958CGrgxbhkgF4xkYqDlHevUBdqNGla4SKNqwCrxmTRn4EwOyunw6ySomA6N+K8v314AGpXvohgL9loYaZ+s38zr3IY7Hn+EkSqQtPOXWb2/7nbQ8VWr/siPJySgoi4xCF3rStiU9kGBECQmoqzKUyMKHc4pDcCr+6ycIZy1WO7T2auaeLL9yaCk4TzweD/7DutN0d+bmPswo9ITUFvuGZik5+Q37DqQ8VKVX+Nvqfg03kWl7vMAE6/syI3i16HKMKHBGg3dasgmQMEBlEb3ICO/x8AKLjxGwoyCjy/DOu40BjxlGE3XubUtuPDXOOFkh6rdckBzlek00my6XR6eEYyup81l7nNoDAD2AKCi2zUmT4Qv/bR868KvobLfh3fv8vHvOwIQcgSOjRbCUQYwAAg3I/v6h5jO7VV/2km8CrDYeKxgpqaBeQOwghRLscmBj6RLAl5Ve9bAlUqY/b15eYyJDBLWDhmYJHXDcjsuiSkfo1QAVlbr5eelIYRJUEMGw+apEcIXS2u9xDfJuV2FJL0pgKr69ATta5AKYNLwQ+Xmag1rrYpvdmF8IUZ++7Cl2wBtxhw4AOO84NU6zkQ2NqZH4kxJVeVgrcezArkMdhrPyzOvUsoyv1bcVphNaE6jzgClUf+RMDsp6qy851KrjcfyaU0qRpIIxhWtNKo+FC38xiwBg1sZrUs4Fy+tO+X+qYx5vCJ6zp+36jOgkPAWeuTcrXKYGRgUYWDtEi354NorSESSViUlGSC1AcpOZ/HSkP72375w7ADKg46fjVd1bzCoFl++GEAKQK2y84YTQd3H2X9kHxQVM7hyxrRrFV/hF8NTDO/ClPlNfk/RHKDyoO8G5mypqmgzKvxyeLLwfmLQxBhfDvNs5NX40VItrqNmU+4QlKq0GmBFwZ+qMFSEt5C7BSWX5VyGYe/dRVUPD0AGF5zGR2lEkesue5kmi0D5RTp1X6X6c4YQIDL1H5P0QzWS0N8gZwUIkaLkVHeVpKSfChzIZl+El6a/6wlue1By8Y6z04EUZ2nKWwJmk/IIOgpcKAArhDFwoAxkzljCP0v8sAFOYwYSDvBKqYoa7hBnDe1rkApn8wFRSgonUXCUmNyHrKHzKItMA86zdjdVfD56CVAlcE25Hfm0g1/DvxW5uUG2mZhLs2C0rT4VZoqtBw0gqdMh5Wbp+QjwTdah5JqZv+yedgBQa4Gu6R4BqClwugBApWUI0nQFTPLb/DPQNLtG8e699JPyU5hodIycczEPYzgTBwsDKbvmZ0vA4k5HLDkVno0fvR4+l1FfBrUG6ARVTV2AUT4F3UtXyGtJWg8HSHDAVktP2rjI9z1Bvv25e1rfJhi5/ul4Zw4zAVDIbjIwnNde+xqkAFRIrY3QAiVqPWsnOcoD4d6tcUGydzTqLqWwyJfI3IHG3iGNFn1jMj7QqvCcPuTCjaoByzw1SOAoZC9yIzVglWjh3kuaCVZrAWov896Q9kz6UhobLIoJLr/Q1wLQZmbfet+j+bTKwD45kZyCrtBd70FqdMEGTvVsB0WHK6dlPtzMxuVa5oJlkUEoS1VSF62fU/PZc66fB8s8A7fS3z3X3+Wz0r9Jrh3KeCh5Ls1IL9O+BikziCgs+rJaj7O/N5wIBhLtVaAmyBvYzAAnKuJ4cDO3m+oXcapy+HhFmB2Tn+F47xEmETb2+3K48dtUAyI/D0zL/eYQSF3ZdwyTSkBa2+932m4jCY/ypU39G2H8LHRtWuyq1mASwC4Bysct+wcjSk9AtO5TJ2e1n82o9WwjTht4Y3cSJhx6B6EpTfkON6jqnPNp60zxHCWdCFGeXJEkk63RcwkAcuutbJIVoONi7qxOUhiRIpqGEx6MDMQwAkzRH26fVJ6wt93k0h8zkKhAR8oxpeIL/sKPc37raV+DVG5otKWkhn8wfdygoUqAGrXS81KOf+aet9xNFZ8Pc67JjbF15uZKwey8BCCfdCt+CW5AIVkBfrV69AK+gjfo4JipSZhHewVEM/taE2zGnk0B2hhAbQpWYwDtH3nAKvyr+Qq7PsY+bkKMpsQ15taZETu3ldmhEbEx+eTLzl1UIqOqdMMMErpupZuFs/9Y49WkAFP5sw+TGUlW8elDD2JurcmFtXABeCKQeT5pfkCIXxqiBTDyYZDTKQHK897KaGMG7WuQmgamxjrURom3flMGl3VgM+YGoGeG2bNWno38Z4XzVDF95y7SLsOMMooi/bVrXZpWI25ZnnDqtuWbEUxfAY/E92UsF/jt2ab9oCxzndVkmCmKwELz4s5Nfzf1hOFForntNtEHcpmmjCgm+tFYXy4Lmxe1bLJCsUOV85/s1qs8zBJQwSnFyyrBUCHk0s8jX+foH/tAabEHOL7BGJeeCjVgKGoFTEC4xr3go9MVKeI13Lbmr+EDj16TvlC3PkikT3/603jFK16B48ePg4hw22232bPt7W287W1vw7Oe9Sw84QlPwPHjx/GTP/mT+Na3vhXSeOihh3DDDTfgsssuw5EjR/D6178ejz766KZFydZ8xcdUegWIVebpU1NEDUYE7iip5jrYeh8TwF3h7qIbhRsdJC11w9wmhbmPB0QbZy1wnKKi8xTJ1jPwCuzrSUAr/LqwVIZBI73JtHLDjOZVplnWd8PBUZalardGfq00Ws+idRPF8o9QNYv1ZRlhEhuTq1xY2/aVbrzXsbFWPqtm0833HP2CuTPk9+R7d8/1+okB2ZJNLu9j7576cPoMg5yLJ59h6Mxvkw83/TuXrobrXBm6qlxl2WF+CL/zJ7eJ8Ud1O55pwNXgBaGNUY+lwJJ8+KEYt27ZZR1tDFLf+c538OxnPxvvf//7q2ff/e538fnPfx633HILPv/5z+OjH/0ovvrVr+KVr3xlCHfDDTfgy1/+Mm6//XZ8/OMfx6c//Wm88Y1v3LQojQ6ufo39UIjfwHoeH9Rt5UR3DCwCwHk3wRtIlOtPXkrfYFI2j+YwsDWMbQrMKpBB2z+kNwZYRXnaDDgzrbVNNVKvOUC107Q3pt2ms1cAtZt8G37NCUvxnothMJ5uQeFaU+0ToR3q5wxEgxvWKBR++zUg1rTcx+9VUibhLwhc/6FGmvl5mUe8fFDKqao8B8o+fnv8ecZTtLNLq5Ss6jFYAFRrDPux2ZhIbDJZJGaeGbQRmQgf+9jH8OpXv3o0zN13343nP//5+MY3voGrr74aX/nKV/BDP/RDuPvuu3HttdcCAD7xiU/gZS97Gf7sz/4Mx48fX5vvqVOncPnll+P/+dl/ieXWJdFYok89q9wPFa4sNgTn+gVA3wFFKUa87Hfn+KUDGi8RaZxgpl4C3wjAhclji1uOcNDJtZixZ3GiOh5+kzJNhW3Erco9J61ixrG2/CPPxgZAFX3TkTI2GSpnIwWzaA5utJnCpBQ1BuIj4UNaJdi04lqkor/7cdBlP/Yag44tnA+j2goQx/ClKIuUhpWBXEHDGHONIBWkkefkG4CAcPV7oyGpapzpLld1n8bg4DKgrSulsOzfj1PlhbUnznFLySeDhH8mqYf1LO9f51n1FR9W3YH/UnWpbH/mNO77f38ejzzyCC677LKqvZTO+ZrUI488AiLCkSNHAAB33nknjhw5YgAFACdOnEDXdbjrrrvw4z/+47PTDmo+RvvqDUzM1mV21WSiVPQhN/g8OHnQiSBFOS0gDOLW7/BsxH/XNMJgKmbq/AM/1XDODbi6NJi4L7rVq1EOKtObSGuMLZCrSBjsrfbz/GdO+84BqLEyN+O2UHUcdHZimTer2xTvesddTSNz8Yp93/L9iZ0Bg+tX9fl+Gp8kOQciHPdStXtI0Zn0IkT/XDIrLfpszafRHwnIVoO+GWiiu429Q5dGCCI/gjGEC58BqwQXSS/sh8rplddp2MAMADcxaWnUxU+somGapOv2rfolmjl0TkHq9OnTeNvb3obXve51hpQnT57Ek5/85FiI5RJXXHEFTp482UznzJkzOHPmjP0+deoUgFzpluGEUTFbWEstgEJ8j2GmVsT19z9VgITi9/kEqB2SDXvPwUpu1uJuHiAKJhQS9mHFP6yBl+kz2sYawmB2xG13xZ1dGnvhPzcM73HXGJkY7DQ6QQAnAJML5yc83i/MlGaeoN+iENZ3qpSpHW1k4JrDJMwq4zSSbyESj59/nusVgrfLbu42QI2DS2PyU4BPq0zNppwDUBPuwJddOTadcG28JjWXtre38RM/8RNgZnzgAx/YVVq33norLr/8cvtcddVV6cEEQBmAtRKk6U+ptuMOTg3R9veqiRDG/y7SCOHgnvkybkilgcLYR9uv+oz4k2vTsWdNw4Sy42q1xiYOfkCsGQztAUO5Hbz/2GdOmKn2KtIpX2+k8SdVHceoxYAa7p1IXoH8BG1s0lRUY1It2Eq+HLet3z5cw91SW43OIH3ZdB3HB3FpMZDXjoqyxjDlpxj0bpC31q3afSkba0RpScqscUtpvFxvKgCLmFAanRBTE0ya/aeabfu8Gv6aFhw/1u8NJKlzAlIKUN/4xjdw++23B33jsWPH8OCDD4bwq9UKDz30EI4dO9ZM7x3veAceeeQR+3zzm98EAKfqY7RMzismBlSDzN69t85zgNL07wr/jtwnP0MRFl2Rru/PBcg11lbXfjahSVCZYOJUdLoqjkt/NM1WOhPMtqmuLd9x8M+MpbTOq2guM58RbsyyMaQx4d/sr3PLMNb2m9LIRCn0sQmcDWsSJWNqfgvTHNy7Dow5tmu1sZSByojCM/Cxd+Ly5ipPB1YMBxj5U1ooBvBiiIWd+4yVpUxbrPNSm1AoT210EdMBIFZz9fMKzH3bl+1StaVLv/XOXfjSAjC+O/neUN235yClAHXffffh93//9/GkJz0pPL/++uvx8MMP45577jG/T37ykxiGAdddd10zzcOHD+Oyyy4LHwDjTHLOIPWTjHJ22BqM5cC0wUvzJsaaXyvNcoKyAwnqvJIyIeceDdcCoBbQlGltwGjbzdXwHUtzN0x9sgznKH4L5MaePUZoFMCVefmwQHssb/L+ZrcD5eAhrwL4WsnveqAWxyNN5B/KV31T/D3L3VDx7WR8jDwbm6TuZAK18ZrUo48+iq9//ev2+/7778e9996LK664AldeeSX+7t/9u/j85z+Pj3/84+j73taZrrjiChw6dAjPeMYz8JKXvARveMMb8MEPfhDb29u46aab8NrXvnaWZZ8nP4tuVZ6BvMjv32MLbLzbzyA7F84BjYFTY4ZZgtGouqR8VlZuLxnOVFo03nnWFUGL3woXDBIkwNQ6Ezf81b1ubYKAkTWqWJuqnj7fNTR/gG0GkOtY3a5Vd+vKcC5I34XmSfmLXRg70BUcJRroOyeAuX1XmR/bRT6N3PJvLsLJ79K7WssqkvZAte4djjZ99YCiXwAo96wFUI0wrSONrLxzAGYONScdxYW06s/I9//NzGdjkPrc5z6HH/uxH7Pfb3nLWwAAN954I/75P//n+L3f+z0AwHOe85wQ71Of+hR+9Ed/FADwoQ99CDfddBNe9KIXoes6vOY1r8F73/veTYsiViIc1QcFBaAC1oNVA3giCFEM0wC2Kk4rv9bvuc920ol28nwEvLhsT2W0jgc0+YPmNQFUQAtsJAkPdCWjAmrDjBYDKCvkAXKCdjRwZzxvSpGtfHcLMOcToFyeYfLh66zv0kBGXl7xLu01svdLsxJ/1Xy4g0ozafYF6QOhb+bM2OWfClgMxBHQmiVUjU5U2pMa9s8L4ArxWgAV/KO7MjV3tKv+pnk41WMApsZFtHNoY5D60R/9UUxtrZqz7eqKK67Ahz/84U2z3ozKKb7rB5MA5b5rsMqRgjRepOXHQ+v5ZHkfS1RNLRNtLNUUz7Am/qR7DTWxaR2tSX/jVzOzAOsAar9SwzI7k2eC+rL8RESDhHfSkIDW9YmN+0/Rczboc7NoE4DaJJ0WeIl7xGbvnFGUQt13Y3KyCe3vs/tGp58I4NSaUEODlBJPKSUREC411PBTm3mBcWCamrW3AEEdpVQy52WPdeDpLNdFqeK1wpVzhPKdTElFo1KZk6hGQa6Vd/AsZ8Yp5HpJaYa4tY5K6cn5jYWdKM25BbcRScRrwGZR8c657DjkXi+jkp4sew9qo+VrFa4xWMpKWNrZX8tTDZAWqJSS2RTNAaUgRaEt9ZTS0Ihar4o70d82gjSViDQuF9+o/SrjmJlttq9BqqwoN2bqk32slIYCQLmNvg60Zq0/rZGsZpPG9VKI+23uFlWzqjVhWtl7oCjKtWvAmRE3lKEBVFW8onyWN1BLdkphprJLmmjP5mRjTdwxMDjnABUyQtXfuHgHc5IpVbgKWApMOWB2U+gz6WEIUl4zD8DuhIoBXSY+PcSwLp8w9nxzNPvQTORep9Yr/CODcqVogZD7HdahWmk2/Rvh11Doh/YdT0UP6j0HTpVV8QSds31SjwmiPMkYM6E1/wJ0KtDChgA1Eibkv+7jw18IUqAoPmODZGf7mkbijs0A53TsOXmfI5p8lRsA1OOWxt4/EJl4672NMVdHO5mMzUxld69pr0x2pwqxtoBrFIBjPGdu0VvvtgVGGzbk/pakgGIW5Pzg/Mu+TzFcpdorVHlzVXwhrM8HO+ujZZSwqNuafZa0jkFvwvBdYajxeM4z/3xMquIykE5si8lwM78y8yId3w67xYXJ17lJ4kXY9ibKHaa9afiGwDGZ9EwBwr8/b0hh77TRB5JU5MrCgB1ppPEoSQ3BYKKoT/zhXn5TInL+XiIrw1RpA3sGQpbHiDTkwzjpZVcdWqqq2RJH/+Tmuo6cHwXpSN2F9NQErBm0/0EKCEDFKBoZa4BDw3RUSz5OopoCp0qCmshzNrk+UerGwyVrEy+9OYMfk17WFycmXADmGOgAebz7uJ7RjCSdM/b8wjPSqfx83KoCuf02HTOzJbINE551WsO5BCgryGZx16r+/ATShS3Vt8rA0p1OHPpMy2rT+5GAlz6323vHJnJTwBN4hyJrI+gY0O2GxsCpbNvwbI8K4TF8U6Ay8KHsLoCptal3bh97XKj7qndI8QOgApiozqMASFmqit9zAKpMG2X+6z5w4V19dtUgDdo0yT1V5Y19u5nZVH4bge8ahj/3tZSvZy9p0/KOMjA+d2XchCa7X+PhrPqXz9f0x/kFOiCjPZhY23frPe8gSWC/S1LupPFCeApUGjOEE8o1bleEXec/BVplQcbezsjgoUYYMwpZE3e0ozgAmJ1GKeU0ZlfljNfH9ZKST6qVfCWJueetYrbS2+T5rmiDBOeqw6b8R6W38wVQpYTRKEs1+25RITmVElZ2p84T1IEW1kk3YxKQdqYpSz9LsxXuPBCHr5lxzsEbLgeZNFFoQm22yqKwKJuXlrC5xDRG+xqkUkO6TouR9lBpSdzrJCI7LHadv6Wd3dXzCWqCjvYDRqXS22Q8tdKuJJAxxjaRR2vYr3tWqvta+yErtaEGUHBm16YFY3N8LWfcyC/UY4TZzqE939g7EmYWOPmw55JG2t7TbB5aTF4YaG8rkDHAzi+tWenD6eK2+0MBchdI9Ny4650LgPK0FvR9WQpeUgCT77d7Uep9r+4rpZo5Opta3Ve7QxiMuKfSnlEWbpTFyE1avP+YdensxmpIKlWYltvFGZPGqOy88h0PDc1uKv18Bx8JX8Vx+VV5j9Qh5H2uaa8AamxWyo33sQez1/NCEwA8qSIW8u+7vGI+PW8Mlv3QLueMOE4CZ8XYKPn29y5pX0tSxuzHWn1C2inBrb2J17lH/C1u6efzb1EhKfmF5NY+w5yoy2NqMjkGBpq3/124w0S51dF8GaXc7Nzk3Npell/BN6pJuW+X8exHn089m0pnIxpLeE2GVZvvMJ+1FoDni1qz7LlRfZ/3kpM85yAaw9ROZiHI7vmUFDCHbMNWkYZ2ZJ/PHlEY+3uX7JpMgXTfFbWOtYyDsRqYDSqlJx++MQG1IOR4xAx6XIBUs1OW0seURAREVd6YWs8dNjsLmKam60RBHVEBk2foBaDtiEqAQvG7Yd893ofqsz7WAUfTzz0Yiz/nPD8u26YAy+ZJXbtgsFUhXZI7lZzm0oVYPpmk3fZLJS76BBlPbZ/J2OycxUvdBKy8Lr1Kf86scJ+QA6rgPQb0Y9Sa6J4j2tcgZZOwRscJgNEAlVIaKv1HwyOCWwgLBC5SqpHjbMNzUVcPznGbZqBzyEtFRbxQBhtzG/Y0vX5bZ7RFGatTIuCqug4wdFJb1Hn08FjPW0ZmgmX/4DLMpjQ2sZ4xsDehSbPuPcojZbSDOOeD5r6jAtQes/V5rJA1VCbGLk/6m6G2sMn2hn10X4MUCHmDbePZWmBp/B5dq0LpzzldX56WW6hijuJBMoUstQomUWHmePXAw6jWb8LMhwFil7gv9txO5AMXdU/7XRCeMSHsTwqA6fx9cuzC7FgNWCRKI/5N2inwzJl07wRQzsXM9UIz9on87dgkZW4KSJwFm2hhOmPPlHHM6bx33C6tQbRbwwfTd64PqhfY62nxVT1a9WJOY7b13Nqf2/Xg4juUO6ahk3HG/CbZ1yAVjBRKciC0bl9T8J8CKovHzQ28lg4K/xIEynowQF6y8nE2nHlMNUfOUPJz+Wy0V8Wn4+ro655YQyxNIQCN9uk9VwO2EmgVqkU7AIW1KrlN05wDeLugc4F7m2Te3Nit3Mz3072SljzorUtnR3mdqxadWZgmwEw8Vz+/XuXCV1bFFSitL5OtQ/kqPJ5BSmdK/dnT44H2EqRQujmkvxFIjb1sc7srlzW8SkLFd3AD+RgSIN/dIukH6UFBqsynLNccatVd264UXSj262Zbjfk30reirgs/s/xNulhAqgHozTwnJMdRWjP2TBvSFeOxk4Q7F9e5ueNqvKa4bnyS/EYMgyk/V+bozo1CZZhQ30ZjjHVGJ+RF1U8ME9IJfKMIH3gNNf3L/KO7UPuVvKcn+029hOnJ7oaye6IYzUNl/bfy73XXOxHPuQDqMUZ/9md/hquuuupCF+OADuiADuiAdknf/OY38ZSnPGX0+b4EqWEY8K1vfQvMjKuvvhrf/OY3cdlll13oYp0TOnXqFK666qrHdR2Bg3o+3uhiqOfFUEfg3NWTmfHtb38bx48fR9eNb9ndl+q+ruvwlKc8BadOnQIAXHbZZY/rTgJcHHUEDur5eKOLoZ4XQx2Bc1PPyy+/fG2YfX/ixAEd0AEd0AE9fukApA7ogA7ogA7oMUv7GqQOHz6Mf/bP/hkOHz58oYtyzuhiqCNwUM/HG10M9bwY6ghc+HruS8OJAzqgAzqgA7o4aF9LUgd0QAd0QAf0+KYDkDqgAzqgAzqgxywdgNQBHdABHdABPWbpAKQO6IAO6IAO6DFL+xak3v/+9+OpT30qLrnkElx33XX47Gc/e6GLtCu69dZb8Tf/5t/EX/pLfwlPfvKT8epXvxpf/epXQ5jTp0/jTW96E570pCfhiU98Il7zmtfggQceuEAl3j29+93vBhHh5ptvNr/HSx3//M//HH//7/99POlJT8Kll16KZz3rWfjc5z5nz5kZ73znO3HllVfi0ksvxYkTJ3DfffddwBJvTn3f45ZbbsE111yDSy+9FD/4gz+IX/qlXwpnse3Hen7605/GK17xChw/fhxEhNtuuy08n1Onhx56CDfccAMuu+wyHDlyBK9//evx6KOPnsdaTNNUHbe3t/G2t70Nz3rWs/CEJzwBx48fx0/+5E/iW9/6VkjjvNWR9yF95CMf4UOHDvF/+A//gb/85S/zG97wBj5y5Ag/8MADF7poO6YXv/jF/Ou//uv8pS99ie+9915+2ctexldffTU/+uijFuanf/qn+aqrruI77riDP/e5z/Hf+lt/i1/wghdcwFLvnD772c/yU5/6VP7rf/2v85vf/GbzfzzU8aGHHuIf+IEf4H/4D/8h33XXXfwnf/In/N/+23/jr3/96xbm3e9+N19++eV822238Re/+EV+5Stfyddccw1/73vfu4Al34ze9a538ZOe9CT++Mc/zvfffz//7u/+Lj/xiU/kf/Nv/o2F2Y/1/C//5b/wL/zCL/BHP/pRBsAf+9jHwvM5dXrJS17Cz372s/kP//AP+X/8j//Bf+2v/TV+3eted55rMk5TdXz44Yf5xIkT/Nu//dv8x3/8x3znnXfy85//fH7e854X0jhfddyXIPX85z+f3/SmN9nvvu/5+PHjfOutt17AUu0tPfjggwyA/+AP/oCZU8fZ2tri3/3d37UwX/nKVxgA33nnnReqmDuib3/72/y0pz2Nb7/9dv7bf/tvG0g9Xur4tre9jV/4wheOPh+GgY8dO8b/6l/9K/N7+OGH+fDhw/xbv/Vb56OIe0Ivf/nL+ad+6qeC39/5O3+Hb7jhBmZ+fNSzZOBz6vRHf/RHDIDvvvtuC/Nf/+t/ZSLiP//zPz9vZZ9LLSAu6bOf/SwD4G984xvMfH7ruO/UfWfPnsU999yDEydOmF/XdThx4gTuvPPOC1iyvaVHHnkEAHDFFVcAAO655x5sb2+Hej/96U/H1Vdfve/q/aY3vQkvf/nLQ12Ax08df+/3fg/XXnst/t7f+3t48pOfjOc+97n49//+39vz+++/HydPngz1vPzyy3Hdddftq3q+4AUvwB133IGvfe1rAIAvfvGL+MxnPoOXvvSlAB4/9fQ0p0533nknjhw5gmuvvdbCnDhxAl3X4a677jrvZd4LeuSRR0BEOHLkCIDzW8d9d8Ds//k//wd93+Po0aPB/+jRo/jjP/7jC1SqvaVhGHDzzTfjR37kR/DDP/zDAICTJ0/i0KFD1kmUjh49ipMnT16AUu6MPvKRj+Dzn/887r777urZ46WOf/Inf4IPfOADeMtb3oKf//mfx913342f/dmfxaFDh3DjjTdaXVp9eD/V8+1vfztOnTqFpz/96VgsFuj7Hu9617twww03AMDjpp6e5tTp5MmTePKTnxyeL5dLXHHFFfuy3qdPn8bb3vY2vO51r7MDZs9nHfcdSF0M9KY3vQlf+tKX8JnPfOZCF2VP6Zvf/Cbe/OY34/bbb8cll1xyoYtzzmgYBlx77bX4l//yXwIAnvvc5+JLX/oSPvjBD+LGG2+8wKXbO/qd3/kdfOhDH8KHP/xhPPOZz8S9996Lm2++GcePH39c1fNipu3tbfzET/wEmBkf+MAHLkgZ9p267/u///uxWCwqi68HHngAx44du0Cl2ju66aab8PGPfxyf+tSnwkVgx44dw9mzZ/Hwww+H8Pup3vfccw8efPBB/I2/8TewXC6xXC7xB3/wB3jve9+L5XKJo0eP7vs6AsCVV16JH/qhHwp+z3jGM/Cnf/qnAGB12e99+Od+7ufw9re/Ha997WvxrGc9C//gH/wD/NN/+k9x6623Anj81NPTnDodO3YMDz74YHi+Wq3w0EMP7at6K0B94xvfwO233x6u6Tifddx3IHXo0CE873nPwx133GF+wzDgjjvuwPXXX38BS7Y7YmbcdNNN+NjHPoZPfvKTuOaaa8Lz5z3vedja2gr1/upXv4o//dM/3Tf1ftGLXoT//b//N+699177XHvttbjhhhvMvd/rCAA/8iM/Um0f+NrXvoYf+IEfAABcc801OHbsWKjnqVOncNddd+2ren73u9+tLqtbLBYYhnSX+OOlnp7m1On666/Hww8/jHvuucfCfPKTn8QwDLjuuuvOe5l3QgpQ9913H37/938fT3rSk8Lz81rHPTXDOE/0kY98hA8fPsy/8Ru/wX/0R3/Eb3zjG/nIkSN88uTJC120HdM/+Sf/hC+//HL+7//9v/Nf/MVf2Oe73/2uhfnpn/5pvvrqq/mTn/wkf+5zn+Prr7+er7/++gtY6t2Tt+5jfnzU8bOf/Swvl0t+17vexffddx9/6EMf4u/7vu/j//gf/6OFefe7381Hjhzh//Sf/hP/r//1v/hVr3rVY940u6Qbb7yR/8pf+Stmgv7Rj36Uv//7v5/f+ta3Wpj9WM9vf/vb/IUvfIG/8IUvMAD+1V/9Vf7CF75glm1z6vSSl7yEn/vc5/Jdd93Fn/nMZ/hpT3vaY8oEfaqOZ8+e5Ve+8pX8lKc8he+9997Aj86cOWNpnK867kuQYmZ+3/vex1dffTUfOnSIn//85/Mf/uEfXugi7YoAND+//uu/bmG+973v8c/8zM/wX/7Lf5m/7/u+j3/8x3+c/+Iv/uLCFXoPqASpx0sd//N//s/8wz/8w3z48GF++tOfzv/u3/278HwYBr7lllv46NGjfPjwYX7Ri17EX/3qVy9QaXdGp06d4je/+c189dVX8yWXXMJ/9a/+Vf6FX/iFwMj2Yz0/9alPNcfijTfeyMzz6vR//+//5de97nX8xCc+kS+77DL+R//oH/G3v/3tC1CbNk3V8f777x/lR5/61KcsjfNVx4OrOg7ogA7ogA7oMUv7bk3qgA7ogA7ogC4eOgCpAzqgAzqgA3rM0gFIHdABHdABHdBjlg5A6oAO6IAO6IAes3QAUgd0QAd0QAf0mKUDkDqgAzqgAzqgxywdgNQBHdABHdABPWbpAKQO6IAO6IAO6DFLByB1QAd0QAd0QI9ZOgCpAzqgAzqgA3rM0gFIHdABHdABHdBjlg5A6oAO6IAO6IAes/T/Aw12dQ/1Jx5XAAAAAElFTkSuQmCC",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "15\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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NlAXuako4vmccXvjPdVTkfes+Tf8VcKqVncp9Lsb2fJb1oHeyqFNv3hiX7GtX5Y6xy9VQ0IkAxUePjWsdvASDuA4Fi7E0IkP70TtB1/2SgCHFv9vchXapaot5zRLTTnM2gIwt91Ti8O2gQRnOABQaAlLrxXtS6w1aNfJgFV+o83SEVcOJ4d/MD9N2yQ7oN7PhxEu57T1X96l1Jqn7NM3R4X4gAevEherLQAhAgoAYMbRDgupqOXvv1n37TXOymBpQHXjM72pAiG/GIm6sUEFs1otZDsJvtrgZ8gmS8NmiCfqoMGtBIyuev7WlgDDG5PMzTc6ljSr4Ik6gOug1E1bIoon2n1bA5O/GQp9zXBI+oiuA7Z05SBvwqgGZ6rDbShUJ6gK2he9cLOK9x3UASlCLTnNjlSbVBuccwHTsj56kPMBpu/+e6x12BYDkILz4k9rKqpxV/s91B3kXyVgW4dEeJd7BACmXikWTOka2h8yqP++6AWwD6ASKTehclDEoYpndOZMaLtRu6GDVpCAQAGl/T8/lPc1xAqxiuadSVXse3m9mcVAKgwdW65H/qan43uNwDNr8Hoa9wJ6qP/3atf56rUEq1WwgdR9JTW4s4Yd8LY1TiAXjMyboLjFxRZIAxontkDBQzbuJG/O6qGAMuPjCQRbslq1kiOGqvrAa3GEWhRpgmCimMXkAhFQVKh4mjnT4NyobK9Xbm1wXA5bECveTIbHMTxyDEFpn13ckuF5zLjm5vBRWLK7iNIWNOMhTOw9+WeUb52rsfdCy0vb538jLUwWh5HavWloKzyhH0a+4CbAOgOgozTcCoI6y9npcDD90bdqnxjjXe6xTINeMgx1cyi6cUmZ2oSoJTln7yXBCnVGU9Ps7ew8GLMoDhbPOAqNqLimh1Vdp/p2p+JimKNFdeg4/n5miLRj+u+Jea5DavqbYVA25tVj3Yde06NsRnGp04nLS+2rU5LpsY3yo+Gyvo0hSMg6JyuBO9GZjtKNKVXZKcDfgKQYSrqaSAVibIlSCuNn8V8FmVyeJWjmmjgoO/0aLytdQgBoIFWgeF25b4/YFVv2pmkRFRLvAjDihTqvAJOkoUtPKH2Uzh7wacI5qKpyoi8QQB1C5es9B3DegAU3pCTA1KhEKz4d1+t7PRjxA+4Oxt0fSVkpVRMysskp+q3C+WBGO1vZLrgCOLsKuv5vAaUVdDgbsMeYDOGygLB6pHlfKcVWawCxFfZKzeha5VJxR8Xkd6Zw9CubqASkKQDGc8PmFnG9d6j/WBFQQS7NzB5QqPUET4NDCOzhNKj4HlmLRh1nF9x4mFZ/siu1riG2Z7T01dd+1yfx6g9R7OtR972kDKQ31H+CSldLAjB/em9Jkq3LyiRFcMaIYe1I6rs8xUCkWfTto78kIb6j1BsHSG0KEjsO8kGGRt5twZtclOXj1varsBAz1nzfMVV9KdfQ283r0Q722GhWIg79+6h5Iwj9uF9JYYA4MTlwrU8rsKBXDe0+X1H0HJrxOONBoPf36jpYDVgAbAZZXcQ8JkxY/vJ9pzyrea/E7l5kWgqUi4VcbiCzrqPKt8/m90Psr7giE7qn4pPX9QfyMc0JwHkKqkyxKPgf1P3AKMjxCNZNJKajK0MHjOf8kYjTDAMoADyJL3J5q68yPs2/0DE0DCaCDEO8zVfDyuHH4VpGXwBb1cwMjL7+Dk/svqPji8tgCWGsV37h0wQDLwvevvQEgJa7uc4DaDaDUAEhngJLVwvfwGLskEn6Xm5+JGBiQG+k2/UN6CIBz6UqRhhdejlkGuoWfbg6oYn7EfX4hYNjEGdKRDEnRQaeoAaltnQA6SpW4zil6u9nvoKa5WGl+F7WIc5cXWf17dOX8vVIMDZnNz6dJDIJJUkAaAEZNsx/mCy4TEYq6R31Prqr6EhKzH2KfcPIjmJVkBJhQ2nvugdrciQF4MXcFcKbod+K+GEAdlHMEpN1RHxa8tzUR5yF5A8vHNc7QIRZAAB4B3LKtDETIqGV9WW0GqWJmyMKbdB+/BDYBehEmLRx1qDpAgQAq6I7UNC2vlZpPjB6Fio+2YsS3Ynh75oJ7rUFqe2/Htu+Q9zQ6AU/Gp7gkxaDlrgNVmVz1RgnfMBERxG0TIqbKG9fp6KYmaengYgSmBkRKVW7dt6eEtZuEpYYdagYSfmYqJDO7RimMK3ZUi8K4cklMfaiQm+QelqsOaT2xVFXU6RtJUuLbZmK3rSviRvUNwWluTrJjYw3ZgaKpvvfnkzHlva4jFUoe+K2g6XuIsYukYXtij2QZaPsNatxx3AUICb/GPp2frdGFyiXhyutUCYwmIWhMg0tSgvrOy5yZDBSi8rBb9af0dwti26QoWYXfKecUaB51sijmIO/CWJmWYQCMlAiFTzB/MmFGsAFSUUv+G+rtRfnhkTqctCfloNXnllevmpiPUs/UekujiKLiy/KPvwAw4q+s+KAIFR/UDCHoqqPtvdHHRcX3NZOgdvp9EySp7Wt2/f7THvtOYvf4DenKRslBKgbpTufwiVSRnLEb+X2QNxl3wpkKMKz1bhlNFbGHFNZ9m13vY34FQr23Q+OAL6v+/MaesPIjji8PF/oLGLsynpObR+yVeVRvCoOVelMtfN9zfwpeF9T7cV3qqOevTGp8gLJe0e/XOAZYIcnUcr1kPnqWXZeWgC5Zud+lnmKmTv3s+wHuZ7rnqj3VZFaCaEj7VQJ4pPWYt6oKqBNX1bvhcbcAqKkEDrhghDGP4SsC1FG9qD7rqrg0nNUIxsQrGjxNmOKUXubu70LuiEySeQvnYZulpwQj9y/3Q3dLSyAWfgccny9nar0JuBKMqoQk5Yq5IiGZmXoBLFf37b4PpRHGwOR7Udt7g06/ESAVKj0HqC45dT/QFvsy13gXH42wiRmELfxi9/kBfollqnJIVWDqPlf7uYWhuom53wnoNYh1Y+pGq25oJN3k3eoCs0Z0Kct//fbzYagx/KpWZ75zMO6ly/2bIFjKhN/aE3XRWBNj8ZK6y+vvvU1SVGQv0bWv7Aodj7KzHoDv5yF/AVIDUl1CIiQV7WDBU+UXCZkIkno3pCtYu1klmn096Ej1e4tsxKIu3Lbacswd2af3q3ZyyZ96+3QAF2vsJQb7YTcDVZj2+VACySzAp4AvdAZlac3ybYAe7tnT+uUUAUajfu6v6jxbok2FV/xFwsIaoKg+k/8AtFJ9J1WVp/V+vgpeMIM15F6VP0e4UhguudcapLav7ti2HfK0J1i5scS4y35EdLAaD22w7IGJgBMcQe5XiJgkZX7x+/wkbp+QTUzdJ3SYd6yCOEvlBhGCNI7wbxtZfnEThVkAlnDBkMpscblFoass/CqmuGldZHzd1xemIva94qvAPlGtGhlXh4Qogn0balTBkPK8ozZ4HI1LdEXSLiNJ7ijANZC++H0voIxD+J9P08LsvBAkiRusqcnlc1/qkCxIVZ4ggDk0cQZYSsYkMYZIINetqgzHL4K4BA0sRCMlKyeeUKVp29CoA8ijyB+DlH3P4O0AXeYIpPZxr9Yd93XBqtYvDFQMDixthxougKuSi1lCPG9JB6EMZ/BqQOZSlM+r3etvbWKpqs2bAjrUHg4XTueGEJBYCIOOSgJQqPhQrPj8PNTmfpeYvjbi3L6qw6htB25f0zwn9bXdJKprKPVag5Q87RA1kPKzUK7iIxP0ZGnJH4NLxJEXuu+dEEjF9UhOiYEBXDcjyXHgVjMMphozFd2uBh6bDLUe72vYxxQ3E/FxM/WUhadBwChCxG6tsCqPcL/UNgl9gFNwiZK0TAZhjvaEaspWuJugZ/bYdKj/nML7DRX75uo0spESP39CCyMkEW8Hm10kZWFjluc6YphTAoo6jDpWVU3Iz+RbvUOCFz1zdKf5rBJ0SW73M3Keq+/d+dyzummJ5WmI+jIh9rkdlbngenqi4tFVp/EvlPF1QaQDVwDU11q6MUZzBXMuRuKRXRvfVXgpXldppQIS19PTTCBEQHeq0mth9Cs9rv2xyk9WvyEZSV4Y65KQq/rooK5b8Yl9SmnsVWmGv2fS1JsAUtjdSIKt+JQ6+Q4wTX7MC6ovSn9mUYEs7cQP3+6DWKgRcjG/mH5ZoMjrWtJqDABi/8sAI6yIXV0oCI7WDRziD4j9pKA5gvw2zq75vSSTpoYkaJltmpYTqim9+aR1jg7GgRJnTdEL0AXxDr1aMgG+UEM9alJE8LhW2L19qkMicZ4s8u7pGTCj+h5CakC1sXMrQo+sR5PJBoZVnaz6E+TeVzQgWHoOv4oQz3WEuDa+XS/q4zWi0/qKDiMOoWf9Prizsc7lVQsvasASPsetGaJMmhXQoUSR2p0MOgW0KD8GJI9bgIZBrL3jXxAQRdw5PPegbI7SYdwS1t514Ap13lNV7bl2S+jvinutQWp0wg64uq8BVfp5oaSfN/OLzZlPZg9ys9PNKP4maUa+G2F3deBmRO0mwL4NYnQb6j8RsSuSLD6r3N5BqvjMAlADQDD2mnYMNdOOoU50Tt2QYd9hKj60uwMNTDZYHTFm183rQARwQ6bbYWew7L2r/xRm3Wcb0JsDzm5C5ngaH4QbYO30KrowwEiLEOtY6zSF1TPnxhf1bSEOF1zECqMFVmcNNaFDVpjsi6k7FzLXNoVYKcFZaA23ZzKoB0uk/hZw2GxAeG29pzvSZ/X6WjlCz1xg0PIC0hqMiUxtRUyndWnvj2MA6KWuGJS7FXJjBs6/PDAIeXiLb8S/1I3VgB1Y/D2DSeRD9T/ajypgJNGOUOu6ik9Bd6Airfva5zb8eqPtPbPkcyu+rw0G7va1YRwhCsjXdru+Tk3dp2+Oug+yk8HEAqAAAzBajAu2u5A4X1i26pSlHCcMYrcU0N194yOFW+KbWzFQsuEfXOnQ4plf0lx5EHeXTMxyzzONeU7ho5rF0o6pvkIgm9ZJ61aK4ost2xvpNyAvM9PKyXk5CvgHs5ib9AOyLsmNSzlzQe6iho0D6DauA3HnLqG4SvC6e4zk8Rkr9bF0KSqMYazyoaqsJuxsnexANhs8SPvlN5IEPIw1uj/LGHjKE+tBR8TU8+T9wCwrDYgSiHKMgtMPYOpN7vVTrKr97JZcUm1eR3GdPCt3wDIRc1QBiv3V6m9S5UV4xq9SUAMhPQGmVo6E32qp+RwAVQwhaG+KwhOwNP1m3bf5N/2eaB/K/LENY/4r7rUGqaG66uAExAiYX8qAX+gY3wuxVUdeytcCwq5ZhxRl9QgyJLRGO3gILXoz7YQRc9i1S353oIgCT1LSD7pFBMzdluVk+QxKiL01Vq0FcRVfBwmAujOBGn+h3zcLRJfkxIh91GHPrMhLakAitgoUtaBRxgFWzEgsxs1dw2MKLr+nrmLIYZy0J8izVpH8Sh7LWsaIPJ78VZzP6yVYDU8xqDgAK675uv5pZj9VIafc41U/dQ/meLXjG0Ay+envy7sGKmuAauDk6QpgJXMz1ZuXy4G6r+eRl3Ijrfj29LO6zw/nyg5s/oV0tuZ7yucAp6byu+Jea5Byw4lD6Ymt+8pv/LPKlX4SAPLWCBvszU1hhLgYIanKKb39+hmr8APbPvxxd982zNJFkVZ/trclu2D3fa5d0nDhBrs70K5J8bv+yIpQLb8wH5c0QY/rnvwKJz/9KohDwGp+jVvYHXgGKLuUJJv5ravF+u22jRm+2bOr+BxAXXXmBgzen2Km26Oeo1LGc94lOWteJGHuCq9yzWn0K4dlXQGXQh241YC4XKGUVQy7ksFgSQDDK1X5kcQFrLINychkXR2xJDguhOAXcQjvPC89QKPkTx5trVxu46VoR5EWUtuSnHA8esd7UOXdKryBlni+Z4AUfS3ze39Hcf1MFIBQ5Q0QIiMJ+pKuvDfibO9pqPtuX1NsX8XQiHx1qPlgVnwbGUmMM6zm383g7YJ7rUHqTMVXzkZ5XP49zrT8VE4yyVzJhizdXK1Wkvv6FeSi5EMbljYoGLHhm9BZmpBONCUsZEHdsCIq4N/CdtP3sFjUlsEIG/tnCOkmJCsyo8eWOO5GFZ6Nin1O27snmqhmb2JQ433LDIER8BKBOHYl4HrU+RSZKONR5Idy7tQW2Rb1/hwViAuAOR7WyV9EnFoRs3uuABSI6C5QFQYqTgQP4mdQM19f0fOIc8E9CuAXIh8ZQlwBr1nNR2DjvysQ68AUYQQ6R2Np5cgy3PI4AzV/r6jqPn+m8NyrQuxPpbEEzGSdpCX+1SpRXXH/LwApTIMnfTBfqQygqj9s9R5REJbWXKraPboCshXgUstSfQNzw1Drbdyg8c8mplISDK5EBP6BX4htIUETAL3uRC82EDi0Jow6ETDA9iKirpIcNXeP0toSBEFmVWcYVIgZVCD7x+1IIi5VrfipICJ9uO7W+wgMXGr/aHuucTn8DjGj/Qa2gtQe7yB555nmOIvyD7j4OZMTFDhk5jgNd0xyTHy7yWSRKOkNg6QJ45XiHFdxVY11Pef42p6P870OVoUBWgLCwTtPNwGKtDjVL2dlteeJJtL+VAeksORjYOrWe0+mTHK/f9CQAcn3oZSAatqaue9ec5BCbTT8fMlLIZTlxYBkeiw/0BrFOUUdF2cNMdpM2eJzEY5Grvoza0CIYtNtWMltAtV9qADJKGN/AvSdEXd/wribTxT6jvtBJvBaPxWiyOua2ALQVUkbqgWgL6ab5gHmuE9oWB7yQWDdzLrtNoBoHHTVof4L23xT8W1jdo7mD8DaReOQrasIR4+n1OHGJAWiAlRfcYQJlI7CO5AF4FB10lE8AMuzMrpQ9VmiyHOy/EIQkDk880V/h/ZuWed1G7q3sONyFIeK6JxG8j8JwJMuU0r8S+6RJX+hHyaJ+xTI7uR7B6QCkDoYmZv2k07qNElSHNfV6Ax0kym55NknRTnrtD0hrPW294Dtq34416z47D6+7Wu7Hewd96qmis/o59NuEtUbo+7DDFAviVFZGOZJa/sKqw2DmFhUR0WepwKBit04IbtLLnRuSmASiea5KZdozIzdb4WYRRCzOtuzSsWIw9V3AJVJ6e26JSiGBOf7Y9by7I4sx79qLOoAq9j9jBZ0gKRJo6N4KdXOfvbOoj4lM3Aeg1fFqSVAUY2m8AWh8L1KPYp32RGgzRWa3YpI6kH4vbyOnMeXntdRRg4y2qL5CGuLeTSAz1zIF6z9jkzDD4tfEv4TEOM2r5gJe57UeOV3tsar4LWu9lFdpeUR6j1uj4FmseiLZyUwIwOJkJ6QhhGW3lV8LEywReEV93qDFJA9rH5qPwlrUc11BffUQfd67HghxfeBSjSlySBh3MB38PiaD84yOEc//WtRZRDBYY4+TNV3MzTYTeUXG83qN07A6LyOr0LTvkioUezP8C8RFFwXr2CCtMImWjMLz3DqCxsDB1K/Sb37fSUMs/UB/iFRWRVWTPxY5G3spPwsRqx6jswwirRk8R28kv+oklZuj3p4SkzzRxQzDvMywfVSuuGxeN65hXh1brsB/GUit+qLPPdUorHxQwAZITUzTqXADK9rhrPXec1edOfbzgtpZvUMnINQD7sjRZ2q77xmJxLTcj/pyC1AtwCUAxODUYCPhbuERYYTG0tV78HOPfVLZbUCmIGTOOGJCX7dvf4g5c4WTTnTwudLVvHZXek3XjSxEpzrb/lEfgLse0g6hcDrlvssLua4dZ+46k/gXxHd/DMgNyRmKPKrvy7JmBTkh3KhGb47WNEHFXUz/bJg3Mhu4eCzVbeUpLBLmrkrJtUfMwlDnWgA1PxbqP7ssl34wV61YdPoclcNepemd0HMtEDL0WCex2AAOggvoGWgE8N/AEYVsAjgQrWXd7RN1+Joxo2KraSnA2JXiODUsDNHB3XnV5GZ9khCj7zxVIBrXeKhMHSX8zhxV9SdV4CnPU8AtMyrxT9V/a3SCpX1DEf5FklmR1j4rYBJ3vMzTgOYbl/rKj6z4vvamJyu4hvnp3ZT7WHsM8TNQECxxL7j/t8DUkASTf5lZ4Rz3TmdVXxFx5xlTGCl+tkh0IEciCuSbOzCPNkJrgMUDIQ9K5torPKr4UTD6YOK4u98r8ktFAXlDHIQGgNCb0dw83bYV9yowz/2GPSI4oa4IMDG4Xb4l4lYGcfx5eJijBgsqkzDFmeW7oyPA8xhlMV0cEYw13yTgiLdWfkEREACUy+zAxTXVzM843bpquV1D6DOpv/d5cF3C64ye5QrfBCNLqj4LgH0VaMTpRZfACYfH5dg1kxET2PAdLXu99y0TrJMlqwYxEJtx78eb0fSNNWUwmgbhiWo59oLvN4g5SZhiwUUXF2EE4XjwfcIhbDo3JdnRO/sXSnfdmaI0kXV/f4/BIYZr7/V9jGjani7u8EC/GZuDEMI/4aVlak7sKl/wwp5ka1fjGvlpAWgOGKO9165TYZRBTAkLKUbF/zjiuZ37SsEIRG6OeBulFrsEPQYMo09q833ySTvOhzt9oogpSvuGju/dc/dO221zoIABaOPYjiLJJVSUgBZl5yK5V8Fn5CYlPLTfJ9xvcAKWGUzPht8SOxiRRx127Kr/JtMNR6vrpSmcv2NNE3iWpa5qozM8a/QvV7RA5CW8v4CYHGfR9h5ugI6Jf1ivBb+C/zCMk08uyWxzaV6QBeh2oOp77ZQ92mq9uybUMO4QlPdx3tSKzX8pDe+7/7fAVIxcRVLjurAllU5vPSbrtfHwtW53MpQre+Io9CQTlwY2I24WqaiQ3q6LfanFKSSG/fgwS36boktahfHuqVfV/H5l2k9HBYeXwDekF8A3gG9acTxuwOhWiwA3YpQwi+pghRDwK4G9PNlMNCxsVS7Y1Ao3BkL50Gqn94/cz+jjCuBTn9ptaV1KDEuzl745Jj3pAh0nFFgSz4Hrzg7hzEX4r3XowJTIXSPEsHV813XzjKtll6MZw7QcrkQOhALMoPgMxzbbxQAfbQvvA9XaVcANPlljnOW9qQu3KWH7gjkDJAcoMpt5g5UvPdkX94dn+HQuK/P95/Gwd4x+cPsHGQwEVWQWM9B+C641xyk0AbqCKUpnF93QwF3vrf1fjhbKVmjEZD7zRqLIZkOpcmcRCgmtavfzGIiDt96ORYnv3tlWcbhY0nCq8TAWjmB5aZy9MqK95VJQUNI8nveJG5czz4X6u6FGhD5PNSd9hvkRTMfAfJjhNRPQAH1V3GcZQlzKJwAqoejAhcBkINRgB2FZUELwDkJXwLUGWFt/kMieeLuRecjAvOFuy0j6SlyWZ6mvVf2Yolz+OS35+l4w0n/HRo23FPZnaW95xJ1j+vZnmeVInIt87Mi1Xam1svzVLb+QyLTCCtqhl6Px4UoAK87SG2bfczIneKyJKWThybO0ejjvJN7kkNOYV3PuPfaJ8EqXybIkkSJLfdUTJWnats/Ji1t9q0qm3gbYOq+kagbVDjAhPRmUhpUIDfNamyShhYmKQ2/5N2GlnfwCnbDO9xoIj5t4vtzGKqDjSz9Qt3nA0E3FwCpDgTKyn8OI36UugMQA9Z8HsrAf2kgAawkpgJkXXpilZ83caH6OwyvDTsgZouTZytiA6aRRyhAYU2amt5HxWc3VN+vKE4ts5fj/tAS65TwD6Iuh++WefT0q/Az52OwIlWJ7Bm0mB9s0TddfxQXw6bhhDxpfgLeVXzqh3QJ1Eo9jHi4pbUxZPVWknP3WoPUUGG1GX9oFGG+CZwalxl6r6m0Y87lzPHi5KLZHNfVgv7j55N2e5YavVTkphAmfBuBin2ZN/aqdgzgsnsBg+7RYV7fkDoFrG0Q3iE92SdFBKFSFBmAFuew7A7A+BowMO4stDNV2OgmDbF6+N6Un82StPTzTS4Ho6Lak1gG/j91+sMDd2iApG2OsCovwMf+YRNy3SmOAzYB2gRGEzDxu2za9EE7oErEVK97BLO7En8CKBTf9MhDw11WzhOQZ7H0VkvoYXevXZN/RTPW8Z8FQFfqs3BRrZzivbrrPJTqstiHcnXfFiBlABXqvlTr+UcMxSz3XO0H1bIX7HoQBiinc4OuvAEglXtS7u6jiKsNCmfmoBEQ74GlsIPw57tB5BEDl4xmfmp8TKyq+gtCZZtbsfWlkYQm5biLD3CTdgvfzdjBVX+neaQfBlpuHYjdFHIy6h9qS7/ZAqjnxEz6UfoECPybXKCJHXIl8+pJKbnLItQK94PG49EpyYNUrgwzQV0jNGyO3sFpPHQwyjBt6Q4BymvB4NRBCxleiB3l/zCxxRwn6nIQ7SD6Ih3v9+lBnBd0V9r1gsC0jNPfLeu2ar2Wt1NTGgNxkrzMHQ6rVn3dVBztT2v8K65YVRtYvQkgpTcZG/vhBAcaA0pUyV0+aAYeqPuKCeU00BdGK0+goi5SLz9Jb6r+7N2eHCWnS0MLqrLku/gwnwHFpojrkobRgz1bHsNwQlNiorNZasA08kDG2Qx4ulQlBlR2PVJIZK6687NWdP0TBAl4Irnx7gd+vQ/MHx/VEzSJyt5XcaoP2mqQlq/rfFmAFkuzFMeZAh+4Q6kJ7VkPAKilKYQiQGpOF3EXDXr2nsiRYw6fwtD8OZ9letfzexF3B6gOQbr1z2XJaHq/nlsTYPVojZg75eC+vctg0HwKw4luLOFWfN1Y4r1U/ZUbJhjEoi4GRrZe60W9RM/Qxv3EvdYghZsAt60EVUJxhwhRgqpTXqRTIAwCOJ37pwOlBzNG4p+5HmH2pxHViZoYUBXVH6Y5HQHjvJVHHhPHb67QfYCJ71Vhs1vLBdg3E2oCgOg7SU2VmHGGf1eJewGxJdD5ntV49gmM8ckPWL52mNctAgEDIlfnxoFfoF4ZlX42R4/9K0u7HouDcVg5tvTTGh5BDaCWoOTvGaQ8LQMT/RWDCKXmWHqh9NFcjoML4a09p87jH0VdHgtoXcu4tBqGBai9sjuaBldAeglkrVEt7VUw6/nqom+0xxbATYqmPCcOAXHeSYCq4itA5SbmMCs9lP0pNjUPY4pTEnvEIEqPeOpeb5Ca1H0erhU4DrnDXG0V21ed1+FAF+lKJWagYoB6ZJzCis32nxzHAowsHyJSauni2qDG6ceh4bimKb9lhUgPI5Kaln1ASj293J263dZvHBr26G4NaNKTX/Pkh4WHGpL6itSEYVxhudWxsq/4NsqgJU46gpbW18dm5xwnglYEPsCphk3GDEtDiPxbGUCUg5ZNYupWmRGOOfwUmA7XSyfSR1HX4M9MxEkRWT9vel96z3F6kEWvyKJi9/pqCUZ38lzmTWFl7wmYDVbvMQpT3MbM9LlCc8tVecN6r6r2Upu0btRLDFV3rzVI6dbVfe4uLrpyKnMMSETtni5BKa0gJQGcJ8/dlcgs00EU9fvxHChGGUJGCQwEJS8hv8It1G1PSLD5uScdn6EXk7DK1UkhMWlI9ttNAqjCsEIwVIIef0/1nhrwhGRlZ7Nk83CT6IBUAba/UYa13/xj7SWIjYVMq7r0a6VSDl6d7Th0d6y3tL9fGDIUNd0+x5lUeXvm1yUsaXl3KWkpHaiU7li15766vD4ebSusBbKcpNNc7dkTGr7ikbdF5q1OGr6TeDjvpytprlSp9w/FKSTF4+mir7X+uhTF84wNJ8JYwlR87t84jFR8AWK93oakV9V4qtv9SHjdQeq2QW8XGnpoouXchUFMA6ISh/NRPwsEwIj7cCQ9rVgKnjxXJCljIWN/yhI6mLA/hEdOH/s4Vi/fn3ITcY+jdhOFCHADNjh4id96lBNcYHtPg+DsinKPX6r7ENIStgQ9l5SE97IEuVfF9wL6O4z4QU/8PTJedG+AU6c8TiDrXLhHk0smB4S9MjDeVzNIlT0mJxKQJCBe7QCpzKMCFpfD6WSO0+p6qtrqhOco3gV3qEm9w1MGTyVHkec0d92d+k/T4gRwHuqfC/02NdOXa4mQ4ZX3HU9n/LA4jeI51C376KOFG98y8ZTfh8oPHupcmCQwnWrQO0PyRpigExE7czLJypFDEjafBGEOLjXOyInURPTeNu8HHrRZxeUKkGZ0WMzQK47K9g3KqDuK6o/BrRyyRVoIqr+z+HFHoNN6oSJ9fipCwkt1oTXX7/3rfiA+SzIsDqmefn5Kh1l6WA6KjZ1kfDdLLyrB4BEYqQkknDKX8XlGt4df5nCldxTmRIIBJcKLkQTlo3TzSMRFEskpf0oDlLLugZLV7hqR9jLPXvP0Z8c8Qsd8zTgRfeK45npcWvtXAPZO2x/qnwfLpi3oCkj+3MlRBl93i7qv5lfsWykwW/UpeqlliJg+HDIi7cUbYd33zgZ9574kpU5ZzeXk6cSGLeposCi534KQA5ffflLKZxAgffYE706mulmZducfQlLJZrmKLZpKwKM7AL/zb9ehwjOQTnWfZvPNyEKtnKG2yzNXDkqp7gOp+xJ04qokAfRJs95urk5GFrA6AGSQAaQBB7JNoW4gKhrxF1Z/D7s+ZzoIaHu30/ulVJXPcgBWS6ACARjmNBOQNf/7LUnJ5GnZyCLuQcA9ELpE4y7U/TmquymPC1VZZdWvlQrmEHN/VVS4nzkzQuXjhv6Jd7fYc8MIuvFc+BDvTvtS7Nz6djVQHZRonXo2+8Vee71BajrMi3lQ24uy74QeNyUUF3ocbEbaEUfjRojxLi5OtXzSWAFFsgGSjno5jzXYq+gTgzMnNWCUJcmSutk3NL4GHOH2PJohpvpDXTFWpp+v5aLD2OEmKQXdOhi2KgtiX2/cEYiQsOKrxxvSYCNM1HV8hoSAzOvIln7BufOwkh/df9Tfi7By3c6SS5X8btgCRArQrMCI05HZ8ARwzX9XemIQugJiK3dlyh7164PhD6kMH3GPgvEz+Zozd6RwacFVqOL1c+Q6zSOmJSQmtuxjVd5OFn0e7hZ8YXJuxfj64s3w9qtYvPN2QN6MPSnYTQbuygTWg0nO6hh2wuaUQpPDMlKgHgTmJ5457euxWbMoP62cpEVpFTvclc7kMZG76o+zpL2tMTkId2DA7f3iVyR5njtPNLKg4wlrF7VjNwtBIM3lN/LzhJUcrzACgQxjij2j+U0XUYYO7i0AivOh/aiVCfN0FcuSYtPLe0SLAQWU9wJwQmICvesg1d4dSVhFWlqBFVqcVd2BYzA7C8MFbD/ozkNz5UW4HoTLQfjD7k4ezxW4LxU9oU8u3Q5C583V/JfS8dwoc8DmkfN6kzVf/Gmdb+yiQm1ALwJTCb/IbLzWILXfBPs7xE43XFjKTKuJrwAbQ/DAaiEQgtTVihcClrbG3oAWFa6U91QFnjxh4HCn0RUPYdMCQFP9gTFOgnDHXOHFoXQ2ykzEIRgWen5H3+ZSkpJaT0L1B8Du9rO09pkQCEJN6P4h9aQfAuiTh0uJ47ejR1wgDyNb13ub4lJgkQKIK8CqbkVBD8ZiAqZFOFvoHQBQBZ6FZAXk/gB6/FY+l8V1Ac6B6CjekbtIuGXynEdeYtdR2jt828Xo19ryCFDdayu181TF5yDAa/ws70bzeA809pgAMnyAGUqA7ukj/07fhXLpiYsQv+ooKY9XcxSUjYkwD6A1C7xp6r6jtq50pUcTz2yphcfFBtrxRfyDfjri+96UUlogD7864amyVZ91zg1JvLryLaRE0T6bGexGHG+D3/oQFw4ZmEbN7B3g6jSvUKbh/EIfzU0S9musvLW6L8GLw6MfDDSzeUr+VXkzF5ftaN3OPSnrlwWESoJINANVB68l0MgxAFE4W/TdlZ6UWrACrlUbyL/smkeI9KNOZu/hHtRFsFsGv0obXgCkeHkuVXxnYHQPoI6qeMLYMHihqPrmv8JUeV0VmO7co0e3Ou6AlPEk2v5G3N13H6RWYbMVf9zqIO7XnCCu7lLN2w/UPnthhfjVO7rnXXNwICDwMMgwYpMEPPJneny38fbbFrt6/ZQ4HaUaeFsx7vRzk/IAZIsZZ5noHFhwUCppoGF7RBNo8B/yPFSJc+YHUsUXnVL76sgwxP2ehFlXXSDP4VpZzJ+j7zUVAGnEIaWkeqDy1EgCyKuwDoBptR81hbe2yCJs/ay171/C8dhqC8DJOFwg1GdjeI0Uvpo76iIhD19d56BVjIn7wl9VXJ4xHDan+hyrYcQA9gYYuKjqJAVGEpagKE2N09p1bUvq9Qap/Z3xd9fMR+MfxI3hGWThGY2Jh59BApCqv2EGZ4E0+3yi0UTIT2/Y12KpnLGAPG2dfas6rtvGM9v8vghCbWfBvEgEMUkk1HdWVcvG1XoCkEXfMBOP8F3io4Z+6zqnzfDRyaH2E4yb0CXjeHhRA7bf4Zfp/RiKHIdJtQkK84BHqNcRCCxBSmYAAi5JTyvuVw78x3VRLOcNt6E9r+Kwe4k9mnk7sGV6MB53rfxeoU7PcosChcKV5xfPPQbpO/lFvL4OOP5JupgXe/pdOioWfU8YZ6GKFV8dl1xL9TYWtp5VqtMSpHqd5Q1R9+GeJOVOgVBpaQ834GA6Tyqs3F8yc4lAs0HR/fYGAHZ4lfaIiuxkt47zwV9mnfj8lL9TitbaE9EiIMlvNbmnw8DiwDniC18z5EDqMpPwJzConqKoHU7A6O99gnL9GzCOX3vBHBX7OX73OxAV/0wc4OCIrFbJ/6pbgQiztQ1cCtcK8j8YDsxAVMtZcTYnoPJgnNOwR5xcALqj8fi6o9CJW61HnwaxFEYE1tlMydryD9X3I/U4cjRveFnmPGu3mHfVHtGPWMK9PEGCVgFQac9WJYvP6SfL7AP3WoPUvtk3Dy+A1KGfTSgVTsVj0NRWV+xNaW4c+v7U+LqtJfd9H7eMy4zh5upxYNiBTI3AFgSVrAtnc885cLIakYEKrpL0yynznBeEPusR5utWlwJG0dhaMWXAsXoIgac3yX9Lf0tm5cVuJ35vnkuDgsqtFX9+2mNlkXTJBTCQyo5+Dw0k+N0BkJ2DUC9HDwCT8mjNXLaj+0Hd8X6AVCng2vuYfd8okFqVuwITrUshDSFyH7fnyRh12LWr8g8GKYMXd/QZEAn9lnNTfQ56jj6J/CsJVFDVYMgc7szvIn6EvQnqPv2AYP/A/RncjSH8d3y3KeOMcImBHeq9MZXiMla/rM5nl9Ks5ItXuUAn/AEOTriT8A/LvDZlg5p7Q4DjGU31UEAC4FyiY3DELIVEZ3lf+Bdzs9wwFRc0iz5rg6v9BPmJD9H80KFxT0PVR3lsSKtAf2cSVjSpWPcBy0UhLRz5XDg9dlcIYCPs90Cq+A+vPDpKewBCKzDE/H5V92UTT4Boiv8SANXdQb9zUZfA6X0CMJ+vyyLlJF4nxuU7aZTmJH9/F2uG5jinK7jRmQ9ngPgKpCfz20FePxuFNqeyfF/4CERV0lZUFZ8s67pUCVqa/aLoeBHLrrvPfe5z+IEf+AF8+MMfxnd913fhR37kR/BLv/RLJc6v/uqv4tOf/jS+8zu/E7/m1/wafOpTn8KXv/zlxwuTa39xU4ITVyeEYpTab0CgvyR80vLrgyGUJuPm5O3cBCMC0u9pppkrc9Cho9kWxEvb7/AHMfQzET6px22zNrFNLRBWQDosgnzSa4bLZCmUz8XkVWs8cJonDlvlicO0S78elHNQZv+rnzGY4z67XtMffaPnJF+2uOI8mTue/vSgbav4WvOMP9VSx1f+8zl21Odn7Wl9cZTPq/7d7c9YL/nXwwpY9HUJvMI+30nCnv+ibkCQqXU9Cn1KlV7QQjpSEt+jozs782Yap61SaSqnv+BeXJL6c3/uz+HTn/40fuAHfgDvvfce/q1/69/CP/1P/9P4a3/tr+Hbvu3bAAA/+ZM/if/uv/vv8Cf/5J/ERz7yEfzYj/0Yfufv/J34H//H//GhsnQD9lsNO+QaO6fRw92kWBHWbj6oYQbtSl612x2izOQ4/EztdOpw2t9JM/DnOQUOOZGsJzCIYNyKEUlMbWnZRO0E+bXeho8hfXkTij/zd3WjH7pVkoxcylNb7ONaJtBXfBuu2goaakJiIYWa6P4j1Z//yEGXHfEBbc5ID++SzkLamVV6Wp7lQlouc8k1r8KX7cgID+1HncV/rruS4R0i1myNHq3AefAB4Y71rTWM55BS/NhrovjueC6u1GETs31UbaJhPg8m4xuecwSyfX4Nr9ihfm/DAKoV854A5u+ktGUyqKA26NOiLQv34iD1C7/wC+X5P/lP/hN813d9F774xS/in/gn/gn8yq/8Cv74H//j+Pmf/3n8jt/xOwAAP/dzP4fv+77vw1/4C38Bv/23//bLZe03gdyyswTAkuYzMaA4YRSBHEAFIDvNfhaHnRDzbIn3Y2AFphqUNEFX5C0TfV8I7bfgyIFL663a2HLau70v20v2G9gbHSfUiebfLc2u9mFCAqvCFWm1uisHePMLu6nis3FbhLMaMCa0qwR7eDAE80Jf7VEd4noPvwdQHn4IWKbU3Y/jnO09zWEHJuGPgsodqv7cdKWPjpJThHtz/AqX3Zmoy+4A0S/NDaEAoToQkKxXNj1QFr67EDWyPCerPhr8ZT1Z1b/nr9DvmIua7zycxy6yEUxrhurh1rnRhm2Ok36ZwgFg31cNmd37vif1K7/yKwCA7/iO7wAAfPGLX8TXvvY1fPKTn4w43/u934vf8Bt+A37xF39xCVLvvvsu3n333Xj+yle+AqB1DmghtPnXbRKSjrs1W2N0pE6qQhyMjfLtoiIxKfnN64YSEZ8roa3cg/rfdV6k9M81U35uHEFonseLcykJYPtJCbFQjItfd++P+ml7CTXAyEeBAWoBWtRKAr34yGKpcg0IScnTMXDGQPoqy/Zxkz3K6KPWN60PV/3K/kLfeIEXP3OhVvfT+Cjxo3ptf2rlHgGVS9LQo+VEuvMIQv9eceVkxWmej7ujvI/y68vWB25oQlDphUfqfollN+VZGKuzyjzQ4ImhUQRzOxtJ3CmHgWkFWHxkBOQ/2r8C5XfBva8gte87fuInfgI/9EM/hN/8m38zAOBLX/oSvuVbvgW/9tf+2hL3ox/9KL70pS8t8/nc5z6Hn/7pn57C9Tb+auAiAx6URmCyp7WmtcHUfTW7hmSkRjzj2jwfRAGw0x19RkDHZzGWTZzrH79Zbjn/cnBB2vRdWVosCq9ohgEoVylBiJCLxWegE0sQajgS7/dMz+eeQP2Tv3a+CrDb2yX7k8InNQIobyAvoxWktFraAOK4meO4v0hmyzmtwEK/h4YTMc8W4Za+jmsr/zlg8yyg0cN0SynpCuCtMrriaMo9hESncRfM29U8iDhHCxTjnklOYMuCr9GsPFdDxxXDxGUFsUcM3umc7fOs76HtB3NAFn0t6/ddW+J1SkmqnpmagIvynmj3gXtfQerTn/40/upf/av4H/6H/+GV8vnsZz+Lz3zmM/H8la98BR//+MexvwPIak+q0+lGGLQPZgEri0iTLd8rAZ71eFPxhbmmgxjGwKYl3wkx6I6AKAjZ0cnwFn/lxDsnOByb+FYvw1IElRBQXL/ayOK6is0/2WHAA/L7WSvdvD+kWfqBFiH9TipBqqsgjV6AO2oGb48/awmb/KUv1/6+T8T0Z1LfxbzLeTMD3zpsCo/3D6BDB5cHwW21li7l8xJOjoeG47i7D2i0lmTxZglOPvfpPYPIjrSiJdVXmWZODno5nZAL5T39LS5MLmOQdz+mWg8pxdtvYZjQ8xht0D6/Fsyh+1cWfUdrcLK2xTcBSP3Yj/0Y/tv/9r/Fn//zfx6//tf/+gj/2Mc+hq9+9av45V/+5SJNffnLX8bHPvaxZV4f/OAH8cEPfnB+wZPHnLbXzLw4Z7M6+V3GXRcSCUCIReW2AlmqErGrRJatOnHBgtHzBFAHlOIuAeGWiv2bx44jE8UAplDhjV+xBvpeUkiWBth+S3peaaQIxbvv00kPx/jYoQ4QO1IJusp0VM3K98/U+7gSUYB3mRDBp+ZrGfRFT63AYwE0Mc+aH9AGVs3f857CF5XrwHPPXQCmZX49HdfxTOp6IVfn42mka4Dm0Rdj3m2cMmuvBX8VoYGNNr/ld0Vd2QGL+eS7+2Nc54O5lHSD2lLCWr5KD1wnyTZ3hnIFsofgJLWIb9g5KVXFj//4j+NP/ak/hT/7Z/8svud7vqe8/22/7bfhAx/4AL7whS/gU5/6FADgl37pl/A3/sbfwCc+8YnHyroJ9HaMUnlbUS6qsB7rg7XTeyAJKEtPPnvspoYUPSyOqfiMvud7yV0fl04KeE0HedOxqXitj1Kcgw6YcwNAXBmhtURdObrkZzPCdF6iDXAg9ufNFrRg7GF5kRvH1eyDUOt5HgaApEYoklcsAq8DUM5XlYUl0WReGNwVq54qs2lBqAcI1fkU7zrRYNDyuIsbIqQ9L8s+q+eZO8tHq0dK2P08Xtzij/MGwlDmcoKH4sgcRiDBFnxuAoUMGp4t4xewWrhBOqhMSXKiHLa4VeUwQ7Q554wS/1qcI9Vx2WfaLOAIaJr0NGkxluuQ/bXPJ9p94F4cpD796U/j53/+5/Ff/Vf/FT784Q/HPtNHPvIRfOu3fis+8pGP4Pf+3t+Lz3zmM/iO7/gOfPu3fzt+/Md/HJ/4xCcesuwDxo0Td9V9CsQGpwGUsETif0J+fueAokjd7sSOVUAbtNzUXRHdAMLrGIN2YtEX9avANM6ZLNCYOKYzF8cKO1gRCDnZ4r2dDlBAAtNYYAJWC+ZhYYHvY8VkFY1rUcYh4HaPn3erLH75kG9ZCA28ssGZXw9buUUXFnq5z8BSAEjn9x2w1uVc2LPECeFauBcxrFjU8zT+Czlu5tUbs6eEh/kt5gecRhOhHlMzmCFX7TMJcPgKLQJqflyGW+4xMPW/btFXgITb02iV8BxbMEyHHcLlcL3L+s26T+vQw1Djo7cTFIZBv6+4FwepP/yH/zAA4J/8J//JEv5zP/dz+Jf+pX8JAPAH/sAfwLZt+NSnPoV3330XP/zDP4w/9If+0OOFLQavQccUzsQjOCZUnJKecGUe2M8dMcFXAiPOOxaA5gp41E0GHg2gLmXZe4nyoIVZYhZdGxKAXDUHDKMHae9FzLhB43MhZb8OtvBN3RfADvpciPW3X/aroHsFN2S9eVB5XLxbPPhe158QayYCTpwqUNU8joDpVGV2Vjd5BjisAOmonIO8l+f53meQKuU/UNgVBXusTZ4L3rfCshMtC1tjIrbD7MuYI5V6tMLkxI+D7nx0sNtcO7Tky8VXaF95b+v3aL9sLT3J9H6EU75Y+E/c+6Luu+c+9KEP4fOf/zw+//nPv1pZK+s+IGnuAWehO99vpfm+E5kJubTFkSHRbPSMMXOnr+BaODb7RAY0QevSAlTE2Zu4qpzqz0TvQckqqbc/CgWnv0tcaSzhgCFV/QeY4YQEcPkk9nCxdClhIfw1TCtXt2nUdVJNuNqQmhfvW7Mnd4WgawsLCXedz9oA4qAeR+GL91ckqkckqZhfh+8XVdODCC/qrjQ0a5BfFriQpdCDzx+FGQPZHPaD5qD3OO5/Z4g6QV/t4xQLVr4qzOfxvXboWEPTPumCYeK2Rx03gTPVUz+4v3+hABlW1iQQ92pyHyhlzW35hhtOfD3cfsOs7uuEooMOA48CIXszYPX4U1wGAQKZMikk48VkGO/EDQy6VHTHTYQx6jyD0rhtfQFcdwtxwJoBKQIMPKTHdzCCEEcl4xCwTebY+yrXUiFUhblA3CqwAhegC6u/du0KUC78miyjnuOOQIf6d8r6ALQmt6qTTavTZFdVYG3srwDRBMwcYQXk7xc+eZn3YvB0ZSeLUF6a1NBkuirYqdLRezWGySJ1sFoxQeoFrYCpgVYS9XsWfb0AJH3B+vcwadsrYpDqar0ErLbm+vrr4VSuV6XfFnTkXmuQQu8AZAfwITv393hCvz3f/j7M0Ush/mez3hdE54CkpSksPse159WEvEQE9JCAXuZ4o0OswQZ8ruIIHUe00cFF7eOHo/KyjRk6FvQw9XOrx2j9ZsRiQ1MVUs+vzNt3JyijfBVrt0iG70R4mIK9CjFV8mgO7z0wugclS0swb/5pdZazd8p8GeOkH5KoLSL5sJ8A3DfCrdqYqry2HjX3WrnvOXr4D4nESSWILi0JeYvDhFs5n1X+VxifVXgHvFUZBbioblT/+S7T4zZOwLWqxwX3WoPU6WFeTf8wliB/uwHA3w/pBijnpNxYQswyOohhBwSbQT7CPvsbYRvOwlucIf1UAn1p4TuQuFTleReVoFLcVZ38ZZs5kp5qASjBUfFZqnhnRhEi5ifJKv5M3RcGF4Cp/oRATQKM2LhiUgcClD+BoUtfpS1zMy+7Nh7PlSAKWAsFMKE4c+Jl34l5QsimLljM1cM4ExOVAY+C4os66r8xFWV6B6SUEnM60vhc4Yw0gK00g+bZZLnn70xjUAj29AWAfHcEaHdx0mjZkcqZ84HVq8Thd8j6uRQVZxyb5a37l+cVN5yuuzdC3TeBFAET/6ZZecy3jLv6CxCxRDQB4iAwJDZSszxJkNgStEaZrh5DGgeIjKuE/LMWG+Iy2MfOohAwudXfzsC017YAFcDs96i4utgJbIDck+oA5h80E4FuW6QRBqttizziA2hbxlGPDwOyjfuQwAsgwNIET6Cs2kJI+Pe5jufaKi8GHKkvinSvQDW3XnzWoef7CNHvwHqYMYHTCbjFvD7MZx3+/MuUH3O81ljlnlJT7986gJ7MeYd7dk5V0qBnMtnulnAR3wl/pCPuoM+fs+5jgOpgxc7L5mfvn+5ncKI2delqKU0t8ix1wJsCUtwJqP3QaMAYOJnDO23xCRHhnsYmqlAccFxp8XmSSZ6fGhKC5SIws1WNjD3uVDnJhbNyx/SWAAzrX+XndQ4o12/Yyg3wWoGU/1k8DQDh+HEIK8jGuP2C1YOjI8TrSlIWL4Ly7O/B86NfU1XnzpWePOmdnByLV2xzEy/aZIx55ZPNXvQ5/bCrTV6/PIu7KvRkHmaamvAhA47nOu9LuyuzjAlPX9T+VavgwRH+S2WG/4BQ69H7RV7TOwKrZb9fqbRUwJ2maqFXHl8mIFqp9u7uTfEvte+K4Q/wuoPUpgWNizUfiInaMwyKoI1FeuLr6/kdoxQWcSDYQao/Iz47xqQPlUzRFWjOXN/L8eT7iBvm1gpABbLvVpXcf2mUjzqCKuoA5Z2x61ikXQWo1KhST68YF2CAIl4PmvVh6UffzdgIOVzFx+GhDnQpyvKLOIg4Yv60vMry0zADkYdynWghAvNH2A4epqAzArOMawkK48IXvNlQRtREq3X+r0LYY5jXmazVRTkPeH3x+1M1U4TPL0p+r+KEshded1QloXFAWrRFl1Neov4V7Qo4ngEbQLg0FJLUVn8hSFVZI+TxDsA4O0jtWYFV76sLfRftpEsFCohS/r6mS129fkfqvn5eauovbguxatu1gX+tQQq32tCyhWMg4AMipPEKxyBlz6wajIWpgKqtgh6OMc0n1Z+amXmwE0r5e15iF6oCULrnTrO+YX0kNEPDu5q1vW0ESAooq/6KBeC934UT+6eo0RxgNgIbl4wYjCwcGADEoOb7T1tTD7b9rIzffqkuYVwRYR5Hy3ZFVQUuGrza2+A0JOYqsaqxxwkbd0o6AZVFrQt6hYjPdDp5iju1WjwAr+mWDU6zLHsVfjLHrjhb5DFENhYaL/3fOg5jFvgKHv5xlVm8nLq/NDMIs889NLWeBIE+Uo+xNmhpdHBQeMeBw37hiEplU9uKMQQSYAtIeX0XQNv3pIoU5XN/1Z43Qd3nkyKwodDxnJACJPHvfhCQ+bPUMmI8V37JtGVCHISHOm+waxRHKsp6wjCxdqLKldCINww5JMOoL47dASCxKvBsHyGa4Z3u5QvGjZbULnGDiFE58bHrncxApELSFqIvsMloqyDzFD/g62WB6tLHwW6vjme/k9C6oEwAbqzHtSovpCHP/x64FNDk8PNk75srxRJATe4MoIiHWs49XTzoSfy7FeVqMtIjhj6lq172uqMrM1N//d0EJqhhOS8rMWe6UMIA5HURd7rC5+hhC47Tlb1uL2sTek9lUD3v/Za2cVvkoD9x8HzgXmuQ2m8oaMyLJhhY1bTuU4yeXan7pPm7ijBmKOqVRKA4oFXB8YOFAdKib7DM4kGaHN2QeDCMKOx8lTgb47dZuCWgbWxGg2NlViI8EZxokxVGVoFKIIV9pzTr5VMIvrsm+aREtNEiToOKVVzZthIe4HGmHgzphsMw94e/s1dVUjoKH62NfTELU6npGK/yPZeP6mkEr7xfLeR7i/sqwUc0aU7bD/baXDkGJp3CPJ8o6yD8YSlKFo80xwdXb+smpNhMGOMj81jlWNDt36z+8jN6ob6TavywreKkvxhLwP2J7ktDg2e4DjiIr1/LHK8BDktSXvesa/ozvs55tP6MMGrbfhF9XmuQwoZ6aNP/caaYQch7aE8wUGP2Q4ryK34URUKrVn3OfWjECwFIkId2N61WQUQ7x4BJfCTQ96Hgp9x9EzdorhqRNrmwEFjJ9zBOqUtlZ670kQEU/5lKsKgzLzjh+m2b9Y/fqu7h9AEq2rfKmyi0hAfQ+XksS6feqaQCnNSENnjxWZLWh8wJp6TrY4WcF5JfW4aFl65u452BUweV4EqcMu9H6XepwxV3BlAEOuW+S4ofpgYFoLJD7gHTcyz+1ie/GAzNkNwXNyowlSRHTEAn8gQgrM7rqrziN/qk7V39UwLGVp+jcbw6vkcgQe8PDSG6ig8VpHJ/Suv+1KK/eptiqnyj7u77ejrdtG6+ucQhuR6cPhVA8hsfNsQt35DBaUwTVyio+eM9+YXDXa3ooAEQCNX0Q7vlln5GBoUKC6LaiW0lwlWS6uhoqMmUYzXhC+Eg6nOq/ml95kUrIGTFl8TcVXbReKv/WB3epyVOkcYMjLFBXH3nA6AGbt7WKIO6wRkNq6SPR4LPEQWr7Vw9Lze8uW/a6xr/DkDdqdKzHQHU/TheFW1hGtNwmV8BrgXoXXQrGzxmGnycl4eka0b1t0cmcAkjISfAHr0R+OnS1SUwYR7fxZwxnujxPuI0vOxbtCMpqv+uVZa6BiS6/LnSxkZzAGPS77vXG6TeGX+TeiEkA+sNugQVYs9QC6fZopTXUt1nv7tl1BebcFE+O0bY1pHT1H3j7j8yvHCVkdIAx+KmuwC5Pk6QNyQaA3bNsBHswAn6xHzZT2kTxiSpqBefwSLipOQPJwhmAQD0yf0SkpGDcoStVIPbNs5YAWBDjFQDZrhYfO8/Jau/rk4c+O3+/Bgjdf/oI+MU47YNbz1LQUGwHFiJkDFha+kKMJF6ceL2z4jskWPifIUOEKAIh9nYp6p8AUw2b4rEZPNEkO8n0Aqge8zxvjOrYnkP2jtg+HzBtJJoTFhi8DErajsP8zj2bndJyaUKC9db5heS1KT6s/qydFKIenaTkOfsGMrUtg1JkGZeYQamM2MJz28zq0h+38BrAuLWpqjHm2A4oWKSlPVEUbsphhmpEXFX2Yl3ug16fDF3I/rOHQ8DDNdMId8N/yB0sQ42W4eb12lUygmYn4lS8sPylE3iW1XxcUCfoeGn28HDn7NQnQCDZzMT1TZj22MAEjycQN/8CUz027Nw6SgzsnpK1NvrNQAj96ccmII4ij343pTnJYJhoNHbR1//ESc05nfQo7qmapcInJ9rC8qwIA1FMqR+Fgdgaj0v6EWams/C/4ibxvSC6xKPrZ98nlWAUN6jyvSTapCeEwQfraDlnSObBRCzJepS9Rgz4aJO+9MXO8+lHLsqWUgZzyTq0uI1At5UYhMBPyLmmJftmSvxpYb35gYwLdqJqQ1aw8u+FJAH6ec2qejcrovXtbzWIAXqJNgBPvHeZhPuPb8Iqxh0LTrP7zranbvHmN8EZJHPHb/XRchf90BQbBqcQ/N9JCWi6rekD78EkR15E9Es/kbE3fGMFQZzbwRNoNA9albydH/r4MWC5QsDFkdtq9b4ii8Nyj6AR1XtfFgShRFlH0CmOqQqLqBUyydEErF4d0SwHNRoMNX6DaA6lD2vRozK4lzE8Yw4DgVHE1bAOLkFANyL77S9DZ1QdiV7pbjEnLhhElej5NHB6a6xRA9ctSgZnlQpK83lRewyd7K/eW8Jbfwq4Ejuu6ykIwcoejflt2X5oIP9Za70Jvuy7V2iNY1QurJ8JZNztpM6zuu5MDWHYEhPLbzsQ205+aZ2UlnTcL4Re1I3hb5DCwaSlnJBW50Y0ioqBNzjEVEGZnUfzvw+G3QdR+m1o6ACuFnhu4XZr5/L8gU/PrqYhC7PZcFUgGZQsdnMMW4y7ijcfAYaOGzUNworl4lw9k9KbCdAdcQV93AR6E6z1toC9WuRJK9FMkR3E3M+YxVtMUIlri7EnnF2a+S+DSMWQZ5183E+oOr1KhuJuuZnQiT6qXLV7Aelo/b3xSpUZgu75EJ1u+jvOfIMULZeJPxIScjU4iHRdnDiuJ4eAHb6pAyHT3FrfaUHhTRLMXx+qhLvRQxeByqm4PTsFoAsKVQrPie4Q33n4ftGYMR/NwIuUveV8KI2S1A6JeQ+P5wXVQYmZzwRJIiUFWYhbOkp36M9sxmktAJsea9T+vGs83MbgqjH7d58He61BqmJO3Ji7YPpi8z2ZHwQh4pQ8vZtDwcQUo3TsFgIWdY9P3NvI49mCNGeQ2IKwte/0OoTUW2SmirQCW7kJzlxQf7YaPGGass7CfaMRd4BL+AWRDQW3B2GoNAe3ne80ZeNeSVGP3BK8yu/by7GU8Cb8fzpkZgYZTFmHyryvXJ+fa54XJbSXsEdtGhySzoY4MXAwnZ0DaB6wchwIT+DG8c9tOor+7a9rv6NJx5HJAU/UstGpdhfx4/jBGPLTEWZA504t7zsfQAglx/q/kWdzgaPl+HZkrQyheOSK8DY2lJ/yTCCpCe36Asg8/zIjD4t/fRcWro4319vkLrpsBCJBSBxxkdoFujun44YHStuOOFg5PN9z0EUmkhhBcgTrvkFiLw4PKrBloMCFBWeg6Yf7pV8N6Qe21sr6j6qaFkANoM3yY87Mofpi8rD/YXrN32Px13knY0bqdQ5gwcGDJUl5NVGasXYrwuV4AnxOXQTdWgAQ89kuJGHgyW+j+VXOOWilSBkKVUhpaFCBNpHGQHq/9Y1F5t4V5VP74WfFacSVIA/7J2HQ+nLAZrgwZcYe/4RZwFMqPmf150bIev3fU4s50iOYTFkiTGi9274YAS4nmvqhhMU3tR/S3VfJ+QNGAIge5Oouc5jFm6E8uGl0lZXyfAQoKLuWtR63XAi46cRRdRnIxUfqQFrY8y9EZLUTcdf58J97dgoiQjULY52EH+Y16DE2KsR4KAoKCNdLoUg/1igCZI88cRVC8yFBgGAzYRRpl+lFKdxnGhv3i47DaVj0cfn2RVQbBDYx5Z0H9Zxrip0kHT/jlCh6b6nhSCcmAiU7PPD2tAaLdZZ5czK1c3wFi9ByTpO/FPzvDIfdIUgMYFKAAqA2bY8eX9Lf1Hr3TKPOCxKIHUkMRXCCFQi9GizGp7fi5sARIybg1MBrpzI4hacE4jpFDeBjNJE+By2fD5ra4x7xh0E+KTjOnPgzIMxFz5m9SCuA5Ckeu7G4JMHdl31N/xH4VauhwN25s9aw8YKDgzAclCdKpQA9wrRAAcmNwBzkrLqWgapAkZawgO4yBLRb36JPSlBU/FlO8teN6Ft8Gjv0EUBJ+71BilRk6R8hIjQ0U+owoBJ2lFNE+Oi0u7qIB88i7fyAzXvLB9O01r9iSBbUOw52RmonIiehyOvZ6qZV0hFzk4RYMaEpb5hFYm0fCMvINWKVkGP9xxJaunUG54dJvx7UMYzsKusGqHfBcB0YleMJQAighQ30vm4E4j1Ol+tf0wunHb3OrsFQJVXFXQ4vFju0Rwt75eWoIs8l+Xdawijckuz6sdFB/TxLPuD9n6WLO4c0j3wlzXv76lcJk3sP+8MoknU3qLh7Ano/ZT11Fb/1RLOIFT7z+JtHZyQADWBUz4HeZnaf+xea5DabmqqMgtQoFwE627nOwJsk1WRN3LrUAeGCXqYo2tM5qlzV/7NygdioDy/2BMLqSfTDu5Hxgb/zjdLqBE7ITDUNKlHBbK6l5aztNwO7jdi+BkxON54vbcAftl3wjaJssqt7dgQRhVu53/VefnlMlqxm81xcP3R/BfvIv4WZ6ZUBLgZa7dtw1gFQzKCfedKXZISwL9bFRKTJJeNJmExQasESshf50o5dMpu6rZjeaFa2gFF4rHftKJcAJT7tfktr0yjlF8FIIm4df2FSu9wT0qXze99UWIJFpS69EiZ6zEm9LFNpY9phmQE899G2n2jse3+Ih1xHOTtC6T2i/lA0kkBh9i3QQ7oqn0Np0OK5j7htU7ZdL7U/VWSOrDcuyUI5S0TmsBV2qUpPW1Kt8pQ24CkQVY72d4ASUq2HduN75pzgBqEWMtAOoD4lbMAHLqcM4Sr5JB7Um4Jd2dPKvxbJSLa4oz9jSQEamejAqhE87Pq1qZx9sPqZSDo5tzDui1v0ADMb/tZwS56HfyQ2Obfa7eqi+2zbOPo8ajANoBKrCMwiJVum53nMjCLhqr9T8/Ho2eTlsAFkpZ6YiCy2bemSjgBlB/g3QTYbuFXDieQUgMp3FzdJ0aoHLAIjG6VsB0BkwP8fCgzwSrClz3hY0OByozVwjkdWO39EEhMQORxdiRo+R5tA6eu+itgBc+T43g+LQ743VGDqosD1GJlB4XmSMixGImI2IrtM3WgaSq+G6n4jtR9bt13oOLDQsXnc2Bp0UcqtGiH/XpoNXxwYpZxeM7wXOR99blTrS4ELtPeU6j5UqVXpCcGp/A7eJkqb/NzoxplxjPVRd6IPSnroPxYmVZWIwbKOQ2NiRxRPR//JVCj1JULOAOrmGjtI3vS0oKrOlv7peEHf0wA9Mz5MYXzdlJQlBUZW//4rPX+ohnvk09SahvJDDT7KpH8FXWT9UMSa21tnReEPWe2xHP7E47HdUa+Yz8SYELCKqDH75Bxtlz0heOMsBXh5LahEJ8V8QiVTRuzOeIiIQGUtIhLFR8QwCIZNdNPe0f5V/KncHA6ToNZwnvMlZl+GANA7WMsTP1tYKLavF5j7GmMpcbB4rmu91remDN1/S/Bo6fh8N5fTJ+U6JK2d1NmFB71rgdza5u09t+y3Vp+hZ6Z7kkHpvBrfXfiXmuQum07xCQpvzIoBosWhktQLlo5U1cMCjYM4wpXh3mH+ufdMYhTSFUuMfXBRIZ1Gi1wLiVvovDJmxaEtgnqnJbX0yhZqv7ygLKr59TPjkCaim8DTHU3H/K199gJo5z4byFx5ZoZnZX1d0lWEuzUycGZ8w6WPBvV1XgmSXmcuJVi20iC2lKyum2I29VvKUmpS1K3lLB0k/Fs+bG6r6j+JMcsF3UlaEDvt/sEKbrS4+tB9AlEzM9m+HBAWoBTiaNzetQ4c1zN+FR+5tFAjTLK+uuU/9L1DugvJ6Ip8cvGEdUoovpDijKVHav49huqKs8kov1G+biBhOD4bJRbwEX5PoesC9hA4aDt3E1GfWyfSYKUucZFjHZJ9npTrREtYgCSbAuE6hUSlT3frPwNKT1tGpobbAgVn2wKB2cJiQpZM67Xm3B3n9x23G47djsEqypxYWzcJKFi+0GViCY34otRwtx7qFqQi3HTYc7tSXmCmb8Yp9lvfL+F9qEkwMsSSYKXfwNw7IeR8QQcPImghEToZ0cQZvaj0m1R2w0N8yFfGQWq5+F9Bau3ixLeZVaBIE6+n5FE7+LoZf3ozj1sG/juvgJM7r/dErwcjMRVdhIqvvj677YlGN08Lqv7AL9NPf3Id2iARUC1BKQY4xOnREgI46XFibiHYENh++q9LtNN+1Cg+Mg4HdAqQNbwaP6h4cSduRGLq7nODFggS0Bx8NrnQlhuSgGmh1R8Djw3CbDp9/Wx+TkoLVBBKkAA7m/tW7mgURlFF9ELXdG0CC4xGr1irYAf3F0d1i0qvk0DpMT9MDBiv4OSICQsoXpEzW5vwp4UdYYr/ZJjAEINFZPcXobIQEPuj8D0PCZBi4sat4CXRV2pCCPewXqNCQeAb08vlZJsWkpMXqiWeEf1Hb++CiSfwyJQso7Rh+1z2mFCRGUW9vCg3Himco3YLL8P5f6txyeidPLMN0gs86NNdd5vmoweItzjNjBiQvBSrvclg45HYODxNJ1hUA6/U0UGxx5OeUwVfIhJueL6BLZOn8alhftai/GReC5g1yXi5i9pyvgv4sbYUwf3tGh+btpZF2jze91Wyy9cHQeelyv1XknR31Gc3vdCYZHEJSlX6UltZr6/03ZzrzVI3W6K7babRZ+MvXyRIVHZZCjMmy0wl6piNys2qfMsk+wSNgblkK9n1QYIWPzCCZrWATVCP9R6IEs7A1yXwMTLEeg2DlSqgceIp2QpP8phqcqlyjIZts3OjCnERSpBSFrYNmqjjnv0XC1q01h0j5uu88u9xF0fua5qFP9ulHUGZPa7ZMWqP5OYwnKvSEySKj6XlMx6S28bqXMkJKbZby1aqPjOCU4+JJDTdCAiLunNOOp+l1gojKWdydBh9HvwM3uVkiY/j1OUTRzZUsWnWTfkM7cBIJBk6eqyxafkT19XjdGIcaYxDrXsLaXiHg45VvGlWq+p/rqKz1V4LD2tVHzuh6aU0trXL37q/eHr23lqvvg4mNnYKsCxga3nIdWvZrGn8LaoqfvSqKKq+IyWhX8AkUtQIoqN9qmSD223lwjeDEnqxtZ9Or5PtO9j4HUX7BiWYdEVtG5yrYktXkKgAAfEZCuX0jpI2Hu0ybcErxZfMBbK+PquEx5T8W1ISz+fiEZAh3UdjIgI1XV8xTeJhFcWKOvAF7oiV81GjaYDGGxVOCqhmc6oXTVVvkCMWHqKz2m4f4QLqfhCOrpt8BvMte1DhSTk4BXqPlRCRoSq7j0Z0YKHe3dk/xYiQ9zKFa6YGeEVTSoAxcDAFnjxHsXqblLtRdxzy72QqArY6BweaVegw0DXFtfDAIUEI1BWXRqWNp6TP8dQCbyKWq+r+OzArW4Yn/9BhgNNxdcAK5ZNASzkOvODsP4MT0P9spo31vcDo4i8+164r3dNoHLmd7nmlyClUe+ok/tv4320wUAHtwQjue0ju00DkLZtML9iNCm0+GHpRxV7I0zQBdig2I2FiDluxHvQ2jxLBJeLV4RFENLUePYRr84BY5U+fon7WRpXrCYl44OXIZFVZFwnrRKYesFUT0uXdwHWOPXRK0uNVD8E3Y2hC9m97sTLsfz75+MhJEkhwauo7rAIm/2xp1TSIcCnqmwk+pq53MJxxvgREb0AUIeO6TyDhP04ISoABWAl8ZQMldPnqyktWhyaF7IKfgBrHoq7cjQmU6X43cFf7vk2woxMO4fPfqCNf0sHtLLbMy8tbkuRnu7Nm1zqc3gu8qr6W+U71VFLvPzu1vwu4sfSHBMsulkQIOXAlMva6XICVvTDxTXzWoPUO9vTMJyw1u674GnowcyYYvzt9tnBocrzc0CNIdwxuG6XynbjLFwlFQPrBJQq0ieMFS3gBUPWLWUx5F6abLBPoyf3JZupIKEmzQnC0k9MHbAhDyTrmBCBXlaJ5MAk2qt2cFf40JUy1dziWfbFeTTvu+CciWhGY1s/8f6Bfzeq7zGRRV/cjk7qu1TrgSzz3HACReWDzmG76o8lJvd7+ESQhEAKS8egJTyvyjOr24gWdEMIRRhCOE3gtJMkhTncx6JLTwKgg1W1CmwgyPE87iPAFSqHVWRp66hKTPXwtI/hyhIzJSm+rojVgPM1Rm5EAZKq0OLDyqG/ru4zaWRS8RlRr8cVdAaLC44UfOPZ6E1R/flS9XclvYWHWq9eHpvnoOi6o24k4SBk0s+2KbbbmJDbNv6k+Yfqb9TAAayM/vZ0qf2vN0jJjm3b4QdcxWbFIKZbrLPBsDshMGs5RZqtY0wmAeJLlr5n5IOewGNftnUQUoQfFB/+DMqD4lTAoo/sSa5rv2jW46axBJIribomQLlpuqsB3axerc0AUvUQ4SDw8X0oAi3RmQhidIBy2NQh6YSAqYCStOdJrYfYk1Lan9ISjtiHcjUOfF9i6/4FSAUgIQApLMSQYWVcqRsmxwDVTcPNX8DJ0sjOgMVAMyLEIdwAu3qLBOfl45NlrsFpjluBqBOX84YvXExgSsNstUunNAbJJPicoDHiIwJulRmWeQ2Y4q+q+Paw3AOp+5p1H6m+llZ8vp8jGZevBarMDiEHAdVY8z5uFOhxiZYUTQ+QavuSYDE6rQ6seiwqPt6DalZ8ISmZWbmQWm/bdBwHEmCT3UDK/AvDiaijXJtDrzVIDYKuecG4EWXB6ABXVfFvmnUDuaKl5Nn9obZbxSEXIONxHLAEU77KRSuVIW3K8bNkO4cURbemO7EiSWuU40edJdurVLATiPC6h9JMlaqLoq6n7IAu3i9ByVE5LO3oslfioNMCTybpKAhXAFcrh8M3aj4Rkokwgp5LG/A8p/kn/Iz23MImMMIMdpx/5AUkaBWmYl295zbLExfz+Zhj19LGb8yJ7ifGoajrDtS2kvm5RHU01krhaehwHGci+Gh5cn3lnBAHQEUfGghx//HiqgstaAGA5A1nvMpE3NdASlD8fmHFl+PKKj7am/I/eFdrLvUYzvn2lO1NAKkP3J5w256GNR8Eu8g4e4o2eACGuk8B3bBboIbBgAbxEhMi4tLZDSFdBa1mui3ND5rQ4N+02Au6T+sRLZ8APF6crrJTDNFc/ZCtGX5o1i/qo4DS4Vu1TMRFTFNvAnZPn24oFlz+QUanfhOnnRMtOPWYyfEmG9rMyIO4uIRVDu2ugIkt91A3zOlqo24UkUYUROBCxWfPXlUam0eoNwPGytJO4kOaQyIqqj2ldCEpVfUgYM/lY4Ra0nn5ZUxWtOBIBXipoUCK9R5mGgoA9WaTntB/hIj6PD+qik/iQLbexA5hp3ov1LsxD1giWqj4NmB/Bzk/Vqq/hbpv5E1XCcVcAsq5IgaoBnoAHZOhLnF/+YqC92X0+VjrA4wk7gMFEHeYHu7zEHCeqfv8t1jx3YbeeZNU8d22YVkt7jcV3/DvtnyHpd8AqHlPSm5vgrpv23Hbxp6UQsD32qkAm+3RKHI/RURtHwZw9ZY6QRUHKBRuIy5xDcJ1yK4kCLE/Jlhe4MTvPe+UphIYIg2B2BAdPY4QqNGZsQ1pgm7+qL/CAG6PPsj9JwTxTjrjBRB4xeMBESQuOACrccpVYkojiiRQQmC0VutNe04WtpdLQM0fnDVSsvKujPFu/lXTlkQ/u2el4jP6VFV4/gXbHRWUPG4DNe/7Sf1n4Vl+A6sVADEtfAigbL4wUHl+/d2UNn/VPVLDfZyCMQFCSg7GZSNQKXtSaH+k1ttkWOlFOvcToHm6HqdZ7tU9KZ9LC8CiP6U1vOwXphnkZvu+DJdO9U9cqPKQ9R1+AqhyF1/6Q2IKtd8AopuDkan7AIxwj+MgBcRzcW+Cdd9GDQ/G1QDE3w0s0gj3DofDhQwff7BumigOIvOr40l35Hcw4jDNNR7vnQAY6DgxEE4kGWcEe8acIQGcsgpO833kXxsTWQBYWjtS8rkPpPq9HU2SGnUjycilKgE6N10JFQpxSnBrxONA1RNhmP3l98w1fqO/464bvyz1MHABXQrKuJUhKADFIOT5oOZz5lZ1ftwxhcUYB5255qmYAyZm+nAkjLkgACt7VTy2MQ+AnFstvYPJluHlVojFPMlwrZ1G4UfplgB1j2ZEJ3m41rXrQ5xkIbUAZ47r4vE7vZM6NELtLqq9GLIqKW3IZ6bPm4VxNbeLE+61Bqlv2Z6wbU/YdTT3ScdB1HGo19QD1iWq5DdLP9l2KDZT5+mY5LsTOoXsRPQDAHIi+6tp0PXYXwDPf0kyiveuZnQVnxXsln5OlHLB6jxTNYPFuFzdPdwNSMafyA1hJEFnazSMJxDEcXI9iAkPAJrRtALIkmsTxNVFTeXDnHIQIb6d/MYEqKr1Mg8U0Cr7GL3LThZ6jHcACbWdAMVVcjF16IObRZpytZ1LTCspqYWtQG2Uo1SXNiBe3xKm0/vFw7kLosnzDwjV6Vm6svfkDAxijkznnm4UbreZ77eRRjfB/s5axbfTgVw2liiSNlv3raStran4KBwMej4YoeI7uKj1Uh+3iSj5MdR0mgqVQPR1NsWycKXiE5iRxCgrDue6Kk+0Gki4JCXjvKpLVbdtx80NKkSxSar+AqS8CW/CYd7RaQqo3TqBPfaTsOuYXArsm2JT8xvyA4Bsfji2qsySqxvgFCBB4FIAKx8LZh0JGe54bQ8MMSs/o93jyiO3+huRnf57/eLqV5VYKHFx7k6Wfq42MCuT2OhWGPiNPCSosCThiwVwr0XkGhFKrtdXBOr+w4H0NN+vh7WKrwMWcdkhafVxa2N42hzvK39mcPK+oT7NfSgGlg5YvsdUpaISNwDRx6KFcb0WwHMITJN7AJy6G5OVOuVCApsfLO2mCrjODzaKqfMgmZBixdf8M7jIBEYrVd58cwSFCd3IIBUEQupCvh/+1aAcOedAa3w/9znHtvVt5CDCY0JiVvGVP43f4CW3JjkReG0Unmo9xS32oYCbWfe5VCVWFy9S5U0AKaQ4mXempopvE7XjTwlMm6hdam6UQ/w+OiXCivl3MbEKybbJKWhxheISUZSj944P9jyVQfURl748rgyAjs1VVvf5wqfrN0Y9qFAx8/qNiDJ/R8vZtkPX+49AyJ+ZIHm96PxSno1y8DoAJjN6cbPjAKQgdlZleh8EpNTxpDkcpUhM+VwAKsDD4hXJJ4HG02Q45ef+bg7uYR7HExwA1CU6yOnvROnEb3IOVEfveoAYuSKQUpof/Uqqcst5qOly/P05QYWAzMed4nJ4t+hjwr1WE3civ3jm/EBxDvuEXCx6H2OKLA2oCoGgm9IBTKq9qY16XP9giNmKz63Vab9JKkhtMoAKZU+KDSiyGm+Edd872xPekSc8iUBVsJskkAYKeVPC0GqNeJtJXmrSFmAT3C3gRIpV3wAGAzSAJiIRPyQWhDlo80feDCyUDvCFyhKTlW8qwTioa1JiwIzCbjDHTEwk2wZ/71KbJ2CLMcAkK2B5nX7nyMv+E3m8TQxSQXwkGj6BEQMNbZ4HMN0ImNhaj4HI03Ui5E04IRIFlKK/KJyBZs84D0lPlHY6G4Wabtpz4nEksArAvOL08GHhvC99NV0Fo/ouSBSPv4MTUC04w+DF1Lt8g7mBUVHxud9VfOG3Mm4Hqr9uxRfWfVqMJfIs0ZFlnPmBou5bgsS9/mbCUBZ09l+Yq6/6uVkIep2ifoJc13TlEZ+J2uwA7+bWejJUfMM/1H7v2LVI72w73tmeQnpydd9KkmJFsL4Jh3lXhhObEe+bDGMJpXgpVY0UziFo/NIkEONWBNMcKcyLh0+Bs/P9JmaQiipRK70fQObo5nGEAFODKI9YBmI+yf07U6wWpDYpEdJQBQQBpG9erRoS0hf3g1CUFUFKAjPAyeIySFGcIFQAvQdJUsi4Dk4McKAw919xHaA8C/cb4UiJyd7Rwdrr0pOWeDUfAqDOZHRwwsFYXW7oFceL4WIJNtaVSEthIookFeFC6mCgSM6TSq6q+CYpyfK+Yq03ykmASgACumRVVXwMSDRpehgoLDpp6jXrauo39TxojblExcGdDgXN4jo1EFup+sjvdHIsU42hSQDaScU3tmBS9Ud7Uk1yeiMkqZsobrIDug0dMTbcdKjzXN2XIAUMYHLAEhM/k8iFJUKTkspkw4n/6L3/6fp9MD5E+9WeXSXni0AoT7f6i0PKoytGM8gIRIDYcxrEzMINqCZJwX7Hu/WKCnP/IyLEwNDUON5YBp2lxBTcNJKIOTEhf5Tj6az/KpFYjNPCCbW/P6e/gZGHMQDtHbC0hu8gqakB1AIkq+sAdRTvwD0St/Wb75vez97HmfKRNvbuZ0aEjWaKapj8BZhoTtC+FUtA+Z0wAi8CoGBySDKqAIeUPBYANc2z4j8ApyNQ4U50euTxe7dLA6peBpe1/NMAo5T6Mqxa8837UywlOQhtsoeFX4AXEtAGeRiV3d+EPakPbO/hne2GTQfobEY89uQtsatg30wVqIJdFbuOq5R2M5zA7gMiQ43mytc9b3QAEIAicDpfr0jyODHxaGLxflXcAtHjIhdPBSOMDxoiVXzJOXMmSGLXF4ta5TcJYhgLgDflPQ/Q88LpalGIUDuoz8qeVAJXHKYmiUmLPyWi+KgdiHgAKWFRXYra76JbglMBKM3wbrnnafijgx5nZ/DSVKv2M1CkBsw6UP/3MQmasohzyd2JvCKKFq6407ExeUFzsAITMx2FQYk7Fwl0JnWfzRO63qir+ByUlqo/VusVi76VFZ8mMyRAOQPlqj9vZwGuhTRVxPJVPx+iVXuu/atlnZbrpzOpt6XVVdyaz0GJ1H1h0WfhN9nHYV3RcUbVQGio+8bBXg8X2FcqHLCQWi+BA+OboO6DS0UKO3A9OkRTvBzbGrlp179xMjzIgSMRm6fHZOzg4NEn3ModLfjmMj8DJAIslracyE/qPhlTNHbl7NByfJ/K/7V2qnPuIgbIUhp9URrP+hNIhdGEEaEgbhvF5f2khfQUG9yguJ6np+sAb933CEB1V5jf7ifpqZx7GjVocch8vJ97go1Gl54YJOl5+BcSFDjegwN2zz2rDxfg5M+diYkxlGBmgkHhOSEojAdLUgx2VeVb51gxliAVX5UqsgwOm+O2eMB60hy9P+iypfWsACDtB+yxq/7StS9U9SgdTCmMhmSWnjBLVLHPRBJV/iZ9ZmlrFJfvr7jXGqR8kw4wQqwC2HekFMAuEvtQ3nFPkvtTIhibhX5OKkZJabTQBhP3aUEHrh6f3rOENQIQBD1AyKoy+2VsdELMcELtZolhFBLQZFcoOZFUz0gV47xUraevp8t0zxqQi5ZABiBpx4gGQMCUoBSEqhMZ+DsvjwlfBadH3ZkEFZINUAwkxrAQQDWgccnI4x+ajzOgMXjdMS2PZvZ4r+xeBdnZT9vjvo4AkqhR9p76vtKkyjNJavgpvEhbSDXfLUGumJf7HOoqPv9gIQFS+RigYFLvTXtQnU7Eb8aTVffy0ApQuVHuU82JfkRTjuhMByb7k1D3KcVhhh4NnGgfCglS7nfLvs0kp1tR9+0EUiPf25ug7ntHdnxg2+0MlGDDsMrbbdNfddznp6Tyu6mp/nYL291CSGkiSuPIaN+nAxd0WpTO5BTDiIxt82m85LkVYCUZt5ZlE3cj4qSUgx8+do7MUEZVgpiGsUSkd38WmjaRMk98dvGaQEbaM5Ab4AT8yfUmwRlxCJiK9CTZD1L75llqPXcBOt2vC8BCAR1R1M9mNKs+gMMIlKC5J7UCr6gLhSP9U/1f2t3rzwW1jfHwDHisulqPgMkZEwBhuRfgEcDEVxpVFV+q9UD+Go4CXgBuyPw2XdzRd/AxQCSgzYR/AVqrrioTUKZXMZeXVlTa0hDl6K88e5bqaF8tPuvO1n2i43YyC99M3beRus/ByMM3GYYS/u627fiApKVfkaSsvpstkP1NuRZpoDpis9w7QlRD9RfiKmhOxSSiQSyAAJSR7/PFHzj+URx+v+J4kOEFsBzxFLVu2tJ4tPjNQ8B5BW3myR9BzKyoH7RxwmcuQATUqRVUOjhFWJeaGuiEKpD7DrSQHwSoyVGTq3/BWSg9NCCaniNqzkV3rOLr8VcqvmjeKUC9IFJd7M+pxBiTul6qWg8xD/q+VLmiCEgVsafjw7yr+XI0j+w3jypwfA0gWgOPrZyFf+orDptJhgWsOKQHJ7DTD6YFh6q/uU61jTY/Q2035qfTS2ei65A5HSU1IFJVuIXfpC1UyQvIPDZcc683SIXIuGFMoQ2b7hAZEtRNdigENxHcZBvovu942gTYBZuFAclJaAxiTvYCPnJ/WhX1ceSPvOVhNclbeEw7mn+x97Q5Oo2myz4WsH+K3jPJz78LWfJpFqCIfEh2eojm1Y1jybAFwGiPw6o/afGAkKpKOdRPp2q+RRsKjQippvv1IDzBJvedUjoKoML6HSjvUrcCVu+HWMTuDiGbwubAM4kp4rS9ybLvyNJTAAgBEqny6iXBBDZ8azlLSaz643QuFZVwLQA2yqH1I8BkYu7tjAnhcSu3U9f4nTFtajznSQOMqKtjvQpKmsNpcyTd0bNvHYCByv7GMTXef0rpKf7gar40NWe/m6CPsLQLAIYK8Iq7CmbPdv/ev/fvQUTwEz/xExH2q7/6q/j0pz+N7/zO78Sv+TW/Bp/61Kfw5S9/+eG837E9qfJroqdbnPif3yl1s1t6/Xr5TfbKSTjE0z1WhfsACiGdXCHaLWzhWGJhQs0LuF+Q6Ys8v0RKi5fC9ngeKpL9hnHo8WZ3nb0j0NsGfcf/Rvilvw+MP/3Ahv0DG/Z3tng38tlG+ZRmqGoojltt3bINu7fLwzducyM8jYE4ctIAxAFFin+g+ByOopqTHWaxpy0fpbxXfrbeI/9qQhxIWq/miEL1vwCP/AvJpv1ho3i+J8R/ty2t8Yp//ts9js+FdyTmbc4j+7vlnPa5nHM6w3MttL9tqPgcoPq7ACgHs5utfwK0pAdEG/jmcNFC9CcDitUf5rjLvSsawpJn+HXxtypT7cAuyp5Uqvvcqm+HW/fxfpNb993K306/9e+diT5Xmn3Fva8g9Zf/8l/Gf/wf/8f4h/6hf6iE/+RP/iT+m//mv8Gf/JN/En/uz/05/O2//bfxO3/n73y8AGPYYqPPRc/iZ6u+Zv9PomkZ3IVbhl4gkI+m6Yx2eSf1t0srSmH+nqUaJj4BguWvsVJHfwGcJAHxZjTtM1WVi1RrKyZ+ll8A9EHbv26uDEQCEoAiZQV3G1GbtGTvpcS/Unj3vYA77EMpzdEpbqOqMXZCr3x+VL9O4aB54/vBkuq8AzVe5LUdhE/zifIAh62Idw3jg6+5pk76cAUYd/v8VV2bGb2cDmjdT5JUkoykmSNqpZ2IZxD9XKn/Gi0uasP6/op739R9/8//8//gd//u340/9sf+GH7/7//9Ef4rv/Ir+ON//I/j53/+5/E7fsfvAAD83M/9HL7v+74Pf+Ev/AX89t/+2y+XsfkVHGoEDht2DBXfDhm3TkS8cUP6dH18l6JsACpxB/1pggBwfRJ6PKVnoSChrGxxcNZqRafKD7ldtUkurMifKP3e3nkBS0b+Agff9h2ABpz+zKo9L7Ys6IP9poW/lj9XMYDjUdcBxSUgz7dLNBRfPICkqVLdq1cUdSd1sow9dO7sUgGsO2mV7xx3AqQ7c3upyvN0fewnALGwcsxgSE8AUgsgiPNQEJOg2KKPP/3OhhZbe++SULxXKt/rqodWfFXFd+Qfvbjo2ucD1CPThqfKqvxWb67n8Cf3VfnQWbUXN0jQs0g1qHCJyq33bkJm6UWYGJcxXHHvmyT16U9/Gv/MP/PP4JOf/GQJ/+IXv4ivfe1rJfx7v/d78Rt+w2/AL/7iLz5UxjuYxcu12OkduZcO3boFi3MMklYu6pzVRGAb1/mMCalHiWKRVEmjcId9YbKarKg2fMFL/m6kGpn+TO1y+je+bOpqGVfludom1XkjXsm7qHvyXahu2j5CSmz0N7PCx31ZO3xW5/lIaBlaFJUbpQkKspCMhMKlA9ZyjJ0zokDpkea5cFnivaDCK/WYjgJ0Nd7m9+FEeDzzHHM138Zj3VW87keqgW8gNbTPi4wXc6Sohtv8JaAqoOUm5U19XD61QZZ7s4qv+R0AVio+ogdFc+MM8cm0CJ7oUf5mXhJTXZkJFwKtuY6zBR8/d3p6RnOL6g9V1fcNNUH/z/6z/wx/5a/8Ffzlv/yXp3df+tKX8C3f8i34tb/215bwj370o/jSl760zO/dd9/Fu+++G89f+cpXAIBETjEu1q1SJIhEqPPARGicIfJAcTHFI3Vq1ZXE0n57eHeC65PuJG6YtDP31NIm150WfSy8cWRdZnKhgo2usoAWYeF3GEASgBa3Z5/5Poj8j/Tzxewm99z8ObOVGKhtfGOcpaV73qhlNgdU0sKU53obw/Ge6hXjXMG0j3O3qlt+xBCUroDxnG/Uc5H3cfxWt07Ep35q/lV/Hc3hO+5FVbiPuqBzXRrv8TJ+dluq8ADqAkna2y9N4C2VvE4rJaor7sVB6m/+zb+Jf+1f+9fwZ/7Mn8GHPvShF8nzc5/7HH76p396Cg80VpvsGNYm4/afIZpCt0nFN+70Sw5hF2Mi7WDvkKB8EGWa7GggN0nadyZtEKOWhlV6PZtRhi1oVvc0dZWrAOEWfUCwZ1HPUvaDK6wlq1Z3MyBF/ZcAVvMLVuKZVfLLd0+B/H10iqTnCrtyy4i40r9ZLW+xxMDxrR/S1YUOCM9p08QMEIlYjCHQGI3CPJinEH6Z/UDuQwL1yAF/SqOp7OJ9sdyz8G7Ft5CKqqGNRjm1vqkdmQ7qVn0vvZtBLbxHe9mKpBWgoePo0Vn8TuZ4V91KHSktHEgJqktMklZ78aVdAx23+FvGDb9Z97maD1ick8rfe+7FQeqLX/wi/s7f+Tv4R/6RfyTCnp6e8Of//J/HH/yDfxB/+k//aXz1q1/FL//yLxdp6stf/jI+9rGPLfP87Gc/i8985jPx/JWvfAUf//jHccNues2x96TQcbBXgE0dmHZsso0OEt+HqqekQR2/x2Ss4BR+bX6gTNoSfuIKsFEa33PieD1bv0li+LXGYeIck57R4n7drrilSTj5jwBqEIEFClNej1RxBbq6IvBfDydin1AYToWBylkbrpcBlnMmzrx4/FUTAsCu1KeNyaK+JV4LiyKXjJrQeKIAUAGp9uVkgMFIFqBCgBV7Vew3VWDJB6nK4/wclBbGOhWwKI8jUJo6/GAfauGmoVoBlAcfrdXLmhiKaPVmOmPDU1R8sdXR7u3rHzXMi2PPAMrj5S0TgnpOajNu+qoJ+ouD1D/1T/1T+J//5/+5hP2e3/N78L3f+734N/6NfwMf//jH8YEPfABf+MIX8KlPfQoA8Eu/9Ev4G3/jb+ATn/jEMs8PfvCD+OAHPziFV1VeipzB0RJDxFQ+1X2pEiT+sKaJ30leujRBX8VNQNYDW5W6pLRSD05WckeT/17bViB0IVx9pRyUc0pUu1tIoxOqGxH1tbsYxdPsp7imWp7K4/fIwgKouMrTuFhAYhViEq+kqdU4HrkejylrAbEVOHllkUSdxm8yjlmo4CZg8DKK5JVxu5qugqMBGIcfpcNBPta5R3P21L3P67245wDUmStSlC65HBpOaiuDXrWY9nyiWxu9HOFs4aeUz/XufHGQ+vCHP4zf/Jt/cwn7tm/7Nnznd35nhP/e3/t78ZnPfAbf8R3fgW//9m/Hj//4j+MTn/jEQ5Z9QALTJvYRQ0ZrHRKUwhB92PmRlYnmYTUkZ+GTPT/bzn+aixJ3OplHQY8IXr4vfsyRV1EGwZIgXPERw0on11z3w+LKHLZUF3n2jK40ec85+zv1WIDSLJdYVFb9gYg/si/VHuJTKErYFqtOS5oAEsePzT86qbH2Q2WHUb6SOofBMiXd2gYt4b1T9NrYyeQ5H8cmQU2AtLXnWBNpobkEqqLiQ4BTkXbsq8zLM3Ee90jCovNyUacwhtAa7n5PA0An4n2hb83F2vJ1CAu4Nz5NWlIOX8yJtWsV7RIUe71qFie0t75vxL8uLYWEhKXUJCWsfdwQdrE3SPrqkhTUaPJ99w25ceIP/IE/gG3b8KlPfQrvvvsufviHfxh/6A/9oYfzEQwdqZqKz/ekoNax9m2p7CC/qgMASKRVHigbTJHQ4/oiduIUAPQIW76qvAKuAoqspE7+wCzingsx5npon50e6WDG31sIJ2ByqrJrVeE4SwnguX2IRTMJjFhCuZtBl0odsEwyChpggzTmhMK2RDGgDgF2ECAu70USBwas6EK6/ToJ1kF91VSGJxJwAZ2j9tYsER1XGIkc45Uqb4TPcYpRQ5xryj2mACE2Sfe4bhruFnowU3RX8d1qHgF0TcWnDaCmvSdv3mputvAzV4DKMznSxbJqTxfhijquV8XlA4AqoFt+R/gEUB6GtEIMgClMPYc5WO2ZFkBRJSIBDZaP098r7usCUn/2z/7Z8vyhD30In//85/H5z3/+FXP2US2kisaDDBzY2azq8/XQyVzKUbxnOQeae/k6cKVAd6liuijgalXrOlkAkxxUfQFSryxF9TgMHPSer5+KvnIJiNOdOe7fgTizkHtkAWMJs0pCIatmLBp2RusKEt+pP6eTgxcHoJNp0C4J9ndZjzx3hMVnVdL0PQFDyE/hYL9TyjZ3Sh1akwQz0W6L/HQenrkyB3NNzVNzsaAP95oOKnJZn3tQngezV/L3aBF0a7yI78CCCmRTWvttxVtYqgn7sJ251/ruPl8jm6m5dpOSdsEwQbdfMzCCSna8d1rkQxuF9R6/xd/CTQTsGY5pnktIaS3WofjArSqgDskt/SqTK6DTwqb4C4CKcl8ByFdEW2uUEu4Akbe6ZzhhT5WEnPvsABgUlKQYD/dgpcVp4WQ3EeliS2vV0URB9WiUnyUBz8C23DNcGk4gFlsFKcQEnfeXLL6fxDQ/S1URl6Wn8Es7iJt5lHQN5B5mjkqHYB77o3gRQYMZqsXWxaE9XQEq/z1aUAeuT+oWnnjKElWjeZbB9H0oA6IjA4l64wRJXgxyJm35HlRIUMj3V9zrDVLwTTyBb+r5qX8HKB8E35/IDpIcEA8XBX+Ft4IS62d6RS7JWfcaM3P7gioVeFMOFpJyOGfdFlEpcxF2GaQejf+KXaTtoUuT2sJT4jTjb+sE7uO+VxVwLgN0isGFjMRB3PkKJAHEgalXlj9jzAB32MiXYHm6y7k7Ee1CzI9AytIu1HsZx8hOuw4rf+v+VFHbAWlGDimqv0HhMJe7AKhom1Dai90owPK7g9nA6CVGgGli9nnaAWv20/tT7lPXj8v2dU6onm/KfBJgHKycFrJ6b/r4IdD+TFIigCoHhgmUUuK65l5rkLrqaocczIIDToSVNrBnPiP1rMosRY/jehVu3J+XC2ldp8OFd1S/i+GnHOpB+HMlqW6l6LRhGc7AXkA+TcAXybKO9o9QfWOEhNY9TEqzl9oyTCAkIuQGGitwj4pIDXuuO2EUcuzqXF7uJa7AqfmPPpERaRmMGtCUcqzjqrqw1e0RCtclYhu/YmDEi6t3+AQEPtgUp1L9ypRwHt1/hWkBasOfY6ba63mQLl9XBfQMSEgjDErIVtJeyWcu9+LeCJACRsdvcOmJ0B7ZuYn4lUD1c1POVRfwuFaJskcSc5gI6bQomCC3fFb5v4i7kM8h2JyEX6G30zzn8qhvulo0EmuOzdpPnU4EIgCPyydrqxxrzfys0CL8EKN9eM6J23ry/sXdgmaO8KxJAQJKl+HdcGL2xyc53O/58h15C6u8fmFx3cOifHguLShob1+MRTseMN5JqGkpdhbmE7KAGnXk0jBnMbKHe1KLOKdzwBGh1alyTweu7TdNf/7O43YpChlGfv5MvNPQbdEFz3VvBkgR2KTYKckRaKp4kkoyO3yQX8Z6Xp0OACn8zR0Z772kuyTpHMR5Ccu9o2XWszlkZDF346pLy7FaU/nGPqDHpzHivSvoAW1qn3mfXBM97+LRo0zQ/SLXjmljAScDGqE4h+AF9KuKpveHgCUl3P1F3dfBk8MecTzIi8kRKl2Ow5F43Xp+Z/Xog8zoeghWd9ogXq62NrQJfJJe+A8gYLIoElEpXXJgQUcbTSogd6caV92bAVIT24UEJQQvnO7qAljEezZoHeVxQJ2fbYBwz13I93lS1HHGhWwfdCCrLLuKT3u4Z9MYU862FtNu8GBw8vidTi2R8YBbLo14wK2A8FF3mekgoGhpu0FCV7sNOi7kb0CF+tv9WPnJPTTXOwPBkqtm2YUpcVCi+HkwhOq02vRdBPX6HDbkBKRWVsn6qKqvj+VBmhmQyLjMQQypYarZvp+i/3BvBkhhdPvqO3IMVpMjzmEaodXkfC53t3B9PtdzOg84OV9DHO9qeAGcRxfLwmn8s+BKW7sFqOqZvtBdAF4RKl3Eb3moS9XaXpHnglZl6eTyYHx93XIfyvzJ38kijOJJS7N6R9JTGFlIlZjKXtWiPrXiyHVIS3WMoSYYefg+PCIC3bSCls09db2uxct6sah1UqfuDoBIuJOuSFEywHTU1+oYOrXGUa3S+mshg4ZYbikVhXVet+TzPNiajwDs/XRvBEgp/VXmaIT6BGUXGFTCnQLOUvZqfryEVBV5CZbE8VXUc/x+Kem8FABdyOdqPwXXHjQj0agJWFP+Sp7CY9BD7GH1jATV8wyg+ibEp+oOAepO+AKYgCqBFWmsgdoy/lm57DpTQgMt0DyUjTakLH4XmjAK0q2W5pKNPrIRfSQdnUhQSyf1nYhBcDTKIqwIzpI2NatnKiYBLcGqp+M9/VhM76N7rUHKIWbH4J5Uo3ttzNhOJTFf6Tf4gIcpiIJYkRdwTCnnooATQHouCN1L/0IAdCXO2fo8TycWb+QQGhkfGuKWbU2W5yiHJacrhOO8Uq+/6/RUDt6tgIfjNDDqUvgpk9WQRSi/aTsGKzByjsPib5bPBsCkKt1lEGKvr8+dcdiSJD8rl80yC3jwoFOjrgJSLH1pwS1iMFmyfud5lXMqxy6AKRbLXLliUn7BuXGYYtDlccVct6s9PAU4udcapMYGp2DXceHGHoA1/HmMxfwBXN6BC6JELrkNKRM1Xr4gMXIJYXnlzSUQSfXJoTt492zwO0t7Jb+Ddc1Bh9s4DWCcMeH3YznU/lx+/WLR5YdzYhW3J32fOctLt8m8yty8x5wswGgpYQFgtR6n6WGTehvEWCDzlj0lrhg7I7L+C/a7mqNbw21RvWJeX28+5/C5zfyZ+anTpnk2z8+lYwD0dNzHe3aIbGaZ6PcqRmccD76QJ5tnVFJqsznN1SntgsGuwAa/E3P8qmZpMLp9xb3WIFUBhw0gJd6jgZW9KKviITsUn8gvJ0ItCrhDYTpHyklXfnOnILYKl7s1ebwbHoh/dL7ryHBilT33UzAd5T3WXU5EsMR/aeB+jnu/QerMHQHLCpimcEvH4fJ4fxXGwmgyG7t5nC5VFdljz0gBbEhJZsw9DfwpEqFjU7sOJsq7wFit4nDaS+tORx1SBSnJhTlhPEm+el7ep8dMwcot1ylrq1iS4mTXBv71BylT87m0tKsQaAG7c9k0+Vjdp+87RbnonBHCzMn0iIdgc8KZruJw2HI+X+kaLvNC9If4AQIidkeHZqMdbdFUVd71CpRrjtZVuVPx98dpEwen0s4q+VLgtaRyxAYcUcFFfWI4G7PAj2UqBEjkcLKEUCSp4qfJ0szbY92VcGuPNFVX80cdT/jLCbzu8aFtDmc/eB9nBoLEpgmdOcMFAAUoCcs4KEJkd2pMAV1rEHVkYEKwBWKXgNcOujoVX2uQelLBDbyFJ6bmEzxhw64bdhX7MxUgSV8OCneYjpdxxuSUQWXuhCpwyGEcLJRL1llnefV6PhL/0TgPxNfDhxp+j4O9Yvm9rookx16DnpPZq7uFeFII1GF8i3sx3t3wWoVzt4jXJaEAnV60Szmd6LJU0xiZovbDAViBDg17uKFlqBIZAJt5fa+H9PCVm8WIc0dtjFtNSv2GhSIU/imI43JanfvNEIHd4gBF50kPJ40UsNKwPHTJbtBit0jcsdkHQSWA8c2RpFgq8o4DSMXnjqhLGFhERt/87kGAOgSuozw93YPxS9r3izjfL3riuB91D4H5SSELHHkZ5wS7BzMR6o0gwQGYJZUW9evuAmC5/k74dV3f3lRm8uLc09be2zvZsrwe7vTA9zAzfAGYlvEkvdxzizgTMK/yC2MNra9WEtNJWfcqNwlfF1NNTH+XmKKeFq6yViseuNcapFxKcnXffvTrElaEIdV+vpelUlBtlq4WM0LuvH/U3Uvu3GGPW7iuRV6c7l5ZB+EvYur+Cm5ZfuvyU6OGFxie07qwe6l+0PXjtL517T8FAdQwbWk5j+fU9W74Uf4EqFM7eay7ZCNE201jwSbtIoDuVcIKiWmnOCZWjHCl8HUdotqvMuYMnK2MkBatQbqRMs0K9YuQ1SsyXhZa9v4yIUVRCAcihWAXOncowQZAdNDvK+71BikDnSdsYdH3pFuAkav+CpiV58wrACxM2d0dAJNxUkLj8r64R6QmWpRLiehRALoITMumfwNY83tHWF5EyrmQ9jkE6zJjyUDM7V0AVdCFAxAr1KsD2B3wmsrva+AQ8BYvlnEPjojKwksgIvTi7GzWdIB4GS7LOBFG5UfbnjH2Z+p6AOWqqPEVaSA+JWTFQusXortkGOCFtLJ7KaI11H4jPxcKBkR5hypujl3RtDfKum82guhSEh1dy7hG0UOqooU9PAvqSx09zUUGjfb+jlXosbsAUKtFcShp9XwOyroUflTWA2nfD3e3mx+s06ucTbtWwEE5Bw05i7YqssxFejj8cGbSuHrLyao+D9A58UIvu3s7Fvm2MItUpTgTZ/UsVnz7cTiA9b4WFvl5gYaOD31xoLRES92L04yXX4ym8FMNwnOJz0Xn7VUAfsjYautfTHe7SmnJrtbqtQapJxU8qdim3BAfn3QziSqlqd3iuRTloLQrCMiQvbZkueX+recNDIKre3SONMBj7o3zX4adxW3hvcxnSUQH779h6sETFdGVcL0Q5+tSbwubQOlAWonPTwBlzhWCJhkXUvOamqSNvi3msfS6RJkLqkn1OV0Pl9dKRuyWd2X5Cq2hdmEuG09wePFLXWtlXaPFR3t35Ppa80RC3SyoHewg6kwyHzZWGkym/pT8Gdg5Oc96gKVJTAZCArEjZv4f4DrZcYvLhn589+lNkKSedBt/BlL+7Go/9u/7ZoCVFn9swg56BliiwgMLB5ME8/DnPMhNANUXoJexAKEViD0MRI8C0EsD4Jl7ZtpT8LzTrpfkR0tRBwDlPxMYNL9z2B20wOFOXLWCVr9poxB8BypkfF8PQnH8V6r+vNSj13tK3+q9ejeFr8aLx6qDjidcfN7e004ABkzMX1evq2dxxFwu6ijk76AqQHzuZHQ71dvKitszYGMc9xK+7DztTnWoG3coBJt9WFaGH+T3Kz6Me9og2JtE9x7eAJAC2KKPVH/8rP5MvzYb/CxVxyFfsEfaifeDkb5S0ErAO+X8O7e3inOU1vN/BiBNeZzFv5pvz/PRQbgS/wiM3ocBL5I75V8AwfzBpbfwqO8BuHTQKd8yW7kDpuoKF34Kuh2wWpxl+BFz1+MuKhugYe+7RBgGFBFHre2S4fxHZQXTIDmGQuPgZUzjeNAEtCJ6JJdaAo0Y9H2Qz8DcF99dVetc0ak+ZX3wREo1n7rf5uBI5mG1jKtnVF9rkHI13o4t/E/lbBSdnyKLPzeQ6AYVwXWuOk9p4r2KazNySUw43pG/cXORF8U7kqbYPQe4LoPkSR7PkmhO3h8Oy9GgvRQoP+KOmJ4ugGjtYG9C2ShvwFVUd0ygG7HvuFjoKKdZUs5Fe4JoJrEs0lOXmvo6OnsuSN7yvuCKBGTIEfO9+2Vk3lV75T0A/gJxzyPKRMujOTmIL1ymD0xZ504sKMzPSCkBAfVb52uibyKbkWcw8QbWYUPo2yNZTJSlVukOULvJU242Gc2YaM8bAlI7TK2nqe7TAK+8haJb+hUg213ikrnjykJ8mXoHpxcPOWmOAOpM5TCB0QFAvS97U1eI/QNpTwE6Y6zB9mIZHD6leymQOuNuW7YzLdbSTGXGqQFIJBNUFV/PH5W7XxGv8t6JGGewcKHiU0yqPbYsLFaGLW769SCcy6PCr6xHQsijNaPe0EkNSO8PgGz0pZA/w0s+VB+OI8CU3wCfOR8/iBydsAUOABsQXxlWKsgnV+xbeUMImIL2ZPhIQjdG2Hs1sTSMz5T8kmblo6pZwS0+L5DujTBBny+Orff0cTgCgBoVVhpLIBlCbfFewtGCLxzsWfxnlMGEy90haBwR+2cQ6+WcOwm7C4YH94i9KohOQHgxn4do4sotBt0JwiS52Fw5YmjQw4FjQ4ee10vP64Ure/5tvQUY+jvrhCNQm8BKqRvvqbHcWALUX43hqxWSGn72Z8XHDQquLrTs+n4ej7VSeBveTE/+OmzSIpy7Pu1Ok3FdkbSxz+scnpSqhDrZw/zqJA0fuzcApJ5UIMVAop2T0g07gKe9Wve5xZ+2Pw+D9sNpePWFfY84dCLInBhV5ZBT43een9S8luX096tntLrci9u77Ah4rgJkj/cIwDBQ34t7Fn7R6eSpL5fZK9FaoXiFFmkSNBvolbQT6mMGNAdBL0cwTLCpSM92qh8Rrau3rx+CzT7HEeMK87nFga7zBGofE1h5H4WxhJQ30zpaqfiK4cTG4XKSTiM+0PIQxIW0KsjbLDpgui2BD4aPLUtWnOcGYBdg1zSmcPP6rfXR1F18Ww/S79JR/IrZZdjhXB8Hgx2xijsY7XDFXygFsRVRYLj33gRJ6kmHJcmTf6rD96Pg1n11H2o+1OuDMrigVPshFnRRtXy9XAcgCztVV3Tg4rwYmC4AzV0wWrzXZZyYzccAcTmv9C/X3Z08p7Tv59kRoHRi2bQ/KFbawwRaPraEghL/znmsAKjEaeC9itcNLYpksKp/Y79l4Q8Cty/AKX61xfU8NPIDMEloAWg9eLXBtlhjA4A01lQBJgeVbbVvJcfqwRJPQ22n++jMcnOGgwqDltfNmxH5CmTT/C5W9J0zL0pzxSL4vlVkbkiuacquZJ3j4LUD2Ii5T+wcbXgy83LPfYv892iO30LP7s1S97mf/xiA0A7vRg4SHAUobKaSV+pykoIWevG/hGMgwwKgsGjOQUUf2UeamnAFoE7yvxvnHtC28PX810v98MpOkRRUZW2dt0riHq/blTnj7wjY5Cw90Sauz3IPSih8VSbnBxSDjdM53t5VsNFsA8U93PtSneIWLHK0XbXBf4UGyMM3ybVVvrAoLS2lM7DyOwIDVBRxn6AEFVcbB1nvMWrrZn+nWYXp4HAhbjQwqMMFbg7mIXM+ISM4eGXeCj+eq5RPWleLaFolYgTGDR7m9osL8LUGqff0BugtLPeGWo+NKBbGEruMM1OK4XfJiqQoB7fYl3K/U0qigKvBBlAnshMFjqQtXnMdMLrqoHNtJdzT9Hr0fNndId4z0M0L/96+1ylYdvC7C1Z6MV5z7ycwURlJOPPFfBBXskpeXyI0XYoJAuVhQREY4CS5agcuSqfdT3SZgUsVQ4Jhf2ZVOGQrtbatA1wBO6LG3N5doxxRDBYeY68qVIW7VgmL8qpqQKb4C8cL1Q/FxpqysFhnKSnpNtBHgTS0EEC30RsqsDNOnBcy3Pt5JZltMsCMOzje1WcF0i5BANmtjhu1excCRJ8Mg95JqPIQR3FA/qGBsmzg0tOGXXPEuXpT3xodzY2T2ZbvjTjMuxsQ+Zd5nzAD0wRS1vm8B1WNJRiYkM9AnfSNKPkvMw8rjpIZsikfD2JgkcU7BqcjgFr5udzujoCkxCGC+3UApFqGXohz4MeF8Oc6ZjZ0Dubwfou2o9YgSgRYPY+DcJ5HR2rAnq5Pu3LBaq+eVD8DjoNqSGPOnfsa6MyYp9Mcysm4gkFzR92v2pXCrZ3+GW5PE+tUG2CduDKnrZGi6YcDiYGNgwVAe1USYCMBWBZ301inshNgtY8uxv6Zd6J3vK93ICW0YB7yS966G/DtWDNDru4Tt+ozUNU0fOA71hOsFLsINgV20aHuEwT8sMQlY5jSL9m9gjdU3ee60qraQ3R4uR1dmWsgXPcw7V3Y3L3J/gzHRONK0UcEeZK6FnHuPS/BqTzn7DsDl3vgdA+YapxXAKZFx2pl5x9zB+MvfMT/iPFgIHHa1xEj9DnSwltaBgUnclxO1MWIElDUcAVYLF+hsZtoJbUtTJWJ+GRd7Mim10eAaYJzOSsQOxmb+qos9AZQBHjRcQ1gOSfqPCHpqdzn5x3PjfdGCjXGQaVPCA/frH9ojwv7ALPS76hj55Jx/Pq4G90LVGJgFppSresmZso4EAcd6toALo+nVqHYgRKmuzqObVk6sbllkI1+ePeNUPc96WbWfabuU8HTPqz7nvYNT/tWjShI5dcP9rp6L9V8dLiXXaObh90sLdIBITtVvwm9p8KOVHxL6arV5RjAmKM8aAv5L4PNog6ZXh9PH36t77tbhV8FqBUgHaTNT3cjKnzPzHvCMAaRODE5gwQDE4OdeqaaRM0qR3sZUt8zIXP+Q/Md+9HCDt/tRuipPnA1HfWhE/0AQhDwOVHmtjcASivBNFt3qQtAGGUAugSs0vfTAxtBGHmlK4qwserPiLvIACBLExLWNtKOdCAJSyOObKTJuaFKVUbxuY5lm4ekJ9mtDAVEZXxmhK37dFjrCYi2AUb7NLY/ZBsZspTjxhKez3iyAqHILrbDvJb3Jhp7iVLAe7g3RN1HZuea1icOQGzdV9R7IKmKAQqIASxWffGL9e+BKxxndw2slu/o+RCs0MIX4FWAYUHsl3kt/JdUfIt3WXed0kSco3wl4OgU0Ca3CNNeh1WyotfihAunqOPo4Bn+zOgMH7vKhCA8QiZiqrV4D+8SV5qgaxInf0+gJ3rQHDFiCJvPe84j9/O3mhQJVC5kljTeLhn7IhMTh8Uz+Fnjh89YFaDyfSsGLgYoTseFCgAx2cEt/YDxFVzR+BpufKnXQEhgvxYPNzsbtA2gScZAs6z40YI8I59854YVPh7x4cZgDOqgCYGRtv7pTc9kYlHE9pycTuaBXwdpl4Z8nyoHa/z5PlQs+ULn6ip4Y0Bqiw71OZl2/XmBLIhzAAFUyzAZsONFchGgVs5BayIu7BgU2jMT8w5aR+FH+eTqbU05Ah9Zv1+m7cB2T213CD56CTzXgLQYoDOkiDrpNLYi3BEtv0Z36uBW4jCpBldpp7wMsIiQ9X2gUUcqm8GHqs4K7X60kpIGiMVe1UZAtSGNKLYGVA5CrvrzetE4F/BzFPWmORh4H/S5fMYs0G8fZrYMtM5c5FXjVHPvumRAbS0iYFj52Z9vyvACEgwVn/cZAGwu4WCiQQPwZZJy4c80Jybc9eeYT3Vy8GUI0T4HIxj9RI5ThMmo7259q4I4R+XlMRAeLbs34u6+93QD9q1JT/7ZDr7Db6Pw+b4+PtCL3Wag5qThiSEefuLKxEZOSJ4wRXffnRfhcduCKQBEi+JIDfiIwcNhHG72vXS5W3qaX/4uVHenANbAq8c7clfiLDgIvzCzgsl8fr6UsQAjBs4ptS/uFXgBRRJIdV0erCwEiohOD18SatYUcJwGvI6ZQaCZixeKI8j1Y2NV9qAKqCTaaukXKsj0f+Koy/Mr2kododm+kK5Ui0owOuZoLZu05KA72mdSjf9ufiGtpOpvk5BudNNhNSwG9KQG3G5WjZvRoNhsGkXv1A0CxB5WOYStPgZDvceGFWpgCDvsq2MDH351kjhQOQ0UM2SwftnDMnBchiBxRZLLUHlL365q3TV+NxuL3dR9Tuf6enlDJKn62Y34VhTm/SaWsmaAyoXPXEyAFYBKpe155ZjInLlOzCi8FLkgxhNYHQAdL+bLANPjrMokl+k03/V6H4Heifqv+yejh7P6vopb5dUByoFVkVLW3fjVr0F4T+K3LAEi9hZ67zAvkAwSY4LjyPCrpUkiqYpxH5yDx5Z5hMrJ9zw8LtVfqXAnb0H0yY+W7+gbxLwW8rP12XLICyJTWKgBQR1BbV+tV5NgIKjqt43AkuoWleK8JjFMatz+KzoAxcsE7GsXZnRgfV2OILS2xr4hMQRJ07KCLIWVvJxOYtDFHX7vnnehUJXTuGMIkd430YXw/UeheeZuX/X7wr3WIKWlQwmowMBUO73O4wZAKjFI8Hj092xa6HPjKoAd5dEIc8yrBlodS4M4cV44Du/59wW1BKYe7zDfeiblqGzP/5K6z/J9Gdc7EHXcml/7agcRiDtpAaXHa7NLMQNV9VFODZxiD8dAaD5LpXSWSsrXa+N7RYo8m2P+MGMvG/VMTL0QFEKrnq/f5E2Smbgxgq9LVwNu49kty0Id5kS+iKJnHamJHRSWjsy76SYIccmFJATWZrCaUKjf4mCAU3Q3R9+tHV5820/qar5utFKs/7g9RBzYmGUMs08M2pO3ccrhkBTENOBoSFS27Pc2a1XUbqbwHsy1IJjn+Bvx+fhdhxWff5LDVXvD34wpWHJCPu+m3mMDCgYsYA4LC1QgQaw7IujdbNgXx1Ily7gpNZ+lhNXixPMBGExEfwVGC//IS6d3h6o8IRIsi/cln0f2nnT9bvV81Wl7kFX4WeZ68HQRegLsWjE0MFLirov280PawifDH/OXvQgmbkYssx8kJR5FSFUBeCBiCQMu33dxyzNInOGRXYc6S/O9+MbG06jI/jRaHdy3AYPfEBcLK8Q+b6PaEJ6AlQMoU24s/A6YIRGNMjUkYAvfZBgsGLBCN1MHYkiY5tebdYMCMP/4VKBaF6fqjyV0t4xTK9PBrzAJSkcAdjPg2K0+u/h5HQASwAjBUE9a/z3tgi32HyUNQQC7QUIRIyA7NtmsSxSbMQhDxSeRJkiG6LQW3ntTQGogOgC4JAXUDb8R15/TcAKxcTdN5bZol4TmCJzYnTF1/u4MqFbPd0FHo3r3wERbXr2smqYR4gloWlruuIP6H6r7lvkuiPgRAnQwY7fiDI7GicNpz6CA2KoOET7UNHI5/pFzuD8HPW6CLN4MBlrK+2ie0357WQwnQKovD7eFF2rA/AhrEOXoMpZEMAijSzJKKkUI0uzabk7QAKPRet0SoAYwmNFBcI5CGZ51FhEGJhL9V0Doa9k7Exa3PdirDcMM30CHGQvv5AAgr6Ln4VVSWsben0Rr+MgAzxsxujdUg0jwjjbEBIhE8XHCtj8FuFEaH/xlO5CRhxfhgnDwD6jzqc+1PgT33OsPUmYQUVV99aOH9WYJlpqAKiXJ3JPA/Ql/zzmXeQZaFHdK6+FO3Hu8iDN/6wZYgJG0PCZg0in+tbQEJKv0cgJMR4B4BkpnKr5Dar5IUyhKi1oARjO+l3EB3EJIurd/dTe82ixKUDcq19JqqTfhthHwMYa5J7YyTY8sBqVKQgqSU5yweh5MQJ22L8JjUexGp1tfB+Mfk40bOSqYptaEcrubiht4GAhibyAmvbMmEkr9J9TYJPQB3p4HGy/0elF/YEeCFe9DGQCrd7pWq77VX7H0o2qXfSseB+t3P2OlheZpxHF1n+flS/pomXr3iO1BhsEjjVqfzm/EjRNPuo0BRtrwP00Hde2Ovt0Aa5+NJkCgFSo/ICbJ8Le/q46Yl+Ay0RZlcyu1ngONtvC8P0wLGBVgEizBCzw/F8BwpoIrgMRxGngtJar4fQYYLUD8Ibdk644G9ChzXcc5CM7Xi3KCPjYpqdNNfhn0s1OJ6hcaYF3EET1QDXoa//SDrw2Y329OICInew6TuirKwiOPncIEUIx9L+yW3xPSeG8XUgkqttgL0djIt+2hnB42/xj0gjiLIHUu3hZamAsXXW7viZYH0KVRxdC7sZb0kIHBMEZwicSoe5qmb9RHJK3GlVDkL9cr+bgaOA9J19R7vsEE2KHrkZbpwi7j7sAwggh13z7AxzfFxD7CYVdV7aTKEzHVn/Wv8wKy6OP39jdE3VfPSbHRREpO4Vy9Z+GN+bBfqYFH7gpYHXHaVpXTvf4FwS/vqBplr2gBRh2w/PcIoO6q8nhT7gCkDq3xIs4FgLoKYs9xPDZH49RVfKv4KzUguxNmpL5vEGZc6cP5laiZ40pRyM2paaSE68rvBNQJLJDqQWfEiCErHP30zSSn3HRDhiDUhKIVMEMy9dsczAgBohC/l2f3+/b8RJhziNknfAFqd32KephOA+BA5zkiVZQuCTnCA8kEuMQHiwdTDYOqyFVmItXfex+jxYs4Qu9GxEnak1FvsczKPX4E5H4eSultnrkbO1aBm0TjeJi5/6+41x6kXFoCFgYSyqbpCWQxqSzc/dHzZUIwNX/AESHrxhP+24Gqg4OSP9bBAmw4bcSRlqbEOwaQZRnxbgFOcuf95F8AKof3+CVMl+979EvD5VQ0/AeZnAFVpKWBXtb7pGJH61SQxhQtXMogUT5LEPWimVAaaPm7Eo6geKMYqcBA/myTvxTw/D4irCWOsF/GB/Na+A6JTfi4kVvHxadh1cflc3qf1CTRFeMlRZlaQXrVJIerrvT9qEAAj7fPRTwNOAsjg+hGU2GK+cuBV39vNC6kVY0io/2jTQRCIUlRHzkRUphUleX5vv0mKbGyvUw6IYnJ2uRvNJdYX+7AG6Lu2029ByQAPdne0pP2PSqMeJOqDwRQDFQETgr4Id5z6cdmioMQsLwJoFv71TzoV9p7BhqaCfEsLR0DSJk5FM55XwElrtsK7Lic3iYs3i/BrOXrr04Ierg56aHrOzyePh7vAdVUpztEjW+cuOIOGqIMDEfF60J2YoYo9ksyvF6lA5vv7S4+JnIMRk6caf2UfViLE0TVl0lY95nf9slkV8iT1WsD5MkuLN0A2QahlieLp0M1JXYdkgjSqlA22o+CrWurkAKiuzVX6M6/0WA3KEi34GQszhjapBHKFgUFQ2UyODFNYd5ivml8emN8viRpygRM9CdG18S/0uv7TgZQYfUX5YiZGorRCAlAyuYKsO+h+nMtiopitzW8iTMWDsrWox5u/pxno7/eCJByqcgYDFtMKdqWs1G+AAEUThB36IZeiXTg+hw/C18Sa3pejGcBGH9epH0UoIq0tQQYrA0gIv4CgM6eT8ApXh8CVOtIJkZnroDQFf8JUK3yXDpiLZ/rHBDOwp1gLCrIw9PziQtIibHqxbFyZ1m8INWATvzsXbEABBLEPI4gLklFmHNbNnxnHfkDJEL1h7gVAqLlhghnrNga0PdngHYzBvXZobN+LgvQifFKSlcKYJDn/DgLmnIMRgtxJuLE0GmNEv3uGB3lpfnHoJHjZagDYWpTyy1pa/bNOFs1KruLuqW70WKTsrghbt34JoAUW/BBsbDoQ6r9fED4V5mCN7eYPPksx+8W2URsn7dntEpi7lTgoPQMPJNBhKffOC+d0nWAKPtMi/cFmHq8U6mI3h+Fy9xHkzsSYQ8J9kF8GrtCO3gzpANVz1PlpNx1sTXS++GkepfF0M0PrClgUCLTbL9sVyle7LE44fF3eyvTF6UTK0Waamsr0/PdMKQjz+/JmQId56Ys/v40yt0sf98DEr/+R6ysdvfg5nXeFYmGXl879GrzQOKcSmnQcZ/fcQE8AOBm4iC1HuzCXaJnR6DEQFSkKKlxK0NgA+nXHQXRHDkGKbS/MErxIRCkNSJJTAJiCmAGLt6Hvh8YfmuzVfDpTQCpvNkcITVN4IT0I/yIyTBPiKTk0icHP+sDU1RoUvnzAVAVMGJ/BxhS88Xk4i+FNvCYwAwNmPovqIyWrrDjZ+G9Dd5CmvhcVnGLvln29wUeowQugKZs1oct9jrfKXdeaNdp1vNdLyPmlNYwRv0ORgCmi3QVQVCS2c84Dmq8XvzwaEgOlLb6LaHfFmFzP4DJrf6i3BGWBNKtzoYKMKzdtqHy83LckhBuHUeAJTud83lqgOVqvl1NLTVMtGOqNjowj8nxwPsXcDvjUAwqNPevGGAYgGKMdDASvi9FX8yoqkCPv/xir42L2Ds34pAMBzTN5E08je9tQQy0HKSs3zAsMku4y1x+3AF5UHl/E6z7jAmBZvMZQ2ygcgIdWJpG/GMn66dVIjkIX8Qr5qqr9yvg8OwXILAs9gCgDv2c3zJOA6H4baze5CdwWrSp13kZdHUj+8rez5lBROxCn9RvQfi/IW5Vvlc9KNUaqLq/qPs8vcWJa4g6oxXlrfuMQ4c/mYDIXhAm0XFfoKTf594g9ho8BMcJw4495y1/UoO7IdSFTjC9/rFW8gC2m73fc2VN3mNWaAkdk5DWnwdViOl6Uk74uVwXu5zBQN5F6eAZF8lqXosU/IhyZlIKKu0St1ikyWL+q8vmtQapcZhXEqRcYlLyA2GpEj3TRWrYO3Y067pEdaV3V/rt8khc4+QasERVFmErIAkpaivNsHc6xQfFmVR6DE6rRbiSxpCEZBl/0d7S+4+o9laOzmdwJ7e1BJaqprOdRVoCyh4D1+WU07jjnpvOXa9LhHfw1QU4LQAagzgu77Uwaji6ovVpZG/jTkZJvMGffs06EBAysxV7SAYuLiVtMs79FAMJI67Dr+n36392M013sIrzWOMdnqyBT5pzwiQswbjJvKoG0yP+r68TkXwGTA3Wxum5466LPx9GRTmgKwY0xXrRBkvju+4Sl+7Gze50GDoK2GHvtakAq0TlTUtVoKkwqXui+XrdcOKavPWg+1t/62/hX/wX/0V853d+J771W78V/+A/+A/if/qf/qd4r6r4qZ/6KXz3d383vvVbvxWf/OQn8b/9b//bw+UMdd8WX9uNw7uQACY2RS/nowroJHgV4FqB052OnTgqBqIGPsvJ2gFKalgAkKc3FZ9uHF+L6i/jjXD+U9HxSQGy3PH9LGw6/iIdP/tfhovosLzyD7ct4vskH1Za9md67ohH9Rb+w7W/+pB5l0VW/qj8Vl6MFbOhL/G3vZ951PZcioPM0+eCz4ucD3XOcLh/AHD4lf5w8mdxbsB+A3T19479mX9/B9APCPb4Q/l7ekewv+PhgieKm/4t/94Zf3ob6dT8ehPgJtDbZv5t6Ai3Ee5+ddvsPklRf6c95Eccg5INHTQvyHUmWhSIr/QaLQu1Z/yJxZHcR3TGfpdxOQL97od/G/Z9WFdP4Zrvd+2/EveqXjWceHGQ+r/+r/8LP/RDP4QPfOAD+O//+/8ef+2v/TX8h//hf4i/5+/5eyLOf/Af/Af4j/6j/wh/5I/8EfzFv/gX8W3f9m344R/+Yfzqr/7qQ2UFfhOo5H19Y7Z0S5avm5Pmp2ddvZOTNP331Cn9m/mszMUnE/OJiPG7RqQpvIBD5E/oLvQjtKq6DqK1r8R/4O+8m0aZz5sJnWt5VbdijR/5O3B3xmHyn7076aiV/WAJOZxb+TcxXRRe/rb2exA3gZYYvE3yE/AuJUzAasAjSAByELL9mvHNqDKZERxP9JO/l/L4Uq4oOjoDjfbMcXtFYhlKBSrOjg1jgkEnDZXR2gQcf7boJChE3opI+w07zPvv//v/Pj7+8Y/j537u5yLse77ne8KvqvjZn/1Z/Nv/9r+Nf/af/WcBAP/pf/qf4qMf/Sj+y//yv8S/8C/8C5fL2lXGxmDkLdG5rOLrqr/SsTwQ7JSG9hHaJCjajNAoIeetq5T6XncHox5WpSkCu3jWZDukhXvYRuA0geAKiDhs+GX1nvKRg/DmrXGO3NVFzlkVoGo7CkpxfE5IDWdVmCyS0kq7Vr+LbSh0joo4dlHpOVjY75lJC18k4CyjDk0FKJlkpR4sxdt9dJGde6Y/zQieQQc5rf5dMCQCHSbQcR2TAKL2qRG7xSLOHalZAfr1PwZQwyhD7P68EUfIoKJQXq9j3wxqwKRVN2brNg0UTse2ogXS7GDx3umNAQ+r+PgQdjWYYCJEvxQcoO8BTtskpxKrAX29uGHEtmmo+8Y0NPWghX3D1H3/9X/9X+P7v//78bt+1+/Cd33Xd+G3/tbfij/2x/5YvP/f//f/HV/60pfwyU9+MsI+8pGP4Ad/8Afxi7/4i8s83333XXzlK18pf0CanE9f24UhdQErBCjxB8RiINtfgtMzWCFKwntGE7NDTMwEGOYvHCKQk6XnL4v4QoAU6kAt8QN8NopXVHQZ5uq5VPUpqe5S3ed5jXeuZtNJrVdUeUd/vapHf9xHZSxSzRf92/pyHd7/sk5lnO/8XWqj5xvj1PrwpG9i/DpTwH8cfujPdt5tH+rvak7VeZiqP29jlWJQVYA3xKctwk/Pu6sBb6b+ewemqhPsNwm14G7he1MB1rDN1IdbvNN3tpFX/JraL9SBrhLcgM3+TB2o9DfUgbx+s9MGHkvt7+4YYBSowEVD1mkX+1nVx3TPrRdd7RfqPwlVn1q4Kuw5VYDqqjtS9enOaj6pvz3M/q64Fwepv/7X/zr+8B/+w/iNv/E34k//6T+Nf+Vf+Vfwr/6r/yr+xJ/4EwCAL33pSwCAj370oyXdRz/60XjX3ec+9zl85CMfib+Pf/zj4wVTfU2OuQJT/e3unFN90B0RgdW7A1A6TA/MhIiccph42ILoTOXocV2IeCWR1/paaPUIJWXCeUhgV2DwzL+oT/ujHlovicdVf5eBk/rkuntgRk40rlOzZ+bNmb7oAlmU0+dszLn6rmgPGggWdZ+DnxAI9rgbDFBq2pB0NpeCECq+oi4UhGowALSAUW8jLYxXdSdDK+wngjAtBwXKObkVAFpKPk/KWyed0R9xxV5LMP+572RhHv1smjb34uq+fd/x/d///fiZn/kZAMBv/a2/FX/1r/5V/JE/8kfwoz/6o8/K87Of/Sw+85nPxPNXvvIVfPzjHw/rPgDWAVKkpt11od7JQEpNL+kEMQBicvLwI+qWwJG0/wjIYn7V8S2/8wKu3GxR/bGKL9SBnRDo5BfP18qJ6vp70PtVHPe+xOK86+arP71SSnHkoXDkXCmqyQcadEWleZjlSdqukrTGR4pVddXrI9fWwJJwXa9iKd/XpdQu4XUSZ6YESPWa5Dz1Aab8CrEz03JxU3m/DskkiqHWA6kBxdR9NqVvgD7Bwu06IgzLQP9O01AB2lmvTbMOq05xQHP/Zp1hIOnhDL6RegHgvYhQyWkL8+KtbxTIM2NxBmq0Mz8ZYvHcqo/6XS3zuKjWqh1ts2uW4MNlabbNbpxQUgn6+EDHB2cvuBcHqe/+7u/Gb/pNv6mEfd/3fR/+i//ivwAAfOxjHwMAfPnLX8Z3f/d3R5wvf/nL+C2/5bcs8/zgBz+ID37wg1N4txBh5J7M0YE2E1oHBWdx0nEqMfCT48kiNQ6rfr2eh8TlALgmoPJ3BFDa4mdTGwD5+02nuF1q6kAFGBCD2sD5gkFJ2/PLuODE2MV5jB7uVlC0ELWG16nAV8TgcfBYuTvtn8B+Wa9WNO+dURlTHyzn5WHDnukugJ5PdmsXz32Q329Ij9spxEymnbnaW570HAeC3b/1z31Y+I789IcRaQEgT3ndntjtF4DhiHo+sC8Nt7o0QDd4y89jkGrPzdLrdjgNoNDzqiuV0mkL0zbMmmbgiDNkdr+fwPbnbJ2q5Fd7g9tP7oD4opBaox+CTngHCvadz6FVN3iIa3PwxdV9P/RDP4Rf+qVfKmH/6//6v+Lv+/v+PgDDiOJjH/sYvvCFL8T7r3zlK/iLf/Ev4hOf+MRDZaX1SF2YgSO8cEjimsJeasEycT7LsnNMB3EOx7BwOIvyj7iw0/eahBsI4OuSFO0DJ3GVvB5FjPp0c2/el7r2l2lLfYFSVu5FJSCWd9ye3g8Wvu7m51oANnclk1Wco3odtWlyDwLpUVIFwjBimWUzm3hGsct1UNYIMWEcl9bImRow1gur5vq+mCCsAF3dpxuHian4SE24ufpPco6SWjBVjfm+qy3LOn9gwp32uba/li6WtM7xQw1Y1IFUGm2rcP4hBAQnnYu2WPv5L6sP77gXl6R+8id/Ev/YP/aP4Wd+5mfwz/1z/xz+0l/6S/ijf/SP4o/+0T8KABAR/MRP/AR+/+///fiNv/E34nu+53vw7/w7/w5+3a/7dfiRH/mRh8qqOs/sqNER3gnNeILiZMDLuaLO4LGdg46LbxOXF2oHuFlXr7QoLXdW8S3UfdIASUjCyhuN6b0A0oDYwSnSoT4/7rQQyKNhGneeeRkjVhzcRmUKIccWfVnFYzUgq6yuutIvjzqZy4+mUd17pSQe9VplmRg1wsUfTlz9Sg/z8EWY12WFrTGE1jZFMhnGxw/iT3UL6cuY/yms+O3WdDUDjrhh3Sz9AMiTjjNRCrth3ZbJLS395IawKJSgutxPWtsdjcqf2N/yLnETdxEsuubYRaeh9Hk9wGuzeKe1KDCraLU1Lja98jmU5wIz4nGg1aivM4jx4UXP31WG8Z0v5IFg1bQMvLiQXhykfuAHfgB/6k/9KXz2s5/F7/t9vw/f8z3fg5/92Z/F7/7dvzvi/Ov/+r+Ov/t3/y7+5X/5X8Yv//Iv4x//x/9x/MIv/AI+9KEPPVTWpO6Lf/yXNv6AWIQlXve/gHOg4jnU3/HkKq4D1Gochf+0xpH2F+EEKgxKlA8DVgenXGsu5XRAongR/iod66mJu1jpDenGB58LA5iSLWCa7mqyJOScl7dBKn33CVNpzSNNeTVH5YszWKVRL+AWE63ISCsw6g1jnuRgfS2FP28L//bqoQKVGHH0eVnWtOezU2LfM9FhBr3bAhUhFZ/YXYAYqkG3bPPPZYhigJvXLw7DIitwRni9sryutzRJjzhyYWi9r7U8BuPAYM7jEWbq9lkUv0Vk5OXghPg8iJY2OeqPgtU6TkSAzWFNbO0tBjW4iZHXVUlKdPlltW9u95WvfAUf+chH8A/8ic/i9v/pwJbclm/MqYp9Zh7GaVhH71L8fiMwbPMUOyB243JwVz5Iew6+8GLgyaMSkybeg94fuLJ15jptMwdXoFkwNdNeBx4PB9otDulnCUro/RFAle/EEOCFt1GnZ+1FNUZUacXyQrQSxqOu4+c7iXSZh9SsprxHnLnMZ7hXBalSflOTxNyqgFLauQKYSWoS8ltJq7T0Wy6kBadb128Zvkq3enZiu0t9r/nrft4zis/asz/WsobE5Os4pKcnbeF23uoJgzBrpgO00IAJpIEKPA5EAqTlIEx9aENzy/D9hgCz/R2PO8zr05/herPuMJN9CKA3pXKIrtw068L0g+hB0JcFUwsgjpOk3+iEH6OwwcqtghG+//9+FX/9R38Gv/Irv4Jv//Zvx5F7re/uQ5OkACJKbeHVs1JIAvQI8XFmYK4GnCvz8koaLNLcKadOas1y/FfyNye9AgfvYmLZOZxQ3xFYBSjdAab0a6r+PP71Vq4bzu12Ytv6Xd18CPVj5wqqSzxnPcYzcXL+noDsmhrw4VZFfpdit2hRPSeI1v6j3M7n9QJYFgB15p9UgJ0wNzA8Ugl6s1bhq/orfD62WSYJTDHvPZr7zQLNDSdGE+x2dVflxZVCMBUfA5bNMv9kiMdXb6MWoJy5m7o4UpJCNaSIK5ZQgSw6q3eI5e7zoY+Hh+92iznTLxnhaut59K80WmI3tAvXS6vfb1ofPZrMcXzbS73DwTpY/5TKPfdag1Q3mAhC44Dk//QNnpURxau6Qtx8/hCZdBDTRfyejxz4KUydy+E4Pd4omSZWAtIxUDUA4n2oQ8DSWuSznRavSn57pq5wX2nJAbipq0dVTaBdqgHNTDkBgFf8olquBnyJth1l4xO2iaC1nh4HNK9X7uDdChCWqU/yvgdkyLrJFN5qd7E+tXKdHUFaDFI2Mf4CskBbNUeC2y8AF14pzJg68Po8U4yPJ3oC3/+xQTMNc2244zyZf9f9qYt9oSh9L04TJcO9XnETDqeR0b4xxUn1l61FqMdXxEslrYSdm4xHUx8qAZ1xgYLrjXytQarPunLYjLi9sa5X518WYNUXyhGYXHYxE7pK9pyOLFfxiVsCWgWo/KMZ7UFLYDoAI9FkpFg1iLondep06QUDjy+QqCtNfsAIhJsSwzg2Jww+/Drq6POhGlJ0fCKg43oxOLyqu4crUzmvCP1Xq3y0Blr6laXfJCAqEeyW1z1wWqsKveysxd12eTVj/iJuQQ9OX0dYdrvkWul1MGZHoAEEwzQ9TdnTWIPqR4R/xQQVjcdWn/telXKaO02PMjvj4OvVl5aTJwYxUBjl4V/qLaUQ8MTSteeqdeJaDent6tR8rUHKr+mI5/inno4Gmzu6v3Egyx7zlcaTjt6tVH/MiSUOVV/JvreJX7BRBE9me1fT5Uo+uvqoS05C4cOib/g3PzfRgGnz+P7OynP4L0B1gbamFMyqV/9ctYPH6Dtd4FUBHPgiyt4QyrtwwQLwhjALLoWk8GAs2lPwRF4ZTkaer8wUrTLlzNHmPVM/GK2ReW10v8/9ts4mcGKAuQpaq3ThZMq7Bxc+kIGJ17ykPz5rL0i1nn/qA2gqPiE/kPtTxgRRG4+kyFJJIJkuAqnYI4LQnhClO5tsXD4Q9G4AkUHNln0b1nkh5WRYGkJ4sfbsB5MVoO/FD9XfZpISfdsLvt7Ir9+ow7xfT9fnAGwQ4iUmLyVaUZ05LIjdIxSICE2Bp5gIOAc5ofhzc+pE7dxWk5KmeAZQDlwJYAlGBYgs742ATdCMKwikoioX9l80eoZQB0jkib0XP61u8R0gzRpJimQ18o0FKmR23rpwxcuV/R6huswxy3Byqx53Mj++NFC5K0RzntRnar5JimpgN+09dRA6Cl/4D6dPCz9dlg24up8tBMMsepm7pqWgp5lAXmPesCEH9/GqTcXehQHK5nHp8sJMnbtoiyK2GeJyWM7EwxzEQEB1UNjQXhAXERglgfaxZqNrxp5Y+luDTtxrDVKw75640/gHmCyzCqHqnOIDCMSbgM2RNA0vpjMQJf06m6jYCphW8SfMLSA2GhpqO45i9eoGEQxQVZLSADmBUlrOn8Hr2BHvVRbEKnxaNgWs0uQ1Fhs0ADDBSOz/4S+qV8+ZqFjg02E7rJ08dy4ZRhzkdcQ4fZO48wO9C+dA1IDruhHF4eKoIOdprlJtHvNOtAVV8uLERd2MOkEVY/80gEkzf2rvaRUJnADYnYHI/anFJ0omJvWKYwAlEJnAS7iZC1Ba9UN5J20B8X35QxX4hhhONOs+nwhlAVi3xEQmgFqpP86cgw5oXtBAR3HEvcSkI3/dHeszTLnaNYo0f0szT14HFeRqadKTA9E2qfuUpKcBUFWSol+XbECgxvWihsSaVSCslmyRO5w4g6GqYckXQ2egP8BIsNvUj/MdYEBjMPKBYwhDxon8c6AK0B4RmWcD0/vg7hHCZ+QXv5Sx9LAmRRU1l/krAFG8zHF+f1anRdhyP4sdFZPjnWXFvPL6E2C5Ob5bEY5PflD79swHZERRQPn0tE+Ckq/fmPPxBQNMqr9H+GtuuBtJMPZG/aWq+GBrLTQeaMC1y1D5KexOQs017VsH1qD8RIiv0/vu9QYptHFfgBM8TgeoVZpXcUccBma/V0UmRG1Vb2PY1/TMSXVKsqijgUqAF1GQBByNeHxFUUpZ4/s9AAK8ssiUxqZ2OXwoIAQWk5Qk1JHRd5rpNIFJIKHS836tq06mcXGCFAhJcepBYOo4rtYLupfM8usGlwfrbKoAA1QLLwB1BE5HDVqE3yN3xp/EfOKhB2iaAWHSHut0z/RJ2HNClHCFfcIdORfNX86dLRpQjJBXjGlpD7G6V2j9gh75Wiz15Dy1xTnIZ/iFEM8JgPJCy4Xn8S5O2NcapOI7KeHqgklaRZNDKWzlXmild1o7AZjHOSqeJyw/Y25Kj78EsQCYCkAjGgGU6LgB2uJuBlKbq/uQYZwOSODyPJf9QhM4LgOW4VeL4RzWbk+emxowbSQ5rTt1pkRJXJKzS6OklNiAJFxRZ1+l1xi/6643ASuwbUD7OjgiQE6rgBbG4HQETCswegC4Jp5twXtwGANZMWl3wwpFSFcFtUwUj30dAuEiqd0jzLR2J8DyX/qMSF5e2+IIhXmRLzB3pa27kKYYqJYNrJqOuZHn7rUGqZW6LzsALdz9B++POoy5hnuuT3riRiagupLtIUe1Yk+5CbZKBPbrFnfNos/ibKbuEwyAunE4qftSetoJqEZ5IsCGPGN1r6N8bQMyPnwaxg80oW18FZq/NuHVTM953e99AKLjlLg+L8c05E5c4IRm7tiUrl4apaYpM8YmwNtfvj9lv4SL4V5xTnoQ1wFKOazGP1TdFaB7wB1Myc4oBj8iSC1Na18HI4XEDTQJSnVydku/e0YUhY478ECKmfqR+XrZ23qgo8pc7FNOF5GEgIpzYYmqEb0xnY0dfRP2pAq7EGFH/gNkuAA+wWFdcR3U+jhdBTuO2ievtHcndYtXDloo04WSagoLMhZZseJDEnK/ENrBCfauXJd06pQ6dUhGe1CHnOAOrEU68tXDi8j2riR+c40M3btUogMcj8vBGK3VgK/iZPItc786Z17IvTgcHhD6AlCPgtOr9McBOEhreDl8L3V6IIOzv0jF56bePv9CMqO2TkJHW+N9fbsG4hDIztwjA7pgpKf3vROO/AFUnDGImF6r2GsOUrgGSv3dUdzgemSOv3LBhd+pptDiW3EnWLzz5w5YU/zGWgpXyADG8snPt4PUe4CfgSpGEhjS1ezvklRKT5s9HzWndnlyYANYxqwehhESB3V367zdjSlQrIHNz9RkUBcxyqDB3tbaWGnmX6j+FhW/zKjccer/nM2F5sqaP4gbqiqgcrOHgKwLCkdWWBcAkniN80ilJTPYXLf6u1+nI8cAGCdBTvItbfO+JUaOJSrE/EGTwHIBqw18W55UQWIdO2j585bDWqQsUv1NUhaFe35R/OGcpkE941zU149Se5yJPOAKtT7ec683SDUT9MNGH1H41QS9uhgKG7WI28ILLVgQvcI5rcoSTBN3Kra/jz+2viMw2gxkNi0AxSq+27ZPwHQTxWZmTmH158WHf9V5CTQOIN0fX1SW8VG0+Dgdtrh02gGG965E7TdwakWZ85dN0Jeqv6N+heBVBSoBwLdjXEtE+1UlH39KCjplHfOUqayHO7hzVRZhJ20+Aqp5uvog059Xgf29vBWY3anTPXe312NuzMxJWasFkOZIOrVrsTI6CHSA4nDJsQ0z+Q5iR8DEaa9MO96vCJrV1XuevVhTzoBJ6qs34TDvNDGweI7wgw55RYIT7ogzWIXfA7Z75fR4l9LpYiFoMG3Vis/4OQccfgdXA470Imr7t/Me1bJDGueVfol5Wxi+wJY80BsEmDhtp72pcqmG5lMljt7d5fDO2Mrr7ryYgzKucp8PcKmvlOYRt1qrZ3H5FxfA6Wq/PBKfooqnb8C9Mkb1OL24rlI8q9/REZTJ8peZ0St5RW3O3YrFi6QrjqQzNOE3D0tanvyNlKSO3JXOOOKI2HWu9RXdaRY8MTnNvUxpwjpglFch+VSLvtmKrxpOuPQ0JKk9VH9C8f2Ab0pTU4uTy3NVnPl347JEJbiycQ7Kct3GvZ0xTDQEPmSh+ot9qIxk8lMAl0haFw4jLQbNqdq1i+Xy+roQMSkagyywMqBojqUrZgpUyEqtU0amFBTWJSyPElmatNkJ8yu6YlDQ/fY78TvEnDwErJ3JXyR/zqpeWelG3tynj9SV59gBSHVJSQH7ykH6l2btPd/uXzWE3os1rEhNNlfKeSqu32p+vRGS1GSC/gpO799x/Wwe+oEJ0NPxRH0IF6X9AQBLRA5QSFUfg5TAVX+7he94ZxudfSPV3+bpQRIY+DaK2lR+8LMeruJTYBhRkIovU7q8NvxuybdZmEKIwEsQfAcgMVCMdaJe3/kw7zQTBE3Fd/UYIopp+0msKKgYeCz3jFAXu/itGxROoCMBVJwwEtfn4HqzzwpHjrFPWDDtpawetVYfQFX9nYBViXtWxAKrJf6546T9tmbrQbiHHU6DOyg5SVSeD63ryZpvOwi3DlyHn0/TsuVUKrQKLZPGyllk8GZY9+Ex7mTlggOgPL+e7iJAZXhn6y/kVd6t08dclVy9DjSp3sOs+mOpjIg330Kxqh6ru1nFF1Uw44cBNul3Kr5S/aUWwsGyHvhdo/wLEdkDt17Gj6XJZz/E3N1R+AMVcAS4wglxns9p4COOwWQRDlwDKI93OAWmyBfiXHVnfXTQ3Ut1n2ezAkcPPx2+lx2o0SxrnCLbyYBtEfmrv49W57UGKdklbi2+H/nO+95hrG5Q+v16uCOAOhvVk/YJ2vxtKj++8mhDlZ42UWxQ3GTHbaHu2zivAKsKWCunGFKGAtjU1XrjrNMwlhA8QSDYoKJ42rdIN6n+6M9b7BKWA5lQyQMDyQDiCqHtC++yG9IHYWdm6RzsZRCx/CgwkypVsTaofOgxXjWk6eoZANMmSiNEGlGqFJbcc66ZlLwutNXz7QPc0k/7VIu8y7AJ1mv4DnBd0mCwpLUo46E86HmiAwsJCEL5N3/JY5Hu0MVYJze5EobE/i0qvi64B6NRC7xKu19rkLqs7lt13JljgOoJBnW9WMGL5R0UP0lJp5PrwupvUlO9NQKoB3fH8y0Aq+5b3YyKpHoQoSYE6u0TR7X1PaEdEmqk3czOh5pMwsRXN0D3Da7uG3mM+yecGgpRRYl/UxpzojueTXUFAKdGFqXrxqJ/DlABh6q/6QzXvfJHlgirTdrfG1E0CIxLYP5mjbUNdXgvDLk3NtrO/ZYVWx6zmLjq50mtE+0+AqxVHzqBPGJESBA4KvSoxodk4DmAhJN1vyqPAYhowzF46aF0dlhFljxt6ILp6HEnNnARqbs3Qd0nEMgZYAQNIp3BAcq/b+7BdXlvohb3DADsaTruOWABfDA395hCYnLuCv7XpanzjhXYvqlavkO8ISPEocISiyCKMIRg1Z9z8q4SrCVT5x8RqW8qt5gsHewXEsvKPD3SFvTSFGn6FeDFFJ38U1kH/tXzS7ujvO8AVPH3NaMtOPmWfO5tdK+D20mch91VgAKVfeAeHYq7w9enZ5OsPUx4zZ1U5uqXrl9rkLorSUVfyXJxqXOcR05xvAAecReAqhRxNCFXcZ/rxIi+AwpZ5KXRBJ+Z2sNIgi39NlRDiw5S4mW1Wu8qdgdfGktAgSdspooTmPJvSEwCjNJqP6godh03YPhVSYI89wQ4nW+D8CyJ6NWcA25Uh98xQyVt+TKnX/b6pIaX+c1UQzIPN/3frAPEpEyv1Db7FWrxLceVpR+pBtkQZQK0R5nDtga7GlBQ30ecnkevz5ETquYBU8uMZJTPgHKSd3f31j1wR4LyOk/c5lElFu6E0RCvQEwLoxla4y5lhTsg9WZIUjvi6vz5JWoHLiZq7BWcZBHu60XQDibqabxXKk5zsQUgIYAmTc2rOvAWe1h7ibtFfk5MNa5QquUKduQ+kyvyRoDd6IkNsI9xbDKUe6His3Q7EcyU/gYBDmOCQiD1YEV9vdy56i+knBJGX7wFJSN1X6T19w5G6Jd7Dl8waFo659DPt3OM7m6WfiRVCCUve1HRtpfp/z6tVmrAwoeerGGeJx2gOv3ote/ZFtp8palXwMnfMUDJcbzL5Grm3UZwA6F8l2MezIxgZgxaW6Isfn0RpLb7Ub6J3ZmU07ivo4nq71Z/p/mvyjso45XdJeC6uPAv1a2dc4q9pkzMKsGq6tPyvMX72rebsPl6Pbc13bIe6flsVy0368L1ywaX9rzCAL3fvEoQyGki5nNaV3oiLX9S8tGaZ8RPv8PQ0fv0H1U4yzpz72ffHc3+q3AY1WegY/qh9L7FmWjFIm0PP02LTHup7ot4d9tNU2qiXXfaVMuUYyTW9vdM95pLUifWfZ0j4cXKHFJnJNn1ibMa2D4AHH5nplwZN10Ri2dkqDie9AEA7g8A6mem3HBiDwnqRmrAcmbKOSzKu9dnt7e7DPUfMKz5nkx6SnWTQLcd0G18CFE3QHazBFTKU8fVSEAYUYx9S/8Ux2NcvMY/L+/CuGEOncdpoiQZXrh24vbR/OLvQ4LzQIFuZhyhOr4I6+/ZH2cQ0h9qP1SZC6ShcAmr34EXUoC314bn+ujglIgWQnuUduGWt2mVCLO/HCdr7yMrZhK00nWnS7ron76t6ENRxnrVtsXcEr8rs7UtqsXpaMg9PyW/1621YnarPvRXT9dG+zUHKaTI2NrLg+ib8jkRNJLcpUHEEY1nKQtDFnG/IW7BifGru20VkFQT3YVU+bEVH0KSmfakCKScaK3UfamME/gdE4PO7CNXVctdoaLYVMY7MdWfDjPzPeqZON7J5pgD9y34Dvv06+aIkXpGSqGnbL3QM59VaRRohSCtD524LgGHsiVDyimrOETdqfRL9vWddTmm40GBhCqrKEG4GYBal/XtwFU1uFuCkaA8T5ncgyHqcS5plHtdda5rr/ND7mRcr0qKrzVITZxU507oVYQ3hpq5uCW7/0hdVmGyeP+s0X7Q9fo8JkTczbxKR2pcPYEcZuvAqUJ+MBcImCoWfZbPuOYn9548XGO1JYEWNyCQjHvakqAS7hLivindEcNKYoj6tUhAMcSot0iMfo39JAsbN3MQ68yAcoRhKy7oVYCngd6j+dC0m6SFEX4hQ6U5y0BD4Lpa2iW61KKiKU2KWXZbj9P6fkqnc5yoXMl0BB7VPfJzpqQX9uh4nMV9IwwnnsbfeOgvx4/Tq3gWhKWSL0wwd2hpY6wZBFdXJzFQrtyLgsMV19khZ18RxEbV/8QEw/uzLiQrtgJkQwvUDyPOYDVLUk5AhzMV3zg1BZLDoDDDCh3ANIwoRpZ5LdKoT37HB/CWzbcx2Ph7N7Xmr2iYMut80D8PrV65Oi1mMWCZrhDSnHT+eQhAbMwJgDhrxiV7jjZvNJ82ge42xu4XQPYEvNWkL9KVrb0CJo1qTgYXi644pbQFnHRuK2dxNmwT0DTUE29SGxiZf6NNPFZOe1ZxaMr1UwEehbt7iuPLqw1HtQ+tHcBpo0kvybFxXz4dR2P3WoMUfE9KEDNpOnxGj4BF3fmdD9NExmrCo+cr7usFVI3w1GLHbE0uW2uaC3Vk4Ckb9HBg6nHac6+q2LVFiszL6jA+vzEgapfhF7dY870mAGA/5TMkrWNgeXgY7yR4P4ZYDvQh9wGxs7srVjjDBqGUdnRK64DwgmAd1qooLqKtxwAonqf83PPDq/YtARQTyAPQWiXvd1BGttRO8XKEwF3m5vciV/SpPyt5BFQucoi6xIYWj92M7UwliI6+Ijitpy+tyTfhxgm3nIkNYTg3MXMGq8nCg5+sCEUqE1nOdaiNwYqoRwW/JEVb5deBZ4rTeSiJm8UfrV6CUPJo5ayULNR9WpeINP1CtQhkizUHtfV7fYXObRjfWngh8QPFHkf1PkP5LSN1t5x7AJWx8jtaQ+LNs77JzOihuo8osf2x0B5GEye1XL47qvIR4XyQoD48Ow4qWoC25M99LFEmSyl8acf0HnOze9x4JvA6Aqtev/5eF6H3DuMfuqjUKryW+0bsScmOofID2oE3I8BCg7fl4tehI4pFGfhE6foYTZyX0lA0P1UhOS5/R/4+UR9yDKTTnPDZar++z+AYrPk3zooJZWdghdanB47Nx/kwL5+f6nAIIO7ts9pCdI96+GWwQ61n6j/zjzNTw7gCyOuXFEIS1iOIIdEnzuXpQcP7OE18gaU7k3SkTZqjWrqZvcetwoueN48Ihd+pplE/KeOvCmBLQCnZkMZBPd9NxsWJkKKqUrFzUxR5jAlNVZrzrptynpIvwvB+0owW7SpqwNJh3PZjN6Vl4nmBCV2+4nGUHk5jFZwH5l/+87T0fqUGLBaDaHGQ8bjodR3n8GdAuWW4Dl6ayb8Je1LxqVacTGb4ZB+rJyY+cvEAqKL7hckak30BUHPm5/4HGcHjMkodBkBN5LoESFwZpVP1r0zS7AxpHVPONy06VFTLZ+Bdkhom414Dt1kzq0EHASDepYVgP9uFBzv1vL1BpDnsAGQOIbIRiqM4QoNZ6NpKIj0sR8M7pJqhWp255hx/N6pgAhh4N81fQxxaNypueIHUaBypBoUy6+HPWAxX2JICUEfg9IyyuVxdhQc9UoonlVFVQLbWPTh/PsVpi3BUt3t1v+IO6eTV8DcBpERRTNCL1R7agNq3xQW6Ni0FqgR1RH38d2I7j+NPR3SO/KvnO04caIwwzELAeJ+bqiOCEoCpAn4ZqaqT/7xjwAm0yjMpyGHdDWAEdobDwUbB1n0poWiha3G4Nxaj15jA7LDK3g99WOfOT4Bq744O9gSVnyHBI6yS8QFpfy43ggCpOr06RzSrvmvOkX3PMvYdiM+CW3hoGJBcvQYHl4uMr0jqIMzNVwri36WjtEVt2Nbnsvunbs8MDoblcXeSnrtnBVg+l5hxC1ZsR5GOWPJkzWqCHko/YRGn1O1OM+R0UE4SM+CfFdDevRGSVFj3MTDFas5w/1rl8NN0kYxXVRcHBSpNDAegDlgHAxNbLgdAVVR/tJKdIKlmwPE649VNkdTOfAwUsgUrUBUzUJBx/52/Vo9aAaqC1Su6ILxKIGNXoIhiV1f0DbWf+McIDdDcWGIAUT3blebDi1WnJKdoDngwLkpjcIE31wXHk4ctm5GKtU0oHr/z2zQs5/occ1wLUN2roQ85INg0xzTYAfUPLWrMByggW2V0FQkW44VzBxIS1Iin8OvGAuCyu0qGxeKPyihx+b06WDaC2gGNCbVlFgYBnqwvouY/7NfVwpuo/cK/olEe4GO8OSOAwiB0P4Dcqog81uUt6wIC7KN633N1St+Nswp/I6z7quGEhSG5iiTwNJ+DeI89jAIKoDwWHXx3DK9waH1xNf8SgI7SrMq+w70kJ9fzYtOHLKBafL0AON1z1vkifkLeSar3Td/jmjskiP/Cui8B6qQODFBn8ZbUbs7qgE6UdAxY/KXjBKMEqwBj6ExoFhUQcbk4B/1o30ysQCdiRQNg+07K/cvziAFGM02gBoNRpGPOLdMeTfOla2C1DO9+J5Ta0h35cSHcy/S8qS1n1Y3nPZmSOEqxird4Lu+Y/h1UeXlw9wr9amXfBaKDcOAE3Jp7rUHKb0EPWgFUiYgNJOhL5LEntRtQCSD7zKlMrgPBYkL3ZNri3VX9eSZnq/RqGtaVdNY2AGtw03xmaLeZ7qq/HWPRxG3jlmYXgCWyzRvnqiPfZ3qI4pATmsjGjfg+lBihHUP23AKqIxnHA87pURR7RCUTXHr1ylaNg5CYIYg9S/ut4QRiZyDpAKXjBJpfDyWb2FVUubWrALCNIdTdLITFImyAH/4t3eQGEG44EeEVg84s/QK04oGadOCnaVwI8rKscz5icoczSU/eUZwlKFGFiuoOtXnw/uJGUL/eNaBgPxL/yzQlf+n7C22b2nQSBzgHojdC3bc1dR+AYrGXg1zTKcfd8ptEMfB90HtCUOcTJ7YaOMeFDlQ+GSMPqWkATFc75Z4A2sxuBRRQ8r8xozXUfQgV4gAgu2ZIBbuO64g2Fdw8XCTu13uS8U4geCLAGMAldqYpAeshCtH6zhfrqIMG0yEYKia26HsuWGVfUJ/fAShPdwWAV2bkAO89ucSkYdUXaj3zb1szw490J9KUzRkn5DuSIRHdsNlVUbIbM6IK7HYllQgUW2DUYFpoL42YHB8UByo1EMy1MVv6dSLZAW0FSIfMWWszg0FGn490nzqaB8vhO3GH8Rcg4WClHubPhQZRJTYpecxxazllG2FRfqS/4C4ZmDzQX2+Eug9aO47VfNN8pokvPPm1DaDmokFLx+Ue1Wfl1gYNi0oegFZ9J+jsiaAS19pwOzALWrRmkq6trQqP71mQMYWicOVpRLEyMs8yV8257mpjZjJzvAoegsYSUSpAna1gIWvRFbOwqtRJXgN4HKDcz7/9oHSlWTOH9P9v7+1jdTuu8vBnzT7XNybUdh0U27fE4NJIoZACTRrXgFRQLCUBhUBpUSK3uAWRAolKGgkSCk6LIDXwQ4gmoEStVBBqgIIEKY3aVKmTkkY1TuLEtEBIgrACBeyotZybD2zfs2f9/lifM3v2+3HuubbP9Zl73/POO3v2fM961lqzZsa4IfFTKqz3su6PkiRJ1U22sdcuk3SYaddB+u808ZgjvllrthR5pX14w2+kEZGAbdX1gDZwBpLDOGtz/ig8V8oj1iyHjxd0wOc3AaMzKPO7a1Xpycnas42ua4Phe/u0047teKJByg6YdZFWJ4oTX1P36TcYrs4AEIMGQNzs2nNgbTx3mdPKo2s4QnghAHl5E2D2ADNYUlk+60anrz9kMGMKoqEZUVLziYrPJCmEGkilKjFkCLWeSVVy25PkWRhu6CBE1Tj4/uQH3jhhjuqCVsbMzgzomhsfgWSeLW9rG/dAZRtj18oIByApoJ0uD4j0VHK4AtZUqrMCBkx2Sn2kvayM7XsDpD9dPasfk6oqq/FDLfCz+1BgBn9kydd2Xvn+MjOiQOyXyn4vpIEYpTQ7Ls5VedwByNrAsTm/Fqcj+ou4Vt0jDsZNfMLwkdUr543u90ZmgAdhkYhPt5yO/m74qaO4Abgu6rxjOz4l1H22mdc7wwa/dYCZ06KZH10iSGtSStwqt8A3cjZOGC0xG3ZQGkDYcFLeAKhyeOYg7beXU4HIOGK24yOMk64kZ7BVAtu6A5OaHwcwEQO1ytpFIcakhKwUEhBSELObdCsVEEtDV5KrNuQ4I/LTKzIHOaIFO+7+2epc4lC1FDeN2GQoXzqTMyEPBmaN7Hd5DoFqcxkVOpSpMrWelNmvRAFQFJjsNmRT79mp8nIavSv0BsYQlEzsA5QYhNlVfIS5AoVV3aels9qz7fZNOGLZyCOl+tk4glk3/aIBpLyO5N/uCZWgN7wBCiHa12qY0+rmzPA5ZH43vXqRHNI6gV6O6Hzo7yLvEXh0QOVzPWF+lmrdCCzFl7ZPmeb5d8QpN5RceenfZfbYGZDb3IkGqaZBeIUhSoO3kT5y36U5xt2zIbKtte2Ac9/YDSntptybyrADIfSENnF13PnZVHuu2HEpSzhkSgSDlGiR0yeGkl6VItiLmsyRbT/XluKHuzjwsv1Wu6evvzNAberATC0aoBpBsbk0aF19F8xwGFr0605JHehm6aObkNu82PtL4gmjIdJtZQE6JruHi3wNMPLRsGTx0xA6Qwjzc97MO6p7RroUtCtg5Pf2eW5dy5Fd130X59L7o7T88OPFA7QMaGrOjSpBLKs6qnqreG/jHcltACmhw3s05I5RTzRIUWWQnsLsC7OEsHYxNR8QKgp04c79aZqAWv1ZJl1L9gjI6DqpK+PitaRW7EZdwyHlNCn1PaUI/agNZEjfgczMkhBVEuZYD+dlEulI6ExS63HBzLJHqZAttDMKM2aRlVBQdF1PwkEFcYqFcv4IrJB7odpGymtaxulfLJdrTrp382GzI9ZyK0Dpc1dbbYtIRvhzuRBSlIJC8W+WyyX190RxzNREDJC0a1Eb6gbg0I47YzDccAIk2gKQ97up/wim+pNJUlWSkn1UQDVTPx9rMthYrf8C4awgrExOMImUCpjV3B5u7doBnTMBKZ6l4T8To9hIbgNKnlWOuR8X+NrPMcR7reMlQDXzezCg2HgiatLlrj38YS4Y7fbdSFn5+VHdCIRXwje5p466rxowcUya3JmEZldiT8MzYBnBphRxlWCuDdaVjmrBxgZkJMLcxUUHVimOBOe/EugqPyR/jqBij5skK4GCnjgghLIlXHMtQjSrAFJV7p2KqPRmMMAKWApiNiUMpGSzpy2khzJp1KShetvLFmuzM4KH1Byj/Bnwzb5Nn7Zlkb40CmkENWUyyl8ju9FDA04ZmNj9U4kLJadiqr5e9af9bRaCkJZzqy4DfQQQMQiFYm3KuO1ZT6UmJshZiupHdfUwIJeqwNtK/MQIoGJoP0NUbHlNGMHZOxH2Ad+p/KwO1twZ5DKS9ACEZXh+T/Jgj7JNiupBa2TlRtYmOd8cd5QH5bpxW48GeeHTNwP8KmANwhdNswZUfZuuRdvI8O3g6KkCUjrwG0KNuFOo7XQ0HbBR9ZffAZY9PA7a7vrRns0LaRmvWU9eoGt6v097bWJwiseGehkhBaUdJDjaKK18qJ/CVFlnDyvRcvVfUy8lhblOo/bxuIPyX6QbZbs9i02zedD2g2jU/V56k0KmWaOKtaswSW8Bqr/fS9JNlpVqzGCqWscLjluNC7HugSNVIcrzgqwG1HKSMUfBcPh8MRSQwsB4RjPaGc6pPK413HmrjPubuItM7EdtvS18QCs2denQHWWs9nO2oU/L0+cNoEZqwFyErTizwk81TPG2+mwAqU3t1tDWHdvsRIMUTJIqidNSrpRr4uAAPW8HYZ1k75d2UqzNpcaNiL/FHzV8IsyZC2TP1Eh4ynSQTh6kq34W4tFMfjOaUOCRNmMflWJAEVZ5lUR6mqmAqhCxucIJ4yFULUScJBS77L2gl6QM4pywbdBbV27fyJ/jdYlNz99N2FiaMwClNNtHPMQiRx8D3EhSIUEBU1LzmSRVVN1XVIqdirCgFpe0BKFECAnbYYtD3VdBqqwVSeoQ8myu8kZlQqHiBjVzZjoAMJe0nYGdqCdOccHZs3GGBaqiVxArAM8IVX1HrBs+rgczi5o7qQv399CHhzSV+3W8ltZHSv7Ws04LVob8qL7mz5oWT0bnaB/e0C17TF22W6bQqmHHmlujURuiUor0lJGkmgNmkQZtYV9z8dnK8GsJzO8AxWkAZ9Cz9LaUw92WwdjNpzSoyIl3Bisv0yon2T1Q4slqUmzqmGzpJ5NRUM3Ua2w3qxJhZjEvpypWfMKFE8g3+Qo4FfUDEn9Wo3RfY3JACqjJxyiO6uKxrdi8tfmP5NwopA93z3Z1o7djFr+3sKAqZKyq+aZSl8BEjINSpb19fSr5YcBneSRJCtGeDUhR8W0FBChwCfcmakGbRmEoEZu/1eqPC+bCYeGqIhg7Omp7NBt70c47BDE1a0dnpnKjcRfXALMVNto9kNYGKa02PB2knOZa07+9n9r0GmeYskIPtqnIhhpjGj3n9nnjbwFsdTPvxbq1NtjkusbcKq2pO9Eg1XPBSTCRRlSR2UBpaMGXGsw7kuO7SXPg9uqonJ6VmRKxNFVKD0odi+6POHFLIw5PwcWBqqEKkYmtW5hFn3GarERNJmaYL7t8pEQurPyUADInbaKpAxW4moKOmogSeFAT91KA1ePuxgsanVFFsugzEEOWvuS3fVwdaFlQKGcd8I3Q+xyosv6IIutaDDBVOdoK0k+FVN1H6YZkzd+oejBaXb8qxWfbRGxhDjaJa1uM9Uh/MQdSy41GUWMMkeP0c2MlvFcxNgCHsf+SujzvrR/750CiV5xoR0Q+9rLuORlbOoeWadniTjRIuSSl6jsGwpACNsDMqk3DTMWH9K4whUkKi/Qsn8i0K0RHc4YTpy93Dg/67URd4nDzbjdHG6AylCVOA2HEzdliUWWwXV6n+1lM1cmk1l0AqBJmhBqQSCWpKsoiUfcVsKoEUYGJRLvINU4vt/4wRaAT08EozWtfs4Eg0kZUI7p8KVSAA7dpIu2QfQ8cxuwuLfkG0pP6J2IclNn9ofqryYgi2jMbURgzAWTrPuBAJanKxaWqmZOKr0p5ZdO2jkVl+DxNI+xsp6fr2pcxfGZEAXZDHsr7p1jWuHy+2u5wxJywOqw2df9wZa6uAYzsX+ImfCcA2pdIj+LzDnHSxF+1zRkRhz6DxwVRN7jMLSit2VWSKtuj7OfmecYdd9yBm266CVdeeSW+5Eu+BD/6oz+KfKUBM+MNb3gDbrjhBlx55ZW49dZb8fGPf3zvvEhPxiSGr0+B4zt/PA6P4xCP3yF9x5/X7tPF69Pw5wZg3L03iCeNJD3p70D7dlBmV7fkuG69kNO0D8V3JZixRGXZ3FsrxUcJWeWCWsXab1aCNlf9cHwOOZ4fpmdCBPU9tSqrWPmYFVqKw4nAhiSHSwtU2yYRb48CIKOyfiVJCUurvgAj/ZSKg1JxQBUHNONMmXHGvjv/Ff45xBX67Irm2aH/PlNmnJkO0zvxOTPNkmepnv9UKqapYiqqliytdIciVp8uAKeBz923tUcwR107UajhFvGxfCfHHYYjhrwJcB4fog1YzWdTn25yizndfSwpXv/k03/NmjnTJOrCF/GeJB+jz2R6dqOfO7hjB6mf+ImfwFve8hb87M/+LD7ykY/gJ37iJ/CTP/mTePOb3+xxfvInfxJvetOb8Na3vhX33HMPnv70p+NFL3oRHnnkkWMtS8Oxp7nRDxAP4xSWB5INEow/C6llZTDmNIb5deE53yGgYksaHkbDsnj0DFyJJ3dgYMRvINR8yCekh3lzXtMw+SEfyZNViTmt3vzci5zWh9audt/XUSJkl8xR8zUMc2MHk7RUulpY8iUwa/ydVFUo1q5y2EQVk/6e7DcxJmTpraZPK+EZgIZVYV/OVM+1iTIEGO4apG2rhmfDIM629u8AaZF2F86prBmoGtDr8xh29KDcI7eFy9koQY7ir6W3Ezf1ODjeUMYVd+zqvv/5P/8nXvayl+Ebv/EbAQBf/MVfjF/+5V/G+9//fikjM37mZ34GP/zDP4yXvexlAIBf/MVfxHXXXYe3v/3tePnLX75XfqbicjE9EepsFOFO1X3mNyOJrO4TAwLLIA00xnLUjACvj5LfUz91z5q8UzzW2dRvyKOIorcOA2CKzc0M+NGgFaCia1NV5WxX84kKhrUgckWDqPjsXD5SC68gppK37dFhJWpMdn6fqBMLs4cTsf8m7aiY+9y0nXkrF5Wi4JJVqAMv1iXz6dygx+gocRRuJIEg7L30lNV9E4nkVIr61XBiKhVX0Azb4CuGEwFcli8BocpONTZG4JAnl1ovVPHPXNQcnTBldR9N/r65ygRMxsjoOAAgF2jGhl+fezZGC4GrjbkWpxppqmBh/WXzmxHzs5la3IYjPxv5fZ5E+2Qr22aOpfctkcYII40mp0OU4vVjK2PzxlMa1nYVYjheV1WCntnj5zJA56yV0my08s3u2CWpr/7qr8Zdd92Fj33sYwCA3/md38H73vc+vOQlLwEA3H///XjggQdw6623+jtXX301br75Ztx9993DNB999FGcP3+++QBYShwjKcafsX768OW7a2q4VZXgFu6AsJ7GKK9R+cACFlli6svuar8mDUpp0SLM1w38Gy4ZmWl6TWGutjPVX21Ve67ic7UgNepAVwmm5wZGWbVXk5Tm91chjDeOy208NekY0qWF3wArQGsksWTQyp8DqphoxgHNqv7TT1FV4EAN2Kjy6FDDDnFFen6mUQ3WSKNUnDF1H6nKr+hG46T28z1bxMIEFpaPAU9BI6WEGhBLicX7hBtpak2iaaSfHLfzc0rD86U+3DpnmQ6P0mn8uw8mr8pWOu2TcqfPQhWYP5dKlbdKcwc0L1VrV6bw2CWp17/+9Th//jye85znYJomzPOMN77xjbjtttsAAA888AAA4Lrrrmveu+666/xZ7+688078yI/8yGqe25hgUm5myE4x3PJEhRF/3ljOaUZDMNqxsfs0fICn9JHLYWBEidmyzSL5Hauj18nOZ0tp92UcDhgDKuUL/YQKwI7FAbJFn3DaJpjFmpFhnwAckZ9tq+3KkZdJaIM2bNLzombK8GR2mxo8lV4pVSg8lcvMqj0kNVsGNVT5EPQ7pTNoHuk36C1RRih1PUY7wnddETCRWDIUIkykd0sRY9bOKiQWgnLXl4GxUCXS8WCXisrAR2ssYeOV9KSJPKatSGviUT+X+4aNIdYYHubkcnpNNmkOUhqj6NPJ73Z5N/XjtrhNUtuI196uz+nSO6evu7iezu7gjh2kfvVXfxVve9vb8Eu/9Ev4si/7Mtx33314zWteg3PnzuH2228/Upo/+IM/iNe+9rX++/z583jWs54FW2sCOkCxAWJgkAe1IbvGtXfc4s8GdwKw4WQ4osuqPxv4SxVfKoeVr5lkQvUZaG4UJkaynIpnVEk271r8orlb3JLSscYkoOq+JyLCrMXLonclFpWhElIUCFfNmYgBXKuruUzd54ejqn+k1Gj3SyXTd/9QYiIvwcTch4A0SLt8KdZwOhDqJCiTVg5ILPpsDelMmVEg+6XO0Oxxz9AMAlzSAgKwemfrgBXAzJNIsSiYqLp131QZMxMOaXJLv0lVs5XNEo711PwDT9MZClbmROtcrW3cClet/FjGJNU0+JMK0FTuMn7t0OM0V9ABC5bTdNPvbX7r/EQ2oh5aN64jnndw5FI/NBfzPE3uHOfI7lhRbyeX5+8idwN79dvXrjP22EHq+7//+/H617/e15ae+9zn4hOf+ATuvPNO3H777bj++usBAA8++CBuuOEGf+/BBx/EV37lVw7TPHv2LM6ePbt8kFEpg1UeWT1AUTpuhLsBj/UBflxukW7uwB3iexk59OcuXOVE2KYMwjDCENGPDojEG9N1jwsnPsSkm3vVrxLUXApQq+6HiYrMLCslRcmLPc+Hzub6jwasARH024EpgxcCvC6J25PTJSRO3cN4EckmqcU3fxhG6BpUMnIoYDd+cGMIXZM6cD/83Z5zFys26dNDABMRZu14W0ushVBkcRGVCLOe8TeXipkJB8hq34qpFsGfUuXwYAZqFZUfV2WoFMB7Czr51r1UQEhZmTlMUomvFSfC73FTPEu/kXC6CZSxoUUiDBlFb8sMigRsksBWXcprU9wjs12PM0Zx+gsKuOIcgbqptEcZj31N6nOf+xxKaZOdpgm1Cgty00034frrr8ddd93lz8+fP4977rkHt9xyy3EXZ/fGUPac8m9g4zrXkT6a9nDtKT0z5nJRDuRnacbk8nfpLd5frE1R54euUVFaq8p7lJDWihBrRWndavuntObmWPlkLj3n7+Luri4NhL6TMXhEo/hLt7EERlQTCDns5jUcZH+Alqv3kIDLAEqByT7NehXCbx8zX4935ljDMn8xv0huB2XGGao4KLEG5laB+ilqmr6wAiSoOXoa0MTtOpV1YfoePev7g7v4nDqifaf192tfjO4dSmkDAapN2DJ9L5nHC5P2Zu2rL4Pl7++nQBqNzot0x0G7tuZx/Ah57JLUS1/6UrzxjW/EjTfeiC/7si/Dhz/8Yfz0T/80vuM7vgOAcFavec1r8GM/9mN49rOfjZtuugl33HEHzp07h2/+5m8+7uK4a9algIUE449WuLhI6CILwjFQHWwGnJuXAxhbALqFIik3qvWpicOzo44qq/WiWFYJ8ST4Day1zcAnmBXZypspbpJfGOyqP1s/MbVHIdbLEOEEVrSVrKcbsBoaLuUhToXIIJWvnNjFkTYmKcEkthPfkbj34OJXEllO1C3ZGyjJD2t3CTODiWaNiTiBTQCP7FeaMUHA42w5FNUfiQGESVwHuhFwUkAblohFQjpkXdFiwhm19DvkggOqbtziln50IFIWCsos0lqcsWiWl5JDNUpMkGPJJg6Vn45PQMc0y5hEWvv0AW7jWIebWLDKOLWq8UoX5PA8v9d+0yjcrH518IsGBqEWZ7i63OddfhfyLlVu8sllsHf9OQO9WOa0YFDPvVHsuPEj0bH2NAluH16kO3aQevOb34w77rgD3/u934tPfvKTOHfuHP7JP/kneMMb3uBxfuAHfgCf/exn8cpXvhIPP/wwvvZrvxbvfOc78bSnPe24i9O4ZoEvSSVrA3kRNiJUexeiHZiLAuiAzIC6yHZQ6NZwYvCu08pkZJtnixIHOzEA6M5gY1OT2oG0Mp/c4hC66K4qnplrEtMp3YjSrT4pouazgEcuVHzJFJ27d3bom3Fb5kkVnMIw7q6uZYr1oy2QuPGs6ssSVZZMCAY8JlWJNHOgwORrWWobOam6b61cZi49g6XPSAmqMhf27hmaMaOg0owzRe4WmwvhkCuICVM1FWPx8gIAFTUv1sNkqRhz1FQ2ymN8j4dL3LGaL9SDeQ5kU3KgYy7z88HcGYJaH4fDCCQMPhBMo+XRYsw6czPonjXQPRa3BnT7JLGhgLSI023xuAhHzJdAPrvE7vz587j66qvxN1/+YyhXXOkDxsVqIExeIZyNDzZCLOBSF5795tb8OCJeUfs9VEFsKleuq8a1U905qVI4mfzyxPFOAXzX/5T9+p1ODSD3i7lxmQS1pikkIj95AHE4KhFwUGpDbM1wYiq2bhKSBAGu6sqt2hyNkzj3rAKsXJybP6yqQqyEwzqBGWoOr2btajbvasmqadZQXVra1hHbZkfckguYVZuYYUt9ippsW93Nf4We6FCo+ukOEzGeNl1w6elp5YIaTVScNT+JJGX+K+gQtiZ1kIwoitvp5TaVENsTJerWgkOVqA55wmN8gJkLLvCER+sBZhQ8Vic8Mp9BRcEj8wEenSVO9j96OOHCfCD7rg4n6YtKmA8Lai3gSqiHJNIVE3Ao31QBO2adKoVJc/KbWbX5TSXtYfnbqutM2dg/ik/Zv5aG7lIf5t3Hb55z+zx1Ta+abwBlxZiCut9b3XGAlGecC5GeNWEtfV3QNgLmxx7Bvb/6w/jUpz6Fq666ajXfE312HyM4s039lS1LnHFW4miksWGwetbK0u8yOeoem5zMXiq+7E8AHJodEqu/zMUJAug7amhRpLa2sM1mH66FGQ1GU9kQAbUCXIpMPLvJVWcaGxet3HXVtQu7LJGr8Ff58j4Aequv527Z+m8DJUBVSuhAy+BuDzWg5eH93nHZboq/8l6/4u0m2F3ztZGSCYiCWl5zak+EsP1JslZkwHSGDjER+3pSIcYBxE9kxhW24www2ZlTiy5BquCQZ0ws6r4DnkAqaRUlE5VD3p2VOZBtBtW3J5jqjyH3U0nfiNhNpgerkLMjOZmeM6SUSb2W9yv5hnXAN6yjBlvjXZfmUH4WPbPhd55/iPHgtIOl3MQD1V8GmqwG9EEq9XX6w5F3Xw4Ze/FjyWy0ZT0WceUi3JJeWEd1Ebt+2bXYJxqkzPGKf2PEgfMB04+cARfSrG/t6RoLRET6jYovD1Qb8Fv8mSPsVX9NcbtKxtpcytQIB9s0yfukWN8hVDZLvVDBCehG/ApGgZolKxWR5NnVTFX3ECimahmikYLINsWLwZ6KfVEucwL6O69depSeo6TdcrZ3mzVyCnrsKr/03W/4zWq/OAYp/L4+BZNWM5gHc1eYZC2RdTsBgFklMAbJ+pR+iz9M3QlwQCUUtzgESqxFAgrE5PUMbUC0cXNbc+a8U9tnBqJRAzYI1fnRxl88HyBEr7JbMIo67nvVH2OZhzOWMLA0E/vxWFmsf1s7GP3JRGFLnZ8wt8K5J8zdz94JJx2kekIx8u+QRCbePfe0xkbvSJMW7+UxlrJtwjJH6AS4nywpLuVv13GySFipPrZI3YKV5mzcqe/MXJ5oLX5dk+LIz5KplWQdAgDVAlZiauefi9ZVJDBRPdrVeyGvGA1zfyYYCKDqLfz26o4G2bt2dmcdkDmI9H5qumX6Ec/UgJZP8xgG7XAwchoO6Yo4hy+ZoCOkrQOIWvXA90wxDhpJytaKsgm/3P0l+5lIb+AlP6W+UnFjm5kLqMClLtbvmasfFDwz47DY6SGybiUnpst9U8witbO3hzSG7d2DrpNSCe5tIflXjxrjPc2Ffk40XZPnTOdvAIbi/X5++m+PkzYq90ygxsvMjZeZdI46oxdxh2XPdWI44MPmkId3le9doj1Hdh2N5UV4movUPcsTe/R7gzvZIAUMqNqe7zPHwOmSHUa3P/vm06WbieKCc8sjNdUtrOwA07yYnxZlUqDRNNxSijQDQwAy4iESkk+nnqJWO8sv9mVKMYu+L++4CtFOIzBuW60JPRwsZ7g5t29AlQErLoLM9XJpgI12hepva/un6uU9cwS1akzsc0NkGtY9NfEojyihN2FzHbzFSWtYzbFCLjElo4hkAn5AM4pKN2fUb+tTWZIik7B8oMkXQ9ekiNSqL6z7XN1XJvGDcFAlrZmL161ymMXMelMvEMdcyRqg7LsCxKKwqlWlEEzvPGnkZJSDpGYlRmN0QUBYsEIsNZnhN2wbYACtVDRi7lKTjH9nADKUsXnHEJUlIExXr+KzRLK1rTN8UAMmq7s+SPM/j+WMAWtqwGH87C6CZjUuAXkLOmOAatbcNxZw3Z14kOIV/76J9FLLMMFMlPbIrLEo7Ad+SmubGpC0DJmLbNLt8rCwhuPMrFvH5gVQpbJzvOeqDjYCkO+HCmMGJR9eHFZkqMYJ+pyUhq8MJaTUVmyJvJomNZPVZ8a2PvEGiDTNDN3A0RRPDZfo7dQCVC7RMK/RM4qwmL8hQUV4gBlBjp0KQGeXsvoLEE3aKiphTeAAKS8Ra1PrNfKkG3gJmNWWmiHSlhwunFV8WfUn64pA7N9iXYukBMCt37orgMfamJFAxcDMwpp+yM3ajZG1eJZH5jNWnjfdNJpXQCuZQbc3cBtuCRlYOkChm9NQyRHjNIazoCl7Qq+mbR4n1+3v2uT2VfUBJx2k1tDZEDyj/sg1gzB050Ox+CI6PxdtjePpOblRWD+3HHzstOvklyu647bd5vgkQAwYDGSq7ZkyOk7Ik9LyslnWLAYD6cZWW3dqy02VQLpPiWoQQbtHvGTCgJCk1naac/p2NeAOfePlyYQKKkVqgtRUXTh1L2/XIcI0ZMDhVgCl+Eb3O+Il60ZKIKRtms/jM7VfbKidcYBZzdFlw63tnzJJyk6q6Ntv0p1pouYT/4QJUBXfBDn5vIquT0+fiIOA23vCCg7LjJnl5PvDouFEmGvV9iyoqt6rDDF+MKvUdGRSqPtiPtp89r6pAV6sbcfVRg82Skw9CDSghMFLGTx5JW2K+eTxkciLAVWuoo01jrmVzXSM7/JypjL1qkEY8wegUQOmSDQI29tRepVaD+cwKwq1YTlbJlLmdbs70SDlDUMDf3ZdW3gnNyMJPhKGTTdkZ3YsZxrZi8VV9TeTphtYwwVcK0u6zdT8nmaF7inheCdPePu2NAh6hYfOKDfpM3UCNW2gWBiAqGbpplJ0nb2tPbH4pQ6h+mPEcUlSRIMIOICN2xXIPeZ7qAaT0LuaIJKTlrNhQL3tpcFNpRQ5rAwkaxrr4wRA0mTcCA3xac3vCVAQ0r1Q6E9CT5t9UXFG1XwTyfUdV+ia1Bmz9ANadV9ysWKl61NEOOQZBRUzFRzyhMJVbu4tMsBmkbvkHQWoBrBAulYl6DPXgjqpn3TN0mqp6j4G5Dpn7YhW3RcTxJktt1TtAUuo/lFUf9bjuYc3MoiU0jagKTL+oAA8tPpLfldk1EhYNBQU8b3+URBXNKS6IZoPNnui0m350yt7uwaIAG/QHqBGKr4cJ5/ksYs70SB1bG5XADoiB9KcF5hHvfbVwoqvp4WjrLl70INbmoicH3KeaIGU7U06fV7d7LYJZ+DFKpUZEeE0SZHWumwyUTKJZgUCst8x+6VttjV6AFQO4z7KSjLrmhKOMjRhayUYB7bPWkpFTQRuno9qBYRUlS3/KH3ySRb+O5XbwRrKKIAA1vM+iDCB/fcEBlEYaoAVRJXKyqWJeqitWhe26r70YfNTqP0cbNJk6AlcRvX0u98sK2q8DRN5MFca68DcDSMw68JhINn7gRhUa/ExyJuDiUod1KgB+/eaPIf1bNDrmB0NvSPXaLX2ACdzJxukMpdggzeF7/K6d+Gl6kvPK0DCCXIqRy5Cpluuouv8PkgtqnNz8a6fgg7AdVz2nuvlCKgmaaVVGWtLQ7UqZTYwEnqquRcpST6JIs+NykLsScuoyaX2L3o0kxyVZBJGozpc6dOtm22RuPK2deG1NULJdoK1QoSy385IDMpAubPS7zUz452dEvAMNqTpxvqTGlZAwMJVfHp2HwF+IK3V3IxTjIE3tRyDMKnuqaLgkCqI5aBgQFS6M4VF4MwFtUhqhypJMWRD9VzEkGImxlxFkhIBnbQcBVxEx8dAqKutGdnGc1BiVw2ZGtDmvhksJInKVX+E1qDBGqHDD01Wftvz1Nc9PmHlt6dvFkZWoZSnpx+4E/3NaZxZGRhq0CNp9ZJUow3qw1JJe2bnyKMzNUxDa1dAiBd+ivg70umTDVLAsrJdo210vHM7XZxLo9zHbWs61nBlPmETFzfUoxtYUUwSCrO7OH8MOmdcDZe4WIKb/gp46fqUzy1KjZROrLby2cRiPUmbEqG2V2uJxXOdoERwc3X2IgtsTJITSP+1kL7SxFaO3iVQ7+0ejPuWx7oOEi2p6epTWqafAcoMA6Jj7PnRwSrWohI4meWfnYaue6VMJVgQ6sAC3dek7WdXblip5EOYFboOqYiKD4QL0M28VFB0/WjmApQAKavZIYtaT9KY9FxAwlwZh1NRwGXMNQhUqYIsFQSaip99x8b8sI4Bs96zghdjKKSBXSVu49nmFrXv9TxGAzZ5fnXPLc5IxQckINFwYvgJMAv1nS0nMNatATm/a5lb3GB9nFnU9zLjGvGj0u3Y3XDb7xY3NHygFL4CUN5wFOXcdWYc+ynoT0nHg89anPx79MMGaff6CId7t6CJPVFFEGqPOyp3x4U1rkufm7Blqd26lpXkskGOjGx5n8JYw4uS3sV4nWnk9oYEGnoxakjqPms50uqPo7o+D3YAbMuUpS2o5Z/ut3K/SWE5nF2NZ0A4ISS0ouBn5wPaiRb9lSF+QjslMM1qSTLGhdECOfpG9ed+bFcibsOOWBDHbiL1hHTgXxDaQR59GoxlnCa9UTj286fpkvKlcbmSW4LEwL+HO4pl3sXkZ+5kS1KUpi8dgUDt61YyWOiF16Ouc2tJyd7sl7IBaFyhc4sDf4UvGhvjshjIRLGwq+PcuToyJiys/ZyTS5PCT3wm6BE3qTJpwhhRso2cpRJqIVdZiKQneRXNF7U669TQCErc66B1w+xiwzgga+e0BwdRb/+jAa2KcawiWaghBxPSCfMxuR6Q+vUnW0MqgFyeCDNjj3u8rDbMhFnXCO20iQrIuhPipl4UlZ5KnP3HRL7h95AnPU6p4LBMjVQFAIfEOKx2NgmhVrHWYRSwHuXFnMcSBeNUEMYuoNgnxaxXQsPVfSAsVX82lzS5XsLoVXtA6kZO43klDo+e6bxpJCxYWQb7qjb4XYJD0AIJp3jeSVbQevKgkKN176bwm9waGC6YhBTWgeoC2Le4Ew1SubIN57H1JXV9/B06aQRIo3dpMdo1WgpfAJbOIFK/6UUSSGMAAI9PSURBVOF7UZ46v6XrF81ZUr3qDxBQIZKDY92iDzGybH1KwcNuTvXNlzb5ktGFn/vH5HPBT0nX9I34oYoOsmhZQCHOSwmKvqyWfSwE1RR/A/Romn+XG3qNwHs9Naw5XVvrHO1Lo2wjTeLmeT9PjQm4WNdvCM4GFJOfiG6npsvduQc6piYEbfD2IlGvVgATx3FGGaQMYGcSgKhUfH2KK3CICRfKBT+k9oKq/iZiXHBgAi5MthI2qcVgwQyWsahEWdR77ODk4QpGTCynqvfjPZ1huVD9QYjkwuAgzZ21+TgEsCEARcPm9h0DGYWqO0xUA5Q7/1D1Z+U2epAByxiQVBBK/jUSthP5HEUaAZT/7hB+D3Ayd6ru28PtClCbnnkf9QNyEH8T9933s6W5UOfldG1QA2is9PIHg++1+nBOhzqDCupeC/Wdqffcus8+XgyN6zp4iuywovrbhQuMpIYvL9qbVvx75zMuHDePCOszeMz25jfIOzZAmBZxgJK+S/+bcni/SbiGCtDWvPKJGIhTMiROGHbkCxtt7U6kf4bd8YUE8tRXua9Efk6xL2i3dRH5Xqj+jPHrwkdp9umtqfV6f9JoR36juvbpj8rVp5PrMShDMy1H7Yl1ktBM601u1Gd9+BHciZakLrbyjVshcjsBE68XxQlRFyFzWJ4PtWESLok7J08d55cGZWK0QiWS4vmA1WdeiBrpuOGAvmRrAs5Pk8Z3ls7lkFBpZDaTw9jJ8mYlhi5taaJtE0k6FpZuW4k26Nt6C1BZlc2Ml7Th22XklIiaADt3uhCFIq4bSRASsc0Q279pMMKIg1/Tx0CaNrEq2SRdUrP1poni+0DLMKmkSFoqGy8T9Mw+hl9AKUJMbSwsZxRwEelpJrmKg4lwqPuq7Gil2SWpCRd40vaZcFhnr/U8FRARZkCsBBmoXEET9KR8kxSklC7ZIFlqsp2gHqep+8Z1bXi3cOWB6i8P9a5HN4WtxtG0R/40pWIDr85rGVqdui75PR1eprOIDyBvTs8FtL1maxXJNGgft8oIOJGy30dzJxukgJ0aNQMNj0bfIF7jNoTTljjN854z4m5gcAKVnKwNYtiAbrM0+hg3gsLN0R2wzDzdwMsPkoWYkHO82+yfMvVLUyGnwnpagJp520TwEWkzEaH7LxJHTjqQGEXfYfmxaD/DRSPGzEe3TpKpQ97OsX6nlICMKCpIakRezHotX+rgxr+Jc/FYHjMBEjXg1Eigfd6INnFjCYRfVICyV5ZAqu5ToEpWmpZ+VdWhqckYcvyRlbVCTo+otg5FYm5euOBCuYAZhIknXKgTaikozLiiHHh/XZhmr8dh1WMmmPUQ2gAYlNh/11BVtp4hGzh+06/ND2dCciPBupa9d9KjxTzqCarPr9Hc7IBuAwY0v5fPIuVmm4d3EgL4+umIBLgZvFJGjUowFbTZg4UjutQoCzPzlF0ftqs7VfdtcxcBUGtpUfJvyyM7aobyoL8zp2UA2HFkztj0fk5xFKg8rOG9V8rpH2r8RgTb6BTVy6o/DcwMYlgAagscycQoCkCj8EZHGt4m7ijboyPl2HHrdQBz6MnEbJOc1hbRgQlyVh9R/i33PhXEhwjql3WsCSP1X2zmDUvAWBfza0P8d9povPqBD8w0QqJFusFvm8DjEwZBCxVg9mseDjI5bu74/N2lu5iIKXxoATh6B6kMTfwlkR/mR6nM3iaDOmwMp64Nj/Bpykgr4Ud3J1+SWnOZpdnBUTcf9opzBBZkwZHlPNKkaeIptfY9T0Co0YDFGX6eVOaUkhoQhEhLiYQzYd3AJhg3auoWisKaRaERDpAaaMClJ+N8q4JgJT8hSR5zHEpbUoNU5Y/NNqM/jXzUjgsgI/h+KHsjNvKyUxX2vxTflg9bY6OJZcTTnxxhQgYYSTtW0o3RrKeKk3wXkssJ5eBXMWCoSNaSqQim9guAEjCaQMigJfmzdpmcDFERV8HbCX/iB3wzL6QcMxEO7Jp5ECa91ZchZwJemCYZIlTFiELb6tCvaYHfkgwGeCJwlYtdbOx6v6k1n/ekSvn5RHHqVX8mefR+rbOfgk85r/G4ou53Gh4+V4aqRIqymD8Pr4UVn5VLx/tCqkqFoJRXWzgbUPD6bZSw1iq9q1sBpU0AvetcuXxBChiOuFWVXo7f+3MSI+Zuzw514p8Gik+QHN4lnSeJW/A40UWYtQKuxgopJMrqBLax7tPwNLBD3WKThnXiWDAZVQWIVa0oucY5DxSF4OSH3UmlRyQxOTByiuO0CVo4AyhOB+TmIg8kLZvI5GkP2pdUtZeqlYmONR5ruxh5byz6aBm2q8vqPk1Fzo9QsGLolfcU34wkTSWOxmkAOY/hUtKkypMyQFa550tM1wUEbQ1DVqcqgANUnNHbqM5AzgucwXiMDnEFFRRMOEMzDmkGFcYZnrUewEGpqFxRC2EqehQTKkop2gasB88q+ChD5GfxWYfZSRR+VqXEBYyRWp5mb1shHBhMTZhmU0+j+zWafQBs9Hvt/c3ptXdD5/qAYzznrhyqA7EM68Ozy9aAezna8lp6vmvylzdI7eNG4HOUODs4J5Yt6izD07PFaPa0QgJpQGkATLnczQBhKOFNXFuXjvsz65bDLLfeVtbRz7heNKjMIMUujrIZOxkk2MvQqNXZjjHaw+VGDrxrqRJbEaNtm9d9/apPfEAdxgVwAmOg3DSpGWxA2wcBSOxhWDWuWCMCmYElyiERHjco61ohEQrHuoBt+JWTQcSyjxm+wZdBfucVA2nzb0kH5VK6L0v8InWz96fdP2brh/2Q8oFt4JQNYBJD4ewEN8Mu/LQZqIAEVhvm5mgadMO4nw5LBOsnpsdfjvM+feevVuhELmBjeLUSf0GHumKNHG+LQJ1/RwJ6eYHUDh20Ct8j0Onj5jijdDbRyy7/NW6mCU8TK3MglF6yyQ0AXNKqUWOxh3ZQUPcxjpQS1+ZxKSayijq2f4qNwtcoqKsOXS1DTZ2FsArna+f4MQNcgzCTqiTzgil7AiEAOlmx+u+AVw1tZt0bNeAMhJC0lGRBtFJaLtNo50TzRaEcjGD7j0QtVTlLSQWV2K/AKAg/gfW08SI34FLxk8ntCg0rsRhctNc2xJoUUEydltuGAGiece0EAySgJOo+kahmVFX5iXQ2k6j4DlFxqJLRxBUXyuTN9FiZFCAZh3Xyq+3nUqTkTKhF7h1zG0OzpuFl/zJk7JEODt9zZJuxGXJhItMGtZ/5zShHS8sI1Z1xB8bURIMmhkbDGQu1HtEgjYE/05dgnCxOx1B0asBezZjLlxrMv/3RBnrYO6M7G6fZFuDhHeL07vICKWDcgmudlR6vvpvCMzisxR0x9tzn35Vpk744D4oRznr0fgLl52uD0vyNmjAVZjGRU4YM3/DbsnN5hkYFOOXpikANZ0ZDYM0JmTLwS20wzHdfJ++7JNpNbm835z6TTLXGYVL7vRwMCtwc+8BkKSbUeaygZao/A58sUTmgdb9NFZqlrmUhofW2v+FsT7eNE5PQKiPO/wPrlfWEM5hxyHIu4wHNOKOAeYYOMNMhCMCZMuMQExgzzpSKihmVCQdl1rRJTk8vcm4glSLGpmwAb9sg0vmJuX1tY691qQKT3+yrD/JGA0+CYm74kNUY5H+XDGXf/R5mQ1/92Qp3LY3RM6saVt63Eo7UgKPyLsJX6E0TbxC+EZx2dUeYqicbpI5Im4avbQCorSC2pSgjcOlHahBDLEZwP17SWn+bXnqhASXu3kVMqoWfw9+8m/w99yffacZzeJtZq35X47BxhHG6emManow0DCSyWqM3LGmawuq7aOogV+0+GQOr3Lgj8nCRLlNILambmZPd8xTSlZmk291N/m3h0Nt1QS6dWVe1KsJhIcZA5X55vyRmoSDbwSR1H1VMXMEEV+tVVfUd0IxKpgYsmIuc71dJ1IClMLjGWX+2ry7W+IwpQRj9+A+pylLdpzWltn+b2q6ASoMUnMAux0cCEpsvlPgSmw7peXPqQ4rbG1kY3+XAl+OkMooaMBd4WfxMS1qpet3l6Zrdsc4E2j3Bkw1S6rYh/OqyxSjcCPEozgjgdmEv+jTXAAlt+iNi2yUx4MpkRjSqvwRGWaqy6zrs0sOw7rONw5x0a+SXIcZ+lDCP8ELZ3iuO8rgKxQKZkgmfhNdKvrhdkxrQKmA2ZkZwQJQ2S27uBLPgy6ecmwVYS6QGM5mz6m+b61ewmkcqpVj+aNakKhGI1XqvirGAqfgKFz0Dj3Hofjm1XK7aKL5viRk4RMGMCpCp6CTHCoZdP5LHTYYrGzWz7oitYAXPWa36gBmyLjVDJKNJVX9c1LqPDmUtC4yz5UA25xbgsXLojXFhmkCqIjxTS1gT8ozKusuLqzAwtqsuEfulajfUfdT7rX+rqcioQW5nzBJQhOaAQ93WAcVC3WbgYmXjmOO9is9BgwNMsnqwebcdRtFn3g6ZK7VxjAWvtQC9PtG+RbtwB69d3IhWHtGdaJBK42y3yDuGL5gTXgnflvbILVn78XMsJ6M/ynHQDtz+uU8sy3YAWNaQ9nzkd3BxoAli4Gq/rNdMX5TUgK7G0UnfX4XBRhRy3RNRtfUsI/Q7TwRKpsreLJp3wLvHzfrFkRp1mMWCTV9xTtzyhl0B+6qAldepGHZte4kPc0hSyeqPktVfVQYizxPvy6asxpEnlZiqHAGgMHWSlCRQUHEAyfOAKyYkYwm9huNAbxKumP1W4ZkoSVIiVTFiD5Ucp0Qouj5FbslJLkkJk5TqkcWGVDcu0pcW35icXv1nrzUgsOg0eTKKs5jSCcwcvHr/IP8+rUUGGWS6PIL5JQUl7sKXCW+aP2sjePjOgI5tA7VdyeaJBinYIF3jBLa9n8FnEG5+GoVvCtvF6QBbvN6N9j6OSxgrlQvwWbFMG4BvgE7i5jp/UDpBD168Sw44wcaxx/cSMcAeBwE4Vle1bCNd9LdyOGhRSG7e9WyyAG/t9BguWQqk4HAbNKcE+tsgcX0g+PqBJ2FAwm39kNamKKn3enWfgtIMkaCIROqaVRqbSe6IAoskVXUgVYesAOiBEkzbydo0f8j3XwGxyZcBv96DVb13oKtYBzTjQPdzmdpvVtVfJVUNlqoH1xImKpg1PbtqhCkxJg5M2mEOUlGHRvXnfUNOOB2oyBioJtbQH+0SKNGsk6Z4a2Djv9P0WBtRbFXi1t8nvmpFCCAOReZlYQZ1y251pGfmcdd3NqS1izvZILXBbWVqN4FPJswjpyzCroxzLlSzcY7Rcd+a1ACobJwBKwMf7XMjQUpBIm4PUmtsZJoZLccqf8gmuRF6AxTS9xLFtxPTfR2KEVcyMJIZH0f9laL4weucDltHpC0mypx/LRs0O8pm8LktkqVf08C5vzakvTLhRK3IboTA2gnmN1Ai5fZnVeVRNas3xiGzqv7Qqvt4wgU+AGPGAU045AlMFWe44BAFTIxDOxGCWdR0RvjBvlF6jYLlk0aKqlftLMAKSW/WlbAzPGOGbDi+QJMq6CoeU+u+wozHyoHn8lg5RCE5qOlCnVXdR5i5ysn7BtamEwVUcvSGhYFsMEYpXPuKbJOw/dYx6Am5zrWzAMzEmGPe9GpAKHNheWfmzsuZn1FKjxDX3gx6YTQ1keN4/mgEyeycnduIhpZu5LKRJxtMg+H0yGmPps5TCqT6XjS3EWTW/QuAGnXKLqA0yrcfkX06a6zcCET699LzhvlP9VpIUva899tzTlKAMWQcHFxTjGY1OBWst/SzaIxGbZGvwzCpKyfhHGMDw5x+bXeZUCyfGVDl4lshd8ygd1bf+Nm2Teq0DFwmOW608kOc/mDSVfF4UCmquWEFvfpvkwuI0r+qMjXpSRSRUl6XpFiPS+IKJooLErmmfVKhDiwjdR9J2mbdR8okSZhJMDogepM/QkIALAwqXHL0cWbeTgXIwRwCaCWf9C6A2MLQj9M8X82l9HrDBgMc5LwHNGDXsb5KF/s4lsUWywppdh4+a7pgQKeatbo93ckGKR28o17L5sMSsHz1qAC12xQ/ZmeE3LLPDP7oOWL+5sNpnaPL8dTP2d8AllHMzCnGjPFDaO0SwyaB9iuvT+XKhKWfAWmoU9DUIakBvbwxA/yYm536KBlS2N6aBFSRSaZUO857iu9x1iIBVgMlFjJZFah9bxQDM1eXsA5ZJCaA3M8gvWBQ/FdgxiEVl57MWm4GY9J6VU7qNO+Lbs6AHBiKSjFFmYL2mg+9eRfpWg9iVGZZg0JFpVnUfYXCBL3qmlURI425CnhRKahaZzHJZxQ3YOHYiEzQw5HNOEIHcYnxipoU33YnFdjvp7L+JILcpabpjgwdnN/q6LSppyMOJcYr4ttUaowsahfuiaIFJerCEuPj0y2/iy3j7whOytkTWs0rcXZ56o+A3l/dsWwnGqSYus4CGu5lCPoWxtvDeucSxbAw2H9AjDitTc8T8I5M1fPkaZgZI74IKcHry2it+5LfnTED6L9JJzaEw2XWd00FSOldA6O0FmRg55feEYrdeUh6dYTWhjlUjFDCDuJohwRUEmWz6i8mcGfp50DVc7odFdk0wyht5l0pA8P2CMm3GW/MLA1ARdV6FSBMeIwOcKCHtso+JDGhOKBZpBTMOCizHFtEMw54QiXGGVQcKghO0Nt5Wdd89M4WO2jWSmxdZnDvB89CjDEmVYtOpJcjMvxwWZBs4j3ADBBwhvRYJALOlkM99gg4y4duyn6hTihcwBMwM2HWNc/K1feOsX9zO1e59buqLTNSUOCoOj5qUiOyMVZQoOBIx/q5yysYta5DjTBbGokxjLzQMoDZ5t9PdE/pZyADGuZpKOCnMbs++lfcrvQrJ+wMIy3bwzw9rd1G9zp3WZyC3tCLMdCvB+7Tk5sA6lK6tfJ2E3Q1bppcPkj6SbYt/85st598G9Pr3g8zYJtN4TfikIlAW7VE9o2y9PXduVJApMD5RysNAVgcv0S8+vESbZiEXicjviKz6DO19uuNJSAWfjNC1Ve5tfwzY4p2T5UdDmvf9g8uwXHf2LBjaKMquU3iJPVgaOR3OukcSboiPTGd4mJEOyndT0l3dV93WnoqWHtaug7q5N/IXPmHmzD2dBK2+Xvp1A6Pn+IMaI+ngTYfe3dRvj79Lr3hOMrDfgP9O7Kjlc/gWd8+2S+qa2rCd5WgzJ1sSSrdhLfgNHI8xkJK9ZdoECensQvh29boa5zNMQ2oRVGN21OOKxaB7Ye+p0xOY3Zue6eS3xM3pojjXVlwVmmKSY6hISFxTNxyis0MXO6fsrWCsPRTqz9QG4aQ1PzMP0pprbSPSF7JHNmZPLUeMytEazeo6g9WpiR1DXPa7IIJNmDSMoGMyUfVGTwjDCqqAg8qMFHBYZ0AIlzQSwUrgAtsfsIFTHiMD2QjLduVGaxXwutaEBig6hKSbd2Vo5rCgrKvY083MzAV7VO7ooNBfovvAasJOsTaz9R9c5lxpsxiKEIVZ0rFXIG5EKYqRhm1ECYmVGaAi1r7qeBRtRSFuwOWtT/9GA0OdZ/eaRaoJEANPyA5mCRiGzc2hMg7cmFkoeHtemu2aG3jEpDuw0IYUdgcSOMshzvDmTuIVvyb3Ab6swokNHiNU/xEOzMt7q+3Z1L6vYM70SCFgrASa4iOuNyYWfXnfdl1rA/EnMeuHb7B8TLV43V9/dMg6YHKrzKwucbthByp/rwNTC2l6gdb0HaLPeRJrus9Vdd7Ok7diT0jncLedyC5Oo9Z98woiFSb5E3lln2Xr+ggbxT5bVaBRqx8bSGDJZa7qWL9as+hYW2k79lRULWS6zRmLrArIWcuns8hy+6kUic8ZtZz9QBnaMYE2ad0hkX1d1AqCutdTiyQLgfD6j4mAgpko+ykZSgK1JOCFbfFbhrVhkXR9igKeqLuKzhQmz8AOOAZFQVMhDN66OwZKjhDs1zdAsIVZfaTJg5ZNvZWJsxTRa0hSdp6Jtt1u0iXRFfSDeKx1QEMvY2XrcETTxTMUcMgmUpQwagHH04dn5mqGG9pDjYAxmgZOw0vaPzW2IvbhSML75MWBBDjn7uI+cXeZb5xSzxLbzHmO4CyMqwBl60bc9mNJp5odZ8tcnpHJb//Npc7Y1vbbOuovd3gxePGrG3UkgffI3/nFhybq+jyJzd6nx61cXodf+/NnWiA5pN7+V6UcKVBCbo0xk3Y6A3yP7yMR1tz2uxSezRMixJMU++50Yi+ElfLJ+u+rP7TUyrM0MLUgXNSFc4gVRFCw6AGG2KGbvunREptAco6c2149W1iSsv4Nn+r+vNLEFFD7YdO1Qfpu2J96CrEaNCF6s9AJKnwFoUFkAonQ7RXAaL9DXT0hdLvJp0uDO0z1rIxxnHW8hrWYzAQ92Ka+vi70L1BnRf1xHr5exq9izv5kpTq6IRZj85vDLI4uA7u/OZyuzXMfMOt0EoDj4YGDb2bog1TOiqYNdxf8ivB9pWTNLedO7NC2MWF1gb229hoy8dHJYcI34Mg0HC7bqXHSJIYRUEQ5/mFKg+JiEYaualYE90635Lqz9K1GDaWgDXVH6skGqq/oWPYwPQyJ3nMn1udBDxIxRQ1okAF1YILVOSKCzAOVJKaasVjNKkkdYADFku6iWc90rW6NGU36AKy18lUcxMx8sZpsMl34QzI4EDWMugtEFELSqRABIpTKDC7JDVzwQFVoAAHXHBQRQY7UyoOy+xS1OQgboAqDVxrKoh9qzljNrJYGFT44iecgYptD/pb41COkypP3BruNHl52uFv1OpFx8QKg5clqZFBBXV90KSx+nAPF+RhtzRiIgmtsXd5EG7tsGPZTjRImV4zi9Hegc5+L/ts1H9NWAamFGe1TUetvUMHbO2kiwSoXI+FHy2A+e88mYtOFoowBwKbidXnqExUM8nL61PplIgGsMgIQ2zyzaq/uAhRTdMJEpeEQERnEpABzZG1bUvSMvt+GG0AIdDOicDAaR/V36au8NR7JkoJqW1SLYCeW1dBXHBYFYSLqPmqShIHVHVPlO5JUkME249UUEFFTiufUMUSD3YPFHAAVf1RxcQAkVjRycWSsUoVdQgJSwDL6hXm6PbNKUwsCSvkKkQpt6y/iQUigVEL4Qo+QGHZsHymzOonnJl0/xcHWLGOUda2K3qbh6v90hgyrr4HCK2IVi6NZSJdI9JxWzMwxfglTTiDkauVE6BRirOYW/6uDlru4qRyc+nS0ix8/Zg7WmbDdsO43OYacOoZ6RG564iqZ53rksoGADztVpYTre4DIJ1EqVE7Pzr/QptEXVob3t3Onm+Jt2+cS+G49Tso9xwfBhxa+qY+LE8Uj0PN83FaEWd1TnHnZUsylHjcx8n55glESG9hh35oG4NgabS/N77e140XTa7fodrjVEdT7fnv/qMqvcrpbD9d04pw8iveZyXqlZP6D3GE0vLfsqzjDu0qDWvy1tqPVJLzb4Qq0Cz6Sn6mfeYqRG1/MuQhDSPEfNVB3IZZV6XBStwO3NHc7z48iNdauMkk4uadlTQ9Xx7G4e57QcsWLZ7cJaAxa4y1qTLzx8uwRpd3dCdbkkqGE47SPpvSyMhSVbd5LiM7jKnJRM3GMC3jZkfdgNnq9gQyXgk/qmtUfkCzf4q79nRAsoXnKsQyn7YcnJ42mooGfggtbG8KReJLypfyNCkDMAMKk2aaPiDfAdYkFiSyA6VhW3hi2s+qeKQsAa01Osf4aKjRKGZqH4tLuSnYrfuAglKVYyjAXE0lx5howkxyTJJJUqWGNGUEfRKTBVWlVRQ9eV5UgNALCwGoRDXBJEVbT4oz4638DlwJaJtxlD6yxlQx6YnmE0QCPOCKiWYwm0WfSE+VCy7wjJmlHQ5LAXGRzcxFNhT7Gp2KmNaaFbG/jpNhD2djCRtbKj0Jw5MmfE1+iviKIdFnrG3SzA/bUJzDklWgS2kRxxvM1XkaP637EqQOrhZPmo3Gn5ghnwmc6NJORGlPt4UONYDGQWPs91PCuo8ndOo+tIRvBFjglThoTmzIonLfv6O+OdIY2EzTtmd6VDcAYQeaPKhX29PaPFHYnBbULN10WM4gUCxQAz7DuBJoavNs1IAAmFrAkgQ5+cfVTJCw0ZlakfK6Y6P6Wx8He/W91yEK7viv+RgtE0s/CTgkxgR5/pjevUQKSoX0Sg+I+s9BimQ9ChU4IAECAK4CnEFygaF+TwrQBVBLP18ldFe1Wdp9V20cl5w4GUeA9O4pQqU5XTUv61MFjLkQruBJQKkSLpRJylkL5hJWfiJdGnTqZfZcXPXXmp2jHQg2vhxIApeazuzAy9bAAoRi8i7UgR1gRSRlmlKePeGGpWWTcm3+AS2DLg3vTHgzhLF9/O/iGukofe8y/hvmX196SoAUgCD0mWtA6iglvOFfP4mAEeBkHULNQ/V2eR3V2cDay+0pge3tbDIM0ugJVhN/U3qj3z6LEgKkQZ/BJYxdlLgvypb5/ST5Uft8m9st1sW952MsGVTEWFUQd2lBm5cMGJIVIOJiRJhfT+4z1R44nY6OIqc5iHgrV9MTi6SCqvvERDKDljHvwczlz3Qzf29sI+3j3urP1HrVw9X4wow7QGrtp+8QVHVI7gdnIxvbU2fSr0nxQfe9xZVwWN0bBo1SnGw95VE4gKp5b8Vvjeol0keJlvjQTgOKKZhnf7aWVZo4fYlHy7TH6rZJVVqgppw70qkTDVImSa1xG+t+HZTM0XHBCLUWbqOZuEtn7zRzd4iza5J9WrukvTKpHCC6dui5Tx9wFqdCN0omZhDGWQbxE9qQWKuUngGSH+GkBAegZFUXEptPew/M+582u8Awhp/515hDKjHS8osBCGCnmnu77eI6YCJjmNgMEmwPWhyymyUpIrgkRJjcTHtKUhWRSklaqAlVThev0DPxgIoih78WuRzxQO32DlBxoGAhEhnEqML6LVXDpCcBPemH9mSLcevn9agDEnmxQo52IlLDCTWoOFMKLrgaUE3qzXACcseVeIpa/BXf7C0XJipQqUWgSeVeiTRuQw2Yw1pJKo/VsPRjj++bfFl7WAd/s5fK42YNQLzXSHs2GbzMtIxTo9xsqs48RzMwpaSQkllzln3uSte0LDF7+fJKGPsfPDUkqWzdB8Q4AiBirw8KLAcooGd4pXDIRMprMZwGTbZg4U09rHG2ErBjkMa2uZ0Gov+IOdNMCPs99LcTuAEhJZzNWhWHGXc72I2YaFzmNLEzQOkz6w9PNqSsLKmsVTws/YyQ6O9kUWh3DTXX3fs7ZqlHq9n0zttBqYgBlT8k8k3KAIKwlgKqUMBJRgV1alV8FMBE0Lua1NrSTp6oJPc6EbPuqZpBAGbMmMFgzApQjAO0hgre9dp1M0y6y+C0PqjJP3YIrZ7zR2J2fkAzJj1s9oD19AmWA3bP6Dl+rvIj/dazI1HEHF26rIITKDUnQvSE3iazAcyIZljFZTCMAcssWTsVnat1mVo6NQCshh5lAPLEoICJJo9Mq8iKRPndrlc6wFpzu5CwJvGUyUbL5Tx3d3AnGqRs1GeimtV1AyGh+Z3j+DNWjta4Emrfy1lvdLt2wiUEKseGjTEGEfYYQJZFD/ZtIQYDvplk+WlmBzcUeaAm3MvRoOzdY174bZAhCEP/Th50a06TYWTGx4BYUmWWseg01OgohYrPzvYjmJUeAaRqPTUsmFlPriCRnKakBjxUKjhDLkskqnpZohdJppiuU3X0vAGsXLVtzoBPmKJYvyLyFSaMLP7sPTmUV0C7ulqOY/tBNGlq7lAHtkNNGRDqOgYDNWDuvPzbjYGCoWmieUcvB2oTLfiXzNO1NCjTrEH4gj+zdNC9tyNjNUa5ZfpNWXK80dzUem0EsuRONEhl6z6g5RyamQTEuoY+MwAaqq0SNyTPU8L7zMhdB8KldkcFwjRZmjBkiQmAAXueDAy0m3Pb9xcUPc0uSSNlrGjbSFNHbNzRXPPr7L1iquQiO8rG9lUBWbkutKfb5Gvpbts/ZesoVipN17bpFDVNk31hYoFSKMriB96SHXEkSZhUBdj6koCQGC0Ah2WSE8ohJ5Qf0Aw7sugAFTOKb/w9o9aBsnbUzS9ATdnT+phCi6+dbeA0HIBga09Vr5cPdd8hF1Q18GikKIYaUERbAmJqb+q+qu1p+9BANt9zuIwzk+B5IO1YH8cSAVpaYAxW2ncV0hNcGpd303h2upMkPiQ1YE1oZNPIaBEQljZsfoQ/mtmf9cYaK93S5AfLIsXPgOrvjPwj1z97SoAUJU6DBw2XBlSv8vP1jobYJjrUgFJiyTwOjxs5D4DErR8LYD2OoLeAAWurjnPKdLsfsI5DPuC7takeBEcEgOGWff7+KL+LrKcvvEPXtKzftYIGnCLADTb1gpq52jXdOF9TLeZV5QxWvj5VBBD02SEVIfDMKJX91lxiYOZ05JB+Q0GqFLGkPKQiG2ZRcAYFBdVVf5Kb3PPEjEiHl5AjNDDt7QLSJ8LX255106+shNnFiAT4PVOVGQdcMKuUJ9fNyz1bleWkisqEwraVWMaLXSkFhFEF0BLddruJrg9aXyT6AJhBC0ANCGkCDD+81gmKS8ExXjNgOe+mAOjTwOYNBuF5/qV0QIiFQquOZVsiryGWjAZnP497+rroxxXSlECWB+FPCUkqYwf1PcA+TpoGbox20DIPGPwehfEihj0fo8hxYMs+OtxxAqkc3m7LBPcu67Zy8Yq/H9rdxBiqYhET1a39mloEcoVt1/ZmC6DKRAtNxxt+LCakBhC2nz4xci7RewUjB19/A0L1B1sDEmmlse7TOKLuE/nkkAsmPZz2kCcFLTnI1VRqhzQ5dz2pjSBASneVcFOw6B3/52pH23i8K0BZSqQ+UfcZyLCX1c7z4+S38JqAlJHDbZC07coNa9GWIxgPYznasdSzI9ysB/QjbTnyjMGiVg8pT1J4JKtlsvDU9iTHk2h4OjBaG3NE32z+IIePIq25PB8MZAfvD9e1c1NQ973FnXyQSpyCh5mXU2P13EfnX6gD9bu3/lt8I/8etPouRIsXRe8KMuA6VtJdjbYYJLQcLBsGz2KQG8H2QaoEh7sBirBgW5S76QclFGwcZ284kfrTXw0yY8YUlq+ACoVabIvzKg9Uf54TtcSkUf1tyKZngLLfytk+UeBxH8lFiGlxomhjMHQKsIBWhMc176bCY4gUZXuUXN0HMaY44CpSFomhwiEdxj1QqAomvKgPIw60FX+JK+051H+5PUjrUCBHJ4GgktQMQsFMM64o6b4sjvP7AD3jkA88f+8uBmaCbvxVtSAT7JgtqHo21H5wychP5xauIJgEV8npeDD1XybQlk5nOLEc4xZP2yIvLVQFMSuLDxKOtPSoJuT9UH4lAEXjAr4JON6Fv9sbm1E79FpncXrwSX5j4iw8TyNLvyGRqZzb3N7HIr33ve/FS1/6Upw7dw5EhLe//e3Nc2bGG97wBtxwww248sorceutt+LjH/94E+ehhx7CbbfdhquuugrXXHMNvvM7vxOf+cxn9i1KOBp/OH3sgDEm+D1U5jdrGFvj8rWu7jevxDGw9Dj5UyK/1U9Zllc+NPxsSiuPyTFABae7aMNtbgWgqX+eftskacB+laDnGZY7EUoE9FF6f001u2rIsYMzYBOMNb9+2yT0P7tnsDb/m48RVQ5/Xo+xqyvmqmBQZe0mfy7whMfqAR6r6ZsPxK/fj7J8HtPvR5uwM/KNAzzGEx7Tu6ouaNoXNJ/ZP3YZ4/LCxdj91LdFtGsh+44DaWV9Sr6bT7EP+3chRtHfpUQ6dkFi87tEuB/BVOQMwFLit8fz+OmdAqDEt+haASoAFQ6aoOExzyNuzHkGF4bfvea0hYNOdfTIwpDDKd4Z0i+KeHlaZVq5K2jsM76H02PPfPYGqc9+9rP4iq/4Cvzcz/3c8PlP/uRP4k1vehPe+ta34p577sHTn/50vOhFL8IjjzzicW677Tb83u/9Ht71rnfhHe94B9773vfila985b5Fcbck7vpgAFjN7wHALN7ZJc4g/U2AufbZCGRNWhmw7LOsc8OtEBSgluGjcXQE2r7dMdCc5+fhKawDnY3l4Phq1kSalwy09psZWQIza89FxpF62876DuV2XpR9bdBaDgSTiLx++juD1uzXdARozen3AsDqhEOecKjfF3jChTrhAh8oAMn3ISa/SPEQ+g5PAkT+sStAxJ/VfvFZ9k/bgmhi57U0Sn45WcMO1NVbfYmbTwY60nWpFqxsGgTwlA6wFoBkQFWWcZDi+qKgvgcHnQRM/kniy8aPglcDJAJqDl4JsJCBKtOuHqAyTUtjdkEbhuM2vq2aS04rnm9MY0e3t7rvJS95CV7ykpeM82bGz/zMz+CHf/iH8bKXvQwA8Iu/+Iu47rrr8Pa3vx0vf/nL8ZGPfATvfOc78YEPfADPf/7zAQBvfvOb8Q3f8A34qZ/6KZw7d27nsiwAqXvW6FT8AcYzxbh1pIZHChvFwTKdRnwePMeG8CafLXEb3bKNLlrGWxYGy0FpWdggtvBNQJbbsGtf6qIM3+v7J6XTJwlOBhMaWVQLaY2gMdeMxEdDYJNr4vkCmLZ3+i0Dgbr0Yw3B1EMELNequPnq6hlpVV3MB0hVfySXSHorVNH0kKm19GRx6IkSmkNlwkSitjosdiQR5JJEqphLwQHNOEMVh3QBE8kp5RdoQoFINLbJNhs3mJxkIGRGFCZNsR5oa5Z++ZPbu0AuS6yaVwWhUsVMFRWMM0XSnrg62PWqPwGo4mt0pM8pxamcgD+p+GxssY4fhjE1oQ50poFj/LESoFbNx2ElmOjFgu405/jJmNqoBrQ6WdMVTmdSUQzLiiAOAwtAX17Ujst7yExd6h0zomVW5u75aFr3hMDz2o9fPN5T0O+//3488MADuPXWWz3s6quvxs0334y7774bAHD33XfjmmuucYACgFtvvRWlFNxzzz3DdB999FGcP3+++TRurdID7qSRWDr1XI6TuY0cLzgWLFSAo/gLFeEW7mlV0irr8bZyZIO2agAqg33fnnsMqAUw88CfYvZXQjSOu1fyo47g93t3VpLbW5oC0ElUWOdOchzszpCuPjOC2qj+4s6pUP0VV/8dVlW/1UklquISkKjqRJK6YOo/lZrML5/Jw7JkdUHTOcTkEppJU3IMU3u2nkh8SMBk4GB1tzGgUgs6KSoZT2QJStR+rQTV/970oWE4XC1IRSWwpPorJZ6FGhBJ/RdhSGFQicePb1pIVPZJzzo1YB+2WLZQ1aBLSqNlhxF9GtCjhpakQZzHqj/eMIB93PcTkjc82+CO1XDigQceAABcd911Tfh1113nzx544AE885nPbAtxcIBrr73W4/TuzjvvxI/8yI/sX6AVKtE3uocn7kIZ5ZabyJxA4g6c4+lYiqG4a2nkzLl53LEjO5R7JXzkuI/U+zclsD+NV65LKmTVIiyBxr85R4L3Qxz8Kg+FkHPXAZKXbQe1PJN4cmTX2XWhsaji1K6scfc9NslcHkuWZB6YidutCNNzKkUPXSUUZhQWyWSqYsU3EXCICaQqnsNahFixGlgQgWlGKQcQ+WX2w2GtCnaxPWub29X0UXQp9IwSqj8mP40ig9Na5Q20Cqt1H8npFyK9kZcJagBSSfIpRFo6Qk3WcPZdkt++mz7TeZnnucWtCJtAzs8LYk1UrFdCirY+szg2hk0qKymDoUWClTNvbpDfUgTycSKnoWslpGnSlFBjpv6q9nwPnNZpdE29FWmTYRCAhXm8pW3zL7d1m8F2dyKs+37wB38Qr33ta/33+fPn8axnPWsVBIABMR7EaYjlGoPcSwRdHCNSo3cXqr9RefuwTb8TJzIi8qvEP7u+TSi1VeaaqB3A3q592IbBtsDa3JZO0GMPSqTVm5bH+5z8TXlNFZIafXRL7xHmiL9AHOAEqFoHNhkNTW1MpI26ezh/x6zP0Pa57PFVQ2kqCDgW/ZFJfmLZKOxzVeIud0mJ9V5lwhm1ppsh+6IOaJaz/VBxphxiVku/A664gg5BxOkYI5NyqtfSes0lJyYc6uqSSXxhTLFoXjVBlw3MIjGJpZ+US84dPFNmNcyQCxMBuIqvsKn7ZE2O2b4BJr3qQ8tlh/RaP1r7Wvu7kQ5I8CSpDWUciiQLT0/7y60B2fdU+fFWNszTnqbFGYEWyWlOqCbBSBcxdiBnaFBsfECs+2bLk9OJ8BSTMzGDPieNEXJwXY7TxqV4DVDZMVUpO+trYId01R0rSF1//fUAgAcffBA33HCDhz/44IP4yq/8So/zyU9+snnv8PAQDz30kL/fu7Nnz+Ls2bM7l2Nj3dP8yHso196nHJY7IDPwfQ8kjszz6Z+hDRuWXYmSP0gM12h7Rm8Cuo0+jkBoG/B4nD0c6aTeeVQCHVq2J5zHPpIFDHosO51ikawReuxXDQcjbnnbvPMmSFwHLrtm0nBWSry8z3sqEKdTEIRLrwqadgliATBXQkEBk1x5QQWYIOtGRg8nDpbgAsuaEJhjzxQBhAmFYy8YQTbhTloeU9lJG/cqvlaKyjS4bWP2eVNY1G7gvGcqjCWg+Rft5LxPikhuA2bPS+DTlmvMitt5GsplkPpwNH9KJ24BASOuBtnoQgb3b+pHR5q0Ln7Yo7aAfuxSckwMKuT9SSVtlbAtOgWxDkY6Bww80j1c1GfbI8uW+voQTa812qeczhMBUjfddBOuv/563HXXXQ5K58+fxz333IPv+Z7vAQDccsstePjhh3Hvvffiec97HgDg3e9+N2qtuPnmm/fOs1G1WBh2Bypg2Q85gZx2Hi/cNfgamGDwfvMsZ5xBs4/bp9EBH7ABONdcBuz+t4EVRTJHWNJZdzzwM9qC95QiAVM2R/cDYps5ri/ZorLuozrOKgDwEyPstGsjFBFB8oaqgQLstndPJhY9UDG5hglAnBROClSiZtJ1GBaiTzQBFWKQAcYByP2TWouKvwrBKoyJxYCDSfacHXDVd2Tj76z7p8waz8rtqj9WSSp/0rrVSKqy2pt5emGWu61I8jSJb9ZyhQpSxoKUL13+QdRKvSzMBSNL36TDjT136O92X5VKSqQbhlXSqWzj0tYQsTRIaJAu9a9+2I7JcKI+ICTaryC4VCXSkzJlTHHRYyIiPt7sj6XvYzgBShqYTdlxhPnDKf08P/ZIaG+Q+sxnPoM//MM/9N/3338/7rvvPlx77bW48cYb8ZrXvAY/9mM/hmc/+9m46aabcMcdd+DcuXP45m/+ZgDAl37pl+LFL34xvuu7vgtvfetbceHCBbz61a/Gy1/+8r0s+wB4547o8WLzv3caxg1EaBfWO87BOxBtOLCB4HTxnc72kdfS6t73eg4GEvKz0fsW18Jz+1D7nZvBB1SKs+8gW7g0cD1fox5ePp30CO4WsMnforpx0BaX2Tb2pjSR5Ztt8LBHRUANUGWi18clHWNSNHbLs/XS0LBPrVpV0EGCK/wHQy3eSAjxbCegg+SGWwU1sdSTG3EnqrhAM2ZVtZ0pM2YNN1WgXLEhlxQSAZNaBxKAwtUlnFx+O2NPylFc3Tdz8fCRNGKqP2bCRHaQLuFMmYEqN/paK4dFX9xsLJuAAarF8zBVoBt0cIApc2pvIEl/Md7Y38tqQ/muKSyrAVuVoAz6xfUhRhs2qgG9AOqPcU86X9jiEGIsmvo3XQGDCpWaGJh1TKZx1UyT9OnVeUCaXiO3Mt0aOraD2xukPvjBD+Lrv/7r/betFd1+++34hV/4BfzAD/wAPvvZz+KVr3wlHn74YXzt134t3vnOd+JpT3uav/O2t70Nr371q/HCF74QpRR867d+K970pjftW5Qlcd9IOHnpy5jkbE12EYGHoctn47fHcTNg7JMPdYG+yJ7TGtFJBEezAJoMUBm0VgDd4+7rvFx7gEWamG0fZRYwiSfrzPnxilKpCg03uh7NfxhQ7duIoTjS3xwEyQ8eYDNZh0tXDDHbrnrG3ewEr4rqD0K0ZjUDI4ae30f+rBL7kCjM3t7Rncv+rNrg4/1TtGHumOpP32C9MRh6BBLHcUgAkkowVH9FJR5OzcwQKBfTfTWySX6fGLaWqe86IHr52rNcyf+yHwRsjEkeAdy8EVSceF81YDxeDGsS9o4oTNaJ2M8XZIIY0GhjUO0MgaBxCHFqhT3rgGcxJS+BI+YRH/PkdufPn8fVV1+NZ3//v0I5+7S2wzLH3xDcBFIrdGFIYLiLMeL6Ri3IK/5R/C4uDcKa93h73NVyWZyuDZr1Kf12IOvaMp/Y0XybySytxCkc6RSkTYkc5leF5bY9oDHjtVMAoGbBZtZbSg0/xebKQjVMm7WRzMwYkPjb4CEDgVWegeCskx85nBMBZrRceRpDrA3v3cRG3FIZ+rFjdVE/JSJNRcILyUkMBPgJDYUYZ3SPlPj15AaquELDD6jiinKoklTF2XIhpKdiklTsmTqgOYwoyHZFjdpQ6uhAxWnTb6qznVghkha5/1BN6RmEx+qkp6MX9U+oLOEmqV2o02KzsxlRWD9ZSVelqRye+rZaHFYA5pDSssSWTwtBE4YkVcHDkJ659IKI42EZbfNvRUyyMH1O6RglymHuz+HyLnEfX7858m3ozjqn0fgzPQGA+dFH8LGf/uf41Kc+hauuumolkRNi3bfqgplzZ1yA+wcEuXHp2RBrGuTicVqrYDBO3LyrADPqfN4hPD1bMLZ9I2Hld8ZhwmJw+dyhNs5FOavDgInMUQCEisQ4U++g4ERjDUi/9XmWQDILuK34koPFTazjmrpOGz8MKo7mRuxjcP3yw5bRRbVlxcpWf3pKOImaaSqm+psxqTrPwg91I20B45BN9SdgJDaAjDM045DErP1MKTjgqlZ/2dJvyQC0Q7EFqLAGbJvQWs+sCE31xxrGRSQ6kwQPVd1HJfaSXVD1WmW5MyszBi3DoYDgNWhBa+TPKj5jRPJ1Iq4GZLEsrDWpBBuQIoBZVIN5jmt5DCQYWG4C9gcJaLUhQzozqUh7xTYCA4BetEgMucWSk2Rp4ZYNxxiLBkSzFr7qNF6j4t/RnXiQApZgNDKmGMtJG9wGgrlSjMHrm3uksS5M+TDS4NhUBkZrDJDTsMGzYx1y3lmaWn3W+3dI+8guT9wdxJ81Sblv150t/VIbH0nvQEtm6jhco/rTzrH6GJDbiQpisADfb2aWgGJiYAYXBTMzmKqac4tJmIRXsRZEgV0Bb9eCSJoVzHp+Om1S5OXy9SDf9oITv8QXEETtVwkgNuMK9jIBdnGipFaY/WqmYu2h6jNhaLltR6fIqQDOGASjYkyAMwJa5tiPZaYbEtsOf7A6UjdB89YG306BVg3YGXeiGewDc964RBOuvgNa2mD0w7rDU0jpNTQmp6G/F7TmmN3JBikggCqjNOAt30KTjPbGYmrk9iXEA7axIejeo91r7NEbytpa4nTfibNx4pcGSLIT6AwT9qhHGsDNs0EdPNmBbnGn8ZqAosnMOLpuranF7rC6CsSWlNwEl+2oIsTkV7TyK+GJm3R3LrvW29Z8NsfTuuqg7A0o9pnb1q9miOHpw9ZqdKOvVoTVIHvmAlS7zRZgCku9mQqmUlVKKahlBkMuTpxpdgnrjO6rKmDMRKhkm4Xt2npdP0rjIYZVhOXNva5Cg7V7DFwi2TTMkHPsJiX5frcXyT1bTLrZWDe0FsiZgrZhuRIJACe1nOdp/tSeIuhQ095ebrbvLBlFWGtEIQBUK4k1okpOBli1WhinNNkK0HxcsuEE8jY3bI9VbnG1BCQGUAyc07jR8WjqRm96n1LJlH1AexqpDmjfP0Z38kEKCKAyb8e5joBqQZUQvxuAOYobvTvAqQaIwMvOBnzwuCmopWUAl97p4yRq3u4Z2jSIKIFTeqcpWgYsQmZzh+C/mp2XMfUQr4R74cL8XKJEnGhKA6NUcY5yyqPEnnO+JXd35827ZHEjjpXDftjQo7QZeM98zbVSXeQr9/hqunZmm3PUInWAgVrI72maiH0zbCHWtZyCQowDkrUiAuOwFJxJ4Yd28Gs6069QFcMKracMi7zCk+qw8oQQEpGciCFyyaSUkUGy6M8MVjAqZt3n6j6ZELZeZOf9MbLVYQImB68Mom3BYq2xtVx0FV/nn0lkq5lE3QjOKkECUVgAViqqJoxPD1AWRtq3VpaYP4k7VfCyuUAGxjUNnix6G/OUwUjnTaj+OsDCOm0adPeR3OUBUr3rGArzHrm9LgawAO/QRf4ZPFKnuxowDRYXuVNavUrQxlAPUJ63De5d6tNLUdv8/bvb8hgxCatxrRGOJ91RlBVhdyd3UWPrOBPK4wXwtSvp+1D9AXp0kDM6YQ3oJtxIFyqauo/UtJsYzKySC7tk4FDDBbZ4URLtHA2LLFFtcgEjSG+wSEyqHSGwH6lke76KdqxZPpL5nVeNdZvGCpBTVzifI43bG9shpZ15xMpwJsAvkAQgKkCVYgCXqpYSfbueap3rxjdeB47MezXRgtEMFWAeL9E58mOo4kt+6sJHPPBiyeKI7vIAqZXx3ajTkGkA6f/gypvO2jPfbe0/OvlgAVwpkVZKYp8EWSwfSU0epnVZCCOJydpWJ4+fw2ngtyJsa7csba25ZlBTUAqS3763yCUk6z8lYf5+DtdJB1Hv+YnKWU9qqr8tVbAigo1gHZNLKr9m5WOX/rJyZS4XQa/I+ooIqBWVCuwYN6ZQ/RViVN97JEcOWZIzzSm8mrJNVWiyRjWTSVKq+uNYuzKCnA0qrLV3AigKKUDWoKS+cRq7qf7kzEAyqQrUqPsaNRyTbNIFnOhnFZ8BfVta6JqW+E1CM799W7hJc8wiJRVT/Zl0x0CpsikZLOrAosYVpgYERGXo+6IqNRKVq8Q5jfl8CaKjLQUDU2weAb4xmKMdtklV4afwJ1rU0K8BWJrbSjPUnXyQohU/4A3U0Gmbx2uNl5iSTfn1XNYmN0xrU1l9EHQJ2ADyMFodFA2Ibch2FGFYN1oOKtaMsnpwPPB2oLQJjLJY48GMxMHqpGwaKK9PaVPp5Cs9F+p1Ut44q/52KOexAlQuCycOltPelX2ACoBZ/GX6IusSBcQq/aA0RwwRsRNyuX5dCT4ZYJkBQPWNwjPJuXpFQeqAzNJPAYtV9af9b99G2jepWA3Y8m9ALQi5qIq1yBFI2mi2YRlAXCHPYf5dyb6hRiHSVjZsGnVfEiO81B2Q9Rt+GQZSJfklrhiZSPhcyfOfCW6xSrVIGSGAWx0wDITiKKwAqOQHRAVoXEjVitkEsgFRFfAIAVZAjEEGPKMejBJgsTEPtn6m+bf0KvVf7uwdxzRw0kFqE0Dt6zIoPN75p7yz1Ux+1oRz+2KDtw0it2nvUsc1gOr93IePHO0QZ5dy+fOg2BtfMTBLxCfLKdRGbSfQLijevX+xrunSS+FUCo0lOluoV9s9V+sBhSjuqIJw0kZsCeonDQfpOgq70YJIb6LQMinHz8xD0DuztFtt7gXTYNAL70uXsEiBT8tdkhhkwNgK4DI4uO/zNKj6MeJYATRAxhoh02mD3nwPEitzAIbv2xP6z7p+qJoCTVgMRmIcsxq4SBmCDYmNBtQOZgOXfqYsfmpanH6H7tbBCNb6mXn0LEMFmRn8pg197KUy7EgzTzRI+T0pawRm1AiciUI6GrTrz8ZqbpnE7gCVOm1THE/C5lfiRnzcGVeS/LEgirDYMVpuEzi1z65cucX3YqVBtTCcsLQx8HfpbHQ9oDrHFsxgnOygU8M4W7bTrPNMscmlB6Mi1hP6zk2av51d9FPfGI+Xo2F/UibANgCM0wdcqhITZYGMklR/0rKsTcmIRX5G5SxJVcy6T6oS6Tl+suFXJCi4CtBVf8wOJGbpmFelpAVTp6e6AmZEocRUDQ9c5QaT+AxAZc+cbd71cwRd3QcrhWaZFZKtWxhUJKOJAC5LW4w8xD5B2m4mRuHqqkZTA87EmKvkKwyCGE/MXPzKkWwVKJNLmIzKreqv+UiDxJzwZzqBzA+E1Z+1vnHEGYlcEqNIi3KeXR6av3Xn6Jt3vM3wRIPURjTuCWx2HVDJXw6g0uBNQLVTPh5nO+XLNMUmaANOBjZOZNECEiB7L9iINhJ4RQb7kNGmPjY/3M9Rbmrj7J2RJTTgaL2nOHWIcnd+FYJGa9eh4JwkI7VFc37RiCPh8RriarEfb2BKea8MKwOUiGNEPLpITr7Wjc8QgMpHDHFVs26CqqBU3WdrVQBqkdtzCwkTUPUOqkqEQmL2PulZgXKque5rUhAUSSikAjshhHKft4NByy/lrBRcvK2R+ckQ6re7sioIpcZ9WLMSfLPCs7GdVXiNMwZtFaTIn8+mZkSsT5XKsM3Etcp+NACgyrqWBlHx2RFF1eoAAGb1Z3GVIasrAKVAIWtPWu6qlSBOx8AnsFLgF5oSXCYz691TahVoD7JYvPhwdJu2y2INHU8RkGLy9l13TxwN0fy3A9TaO64OScxQLxnlGRXTWXwuWOQ0UnvsXDSfoI+Da2nSMMxBJ1dshHCO3sGQOIllzriUgClMF3Yqq3l5ETT8/fi5bnCYY7NmM7AmJ05GbP12cRKOn5TYimWccPsmYRn37YYJZPuzqo5VfU+zj3PzGLZVwNcMF30vAet8aLDzlOIJEAotdkULQ4BY87cVqTCe8Ow2koywQ7B9TfJS1TYVKaQ0LS84UDHBAFE2CTDinEEpA3szeFk1jp8ZaH3GZqU36MtmTkg7t8qFvr2NCbTytipASV7yc76un4+rfhtbtBfzl92JBym/+XIYQb/7xllprMZ6s2/tDe+tJ7Y9z21pBPdBC8mIkt+yXKgBCa4GbAAOiVFdzb/zd1LSUO23rxuBkoWbasImoTFoitbNgaBNJ1mDKGRzJGqWabHCgdSQ5m85901F97HiHLYSoubZ4+9Mglqo/hIgmHBKMLUZA5VVfceu1quU2i0bURQ5psiMFOYie6nc0o9E9RdWfyFN2WZj2/jrxhTaYHF47NIisB2W2pMqldmVIm5hh/i2g2krhXFDGEuE+m97u+p7VgKO3wb0oVZUYwnK/oJDVT1OxJhVhTqzbJBmRJuaqtDPItT5XAiYFblqVUtFDsMHNzSSozk6I4uYT40u3eccQgWYw9i0DNpWRmM0TfIG0MbKRhR1ycXxtNvkONEghcLtmhTgxHvVZamA+gccaSUpZKvKb5vLXMeeaUX05vQ4p9sAfH0002svN+vk1oAGE9YAost82Vbc1uNi26d3bvWATFMRp09QMkfX8hgLzLlSzsv5e4HWQOZuaAFo2G2Dr6t52nf3Wvu7hC4b10vTLLkwW9sgZfrI1IX6YeLckgBUElLiSJRUagpkYnTBwkR6Gar2VKjoRPWnF3Fon8Z4tbxsY2+7USDPDfKqSRpFif2sIFUMZFXis5IAiOvm11R92fmcWIKbNaulV7ngUA1UJluHAnBIHCePQ9WAbIBdVEIVC0sx0CtSJ47+EvVijToYKCWgaNVrQRjkmvgOnAhxakUieppN0BirJAFUo85SH82ruVUyDbUMYEBrWbLBnWyQElZsEegNt0I8L4p+bCPsvbtIAu70OiELg5owX7Pqy9cQeP8zbp+VRjl2WjsoH4x49rn1g9smj3J5zgRiUHcEcWwADtEetuHTpbJBWTepKJYqPup+j6uf43pYx71sbvc9BlXXtmGlpkYFypn72HBKY+fjqRmFNnZj6QfoupZepJiIKIF886+dOW4biMlqQLZOJhBU8hhlwG+hTarZlq+0DuikYxsMDN9TVUk2Frv1mioCbS4xADvHb7d2NVVhq/bLYxJQFR+T0m09NYMN+KNe7GNQfWTKvhibpvqzHrJ3i/EdmrP0sVacUrgTg5TqYhJZ/ZDCU5r2DKl/UllIw42ZtnHs/sR/7trUJxqkeAJq6SSDhp0dvdS1DKWINH6lN6BoyOkm0MoE8yIkj2WfhlSVO70R6VNBnTHixA0bcdrkmjJHy/hrSm04+Rfv2QvU9YtNHp1IwtR1BbaGN+lJjSTMus8mpBeiNDMLAOu+n5iLBlZS3CBseeLsgN2LCL2Kb0TsstqtAbjMwad3x9IYrYRvKKJ3ENLgjbq7QYU1t4G3bNSBnaoOdHumCmNiUymSHLOk6c6mBqSkEqzynIhxALP0E4tBk5bsug/2A2vtdl4Ew+XEXP0+b9NfZULEtJtczQeY2qx6W+ZNvTu3LbVSl+2HympAuy2Z3a/XkFDxI5omPXKKmTBxwVylBUQNKHEu1FD32YWVzIRSitarqFQjRywJPrHXG2powXaMUk34BWNSdKAY+hVO04h0XNpzpP1VEc+NKxKT4I2UTnh3u6Vpt6Y+0SCFAlUnqONEbDKwpNG0KtBngBrR7gVLsBKvzxA7AtRaeALBEVjJX9pYtIyj7fMdWJoROPWvdP5hC2cA0qybTdP59xrwm5rPoqj+3bg34/oNuQ2QzETdEb0BQMSzyEjrYu/t5vJ6Rd8IMSzTZLU6pUhb10R2Ls16AoJZKn0MBr3hfc3qGLMGrBWHKA4UTHaXlbxYNQORIDQcegisWfqhQg5bCvWdshSw9aV8soPROsqU1ZgOjbFoNRICKsBjBhqSm+Qbm3n9bqlxSjs0aVrPYjQXPfoGXi6ujiMkiz6GqN+UW6DSqgHtlAx7H+A4o5CR1H6SHgpQVT1XGXF2ox7oSAw5tUrBiA1QvBfs9xoF0fR0/Ss1HJx1NsDOIJUIsrXDrksfJxqkmOBrUgs86ph39M+PpQDo+66ZcsvwY3KL8eOUp32eAU5BwMItOvnD9OIIu3YB2n0dC+Fr92W0z52Ty2tUCnhJ8xfRLCHu+sIBJ1n4udqw77kg4LRJ39cVddNvWOodQOUX8jsj8NiQ8P6OgbzZkxMAGH7bGpbTGja1nhTLbretvNzw66tIbLDAIA4bP2MsiqZBmpddG6ILJ15ESqpqW3fyza+dC9jX3tRmtzaVpZeq4JJUVprm/kAVqrMMhmZxaHPPW1uHntgVkB+Iy6UCVQ30ScBHjnwKv8UFQ7YJQGggqwrRVEuKV7E85FUia0EY4fT6NxNQ/d6UmamzR+xzuH2lMUsSV7QhEpP01DBBn1gsRDKip2+fdw2iowG1HLZwOVkaPvLJ29DCnGaMBThDP0hv1a0AjgNMUwX2PQ5e5kHeI7CKinTpUtc0xw1WqY0EN8gtixpJJhNt7l6ySWccHQGlrGSAxKmm6dmjo5nMHsUAYqTWy6URz3YV35o6tlHfHclxqlvLHThBNSpnhMckL7lvXM2R2U+nMJWWcPCzH7lkVnUFcaFiIXYVoJ9UQWJcwOZHnHhu31LSCrbrQXStihDAZHututZOc7hV/TGSqk7Vg0dqUSfQnbpPGg8zknUfxw3EF2r1G4UPa8FMrbovH1NVmfxix8qEQ2j71rjUciY5rooBcFWrTesXPf28MoWOVxuHgcY6b2EBaBF8qKT5ZgkwkhTVzVtLx/381LDuY1X3ic4VDati4JS1PJnBSjTZgsZ5rD1c0r6OaaeuU7Hu38U5kITfyrbNiGJJgqOco3KtiuEDgDoCDV+6DW3peSV14bAZE0C1t/dKA4XhRA9YCRi9QqHXPyoULNR6XX25j7twKwC14dnuzlbjcl4hOTrB1W/ZVxRGBn5XFQCTG+ZKfjYgFduuy6rKUmBRgmZqIfcTVJUnnAWZxKsSVoCHqe+s2HmQAMtrQcYtGBK3zNOyWJM6Qvtm+qs/pJ1EsilMmG28ISwcTQVnV4y0flP3EWYFANa7smbIGiBps8nma+EsWPuyFuj18QHgINJtWsbNhXl6UqSnb3R+pLBlW7nVbZeUTF8th4HeU0GSQkkENRNmcDOQe22YzovGjQjJItKuY3cDALXT6hK4FdOZXt1nRMiYoh4Al+nu4N+xeEMQXAMqDPzcRhSpx2dC4FmyzQ/iPshA3xUsTMYZvjlyPzdad+qrCqAhiK29zwrAdQT0qOOItEwGED0wN+VwsgoFLA4gS+mRAhghGxEYGJj1XgKUlKaYnRPIyDqp+lDL5M+N70sWbpFP79jH9mKup/nPFIfSxjrYtkG9qeVjjYtgamNyYxQ31NESKm/V0OtQF0LAiCI9JgFt1KKn1ktqk572DpIrVXwHNVUxu6+iXQg6MOYK2UsWTNySQOSfaUI7INlba4wWN9/b3IkGKS5JZLQRn0cuELM/h6uqpZGuMnD1o35XwFp7rwMAGyPchS/cprmSiHYeI5F1kIhcHCAxoLkMW7LrIywYzj3AasE0+OiGEy1XIfik4MZvxhBUdDK5RZISW1VVtaq/blrqhA2z7NiJk+Bv94qlPBp1XnoQkz63/diqrAGxJvGc5P7l80QyAzfgjP2cP4pDsd1CQpkB1n1VfpSDtpqp8rjofU+618rUfQeF9Gp3O0YpSFZlUQcalNk0Fdo7e58Ikc/ci9VALAIJdlVI22jtUiBFjBzOI3mMO3XioGU50mMKow05IinUfb6Zlycc6mbeiRmThpda/OJJAX45dMo2+U5klpGEwnENSKGSxrSdqq5XlagFYFy0KNeA+HwzCzyGGz3Y0WNGN5tx4k3PEZwal1vOS97KdPopYd0nTFoiuNGAmwmxTcsBEXdOA01/dAm0bszKwTsjq5Jo8M7a+6vpduXZAHaLJBKO99qvRf1X3MUA1Mg1xTagAkV/rtUxGUOYRZhfHKcARVAOs+MJw4os11fN3L3bkhpwHzcCqKYE2wEKKW56efn8KMWDSZ5aT4py+Jl/NnH6NvayUxhXQNrYjnOrqa9sjUIwzCarEGVn2nz/lBBT2SEkFxoKo0FeHrOkM2Yin1PYtprCDy1Bqp/z+YoXc3VgQCFkfTNbYIYXHCXw8dZPz9o9z+9VJWCEqoCtrULBehYfuFW3CUj+BvgmKRu+GH9BBNcS+Le3a5Ass/yjvgXbCNE4TutsAuX44YWVq7T9suZOOEjxklgqpc3jzswtgeAQJDzUgq4nzaBmk0h/bqUlexLrBXEepbGtHzc9z5R6FD8BVM5/q7HAGkDtC1a7gvaGeGH4l4AqVSqrL4bWS00mQfzGcfao2gLJc7g8GzCayUPONDS/m8SOVDQtBzkz3DID1l4A3PJSB4iCb9ziG68ZGLnBBRTjSrRBdaImJymIRVqFHLyq7c8BDjPiUkOCXq4IMc0G7FZeE6BTz6Uhb6Q/gKtvQmporb1VVmMPe6JNz3J2gBWDezvlgqz9UvosASDYIbjqd4tHveOLACKxM2cSMJsryXFVbFsCoCrB6qfdo5Q4QJEAFDmRnQtUqkrMGRBm6s645fkUtfUEm6mViWbqjH467Ti1TjRI8dShcfI64YIBE0ccNk49vVM5/ByGF9b+ffr7FTSh3QoAWthRrMk2OiXceeI2YEw7j5VB2q2fR+HbnLcHdYPbAMP6LTVe5/ep410cRNVVfytZOx+Z26Lz0751wlo/dsA0aLAhMK2MiYuz8uM0HBObm6xwDKBMLQpAiaC8WRDgYJcoEsQaj1UdhYrmckU7p0/Pn1WjhaqqQeh+rFD9Gck3+cR+26ZgS6ik+PaJMwF1Q3ADC1HlS+V8MzGruk+Vj4cU1n0TFxyYuq8wDtXSr4Axw45IMovACsKEyoy5xNrdrMYQZl1phlsWzgwxvDC4JlI1Xqj92ICZEyPPaYzp3KQ+3FpxFZQS3e0b/ykhSQGrc5TT39G6Qr/e0AocHWHvgOXIBd3WaYZjR0aNNrsod3DBPSgCGBpV7J3XRTov7lr+SVpa+E1lwcvn1uRu9ZeIs8kMBG0ARuy9Sdy5lWvHLVOrjMYSoAYJDkFsHfSONB4VdblLNC+om+FIC1wc77nxRPjtEB9iAzFCPmXcJCnBIiWoUGKp/VOJZCMxQvVntnCw5whVn6XfV486fytRdU1xiZxvJvZ2tGORDANINj1rO1T9TRCjCHmnYKLq0DwTK0sA3RRNziAAUIvUABTbXyaqz5CYTPlIFEsjRjN9GwtF1zfMUqYV9rujNctwHG2s4qSDVOEg+kBL4Rtm23sg1HpALAgiSVaQ94it0zHkEhrwSu44AGa4DLJCj9bKsXFADAbZ0NLvEjpC37YIa7oR1TEX+j0sFnINeowTb1R/wZhkA4kMV5JKhJP/zQXerXabgcrKE3VfezeIw4DROmo/+XsUfe7pdZ1iZcpMnTaXHmIg75W0PMyAWfTJIbQC+HI6DKv6yaSk4iACQE3W1c96goU6OxKoKveox9JqWYrWpTqoOVCRgRQaM/WjuK7nNros+8X6U6w+9X5Lv0LN5AkozLDrT2bYnjJV/VVrPTh4Q7V6bBZDqhZELSBV8RnRYGtk3Qwc91YhOrPApV4bB+Kz9dpuXMYAGEhVw8bc6k42SBEGtvbcfLV+aoBJwCg46AxkGbAiPNJu6MY+yOQgOiDG2a1IWevp7pj/GndDQfS67Sfb09vH5XS3cVrG8bFPqWUa9iIDrKeJksxujZrYxGxN4wmtiG3G/dpv1rRotypvX5Nq67ARmNaGyoqBxv6u75QINWwmMv7AOPIUJpQ1LerrAj8pmBB8Md9Uf6xqQFYiaYfdoihhNtUf2Od4hR4JpOWdDaQawJK1H1FpheFEABS7heFRWm+b4UTbqtmAIkBrQsEhyXl9xVR/qla1I4+osG7yLeACseBzFaHsuaJit/NKPbKfWawn9bREENjPCDTksSOVTPUH6DqVrn8RJ+bV/Ay4il3nm8HWqAVyyw0acyd3skFqkxvRoazX0vDMGcBfWYb5K0NGk49HhOozy25T8sdDqZag8YS4VIhVDNE4mUnYQfWX/TL5IrxZoTFcc0BKhVCGZnt37C75bAKo5p21MXYR/W9qUADeLoC1gVmApXwWHAw1Fsg2QVgLb0dOiak0xeWHJMcpGQjC12/MGELVZICr9aQIeWUq1nzC3Htt941JUPbZHWxSTfcEqWTppzwP6/gpZuTAsb25mDzoEpSq9ixOWtuzlEXtF+F+oSRkfBtzIJKW+WN+EJmuIdSBACUDlmz5Z8sgTjzT1LIfWGGCj04jTzZIkUH7pjjUNRpH4yWbS7/AyxrfGl79ztFbWqmDvCzHBRYjdzFp7zM4kkTVBa8nvz1JJVrU9FdD7vIYHzACjREFjQo6mh1G2HTimd8MKhokGlkArtVue3vuIjGN49NSclqTmJpAOvIYyWYKwc9xtPMido4nRFFUf0rw9IBTUguzoiqqmckVH3OVhX8AIJaTKlBa1Z8ZURBUggNwqJJA3v/EVPU0dhHt3GDBP3kl0moaoNWwFQSsNeS+4BZACjXRJ+WvhG6N1X1iRmLSpRmUFGZX/c1ppFZNv5JuHS4ErslykOwsQMA3VROBXfVXoxSuKoVfJivlTgyenVSh5crzM7P33gANg9O1647bO044SGE5h3opB9zG4c6fQKc9ryqAaQ2wALQm7X35dumDvbiLtQS3p7HXdp+eWUY73nYpUR9JGfNxeJ+n783pi9WvWdEgEQgH76o/DVcOtps1m2uX1gP6crMWc60FVs/dG74SkzqGLW2IH3EakD+Ki4p0hKSbNArmreoveEC//YiBWdenxBy9IG50LSIdqIqvMmMSKwmx6NN73XvVHxUDKb1zCqLKKiWgZzbySgXsh8cGQLgRDTJAcYCgh683ZH5nvyYmte4LKzo7ZsrA1oBfNuvGWYV2lNIExqECw2SXKVbdT1Xh5ui2BljUsg92EkWpssbHAoOoBXaMEjiRPfOnfQZUQvXn+w84PkE3W6hajqNBg+7gTjZI9Y46/xoTvMqAt8RKLGWWIqyHd2l0gsIlcPsA2sW+9cQ5ac5xBy42+QJjvFHiu9iS6XGN4oa/0RoCToEblVdOijEO39TiKwA1UustASqly+PhvX9vc9N+bNsvGs0A+ZptPmoq2lwlKJMOnPG2/YpWH07EUOZVZTVpVyZipPpbxNcmMinCTnWwMZPoZwpr24WaD1stkVp+2LIGavu4pSkOu11CBfu19vKdy2J3aamqT0FarPtUxafv2TIsqR+2Huem4+R1daBlk6G0XKmf4tLEVvXX6MK1UXJ/B1BhQTePykhdHiDVU6FEpFbjG9foRI3aMDOo0AlpC4aWRT7l1w9URCI2mu4GZrvlXLdIVBvTeZzcsWafiJzOqWYg7z6mMzrlsGhXppio1pDZxJrJJqMLDE5W2jxy4fv8uxjDwtOiUtx4ViSjXdR9m4woNjWkGUF4f7QqmyD7rbo0CX+wVY0aN3EIQZRFFzVggMgNus6CGiepNzUvavNiaYBBVaUpI7BajmLqMLV2s7UWU30Ry9nregKrvE0GE9FzQbyR1nNGDNK6tDVu/RSapNWZVIbSdiRbu1N6QCg4kPPTMWuZTeIS6z6RbGqdRTUIoNIsRyCpVCV2ENK+FVBVHsKCNh1IS7pPi2tVyCLYmX/s0ph8pI8VEbW/WQ+yjTlDaU47go2n6g7u8gApd9yOvE2t0QNZY/VHQWUUnEStl7hJY9WoA6ysOuFlCVYlrZWFxWMDpycY4NytWTd6fyABVR74OapJHxzsMBsriZgUzgQYGElaBlbtWkwmzolxyBOLcnxNdhMDsj3I24P7CD3ojF7eRd23TZ2s9fL8G9BqTYgMoFziJCXqtvguXr90jwhivkxqKl2rn4bgJtbJ6s+IXiUG11iXocJu+RYqPkZh2fY6ocpNwEwAxXl3RFWIOCsgglRyi+r3ANWoAgeNKpuIl404WqvKVn2+vqQAWh3rdT+ZDWSOI5kI2m6FMHOAVAYss3S0kylAsi4l6ZOchK7m6HL/FGOShFUC1dVEBazKSNKuAFCo/uAWfQ5UaX1KpnTMH9/W03Ch+7sdD0u/TN0mBMjtSYkYZuLWt7k+W9gXpXgNzRgM9q1owkf8PAncTkN0vekW8Vzl2jAXe2cR72Z/kppH6fskXvtgpQss7ZTH7gBFzefYurWpe/riIJzMaNokG3rkddmoewpXJi9b5sW3tVkydGCKcPudn/t7rYFEBXVtH3mN2mvf9iP/0/Zs2yttD7XfWRrMn/SMuIvXvm8H50b87r2FyX3i25OqUuqi71NfB3Ymw+OkvJrWy1x34umaNms8+7uTLUnlHjA3AOxhQyVmORrcJiFHOtyFGWFJklfeIByTtXueOHJOzPq475rC7edGM+8iBshFu9wfymk7AXRVZ9tHvXSykJxGz3Kb6eSSCKntjdUnIM4j0zxNn055TJA9Rpa64u9+bgFGXU3A6fEm0FqJs/ZsGzEmez/1Uy9dSfNwGy9fnEdAf34eA0n1F8UUNV9S99nNssozu1Srqj+ShRjd98NuUFFUwgIDh2oRx5DTxFlZ/wlySWM+zNXO0SMwSKUsa/wYEiL5LNuqlZps9I3GQ4wbU7vp2NFxZm0ttg+ESRutprgzxHzfSMyUGn1Wox5RIkg9CwhTstirWW2nNapu2o60DqjSLFjjsx/ya1su5ABhnbdMenhjmscWN63l2gxtVH9p3u3iTjZILVzifhvKh2WDDNqpkYCSjtgb1tg7AA1XPQIsA6I0uZsixLzQ91JhcuCuQLUB9C5C0l51fVE3ukzfOWH/iupvLW3fBmCSrdWLpN3bcEp+Gwup0aldzg5yY2Uh5yS5KRWCYI/cpnYevkKd0cS28D7NyHAtnW0uAD6iLxmrAKjeEMBCBFwomaDL4aW2mC+qP9m7YxckwtYzlDACofoj2J6eImfTmSGAbgSezHSd5OoL21B8wHaYkpxfZxt85SgmKaOfcwfyUxvIG0HbgNrfABy4sjSzycWoCoMCUX/ObvBhBgwMa1/CAWZte7ltt6jZejX9qYMR/KoTsIBYJdtSLSeoV5haVcFJ16WkHdJvYj0PECAyNaTt17KjlaLX7aR2n0vK+LUMnbXX0VV/T211X3ZpTsIGJ3W/3W/Pl5SVV8GRl8/ye4QuP89lM9jyoGhdePN718/FuB3SWR2iq8R4w9tef1rWeVGmZeNyjrtQw1EwJMZ0AK6CalSDTT6DT5OefBpDmwwsewLUMn4eUNscoY/ftEnOy9rQDIua9qGUN9wMn91PodpjgRFX2Xm7mpl0Uv25+i+r/dS6j6mND0I+gsjfRfrOfYiu6ftmzMyJf3PzPWrFZYsCButZ2rTfBCRVXa/mS/diucquVwuyYVcDJujitDXiBojDaARtOQFk1aAHJXrlPGB+3jdo1xa7EprLTJLKjpy1zJqlIUikZ/kx9w86Ywrxc0eA9D3HMGr6o9nnw4lj5bbL8kAys9ymDl3/LgAq+fN+5ot1m5pv6DLTtFrmNB2SVJV5A1eRWh8tjB/sHUp56n6brF6glEiaZJz8oM64ghARurG0UDNuc6uNRe0YGAHEIK02fgKSnfJcFiHXU4CKl23OgJsbExD7z/S7RnOYiqidSwxfrFfqRiZJ6QK8E0pSlV5VIumSlEomBZhUDchFD2nl6oBkij0AmDCB/U4mI9zF1ciyz4v0uTEQaU0G8Z0b1Qj9Wvdby9TUD+nqSNgm2mLaAJbTJyZNcPJzOmSPFNlBtVQBLpiIXapiFgnHTNqLxjUtnQGNnz7BIj0Zg1CsHbRPCXY/lRhpyIG0jFq9t6OS2gqhAOL8YGG9vtN8weUCUqNJ6NAuEdYwCkaEmiBqAGu8OW2UYosInICtsfpLlN33n+R0OAGrZ7eONlv72gbIDm4TPds0CTemyYNIHeBGq9Ig0qKVI9xVJomypbfkUc6AujbV1J3wAqCcJi1Usa7q07iR2+6swNpm31Vw4pW+WQOnXUBuY+bmepKs4zmDOJNYeTdxoky2/mdWf3bLr5eKW9UfETAzydqNzg0qonwqarlnJugCiFVVf5LcIU9e8lnNzwkFMxXv8tifFObfptaChsWaylKyGbXSdtVfAnJtHCLb+wQFVABEcqYGqzWe6T4ZAjpcYBd6yA3IFRMVkKr65MZjXbcj1r1lLKbvbMAvDVFSne2oqgK5MdnKTLpuZX4tos4LHR/EziCyMnnyWMZHoy5eG8sr7vJV961O2D3TyQyycQfO5qFj++x5moEa7vtDunDzc58O9dy9cjs9FzLGraXjwWdc3Uvj1vLuytEs9YzUWYN0jJANn9vk6o1bhv4+P510fbmzii+FN+q/bZ+t7fJ4A9Qyz9X0cnlMpdfUI+KwltGVEJw/ps4DQg1H7TOTeThUexWiEqxKCO1kdAvrP70a0I8SYrvnCZEPtLyDql+K2TFKMYfZet6QbNASGI3nyqxF/y5Zuh7OwWspHVqQGUJTjragSW3oBkt8bM11siWpDcTWnwPIrZWlIuqeNS4bLXSds7MasCmnTeaY4T3hDDVhhKec/JeJ1JkxY31sg3Qn5MpMXa56etxHz893daP4q/uLgE5yoaZ+MPWP1jGDNqWOcmknzWryWbamBkQ3EzlxirkyEbdlYAw39uCE9lXlpez7+MM092XK0piPDueu8xWEjKBZH2VGzTottb8ZLgCEyjX1s6n+1OCB2HVjBPb9Otn4Np9iXqhiqlOy7gt1n/j1CkEO1d8hJoRkNKkhBnQcycAiUylyWNcV5Grt27i7u+XaVKxLtZ9QyclwtZPikaQdVolL96RZm5JZ9IWxhN+wbPUjnTc2YbW/Y5qYJAZX53nX27AZTtjd3ckGKXPbxkoz4YLicQpv1GGZG2jyocClJuMWwiLPQXhKIK93LEGwD2uhtiECo/qvIc0xuBVs28s1ddvQjMv4ydAhcYM+/p3QjBkTS4P6cFcDcqpgauPMNSTVrXdxUik2lnG7OF7ppgxO3IeP4q+A00WPgbWOacgUHLz8riiA87tKGVktx0Cm+mNkSZgcDezkCL1ZlhnFTc1ZNriq6frMcg09UDFz8dIdsp2SJ6dSQK+rN6I9K/G38wXtKpLitbK3Y8b3W78vhQtwikNobX0uDt2Fh+WSAYi6pHAHHdt+wWZgQZEejC6pPZ/mYT1KHP1NmlGjvtO54ta2Nof8+SBsi7s8QGqbazhz81NDWNo4xoKsu7S1IsXtiMTQWoMTQcyRUzx9t4eqHMvWeRqpA22VIvLGqjx+bqUciW/oHnTvaV0c/xsuI5p7BElLoIq2DWZhlGlXmF6qaJgfJWTbh0/jhnXPeT4RADWcM1hWTkFbzrNEYsDaHWyk/eVrF4CvFbZWgOzpsfavXfMhoBZXfpiKjxp/+ia5sp24xokMenxStfRUVWim10X70U5StxrYEUYBvdE4sVy8Dll9N/BK+FGcG0U4cKbRnhm3NWaoK5WfqIOWMXZGpJkiFnE/4NnHXaYgNWqwTeIGdLEvBbvaI73XTE5q+sufc+47IzJpdGTCysnL5PHysUt+4CSnMEA2OGrSS0msrS4RtlV/7/G1Jbm9Exu+m/ojMYsSZH4jcBQvmSluDs8bdyU8Mg01oCTMRm1zoYzVzOHN81y4Y56vDeistPIaMG1Sr2wqZAPAPTC3bWl1N3Wftb9x0s5U2TE65CcgoUA2nEafjVR/eqWhqVeLqKwO1RqQUVHqBBD5niEGgSuJPZ9aa0yofgyTqc+gasOSrBgJIZ2YCpmhxgaAW8Nl1V++x2ncmG2zu7LyiANlpA4kNZow0CpZ9Yckia2lR9FXDs/OCCepylSCSrJMamNn1AwRj0wRGnf5gdSIo+xBZ8QJYzn3NrrRgOyAa2hTuJSNU2F1QuhtcMQxm2WSROJNyhybBSMfDCKeUGeTxrn0paPkM263Ce/mzOKkisWT4PSXuWyD6EvAUu6yztSEb0DKXYq3BkrDxcS2XUxNlpWqoTqCr8tKWID7UvUn/oIkManVHxDGEzB1nyJd5YIZMhJmRc5KBTPkGo+Cgkpyaqps8tWNrHZSBRmI6BhhOY3dACFLQWkb7rrF5qC9uPk+mssSlJUNChg0iCc5bitZqmfa9kIYM7vtcpV18PHOgMsLpDapPKiLs8Yd+qTqwnfR34yMLdg4SkuwKXAXZr0dBNQlAABcYnK3+Xrs9okmv8lIoU3j4lzOZ+/ktpUxTZC8gN4/i59LQBnMsTFYeT4UbegirKXURe7H2KYG2Ldx1qSk1Ti0/mxbOtnlBnN/onicwn2uxAv5nAXjyF22YmtTcvATgkeetPkr1BwdayAFOQVdxDXMeiIqQYAJLObYM8t5EYUEvJhEkptBcqg3EWYU+LXzbAevkl6DQc4UEjgBV3tCVB59oxCTpKQNWjOIkIusDdE9P+EuG4vt6PY2QX/ve9+Ll770pTh37hyICG9/+9v92YULF/C6170Oz33uc/H0pz8d586dw7d/+7fjz/7sz5o0HnroIdx222246qqrcM011+A7v/M78ZnPfGbfolhvI0x7sf6p+vHfFO/ZpTVVw6uavFYk09rBAKHRh9NHwoggVw0UHfyFRfVRoN/5N4ApfvPEAk72fBKwYnuePtBwLkIUuGiZylpZ02eb2+W9FJ6bfqvbQHhpQ196M9fBZ7Zvkr032q8RHh/MGi9/KgGz5jWndGZJw8JtvIw/aD/9WNz1Mxq/NiYtL84fjDtg0Zb9e10aa/nnPHNd8zOdS5zag+3DhFoJzMXDaiXUWvQ7fs+VMNeCw/TJvy/UST8Fj7lfPo/Zhw/wWNWP+i/wgcZRP8uzCzzhAk845AmHKPLNEw4x4ZDl+KVDFBxiwswFM5N8KyBmM/f+M4M8nt3UWy0s/TZT/ObkDA+/TNzOxOEIIPXZz34WX/EVX4Gf+7mfWzz73Oc+hw996EO444478KEPfQi//uu/jo9+9KP4pm/6pibebbfdht/7vd/Du971LrzjHe/Ae9/7Xrzyla/ctyitG3Kb3cTrqedowjZpUJtcdmuEvSHeGbCWwLXYY9XFyX5u4lkYN3lynxbG2Hqsbqd2uLikhXsdRFgb6Km5cx9LmAJQIuZrQEirzI9tNKUWOBb+XcfeDp9+LK9xpBsAv2kflXHWP/Fvo4aimWv5WdTX9kL5/ikPjw8475NKRFmlpbynyn63+6GKfhQ0uMhBshlI9NviVQUVeYf83QhPoOMgEu8vDcLRSET2aZ9p3b0Jo97WhhYGRNuxtfFl4KIuu9Vnb3XfS17yErzkJS8ZPrv66qvxrne9qwn72Z/9WbzgBS/AH//xH+PGG2/ERz7yEbzzne/EBz7wATz/+c8HALz5zW/GN3zDN+CnfuqncO7cuf0KlCdrP0kWcYG2YUYzmrpw+c1QNcXo3VFb98l4uI0+as7N4j5t0jrU8Lsu364mZYAL77avitBG2Net0MTeujBXwd8zLF1rk7V32+yH4bzazohmXHkMIxq59bU+Xny2gqM7uUKfJ5WgRsqa4zb+rsd+DOoxdEcI70822akINhYB2AkpXrYmnfHcaf35G060/YfeQS+HScSqVqxJibUeQ07+Jr1qfTapruj6FEhBiaDHuaq6j3FIcjit7TuSO6L0tltI3gUljmEivUeKGURxtXvAOLe8ZWri3ESVDbQCsDLI5SvmOUllEVfTyiDepbWtT7d1+YiU2u+dhgvvPKx2dpd8TepTn/oUiAjXXHMNAODuu+/GNddc4wAFALfeeitKKbjnnnvwLd/yLbsnnrlc++3P+riD97PFFwOhNKc2LB2bAgoCJ188TLIhUH0xLN0+GeeeujSMEifO1C0Bmfz0aOf+LQ3LgjnlmwuzA9Hcsha3piffhFv+fJQ0j99dG/nD4qXmAqU41MYJ3PBOTdaAbf8wYWEhKGlw89thoMvLKrHH2rq90n7v4nowSuG7vLu5WC37s3yfQpJn6A2DrPPHnsHjyLl+yZWWqSECUIoya7p3R48DsilqG3vFzLyiYAKKqBHlWKDq13tMqHp5nxpKFCH4have/husixw8xHqNRvVwtqswOPYfWRnyuM6rSAtgSuttDlJMrgqcQQqqpgIMIGukzfzhyGPZrfmdtedYSG3mz/Rkk/Moo3VRTpNpZ9S7xCD1yCOP4HWvex1e8YpX4KqrrgIAPPDAA3jmM5/ZFuLgANdeey0eeOCBYTqPPvooHn30Uf99/vx58eRK7gtQFt4weImiLbhgwMVxWiPNKbNhhI7r7svXYeayoMvfjXGFEs2eQDkm9oRvm5novsYiTTjaeo38o+S257jdaV2NYKxJNu5NYyCqTCE1GM8yKDeRqWZ2mXHN7prNld2xvdbyOZLbNk+SX9pjZb4AMZd6TsF+6wtitZr6QAHWjf4YsmdK6yWGE6pNVYaNAb96o/2takEKdR2N9kkJEqLqfirZEqzqXD8Lj2AXgDjAaDuYKXrfhPLM4Hyg9mvCElAADQjB48Z38+F4f5PbPoyMexi9dywz8whj+RKC1IULF/Bt3/ZtYGa85S1vuai07rzzTvzIj/zI+GGD0Fh8N1LP8H1uiNSCE0xH6YQLQ9Q4NDK971ku0TKrTjx0kH5AkJaBuzxMDVhJVH72kPUtRqsGzMS5AY1MPDq3M9e/TCO86xaH1LR7lHOnjbCb4nSEvYf3RfRMJJt2ohTOzqegiy/hLQMyUg02Q2Vt8+OCgRlxNVvcprbZt2031gE+sBo1oMfrgCpFiOTUNJ0B7qm9q/7IredkLUqHvt5tztBL/2oFihhUoFSgFhxSwaRjcKpFGMzKmIuciE4w03OWo5I4JDSQ3LdEtv+RDFBNxScwIhcHVpRUR6l+NlgPAM3gY2tiISWVRu3na27J30pPLZgZwIX0hUY6ak9rI9haoL+r72unIi+n9PkAWKZnafr7MUb8vYywO7hLAlIGUJ/4xCfw7ne/26UoALj++uvxyU9+sol/eHiIhx56CNdff/0wvR/8wR/Ea1/7Wv99/vx5POtZz4oGyANbObEhazN0FJsPG8JCyc8BVh14tZJLqHMWazUNJ9oWKhM5tpeNAKZFF86d2xEBzgRBAYq70eemv33ZNtHBXeljSoOa3xz5cbeql4l8SseqvJr1tj5d8gZesIXqjztgTJkqI63hUTk2ZiPHtyHn0bqK2fiyOGsAtQinjT8bt+Ok3yvujvFW953VNC4XJ5RqW1ZS8Bip/ghADdWfsWMkt/FOgFyGCGAqAFdGwSQEniqIJr2dVljLQizHNjHLKRZyUpJv8uWqLGghMM+u9pU9QzbbY/3KzsqbQH5yuN/ou9J2AkgAkjEGA2q0QW7UYRZ/M1pDDzMMmc0AxAxJ0rt2eG6sX7WqxvYuraTqMxISpMSfW0APUJZH89zTCcBrVYaEzYM53LGDlAHUxz/+cbznPe/BM57xjOb5Lbfcgocffhj33nsvnve85wEA3v3ud6PWiptvvnmY5tmzZ3H27Nnlg4GK7ygLw8EZJkmkcYlq9ioOezx0A6ozimu9SsFZRjzLizz79kUa+MduoQrM5V8jmru6TPTRS2tWPC1BV1SXqnK51sp0MW6luRqNZQe2PCqLS03chWPcpj58lLFJ/b0on8XfpQ6jdy+1WxtyznC00oM8W5kznD0rqj8SQuebgJM0wKxHJsEIrKRh90I1RyTpR/qUGnUfk0hnfowSGNVUfAx/LvukbE+VlBhsG30pL19jvUNMupGGE2BRIICpEpPFnxtb9GCTwKLpHmsfSmHWXvF7+e6S61rj9ZoELP6ouqMC5vd3HLN7g9RnPvMZ/OEf/qH/vv/++3Hffffh2muvxQ033IC/9/f+Hj70oQ/hHe94B+Z59nWma6+9FldccQW+9Eu/FC9+8YvxXd/1XXjrW9+KCxcu4NWvfjVe/vKXH8GyTz81SU/cPVNH6a9FaNooAbsfk8NIZt6J6mSpCgTWC3IohefOp0zMRgSmEy9aI7CwQAN5lpKnqQFzp9tArOFvj1QK4kg2mLfj23rZvdxtnAZojYApcWZF2x6X+izypFgYpAwGOGEcPirm4t1U3gxMjUoSCVCdYcnh1uDxjuFRbgsRCGhYad803IVvdUcBqX3fyX1gvwf+BVA5d8URr/qASEm0DeacdzKmqFV+yzQj30Vr90YxCooaWaAAc9XjegpQ6iTSjhpR+FXwrNJPhRpPxKpRIXbDI19f0jD4dDc/63rZmnmC1FJIloKUm7lDJScxlgjpiRbf3H03z1Lp+/hBSyTvFhAVFIEAQpO4OD3zOsTa3ILktqjZPsxLM5cKpD74wQ/i67/+6/23qeFuv/12/Mt/+S/xm7/5mwCAr/zKr2zee8973oOv+7qvAwC87W1vw6tf/Wq88IUvRCkF3/qt34o3velN+xZFxrxtxO0aYwFaC5eIZDfZ8v6jxijBiI0BVAYrtVIy7ipTTDagsqBEfBZm2Q3BkrSDgEqdmBk0RV19YOSB4Ko/wtr1IEIEuMnzyK5Dl8Ulj56flYOTFSMtGG1PMhP7LmzxwrCv25eJeRG/l6KaPKzpnIHRsI7xdOCxLLX9rdua8YX2d0vPaRnuVRg00kqVh+4oQDZ6f9T2iyIMJKoFd9GhedExkVXtmpHf8MvwyxNJkAcMEmCCrjlBLu1TG7x0Xp9c6yE5a7jmUyBqQNS4vkKs/gTUqtjdgUktAfW5qf6CNNiZgBuakQNI/JsJMyY5CQOtZd+M2LNlQFZ1A7HtEROrQPgdW24N6Oo+pPD8DYT0FSSkNgAFpTsENO9pX6V53PrJ/R43f+/o9gapr/u6rwvd+sBtembu2muvxS/90i/tm/W62wZQm4q0wg0O/TvE5URj1jMaPBpUyG63jFcT1WM4+780sOupeACGWwPuQXBWKrR0magmO+LVdSAv3lgNOEq7w//93Er6a+q+DFqN2o8QEu0K2AR68WKc5C5cK1Nfjrwes1a1+LGJSF4sR7LS8IN6OFA1dbHGs6TitwwFgmkiyMeJcuycThxX1Z6ZgasJQ0f4GQswQF6nERWfrRGFKTjAKdxOR7d1HlJOJYwfrIxSUbX32NCCuiaFFlDChDyp9LgFFqRnyM2o6dq3vQskFaK3o1MYD4Pln8odJJRSHk2GkZ+/R/lRm1hOlEeRxu5En91H+TgWAyc7Xpm7gbLWIFlycW45IU3itvyAV4oB2kzMRGWZkvoPyRawI1p5LX1Bfd3Uve14ckoH5XDSqzbQ8iBIqj+XrDR+vLcD8doWZdje3Az8pSRnZdA2MtVtl1yWOId03QjatoHf11MbYDFWOhChHJ4Aq1dDeh95nBgnjal6FhaaMdQ03ZDXGLk2rdaKaxHnKADvZcvI3CWcgdwf0XIDMHeR0thsElF1NjPc3lukBZkDbm4O3ShbC0ByRxQTZGNvlWPCqAKHVOSU8AJQlYsOUREGEJXl6DJIfLjqb7KaQEBI/KbWs7unXEVos70bjPkA2pF1n0lGIkkZSEb4DDmWyU7DmBWA8skbc/6d0pawBIgJlMxisln3Mikqf6MFvmwskUGOa4BhY+G3+N6NYTrRIOXglNZcGnBqBv8KB54JSx5UJnyUtDmTFG5KcP2c2X9VF/halRYim6lvUv1trGhP1EwfTEFguWmPbgOvD4yUt4vh+ueoxCuXa1Fscr+UMfIZbjy2OFK5tm4pm0zzcn57S1o8KriWPfVTlrQWRiFosKhpc0/ewLhTg0YfdYxDZkJ2AaocZ0O0i3KGG33qvbn9CKhGE88ay9VA7CBIxZgpZTz1mg9Or+f1qbmS0z3Saz5Q9XSJykBhFDdBV/Ah1k29cUsvOK09VaRNw+RqvclrFHKPAZeQCV1XTuteI/NtMFR1p2tSCaRqA1gBUnMCqeoqwbx+la3+SgNSWQVYFXwcvBI4LQCtW6OyLjeLvfbYK0p0hXS9fg2odht2JxukzOUJkQHKwInHcVvikTidzPl1k0704txOxEXclHD29xlvcpuoTCJqcgNmV+ykBmw48wWVS5R2Z8Dc0XnerMRtmUfzTN9plyPWT3Zv4mfA4GOsSkp8q0owY3wzXhLA9uDWDJHUiV0eq3k3ZV0JP263S/6DOGOrP3/YvTfoyKwGhAElJ3xMsMGJFrJ9tyo+OU0CTrDlpDEl0hSgYlZ/BaKiKzBLP/iytKVjihOzNiTEhl9Lq28Yu7zRQQDU1GEh4Tgsah0ZSzVhGkLtJ69NWRsqrHKk2XSK07YgJA7FDV0NAObGMwCm/NnBnWiQitOtdW5rYzg3m8Bjqxooj53RcUn6Wzg1Gf3u10zYO5LjZjTSe1lSPqyj27gtIGFZZ0nRDumEqBaSJKl+67sVhVJbcNcu/t2HXazLojwjCJQ1JUccl65YQbfpt6QGtC0CQamGhxrkalBTIdpcvy5qUw9CGF2sAI+/0hHsNZVgn5VEyZHX4uzoHg/Q2sVtAbAG3W0+MJDXefz0TOt/FumlFLWUqxWFRN1XTZLiKtKG7v69QGosoZJUIVX9sVj7ARDJTOe2X6BYxU8Q44oJJj1VvWCAXbpS8q21yZKU1S8AA2j3Mrn6DuQSE3O7T2pOBhQz6xFK3ElYlg636r7ZJaWyEt6q+prfQKcG1K7rfgcAUdAa+9QAPj+geQd3okFKKg7RH9ug1jWpTJh3AamGg28AC/CNuwRRASmnRYDeDKoTiMLvhSASqyVlqcifa8yegGWill2jiuxBTIl9p/rLYN0Alvp9P0VSwXljXKwbWNHltNni6ICNco4BS/CcXfTIpvgNWe/BqumOEYXsyrcpLOU0hpI21rbnI+nI+68xbkn909XP88m8zVrhnkjQGoC69WUwX+kZCzARk6wpNetTABaWfoSqdzrYHVOohFmPMzpEAVW5A8pM0GUjscxJuQFYoaSz7uOifh2brAbdBWHdZ+f8AaYuZD+gdlE1l0JsTU2gzTbvOvDkKz0cvEK9ZxaAdtWHrWU1Kj4EWFUOC8DKtoG4B6d+7cqmaTrFwp53fqi/seKr0Rc+r/PVSDu4kw1SyGCUGgEI9G7ibEgn+XkQHtCik6rnHLw8CkDxArJJeNCj4BK9wJmGrtDTYVlHqj+oZKdpxzPLJ06YblLkSO/i3BpFdCrs0UbnDabCSJEzE2FvxON4luPmPthWVG5/Dko8fKF5ddB/Aq7L8CbhAcC0Kr6ETCvjYpdqHovbF+gyAKNT+a21RXrmUZp6L2trw7ZR8bmUIiPG1rsaazpT/XX+ChKLPsCBQl6Xs/6E/5QC2pZFUwPGEU6q3Ogm7MLikNNvA5ZU9h50mONgWltbWqgDWYAv9jLlePB8c9u3Vn9w2uWgyuhUfN33LmErdHOTO9EgRXrpXEhSWEpS3EoPG4ln0M0YWHbjFuWPqh2M4KcrOllFoZY4JcpZtBi2OJxBQ18Kkt1bFrJXI2skmzpE64AoGU8YUKW2CGkrUQAfiBfLdnPzNfR3ZcnhBIj0aQ/sfib1hxqQQtBo3oXTsmZvk3G2VscRcdxQnaCP0T6uUkzFzXR0IwO08s7yvZUCpmAXvvo67esutus3uQy4TYa8fJ6IqDNTNpaRxjLS+X6qmuNK8NPKdeForoxCIj0c1uLWfQTZV6VbqGKflJ6i7jmyHJc0cQUR4wBZklJ4YJHEFCJkbHTVbUCKo29dxYcwlnC/AtJhugvrsLbHJDEjqQHN30pTTdocElo2mlha+KGRtID0W/2wI62YdN4iXYZJqvHK8/cpou4jBSgbXODeH4N8qzl61rFR+va1JzRAxYmTkrulDYccXkCFHHTkPZ1oqgZkZb2I7A17X/NMqhBGC1TDipgEoXk4CBnqpgUc5rSWxYnD5ZTvMbnRAmujYjT216qkgz82JCMMVhhBoBgg2wCq6fiaRYnm5tTsloUkz9E2uYho6XTTGv3DBrBWoCQDlgFmCqfk75Lz93dRA6KvTl/WXRzhGHu+cwakI1Bu9hh0449TXJa42UoUDWABtRa5/VrPsGPlUIpKF8TArBIVFQalu6XIrqE31aFDijIjCoKyyTef42fwgsV3z5oYQEn6ofqzNSkDEgZcrReXM6qKTwHL/Iv1Ju6BLlR8+by/4RoUsJTuEoMbwKV9xdGnbDc4A+niTzQq/cUBDFvciQapxhkQGTGwBtFnDYc6aJw+KJMdG6R5rjR0RIkspeNbvKNsVlLEa1OxAos3q6oWaivLqzdnG9aGHHclS/YJDuYwJdZnpGm7SvC4HFOD/0htOaTGSGVdobByqoA0Tl6TUtagSZXi0dI83buBg7JnsLjUrh9IO4DL8bIP29weOV1K6Qtoxn27bqtMnf+ytSx9zV53VRiHZEBmDahqPVJLP4Kr9Uz1RzD1n8wV25uVmUBS44riUy32VjVV0fKIvwWDoZoPSeJBa07eAA0CYPwqkyY+mrUjtjicy4EmbjyXisY6tsEwYu6wcfE5bPBB59/iTjRI0awfU/Epci9UfalhMtFq0vI/LX0kksGLJEUR6REqgHPsTvDTTboNAZTe1HUinWViGpQs+5D736abc2OZjrYlZy9ruKigc69EbrkEJO6c4x0/5WLQRkODiq3rV+l5fl/bwxs7t08G+syhGZ5XuCTlSv+YYd2kiPTCMiwVK6hYVCczBEd0jcZqwFMswCaPASvOngB2US6P/ey71OCTXcOrBHPnoKRE0+aFjyHkY7VC9QcI104EUAHmKndJyRyGSEyAW/QBMtdtfnOFq8wrCogZB6SnrpPeFkwCSoWqG0lMdvTShqkRwy8DS2fsoCB0mCz2QnpqT0E/VEu/Qy6Yq8Q5ZHL/zEX2kqFV95nhBFgkUC9Lzeq+1u/7o3QPlBizqCqwIowkfCmGQt3HiOWZp4ThRAIhM2n2BshAhfA37/bJZRCwh/nbgSkDUJ5E+kwzFPqbl4vNjDVNsLS5QqcJwqRB4xMa1Z9bPuXydY680jKwXKXoDKl4Gq40S2kNMaSQxlbz2u7ykVmRVKu6cSDxl5b+bLxCNakBs+qBLS12xqWr0kIN2GcXcE3tgz3cpv1Vi3MAUxzCAKiA1f6+KLdWvccboEZ1VeaK81qihes4NunIXvLT0gGXWCqH5DNDtq4UIswsln4E8Zt8IKdPKHgVGUey1iQZBwNp6r58jh+lsbOt2pFibzLerE8hVHi96XisSaVwEGotjdowS155My/XJFX10pmDFJTh68AKEs6+tGIMY/u9OHDBtg/t4E40SJGwOKsA1axPbSF8DbFKbC5TIsK6GM96WrIPRs2PTapiONAIAWgBppG2gvK2Bcnila2LWbzE9VJf4EEl84J6AJsBVCRmB+v68U8wwOCdgWgTYeslwADleMr5d0mSlZ440PilsDCqzmZC7GnlVI1FQNvXmtSi2E0WTcM1cbbWm3bwP8GO0193F1O+S13nzEx1GZskZQyZjQg79w8g2Ll8Bm5ZIrLrPOw2X9lBIht85YoOeW7DTt6J6sW0Hc3JvqwBDAAcgJjh5udC4kIVONwD5c8xkMQCeFq1n+Zr5MtBDO2akzGoqbzSB63fvzcAk9HhJnwHd6JBCjPceMIbIJ/ldxF7puTFoE0GVv5d7DcpYEEW8fWYFp5SQkUt+QjAxCJtAQo+iULq6DdQIzIZjDzvjFQ6Ff3w0XSiYF+jIchQSsvpMJAknvHp5It0Fp4dnFnnAT6zfemOyWYRwkgiwtx6CAg1ICPagRPlMBVEzMxmInnlBhMu2sPCl4S8GUsbMGxErLkP39EFD7NGrPsXtpWRx+W4WFDp8t2Y1x6OgWSpGuMXxjZqAzkAMYBS/Mw/qrLexEx+lFkxY6ZSl6o/IkwkFy9yJcwkO5smqnpsEouqj4ShmZRTlem67J9sThHm4nAJaGmNF2G+gRdioWjhhzUZUZi/lpC2ajLGqCVJUgW1ajlqBqo1FZ+WvZLPIa7UqPhccMgqvhkOXGKVrWE7uBMNUo11H6OTrFYkqS0gxUBL0AcA1UwyAyiL7KkgPSBNV0EJcEpjQOP36xgHRvqOJ7WmBkxlZmBEALw+K8ShBTfqnmx8dZzPLi4zmrns+dvUmsa1GbgY+2cvG3ghnrk0Vc3KUqKRScPMaA67tWZvat8Wd+R2YgaPEaA8GQOqvV4alZeH5TtaobaFXzxApZRiznFW98GtYJ3Aul/im4GEgAvBzoogVP0NPyuP0tywWOzh5OyixVP5LH4PiI1JM1KPkG5M+gFClSfhJfZrmUSVAKtdy2pPk2hMzXXANMYSnMuwBKis4nM/xN+eyxcfn1dm6ef0OMJpCx3O7kSClHH69dFHAnSOEaQWHCC131BJCpBvTnupxM8CXiXCxM/gydLhZDhhfp3EatIOgprSyjOXfAh+8gX5b3kWgBSV3AYezpB6JdKzHQfSLvks8u3ytHLEojg5OHmYTQ6j0NmcNW856PZkRDjC36sdunESBd0wZnZpn11AalcgS799HI3Cc/z8bFG4xw+keC2vPGZzmNVN5wYBMTcgc8DHfWH/zQM/E4NKVSazisQEBhcGUx8OcKluIMFU9Sp6RqXq5uoWZuDky8t0VJDCGKQQBg3ZHP1CnQKkdF2pMZBIklStAroAUGsCtZrUgAZerFKVzTfu/IAYShhILYwl1D/HHKNOqiJW+o2g52uOeJcLoJ5k7v/8n/+DZz3rWU90MU7dqTt1p+7UXaT7kz/5E3zhF37h6vMTCVK1VvzZn/0ZmBk33ngj/uRP/gRXXXXVE12sS+LOnz+PZz3rWZd1HYHTel5u7qlQz6dCHYFLV09mxqc//WmcO3cOpZTVeCdS3VdKwRd+4Rfi/PnzAICrrrrqsh4kwFOjjsBpPS8391So51OhjsClqefVV1+9Nc46fJ26U3fqTt2pO3VPsDsFqVN36k7dqTt1T1p3okHq7Nmz+Bf/4l/g7NmzT3RRLpl7KtQROK3n5eaeCvV8KtQReOLreSINJ07dqTt1p+7UPTXciZakTt2pO3Wn7tRd3u4UpE7dqTt1p+7UPWndKUidulN36k7dqXvSulOQOnWn7tSdulP3pHUnFqR+7ud+Dl/8xV+Mpz3tabj55pvx/ve//4ku0kW5O++8E3/rb/0t/KW/9JfwzGc+E9/8zd+Mj370o02cRx55BK961avwjGc8A5//+Z+Pb/3Wb8WDDz74BJX44t2P//iPg4jwmte8xsMulzr+6Z/+Kf7BP/gHeMYznoErr7wSz33uc/HBD37QnzMz3vCGN+CGG27AlVdeiVtvvRUf//jHn8AS7+/mecYdd9yBm266CVdeeSW+5Eu+BD/6oz/anMV2Euv53ve+Fy996Utx7tw5EBHe/va3N893qdNDDz2E2267DVdddRWuueYafOd3fic+85nPPI612Ow21fHChQt43eteh+c+97l4+tOfjnPnzuHbv/3b8Wd/9mdNGo9bHfkEul/5lV/hK664gv/dv/t3/Hu/93v8Xd/1XXzNNdfwgw8++EQX7cjuRS96Ef/8z/88/+7v/i7fd999/A3f8A1844038mc+8xmP893f/d38rGc9i++66y7+4Ac/yH/7b/9t/uqv/uonsNRHd+9///v5i7/4i/lv/I2/wd/3fd/n4ZdDHR966CH+oi/6Iv5H/+gf8T333MN/9Ed/xP/1v/5X/sM//EOP8+M//uN89dVX89vf/nb+nd/5Hf6mb/omvummm/gv/uIvnsCS7+fe+MY38jOe8Qx+xzvewffffz//2q/9Gn/+538+/+t//a89zkms53/+z/+Zf+iHfoh//dd/nQHwb/zGbzTPd6nTi1/8Yv6Kr/gK/u3f/m3+H//jf/Bf+2t/jV/xilc8zjVZd5vq+PDDD/Ott97K/+E//Af+gz/4A7777rv5BS94AT/vec9r0ni86ngiQeoFL3gBv+pVr/Lf8zzzuXPn+M4773wCS3W87pOf/CQD4N/6rd9iZhk4Z86c4V/7tV/zOB/5yEcYAN99991PVDGP5D796U/zs5/9bH7Xu97Ff+fv/B0Hqculjq973ev4a7/2a1ef11r5+uuv5//v//v/POzhhx/ms2fP8i//8i8/HkU8FveN3/iN/B3f8R1N2N/9u3+Xb7vtNma+POrZE/Bd6vT7v//7DIA/8IEPeJz/8l/+CxMR/+mf/unjVvZd3QiIe/f+97+fAfAnPvEJZn5863ji1H2PPfYY7r33Xtx6660eVkrBrbfeirvvvvsJLNnxuk996lMAgGuvvRYAcO+99+LChQtNvZ/znOfgxhtvPHH1ftWrXoVv/MZvbOoCXD51/M3f/E08//nPx9//+38fz3zmM/FVX/VV+Lf/9t/68/vvvx8PPPBAU8+rr74aN99884mq51d/9Vfjrrvuwsc+9jEAwO/8zu/gfe97H17ykpcAuHzqmd0udbr77rtxzTXX4PnPf77HufXWW1FKwT333PO4l/k43Kc+9SkQEa655hoAj28dT9wBs//3//5fzPOM6667rgm/7rrr8Ad/8AdPUKmO19Va8ZrXvAZf8zVfgy//8i8HADzwwAO44oorfJCYu+666/DAAw88AaU8mvuVX/kVfOhDH8IHPvCBxbPLpY5/9Ed/hLe85S147Wtfi3/+z/85PvCBD+Cf/tN/iiuuuAK3336712U0hk9SPV//+tfj/PnzeM5znoNpmjDPM974xjfitttuA4DLpp7Z7VKnBx54AM985jOb5wcHB7j22mtPZL0feeQRvO51r8MrXvEKP2D28azjiQOpp4J71atehd/93d/F+973vie6KMfq/uRP/gTf933fh3e961142tOe9kQX55K5Wiue//zn41/9q38FAPiqr/oq/O7v/i7e+ta34vbbb3+CS3d87ld/9Vfxtre9Db/0S7+EL/uyL8N9992H17zmNTh37txlVc+nsrtw4QK+7du+DcyMt7zlLU9IGU6cuu8LvuALME3TwuLrwQcfxPXXX/8Eler43Ktf/Wq84x3vwHve857mIrDrr78ejz32GB5++OEm/kmq97333otPfvKT+Jt/82/i4OAABwcH+K3f+i286U1vwsHBAa677roTX0cAuOGGG/DX//pfb8K+9Eu/FH/8x38MAF6Xkz6Gv//7vx+vf/3r8fKXvxzPfe5z8Q//4T/EP/tn/wx33nkngMunntntUqfrr78en/zkJ5vnh4eHeOihh05UvQ2gPvGJT+Bd73pXc03H41nHEwdSV1xxBZ73vOfhrrvu8rBaK+666y7ccsstT2DJLs4xM1796lfjN37jN/Dud78bN910U/P8ec97Hs6cOdPU+6Mf/Sj++I//+MTU+4UvfCH+9//+37jvvvv88/znPx+33Xab+096HQHga77maxbbBz72sY/hi77oiwAAN910E66//vqmnufPn8c999xzour5uc99bnFZ3TRNqLUCuHzqmd0udbrlllvw8MMP49577/U47373u1Frxc033/y4l/kozgDq4x//OP7bf/tveMYzntE8f1zreKxmGI+T+5Vf+RU+e/Ys/8Iv/AL//u//Pr/yla/ka665hh944IEnumhHdt/zPd/DV199Nf/3//7f+c///M/987nPfc7jfPd3fzffeOON/O53v5s/+MEP8i233MK33HLLE1jqi3fZuo/58qjj+9//fj44OOA3vvGN/PGPf5zf9ra38ed93ufxv//3/97j/PiP/zhfc801/B//43/k//W//he/7GUve9KbZvfu9ttv57/yV/6Km6D/+q//On/BF3wB/8AP/IDHOYn1/PSnP80f/vCH+cMf/jAD4J/+6Z/mD3/4w27ZtkudXvziF/NXfdVX8T333MPve9/7+NnPfvaTygR9Ux0fe+wx/qZv+ib+wi/8Qr7vvvsaevToo496Go9XHU8kSDEzv/nNb+Ybb7yRr7jiCn7BC17Av/3bv/1EF+miHIDh5+d//uc9zl/8xV/w937v9/Jf/st/mT/v8z6Pv+VbvoX//M///Ikr9DG4HqQulzr+p//0n/jLv/zL+ezZs/yc5zyH/82/+TfN81or33HHHXzdddfx2bNn+YUvfCF/9KMffYJKezR3/vx5/r7v+z6+8cYb+WlPexr/1b/6V/mHfuiHGkJ2Euv5nve8ZzgXb7/9dmberU7/7//9P37FK17Bn//5n89XXXUV/+N//I/505/+9BNQm7HbVMf7779/lR695z3v8TQerzqeXtVx6k7dqTt1p+5J607cmtSpO3Wn7tSduqeOOwWpU3fqTt2pO3VPWncKUqfu1J26U3fqnrTuFKRO3ak7dafu1D1p3SlInbpTd+pO3al70rpTkDp1p+7UnbpT96R1pyB16k7dqTt1p+5J605B6tSdulN36k7dk9adgtSpO3Wn7tSduietOwWpU3fqTt2pO3VPWncKUqfu1J26U3fqnrTuFKRO3ak7dafu1D1p3f8PWmW4DYaRdTgAAAAASUVORK5CYII=",
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "for i in range(16):\n",
-    "    print(i)\n",
-    "    plt.imshow(batch['x'][i, 0, :, :])\n",
-    "    plt.show()\n",
-    "    \n",
-    "    plt.imshow(batch['y'][i, 0, :, :])\n",
-    "    plt.show()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "288a7418-9a6c-46bf-98a7-cb1d89be7974",
-   "metadata": {},
-   "source": [
-    "# PINNs Loss\n",
-    "\n",
-    "https://github.com/NVIDIA/physicsnemo/blob/main/examples/cfd/darcy_physics_informed/darcy_physics_informed_fno.py "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 28,
-   "id": "30acd517-8b92-44cd-843e-ddaad326b8b0",
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Start downloading...\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "1it [00:00, 5940.94it/s]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Complete\n",
-      "Start downloading...\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "1it [00:00, 7781.64it/s]"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Complete\n",
-      "Start downloading...\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "1it [00:00, 8338.58it/s]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Complete\n",
-      "Start downloading...\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "1it [00:00, 9118.05it/s]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Complete\n",
-      "Start downloading...\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "1it [00:00, 9467.95it/s]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Complete\n",
-      "Start downloading...\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "1it [00:00, 8701.88it/s]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Complete\n",
-      "Start downloading...\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "1it [00:00, 4396.55it/s]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Complete\n",
-      "Start downloading...\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "1it [00:00, 6423.13it/s]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Complete\n",
-      "Start downloading...\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "1it [00:00, 6355.01it/s]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Complete\n",
-      "Start downloading...\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "1it [00:00, 4346.43it/s]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Complete\n",
-      "Start downloading...\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "1it [00:00, 8542.37it/s]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Complete\n",
-      "Start downloading...\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "1it [00:00, 8559.80it/s]\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Complete\n",
-      "burgers_pino.mat\t      NS_fine_Re500_T128_part2.npy\n",
-      "cavity.mat\t\t      NS-Re500_T300_id0.npy\n",
-      "NS_fft_Re500_T4000.npy\t      NS-Re500_T300_id0-shuffle.npy\n",
-      "NS_fine_Re100_T128_part0.npy  piececonst_r421_N1024_smooth1.mat\n",
-      "NS_fine_Re500_T128_part0.npy  piececonst_r421_N1024_smooth2.mat\n",
-      "NS_fine_Re500_T128_part1.npy  Re500-1_8s-800-PINO-140000.pt\n"
-     ]
-    }
-   ],
-   "source": [
-    "# https://github.com/neuraloperator/physics_informed/blob/master/download_data.py\n",
-    "import os\n",
-    "import requests\n",
-    "from tqdm import tqdm\n",
-    "\n",
-    "_url_dict = {\n",
-    "    'NS-T4000': 'https://hkzdata.s3.us-west-2.amazonaws.com/PINO/data/NS_fft_Re500_T4000.npy', \n",
-    "    'NS-Re500Part0': 'https://hkzdata.s3.us-west-2.amazonaws.com/PINO/data/NS_fine_Re500_T128_part0.npy', \n",
-    "    'NS-Re500Part1': 'https://hkzdata.s3.us-west-2.amazonaws.com/PINO/data/NS_fine_Re500_T128_part1.npy', \n",
-    "    'NS-Re500Part2': 'https://hkzdata.s3.us-west-2.amazonaws.com/PINO/data/NS_fine_Re500_T128_part2.npy', \n",
-    "    'NS-Re100Part0': 'https://hkzdata.s3.us-west-2.amazonaws.com/PINO/data/NS_fine_Re100_T128_part0.npy', \n",
-    "    'burgers': 'https://hkzdata.s3.us-west-2.amazonaws.com/PINO/data/burgers_pino.mat', \n",
-    "    'NS-Re500_T300_id0': 'https://hkzdata.s3.us-west-2.amazonaws.com/PINO/NS-Re500_T300_id0.npy',\n",
-    "    'NS-Re500_T300_id0-shuffle': 'https://hkzdata.s3.us-west-2.amazonaws.com/PINO/data/NS-Re500_T300_id0-shuffle.npy',\n",
-    "    'darcy-train': 'https://hkzdata.s3.us-west-2.amazonaws.com/PINO/data/piececonst_r421_N1024_smooth1.mat', \n",
-    "    'darcy-test': 'https://hkzdata.s3.us-west-2.amazonaws.com/PINO/data/piececonst_r421_N1024_smooth2.mat', \n",
-    "    'cavity': 'https://hkzdata.s3.us-west-2.amazonaws.com/PINO/data/cavity.mat',\n",
-    "    'Re500-1_8s-800-pino-140k': 'https://hkzdata.s3.us-west-2.amazonaws.com/PINO/checkpoints/Re500-1_8s-800-PINO-140000.pt',\n",
-    "}\n",
-    "\n",
-    "\n",
-    "def download_file(url, file_path):\n",
-    "    print('Start downloading...')\n",
-    "    with requests.get(url, stream=True) as r:\n",
-    "        r.raise_for_status()\n",
-    "        with open(file_path, 'wb') as f:\n",
-    "            for chunk in tqdm(r.iter_content(chunk_size=256 * 1024 * 1024)):\n",
-    "                f.write(chunk)\n",
-    "    print('Complete')\n",
-    "\n",
-    "\n",
-    "def main(name, out_dir):\n",
-    "    url = _url_dict[name]\n",
-    "    file_name = url.split('/')[-1]\n",
-    "    os.makedirs(out_dir, exist_ok=True)\n",
-    "    file_path = os.path.join(out_dir, file_name)\n",
-    "    download_file(url, file_path)\n",
-    "\n",
-    "out_dir = \"pino_data\"\n",
-    "for name in _url_dict.keys():\n",
-    "    main(name, out_dir)\n",
-    "!ls pino_data"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 31,
-   "id": "0a5aaf7e-54b6-46d1-af97-3ad08e5f34f5",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "--2025-06-30 15:11:54--  https://hkzdata.s3.us-west-2.amazonaws.com/PINO/data/piececonst_r421_N1024_smooth1.mat\n",
-      "Resolving hkzdata.s3.us-west-2.amazonaws.com (hkzdata.s3.us-west-2.amazonaws.com)... 3.5.85.76, 52.218.176.97, 3.5.83.189, ...\n",
-      "Connecting to hkzdata.s3.us-west-2.amazonaws.com (hkzdata.s3.us-west-2.amazonaws.com)|3.5.85.76|:443... connected.\n",
-      "HTTP request sent, awaiting response... 301 Moved Permanently\n",
-      "Location: unspecified\n",
-      "ERROR: Redirection (301) without location.\n"
-     ]
-    }
-   ],
-   "source": [
-    "!wget https://hkzdata.s3.us-west-2.amazonaws.com/PINO/data/piececonst_r421_N1024_smooth1.mat"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 33,
-   "id": "8dce6116-e41e-48d8-ba51-33489c5219b9",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "1it [00:00, 5315.97it/s]\n"
-     ]
-    }
-   ],
-   "source": [
-    "url = \"https://hkzdata.s3.us-west-2.amazonaws.com/PINO/data/piececonst_r421_N1024_smooth1.mat\"\n",
-    "with requests.get(url, stream=True) as r:\n",
-    "    r.raise_for_status()\n",
-    "    with open(\"test.mat\", 'wb') as f:\n",
-    "        for chunk in tqdm(r.iter_content(chunk_size=256 * 1024 * 1024)):\n",
-    "            f.write(chunk)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 19,
-   "id": "7ebcc53c-34f7-4221-ad40-1f56eaa652e3",
-   "metadata": {},
-   "outputs": [
-    {
-     "ename": "ValueError",
-     "evalue": "Unknown mat file type, version 32, 109",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
-      "Cell \u001b[0;32mIn[19], line 32\u001b[0m\n\u001b[1;32m     29\u001b[0m         pde_ic \u001b[38;5;241m=\u001b[39m torch\u001b[38;5;241m.\u001b[39mcat([pde_a\u001b[38;5;241m.\u001b[39munsqueeze(\u001b[38;5;241m2\u001b[39m), \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mpde_mesh], dim\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m2\u001b[39m)\n\u001b[1;32m     30\u001b[0m         \u001b[38;5;28;01mreturn\u001b[39;00m data_ic, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mu[item], pde_ic\n\u001b[0;32m---> 32\u001b[0m \u001b[43mDarcyCombo\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m     33\u001b[0m \u001b[43m    \u001b[49m\u001b[43mdatapath\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43m./pino_data/piececonst_r421_N1024_smooth1.mat\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m     34\u001b[0m \u001b[43m    \u001b[49m\u001b[43mnx\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m421\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m     35\u001b[0m \u001b[43m    \u001b[49m\u001b[43msub\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m7\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m     36\u001b[0m \u001b[43m    \u001b[49m\u001b[43mpde_sub\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m2\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m     37\u001b[0m \u001b[43m    \u001b[49m\u001b[43mnum\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m1000\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m     38\u001b[0m \u001b[43m    \u001b[49m\u001b[43moffset\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m     39\u001b[0m \u001b[43m)\u001b[49m\n",
-      "Cell \u001b[0;32mIn[19], line 13\u001b[0m, in \u001b[0;36mDarcyCombo.__init__\u001b[0;34m(self, datapath, nx, sub, pde_sub, num, offset)\u001b[0m\n\u001b[1;32m     11\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mS \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mint\u001b[39m(nx \u001b[38;5;241m/\u001b[39m\u001b[38;5;241m/\u001b[39m sub) \u001b[38;5;241m+\u001b[39m \u001b[38;5;241m1\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m sub \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m1\u001b[39m \u001b[38;5;28;01melse\u001b[39;00m nx\n\u001b[1;32m     12\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mpde_S \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mint\u001b[39m(nx \u001b[38;5;241m/\u001b[39m\u001b[38;5;241m/\u001b[39m pde_sub) \u001b[38;5;241m+\u001b[39m \u001b[38;5;241m1\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m sub \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m1\u001b[39m \u001b[38;5;28;01melse\u001b[39;00m nx\n\u001b[0;32m---> 13\u001b[0m data \u001b[38;5;241m=\u001b[39m \u001b[43mscipy\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mio\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mloadmat\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdatapath\u001b[49m\u001b[43m,\u001b[49m\u001b[43mverify_compressed_data_integrity\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m)\u001b[49m\n\u001b[1;32m     14\u001b[0m a \u001b[38;5;241m=\u001b[39m data[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mcoeff\u001b[39m\u001b[38;5;124m'\u001b[39m]\n\u001b[1;32m     15\u001b[0m u \u001b[38;5;241m=\u001b[39m data[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124msol\u001b[39m\u001b[38;5;124m'\u001b[39m]\n",
-      "File \u001b[0;32m/pscratch/sd/m/mansisak/operator_aliasing/env/lib/python3.10/site-packages/scipy/io/matlab/_mio.py:234\u001b[0m, in \u001b[0;36mloadmat\u001b[0;34m(file_name, mdict, appendmat, spmatrix, **kwargs)\u001b[0m\n\u001b[1;32m    232\u001b[0m variable_names \u001b[38;5;241m=\u001b[39m kwargs\u001b[38;5;241m.\u001b[39mpop(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mvariable_names\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;28;01mNone\u001b[39;00m)\n\u001b[1;32m    233\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m _open_file_context(file_name, appendmat) \u001b[38;5;28;01mas\u001b[39;00m f:\n\u001b[0;32m--> 234\u001b[0m     MR, _ \u001b[38;5;241m=\u001b[39m \u001b[43mmat_reader_factory\u001b[49m\u001b[43m(\u001b[49m\u001b[43mf\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    235\u001b[0m     matfile_dict \u001b[38;5;241m=\u001b[39m MR\u001b[38;5;241m.\u001b[39mget_variables(variable_names)\n\u001b[1;32m    236\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m spmatrix:\n",
-      "File \u001b[0;32m/pscratch/sd/m/mansisak/operator_aliasing/env/lib/python3.10/site-packages/scipy/io/matlab/_mio.py:74\u001b[0m, in \u001b[0;36mmat_reader_factory\u001b[0;34m(file_name, appendmat, **kwargs)\u001b[0m\n\u001b[1;32m     54\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m     55\u001b[0m \u001b[38;5;124;03mCreate reader for matlab .mat format files.\u001b[39;00m\n\u001b[1;32m     56\u001b[0m \n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m     71\u001b[0m \n\u001b[1;32m     72\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m     73\u001b[0m byte_stream, file_opened \u001b[38;5;241m=\u001b[39m _open_file(file_name, appendmat)\n\u001b[0;32m---> 74\u001b[0m mjv, mnv \u001b[38;5;241m=\u001b[39m \u001b[43m_get_matfile_version\u001b[49m\u001b[43m(\u001b[49m\u001b[43mbyte_stream\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m     75\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m mjv \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m0\u001b[39m:\n\u001b[1;32m     76\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m MatFile4Reader(byte_stream, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs), file_opened\n",
-      "File \u001b[0;32m/pscratch/sd/m/mansisak/operator_aliasing/env/lib/python3.10/site-packages/scipy/io/matlab/_miobase.py:253\u001b[0m, in \u001b[0;36m_get_matfile_version\u001b[0;34m(fileobj)\u001b[0m\n\u001b[1;32m    251\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m maj_val \u001b[38;5;129;01min\u001b[39;00m (\u001b[38;5;241m1\u001b[39m, \u001b[38;5;241m2\u001b[39m):\n\u001b[1;32m    252\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m ret\n\u001b[0;32m--> 253\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mUnknown mat file type, version \u001b[39m\u001b[38;5;132;01m{}\u001b[39;00m\u001b[38;5;124m, \u001b[39m\u001b[38;5;132;01m{}\u001b[39;00m\u001b[38;5;124m'\u001b[39m\u001b[38;5;241m.\u001b[39mformat(\u001b[38;5;241m*\u001b[39mret))\n",
-      "\u001b[0;31mValueError\u001b[0m: Unknown mat file type, version 32, 109"
-     ]
-    }
-   ],
-   "source": [
-    "from torch.utils.data import Dataset\n",
-    "import scipy\n",
-    "\n",
-    "class DarcyCombo(Dataset):\n",
-    "    def __init__(self, \n",
-    "                 datapath, \n",
-    "                 nx, \n",
-    "                 sub, pde_sub, \n",
-    "                 num=1000, offset=0) -> None:\n",
-    "        super().__init__()\n",
-    "        self.S = int(nx // sub) + 1 if sub > 1 else nx\n",
-    "        self.pde_S = int(nx // pde_sub) + 1 if sub > 1 else nx\n",
-    "        data = scipy.io.loadmat(datapath,verify_compressed_data_integrity=False)\n",
-    "        a = data['coeff']\n",
-    "        u = data['sol']\n",
-    "        self.a = torch.tensor(a[offset: offset + num, ::sub, ::sub], dtype=torch.float)\n",
-    "        self.u = torch.tensor(u[offset: offset + num, ::sub, ::sub], dtype=torch.float)\n",
-    "        self.mesh = torch2dgrid(self.S, self.S)\n",
-    "        self.pde_a = torch.tensor(a[offset: offset + num, ::pde_sub, ::pde_sub], dtype=torch.float)\n",
-    "        self.pde_mesh = torch2dgrid(self.pde_S, self.pde_S)\n",
-    "\n",
-    "    def __len__(self):\n",
-    "        return self.a.shape[0]\n",
-    "\n",
-    "    def __getitem__(self, item):\n",
-    "        fa = self.a[item]\n",
-    "        pde_a = self.pde_a[item]\n",
-    "        data_ic = torch.cat([fa.unsqueeze(2), self.mesh], dim=2)\n",
-    "        pde_ic = torch.cat([pde_a.unsqueeze(2), self.pde_mesh], dim=2)\n",
-    "        return data_ic, self.u[item], pde_ic\n",
-    "\n",
-    "DarcyCombo(\n",
-    "    datapath = \"./pino_data/piececonst_r421_N1024_smooth1.mat\",\n",
-    "    nx=421,\n",
-    "    sub=7,\n",
-    "    pde_sub=2,\n",
-    "    num=1000,\n",
-    "    offset=0,\n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "a3126341-0d9e-4241-b834-603172dec094",
-   "metadata": {},
-   "source": [
-    "# Load darcy data\n",
-    "\n",
-    "https://github.com/NVIDIA/physicsnemo/blob/main/examples/cfd/darcy_physics_informed/darcy_physics_informed_fno.py"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 41,
-   "id": "04b6e6c1-a130-478a-878b-590c97dd2653",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Loading test db for resolution 16 with 100 samples \n",
-      "Loading test db for resolution 16 with 100 samples \n"
-     ]
-    }
-   ],
-   "source": [
-    "from operator_aliasing.data.utils import get_dataset\n",
-    "from operator_aliasing.data.utils import get_data\n",
-    "\n",
-    "data_kwargs = {\n",
-    "    'dataset_name': 'darcy',\n",
-    "    'filter_lim': 3,\n",
-    "    'img_size': 16,\n",
-    "    'downsample_dim': -1,\n",
-    "    'train': True,\n",
-    "    'batch_size':16,\n",
-    "    'seed':0,\n",
-    "}\n",
-    "\n",
-    "train_loader, test_loaders = get_data(**data_kwargs)\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 43,
-   "id": "49eeacae-8d96-488d-b964-0a1ff8c75702",
-   "metadata": {},
-   "outputs": [
-    {
-     "ename": "NameError",
-     "evalue": "name 'device' is not defined",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
-      "Cell \u001b[0;32mIn[43], line 8\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21;01moperator_aliasing\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mmodels\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mutils\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mimport\u001b[39;00m get_model\n\u001b[1;32m      2\u001b[0m model \u001b[38;5;241m=\u001b[39m get_model(\n\u001b[1;32m      3\u001b[0m             model_name\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mFNO2D\u001b[39m\u001b[38;5;124m'\u001b[39m,\n\u001b[1;32m      4\u001b[0m             out_channels\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m1\u001b[39m,\n\u001b[1;32m      5\u001b[0m             in_channels\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m1\u001b[39m,\n\u001b[1;32m      6\u001b[0m             hidden_channels\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m32\u001b[39m,\n\u001b[1;32m      7\u001b[0m             max_modes\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m16\u001b[39m,\n\u001b[0;32m----> 8\u001b[0m         )\u001b[38;5;241m.\u001b[39mto(\u001b[43mdevice\u001b[49m)\n",
-      "\u001b[0;31mNameError\u001b[0m: name 'device' is not defined"
-     ]
-    }
-   ],
-   "source": [
-    "from operator_aliasing.models.utils import get_model\n",
-    "model = get_model(\n",
-    "            model_name='FNO2D',\n",
-    "            out_channels=1,\n",
-    "            in_channels=1,\n",
-    "            hidden_channels=32,\n",
-    "            max_modes=16,\n",
-    "        ).to(device)"
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "operator_alias",
-   "language": "python",
-   "name": "env"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.10.0"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 5
-}
diff --git a/operator_aliasing/README.md b/operator_aliasing/README.md
new file mode 100644
index 0000000..9047eda
--- /dev/null
+++ b/operator_aliasing/README.md
@@ -0,0 +1,5 @@
+- [`main.py`](https://github.com/msakarvadia/operator_aliasing/blob/main/operator_aliasing/main.py) allows you to run a single experiment w/ custom experimental configurations. Do `python main.py --help` for details. Running `python main.py` will train an FNO on a darcy flow dataset from PDEBench.
+- [`utils.py`](https://github.com/msakarvadia/operator_aliasing/blob/main/operator_aliasing/utils.py) general utility functions
+- [`train`](https://github.com/msakarvadia/operator_aliasing/tree/main/operator_aliasing/train) contains training utility codes
+- [`models`](https://github.com/msakarvadia/operator_aliasing/tree/main/operator_aliasing/models) contains model definitions and the utilities to instantiate them
+- [`data`](https://github.com/msakarvadia/operator_aliasing/tree/main/operator_aliasing/data) data processing scritps
diff --git a/operator_aliasing/models/README.md b/operator_aliasing/models/README.md
new file mode 100644
index 0000000..992b262
--- /dev/null
+++ b/operator_aliasing/models/README.md
@@ -0,0 +1,6 @@
+- [`utils.py`](https://github.com/msakarvadia/operator_aliasing/blob/main/operator_aliasing/models/utils.py) utilty to instantiate FNO/CNO/CROP models
+- CNO Models (from [original repo](https://github.com/camlab-ethz/ConvolutionalNeuralOperator/tree/main/CNO2d_time_dependent_%26_foundation_model)):
+  - [`cno1d.py`](https://github.com/msakarvadia/operator_aliasing/blob/main/operator_aliasing/models/cno1d.py): 1D CNO model
+  - [`CNO2d_original_version/CNOModule.py`](https://github.com/msakarvadia/operator_aliasing/blob/main/operator_aliasing/models/CNO2d_original_version/CNOModule.py): 2D CNO model
+- CROP Model (from [original_repo](https://github.com/wenhangao21/ICLR25-CROP/tree/main))
+  - [`crop2d.py`](https://github.com/msakarvadia/operator_aliasing/blob/main/operator_aliasing/models/crop2d.py) 1d CROP model
diff --git a/operator_aliasing/train/README.md b/operator_aliasing/train/README.md
new file mode 100644
index 0000000..aa8395a
--- /dev/null
+++ b/operator_aliasing/train/README.md
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+- [`train.py`](https://github.com/msakarvadia/operator_aliasing/blob/main/operator_aliasing/train/train.py) training/test evaluate loops
+- [`pinn_losses.py`](https://github.com/msakarvadia/operator_aliasing/blob/main/operator_aliasing/train/pinn_losses.py) loss defnitions for different PDE modeling problems
+- [`utils.py`](https://github.com/msakarvadia/operator_aliasing/blob/main/operator_aliasing/train/utils.py) general training utility functions