diff --git a/convert.ipynb b/convert.ipynb index 40a10b2..08a814a 100644 --- a/convert.ipynb +++ b/convert.ipynb @@ -157,7 +157,7 @@ ], "metadata": { "kernelspec": { - "display_name": "sam2", + "display_name": "Python 3", "language": "python", "name": "python3" }, @@ -171,7 +171,12 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.13.2" + "version": "3.10.12 (main, Feb 4 2025, 14:57:36) [GCC 11.4.0]" + }, + "vscode": { + "interpreter": { + "hash": "916dbcbb3f70747c44a77c7bcd40155683ae19c65e1c03b4aa3499c5328201f1" + } } }, "nbformat": 4, diff --git a/results.ipynb b/results.ipynb new file mode 100644 index 0000000..da1c188 --- /dev/null +++ b/results.ipynb @@ -0,0 +1,263 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Defaulting to user installation because normal site-packages is not writeable\n", + "Collecting matplotlib\n", + " Downloading matplotlib-3.10.3-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (8.6 MB)\n", + "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m8.6/8.6 MB\u001b[0m \u001b[31m10.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m00:01\u001b[0m00:01\u001b[0m\n", + "\u001b[?25hRequirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib) (23.2)\n", + "Collecting kiwisolver>=1.3.1\n", + " Downloading kiwisolver-1.4.8-cp310-cp310-manylinux_2_12_x86_64.manylinux2010_x86_64.whl (1.6 MB)\n", + "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.6/1.6 MB\u001b[0m \u001b[31m11.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m00:01\u001b[0m00:01\u001b[0m\n", + "\u001b[?25hRequirement already satisfied: python-dateutil>=2.7 in /usr/local/lib/python3.10/dist-packages (from matplotlib) (2.9.0.post0)\n", + "Requirement already satisfied: pillow>=8 in 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collected packages: kiwisolver, cycler, contourpy, matplotlib\n", + "Successfully installed contourpy-1.3.2 cycler-0.12.1 kiwisolver-1.4.8 matplotlib-3.10.3\n" + ] + } + ], + "source": [ + "!pip install matplotlib" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "# Data: FPS values from earlier\n", + "fps_data = {\n", + " 'MA_0.05': 4.23,\n", + " 'MA_0.07': 4.29,\n", + " 'MA_0.10': 6.28,\n", + " 'MA_0.15': 9.07,\n", + " 'MA_OF_0.05': 4.40,\n", + " 'MA_OF_0.07': 4.01,\n", + " 'MA_OF_0.10': 4.23,\n", + " 'MA_OF_0.15': 4.02,\n", + " 'Naive_0.05': 5.23,\n", + " 'Naive_0.07': 5.77,\n", + " 'Naive_0.10': 9.55,\n", + " 'Naive_0.15': 17.81,\n", + " 'Naive_OF_0.05': 4.82,\n", + " 'Naive_OF_0.07': 4.84,\n", + " 'Naive_OF_0.10': 5.00,\n", + " 'Naive_OF_0.15': 4.85\n", + "}\n", + "\n", + "# Accuracy (J&F mean) values from provided table\n", + "jf_data = {\n", + " 'Baseline': 0.419,\n", + " 'MA_0.05': 0.417,\n", + " 'MA_0.07': 0.417,\n", + " 'MA_0.10': 0.388,\n", + " 'MA_0.15': 0.324,\n", + " 'MA_OF_0.05': 0.148,\n", + " 'MA_OF_0.07': 0.148,\n", + " 'MA_OF_0.10': 0.148,\n", + " 'MA_OF_0.15': 0.148,\n", + " 'Naive_0.05': 0.415,\n", + " 'Naive_0.07': 0.412,\n", + " 'Naive_0.10': 0.401,\n", + " 'Naive_0.15': 0.380,\n", + " 'Naive_OF_0.05': 0.148,\n", + " 'Naive_OF_0.07': 0.148,\n", + " 'Naive_OF_0.10': 0.148,\n", + " 'Naive_OF_0.15': 0.148\n", + "}\n", + "\n", + "# Plotting J&F vs FPS scatter\n", + "plt.figure(figsize=(10, 6))\n", + "\n", + "# Plot each point\n", + "for key in fps_data:\n", + " plt.scatter(fps_data[key], jf_data[key], label=key, s=50)\n", + "\n", + "# Annotate each point\n", + "for key in fps_data:\n", + " plt.text(fps_data[key] + 0.1, jf_data[key] + 0.005, key, fontsize=8)\n", + "\n", + "# Baseline reference line (accuracy only, no FPS)\n", + "plt.axhline(y=jf_data['Baseline'], color='gray', linestyle='--', label='Baseline (J&F = 0.419)')\n", + "\n", + "plt.title('Tradeoff: J&F Mean vs FPS for All Frame-Skip Variants')\n", + "plt.xlabel('FPS')\n", + "plt.ylabel('J&F Mean')\n", + "plt.grid(True)\n", + "plt.legend(bbox_to_anchor=(1.05, 1), loc='upper left', fontsize=8)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "# Data\n", + "thresholds = [0.05, 0.07, 0.10, 0.15]\n", + "\n", + "fps_naive = [5.23, 5.77, 9.55, 17.81]\n", + "fps_naive_of = [4.82, 4.84, 5.0, 4.85]\n", + "fps_ma = [4.23, 4.29, 6.28, 9.07]\n", + "fps_ma_of = [4.40, 4.01, 4.23, 4.02]\n", + "\n", + "# Plotting FPS vs Threshold for each model\n", + "plt.figure(figsize=(10, 6))\n", + "plt.plot(thresholds, fps_naive, marker='o', label='Naive')\n", + "plt.plot(thresholds, fps_naive_of, marker='o', label='Naive OF')\n", + "plt.plot(thresholds, fps_ma, marker='o', label='Mask Aware (MA)')\n", + "plt.plot(thresholds, fps_ma_of, marker='o', label='MA OF')\n", + "\n", + "# Styling\n", + "plt.title('FPS vs Threshold for Different Implementations')\n", + "plt.xlabel('Threshold')\n", + "plt.ylabel('Frames Per Second (FPS)')\n", + "plt.legend()\n", + "plt.grid(True)\n", + "\n", + "# Display plot\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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HVl1s4cKFmM1m7r77buu2IUOGsGLFCptxAl26dGHt2rWA8f7etm0bo0aNIigoyLp97dq1+Pv72wwAvfhez3/L0rVrVw4dOsTp06dt6hIVFUXv3r1ttl3Je6os6enpBAQEXPKY++67jzNnzvDVV1+RnZ3NV199dckUhu3bt7Njxw6bz+chQ4aQlpbGqlWryjznfP3lxqMBaiIXcXFx4d5772XBggW0b9+eo0ePlvuBu3//fiwWS7lTHl38lV1iYiLjxo3jiy++KDXI7ff/2bi7uxMcHGyzLSAgoEKD43bt2sULL7zAt99+S1ZW1iWfp3bt2phMplLPc3FO4JEjR6hfv36p4xo1anTZulysffv2VzVA7bzbbrsNHx8fFi1axNatW2nXrh3169cvlV8JRrts37691Gt43sWDrL766ismT57M1q1bbfKQf3+/AHXq1Cm1rSLtEhQURI8ePVi8eDGTJk0CjBQGZ2dnm1zLiRMnMmDAABo2bEjz5s3p06cPDzzwAC1btrzk9c9r0aLFZQc0RUZG8u6772IymXB3d6dBgwZlfsU/ZMgQhgwZQlZWFhs2bGDOnDksWLCA/v37s3PnziuemeTIkSPUqlULHx8fm+1NmjSx7r/Y72fuqKjBgwfz1FNPsWLFCubPn8/tt99e6jnPO3PmjHUw2PHjx21yhy9+r1S0XfLz8+nXrx+xsbEsXrzYZqDV+WtenKPv6upKYGAgYOT9t2/fnvT0dGtaTOvWrSksLGTJkiXWPy67dOnCrFmzOHDgAAcPHsRkMtGxY0drEDxy5EjWrl3LTTfdhNl8oS/rxx9/5MUXX2T9+vU2KRrn63XxDAllvfZX8p4qj+V3udm/FxwcTM+ePVmwYAF5eXkUFxdfcsDlhx9+iJeXF9HR0Rw4cAAwPjsjIyOZP38+/fr1K7MOZb23xfEp2BX5naFDhzJr1izGjx9Pq1atyu1hKikpwWQysWLFijIHr53P0ysuLqZXr16cOnWKf/zjHzRu3BgvLy+OHz/Ogw8+WCqvsryBcJeTmZlJ165d8fX1ZeLEidSrVw93d3e2bNnCP/7xjwo/z+X+U7IHNzc37rrrLubOncuhQ4cYP358uceWlJTQq1evcvOKGzZsCBg9YHfccQc333wzb7/9NjVr1sTFxYX333+fBQsWlDrvj7xegwcPZsSIEWzdupWYmBgWL15Mjx49bGb9uPnmmzl48CCff/45X3/9Nf/73/94/fXXmTVrFo888shln6MivLy8rmiEv6+vL7169aJXr164uLgwd+5cNmzYQNeuXSulPuW52tH/NWvWpFu3brz22mv8+OOPl5yB4a9//Svvv/8+TzzxBB07dsTPz886N/HF75WKtoubmxu33XYbn3/+OStXriw1L+zf/vY35s6da33ctWtX1qxZw/79+9m0aRNAmX84z58/3xrsnp+a64cffuDQoUO0adMGLy8vunTpwowZM8jJyeHXX3+1Wbjh4MGD9OjRg8aNGzNt2jQiIiJwdXVl+fLlvP7666U+F8p67Sv6nipPjRo1KvTH+tChQxk5ciRJSUn07du33Fk9LBYLH330Ebm5uWV+PqekpJCTk1MqVzojI6PczglxbAp2RX6nc+fO1KlThzVr1vDvf/+73OPq1auHxWIhKirqkh/2O3bs4LfffmPu3Lk2A9Iqe1TwmjVrSE9P59NPP7UZnJKQkHDV16xbty47d+4s1SOyb9++P1TXqzF06FBmz56N2Wy+5KCVevXqkZOTc9mg7pNPPsHd3Z1Vq1bZfN38/vvvV1qdzxs4cCCPPvqoNZXht99+Y+zYsaWOCwwMZMSIEYwYMYKcnBxuvvlmxo8fX2nB7h/Rtm1b5s6dy8mTJ6/43Lp16/LNN9+QnZ1t09N6PrWmbt26lVbPoUOH8sgjj+Dv789tt91W7nEff/wxw4cPt5kOKz8/32Zg6XkVaReTycT8+fMZMGAA9957LytWrKBbt27W/c8884xN2tD5r/Xnz5+Pi4sL8+bNK/UH1bp165gxYwaJiYnUqVPHWtauXcuhQ4fo0qULYATkY8aMYcmSJRQXF9u8/7/88ksKCgr44osvbL6duDjN6nIq+p4qT+PGjSv0OXTnnXfy6KOP8vPPP9uk/fze+fl3J06caP124LyMjAxGjRrF0qVLbV7vs2fPcvToUe64446ruge5vilnV+R3TCYTM2bM4MUXX+SBBx4o97i77roLJycnJkyYUKp3z2KxWL+OPP8f2MXHWCwW3njjjUqtd1nPU1hYyNtvv33V17zttts4ceKEzXRceXl5FZoZorLdcsstTJo0ibfeeqtULurF7rvvPtavX19m3l5mZiZnz54FjNfLZDLZTMt2+PBhli5dWul19/f3p3fv3ixevJiFCxfi6upaahnd38/q4O3tTf369a/pNG95eXmsX7++zH3n82qvNIUFjN+j4uJi6zRr573++uuYTCb69u175ZUtxz333GOdT9XV1bXc45ycnEq9b998881S0/RdSbu4urry6aef0q5dO/r378/GjRut+5o2bUrPnj2tJTY2FjCC3S5dujBo0CDuuecem/L0008D2MxS0KVLF7799ls2btxoDXZjYmLw8fHh5Zdftk6hd/F9AqXSNK7kj7qKvqfK07FjR3bu3HnZ32Vvb2/eeecdxo8fT//+/cs97nwKw9NPP13qNRs5ciQNGjQoNSvD7t27yc/Pp1OnTpesgzgm9eyKlGHAgAEMGDDgksfUq1ePyZMnM3bsWA4fPszAgQPx8fEhISGBzz77jFGjRvHUU0/RuHFj6tWrx1NPPcXx48fx9fXlk08+qfQFKjp16kRAQADDhw/n8ccfx2QyMW/evD+UljBy5Ejeeusthg0bxubNm6lZsybz5s3D09OzEmteMWazmRdeeOGyxz399NN88cUX3H777Tz44IPExsaSm5vLjh07+Pjjjzl8+DBBQUH069ePadOm0adPH4YOHUpKSgozZ86kfv36NnnLlWXQoEH86U9/4u2336Z3796lvqJt2rQp3bp1IzY2lsDAQH755Rc+/vhjm+VVq1peXh6dOnWiQ4cO9OnTh4iICDIzM1m6dClr165l4MCBtG7d+oqv279/f2655Raef/55Dh8+TKtWrfj666/5/PPPeeKJJ2wG/v1Rfn5+l0xzOe/2229n3rx5+Pn50bRpU9avX88333xDjRo1bI670nbx8PDgq6++onv37vTt25fvv/++3NUCN2zYwIEDB8q9Vnh4OG3atGH+/Pn84x//AIxgd/78+ZhMJmtag5OTE506dWLVqlV069bNJsi/9dZbcXV1pX///jz66KPk5OTw7rvvEhISUuFe+oq+p8ozYMAAJk2axPfff8+tt956yecaPnz4JfcXFBTwySef0KtXr3Jzx++44w7eeOMNUlJSrDnpq1evxtPTk169el3mbsURKdgVh3Y+0LvaPNjLefbZZ2nYsCGvv/66deGAiIgIbr31VuvXZS4uLnz55Zc8/vjjTJkyBXd3d+68805Gjx5Nq1atKq0uNWrU4KuvvuLJJ5/khRdeICAggD/96U/06NGj1OjqivL09CQ+Pp6//vWvvPnmm3h6enL//ffTt2/fyy4bay+enp58//33/Otf/2LJkiV88MEH+Pr60rBhQyZMmGAdjNO9e3fee+89Xn75ZZ544gmioqL497//zeHDh6sk2L3jjjvw8PAgOzvbZhaG8x5//HG++OILvv76awoKCqhbty6TJ0+29u5dC/7+/rz77rssW7aM999/n6SkJJycnGjUqBGvvvpqqdkUKspsNvPFF18wbtw4Fi1axPvvv09kZCSvvvoqTz75ZCXfRcW88cYbODk5MX/+fPLz87npppv45ptvSr1XrqZdfH19WbVqFTfffDO9evVi7dq11K9fv9Rx53sfL9WL2b9/f8aPH8/27dtp2bKltTe3cePGNoF5ly5dWLVqlXX/eY0aNeLjjz/mhRde4KmnniIsLIw///nPBAcH89BDD13+haLi76nyxMbG0rJlSxYvXnzZYPdyli1bRmZm5mVfs9dee42FCxdaf2eXLFnCXXfdVe6ARXFsJkt1HI0iUklmzJjB3/72Nw4cOFCpvUciIlJx8+bN4//+7/9ITEys1OWkK2Lr1q20adOGLVu2EBMTc02fW6oH5eyKQ9u0aRNeXl6VOgBGRESuzP3330+dOnXKXLWtqr388svcc889CnRvYOrZFYf0ySefsGbNGmbOnMkjjzxilwFVIiIiYn8KdsUhRUVFkZ2dzZ133sn06dPx8vKyd5VERETEDhTsioiIiIjDUs6uiIiIiDgsBbsiIiIi4rA0z24ZSkpKOHHiBD4+PjZLpIqIiIhI9WCxWMjOzqZWrVqYzeX33yrYLcOJEyeIiIiwdzVERERE5DKOHj1K7dq1y92vYLcM51dY+d///sfAgQNxcXGxc42kMhQVFfH1119z6623qk0dgNrT8ahNHYva0/FUtzbNysoiIiLisivjKdgtw/nUBU9PT3x9fatFg8ofV1RUpDZ1IGpPx6M2dSxqT8dTXdv0cimnGqAmIiIiIg7L7sHuzJkziYyMxN3dnbi4ODZu3FjusXPmzMFkMtkUd3d3m2MsFgvjxo2jZs2aeHh40LNnT/bv31/VtyEiIiIi1ZBdg91FixYxZswYXnzxRbZs2UKrVq3o3bs3KSkp5Z7j6+vLyZMnreXIkSM2+1955RVmzJjBrFmz2LBhA15eXvTu3Zv8/Pyqvh0RERERqWbsmrM7bdo0Ro4cyYgRIwCYNWsWy5YtY/bs2Tz77LNlnmMymQgLCytzn8ViYfr06bzwwgsMGDAAgA8++IDQ0FCWLl3K4MGDq+ZGRERExKEUFxdTVFRk72pUK0VFRTg7O5Ofn09xcXGVP5+TkxPOzs5/eBpYuwW7hYWFbN68mbFjx1q3mc1mevbsyfr168s9Lycnh7p161JSUkKbNm3417/+RbNmzQBISEggKSmJnj17Wo/38/MjLi6O9evXlxvsFhQUUFBQYH2clZVl/Vm/6I7jfFuqTR2D2tPxqE0dy/Xcnrm5uZw8eRKLxWLvqlQrFouFsLAwEhMTr9k6BB4eHoSGhpY5IK6iv1t2C3bT0tIoLi4mNDTUZntoaCh79+4t85xGjRoxe/ZsWrZsyenTp5k6dSqdOnVi165d1K5dm6SkJOs1fn/N8/vKMmXKFCZMmFDmvtWrV1/Jbcl1QG3qWNSejkdt6liut/Y0mUyEhoYSGBiIr6+vFpeyo7Nnz3Lq1Cm2b99OcnJyqf15eXkVus51NfVYx44d6dixo/Vxp06daNKkCf/5z3+YNGnSVV937NixjBkzxvr4/LxtAL169apW02vI1SsqKmL16tVqUweh9nQ8alPHcr22Z0FBAYmJidSqVQsPDw97V6daOb9i2bVcYdbX15fExESaN2+Om5ubzb6Lv4m/FLsFu0FBQTg5OZWK1JOTk8vNyf09FxcXWrduzYEDBwCs5yUnJ1OzZk2ba8bExJR7HTc3t1Iv4MXPcT29SeXy1KaORe3peNSmjuV6a8/i4mJMJhNOTk6XXIL2RlRSUgIYvd/X6rU5n7Pr7Oxc6veoor9XdmtFV1dXYmNjiY+Pt24rKSkhPj7epvf2UoqLi9mxY4c1sI2KiiIsLMzmmllZWWzYsKHC1xQRERERx2HXNIYxY8YwfPhw2rZtS/v27Zk+fTq5ubnW2RmGDRtGeHg4U6ZMAWDixIl06NCB+vXrk5mZyauvvsqRI0d45JFHAOMvjSeeeILJkyfToEEDoqKi+Oc//0mtWrUYOHCgvW5TREREROzErsHuoEGDSE1NZdy4cSQlJRETE8PKlSutA8wSExNtuskzMjIYOXIkSUlJBAQEEBsby08//UTTpk2txzzzzDPk5uYyatQoMjMz6dy5MytXriy1+ES1cvA7WPEP6PtvqHdLxfeJiIhItXI88wwZuYXl7g/wciXcX7nA15LdB6iNHj2a0aNHl7lvzZo1No9ff/11Xn/99Utez2QyMXHiRCZOnFhZVaxaFgvET4C0fca/0d3gfNL3pfaJiIhItXI88wzdp66h4GxJuce4OZv59qlulR7wPvjgg2RmZrJ06dJS+9asWcMtt9yCv78/J0+etOkA3LRpE+3btwdw2KnWlHltbwfj4cSvxs8nfjUeV2SfiIiIVCsZuYWXDHQBCs6WXLLntyr5+Pjw2Wef2Wx77733qFOnjl3qc60o2LUniwW+nWy7beH9MLOjURbef9EOEyx/BvJOXdMqioiI3MgsFgt5hWcrVPKLKraqWH5RcYWuV9k9rcOHD2f27NnWx2fOnGHhwoUMHz681LHr1q2jS5cueHh4EBERweOPP05ubq51/7x582jbti0+Pj6EhYUxdOhQUlJSrPvXrFmDyWQiPj6etm3b4unpSadOndi3b1+l3lNF2D2N4YZ2cc/teWfzIXV3GQdb4NRBeCUKgptAnTiI6GD8GxCl9AYREZEqcKaomKbjVlXqNe+ZVf5KsRfbPbE3nq6VF6o98MADvPrqqyQmJlKnTh0++eQTIiMjadOmjc1xBw8epE+fPkyePJnZs2eTmprK6NGj+etf/8r06dMBYx7lSZMm0ahRI1JSUhgzZgwPPvggy5cvt7nW888/z2uvvUZwcDCPPfYYDz30ED/++GOl3VNFKNi1l/O9uiYnsFz0l6DJfCF4PXUILGV8HZK6xyib5xiPvUMhIg7qdDAC4Jotwen6mdNQREREql5ISAh9+/Zlzpw5jBs3jtmzZ/PQQw+VOm7KlCncf//9PPHEEwA0aNCAGTNm0LVrV15++WV8fX1tzouOjmbGjBm0a9eOnJwcvL29rfteeuklunbtCsCzzz5Lv379yM/Pv6YTByjYtZeyenXBCG5PHbz0uTc/A0V5cHQDnNgKOcmw5wujADh7QHjshd7fiHbgEVDptyAiIuLoPFyc2D2xd4WO3X0iq0K9th8/1pGmtXwr9NyV7aGHHuJvf/sbf/rTn1i/fj1Llixh7dq1Nsds27aN7du3M3/+fOs2i8VCSUkJR44cISQkhM2bNzN+/Hi2bdtGRkaGdcGJxMREm1myWrZsaf35/LoIKSkp1zRPWMGuPVhzdc3ApRPZSzPDgdUw8juj97fojBE0J/5sBL9HN8CZDDiyzijn2aQ+dICASKU+iIiIXIbJZKpwKoF7BYNTdxenSk1PuBJ9+/Zl1KhRPPzww/Tv358aNWqUOiYnJ4dHH32Uxx9/3GZ7SUkJ/v7+5Obm0rt3b3r37s38+fMJDg4mMTGR3r17U1hoO/ju4lXOzi8xfD4wvlYU7NpDcSGcPs6VB7oY52QdN67h7AYuHlC3k1EASkog7Tc4+jMkbjD+PXVIqQ8iIiKCs7Mzw4YN45VXXmHFihVlHtOmTRt2795N/fr1bbaXlJSQlZXF3r17SU9P5+WXXyYiIgKAX375pcrrfrUU7NqDsxuM+g5y08ren5MCmMA7uOz9XsHGNcpiNkNIY6PEPnjhekc3XOj9VeqDiIhIpQvwcsXN2XzZeXYDvFyvYa1KmzRpEk8//XSZvboA//jHP+jQoQOjR4/mkUcewcvLi927d/P111/z0ksvUadOHVxdXXnzzTd57LHH2LlzJ5MmTbrGd1FxCnbtxa+2Ua4F7xBo0t8oUMHUBxMENzaC3zodjV5gpT6IiIiUK9zfg2+f6maXFdRKSkpwdq5YWOfq6kpQUFC5+1u2bMn333/P888/T5cuXbBYLNSrV4/77rsPgODgYObMmcNzzz3HjBkzaNOmDVOnTuWOO+6olHupbAp2b0RKfRAREakS4f4edlkOOCUlpVTawXndunW75Jy9AwcOLLW/Xbt2fP311zbbzqcxAAwZMoQhQ4bY7L/4GmU9Z0xMjF1WaVOwK0p9EBERuU5lZGTw448/smbNGh577DF7V6daUrArZbtU6sP5ADg/s3TqQ0iTi3p/lfogIiJSlR566CE2bdrEk08+yYABA+xdnWpJwa5UTEVTH1J2G2Xz+8ZxSn0QERGpMp999pm9q1DtKdiVq1MZqQ91OkLtduDhb6ebEBEREUenYFcqT1mpD8e3XNT7q9QHERERubYU7ErVcfGAyJuMAkp9EBERkWvObO8KOKqZM2cSGRmJu7s7cXFxbNy48ZL7lixZQuPGjXF3d6dFixYsX77cevySJUvw8/PDZDLZlD59+gCU2n6+vPrqq9f8vi/pfOpD7INw5zvw+K/w1H4Y9CF0HA3hbcHsciH1YdVz8L/uMCUC5twO8ZNg/2o4k2nvOxEREZHrhHp2q8CiRYsYM2YMs2bNIi4ujunTp9O7d2/27dvHd999V2pfz549yc3N5eWXX+b2229nwYIFDBw4kC1btpCVlcWQIUOIiYnBw8ODtm3bMnPmTL7++mtatWoFwMmTJ22ef8WKFTz88MPcfffd9rj9K1PR1IfDa40CKPVBREREKkrBbhWYNm0aI0eOZMSIEQDMmjWLZcuWMXv2bD777LNS+z788EMaNGjA008/DRjL+K1evZq33nqLjIwM+vTpQ1BQEJmZmbz++uusX7+ehQsX0q1bNwDCwsJsnv/zzz/nlltuITo6+trddGX5w6kPHY3Bb2FKfRAREREFu5WusLCQzZs3M3bsWOs2s9lMz549+fHHH8vcZzKZcHGxDcx69+7N0qVLycjIYMyYMWzdupU1a9YQEhJCcXExBw4c4KWXXiq1rnVycjLLli1j7ty5VXuj18rlZn1I/BlObis964OLpzHrw/ne39rtwNnLbrchIiIi9qGc3UqWlpZGcXExoaGhNttDQ0M5duxYmfvy8/M5c+ZMqeOTkpJISkoiNDSUPn368MEHHxAfH88999xDZmYmffv2pbi42Oa8uXPn4uPjw1133VU1N1gdnE996P0SjIyHsUfhweXQYxw06A3u/lCUZ6Q9rJ0K8++Bf0fi/N8utEx8H9OOxXAqAeywZKGIiNxADn4Hb7U3/q1iDz74YJnjdw4cOFDm8WvWrMFkMhEQEEB+fr7Nvk2bNlnPdwTq2b1ODB482Ppzq1at8Pf3Z9OmTaxZs4YePXpY982ePZv7778fd3d3e1TTPiqY+mBK3UMUe+CLcx863mEXljpW6oOIiFQmiwXiJ0DaPuPf6G5VPrakT58+vP/++zbbgoODL3mOj48Pn332GUOGDLFue++996hTpw6JiYlVUs9rTT27lSwoKAgnJyeSk5NtticnJ1O7du0y97m7u+Ph4VHq+LCwMMLCwsq8Vnh4OEFBQTZ/sa1du5Z9+/bxyCOPVPJdXWfKmfXh7N1zOBDch5JasedmfUiC3Z/DqrHwbnd4uY5mfRAREVsWCxTmXnnZtxxO/Gpc48SvxuMrvcYVfgPp5uZmjR3OFycnp0ueM3z4cGbPnm19fObMGRYuXMjw4cNLHbtu3Tr69u2Ll5cXERERPP744+Tm5lr3z5s3j7Zt2+Lj40NYWBhDhw4lJSXFuv98b3J8fDxt27bF09OTTp06sW/fviu6zyulnt1K5urqSmxsLPHx8QwcOBCAkpIS4uPjGT16NCkpKaX2WSwWzp49a3Od1atX07FjRzIyMoiPj+eJJ56w2deyZUt27NhBzZo1rdvfe+89YmNjrbM0yEW8Q7A0vp1dh8zUve02zJzVrA8iInJ5RXnwr1p//DoLh175Oc+dANeqHW/ywAMP8Oqrr5KYmEidOnX45JNPiIyMpE2bNjbHHTx4kNtuu43nn3+eOXPmkJ6ezujRoxk9erS1N7moqIhJkybRqFEjUlJSGDNmDA8++KDNdKoAzz//PK+99hrBwcE89thjPPTQQ/z4449Vdo8KdqvAmDFjGD58OG3btqV9+/ZMnz6d3NxcRowYQVRUFEOHDiUhIYFXX32V6dOn4+zszP79+3nttdf44YcfSE9P55dffuG///0vWVlZdO3alW7duvHYY4/x888/s2nTJjIzM6lfvz69e/cGICsriyVLlvDaa6/Z+e6vE+WlPiSuvzD4LSOhjFkflPogIiLV01dffYW3t7f1cd++fVmyZMklzwkJCaFv377MmTOHcePGMXv2bB566KFSx02ZMoWhQ4fy5z//GV9fXxo1asSMGTPo2rUr77zzDu7u7jbnRUdHM2PGDNq1a0dOTo5NvV566SW6du0KwLPPPku/fv3Iz8+vshRMBbtVYNCgQaSmpjJu3DiSkpKIiYlh5cqVhIaGMmjQIF544QXWrFlDTEwMMTExrF69msTERF544QX279+Pn58fS5cupXnz5gDMmTOHUaNG8f333wPGL2bnzp2ZNGkSbm5uACxcuBCLxWKTcyNX4OJZH9oa08KRnWwEvueD35PbLqQ+7P7cOKasWR88/O12GyIiUslcPI0e1oqyWGDObZC0EywXDSI3OUFYc2NAdUW/IXTxvKKq3nLLLbzzzjvWx15eFesVfuihh/jb3/7Gn/70J9avX8+SJUtYu3atzTHbtm1j+/btLFiwwLrNYrFQUlJCQkICTZo0YfPmzYwfP55t27aRkZFBSUkJAImJiTRt2tR6XsuWLa0/n/+GOiUlhTp16lzR/VaUgt0qcr5rvyz79+8vtS0uLo577723zOPvv/9+7r///ks+36hRoxg1atSVV1TK5xMKTe8wClzZghfnlzquEwf+dZX6ICJyvTKZriyV4MA3RufI71mKje1Hf4b6PSuvfhfx8vKifv36V3xe3759GTVqFA8//DD9+/cvNa0pQE5ODqNGjWLEiBF4e3tjNl8Y9lWnTh1yc3Pp3bs3vXv3Zv78+QQHB5OYmEjv3r0pLCy0udbF062en/HhfGBcFRTsilTUlaY+/HIu4V+pDyIiNwaLBb6djDH+v6zgzWzsr9ejWnWCODs7M2zYMF555RVWrFhR5jFt2rRhz549REdH4+vraxPsAuzYsYP09HRefvllIiIiAPjll1+qvO4VoWBX5Gop9UFERC5WXAinj1N2oIuxPeu4cZyz27Ws2WVNmjSJp59+usxeXYB//OMfdOjQgaeffpo///nP+Pj4sHv3buuKr3Xq1MHV1ZU333yTxx57jJ07dzJp0qRrfBdlU7ArUpkum/rwM+SfLiP1oalt769SH0RErj/ObjDqO8hNK/8Yr+BqF+iCMZtUUFBQuftbtmzJd999x9ixY+natSsWi4V69eoxaNAgwJjPd86cOTz33HPMmDGDNm3aMHXqVO64445rdQvlUrArUpXKTH3YZ/T62qQ+7DKKUh9ERK5vfrWNco3NmTPnio7v1q0blkvM4ztw4MBS+9u1a8enn35aZhoDwJAhQ0oNlL/4GmU9Z0xMzCXrURkU7IpcS2azMYAtpMklUh+2lp/6cH7gW0Q7cPez222IiIhcLxTsitjb71MfCvPgxJYLvb9HNyj1QURE5Cop2BWpblw9IbKzUeAqUx86QFgLpT6IiMgNT8GuSHV32dSH9Zee9UGpDyIicgNTsCtyPVLqg4hIlarqQVNSMZXRDgp2RRyBUh9ERCqFk5MTAIWFhXh4eNi5NpKXlwfYrrp2pRTsijgipT6IiFwVZ2dnPD09SU1NxcXFpcwptm5UJSUlFBYWkp+fX+Wvi8ViIS8vj5SUFPz9/a1/hFwNBbsiNwqlPoiIXJbJZKJmzZokJCRw5MgRe1enWrFYLJw5cwYPDw9M1+j/AX9/f8LCwv7QNRTsityorjb1wafmhaWOI+KU+iAiDsfV1ZUGDRpQWFho76pUK0VFRfzwww/cfPPNfyitoKJcXFz+UI/ueQp2RcRQburDRUsdn9wG2Sdh91KjgFIfRMQhmc1m3N3d7V2NasXJyYmzZ8/i7u5+TYLdyqJgV0TK5xMKTQcYBa489aFOR6P317+OUh9ERMQuFOyKSMVdKvUh8Wej9zfjcAVSH1qCkz5+RESk6ul/GxG5ekp9EBGRak7BrohUrqtNfQhtZtv7q9QHERGpBAp2RaRqlZX6kLrXtvc34zAk7zTKL+8Zxyn1QUREKoH+5xCRa8tshtCmRmn7kLHtilIfOhqD30Jb2+sORETkOqJgV0Ts7ypSH5wx0c29NmbTdxDZSakPIiJSJgW7IlL9VCD1wZRxGL/8o7DlfaOAUh9ERKQU/S8gItVfGakPRaeO8uuX/yE2uAin45sqlvpQW7M+iIjcaBTsisj1ySeMk/7tKOl1G04uLhelPqw3en+PbdSsDyIiomBXRByEZn0QEZEy6BNdRBxTmbM+JBmD3S4564MX1I41Fru4XOrDwe9gxT+g77+h3i3X4q5EROQKKdgVkRuHT1jpWR+Ob76o93cjFJyGhB+MApSb+gAQP8FYLjl+AkR3UzqEiEg1pGBXRG5crp4Q1cUocGWpDwGRcOJX4/GJX+FgPNTvaY+7EBGRS1CwKyJy3pWkPmSftD33y7/ByDXgHXzNqy0iIuVTsCsicillpT5s/C9886LtcaePwWsNocGt0HIQNOoLLh7Xvr4iImJDwa6IyJVw8TAGs5mcwFJsu89SAr+tNIqbLzS9A1oOhro3Gb3GIiJyzSnYFRG5EgfjL+TqlqX53cZAt9NH4dcPjeIXAS3uNXp8Qxpfu7qKiAjqahARqSiLBb6dTPkfnWY4dQge3wYPLoc2w8DNzwh8102Dt+PgPzfD+rchO/la1lxE5Ialnl0RkYoqLoTTx4GScg4ogazjYDkLkTcZpe+r8NsK2L4Y9n9tDHA7uQ2+fsGYm7flYGh8G7h6Xcs7ERG5YSjYFRGpKGc3GPUd5KaVf4xXsHHceS7u0OxOo+Smw65PYfsiOLYJDnxjFFdvaNLfSHOIuhnMTlV/LyIiNwgFuyIiV8KvtlGuhlcNaD/SKOkHjaB3+yJjLt9tHxnFp+aF/N6w5pVadRGRG5FydkVE7KFGPbjlOXh8Kzz0tTGvr7u/MX/vTzNg1k3wzk3w4wzIOmHv2oqIXLfUsysiYk8mE9SJM0qfl4283u2L4LdVxqptq3fC6nEQ3dXI721yO7j52LvWIiLXDQW7IiLVhbObkbvbpD/knTLm892+GBLXw6E1RlnmCY37GYFvdDdw0se4iMil2D2NYebMmURGRuLu7k5cXBwbN26s0HkLFy7EZDIxcOBAm+0PPvggJpPJpvTp06cKai4iUoU8A43UhodWGqkOtzwPgfWgKA92LIH5d8O0JrDyOTix1ZgWTURESrFrsLto0SLGjBnDiy++yJYtW2jVqhW9e/cmJSXlkucdPnyYp556ii5dupS5v0+fPpw8edJaPvroo6qovojItREYBV2fgb9uhke+hfajwLMG5KbAzzPhv13h7Q6wdhpkHrV3bUVEqhW7fv81bdo0Ro4cyYgRIwCYNWsWy5YtY/bs2Tz77LNlnlNcXMz999/PhAkTWLt2LZmZmaWOcXNzIywsrML1KCgooKCgwPo4KyvL+nNRUVGFryPV2/m2VJs6hhu2PUNbQq+W0H0CpoPxmHcuwfTbSkypeyF+Apb4iVjqdqKk+X1YGvcHd19717jCbtg2dVBqT8dT3dq0ovUwWSz2+e6rsLAQT09PPv74Y5tUhOHDh5OZmcnnn39e5nkvvvgi27dv57PPPuPBBx8kMzOTpUuXWvc/+OCDLF26FFdXVwICAujevTuTJ0+mRo0a5dZl/PjxTJgwodT2BQsW4OnpedX3KCLXv+XLl/PZZ5+RmZlJZGQkI0eOpGHDhmUem5iYyIIFCzh48CCpqak89NBD3HHHHVVeR+fiPGplbqL2qZ8Iztlj3V5sciHJrzVHA28ixbcFFpPye0XEceTl5TF06FBOnz6Nr2/5f9jb7ZMvLS2N4uJiQkNDbbaHhoayd+/eMs9Zt24d7733Hlu3bi33un369OGuu+4iKiqKgwcP8txzz9G3b1/Wr1+Pk1PZE7WPHTuWMWPGWB9nZWUREREBQK9evXBxcbnCu5PqqKioiNWrV6tNHcS1aM/FixczZ84cZs6cSbt27XjzzTf517/+xc6dOwkJCSl1/C+//MLhw4f5v//7P55++mmaNm3KbbfdViV1K+0eAIpOH8O882PMOxfjlPYb4ZkbCc/ciMUziJKmd2Jpfi+WWq2NWSCqGb1HHYva0/FUtza9+Jv4S7lu/szPzs7mgQce4N133yUoKKjc4wYPHmz9uUWLFrRs2ZJ69eqxZs0aevToUeY5bm5uuLm5lbnPxcWlWjSoVB61qWOpyvacMWMGI0eO5JFHHgHgv//9LytWrGDevHllplp17NiRjh07AvDCCy/g5OR07X/XgqKg29PQ9SljWeLti2DHEky5qTj98i788i7UqG/M5tDyXgiIvLb1qwC9Rx2L2tPxVJc2rWgd7BbsBgUF4eTkRHJyss325OTkMvNtDx48yOHDh+nfv791W0mJsT69s7Mz+/bto169eqXOi46OJigoiAMHDpQb7IqI/F5hYSGbN29m7Nix1m1ms5mePXuyfv16O9asgkwmqBVjlF6T4NB3RuC75ytIPwDfTTZKnY7Gam3NBoJHgJ0rLSJS+ew2G4OrqyuxsbHEx8dbt5WUlBAfH2/tGblY48aN2bFjB1u3brWWO+64g1tuuYWtW7da0w5+79ixY6Snp1OzZs0quxcRcTyXSrVKSkqyU62ukpMzNOgFd/8Pnt4PA98x5ujFZMzh+9UTMLUhLPqTEQyfLbRzhUVEKo9d0xjGjBnD8OHDadu2Le3bt2f69Onk5uZaZ2cYNmwY4eHhTJkyBXd3d5o3t10n3t/fH8C6PScnhwkTJnD33XcTFhbGwYMHeeaZZ6hfvz69e/e+pvcmIlItuflAzFCjZJ0w5uzdtghSdsGeL43iEQDN7jRSHSLaV8v8XhGRirJrsDto0CBSU1MZN24cSUlJxMTEsHLlSmtPSmJiImZzxTufnZyc2L59O3PnziUzM5NatWpx6623MmnSpHJzckVEynKlqVbXJd9acNPfjJK0E7YvhO1LICcJfpltlIAoI82h5X1Qo3SqmIhIdWf3AWqjR49m9OjRZe5bs2bNJc+dM2eOzWMPDw9WrVpVSTUTkRvZxalW56dHPJ9qVd5n1nUtrDmETYaeEyDhe2OZ4t1fQEYCfP+yUWq3O5ffexd4lT+do4hIdWL3YFdEpLq6klQrMAa17d692/rz8ePH2bp1K97e3tSvX99u93FFzE5Qr7tR+r0Ge5cZA9sOfgvHNhll5bPQ4FYj8G3YB1zc7V1rEZFyKdgVESnHlaZanThxgtatW1sfT506lalTp9K1a9fLflNVLbl6GekLLe+D7GTY+TFsWwhJ22HfcqO4+UGzAUZ+b52OcAWpZyIi14KCXRGRS7iSVKvIyEjstChl1fMJhY7/Z5SUPUZv7/YlkHUMtnxgFL8654LjQRBc9ipzIiLXmv4EFxGRKxPSBHqOhyd2wPAvofWfwNUHTifC2qkwsx38txv8PAtyUu1dWxG5walnV0REro7ZDFE3G+W2qUZaw/bFcOAbOPGrUVY9B/V7GL29jW4DV09711pEbjAKdkVE5I9z8YDmdxslNw12fmLk957YAvu/NoqrDzS9wwh8I7sov1dErgkFuyIiUrm8giDuUaOk7T+X37sIMhNh63yj+IZDi3uNwDe0qb1rLCIOTMGuiIhUnaAG0P0F6PYcHP3ZCHp3fQZZx+HH6UYJa2HM5tB4gL1rKyIOSMGuiIhUPbMZ6nYySp9/w/5VRn7vb6sgaQck7cB59T/p6N0U044caD7QmPpMROQPUrArIiLXlos7NB1glLxTsOtT2LYI07GNhGTvhC/+Aiuehia3G2kO0d2MxS5ERK6Cgl0REbEfz0Bo9wi0e4SilN84+Om/aFSwFVNGwoVcX+8waHGPEfiGtQCTyd61FpHriIbCiohI9RAQxb6ad3L2zxvh4dVGEOwRADlJsP4t+E8XeKcTrJsOp4/bu7Yicp1QsCsiItWLyQQR7aHfa/DkbzB4gZHy4OQKKbvhmxfh9WYwtz/8Oh8Ksu1dYxGpxpTGICIi1ZezKzTuZ5QzmbB7KWxbBIk/QcIPRln2JDS+zZjRoV53cNJ/bSJygT4RRETk+uDhD7EPGiXjCOxYbAS+6fuNRSx2fgJewdD8Hmh5H9RqrfxeEVGwKyIi16GAunDz09DlKWOVtu2LYcfHkJsKG94xSlBDY1Bby/vAv469aywidqKcXRERuX6ZTBAeC33/DU/uhaGLjSWLnd0h7Tf4dhJMbwHv3wab5xqpECJyQ1HProiIOAYnF2jY2yj5WbDnC9i2EA6vgyM/GmX509Coj5HfW7+nkRMsIg5Nwa6IiDged19o/SejnD4GO5YY+b2pe2D350bxCDR6gVsOgtptld8r4qAU7IqIiGPzqw2d/w43PQFJ28/l9y6BnGTY9K5RAutdyO8NjLJ3jUWkEinYFRGRG4PJBDVbGaXnBEhYY/T27v0KTh2ENf8ySkScEfg2u9NY4U1ErmsKdkVE5Mbj5Gzk7NbvCQU5RsC7bSEkfA9HNxhlxT+M/N+Wg4x/nd3sXWsRuQoKdkVE5Mbm5g2tBhsl6yTs/Njo8U3eYQTBe78Cd3+jp7flIKjTQfm9ItcRBbsiIiLn+daETn81SvIu2L4Iti+B7BOw+X2j+Nc9l987CILq27vGInIZmmdXRESkLKHNoNdE+PtOGPY5tBoKrt6QeQR+eAXeioV3u8OG/0Jumr1rKyLlUM+uiIjIpZidILqbUfq9BvuWG/m9B7+F45uNsmqskf/bchA06gsuHvautYico2BXRESkolw9ocU9RslJgZ2fGIHvya3w20qjuPlC0wFGDnCdTmDWl6gi9qRgV0RE5Gp4h0CHPxsldd+5/N7FcPoo/DrPKH4R0OJeI/ANbmTvGovckPTnpoiIyB8V3Ah6jIO/bYcHl0HrB4we3tNHYd00mNke/nMzrH/b6BEWkWtGPbsiIiKVxWyGyM5GuW0q/LbCmMbswGo4uc0oX78A9W6BloOhcT8jNUJEqoyCXRERkarg4m7MzdvsTshNh12fGvm9x3+BA98YxdUbmtwBrQZBZBdjMJyIVCoFuyIiIlXNqwa0H2mUtAOwY7ER+GYegW0LjOJTyxj41mqwMe2ZiFQK5eyKiIhcS0H14Zbn4G/b4KFVEDvCWKEt+wT8NAPe6QTv3AQ/zjBWdBORP0Q9uyIiIvZgMhlLD9fpAH3/Dfu/Nnp7f1sFyTth9U5YPQ6iuxr5vU36G0sbi8gVUbArIiJib85uRjDbpD/knYLdS42BbUd/hkNrjLJsDDS+3cjvjeoGTvovXKQi9E4RERGpTjwDoe1DRjmVADuWGD2+pw4aub47FoN3KDS/xwh8w1oavcQiUiYFuyIiItVVYBR0fQZuftpYlnjbQmPVtpxk+HmmUYIbG8sUt7wP/Grbu8Yi1Y4GqImIiFR3JhPUbgv9psJTv8GQhdB0IDi5QepeiJ8ArzeHObfDlnmQn2XvGotUG+rZFRERuZ44uUCjvkbJPw27Pzfye4+sg8NrjbL8KWh0mzGNWb3uxjkiNygFuyIiItcrdz9oM8womYnn8nsXQdo+YxGLXZ+CZxA0v9vI763VRvm9csNRsCsiIuII/OtAlyeh8xg4udUIend+DLmpsPE/RqnR4EJ+b0Bde9dY5JpQzq6IiIgjMZmgVmvo+zKM2Qv3f2zM3ODsAen74bvJ8EZLmN0HfnkfzmTYu8YiVUo9uyIiIo7KyRka9DJKQTbs+dKY0SHhB0hcb5QVz0DDPkZ+b/1e4Oxq71qLVCoFuyIiIjcCNx+IGWqU08eNFIdtiyBlF+z5wigeAdDsLiPwrd1O+b3iEBTsioiI3Gj8wuGmvxklaYfR27vjY8hJgl/eM0pA1IX83hr17F1jkaumYFdERORGFtbCKL0mQsL3Rm/vni8hIwG+f9kotdsZgW/zu40V3kSuIwp2RUREBMxOxpy89bpD4TTYu8zo8T30HRzbZJSVY6HBrcY0Zg16g4u7vWstclkKdkVERMSWq5eRvtDyPshOMpYo3rYQkrbDvmVGcfczVnFrNRgiOoBZEzxJ9aRgV0RERMrnEwYd/88oKXvO5fcugazjsGWuUfzrQIv7jMA3qIG9ayxiQ3+GiYiISMWENIFeE+CJnTD8S4j5E7j6GKu3rZ0Kb7WF/3aDn2cZi1mIVAPq2RUREZErYzZD1M1G6TcV9i03BrYd+AZO/AonfsV51XPE+TTHtLsAmvYHFw9711puUAp2RURE5Oq5eBizNDS/G3JSYdensG0hphNbCMvaBp+NhGU+0HSAMbCtbmfl98o1pWBXREREKod3MMQ9CnGPUnRyN4eWTqFh/q+YTh+FrR8axTccWtxr5PeGNLF3jeUGoD+tREREpPIFNWBvrXs4+3+bYcQKaDMc3PyMgW0/Toe3O8CszvDTW5CdbO/aigNTz66IiIhUHZMZ6nYySt9XYP8qI793/9fG6m1JO2D1PyH6FqO3t3E/Y+ozkUqiYFdERESuDRd3I3e36QDIO3Uuv3cRHNsIB+ON4uIFTfob+b1RXY3FLkT+AAW7IiIicu15BkK7R4ySfhC2L4bti4xlircvNIp3GLS4x+jxDWth7xrLdUo5uyIiImJfNerBLWPh8V/h4dXQ9mHwCICcJFj/lpHb+3YnWDcdsk7Yu7ZynVGwKyIiItWDyQQR7eH2afDkbzB4ATS5A5xcIWUXfPMiTGsKc++ArQugINveNZbrgNIYREREpPpxdjUGqzXuB2cyYPfnRn5v4k+Q8L1Rvhpj7G812Bjg5qSwRkrTb4WIiIhUbx4BEPugUTIOw/YlRk5v+gHY+bFRvIKh+T3GwLaaMUYvsQgKdkVEROR6EhAJXZ+Gm5+CE1uM3t6dn0BuKmx4xyhBjaDlfUbxr2PvGoudKWdXRERErj8mE4THwm2vwJN7YehiaHYXOLtD2j74dhJMbwHv94MtH0D+aXvXWOxEPbsiIiJyfXNygYa9jZJ/GvZ8CdsWwuF1cORcWfYUNOpr5PfW62HkBMsNQcGuiIiIOA53P2j9J6OcPnZh/t7UvbB7qVE8AqH53UbgGx6r/F4HZ/c0hpkzZxIZGYm7uztxcXFs3LixQuctXLgQk8nEwIEDbbZbLBbGjRtHzZo18fDwoGfPnuzfv78Kai4iIiLVml9t6DIG/vIzPPoDdPg/8AqBM6dg07vwvx7wZiys+TecSrB3baWK2DXYXbRoEWPGjOHFF19ky5YttGrVit69e5OSknLJ8w4fPsxTTz1Fly5dSu175ZVXmDFjBrNmzWLDhg14eXnRu3dv8vPzq+o2REREpDozmaBmK+jzLxizB/70CbS4D1w84dRBWPMvmBED7/WGX2YbSxmLw7BrsDtt2jRGjhzJiBEjaNq0KbNmzcLT05PZs2eXe05xcTH3338/EyZMIDo62mafxWJh+vTpvPDCCwwYMICWLVvywQcfcOLECZYuXVrFdyMiIiLVnpMz1O8Jd78LT+2HO/9jzNFrMsPRn+Grv8NrjWDh/Ubu79kCe9dY/iC75ewWFhayefNmxo4da91mNpvp2bMn69evL/e8iRMnEhISwsMPP8zatWtt9iUkJJCUlETPnj2t2/z8/IiLi2P9+vUMHjy4zGsWFBRQUHDhlzkrK8v6c1FR0RXfm1RP59tSbeoY1J6OR23qWK6L9jS7QdO7jZJ9EvOuTzDv+BhTyk7Y+xXs/QqLuz8lTQZgaXEfltrtb+j83urWphWth92C3bS0NIqLiwkNDbXZHhoayt69e8s8Z926dbz33nts3bq1zP1JSUnWa/z+muf3lWXKlClMmDChzH2rV68u9zy5PqlNHYva0/GoTR3L9dWe0RD+DD6BR4k49SO1M9bjkZ+B069z4de55LoGcyywE0cDbiLXPczelbWb6tKmeXl5FTruupmNITs7mwceeIB3332XoKCgSr322LFjGTNmjPVxVlYWERERAPTq1QsXF5dKfT6xj6KiIlavXq02dRBqT8ejNnUs1397PgolxZw98iPmnYsx7f0Sr8JUGiV9TqOkzympFYulxX2UNB0InjXsXdlrorq16cXfxF+K3YLdoKAgnJycSE5OttmenJxMWFjpv5YOHjzI4cOH6d+/v3VbSUkJAM7Ozuzbt896XnJyMjVr1rS5ZkxMTLl1cXNzw83Nrcx9Li4u1aJBpfKoTR2L2tPxqE0dy/Xdni7QsIdRCl+HfcuN+XsPfov5xGY4sRmn1c9D/V7GMsUN+4KLu70rXeWqS5tWtA52G6Dm6upKbGws8fHx1m0lJSXEx8fTsWPHUsc3btyYHTt2sHXrVmu54447uOWWW9i6dSsRERFERUURFhZmc82srCw2bNhQ5jVFREREKsTVE1rcA3/62FixrfcUqBkDJWfhtxWw5EGY2gA+H20sZnGuQ07sz65pDGPGjGH48OG0bduW9u3bM336dHJzcxkxYgQAw4YNIzw8nClTpuDu7k7z5s1tzvf39wew2f7EE08wefJkGjRoQFRUFP/85z+pVatWqfl4RURERK6Kdwh0/ItRUvYai1bsWAKnj8Kv84ziFwEt7jUWrghuZO8a39DsGuwOGjSI1NRUxo0bR1JSEjExMaxcudI6wCwxMRGz+co6n5955hlyc3MZNWoUmZmZdO7cmZUrV+Lu7vhfK4iIiMg1FtIYer4I3f8JiT8ZaQ67PzcC33XTjFIzxgh6m99tBMpyTdl9gNro0aMZPXp0mfvWrFlzyXPnzJlTapvJZGLixIlMnDixEmonIiIiUgFmM0R2Nsptr8JvK2HbIjiwGk5uNcqq56FedyPwbXSbkRohVc7uwa6IiIiIQ3HxgGZ3GiU3DXZ+aqQ6HP/FCH4PrAZXb2hyhzGwLbILmJ3sXWuHpWBXREREpKp4BUHcKKOkHTCC3u2LIPMIbFtgFJ9axuC3VoMhtJm9a+xw7LpcsIiIiMgNI6g+dH8e/rYNHloFsSPA3R+yT8BPM+CdTvBOZ/jpTcg6ae/aOgz17IqIiIhcSyYT1OlglL7/hv1fGwPbflsFyTvg6x2wehxEdTV6exvfDm7e9q71dUvBroiIiIi9OLtBk/5GyTsFuz6D7Yvh6M9w6DujuHgaAW+rQRDVDZwUvl0JvVoiIiIi1YFnILR72CinEoygd/tCOHUIdiw2incoNL/HCHzDWhq9xHJJytkVERERqW4Co6DbP+CvW+CReGg3EjwCIScZfp4J/7kZ3u4I616H08fsXdtq7Q8Fu4WFhezbt4+zZ89WVn1ERERE5DyTCWq3hX5T4cl9MGQhNB0ITm6Quge+GQ+vN4c5t8OvH0J+lr1rXO1cVbCbl5fHww8/jKenJ82aNSMxMRGAv/71r7z88suVWkERERERAZxdoVFfuG8uPPUb9J8BdTsDFji8Fj7/P5jaAJaMMAa7FRfZu8bVwlUFu2PHjmXbtm2sWbPGZhnenj17smjRokqrnIiIiIiUwcMfYofDiGXwxA5jueKghnA2H3Z9Cgvug9caw/Jn4PhmsFjsXWO7uaoBakuXLmXRokV06NAB00WJ0c2aNePgwYOVVjkRERERuQz/OnDzU9DlSWNZ4m2LYOfHkJsKG/9jlBoNjEFtLe6DgLr2rvE1dVU9u6mpqYSEhJTanpubaxP8ioiIiMg1YjJBrdbQ92UYsxfu/9iYucHZA9L3w7eT4Y2WMLsvbJ4DZzLtXeNr4qqC3bZt27Js2TLr4/MB7v/+9z86duxYOTUTERERkavj5AwNesE97xn5vQPeNhapwASJP8GXfzPyexc9AHuXwdlCe9e4ylxVGsO//vUv+vbty+7duzl79ixvvPEGu3fv5qeffuL777+v7DqKiIiIyNVy94XW9xvl9HHYsQS2L4KU3bDnC6N4BECzu4wV22q3c6j5e6+qZ7dz585s27aNs2fP0qJFC77++mtCQkJYv349sbGxlV1HEREREakMfuHQ+Qn480/w2DroOBq8w+BMBvzyHrzXC95sA2teNhazcABX3LNbVFTEo48+yj//+U/efffdqqiTiIiIiFQlkwnCWhil10RI+N4Y2LbnSyPIXTPFKLXbGwPbmt0FLj72rvVVueKeXRcXFz755JOqqIuIiIiIXGtmJ6jXHe76Dzy9H+78L9TrASYzHNsIy56EqQ1xWvIANTM3wdmCsq9z8Dt4q73xbzVyVWkMAwcOZOnSpZVcFRERERGxK1cvoyf3gU9hzB649SWj97ekCPNvK2if8CbObzSFLx6HIz9BSYlxnsUC8RMgbZ/xbzWa1/eqBqg1aNCAiRMn8uOPPxIbG4uXl5fN/scff7xSKiciIiIiduITBp1GGyV5N8VbP6Lwlw/xyD8FW+Yaxb8OtBwEfnXgxK/GeSd+hYPxUL+nfet/zlUFu++99x7+/v5s3ryZzZs32+wzmUwKdkVEREQcSWhTSrqP4+szbejXzA/nXZ/A7s8hMxF+eNX2WJOTMadvvR7VYlaHqwp2ExISKrseIiIiIlLdmcxYIrtAg+5w26uwbzmsfxtOXNT5aSmuVr27V5WzezGLxYKlGuVliIiIiMg14OoJze8GSozBbBc737tbDWLEqw52P/jgA1q0aIGHhwceHh60bNmSefPmVWbdRERERKQ6Oxhv9OJaSmy3X9y7a2dXlcYwbdo0/vnPfzJ69GhuuukmANatW8djjz1GWloaf//73yu1kiIiIiJSzVgsRu8tZqCkjAPM1SJ396qC3TfffJN33nmHYcOGWbfdcccdNGvWjPHjxyvYFREREXF0xYXG8sNlBroY27OOG8c5u13Lmtm4qmD35MmTdOrUqdT2Tp06cfLkyT9cKRERERGp5pzdYNR3kJtW/jFewXYNdOEqg9369euzePFinnvuOZvtixYtokGDBpVSMRERERGp5vxqG6Uau6pgd8KECQwaNIgffvjBmrP7448/Eh8fz+LFiyu1giIiIiIiV+uqZmO4++672bBhA0FBQSxdupSlS5cSFBTExo0bufPOOyu7jiIiIiIiV+WqenYBYmNj+fDDDyuzLiIiIiIileqqenaXL1/OqlWrSm1ftWoVK1as+MOVEhERERGpDFcV7D777LMUFxeX2m6xWHj22Wf/cKVERERERCrDVQW7+/fvp2nTpqW2N27cmAMHDvzhSomIiIiIVIarCnb9/Pw4dOhQqe0HDhzAy8vrD1dKRERERKQyXFWwO2DAAJ544gkOHjxo3XbgwAGefPJJ7rjjjkqrnIiIiIjYx8yZM4mMjMTd3Z24uDg2bdpU7rG7du3i7rvvJjIyEpPJxPTp00sdM378eEwmk01p3LhxFd6B4aqC3VdeeQUvLy8aN25MVFQUUVFRNG7cmBo1ajB16tTKrqOIiIiIXEOLFi1izJgxvPjii2zZsoVWrVrRr18/MjMzyzw+Ly+P6OhoXn75ZcLCwsq9brNmzTh58qS1rFu3roru4IKrmnrMz8+Pn376idWrV7Nt2zY8PDxo1aoVXbp0qez6iYiIiMg1Nm3aNEaOHMmIESMAmDVrFsuWLSM+Pp6hQ4eWOr5du3a0a9cO4JKTFTg7O18yGK4KV9Szu379er766isATCYTt956KyEhIUydOpW7776bUaNGUVBQUCUVFREREZGqV1hYyObNm+nZs6d1m9lspnv37uzbt+8PXXv//v3UqlWL6Oho7r//fhITE/9odS/rioLdiRMnsmvXLuvjHTt2MHLkSHr16sWzzz7Ll19+yZQpUyq9kiIiIiJybaSlpVFcXExoaKjN9pCQEDIyMq76unFxccyZM4eVK1fyzjvvkJCQQJcuXcjOzv6jVb6kK0pj2Lp1K5MmTbI+XrhwIe3bt+fdd98FICIighdffJHx48dXaiVFRERE5PrWt29f688tW7YkLi6OunXrsnjxYh5++OEqe94r6tnNyMiwifK///57m4q3a9eOo0ePVl7tREREROSaCgoKwsnJieTkZJvtKSkpBAQEVNrz+Pv707Bhwypfo+GKgt3Q0FASEhIAI59jy5YtdOjQwbo/OzsbFxeXyq2hiIiIiFwzrq6uxMbGEh8fb91WUlLCd999R6NGjSrteXJycjh48CA1a9astGuW5YqC3dtuu41nn32WtWvXMnbsWDw9PW1mYNi+fTv16tWr9EqKiIiIyLUzZswY3n33XebOncuePXv485//TG5uLj169ABg2LBhjB071np8YWEhW7duZevWrRQWFnL8+HG2bt1q02v71FNP8f3333P48GF++ukn7rzzTpycnBgyZEiV3ssV5exOmjSJu+66i65du+Lt7c3cuXNxdXW17p89eza33nprpVdSRERERK6dQYMGkZqayrhx40hKSiImJoavvvqKtLQ0ABITEzGbL/SZnjhxgtatW1sfT506lalTp9K1a1fWrFkDwLFjxxgyZAjp6ekEBwfTuXNnfv75Z4KDg6v0Xq4o2A0KCuKHH37g9OnTeHt74+TkZLN/yZIleHt7V2oFRUREROTaGz16NKNHj7Y+LioqYvny5QDWAPa8yMhILBbLJa+3cOHCSq9jRVz1ohJlCQwM/EOVERERERGpTFe1XLCIiIiIyPVAwa6IiIiIOCwFuyIiIiLisBTsioiIiIjDUrArIiIiIg5Lwa6IiIiIOCwFuyIiIiLisBTsioiIiIjDUrArIiIiIg5Lwa6IiIiIOCwFuyIiIiLisBTsioiIiIjDUrArIiIiIg5Lwa6IiIiIOCwFuyIiIiLisBTsioiIiIjDUrArIiIiIg5Lwa6IiIiIOCwFuyIiIiLisOwe7M6cOZPIyEjc3d2Ji4tj48aN5R776aef0rZtW/z9/fHy8iImJoZ58+bZHPPggw9iMplsSp8+far6NkRERESkGnK255MvWrSIMWPGMGvWLOLi4pg+fTq9e/dm3759hISElDo+MDCQ559/nsaNG+Pq6spXX33FiBEjCAkJoXfv3tbj+vTpw/vvv2997Obmdk3uR0RERESqF7v27E6bNo2RI0cyYsQImjZtyqxZs/D09GT27NllHt+tWzfuvPNOmjRpQr169fjb3/5Gy5YtWbdunc1xbm5uhIWFWUtAQMC1uB0RERERqWbs1rNbWFjI5s2bGTt2rHWb2WymZ8+erF+//rLnWywWvv32W/bt28e///1vm31r1qwhJCSEgIAAunfvzuTJk6lRo0a51yooKKCgoMD6OCsry/pzUVHRldyW1TvvvMO0adNISkqiZcuWTJ8+nXbt2pW778iRI4wfP54jR45Qv359/vWvf9G3b18APv74Yx577DGbegHceuutfPXVV7i6upZZhylTpvDkk09eVf0d0fm2vNo2lepF7el41KaORe3peKpbm1a0HiaLxWKp4rqU6cSJE4SHh/PTTz/RsWNH6/ZnnnmG77//ng0bNpR53unTpwkPD6egoAAnJyfefvttHnroIev+hQsX4unpSVRUFAcPHuS5557D29ub9evX4+TkVOY1x48fz4QJE0ptX7BgAZ6enld8b+vWrWP69On8+c9/pmHDhnzxxRf89NNPzJw5k507d5bat3btWgoKChg2bBht27blhx9+4LPPPuO1117jzJkzPPfcc0RFReHq6kr9+vVZvnw548ePJyoqCm9vbzIyMmyef8uWLbz11lu88847hIWFXXH9RURERKq7vLw8hg4dyunTp/H19S33uOsu2C0pKeHQoUPk5OQQHx/PpEmTWLp0Kd26dSvz+EOHDlGvXj2++eYbevToUeYxZfXsRkREsGDBAgYMGICLi8sV3dtNN91E27ZteeONN6x1jo6O5i9/+Quff/55qX3+/v7UrVuXHTt2WK/RuXNnWrVqRUZGBnl5edSoUYPMzEw++eQT676ZM2eW+fx33303OTk5rFq16orq7eiKiopYvXo1vXr1uuI2lepH7el41KaORe3peKpbm2ZlZREUFHTZYNduaQxBQUE4OTmRnJxssz05OfmSvZFms5n69esDEBMTw549e5gyZUq5wW50dDRBQUEcOHCg3GDXzc2t3EFsLi4uV9SghYWFbNmyheeee87mvJ49e/Lzzz+Xuc9sNpd6nj59+rB06VIyMjIYM2YMW7du5YcffiA8PJzi4mIOHjzIlClTSqVnJCcns2LFCubOnVstfhGroyttU6ne1J6OR23qWNSejqe6tGlF62C3AWqurq7ExsYSHx9v3VZSUkJ8fLxNT+/llJSU2PTK/t6xY8dIT0+nZs2af6i+FZWWlkZxcTGhoaE220NDQzl27FiZ+/Lz8zlz5kyp45OSkkhKSiI0NJQ+ffrwwQcfEB8fzz333ENmZiZ9+/aluLjY5ry5c+fi4+PDXXfdVTU3KCIiInIdsevUY2PGjGH48OG0bduW9u3bM336dHJzcxkxYgQAw4YNIzw8nClTpgDGgKu2bdtSr149CgoKWL58OfPmzeOdd94BICcnhwkTJnD33XcTFhbGwYMHeeaZZ6hfv77N1GTXo8GDB1t/btWqFf7+/mzatIk1a9bY9FjPnj2b+++/H3d3d3tUU0RERKRasWuwO2jQIFJTUxk3bhxJSUnExMSwcuVKa89nYmIiZvOFzufc3Fz+8pe/cOzYMTw8PGjcuDEffvghgwYNAsDJyYnt27czd+5cMjMzqVWrFrfeeiuTJk26ZnPtXio9o3bt2uzYsaPUPnd3dzw8PEodHxYWhpubW5nXCg8Px2Qy2aRnrF27ln379rFo0aIquDMRERGR649dg12A0aNHM3r06DL3rVmzxubx5MmTmTx5crnX8vDwsPugrIvTMwYOHAhcSM8YPXo0KSkppfZZLBbOnj1rc53Vq1fTsWNHMjIyiI+P54knnrDZ17JlS3bs2GGTnvHee+8RGxtLq1atqvo2RURERK4Ldg92HdGl0jOioqIYOnQoCQkJvPrqq0yfPh1nZ2f279/Pa6+9xg8//EB6ejq//PIL//3vf8nKyqJr165069aNxx57jJ9//plNmzaRmZlpk56RlZXFkiVLeO211+x89yIiIiLVh4LdKnCp9IxBgwbxwgsvsGbNGmJiYoiJiWH16tUkJibywgsvsH//fvz8/Fi6dCnNmzcHYM6cOYwaNYrvv/8egJCQEDp37myTnrFw4UIsFgtDhgyx232LiIiIVDcKdqvIpdIz9u/fX2pbXFwc9957b5nH33///dx///2XfL5Ro0YxatSoK6+oiIiIiAOz29RjIiIiIiJVTT27dnI88wwZuYVl7kvJzgdMhPiUPYNEgJcr4f4eZe4TERERkQsU7NrB8cwzdJ+6hoKzJVd1vpuzmW+f6qaAV0REROQylMZgBxm5hVcd6AIUnC0pt1dYRERERC5QsCsiIiIiDktpDNepqav20qZuINHBXkQFeREd5I2Hq5O9qyUiIiJSrSjYvU6t+S2NNb+l2Wyr5edOdLA30cFeRAd5ERXsTXSQF+H+HpjNJjvVVERERMR+FOxep4Z1rEtuQTGH0nI4lJrL6TNFnDidz4nT+aw7YBsEuzmbjd7fYKMH2PpzsDd+Hi52ugMRERGRqqdg9zp1X9sImof7WR+fyi3kUKoR+B48FwAnpOVyJD2XgrMl7E3KZm9SdqnrBHm7Eh3kfSEd4lzPcJ1AT1yclNItIiIi1zcFuw4i0MuVQK9A2kYG2mw/W1zCsYwz1h7gQ2m51qA4JbuAtJxC0nJOsfHwKZvznM0m6gR62gbB5/4N8nbFZFJahIiIiFR/CnbtIMDLFTdn8x+aZzfAy7VCxzo7mYkM8iIyyIvujW33ZecXkZCWWyoITkjL5UxRsbEtLbfUNX3cnS8Evxf1BkcFeeHuokFyIiIiUn0o2LWDcH8Pvn2qm91XUPNxd6FlbX9a1va32V5SYiEpK/9c4JvDwYuC4eOZZ8jOP8u2o5lsO5ppc57JBLX8PKwD5KyD5YK9qenrrkFyIiIics0p2LWTcH+PSwSsfuVsvzbMZhO1/D2o5e9B5wZBNvvyi4o5nJ5LwrkA+OC53uBDqTlk5Z/leOYZjmeeYe1+20Fy7i5mImt4Uc8aAJ8bLBfsha+7BsmJiIhI1VCwK1fE3cWJxmG+NA7ztdlusVhIzy08lxZxbqBcai6H0nJITM8jv+hSg+TciA72ot65APh8b3BEgAfOGiQnIiIif4CCXakUJpOJIG83grzdaPe7QXJF5wfJne8FPpcakZCWS2p2AWk5RtmYUMYguRqeRAd5G4FwsBdR54LhGl4aJCciIiKXp2BXqpyLkzHPb1SQFz2a2O7Lyi86lxJxPh3CSI04nJ5LflGJdds3e2zP8z0/SC7YSI04P3dwZA0NkhMREZELFOyKXfm6u9Aqwp9WEf4220tKLJzMyr/QG5yac26QXC4nTp8hK/8sW49msrWMQXLh/h4XTZV2ITUiyFNBsIiIyI1Gwa5US2azyTqIr0uDYJt9+UXFF6ZMS80hIS2Xg+dyhbPzz3Is4wzHMs7ww2+pNud5uJgJdHHi6+zt1AvxtpktwttNbwURERFHpP/h5brj7uJEk5q+NKlZepBcWk7hRb3AOdag+MipPM4UlXC8yMTxnUmlrhni42bNCa530WwRtTVITkRE5LqmYFcchslkItjHjWAfN+Kia9jsKyou4VByFktW/UBgZGMST+VbB8ul5RSSkl1ASnYBPx+yHSTn4mSibg0va05wvYtmiwis4MIeIiIiYj8KduWG4OJkJjrYixaBFm7rHIWLy4W5fU+fKbLpBT4/WC4hLZeCsyUcSMnhQEpOqWv6e7oYQXCQ94Wp04K9qVvDEzdn5QeLiIhUBwp25Ybn5+FC6zoBtK4TYLO9pMTC8cwzF+YOvihP+MTpfDLzivg1MZNfEzNtzjObIDzAw2bO4HrnVpQL9XXTlGkiIiLXkIJdkXKYzSYiAj2JCPTk5oa2g+TyCs9yOC3voinTLgTDOQVnOXrqDEdPneH73w2S83R1OpcSYTtbRFSwlwbJiYiIVAH97ypyFTxdnWlay5emtUoPkkvNKbDOD3zxYLmjGWfIKyxm14ksdp3IKnXNUF83m95gIxD2onaAJ05m9QaLiIhcDQW7IpXIZDIR4uNOiI87HX43SK7wbAmJp/JsAuDzucHpuYUkZxWQnFXA+kPpNue5OpmpW8PzQhB8UY9wgAbJVbmZM2fy6quvkpSURKtWrXjzzTdp3759mcfu2rWLcePGsXnzZo4cOcLrr7/OE088cW0rLCIiNhTsilwjrs5m6od4Uz/Eu9S+zLxCm5zg80FwQnouhWdL2J+Sw/6UHCDZ5rwATxdrABx1LgCuF+xFHQ2SqxSLFi1izJgxzJo1i7i4OKZPn07v3r3Zt28fISEhpY7Py8sjOjqae++9l7///e92qLGIiPyegl2RasDf05U2dVxp87tBcsUlFk5knuHg+ZXk0i7MGnHydD4ZeUVsPpLB5iMZNueZTRAR6GkEwdbUCGNp5RAfDZKrqGnTpjFy5EhGjBgBwKxZs1i2bBmzZ8/m2WefLXV8u3btaNeuHUCZ+0VE5NpTsCtSjTldNEiuWyPbfbkFZ43A93cLaBxKzSG3sJgj6XkcSc/ju322g+S83ZyJCrowd/DFqRGervpIOK+wsJDNmzczduxY6zaz2UzPnj1Zv369HWsmIiJXQv+ziVynvNycaR7uR/NwP5vtFouFlOwCDv4uAD6UlsvRU3nkFJxlx/HT7Dh+utQ1a/q5XwiCrfMHe1PL3+OGGySXlpZGcXExoaGhNttDQ0PZu3evnWolIiJXSsGuiIMxmUyE+roT6utOp3pBNvsKzhaTmJ5nmx98rmc4I6+Ik6fzOXk6n58O/m6QnLOZyBqepWaLqBfkjZ+nCyIiItWVgl2RG4ibsxMNQn1oEOpTal9GbuGFWSIumi3iSHoehWdL+C05h9+SS68kF+jlemGGCGtKhDd1Aj1xdTZfi9uqEkFBQTg5OZGcbDsoMDk5mbCwMDvVSkRErpSCXREBIMDLlVgvV2Lrlh4kdzzjDAcvXkDj3GC55KwCTuUWciq3kF9+N0jOyWwiIsDDJgA+P3dw8HUwSM7V1ZXY2Fji4+MZOHAgACUlJcTHxzN69Gj7Vk5ERCpMwa6IXJKT2USdGp7UqeHJLeUMkrswW8SFwXJ5hcUcTs/jcHoe3/7umj5uzuemSrsQBEcFGXnCHq7VZ8q0MWPGMHz4cNq2bUv79u2ZPn06ubm51tkZhg0bRnh4OFOmTAGMQW27d++2/nz8+HG2bt2Kt7c39evXt9t9iIjcyBTsishVu9QgueSsAg6l5nDwdwtoHMvII7vgLNuPnWb7sdKD5Gr5udv0Aked6xkO9/fAfI0HyQ0aNIjU1FTGjRtHUlISMTExrFy50jpoLTExEbP5QqrGiRMnaN26tfXx1KlTmTp1Kl27dmXNmjXXtO4iImJQsCsilc5kMhHm506Ynzud6tsOkssvKrauJHfw3LLKCWlGnnBmXhEnTudz4nQ+6w6k2Zzn5my2mSmiToA7J7Mh60wRNVyqbpDc6NGjy01b+H0AGxkZicViqbK6iIjIlVOwKyLXlLuLEw1DfWhYxiC5U7mF1l7gg2k5JJxLjTiSnkvB2RL2JmWzNyn7ojOceX3ndwR5u1pnioi6KDWiTqAnLk7X7yA5ERH54xTsiki1EejlSqBXIG0jA222ny0u4VjGGQ6lXcgNPpiSzZ5jp8gqMpGWU0hazik2Hj5lc56z2USdQM8yFtDwJsjb9aoGyR3PPENGbmG5+wO8XAn397ji64qISNVQsCsi1Z6zk5nIIC8ig7zo3tjYVlRUxPLly+nS/VaOnS44N1DONj/4TFGxMWguLZf4360D4ePufGGA3O8Gyrm7lD1I7njmGbpPXUPB2ZJy6+rmbObbp7op4BURqSYU7IrIdc3H3ZmWPh60rO1vs72kxEJSVv65VeTO5Qef+/l45hmy88+y7dhptv1ukJzJBLX8PKwD5KyD5YK9Sc8uuGSgC1BwtoSM3EIFuyIi1YSCXRFxSGaziVr+HtTy9+CmMgbJHU7PteYEW6dOS80hK/8sxzPPcDzzDGv32w6Sc3Wu3nMDi4hIaQp2ReSG4+7iROMwXxqH+dpst1gsxiC5i6ZLO3huAY3E9DwKz1ZspoWSEs3IICJSXSjYFRE5x2QyUcPbjRrebrQrY5Bc/N4UHp23+bLXGfLuz3SsV4O4qBrERQfStKYvzpoVQkTELhTsiohUgLOTucJ5uLmFxXyzJ4Vv9qQA4O3mTGzdANpHBdIhOpAW4f64Oiv4FRG5FhTsiohUstfua0V6TgEbDhnToWXnn+X731L5/rdUANxdzLSpE2Dt+Y2J8C93BggREfljFOyKiFSyRqE+NG9Tm1E316O4xMLepCwj8E0wgt9TuYX8dDCdnw6mA+DqZCYmwp/2UYHERQcSWzcAT1d9PIuIVAZ9moqIVFCAlytuzubLzrMb4OVqfexkNtGslh/NavnxUOcoSkosHEjNYUPCKTYcSmdDwilSswvYeNgIhN/6zlgMo3m4H3HRgXSIqkFsZAC+7lW3JLKIiCNTsCsiUkHh/h58+1S3P7SCmtlssi6X/ECHulgsFg6n57HhUDobE06xIeEUxzPPsPVoJluPZvKf7w9hNkHTWr60jzTSHtpHBtoE1CIiUj4FuyIiVyDc36NSF4wwmUxEBRkrtw1uXweAYxl5bDh0ig0JRgB8OD2Pncez2Hk8i9k/JgBGqkRcdCBxUTVoHxVIsI9bpdVJRMSRKNgVEalmagd4UjvWk7tjawOQdDrfGvhuSDjFgZQc9iVnsy85mw/WHwEgOtiLuKhA66C3mn5awU1EBBTsiohUe2F+7gyICWdATDgAaTkFbDoX+G5IOMXepKxzK8Dl8tHGowBEBHpYe307RNUgItADk0krwInIjUfBrojIdSbI242+LWrSt0VNADLzCtl0OIONCcaAt53HT3P01BmOnjrGx5uPAVDTz92Y7eFcz290kJeCXxG5ISjYFRG5zvl7utKraSi9moYCkJ1fxOYjGWxIMKY7234sk5On8/l86wk+33oCMALmuKhA63RnDUN8MJsV/IqI41GwKyLiYHzcXejWKIRujUIAOFNYzJbEDOt0Z78ezSQtp4BlO06ybMdJAPw9XWgXGUhcVCAdomvQpKYvTgp+RcQBKNgVEXFwHq5O3FQ/iJvqBwFQcLaYbUdPG9OdHT7FL4czyMwrYvXuZFbvTgbAx82ZtpEBtD+X9tAi3A8XJy1xLCLXHwW7IiI3GDdnJ9qfS2EAKCouYefx09ae318OZ5BdcJbv9qXy3T5jiWMPFydi6wYYMz5E16BlbT8tcSwi1wUFuyIiNzgXJzOt6wTQuk4Aj3U1ljjeczKLn88tdLHx8Cky84pYdyCNdQfSAHB1NtM6wt8a/LapE4CHq4JfEal+FOyKiIgNp3PLFTcP9+ORLtGUlFjYn5LDhoT0c4tdnCItp8A69RnfHsDZbKJlbT/ioo3pztrWDcBHSxyLSDWgYFdERC7JbDbRKMyHRmE+DOsYicVi4VBaLhsOnbJOd3bydD5bEjPZkpjJO2sOYjZB83A/2kcaPb/tIwPx81TwKyLXnoJdERG5IiaTiXrB3tQL9mZoXB0sFgvHMs7w86F063Rniafy2H7sNNuPneZ/6xIwmYwljjuc6/ltHxVIkLeWOBaRqqdgV0RE/hCTyUREoCcRgZ7c2zYCgBOZZ6zLG29ISOdQai57k7LZm5TNnJ8OA1A/xPvcQhfGdGeBHsr5FZHKp2BXREQqXS1/Dwa2Dmdga2OJ49TsAmOw27m0h71J2RxIyeFASg4LNiQCUCfQg5pOZvJ/PU6n+iFEBHra8xZExEEo2BURkSoX7ONGv5Y16dfSWOI4I7eQTYcv9PzuPpFF4qkzJGJmw6e7gF2E+3tYe37jomsQWcNTSxyLyBVTsCsiItdcgJcrtzYL49ZmYQBk5Rex4WAqC+M3k+4UwM7jWRzPPMNnvx7ns1+PAxDi42YT/NYP9tYSxyJyWXZfDmfmzJlERkbi7u5OXFwcGzduLPfYTz/9lLZt2+Lv74+XlxcxMTHMmzfP5hiLxcK4ceOoWbMmHh4e9OzZk/3791f1bYiIyB/g6+5Ct4bB3FG3hCWj4tg+/lY+fDiOv3avT/vIQFydzKRkF/DV9pP88/Nd3Pr6D7R96RsenfcLs9clsPP4aYpLLPa+DRGphuzas7to0SLGjBnDrFmziIuLY/r06fTu3Zt9+/YREhJS6vjAwECef/55GjdujKurK1999RUjRowgJCSE3r17A/DKK68wY8YM5s6dS1RUFP/85z/p3bs3u3fvxt3d/VrfooiIXAVPV2c6NwiicwNjieP8omK2Hs08N+gtnc1HMjiVW8iqXcms2nVuiWN3Z9pHGjM9xEXXoFktXy1xLCL2DXanTZvGyJEjGTFiBACzZs1i2bJlzJ49m2effbbU8d26dbN5/Le//Y25c+eybt06evfujcViYfr06bzwwgsMGDAAgA8++IDQ0FCWLl3K4MGDq/yeRESk8rm7ONEhugYdomsADSg8W8KO46etC11sPpJBdv5Z4vemEL83BQBPV2OJ4/PTnbWs7Yebs2Z8ELnR2C3YLSwsZPPmzYwdO9a6zWw207NnT9avX3/Z8y0WC99++y379u3j3//+NwAJCQkkJSXRs2dP63F+fn7ExcWxfv36coPdgoICCgoKrI+zsrKsPxcVFV3xvUn1dL4t1aaOQe3peK6kTU1Ay1retKzlzcib6nK2uIQ9SdlsOpzBxsMZ/HIkg9NnzrJ2fxpr9xtLHLs5m2kd4Ue7yADaRwYSE+GHu4uC36qi96jjqW5tWtF62C3YTUtLo7i4mNDQUJvtoaGh7N27t9zzTp8+TXh4OAUFBTg5OfH222/Tq1cvAJKSkqzX+P01z+8ry5QpU5gwYUKZ+1avXl2h+5Hrh9rUsag9Hc8fadMw4I4AuN0fTubBwSwTB7JMHMwykXO2hJ8TMvg5IQM4hJPJQh1vqO9roZ6vhWgfC26KfSud3qOOp7q0aV5eXoWOu+5mY/Dx8WHr1q3k5OQQHx/PmDFjiI6OLpXicCXGjh3LmDFjrI+zsrKIiDAmRu/VqxcuLlri0hEUFRWxevVqtamDUHs6nqpsU4vFwsHUXDYdyWBjQgabDmeQnF1AQjYkZJtYfRyczCaa1fKhXd0A2kcF0raOP74e+t26WnqPOp7q1qYXfxN/KXYLdoOCgnByciI5Odlme3JyMmFhYeWeZzabqV+/PgAxMTHs2bOHKVOm0K1bN+t5ycnJ1KxZ0+aaMTEx5V7Tzc0NN7eyl610cXGpFg0qlUdt6ljUno6nqtq0SbgrTcIDGNbJCH4TT+Wx4dCFuX6PZZxh+7Esth/L4r0fj2AyQZMwX+KijenO2kfVINDLtdLr5ej0HnU81aVNK1oHuwW7rq6uxMbGEh8fz8CBAwEoKSkhPj6e0aNHV/g6JSUl1nzbqKgowsLCiI+Ptwa3WVlZbNiwgT//+c+VfQsiInKdMplM1K3hRd0aXtzXzvgm73jmGWOFt3MBcEJaLrtPZrH7ZBbv/3gYgIah55c4rkFcVCAhvprlR6S6s2saw5gxYxg+fDht27alffv2TJ8+ndzcXOvsDMOGDSM8PJwpU6YARm5t27ZtqVevHgUFBSxfvpx58+bxzjvvAMaH1xNPPMHkyZNp0KCBdeqxWrVqWQNqERGRsoT7e3Bn69rc2bo2AClZ+WxIOGWd7uy35Bxr+fBnY4njqCCvc72+xnRn4f4e9rwFESmDXYPdQYMGkZqayrhx40hKSiImJoaVK1daB5glJiZiNl+YIzE3N5e//OUvHDt2DA8PDxo3bsyHH37IoEGDrMc888wz5ObmMmrUKDIzM+ncuTMrV67UHLsiInJFQnzd6d+qFv1b1QIgPaeATYczrNOd7UnKIiEtl4S0XBZuOgoYAXNcdCAdoozpzupqiWMRu7P7ALXRo0eXm7awZs0am8eTJ09m8uTJl7yeyWRi4sSJTJw4sbKqKCIiQg1vN/o0D6NPc2N8yOkzRfxy2Oj5/TnhFDuPn+Z45hk+3XKcT7cYSxyH+roRdy7w7RAdSL1gbwW/IteY3YNdERGR65Gfhws9moTSo4nxbWROwVm2HLnQ87vtWCbJWQV8se0EX2w7AUANL9dzOb/GgLfGYT6YzQp+RaqSgl0REZFK4O3mzM0Ng7m5YTBgLHG8JTHDyPk9dIotiRmk5xayYmcSK3Yac7/7ebjQLtIIfuOiA2la0xdnLXEsUqkU7IqIiFQBdxcnOtULolO9IAAKzhaz49jpc1OdnWLz4VOcPlPEN3uS+WaPMQ2nt5szsXUDrNOdtQj3x9VZwa/IH6FgV0RE5Bpwc3aibWQgbSMD+b9b4GxxCTtPZFmnO9t4+BTZ+Wf5/rdUvv8tFQB3FzOxdQNoH1mDuOhAYiL8tcSxyBVSsCsiImIHzk5mYiL8iYnwZ9TN9SgusbA3KcsIfBOM4PdUbiE/HkjnxwPpALieOycu2pjuLLZuAJ6u+q9c5FL0DhEREakGjOWK/WhWy4+HOkdRUmLhQGqOkfZwKJ0NCadIzS5g42EjEAZwNptoHu5nne4sNjIAX3f7r2wlUp0o2BUREamGzGYTDUN9aBjqwwMd6mKxWDicnseGQ+nnFro4xfHMM2w9msnWo5n85/tDmE3QtJavdbqz9pGBBGiJY7nBKdgVERG5DphMJqKCvIgK8mJw+zoAHD2VZ13hbUPCKY6k57HzeBY7j2fx3roEABqF+pwb8GYEwME+bva8DZFrTsGuiIjIdSoi0JOIQE/ujjWWOE46nc+GhAs9vwdSctiXnM2+5Gw+WH8EgOhgL+KialinO6vppyWOxbEp2BUREXEQYX7uDIgJZ0BMOABpOQVsOhf4bkg4xd6kLA6l5nIoNZePNiYCEBHocSH4japBRKCHVnkTh6JgV0RExEEFebvRt0VN+raoCUBmXiGbDmcY052dW+L46KkzHD11jI83HwOgpp+7dYW3uOhAooO8FPzKdU3BroiIyA3C39OVXk1D6dXUWOI4O7+IzUcy2JBgTHe2/VgmJ0/ns3TrCZZuNZY4DvJ2s6Y8tI8KpGGIljiW64uCXRERkRuUj7sL3RqF0K1RCABnCo0ljs9Pd/br0UzScgpYtuMky3acBMDf88ISxx2ia9Ckpi9OCn6lGlOwKyIiIgB4uDpxU/0gbqpvLHGcX1TM9mOnjenODp/il8MZZOYVsXp3Mqt3G0sc+7g50zYygLhoY7aHFuF+uDhpiWOpPhTsioiISJncXZyM+XqjAgEoKi5hx/HTxmwPh9L55XAG2QVn+W5fKt/tM5Y49nBxIrZuAG3r+lOSBQVnS3DROhdiRwp2RUREpEJcnMy0qRNAmzoBPNbVWOJ4z8ksfj630MXGw6fIzCti3YE01h1IA5yZte9bWkf4ExdtzPjQpk4AHq5O9r4VuYEo2BUREZGr4nRuueLm4X480iWakhILv6VkszHhFOsPpLHutySyi0qsU58BuDiZaBHuZw1+Y+sG4KMljqUKKdgVERGRSmE2m2gc5kvjMF+GtA1n2bLjNGnflc1Hs6zTnZ08nc+WxEy2JGbyzpqDmE3QPNzPOt1Z+8hA/DwV/ErlUbArIiIiVcJkMlZsa1TLn6FxdbBYLBw9dca6vPHGhFMknspj+7HTbD92mnfXJmAyGUscdzjX89suKpAgby1xLFdPwa6IiIhcEyaTiTo1PKlTw5N720YAcCLzjHV54w0J6RxKzWVvUjZ7k7KZ89NhAOqHeJ/r+TWmOwv1dbfjXcj1RsGuiIiI2E0tfw8Gtg5nYGtjieOU7Hw2JWSwIcEY9LY3KZsDKTkcSMlh/gZjieO6NTytyxu3jwokItDTnrcg1ZyCXREREak2Qnzc6deyJv1aGkscZ+QWsvHwqXO9v+nsPpHFkfQ8jqTnsfgXY4njcH8P2kcFnlvprQaRNTy1xLFYKdgVERGRaivAy5XezcLo3SwMgKz8IjYfzuDncz2/O46d5njmGT779Tif/XocgBAfNyP4PZf32yDEW8HvDUzBroiIiFw3fN1duKVxCLc0NpY4zi04y5bEjHMLXZxi69FMUrIL+Gr7Sb7abixxHOjlSrvIAOKiahAXHUjjMC1xfCNRsCsiIiLXLS83Z7o0CKZLg2DAWOJ469FMNhw6xcbD6Ww+ksGp3EJW7Upm1S5jiWNfd2faRQYSF21Md9a8li/OWuLYYSnYFREREYfh7uJEh+gadIiuATSg8GwJO45nGrM9HDrF5iMZZOWfJX5vCvF7UwDwcnWiTd0A63RnLWr74easVd4chYJdERERcViuzmZi6wYSWzeQv3SDs8Ul7D6ZxYZDxnRnmw6f4vSZItbuT2Pt/jQA3JyNZZGNnl9jiWN3FwW/1ysFuyIiInLDcHYy07K2Py1r+zPyZmOJ433J2Ww4dGGhi/TcQtYfSmf9oXTAWOK4VW1/4qKN6c5i6wbg5aYQ6nqhlhIREZEbltlsoklNX5rU9OXBm6KwWCwcTM3h50MXpjtLzirglyMZ/HIkg5nfHcTJbLIucRwXFUjbyED8PLTEcXWlbGwRERGRc0wmE/VDfPhTh7rMGNKan8f24Punu/HK3S25q004tQM8KC6xsO1oJv/94RAPz/2FmIlfc9sba5nw5S5W7kziVG6hvW+jUsycOZPIyEjc3d2Ji4tj06ZN5R67a9cu7r77biIjIzGZTEyfPr3UMePHj8dkMtmUxo0bV+EdGNSzKyIiIlIOk8lE3Rpe1K3hxX3tjCWOj2eeYWNCujXvNyEtl90ns9h9Mov3fzwMQMNQ73MLXRiD3kKusyWOFy1axJgxY5g1axZxcXFMnz6dfv36lRnEAuTl5REdHc29997L3//+93Kv26xZM7755hvrY2fnqg9FFeyKiIiIXIFwfw/ubF2bO1vXBiAlK9+Y7eHcQhe/JedYy4c/G0scRwV5nVvhzZjuLNzfw563cFnTpk1j5MiRjBgxAoBZs2axbNky4uPjGTp0aKnj27VrR7t27QB49tlny72us7MzYWFhVVPp8p7zmj6biIiIiIMJ8XWnf6ta9G9VC4D0nAI2Hc5gw7ne3z1JWSSk5ZKQlsvCTUcBqB1gLHHc4dxCF3UCq88Sx4WFhWzevJmxY8dat5nNZrp3786+ffv+0LX3799PrVq1cHd3p2PHjkyZMoU6der80SpfkoJdERERkUpUw9uNPs3D6NPc6ME8faaIXw6fOtf7e4qdx09zLOMMxzKO8+kWY4njMF/3c0scG4Pe6gXbb4njtLQ0iouLCQ0NtdkeEhLChg0brvq6cXFxzJkzh0aNGnHy5EkmTJhAly5d2LlzJz4+Pn+02uVSsCsiIiJShfw8XOjRJJQeTYzgMafgLFuOXOj53XYsk6SsfL7YdoIvtp0AoIaX67mcXyPtoXGYD+brfInjvn37Wn9u2bIlcXFx1K1bl8WLF/Pwww9X2fMq2BURERG5hrzdnLm5YTA3N7ywxPGWxAxjieOEU2xJzCA9t5AVO5NYsTMJMALmdpGB1rzfpjWrbonjoKAgnJycSE5OttmekpJCQEBApT2Pv78/DRs25MCBA5V2zbIo2BURERGxI3cXJzrVC6JTvSAACs4Ws+PYaTYknOLnQ+lsPpLB6TNFfLMnmW/2GAGot5szsXUDrGkPLcL9cXWunODX1dWV2NhY4uPjGThwIAAlJSV89913dO/evVKeAyAnJ4eDBw/ywAMPVNo1y6JgV0RERKQacXN2om2ksVjF/91Sn7PFJew8kWWd7mzj4VNk55/l+99S+f63VADcXczE1g2gfaQx4C0mwv8PLXE8ZswYhg8fTtu2bWnfvj3Tp08nNzeXHj16ADBs2DDCw8OZMmUKYAxq2717t/Xn48ePs3XrVry9valfvz4ATz31FP3796du3bqcOHGCF198EScnJ4YMGfJHXq7LUrArIiIiUo05O5mJifAnJsKfUTfXo7jEwt6krHPz/BrTnWXkFfHjgXR+PGAscex67hxjqrNAYusG4Ola8bBv0KBBpKamMm7cOJKSkoiJieGrr74iLS0NgMTERMzmCz3JJ06coHXr1tbHU6dOZerUqXTt2pU1a9YAcOzYMYYMGUJ6ejrBwcF07tyZn3/+meDg4Ep4lcqnYFdERETkOuJkNtGslh/NavnxUOcoSkosHEjNMWZ7OJTOhoRTpGYXsPGw0QsM4Gw20aK2n3W6s9jIAHzdL73E8ejRoxk9erT1cVFREcuXLwewBrDnRUZGYrFYLnm9hQsXXsXd/nEKdkVERESuY2aziYahPjQM9eGBDnWxWCwcTs+zBr4bDqVz4nQ+vyZm8mtiJv/5/hBmEzSt5UtcVA3aRwXSPjKQAC9Xe99KlVCwKyIiIuJATCYTUUFeRAV5Mbi9sWDD0VN5bDy3ytuGhFMcSc9j5/Esdh7P4r11CQA0DvOxLnHcPiqQYB+3yz7X8cwzZOQWlrs/wMvV7qvFKdgVERERcXARgZ5EBHpyd6yxxHHS6Xxr4Lsx4RQHUnLYm5TN3qRsPlh/BIDoYC/iompYpzsL8rQNG49nnqH71DUUnC0p93ndnM18+1Q3uwa8CnZFREREbjBhfu4MiAlnQEw4AGk5BWw6t8Lbz4fS2ZeczaHUXA6l5vLRxkQAIgI8qOls5syW43SqH8LpM4WXDHQBCs6WkJFbqGBXREREROwnyNuNvi1q0rdFTQAy8wrZdDjDmO7s3BLHRzPOcBQzGz/bBewiyPv6yPFVsCsiIiIiNvw9XenVNJReTY0ljrPzi9h4KI2PvvmFdKcAdhzPIi2n/Fzd6kTBroiIiIhcko+7Czc3CCJnfwm33RbHWYuZT7Yc44WlO+1dtcuqmkWVRURERMRhebg6ERPhb+9qVIiCXRERERFxWAp2RURERMRhKdgVERERkSsW4OWKm/OlQ0k3Z7PdV2bTADURERERuWLh/h58+1Q3raAmIiIiIo4p3N/D7sHs5SiNQUREREQcloJdEREREXFYCnZFRERExGEp2BURERERh6VgV0REREQcloJdEREREXFYCnZFRERExGEp2BURERERh6VgV0REREQcloJdEREREXFYWi64DBaLBYC8vDyysrJwcXGxc42kMhQVFalNHYja0/GoTR2L2tPxVLc2zcrKAi7EbeUxWS53xA3o2LFjRERE2LsaIiIiInIZR48epXbt2uXuV7BbhpKSEvbt20fTpk05evQovr6+9q6SVIKsrCwiIiLUpg5C7el41KaORe3peKpbm1osFrKzs6lVqxZmc/mZuUpjKIPZbCY8PBwAX1/fatGgUnnUpo5F7el41KaORe3peKpTm/r5+V32GA1QExERERGHpWBXRERERByWgt1yuLm58eKLL+Lm5mbvqkglUZs6FrWn41GbOha1p+O5XttUA9RERERExGGpZ1dEREREHJaCXRERkf9v7/5Dor4fOI6/rlPpMJkm17zbD/MH+asMwxHZKmwuFhEF4Zo50FwQm1AWC3LgapVZ/0RUcC1rNuwXQr9jJekgEZWsZesIKjew6YJg1PqJzTu/f4yvfM398HtnvXefPR/wAT/vzwmvD9ydr3v7/twHgGVRdgEAAGBZlF0AAABYFmX3b2zZskU2m01lZWWmoyAA69evl81mG7SlpqaajoUg9fT06MMPP1RsbKwcDocmTZqkS5cumY6FAIwfP37Ia9Rms6m0tNR0NATI5/OpoqJCCQkJcjgcSkpK0saNG8X18KHr4cOHKisrU3x8vBwOh3JyctTe3m461rBxB7W/0N7eri+//FKZmZmmoyAIGRkZamhoGNgPC+NpH8ru3bun6dOnKzc3V2fPnpXT6dStW7cUExNjOhoC0N7eLp/PN7Dv9Xr17rvvKj8/32AqBGPr1q3yeDz6+uuvlZGRoUuXLmnp0qV65ZVXtGLFCtPxEIBly5bJ6/WqtrZWbrdbBw4cUF5enq5fvz5wx9l/Mv7q/4lHjx6psLBQ1dXV2rRpk+k4CEJYWJji4uJMx8AI2bp1q9544w3V1NQMjCUkJBhMhGA4nc5B+1u2bFFSUpJmzZplKBGC1dLSogULFmjevHmSfp+9P3z4sC5evGg4GQLx9OlTHT16VCdPntTMmTMl/f5f09OnT8vj8YRER2IZw58oLS3VvHnzlJeXZzoKgnTr1i253W4lJiaqsLBQt2/fNh0JQTh16pSys7OVn5+vcePGKSsrS9XV1aZjYQQ8e/ZMBw4cUElJiWw2m+k4CFBOTo4aGxt18+ZNSdLVq1fV3NysuXPnGk6GQPT19cnn82n06NGDxh0Oh5qbmw2l+v8ws/sHjhw5ou+++y6k1qPgj02dOlX79+9XSkqK7ty5oy+++EIzZsyQ1+tVVFSU6XgIwI8//iiPx6PVq1frs88+U3t7u1asWKGIiAgVFRWZjocgnDhxQvfv31dxcbHpKAjC2rVr9eDBA6Wmpsput8vn86myslKFhYWmoyEAUVFRmjZtmjZu3Ki0tDS9+uqrOnz4sFpbW5WcnGw63rBQdp/z008/aeXKlTp//vyQTzEIPf87k5CZmampU6cqPj5edXV1+uijjwwmQ6D8fr+ys7O1efNmSVJWVpa8Xq92795N2Q1x+/bt09y5c+V2u01HQRDq6up08OBBHTp0SBkZGero6FBZWZncbjev0RBVW1urkpISvfbaa7Lb7ZoyZYoKCgp0+fJl09GGhbL7nMuXL+vu3buaMmXKwJjP51NTU5N27dql3t5e2e12gwkRjOjoaE2YMEGdnZ2moyBALpdL6enpg8bS0tJ09OhRQ4kwErq6utTQ0KBjx46ZjoIgrVmzRmvXrtUHH3wgSZo0aZK6urpUVVVF2Q1RSUlJunDhgh4/fqwHDx7I5XJp8eLFSkxMNB1tWFiz+5x33nlH165dU0dHx8CWnZ2twsJCdXR0UHRD3KNHj/TDDz/I5XKZjoIATZ8+XTdu3Bg0dvPmTcXHxxtKhJFQU1OjcePGDVzUhND15MkTjRo1uF7Y7Xb5/X5DiTBSIiMj5XK5dO/ePdXX12vBggWmIw0LM7vPiYqK0sSJEweNRUZGKjY2dsg4/vk+/fRTzZ8/X/Hx8fr555+1bt062e12FRQUmI6GAK1atUo5OTnavHmz3n//fV28eFF79uzRnj17TEdDgPx+v2pqalRUVMRXA1rA/PnzVVlZqTfffFMZGRm6cuWKtm3bppKSEtPREKD6+nr19/crJSVFnZ2dWrNmjVJTU7V06VLT0YaFdxVYWnd3twoKCvTLL7/I6XTq7bffVltb25CvO0LoeOutt3T8+HGVl5drw4YNSkhI0Pbt27n4JYQ1NDTo9u3blCGL2LlzpyoqKvTJJ5/o7t27crvdWr58uT7//HPT0RCgX3/9VeXl5eru7tbYsWO1aNEiVVZWKjw83HS0YbH1c0sTAAAAWBRrdgEAAGBZlF0AAABYFmUXAAAAlkXZBQAAgGVRdgEAAGBZlF0AAABYFmUXAAAAlkXZBQAAgGVRdgEAAGBZlF0ACGHFxcWy2WxDts7OzkHHIiIilJycrA0bNqivr2/g96urqzV58mSNGTNG0dHRysrKUlVVlcEzAoCRFWY6AAAgOO+9955qamoGjTmdzkHHent79c0336i0tFTh4eEqLy/XV199pbKyMu3YsUOzZs1Sb2+vvv/+e3m9XhOnAQAvhK2/v7/fdAgAQGCKi4t1//59nThxYljH5syZo4cPH6q1tVULFy5UTEzMkKIMAFbCMgYA+BdxOBx69uyZJCkuLk5tbW3q6uoynAoAXhzKLgCEuDNnzmjMmDEDW35+/pDH9Pf3q6GhQfX19Zo9e7Ykad26dYqOjtb48eOVkpKi4uJi1dXVye/3v+xTAIAXhjW7ABDicnNz5fF4BvYjIyMHfv5vEf7tt9/k9/u1ZMkSrV+/XpLkcrnU2toqr9erpqYmtbS0qKioSHv37tW5c+c0ahTzIQBCH2t2ASCE/d2a3Z6eHnk8HkVERMjtdiss7K/nOJqbmzVjxgx9++23ys3NfUGpAeDlYWYXACwsMjJSycnJw358enq6JOnx48cvKhIAvFSUXQD4l/r444/ldrs1e/Zsvf7667pz5442bdokp9OpadOmmY4HACOCBVkA8C+Vl5entrY25efna8KECVq0aJFGjx6txsZGxcbGmo4HACOCNbsAAACwLGZ2AQAAYFmUXQAAAFgWZRcAAACWRdkFAACAZVF2AQAAYFmUXQAAAFgWZRcAAACWRdkFAACAZVF2AQAAYFmUXQAAAFgWZRcAAACW9R9D/cSKF/aS1QAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "# Data for Mask-Aware (MA) at different thresholds\n", + "thresholds = [0.05, 0.07, 0.10, 0.15]\n", + "fps_ma = [4.23, 4.29, 6.28, 9.07]\n", + "jf_mean = [0.417, 0.417, 0.388, 0.324]\n", + "j_mean = [0.340, 0.340, 0.317, 0.265]\n", + "f_mean = [0.494, 0.494, 0.459, 0.382]\n", + "\n", + "# Plot J&F mean vs FPS\n", + "plt.figure(figsize=(8, 5))\n", + "plt.plot(fps_ma, jf_mean, marker='o', label='J&F Mean')\n", + "for i, th in enumerate(thresholds):\n", + " plt.text(fps_ma[i], jf_mean[i]+0.005, f'{th}', ha='center')\n", + "\n", + "plt.title('J&F Mean vs FPS for Mask-Aware (MA)')\n", + "plt.xlabel('FPS')\n", + "plt.ylabel('J&F Mean')\n", + "plt.grid(True)\n", + "plt.legend()\n", + "\n", + "# Plot J mean and F mean vs FPS\n", + "plt.figure(figsize=(8, 5))\n", + "plt.plot(fps_ma, j_mean, marker='s', label='J Mean')\n", + "plt.plot(fps_ma, f_mean, marker='^', label='F Mean')\n", + "for i, th in enumerate(thresholds):\n", + " plt.text(fps_ma[i], j_mean[i]+0.005, f'{th}', ha='center')\n", + " plt.text(fps_ma[i], f_mean[i]-0.015, f'{th}', ha='center')\n", + "\n", + "plt.title('J Mean and F Mean vs FPS for Mask-Aware (MA)')\n", + "plt.xlabel('FPS')\n", + "plt.ylabel('Score')\n", + "plt.grid(True)\n", + "plt.legend()\n", + "\n", + "# Display the plots\n", + "plt.show()\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.12" + }, + "orig_nbformat": 4, + "vscode": { + "interpreter": { + "hash": "916dbcbb3f70747c44a77c7bcd40155683ae19c65e1c03b4aa3499c5328201f1" + } + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}