\n",
@@ -887,38 +887,38 @@
"
\n",
" \n",
" mean \n",
- " 8.564278e+00 \n",
- " 8.564278e+00 \n",
- " 8.564278e+00 \n",
- " 8.564278e+00 \n",
+ " 9.109158e+00 \n",
+ " 9.109158e+00 \n",
+ " 9.109158e+00 \n",
+ " 9.109158e+00 \n",
" \n",
" \n",
" std \n",
- " 2.846972e+01 \n",
- " 2.846972e+01 \n",
- " 2.846972e+01 \n",
- " 2.846972e+01 \n",
+ " 3.922786e+01 \n",
+ " 3.922786e+01 \n",
+ " 3.922786e+01 \n",
+ " 3.922786e+01 \n",
" \n",
" \n",
" 50% \n",
- " 9.008423e-01 \n",
- " 9.008423e-01 \n",
- " 9.008423e-01 \n",
- " 9.008423e-01 \n",
+ " 8.425322e-01 \n",
+ " 8.425322e-01 \n",
+ " 8.425322e-01 \n",
+ " 8.425322e-01 \n",
" \n",
" \n",
" min \n",
- " 1.114936e-08 \n",
- " 1.114936e-08 \n",
- " 1.114936e-08 \n",
- " 1.114936e-08 \n",
+ " 2.779742e-10 \n",
+ " 2.779742e-10 \n",
+ " 2.779742e-10 \n",
+ " 2.779742e-10 \n",
" \n",
" \n",
" max \n",
- " 5.491321e+02 \n",
- " 5.491321e+02 \n",
- " 5.491321e+02 \n",
- " 5.491321e+02 \n",
+ " 1.479746e+03 \n",
+ " 1.479746e+03 \n",
+ " 1.479746e+03 \n",
+ " 1.479746e+03 \n",
" \n",
" \n",
"\n",
@@ -958,8 +958,8 @@
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diff --git a/docs/source/usage/tutorials/functional/3-4-directional-ordinary-kriging.ipynb b/docs/source/usage/tutorials/functional/3-4-directional-ordinary-kriging.ipynb
index 52d16af6..dadeb16c 100644
--- a/docs/source/usage/tutorials/functional/3-4-directional-ordinary-kriging.ipynb
+++ b/docs/source/usage/tutorials/functional/3-4-directional-ordinary-kriging.ipynb
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@@ -501,11 +501,11 @@
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@@ -704,7 +704,7 @@
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+ "/var/folders/vv/zx11_2ts7tjfsny482gs54s80000gr/T/ipykernel_42139/81901919.py:1: RuntimeWarning: Mean of empty slice\n",
" mean_directional_results = np.nanmean(\n"
]
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@@ -714,8 +714,8 @@
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diff --git a/docs/source/usage/tutorials/functional/3-5-blocks-to-points-ordinary-kriging.ipynb b/docs/source/usage/tutorials/functional/3-5-blocks-to-points-ordinary-kriging.ipynb
index 937cfeeb..409f5b12 100644
--- a/docs/source/usage/tutorials/functional/3-5-blocks-to-points-ordinary-kriging.ipynb
+++ b/docs/source/usage/tutorials/functional/3-5-blocks-to-points-ordinary-kriging.ipynb
@@ -62,8 +62,8 @@
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@@ -81,8 +81,8 @@
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@@ -102,8 +102,8 @@
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@@ -397,8 +397,8 @@
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@@ -421,8 +421,8 @@
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@@ -528,8 +528,8 @@
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@@ -613,8 +613,8 @@
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@@ -752,8 +752,8 @@
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@@ -786,9 +786,9 @@
"name": "stderr",
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- "100%|██████████| 5419/5419 [00:01<00:00, 2981.97it/s]\n"
+ "100%|██████████| 5419/5419 [01:02<00:00, 86.91it/s] \n",
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@@ -797,8 +797,8 @@
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diff --git a/docs/source/usage/tutorials/functional/4-1-semivariogram-regularization.ipynb b/docs/source/usage/tutorials/functional/4-1-semivariogram-regularization.ipynb
index 57af2362..6b5b7461 100644
--- a/docs/source/usage/tutorials/functional/4-1-semivariogram-regularization.ipynb
+++ b/docs/source/usage/tutorials/functional/4-1-semivariogram-regularization.ipynb
@@ -48,8 +48,8 @@
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@@ -223,8 +223,8 @@
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diff --git a/docs/source/usage/tutorials/functional/4-2-poisson-kriging-centroid-based.ipynb b/docs/source/usage/tutorials/functional/4-2-poisson-kriging-centroid-based.ipynb
index 90f001dd..8a1f35f6 100644
--- a/docs/source/usage/tutorials/functional/4-2-poisson-kriging-centroid-based.ipynb
+++ b/docs/source/usage/tutorials/functional/4-2-poisson-kriging-centroid-based.ipynb
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"
+ "image/png": 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"
},
"metadata": {},
"output_type": "display_data"
@@ -567,8 +567,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T09:14:24.454958Z",
- "start_time": "2025-11-23T09:14:24.266429Z"
+ "end_time": "2025-12-21T15:11:53.632698Z",
+ "start_time": "2025-12-21T15:11:53.302141Z"
}
},
"cell_type": "code",
@@ -590,7 +590,7 @@
"text/plain": [
""
],
- "image/png": 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"
+ "image/png": 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2PQAAgLlCA/pioaF6Yc9AUWtnJScny/Lly6V9+/aSlpYm48aNk4iICJk0aVLAvg8AADBTmYLOunXr/O6rFpZvvvlGXnjhBenRo0egyqaXmRg8eLDEx8d7l5hQl8b27t0bsO8BAADMVaagM2TIEL/7ambkBg0ayO9+9zs9mWCg3HrrrfLyyy/L4cOHpXXr1nrunl27dsmCBQtKfY5aPV1tHnl5eQErDwAAqARBR611FQyzZs3SQaVt27ZStWpV3Wfn6aef1hMTliYpKUnmzJkTlPIBAIBK0hm5Irz11luyYsUKWblypaSnp+u+On/729/0bWkSExMlNzfXu2VnZwe1zAAAwOUtOtOmTbvqY690memXzJgxQ7fqjBgxQt/v0KGDHD9+XLfaJCQklPicsLAwvQEAAJQp6Hz66ad6UxMFtmnTRu9T/WjU5aXOnTv79d0pDzUJYZUq/o1O6nsE69IZAACohEFn4MCBUqdOHX0JqV69enqfmjhQDf2+7bbbZPr06QEpnPo+qk9O8+bN9fByFa5UC9H48eMD8voAAMBsIVYZZt+79tpr5f3339fhw9ehQ4ekX79+AZtL58yZM3rCwJSUFMnJyZGmTZvKyJEj5cknn9TLTVwN1ZlZzbuj+uuEh4dLoMXM2hDw18Tljs37vykGAACVQ16A/n6HlvWbf/fdd5ftV/tUOAkU1Wq0cOFCvQEAAARl1NXQoUP1Zao1a9bI119/rbd33nlH7r//fhk2bFhZXhIAACDgytSis2TJEnnsscfk3nvv1R2S9QuFhuqg89xzzwW6jAAAAMELOrVq1ZIXX3xRh5qvvvpK71MLbtauXbtspQAAAHDahIFqfSu1qZXLVchhVXEAAOD6oPPDDz9Inz599PpTd955pw47irp0Faih5QAAALYEnalTp0q1atXkxIkT+jKWx/Dhw2XTpk3lLhQAAIBtfXTUHDqbN2+WZs2a+e1Xl7DUEg0AAACubdEpKCjwa8nx+PHHH1lnCgAAuDvoqGUeXn/9db81rdT6U88++6z07t07kOUDAAAI7qUrFWhUZ+S0tDQ5f/68PP744/L555/rFp3//Oc/ZS8NAACA3S06sbGxerXynj17yuDBg/WlLDUjslp0U82nAwAA4MoWHTUTcv/+/fXsyE888UTFlAoAAMCOFh01rPzgwYOB+N4AAADOu3Q1evRoefXVVwNfGgAAALs7I1+8eFFee+01+eCDD6RLly6XrXG1YMGCQJUPAAAgOEHnyJEjEhMTI4cOHZLOnTvrfapTsi811BwAAMB1QUfNfKzWtdq+fbt3yYfnn39eGjVqVFHlAwAACE4fneKrk2/cuFEPLQcAADCmM3JpwQcAAMC1QUf1vyneB4c+OQAAwIg+OqoF57777vMu3Hnu3DmZMGHCZaOu1qxZE9hSAgAAVHTQSUhIuGw+HQAAACOCztKlSyuuJAAAAE7qjAwAAOBkBB0AAGAsgg4AADAWQQcAABiLoAMAAIxF0AEAAMYi6AAAAGMRdAAAgLEIOgAAwFgEHQAAYCzHB52TJ0/qNbUiIyOlZs2a0qFDB0lLS7O7WAAAwLS1roLtp59+kh49ekjv3r1l48aN0qBBA8nMzJR69erZXTQAAOACjg468+fPl+joaL/FRFu2bGlrmQAAgHs4+tLVunXr5Oabb5a7775bGjZsKJ06dZJXXnnlis8pLCyUvLw8vw0AAFROjg46R44ckeTkZGnVqpVs3rxZHnroIZk0aZIsX7681OckJSVJRESEd1MtQgAAoHIKsSzLEoeqXr26btH56KOPvPtU0Pnkk09k9+7dpbboqM1DteiosJObmyvh4eEBL2PMrA0Bf01c7ti8eLuLAAAIIvX3WzVYlPfvt6NbdJo0aSLt2rXz23fDDTfIiRMnSn1OWFiY/g/x3QAAQOXk6KCjRlxlZGT47Tt8+LC0aNHCtjIBAAD3cHTQmTp1quzZs0eeeeYZycrKkpUrV8rLL78sEydOtLtoAADABRwddLp27SopKSny5ptvSmxsrMydO1cWLlwoo0aNsrtoAADABRw9j45y11136Q0AAMCoFh0AAIDyIOgAAABjEXQAAICxCDoAAMBYBB0AAGAsgg4AADAWQQcAABiLoAMAAIxF0AEAAMYi6AAAAGMRdAAAgLEIOgAAwFgEHQAAYCyCDgAAMBZBBwAAGIugAwAAjEXQAQAAxiLoAAAAYxF0AACAsQg6AADAWAQdAABgLIIOAAAwFkEHAAAYi6ADAACMRdABAADGIugAAABjEXQAAICxCDoAAMBYBB0AAGAsgg4AADAWQQcAABiLoAMAAIxF0AEAAMZyVdCZN2+ehISEyJQpU+wuCgAAcAHXBJ1PPvlEXnrpJbnxxhvtLgoAAHAJVwSd/Px8GTVqlLzyyitSr149u4sDAABcwhVBZ+LEiRIfHy99+/b9xWMLCwslLy/PbwMAAJVTqDjcqlWrJD09XV+6uhpJSUkyZ86cCi8XAABwPke36GRnZ8vkyZNlxYoVUqNGjat6TmJiouTm5no39RoAAKBycnSLzr59+yQnJ0c6d+7s3Xfp0iVJTU2VF154QV+mqlq1qt9zwsLC9AYAAODooNOnTx/57LPP/PaNGzdO2rZtKzNnzrws5AAAALgm6NSpU0diY2P99tWuXVsiIyMv2w8AAOCqPjoAAADGtuiUZMeOHXYXAQAAuAQtOgAAwFgEHQAAYCyCDgAAMBZBBwAAGIugAwAAjEXQAQAAxiLoAAAAYxF0AACAsQg6AADAWAQdAABgLIIOAAAwFkEHAAAYi6ADAACMRdABAADGIugAAABjhdpdAOBqxMzaYHcRKoVj8+LtLgIABBQtOgAAwFgEHQAAYCyCDgAAMBZBBwAAGIugAwAAjEXQAQAAxiLoAAAAYxF0AACAsQg6AADAWAQdAABgLIIOAAAwFkEHAAAYi6ADAACMRdABAADGIugAAABjEXQAAICxCDoAAMBYjg86SUlJ0rVrV6lTp440bNhQhgwZIhkZGXYXCwAAuIDjg86HH34oEydOlD179siWLVvkwoUL0q9fPykoKLC7aAAAwOFCxeE2bdrkd3/ZsmW6ZWffvn1y++2321YuAADgfI4POsXl5ubq2/r165f4eGFhod488vLyglY2AADgLI6/dOWrqKhIpkyZIj169JDY2NhS+/RERER4t+jo6KCXEwAAOIOrgo7qq3Po0CFZtWpVqcckJibqVh/Plp2dHdQyAgAA53DNpatHHnlE1q9fL6mpqdKsWbNSjwsLC9MbAACA44OOZVny6KOPSkpKiuzYsUNatmxpd5EAAIBLhLrhctXKlSvl3Xff1XPpnD59Wu9X/W9q1qxpd/EAAICDOb6PTnJysu5r06tXL2nSpIl3W716td1FAwAADueKS1cAAABGtugAAACUFUEHAAAYi6ADAACMRdABAADGIugAAABjEXQAAICxCDoAAMBYBB0AAGAsgg4AADAWQQcAABiLoAMAAIxF0AEAAMYi6AAAAGMRdAAAgLEIOgAAwFihdhcAAICKEDNrg91FqBSOzYsXJ6NFBwAAGIugAwAAjEXQAQAAxiLoAAAAYxF0AACAsQg6AADAWAQdAABgLIIOAAAwFkEHAAAYi6ADAACMRdABAADGIugAAABjEXQAAICxCDoAAMBYBB0AAGAsgg4AADAWQQcAABjLFUFn8eLFEhMTIzVq1JBu3brJ3r177S4SAABwAccHndWrV8u0adPkL3/5i6Snp0vHjh0lLi5OcnJy7C4aAABwOMcHnQULFsgDDzwg48aNk3bt2smSJUukVq1a8tprr9ldNAAA4HCh4mDnz5+Xffv2SWJiondflSpVpG/fvrJ79+4Sn1NYWKg3j9zcXH2bl5dXIWUsKjxbIa8L2KGifk8AO3B+Do6KOm94XteyLHODzvfffy+XLl2SRo0a+e1X97/88ssSn5OUlCRz5sy5bH90dHSFlRMwRcRCu0sAwG0iKvi8cebMGYmIiDAz6JSFav1RfXo8ioqK5Mcff5TIyEgJCQkJWMpUwSk7O1vCw8PFVNTTLJWlnpWprtTTLNTTn2rJUSGnadOmUh6ODjpRUVFStWpV+fbbb/32q/uNGzcu8TlhYWF681W3bt0KKZ/6AZn8ZvSgnmapLPWsTHWlnmahnv9feVpyXNEZuXr16tKlSxfZunWrXwuNut+9e3dbywYAAJzP0S06iroMlZCQIDfffLPccsstsnDhQikoKNCjsAAAAFwddIYPHy7fffedPPnkk3L69Gm56aabZNOmTZd1UA4mdWlMzetT/BKZaainWSpLPStTXamnWahnxQixyjtuCwAAwKEc3UcHAACgPAg6AADAWAQdAABgLIIOAAAwFkGnDBYvXiwxMTFSo0YN6datm+zdu1fcQi2R0bVrV6lTp440bNhQhgwZIhkZGX7HnDt3TiZOnKhnk77mmmvkD3/4w2WTNp44cULi4+P1AqvqdWbMmCEXL14Up5o3b56eGXvKlCnG1fPkyZMyevRoXY+aNWtKhw4dJC0tzfu4Gm+gRi02adJEP67WisvMzPR7DTV7+KhRo/TkXWqCzfvvv1/y8/PFKdRSMLNnz5aWLVvqOlx33XUyd+5cvzVw3FrP1NRUGThwoJ79Vb1H165d6/d4oOp18OBBue222/R5S81K++yzz4pT6nnhwgWZOXOmfu/Wrl1bHzN27Fg5deqUUfUsbsKECfoYNW2KifX84osvZNCgQXrSP/VzVX971Dk16OdgNeoKV2/VqlVW9erVrddee836/PPPrQceeMCqW7eu9e2331puEBcXZy1dutQ6dOiQtX//fuvOO++0mjdvbuXn53uPmTBhghUdHW1t3brVSktLs377299at956q/fxixcvWrGxsVbfvn2tTz/91Pr3v/9tRUVFWYmJiZYT7d2714qJibFuvPFGa/LkyUbV88cff7RatGhh3XfffdbHH39sHTlyxNq8ebOVlZXlPWbevHlWRESEtXbtWuvAgQPWoEGDrJYtW1r/+9//vMf079/f6tixo7Vnzx5r586d1vXXX2+NHDnScoqnn37aioyMtNavX28dPXrUevvtt61rrrnGWrRokevrqd5XTzzxhLVmzRqV2qyUlBS/xwNRr9zcXKtRo0bWqFGj9O/+m2++adWsWdN66aWXHFHPn3/+Wf+erV692vryyy+t3bt3W7fccovVpUsXv9dwez19qcdVXZo2bWr94x//MK6eWVlZVv369a0ZM2ZY6enp+v67777r97cyWOdggs6vpH75Jk6c6L1/6dIl/UZNSkqy3CgnJ0e/ST/88EPvCadatWr6D4nHF198oY9RJx9FvdmqVKlinT592ntMcnKyFR4ebhUWFlpOcubMGatVq1bWli1brDvuuMMbdEyp58yZM62ePXuW+nhRUZHVuHFj67nnnvPuU3UPCwvTJ0flv//9r673J5984j1m48aNVkhIiHXy5EnLCeLj463x48f77Rs2bJg+0ZtUz+J/MAJVrxdffNGqV6+e3/tWvXfatGlj2eFKAcD3A4o67vjx48bV8+uvv7auvfZaHVLUBxXfoGNKPYcPH26NHj261OcE8xzMpatf4fz587Jv3z7ddOxRpUoVfX/37t3iRrm5ufq2fv36+lbVTzUj+9axbdu20rx5c28d1a1qYvadtDEuLk4v1Pb555+Lk6hmUdXs6Vsfk+q5bt06PWv43XffrZt1O3XqJK+88or38aNHj+qJNn3rqZqR1SVX33qq5nH1Oh7qePXe/vjjj8UJbr31Vr30y+HDh/X9AwcOyK5du2TAgAFG1bO4QNVLHXP77bfrZXV838vqsvVPP/0kTj03qUsinrUKTamnWsZozJgx+hJM+/btL3vchHoWFRXJhg0bpHXr1rpc6tyk3rO+l7eCeQ4m6PwK33//ve4rUHxWZnVfnYzcRr0ZVZ+VHj16SGxsrN6n6qF+eYovhOpbR3Vb0v+B5zGnWLVqlaSnp+t+ScWZUs8jR45IcnKytGrVSjZv3iwPPfSQTJo0SZYvX+5Xziu9Z9WtOhH5Cg0N1eHXKfWcNWuWjBgxQp8Iq1WrpgOdeu+qfgwm1bO4QNXLDe9lX6rvhuqzM3LkSO+ij6bUc/78+brc6ve0JCbUMycnR/cpUn0j+/fvL++//74MHTpUhg0bJh9++GHQz8GOXwICFdvacejQIf3J2DTZ2dkyefJk2bJli+6sZyoVVtUnv2eeeUbfVwFA/UyXLFmi14gzxVtvvSUrVqyQlStX6k/B+/fv10FHdYQ0qZ74v47J99xzj+6ErUK8SVQrxqJFi/QHMNVaZfJ5SRk8eLBMnTpVf62Wb/roo4/0uemOO+6QYKJF51eIioqSqlWrXtYrXN1v3LixuMkjjzwi69evl+3bt0uzZs28+1U91CW6n3/+udQ6qtuS/g88jznlhKI+VXTu3Fl/GlKb+iTx/PPP66/VpwIT6qlG4rRr185v3w033OAd2eAp55Xes+pW/V/5UqMa1MgPp9RTNfN7WnVUU7Zq+lcnUE9rnSn1LC5Q9XLDe9k35Bw/flx/SPG05phSz507d+o6qMsznvOSquv06dP1SF5T6hkVFaXr9kvnpmCdgwk6v4JqZuvSpYvuK+CbXNX97t27ixuoT0kq5KSkpMi2bdv0cF1fqn7q0oBvHdV1X/Xm9NRR3X722Wd+v4yek1LxN7Zd+vTpo8uoPvl7NtXyoS51eL42oZ7qsmPx6QFUP5YWLVror9XPV50QfOuprm+ra/2+9VQnGxUOPdR7Q7231XV1Jzh79qzuo+BLfejwfHI0pZ7FBape6hg1HFgFCd/3cps2baRevXripJCjhs5/8MEHesixLxPqqQK6Ghbue15SrZIqyKtLz6bUs3r16noo+ZXOTUH9W/MrO1dXemp4uRrxsGzZMt07/sEHH9TDy317hTvZQw89pIeq7tixw/rmm2+829mzZ/2G/Kkh59u2bdND/rp376634kP++vXrp4eob9q0yWrQoIGjhl2XxHfUlSn1VCNTQkND9fDrzMxMa8WKFVatWrWsN954w294snqPqqGdBw8etAYPHlzi8OROnTrpIeq7du3SI9XsHnbtKyEhQY9S8QwvV0Na1TDTxx9/3PX1VCMD1dBZtalT8oIFC/TXntFGgaiXGuGihiOPGTNGj/RR5zH1PgnmcOQr1fP8+fN62HyzZs3075rvucl3dI3b61mS4qOuTKnnmjVr9Kiql19+WZ+b/vnPf1pVq1bVw+WDfQ4m6JSB+oGpH46aT0cNN1dzHbiFekOWtKm5dTzUCfThhx/WwxfVL8/QoUP1CcfXsWPHrAEDBui5G9QfnOnTp1sXLlyw3BR0TKnne++9p08GKoC3bdtWn1h8qSHKs2fP1idGdUyfPn2sjIwMv2N++OEHfSJVc9OooZvjxo3TJzKnyMvL0z879XtXo0YN6ze/+Y2ew8P3j6Bb67l9+/YSfydVuAtkvdQcPGoqAvUaKjSqAOWUeqrwWtq5ST3PlHpebdAxpZ6vvvqqngNI/c6qeYHUXFC+gnUODlH/lL+hCgAAwHnoowMAAIxF0AEAAMYi6AAAAGMRdAAAgLEIOgAAwFgEHQAAYCyCDgAAMBZBBwAAGIugAwAAjEXQAQAAxiLoAAAAYxF0AACAmOr/AQO/jcDK2oVRAAAAAElFTkSuQmCC"
},
"metadata": {},
"output_type": "display_data"
@@ -601,8 +601,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T09:14:24.505322Z",
- "start_time": "2025-11-23T09:14:24.477988Z"
+ "end_time": "2025-12-21T15:11:53.677115Z",
+ "start_time": "2025-12-21T15:11:53.652504Z"
}
},
"cell_type": "code",
@@ -614,13 +614,13 @@
"text/plain": [
" zhat rate forecast_bias squared_error\n",
"count 20.000000 20.000000 20.000000 20.000000\n",
- "mean 131.708401 135.000000 -3.291599 131.895497\n",
- "std 7.127387 11.407015 11.288600 182.050238\n",
- "min 118.537623 112.900000 -23.659756 0.656987\n",
- "25% 127.903773 128.325000 -7.451368 12.861458\n",
- "50% 130.200839 135.950000 -3.387091 33.302290\n",
- "75% 134.618342 141.400000 2.879043 218.950179\n",
- "max 151.543164 155.300000 19.928600 559.784036"
+ "mean 131.574586 132.880000 -1.305414 185.804660\n",
+ "std 6.574559 13.410271 13.920850 356.853735\n",
+ "min 120.601986 103.400000 -23.659756 4.407567\n",
+ "25% 127.733954 121.550000 -8.677488 12.200951\n",
+ "50% 131.640182 134.200000 -2.666852 56.582626\n",
+ "75% 135.717496 141.675000 6.067428 153.072548\n",
+ "max 142.869604 153.200000 39.469604 1557.849657"
],
"text/html": [
"\n",
@@ -657,52 +657,52 @@
" \n",
"
\n",
" mean \n",
- " 131.708401 \n",
- " 135.000000 \n",
- " -3.291599 \n",
- " 131.895497 \n",
+ " 131.574586 \n",
+ " 132.880000 \n",
+ " -1.305414 \n",
+ " 185.804660 \n",
" \n",
"
\n",
" std \n",
- " 7.127387 \n",
- " 11.407015 \n",
- " 11.288600 \n",
- " 182.050238 \n",
+ " 6.574559 \n",
+ " 13.410271 \n",
+ " 13.920850 \n",
+ " 356.853735 \n",
" \n",
"
\n",
" min \n",
- " 118.537623 \n",
- " 112.900000 \n",
+ " 120.601986 \n",
+ " 103.400000 \n",
" -23.659756 \n",
- " 0.656987 \n",
+ " 4.407567 \n",
" \n",
"
\n",
" 25% \n",
- " 127.903773 \n",
- " 128.325000 \n",
- " -7.451368 \n",
- " 12.861458 \n",
+ " 127.733954 \n",
+ " 121.550000 \n",
+ " -8.677488 \n",
+ " 12.200951 \n",
" \n",
"
\n",
" 50% \n",
- " 130.200839 \n",
- " 135.950000 \n",
- " -3.387091 \n",
- " 33.302290 \n",
+ " 131.640182 \n",
+ " 134.200000 \n",
+ " -2.666852 \n",
+ " 56.582626 \n",
" \n",
"
\n",
" 75% \n",
- " 134.618342 \n",
- " 141.400000 \n",
- " 2.879043 \n",
- " 218.950179 \n",
+ " 135.717496 \n",
+ " 141.675000 \n",
+ " 6.067428 \n",
+ " 153.072548 \n",
" \n",
"
\n",
" max \n",
- " 151.543164 \n",
- " 155.300000 \n",
- " 19.928600 \n",
- " 559.784036 \n",
+ " 142.869604 \n",
+ " 153.200000 \n",
+ " 39.469604 \n",
+ " 1557.849657 \n",
" \n",
" \n",
"\n",
@@ -719,8 +719,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T09:14:24.674907Z",
- "start_time": "2025-11-23T09:14:24.669614Z"
+ "end_time": "2025-12-21T15:11:53.741660Z",
+ "start_time": "2025-12-21T15:11:53.737072Z"
}
},
"cell_type": "code",
@@ -734,7 +734,7 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "11.48457649663337\n"
+ "13.631018290285816\n"
]
}
],
@@ -777,8 +777,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T09:14:24.827529Z",
- "start_time": "2025-11-23T09:14:24.825064Z"
+ "end_time": "2025-12-21T15:11:53.811629Z",
+ "start_time": "2025-12-21T15:11:53.808631Z"
}
},
"cell_type": "code",
diff --git a/docs/source/usage/tutorials/functional/4-3-poisson-kriging-area-to-area.ipynb b/docs/source/usage/tutorials/functional/4-3-poisson-kriging-area-to-area.ipynb
index 216f67f6..6b17969a 100644
--- a/docs/source/usage/tutorials/functional/4-3-poisson-kriging-area-to-area.ipynb
+++ b/docs/source/usage/tutorials/functional/4-3-poisson-kriging-area-to-area.ipynb
@@ -47,8 +47,8 @@
"metadata": {
"collapsed": true,
"ExecuteTime": {
- "end_time": "2025-11-23T09:14:23.138108Z",
- "start_time": "2025-11-23T09:14:19.739156Z"
+ "end_time": "2025-12-21T15:11:51.088926Z",
+ "start_time": "2025-12-21T15:11:48.286540Z"
}
},
"cell_type": "code",
@@ -68,8 +68,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T09:14:23.145185Z",
- "start_time": "2025-11-23T09:14:23.142502Z"
+ "end_time": "2025-12-21T15:11:51.245010Z",
+ "start_time": "2025-12-21T15:11:51.207493Z"
}
},
"cell_type": "code",
@@ -90,8 +90,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T09:14:23.540967Z",
- "start_time": "2025-11-23T09:14:23.284198Z"
+ "end_time": "2025-12-21T15:11:51.507336Z",
+ "start_time": "2025-12-21T15:11:51.281059Z"
}
},
"cell_type": "code",
@@ -110,8 +110,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T09:14:23.968918Z",
- "start_time": "2025-11-23T09:14:23.579166Z"
+ "end_time": "2025-12-21T15:11:51.903394Z",
+ "start_time": "2025-12-21T15:11:51.516906Z"
}
},
"cell_type": "code",
@@ -131,8 +131,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T09:14:25.242776Z",
- "start_time": "2025-11-23T09:14:24.051321Z"
+ "end_time": "2025-12-21T15:11:53.010076Z",
+ "start_time": "2025-12-21T15:11:51.919408Z"
}
},
"cell_type": "code",
@@ -188,8 +188,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T09:14:25.355598Z",
- "start_time": "2025-11-23T09:14:25.252230Z"
+ "end_time": "2025-12-21T15:11:53.296262Z",
+ "start_time": "2025-12-21T15:11:53.101199Z"
}
},
"cell_type": "code",
@@ -226,8 +226,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T09:14:25.369864Z",
- "start_time": "2025-11-23T09:14:25.365562Z"
+ "end_time": "2025-12-21T15:11:53.334026Z",
+ "start_time": "2025-12-21T15:11:53.326405Z"
}
},
"cell_type": "code",
@@ -240,9 +240,9 @@
{
"data": {
"text/plain": [
- "array([ 9003, 36093, 42047, 42121, 42131, 42069, 50023, 50003, 36115,\n",
- " 42049, 25023, 42061, 42115, 34037, 42059, 34013, 34031, 33015,\n",
- " 36019, 36021])"
+ "array([42107, 36075, 42041, 42027, 34003, 36001, 42093, 42057, 9009,\n",
+ " 25011, 23025, 36103, 34021, 42079, 36089, 36031, 33007, 42119,\n",
+ " 36083, 23005])"
]
},
"execution_count": 7,
@@ -274,8 +274,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T09:14:28.734908Z",
- "start_time": "2025-11-23T09:14:25.380195Z"
+ "end_time": "2025-12-21T15:11:57.820991Z",
+ "start_time": "2025-12-21T15:11:53.360574Z"
}
},
"cell_type": "code",
@@ -299,7 +299,7 @@
"name": "stderr",
"output_type": "stream",
"text": [
- "100%|██████████| 20/20 [00:03<00:00, 6.01it/s]\n"
+ "100%|██████████| 20/20 [00:04<00:00, 4.53it/s]\n"
]
}
],
@@ -308,8 +308,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T09:14:28.748425Z",
- "start_time": "2025-11-23T09:14:28.745401Z"
+ "end_time": "2025-12-21T15:11:57.835081Z",
+ "start_time": "2025-12-21T15:11:57.831604Z"
}
},
"cell_type": "code",
@@ -321,8 +321,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T09:14:28.767940Z",
- "start_time": "2025-11-23T09:14:28.762530Z"
+ "end_time": "2025-12-21T15:11:57.858156Z",
+ "start_time": "2025-12-21T15:11:57.852090Z"
}
},
"cell_type": "code",
@@ -334,8 +334,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T09:14:28.795303Z",
- "start_time": "2025-11-23T09:14:28.783331Z"
+ "end_time": "2025-12-21T15:11:57.909432Z",
+ "start_time": "2025-12-21T15:11:57.891424Z"
}
},
"cell_type": "code",
@@ -346,25 +346,25 @@
"data": {
"text/plain": [
" block_id zhat sig FIPS rate \\\n",
- "0 9003 143.779517 8.900778 9003 136.8 \n",
- "1 36093 135.760905 8.673103 36093 147.0 \n",
- "2 42047 128.707205 10.685442 42047 123.3 \n",
- "3 42121 132.933881 10.490678 42121 126.0 \n",
- "4 42131 125.256577 9.146128 42131 122.6 \n",
+ "0 42107 128.049947 9.414107 42107 115.2 \n",
+ "1 36075 132.715936 10.441738 36075 143.5 \n",
+ "2 42041 119.579583 8.467769 42041 130.9 \n",
+ "3 42027 118.067558 10.056972 42027 141.4 \n",
+ "4 34003 127.193763 6.258667 34003 140.8 \n",
"\n",
" geometry \\\n",
- "0 POLYGON ((1875670.693 574298.677, 1876410.411 ... \n",
- "1 MULTIPOLYGON (((1781868.657 632858.296, 178191... \n",
- "2 POLYGON ((1431152.152 385298.654, 1431159.8 38... \n",
- "3 POLYGON ((1332338.715 357740.555, 1331857.287 ... \n",
- "4 MULTIPOLYGON (((1668097.895 477932.933, 166811... \n",
+ "0 MULTIPOLYGON (((1670088.257 358635.875, 167006... \n",
+ "1 MULTIPOLYGON (((1581876.402 689018.858, 158200... \n",
+ "2 MULTIPOLYGON (((1604893.567 299745.669, 160480... \n",
+ "3 MULTIPOLYGON (((1495040.309 391321.809, 149503... \n",
+ "4 MULTIPOLYGON (((1827117.746 423012.913, 182717... \n",
"\n",
" representative_points lon lat \n",
- "0 POINT (1904204.462 555143.693) 1.904204e+06 555143.692587 \n",
- "1 POINT (1771110.847 636857.634) 1.771111e+06 636857.633872 \n",
- "2 POINT (1434950.541 405307.913) 1.434951e+06 405307.912914 \n",
- "3 POINT (1344709.665 385690.8) 1.344710e+06 385690.800064 \n",
- "4 POINT (1647112.569 460026.922) 1.647113e+06 460026.922321 "
+ "0 POINT (1650323.464 368750.266) 1.650323e+06 368750.265783 \n",
+ "1 POINT (1591216.884 663884.599) 1.591217e+06 663884.599117 \n",
+ "2 POINT (1576325.693 291564.448) 1.576326e+06 291564.447617 \n",
+ "3 POINT (1513734.416 363907.622) 1.513734e+06 363907.622101 \n",
+ "4 POINT (1818622.729 437071.975) 1.818623e+06 437071.975383 "
],
"text/html": [
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@@ -399,63 +399,63 @@
"
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" \n",
" 0 \n",
- " 9003 \n",
- " 143.779517 \n",
- " 8.900778 \n",
- " 9003 \n",
- " 136.8 \n",
- " POLYGON ((1875670.693 574298.677, 1876410.411 ... \n",
- " POINT (1904204.462 555143.693) \n",
- " 1.904204e+06 \n",
- " 555143.692587 \n",
+ " 42107 \n",
+ " 128.049947 \n",
+ " 9.414107 \n",
+ " 42107 \n",
+ " 115.2 \n",
+ " MULTIPOLYGON (((1670088.257 358635.875, 167006... \n",
+ " POINT (1650323.464 368750.266) \n",
+ " 1.650323e+06 \n",
+ " 368750.265783 \n",
" \n",
" \n",
" 1 \n",
- " 36093 \n",
- " 135.760905 \n",
- " 8.673103 \n",
- " 36093 \n",
- " 147.0 \n",
- " MULTIPOLYGON (((1781868.657 632858.296, 178191... \n",
- " POINT (1771110.847 636857.634) \n",
- " 1.771111e+06 \n",
- " 636857.633872 \n",
+ " 36075 \n",
+ " 132.715936 \n",
+ " 10.441738 \n",
+ " 36075 \n",
+ " 143.5 \n",
+ " MULTIPOLYGON (((1581876.402 689018.858, 158200... \n",
+ " POINT (1591216.884 663884.599) \n",
+ " 1.591217e+06 \n",
+ " 663884.599117 \n",
" \n",
" \n",
" 2 \n",
- " 42047 \n",
- " 128.707205 \n",
- " 10.685442 \n",
- " 42047 \n",
- " 123.3 \n",
- " POLYGON ((1431152.152 385298.654, 1431159.8 38... \n",
- " POINT (1434950.541 405307.913) \n",
- " 1.434951e+06 \n",
- " 405307.912914 \n",
+ " 42041 \n",
+ " 119.579583 \n",
+ " 8.467769 \n",
+ " 42041 \n",
+ " 130.9 \n",
+ " MULTIPOLYGON (((1604893.567 299745.669, 160480... \n",
+ " POINT (1576325.693 291564.448) \n",
+ " 1.576326e+06 \n",
+ " 291564.447617 \n",
" \n",
" \n",
" 3 \n",
- " 42121 \n",
- " 132.933881 \n",
- " 10.490678 \n",
- " 42121 \n",
- " 126.0 \n",
- " POLYGON ((1332338.715 357740.555, 1331857.287 ... \n",
- " POINT (1344709.665 385690.8) \n",
- " 1.344710e+06 \n",
- " 385690.800064 \n",
+ " 42027 \n",
+ " 118.067558 \n",
+ " 10.056972 \n",
+ " 42027 \n",
+ " 141.4 \n",
+ " MULTIPOLYGON (((1495040.309 391321.809, 149503... \n",
+ " POINT (1513734.416 363907.622) \n",
+ " 1.513734e+06 \n",
+ " 363907.622101 \n",
" \n",
" \n",
" 4 \n",
- " 42131 \n",
- " 125.256577 \n",
- " 9.146128 \n",
- " 42131 \n",
- " 122.6 \n",
- " MULTIPOLYGON (((1668097.895 477932.933, 166811... \n",
- " POINT (1647112.569 460026.922) \n",
- " 1.647113e+06 \n",
- " 460026.922321 \n",
+ " 34003 \n",
+ " 127.193763 \n",
+ " 6.258667 \n",
+ " 34003 \n",
+ " 140.8 \n",
+ " MULTIPOLYGON (((1827117.746 423012.913, 182717... \n",
+ " POINT (1818622.729 437071.975) \n",
+ " 1.818623e+06 \n",
+ " 437071.975383 \n",
" \n",
" \n",
"\n",
@@ -482,8 +482,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T09:14:28.842604Z",
- "start_time": "2025-11-23T09:14:28.838392Z"
+ "end_time": "2025-12-21T15:11:57.962285Z",
+ "start_time": "2025-12-21T15:11:57.957103Z"
}
},
"cell_type": "code",
@@ -498,8 +498,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T09:14:29.031494Z",
- "start_time": "2025-11-23T09:14:28.899169Z"
+ "end_time": "2025-12-21T15:11:58.162280Z",
+ "start_time": "2025-12-21T15:11:58.029316Z"
}
},
"cell_type": "code",
@@ -521,7 +521,7 @@
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"
+ "image/png": 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"
},
"metadata": {},
"output_type": "display_data"
@@ -532,8 +532,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T09:14:29.150969Z",
- "start_time": "2025-11-23T09:14:29.053886Z"
+ "end_time": "2025-12-21T15:11:58.383831Z",
+ "start_time": "2025-12-21T15:11:58.186397Z"
}
},
"cell_type": "code",
@@ -555,7 +555,7 @@
"text/plain": [
""
],
- "image/png": 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"
+ "image/png": "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"
},
"metadata": {},
"output_type": "display_data"
@@ -566,8 +566,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T09:14:29.181423Z",
- "start_time": "2025-11-23T09:14:29.166437Z"
+ "end_time": "2025-12-21T15:11:58.427009Z",
+ "start_time": "2025-12-21T15:11:58.404488Z"
}
},
"cell_type": "code",
@@ -579,13 +579,13 @@
"text/plain": [
" zhat rate forecast_bias squared_error\n",
"count 20.000000 20.000000 20.000000 20.000000\n",
- "mean 132.356348 131.365000 0.991348 59.064231\n",
- "std 6.320600 9.660461 7.819103 68.524606\n",
- "min 121.569245 120.500000 -14.039772 0.185550\n",
- "25% 128.079724 122.750000 -3.567181 11.104960\n",
- "50% 131.946308 130.250000 2.998328 33.801185\n",
- "75% 135.927833 136.950000 6.284524 76.067039\n",
- "max 144.089097 151.300000 15.260701 232.888994"
+ "mean 129.228669 127.830000 1.398669 179.574443\n",
+ "std 7.810987 14.454142 13.673569 215.335912\n",
+ "min 117.906817 101.100000 -23.332442 0.008683\n",
+ "25% 125.756270 115.575000 -8.189205 3.405850\n",
+ "50% 127.729558 130.700000 0.657993 99.978315\n",
+ "75% 131.912100 138.475000 9.628163 262.877367\n",
+ "max 146.846616 152.900000 24.044155 578.121379"
],
"text/html": [
"\n",
@@ -622,52 +622,52 @@
" \n",
"
\n",
" mean \n",
- " 132.356348 \n",
- " 131.365000 \n",
- " 0.991348 \n",
- " 59.064231 \n",
+ " 129.228669 \n",
+ " 127.830000 \n",
+ " 1.398669 \n",
+ " 179.574443 \n",
" \n",
" \n",
" std \n",
- " 6.320600 \n",
- " 9.660461 \n",
- " 7.819103 \n",
- " 68.524606 \n",
+ " 7.810987 \n",
+ " 14.454142 \n",
+ " 13.673569 \n",
+ " 215.335912 \n",
" \n",
" \n",
" min \n",
- " 121.569245 \n",
- " 120.500000 \n",
- " -14.039772 \n",
- " 0.185550 \n",
+ " 117.906817 \n",
+ " 101.100000 \n",
+ " -23.332442 \n",
+ " 0.008683 \n",
" \n",
" \n",
" 25% \n",
- " 128.079724 \n",
- " 122.750000 \n",
- " -3.567181 \n",
- " 11.104960 \n",
+ " 125.756270 \n",
+ " 115.575000 \n",
+ " -8.189205 \n",
+ " 3.405850 \n",
" \n",
" \n",
" 50% \n",
- " 131.946308 \n",
- " 130.250000 \n",
- " 2.998328 \n",
- " 33.801185 \n",
+ " 127.729558 \n",
+ " 130.700000 \n",
+ " 0.657993 \n",
+ " 99.978315 \n",
" \n",
" \n",
" 75% \n",
- " 135.927833 \n",
- " 136.950000 \n",
- " 6.284524 \n",
- " 76.067039 \n",
+ " 131.912100 \n",
+ " 138.475000 \n",
+ " 9.628163 \n",
+ " 262.877367 \n",
" \n",
" \n",
" max \n",
- " 144.089097 \n",
- " 151.300000 \n",
- " 15.260701 \n",
- " 232.888994 \n",
+ " 146.846616 \n",
+ " 152.900000 \n",
+ " 24.044155 \n",
+ " 578.121379 \n",
" \n",
" \n",
"\n",
@@ -684,8 +684,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T09:14:29.234125Z",
- "start_time": "2025-11-23T09:14:29.229824Z"
+ "end_time": "2025-12-21T15:11:58.493477Z",
+ "start_time": "2025-12-21T15:11:58.489121Z"
}
},
"cell_type": "code",
@@ -699,7 +699,7 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "7.6853257044600705\n"
+ "13.400538906042224\n"
]
}
],
diff --git a/docs/source/usage/tutorials/functional/4-4-poisson-kriging-area-to-point-smoothing.ipynb b/docs/source/usage/tutorials/functional/4-4-poisson-kriging-area-to-point-smoothing.ipynb
index d173f92a..237ae992 100644
--- a/docs/source/usage/tutorials/functional/4-4-poisson-kriging-area-to-point-smoothing.ipynb
+++ b/docs/source/usage/tutorials/functional/4-4-poisson-kriging-area-to-point-smoothing.ipynb
@@ -43,8 +43,8 @@
"metadata": {
"collapsed": true,
"ExecuteTime": {
- "end_time": "2025-11-23T09:14:24.611227Z",
- "start_time": "2025-11-23T09:14:21.678902Z"
+ "end_time": "2025-12-21T15:11:53.921286Z",
+ "start_time": "2025-12-21T15:11:51.004285Z"
}
},
"cell_type": "code",
@@ -61,8 +61,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T09:14:24.760235Z",
- "start_time": "2025-11-23T09:14:24.756771Z"
+ "end_time": "2025-12-21T15:11:54.020324Z",
+ "start_time": "2025-12-21T15:11:54.017306Z"
}
},
"cell_type": "code",
@@ -83,8 +83,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T09:14:25.075596Z",
- "start_time": "2025-11-23T09:14:24.864032Z"
+ "end_time": "2025-12-21T15:11:54.259727Z",
+ "start_time": "2025-12-21T15:11:54.039446Z"
}
},
"cell_type": "code",
@@ -103,8 +103,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T09:14:25.391551Z",
- "start_time": "2025-11-23T09:14:25.086529Z"
+ "end_time": "2025-12-21T15:11:54.604431Z",
+ "start_time": "2025-12-21T15:11:54.269439Z"
}
},
"cell_type": "code",
@@ -124,8 +124,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T09:14:26.256342Z",
- "start_time": "2025-11-23T09:14:25.400807Z"
+ "end_time": "2025-12-21T15:11:55.556050Z",
+ "start_time": "2025-12-21T15:11:54.614784Z"
}
},
"cell_type": "code",
@@ -175,8 +175,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T09:14:26.371120Z",
- "start_time": "2025-11-23T09:14:26.265723Z"
+ "end_time": "2025-12-21T15:11:55.692305Z",
+ "start_time": "2025-12-21T15:11:55.571103Z"
}
},
"cell_type": "code",
@@ -215,8 +215,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T09:16:26.119045Z",
- "start_time": "2025-11-23T09:14:26.381882Z"
+ "end_time": "2025-12-21T15:13:59.054834Z",
+ "start_time": "2025-12-21T15:11:55.704576Z"
}
},
"cell_type": "code",
@@ -236,8 +236,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T09:16:26.155755Z",
- "start_time": "2025-11-23T09:16:26.144852Z"
+ "end_time": "2025-12-21T15:13:59.094800Z",
+ "start_time": "2025-12-21T15:13:59.083046Z"
}
},
"cell_type": "code",
@@ -346,8 +346,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T09:16:28.207890Z",
- "start_time": "2025-11-23T09:16:26.244471Z"
+ "end_time": "2025-12-21T15:14:01.081422Z",
+ "start_time": "2025-12-21T15:13:59.181224Z"
}
},
"cell_type": "code",
@@ -385,8 +385,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T09:16:30.081508Z",
- "start_time": "2025-11-23T09:16:28.325055Z"
+ "end_time": "2025-12-21T15:14:03.066161Z",
+ "start_time": "2025-12-21T15:14:01.202022Z"
}
},
"cell_type": "code",
@@ -422,8 +422,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T09:16:30.111846Z",
- "start_time": "2025-11-23T09:16:30.108986Z"
+ "end_time": "2025-12-21T15:14:03.099536Z",
+ "start_time": "2025-12-21T15:14:03.096462Z"
}
},
"cell_type": "code",
diff --git a/pyproject.toml b/pyproject.toml
index a395e919..4ff977c9 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -4,7 +4,7 @@ build-backend = "setuptools.build_meta"
[project]
name = "pyinterpolate"
-version = "1.2.0"
+version = "1.2.1"
authors = [
{name = "Szymon Moliński", email = "simon@dataverselabs.com"},
]
diff --git a/src/pyinterpolate/core/data_models/blocks.py b/src/pyinterpolate/core/data_models/blocks.py
index de193e15..819d180c 100644
--- a/src/pyinterpolate/core/data_models/blocks.py
+++ b/src/pyinterpolate/core/data_models/blocks.py
@@ -17,8 +17,7 @@
import geopandas as gpd
import numpy as np
import pandas as pd
-
-from shapely.geometry import Polygon
+from shapely import MultiPolygon
from pyinterpolate.distance.angular import calc_angles
from pyinterpolate.distance.point import point_distance
@@ -219,10 +218,17 @@ def __init__(self,
self.ds = ds.copy(deep=True)
else:
if value_column_name is None:
- value_column_name = 'values'
- self.ds = join_any_geometry_and_values(geometry=geometries,
- values=values,
- values_column_name=value_column_name)
+ value_column_name = 'block_value'
+ self.ds = join_any_geometry_and_values(
+ geometry=geometries,
+ values=values,
+ values_column_name=value_column_name
+ )
+ if index_column_name is None:
+ index_column_name = 'block_index'
+
+ self.ds.index.name = index_column_name
+ self.ds.reset_index(inplace=True)
self.value_column_name = value_column_name
self.index_column_name = index_column_name
@@ -716,6 +722,6 @@ def _sample_larges_geometries(geometries: gpd.GeoSeries) -> gpd.GeoSeries:
present.
"""
ds = geometries.apply(
- lambda x: x if isinstance(x, Polygon) else largest_geometry(x)
+ lambda x: largest_geometry(x) if isinstance(x, MultiPolygon) else x
)
return ds
diff --git a/src/pyinterpolate/core/data_models/poisson_kriging.py b/src/pyinterpolate/core/data_models/poisson_kriging.py
index f1422e46..bc9dfff9 100644
--- a/src/pyinterpolate/core/data_models/poisson_kriging.py
+++ b/src/pyinterpolate/core/data_models/poisson_kriging.py
@@ -3,6 +3,8 @@
import numpy as np
import pandas as pd
+from tqdm import tqdm
+
from pyinterpolate.core.data_models.point_support import PointSupport
from pyinterpolate.core.data_models.point_support_distances import PointSupportDistance
from pyinterpolate.distance.angular import calc_angles_between_points
@@ -33,6 +35,9 @@ class PoissonKrigingInput:
blocks_indexes : np.ndarray, optional
The list of the known ps_blocks names.
+ verbose : bool, default = False
+ Show progress bar or print status when performing calculations.
+
Attributes
----------
semivariogram_model : TheoreticalVariogram
@@ -211,7 +216,8 @@ def __init__(self,
point_support: PointSupport,
semivariogram_model: TheoreticalVariogram,
no_closest_neighbors: int = 8,
- blocks_indexes: np.ndarray = None):
+ blocks_indexes: np.ndarray = None,
+ verbose: bool = False):
# TODO: store Block columns and PointSupport-Neighbors columns
# in separate dataclasses
@@ -294,6 +300,9 @@ def __init__(self,
self._neighbors = None
self._kriging_input = None
+ # control parameters
+ self.verbose = verbose
+
@property
def neighbors_coordinates(self):
if self._kriging_input is None:
@@ -361,7 +370,7 @@ def distances_between_neighboring_point_supports(
ds = []
nset = set()
- for neighbor_a in neighbors:
+ for neighbor_a in tqdm(neighbors, disable=not self.verbose):
for neighbor_b in neighbors:
nn = (neighbor_a, neighbor_b)
diff --git a/src/pyinterpolate/transform/geo.py b/src/pyinterpolate/transform/geo.py
index 93d24049..122413e4 100644
--- a/src/pyinterpolate/transform/geo.py
+++ b/src/pyinterpolate/transform/geo.py
@@ -211,8 +211,8 @@ def points_to_lon_lat(points: gpd.GeoSeries) -> Tuple:
Longitude, latitude (x, y)
"""
- lon = points.apply(lambda pt: pt.x)
- lat = points.apply(lambda pt: pt.y)
+ lon = points.apply(lambda pt: pt.x if isinstance(pt, Point) else None)
+ lat = points.apply(lambda pt: pt.y if isinstance(pt, Point) else None)
return lon, lat
diff --git a/tests/test_core/test_point_support_model.py b/tests/test_core/test_point_support_model.py
index 2818641c..71ce850d 100644
--- a/tests/test_core/test_point_support_model.py
+++ b/tests/test_core/test_point_support_model.py
@@ -3,6 +3,8 @@
import geopandas as gpd
+from shapely.geometry import Point, Polygon
+
from pyinterpolate.core.data_models.blocks import Blocks
from pyinterpolate.core.data_models.point_support import PointSupport
from .sample_data.dataprep import CANCER_DATA_WITH_CENTROIDS, POINT_SUPPORT_DATA
@@ -115,3 +117,255 @@ def test_unique_blocks():
)
assert len(ps.unique_blocks) == len(blocks.ds.index)
+
+
+def test_missing_block_values():
+ block_values = [10, np.nan, 11]
+
+ block_geoms = [
+ Polygon(
+ [(0, 0), (10, 0), (10, 10), (0, 10), (0, 0)]
+ ),
+ Polygon(
+ [(10, 0), (20, 0), (20, 10), (10, 10), (10, 0)]
+ ),
+ Polygon(
+ [(10, 10), (20, 10), (20, 20), (10, 20), (10, 10)]
+ )
+ ]
+
+ blocks = Blocks(
+ values=block_values,
+ geometries=block_geoms
+ )
+
+ points_values = [1, 2, 1, 3, 1, 5, 1, 6, 7, 7]
+ points_geoms = [
+ Point(2, 2),
+ Point(3, 3),
+ Point(4, 4),
+ Point(15, 15),
+ Point(16, 16),
+ Point(17, 17),
+ Point(18, 8),
+ Point(19, 9),
+ Point(10, 10),
+ Point(12, 12)
+ ]
+
+ point_support = PointSupport(
+ blocks=blocks,
+ values=points_values,
+ geometries=points_geoms
+ )
+
+ assert isinstance(point_support, PointSupport)
+ assert isinstance(point_support.point_support, gpd.GeoDataFrame)
+
+ points = point_support.get_points_array()
+ assert isinstance(points, np.ndarray)
+
+ indexes = point_support.get_point_to_block_indexes()
+ assert isinstance(indexes, pd.Series)
+ assert (len(indexes) == len(points))
+
+
+def test_missing_block_geometries_none():
+ block_values = [10, 10, 11]
+
+ block_geoms = [
+ Polygon(
+ [(0, 0), (10, 0), (10, 10), (0, 10), (0, 0)]
+ ),
+ None,
+ Polygon(
+ [(10, 10), (20, 10), (20, 20), (10, 20), (10, 10)]
+ )
+ ]
+
+ blocks = Blocks(
+ values=block_values,
+ geometries=block_geoms
+ )
+
+ points_values = [1, 2, 1, 3, 1, 5, 1, 6, 7, 7]
+ points_geoms = [
+ Point(2, 2),
+ Point(3, 3),
+ Point(4, 4),
+ Point(15, 15),
+ Point(16, 16),
+ Point(17, 17),
+ Point(18, 8),
+ Point(19, 9),
+ Point(10, 10),
+ Point(12, 12)
+ ]
+
+ point_support = PointSupport(
+ blocks=blocks,
+ values=points_values,
+ geometries=points_geoms
+ )
+
+ assert isinstance(point_support, PointSupport)
+ assert isinstance(point_support.point_support, gpd.GeoDataFrame)
+
+ points = point_support.get_points_array()
+ assert isinstance(points, np.ndarray)
+
+ indexes = point_support.get_point_to_block_indexes()
+ assert isinstance(indexes, pd.Series)
+ assert (len(indexes) == len(points))
+
+
+def test_missing_block_geometries_nan():
+ block_values = [10, 10, 11]
+
+ block_geoms = [
+ Polygon(
+ [(0, 0), (10, 0), (10, 10), (0, 10), (0, 0)]
+ ),
+ np.nan,
+ Polygon(
+ [(10, 10), (20, 10), (20, 20), (10, 20), (10, 10)]
+ )
+ ]
+
+ blocks = Blocks(
+ values=block_values,
+ geometries=block_geoms
+ )
+
+ points_values = [1, 2, 1, 3, 1, 5, 1, 6, 7, 7]
+ points_geoms = [
+ Point(2, 2),
+ Point(3, 3),
+ Point(4, 4),
+ Point(15, 15),
+ Point(16, 16),
+ Point(17, 17),
+ Point(18, 8),
+ Point(19, 9),
+ Point(10, 10),
+ Point(12, 12)
+ ]
+
+ point_support = PointSupport(
+ blocks=blocks,
+ values=points_values,
+ geometries=points_geoms
+ )
+
+ assert isinstance(point_support, PointSupport)
+ assert isinstance(point_support.point_support, gpd.GeoDataFrame)
+
+ points = point_support.get_points_array()
+ assert isinstance(points, np.ndarray)
+
+ indexes = point_support.get_point_to_block_indexes()
+ assert isinstance(indexes, pd.Series)
+ assert (len(indexes) == len(points))
+
+
+def test_missing_point_support_values():
+ block_values = [10, 9, 11]
+
+ block_geoms = [
+ Polygon(
+ [(0, 0), (10, 0), (10, 10), (0, 10), (0, 0)]
+ ),
+ Polygon(
+ [(10, 0), (20, 0), (20, 10), (10, 10), (10, 0)]
+ ),
+ Polygon(
+ [(10, 10), (20, 10), (20, 20), (10, 20), (10, 10)]
+ )
+ ]
+
+ blocks = Blocks(
+ values=block_values,
+ geometries=block_geoms
+ )
+
+ points_values = [1, 2, 1, np.nan, 1, 5, None, 6, 7, 7]
+ points_geoms = [
+ Point(2, 2),
+ Point(3, 3),
+ Point(4, 4),
+ Point(15, 15),
+ Point(16, 16),
+ Point(17, 17),
+ Point(18, 8),
+ Point(19, 9),
+ Point(10, 10),
+ Point(12, 12)
+ ]
+
+ point_support = PointSupport(
+ blocks=blocks,
+ values=points_values,
+ geometries=points_geoms
+ )
+
+ assert isinstance(point_support, PointSupport)
+ assert isinstance(point_support.point_support, gpd.GeoDataFrame)
+
+ points = point_support.get_points_array()
+ assert isinstance(points, np.ndarray)
+
+ indexes = point_support.get_point_to_block_indexes()
+ assert isinstance(indexes, pd.Series)
+ assert (len(indexes) == len(points))
+
+
+def test_missing_point_support_geometries():
+ block_values = [10, 9, 11]
+
+ block_geoms = [
+ Polygon(
+ [(0, 0), (10, 0), (10, 10), (0, 10), (0, 0)]
+ ),
+ Polygon(
+ [(10, 0), (20, 0), (20, 10), (10, 10), (10, 0)]
+ ),
+ Polygon(
+ [(10, 10), (20, 10), (20, 20), (10, 20), (10, 10)]
+ )
+ ]
+
+ blocks = Blocks(
+ values=block_values,
+ geometries=block_geoms
+ )
+
+ points_values = [1, 2, 1, 3, 1, 5, 1, 6, 7, 7]
+ points_geoms = [
+ Point(2, 2),
+ Point(3, 3),
+ Point(4, 4),
+ None,
+ Point(16, 16),
+ Point(17, 17),
+ np.nan,
+ Point(19, 9),
+ Point(10, 10),
+ Point(12, 12)
+ ]
+
+ point_support = PointSupport(
+ blocks=blocks,
+ values=points_values,
+ geometries=points_geoms
+ )
+
+ assert isinstance(point_support, PointSupport)
+ assert isinstance(point_support.point_support, gpd.GeoDataFrame)
+
+ points = point_support.get_points_array()
+ assert isinstance(points, np.ndarray)
+
+ indexes = point_support.get_point_to_block_indexes()
+ assert isinstance(indexes, pd.Series)
+ assert (len(indexes) == len(points))
+
diff --git a/tutorials/functional/1-1-semivariogram-exploration.ipynb b/tutorials/functional/1-1-semivariogram-exploration.ipynb
index d8a61711..cd2c8a9c 100644
--- a/tutorials/functional/1-1-semivariogram-exploration.ipynb
+++ b/tutorials/functional/1-1-semivariogram-exploration.ipynb
@@ -79,8 +79,8 @@
"id": "initial_id",
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T08:49:24.464153Z",
- "start_time": "2025-11-23T08:49:20.741976Z"
+ "end_time": "2025-12-21T14:55:30.426177Z",
+ "start_time": "2025-12-21T14:55:30.422208Z"
}
},
"source": [
@@ -93,7 +93,7 @@
"from pyinterpolate import reproject_flat, ExperimentalVariogram, build_theoretical_variogram, TheoreticalVariogram"
],
"outputs": [],
- "execution_count": 1
+ "execution_count": 42
},
{
"cell_type": "markdown",
@@ -117,15 +117,15 @@
"outputs_hidden": false
},
"ExecuteTime": {
- "end_time": "2025-11-23T08:49:24.481296Z",
- "start_time": "2025-11-23T08:49:24.478335Z"
+ "end_time": "2025-12-21T14:55:30.544635Z",
+ "start_time": "2025-12-21T14:55:30.541497Z"
}
},
"source": [
"DEM_FILE = '../data/dem.csv'"
],
"outputs": [],
- "execution_count": 2
+ "execution_count": 43
},
{
"cell_type": "code",
@@ -136,8 +136,8 @@
"outputs_hidden": false
},
"ExecuteTime": {
- "end_time": "2025-11-23T08:49:24.679333Z",
- "start_time": "2025-11-23T08:49:24.649899Z"
+ "end_time": "2025-12-21T14:55:30.670373Z",
+ "start_time": "2025-12-21T14:55:30.651236Z"
}
},
"source": [
@@ -215,12 +215,12 @@
""
]
},
- "execution_count": 3,
+ "execution_count": 44,
"metadata": {},
"output_type": "execute_result"
}
],
- "execution_count": 3
+ "execution_count": 44
},
{
"cell_type": "markdown",
@@ -246,8 +246,8 @@
"outputs_hidden": false
},
"ExecuteTime": {
- "end_time": "2025-11-23T08:49:25.085008Z",
- "start_time": "2025-11-23T08:49:24.892925Z"
+ "end_time": "2025-12-21T14:55:30.974252Z",
+ "start_time": "2025-12-21T14:55:30.826064Z"
}
},
"source": [
@@ -260,7 +260,7 @@
")"
],
"outputs": [],
- "execution_count": 4
+ "execution_count": 45
},
{
"cell_type": "code",
@@ -271,8 +271,8 @@
"outputs_hidden": false
},
"ExecuteTime": {
- "end_time": "2025-11-23T08:49:25.146691Z",
- "start_time": "2025-11-23T08:49:25.138845Z"
+ "end_time": "2025-12-21T14:55:31.172320Z",
+ "start_time": "2025-12-21T14:55:31.163548Z"
}
},
"source": [
@@ -349,12 +349,12 @@
" "
]
},
- "execution_count": 5,
+ "execution_count": 46,
"metadata": {},
"output_type": "execute_result"
}
],
- "execution_count": 5
+ "execution_count": 46
},
{
"cell_type": "markdown",
@@ -378,8 +378,8 @@
"outputs_hidden": false
},
"ExecuteTime": {
- "end_time": "2025-11-23T08:49:26.033899Z",
- "start_time": "2025-11-23T08:49:25.271330Z"
+ "end_time": "2025-12-21T14:55:32.147209Z",
+ "start_time": "2025-12-21T14:55:31.396151Z"
}
},
"source": [
@@ -400,7 +400,7 @@
"output_type": "display_data"
}
],
- "execution_count": 6
+ "execution_count": 47
},
{
"cell_type": "markdown",
@@ -424,8 +424,8 @@
"outputs_hidden": false
},
"ExecuteTime": {
- "end_time": "2025-11-23T08:49:26.266024Z",
- "start_time": "2025-11-23T08:49:26.089594Z"
+ "end_time": "2025-12-21T14:55:32.404771Z",
+ "start_time": "2025-12-21T14:55:32.233775Z"
}
},
"source": [
@@ -438,13 +438,13 @@
"text/plain": [
"
"
],
- "image/png": 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"
+ "image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
- "execution_count": 7
+ "execution_count": 48
},
{
"cell_type": "markdown",
@@ -489,8 +489,8 @@
"outputs_hidden": false
},
"ExecuteTime": {
- "end_time": "2025-11-23T08:49:26.298231Z",
- "start_time": "2025-11-23T08:49:26.293065Z"
+ "end_time": "2025-12-21T14:55:32.510625Z",
+ "start_time": "2025-12-21T14:55:32.504509Z"
}
},
"source": [
@@ -503,7 +503,7 @@
"ds = sample[['longitude', 'latitude', 'dem']]"
],
"outputs": [],
- "execution_count": 8
+ "execution_count": 49
},
{
"cell_type": "code",
@@ -514,8 +514,8 @@
"outputs_hidden": false
},
"ExecuteTime": {
- "end_time": "2025-11-23T08:49:26.343260Z",
- "start_time": "2025-11-23T08:49:26.322562Z"
+ "end_time": "2025-12-21T14:55:32.626141Z",
+ "start_time": "2025-12-21T14:55:32.605552Z"
}
},
"source": [
@@ -529,7 +529,7 @@
") "
],
"outputs": [],
- "execution_count": 9
+ "execution_count": 50
},
{
"cell_type": "markdown",
@@ -564,8 +564,8 @@
"outputs_hidden": false
},
"ExecuteTime": {
- "end_time": "2025-11-23T08:49:26.373912Z",
- "start_time": "2025-11-23T08:49:26.366639Z"
+ "end_time": "2025-12-21T14:55:32.733098Z",
+ "start_time": "2025-12-21T14:55:32.726737Z"
}
},
"source": [
@@ -579,30 +579,30 @@
"+---------+--------------------+---------------------+\n",
"| lag | semivariance | covariance |\n",
"+---------+--------------------+---------------------+\n",
- "| 1000.0 | 13.455312467871126 | 612.0590850900293 |\n",
- "| 2000.0 | 93.92146189656636 | 475.66058859963124 |\n",
- "| 3000.0 | 91.15385782611257 | 427.75388257201456 |\n",
- "| 4000.0 | 129.80778907487542 | 315.11703074102877 |\n",
- "| 5000.0 | 191.51396771377688 | 233.15646333922172 |\n",
- "| 6000.0 | 291.47700633100357 | 133.496371148989 |\n",
- "| 7000.0 | 341.51732783411336 | 119.51079969541095 |\n",
- "| 8000.0 | 333.76067852233155 | 125.47458020804596 |\n",
- "| 9000.0 | 499.684106171502 | -87.73271183855024 |\n",
- "| 10000.0 | 510.6352081433735 | -72.62200842332824 |\n",
- "| 11000.0 | 622.4347341620387 | -150.72284475158114 |\n",
- "| 12000.0 | 623.6261606284401 | -143.60186279711772 |\n",
- "| 13000.0 | 738.0464888109063 | -156.6051705066962 |\n",
- "| 14000.0 | 818.5988333289926 | -165.31297518163126 |\n",
- "| 15000.0 | 844.3639402156592 | -261.06314473570893 |\n",
- "| 16000.0 | 776.9230517999226 | -218.24819317309326 |\n",
- "| 17000.0 | 944.3435613098997 | -376.4984156012293 |\n",
- "| 18000.0 | 712.6753709826502 | -242.27312573292198 |\n",
- "| 19000.0 | 628.9963959396589 | -210.5361202155322 |\n",
+ "| 1000.0 | 66.71388540855338 | 378.36063443979623 |\n",
+ "| 2000.0 | 130.66628344322854 | 321.7000533191133 |\n",
+ "| 3000.0 | 377.5405401178886 | 150.76532645491605 |\n",
+ "| 4000.0 | 250.66718626708865 | 252.71512355654235 |\n",
+ "| 5000.0 | 325.5561456427749 | 133.18403989988315 |\n",
+ "| 6000.0 | 387.4814906048632 | 30.731695978081564 |\n",
+ "| 7000.0 | 302.07493544556206 | 49.092832725093004 |\n",
+ "| 8000.0 | 469.53885776562294 | -62.21223171644848 |\n",
+ "| 9000.0 | 486.79931370125183 | -83.13560908274104 |\n",
+ "| 10000.0 | 512.0646265352149 | -119.11920214846046 |\n",
+ "| 11000.0 | 529.991767276145 | -76.66066356407669 |\n",
+ "| 12000.0 | 582.4717932210419 | -80.88872027056644 |\n",
+ "| 13000.0 | 692.506923505966 | -185.99762744031003 |\n",
+ "| 14000.0 | 649.5775483966735 | -129.2268505373204 |\n",
+ "| 15000.0 | 624.8696046337229 | -151.08544277438932 |\n",
+ "| 16000.0 | 643.74627487684 | -135.27647734328391 |\n",
+ "| 17000.0 | 571.3688648923311 | -127.91473349841077 |\n",
+ "| 18000.0 | 540.0470107890337 | -123.14348266241309 |\n",
+ "| 19000.0 | 600.2575887426275 | -153.57635203377805 |\n",
"+---------+--------------------+---------------------+\n"
]
}
],
- "execution_count": 10
+ "execution_count": 51
},
{
"cell_type": "markdown",
@@ -630,8 +630,8 @@
"outputs_hidden": false
},
"ExecuteTime": {
- "end_time": "2025-11-23T08:49:26.581246Z",
- "start_time": "2025-11-23T08:49:26.425340Z"
+ "end_time": "2025-12-21T14:55:33.058115Z",
+ "start_time": "2025-12-21T14:55:32.897852Z"
}
},
"source": [
@@ -647,13 +647,13 @@
"text/plain": [
""
],
- "image/png": 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"
+ "image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
- "execution_count": 11
+ "execution_count": 52
},
{
"cell_type": "markdown",
@@ -736,8 +736,8 @@
"outputs_hidden": false
},
"ExecuteTime": {
- "end_time": "2025-11-23T08:49:26.609162Z",
- "start_time": "2025-11-23T08:49:26.605722Z"
+ "end_time": "2025-12-21T14:55:33.216238Z",
+ "start_time": "2025-12-21T14:55:33.211992Z"
}
},
"source": [
@@ -746,7 +746,7 @@
"variogram_range = 8000"
],
"outputs": [],
- "execution_count": 12
+ "execution_count": 53
},
{
"cell_type": "code",
@@ -757,8 +757,8 @@
"outputs_hidden": false
},
"ExecuteTime": {
- "end_time": "2025-11-23T08:49:26.646394Z",
- "start_time": "2025-11-23T08:49:26.642259Z"
+ "end_time": "2025-12-21T14:55:33.312653Z",
+ "start_time": "2025-12-21T14:55:33.308305Z"
}
},
"source": [
@@ -771,7 +771,7 @@
" nugget=nugget)"
],
"outputs": [],
- "execution_count": 13
+ "execution_count": 54
},
{
"cell_type": "code",
@@ -782,8 +782,8 @@
"outputs_hidden": false
},
"ExecuteTime": {
- "end_time": "2025-11-23T08:49:26.684349Z",
- "start_time": "2025-11-23T08:49:26.678156Z"
+ "end_time": "2025-12-21T14:55:33.392081Z",
+ "start_time": "2025-12-21T14:55:33.385051Z"
}
},
"source": [
@@ -796,41 +796,41 @@
"text": [
"* Selected model: Circular model\n",
"* Nugget: 0\n",
- "* Sill: 525.2737591256329\n",
+ "* Sill: 478.90567078851103\n",
"* Range: 8000\n",
"* Spatial Dependency Strength is Undefined: nugget equal to 0, cannot estimate\n",
"* Mean Bias: None\n",
- "* Mean RMSE: 196.38227145890323\n",
+ "* Mean RMSE: 106.4369154595279\n",
"* Error-lag weighting method: equal\n",
"\n",
"\n",
"+---------+--------------------+--------------------+---------------------+\n",
"| lag | theoretical | experimental | bias (real-yhat) |\n",
"+---------+--------------------+--------------------+---------------------+\n",
- "| 1000.0 | 83.38169400609057 | 13.455312467871126 | -69.92638153821945 |\n",
- "| 2000.0 | 165.44146152059986 | 93.92146189656636 | -71.5199996240335 |\n",
- "| 3000.0 | 244.79094449257357 | 91.15385782611257 | -153.63708666646102 |\n",
- "| 4000.0 | 319.8905537482715 | 129.80778907487542 | -190.08276467339607 |\n",
- "| 5000.0 | 388.91416301739787 | 191.51396771377688 | -197.400195303621 |\n",
- "| 6000.0 | 449.48011070480095 | 291.47700633100357 | -158.00310437379738 |\n",
- "| 7000.0 | 497.93559809124235 | 341.51732783411336 | -156.418270257129 |\n",
- "| 8000.0 | 525.2737591256329 | 333.76067852233155 | -191.51308060330132 |\n",
- "| 9000.0 | 525.2737591256329 | 499.684106171502 | -25.589652954130884 |\n",
- "| 10000.0 | 525.2737591256329 | 510.6352081433735 | -14.638550982259346 |\n",
- "| 11000.0 | 525.2737591256329 | 622.4347341620387 | 97.16097503640583 |\n",
- "| 12000.0 | 525.2737591256329 | 623.6261606284401 | 98.3524015028072 |\n",
- "| 13000.0 | 525.2737591256329 | 738.0464888109063 | 212.77272968527348 |\n",
- "| 14000.0 | 525.2737591256329 | 818.5988333289926 | 293.3250742033597 |\n",
- "| 15000.0 | 525.2737591256329 | 844.3639402156592 | 319.09018109002636 |\n",
- "| 16000.0 | 525.2737591256329 | 776.9230517999226 | 251.64929267428977 |\n",
- "| 17000.0 | 525.2737591256329 | 944.3435613098997 | 419.0698021842668 |\n",
- "| 18000.0 | 525.2737591256329 | 712.6753709826502 | 187.40161185701731 |\n",
- "| 19000.0 | 525.2737591256329 | 628.9963959396589 | 103.72263681402603 |\n",
+ "| 1000.0 | 76.02124683696297 | 66.71388540855338 | -9.307361428409592 |\n",
+ "| 2000.0 | 150.8372591039797 | 130.66628344322854 | -20.170975660751168 |\n",
+ "| 3000.0 | 223.18223486037513 | 377.5405401178886 | 154.35830525751348 |\n",
+ "| 4000.0 | 291.65249083970144 | 250.66718626708865 | -40.98530457261279 |\n",
+ "| 5000.0 | 354.58310049417867 | 325.5561456427749 | -29.026954851403787 |\n",
+ "| 6000.0 | 409.8026413531391 | 387.4814906048632 | -22.321150748275898 |\n",
+ "| 7000.0 | 453.9807623558251 | 302.07493544556206 | -151.90582691026304 |\n",
+ "| 8000.0 | 478.90567078851103 | 469.53885776562294 | -9.366813022888095 |\n",
+ "| 9000.0 | 478.90567078851103 | 486.79931370125183 | 7.893642912740802 |\n",
+ "| 10000.0 | 478.90567078851103 | 512.0646265352149 | 33.15895574670384 |\n",
+ "| 11000.0 | 478.90567078851103 | 529.991767276145 | 51.08609648763394 |\n",
+ "| 12000.0 | 478.90567078851103 | 582.4717932210419 | 103.5661224325309 |\n",
+ "| 13000.0 | 478.90567078851103 | 692.506923505966 | 213.601252717455 |\n",
+ "| 14000.0 | 478.90567078851103 | 649.5775483966735 | 170.67187760816245 |\n",
+ "| 15000.0 | 478.90567078851103 | 624.8696046337229 | 145.9639338452119 |\n",
+ "| 16000.0 | 478.90567078851103 | 643.74627487684 | 164.84060408832892 |\n",
+ "| 17000.0 | 478.90567078851103 | 571.3688648923311 | 92.46319410382006 |\n",
+ "| 18000.0 | 478.90567078851103 | 540.0470107890337 | 61.14134000052269 |\n",
+ "| 19000.0 | 478.90567078851103 | 600.2575887426275 | 121.35191795411646 |\n",
"+---------+--------------------+--------------------+---------------------+\n"
]
}
],
- "execution_count": 14
+ "execution_count": 55
},
{
"cell_type": "code",
@@ -841,8 +841,8 @@
"outputs_hidden": false
},
"ExecuteTime": {
- "end_time": "2025-11-23T08:49:26.847778Z",
- "start_time": "2025-11-23T08:49:26.722076Z"
+ "end_time": "2025-12-21T14:55:33.633059Z",
+ "start_time": "2025-12-21T14:55:33.472823Z"
}
},
"source": [
@@ -854,13 +854,13 @@
"text/plain": [
""
],
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"
+ "image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
- "execution_count": 15
+ "execution_count": 56
},
{
"cell_type": "code",
@@ -871,8 +871,8 @@
"outputs_hidden": false
},
"ExecuteTime": {
- "end_time": "2025-11-23T08:49:26.879514Z",
- "start_time": "2025-11-23T08:49:26.875507Z"
+ "end_time": "2025-12-21T14:55:33.743775Z",
+ "start_time": "2025-12-21T14:55:33.738473Z"
}
},
"source": [
@@ -885,7 +885,7 @@
" nugget=nugget)"
],
"outputs": [],
- "execution_count": 16
+ "execution_count": 57
},
{
"cell_type": "code",
@@ -896,8 +896,8 @@
"outputs_hidden": false
},
"ExecuteTime": {
- "end_time": "2025-11-23T08:49:26.917087Z",
- "start_time": "2025-11-23T08:49:26.909990Z"
+ "end_time": "2025-12-21T14:55:33.879918Z",
+ "start_time": "2025-12-21T14:55:33.872679Z"
}
},
"source": [
@@ -910,41 +910,41 @@
"text": [
"* Selected model: Cubic model\n",
"* Nugget: 0\n",
- "* Sill: 525.2737591256329\n",
+ "* Sill: 478.90567078851103\n",
"* Range: 8000\n",
"* Spatial Dependency Strength is Undefined: nugget equal to 0, cannot estimate\n",
"* Mean Bias: None\n",
- "* Mean RMSE: 212.02730202869643\n",
+ "* Mean RMSE: 112.51542324377124\n",
"* Error-lag weighting method: equal\n",
"\n",
"\n",
"+---------+--------------------+--------------------+---------------------+\n",
"| lag | theoretical | experimental | bias (real-yhat) |\n",
"+---------+--------------------+--------------------+---------------------+\n",
- "| 1000.0 | 48.530888372832905 | 13.455312467871126 | -35.07557590496178 |\n",
- "| 2000.0 | 159.7638220314215 | 93.92146189656636 | -65.84236013485516 |\n",
- "| 3000.0 | 287.91425404617246 | 91.15385782611257 | -196.76039622005987 |\n",
- "| 4000.0 | 399.0849458981859 | 129.80778907487542 | -269.27715682331046 |\n",
- "| 5000.0 | 474.84267974441974 | 191.51396771377688 | -283.32871203064286 |\n",
- "| 6000.0 | 512.9546403546353 | 291.47700633100357 | -221.47763402363177 |\n",
- "| 7000.0 | 524.3376899440512 | 341.51732783411336 | -182.8203621099379 |\n",
- "| 8000.0 | 525.2737591256329 | 333.76067852233155 | -191.51308060330132 |\n",
- "| 9000.0 | 525.2737591256329 | 499.684106171502 | -25.589652954130884 |\n",
- "| 10000.0 | 525.2737591256329 | 510.6352081433735 | -14.638550982259346 |\n",
- "| 11000.0 | 525.2737591256329 | 622.4347341620387 | 97.16097503640583 |\n",
- "| 12000.0 | 525.2737591256329 | 623.6261606284401 | 98.3524015028072 |\n",
- "| 13000.0 | 525.2737591256329 | 738.0464888109063 | 212.77272968527348 |\n",
- "| 14000.0 | 525.2737591256329 | 818.5988333289926 | 293.3250742033597 |\n",
- "| 15000.0 | 525.2737591256329 | 844.3639402156592 | 319.09018109002636 |\n",
- "| 16000.0 | 525.2737591256329 | 776.9230517999226 | 251.64929267428977 |\n",
- "| 17000.0 | 525.2737591256329 | 944.3435613098997 | 419.0698021842668 |\n",
- "| 18000.0 | 525.2737591256329 | 712.6753709826502 | 187.40161185701731 |\n",
- "| 19000.0 | 525.2737591256329 | 628.9963959396589 | 103.72263681402603 |\n",
+ "| 1000.0 | 44.24686603199425 | 66.71388540855338 | 22.46701937655913 |\n",
+ "| 2000.0 | 145.66080834697556 | 130.66628344322854 | -14.99452490374702 |\n",
+ "| 3000.0 | 262.4988714324439 | 377.5405401178886 | 115.04166868544473 |\n",
+ "| 4000.0 | 363.8560662826773 | 250.66718626708865 | -113.18888001558867 |\n",
+ "| 5000.0 | 432.92635147156795 | 325.5561456427749 | -107.37020582879308 |\n",
+ "| 6000.0 | 467.67401160879393 | 387.4814906048632 | -80.19252100393072 |\n",
+ "| 7000.0 | 478.0522323071066 | 302.07493544556206 | -175.97729686154452 |\n",
+ "| 8000.0 | 478.90567078851103 | 469.53885776562294 | -9.366813022888095 |\n",
+ "| 9000.0 | 478.90567078851103 | 486.79931370125183 | 7.893642912740802 |\n",
+ "| 10000.0 | 478.90567078851103 | 512.0646265352149 | 33.15895574670384 |\n",
+ "| 11000.0 | 478.90567078851103 | 529.991767276145 | 51.08609648763394 |\n",
+ "| 12000.0 | 478.90567078851103 | 582.4717932210419 | 103.5661224325309 |\n",
+ "| 13000.0 | 478.90567078851103 | 692.506923505966 | 213.601252717455 |\n",
+ "| 14000.0 | 478.90567078851103 | 649.5775483966735 | 170.67187760816245 |\n",
+ "| 15000.0 | 478.90567078851103 | 624.8696046337229 | 145.9639338452119 |\n",
+ "| 16000.0 | 478.90567078851103 | 643.74627487684 | 164.84060408832892 |\n",
+ "| 17000.0 | 478.90567078851103 | 571.3688648923311 | 92.46319410382006 |\n",
+ "| 18000.0 | 478.90567078851103 | 540.0470107890337 | 61.14134000052269 |\n",
+ "| 19000.0 | 478.90567078851103 | 600.2575887426275 | 121.35191795411646 |\n",
"+---------+--------------------+--------------------+---------------------+\n"
]
}
],
- "execution_count": 17
+ "execution_count": 58
},
{
"cell_type": "code",
@@ -955,8 +955,8 @@
"outputs_hidden": false
},
"ExecuteTime": {
- "end_time": "2025-11-23T08:49:27.105557Z",
- "start_time": "2025-11-23T08:49:26.973456Z"
+ "end_time": "2025-12-21T14:55:34.162619Z",
+ "start_time": "2025-12-21T14:55:34.000302Z"
}
},
"source": [
@@ -968,13 +968,13 @@
"text/plain": [
""
],
- "image/png": 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"
+ "image/png": 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66Rhv7Smi+z744ANX3j8N6jrbui4vd8YZZwT363uloVcvLmiXeO19od3Jj0RpvG86B8KXX35ph7zoTPR6XkeOHBkcQqCPqRfrtIwuKac9b/QCXyCU6/nXXgP6GrXVXi8M6uz5emECAAAAiDSOzkYnMU7Xadfu+Lr0WeFJ6bQbs7aANmnSxF5EONKJVwqP49LAXqtSkgxu201SKh58DK9btKX45JNPDq73DUSbo/18AwBKNqZdl7rVSecKj2kPfCdKTazKmHYAMSfjIDnUUy3t0U4DuQZz/Z9RKN32cmAHAAAoDRrEB7XpahsrCvc+DDRi6HECOwAUzRv9yKOcBnO9eqwTrARol3j+5wQAAGKpEUNniQ+dlE4bMTSw04gBAMUjtJcTDeiRNiPqV1995XYVAABAlKARAwCOTGSlSAAAAESsSGzEAAC3MaYdAAAAAACPIrQDAAAAAOBRhHYAAAAAADyK0A4AAAAAgEcR2gEAAAAA8ChCe4zS5dwcx5GdO3dKJNE6T5gwodQe79hjj5X//Oc/4qbffvvNvq6FCxeW+HfOOeccueuuu8q0XgAAAADcR2iPQhoAD3Z76KGHxOu0jieffPIB+zdt2iQ9e/Ys13roe9ajR48Djj3++OP2mAZoAAAAACgLLJQZhTTYBrz//vsybNgwWbFiRXBfUlKS/PDDD67ULScnRypWrHjEv1+3bl0pb/Xq1ZOZM2fK+vXrpUGDBsH9r776qjRq1Kjc6wMAAAAgdtDSHoU02AZuKSkptjU4dJ+G9oAFCxZIhw4dpHLlynL66aeHhXv1ySefSLt27aRSpUrStGlTGTFihOTl5QWPr127Vi6++GL7mMnJyXL55ZfL5s2bD2gxf/nll6VJkyb2cZR2y7/pppukdu3a9vfOO+88WbRokT02btw4+zy6HegdoPuK6h6vQfqqq66SGjVqSJUqVexr+e677+yx1atX27rVqVPH1q9jx44ybdq0w34/U1NT5fzzz5fXX389uG/OnDmybds26dWrV1hZv98vDz/8sA33CQkJ9rV//vnnYWW+//57OeWUU+x7ofX93//+d8BzLl261PYo0Hpr/a+77jr7fAAAAABiC6H9CJnc7OJvebklL5ubU6KyZeUf//iHPPHEE7blvUKFCnLDDTcEj82ePVv69+8vd955p/z000/ywgsv2PD8r3/9KxhQNRRv375dZs2aJVOnTpVff/1VrrjiirDnWLVqlfz3v/+Vjz/+ODhu+7LLLpMtW7bIlClT7IUDvTDQtWtX+1j6+/fcc4+ceOKJtteA3go/ptq9e7ecffbZsmHDBvn0009tyL/vvvtsvQLHL7jgApk+fboNxtrF/cILL7QXGg6Xvi+BCweBVvZrrrnmgF4DTz75pH0/R48eLYsXL5bu3bvLRRddJCtXrgzWqXfv3tKqVSv7uvWixuDBg8MeQy9o6EUMDfZ6XjT064UQvSACAAAAILbQPf4I+Z/+a/EHm7SWuEv2TxLmf+4ukbzwcB7U4HiJu/y+/WVfvk8kc/cBxeIGvSJlQQO4Bl91//3325bjrKws2wqsrd26b8CAAfa4trQ/8sgjNhgPHz7chuElS5bImjVrpGHDhrbMG2+8YcP2/Pnzbct2oEu87tdWdfXNN9/Y1mYN7doarTTkagv6Rx99JDfffLNtYdaLCAfrDv/OO+/I1q1b7XNpS7tq1qxZ8Hjbtm3tLUDrPn78eBvwb7/99sN6nzRo33LLLfL1119L+/bt5YMPPrCvQ8N7KH0dQ4YMkSuvvNJu//vf/7Zd63Wyu2eeecbWWS8qvPLKK/Y91vdKewvceuutwcf4v//7PxvYH3300eA+fR59j3/55Rdp0aLFYdUdAAAAQOQitMe4Nm3ahI3dVhqmday2tlx/++23wZZ1lZ+fb0P93r17Zfny5TZIBgK70hbkatWq2WOB0N64ceNgYFf6uNriXLNmzbC6ZGZm2i7tJaWt9hpuA4G9MH0ObcmeNGmSba3Xbv36HEfS0h4fHy/XXnutvPbaa7Y3gQbn0PdOZWRkyMaNG+WMM84I26/bga7/+r7o7wWGCajOnTuHldeyGvRDhzEE6PtDaAcAAABiB6H9CPnueLb4g074qAPfrQdbUswJL3vTKClPGkaDNXEK6hLavVxb2/v27XvA74WGzkPRseah9HH1AoEuO1eYBv6SSkxMPOhx7XauXfa19Vtb4LX8pZdealv+j4R2kT/ttNPsePPQYQSlTd8f7cavrfSFBS6sAAAAAIgNhPYj5MQnuF62rOk4c52YLrTLeaiWLVvKunXr7C3Q2q5j33VMtra4H+xx09LSbPd3XSe9KDpWXFv1D0ZbrHWCOx0HX1Rru/YSuP766+WSSy4JhmFdE/1IaVd2velY9auvvvqA4zqhXv369e3zBoYcBOpx6qmnBt+zN998MzgEQc2bN++A90fnAND3Rt8jAAAAALGLiehQLF0qTseia2v7smXLbNfu9957T4YOHWqPd+vWTVq3bm0nZPvxxx/tOHWduE4Dq86KXhz9Pe0S3qdPH/nyyy9tkNbZ2HVSvMBSdBpYday8doHXWdOzsw+cjE9njdcx7/o4Goy127qG3blz59rjzZs3D05+p13ONWgHehEcqRkzZtiu9sX1CLj33nttC7kutacXPHROAH1+ncxPaR20R8PAgQPtBY7JkyfbngChbrvtNnshQl+fjtfXLvFffPGF/PnPfz7khQwAAAAA0YXQjmLpzOcTJ060wVrHp3fq1EnGjh1rx6grDZ+6JFz16tWlS5cuNozrZHUaWA9Gf0/Dqv6OBlEdo60Tt/3+++92eTPVr18/O9v7ueeea8fDv/vuu0W2xmvddEk2nSVeLyCMHDlS4uLi7PExY8bYuulSdtrdXF+PtmIfDe3qf7Au/H/7299k0KBBdvZ7rY/O/K4T3+kFBKXj1D/77DM7gZ+Ox9cLFYW7wQda6zWg61Jz+jh33XWXfV6fj48sAAAAEEscY4yRGKcTiOl65unp6baLcyjtxqwtvqFrjAOIDny+AQAl5TdGcv37e7zF++LEt28+IAAo7RwaigGzAAAAwEGk52TKmMXTJS0zI7ivbmKyDGrTVVIqHnxiXAA4WvS1BQAAAA4S2EcvmiZbMneF7ddt3a/HAaAsEdoBAACAYrrEawv7tqzd4pfwEaW6rfv1uJZD6dP3NTs/L3jjfUasons8AAAAUAQdwx7aJb4wDe56XMslxPG1ujQxJAHYj5Z2AAAAAJ7BkAQgHKG9hJhkH4g+fK4BAPAWhiQAByK0H0Jgze+cnBy3qwKglAU+14HPOQAAoXRZN+2S7ZOil3bT/Xpcy6F0hyQUDuxFDUkAYgWDbw6hQoUKUrlyZdm6davEx8eLz8d1DiAa+P1++7nWz7d+zgEAKEzXYdcx1Nolu3DLrwb2WpWS7HHWawdQlvimegiO40i9evVkzZo18vvvv7tdHQClSC/CNWrUyH7OAQAoik56NrhttwMmRUtNrMqkaADKBaG9BCpWrCjNmzenizwQhZ9tes8AAA5Fg/nw9r3CumRrl3ha2MtuSIJOOldUF3nt4aAXTBiSgFhCaC8h/WJfqVIlt6sBAAAAF2hAZ1m3sseQBOBANDEBAAAA8NyQBG1RD6Xbup8hCYg1XC4EAAAA4CkMSQD2I7QDAAAA8ByGJAAF6B4PAAAAAIBHcekKAAAAiGJ+Y+hmDkQwQjsAAAAQpdJzMg9YY16XVGONeSBy0D0eAAAAiNLArkun6ZrnoXRb9+txAN5HaAcAAACisEu8trAXXuvcHhNj9+txLQfA2wjtAAAAQJTRMezaJb5wYA/Q/Xo8dKw7AG8itAMAAAAA4FGEdgAAAAAAPIrQDgAAAEQZXdZNZ4n3SdFLu+l+Pa7lAHgboR0AAACIMroOuy7rVqtS0gHBXbd1vx5nvXbA+wjtAAAAQBTSddgHt+0mqYlVw/brtu5nnXYgMlRwuwIAAAAAyoYG8+Hte4XNEq9d4mlhByIHoR0AAACIYhrQE+L42g9EKrrHAwAAAADgUYR2AAAAAAA8itAOAAAAAIBHMbgFAAAAABDx/MZE5aSLrre0b9iwQa699lqpWbOmJCYmSuvWreWHH34IHjfGyLBhw6RevXr2eLdu3WTlypVhj7F9+3a55pprJDk5WapVqyY33nij7N6924VXAwAAAAAob+k5mTJiwST525wPgjfd1v2RztXQvmPHDjnjjDMkPj5epkyZIj/99JM88cQTUr169WCZUaNGyVNPPSXPP/+8fPfdd1KlShXp3r27ZGVlBctoYF+2bJlMnTpVJk6cKF9//bXcfPPNLr0qAAAAAEB5Sc/JlNGLpsmWzF1h+3Vb90d6cHeMNmW75P7775dvv/1WZs+eXeRxrVr9+vXlnnvukcGDB9t96enpUqdOHRk3bpxceeWVsnz5cmnVqpXMnz9fOnToYMt8/vnncsEFF8j69evt7x9KRkaGpKSk2MfW1noAAAAAQGR0iR+xYJIN6H45MNr6xJHUxKoyvH0vz3WVL2kOdbWl/dNPP7VB+7LLLpPU1FQ55ZRT5KWXXgoeX7NmjaSlpdku8QH6ok477TSZO3eu3daf2iU+ENiVlvf5fLZlHgAAAAAQnXL9+ZKWmVFkYFe6X4+HjnWPNK6G9l9//VWee+45ad68uXzxxRdy6623yt/+9jd5/fXX7XEN7Epb1kPpduCY/tTAH6pChQpSo0aNYJnCsrOz7VWN0BsAAAAAAF7j6uzxfr/ftpA/+uijdltb2pcuXWrHrw8YMKDMnvexxx6TESNGlNnjAwAAAAAQ8S3tOiO8jkcP1bJlS1m7dq29X7duXftz8+bNYWV0O3BMf27ZsiXseF5enp1RPlCmsAceeMCOGwjc1q1bV6qvCwAAAABQ9uJ9cVI3MdmOXS+K7tfjWi5SuRradeb4FStWhO375ZdfpHHjxvZ+kyZNbPCePn168Lh2Zdex6p07d7bb+nPnzp2yYMGCYJkZM2bYVnwd+16UhIQEO9A/9AYAAAAAiCw+x5FBbbpKrUpJBwR33db9etxrk9BFTGi/++67Zd68ebZ7/KpVq+Sdd96RF198UW677TZ73HEcueuuu+Sf//ynnbRuyZIl0r9/fzsjfJ8+fYIt8z169JCBAwfK999/b2ejv/322+3M8iWZOR4AAAAAELlSKibK4Lbd7CzxoXRb9+vxSObqkm9K11XX7uorV660LeuDBg2yATxAqzd8+HAb5rVF/cwzz5Rnn31WWrRoESyjXeE1qH/22Wd21vh+/frZtd2TkpJKVAeWfAMAAACAyF/+LTdklnjtEu/lFvaS5lDXQ7sXENoBAAAAAF7Moa7OHg8AAIDobkkCABwdQjsAAECESM/JlDGLp0taZkZwn86KrJMsRfqYTQCAByeiAwAAQMkD++hF02RL5q6w/bqt+/U4ACD6ENoBAAAioEu8trBvy9otfgmfjki3db8e13IAgOhCaAcAAPA4HcOuXeILB/YA3a/HQ8e6AwCiA6EdAAAAAACPIrQDAAAAAOBRhHYAAACP02XddJZ4nxS9tJvu1+NaDoD7dH6J7Py84I35JnA0WPINAADA43Qddl3WTWeJLzwZnQb2WpWS7HHWawfcx9KMKG20tAMAAEQA/bI/uG03SU2sGrZft3U/YQBwH0szoiw4xtBXIyMjQ1JSUiQ9PV2Sk5Pdrg4AAECxtJtt6Czx2iWeFnbAG5/NEQsm2YBe1EoP2itGL7INb9+LzywOK4fSPR4AACCC6Jf9hDi+wgFeXZqxOKFLM/IZxuGgezwAAAAAAB5FaAcAAAAAwKMI7QAAAABwlFiaEWWF0A4AAAAApbQ0oy7BWDi4szQjjgahHQAAAABKAUszoiwwbSEAAAAAlBIN5rqsG0szorQQ2gEAAACgFLE0I0oT3eMBAAAAAPAoQjsAAAAAAB5FaAcAAAAAwKMI7QAAAAAAeBShHQAAAAAAjyK0AwAAAADgUYR2AAAAAAA8itAOAAAAAIBHVXC7AgAAAAAAb/AbI7n+/OB2vC9OfI7jap1iHaEdAAAAACDpOZkyZvF0ScvMCO6rm5gsg9p0lZSKia7WLZbRPR4AAAAAYpwG9tGLpsmWzF1h+3Vb9+txuIPQDgAAAAAx3iVeW9i3Ze0Wv5jwY2Lsfj2u5VD+CO0AAAAAEMN0DLt2iS8c2AN0vx4PHeuO8kNoBwAAAADAowjtAAAAAAB4FKEdAADEHB2XmZ2fF7wxThNALNNl3XSWeJ8UvbSb7tfjWg7ljyXfAABATGFJIwAIp+uw699AnSW+8GR0GthrVUqyx1mv3R20tAMAgJjBkkYAUDS9aDm4bTdJTawatl+3dT8XNd3jGEN/sIyMDElJSZH09HRJTk52uzoAAKAMaBf4EQsm2YBe1AzJ2pqkX06Ht+9FaxKAmP5bGTpLvHaJ52+iuzmU7vEAACCmljQqTuiSRglxfEUCEJs0oPM30FvoHg8AAAAAgEcR2gEAAAAA8ChCOwAAiAksaQQAiESEdgAAEFNLGunSRYWDO0saAQC8itAOAABiBksaAQAiDdMCAgCAmKLBXJd1Y0kjAEAkILQDAICYw5JGAIBIwf+tAADAEfEbQ2s1AABljNAOAAAOW3pOpoxZPF3SMjOC+3TmdZ3IjXHhAACUHiaiAwAAhx3YRy+aJlsyd4Xt123dr8cBAEDpILQDAIDD6hKvLezbsnaLX0z4MTF2vx7XcgAA4OgR2gEAQInpGHbtEl84sAfofj0eOtYdAAAcOUI7AAAAAAAeRWgHAAAAAMCjCO0AAKDEdFk3nSXeJ0Uv7ab79biWAwAAER7aH3roIXEcJ+x2wgknBI9nZWXJbbfdJjVr1pSkpCTp16+fbN68Oewx1q5dK7169ZLKlStLamqq3HvvvZKXl+fCqwEAIPrpOuy6rFutSkkHBHfd1v16nPXaAQCIkpb2E088UTZt2hS8ffPNN8Fjd999t3z22Wfy4YcfyqxZs2Tjxo3St2/f4PH8/Hwb2HNycmTOnDny+uuvy7hx42TYsGEuvRoAAKKfrsM+uG03SU2sGrZft3U/67QDAFB6HGPcW5NFW9onTJggCxcuPOBYenq61K5dW9555x259NJL7b6ff/5ZWrZsKXPnzpVOnTrJlClTpHfv3jbM16lTx5Z5/vnnZciQIbJ161apWLFiieqRkZEhKSkp9jmTk5NL+VUCABCddFm30FnitUs8LewAAEip5lDXW9pXrlwp9evXl6ZNm8o111xju7urBQsWSG5urnTr1i1YVrvON2rUyIZ2pT9bt24dDOyqe/fu9sUvW7as2OfMzs62ZUJvAADg8GhAT4irELwR2AEAKH2uhvbTTjvNdmf//PPP5bnnnpM1a9bIWWedJbt27ZK0tDTbUl6tWrWw39GArseU/gwN7IHjgWPFeeyxx+wVjcCtYcOGZfL6AAAAAAA4GhXERT179gzeb9OmjQ3xjRs3lg8++EASE8tuPNwDDzwggwYNCm5rSzvBHQAAAADgNa53jw+lreotWrSQVatWSd26de0Eczt37gwro7PH6zGlPwvPJh/YDpQpSkJCgh0zEHoDAAAAAMBrPBXad+/eLatXr5Z69epJ+/btJT4+XqZPnx48vmLFCjvmvXPnznZbfy5ZskS2bNkSLDN16lQbwlu1auXKawAAAAAAICq6xw8ePFguvPBC2yVeZ4AfPny4xMXFyVVXXWXHmt944422G3uNGjVsEL/jjjtsUNeZ49X5559vw/l1110no0aNsuPYhw4datd219Z0AAC8jhnYAQCAZ0P7+vXrbUD/448/7PJuZ555psybN8/eV2PHjhWfzyf9+vWzM77rzPDPPvts8Pc14E+cOFFuvfVWG+arVKkiAwYMkIcfftjFVwUAQMmk52TKmMXTJS1z/yomdROTZVCbrqx1DgAA3F+n3StYpx0A4EZgH71ommzL2i1+2f+/Yp84UqtSkgxu243gDgBAFIuYddoBAIjFLvHawl44sNtjYux+Pa7lAABAbCO0AwBQznQMu3aJLxzYA3S/Hg8d6w4AAGIToR0AAAAAAI8itAMAAAAA4FGEdgAAypku66azxOukc0XR/XpcywEAgNhGaAcAoJzpOuy6rJvOEl84uAdmj9fjrNcOAABcXacdAOANJnO3yM4tYtK3iuTliu+kM/cfW71QzI7NIsYvorOZ60+/3i+4OZ0vFmdfi7D/pzkim9YEj4WWE78R50/9xalYqaDswhli1iy2+4sq77v4DnEqFyx/4p8/Rcyyb4OPU7i874r7xalep6Ds95PEzP+82Nfqu+xecVIbFZT9caqYuZ8WX/aSO8Wp36yg7OJZYmZ/VHzZC28Vp1Grfe/DXDEz3ym+bI8bJeW4k+2ybpNnvCG9Vvy4/5jjSKW4eHG+/1J0Gjqn67XiO+G0gnOxZon4J79Y7OM6Z18RPHdm/Qrxf/J/xZc94xLxnXxeQdm0NeL/75jiy556gfg69iwo+8dG8b/3WPFl23UTX+eLC8qmbxP/WyOKL9u6i/i6XFZQdk+6+McNLb5sy07iO++agrI5meJ/6b7iyzZrJ77ufy4oa/zif/bO4ssee5L4ev0luJ3/wiD7GShSgxYSd/Ed+8u+cr9I1p6iy9Y9VuL63bO/7OvDRHbvKLpszfoSd+UD+8u+808R/cwVJbmmxF330P6yH4wS2bqu6LKVkyXuz//aX3b8f0Q2ri66bMVKEjfw8f1lP3tWZO3yoss6jsT99angpv/zV+zfieL4/jJGnArxBWWnvSlmxffFl73hMXESkwrKfvVewee+uLL9R4hTtUZB2W8/FrNwZvFlr/6HONXrRtTfCOe4k+19s3KB+L8cV2xZ/kbsK8vfiAL8jbCc864RX8tOEi0I7QAQg/TLpaz/RczOzTash3+pcERCQrtf/4e4an+oLMw5tbdIoBv378vELJ9XfNnzrhKRgtAu29aLrFlSfCXzcvbf35shsn3TQV5QyCzrubki2XuLL6thP/gchygb+rj5eQcvmx9S1n+osnn2h67DfvmxJ4v8VOgLSugXwtA66P0SPG5BWf/By4Y9RxmV1Ys8By0bco7VwcrmZpe8bF7Jy5rCj6ufhdD3MVRO1oGPW9xjZxcqm5N5kLKZB24XVzan8oF1Kq5sXIWSly28UkFO9kHet/AeIOZgj1uYvt8lLav/Pg76WTYl/yyHlo2gvxG2Ood6XP5GFOBvxL7H4W+EVdw5ilCOMSwCW9JF7QHA64x+mdixWYwGcQ3kO7YU3N+9Q3wDR4njFIyK8k98TswvP4T/cpVqItVqiyRULmjl3tc1W1uaJO03EZ/PXj0XfQx7v+DmdLkseIVcH9PoFf2wMk7wvtPmbHHiEwrKblwlZntaWDkn5HGlcav9ZbVFQVsgCj23+Arq469WR/J0v8rcLRWyM4vvWp5cc399tYeB3opTtfr+Ouh7u3dXycrql4g9GcWXTUoRp2LivrKZInvSiy9bJVmchMr7v/js3ll82crJ4lTaV1a/+OwqptVGJSYFWytMbo7Iru0HKVtFnMSqBWX1C3fGH8WXrVRFnMr7yuqXpvRtxZdNSBSnSkpBWf1CuHNr8WUrVhInqVpBWQ1VO7YcpGyCOEnV95U1xbdIqfiKwdZaW35HmhSzEl8RZbUHSjGFK1QQJ7nW/rL6OdQwU5S4OHFSau8vqz1eQgNeKF+cONVCy24r/supfqb29UCxZfW8FddCqB+lfS3Rtqz+e9B/F8VwaoSW3XFgYApVPTX4t8fov9/CwSZUtdSCvwP7WlYPCCuhUmqJsy90GL2wl3WQL/phn/tdIpl7SliWvxEFZfkbEcDfiAj5G1Fl/+ciGnIooZ3QDiDCGP1iurMgmDvHn7o/XGv3M+2eXgzfwMeDXybMyh/tFw+nWqqI/g9b/ye478tkpEnPyZQxi6fbdc0DdBI3HROuLdkAAACRnEPpHg8AHma0C/v6Fftaz/d1ZQ9p9XGOaWFbb6x9rRH2Z7U6wUAeDOb7xofb32verph5yyMvsI9eNE22ZYW3hG3J3GX365hxgjsAAIhkhHYAcIntHmm7r+8L4zoR3I7N4rvotv3dAXUSuAVfHPjLNpinhnU3czr2FOe03sGJ3qKd3xjbwq6B3V+or6Ju6349Prx9L2ZhBwAAEYvQDgBlHcw1kNeoF+x+7v9xmpjvJorouMqi6Bi4faHdadBCRFuRAy3m1fZ1ZS8imDuVqkgsyfXnh3WJL0yDux7XcgmFJ9sBAACIEHyLAYBSZLZtELNohpit6wvC975g7tOlWvYtC6QTygQDu3ZZDwnkTvVUkZr1go+nS/4Elv0BAABA7CG0A0ApsOvSfju+6KXRNJiHzGqs68M69ZruazFnvDUAAACKR2gHgNKgS44EAruG8uM7ihPoyp4QHsztePXApHE4YvG+ODtLvE46V3hMu/KJI6mJVW05AACASEVoB4DDZFfK/G2pXSfVd/J5dp9T/zhxzuxX0J29Zn23qxgTdHI5XdYtMHt8aHDXwF6rUpI9ziR0AAAgkhHaAaCEjPGLrPxR/N9PEtmyVqRCRTEtOoizbyk136kXuF3FmKPLuemyboXXadcWdtZpBwAA0YDQDgCHYPLzxKz4Xsz3k0W2byrYGZ8gTpuzRWjFdZ0Gc13WTWeJD9Au8bSwAwCAaEBoB4CDMBtXiX/ySyIZ2wp2JFQW5+Su4rTrJk5iktvVwz4a0FnWDQAARCO+4QDAwSTXEtmz084A77T7kzhtzz1gYjkAAACgrBDaAWAfk7VHzP+mi+xIE98FN9t9TlI18fW9W6RuE3HiE9yuIgAAAGIMoR1AzDN70sUs+FLMopkiudkF+9p3F6dOY3vfaXiCyzUEAABArCK0A4hZJuMPMT98LmbJbJH83IKdtRqIo7PA127odvUAAAAAQjuA2GTWrxD/R0+IBGYcr9tUfKf1EmnaVhxmHQcAAIBHENoBxAyTkylOYN3uuk3t5HJSvU5BWG/YkrAOAAAAzyG0A4h6ZuNq8X8/ya6x7rv+n+L44sSpEC++64aLk1jV7eoBAAAAxSK0A4hKxhiRdcvF/90kkXU/79vriGxcLdKgRcEWgR0AAAAeR2gHEH1h/ddFBWE97deCndqy3rKTnWDOqV7X7SoCAAAAJUZoBxBd0taI/5OnC+7HxYvT+ixxOvQQJ7mm2zUDAAAADhuhHUBEM/l5IlvXiVO3id126jUVOba1OLUbiNPuT+JUSXG7igAAAMARI7QDiEgmN9uur67rrEv2XvHdNEqcxCR7zHfJncwEDwAAgKhAaAcQUUx2pphFM8Us+FIkc1fBTm1N35EmktjMbhLYAQAAEC0I7QAigsnaY4O6WThdJDuzYGdyLXE69hTnxDPsEm4AAABAtCG0A4gM2h1+/hQRf75IjXoFM8Eff6o4cfwZAwAAQPTi2y4ATzLpW8WsWSK+k8+z207VGuKc3kecaqkizduJ4/jcriIAAABQ5gjtADzHrPxR/JNfEMnPE3NMc3FqN7T7fade4HbVAAAAgHJFaAfgKf7l88R8/oqI8Ys0OF7b2N2uEgAAAOAaQjsAz/AvniVm2pva1i5Oq9PFOf96cXxxblcLAAAAcA2hHYAn+HVm+Fnv2/tO23PFOe9qxq0DAAAg5hHaAbjObFy1P7B36CHOWZey1joAAABAaAfgBU79ZuKc1kskLl6c03oT2AEAAIB9CO0AXGF0orm8XHHiE+y274y+blcJAAAA8BwGjAIod8afL+aL18T/8X/E5Ga7XR0AAADAswjtAMqV0bXXJ78o5qc5IhtXFdwAAAAAFInu8QDKjcnNEf/E50TWLBbxxYmv1y3iND7R7WoBAAAAnkVoB1AuTE6W+D95WmTdz3bCOd9Ft4nTpLXb1QIAAAA8jdAOoMyZrL3iH/8fkU2rReITxNfnTnEaHu92tQAAAADPI7QDKHt7dorsSBNJqCy+vneLU6+p2zUCAAAAIgKhHUCZc2rWF1/fQSJxceLUbuh2dQAAAICIQWgHUCZM+jaR3TvEOaa53XbqHut2lQAAAIDYWPItLy9Ppk2bJi+88ILs2rXL7tu4caPs3r27tOsHIAKZ7Wnif3+k+D8eKyZtjdvVAQAAAGKnpf3333+XHj16yNq1ayU7O1v+9Kc/SdWqVeXf//633X7++efLpqYAIoLZuk78/x0jsjdDpEY9kaRqblcJAAAAiJ2W9jvvvFM6dOggO3bskMTExOD+Sy65RKZPn17a9QMQQbRV3f/BqILAXruh+C4fIk5SdberBQAAAMROaJ89e7YMHTpUKlasGLb/2GOPlQ0bNhxxRUaOHCmO48hdd90V3JeVlSW33Xab1KxZU5KSkqRfv36yefPmsN/TFv9evXpJ5cqVJTU1Ve69917bfR9A+TLrfxH/R6NFsveK1GsqvsvuFadyVberBQAAAMRWaPf7/ZKfn3/A/vXr19tu8kdi/vz5dnx8mzZtwvbffffd8tlnn8mHH34os2bNsuPm+/btGzyu9dDAnpOTI3PmzJHXX39dxo0bJ8OGDTuiegA4Mmbz73b8uuRkiTQ4Xnz9BolTqYrb1QIAAABiL7Sff/758p///Ce4ra3jOgHd8OHD5YILLjjsCujvXnPNNfLSSy9J9er7u9Gmp6fLK6+8ImPGjJHzzjtP2rdvL6+99poN5/PmzbNlvvzyS/npp5/krbfekpNPPll69uwpjzzyiDzzzDM2yAMoJ7WOEWl4gsixrcV3yV3iVNw/dAYAAABAOYb2J554Qr799ltp1aqV7b5+9dVXB7vG62R0h0u7v2trebdu3cL2L1iwQHJzc8P2n3DCCdKoUSOZO3eu3dafrVu3ljp16gTLdO/eXTIyMmTZsmXFPqdOmKdlQm8AjpwTV0F8vW8V38W3ixMfPnQGAAAAQDnOHt+gQQNZtGiRvP/++/antpTfeOONtrU8dGK6knjvvffkxx9/tN3jC0tLS7Pj5qtVC595WgO6HguUCQ3sgeOBY8V57LHHZMSIEYdVVwDh/Eu+Ftm6Xpxzr7I9bgjrAAAAgAdCu/2lChVsSNfbkVq3bp2diX7q1KlSqVIlKU8PPPCADBo0KLitLe0NGzYs1zoAkcz/41QxX71n7zuNThBp1s7tKgEAAABR6bC7x2sr9auvvnrAft13ON3jtfv7li1bpF27dvYigN50srmnnnrK3tcWcx2XvnPnzrDf09nj69ata+/rz8KzyQe2A2WKkpCQIMnJyWE3AIdmjBH/dxP3B/b23UWOO8XtagEAAABR67BDu87yrmPLCzvxxBPl+eefL/HjdO3aVZYsWSILFy4M3nT9d229D9yPj48PW/t9xYoVdom3zp072239qY+h4T9AW+41hOuYewClG9jNNx+L+Xa83XY6XyxOl8ts13js5zdGsvPzgjfdBgAAAMqte7yOFa9Xr94B+2vXri2bNm0q8ePo8nAnnXRS2L4qVarYNdkD+3WsvHZjr1Gjhg3id9xxhw3qnTp1Cs5kr+H8uuuuk1GjRtm66RryOrmdtqYDKB3G+MXMfFfMwhl22+lyufg6dHe7Wp6TnpMpYxZPl7TM/ZNb1k1MlkFtukoKM+oDAACgPFradey3zh5fmO6rX7++lKaxY8dK7969pV+/ftKlSxfb5f3jjz8OHo+Li5OJEyfanxrmr732Wunfv788/PDDpVoPIOZt/l3Moq80rovT7ToCezGBffSiabIlc1fYft3W/XocAAAAOFyO0T6vh0FbtPX2+OOP2/XTlXZhv+++++See+6xk7xFGp2ILiUlxa4Nz/h2oGj+nwqWWvS1Khiegv20C/yIBZNsQPfLgX9SfeJIamJVGd6+l/gYTgAAAAApeQ497O7x9957r/zxxx/y17/+1U4Up3T29yFDhkRkYAdQNJOXK5K1W5yk6nabsF68XH9+WJf4wjTI63EtlxB3RIt2AAAAIEYd9rdHnXRKZ4l/8MEHZfny5XZt9ubNmzOGHIgiJidL/J/+n0jGH+K7fIg4SdXcrhIAAAAQk464yScpKUk6duxYurUB4DqTvVf8458U2bhKJD5BJGObCKEdAAAAiIzQvmfPHhk5cqQdx65Lrfn9/rDjv/76a2nWD3B9rLJ2aQ6I98VF9Zhko2Oy/ztWZMvvIgmVxdf3bnHqNXW7Wp6n/y50lvhDjWnXcgAAAECZhvabbrpJZs2aZZdZ06XfWKMZ0SrWlu8yu3eK/79PiPyxUSSxqvguvUec2g3drlZE0As5+u9CZ4nflrU7LLhrYK9VKckej+YLPgAAAPDI7PHVqlWTSZMmyRlnnCHRgtnjUdzyXcUFsMFtu0VVcDcZf4j/o9EiO7eIJFUvCOw16rldrYgTaxd6AAAA4MHZ46tXry41atQ4iqoB3u8Sr8GrcGC3x8TY/Xo8qpbv0hnN9bWk1BLfpYPFSantdo0ikgZz/XcRS0MqAAAAULZ8h/sLjzzyiAwbNkz27t1bNjUCPLJ8V1Fjkwsv3xUtnCopNqz7Lr+fwH6UNKDrsm6BG4EdAAAAR+OwW9qfeOIJWb16tdSpU0eOPfZYiY+PDzv+448/HlWFAJQPs/k3MdvTxNeyk912qtKDBgAAAIj40N6nT5+yqQmAcmM2rCxY1i03S0ylKuI0ae12lQAAAACURmgfPnz44f4KEFGiffku8/tP4v/kaZG8HJFjWogc08ztKgEAAAAorTHtQKws36WzxGtADzsW4ct3mdULxT/hyYLAfuxJ4ut7lzjMag4AAABET2jPz8+X0aNHy6mnnip169a1M8mH3oBomQVcl3XTFvVQuh2py735V3wv/s+eFcnPE2nWTnwX3S5OfILb1QIAAABQmt3jR4wYIS+//LLcc889MnToUPnHP/4hv/32m0yYMMHOKg9Ei2havstOOjfpRb0nTstO4nS/QZwI7d4PAAAAxBLHGFP0ulbFOO644+Spp56SXr16SdWqVWXhwoXBffPmzZN33nlHonVReyBS6cfcfPWubWV3ul4rjsPIGAAAACAScuhht7SnpaVJ69YFM00nJSXZJ1C9e/eWBx988GjqDKCUGX++bVF3tHfAOVfqdbqC+wAAAAAiwmE3tzVo0EA2bdpk72sL+5dffmnvz58/XxISGB8LeGoM+4SnxOTl2m1tXSewAwAAAFEe2i+55BKZPn26vX/HHXfY1vXmzZtL//795YYbbiiLOgI4TCZjm5hpb4j8tlTMz/Pcrg4AAACAI3TY3eNHjhwZvH/FFVdIo0aNZO7cuTa4X3jhhUdaDwClxPj94p/yskh2pki9puK0Ot3tKgEAAAAor9BeWOfOne0NgDeY7yeJbFgpUrGS+HrezCzxAAAAQLSH9k8//VR69uwp8fHx9v7BXHTRRaVVNwCHyWxcJWZuwWfUOe8acarVdrtKAAAAAMo6tPfp08fOGp+ammrvF0cnucrP37+mNYDyY7IzxT/lJe0fL87xp4nTkh4wAAAAQEyEdr/fX+R9AB6SvkUkN0ckuaY43XQtdmaKBwAAAGJq9vjc3Fzp2rWrrFy5suxqBOCIOKmNxdf/YfFdfIc4CZXdrg4AAACA8p6ITse0L168uDSeF0ApMcYEW9WdylVF9AYAAAAgNtdpv/baa+WVV14pm9oAOCzGny/+CU+K/+fv3K4KAAAAAC8s+ZaXlyevvvqqTJs2Tdq3by9VqlQJOz5mzJjSrB+AgzDfTRJZs0TMhlViGrUqaGkHAAAAELuhfenSpdKuXTt7/5dffgk7xsRXQDkv7zbvM3vf6XotgR0AAACIQocd2mfOnFk2NQFQYiZ7r/gn71ve7YRO4mvZye0qAQAAAPDCmHYA7jPT3xbJ2CaSXEucrte4XR0AAAAAXmlpVz/88IN88MEHsnbtWsnJyQk79vHHH5dW3QAUwb98npif54k4PvFdMJDl3QAAAIAodtgt7e+9956cfvrpsnz5chk/frxdu33ZsmUyY8YMSUlJKZtaAthvR5r94XS6UJz6zdyuDQAAAAAvtbQ/+uijMnbsWLntttukatWq8uSTT0qTJk3kL3/5i9SrV69sagkgyHd6HzGNTxSp19TtqgAAAADwWkv76tWrpVevXvZ+xYoVZc+ePXbW+LvvvltefPHFsqgjAB3HbkzwvnNMc3F8ca7WBwAAAIAHQ3v16tVl165d9v4xxxxjl4BTO3fulL1795Z+DQGI2bBS/B+MEpO+ze2qAAAAAPBiaA+E8y5dusjUqVPt/csuu0zuvPNOGThwoFx11VXStWvXsqspEKNM1l7xT3lJZMMvYr6f7HZ1AAAAAHhxTHubNm2kY8eO0qdPHxvW1T/+8Q+Jj4+XOXPmSL9+/WTo0KFlWVcgJrvEm+lviWT8IZJSW5wuBZ+9aOc3RnL9+cHteF+c+BzH1ToBAAAAbnBM6EDZg5g9e7a89tpr8tFHH4nf77ch/aabbpKzzjpLIl1GRoad+T49PV2Sk5Pdrg4Q5P9pjpjPXylY3u2K+8Wpf5xEu/ScTBmzeLqkZWYE99VNTJZBbbpKSsVEV+sGAAAAlHcOLXH3eA3nr776qmzatEmefvpp+e233+Tss8+WFi1ayL///W9JSytYhgpA6TA7t4qZ8ba973S+KGYC++hF02RLZsG8GQG6rfv1OAAAABBLDnsiuipVqsif//xnmTVrlvzyyy+2q/wzzzwjjRo1kosuuqhsagnEGJOfJ/4pL4rkZInoTPGnFqzYEO1d4rWFfVvWbvFLeAcg3db9elzLAQAAALHisEN7qGbNmsnf//53O5Zd12yfNGlS6dUMiGWZu0XyckUSEsXX8yZxfEf1UY0IOoZdu8QXDuwBul+Ph451BwAAAKJdiSeiK+zrr7+23eX/+9//is/nk8svv1xuvPHG0q0dEKOcpGriu+ofIn9sECe5ltvVAQAAABAJoX3jxo0ybtw4e1u1apWcfvrp8tRTT9nArt3mARwdnRfS2TdLulMhXqTOsW5XCQAAAEAkhPaePXvKtGnTpFatWtK/f3+54YYb5Pjjjy/b2gGxtrzb5y+LqZYqzmm9xfHFSSzRZd10lniddK6oLvI+cSQ1saotBwAAAMSKEod2XY9dl3vr3bu3xMXxpRkobWb5XDHL59nl3Zxm7URqN5RYouuw67JuOkt84cnoNLDXqpRkj7NeOwAAAGJJiUP7p59+WrY1AWKY2blFzPS37H3n9IvFibHAHqDrsA9u2+2Addq1hZ112gEAABCLjngiOgCluLzb5JdEcrNFjmkhTscLJJZpMB/evlfYLPHaJZ4WdgAAAMQiQjvgMjPvM5G0X0USKsfM8m6HogE9IY4/TwAAAADpAHCRWf+LmO8n2ftOt/7iJNd0u0oAAAAAPISmLMBFZtd2kbh4cY7vKL7jO7pdHQAAAAAeQ2gHXORr2UlMaiORqjXcrgoAAAAADyK0Ay6tye7sm1jNqVnf7eoAAAAA8CjGtAPlzOzYLP43HxKzcZXbVQHC+I2R7Py84E23AQAA4C5a2gE3lnfbtl78cyaIr989wRZ3wE3pOZkyZvF0ScvMCO6rm5gsg9p0tcvwAQAAIAZb2p977jlp06aNJCcn21vnzp1lypQpweNZWVly2223Sc2aNSUpKUn69esnmzdvDnuMtWvXSq9evaRy5cqSmpoq9957r+Tl5bnwaoBDM3M/Fdm8pmB5t+43ENjhmcA+etE02ZK5K2y/but+PQ4AAIAYDO0NGjSQkSNHyoIFC+SHH36Q8847Ty6++GJZtmyZPX733XfLZ599Jh9++KHMmjVLNm7cKH379g3+fn5+vg3sOTk5MmfOHHn99ddl3LhxMmzYMBdfFVA0s+5nMd9Ptvd9fxogDpPPwQO0C7y2sG/L2i1+Ce8Or9u6X4/TVR4AAMAdjtEZsTykRo0a8vjjj8ull14qtWvXlnfeecfeVz///LO0bNlS5s6dK506dbKt8r1797Zhvk6dOrbM888/L0OGDJGtW7dKxYoVS/ScGRkZkpKSIunp6bbFHyhtJnO3Hccuu3eIc+KZ4uv+Z7erBFg6dv1vcz44ZLmnTr9cEuIYUQUAAFBaSppDPTMRnbaav/fee7Jnzx7bTV5b33Nzc6Vbt27BMieccII0atTIhnalP1u3bh0M7Kp79+72xQda64uSnZ1ty4TegLKi18X8096wgV2q1RHn3KvcrhIAAACACOF6aF+yZIkdr56QkCC33HKLjB8/Xlq1aiVpaWm2pbxatWph5TWg6zGlP0MDe+B44FhxHnvsMXtFI3Br2LBhmbw2wMrPE/Hni/jixHfBQHEqVnK7RgAAAAAihOt9HY8//nhZuHCh7RLw0UcfyYABA+z49bL0wAMPyKBBg4Lb2tJOcEdZcSrEi++i20W2rhMntZHb1QHCxPvi7CzxOulc4THtyieOpCZWteUAAAAQgy3t2prerFkzad++vW0Bb9u2rTz55JNSt25dO8Hczp07w8rr7PF6TOnPwrPJB7YDZYqirfqBGesDN6C0GeMP3tdZ4gns8CKf49hl3WpVSrIBPeyYOHa/HtdyAAAAiMHQXpjf77djzjXEx8fHy/Tp04PHVqxYYZd40zHvSn9q9/otW7YEy0ydOtWGcO1iD7jJfDNe/JNfFJO91+2qAAel67APbtvNtqiH0m3dzzrtAAAAMdo9Xrup9+zZ004ut2vXLjtT/FdffSVffPGFHWt+44032m7sOqO8BvE77rjDBnWdOV6df/75Npxfd911MmrUKDuOfejQoXZtd21NB9xi1v4sZv4UvSfO8aeKHHey21UCDkqD+fD2vSRX51/YR7vE08IOAAAQw6FdW8j79+8vmzZtsiG9TZs2NrD/6U9/ssfHjh0rPp9P+vXrZ1vfdWb4Z599Nvj7cXFxMnHiRLn11lttmK9SpYodE//www+7+KoQ6+zybp+/XBDYTzpLHAI7IoQGdJZ1AwAA8BbPrdPuBtZpR6ku7zbxOZGVC0Sq1xHfNcOYLR4AAABA5K/TDkQDs/SbgsBul3e7mcAOAAAA4KgQ2oFSYnakiZn5jr3vnHGJOHWOdbtKAAAAACIcgxeB0pK5WyQhUaReU3E6dHe7NgAAAACiAKEdKCVO/Wbi6z9CJD9fHIdOLAAAAACOHqEdOErG7xfHVxDSnULrXAMAAADA0aA5EDja5d3eGCb+n+a6XRUAAAAAUYjQDhzN8m5TXxfZvknMdxPF5OW6XSUAAAAAUYbQDhwhs+RrkVU/Fizv1utmcSrEu10lAAAAAFGG0A4cAaOt61+9Z+87Z/YVJ7Wx21UCAAAAEIUI7cBh0m7w/skviuTliDRqJU77892uEgAAAIAoRWgHDpP5drzIlrUilZLE1+MGlncDAAAAUGZIG8BhTj4njqOd4sV3/vXiJFV3u0oAAAAAohjrtAOHwXEccbpcJuakM8WpUc/t6gAAAACIcrS0AyVsYTf+/OA2gR0AAABAeSC0AyVglswS//sjxezc6nZVAAAAAMQQQjtwCOaPjWK+el9k069ifl3odnUAAAAAxBBCO3AQJj9v//JujU8U55SublcJAAAAQAwhtAMHYX74QmTruoLl3bqzvBsAAACA8kUCAYphdm4RM+8ze9859ypxkqq5XSUAAAAAMYbQDhQzW7x/+tsi+bkijVqKc8JpblcJAAAAQAxinXagKFl7RPbsFImrIL6u19r12SON3xjJDVmmLt4XJ74IfB0AAABALCO0A0VwEpPEd+0wkbQ14lSvK5EmPSdTxiyeLmmZGcF9dROTZVCbrpJSMdHVugEAAAAoObrHA8VwfHHi1G8mkRjYRy+aJlsyd4Xt123dr8cBAAAARAZCOxDCbPpV/HM/FZOXK5FIu8RrC/u2rN3iFxN+TIzdr8e1HAAAAADvo3s8sI/x54t/2hsFS7zlZovT5TKJNDqGPbRLfGEa3PW4lkuI4+MPAAAAeB0t7cA+5n/TCwJ7QmVxOnR3uzoAAAAAQGgHlNm1XcycCfa+trA7lZPdrhIAAAAAENoB5Z/5ru0SL/WbiXPSmRKpdFk3nSXeJ0Uv7ab79biWAwAAAOB9hHbEPLN6ociqH0V0HfNu14njRO7HQtdh12XdalVKOiC467bu1+Os1w4AAABEhshNJ0ApMMYv/q8/tPed9ueLU6uBRDpdh31w226Smlg1bL9u637WaQcAAAAih2MMaz9lZGRISkqKpKenS3IyY5ljjdm5Rcx3E8U57xpx4hMkWuiybjpLfIB2iaeFHQAAAIisHMqaT4h5TrVUcbrfINFGAzrLugEAAACRje7xiNlu8Wbz725XAwAAAAAOitCOmGSWfC3+tx8W/6z33a4KAAAAABSL0I6YY/aki5n934KNqjXdrg4AAAAAFIvQjphjtHU9e69IncbinHye29UBAAAAgGIR2hFTzO/LxPz8nYjjiK9rf3F8fAQAAAAAeBeJBTHD5OWKf/pb9r7T9jxx6h7rdpUAAAAA4KAI7YgZ5rtJIju3iFSpJs4Zl7hdHQAAAAA4JEI7Ykf1OiKVksR37lXiJCS6XRsAAAAAOKQKhy4CRAdfq85ijmsrUpHADgAAACAy0NKOqGeMCd53EiqL4ziu1gcAAAAASorQjqhmMneL/60RYn75ISy8AwAAAEAkILQjqpnZH4lsXSf+uZ+I+PPdrg4AAAAAHBZCO6KWWf+LmKWz7X1ft/7ixDGFAwAAAIDIQmhHVDL5eeKf/qa975x0ljjHNHe7SgAAAABw2AjtiEpmwRcif2wUSawqzlmXul0dAAAAADgihHZEHbNzq5i5n9n7ztmXi5OY5HaVAAAAAOCIENoRdczqH0Xyc0UaniBOy85uVwcAAAAAjhgzcyHq+Np3F1OrgUhyTdZkBwAAABDRCO2ISk7jE92uAgAAAAAcNbrHI2r4l34jZtd2t6sBAAAAAKWG0I6oYNLWiPlynPhff1DM7h1uVwcAAAAASgWhHRHP+PPFP+0NvSdO05PFSarudpUAAAAAIPJD+2OPPSYdO3aUqlWrSmpqqvTp00dWrFgRViYrK0tuu+02qVmzpiQlJUm/fv1k8+bNYWXWrl0rvXr1ksqVK9vHuffeeyUvL6+cXw3cYhbOENmyViShsl3iDQAAAACihauhfdasWTaQz5s3T6ZOnSq5ubly/vnny549e4Jl7r77bvnss8/kww8/tOU3btwoffv2DR7Pz8+3gT0nJ0fmzJkjr7/+uowbN06GDRvm0qtCedIx7Obb8fa+c9al4lRJcbtKAAAAAFBqHGOMEY/YunWrbSnXcN6lSxdJT0+X2rVryzvvvCOXXnqpLfPzzz9Ly5YtZe7cudKpUyeZMmWK9O7d24b5OnXq2DLPP/+8DBkyxD5exYoVD/m8GRkZkpKSYp8vOTm5zF8nSk/+p8+IrPpRpN5x4rvyfnEcRnwAAAAA8L6S5lBPJRytrKpRo4b9uWDBAtv63q1bt2CZE044QRo1amRDu9KfrVu3DgZ21b17d/sGLFu2rMjnyc7OtsdDb4g8Zs2SgsDu+MTX7ToCOwAAAICo45mU4/f75a677pIzzjhDTjrpJLsvLS3NtpRXq1YtrKwGdD0WKBMa2APHA8eKG0uvVzQCt4YNG5bRq0KZatBCnA49xOnYU5zanEMAAAAA0cczoV3Hti9dulTee++9Mn+uBx54wLbqB27r1q0r8+dE6XPiE8TX5TLxnbl/jgMAAAAAiCaeCO233367TJw4UWbOnCkNGjQI7q9bt66dYG7nzp1h5XX2eD0WKFN4NvnAdqBMYQkJCXbMQOgNkcPs3SXG+N2uBgAAAABEd2jXOfA0sI8fP15mzJghTZo0CTvevn17iY+Pl+nTpwf36ZJwusRb586d7bb+XLJkiWzZsiVYRmei1yDeqlWrcnw1KA8a1v2fPC3+9x4Ts6Po4Q8AAAAAEC0quN0lXmeG/+STT+xa7YEx6DrOPDEx0f688cYbZdCgQXZyOg3id9xxhw3qOnO80iXiNJxfd911MmrUKPsYQ4cOtY+tLeqILmbJbJFNq0XiE0QqHHplAAAAAACIZK6G9ueee87+POecc8L2v/baa3L99dfb+2PHjhWfzyf9+vWzs77rzPDPPvtssGxcXJztWn/rrbfaMF+lShUZMGCAPPzww+X8alDWzJ50MbM/svedMy4Rp2rBKgMAAAAAEK08tU67W1inPTL4J78k5ud5IqmNxHf1UHF8cW5XCQAAAABiZ512oDhm7U8FgV0c8XXrT2AHAAAAEBMI7fA8k5cr/mlv2fvOyeeKUzd8wkIAAAAAiFaEdnhf5i6RhEoiVVLsWHYAAAAAiBWuTkQHlIROOOe7aqhI+lZxEiq7XR0AAAAAKDeEdkQEx+cTqV7H7WoAAAAAQLmiezw8y//zd+L/5mMxuTluVwUAAAAAXEFLOzzJZO4WM/PdgvHsOpb9lK5uVwkAAAAAyh0t7fAk881/CwJ7zfritDnb7eoAAAAAgCsI7fAcs2GlmCVf2/t2TfY4OoQAAAAAiE2EdniKyc8T/7Q37X3npLPEOaa521UCAAAAANcQ2uEpZsGXIn9sEElMEuesS92uDgAAAAC4itAOzzC52WIWfGHvO2dfIU5ikttVAgAAAABXMVgYnuHEJ4jv6gfFLJ0tTsvOblcHAAAAAFxHaIenOCm1xDnjErerAQAAAACeQPd4uM5kZ4pZv8LtagAAAACA5xDa4TozZ7z4Pxgl/m8nuF0VAAAAAPAUQjtcZTb/JmbhDHvfadDC7eoAAAAAgKcQ2uEa4/eLf9obIsaIc8Jp4jRu5XaVAAAAAMBTCO1wjW1h3/y7SEJlu8QbAAAAACAcoR2uMLt22LHsyjmrnzhVUtyuEgAAAAB4DqEdrvB/9a5ITpZIvabitO7idnUAAAAAwJMI7XCF06ydSFJ18XXrL47DP0MAAAAAKEqFIvcCZczXspOYFh3EieOfIAAAAAAUhyZOlCuTnxe8T2AHAAAAgIMjtKPcmG3rxf/K/eJfPk+MMW5XBwAAAAA8j9COcmGMrsn+psjuHWJ++UEcx3G7SgAAAADgeYR2lAuzZLbIxlUi8QniO+9qt6sDAAAAABGB0I4yZ7R1ffZH9r5zeh9xqtZwu0oAAAAAEBEI7Sj7bvGfvyqSvVcktbE4p3R1u0oAAAAAEDEI7ShTZsFUkbU/iVSoKL4LBorji3O7SgAAAAAQMQjtKFt7dtofzjlXilOjntu1AQAAAICIwkLZKFO+s68Q06KjSN0mblcFAAAAACIOLe0oE6HrsDv1mrLEGwAAAAAcAUI7Sp1Z9aP4P3xczK7tdttvjGTn5wVvug0AAAAAODS6x6PUl3fzf/m6SNZuMYtnSUbHHjJm8XRJy8wIlqmbmCyD2nSVlIqJrtYVAAAAALyOlnaU8vJur9jArsu77WrXTUYvmiZbMneFldNt3Z+ek+laXQEAAAAgEhDaUWrMgi9F1i63y7tJz4EyZtks2Za1W/wS3h1et3W/tsDTVR4AAAAAikdoR6kwm38X883HweXd8qrVtl3iCwf2AN2vx3P9+eVcUwAAAACIHIR2HDWTmy3+yS+KaABv1k6c1l3crhIAAAAARAVCO47e3gwRn0+kSjXx/WkAy7sBAAAAQClh9ngcNSeltviuflAkfas4iUl2X7wvzs4Sr5POFdVF3ieOpCZWteUAAAAAAEWjpR1HNVt8gBNfUZxaxwS3fY5jl3WrVSnJBvRQuq379biWAwAAAAAUjdCOI1/ebfyT4v9+khj//vAeStdhH9y2m21RD6Xbup912gEAAADg4OgejyNifvhS5LelYtb/Ik6LU0Wq1S6ynAbz4e17hc0Sr13iaWEHAAAAgEMjtOPIlnf7dv/ybk4xgT1AA3pCHP/UAAAAAOBw0T0eR7C82wss7wYAAAAA5YDQjsNivnpPZMdmkaTqLO8GAAAAAGWM0I4SMyt/FLPka+0UL74eNwaXdwMAAAAAlA0GGqPETNZukbgK4rT7kziNWrpdHQAAAACIeoR2lJivdRcx9ZuJVEt1uyoAAAAAEBMI7SjRmuyOUzCSwqlZ3+3qAAAAAEDMYEw7Dsps/k38rw8Ts+lXt6sCAAAAADGH0I5DLO/2osj2TWIWfOl2dQAAAAAg5rga2r/++mu58MILpX79+nbpsAkTJoQdN8bIsGHDpF69epKYmCjdunWTlStXhpXZvn27XHPNNZKcnCzVqlWTG2+8UXbv3l3OryQ6mZnvBpd3c7pe63Z1AAAAACDmuBra9+zZI23btpVnnnmmyOOjRo2Sp556Sp5//nn57rvvpEqVKtK9e3fJysoKltHAvmzZMpk6dapMnDjRXgi4+eaby/FVRCfzyw9ils7et7zbTSzvBgAAAAAucIw2Z3uAtrSPHz9e+vTpY7e1WtoCf88998jgwYPtvvT0dKlTp46MGzdOrrzySlm+fLm0atVK5s+fLx06dLBlPv/8c7ngggtk/fr19vdLIiMjQ1JSUuzja4t9rDO7tov/jeEi2XvF6dhTfGdd6naVAAAAACCqlDSHenZM+5o1ayQtLc12iQ/QF3TaaafJ3Llz7bb+1C7xgcCutLzP57Mt8zh8xu8X/+ev2MAudRqLc3rBRRQAAAAAQPnz7JJvGtiVtqyH0u3AMf2Zmhq+ZniFChWkRo0awTJFyc7OtrfQKxzYJzdbJC5eJD5BfBfcLE6cZ/+JAAAAAEDUi8lE9thjj8mIESPcroYnOQmJ4rvkTjtjvFO9rtvVAQAAAICY5tnu8XXrFgTGzZs3h+3X7cAx/blly5aw43l5eXZG+UCZojzwwAN23EDgtm7dOol12i0+dH4Bp2bJ5gMAAAAAAMRgaG/SpIkN3tOnTw/rxq5j1Tt37my39efOnTtlwYIFwTIzZswQv99vx74XJyEhwQ70D73FOjPtDfF/8aqYnEy3qwIAAAAA8EL3eF1PfdWqVWGTzy1cuNCOSW/UqJHcdddd8s9//lOaN29uQ/yDDz5oZ4QPzDDfsmVL6dGjhwwcONAuC5ebmyu33367nVm+pDPHI3x5N+fEM0UatHC7SgAAAAAAt0P7Dz/8IOeee25we9CgQfbngAED7LJu9913n13LXddd1xb1M8880y7pVqlSpeDvvP322zaod+3a1c4a369fP7u2Ow5jebepr9v7zqk9xSGwAwAAAIBneGaddjfF6jrtdnm3j0aLrF8hUqeJ+K68n9niAQAAAKAcRPw67Sh75ofPCwK7Xd5tIIEdAAAAADyG0B6jTNoaMXMm2PvOuVeLU72O21UCAAAAABRC02qsyskSqVTFjmF3TjzD7doAAAAAAIpAaI9RTqOW4rvuIZG4CnZddgAAAACA9xDaY4zx54vji7P3nSopblcHAAAAAHAQjGmPteXdXvu7+FfMd7sqAAAAAIASILTH0vJuU14WSd8m5ocv7DYAAAAAwNsI7THC/DAlfHk3H6ceAAAAALyO5BYzy7t9Yu+zvBsAAAAARA5Ce5QzOVnin/yiiE5A16IDy7sBAAAAQARh9vgI4TdGcv35we14X5z4SrBUm5n5jsjOLSJVa4jTrT/LuwEAAABABCG0R4D0nEwZs3i6pGVmBPfVTUyWQW26SkrFxGJ/zxi/SMVKIo4jvh43iVOpSjnVGAAAAABQGhxjjJEYl5GRISkpKZKeni7JycnitcA+etE02Za1W/yy/1T5xJFalZJkcNtuBw3uyuzYzDh2AAAAAIjAHMqYdo93idcW9sKB3R4TY/frcS0XSpdzC13SjcAOAAAAAJGJ0O5hOoZdu8QXDuwBul+Ph451V2b+FPF/OEpMxh/lVFMAAAAAQFkgtEcZs+lXMXM/EdmwUoyuyw4AAAAAiFiE9ihicjLFP/mlguXdju8oTsvOblcJAAAAAHAUCO0epsu66SzxOulcUXS/Htdyysx8VyR93/JuXVneDQAAAAAiHaHdw3Qddl3WTWeJLxzcA7PH63Et518xX8yybwuWd+s5UJxKlV2rNwAAAACgdBDaPU6Xc9Nl3VITq4bt1+3Acm864ZyZ9rrd75zaS5wGLVyqLQAAAACgNFUo1UdDmdBgPrx9r7BZ4rVLvLawW3m5IlVrilSvKE6nC92rKAAAAACgVBHaI4QG9IS4ok+XU6Ou+K4eKpK1R5xiygAAAAAAIg/d4yOY0Rb2fZwK8eIkVXO1PgAAAACA0kVoj+Tl3d58SPzzPhPj97tdHQAAAABAGSC0Rygz4x2RHWlilnwtkpvldnUAAAAAAGWA0B6B/Cu+F/PTnILl3S64WZwElncDAAAAgGhEaI8wJmObmGlv2PvOqb3FOaa521UCAAAAAJQRQnsE0bHr/ikvi2RnitRrKk5nlncDAAAAgGhGaI8g5vtJIhtWilSsJL6eN4vji3O7SgAAAACAMkRojySJVUXi4sU57xpxqtV2uzYAAAAAgDJWoayfAKXH1/YcMU1ai1St4XZVAAAAAADlgNAeYZzkmm5XAQAAAABQTugeDwAAAACARxHaAQAAAADwKEI7AAAAAAAeRWgHAAAAAMCjCO0AAAAAAHgUoR0AAAAAAI8itAMAAAAA4FGEdgAAAAAAPIrQDgAAAACARxHaAQAAAADwKEI7AAAAAAAeRWgHAAAAAMCjCO0AAAAAAHgUoR0AAAAAAI8itAMAAAAA4FGEdgAAAAAAPIrQDgAAAACARxHaAQAAAADwqApuV8ALjDH2Z0ZGhttVAQAAAADEgIx9+TOQR4tDaBeRXbt22Z8NGzZ0uyoAAAAAgBjLoykpKcUed8yhYn0M8Pv9snHjRqlatao4juN2dXAEV6j0gsu6deskOTnZ7eqglHBeow/nNDpxXqMP5zQ6cV6jD+c08mkU18Bev3598fmKH7lOS7sO7Pf5pEGDBm5XA0dJ/1jxByv6cF6jD+c0OnFeow/nNDpxXqMP5zSyHayFPYCJ6AAAAAAA8ChCOwAAAAAAHkVoR8RLSEiQ4cOH25+IHpzX6MM5jU6c1+jDOY1OnNfowzmNHUxEBwAAAACAR9HSDgAAAACARxHaAQAAAADwKEI7AAAAAAAeRWgHAAAAAMCjCO3whMcee0w6duwoVatWldTUVOnTp4+sWLEirMw555wjjuOE3W655ZawMmvXrpVevXpJ5cqV7ePce++9kpeXF1bmq6++knbt2tmZNps1aybjxo0rl9cYax566KEDztcJJ5wQPJ6VlSW33Xab1KxZU5KSkqRfv36yefPmsMfgfHrPsccee8B51ZueS8Xn1Pu+/vprufDCC6V+/fr2/EyYMCHsuM5PO2zYMKlXr54kJiZKt27dZOXKlWFltm/fLtdcc40kJydLtWrV5MYbb5Tdu3eHlVm8eLGcddZZUqlSJWnYsKGMGjXqgLp8+OGH9u+ClmndurVMnjy5jF51bJ/X3NxcGTJkiH2Pq1SpYsv0799fNm7ceMjP98iRI8PKcF6981m9/vrrDzhfPXr0CCvDZzXyzmtR/4/V2+OPPx4sw2c1Buns8YDbunfvbl577TWzdOlSs3DhQnPBBReYRo0amd27dwfLnH322WbgwIFm06ZNwVt6enrweF5enjnppJNMt27dzP/+9z8zefJkU6tWLfPAAw8Ey/z666+mcuXKZtCgQeann34yTz/9tImLizOff/55ub/maDd8+HBz4oknhp2vrVu3Bo/fcsstpmHDhmb69Onmhx9+MJ06dTKnn3568Djn05u2bNkSdk6nTp2qK5CYmTNn2uN8Tr1P3/N//OMf5uOPP7bnbvz48WHHR44caVJSUsyECRPMokWLzEUXXWSaNGliMjMzg2V69Ohh2rZta+bNm2dmz55tmjVrZq666qrgcT3nderUMddcc439u/7uu++axMRE88ILLwTLfPvtt/a8jho1yp7noUOHmvj4eLNkyZJyeidi57zu3LnTfubef/998/PPP5u5c+eaU0891bRv3z7sMRo3bmwefvjhsM9v6P+HOa/e+qwOGDDAfhZDz9f27dvDyvBZjbzzGno+9fbqq68ax3HM6tWrg2X4rMYeQjs8Gwz0D9msWbOC+zQM3HnnnQf9I+jz+UxaWlpw33PPPWeSk5NNdna23b7vvvtskAx1xRVX2IsGKP3Qrl8UiqJfIPV/DB9++GFw3/Lly+051y+TivMZGfQzedxxxxm/32+3+ZxGlsJfGPU81q1b1zz++ONhn9eEhAT7pU/plzv9vfnz5wfLTJkyxX6p3LBhg91+9tlnTfXq1YPnVA0ZMsQcf/zxwe3LL7/c9OrVK6w+p512mvnLX/5SRq82dhQVBAr7/vvvbbnff/89LAiMHTu22N/hvLqnuNB+8cUXF/s7fFaj47Oq5/i8884L28dnNfbQPR6elJ6ebn/WqFEjbP/bb78ttWrVkpNOOkkeeOAB2bt3b/DY3LlzbdeeOnXqBPd1795dMjIyZNmyZcEy2tUzlJbR/Sh92qVWu381bdrUds/TbtFqwYIFtrtm6LnQ7lmNGjUKngvOp/fl5OTIW2+9JTfccIPtmhfA5zRyrVmzRtLS0sLe/5SUFDnttNPCPpvazbZDhw7BMlre5/PJd999FyzTpUsXqVixYtg51GFPO3bsCJbhPLv7/1n93Oq5DKVdbHXY0imnnGK744YOXeG8eo8OJdJhRscff7zceuut8scffwSP8VmNfDpscNKkSXZYQ2F8VmNLBbcrABTm9/vlrrvukjPOOMN+6Q+4+uqrpXHjxjYE6jgdHZ+nf3w+/vhje1y/aIYGARXY1mMHK6OBITMz047fROnQL/k6Dlm/SGzatElGjBhhx1YtXbrUngf9H0nhL4t6Lg51rgLHDlaG81k+dBzezp077bjKAD6nkS1wDop6/0PPj4aEUBUqVLAXWUPLNGnS5IDHCByrXr16sec58BgoOzqniH42r7rqKjvWOeBvf/ubnUtCz+WcOXPsRTf9+z1mzBh7nPPqLTp+vW/fvvacrF69Wv7+979Lz549beiKi4vjsxoFXn/9dTvfk57nUHxWYw+hHZ6jE1ppsPvmm2/C9t98883B+9pSp5Mkde3a1f6P6rjjjnOhpjgY/eIQ0KZNGxviNcx98MEHhK4o8corr9jzrAE9gM8p4G3ay+nyyy+3Ew4+99xzYccGDRoU9ndbL67+5S9/sZPF6qSQ8JYrr7wy7O+tnjP9O6ut7/p3F5Hv1VdftT0VdaK4UHxWYw/d4+Ept99+u0ycOFFmzpwpDRo0OGhZDYFq1apV9mfdunUPmH08sK3HDlZGWxoIkmVLW9VbtGhhz5eeB+1ara20hc/Foc5V4NjBynA+y97vv/8u06ZNk5tuuumg5ficRpbAOSjq/Q89P1u2bAk7rt0ydZbq0vj8Bo6j7AK7fn6nTp0a1spe3OdXz+1vv/1mtzmv3qZD0XRoUujfWz6rkWv27Nm2p9qh/j+r+KxGP0I7PEGv+GtgHz9+vMyYMeOALj1FWbhwof2pLXmqc+fOsmTJkrD/QQW+lLRq1SpYZvr06WGPo2V0P8qWLjGjra16vtq3by/x8fFh50L/x6Rj3gPngvPpba+99prtdqlLtx0Mn9PIon979Qtb6PuvwxJ0/GvoZ1MvuOncFAH6d1uHNgUu0mgZXdZIQ2LoOdThMtotM1CG81z+gV3nGtELbjoW9lD086vjnwNdrDmv3rZ+/Xo7pj307y2f1cjuzabfl9q2bXvIsnxWY4DbM+EB6tZbb7VLDH311Vdhy1fs3bvXHl+1apVd2kKXBluzZo355JNPTNOmTU2XLl0OWErq/PPPt8vG6fJQtWvXLnIpqXvvvdfOVv7MM8+wlFQZueeee+z51POly4rockO6tJeuDBBY8k2X9ZsxY4Y9r507d7a3AM6nd+Xn59tzpzPRhuJzGhl27dpll9vTm34NGDNmjL0fmEVcl3yrVq2aPX+LFy+2MxcXteTbKaecYr777jvzzTffmObNm4ctI6UzzutyQ9ddd51dbui9996z57TwckMVKlQwo0ePtudZV5xguaGyOa85OTl26b4GDRrYz13o/2cDs0vPmTPHzkatx3Vpqbfeest+Nvv37x98Ds6rd86pHhs8eLBdcUX/3k6bNs20a9fOfhazsrKCj8FnNfL+BgeWbNPzoKurFMZnNTYR2uEJ+kerqJuu3a7Wrl1rv/jXqFHDLj2k64zqF/rQ9Z/Vb7/9Znr27GnXotSAqMExNzc3rIyuJ33yySebihUr2kAReA6ULl2iq169evZ9PuaYY+y2hroADQB//etf7ZIk+j+SSy65xH6BDMX59KYvvvjCfj5XrFgRtp/PaWTQ97aov7e6fFRg2bcHH3zQfuHT89i1a9cDzvUff/xhv/gnJSXZ5fr+/Oc/2y+ioXSN9zPPPNM+hv4N0IsBhX3wwQemRYsW9jzrMn+TJk0q41cfm+dVQ11x/5/V31MLFiywyz3pBfRKlSqZli1bmkcffTQsACrOqzfOqTZq6MVPDWsatHQJsIEDB4Ytp6n4rEbe32Cl4Vr/H6nhuzA+q7HJ0f+43doPAAAAAAAOxJh2AAAAAAA8itAOAAAAAIBHEdoBAAAAAPAoQjsAAAAAAB5FaAcAAAAAwKMI7QAAAAAAeBShHQAAAAAAjyK0AwAQgxzHkQkTJrhdDQAAcAiEdgAAosj1119vA7ne4uPjpU6dOvKnP/1JXn31VfH7/cFymzZtkp49e5boMQn4AAC4h9AOAECU6dGjhw3lv/32m0yZMkXOPfdcufPOO6V3796Sl5dny9StW1cSEhLcrioAADgEQjsAAFFGw7iG8mOOOUbatWsnf//73+WTTz6xAX7cuHEHtJ7n5OTI7bffLvXq1ZNKlSpJ48aN5bHHHrPHjj32WPvzkksusb8T2F69erVcfPHFtiU/KSlJOnbsKNOmTQurh5Z99NFH5YYbbpCqVatKo0aN5MUXXwwrs379ernqqqukRo0aUqVKFenQoYN89913weNab30NWq+mTZvKiBEjghceAACIBYR2AABiwHnnnSdt27aVjz/++IBjTz31lHz66afywQcfyIoVK+Ttt98OhvP58+fbn6+99pptvQ9s7969Wy644AKZPn26/O9//7Ot+xdeeKGsXbs27LGfeOIJG8S1zF//+le59dZb7XMEHuPss8+WDRs22OdftGiR3HfffcFu/LNnz5b+/fvbXgI//fSTvPDCC/aiw7/+9a8yf78AAPCKCm5XAAAAlI8TTjhBFi9efMB+DdrNmzeXM88807ama0t7QO3ate3PatWq2db7AL0AoLeARx55RMaPH2/Dt7baB2iw17CuhgwZImPHjpWZM2fK8ccfL++8845s3brVXgjQlnbVrFmz4O9qq/r9998vAwYMsNva0q7Po8F++PDhpfzuAADgTYR2AABihDHGhvKiJq/Tyeo0SGuLuY59P//88w/6WNpK/tBDD8mkSZNsC7x2Wc/MzDygpb1NmzbB+/rcGvy3bNlitxcuXCinnHJKMLAXpi3v3377bVjLen5+vmRlZcnevXulcuXKh/0eAAAQaQjtAADEiOXLl0uTJk0O2K9jxtesWWPHvOu49Msvv1y6desmH330UbGPNXjwYJk6daqMHj3ato4nJibKpZdeasfHh9IZ7ENpcA90f9ffOdSFAW1t79u37wHHdIw7AACxgNAOAEAMmDFjhixZskTuvvvuIo8nJyfLFVdcYW8avrXFffv27bYVXIO3tnCH0hZwbaHXCeoCAVtnqz8c2gr/8ssvB5+nqIsJOv49tMs8AACxhtAOAECUyc7OlrS0NBu0N2/eLJ9//rmdDV67vevEboWNGTPGzhyvXdV9Pp98+OGHthu7jmNXOimdTjh3xhln2Jnpq1evbsfA66R2Ovmctp4/+OCDYevAl4TOGq+zy/fp08fWT+ugE9bVr19fOnfuLMOGDbN11lnn9UKC1k27zC9dulT++c9/ltr7BQCAlzF7PAAAUUZDugZgDdvaYq4Tv+kM8bp8Wlxc3AHldTm2UaNG2Vnedek2bTGfPHmyDcmBGeC1K3zDhg1tsA8EfQ3vp59+ug3u3bt3ty3jh6NixYry5ZdfSmpqqp2wrnXr1jJy5MhgHfUxJ06caMtovTp16mQnsgudKA8AgGjnGJ2VBgAAAAAAeA4t7QAAAAAAeBShHQAAAAAAjyK0AwAAAADgUYR2AAAAAAA8itAOAAAAAIBHEdoBAAAAAPAoQjsAAAAAAB5FaAcAAAAAwKMI7QAAAAAAeBShHQAAAAAAjyK0AwAAAADgUYR2AAAAAADEm/4fhEBVor4BFGMAAAAASUVORK5CYII="
},
"metadata": {},
"output_type": "display_data"
}
],
- "execution_count": 18
+ "execution_count": 59
},
{
"cell_type": "code",
@@ -985,8 +985,8 @@
"outputs_hidden": false
},
"ExecuteTime": {
- "end_time": "2025-11-23T08:49:27.135961Z",
- "start_time": "2025-11-23T08:49:27.128692Z"
+ "end_time": "2025-12-21T14:55:34.237973Z",
+ "start_time": "2025-12-21T14:55:34.230449Z"
}
},
"source": [
@@ -1006,41 +1006,41 @@
"text": [
"* Selected model: Exponential model\n",
"* Nugget: 0\n",
- "* Sill: 525.2737591256329\n",
+ "* Sill: 478.90567078851103\n",
"* Range: 8000\n",
"* Spatial Dependency Strength is Undefined: nugget equal to 0, cannot estimate\n",
"* Mean Bias: None\n",
- "* Mean RMSE: 227.48531991122005\n",
+ "* Mean RMSE: 172.56017194999464\n",
"* Error-lag weighting method: equal\n",
"\n",
"\n",
- "+---------+--------------------+--------------------+---------------------+\n",
- "| lag | theoretical | experimental | bias (real-yhat) |\n",
- "+---------+--------------------+--------------------+---------------------+\n",
- "| 1000.0 | 61.72129368829498 | 13.455312467871126 | -48.26598122042385 |\n",
- "| 2000.0 | 116.19014419172949 | 93.92146189656636 | -22.26868229516313 |\n",
- "| 3000.0 | 164.25873604835377 | 91.15385782611257 | -73.1048782222412 |\n",
- "| 4000.0 | 206.67911947342787 | 129.80778907487542 | -76.87133039855246 |\n",
- "| 5000.0 | 244.11497645250662 | 191.51396771377688 | -52.601008738729746 |\n",
- "| 6000.0 | 277.15200428214354 | 291.47700633100357 | 14.325002048860028 |\n",
- "| 7000.0 | 306.3070790123992 | 341.51732783411336 | 35.210248821714174 |\n",
- "| 8000.0 | 332.03634215647224 | 333.76067852233155 | 1.7243363658593012 |\n",
- "| 9000.0 | 354.74233718690067 | 499.684106171502 | 144.9417689846013 |\n",
- "| 10000.0 | 374.78030747135494 | 510.6352081433735 | 135.85490067201857 |\n",
- "| 11000.0 | 392.4637541814681 | 622.4347341620387 | 229.97097998057058 |\n",
- "| 12000.0 | 408.0693411301627 | 623.6261606284401 | 215.55681949827738 |\n",
- "| 13000.0 | 421.8412232754002 | 738.0464888109063 | 316.20526553550616 |\n",
- "| 14000.0 | 433.9948666113324 | 818.5988333289926 | 384.60396671766017 |\n",
- "| 15000.0 | 444.7204192104105 | 844.3639402156592 | 399.6435210052487 |\n",
- "| 16000.0 | 454.18568615760506 | 776.9230517999226 | 322.73736564231757 |\n",
- "| 17000.0 | 462.5387549206406 | 944.3435613098997 | 481.80480638925906 |\n",
- "| 18000.0 | 469.91031223109565 | 712.6753709826502 | 242.76505875155453 |\n",
- "| 19000.0 | 476.41568872479706 | 628.9963959396589 | 152.58070721486183 |\n",
- "+---------+--------------------+--------------------+---------------------+\n"
+ "+---------+--------------------+--------------------+--------------------+\n",
+ "| lag | theoretical | experimental | bias (real-yhat) |\n",
+ "+---------+--------------------+--------------------+--------------------+\n",
+ "| 1000.0 | 56.27289968745207 | 66.71388540855338 | 10.440985721101313 |\n",
+ "| 2000.0 | 105.93355936108222 | 130.66628344322854 | 24.73272408214632 |\n",
+ "| 3000.0 | 149.7589377033685 | 377.5405401178886 | 227.7816024145201 |\n",
+ "| 4000.0 | 188.4346983450342 | 250.66718626708865 | 62.232487922054446 |\n",
+ "| 5000.0 | 222.56593731640734 | 325.5561456427749 | 102.99020832636754 |\n",
+ "| 6000.0 | 252.68664999001882 | 387.4814906048632 | 134.7948406148444 |\n",
+ "| 7000.0 | 279.26808562812147 | 302.07493544556206 | 22.806849817440593 |\n",
+ "| 8000.0 | 302.72612024499887 | 469.53885776562294 | 166.81273752062407 |\n",
+ "| 9000.0 | 323.42776313511536 | 486.79931370125183 | 163.37155056613648 |\n",
+ "| 10000.0 | 341.6968988640556 | 512.0646265352149 | 170.3677276711593 |\n",
+ "| 11000.0 | 357.81935455774294 | 529.991767276145 | 172.17241271840203 |\n",
+ "| 12000.0 | 372.04737176947935 | 582.4717932210419 | 210.42442145156258 |\n",
+ "| 13000.0 | 384.60355288875706 | 692.506923505966 | 307.90337061720896 |\n",
+ "| 14000.0 | 395.6843438348108 | 649.5775483966735 | 253.89320456186266 |\n",
+ "| 15000.0 | 405.4631075228907 | 624.8696046337229 | 219.40649711083222 |\n",
+ "| 16000.0 | 414.0928361887279 | 643.74627487684 | 229.65343868811203 |\n",
+ "| 17000.0 | 421.7085450064747 | 571.3688648923311 | 149.66031988585638 |\n",
+ "| 18000.0 | 428.4293844491225 | 540.0470107890337 | 111.61762633991123 |\n",
+ "| 19000.0 | 434.3605044400275 | 600.2575887426275 | 165.89708430259998 |\n",
+ "+---------+--------------------+--------------------+--------------------+\n"
]
}
],
- "execution_count": 19
+ "execution_count": 60
},
{
"cell_type": "code",
@@ -1051,8 +1051,8 @@
"outputs_hidden": false
},
"ExecuteTime": {
- "end_time": "2025-11-23T08:49:27.320384Z",
- "start_time": "2025-11-23T08:49:27.190912Z"
+ "end_time": "2025-12-21T14:55:34.493978Z",
+ "start_time": "2025-12-21T14:55:34.333238Z"
}
},
"source": [
@@ -1064,13 +1064,13 @@
"text/plain": [
""
],
- "image/png": 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"
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2UGtvrX64cbi9tPo9Wrle26ZzvHVUsu575513wvL6aVDXauu6vFz//v0D+/W10tCrHy7okHgdfaHDyY/EhEp43bQGwhdffGGnV2sler2uTzzxRGAKgT6mdgzrObqknI7y1s5kfyjX66+jBvQ5aq+9dkJr9Xz9YKKqOFqNTqKcrtOuw/F1OQqK0gEAAFTunHZdfkyLzpWd0+4Plo0SUqJ2TrsOY9Ye0NatW9sOqyMt8le2ZoC+rg3ik2VMt4GSVvvAc3jDRXuKu3fvHljvG4i293jOIebQsPe0AwAAoObSID666wAbIMv2CPuDpR6PxsBeGTSQazDXDz6C6babAzuAQ8c4cgAAAFRLsNQq8cFF6TRYamAnWB4dff10pIIW8/PTIfF8EALUDIR2AAAAVDmCZdXS1zHSqu9/9dVX4W4CEBEi650NAACAiBWJwRIAwo057QAAAAAAuBShHQAAAAAAlyK0AwAAAADgUoR2AAAAAABcitAOAAAAAIBLEdoBAAAAVPpybo7jyK5duySSaJs//PDDSnu8Vq1ayZ///GcJp7Vr19rnNX/+/EP+ntNOO03uuuuuKm0XDh2hHQAAAMAh0wB4oNtDDz0kbqdt7N69e7n9W7ZskbPOOqta26Gv2ZAhQ8ode+qpp+wxDdCIbiyUCQAAAOCQabD1+89//iMPPvigLF++PLAvOTlZfvjhh7C0rbCwUGrXrn3E35+RkSHVrXHjxvLll1/Kxo0bpVmzZoH9r7zyirRo0aLa2wP3oacdAAAAwGEFW/8tLS3N9gYH79PQ7jdv3jw5/vjjJTExUU488cSQcK8++ugj6dmzp8THx0ubNm1k/PjxUlxcHDi+fv16Of/88+1jpqamyiWXXCJbt24t12P+0ksvSevWre3jKB2Wf91110nDhg3t951xxhmyYMECe+y1116zP0e3/aMDdF9Fw+M1SF9++eVSr149SUpKss/lu+++s8dWrVpl25aenm7b17t3b5k6dephv56NGjWSQYMGyeuvvx7YN2vWLNm+fbsMHTo05Fyv1ysPP/ywDfdxcXH2uX/22Wch53z//ffSo0cP+1poe3/66adyP3Px4sV2RIG2W9s/YsQI+/PgToR2AAAAwGVMUcH+b8VFh35uUeEhnVtVfv/738szzzxje95r1aol11xzTeDYjBkzZOTIkXLnnXfK0qVL5cUXX7Th+dFHHw0EVA3FO3fulK+//lqmTJkiq1evlksvvTTkZ6xcuVL++9//yvvvvx+Yt33xxRdLVlaWfPrpp/aDA/1gYMCAAfax9PvvueceOfbYY+2oAb2VfUyVm5srp556qmzatEk+/vhjG/Lvu+8+2y7/8bPPPlumTZtmg7EOcT/33HPtBw2HS18X/wcH/l72K6+8styogb/85S/29Xz66adl4cKFMnjwYDnvvPNkxYoVgTadc8450rlzZ/u89UONMWPGhDyGfqChH2JosNfroqFfPwjRD0TgTgyPBwAAAFzG+9db9n+wdReJubC0SJj3+btEikPDeUCzDhJzyX2l5750n0hebrnTYka/LFVBA7gGX/Xb3/7W9hzn5+fbXmDt7dZ9o0aNsse1p/2RRx6xwXjcuHE2DC9atEjWrFkjzZs3t+f885//tGF77ty5tmfbPyRe92uvuvr2229tb7OGdu2NVhpytQf9vffekxtuuMH2MOuHCAcaDv/mm2/Ktm3b7M/SnnbVtm3bwPFu3brZm5+2/YMPPrAB/7bbbjus10mD9k033STffPON9OrVS9555x37PDS8B9Pncf/998tll11mt//0pz/ZofVa7O5vf/ubbbN+qPDyyy/b11hfKx0tcPPNNwce4//+7/9sYH/ssccC+/Tn6Gv8yy+/SPv27Q+r7ah6hHYAAAAAVaJr164hc7eVhmmdq6091zNnzgz0rKuSkhIb6vfu3SvLli2zQdIf2JX2INepU8ce84f2li1bBgK70sfVHuf69euHtCUvL88OaT9U2muv4dYf2MvSn6E92ZMnT7a99TqsX3/GkfS0x8bGylVXXSWvvvqqHU2gwTn4tVM5OTmyefNm6d+/f8h+3fYP/dfXRb/PP01A9evXL+R8PVeDfvA0Bj99fQjt7kNoBwAAAFzGc/tz+z/ohM5w9dx8oCXFnNBzr3tSqpOG0UBLHF9bgoeXa2/7sGHDyn1fcOg8GJ1rHkwfVz8g0GXnytLAf6gSEhIOeFyHneuQfe391h54Pf+iiy6yPf9HQofI9+nTx843D55GUNn09dFh/NpLX5b/gxW4C6EdAAAAcBknNi7s51Y1nWeuhemCh5wH69Spk2zYsMHe/L3tOvdd52Rrj/uBHjczM9MOf9d10iuic8W1V/9AtMdaC9zpPPiKett1lMDVV18tF154YSAM65roR0qHsutN56pfccUV5Y5rQb0mTZrYn+ufcuBvxwknnBB4zf71r38FpiCoOXPmlHt9tAaAvjb6GsH9KEQHAAAAoNrpUnE6F11725csWWKHdr/99tvywAMP2OMDBw6ULl262IJsP/74o52nroXrNLBqVfT90e/TIeEXXHCBfPHFFzZIazV2LYrnX4pOA6vOldch8Fo1vaCgfDE+rRqvc971cTQY67B1DbuzZ8+2x9u1axcofqdDzjVo+0cRHKnp06fbofb7GxFw77332h5yXWpPP/DQmgD687WYn9I26IiG66+/3n7A8cknn9iRAMFuvfVW+0GEPj+dr69D4j///HP5zW9+c9APMhAehHYAAAAA1U4rn0+aNMkGa52f3rdvX5k4caKdo640fOqScHXr1pVTTjnFhnEtVqeB9UD0+zSs6vdoENU52lq4bd26dXZ5MzV8+HBb7f3000+38+HfeuutCnvjtW26JJtWidcPEJ544gmJiYmxxydMmGDbpkvZ6XBzfT7ai300dKj/gYbw33HHHTJ69Ghb/V7bo5XftfCdfoCgdJ76//73P1vAT+fj6wcVZYfB+3vrNaDrUnP6OHfddZf9uR4P8dCNHGOMkSinRR10jcns7Gw77AQAAAAI5jVGirylvZCxnhjx7JujfTR0GLP2+AavMQ6g5sg/wHv8UHMokxgAAACAA8guzJMJC6dJZl5OYF9GQqqM7jpA0mofuFgZABwtxj8AAAAABwjsTy+YKll5u0P267bu1+MAUJUI7QAAAMB+hsRrD/v2/FzxSuiMUt3W/XpczwOAqkJoBwAAACqgc9h1SHzZwO6n+/V48Fx3VB4tveUNulGKC9GKOe0AAAAAXKXY65WteTlSHPSBSC1PjKQnpEotKpwjyvAvHgAAAAgzepEPHNh9+0v27T+6tdCBSHtvE9oBAACACuiyblol3iMVL+2m+/W4nnfEPyM21t7v3bv3iB+jpgWcigJ72eDOhxyIFP73tv+9fiQYHg8AAABUQNdh12XdtEp82WJ0GtgbxCfb40ezXntMTIzUqVNHsrKy7HZiYqI4lbD+e6TSuev5+QeuyF8sInmeuKN63YGqph8saWDX97a+x/W9fqQI7QAAAMB+6DrsY7oNLLdOe6OElEpbpz0jI8Pe+4N7tAednQUHH3VQEPdrVH+4gcihgd3/Hj9SjmFsieTk5EhaWppkZ2dLampquJsDAAAAF/YAB1eJ1yHxld3TW1JSIkVFRRLNCkuK5Y8/fXbQ8x7oMURqx9D/CHfTIfEH6mE/1BzKv3QAAADgIDSgx1VxSNQ/7o9mCG1NUNsYSYiPl6y83RUutafTEnSUQ3JiEsPjETUoRAcAAADAVXUEtF5A2QKAlVVHAIg0hHYAAAAArqsjoD3qwXRb91dGHQEgkjA8HgAAAICraDAf12toldcRACIBoR0AAABAVNYRACIB7wIAAACgBquOyvcAqg6hHQAAAKihsgvzyq0xn5GQWmlrzAOoehSiAwAAAGpoYH96wVS7fFow3db9ehyA+xHaAQAAgBo4JF572Lfn55Zb71y3db8e1/MAuBuhHQAAAKhhdA67DokvG9j9dL8eD57rDsCdCO0AAAAAALgUoR0AAAAAAJcitAMAAAA1jC7rplXiPVLx0m66X4/reQDcjdAOAAAA1DC6Drsu69YgPrlccNdt3a/HWa8dcD9COwAAAFAD6TrsY7oNlEYJKSH7dVv3s047EBlqhbsBAAAAAKqGBvNxvYaGVInXIfH0sAORg9AOAAAA1GAa0ONi+LMfiFQMjwcAAAAAwKUI7QAAAAAAuBShHQAAAAAAlyK0AwAAAADgUoR2AAAAAABcijKSAAAAAICI5zWmRi5vGPae9k2bNslVV10l9evXl4SEBOnSpYv88MMPgePGGHnwwQelcePG9vjAgQNlxYoVIY+xc+dOufLKKyU1NVXq1Kkj1157reTm5obh2QAAAAAAqlt2YZ6MnzdZ7pj1TuCm27o/0oU1tP/666/Sv39/iY2NlU8//VSWLl0qzzzzjNStWzdwzpNPPinPPvusvPDCC/Ldd99JUlKSDB48WPLz8wPnaGBfsmSJTJkyRSZNmiTffPON3HDDDWF6VgAAAACA6pJdmCdPL5gqWXm7Q/brtu6P9ODuGO3KDpPf/va3MnPmTJkxY0aFx7VpTZo0kXvuuUfGjBlj92VnZ0t6erq89tprctlll8myZcukc+fOMnfuXDn++OPtOZ999pmcffbZsnHjRvv9B5OTkyNpaWn2sbW3HgAAAAAQGUPix8+bbAO6V8pHW4840ighRcb1Guq6ofKHmkPD2tP+8ccf26B98cUXS6NGjaRHjx7yj3/8I3B8zZo1kpmZaYfE++mT6tOnj8yePdtu670OifcHdqXnezwe2zNfkYKCAvsCBd8AAAAAAJGlyFsimXk5FQZ2pfv1ePBc90gT1tC+evVqef7556Vdu3by+eefy8033yx33HGHvP766/a4BnalPevBdNt/TO818AerVauW1KtXL3BOWY8//rgN//5b8+bNq+gZAgAAAAAQoaHd6/VKz5495bHHHrO97DoP/frrr7fz16vS2LFj7RAE/23Dhg1V+vMAAAAAAIi40K4V4XU+erBOnTrJ+vXr7dcZGRn2fuvWrSHn6Lb/mN5nZWWFHC8uLrYV5f3nlBUXF2fnDATfAAAAAACRJdYTIxkJqXbuekV0vx7X8yJVWEO7Vo5fvnx5yL5ffvlFWrZsab9u3bq1Dd7Tpk0LHNf55zpXvV+/fnZb73ft2iXz5s0LnDN9+nTbi69z3wEAAAAANZPHcWR01wHSID65XHDXbd2vx91WhC5iQvvdd98tc+bMscPjV65cKW+++ab8/e9/l1tvvdUedxxH7rrrLvnjH/9oi9YtWrRIRo4caSvCX3DBBYGe+SFDhthh9d9//72tRn/bbbfZyvKHUjkeAAAAABC50monyJhuA22V+GC6rfv1eCQL65JvStdV1znmK1assD3ro0ePtgHcT5s3btw4G+a1R/2kk06S5557Ttq3bx84R4fCa1D/3//+Z6vGDx8+3K7tnpycfEhtYMk3AAAAAIj85d+KgqrE65B4N/ewH2oODXtodwNCOwAAiBSR9kcpAODocmit/R4BAACAq2QX5smEhdPsmsN+WmBJ52tG+vBPAIAL57QDAADg0AP70wumSlbe7pD9uq379TgAoOYhtAMAAETAkHjtYd+enyteCZ3ZqNu6X4/reQCAmoXQDgAA4HI6h12HxJcN7H66X48Hz3UHANQMhHYAAAAAAFyK0A4AAAAAgEsR2gEAAFxOl3XTKvEeqXhpN92vx/U8AEDNQmgHAABwOV2HXZd1axCfXC6467bu1+Os1w64gxaFLCgpDtwoEomjwTrtAAAAEUDXYR/TbWC5ddobJaSwTjvgIrr8Ytn3qY6E4X2KI+UYw8c+OTk5kpaWJtnZ2ZKamhru5gAAAOyX9tgFV4nXIfH0sAPuCexPL5habnlG/4gY/eCN4I7DzaEMjwcAAIggGtDjYmoFbgR2wD0fqGkPe9nAbo+Jsfv1OEPlcbgI7QAAAABwlHQEjA6JLxvY/XS/Hg8eKQMcCkI7AAAAAAAuRWgHAAAAAMClCO0AAAAAcJS0KKRWiS+7LKOf7tfjeh5wOAjtAAAAAHCUtCikLuumVeLLBnd/9Xg9TvFIHC5COwAAAABUAl3OTZd1a5SQErJft1nuDUeq1hF/JwAAAAAghAbzcb2GhlSJ1yHx9LDjSBHaAQAAAKASaUCPiyFqoXIwPB4AAAAAAJcitAMAAAAA4FKEdgAAAAAAXIrQDgAAAACASxHaAQAAAABwKUI7AAAAAAAuRWgHAAAAAMClCO0AAAAAALhUrXA3AAAAAADgDl5jpMhbEtiO9cSIx3HC2qZoR2gHAAAAAEh2YZ5MWDhNMvNyAvsyElJldNcBklY7Iaxti2YMjwcAAACAKKeB/ekFUyUrb3fIft3W/Xoc4UFoBwAAAIAoHxKvPezb83PFKyb0mBi7X4/reah+hHYAAAAAiGI6h12HxJcN7H66X48Hz3VH9SG0AwAAAADgUoR2AAAAAABcitAOAACijs7LLCgpDtyYpwkgmumyblol3iMVL+2m+/W4nofqx5JvAAAgqrCkEQCE0nXY9XegVokvW4xOA3uD+GR7nPXaw4OedgAAEDVY0ggAKqYfWo7pNlAaJaSE7Ndt3c+HmuHjGMN4sJycHElLS5Ps7GxJTU0Nd3MAAEAV0CHw4+dNtgG9ogrJ2pukf5yO6zWU3iQAUf27MrhKvA6J53dieHMow+MBAEBULWm0P8FLGsXF8CcSgOikAZ3fge7C8HgAAAAAAFyK0A4AAAAAgEsR2gEAQFRgSSMAQCQitAMAgKha0kiXLiob3FnSCADgVoR2AAAQNVjSCAAQaSgLCAAAoooGc13WjSWNAACRgNAOAACiDksaAQAiBf+3AgAAR8RrDL3VAABUMUI7AAA4bNmFeTJh4TTJzMsJ7NPK61rIjXnhAABUHgrRAQCAww7sTy+YKll5u0P267bu1+MAAKByENoBAMBhDYnXHvbt+bniFRN6TIzdr8f1PAAAcPQI7QAA4JDpHHYdEl82sPvpfj0ePNcdAAAcOUI7AAAAAAAuRWgHAAAAAMClCO0AAOCQ6bJuWiXeIxUv7ab79bieBwAAjh6hHQAAHDJdh12XdWsQn1wuuOu27tfjrNcOAEANCO0PPfSQOI4TcuvYsWPgeH5+vtx6661Sv359SU5OluHDh8vWrVtDHmP9+vUydOhQSUxMlEaNGsm9994rxcXFYXg2AABEB12HfUy3gdIoISVkv27rftZpBwCg8tSSMDv22GNl6tSpge1atUqbdPfdd8vkyZPl3XfflbS0NLnttttk2LBhMnPmTHu8pKTEBvaMjAyZNWuWbNmyRUaOHCmxsbHy2GOPheX5AAAQDTSYj+s1NKRKvA6Jp4cdAIAaFto1pGvoLis7O1tefvllefPNN+WMM86w+1599VXp1KmTzJkzR/r27StffPGFLF261Ib+9PR06d69uzzyyCNy//3321782rVrh+EZAQAQHTSgx8WE/U8JAABqtLDPaV+xYoU0adJE2rRpI1deeaUd7q7mzZsnRUVFMnDgwMC5OnS+RYsWMnv2bLut9126dLGB3W/w4MGSk5MjS5Ys2e/PLCgosOcE3wAAAAAAcJuwhvY+ffrIa6+9Jp999pk8//zzsmbNGjn55JNl9+7dkpmZaXvK69SpE/I9GtD1mNL74MDuP+4/tj+PP/64HW7vvzVv3rxKnh8AAAAAAEcjrGPazjrrrMDXXbt2tSG+ZcuW8s4770hCQtUVsRk7dqyMHj06sK097QR3AAAAAIDbhH14fDDtVW/fvr2sXLnSznMvLCyUXbt2hZyj1eP9c+D1vmw1ef92RfPk/eLi4iQ1NTXkBgAAAACA27gqtOfm5sqqVaukcePG0qtXL1sFftq0aYHjy5cvt3Pe+/XrZ7f1ftGiRZKVlRU4Z8qUKTaEd+7cOSzPAQAAAACAGjE8fsyYMXLuuefaIfGbN2+WcePGSUxMjFx++eV2rvm1115rh7HXq1fPBvHbb7/dBnWtHK8GDRpkw/mIESPkySeftPPYH3jgAbu2u/amAwDgdl5jWDYNAAC4M7Rv3LjRBvQdO3ZIw4YN5aSTTrLLuenXauLEieLxeGT48OG24rtWhn/uuecC368Bf9KkSXLzzTfbMJ+UlCSjRo2Shx9+OIzPCgCAQ5NdmCcTFk6TzLzSVUwyElJldNcBdh10AAAAxxhjJMppITrt2de14ZnfDgCorsD+9IKpsj0/V7xS+r9ijzjSID5ZxnQbSHAHAKAGO9Qc6qo57QAARMuQeO1hLxvY7TExdr8e1/MAAEB0I7QDAFDNdA67DokvG9j9dL8eD57rDgAAohOhHQAAAAAAlyK0AwAAAADgUoR2AACqmS7rplXitehcRXS/HtfzAABAdCO0AwBQzXQddl3WTavElw3u/urxepz12gEAAKEdAIAw0OXcdFm3RgkpIft1m+XeAACAX63AVwAAoFppMB/Xa2hIlXgdEk8POwAA8CO0AwAinq5nHqnBV9sZF8P/jgEAQMX4KwEAENGyC/NkwsJpdl1zPy3ipnPCGWIOAAAiHXPaAQARHdifXjBVsvJ2h+zXbd2vxwEAACIZoR0AELFD4rWHfXt+rnjFhB4TY/frcT0PAAAgUhHaAQARSeew65D4soHdT/fr8eC57gAAAJGG0A4AAAAAgEsR2gEAAAAAcClCOwAgIumyblol3iMVL+2m+/W4ngcAABCpCO0AgIik65vrsm4N4pPLBXfd1v16PFLWawcAAKgIoR0AELF0HfYx3QZKo4SUkP26rftZpx0AAES6WuFuAAAAR0OD+bheQ0OqxOuQeHrYAQBATUBoBwBEPA3ocTH8Lw0AANQ8DI8HAAAAAMClCO0AAAAAALgUoR0AAAAAAJcitAMAAAAA4FKEdgAAAAAAXIrQDgAAAACASxHaAQAAAABwKUI7AAAAAAAuRWgHAAAAAMClCO0AAAAAALgUoR0AAAAAAJcitAMAAAAA4FKEdgAAAAAAXIrQDgAAAACASxHaAQAAAABwqVrhbgAAAAAAAAdj9uaI7MkRydvt+zovV2TvbpG8HJG4RPGcfJHURIR2AAAAAEBYmB2bRfZki8nb7QvgNoT7QrmTkCKeM0cGzvW++ahIzvaKHyitgQihHQAAAACAAzMbfxGzZ1e5EK73TlKaeM65OXCu98O/iGRXHMRNaoPQHYmpIkX5IgkpvltiijiJ+75OqSc1FaEdAAAAABDCGCOO45Rur/xRzO5fS0O47RnfN0Q9pa7EDL8ncK7381dEsrdV/Lip9UN31MkQiYktH8ITUsRJrhtyqufy34W0KVoQ2gEAAAAgCplffhCze6cdnq4B3PaO65xx3U5tIDFXPhA41/v1uyLZWRU/UHFhyKaT0UaM9nwnJO8L4amlgTypTsi5McPvPuT2OlEY2BWhHQAAAABqCLNmkZjdO3zBW+eK2/sckb3ZIsl1JeaysYFzvTP+u/8gXis2ZNNpdayYvc1DQrjtDdd7HbYexDP0hqp5clGK0A4AAAAALmY2/LyvR3xf+M7NFqP3GsiT0iTm4nsD53q/fFNk136CuNcbsum0Ps43vD0pLXBzNID7t4N4BlxVNU8OB0VoBwAAAIBqZrasFtm9c98yZkG94hrGE1IlZthdgXO9U/4psmtrxQ9UkBey6TTvJKZ+E3ESg4J4kvaMp4kklwniZ1xZNU8OlYrQDgAAAACVwGgPtwZxLdiWqzetoL4vjMcnS8z5twXO9X72ksiv+wniZXq5nSbH2AJuIeE7UcN4BT3iQUukoWYgtAMAAADAAaqoS/4eXwjf/auY3KBAXis2pLfa+8GfDz2IN2olxlZMTy0N30n7CeJDrq2aJ4eIQGgHAAAAEJWMt8Q3NF0DuPaQ670Y8fQ8M3CO918PiWzfWPED6Pzv4CHmdTN898l1fcuVJdfxVUvXMK5fB6FYGw4VoR0AAABAjWOKCvaF8V9FigvEadMtcMw76QUxm1b45o9rT3rZIB4U2nXZMt99ii+EayBP0UBe165PHizmgjuq9kkhKhHaAQAAAETecPX8XHH8PdsaxGd+KCZzzb6h67+KFOwt/abEVIm5aWLpY+TtFtE1yZUnxjcc3R/GU+rZn+FfE9xzzk0isfHilFkCDXB1aC8uLpavvvpKVq1aJVdccYWkpKTI5s2bJTU1VZKT930SBQAAAABHwbtsjkjWettjbnJ3+nrO9VZSVD6Ib1kpsn5Z6APExgV6xI3xiuN47G7PKZfYYfD2WGJKYH9FHO1hByIptK9bt06GDBki69evl4KCAjnzzDNtaP/Tn/5kt1944YWqaSkAAACAiGd7ubO3i+RsF5OzQyRnR+Bew3jMbx4rPXfxDJENP+//sUqKxYnxRRpPj4FiOvb1zR1Pqecbyl47IdBjHsxJb1lFzw5wQWi/88475fjjj5cFCxZI/fr1A/svvPBCuf766yu7fQAAAAAiqbCb9oQHBXIdyu457bKQ+eQHDOJFheLE1rZfO+16iTRs7usRT64jjj+MJ9UpN1zdOaa7lI/nQBSG9hkzZsisWbOkdm3fG8mvVatWsmnTpspsGwAAAAAXMcVFIrt32GDuNO8Y2O/96m0xK3/0FX0z3vLf139YaRBPayhGl0XTdcdT6ouk1gv6ur7Ivp5z5el+RjU9M6AGhXav1yslJSXl9m/cuNEOkwcAAAAQ+czKn3wV1ncHDV/fmxM47rnjhdLebi36psftgRjf8HQN4hrCNYyb0vzgnDlKPBUMWQdQSaF90KBB8uc//1n+/ve/222dI5Kbmyvjxo2Ts88++3AfDgAAAEA1MXm5ItnbQuaRG+053/e158YJgSBuVv0kZsnM8g+ixd00jOfn+oatayboNUicLqf4ArquSe45QGE3AjtQtaH9mWeekcGDB0vnzp0lPz/fVo9fsWKFNGjQQN56663DfTgAAAAAlTl8PWe7yK4sMbuyRHZtE+fUSwLF2sw371QcxP00wPuXUWt1nDi1E/b1mDfwBXW9xSeVC95Og2ZV+ryAaHbYob1Zs2a2CN1//vMfe6+97Ndee61ceeWVkpCQcMQNeeKJJ2Ts2LG20J325Cv9UOCee+6Rt99+21am1w8LnnvuOUlPTw98n1axv/nmm+XLL7+0y82NGjVKHn/8calViyXoAQAAUPOY/L0iteMDvdneRTPELJvt60HXOeW6lFkQp8cZpUFcw3dSndKh6/tugfnkenwfT4cTRPQGIKyOKNlqINaQrrfKMHfuXHnxxRela9euIfvvvvtumTx5srz77ruSlpYmt912mwwbNkxmzvR9Oqhz64cOHSoZGRm2ON6WLVtk5MiREhsbK489VrpUBAAAABBxw9h3bgn0ltue8+x9X+fnikeXRau7ryNL1y/fuDx0+HqdRvamRd+kVmkBaafvueLpd14YnhGAagvt2outPd3XXHNNyP5XXnlFtm3bJvfff/9hPZ721Gv4/8c//iF//OMfA/uzs7Pl5ZdfljfffFPOOMNXNfLVV1+VTp06yZw5c6Rv377yxRdfyNKlS2Xq1Km2Td27d5dHHnnEtuGhhx4qV+EeAAAAcM3SaDqP3IZxXyh3eg32rTGux3+cKua7/x1kGLsvtDtte4qkNRRnX1CXhJT9zhtnPjkQBaFde8Q1SJd17LHHymWXXXbYof3WW2+1veUDBw4MCe3z5s2ToqIiu9+vY8eO0qJFC5k9e7YN7XrfpUuXkOHyOoReh8svWbJEevToUeHP1KH2evPLySmtggkAAABUBlNUYCupB+aTr5ov3vnTfb3lGro1uAdxWh3nW4NcaSDX4eq2t1zDeENfr7kN5g19c83939ewub0BqJkOO7RnZmZK48aNy+1v2LChHZ5+OHSu+o8//miHx1f0c7SnvE6dfb+49tGArsf85wQHdv9x/7EDjRYYP378YbUVAAAAKMsU5ons2BLoLdd55b4h7Vkie7LFc9E9Ii06lw55X7ek9Js1zO8L4raXPCktcMjTuZ+I3gBEvcMO7c2bN7dzylu3bh2yX/c1adLkkB9nw4YNtujclClTJD4+XqqTFrwbPXp0SE+7Pi8AAACgLJO3W2RnpphfM33D2Dv2CVRLN7/8IOaL1/b/vdk7xD8g3WneQWTQ1YGec+1Vd5z9L40GAEcU2q+//nq566677NB1/1zzadOmyX333WcrvR8qHf6elZUlPXv2DOzTwnLffPON/N///Z98/vnnUlhYKLt27Qrpbd+6dastPKf0/vvvvw95XD3uP7Y/cXFx9gYAAACUZbLWi5k/XczOLTas2/XIg+n88X2hXXvIjVZj1yHr2lvu7zn3D2WPTwp8m+6z+wGgKkP7vffeKzt27JBbbrnFhmqlPeU6l117sA/VgAEDZNGiRSH7fvOb39h56/pY2vOtVeD1A4Hhw4fb48uXL7dLvPXr5xsqpPePPvqoDf+NGjWy+7TnPjU11a4jDwDVzWuMFAXNUYz1xIiHoj8A4BqmIE/k18xAILf3v2aKc8JQ8XTq6zspf6+YxTNCvzGlnki9DHHqpItTr3SqqNOsg8Tc+Ew1PwsA0cQxxoQu5HgYVd+XLVtm12Zv165dpfRcn3baabYCvH+ddi0o98knn8hrr71mg/jtt99u9+vybv6eeT1fh+U/+eSTdh77iBEj5LrrrjusJd90eLwuKacV6/XnAMCRyC7MkwkLp0lmXmlxy4yEVBnddYCkBRUMAgBULWO8vvXKY2qJs2+euMlcK96P/iqyZ1eF3+P0Pls8Jw8PDIc3P033hXQN6HXTxdFl1ACgEh1qDj2iddpVcnKy9O7dW6rSxIkTxePx2J52rfauleGfe+65wPGYmBiZNGmSDffa656UlCSjRo2Shx9+uErbBQAVBfanF0yV7WWGUGbl7bb7x3QbSHAHgEpmSop9a5nrEHZ/z/mv+4a0FxeK0+cccfpf6Ds5MaU0sGuQr7svkPuD+b7h7srRJdNOPD9MzwoAjrKnfc+ePfLEE0/YYes6LN3r9YYcX716tUQaetoBHO2Q+PHzJtuA7pXyv1I94kijhBQZ12soQ+UB4DDZP1X35gQCuZPawLc0mh7blSXeV/YzPVOXWut2unhOv3zf43hFtqwRqddYnPjE6nwKAFC9Pe069Pzrr7+2w9B16TeHP0ABRDmdwx48JL4sDfJ6XM+L27dWLwBg/2ubm5+mlfaga8+5zkP369AnENoltYGv11yDfL0MXyDf13tu9wX9zrVV2pscE4ZnBABH57D/evz0009l8uTJ0r9//6P80QAAAIg2Jn9PyJB2XUbNqd9EPCcND/SQm1kfigQV9RTtJEptKFIvXaRx6bLDjscjMTdOCMOzAAAXh/a6detKvXr1qqY1AAAAqDHD2v0jMo3XK94PnxXZtqHCQnBmT3bga+0dd3oMEIlLLO0114rttWKrtf0AELGh/ZFHHpEHH3xQXn/9dUlMZD4QajaW78Kh0H8XWiX+YHPa9TwAqGnsXPGcHSLbN4nZvlFk+0Yx2zaKJNeRmIvGBHrEdVm1QGBPrrtvKPu+Ie0NmoY8pufUS8PxVACgZoT2Z555RlatWiXp6enSqlUru5Z6sB9//LEy2weEDct34VDpBzn678JfPT44uGtgbxCfbI/zgQ+AmjDfPHjps5KP/k9k/VKRooLyJ+/JDult95xxpUhcgkj9puLoPQCgakL7BRdccLjfAkQclu/C4dJ/D/rvouwHPdrDzgc9ACKNKS7yzTe3PeebfD3n+rWY0DnkxYW+wK4F3/w95g2aiaPLp5XpPXdad6n+JwIA0bjkW03Ekm8IxvJdOBpMqQAQcUPbc3eJk1Jar8j76Utifv5OJ6JX+D2eW54VJz7J9/1Z623hOKmbHlKpHQAQxiXfgJqO5btwNDSg8+8CgBuZvNzQeef7etG1p9xz29/EqR3vO1HvNbDHJZb2mjfU+6blhrY7jVqE7wkBQJQ47L8sS0pKZOLEifLOO+/I+vXrpbCwMOT4zp07K7N9AAAAOOyh7Zt9AXvfh4jer94W8+OUir9Bz8neJtKwud10TjhbnBOG2kJy/vnoAIAICu3jx4+Xl156Se655x554IEH5Pe//72sXbtWPvzwQ1tVHgAAANU0tD17R0ivub3/davtKfeMGG97yC3/8PfUBnauuaP7/b3odRqFDG0PHioPAIjA0P7GG2/IP/7xDxk6dKg89NBDcvnll8sxxxwjXbt2lTlz5sgdd9xRNS0FqgnLdwEA3MZorYwdW0RS6weGp5u5n4n59r8Vf4MObdfl1faFdue4k303qrYDQM0P7ZmZmdKli6/6Z3Jysp00r8455xz5wx/+UPktBKoZy3cBANwQ0M3WtSJb14nJWiui1duLC8Vz3q0ibXva83SOudlf1fbkuiFD2wnrABBFob1Zs2ayZcsWadGihe1h/+KLL6Rnz54yd+5ciYsrXbcTiGQs3wUAqLaAXlIcWPvcrF0s3o//5ltKraza8WL27pZAFG95rK+AHMUvAaBGO+zf8hdeeKFMmzZN+vTpI7fffrtcddVV8vLLL9uidHfffXfVtBIIAw3muqwby3cBACqvB32zmK3rSnvQszaI0/8CcY4f4jsprYEvsGsF90YtxUlvue++lUjdRuI4nsDjEdYBIDoc9Trts2fPtrd27drJueeeK5GIddoBAEBVMTk7xDv5BRvQpaSo3HGn84niGXJtaXG5X7PKBXQAQM1Tbeu09+vXz94AAACiUbke9K1rxWlyjHhOu8x3QmKq3S96XnAPenor332dRoHHskG9Xkb4ngwAwHUOKbR//PHHctZZZ0lsbKz9+kDOO++8ymobAACAKxmvV8yXb/mKxW0r34Nue8z3cWrF+grI1U33La9GDzoAoLKHx3s8Hls1vlGjRvbr/T6Y40hJSen830jB8HgAALD/HnRfFXfxeMRz+hWB4yUv3S+Ss923Ua4HvZU4GtIBAKiO4fFer7fCrwEAAGoS7/LvRTb+4hvqXrYHPS5RzGmXB5ZSc/qdJxJTKzDEnR50AEBVOKw57UVFRTJkyBB54YUXbOE5AACASGMHGf6aKWbzKpFdWeI5aVjpsUUzRNYvLT1Zl/hs1CLQgy467N2JsYc8x/YPR/MBAFHmsEK7zmlfuHBh1bUGAACgkpmiApHMNTakm80rRbasEsnfU3q81yBxEpLt106H3iINmwWGuEudhvSgAwDC6rCrx/vXZX/iiSeqpkUAAABHwezeaSu2+9cxN1+9LWbRN6EnxcSKZLQSJ6O1r6r7Pp4up1R3cwEAqNzQXlxcLK+88opMnTpVevXqJUlJSSHHJ0yYcLgPCQAAcERMSbGde2570P096bm/iueKB0Q0kKsmx4isWSROk7b2a3vfsHkg1AMA4GaH/X+rxYsXS8+ePe3Xv/zyS8gxf2EWAACAqmQ2/CzeWR+JaGX34sLQg45HzM5MXy+6bnY+UTzHnhSehgIAUN2h/csvvzzanwkAAHBQdq1zXXJNC8ZtXilOhxPEad1l31FHZNO+zoP4JJHGvh50R3vVM1qLExsXeBzmpAMAIhnjwgAAgCuY4iKRTSvsEHcb1DNXiRTklZ4Ql1Aa2nU++qCrfUPd66YTzAEANdYRhfYffvhB3nnnHVm/fr0UFoYOSXv//fcrq20AAKAmL7uWs12kqFCcBk19O/N2i/e/z4SeqD3m2nOuveiBXnaxPenOcSdXc6sBAIiA0P7222/LyJEjZfDgwfLFF1/IoEGD7Nz2rVu3yoUXXlg1rQQAAJHfi561LnTZtT3ZIm26ScwFd9hznJR6IhrOU+v77nWoe4Nm4nh866IDABCNDju0P/bYYzJx4kS59dZbJSUlRf7yl79I69at5cYbb5TGjRtXTSsBAEDE9qh7/zvBN/9cK70H0zCuPe5BYi4bW70NBACgpoX2VatWydChQ+3XtWvXlj179tiq8XfffbecccYZMn78+KpoJwAAcCnj1YJxm/Ytu7ZSTP4eibnwrtKVZTSs6y0hZV8P+r5e9PRW4tSKDXfzAQCoWaG9bt26snv3bvt106ZN7RJwXbp0kV27dsnevXuroo0AAMBlzNZ1YtYuErNhuW+oe1FB6PH8veLEJ9qvPadfJlI7QSStIcvDAgBQVaFdw/lxxx0np5xyikyZMsUG9YsvvljuvPNOmT59ut03YMCAw/35AAAgEnrSt28Qadg8UKXd/DhFzLLZpSfVjhdp3Eacxvt60YN60J1GLcPRbAAAoiu0d+3aVXr37i0XXHCBDevq97//vcTGxsqsWbNk+PDh8sADD1RlWwEAQHVVdtf10Tf8bG+it4K94hnxkA3uyjmmm5iiAnGadxSnWXuR+k3F8bDsGgAAlc0x9v/MBzdjxgx59dVX5b333hOv12tD+nXXXScnnxz5y63k5ORIWlqaZGdnS2pqaribAwBAWJgtq8X8+IVvyPvenNCDtePFM+Racdr2DFfzAACoUQ41hx5yaPfTwnO6Rvtrr71mg3zbtm3l2muvlVGjRklGRoZEIkI7ACDamN07bS+6rpHuH75u1i8V73v71kmvVVukaVtxmneyvemS3pKl1wAAiITQHmzlypW29/1f//qXZGZmypAhQ+Tjjz+WSENoBwDUdGZPdmCou73flWX3Oz3PFM9pl/nOKSoUM/dTcVp0FMloQ2V3AAAiPbT7e97feOMNGTt2rK0gX1JSIpGG0A4AqKlMXq543/mTnaMeQqu4p7cWp3M/8XQ/I1zNAwAgauUcYg497CXf/L755ht55ZVX5L///a94PB655JJL7DB5ADhaXmOkyFv6AWCsJ0Y8LBMFHJApzBPZuMLXi67vmZOH+w7EJ4kU5Pm+1urvLfYNd2/aXpy4hLC2GQAAHNxhhfbNmzfbuex606HxJ554ojz77LM2sCclJR3OQwFAhbIL82TCwmmSmVdaBCsjIVVGdx0gabrOM4DAUHbZslLMeh3uvkwkc62uzeY7GJ8s5qQL7fJsui6657xbRdIaiJOQEu5mAwCAqgrtZ511lkydOlUaNGggI0eOlGuuuUY6dOhwuD8PAA4Y2J9eMFW25+eG7M/K2233j+k2kOCOqF4rPXhJNe/7E0Q2rQg9Ka2hrxe9RScRXVs9xne+k9G6upsLAACqO7Treuy63Ns555wjMTFUjwVQ+UPitYddA7tXQktt6Lbu1+Pjeg1lqDyigtEpIlnrxaxf5hvynrlaPNc9FRjS7jRtJyZ7+76Q3tG3Xnpqg3A3GwAAhCu0R2JVeACRQ+ewBw+JL0uDux7X8+JijrgcB+BqZtc2Mavn26AuG38R0XnqwbRnvU1X+6XT9zxx+g+zw98BAEDNxV++AACEcRk2qRUrTlyib3vdYjFfvV16gvaqN+vgWytdl2Gr3zRwiOXYAACIDoR2AACqcV66bF0rZvVCMWsXimxdJ87AEeJ0Pc0e18ruptVxpSG9YYuQeewAACD6ENoBuIIu66ZV4rXoXNk57cojjjRKSLHnAZFW5d2s+klkzSIxaxeJ5IUWWpSdmYEvnboZEjPs7upvJAAAcC1COwBX0OJyuqybv3p8cHDXwN4gPtkepwgd3M4YI5K/R5yEZN+OkmIxn75Uuhxb7QRxWh0r0rqLOK26iJOUFtb2AgAAdyO0A3ANXc5Nl3Uru0679rCzTjvczBTmi2iVd+1NX7NQJKWuxFz+e3vMiU8Up/OJIgnJ4rTuKtLkGHEopggAAA4RfzUAcBUN5rqsm1aJ99Mh8fSww23MriwxqxfYoC4bl9se9YCCvTbIO7Xj7aZn8G/C11AAABDRCO0AXEcDOsu6wW1McZFITK3AEmveGe+JrJhXekJaA9uTbnvTteJ7bO3wNRYAANQY/FUMAMB+mN07S4e8r18mnqseFKmbYY85x3QXo3PXNajr2ul1M1gzHQAAVDpCOwAA+xidlrFltW9JNg3q2zeGHl+31FZ4Vx6dp643AACAKkRoBwBItFd7D/SQr10s3g+fDTrqiDRuI45Wetfe9IYtwtVMAAAQpQjtAADLa0xUFAA0uvRa1gbbk643p0UncfoP8x1s3lEkKU2cZh19S7K1Pk6chJRwNxkAAEQxQjsAQLIL88ottZeRkFpjltozBXki65b45qevXSSyJ7v0WFGhyL7Q7sTGieeGZ5ibDgAAXIPQDgBRTgP70wumyvb83JD9WXm77f4x3QZGdHDX4e/e1x4Q2bOrdGdsnEiLzr5h71rtPQiBHQAAuIknnD/8+eefl65du0pqaqq99evXTz799NPA8fz8fLn11lulfv36kpycLMOHD5etW7eGPMb69etl6NChkpiYKI0aNZJ7771XiouD1soFABxwSLz2sGtg94oJPSbG7tfjep7baY+5FpDzTntDSt5+3IZ1fwjXIfBSN12cnmeKZ/g94rn5LxJz/m3i6XqqOCl1w910AAAAd/a0N2vWTJ544glp166d/ePq9ddfl/PPP19++uknOfbYY+Xuu++WyZMny7vvvitpaWly2223ybBhw2TmzJn2+0tKSmxgz8jIkFmzZsmWLVtk5MiREhsbK4899lg4nxoARASdwx48JL4sDe56XM+Li3Hf4CxTmO+bm/7LDyJrFokUF5Ye1MrvDZvbL50zR4mnVmz4GgoAAHCEHOPvinCJevXqyVNPPSUXXXSRNGzYUN588037tfr555+lU6dOMnv2bOnbt6/tlT/nnHNk8+bNkp6ebs954YUX5P7775dt27ZJ7dq1D+ln5uTk2A8FsrOzbY8/AESLgpJiuWPWOwc979kTL3FdaPcu/FrMl2+JlBSV7kypVzrkXQvM6TB4AAAAFzrUHOqav8C011x71Pfs2WOHyc+bN0+Kiopk4MCBgXM6duwoLVq0CIR2ve/SpUsgsKvBgwfLzTffLEuWLJEePXpU+LMKCgrsLfjFAgC4l8nfK2b1fHEaNrc35dRJF6OBPa2ROO2Ptzdp1II56QAAoEYJe2hftGiRDek6f13nrX/wwQfSuXNnmT9/vu0pr1OnTsj5GtAzMzPt13ofHNj9x/3H9ufxxx+X8ePHV8nzAYBIosu6aZV4LTpXdk678ogjjRJS7HnVzeTvEbPqJzG/zLOV30WXo+s+QJwzrvCd0Ky9eK4aZ4fAE9QBAEBNFfbQ3qFDBxvQdUjAe++9J6NGjZKvv/66Sn/m2LFjZfTo0SE97c2b+3puACCa6Drsuqybv3p8cHDXwN4gPtker6712k1JsZhls31z1Ncv8wV1v3qNReo0DGw6Ho/tWQcAAKjJwh7atTe9bdu29utevXrJ3Llz5S9/+YtceumlUlhYKLt27Qrpbdfq8Vp4Tun9999/H/J4/ury/nMqEhcXZ28AALHLuemybmXXadce9upYp12rvjux+2qQeDxiZn0kkvurb7t+08DQd6d+kyptBwAAgBuFPbSX5fV67XxzDfBaBX7atGl2qTe1fPlyu8SbDqdXev/oo49KVlaWXe5NTZkyxU7i1yH2AIBDo8F8XK+htkq8nw6Jr6oedrMnW8xKHfo+V2TnFvFc/5Q4nhhxHI84vQaJFBX4grr2rgMAAESxsIZ2HaZ+1lln2eJyu3fvtpXiv/rqK/n8889tFb1rr73WDmPXivIaxG+//XYb1LUInRo0aJAN5yNGjJAnn3zSzmN/4IEH7Nru9KQDwOHRgF6VFeJN7i4xK3/0DX3f9ItI8OIlmWtEmvhGXXk0tAMAACD8oV17yHVddV1fXUN6165dbWA/88wz7fGJEyeKx+OxPe3a+66V4Z977rnA98fExMikSZNstXgN80lJSXZO/MMPPxzGZwUAKMu74Esx097Q6F66M721OO17idPueHGC5qoDAADAxeu0hwPrtANA5TG7d9redKdxG3H29Z6brWvF+8YjIhltfMPe2/USJ61BuJsKAAAQNhG3TjsAIHKZ7O1iVvzgW54tc7Vv57H9A6FdGrX0zVtPqRfWdgIAAEQaQjsA4IgYb4mYeV/45qhvXRt0xBFp2lakabvSPVrQjsAOAABw2AjtAIBDZvbmiJPoG76l1d69S2ba6u+iobxpe9/Q97Y9xUkuXaoTAAAAR47QDgA4ILNzi+1NNyvmiezKEs9Nfw6sq+6ccLaIrrPetoc4SWnhbioAAECNQ2gHAJRjdmy2a6jbOeo7NpUecDy+ofDN2ttNT+cTw9dIAACAKEBoBwBUsDzbv0t3eGJEWnT2Lc92TA9xEpLD2TwAAICoQmgHgChmCvJsj7pTN12cZh3sPqdFZzEa1Fse65ujfkx3ceKTwt1UAACAqERoB4AoY7xekQ0/i1kyU8zKH0WKC8Uc011i/KG9brp4bvmLOLUTwt1UAACAqEdoB4AoYX7NFLNklpils0Ryfy09UK+xOE19c9T9COwAAADuQGgHgCjh/eQfpeupxyWK0/EEcTr3F8lo7VtHHQAAAK5DaAeAmjj8ff1SMUtnizPgSnHiEu1+57iTxSSmiOfY/iJtuotTKzbcTQUAAMBBENoBoCYt07ZUh7/PFtmzy7ezWXtxup5qv/R0O01EbwAAAIgYhHYAiGCmME/Msjm2qJxkrik9EJ8kTsc+4jRpG87mAQAA4CgR2gEgkhUWiJn+hogxIo5HpHUX3/D31l0Z/g4AAFADENoBIEKY7Rtt9XfZmy2es663+5zkOuJ0P0MktYGvZz0pLdzNBAAAQCUitAOAi5m8XDE/fydm6UyRrev27XXEnDRcnJR6dstz+hVhbSMAAACqDqEdAFzIbFoh3nlfiKxeIOIt8e30xNhh73b4e2JquJsIAACAakBoBwAXLdXmeDy+r3/dKrLyR9+BRi3seup2+HtiSngbCQAAgGpFaAeAMDJ7d4v52Vf93Tm2vzg9z7T7nfa9RHZsFqdzP3EaNg93MwEAABAmhHYAqGampFhkzULx6jJtaxYFhr+bZd+J+EN77QRxTr0kzC0FAABAuBHagRrKa4wU+edCi0isJ0Y8jhPWNkHE+827YpZ8K5KXW7ozvZWvl73DCeFsGgAAAFyI0A7UQNmFeTJh4TTJzMsJ7MtISJXRXQdIWu2EsLYtGqu/OwnJpdvZ23yBPSlNnE79xOl8ojgNmoa1jQAAAHAvxxhjJMrl5ORIWlqaZGdnS2oqFZkR+YH96QVTZXt+rnil9O3tEUcaxCfLmG4DCe5VzBQX2arv3qWzRNYuFs+oh8Wpm+E7lrlWJG+3SMvO4mg1eAAAAESlnEPMofS0AzVsSLz2sJcN7PaYGLtfj4/rNZSh8lXA5GwXM/9LMYu/FckvHf5u1i0NhHYno1UYWwgAAIBIQ2gHahCdwx48JL4sDe56XM+Li+HtX1nM7l/FO/3fvjXV/YOXkur4hr4fe6I49RqHu4kAAACIUPzVDgBHQGcWOf7RCvGJIht/8QX2Fp3F0/0MkTbdAmuuAwAAAEeK0A4Ah8HszBSzYLqYzDXiuex3Nrg7sXHiGfwbkboZ4tRvEu4mAgAAoAYhtAM1iC7rplXis/J2l5vT7i9G1yghxZ6HQ2e8XpG1i8T70zSRdUtKD2jvevMO9kunbc/wNRAAAAA1FqEdqEG0uJwu63ag6vF6nCJ0h8bk7xGzeIaYBV+KZG/ft9cRadPVNwS+WbswtxAAAAA1HaEdqGF0OTdd1q3sOu3aw8467Ydp6zox37zr+zouUZwup4jT7TRx0hqGu2UAAACIEoR2oAbSYK7LummVeD8dEk8P+/6ZkmKRVT+Jyd8rnq6n+na26CTSrpc4rbqI0/EEO3cdAAAAqE6EdqCG0oDOsm4HZ/Zki1n0jZgFX4ns2WV71E2nvjaga5G5mHNvCXcTAQAAEMX4ix5AVC7XJltWi5k/Xcwvc0X8IxISU8XpcqqIFp4DAAAAXIDQDiDqmB8+EzPjvdIdjduI032AODoUvlZsOJsGAAAAhCC0A6jxTM4OkZJiceqm222nbQ8xsz8Wp0NvcbqdIU5Gq3A3EQAAAKgQoR1AzR0Cv2G5eOdPswXmpG3PwPx0p26GeG6cIE4clfQBAADgboR2ADWKKcwXs2yOGA3rOzaXHtD9Xq84Ho/dJLADAAAgEhDaAdQY3rmfiflukkhhnm+HVoDv3M83BL5B03A3DwAAADhshHYAEcsYr/5HHE+Mb0dMjC+w10kXp/vp4hzbX5y4xHA3EwAAADhihHYAEcfk7xGz5Fsx878Up++5NpwrG9LrNRZp2VkcxzcMHgAAAIhkhHYAEcNs22CDulk2W6S40Ldv6SwRf2jXXvVWx4W5lQAAAEDlIbQDcD3zyw/i/WmayKZfSnc2aCZO9zPE6dQ3nE0DAAAAqhShHYDreRd+5Qvsjkecdj1tWJem7cVxnHA3DQAAAKhShHYArmKyt4uZ97k4fc8TJzHF7vMcP0RM42PE6XqqOCn1wt1EAAAAoNoQ2gG4gtm5Rcz3n9g11kWrwscliNN/mD3mtDrO3gAAAIBoQ2gHEFYma514v5sssuJH3fLt1OrvrbqEu2kAAABA2BHaAYSFMUa8H/9NZNVPpTuP6SGePkPFyWgdzqYBAAAArkFoBxAWWkTOSUwVo/cdThDnhLPFadAs3M0CAAAAXIXQDqDKGZ2jvmqBeL+fLJ4BI8RJb2n3O33PFef4weLUTQ93EwEAAABXIrQDqDLGWyJm+VxbYE52bPLt++EzcYbeaL92UuqGuYUAAACAuxHaAVQ6U1IsZuksMd9/KpKd5dtZO0Gc7qeL0/PMcDcPAAAAiBiEdgCVzvufP4lkrvZtxCeL03OgON0HiBOfGO6mAQAAABGF0A7gqJmCvSKx8eJ4PHbb6dBbzO6dvvnqXU8VJzYu3E0EAAAAIhKhHcARM3m7xfw4Rcz86eIMHGmrwCun2+m+W63YcDcRAAAAiGiEdgCHzeT+KuaHz8Us/FqkuNC375cfRPyhnbAOAAAAVArfWNYwefzxx6V3796SkpIijRo1kgsuuECWL18eck5+fr7ceuutUr9+fUlOTpbhw4fL1q1bQ85Zv369DB06VBITE+3j3HvvvVJcXFzNzwao+Uz2NvFO/ad4X/6t7WG3gb1RS/Gce4t4zrkp3M0DAAAAapywhvavv/7aBvI5c+bIlClTpKioSAYNGiR79uwJnHP33XfL//73P3n33Xft+Zs3b5Zhw4YFjpeUlNjAXlhYKLNmzZLXX39dXnvtNXnwwQfD9KyAmsv72cu+3vWSYpGm7cQz7G7xXPkHcdr1EscJ668TAAAAoEZyjDFGXGLbtm22p1zD+SmnnCLZ2dnSsGFDefPNN+Wiiy6y5/z888/SqVMnmT17tvTt21c+/fRTOeecc2yYT09Pt+e88MILcv/999vHq1279kF/bk5OjqSlpdmfl5qaWuXPE4gUZus6kbQG4sQn+bZXLxTvT9PE02eoOM3ah7t5AAAAQMQ61Bzqqq4xbayqV6+evZ83b57tfR84cGDgnI4dO0qLFi1saFd636VLl0BgV4MHD7YvwJIlSyr8OQUFBfZ48A1AKbNphZS8P1G8bzws5qepgf1Om64SM/xuAjsAAAAQbYXovF6v3HXXXdK/f3857rjj7L7MzEzbU16nTp2QczWg6zH/OcGB3X/cf2x/c+nHjx9fRc8EiEx20M26JeL9bpLIphW+nY4jkpcb7qYBAAAAUcs1oV3nti9evFi+/fbbKv9ZY8eOldGjRwe2tae9efPmVf5zAbcyq+aLd87HIjocXsXUEqdzf3F6DxGnTqNwNw8AAACIWq4I7bfddptMmjRJvvnmG2nWrFlgf0ZGhi0wt2vXrpDedq0er8f853z//fchj+evLu8/p6y4uDh7A+BjVv7oC+y1aovT9VRxeg0WJ6VuuJsFAAAARD1PuIfjamD/4IMPZPr06dK6deuQ47169ZLY2FiZNm1aYJ8uCadLvPXr189u6/2iRYskKysrcI5WoteJ/J07d67GZwNEBlNcJN6FX4vZsTmwz+l9tjh9hornuifFc9plBHYAAADAJcJaPf6WW26xleE/+ugj6dChQ2C/VtBLSEiwX998883yySef2GXcNIjffvvtdr8u7+Zf8q179+7SpEkTefLJJ+089hEjRsh1110njz322CG1g+rxiAamqMAu12Z++Fxkzy5xOvQRz9Abwt0sAAAAICrlHGIODevw+Oeff97en3baaSH7X331Vbn66qvt1xMnThSPxyPDhw+3Vd+1Mvxzzz0XODcmJsYOrddwr73uSUlJMmrUKHn44Yer+dkA7mTy94pZMF3Mj1NKi8ol1xVpcky4mwYAAAAgktZpDxd62lFTeb//RMz3n4gU5vl2pDUUp/dZ4nQ+UZxaseFuHgAAABC1ciKhpx1AVTO+wF6/iTgnDBWnQ29xPDHhbhQAAACAQ0RoB2oIY7xifv5enOQ64jTvaPc5PQaKU6+JyDHdxHHCWncSAAAAwBEgtAM1gFm3RLwz3hPJWi+mQTPxXDVOHI9HnNg4kbY9wt08AAAAAEeI0A5EMJO1zhfW1y317aidIE6HE0SMN9wrOgIAAACoBIR2IAKZnO1iZn4gZtkc3w5PjDjdThen7zniJKSEu3kAAAAAKgmhHYhEmWsDgV3XW3f6XyhOnYbhbhUAAACASkZoByKAKSoU2blZnPRWvh3tevmKzHXuV7oPAAAAQI1DaAdczHi9YpbOEjPrQ5GSIvFc84Q4cQniOI44p18e7uYBAAAAqGKEdsCFjDEiaxb5iszt2OTbmVJPZFeWSHrLcDcPAAAAQDUhtAMuYzLXiPebd0U2LvftiEsUp89QcboPEKdWbLibBwAAAKAaEdoBFzE5O8T71qPa1S4SU8sX1E84W5yE5HA3DQAAAEAYENoBFxSZc2Jr26+d1PridD7RhnbnxAvsNgAAAIDoRWgHwsQUFYiZ94WYH6eI5/Lfi1M33e53Bl0tjuMJd/MAAAAAuAChHahmxlsiZvG3YmZ/JLIn27dv0TfinHKx/ZrADgAAAMCP0A5UZ0X4VT+J99v3RXZu8e1MayBO/2HidOgd7uYBAAAAcCFCO1BNgd374V/sMm5WfLI4fc8Rp+tpVIQHAAAAsF+EdqAaOI4jTpN2YjYsF6fnmeL0HiJOXGK4mwUAAADA5QjtQBUwubvEzPlYnHa9xGl5rN3n9BxoK8M7KXXD3TwAAAAAEYLQDlQiU5gnZu7nYuZ9LlJcKGbLavFc1dnX0x4bJ6I3AAAAADhEhHagEpiSYlsB3sz+WCRvt29nRhvxnHKxDewAAAAAcCQI7cBRMmsXi3f6GyK7snw76qSL56RhIjo0nsAOAAAA4CgQ2oGjVZjvC+yJqeL0O0+c404WJ4a3FgAAAICjR7IADpPZvlEkZ4c4bbr5dmiP+sAR4nTsK07t+HA3DwAAAEANQmgHDpHZvVPMrI/ELJ0pEp8knmueECcuwVdkrutp4W4eAAAAgBqI0A4chMnfK2bup2J+nCJSUuTb2bS9SFGBSFxCuJsHAAAAoAYjtAP7YYwRs2SmmBnviuTl+nY2bSeeky8Sp0nbcDcPAAAAQBQgtAP7s32jmC9e9X1dr7EN69KmGxXhAQAAAFQbQjsQxBivOI7Hfu00bC5OzzNFkuuI02MgFeEBAAAAVDtSCLCPWb1AvN+8K57zbxenbrrd5zntsnA3CwAAAEAUI7Qj6mlVeO+Xb4ms/NG3/d0kcYZcG+5mAQAAAAChHdHLlBSL+WmamNkf+SrBe2LscHin33nhbhoAAAAAWIR2RCWzeaV4p/7LFpuzmrQVz8AR4jRoFu6mAQAAAEAAoR1Ryaxf5gvs8UninHKxOMf2DxSgAwAAAAC3ILQjatZcl7zd4iSm2m3n+CEiRYXiHD9InISUcDcPAAAAACpEaEeV8xojRd6SwHasJ0Y81bjWudmx2TcUvmCveK56UBydu14rVpyTh1dbGwAAAADgSBDaUaWyC/NkwsJpkpmXE9iXkZAqo7sOkLTaCVX6s01Rga0Eb374XEQ/NKhVWyRrvUhG6yr9uQAAAABQWQjtqNLA/vSCqbI9Pzdkf1bebrt/TLeBVRbc7Zrr098Uydnu29Gmm3jOuEKc1AZV8vMAAAAAoCoQ2lFlQ+K1h10Du1dM6DExdr8eH9draKUOlTeF+eL97OXAmuuSUk88p18hTtselfYzAAAAAKC6ENpRJXQOe/CQ+LI0uOtxPS8uphL/GcbG2YJz4njE6TVInL7nilM7vvIeHwAAAACqEaEdEc9sWS1Sr7E4cQniOI54zrxapKRInIbNw900AAAAADgqhHZELJO/R8y3/xWz8Btxeg4U57TL7H6nXka4mwYAAAAAlYLQjiqhy7pplXgtOld2TrvyiCONElLseUey5rpZNkfMN++I7N03BL8w3+7XnnYAAAAAqCkI7agSWlxOl3XzV48PDu4a2BvEJ9vjh1uEzuzcIt5p/xbZ8LNvR73G4hkwQpzmHSr7KQAAAABA2BHaUWV0OTdd1q3sOu3aw34k67SbX34Q7yd/D6y5bovMabG5yixkBwAAAAAuQtpBldJgrsu6aZV4Px0Sf0TLvDVtZ8O63ts119MaVm5jAQAAAMBlCO2ochrQj2RZN7P7VzG/zBVPr0F220lKE8+Ih0RS6zN3HQAAAEBUILTDdYy3RMz86WJmfiBSVCCmboY4bbraY05ag3A3DwAAAACqDaEdrltz3Tv1nyLbNvh2NG4jklIv3M0CAAAAgLAgtMMVTP5eMTP/K2bB17olEpcozskXidPlZHEcT7ibBwAAAABhQWhH2On66t73J4hkrrHbTucTxTnlYnESU8PdNAAAAAAIK0I7wk6LynlOGCreb/8rngFXidO8Y7ibBAAAAACuQGhHtTNFhWK+/0QkrYF4jjvJ7nPa9hBP6y6suQ4AAAAAQUhIqFZm7WLxTntDJDvLzls3bXuIE59kjxHYAQAAACAUKQnVwuT+Kuar/9h1162kOuI5/XIb3AEAAAAAFSO0o8qLzJlls8VMf1OkME8nsIvTY6A4J54vTu2EcDcPAAAAAFwtrGtpffPNN3LuuedKkyZNbDGyDz/8sFzge/DBB6Vx48aSkJAgAwcOlBUrVoScs3PnTrnyyislNTVV6tSpI9dee63k5uZW8zPBfu3YJOazV3yBPb21eK78g3hOu4zADgAAAABuD+179uyRbt26yd/+9rcKjz/55JPy7LPPygsvvCDfffedJCUlyeDBgyU/Pz9wjgb2JUuWyJQpU2TSpEn2g4AbbrihGp8FDsRp0EycE84S58QLxHP5WHEatQx3kwAAAAAgYjhGu7NdQHvaP/jgA7ngggvstjZLe+DvueceGTNmjN2XnZ0t6enp8tprr8lll10my5Ytk86dO8vcuXPl+OOPt+d89tlncvbZZ8vGjRvt9x+KnJwcSUtLs4+vPfY4ysrwsz4Qp+tp4tRND3dzAAAAAMCVDjWHhrWn/UDWrFkjmZmZdki8nz6hPn36yOzZs+223uuQeH9gV3q+x+OxPfP7U1BQYF+g4BuOntm6TrxvPCxm3hfi/exl+8ELAAAAAODIuTa0a2BX2rMeTLf9x/S+UaNGIcdr1aol9erVC5xTkccff9x+AOC/NW/evEqeQ7QwXq94v58s3rceFdm5RSQpTTx9z7WjJwAAAAAANTC0V6WxY8faIQj+24YNG8LdpIhldm0T7zt/EvPt+yLeEpF2vcQz8mFxWncJd9MAAAAAIOK5dsm3jIwMe79161ZbPd5Pt7t37x44JysrK+T7iouLbUV5//dXJC4uzt5wdEzmWvG++6RIUYFI7XhxzrhSnE796GEHAAAAgJre0966dWsbvKdNmxbYp3PPda56v3797Lbe79q1S+bNmxc4Z/r06eL1eu3cd1Sxhs1E6maING0nnhHjxdP5RAI7AAAAANSUnnZdT33lypUhxefmz59v56S3aNFC7rrrLvnjH/8o7dq1syH+D3/4g60I768w36lTJxkyZIhcf/31dlm4oqIiue2222xl+UOtHI/DY9b/LNK0rTgxtezNM+wukfhkcTyu/fwHAAAAACJWWEP7Dz/8IKeffnpge/To0fZ+1KhRdlm3++67z67lruuua4/6SSedZJd0i4+PD3zPG2+8YYP6gAEDbNX44cOH27XdUblMUYGYr98Rs/ArcfqcI07/C+1+J5El8gAAAACgxq/THk6s035gZstq8X76ksiurXbb6TVYnFMuZig8AAAAAFRxDnVtITqEn/GWiPlukpg5k3RDJLmueIZcI06LzuFuGgAAAABEBUI7KmR2ZYn3k3+IZK62206HE8QZcJU48UnhbhoAAAAARA1COyqmsya2bxSJSxBnwAjxdKQaPwAAAABUN0I7QorNObG+9euduuniOecmkYbNxUmpF+6mAQAAAEBUYp0uWGblT+J9+bdiNiwP7HPadCOwAwAAAEAY0dMe5Uxhnpiv/iNm8Qy77Z33ucQ07xDuZgEAAAAACO3RzWxe6VvKLXub9quLc/xgcU68INzNAgAAAADsQ2iPQqakWMycj8V8/4mv4FxKPfEMuU4cetgBAAAAwFUI7dFo9QIx3022Xzqd+olzxhXixCWGu1UAAAAAgDII7dGobU9xjjtZnFbHitO+d7hbAwAAAADYD6rHRwivMVJQUhy46fahMrm/ivezl8Xk5dptx3HEM+hqAjsAAAAAuBw97REguzBPJiycJpl5OYF9GQmpMrrrAEmrnXDA7zW//CDeqf8Uyd9j5687Z11XDS0GAAAAAFQGetojILA/vWCqZOXtDtmv27pfj1fEFOy1leG9k573Bfb0luL0GVpNrQYAAAAAVAZCu4vpEHjtYd+enyteCR0Or9u6X4+XHSpvNiwX7z/HiVk2W8fC27Duuex34tRrXM3PAAAAAABwNBge72JF3pKQIfFlaXDX43peXIzvUnp//k7MJ//Q6C6S1lA8Q64Vp2m7amw1AAAAAKCyENprGKfVcWKS69h757RLxTnInHcAAAAAgHsR2iOco8XlVs0X066XrQrvxCeJZ8RD4iQkh7tpAAAAAICjxJx2F4v1xNgq8R5xKjxer6BAxqxYKDGTnhezZGZgP4EdAAAAAGoGQruLeRzHLuvWID65XHA/YcdWeWDJHGmdvV2kVu2wtREAAAAAUHUI7S6n67CP6TZQGiWk2O2E4iL5zarFcvXqxRJfUiyS0Vo8I8aJ57iTwt1UAAAAAEAlY057hAT3cb2GStGGZRLz2cvi5O4ScTzi9D1HnBOGirOvcjwAAAAAoGYh7UXQUPnanhjx5maL1EkXz1nXidO4TbibBQAAAACoQoT2COI06yCec28RaXWsOLFx4W4OAAAAAKCKEdojjNOuZ7ibAAAAAACoJhSiAwAAAADApQjtAAAAAAC4FKEdAAAAAACXIrQDAAAAAOBShHYAAAAAAFyK0A4AAAAAgEsR2gEAAAAAcClCOwAAAAAALkVoBwAAAADApQjtAAAAAAC4FKEdAAAAAACXIrQDAAAAAOBShHYAAAAAAFyK0A4AAAAAgEsR2gEAAAAAcClCOwAAAAAALkVoBwAAAADApQjtAAAAAAC4VK1wN8ANjDH2PicnJ9xNAQAAAABEgZx9+dOfR/eH0C4iu3fvtvfNmzcPd1MAAAAAAFGWR9PS0vZ73DEHi/VRwOv1yubNmyUlJUUcxwl3c3AEn1DpBy4bNmyQ1NTUcDcHlYTrWvNwTWsmrmvNwzWtmbiuNQ/XNPJpFNfA3qRJE/F49j9znZ52ndjv8UizZs3C3QwcJf1lxS+smofrWvNwTWsmrmvNwzWtmbiuNQ/XNLIdqIfdj0J0AAAAAAC4FKEdAAAAAACXIrQj4sXFxcm4cePsPWoOrmvNwzWtmbiuNQ/XtGbiutY8XNPoQSE6AAAAAABcip52AAAAAABcitAOAAAAAIBLEdoBAAAAAHApQjsAAAAAAC5FaIcrPP7449K7d29JSUmRRo0ayQUXXCDLly8POee0004Tx3FCbjfddFPIOevXr5ehQ4dKYmKifZx7771XiouLQ8756quvpGfPnrbSZtu2beW1116rlucYbR566KFy16tjx46B4/n5+XLrrbdK/fr1JTk5WYYPHy5bt24NeQyup/u0atWq3HXVm15LxfvU/b755hs599xzpUmTJvb6fPjhhyHHtT7tgw8+KI0bN5aEhAQZOHCgrFixIuScnTt3ypVXXimpqalSp04dufbaayU3NzfknIULF8rJJ58s8fHx0rx5c3nyySfLteXdd9+1vxf0nC5dusgnn3xSRc86uq9rUVGR3H///fY1TkpKsueMHDlSNm/efND39xNPPBFyDtfVPe/Vq6++utz1GjJkSMg5vFcj77pW9P9YvT311FOBc3ivRiGtHg+E2+DBg82rr75qFi9ebObPn2/OPvts06JFC5Obmxs459RTTzXXX3+92bJlS+CWnZ0dOF5cXGyOO+44M3DgQPPTTz+ZTz75xDRo0MCMHTs2cM7q1atNYmKiGT16tFm6dKn561//amJiYsxnn31W7c+5phs3bpw59thjQ67Xtm3bAsdvuukm07x5czNt2jTzww8/mL59+5oTTzwxcJzr6U5ZWVkh13TKlCm6Aon58ssv7XHep+6nr/nvf/978/7779tr98EHH4Qcf+KJJ0xaWpr58MMPzYIFC8x5551nWrdubfLy8gLnDBkyxHTr1s3MmTPHzJgxw7Rt29ZcfvnlgeN6zdPT082VV15pf6+/9dZbJiEhwbz44ouBc2bOnGmv65NPPmmv8wMPPGBiY2PNokWLqumViJ7rumvXLvue+89//mN+/vlnM3v2bHPCCSeYXr16hTxGy5YtzcMPPxzy/g3+/zDX1V3v1VGjRtn3YvD12rlzZ8g5vFcj77oGX0+9vfLKK8ZxHLNq1arAObxXow+hHa4NBvqL7Ouvvw7s0zBw5513HvCXoMfjMZmZmYF9zz//vElNTTUFBQV2+7777rNBMtill15qPzRA5Yd2/UOhIvoHpP6P4d133w3sW7Zsmb3m+sek4npGBn1PHnPMMcbr9dpt3qeRpewfjHodMzIyzFNPPRXyfo2Li7N/9Cn9406/b+7cuYFzPv30U/tH5aZNm+z2c889Z+rWrRu4pur+++83HTp0CGxfcsklZujQoSHt6dOnj7nxxhur6NlGj4qCQFnff/+9PW/dunUhQWDixIn7/R6ua/jsL7Sff/75+/0e3qs1472q1/iMM84I2cd7NfowPB6ulJ2dbe/r1asXsv+NN96QBg0ayHHHHSdjx46VvXv3Bo7Nnj3bDu1JT08P7Bs8eLDk5OTIkiVLAufoUM9geo7uR+XTIbU6/KtNmzZ2eJ4Oi1bz5s2zwzWDr4UOz2rRokXgWnA93a+wsFD+/e9/yzXXXGOH5vnxPo1ca9askczMzJDXPy0tTfr06RPy3tRhtscff3zgHD3f4/HId999FzjnlFNOkdq1a4dcQ5329OuvvwbO4TqH9/+z+r7VaxlMh9jqtKUePXrY4bjBU1e4ru6jU4l0mlGHDh3k5ptvlh07dgSO8V6NfDptcPLkyXZaQ1m8V6NLrXA3ACjL6/XKXXfdJf3797d/9PtdccUV0rJlSxsCdZ6Ozs/TXz7vv/++Pa5/aAYHAeXf1mMHOkcDQ15enp2/icqhf+TrPGT9Q2LLli0yfvx4O7dq8eLF9jro/0jK/rGo1+Jg18p/7EDncD2rh87D27Vrl51X6cf7NLL5r0FFr3/w9dGQEKxWrVr2Q9bgc1q3bl3uMfzH6tatu9/r7H8MVB2tKaLvzcsvv9zOdfa74447bC0JvZazZs2yH7rp7+8JEybY41xXd9H568OGDbPXZNWqVfK73/1OzjrrLBu6YmJieK/WAK+//rqt96TXORjv1ehDaIfraEErDXbffvttyP4bbrgh8LX21GmRpAEDBtj/UR1zzDFhaCkORP9w8OvatasN8Rrm3nnnHUJXDfHyyy/b66wB3Y/3KeBuOsrpkksusQUHn3/++ZBjo0ePDvm9rR+u3njjjbZYrBaFhLtcdtllIb9v9Zrp71ntfdffu4h8r7zyih2pqIXigvFejT4Mj4er3HbbbTJp0iT58ssvpVmzZgc8V0OgWrlypb3PyMgoV33cv63HDnSO9jQQJKuW9qq3b9/eXi+9Djq0Wntpy16Lg10r/7EDncP1rHrr1q2TqVOnynXXXXfA83ifRhb/Najo9Q++PllZWSHHdVimVqmujPev/ziqLrDr+3fKlCkhvez7e//qtV27dq3d5rq6m05F06lJwb9vea9GrhkzZtiRagf7/6zivVrzEdrhCvqJvwb2Dz74QKZPn15uSE9F5s+fb++1J0/169dPFi1aFPI/KP8fJZ07dw6cM23atJDH0XN0P6qWLjGjva16vXr16iWxsbEh10L/x6Rz3v3Xguvpbq+++qoddqlLtx0I79PIor979Q+24NdfpyXo/Nfg96Z+4Ka1Kfz097ZObfJ/SKPn6LJGGhKDr6FOl9Fhmf5zuM7VH9i11oh+4KZzYQ9G3786/9k/xJrr6m4bN260c9qDf9/yXo3s0Wz691K3bt0Oei7v1SgQ7kp4gLr55pvtEkNfffVVyPIVe/futcdXrlxpl7bQpcHWrFljPvroI9OmTRtzyimnlFtKatCgQXbZOF0eqmHDhhUuJXXvvffaauV/+9vfWEqqitxzzz32eur10mVFdLkhXdpLVwbwL/mmy/pNnz7dXtd+/frZmx/X071KSkrstdNKtMF4n0aG3bt32+X29KZ/BkyYMMF+7a8irku+1alTx16/hQsX2srFFS351qNHD/Pdd9+Zb7/91rRr1y5kGSmtOK/LDY0YMcIuN/T222/ba1p2uaFatWqZp59+2l5nXXGC5Yaq5roWFhbapfuaNWtm33fB/5/1V5eeNWuWrUatx3VpqX//+9/2vTly5MjAz+C6uuea6rExY8bYFVf09+3UqVNNz5497XsxPz8/8Bi8VyPvd7B/yTa9Drq6Slm8V6MToR2uoL+0Krrp2u1q/fr19g//evXq2aWHdJ1R/YM+eP1ntXbtWnPWWWfZtSg1IGpwLCoqCjlH15Pu3r27qV27tg0U/p+ByqVLdDVu3Ni+zk2bNrXbGur8NADccsstdkkS/R/JhRdeaP+ADMb1dKfPP//cvj+XL18esp/3aWTQ17ai37e6fJR/2bc//OEP9g8+vY4DBgwod6137Nhh//BPTk62y/X95je/sX+IBtM13k866ST7GPo7QD8MKOudd94x7du3t9dZl/mbPHlyFT/76LyuGur29/9Z/T41b948u9yTfoAeHx9vOnXqZB577LGQAKi4ru64ptqpoR9+aljToKVLgF1//fUhy2kq3quR9ztYabjW/0dq+C6L92p0cvQ/4e7tBwAAAAAA5TGnHQAAAAAAlyK0AwAAAADgUoR2AAAAAABcitAOAAAAAIBLEdoBAAAAAHApQjsAAAAAAC5FaAcAAAAAwKUI7QAARCHHceTDDz8MdzMAAMBBENoBAKhBrr76ahvI9RYbGyvp6ely5plnyiuvvCJerzdw3pYtW+Sss846pMck4AMAED6EdgAAapghQ4bYUL527Vr59NNP5fTTT5c777xTzjnnHCkuLrbnZGRkSFxcXLibCgAADoLQDgBADaNhXEN506ZNpWfPnvK73/1OPvroIxvgX3vttXK954WFhXLbbbdJ48aNJT4+Xlq2bCmPP/64PdaqVSt7f+GFF9rv8W+vWrVKzj//fNuTn5ycLL1795apU6eGtEPPfeyxx+Saa66RlJQUadGihfz9738POWfjxo1y+eWXS7169SQpKUmOP/54+e677wLHtd36HLRdbdq0kfHjxwc+eAAAIBoQ2gEAiAJnnHGGdOvWTd5///1yx5599ln5+OOP5Z133pHly5fLG2+8EQjnc+fOtfevvvqq7b33b+fm5srZZ58t06ZNk59++sn27p977rmyfv36kMd+5plnbBDXc2655Ra5+eab7c/wP8app54qmzZtsj9/wYIFct999wWG8c+YMUNGjhxpRwksXbpUXnzxRfuhw6OPPlrlrxcAAG5RK9wNAAAA1aNjx46ycOHCcvs1aLdr105OOukk25uuPe1+DRs2tPd16tSxvfd++gGA3vweeeQR+eCDD2z41l57Pw32GtbV/fffLxMnTpQvv/xSOnToIG+++aZs27bNfhCgPe2qbdu2ge/VXvXf/va3MmrUKLutPe36czTYjxs3rpJfHQAA3InQDgBAlDDG2FBeUfE6LVanQVp7zHXu+6BBgw74WNpL/tBDD8nkyZNtD7wOWc/LyyvX0961a9fA1/qzNfhnZWXZ7fnz50uPHj0Cgb0s7XmfOXNmSM96SUmJ5Ofny969eyUxMfGwXwMAACINoR0AgCixbNkyad26dbn9Omd8zZo1ds67zku/5JJLZODAgfLee+/t97HGjBkjU6ZMkaefftr2jickJMhFF11k58cH0wr2wTS4+4e/6/cc7IMB7W0fNmxYuWM6xx0AgGhAaAcAIApMnz5dFi1aJHfffXeFx1NTU+XSSy+1Nw3f2uO+c+dO2wuuwVt7uINpD7j20GuBOn/A1mr1h0N74V966aXAz6nowwSd/x48ZB4AgGhDaAcAoIYpKCiQzMxMG7S3bt0qn332ma0Gr8PetbBbWRMmTLCV43WousfjkXfffdcOY9d57EqL0mnBuf79+9vK9HXr1rVz4LWonRaf097zP/zhDyHrwB8KrRqv1eUvuOAC2z5tgxasa9KkifTr108efPBB22atOq8fJGjbdMj84sWL5Y9//GOlvV4AALgZ1eMBAKhhNKRrANawrT3mWvhNK8Tr8mkxMTHlztfl2J588klb5V2XbtMe808++cSGZH8FeB0K37x5cxvs/UFfw/uJJ55og/vgwYNtz/jhqF27tnzxxRfSqFEjW7CuS5cu8sQTTwTaqI85adIke462q2/fvraQXXChPAAAajrHaFUaAAAAAADgOvS0AwAAAADgUoR2AAAAAABcitAOAAAAAIBLEdoBAAAAAHApQjsAAAAAAC5FaAcAAAAAwKUI7QAAAAAAuBShHQAAAAAAlyK0AwAAAADgUoR2AAAAAABcitAOAAAAAIBLEdoBAAAAABB3+n+svu+AZ0WEDQAAAABJRU5ErkJggg=="
},
"metadata": {},
"output_type": "display_data"
}
],
- "execution_count": 20
+ "execution_count": 61
},
{
"cell_type": "code",
@@ -1081,8 +1081,8 @@
"outputs_hidden": false
},
"ExecuteTime": {
- "end_time": "2025-11-23T08:49:27.354384Z",
- "start_time": "2025-11-23T08:49:27.348610Z"
+ "end_time": "2025-12-21T14:55:34.559847Z",
+ "start_time": "2025-12-21T14:55:34.553788Z"
}
},
"source": [
@@ -1102,41 +1102,41 @@
"text": [
"* Selected model: Gaussian model\n",
"* Nugget: 0\n",
- "* Sill: 525.2737591256329\n",
+ "* Sill: 478.90567078851103\n",
"* Range: 8000\n",
"* Spatial Dependency Strength is Undefined: nugget equal to 0, cannot estimate\n",
"* Mean Bias: None\n",
- "* Mean RMSE: 186.92101476704724\n",
+ "* Mean RMSE: 159.98897643128805\n",
"* Error-lag weighting method: equal\n",
"\n",
"\n",
"+---------+--------------------+--------------------+--------------------+\n",
"| lag | theoretical | experimental | bias (real-yhat) |\n",
"+---------+--------------------+--------------------+--------------------+\n",
- "| 1000.0 | 8.143614814010155 | 13.455312467871126 | 5.311697653860971 |\n",
- "| 2000.0 | 31.824728249874155 | 93.92146189656636 | 62.0967336466922 |\n",
- "| 3000.0 | 68.90800853750102 | 91.15385782611257 | 22.245849288611552 |\n",
- "| 4000.0 | 116.19014419172949 | 129.80778907487542 | 13.617644883145928 |\n",
- "| 5000.0 | 169.85575520062633 | 191.51396771377688 | 21.658212513150545 |\n",
- "| 6000.0 | 225.9817928939993 | 291.47700633100357 | 65.49521343700425 |\n",
- "| 7000.0 | 280.9987755386882 | 341.51732783411336 | 60.51855229542514 |\n",
- "| 8000.0 | 332.03634215647224 | 333.76067852233155 | 1.7243363658593012 |\n",
- "| 9000.0 | 377.1134921793506 | 499.684106171502 | 122.57061399215138 |\n",
- "| 10000.0 | 415.17039784123733 | 510.6352081433735 | 95.46481030213619 |\n",
- "| 11000.0 | 445.9692829902109 | 622.4347341620387 | 176.4654511718278 |\n",
- "| 12000.0 | 469.91031223109565 | 623.6261606284401 | 153.71584839734442 |\n",
- "| 13000.0 | 487.81297711661153 | 738.0464888109063 | 250.2335116942948 |\n",
- "| 14000.0 | 500.70637848936525 | 818.5988333289926 | 317.8924548396273 |\n",
- "| 15000.0 | 509.6577818786159 | 844.3639402156592 | 334.70615833704335 |\n",
- "| 16000.0 | 515.6530346357598 | 776.9230517999226 | 261.2700171641628 |\n",
- "| 17000.0 | 519.5289621426542 | 944.3435613098997 | 424.81459916724543 |\n",
- "| 18000.0 | 521.9489257088419 | 712.6753709826502 | 190.72644527380828 |\n",
- "| 19000.0 | 523.4086966106361 | 628.9963959396589 | 105.58769932902283 |\n",
+ "| 1000.0 | 7.424744235536801 | 66.71388540855338 | 59.28914117301658 |\n",
+ "| 2000.0 | 29.015427794333753 | 130.66628344322854 | 101.65085564889478 |\n",
+ "| 3000.0 | 62.825213477796176 | 377.5405401178886 | 314.7153266400924 |\n",
+ "| 4000.0 | 105.93355936108222 | 250.66718626708865 | 144.73362690600644 |\n",
+ "| 5000.0 | 154.86188481421806 | 325.5561456427749 | 170.69426082855682 |\n",
+ "| 6000.0 | 206.03344490697575 | 387.4814906048632 | 181.44804569788747 |\n",
+ "| 7000.0 | 256.19385082954307 | 302.07493544556206 | 45.881084616018995 |\n",
+ "| 8000.0 | 302.72612024499887 | 469.53885776562294 | 166.81273752062407 |\n",
+ "| 9000.0 | 343.8241237029969 | 486.79931370125183 | 142.9751899982549 |\n",
+ "| 10000.0 | 378.52158882000424 | 512.0646265352149 | 133.54303771521063 |\n",
+ "| 11000.0 | 406.6017289289635 | 529.991767276145 | 123.39003834718147 |\n",
+ "| 12000.0 | 428.4293844491225 | 582.4717932210419 | 154.04240877191944 |\n",
+ "| 13000.0 | 444.7517070227298 | 692.506923505966 | 247.7552164832362 |\n",
+ "| 14000.0 | 456.506954502525 | 649.5775483966735 | 193.0705938941485 |\n",
+ "| 15000.0 | 464.6681804730809 | 624.8696046337229 | 160.20142416064203 |\n",
+ "| 16000.0 | 470.13420746058165 | 643.74627487684 | 173.6120674162583 |\n",
+ "| 17000.0 | 473.66799080758676 | 571.3688648923311 | 97.70087408474433 |\n",
+ "| 18000.0 | 475.8743341758106 | 540.0470107890337 | 64.17267661322313 |\n",
+ "| 19000.0 | 477.20524505947054 | 600.2575887426275 | 123.05234368315695 |\n",
"+---------+--------------------+--------------------+--------------------+\n"
]
}
],
- "execution_count": 21
+ "execution_count": 62
},
{
"cell_type": "code",
@@ -1147,8 +1147,8 @@
"outputs_hidden": false
},
"ExecuteTime": {
- "end_time": "2025-11-23T08:49:27.559412Z",
- "start_time": "2025-11-23T08:49:27.428027Z"
+ "end_time": "2025-12-21T14:55:34.827178Z",
+ "start_time": "2025-12-21T14:55:34.642752Z"
}
},
"source": [
@@ -1160,13 +1160,13 @@
"text/plain": [
""
],
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"
+ "image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
- "execution_count": 22
+ "execution_count": 63
},
{
"cell_type": "code",
@@ -1177,8 +1177,8 @@
"outputs_hidden": false
},
"ExecuteTime": {
- "end_time": "2025-11-23T08:49:27.601987Z",
- "start_time": "2025-11-23T08:49:27.596163Z"
+ "end_time": "2025-12-21T14:55:34.895896Z",
+ "start_time": "2025-12-21T14:55:34.889607Z"
}
},
"source": [
@@ -1198,41 +1198,41 @@
"text": [
"* Selected model: Linear model\n",
"* Nugget: 0\n",
- "* Sill: 525.2737591256329\n",
+ "* Sill: 478.90567078851103\n",
"* Range: 8000\n",
"* Spatial Dependency Strength is Undefined: nugget equal to 0, cannot estimate\n",
"* Mean Bias: None\n",
- "* Mean RMSE: 185.06598449336948\n",
+ "* Mean RMSE: 107.47814162764915\n",
"* Error-lag weighting method: equal\n",
"\n",
"\n",
"+---------+--------------------+--------------------+---------------------+\n",
"| lag | theoretical | experimental | bias (real-yhat) |\n",
"+---------+--------------------+--------------------+---------------------+\n",
- "| 1000.0 | 65.65921989070411 | 13.455312467871126 | -52.203907422832984 |\n",
- "| 2000.0 | 131.31843978140822 | 93.92146189656636 | -37.39697788484186 |\n",
- "| 3000.0 | 196.97765967211234 | 91.15385782611257 | -105.82380184599977 |\n",
- "| 4000.0 | 262.63687956281643 | 129.80778907487542 | -132.82909048794102 |\n",
- "| 5000.0 | 328.2960994535205 | 191.51396771377688 | -136.78213173974365 |\n",
- "| 6000.0 | 393.9553193442247 | 291.47700633100357 | -102.47831301322111 |\n",
- "| 7000.0 | 459.61453923492877 | 341.51732783411336 | -118.09721140081541 |\n",
- "| 8000.0 | 525.2737591256329 | 333.76067852233155 | -191.51308060330132 |\n",
- "| 9000.0 | 525.2737591256329 | 499.684106171502 | -25.589652954130884 |\n",
- "| 10000.0 | 525.2737591256329 | 510.6352081433735 | -14.638550982259346 |\n",
- "| 11000.0 | 525.2737591256329 | 622.4347341620387 | 97.16097503640583 |\n",
- "| 12000.0 | 525.2737591256329 | 623.6261606284401 | 98.3524015028072 |\n",
- "| 13000.0 | 525.2737591256329 | 738.0464888109063 | 212.77272968527348 |\n",
- "| 14000.0 | 525.2737591256329 | 818.5988333289926 | 293.3250742033597 |\n",
- "| 15000.0 | 525.2737591256329 | 844.3639402156592 | 319.09018109002636 |\n",
- "| 16000.0 | 525.2737591256329 | 776.9230517999226 | 251.64929267428977 |\n",
- "| 17000.0 | 525.2737591256329 | 944.3435613098997 | 419.0698021842668 |\n",
- "| 18000.0 | 525.2737591256329 | 712.6753709826502 | 187.40161185701731 |\n",
- "| 19000.0 | 525.2737591256329 | 628.9963959396589 | 103.72263681402603 |\n",
+ "| 1000.0 | 59.86320884856388 | 66.71388540855338 | 6.850676559989502 |\n",
+ "| 2000.0 | 119.72641769712776 | 130.66628344322854 | 10.939865746100779 |\n",
+ "| 3000.0 | 179.58962654569163 | 377.5405401178886 | 197.95091357219698 |\n",
+ "| 4000.0 | 239.45283539425552 | 250.66718626708865 | 11.214350872833137 |\n",
+ "| 5000.0 | 299.3160442428194 | 325.5561456427749 | 26.240101399955506 |\n",
+ "| 6000.0 | 359.17925309138326 | 387.4814906048632 | 28.30223751347995 |\n",
+ "| 7000.0 | 419.04246193994715 | 302.07493544556206 | -116.96752649438508 |\n",
+ "| 8000.0 | 478.90567078851103 | 469.53885776562294 | -9.366813022888095 |\n",
+ "| 9000.0 | 478.90567078851103 | 486.79931370125183 | 7.893642912740802 |\n",
+ "| 10000.0 | 478.90567078851103 | 512.0646265352149 | 33.15895574670384 |\n",
+ "| 11000.0 | 478.90567078851103 | 529.991767276145 | 51.08609648763394 |\n",
+ "| 12000.0 | 478.90567078851103 | 582.4717932210419 | 103.5661224325309 |\n",
+ "| 13000.0 | 478.90567078851103 | 692.506923505966 | 213.601252717455 |\n",
+ "| 14000.0 | 478.90567078851103 | 649.5775483966735 | 170.67187760816245 |\n",
+ "| 15000.0 | 478.90567078851103 | 624.8696046337229 | 145.9639338452119 |\n",
+ "| 16000.0 | 478.90567078851103 | 643.74627487684 | 164.84060408832892 |\n",
+ "| 17000.0 | 478.90567078851103 | 571.3688648923311 | 92.46319410382006 |\n",
+ "| 18000.0 | 478.90567078851103 | 540.0470107890337 | 61.14134000052269 |\n",
+ "| 19000.0 | 478.90567078851103 | 600.2575887426275 | 121.35191795411646 |\n",
"+---------+--------------------+--------------------+---------------------+\n"
]
}
],
- "execution_count": 23
+ "execution_count": 64
},
{
"cell_type": "code",
@@ -1243,8 +1243,8 @@
"outputs_hidden": false
},
"ExecuteTime": {
- "end_time": "2025-11-23T08:49:27.776361Z",
- "start_time": "2025-11-23T08:49:27.647233Z"
+ "end_time": "2025-12-21T14:55:35.135733Z",
+ "start_time": "2025-12-21T14:55:34.981617Z"
}
},
"source": [
@@ -1256,13 +1256,13 @@
"text/plain": [
""
],
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"
+ "image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
- "execution_count": 24
+ "execution_count": 65
},
{
"cell_type": "code",
@@ -1273,8 +1273,8 @@
"outputs_hidden": false
},
"ExecuteTime": {
- "end_time": "2025-11-23T08:49:27.813443Z",
- "start_time": "2025-11-23T08:49:27.807266Z"
+ "end_time": "2025-12-21T14:55:35.201511Z",
+ "start_time": "2025-12-21T14:55:35.194494Z"
}
},
"source": [
@@ -1294,41 +1294,41 @@
"text": [
"* Selected model: Power model\n",
"* Nugget: 0\n",
- "* Sill: 525.2737591256329\n",
+ "* Sill: 478.90567078851103\n",
"* Range: 8000\n",
"* Spatial Dependency Strength is Undefined: nugget equal to 0, cannot estimate\n",
"* Mean Bias: None\n",
- "* Mean RMSE: 175.10243379095127\n",
+ "* Mean RMSE: 131.6193788004333\n",
"* Error-lag weighting method: equal\n",
"\n",
"\n",
- "+---------+--------------------+--------------------+---------------------+\n",
- "| lag | theoretical | experimental | bias (real-yhat) |\n",
- "+---------+--------------------+--------------------+---------------------+\n",
- "| 1000.0 | 8.207402486338014 | 13.455312467871126 | 5.2479099815331125 |\n",
- "| 2000.0 | 32.829609945352054 | 93.92146189656636 | 61.0918519512143 |\n",
- "| 3000.0 | 73.86662237704212 | 91.15385782611257 | 17.28723544907045 |\n",
- "| 4000.0 | 131.31843978140822 | 129.80778907487542 | -1.5106507065328003 |\n",
- "| 5000.0 | 205.18506215845034 | 191.51396771377688 | -13.671094444673457 |\n",
- "| 6000.0 | 295.4664895081685 | 291.47700633100357 | -3.9894831771649137 |\n",
- "| 7000.0 | 402.16272183056265 | 341.51732783411336 | -60.645393996449286 |\n",
- "| 8000.0 | 525.2737591256329 | 333.76067852233155 | -191.51308060330132 |\n",
- "| 9000.0 | 525.2737591256329 | 499.684106171502 | -25.589652954130884 |\n",
- "| 10000.0 | 525.2737591256329 | 510.6352081433735 | -14.638550982259346 |\n",
- "| 11000.0 | 525.2737591256329 | 622.4347341620387 | 97.16097503640583 |\n",
- "| 12000.0 | 525.2737591256329 | 623.6261606284401 | 98.3524015028072 |\n",
- "| 13000.0 | 525.2737591256329 | 738.0464888109063 | 212.77272968527348 |\n",
- "| 14000.0 | 525.2737591256329 | 818.5988333289926 | 293.3250742033597 |\n",
- "| 15000.0 | 525.2737591256329 | 844.3639402156592 | 319.09018109002636 |\n",
- "| 16000.0 | 525.2737591256329 | 776.9230517999226 | 251.64929267428977 |\n",
- "| 17000.0 | 525.2737591256329 | 944.3435613098997 | 419.0698021842668 |\n",
- "| 18000.0 | 525.2737591256329 | 712.6753709826502 | 187.40161185701731 |\n",
- "| 19000.0 | 525.2737591256329 | 628.9963959396589 | 103.72263681402603 |\n",
- "+---------+--------------------+--------------------+---------------------+\n"
+ "+---------+--------------------+--------------------+--------------------+\n",
+ "| lag | theoretical | experimental | bias (real-yhat) |\n",
+ "+---------+--------------------+--------------------+--------------------+\n",
+ "| 1000.0 | 7.482901106070485 | 66.71388540855338 | 59.230984302482895 |\n",
+ "| 2000.0 | 29.93160442428194 | 130.66628344322854 | 100.7346790189466 |\n",
+ "| 3000.0 | 67.34610995463436 | 377.5405401178886 | 310.19443016325425 |\n",
+ "| 4000.0 | 119.72641769712776 | 250.66718626708865 | 130.94076856996088 |\n",
+ "| 5000.0 | 187.07252765176213 | 325.5561456427749 | 138.48361799101275 |\n",
+ "| 6000.0 | 269.38443981853743 | 387.4814906048632 | 118.09705078632578 |\n",
+ "| 7000.0 | 366.66215419745373 | 302.07493544556206 | -64.58721875189167 |\n",
+ "| 8000.0 | 478.90567078851103 | 469.53885776562294 | -9.366813022888095 |\n",
+ "| 9000.0 | 478.90567078851103 | 486.79931370125183 | 7.893642912740802 |\n",
+ "| 10000.0 | 478.90567078851103 | 512.0646265352149 | 33.15895574670384 |\n",
+ "| 11000.0 | 478.90567078851103 | 529.991767276145 | 51.08609648763394 |\n",
+ "| 12000.0 | 478.90567078851103 | 582.4717932210419 | 103.5661224325309 |\n",
+ "| 13000.0 | 478.90567078851103 | 692.506923505966 | 213.601252717455 |\n",
+ "| 14000.0 | 478.90567078851103 | 649.5775483966735 | 170.67187760816245 |\n",
+ "| 15000.0 | 478.90567078851103 | 624.8696046337229 | 145.9639338452119 |\n",
+ "| 16000.0 | 478.90567078851103 | 643.74627487684 | 164.84060408832892 |\n",
+ "| 17000.0 | 478.90567078851103 | 571.3688648923311 | 92.46319410382006 |\n",
+ "| 18000.0 | 478.90567078851103 | 540.0470107890337 | 61.14134000052269 |\n",
+ "| 19000.0 | 478.90567078851103 | 600.2575887426275 | 121.35191795411646 |\n",
+ "+---------+--------------------+--------------------+--------------------+\n"
]
}
],
- "execution_count": 25
+ "execution_count": 66
},
{
"cell_type": "code",
@@ -1339,8 +1339,8 @@
"outputs_hidden": false
},
"ExecuteTime": {
- "end_time": "2025-11-23T08:49:27.997118Z",
- "start_time": "2025-11-23T08:49:27.869077Z"
+ "end_time": "2025-12-21T14:55:35.506762Z",
+ "start_time": "2025-12-21T14:55:35.291434Z"
}
},
"source": [
@@ -1352,13 +1352,13 @@
"text/plain": [
""
],
- "image/png": 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"
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"
},
"metadata": {},
"output_type": "display_data"
}
],
- "execution_count": 26
+ "execution_count": 67
},
{
"cell_type": "code",
@@ -1369,8 +1369,8 @@
"outputs_hidden": false
},
"ExecuteTime": {
- "end_time": "2025-11-23T08:49:28.041126Z",
- "start_time": "2025-11-23T08:49:28.034603Z"
+ "end_time": "2025-12-21T14:55:35.579391Z",
+ "start_time": "2025-12-21T14:55:35.572937Z"
}
},
"source": [
@@ -1391,41 +1391,41 @@
"text": [
"* Selected model: Spherical model\n",
"* Nugget: 0\n",
- "* Sill: 525.2737591256329\n",
+ "* Sill: 478.90567078851103\n",
"* Range: 8000\n",
"* Spatial Dependency Strength is Undefined: nugget equal to 0, cannot estimate\n",
"* Mean Bias: None\n",
- "* Mean RMSE: 205.52548794337903\n",
+ "* Mean RMSE: 108.209074255922\n",
"* Error-lag weighting method: equal\n",
"\n",
"\n",
"+---------+--------------------+--------------------+---------------------+\n",
"| lag | theoretical | experimental | bias (real-yhat) |\n",
"+---------+--------------------+--------------------+---------------------+\n",
- "| 1000.0 | 97.97586718066003 | 13.455312467871126 | -84.52055471278891 |\n",
- "| 2000.0 | 192.87395842894333 | 93.92146189656636 | -98.95249653237697 |\n",
- "| 3000.0 | 281.6164978124731 | 91.15385782611257 | -190.4626399863605 |\n",
- "| 4000.0 | 361.1257093988726 | 129.80778907487542 | -231.31792032399716 |\n",
- "| 5000.0 | 428.3238172557651 | 191.51396771377688 | -236.80984954198823 |\n",
- "| 6000.0 | 480.1330454507738 | 291.47700633100357 | -188.65603911977024 |\n",
- "| 7000.0 | 513.475618051522 | 341.51732783411336 | -171.95829021740866 |\n",
- "| 8000.0 | 525.2737591256329 | 333.76067852233155 | -191.51308060330132 |\n",
- "| 9000.0 | 525.2737591256329 | 499.684106171502 | -25.589652954130884 |\n",
- "| 10000.0 | 525.2737591256329 | 510.6352081433735 | -14.638550982259346 |\n",
- "| 11000.0 | 525.2737591256329 | 622.4347341620387 | 97.16097503640583 |\n",
- "| 12000.0 | 525.2737591256329 | 623.6261606284401 | 98.3524015028072 |\n",
- "| 13000.0 | 525.2737591256329 | 738.0464888109063 | 212.77272968527348 |\n",
- "| 14000.0 | 525.2737591256329 | 818.5988333289926 | 293.3250742033597 |\n",
- "| 15000.0 | 525.2737591256329 | 844.3639402156592 | 319.09018109002636 |\n",
- "| 16000.0 | 525.2737591256329 | 776.9230517999226 | 251.64929267428977 |\n",
- "| 17000.0 | 525.2737591256329 | 944.3435613098997 | 419.0698021842668 |\n",
- "| 18000.0 | 525.2737591256329 | 712.6753709826502 | 187.40161185701731 |\n",
- "| 19000.0 | 525.2737591256329 | 628.9963959396589 | 103.72263681402603 |\n",
+ "| 1000.0 | 89.32713195371642 | 66.71388540855338 | -22.613246545163037 |\n",
+ "| 2000.0 | 175.8481759926564 | 130.66628344322854 | -45.18189254942786 |\n",
+ "| 3000.0 | 256.7570442020435 | 377.5405401178886 | 120.7834959158451 |\n",
+ "| 4000.0 | 329.2476486671013 | 250.66718626708865 | -78.58046240001266 |\n",
+ "| 5000.0 | 390.5139014730534 | 325.5561456427749 | -64.95775583027853 |\n",
+ "| 6000.0 | 437.7497147051234 | 387.4814906048632 | -50.26822410026017 |\n",
+ "| 7000.0 | 468.1490004485347 | 302.07493544556206 | -166.07406500297265 |\n",
+ "| 8000.0 | 478.90567078851103 | 469.53885776562294 | -9.366813022888095 |\n",
+ "| 9000.0 | 478.90567078851103 | 486.79931370125183 | 7.893642912740802 |\n",
+ "| 10000.0 | 478.90567078851103 | 512.0646265352149 | 33.15895574670384 |\n",
+ "| 11000.0 | 478.90567078851103 | 529.991767276145 | 51.08609648763394 |\n",
+ "| 12000.0 | 478.90567078851103 | 582.4717932210419 | 103.5661224325309 |\n",
+ "| 13000.0 | 478.90567078851103 | 692.506923505966 | 213.601252717455 |\n",
+ "| 14000.0 | 478.90567078851103 | 649.5775483966735 | 170.67187760816245 |\n",
+ "| 15000.0 | 478.90567078851103 | 624.8696046337229 | 145.9639338452119 |\n",
+ "| 16000.0 | 478.90567078851103 | 643.74627487684 | 164.84060408832892 |\n",
+ "| 17000.0 | 478.90567078851103 | 571.3688648923311 | 92.46319410382006 |\n",
+ "| 18000.0 | 478.90567078851103 | 540.0470107890337 | 61.14134000052269 |\n",
+ "| 19000.0 | 478.90567078851103 | 600.2575887426275 | 121.35191795411646 |\n",
"+---------+--------------------+--------------------+---------------------+\n"
]
}
],
- "execution_count": 27
+ "execution_count": 68
},
{
"cell_type": "code",
@@ -1436,8 +1436,8 @@
"outputs_hidden": false
},
"ExecuteTime": {
- "end_time": "2025-11-23T08:49:28.248558Z",
- "start_time": "2025-11-23T08:49:28.123328Z"
+ "end_time": "2025-12-21T14:55:35.845172Z",
+ "start_time": "2025-12-21T14:55:35.665600Z"
}
},
"source": [
@@ -1449,13 +1449,13 @@
"text/plain": [
""
],
- "image/png": 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"
+ "image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
- "execution_count": 28
+ "execution_count": 69
},
{
"cell_type": "markdown",
@@ -1479,8 +1479,8 @@
"outputs_hidden": false
},
"ExecuteTime": {
- "end_time": "2025-11-23T08:49:28.288483Z",
- "start_time": "2025-11-23T08:49:28.283749Z"
+ "end_time": "2025-12-21T14:55:35.920991Z",
+ "start_time": "2025-12-21T14:55:35.915911Z"
}
},
"source": [
@@ -1514,19 +1514,19 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "Model: circular, RMSE: 196.38227145890323\n",
- "Model: cubic, RMSE: 212.02730202869643\n",
- "Model: exponential, RMSE: 227.48531991122005\n",
- "Model: gaussian, RMSE: 186.92101476704724\n",
- "Model: linear, RMSE: 185.06598449336948\n",
- "Model: power, RMSE: 175.10243379095127\n",
- "Model: spherical, RMSE: 205.52548794337903\n",
+ "Model: circular, RMSE: 106.4369154595279\n",
+ "Model: cubic, RMSE: 112.51542324377124\n",
+ "Model: exponential, RMSE: 172.56017194999464\n",
+ "Model: gaussian, RMSE: 159.98897643128805\n",
+ "Model: linear, RMSE: 107.47814162764915\n",
+ "Model: power, RMSE: 131.6193788004333\n",
+ "Model: spherical, RMSE: 108.209074255922\n",
"\n",
- "The best model is power with RMSE 175.10243379095127\n"
+ "The best model is circular with RMSE 106.4369154595279\n"
]
}
],
- "execution_count": 29
+ "execution_count": 70
},
{
"cell_type": "markdown",
@@ -1588,8 +1588,8 @@
"outputs_hidden": false
},
"ExecuteTime": {
- "end_time": "2025-11-23T08:49:28.356090Z",
- "start_time": "2025-11-23T08:49:28.352039Z"
+ "end_time": "2025-12-21T14:55:36.030968Z",
+ "start_time": "2025-12-21T14:55:36.021Z"
}
},
"source": [
@@ -1602,7 +1602,7 @@
")"
],
"outputs": [],
- "execution_count": 30
+ "execution_count": 71
},
{
"cell_type": "code",
@@ -1613,8 +1613,8 @@
"outputs_hidden": false
},
"ExecuteTime": {
- "end_time": "2025-11-23T08:49:28.437509Z",
- "start_time": "2025-11-23T08:49:28.431584Z"
+ "end_time": "2025-12-21T14:55:36.148593Z",
+ "start_time": "2025-12-21T14:55:36.141816Z"
}
},
"source": [
@@ -1625,43 +1625,43 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "* Selected model: Power model\n",
+ "* Selected model: Circular model\n",
"* Nugget: 0\n",
- "* Sill: 525.2737591256329\n",
+ "* Sill: 478.90567078851103\n",
"* Range: 8000\n",
"* Spatial Dependency Strength is Undefined: nugget equal to 0, cannot estimate\n",
"* Mean Bias: None\n",
- "* Mean RMSE: 175.10243379095127\n",
+ "* Mean RMSE: 106.4369154595279\n",
"* Error-lag weighting method: equal\n",
"\n",
"\n",
"+---------+--------------------+--------------------+---------------------+\n",
"| lag | theoretical | experimental | bias (real-yhat) |\n",
"+---------+--------------------+--------------------+---------------------+\n",
- "| 1000.0 | 8.207402486338014 | 13.455312467871126 | 5.2479099815331125 |\n",
- "| 2000.0 | 32.829609945352054 | 93.92146189656636 | 61.0918519512143 |\n",
- "| 3000.0 | 73.86662237704212 | 91.15385782611257 | 17.28723544907045 |\n",
- "| 4000.0 | 131.31843978140822 | 129.80778907487542 | -1.5106507065328003 |\n",
- "| 5000.0 | 205.18506215845034 | 191.51396771377688 | -13.671094444673457 |\n",
- "| 6000.0 | 295.4664895081685 | 291.47700633100357 | -3.9894831771649137 |\n",
- "| 7000.0 | 402.16272183056265 | 341.51732783411336 | -60.645393996449286 |\n",
- "| 8000.0 | 525.2737591256329 | 333.76067852233155 | -191.51308060330132 |\n",
- "| 9000.0 | 525.2737591256329 | 499.684106171502 | -25.589652954130884 |\n",
- "| 10000.0 | 525.2737591256329 | 510.6352081433735 | -14.638550982259346 |\n",
- "| 11000.0 | 525.2737591256329 | 622.4347341620387 | 97.16097503640583 |\n",
- "| 12000.0 | 525.2737591256329 | 623.6261606284401 | 98.3524015028072 |\n",
- "| 13000.0 | 525.2737591256329 | 738.0464888109063 | 212.77272968527348 |\n",
- "| 14000.0 | 525.2737591256329 | 818.5988333289926 | 293.3250742033597 |\n",
- "| 15000.0 | 525.2737591256329 | 844.3639402156592 | 319.09018109002636 |\n",
- "| 16000.0 | 525.2737591256329 | 776.9230517999226 | 251.64929267428977 |\n",
- "| 17000.0 | 525.2737591256329 | 944.3435613098997 | 419.0698021842668 |\n",
- "| 18000.0 | 525.2737591256329 | 712.6753709826502 | 187.40161185701731 |\n",
- "| 19000.0 | 525.2737591256329 | 628.9963959396589 | 103.72263681402603 |\n",
+ "| 1000.0 | 76.02124683696297 | 66.71388540855338 | -9.307361428409592 |\n",
+ "| 2000.0 | 150.8372591039797 | 130.66628344322854 | -20.170975660751168 |\n",
+ "| 3000.0 | 223.18223486037513 | 377.5405401178886 | 154.35830525751348 |\n",
+ "| 4000.0 | 291.65249083970144 | 250.66718626708865 | -40.98530457261279 |\n",
+ "| 5000.0 | 354.58310049417867 | 325.5561456427749 | -29.026954851403787 |\n",
+ "| 6000.0 | 409.8026413531391 | 387.4814906048632 | -22.321150748275898 |\n",
+ "| 7000.0 | 453.9807623558251 | 302.07493544556206 | -151.90582691026304 |\n",
+ "| 8000.0 | 478.90567078851103 | 469.53885776562294 | -9.366813022888095 |\n",
+ "| 9000.0 | 478.90567078851103 | 486.79931370125183 | 7.893642912740802 |\n",
+ "| 10000.0 | 478.90567078851103 | 512.0646265352149 | 33.15895574670384 |\n",
+ "| 11000.0 | 478.90567078851103 | 529.991767276145 | 51.08609648763394 |\n",
+ "| 12000.0 | 478.90567078851103 | 582.4717932210419 | 103.5661224325309 |\n",
+ "| 13000.0 | 478.90567078851103 | 692.506923505966 | 213.601252717455 |\n",
+ "| 14000.0 | 478.90567078851103 | 649.5775483966735 | 170.67187760816245 |\n",
+ "| 15000.0 | 478.90567078851103 | 624.8696046337229 | 145.9639338452119 |\n",
+ "| 16000.0 | 478.90567078851103 | 643.74627487684 | 164.84060408832892 |\n",
+ "| 17000.0 | 478.90567078851103 | 571.3688648923311 | 92.46319410382006 |\n",
+ "| 18000.0 | 478.90567078851103 | 540.0470107890337 | 61.14134000052269 |\n",
+ "| 19000.0 | 478.90567078851103 | 600.2575887426275 | 121.35191795411646 |\n",
"+---------+--------------------+--------------------+---------------------+\n"
]
}
],
- "execution_count": 31
+ "execution_count": 72
},
{
"cell_type": "markdown",
@@ -1688,15 +1688,15 @@
"outputs_hidden": false
},
"ExecuteTime": {
- "end_time": "2025-11-23T08:49:28.916694Z",
- "start_time": "2025-11-23T08:49:28.509676Z"
+ "end_time": "2025-12-21T14:55:36.799206Z",
+ "start_time": "2025-12-21T14:55:36.306402Z"
}
},
"source": [
"fitted = build_theoretical_variogram(experimental_variogram=experimental_variogram)"
],
"outputs": [],
- "execution_count": 32
+ "execution_count": 73
},
{
"cell_type": "code",
@@ -1707,8 +1707,8 @@
"outputs_hidden": false
},
"ExecuteTime": {
- "end_time": "2025-11-23T08:49:28.965072Z",
- "start_time": "2025-11-23T08:49:28.960289Z"
+ "end_time": "2025-12-21T14:55:36.862187Z",
+ "start_time": "2025-12-21T14:55:36.856149Z"
}
},
"source": [
@@ -1719,43 +1719,43 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "* Selected model: Linear model\n",
- "* Nugget: 0.0\n",
- "* Sill: 781.4604640495581\n",
- "* Range: 14729.645747294684\n",
- "* Spatial Dependency Strength is Undefined: nugget equal to 0, cannot estimate\n",
+ "* Selected model: Spherical model\n",
+ "* Nugget: 24.46175798313624\n",
+ "* Sill: 596.0578687869111\n",
+ "* Range: 14980.760125261822\n",
+ "* Spatial Dependency Strength is strong\n",
"* Mean Bias: None\n",
- "* Mean RMSE: 71.65261191763223\n",
+ "* Mean RMSE: 58.37586447036475\n",
"* Error-lag weighting method: equal\n",
"\n",
"\n",
"+---------+--------------------+--------------------+---------------------+\n",
"| lag | theoretical | experimental | bias (real-yhat) |\n",
"+---------+--------------------+--------------------+---------------------+\n",
- "| 1000.0 | 53.05358169887316 | 13.455312467871126 | -39.598269231002035 |\n",
- "| 2000.0 | 106.10716339774632 | 93.92146189656636 | -12.185701501179963 |\n",
- "| 3000.0 | 159.16074509661948 | 91.15385782611257 | -68.00688727050691 |\n",
- "| 4000.0 | 212.21432679549264 | 129.80778907487542 | -82.40653772061722 |\n",
- "| 5000.0 | 265.2679084943658 | 191.51396771377688 | -73.75394078058895 |\n",
- "| 6000.0 | 318.32149019323896 | 291.47700633100357 | -26.844483862235393 |\n",
- "| 7000.0 | 371.37507189211215 | 341.51732783411336 | -29.857744057998787 |\n",
- "| 8000.0 | 424.4286535909853 | 333.76067852233155 | -90.66797506865373 |\n",
- "| 9000.0 | 477.48223528985847 | 499.684106171502 | 22.201870881643515 |\n",
- "| 10000.0 | 530.5358169887317 | 510.6352081433735 | -19.900608845358136 |\n",
- "| 11000.0 | 583.5893986876048 | 622.4347341620387 | 38.84533547443391 |\n",
- "| 12000.0 | 636.6429803864779 | 623.6261606284401 | -13.016819758037855 |\n",
- "| 13000.0 | 689.6965620853512 | 738.0464888109063 | 48.34992672555518 |\n",
- "| 14000.0 | 742.7501437842243 | 818.5988333289926 | 75.84868954476826 |\n",
- "| 15000.0 | 781.4604640495581 | 844.3639402156592 | 62.903476166101086 |\n",
- "| 16000.0 | 781.4604640495581 | 776.9230517999226 | -4.5374122496355085 |\n",
- "| 17000.0 | 781.4604640495581 | 944.3435613098997 | 162.88309726034151 |\n",
- "| 18000.0 | 781.4604640495581 | 712.6753709826502 | -68.78509306690796 |\n",
- "| 19000.0 | 781.4604640495581 | 628.9963959396589 | -152.46406810989924 |\n",
+ "| 1000.0 | 84.05545137223926 | 66.71388540855338 | -17.34156596368588 |\n",
+ "| 2000.0 | 143.11727153379871 | 130.66628344322854 | -12.450988090570178 |\n",
+ "| 3000.0 | 201.1153452402711 | 377.5405401178886 | 176.4251948776175 |\n",
+ "| 4000.0 | 257.5177992641128 | 250.66718626708865 | -6.850612997024143 |\n",
+ "| 5000.0 | 311.7927603777803 | 325.5561456427749 | 13.763385264994554 |\n",
+ "| 6000.0 | 363.40835535373014 | 387.4814906048632 | 24.073135251133067 |\n",
+ "| 7000.0 | 411.83271096441854 | 302.07493544556206 | -109.75777551885648 |\n",
+ "| 8000.0 | 456.53395398230225 | 469.53885776562294 | 13.004903783320685 |\n",
+ "| 9000.0 | 496.98021117983745 | 486.79931370125183 | -10.18089747858562 |\n",
+ "| 10000.0 | 532.6396093294809 | 512.0646265352149 | -20.57498279426602 |\n",
+ "| 11000.0 | 562.9802752036886 | 529.991767276145 | -32.98850792754365 |\n",
+ "| 12000.0 | 587.4703355749175 | 582.4717932210419 | -4.998542353875564 |\n",
+ "| 13000.0 | 605.5779172156238 | 692.506923505966 | 86.92900629034227 |\n",
+ "| 14000.0 | 616.7711468982636 | 649.5775483966735 | 32.806401498409855 |\n",
+ "| 15000.0 | 620.5196267700474 | 624.8696046337229 | 4.349977863675576 |\n",
+ "| 16000.0 | 620.5196267700474 | 643.74627487684 | 23.226648106792595 |\n",
+ "| 17000.0 | 620.5196267700474 | 571.3688648923311 | -49.15076187771626 |\n",
+ "| 18000.0 | 620.5196267700474 | 540.0470107890337 | -80.47261598101363 |\n",
+ "| 19000.0 | 620.5196267700474 | 600.2575887426275 | -20.262038027419862 |\n",
"+---------+--------------------+--------------------+---------------------+\n"
]
}
],
- "execution_count": 33
+ "execution_count": 74
},
{
"cell_type": "markdown",
@@ -1779,8 +1779,8 @@
"outputs_hidden": false
},
"ExecuteTime": {
- "end_time": "2025-11-23T08:49:29.237115Z",
- "start_time": "2025-11-23T08:49:29.033826Z"
+ "end_time": "2025-12-21T14:55:37.217584Z",
+ "start_time": "2025-12-21T14:55:36.978151Z"
}
},
"source": [
@@ -1808,13 +1808,13 @@
"text/plain": [
""
],
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"
},
"metadata": {},
"output_type": "display_data"
}
],
- "execution_count": 34
+ "execution_count": 75
},
{
"cell_type": "markdown",
@@ -1842,15 +1842,15 @@
"outputs_hidden": false
},
"ExecuteTime": {
- "end_time": "2025-11-23T08:49:29.291365Z",
- "start_time": "2025-11-23T08:49:29.288721Z"
+ "end_time": "2025-12-21T14:55:37.273212Z",
+ "start_time": "2025-12-21T14:55:37.270601Z"
}
},
"source": [
"dict_representation = fitted.to_dict()"
],
"outputs": [],
- "execution_count": 35
+ "execution_count": 76
},
{
"cell_type": "code",
@@ -1861,8 +1861,8 @@
"outputs_hidden": false
},
"ExecuteTime": {
- "end_time": "2025-11-23T08:49:29.362610Z",
- "start_time": "2025-11-23T08:49:29.357574Z"
+ "end_time": "2025-12-21T14:55:37.364416Z",
+ "start_time": "2025-12-21T14:55:37.357111Z"
}
},
"source": [
@@ -1873,10 +1873,10 @@
"data": {
"text/plain": [
"{'experimental_variogram': None,\n",
- " 'nugget': 0.0,\n",
- " 'sill': 781.4604640495581,\n",
- " 'rang': 14729.645747294684,\n",
- " 'variogram_model_type': 'linear',\n",
+ " 'nugget': 24.46175798313624,\n",
+ " 'sill': 596.0578687869111,\n",
+ " 'rang': 14980.760125261822,\n",
+ " 'variogram_model_type': 'spherical',\n",
" 'direction': None,\n",
" 'spatial_dependence': None,\n",
" 'spatial_index': None,\n",
@@ -1884,12 +1884,12 @@
" 'errors': None}"
]
},
- "execution_count": 36,
+ "execution_count": 77,
"metadata": {},
"output_type": "execute_result"
}
],
- "execution_count": 36
+ "execution_count": 77
},
{
"cell_type": "code",
@@ -1900,8 +1900,8 @@
"outputs_hidden": false
},
"ExecuteTime": {
- "end_time": "2025-11-23T08:49:29.439333Z",
- "start_time": "2025-11-23T08:49:29.435262Z"
+ "end_time": "2025-12-21T14:55:37.475448Z",
+ "start_time": "2025-12-21T14:55:37.471249Z"
}
},
"source": [
@@ -1910,7 +1910,7 @@
"fitted.to_json('fitted.json')"
],
"outputs": [],
- "execution_count": 37
+ "execution_count": 78
},
{
"cell_type": "markdown",
@@ -1938,8 +1938,8 @@
"outputs_hidden": false
},
"ExecuteTime": {
- "end_time": "2025-11-23T08:49:29.512106Z",
- "start_time": "2025-11-23T08:49:29.508607Z"
+ "end_time": "2025-12-21T14:55:37.574490Z",
+ "start_time": "2025-12-21T14:55:37.570833Z"
}
},
"source": [
@@ -1947,7 +1947,7 @@
"model_from_dict.from_dict(dict_representation)"
],
"outputs": [],
- "execution_count": 38
+ "execution_count": 79
},
{
"cell_type": "code",
@@ -1958,8 +1958,8 @@
"outputs_hidden": false
},
"ExecuteTime": {
- "end_time": "2025-11-23T08:49:29.589466Z",
- "start_time": "2025-11-23T08:49:29.584925Z"
+ "end_time": "2025-12-21T14:55:37.710668Z",
+ "start_time": "2025-12-21T14:55:37.706947Z"
}
},
"source": [
@@ -1970,11 +1970,11 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "* Selected model: Linear model\n",
- "* Nugget: 0.0\n",
- "* Sill: 781.4604640495581\n",
- "* Range: 14729.645747294684\n",
- "* Spatial Dependency Strength is Undefined: nugget equal to 0, cannot estimate\n",
+ "* Selected model: Spherical model\n",
+ "* Nugget: 24.46175798313624\n",
+ "* Sill: 596.0578687869111\n",
+ "* Range: 14980.760125261822\n",
+ "* Spatial Dependency Strength is strong\n",
"* Mean Bias: 0.0\n",
"* Mean RMSE: 0.0\n",
"* Error-lag weighting method: None\n",
@@ -1983,7 +1983,7 @@
]
}
],
- "execution_count": 39
+ "execution_count": 80
},
{
"cell_type": "code",
@@ -1994,8 +1994,8 @@
"outputs_hidden": false
},
"ExecuteTime": {
- "end_time": "2025-11-23T08:49:29.676356Z",
- "start_time": "2025-11-23T08:49:29.671551Z"
+ "end_time": "2025-12-21T14:55:37.833154Z",
+ "start_time": "2025-12-21T14:55:37.827834Z"
}
},
"source": [
@@ -2003,7 +2003,7 @@
"model_from_json.from_json('fitted.json')"
],
"outputs": [],
- "execution_count": 40
+ "execution_count": 81
},
{
"cell_type": "code",
@@ -2014,8 +2014,8 @@
"outputs_hidden": false
},
"ExecuteTime": {
- "end_time": "2025-11-23T08:49:29.760514Z",
- "start_time": "2025-11-23T08:49:29.757191Z"
+ "end_time": "2025-12-21T14:55:37.950580Z",
+ "start_time": "2025-12-21T14:55:37.944810Z"
}
},
"source": [
@@ -2026,11 +2026,11 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "* Selected model: Linear model\n",
- "* Nugget: 0.0\n",
- "* Sill: 781.4604640495581\n",
- "* Range: 14729.645747294684\n",
- "* Spatial Dependency Strength is Undefined: nugget equal to 0, cannot estimate\n",
+ "* Selected model: Spherical model\n",
+ "* Nugget: 24.46175798313624\n",
+ "* Sill: 596.0578687869111\n",
+ "* Range: 14980.760125261822\n",
+ "* Spatial Dependency Strength is strong\n",
"* Mean Bias: 0.0\n",
"* Mean RMSE: 0.0\n",
"* Error-lag weighting method: None\n",
@@ -2039,7 +2039,7 @@
]
}
],
- "execution_count": 41
+ "execution_count": 82
},
{
"cell_type": "markdown",
diff --git a/tutorials/functional/1-2-semivariogram-models.ipynb b/tutorials/functional/1-2-semivariogram-models.ipynb
index fb1b59d2..863f63cf 100644
--- a/tutorials/functional/1-2-semivariogram-models.ipynb
+++ b/tutorials/functional/1-2-semivariogram-models.ipynb
@@ -49,8 +49,8 @@
"id": "6dfcd9fe-518d-41f0-aadc-8f7533aedc9d",
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T08:50:01.777328Z",
- "start_time": "2025-11-23T08:49:58.439351Z"
+ "end_time": "2025-12-21T14:56:35.329277Z",
+ "start_time": "2025-12-21T14:56:31.764877Z"
}
},
"source": [
@@ -100,8 +100,8 @@
"id": "61b3c30e-f1b2-4f2d-aaae-a6806185adda",
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T08:50:01.912910Z",
- "start_time": "2025-11-23T08:50:01.908953Z"
+ "end_time": "2025-12-21T14:56:35.505954Z",
+ "start_time": "2025-12-21T14:56:35.501036Z"
}
},
"source": [
@@ -123,8 +123,8 @@
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"| 2025-11-07 | Used **values** and **geometries** parameters instead of **ds** in the experimental variogram initialization | @SimonMolinsky (Szymon Moliński) |\n",
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diff --git a/tutorials/functional/1-3-spatial-dependency-index.ipynb b/tutorials/functional/1-3-spatial-dependency-index.ipynb
index 196e410a..015687e9 100644
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index 6e7e10b2..899d985d 100644
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"| 2025-04-24 | Tutorial has been adapted to the 1.0 release | @SimonMolinsky (Szymon Moliński) |"
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diff --git a/tutorials/functional/2-2-variogram-points-cloud.ipynb b/tutorials/functional/2-2-variogram-points-cloud.ipynb
index b452fa2f..6cdd083b 100644
--- a/tutorials/functional/2-2-variogram-points-cloud.ipynb
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- "start_time": "2025-11-23T08:55:09.678794Z"
+ "end_time": "2025-12-21T14:57:34.695151Z",
+ "start_time": "2025-12-21T14:57:18.283007Z"
}
},
"cell_type": "code",
@@ -529,8 +529,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T08:55:25.680853Z",
- "start_time": "2025-11-23T08:55:24.733761Z"
+ "end_time": "2025-12-21T14:57:37.546297Z",
+ "start_time": "2025-12-21T14:57:36.523568Z"
}
},
"cell_type": "code",
@@ -567,8 +567,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T08:56:06.032563Z",
- "start_time": "2025-11-23T08:55:28.724003Z"
+ "end_time": "2025-12-21T14:58:19.821265Z",
+ "start_time": "2025-12-21T14:57:41.004086Z"
}
},
"cell_type": "code",
@@ -630,8 +630,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T08:56:08.515290Z",
- "start_time": "2025-11-23T08:56:07.731518Z"
+ "end_time": "2025-12-21T14:58:22.215096Z",
+ "start_time": "2025-12-21T14:58:21.465682Z"
}
},
"cell_type": "code",
@@ -650,8 +650,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T08:56:12.587361Z",
- "start_time": "2025-11-23T08:56:11.664442Z"
+ "end_time": "2025-12-21T14:58:26.348439Z",
+ "start_time": "2025-12-21T14:58:25.354622Z"
}
},
"cell_type": "code",
@@ -694,8 +694,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T08:56:15.758389Z",
- "start_time": "2025-11-23T08:56:15.755281Z"
+ "end_time": "2025-12-21T14:58:29.614732Z",
+ "start_time": "2025-12-21T14:58:29.611429Z"
}
},
"cell_type": "code",
@@ -707,8 +707,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T08:56:19.142995Z",
- "start_time": "2025-11-23T08:56:19.039482Z"
+ "end_time": "2025-12-21T14:58:33.001852Z",
+ "start_time": "2025-12-21T14:58:32.889447Z"
}
},
"cell_type": "code",
@@ -737,8 +737,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T08:56:24.013765Z",
- "start_time": "2025-11-23T08:56:22.492392Z"
+ "end_time": "2025-12-21T14:58:37.794378Z",
+ "start_time": "2025-12-21T14:58:36.276959Z"
}
},
"cell_type": "code",
@@ -776,8 +776,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T08:56:27.546925Z",
- "start_time": "2025-11-23T08:56:27.542104Z"
+ "end_time": "2025-12-21T14:58:41.024566Z",
+ "start_time": "2025-12-21T14:58:41.018034Z"
}
},
"cell_type": "code",
@@ -813,8 +813,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T08:56:31.171986Z",
- "start_time": "2025-11-23T08:56:31.168765Z"
+ "end_time": "2025-12-21T14:58:44.461042Z",
+ "start_time": "2025-12-21T14:58:44.457332Z"
}
},
"cell_type": "code",
@@ -826,8 +826,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T08:58:21.282082Z",
- "start_time": "2025-11-23T08:56:37.858880Z"
+ "end_time": "2025-12-21T15:00:59.741590Z",
+ "start_time": "2025-12-21T14:58:48.080531Z"
}
},
"cell_type": "code",
@@ -846,8 +846,8 @@
{
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- "end_time": "2025-11-23T08:58:44.640043Z",
- "start_time": "2025-11-23T08:58:25.052048Z"
+ "end_time": "2025-12-21T15:01:26.187819Z",
+ "start_time": "2025-12-21T15:01:08.080886Z"
}
},
"cell_type": "code",
@@ -891,8 +891,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T08:58:47.961937Z",
- "start_time": "2025-11-23T08:58:47.959063Z"
+ "end_time": "2025-12-21T15:01:29.127371Z",
+ "start_time": "2025-12-21T15:01:29.124961Z"
}
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"cell_type": "code",
diff --git a/tutorials/functional/3-1-ordinary-and-simple-kriging.ipynb b/tutorials/functional/3-1-ordinary-and-simple-kriging.ipynb
index ffe96e00..e25cf328 100644
--- a/tutorials/functional/3-1-ordinary-and-simple-kriging.ipynb
+++ b/tutorials/functional/3-1-ordinary-and-simple-kriging.ipynb
@@ -35,8 +35,8 @@
"metadata": {
"collapsed": true,
"ExecuteTime": {
- "end_time": "2025-11-23T09:01:06.410071Z",
- "start_time": "2025-11-23T09:01:03.245333Z"
+ "end_time": "2025-12-21T14:57:11.905840Z",
+ "start_time": "2025-12-21T14:57:05.753121Z"
}
},
"source": [
@@ -58,8 +58,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T09:01:07.319445Z",
- "start_time": "2025-11-23T09:01:06.589356Z"
+ "end_time": "2025-12-21T14:57:13.090943Z",
+ "start_time": "2025-12-21T14:57:12.039193Z"
}
},
"cell_type": "code",
@@ -106,8 +106,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T09:01:07.369034Z",
- "start_time": "2025-11-23T09:01:07.362524Z"
+ "end_time": "2025-12-21T14:57:13.269242Z",
+ "start_time": "2025-12-21T14:57:13.259535Z"
}
},
"cell_type": "code",
@@ -122,8 +122,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T09:01:07.410148Z",
- "start_time": "2025-11-23T09:01:07.404679Z"
+ "end_time": "2025-12-21T14:57:13.398403Z",
+ "start_time": "2025-12-21T14:57:13.390486Z"
}
},
"cell_type": "code",
@@ -146,8 +146,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T09:01:07.813315Z",
- "start_time": "2025-11-23T09:01:07.471047Z"
+ "end_time": "2025-12-21T14:57:13.958836Z",
+ "start_time": "2025-12-21T14:57:13.597701Z"
}
},
"cell_type": "code",
@@ -161,11 +161,11 @@
"data": {
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- "6643 15.361253 52.732441 59.919842 POINT (254413.144 546963.692)\n",
- "4959 15.297179 52.732648 53.839134 POINT (250091.438 547207.407)\n",
- "6304 15.348596 52.671378 22.977057 POINT (253214.706 540220.29)\n",
- "1680 15.176151 52.634947 18.290123 POINT (241349.064 536776.708)"
+ "1478 15.168636 52.628530 19.145895 POINT (240802.993 536090.593)\n",
+ "1229 15.158352 52.723126 56.446690 POINT (240668.961 546640.642)\n",
+ "3055 15.226381 52.715467 18.290354 POINT (245214.816 545546.353)\n",
+ "1970 15.185643 52.595825 46.901897 POINT (241760.565 532394.821)\n",
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+ " 19.145895 \n",
+ " POINT (240802.993 536090.593) \n",
" \n",
" \n",
- " 6643 \n",
- " 15.361253 \n",
- " 52.732441 \n",
- " 59.919842 \n",
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- " 4959 \n",
- " 15.297179 \n",
- " 52.732648 \n",
- " 53.839134 \n",
- " POINT (250091.438 547207.407) \n",
+ " 3055 \n",
+ " 15.226381 \n",
+ " 52.715467 \n",
+ " 18.290354 \n",
+ " POINT (245214.816 545546.353) \n",
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- " 6304 \n",
- " 15.348596 \n",
- " 52.671378 \n",
- " 22.977057 \n",
- " POINT (253214.706 540220.29) \n",
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+ " 46.901897 \n",
+ " POINT (241760.565 532394.821) \n",
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"
+ "image/png": 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"
},
"metadata": {},
"output_type": "display_data"
@@ -270,8 +270,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T09:01:07.971470Z",
- "start_time": "2025-11-23T09:01:07.920625Z"
+ "end_time": "2025-12-21T14:57:14.073957Z",
+ "start_time": "2025-12-21T14:57:14.026392Z"
}
},
"cell_type": "code",
@@ -293,8 +293,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T09:01:08.213787Z",
- "start_time": "2025-11-23T09:01:08.061166Z"
+ "end_time": "2025-12-21T14:57:14.298698Z",
+ "start_time": "2025-12-21T14:57:14.130053Z"
}
},
"cell_type": "code",
@@ -306,7 +306,7 @@
"text/plain": [
""
],
- "image/png": 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"
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"
},
"metadata": {},
"output_type": "display_data"
@@ -317,8 +317,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T09:01:08.586107Z",
- "start_time": "2025-11-23T09:01:08.349506Z"
+ "end_time": "2025-12-21T14:57:14.564023Z",
+ "start_time": "2025-12-21T14:57:14.329973Z"
}
},
"cell_type": "code",
@@ -335,8 +335,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T09:01:08.756136Z",
- "start_time": "2025-11-23T09:01:08.636988Z"
+ "end_time": "2025-12-21T14:57:14.785420Z",
+ "start_time": "2025-12-21T14:57:14.594869Z"
}
},
"cell_type": "code",
@@ -348,7 +348,7 @@
"text/plain": [
""
],
- "image/png": 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"
+ "image/png": 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"
},
"metadata": {},
"output_type": "display_data"
@@ -359,8 +359,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T09:01:08.785581Z",
- "start_time": "2025-11-23T09:01:08.778482Z"
+ "end_time": "2025-12-21T14:57:14.832826Z",
+ "start_time": "2025-12-21T14:57:14.823984Z"
}
},
"cell_type": "code",
@@ -372,37 +372,37 @@
"output_type": "stream",
"text": [
"* Selected model: Linear model\n",
- "* Nugget: 7.930495950380212\n",
- "* Sill: 457.37576490805884\n",
- "* Range: 8838.691261185377\n",
- "* Spatial Dependency Strength is strong\n",
+ "* Nugget: 0.0\n",
+ "* Sill: 480.57557214875214\n",
+ "* Range: 8028.237650988341\n",
+ "* Spatial Dependency Strength is Undefined: nugget equal to 0, cannot estimate\n",
"* Mean Bias: None\n",
- "* Mean RMSE: 20.542717390394078\n",
+ "* Mean RMSE: 25.496114727814966\n",
"* Error-lag weighting method: equal\n",
"\n",
"\n",
"+--------+--------------------+--------------------+---------------------+\n",
"| lag | theoretical | experimental | bias (real-yhat) |\n",
"+--------+--------------------+--------------------+---------------------+\n",
- "| 500.0 | 33.803996415126576 | 15.860991900760425 | -17.94300451436615 |\n",
- "| 1000.0 | 59.67749687987293 | 33.03478367192644 | -26.642713207946493 |\n",
- "| 1500.0 | 85.55099734461928 | 62.46862676054138 | -23.082370584077893 |\n",
- "| 2000.0 | 111.42449780936565 | 75.87106047886697 | -35.55343733049868 |\n",
- "| 2500.0 | 137.29799827411202 | 113.95466232828718 | -23.343335945824833 |\n",
- "| 3000.0 | 163.17149873885836 | 147.39939874215915 | -15.772099996699211 |\n",
- "| 3500.0 | 189.0449992036047 | 183.57592092723812 | -5.469078276366588 |\n",
- "| 4000.0 | 214.9184996683511 | 200.79972318328916 | -14.118776485061943 |\n",
- "| 4500.0 | 240.79200013309745 | 250.18093778458504 | 9.388937651487595 |\n",
- "| 5000.0 | 266.6655005978438 | 275.28190312750286 | 8.61640252965907 |\n",
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+ "| 1000.0 | 59.860655979658176 | 30.336797059220284 | -29.523858920437892 |\n",
+ "| 1500.0 | 89.79098396948727 | 55.19369693532188 | -34.59728703416539 |\n",
+ "| 2000.0 | 119.72131195931635 | 72.64214325577524 | -47.079168703541114 |\n",
+ "| 2500.0 | 149.65163994914545 | 119.83419152308294 | -29.817448426062512 |\n",
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+ "| 4000.0 | 239.4426239186327 | 221.17530533500022 | -18.267318583632488 |\n",
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+ "| 9500.0 | 480.57557214875214 | 510.8951955564648 | 30.31962340771264 |\n",
"+--------+--------------------+--------------------+---------------------+\n"
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}
@@ -439,8 +439,8 @@
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@@ -594,8 +594,8 @@
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"
+ "image/png": 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- " 0.851185 \n",
- " 0.734420 \n",
- " 0.696655 \n",
- " 13.476724 \n",
- " 380.296448 \n",
- " 1361.030242 \n",
+ " 0.721704 \n",
+ " 0.745411 \n",
+ " 0.671426 \n",
+ " 1.025088 \n",
+ " 0.469793 \n",
+ " 45.112219 \n",
+ " 456.209873 \n",
+ " 2928.686785 \n",
" \n",
" \n",
" min \n",
- " 3.363361 \n",
- " 4.136118 \n",
- " 3.200329 \n",
- " 3.852939 \n",
- " 3.611480 \n",
- " 5.811337 \n",
- " 56.524056 \n",
- " 278.756134 \n",
+ " 3.572057 \n",
+ " 3.333597 \n",
+ " 3.688744 \n",
+ " 3.262639 \n",
+ " 3.769000 \n",
+ " 4.388957 \n",
+ " 45.168559 \n",
+ " 183.274077 \n",
" \n",
" \n",
" 25% \n",
- " 4.204598 \n",
- " 4.318793 \n",
- " 4.041308 \n",
- " 4.135230 \n",
- " 4.173347 \n",
- " 8.566521 \n",
- " 98.576700 \n",
- " 401.218602 \n",
+ " 3.992381 \n",
+ " 4.271690 \n",
+ " 3.909511 \n",
+ " 4.317161 \n",
+ " 4.145270 \n",
+ " 5.895184 \n",
+ " 83.092058 \n",
+ " 243.304685 \n",
" \n",
" \n",
" 50% \n",
- " 4.431977 \n",
- " 4.609438 \n",
- " 4.376844 \n",
- " 4.733921 \n",
- " 4.633434 \n",
- " 11.598535 \n",
- " 171.577242 \n",
- " 633.025285 \n",
+ " 4.195704 \n",
+ " 4.547581 \n",
+ " 4.599459 \n",
+ " 4.672608 \n",
+ " 4.537990 \n",
+ " 7.752335 \n",
+ " 272.913118 \n",
+ " 359.240210 \n",
" \n",
" \n",
" 75% \n",
- " 4.624236 \n",
- " 5.029843 \n",
- " 4.707864 \n",
- " 5.363343 \n",
- " 5.114099 \n",
- " 22.219290 \n",
- " 222.499411 \n",
- " 1021.755602 \n",
+ " 4.744351 \n",
+ " 5.106922 \n",
+ " 5.043499 \n",
+ " 4.879660 \n",
+ " 4.809733 \n",
+ " 17.771979 \n",
+ " 685.394778 \n",
+ " 691.069539 \n",
" \n",
" \n",
" max \n",
- " 5.498967 \n",
- " 6.693238 \n",
- " 6.231456 \n",
- " 5.864079 \n",
- " 5.715502 \n",
- " 43.847603 \n",
- " 1338.273506 \n",
- " 4062.541315 \n",
+ " 5.829943 \n",
+ " 5.718141 \n",
+ " 5.551242 \n",
+ " 7.140792 \n",
+ " 5.207114 \n",
+ " 149.477744 \n",
+ " 1406.556887 \n",
+ " 9413.566202 \n",
" \n",
" \n",
"\n",
diff --git a/tutorials/functional/3-2-benchmark-kriging.ipynb b/tutorials/functional/3-2-benchmark-kriging.ipynb
index a20b8b04..28df9f0f 100644
--- a/tutorials/functional/3-2-benchmark-kriging.ipynb
+++ b/tutorials/functional/3-2-benchmark-kriging.ipynb
@@ -65,8 +65,8 @@
"metadata": {
"collapsed": true,
"ExecuteTime": {
- "end_time": "2025-11-23T09:03:11.864602Z",
- "start_time": "2025-11-23T09:03:08.593217Z"
+ "end_time": "2025-12-21T14:57:14.308718Z",
+ "start_time": "2025-12-21T14:57:10.373001Z"
}
},
"cell_type": "code",
@@ -88,8 +88,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T09:03:13.007322Z",
- "start_time": "2025-11-23T09:03:12.076273Z"
+ "end_time": "2025-12-21T14:57:15.635617Z",
+ "start_time": "2025-12-21T14:57:14.463895Z"
}
},
"cell_type": "code",
@@ -126,8 +126,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T09:03:13.036812Z",
- "start_time": "2025-11-23T09:03:13.033927Z"
+ "end_time": "2025-12-21T14:57:15.676034Z",
+ "start_time": "2025-12-21T14:57:15.671105Z"
}
},
"cell_type": "code",
@@ -142,8 +142,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T09:03:13.098311Z",
- "start_time": "2025-11-23T09:03:13.093907Z"
+ "end_time": "2025-12-21T14:57:15.718620Z",
+ "start_time": "2025-12-21T14:57:15.712556Z"
}
},
"cell_type": "code",
@@ -158,8 +158,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T09:03:13.147187Z",
- "start_time": "2025-11-23T09:03:13.144054Z"
+ "end_time": "2025-12-21T14:57:15.765862Z",
+ "start_time": "2025-12-21T14:57:15.760188Z"
}
},
"cell_type": "code",
@@ -179,8 +179,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T09:03:13.444436Z",
- "start_time": "2025-11-23T09:03:13.208393Z"
+ "end_time": "2025-12-21T14:57:16.222367Z",
+ "start_time": "2025-12-21T14:57:15.863266Z"
}
},
"cell_type": "code",
@@ -202,7 +202,7 @@
"text/plain": [
"
"
],
- "image/png": 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"
+ "image/png": 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"
},
"metadata": {},
"output_type": "display_data"
@@ -226,8 +226,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T09:03:27.838584Z",
- "start_time": "2025-11-23T09:03:13.468224Z"
+ "end_time": "2025-12-21T14:57:34.244571Z",
+ "start_time": "2025-12-21T14:57:16.262698Z"
}
},
"cell_type": "code",
@@ -252,8 +252,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T09:03:27.860748Z",
- "start_time": "2025-11-23T09:03:27.856775Z"
+ "end_time": "2025-12-21T14:57:34.278024Z",
+ "start_time": "2025-12-21T14:57:34.271135Z"
}
},
"cell_type": "code",
@@ -272,7 +272,7 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "Root Mean Squared Error of prediction with IDW is 5.239230087765165\n"
+ "Root Mean Squared Error of prediction with IDW is 4.742992331513811\n"
]
}
],
@@ -294,8 +294,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T09:04:07.691045Z",
- "start_time": "2025-11-23T09:03:27.884647Z"
+ "end_time": "2025-12-21T14:58:25.014991Z",
+ "start_time": "2025-12-21T14:57:34.331986Z"
}
},
"cell_type": "code",
@@ -328,7 +328,7 @@
"name": "stderr",
"output_type": "stream",
"text": [
- "100%|██████████| 3/3 [00:39<00:00, 13.26s/it]\n"
+ "100%|██████████| 3/3 [00:50<00:00, 16.88s/it]\n"
]
}
],
@@ -337,8 +337,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T09:04:07.715875Z",
- "start_time": "2025-11-23T09:04:07.712085Z"
+ "end_time": "2025-12-21T14:58:25.045922Z",
+ "start_time": "2025-12-21T14:58:25.040271Z"
}
},
"cell_type": "code",
@@ -352,10 +352,10 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "Root Mean Squared Error of prediction with IDW of power 2 is 5.2392\n",
- "Root Mean Squared Error of prediction with IDW of power 0.5 is 5.9270\n",
- "Root Mean Squared Error of prediction with IDW of power 1 is 5.5847\n",
- "Root Mean Squared Error of prediction with IDW of power 4 is 5.2546\n"
+ "Root Mean Squared Error of prediction with IDW of power 2 is 4.7430\n",
+ "Root Mean Squared Error of prediction with IDW of power 0.5 is 5.5618\n",
+ "Root Mean Squared Error of prediction with IDW of power 1 is 5.1866\n",
+ "Root Mean Squared Error of prediction with IDW of power 4 is 4.6035\n"
]
}
],
@@ -374,8 +374,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T09:04:07.759650Z",
- "start_time": "2025-11-23T09:04:07.738453Z"
+ "end_time": "2025-12-21T14:58:25.123796Z",
+ "start_time": "2025-12-21T14:58:25.096620Z"
}
},
"cell_type": "code",
@@ -394,8 +394,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T09:04:07.927248Z",
- "start_time": "2025-11-23T09:04:07.779964Z"
+ "end_time": "2025-12-21T14:58:25.320774Z",
+ "start_time": "2025-12-21T14:58:25.151865Z"
}
},
"cell_type": "code",
@@ -412,8 +412,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T09:04:08.053757Z",
- "start_time": "2025-11-23T09:04:07.945736Z"
+ "end_time": "2025-12-21T14:58:25.498773Z",
+ "start_time": "2025-12-21T14:58:25.348961Z"
}
},
"cell_type": "code",
@@ -425,7 +425,7 @@
"text/plain": [
""
],
- "image/png": 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"
+ "image/png": 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"
},
"metadata": {},
"output_type": "display_data"
@@ -436,8 +436,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T09:04:09.094336Z",
- "start_time": "2025-11-23T09:04:08.078313Z"
+ "end_time": "2025-12-21T14:58:26.935104Z",
+ "start_time": "2025-12-21T14:58:25.530351Z"
}
},
"cell_type": "code",
@@ -458,7 +458,7 @@
"name": "stderr",
"output_type": "stream",
"text": [
- "100%|██████████| 6758/6758 [00:01<00:00, 6749.87it/s]\n"
+ "100%|██████████| 6758/6758 [00:01<00:00, 4889.41it/s]\n"
]
}
],
@@ -467,8 +467,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T09:04:09.117776Z",
- "start_time": "2025-11-23T09:04:09.114420Z"
+ "end_time": "2025-12-21T14:58:27.003516Z",
+ "start_time": "2025-12-21T14:58:26.999312Z"
}
},
"cell_type": "code",
@@ -486,8 +486,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T09:04:09.141939Z",
- "start_time": "2025-11-23T09:04:09.138870Z"
+ "end_time": "2025-12-21T14:58:27.038991Z",
+ "start_time": "2025-12-21T14:58:27.033758Z"
}
},
"cell_type": "code",
@@ -498,7 +498,7 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "Root Mean Squared Error of prediction with Kriging is 4.911138570395592\n"
+ "Root Mean Squared Error of prediction with Kriging is 4.583546966509806\n"
]
}
],
@@ -527,8 +527,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T09:04:09.174374Z",
- "start_time": "2025-11-23T09:04:09.172088Z"
+ "end_time": "2025-12-21T14:58:27.100893Z",
+ "start_time": "2025-12-21T14:58:27.098324Z"
}
},
"cell_type": "code",
diff --git a/tutorials/functional/3-3-outliers-and-kriging.ipynb b/tutorials/functional/3-3-outliers-and-kriging.ipynb
index af8da1e2..8176df80 100644
--- a/tutorials/functional/3-3-outliers-and-kriging.ipynb
+++ b/tutorials/functional/3-3-outliers-and-kriging.ipynb
@@ -48,8 +48,8 @@
"metadata": {
"collapsed": true,
"ExecuteTime": {
- "end_time": "2025-11-23T09:04:25.721919Z",
- "start_time": "2025-11-23T09:04:23.111205Z"
+ "end_time": "2025-12-21T14:59:08.828108Z",
+ "start_time": "2025-12-21T14:58:53.688854Z"
}
},
"source": [
@@ -68,8 +68,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T09:04:26.645859Z",
- "start_time": "2025-11-23T09:04:25.861249Z"
+ "end_time": "2025-12-21T14:59:12.901170Z",
+ "start_time": "2025-12-21T14:59:09.422783Z"
}
},
"cell_type": "code",
@@ -106,8 +106,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T09:04:26.675892Z",
- "start_time": "2025-11-23T09:04:26.670338Z"
+ "end_time": "2025-12-21T14:59:12.946298Z",
+ "start_time": "2025-12-21T14:59:12.938930Z"
}
},
"cell_type": "code",
@@ -132,8 +132,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T09:04:26.878677Z",
- "start_time": "2025-11-23T09:04:26.696130Z"
+ "end_time": "2025-12-21T14:59:14.057992Z",
+ "start_time": "2025-12-21T14:59:13.009590Z"
}
},
"cell_type": "code",
@@ -149,7 +149,7 @@
"text/plain": [
""
],
- "image/png": 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"
+ "image/png": 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"
},
"metadata": {},
"output_type": "display_data"
@@ -177,8 +177,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T09:04:26.961259Z",
- "start_time": "2025-11-23T09:04:26.896189Z"
+ "end_time": "2025-12-21T14:59:14.251106Z",
+ "start_time": "2025-12-21T14:59:14.110133Z"
}
},
"cell_type": "code",
@@ -194,7 +194,7 @@
"text/plain": [
""
],
- "image/png": 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"
+ "image/png": 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OnIh9+/bF+PHjo66uLgaqYmarCLwMs3kAfUn8AAxQRfg0NzfHQHfddddVewgA9BMWPAAAAFIQPwAAQAriBwAASEH8AAAAKYgfAAAgBfEDAACkIH4AAIAUxA8AAJCC+AEAAFIQPwAAQAriBwAASEH8AAAAKYgfAAAgBfEDAACkIH4AAIAUxA8AAJCC+AEAAFIQPwAAQAriBwAASEH8AAAAKYgfAAAgBfEDAACkIH4AAIAUxA8AAJCC+AEAAFIQPwAAQAriBwAASEH8AAAAKYgfAAAgBfEDAACkIH4AAIAUxA8AAJCC+AEAAFIQPwAAQAriBwAASEH8AAAAKYgfAAAgBfEDAACkIH4AAIAUxA8AAJCC+AEAAFIQPwAAQAriBwAASEH8AAAAKYgfAAAgBfEDAACkIH4AAIAUxA8AAJCC+AEAAFIQPwAAQAriBwAASEH8AAAAKYgfAAAgBfEDAACkIH4AAIAUxA8AAJCC+AEAAFIQPwAAQAriBwAASEH8AAAAKYgfAAAgBfEDAACk0Ofx8/3vfz9qampi3rx5PcdOnjwZd999d4waNSouvvjiuPXWW+PQoUN9PRQAACCxPo2fV155JR555JH46Ec/2uv4/Pnz46mnnoonnnginnvuuThw4EDccsstfTkUAAAguT6Ln6NHj8bs2bPj0UcfjUsuuaTneHt7ezz22GPxwAMPxA033BAtLS2xbt26eOGFF+LFF1/sq+EAAADJ9Vn8FLe13XTTTTFt2rRex1tbW+P06dO9jk+aNCnGjRsX27dvP+N7nTp1Kjo6OnptAAAAZ2Nw9IGf/exnsWPHjvK2t3c6ePBgXHjhhTFixIhex8eMGVOeO5Ply5fHfffd1xdDBQAAkqj4zM/+/fvja1/7WmzatCmGDBlSkfdctGhRebtc91Z8BgAAQFXjp7it7fDhw9Hc3ByDBw8ut2JRg1WrVpU/FzM8b731Vhw5cqTXvytWexs7duwZ37O2tjbq6+t7bQAAAFW97e3GG2+M3//+972OfeELXyif6/nGN74RjY2NccEFF8TWrVvLJa4Lu3btijfeeCOmTJlS6eEAAAD0TfwMGzYsLr/88l7Hhg4dWn6nT/fx22+/PRYsWBAjR44sZ3HuvffeMnyuueaaSg8HAACg7xY8eDcPPvhgDBo0qJz5KVZymz59ejz88MPVGAoAAJDEOYmfZ599ttd+sRDC6tWryw0AAKBff88PAABAZL/tDYC+Nfbimqg7sjvigL9xDQTF/2XxfwrAeyN+AAagu1oujKZtd0Vsq/ZIqISm//k/BeC9ET8AA9AjrW/Ffy5dH02TJlV7KFRA286d8cgP/yv+o9oDAejnxA/AAHTwaFecGPGhiIaPVXsoVMCJg53l/ykA742bwQEAgBTEDwAAkIL4AQAAUhA/AABACuIHAABIQfwAAAApiB8AACAF8QMAAKQgfgAAgBTEDwAAkIL4AQAAUhA/AABACuIHAABIQfwAAAApiB8AACAF8QMAAKQgfgAAgBTEDwAAkIL4AQAAUhA/AABACuIHAABIQfwAAAApiB8AACAF8QMAAKQgfgAAgBTEDwAAkIL4AQAAUhA/AABACuIHAABIQfwAAAApiB8AACAF8QMAAKQgfgAAgBTEDwAAkIL4AQAAUhA/AABACuIHAABIQfwAAAApiB8AACAF8QMAAKQgfgAAgBTEDwAAkIL4AQAAUhA/AABACuIHAABIQfwAAAApiB8AACAF8QMAAKQgfgAAgBTEDwAAkIL4AQAAUhA/AABACuIHAABIQfwAAAApiB8AACAF8QMAAKQgfgAAgBTEDwAAkIL4AQAAUhA/AABACuIHAABIQfwAAAApiB8AACAF8QMAAKQgfgAAgBTEDwAAkIL4AQAAUhA/AABACuIHAABIQfwAAAApiB8AACAF8QMAAKQgfgAAgBTEDwAAkIL4AQAAUqh4/CxfvjyuvvrqGDZsWIwePTpmzZoVu3bt6nXNyZMn4+67745Ro0bFxRdfHLfeemscOnSo0kMBAADou/h57rnnyrB58cUX45lnnonTp0/Hpz71qTh27FjPNfPnz4+nnnoqnnjiifL6AwcOxC233FLpoQAAAPQYHBW2ZcuWXvvr168vZ4BaW1vjE5/4RLS3t8djjz0Wjz/+eNxwww3lNevWrYumpqYymK655ppKDwkAAKDvn/kpYqcwcuTI8rWIoGI2aNq0aT3XTJo0KcaNGxfbt28/43ucOnUqOjo6em0AAABVnfl5u87Ozpg3b15cd911cfnll5fHDh48GBdeeGGMGDGi17Vjxowpz/1fzxHdd999fTlUgAHj+PHj5euOHTtioDtx4kTs27cvxo8fH3V1dTFQtbW1VXsIAANCn8ZP8ezPH/7wh3j++eff0/ssWrQoFixY0LNfzPw0NjZWYIQAA8/OnTvL1zvuuKPaQ6HCisWEADgP4+eee+6Jp59+OrZt2xaXXXZZz/GxY8fGW2+9FUeOHOk1+1Os9lacO5Pa2tpyA+DdFatsdt9SfNFFF8VAVsyIzJkzJzZu3Fg+OzrQw2fixInVHgZAv1bx+Onq6op77703nnzyyXj22WdjwoQJvc63tLTEBRdcEFu3bi2XuC4US2G/8cYbMWXKlEoPByCd97///fGlL30pMinCp7m5udrDACBb/BS3uhUruf3iF78o/0rV/RzP8OHDy/uxi9fbb7+9vI2tWAShvr6+jKUifKz0BgAA9Jv4WbNmTfn6yU9+stfxYjnrz3/+8+XPDz74YAwaNKic+SlWcps+fXo8/PDDlR4KAABA39729m6GDBkSq1evLjcAAIAB8T0/AAAA5wPxAwAApCB+AACAFMQPAACQgvgBAABSED8AAEAK4gcAAEhB/AAAACmIHwAAIAXxAwAApCB+AACAFMQPAACQgvgBAABSED8AAEAK4gcAAEhB/AAAACmIHwAAIIXB1R4AAAPD8ePHY+fOnef0M9va2nq9nkuTJk2Kiy666Jx/LgD/PvEDQEUU4dPS0lKVz54zZ845/8zW1tZobm4+558LwL9P/ABQsZmQIgjOpRMnTsS+ffti/PjxUVdXd85/XwD6l5qurq6u6Gc6Ojpi+PDh0d7eHvX19dUeDgAA0A/awIIHAABACuIHAABIQfwAAAApiB8AACAF8QMAAKQgfgAAgBTEDwAAkIL4AQAAUhA/AABACuIHAABIQfwAAAApiB8AACAF8QMAAKQgfgAAgBTEDwAAkIL4AQAAUhA/AABACoOjH+rq6ipfOzo6qj0UAACgirqboLsRBlz8vPnmm+VrY2NjtYcCAACcJ40wfPjw//eamq5/JZHOM52dnXHgwIEYNmxY1NTUVHs4AFTxr33FH8L2798f9fX11R4OAFVQ5EwRPg0NDTFo0KCBFz8A0B0/xV/52tvbxQ8A78qCBwAAQAriBwAASEH8ANBv1dbWxre+9a3yFQDejWd+AACAFMz8AAAAKYgfAAAgBfEDAACkIH4AAIAUxA8AAJCC+AGg39m2bVvMnDkzGhoaoqamJjZv3lztIQHQD4gfAPqdY8eOxZVXXhmrV6+u9lAA6EcGV3sAAHC2ZsyYUW4AcDbM/AAAACmIHwAAIAXxAwAApCB+AACAFMQPAACQgtXeAOh3jh49Gq+//nrP/t69e+O1116LkSNHxrhx46o6NgDOXzVdXV1d1R4EAJyNZ599Nq6//vr/dXzu3Lmxfv36qowJgPOf+AEAAFLwzA8AAJCC+AEAAFIQPwAAQAriBwAASEH8AAAAKYgfAAAgBfEDAACkIH4AAIAUxA8AAJCC+AEAAFIQPwAAQGTw30m8F2LN/OI5AAAAAElFTkSuQmCC"
},
"metadata": {},
"output_type": "display_data"
@@ -224,8 +224,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T09:04:26.983486Z",
- "start_time": "2025-11-23T09:04:26.978635Z"
+ "end_time": "2025-12-21T14:59:14.330276Z",
+ "start_time": "2025-12-21T14:59:14.304871Z"
}
},
"cell_type": "code",
@@ -246,8 +246,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T09:04:27.022347Z",
- "start_time": "2025-11-23T09:04:27.013731Z"
+ "end_time": "2025-12-21T14:59:14.535877Z",
+ "start_time": "2025-12-21T14:59:14.485768Z"
}
},
"cell_type": "code",
@@ -258,13 +258,13 @@
"data": {
"text/plain": [
"count 3447.000000\n",
- "mean 40.749329\n",
- "std 22.052390\n",
- "min 14.628524\n",
- "25% 19.871326\n",
- "50% 37.582798\n",
- "75% 54.484039\n",
- "max 105.039635\n",
+ "mean 40.910972\n",
+ "std 22.081570\n",
+ "min 14.389105\n",
+ "25% 19.806995\n",
+ "50% 38.074829\n",
+ "75% 55.210638\n",
+ "max 106.866257\n",
"Name: dem, dtype: float64"
]
},
@@ -278,8 +278,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T09:04:27.097805Z",
- "start_time": "2025-11-23T09:04:27.089199Z"
+ "end_time": "2025-12-21T14:59:14.823880Z",
+ "start_time": "2025-12-21T14:59:14.804255Z"
}
},
"cell_type": "code",
@@ -289,14 +289,14 @@
{
"data": {
"text/plain": [
- "count 3393.000000\n",
- "mean 39.908555\n",
- "std 21.180044\n",
- "min 14.628524\n",
- "25% 19.759069\n",
- "50% 36.664646\n",
- "75% 53.550255\n",
- "max 89.093224\n",
+ "count 3410.000000\n",
+ "mean 40.323833\n",
+ "std 21.460107\n",
+ "min 14.389105\n",
+ "25% 19.746401\n",
+ "50% 37.176926\n",
+ "75% 54.361750\n",
+ "max 90.490242\n",
"Name: dem, dtype: float64"
]
},
@@ -330,8 +330,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T09:04:27.256631Z",
- "start_time": "2025-11-23T09:04:27.253557Z"
+ "end_time": "2025-12-21T14:59:15.323410Z",
+ "start_time": "2025-12-21T14:59:15.318413Z"
}
},
"cell_type": "code",
@@ -346,8 +346,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T09:04:28.031391Z",
- "start_time": "2025-11-23T09:04:27.444836Z"
+ "end_time": "2025-12-21T14:59:17.718619Z",
+ "start_time": "2025-12-21T14:59:15.555891Z"
}
},
"cell_type": "code",
@@ -366,8 +366,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T09:04:28.741351Z",
- "start_time": "2025-11-23T09:04:28.406852Z"
+ "end_time": "2025-12-21T14:59:23.384097Z",
+ "start_time": "2025-12-21T14:59:21.730530Z"
}
},
"cell_type": "code",
@@ -379,7 +379,7 @@
"text/plain": [
""
],
- "image/png": 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xIudeVHxF4BHBX1s6c25+nJtXzkWTrxixLJq7VUWlytIjeoWobmn+3pjnk08+mYOs5tvS2rn0dpYOfON8iv1fvb6j8ieWEdM0/xxoDxG2RvVZdB7evFpr6SZk1f0Z69p83aMT6bZWcwFQHn36ANBlRdOi6Dcn/gpe/WH80Y9+NFcD/OhHP2oxbfyFPH4UVvt+ifdGxUo0BYtKoRixK35Qx3DPrWk+v/jxF4+jOiT+It+a+HG81157pd/85jctmoDFMiJM2WmnnWrNZaohTWs/cpcWVSlRZRFNrJpPHz98Y1/E9q+MqOCJsCoqYCL4OfDAA3NA0ny7lq4WidGgohlKWy3vNsWyIxi47rrr0uzZs2vTxY/e5n01vZOYT5wLcZ5UxTGK+a4uqtscw903Vx1pbukRxtoqzr1qHzHvJELK6H8njkmMWrW0CEmi2V/0C9WaOHZxrcbIWM3Pnxj9Ldah+TZFyBKjaEUg1LxJ3tLDo8d+inMhwsiqaA71k5/8JK2IqGxrrrp91c+LuA7ivImRx5aulIrHEbSsKq1dY7F/lg4l47MnmgYuPZT70p991c+7CFCj/ywAuheVPgB0GfHDvlqxE0O2R3gSf6H/6le/WgtQoiolmnzFcNTxQ3777bfPP1IjfIkOZOPHZKj25xKdoUZFUHQaPHHixHTqqafmTmGbhycRekT1S3T4HJ31xnpEp7MxxPrbdVIcy4hOpyPgic5W4wdaDNkef8WPYZarIvCIH3r/+Z//mX/cRfXJ7rvvnptOtebcc8/NP0bHjBmTh6WvDm8eFUrROfXKiGYqEfxUmzk1b9oVou+kqPL5l3/5l/wjPSo0LrrootxZcrXaqi2Wd5vi33E8Yyj3GPK7GvBts802+Xguj1jvCE9i6PfoVDvOpfjRH32jRPXX6iDO2zjfIryIICw68X3wwQdzMBbHJ87xVWH06NHpqquuyn05Rd9WcfybV3YtLUKdaH4UHZ7HeRDnQ1TlxJDp11xzTb4+o2+o1sS1EkOMR3AS+z6a2EVFTgSMsezoSLwqqu4iyInpovPkWGZUGFWv36oIoeL4H3bYYamxsTEHiDFkewSXKyLO41ifWF4EmLGsODfiOIRYblzPsf7xuRLHID434n3R71V0HP3lL385rQoRFkc4Fsfh6KOPztfVT3/60/x50Dy0iX6gvvjFL+ZjUl33GLI9Pp+iOq555dNf//rXHIzHORUBNwDdSGcPHwYAbRmyfa211srDfF944YV5CPXm5s+fn4eXHjJkSGXNNdesjBgxonLuuefWpmtsbMxDHTcfhr06HHkMWx7vi2HIQwx7vPbaa+dh12Oo6RguPIYnj2GWmw873dqQ7eGRRx7JQy2vs846+b277bZb5d57733LNv70pz/NwzHHsNDLM9R0DPc9duzYPMR3DIseQ5k//fTTLaZZ0SHbq2688cb8vo022ugt2xj78Fvf+lYeUjuGMn/Pe95TueGGG/J+aj70d3VY9tjvS2ttyPbl3aYwZcqUvNwY/nvzzTevXHLJJZUvfelL+ZxoLpYxYcKEVrfxZz/7WT4vYhvq6+vzurQ2dHZr81jWti3v/q6ezw899NDbTvf6669XzjjjjMqmm26az+OhQ4fmYeFfe+21FtMta8j2pdejtf2+YMGCysEHH1wZOHBgfm15hm+P6yT2+c4771wZMGBAXrd432c+85kWw7kvPWR78yHaY5/H++JaOvbYY2vXW3PnnXde5d3vfnc+RnFePPzww2/Z1vDnP/85D7ke19cGG2xQ+eIXv1iZPHnyCg3ZHufZxz/+8Uq/fv0q6667buW4446rNDU1vWX6//mf/6nstNNO+TMhbrEdcX5Mnz69Nk2s39Zbb/2O+3HpdWju+uuvr2y33Xb5nB4+fHjlP//zP/OQ9kvvzzgWX//61yuDBw/O183uu+9emTp1amX99devHHPMMW859oZxB+h+esR/Ojt4AoDVVTQBi4qDlaliof1F5cVTTz2VK79geUXlWFQexWh7UR1TgqgMi+qrqEyKikcAujd9+gAAXUo0/Wougp4Y2SiGmYfufC007wfK9QBA0KcPANClxOhNUYEV9zGaU3RkG32gnHzyyZ29atChoj+m6KMn+iCL/pjuueee9Mtf/jL3CxT9XgGA0AcA6FKiw9r4YTtnzpzc6XV0/vytb30rjRgxorNXDTpUdEAfHcRHx/Dz5s2rde4cTbsAIOjTBwAAAKBA+vQBAAAAKJDQBwAAAKBAxfbps2TJkjR79uzUr1+/1KNHj85eHQAAAIBVInrqmT9/fhoyZEjq2bNn9wt9IvAZOnRoZ68GAAAAQLt44YUX0sYbb9z9Qp+o8KnugP79+3f26gAAAACsEjFqYxS6VLOPbhf6VJt0ReAj9AEAAABK807d2ejIGQAAAKBAQh8AAACAAgl9AAAAAAok9AEAAAAokNAHAAAAoEBCHwAAAIACCX0AAAAACiT0AQAAACiQ0AcAAACgQEIfAAAAgAIJfQAAAAAKJPQBAAAAKJDQBwAAAKBAQh8AAACAAgl9AAAAAAok9AEAAAAokNAHAAAAoEBCHwAAAIACCX0AAAAACiT0AQAAACiQ0AcAAACgQEIfAAAAgAIJfQAAAAAKJPQBAAAAKFCvzl4BAAAAgIULF6Zp06a16b1NTU1p1qxZafjw4amurq5N86ivr099+/ZNJRH6AAAAAJ0uAp/Ro0d32vIbGxvTqFGjUkmEPgAAAECni0qbCF7aYurUqWn8+PFp0qRJqaGhoc3LL43QBwAAAOh00bRqZSttIvAprVpnZejIGQAAAKBAQh8AAACAAgl9AAAAAAok9AEAAAAokNAHAAAAoLuHPhdeeGHabrvtUv/+/fNtzJgx6Xe/+13t9ddeey1NmDAhrb/++mmdddZJBx10UHrppZdazOP5559P++yzT+6Ve8MNN0wnnXRSeuONN1pMc+edd+betvv06ZO22GKLdNlll63sdgIAAAB0KysU+my88cbp29/+dmpsbEwPP/xw2n333dP++++fnnrqqfz6CSeckH7729+ma665Jt11111p9uzZ6cADD6y9/80338yBz+LFi9O9996bfvGLX+RAZ+LEibVpnnvuuTzNbrvtlh599NF0/PHHp6OOOirdfPPNq3K7AQAAAIrWo1KpVFZmBuutt14699xz08c//vH0rne9K11xxRX532HatGmpoaEh3XfffekDH/hArgr62Mc+lsOgQYMG5Wkuuuii9JWvfCX97W9/S717987/vvHGG9OTTz5ZW8YnP/nJNHfu3DR58uTlXq958+alAQMGpFdeeSVXJQEAAABleuSRR9Lo0aNzkUq0HCrdvOXMPNrcp09U7Vx55ZXp1Vdfzc28Yse+/vrrac8996xNU19fnzbZZJMc+oS433bbbWuBTxg3blxe2Wq1UEzTfB7VaarzAAAAAOCd9Uor6IknnsghT/TfE/32XHvttWmrrbbKTbGiUmfgwIEtpo+AZ86cOfnfcd888Km+Xn3t7aaJYKipqSnV1dW1ul6LFi3Kt6qYHgAAAKC7WuFKny233DIHPA888EA69thj0+GHH56efvrp1NnOPvvsXNpUvQ0dOrSzVwkAAACg64Q+Uc0TI2pFW7kIWrbffvt0/vnnp8GDB+cOmqPvneZi9K54LcT90qN5VR+/0zTRRm1ZVT7hlFNOyW3ZqrcXXnhhRTcNAAAAoBht7tOnasmSJblZVYRAa665ZpoyZUrttenTp+ch2qM5WIj7aB728ssv16a59dZbc6ATTcSq0zSfR3Wa6jyWJYZ3rw4lX70BAAAAdFcr1KdPVNPsvffeuXPm+fPn55G67rzzzjycejSpOvLII9OJJ56YR/SK0OULX/hCDmti5K6w11575XDn0EMPTeecc07uv+fUU09NEyZMyKFNOOaYY9KPfvSjdPLJJ6cjjjgi3X777enqq6/OI3oBAAAA0A6hT1ToHHbYYenFF1/MIc92222XA58Pf/jD+fXvfe97qWfPnumggw7K1T8x6taPf/zj2vvXWGONdMMNN+S+gCIMWnvttXOfQGeeeWZtmk033TQHPCeccEJuNrbxxhunSy65JM8LAAAAgOXTo1KpVFI3HrMeAAAA6NoeeeSR3O1MY2NjGjVqVCrdvOXMPFa6Tx8AAAAAVj9CHwAAAIACCX0AAAAACiT0AQAAACiQ0AcAAACgQEIfAAAAgAIJfQAAAAAKJPQBAAAAKJDQBwAAAKBAQh8AAACAAgl9AAAAAAok9AEAAAAokNAHAAAAoEBCHwAAAIACCX0AAAAACiT0AQAAACiQ0AcAAACgQEIfAAAAgAIJfQAAAAAKJPQBAAAAKJDQBwAAAKBAQh8AAACAAgl9AAAAAAok9AEAAAAokNAHAAAAoEBCHwAAAIACCX0AAAAACiT0AQAAACiQ0AcAAACgQEIfAAAAgAIJfQAAAAAKJPQBAAAAKJDQBwAAAKBAQh8AAACAAgl9AAAAAAok9AEAAAAokNAHAAAAoEBCHwAAAIAC9ersFQAAAIB3snDhwjRt2rQ2vbepqSnNmjUrDR8+PNXV1bVpHvX19alv375tei90FqEPAAAAq70IfEaPHt1py29sbEyjRo3qtOVDWwh9AAAAWO1FpU0EL20xderUNH78+DRp0qTU0NDQ5uVDVyP0AQAAYLUXTatWttImAh/VOnQnOnIGAAAAKJDQBwAAAKBAQh8AAACAAgl9AAAAAAok9AEAAAAokNAHAAAAoEBCHwAAAIACCX0AAAAACiT0AQAAACiQ0AcAAACgQEIfAAAAgAIJfQAAAAAKJPQBAAAAKJDQBwAAAKBAQh8AAACAAgl9AAAAAAok9AEAAAAokNAHAAAAoEBCHwAAAIACCX0AAAAACiT0AQAAACiQ0AcAAACgQEIfAAAAgAIJfQAAAAAKJPQBAAAAKJDQBwAAAKBAQh8AAACAAgl9AAAAAAok9AEAAAAokNAHAAAAoEBCHwAAAIACCX0AAAAACiT0AQAAACiQ0AcAAACgQEIfAAAAgAIJfQAAAAAKJPQBAAAAKJDQBwAAAKBAQh8AAACA7h76nH322el973tf6tevX9pwww3TAQcckKZPn95iml133TX16NGjxe2YY45pMc3zzz+f9tlnn9S3b988n5NOOim98cYbLaa5884706hRo1KfPn3SFltskS677LKV2U4AAACAbmWFQp+77rorTZgwId1///3p1ltvTa+//nraa6+90quvvtpius9+9rPpxRdfrN3OOeec2mtvvvlmDnwWL16c7r333vSLX/wiBzoTJ06sTfPcc8/laXbbbbf06KOPpuOPPz4dddRR6eabb14V2wwAAABQvF4rMvHkyZNbPI6wJip1Ghsb0y677FJ7Pip4Bg8e3Oo8brnllvT000+n2267LQ0aNCjtsMMO6ayzzkpf+cpX0umnn5569+6dLrroorTpppum8847L7+noaEh3XPPPel73/teGjduXNu2FAAAAKAbWak+fV555ZV8v95667V4/vLLL08bbLBB2mabbdIpp5ySFi5cWHvtvvvuS9tuu20OfKoiyJk3b1566qmnatPsueeeLeYZ08Tzy7Jo0aI8j+Y3AAAAgO5qhSp9mluyZEludjV27Ngc7lQdfPDBadiwYWnIkCHp8ccfzxU80e/Pr3/96/z6nDlzWgQ+ofo4Xnu7aSLIaWpqSnV1da32N3TGGWe0dXMAAAAAitLm0Cf69nnyySdzs6vmPve5z9X+HRU9G220Udpjjz3Ss88+mzbffPPUXqKi6MQTT6w9joBo6NCh7bY8AAAAgOKadx133HHphhtuSHfccUfaeOON33baHXfcMd8/88wz+T76+nnppZdaTFN9XO0HaFnT9O/fv9UqnxCjfMXrzW8AAAAA3dUKhT6VSiUHPtdee226/fbbc2fL7yRG3wpR8RPGjBmTnnjiifTyyy/XpomRwCKk2WqrrWrTTJkypcV8Ypp4HgAAAIBVHPpEk65JkyalK664IvXr1y/3vRO36GcnRBOuGIkrRvOaNWtWuv7669Nhhx2WR/babrvt8jQxxHuEO4ceemh67LHH8jDsp556ap53VOuEY445Jv3pT39KJ598cpo2bVr68Y9/nK6++up0wgknrMjqAgAAAHRbKxT6XHjhhXnErl133TVX7lRvV111VX49hluPodgj2Kmvr09f+tKX0kEHHZR++9vf1uaxxhpr5KZhcR+VO+PHj8/B0JlnnlmbJiqIbrzxxlzds/322+eh2y+55BLDtQMAAAC0R0fO0bzr7UTHyXfdddc7zidG97rpppvedpoIlv74xz+uyOoBAAAAsDIdOQMAAACwehP6AAAAABRI6AMAAABQIKEPAAAAQIGEPgAAAAAFEvoAAAAAFEjoAwAAAFAgoQ8AAABAgYQ+AAAAAAUS+gAAAAAUSOgDAAAAUCChDwAAAECBhD4AAAAABRL6AAAAABRI6AMAAABQoF6dvQIAAAAra+HChWnatGltem9TU1OaNWtWGj58eKqrq2vzOtTX16e+ffu2+f0Aq5rQBwAA6PIi8Bk9enSnrkNjY2MaNWpUp64DQHNCHwAAoMuLKpsIXdpi6tSpafz48WnSpEmpoaFhpdYBYHUi9AEAALq8aFa1slU2Efio1AFKoiNnAAAAgAIJfQAAAAAKJPQBAAAAKJDQBwAAAKBAQh8AAACAAgl9AAAAAAok9AEAAAAokNAHAAAAoEBCHwAAAIACCX0AAAAACiT0AQAAACiQ0AcAAACgQEIfAAAAgAIJfQAAAAAKJPQBAAAAKJDQBwAAAKBAQh8AAACAAgl9AAAAAAok9AEAAAAokNAHAAAAoEBCHwAAAIACCX0AAAAACiT0AQAAACiQ0AcAAACgQEIfAAAAgAIJfQAAAAAKJPQBAAAAKJDQBwAAAKBAQh8AAACAAgl9AAAAAAok9AEAAAAokNAHAAAAoEBCHwAAAIACCX0AAAAACiT0AQAAACiQ0AcAAACgQEIfAAAAgAIJfQAAAAAKJPQBAAAAKJDQBwAAAKBAQh8AAACAAgl9AAAAAAok9AEAAAAokNAHAAAAoEBCHwAAAIACCX0AAAAACiT0AQAAACiQ0AcAAACgQEIfAAAAgAIJfQAAAAAKJPQBAAAAKJDQBwAAAKBAQh8AAACAAgl9AAAAAAok9AEAAAAokNAHAAAAoEBCHwAAAIACCX0AAAAACiT0AQAAACiQ0AcAAACgQEIfAAAAgO4e+px99tnpfe97X+rXr1/acMMN0wEHHJCmT5/eYprXXnstTZgwIa2//vppnXXWSQcddFB66aWXWkzz/PPPp3322Sf17ds3z+ekk05Kb7zxRotp7rzzzjRq1KjUp0+ftMUWW6TLLrtsZbYTAAAAoFtZodDnrrvuyoHO/fffn2699db0+uuvp7322iu9+uqrtWlOOOGE9Nvf/jZdc801efrZs2enAw88sPb6m2++mQOfxYsXp3vvvTf94he/yIHOxIkTa9M899xzeZrddtstPfroo+n4449PRx11VLr55ptX1XYDAAAAFK3Xikw8efLkFo8jrIlKncbGxrTLLrukV155Jf3sZz9LV1xxRdp9993zNJdeemlqaGjIQdEHPvCBdMstt6Snn3463XbbbWnQoEFphx12SGeddVb6yle+kk4//fTUu3fvdNFFF6VNN900nXfeeXke8f577rknfe9730vjxo1bldsPAAAAUKSV6tMnQp6w3nrr5fsIf6L6Z88996xNU19fnzbZZJN033335cdxv+222+bApyqCnHnz5qWnnnqqNk3zeVSnqc6jNYsWLcrzaH4DAAAA6K7aHPosWbIkN7saO3Zs2mabbfJzc+bMyZU6AwcObDFtBDzxWnWa5oFP9fXqa283TQQ5TU1Ny+xvaMCAAbXb0KFD27ppAAAAAN039Im+fZ588sl05ZVXptXBKaeckiuPqrcXXnihs1cJAAAAoGv06VN13HHHpRtuuCHdfffdaeONN649P3jw4NxB89y5c1tU+8ToXfFadZoHH3ywxfyqo3s1n2bpEb/icf/+/VNdXV2r6xSjfMUNAAAAgBWs9KlUKjnwufbaa9Ptt9+eO1tubvTo0WnNNddMU6ZMqT0XQ7rHEO1jxozJj+P+iSeeSC+//HJtmhgJLAKdrbbaqjZN83lUp6nOAwAAAIBVWOkTTbpiZK7f/OY3qV+/frU+eKIPnajAifsjjzwynXjiiblz5whyvvCFL+SwJkbuCjHEe4Q7hx56aDrnnHPyPE499dQ872qlzjHHHJN+9KMfpZNPPjkdccQROWC6+uqr04033rgiqwsAAADQba1Qpc+FF16Y+8vZdddd00YbbVS7XXXVVbVpYlj1j33sY+mggw7Kw7hHU61f//rXtdfXWGON3DQs7iMMGj9+fDrssMPSmWeeWZsmKogi4Inqnu233z4P3X7JJZcYrh0AAACgPSp9onnXO1lrrbXSBRdckG/LMmzYsHTTTTe97XwiWPrjH/+4IqsHAAAAwMqO3gUAAADA6kvoAwAAAFAgoQ8AAABAgYQ+AAAAAAUS+gAAAAAUSOgDAAAAUCChDwAAAECBhD4AAAAABRL6AAAAABRI6AMAAABQIKEPAAAAQIGEPgAAAAAFEvoAAAAAFEjoAwAAAFAgoQ8AAABAgYQ+AAAAAAUS+gAAAAAUSOgDAAAAUCChDwAAAECBhD4AAAAABRL6AAAAABSoV2evAAAAdISFCxemadOmtem9TU1NadasWWn48OGprq6uTfOor69Pffv2bdN7AaAthD4AAHQLEfiMHj2605bf2NiYRo0a1WnLB6D7EfoAANAtRKVNBC9tMXXq1DR+/Pg0adKk1NDQ0OblA0BHEvoAANAtRNOqla20icBHtQ4AXYWOnAEAAAAKJPQBAAAAKJDQBwAAAKBAQh8AAACAAgl9AAAAAAok9AEAAAAokNAHAAAAoEBCHwAAAIACCX0AAAAACiT0AQAAACiQ0AcAAACgQEIfAAAAgAIJfQAAAAAKJPQBAAAAKJDQBwAAAKBAQh8AAACAAgl9AAAAAAok9AEAAAAokNAHAAAAoEBCHwAAAIACCX0AAAAACiT0AQAAACiQ0AcAAACgQEIfAAAAgAIJfQAAAAAKJPQBAAAAKJDQBwAAAKBAQh8AAACAAgl9AAAAAAok9AEAAAAokNAHAAAAoEBCHwAAAIACCX0AAAAACiT0AQAAACiQ0AcAAACgQEIfAAAAgAIJfQAAAAAKJPQBAAAAKJDQBwAAAKBAQh8AAACAAgl9AAAAAAok9AEAAAAokNAHAAAAoEBCHwAAAIACCX0AAAAACiT0AQAAACiQ0AcAAACgQEIfAAAAgAIJfQAAAAAKJPQBAAAAKJDQBwAAAKBAQh8AAACAAgl9AAAAAAok9AEAAAAokNAHAAAAoEArHPrcfffdad99901DhgxJPXr0SNddd12L1z/96U/n55vfPvKRj7SY5h//+Ec65JBDUv/+/dPAgQPTkUcemRYsWNBimscffzztvPPOaa211kpDhw5N55xzTlu3EQAAAKDbWeHQ59VXX03bb799uuCCC5Y5TYQ8L774Yu32y1/+ssXrEfg89dRT6dZbb0033HBDDpI+97nP1V6fN29e2muvvdKwYcNSY2NjOvfcc9Ppp5+efvKTn6zo6gIAAAB0S71W9A177713vr2dPn36pMGDB7f62tSpU9PkyZPTQw89lN773vfm5374wx+mj370o+k73/lOriC6/PLL0+LFi9PPf/7z1Lt377T11lunRx99NH33u99tEQ4BAAAA0IF9+tx5551pww03TFtuuWU69thj09///vfaa/fdd19u0lUNfMKee+6ZevbsmR544IHaNLvssksOfKrGjRuXpk+fnv75z3+2xyoDAAAAdO9Kn3cSTbsOPPDAtOmmm6Znn302fe1rX8uVQRHkrLHGGmnOnDk5EGqxEr16pfXWWy+/FuI+3t/coEGDaq+tu+66b1nuokWL8q15EzEAAACA7mqVhz6f/OQna//edttt03bbbZc233zzXP2zxx57pPZy9tlnpzPOOKPd5g8AAADQlbT7kO2bbbZZ2mCDDdIzzzyTH0dfPy+//HKLad544408ole1H6C4f+mll1pMU328rL6CTjnllPTKK6/Ubi+88EI7bREAAADA6q/dQ5+//OUvuU+fjTbaKD8eM2ZMmjt3bh6Vq+r2229PS5YsSTvuuGNtmhjR6/XXX69NEyN9RR9BrTXtqnYeHUPAN78BAAAAdFcrHPosWLAgj6QVt/Dcc8/lfz///PP5tZNOOindf//9adasWWnKlClp//33T1tssUXuiDk0NDTkfn8++9nPpgcffDD94Q9/SMcdd1xuFhYjd4WDDz44d+J85JFH5qHdr7rqqnT++eenE088cVVvPwAAAECRVjj0efjhh9N73vOefAsRxMS/J06cmDtqfvzxx9N+++2XRo4cmUOb0aNHp9///ve5EqcqhmSvr6/PffzEUO077bRT+slPflJ7fcCAAemWW27JgVK8/0tf+lKev+HaAQAAANqpI+ddd901VSqVZb5+8803v+M8YqSuK6644m2niQ6gIywCAAAAYDXs0wcAAACAjif0AQAAACiQ0AcAAACgQEIfAAAAgAIJfQAAAAAKJPQBAAAAKJDQBwAAAKBAQh8AAACAAgl9AAAAAAok9AEAAAAokNAHAAAAoEBCHwAAAIACCX0AAAAACiT0AQAAACiQ0AcAAACgQEIfAAAAgAIJfQAAAAAKJPQBAAAAKJDQBwAAAKBAQh8AAACAAgl9AAAAAAok9AEAAAAokNAHAAAAoEBCHwAAAIACCX0AAAAACiT0AQAAACiQ0AcAAACgQEIfAAAAgAIJfQAAAAAKJPQBAAAAKJDQBwAAAKBAQh8AAACAAgl9AAAAAAok9AEAAAAokNAHAAAAoEBCHwAAAIACCX0AAAAACiT0AQAAACiQ0AcAAACgQL06ewUAAACAMsycOTPNnz+/w5c7derUFvcdqV+/fmnEiBFpdST0AQAAAFZJ4DNy5MhOXYfx48d3ynJnzJixWgY/Qh8AAABgpVUrfCZNmpQaGho6dNlNTU1p1qxZafjw4amurq7Dljt16tQcNHVGddPyEPoAAKSUFi5cmKZNm9ZpXzTr6+tT37592/ReAFidROAzatSoDl/u2LFjO3yZqzuhDwBASjnwGT16dKctv7GxsVO+IAMA5RL6AAD8X6VNBC8rU9q9MuXssXwAgFVJ6AMAkFJuWrWylTadVc4OANCanq0+CwAAAECXJvQBAAAAKJDQBwAAAKBAQh8AAACAAgl9AAAAAAok9AEAAAAokNAHAAAAoEBCHwAAAIACCX0AAAAACiT0AQAAACiQ0AcAAACgQEIfAAAAgAIJfQAAAAAKJPQBAAAAKJDQBwAAAKBAQh8AAACAAgl9AAAAAArUq7NXAAAAgO5j5syZaf78+R26zKlTp7a470j9+vVLI0aM6PDlQhD6AAAA0GGBz8iRIztt+ePHj++U5c6YMUPwQ6cQ+gAAANAhqhU+kyZNSg0NDR223KampjRr1qw0fPjwVFdX12HLjcqiCJo6urIJqoQ+AAAAdKgIfEaNGtWhyxw7dmyHLg9WBzpyBgAAACiQ0AcAAACgQEIfAAAAgAIJfQAAAAAKJPQBAAAAKJDQBwAAAKBAQh8AAACAAgl9AAAAAAok9AEAAAAokNAHAAAAoEBCHwAAAIACCX0AAAAACiT0AQAAACjQCoc+d999d9p3333TkCFDUo8ePdJ1113X4vVKpZImTpyYNtpoo1RXV5f23HPPNHPmzBbT/OMf/0iHHHJI6t+/fxo4cGA68sgj04IFC1pM8/jjj6edd945rbXWWmno0KHpnHPOaes2AgAAAHQ7Kxz6vPrqq2n77bdPF1xwQauvRzjzgx/8IF100UXpgQceSGuvvXYaN25ceu2112rTRODz1FNPpVtvvTXdcMMNOUj63Oc+V3t93rx5aa+99krDhg1LjY2N6dxzz02nn356+slPftLW7QQAAADoVnqt6Bv23nvvfGtNVPl8//vfT6eeemraf//983P/9V//lQYNGpQrgj75yU+mqVOnpsmTJ6eHHnoovfe9783T/PCHP0wf/ehH03e+851cQXT55ZenxYsXp5///Oepd+/eaeutt06PPvpo+u53v9siHAIAAACgA/r0ee6559KcOXNyk66qAQMGpB133DHdd999+XHcR5OuauATYvqePXvmyqDqNLvssksOfKqiWmj69Onpn//856pcZQAAAIAirXClz9uJwCdEZU9z8bj6WtxvuOGGLVeiV6+03nrrtZhm0003fcs8qq+tu+66b1n2okWL8q15EzEAAACA7qqY0bvOPvvsXFVUvUXnzwAAAADd1SoNfQYPHpzvX3rppRbPx+Pqa3H/8ssvt3j9jTfeyCN6NZ+mtXk0X8bSTjnllPTKK6/Ubi+88MIq3DIAAACAbhz6RJOsCGWmTJnSoplV9NUzZsyY/Dju586dm0flqrr99tvTkiVLct8/1WliRK/XX3+9Nk2M9LXlllu22rQr9OnTJw8B3/wGAAAA0F2tcOizYMGCPJJW3KqdN8e/n3/++dSjR490/PHHp2984xvp+uuvT0888UQ67LDD8ohcBxxwQJ6+oaEhfeQjH0mf/exn04MPPpj+8Ic/pOOOOy6P7BXThYMPPjh34nzkkUfmod2vuuqqdP7556cTTzxxVW8/AAAAQJFWuCPnhx9+OO222261x9Ug5vDDD0+XXXZZOvnkk9Orr76ah1aPip6ddtopD9G+1lpr1d4TQ7JH0LPHHnvkUbsOOuig9IMf/KD2evTJc8stt6QJEyak0aNHpw022CBNnDjRcO0AAAAA7RX67LrrrqlSqSzz9aj2OfPMM/NtWWKkriuuuOJtl7Pddtul3//+9yu6egAAAACUNHoXAAAAACtR6QMAANBeZs6cmebPn9+hy5w6dWqL+47Wr1+/NGLEiE5ZNlA2oQ8AALDaBD4jR47stOWPHz++05Y9Y8YMwQ+wygl9AACA1UK1wmfSpEl51N+O0tTUlGbNmpWGDx+e6urqUkeK6qIImzq6ugnoHoQ+AADAaiUCn1GjRnXoMseOHduhywPoCDpyBgAAACiQ0AcAAACgQEIfAAAAgAIJfQAAAAAKJPQBAAAAKJDQBwAAAKBAQh8AAACAAgl9AAAAAAok9AEAAAAokNAHAAAAoEBCHwAAAIACCX0AAAAACiT0AQAAACiQ0AcAAACgQEIfAAAAgAIJfQAAAAAKJPQBAAAAKJDQBwAAAKBAQh8AAACAAgl9AAAAAAok9AEAAAAokNAHAAAAoEBCHwAAAIACCX0AAAAACiT0AQAAACiQ0AcAAACgQEIfAAAAgAIJfQAAAAAKJPQBAAAAKJDQBwAAAKBAQh8AAACAAvXq7BUAgK5i4cKFadq0aW16b1NTU5o1a1YaPnx4qqura9M86uvrU9++fdv0XgAAuh+hDwAspwh8Ro8e3WnLb2xsTKNGjeq05QMA0LUIfQBgBSptInhpi6lTp6bx48enSZMmpYaGhjYvHwAAlpfQBwCWUzStWtlKmwh8VOsAANARhD4AAHQpM2fOTPPnz+/QZUa1XvP7jtSvX780YsSIDl8uAF2f0AcAgC4V+IwcObLTlh/NNDvDjBkzBD8ArDChDwAAXUa1wmdl+sfqrBH4VqY/sI6ubAKgDEIfAAC6nM7oH2vs2LEdujwAWFk9V3oOAAAAAKx2hD4AAAAABRL6AAAAABRI6AMAAABQIKEPAAAAQIGEPgAAAAAFEvoAAAAAFEjoAwAAAFAgoQ8AAABAgYQ+AAAAAAUS+gAAAAAUSOgDAAAAUCChDwAAAECBhD4AAAAABRL6AAAAABRI6AMAAABQIKEPAAAAQIGEPgAAAAAFEvoAAAAAFEjoAwAAAFAgoQ8AAABAgYQ+AAAAAAUS+gAAAAAUSOgDAAAAUCChDwAAAECBhD4AAAAABRL6AAAAABRI6AMAAABQIKEPAAAAQIGEPgAAAAAFEvoAAAAAFEjoAwAAAFAgoQ8AAABAgYQ+AAAAAAUS+gAAAAAUSOgDAAAAUCChDwAAAECBVnnoc/rpp6cePXq0uNXX19def+2119KECRPS+uuvn9ZZZ5100EEHpZdeeqnFPJ5//vm0zz77pL59+6YNN9wwnXTSSemNN95Y1asKAAAAUKxe7THTrbfeOt12223/byG9/t9iTjjhhHTjjTema665Jg0YMCAdd9xx6cADD0x/+MMf8utvvvlmDnwGDx6c7r333vTiiy+mww47LK255prpW9/6VnusLgAAAEBx2iX0iZAnQpulvfLKK+lnP/tZuuKKK9Luu++en7v00ktTQ0NDuv/++9MHPvCBdMstt6Snn346h0aDBg1KO+ywQzrrrLPSV77ylVxF1Lt37/ZYZQAAAICitEufPjNnzkxDhgxJm222WTrkkENyc63Q2NiYXn/99bTnnnvWpo2mX5tsskm677778uO433bbbXPgUzVu3Lg0b9689NRTTy1zmYsWLcrTNL8BAAAAdFervNJnxx13TJdddlnacsstc9OsM844I+28887pySefTHPmzMmVOgMHDmzxngh44rUQ980Dn+rr1deW5eyzz87LAgC6t/jj0/z58zt0mVOnTm1x35H69euXRowY0eHLBQC6Yeiz99571/693Xbb5RBo2LBh6eqrr051dXWpvZxyyinpxBNPrD2OSp+hQ4e22/IAgNUz8Bk5cmSnLX/8+PGdstwZM2YIfgCAjunTp7mo6okvX88880z68Ic/nBYvXpzmzp3botonRu+q9gEU9w8++GCLeVRH92qtn6CqPn365BsA0H1VK3wmTZqU+wzsKE1NTWnWrFlp+PDh7fpHrqVFZVEETR1d2QQAdA3tHvosWLAgPfvss+nQQw9No0ePzqNwTZkyJQ/VHqZPn577/BkzZkx+HPff/OY308svv5yHaw+33npr6t+/f9pqq63ae3UBgAJE4DNq1KgOXebYsWM7dHkAAB0e+nz5y19O++67b27SNXv27HTaaaelNdZYI33qU5/KQ7QfeeSRuRnWeuutl4OcL3zhCznoiZG7wl577ZXDnQiJzjnnnNyPz6mnnpomTJigkgcAAACgs0Kfv/zlLzng+fvf/57e9a53pZ122ikPxx7/Dt/73vdSz549c6VPjLgVI3P9+Mc/rr0/AqIbbrghHXvssTkMWnvttdPhhx+ezjzzzFW9qgAAAMAqNHidHqlu7oyUZrfLYOGrnbq5M/I2d5vQ58orr3zb19daa610wQUX5NuyRJXQTTfdtKpXDaBdLVy4ME2bNq3T+gOpr69Pffv2bdN7AQBgVTh6dO/UcPfRKd2duoWG/9vmbtunD0B3EYFP9F3WWRobGzu8DxMAAGju4sbF6RMTL0sN9fWpO5g6bVq6+LyD035p9ST0AVhFotImgpeVGYFnZUYciuUDAEBnmrOgkpoGjkxpyA6pO2iasyRv8+pK6AOwikTTqpWttOmMEYcAAIAydY+elQAAAAC6GaEPAAAAQIGEPgAAAAAFEvoAAAAAFEjoAwAAAFAgoQ8AAABAgYQ+AAAAAAUS+gAAAAAUSOgDAAAAUCChDwAAAECBhD4AAAAABRL6AAAAABRI6AMAAABQIKEPAAAAQIGEPgAAAAAFEvoAAAAAFEjoAwAAAFAgoQ8AAABAgYQ+AAAAAAXq1dkrAAAAQPcxeJ0eqW7ujJRml1+DENsZ2wudRegDAABAhzl6dO/UcPfRKd2ditfwf9sLnUXoAwAAQIe5uHFx+sTEy1JDfX0q3dRp09LF5x2c9uvsFaHbEvoAAADQYeYsqKSmgSNTGrJDKl3TnCV5e6GzlN+IEgAAAKAbUukDQLczc+bMNH/+/A5d5tSpU1vcd6R+/fqlESNGdPhyAQDoXEIfALpd4DNy5MhOW/748eM7ZbkzZswQ/AAAdDNCHwC6lWqFz6RJk1JDQ4yp0TGamprSrFmz0vDhw1NdXV2HLTcqiyJo6ujKJgAAOp/QB4BuKQKfUaNGdegyx44d26HLAwCge9ORMwAAAECBhD4AAAAABRL6AAAAABRI6AMAAABQIKEPAAAAQIGEPgAAAAAFEvoAAAAAFEjoAwAAAFAgoQ8AAABAgXp19gpAd7Jw4cI0bdq0Nr23qakpzZo1Kw0fPjzV1dW1aR719fWpb9++bXovAAAAXYvQBzpQBD6jR4/utOU3NjamUaNGddryAQAA6DhCH+hAUWkTwUtbTJ06NY0fPz5NmjQpNTQ0tHn5AACrs8Hr9Eh1c2ekNLt79EQR2xrbDNAehD7QgaJp1cpW2kTgo1oHACjV0aN7p4a7j07p7tQtNPzfNgO0B6EPAACw2ri4cXH6xMTLUkM3qVCeOm1auvi8g9N+nb0iQJGEPgAAwGpjzoJKaho4MqUhO6TuoGnOkrzNAO2hezSUBQAAAOhmhD4AAAAABRL6AAAAABRInz4AS5k5c2aaP39+hy5z6tSpLe47Ur9+/dKIESM6fLkAAED7EvoALBX4jBw5stOWP378+E5Z7owZMwQ/AABQGKEPQDPVCp9JkyalhoaGDltuU1NTmjVrVho+fHiqq6vrsOVGZVEETR1d2QQAALQ/oQ9AKyLwGTVqVIcuc+zYsR26PAAAoGw6cgYAAAAokNAHAAAAoEBCHwAAAIACCX0AAAAACiT0AQAAACiQ0bsAAOhSBq/TI9XNnZHS7PL/fhnbGdsLAG0h9AEAoEs5enTv1HD30SndnYrX8H/bCwBtIfQBAKBLubhxcfrExMtSQ319Kt3UadPSxecdnPbr7BUBoEsS+gAA0KXMWVBJTQNHpjRkh1S6pjlL8vYCQFuU3xAaAAAAoBsS+gAAAAAUSOgDAAAAUCChDwAAAECBdOQMbTBz5sw0f/78Dl3m1KlTW9x3pH79+qURI0Z0+HIBAABoO6EPtCHwGTlyZKctf/z48Z2y3BkzZgh+AAAAuhChz2pk4cKFadq0aW16b1NTU5o1a1YaPnx4qqura9M86uvrU9++fdv03u6kWuEzadKk1NDQ0GHLXRXHuC2isiiCpo6ubAJoq8Hr9Eh1c2ekNLv8VuyxnbG9AACtEfqsRiLwGT16dKctv7GxMY0aNarTlt/VRODT0ftr7NixHbo8gK7o6NG9U8PdR6d0dypew/9tLwBAa4Q+q5GotIngZWWqMVam+iSWDwBd3cWNi9MnJl6WGrrB/9emTpuWLj7v4LRfZ68IALBaEvqsRqJp1cpWjnRG9QkArE7mLKikpoEjUxqyQypd05wleXsBAFpTfmN3AAAAgG5I6AMAAABQIKEPAAAAQIH06QNAt2NIbwAAugOhDwDdjiG9AQDoDoQ+7WDmzJlp/vz5HbrMGLK9+X1H6tevXxoxYkSHLxegrQzpDQBAdyD0aYfAZ+TIkZ22/PHjx3fKcmfMmCH4AboMQ3oDAKx6CxcuzPePPPJIhy+7qakpzZo1Kw0fPjzV1dV12HKndkLhxYoQ+qxi1QqfSZMmpYaGKKov/wSPoKmjK5ugPenvBQAAVty0adPy/Wc/+9nU3fTr1y+tjlbr0OeCCy5I5557bpozZ07afvvt0w9/+MP0/ve/P3UFEfiMGjWqQ5c5duzYDl0elEp/LwAAZVWCqALpGAcccEC+r6+vT3379u3QZVcLEjq6AGN17/JktQ19rrrqqnTiiSemiy66KO24447p+9//fho3blyaPn162nDDDTt79ejmVIKUTX8vANA5ulsg0B1Dge5aCbK6VoGsahtssEE66qijul0BxupstQ19vvvd7+YPgs985jP5cYQ/N954Y/r5z3+evvrVr6bVmUCgfCpByqa/F+i6utsPxu72YzE4xmXrroFAdwoFOqsSRBUI3dVqGfosXrw4NTY2plNOOaX2XM+ePdOee+6Z7rvvvlbfs2jRonyrmjdvXuqsLyICgbLFMY5KkO3/7av5f1YrIs7R2bNnp84yZMiQ1KdPnxV6z3PPPZcubvyPblMJsjI/Jqo/CDpLW36IdLcfE8ExLlt3/cHYXX4sBse4bCsTCKzMZ3R83/n617+ezjrrrLTpppumtmprKNidQoGVqQSJ/4dXPwM6Q2c0WepuVuYYr4oRresLPMarZejzv//7v+nNN99MgwYNavF8PF7WCXD22WenM844I3W2WL8IBK6f/npnr0qHeXFBJR3STb6IVI9xVEYcOKHzz7eO1F2+bPoxUT7HuGwr84Ox+lfgztLWvz53px+LwTEu28oEAhHmr+zxjeBnZcQfrjUrad//h48ePXql5rEy54jj2/4c41WvR6VSWe3q+qMS4t3vfne6995705gxY2rPn3zyyemuu+5KDzzwwHJV+gwdOjS98sorqX///h0aWF133XUd/teJVcFfJpaPY1w2x7d8jjHt8dfFVdH0p8S/Lq5uHOOydfbxDY5x2cfY8W1/jvHyi8xjwIAB75h5rJahTzTvih39q1/9qvbXnHD44YenuXPnpt/85jerbAcAAAAAdCXLm3mslj0N9+7dO5d0TZkypfbckiVL8uPmlT8AAAAAdKE+fUIM1x6VPe9973vT+9///jxk+6uvvlobzQsAAACALhj6fOITn0h/+9vf0sSJE9OcOXPSDjvskCZPnvyWzp0BAAAA6CJ9+qwK+vQBAAAAStSl+/QBAAAAYOUIfQAAAAAKJPQBAAAAKJDQBwAAAKBAQh8AAACAAgl9AAAAAAok9AEAAAAokNAHAAAAoEBCHwAAAIACCX0AAAAACiT0AQAAACiQ0AcAAACgQEIfAAAAgAIJfQAAAAAKJPQBAAAAKJDQBwAAAKBAQh8AAACAAgl9AAAAAAok9AEAAAAokNAHAAAAoEC9UqEqlUq+nzdvXmevCgAAAMAqU806qtlHtwt95s+fn++HDh3a2asCAAAA0C7Zx4ABA5b5eo/KO8VCXdSSJUvS7NmzU79+/VKPHj1Sd0j5IuB64YUXUv/+/Tt7dWgHjnHZHN/yOcZlc3zL5xiXzfEtn2Ncvu52jCuVSg58hgwZknr27Nn9Kn1iozfeeOPU3cTJ3R1O8O7MMS6b41s+x7hsjm/5HOOyOb7lc4zL152O8YC3qfCp0pEzAAAAQIGEPgAAAAAFEvoUok+fPum0007L95TJMS6b41s+x7hsjm/5HOOyOb7lc4zL5xh3s46cAQAAALozlT4AAAAABRL6AAAAABRI6AMAAABQIKEPAAAAQIGEPu3s7rvvTvvuu28aMmRI6tGjR7ruuutavB79aE+cODFttNFGqa6uLu25555p5syZLab5xz/+kQ455JDUv3//NHDgwHTkkUemBQsWtJjm8ccfTzvvvHNaa6210tChQ9M555zzjuv2/PPPp3322Sf17ds3bbjhhumkk05Kb7zxRotp7rzzzjRq1KjcA/oWW2yRLrvsspXaH6U5++yz0/ve977Ur1+/vA8POOCANH369BbTvPbaa2nChAlp/fXXT+uss0466KCD0ksvvdQhx2J5zotrrrkm1dfX52m23XbbdNNNN7V5f5TowgsvTNttt12+/uI2ZsyY9Lvf/a72uuNblm9/+9v5s/r444+vPecYd22nn356PqbNb7G/qhzfru+vf/1rGj9+fD6G8V0q9tPDDz9ce913ra5t+PDhb7mG4xbXbXANd31vvvlm+vrXv5423XTTfI1uvvnm6ayzzsrXbpXruGubP39+/m41bNiwfPw++MEPpoceeqj2uuPbzmL0LtrPTTfdVPmP//iPyq9//ev41Kpce+21LV7/9re/XRkwYEDluuuuqzz22GOV/fbbr7LppptWmpqaatN85CMfqWy//faV+++/v/L73/++ssUWW1Q+9alP1V5/5ZVXKoMGDaoccsghlSeffLLyy1/+slJXV1e5+OKLl7leb7zxRmWbbbap7LnnnpU//vGPeT032GCDyimnnFKb5k9/+lOlb9++lRNPPLHy9NNPV374wx9W1lhjjcrkyZNX+X7qqsaNG1e59NJL835/9NFHKx/96Ecrm2yySWXBggW1aY455pjK0KFDK1OmTKk8/PDDlQ984AOVD37wg+1+LJbnvPjDH/6Q53POOefk+Z566qmVNddcs/LEE0+0y/7qiq6//vrKjTfeWJkxY0Zl+vTpla997Wt5H8U+DY5vOR588MHK8OHDK9ttt13li1/8Yu15x7hrO+200ypbb7115cUXX6zd/va3v9Ved3y7tn/84x+VYcOGVT796U9XHnjggXwsbr755sozzzxTm8Z3ra7t5ZdfbnH93nrrrfk79R133JFfdw13fd/85jcr66+/fuWGG26oPPfcc5Vrrrmmss4661TOP//82jSu467t3/7t3ypbbbVV5a677qrMnDkz/7+5f//+lb/85S/5dce3fQl9OtDSoc+SJUsqgwcPrpx77rm15+bOnVvp06dPPklDnFjxvoceeqg2ze9+97tKjx49Kn/961/z4x//+MeVddddt7Jo0aLaNF/5ylcqW2655TLXJU7onj17VubMmVN77sILL8wXX3U+J598cv6i3NwnPvGJHHSw7C8mcbziA616PON/7vE/r6qpU6fmae677752PRbLc17EB/A+++zT4n077rhj5eijj16JvVC+2K+XXHKJ41uQ+fPnV0aMGJF/THzoQx+qhT6OcdcXXyzjS2JrHN+uL/bZTjvttMzXfdcqT3w+b7755vnYuobLEPvoiCOOaPHcgQcemH+8B9dx17Zw4cIckkSo19yoUaNycYTj2/407+pEzz33XJozZ04uX6saMGBA2nHHHdN9992XH8d9lK+9973vrU0T0/fs2TM98MADtWl22WWX1Lt379o048aNy82M/vnPf7a67HhPlJgOGjSoxXvmzZuXnnrqqdo0zdetOk113XirV155Jd+vt956+b6xsTG9/vrrLfZjlPhusskmLY5xexyL5TkvHOMVLz++8sor06uvvpqbeTm+5YimAVHau/T+cozLECXi0cx6s802y6XhUcodHN+u7/rrr8/fkf71X/81l+W/5z3vST/96U9rr/uuVZbFixenSZMmpSOOOCI38XINlyGa+kyZMiXNmDEjP37sscfSPffck/bee+/82HXctUVTqfgOHU2umotmXHGcHd/2J/TpRHFyh+YnWfVx9bW4jy8xzfXq1SuHCs2naW0ezZfR2rLf6T3LmiYugqampjZscdmWLFmS26qOHTs2bbPNNrV9GB888SH1dse4PY7Fysx3WedNd/XEE0/kfgKiHe8xxxyTrr322rTVVls5voWIIO+RRx7JfXQtzTHu+uJLY7S9nzx5cu6jK75cRnv/6F/A8e36/vSnP+XjOmLEiHTzzTenY489Nv37v/97+sUvfpFf912rLNE35ty5c9OnP/3p/Ng1XIavfvWr6ZOf/GQO7NZcc80c3sZ36gjpg+u4a4u+T+OPpdFP0+zZs3MAFOFthCYvvvii49sBenXEQqC7VAo8+eSTObGmLFtuuWV69NFHcyXXr371q3T44Yenu+66q7NXi1XghRdeSF/84hfTrbfe+pa/QFGG6l+KQ3TKHiFQdCR59dVX578y0vX/4BJ/+f3Wt76VH8ePxfh/8UUXXZQ/qynLz372s3xNR+Ue5YjP48svvzxdccUVaeutt87fuSL0iePsOi7Df//3f+cKvXe/+91pjTXWyJ0if+pTn8rVerQ/lT6daPDgwfl+6REG4nH1tbh/+eWX31IiF72XN5+mtXk0X0Zry36n9yxrmugx3Rfllo477rh0ww03pDvuuCNtvPHGtedjH0YpcvxV6u2OcXsci5WZ77LOm+4q/ooYPfWPHj06V4Nsv/326fzzz3d8CxBfNuIzNr58xF+M4haB3g9+8IP87/hLjmNclqgIGDlyZHrmmWdcwwWIkV6i8rK5hoaGWhM+37XK8ec//znddttt6aijjqo95xouQ4yWVK32iaY2hx56aDrhhBNqFbiu464vRmSL71cx2lb8we3BBx/MTTOj2bXj2/6EPp0ohiWMkyjasFZFmVi0S4wSuBD38T+y5ino7bffnv+yFX+trE4TQ8PHhVMVf7WO6oR111231WXHe6LJSvOLJ94TJ2/1y1NM03zdqtNU143/f3jBCHyiuU8clzimzUVIEGWqzfdjtCuNL6PNj3F7HIvlOS8c47aJ62/RokWObwH22GOPfHzir4rVW1QNREl59d+OcVniC+ezzz6bwwLXcNcXTarjmDUX/YJENVfwXascl156aW7eEf2vVbmGy7Bw4cLcN0tzUQ0S12BwHZdj7bXXzv//jT52oknu/vvv7/h2hA7oLLrS3UeEieHf4ha7+7vf/W7+95///Ofa8HQDBw6s/OY3v6k8/vjjlf3337/V4ene85735KFI77nnnjzCTPPh6aJ38xie7tBDD83D01155ZV5WLnmw9PFkPHNey6vDk+311575aHGY8i5d73rXa0OT3fSSSflkRAuuOCCLjc8XXs79thj8/CCd955Z4vhRKOX+qoYSjSGcb/99tvzUKJjxozJt1V9LGL4wN13332FzosYSrRXr16V73znO3m+McqNoURb+upXv5pHY4shROMajccxUsAtt9ySX3d8y9N89K7gGHdtX/rSl/JndFzDsb9iWNYYjjVGWwyOb9f24IMP5n0UQz7HMMCXX3553o+TJk2qTeO7Vtf35ptv5us0RuJZmmu46zv88MMr7373u2tDtse1FJ/TMWpSleu4a4t9EaNtxb6K79AxqmaMZLd48eL8uuPbvoQ+7eyOO+7IYc/St/hwCzFE3de//vV8gsawdHvssUdl+vTpLebx97//PZ/Q66yzTh4+7jOf+UwOk5p77LHH8pClMY/40IwLp7lLL700L7e5WbNmVfbee+9KXV1d/mCNL8avv/76W9Z/hx12qPTu3buy2Wab5fnw/7R2bOPWfD/Fh9XnP//5PIRgfGD8y7/8Sw6GVvWxiC8Sw4YNW6HzIlx99dWVkSNH5vnGcIQ33njjKto7ZYghRGO/xv6J/wnENVoNfILjW37o4xh3bTGs6kYbbZT3T+zDePzMM8/UXnd8u77f/va3+Ut77Mf6+vrKT37ykxav+67V9d1888153y593IJruOubN29e/v9uhHdrrbVW3v8xlHfzobddx13bVVddlfdL7J8Ynn3ChAk5pKlyfNtXj/hPh5QUAQAAANBh9OkDAAAAUCChDwAAAECBhD4AAAAABRL6AAAAABRI6AMAAABQIKEPAAAAQIGEPgAAAAAFEvoAAAAAFEjoAwAAAFAgoQ8AAABAgYQ+AAAAAAUS+gAAAACk8vx/6xKPWnS/+5AAAAAASUVORK5CYII="
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"
},
"metadata": {},
"output_type": "display_data"
@@ -400,8 +400,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T09:04:29.695620Z",
- "start_time": "2025-11-23T09:04:29.124695Z"
+ "end_time": "2025-12-21T14:59:26.963811Z",
+ "start_time": "2025-12-21T14:59:25.554924Z"
}
},
"cell_type": "code",
@@ -420,8 +420,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T09:04:30.902199Z",
- "start_time": "2025-11-23T09:04:30.575773Z"
+ "end_time": "2025-12-21T14:59:33.920589Z",
+ "start_time": "2025-12-21T14:59:31.886245Z"
}
},
"cell_type": "code",
@@ -433,7 +433,7 @@
"text/plain": [
""
],
- "image/png": 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"
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/jlfFylx7UfEVgUcEf20ZzLl5OzevnIsuXzFjWXR3q4pKlWVn9ApR3dL8vbHOp556KgdZzY+ltWvp7Swb+Mb1FOe/+vmOyp/YRizT/OdAe4iwNarPYvDw5tVay3Yhq57P2Nfm+x6DSLe1mguA8hjTB4AuK7oWxbg58Vfw6hfjD3/4w7ka4Ac/+EGLZeMv5PGlsDr2S7w3KlaiK1hUCsWMXfGFOqZ7bk3z9cWXv3gc1SHxF/nWxJfjfffdN/3qV79q0QUsthFhyq677lrrLlMNaVr7krusqEqJKovoYtV8+fjiG+cijn9VRAVPhFVRARPBzyGHHJIDkubHtWy1SMwGFd1Q2mpFjym2HcHADTfckObMmVNbLr70Nh+r6Z3EeuJaiOukKtoo1rumqB5zTHffXHWmuWVnGGuruPaqY8S8kwgpY/ydaJOYtWpZEZJEt78YF6o10XbxWY2ZsZpfPzH7W+xD82OKkCVm0YpAqHmXvGWnR4/zFNdChJFV0R3qRz/6UVoZUdnWXPX4qj8v4nMQ103MPLZspVQ8jqBldWntMxbnZ9lQMn72RNfAZadyX/ZnX/XnXQSoMX4WAN2LSh8Auoz4Yl+t2Ikp2yM8ib/Qf/nLX64FKFGVEl2+Yjrq+CK/44475i+pEb7EALLxZTJUx3OJwVCjIigGDZ40aVI644wz8qCwzcOTCD2i+iUGfI7BemM/YtDZmGL97QYpjm3EoNMR8MRgq/EFLaZsj7/ixzTLVRF4xBe9//zP/8xf7qL6ZK+99spdp1pz/vnn5y+jY8eOzdPSV6c3jwqlGJx6VUQ3lQh+qt2cmnftCjF2UlT5/PM//3P+kh4VGpdcckkeLLlabdUWK3pM8e9oz5jKPab8rgZ82223XW7PFRH7HeFJTP0eg2rHtRRf+mNslKj+WhPEdRvXW4QXEYTFIL4PP/xwDsaifeIaXx3GjBmTrrnmmjyWU4xtFe3fvLJrWRHqRPejGPA8roO4HqIqJ6ZMv+666/LnM8aGak18VmKK8QhO4txHF7uoyImAMbYdA4lXRdVdBDmxXAyeHNuMCqPq57cqQqho/yOPPDI1NDTkADGmbI/gcmXEdRz7E9uLADO2FddGtEOI7cbnOfY/fq5EG8TPjXhfjHsVA0d/8YtfTKtDhMURjkU7HHfccflz9eMf/zj/PGge2sQ4UJ///Odzm1T3PaZsj59PUR3XvPLpL3/5Sw7G45qKgBuAbqSzpw8DgLZM2b7OOuvkab4vvvjiPIV6cwsWLMjTSw8ZMqSy9tprV0aMGFE5//zza8s1NDTkqY6bT8NenY48pi2P98U05CGmPV533XXztOsx1XRMFx7Tk8c0y82nnW5tyvbw+9//Pk+1vN566+X37rnnnpX777//Lcf44x//OE/HHNNCr8hU0zHd97hx4/IU3zEtekxl/swzz7RYZmWnbK+6+eab8/s22WSTtxxjnMNvfOMbeUrtmMp85513rtx00035PDWf+rs6LXuc92W1NmX7ih5TmDp1at5uTP+95ZZbVi677LLKF77whXxNNBfbmDhxYqvH+JOf/CRfF3EMo0aNyvvS2tTZra1jece2oue7ej0/8sgjb7vc66+/XjnrrLMqm2++eb6Ohw4dmqeFf+2111ost7wp25fdj9bO+8KFCyuHHXZYZeDAgfm1FZm+PT4ncc532223yoABA/K+xfs+9alPtZjOfdkp25tP0R7nPN4Xn6UTTjih9nlr7oILLqi8+93vzm0U18Wjjz76lmMNf/rTn/KU6/H52mijjSqf//znK1OmTFmpKdvjOvvoRz9a6devX2X99devnHjiiZWmpqa3LP8///M/lV133TX/TIhbHEdcH9OnT68tE/u37bbbvuN5XHYfmrvxxhsrO+ywQ76mhw8fXvnP//zPPKX9sucz2uIrX/lKZfDgwflzs9dee1UaGxsrG264YeX4449/S9ubxh2g++kR/+ns4AkA1lTRBSwqDlalioX2F5UXTz/9dK78ghUVlWNReRSz7UV1TAmiMiyqr6IyKSoeAejejOkDAHQp0fWruQh6YmajmGYeuvNnofk4UD4PAARj+gAAXUrM3hQVWHEfsznFQLYxBsppp53W2bsGHSrGY4oxemIMshiP6b777ks///nP87hAMe4VAAh9AIAuJQasjS+2c+fOzYNex+DP3/jGN9KIESM6e9egQ8UA9DFAfAwMP3/+/NrgztG1CwCCMX0AAAAACmRMHwAAAIACCX0AAAAAClTsmD5Lly5Nc+bMSf369Us9evTo7N0BAAAAWC1ipJ4FCxakIUOGpJ49e3a/0CcCn6FDh3b2bgAAAAC0ixdeeCFtuumm3S/0iQqf6gno379/Z+8OAAAAwGoRszZGoUs1++h2oU+1S1cEPkIfAAAAoDTvNJyNgZwBAAAACiT0AQAAACiQ0AcAAACgQEIfAAAAgAIJfQAAAAAKJPQBAAAAKJDQBwAAAKBAQh8AAACAAgl9AAAAAAok9AEAAAAokNAHAAAAoEBCHwAAAIACCX0AAAAACiT0AQAAACiQ0AcAAACgQEIfAAAAgAIJfQAAAAAKJPQBAAAAKJDQBwAAAKBAQh8AAACAAgl9AAAAAAok9AEAAAAo0EqFPhdffHHaYYcdUv/+/fNt7Nix6Te/+U3t9ddeey1NnDgxbbjhhmm99dZLhx56aHrppZdarOP5559P+++/f+rbt2/aeOON06mnnpreeOONFsvcfffdafTo0alPnz5pq622SldcccWqHicAAABAt7JSoc+mm26avvnNb6aGhob06KOPpr322isddNBB6emnn86vn3zyyenXv/51uu6669I999yT5syZkw455JDa+998880c+CxZsiTdf//96Wc/+1kOdCZNmlRbZtasWXmZPffcMz322GPppJNOSscee2y69dZbV+dxAwAAABStR6VSqazKCjbYYIN0/vnnp49+9KPpXe96V7rqqqvyv8O0adNSfX19euCBB9L73//+XBX0kY98JIdBgwYNystccskl6Utf+lL661//mnr37p3/ffPNN6ennnqqto2Pf/zjad68eWnKlCkrvF/z589PAwYMSK+88kquSgIAAADWXIsWLco5Qls0NTWl2bNnp+HDh6e6uro2rWPUqFG5V1JXsKKZR6+2biCqdqKi59VXX83dvKL65/XXX0/77LNPixO22Wab1UKfuN9+++1rgU8YP358OuGEE3K10M4775yXab6O6jJR8fN2Fi9enG/NTwAAAADQNUTgM2bMmE7bfkNDQx5qpiQrHfo8+eSTOeSJ8Xti3J7rr78+bbPNNrkrVlTqDBw4sMXyEfDMnTs3/zvumwc+1derr73dMhHiRHK3vMTu3HPPTWedddbKHg4AAACwBojCkQhe2qKxsTFNmDAhTZ48Ofc4auv2S7PSoc/WW2+dA54oIfrFL36RjjrqqDx+T2c7/fTT0ymnnFJ7HCHR0KFDO3WfAAAAgBUTXatWtdImAp/SqnU6NPSJap6YUStE2dUjjzySLrzwwvSxj30sD9AcY+80r/aJ2bsGDx6c/x33Dz/8cIv1VWf3ar7MsjN+xePoo/Z2/fJipq+4AQAAALCSs3e1ZunSpXksnQiA1l577TR16tTaa9OnT89TtEd3sBD30T3s5Zdfri1z++2350AnuohVl2m+juoy1XUAAAAAsJorfaIL1X777ZcHZ16wYEGeqevuu+/O06nHqNHHHHNM7mIVM3pFkPO5z30uhzUxiHPYd999c7hzxBFHpPPOOy+P33PGGWekiRMn1qp0jj/++PSDH/wgnXbaaenoo49Od955Z7r22mvzjF4AAAAAtEPoExU6Rx55ZHrxxRdzyLPDDjvkwOef/umf8uvf+c53Us+ePdOhhx6aq39i1q0f/vCHtfevtdZa6aabbsqzdUUYtO666+Yxgc4+++zaMptvvnkOeE4++eTcbWzTTTdNl112WV4XAAAAACumR6VSqaQCreic9QAAAEDX9vvf/z4PO1PitOurknms8pg+AAAAAKx5hD4AAAAABRL6AAAAABRI6AMAAABQIKEPAAAAQIGEPgAAAAAFEvoAAAAAFEjoAwAAAFAgoQ8AAABAgYQ+AAAAAAUS+gAAAAAUSOgDAAAAUCChDwAAAECBhD4AAAAABRL6AAAAABRI6AMAAABQIKEPAAAAQIGEPgAAAAAFEvoAAAAAFEjoAwAAAFAgoQ8AAABAgYQ+AAAAAAUS+gAAAAAUSOgDAAAAUCChDwAAAECBhD4AAAAABRL6AAAAABRI6AMAAABQIKEPAAAAQIGEPgAAAAAFEvoAAAAAFEjoAwAAAFAgoQ8AAABAgYQ+AAAAAAUS+gAAAAAUSOgDAAAAUCChDwAAAECBhD4AAAAABRL6AAAAABRI6AMAAABQIKEPAAAAQIGEPgAAAAAFEvoAAAAAFEjoAwAAAFAgoQ8AAABAgYQ+AAAAAAUS+gAAAAAUSOgDAAAAUCChDwAAAECBhD4AAAAABRL6AAAAABRI6AMAAABQIKEPAAAAQIGEPgAAAAAFEvoAAAAAFEjoAwAAAFCgXp29AwAAAPBOFi1alKZNm9am9zY1NaXZs2en4cOHp7q6ujatY9SoUalv375tei90FqEPAAAAa7wIfMaMGdNp229oaEijR4/utO1DWwh9AAAAWONFpU0EL23R2NiYJkyYkCZPnpzq6+vbvH3oaoQ+AAAArPGia9WqVtpE4KNah+7EQM4AAAAABRL6AAAAABRI6AMAAABQIKEPAAAAQIGEPgAAAAAFEvoAAAAAFEjoAwAAAFAgoQ8AAABAgYQ+AAAAAAUS+gAAAAAUSOgDAAAAUCChDwAAAECBhD4AAAAABRL6AAAAABRI6AMAAABQIKEPAAAAQIGEPgAAAAAFEvoAAAAAFEjoAwAAAFAgoQ8AAABAgYQ+AAAAAAUS+gAAAAB099Dn3HPPTe9973tTv3790sYbb5wOPvjgNH369BbL7LHHHqlHjx4tbscff3yLZZ5//vm0//77p759++b1nHrqqemNN95osczdd9+dRo8enfr06ZO22mqrdMUVV6zKcQIAAAB0KysV+txzzz1p4sSJ6cEHH0y33357ev3119O+++6bXn311RbLffrTn04vvvhi7XbeeefVXnvzzTdz4LNkyZJ0//33p5/97Gc50Jk0aVJtmVmzZuVl9txzz/TYY4+lk046KR177LHp1ltvXR3HDAAAAFC8Xiuz8JQpU1o8jrAmKnUaGhrS7rvvXns+KngGDx7c6jpuu+229Mwzz6Q77rgjDRo0KO20007pnHPOSV/60pfSmWeemXr37p0uueSStPnmm6cLLrggv6e+vj7dd9996Tvf+U4aP358244UAAAAoBtZpTF9XnnllXy/wQYbtHj+yiuvTBtttFHabrvt0umnn54WLVpUe+2BBx5I22+/fQ58qiLImT9/fnr66adry+yzzz4t1hnLxPMAAAAArOZKn+aWLl2au12NGzcuhztVhx12WBo2bFgaMmRIeuKJJ3IFT4z788tf/jK/Pnfu3BaBT6g+jtfebpkIhpqamlJdXd1b9mfx4sX5VhXLAgAAAHRXbQ59Ymyfp556Kne7au4zn/lM7d9R0bPJJpukvffeOz333HNpyy23TO0lBpk+66yz2m39AAAAAMV37zrxxBPTTTfdlO6666606aabvu2yu+yyS75/9tln832M9fPSSy+1WKb6uDoO0PKW6d+/f6tVPiG6kUV3s+rthRdeaMuhAQAAAHS/0KdSqeTA5/rrr0933nlnHmz5ncTsWyEqfsLYsWPTk08+mV5++eXaMjETWAQ622yzTW2ZqVOntlhPLBPPL09M7R7raH4DAAAA6K56rmyXrsmTJ6errroq9evXL4+9E7cYZydEF66YiStm85o9e3a68cYb05FHHpln9tphhx3yMjHFe4Q7RxxxRHr88cfzNOxnnHFGXncEN+H4449Pf/zjH9Npp52Wpk2bln74wx+ma6+9Np188sntcQ4AAAAAunfoc/HFF+euU3vssUeu3Knerrnmmvx6TLceU7FHsDNq1Kj0hS98IR166KHp17/+dW0da621Vu4aFvdRuTNhwoQcDJ199tm1ZaKC6Oabb87VPTvuuGOeuv2yyy4zXTsAAABAewzkHN273s7QoUPTPffc847ridm9brnllrddJoKlP/zhDyuzewAAAACsykDOAAAAAKzZhD4AAAAABRL6AAAAABRI6AMAAABQIKEPAAAAQIGEPgAAAAAFEvoAAAAAFEjoAwAAAFAgoQ8AAABAgYQ+AAAAAAUS+gAAAAAUSOgDAAAAUCChDwAAAECBhD4AAAAABRL6AAAAABRI6AMAAABQIKEPAAAAQIGEPgAAAAAFEvoAAAAAFEjoAwAAAFAgoQ8AAABAgYQ+AAAAAAUS+gAAAAAUSOgDAAAAUCChDwAAAECBhD4AAAAABRL6AAAAABRI6AMAAABQIKEPAAAAQIGEPgAAAAAFEvoAAAAAFEjoAwAAAFAgoQ8AAABAgYQ+AAAAAAUS+gAAAAAUSOgDAAAAUCChDwAAAECBhD4AAAAABRL6AAAAABRI6AMAAABQIKEPAAAAQIGEPgAAAAAFEvoAAAAAFEjoAwAAAFAgoQ8AAABAgYQ+AAAAAAUS+gAAAAAUqFdn7wAAAMCqWrRoUZo2bVqb3tvU1JRmz56dhg8fnurq6tq8D6NGjUp9+/Zt8/sBVjehDwAA0OVF4DNmzJhO3YeGhoY0evToTt0HgOaEPgAAQJcXVTYRurRFY2NjmjBhQpo8eXKqr69fpX0AWJMIfQAAgC4vulWtapVNBD4qdYCSGMgZAAAAoEBCHwAAAIACCX0AAAAACiT0AQAAACiQ0AcAAACgQEIfAAAAgAIJfQAAAAAKJPQBAAAAKJDQBwAAAKBAQh8AAACAAgl9AAAAAAok9AEAAAAokNAHAAAAoEBCHwAAAIACCX0AAAAACiT0AQAAACiQ0AcAAACgQEIfAAAAgAIJfQAAAAAKJPQBAAAAKJDQBwAAAKBAQh8AAACAAgl9AAAAAAok9AEAAAAokNAHAAAAoEBCHwAAAIACCX0AAAAACiT0AQAAACiQ0AcAAACgQEIfAAAAgAIJfQAAAAC6e+hz7rnnpve+972pX79+aeONN04HH3xwmj59eotlXnvttTRx4sS04YYbpvXWWy8deuih6aWXXmqxzPPPP5/233//1Ldv37yeU089Nb3xxhstlrn77rvT6NGjU58+fdJWW22VrrjiilU5TgAAAIBuZaVCn3vuuScHOg8++GC6/fbb0+uvv5723Xff9Oqrr9aWOfnkk9Ovf/3rdN111+Xl58yZkw455JDa62+++WYOfJYsWZLuv//+9LOf/SwHOpMmTaotM2vWrLzMnnvumR577LF00kknpWOPPTbdeuutq+u4AQAAAIrWa2UWnjJlSovHEdZEpU5DQ0Pafffd0yuvvJJ+8pOfpKuuuirttddeeZnLL7881dfX56Do/e9/f7rtttvSM888k+644440aNCgtNNOO6VzzjknfelLX0pnnnlm6t27d7rkkkvS5ptvni644IK8jnj/fffdl77zne+k8ePHr87jBwAAACjSKo3pEyFP2GCDDfJ9hD9R/bPPPvvUlhk1alTabLPN0gMPPJAfx/3222+fA5+qCHLmz5+fnn766doyzddRXaa6DgAAAABWY6VPc0uXLs3drsaNG5e22267/NzcuXNzpc7AgQNbLBsBT7xWXaZ54FN9vfra2y0TwVBTU1Oqq6t7y/4sXrw436piWQAAAIDuqs2VPjG2z1NPPZWuvvrqtCaIQaYHDBhQuw0dOrSzdwkAAACga4U+J554YrrpppvSXXfdlTbddNPa84MHD84DNM+bN6/F8jF7V7xWXWbZ2byqj99pmf79+7da5RNOP/303N2senvhhRfacmgAAAAA3S/0qVQqOfC5/vrr05133pkHW25uzJgxae21105Tp06tPRdTuscU7WPHjs2P4/7JJ59ML7/8cm2ZmAksAp1tttmmtkzzdVSXqa6jNTG1e6yj+Q0AAACgu+q1sl26YmauX/3qV6lfv361MXiiO1VU4MT9Mccck0455ZQ8uHMEL5/73OdyWBMzd4WY4j3CnSOOOCKdd955eR1nnHFGXncEN+H4449PP/jBD9Jpp52Wjj766BwwXXvttenmm29uj3MAAAAA0L0rfS6++OLcdWqPPfZIm2yySe12zTXX1JaJadU/8pGPpEMPPTRP4x5dtX75y1/WXl9rrbVy17C4jzBowoQJ6cgjj0xnn312bZmoIIqAJ6p7dtxxxzx1+2WXXWa6dgAAAID2qPSJ7l3vZJ111kkXXXRRvi3PsGHD0i233PK264lg6Q9/+MPK7B4AAAAAqzp7FwAAAABrLqEPAAAAQIGEPgAAAAAFEvoAAAAAFEjoAwAAAFAgoQ8AAABAgYQ+AAAAAAUS+gAAAAAUSOgDAAAAUCChDwAAAECBhD4AAAAABRL6AAAAABRI6AMAAABQIKEPAAAAQIGEPgAAAAAFEvoAAAAAFEjoAwAAAFAgoQ8AAABAgYQ+AAAAAAUS+gAAAAAUSOgDAAAAUCChDwAAAECBhD4AAAAABRL6AAAAABRI6AMAAABQIKEPAAAAQIGEPgAAAAAFEvoAAAAAFEjoAwAAAFAgoQ8AAABAgYQ+AAAAAAUS+gAAAAAUSOgDAAAAUCChDwAAAECBhD4AAAAABRL6AAAAABRI6AMAAABQIKEPAAAAQIGEPgAAAAAFEvoAAAAAFEjoAwAAAFAgoQ8AAABAgYQ+AAAAAAUS+gAAAAAUSOgDAAAAUKBenb0DAADQERYtWpSmTZvWpvc2NTWl2bNnp+HDh6e6uro2rWPUqFGpb9++bXovALSF0AcAgG4hAp8xY8Z02vYbGhrS6NGjO237AHQ/Qh8AALqFqLSJ4KUtGhsb04QJE9LkyZNTfX19m7cPAB1J6AMAQLcQXatWtdImAh/VOgB0FQZyBgAAACiQ0AcAAACgQEIfAAAAgAIJfQAAAAAKJPQBAAAAKJDQBwAAAKBAQh8AAACAAgl9AAAAAAok9AEAAAAokNAHAAAAoEBCHwAAAIACCX0AAAAACiT0AQAAACiQ0AcAAACgQEIfAAAAgAIJfQAAAAAKJPQBAAAAKJDQBwAAAKBAQh8AAACAAgl9AAAAAAok9AEAAAAokNAHAAAAoEBCHwAAAIACCX0AAAAACiT0AQAAACiQ0AcAAACgQEIfAAAAgAIJfQAAAAAKJPQBAAAAKJDQBwAAAKBAQh8AAACAAgl9AAAAAAok9AEAAAAo0EqHPvfee2864IAD0pAhQ1KPHj3SDTfc0OL1T37yk/n55rcPfehDLZb5+9//ng4//PDUv3//NHDgwHTMMcekhQsXtljmiSeeSLvttltaZ5110tChQ9N5553X1mMEAAAA6HZWOvR59dVX04477pguuuii5S4TIc+LL75Yu/385z9v8XoEPk8//XS6/fbb00033ZSDpM985jO11+fPn5/23XffNGzYsNTQ0JDOP//8dOaZZ6Yf/ehHK7u7AAAAAN1Sr5V9w3777Zdvb6dPnz5p8ODBrb7W2NiYpkyZkh555JH0nve8Jz/3/e9/P334wx9O3/rWt3IF0ZVXXpmWLFmSfvrTn6bevXunbbfdNj322GPp29/+dotwCAAAAIAOHNPn7rvvThtvvHHaeuut0wknnJD+9re/1V574IEHcpeuauAT9tlnn9SzZ8/00EMP1ZbZfffdc+BTNX78+DR9+vT0j3/8oz12GQAAAKB7V/q8k+jadcghh6TNN988Pffcc+nf//3fc2VQBDlrrbVWmjt3bg6EWuxEr15pgw02yK+FuI/3Nzdo0KDaa+uvv/5btrt48eJ8a95FDAAAAKC7Wu2hz8c//vHav7fffvu0ww47pC233DJX/+y9996pvZx77rnprLPOarf1AwAAAHQl7T5l+xZbbJE22mij9Oyzz+bHMdbPyy+/3GKZN954I8/oVR0HKO5feumlFstUHy9vrKDTTz89vfLKK7XbCy+80E5HBAAAALDma/fQ589//nMe02eTTTbJj8eOHZvmzZuXZ+WquvPOO9PSpUvTLrvsUlsmZvR6/fXXa8vETF8xRlBrXbuqg0fHFPDNbwAAAADd1UqHPgsXLswzacUtzJo1K//7+eefz6+deuqp6cEHH0yzZ89OU6dOTQcddFDaaqut8kDMob6+Po/78+lPfzo9/PDD6Xe/+1068cQTc7ewmLkrHHbYYXkQ52OOOSZP7X7NNdekCy+8MJ1yyimr+/gBAAAAirTSoc+jjz6adt5553wLEcTEvydNmpQHan7iiSfSgQcemEaOHJlDmzFjxqTf/va3uRKnKqZkHzVqVB7jJ6Zq33XXXdOPfvSj2usDBgxIt912Ww6U4v1f+MIX8vpN1w4AAADQTgM577HHHqlSqSz39VtvvfUd1xEzdV111VVvu0wMAB1hEQAAAABr4Jg+AAAAAHQ8oQ8AAABAgYQ+AAAAAAUS+gAAAAAUSOgDAAAAUCChDwAAAECBhD4AAAAABRL6AAAAABRI6AMAAABQIKEPAAAAQIGEPgAAAAAFEvoAAAAAFEjoAwAAAFAgoQ8AAABAgYQ+AAAAAAUS+gAAAAAUSOgDAAAAUCChDwAAAECBhD4AAAAABRL6AAAAABRI6AMAAABQIKEPAAAAQIGEPgAAAAAFEvoAAAAAFEjoAwAAAFAgoQ8AAABAgYQ+AAAAAAUS+gAAAAAUSOgDAAAAUCChDwAAAECBhD4AAAAABRL6AAAAABRI6AMAAABQIKEPAAAAQIGEPgAAAAAFEvoAAAAAFEjoAwAAAFAgoQ8AAABAgYQ+AAAAAAUS+gAAAAAUSOgDAAAAUCChDwAAAECBhD4AAAAABRL6AAAAABRI6AMAAABQoF6dvQMAAABAGWbOnJkWLFjQ4dttbGxscd+R+vXrl0aMGJHWREIfAAAAYLUEPiNHjuzUfZgwYUKnbHfGjBlrZPAj9AEAAABWWbXCZ/Lkyam+vr5Dt93U1JRmz56dhg8fnurq6jpsu42NjTlo6ozqphUh9AEAAABWmwh8Ro8e3eHbHTduXIdvc01nIGcAAACAAgl9AAAAAAok9AEAAAAokNAHAAAAoEBCHwAAAIACCX0AAAAACiT0AQAAACiQ0AcAAACgQEIfAAAAgAIJfQAAAAAKJPQBAAAAKFCvzt4BAIA1waJFi9K0adPa9N6mpqY0e/bsNHz48FRXV9emdYwaNSr17du3Te8FAGiN0AcAIKUc+IwZM6bTtt/Q0JBGjx7dadsHAMoj9AEA+L9Kmwhe2qKxsTFNmDAhTZ48OdXX17d5+wAAq5PQBwAgpdy1alUrbSLwUa0DAKwpDOQMAAAAUCChDwAAAECBhD4AAAAABRL6AAAAABRI6AMAAABQIKEPAAAAQIGEPgAAAAAFEvoAAAAAFKhXZ+8AAAAA3cfMmTPTggULOnSbjY2NLe47Ur9+/dKIESM6fLsQhD4AAAB0WOAzcuTITtv+hAkTOmW7M2bMEPzQKYQ+AAAAdIhqhc/kyZNTfX19h223qakpzZ49Ow0fPjzV1dV12HajsiiCpo6ubIIqoQ8AAAAdKgKf0aNHd+g2x40b16HbgzWBgZwBAAAACiT0AQAAACiQ0AcAAACgQEIfAAAAgAIJfQAAAAAKJPQBAAAAKJDQBwAAAKBAKx363HvvvemAAw5IQ4YMST169Eg33HBDi9crlUqaNGlS2mSTTVJdXV3aZ5990syZM1ss8/e//z0dfvjhqX///mngwIHpmGOOSQsXLmyxzBNPPJF22223tM4666ShQ4em8847r63HCAAAANDtrHTo8+qrr6Ydd9wxXXTRRa2+HuHM9773vXTJJZekhx56KK277rpp/Pjx6bXXXqstE4HP008/nW6//fZ000035SDpM5/5TO31+fPnp3333TcNGzYsNTQ0pPPPPz+deeaZ6Uc/+lFbjxMAAACgW+m1sm/Yb7/98q01UeXz3e9+N51xxhnpoIMOys/913/9Vxo0aFCuCPr4xz+eGhsb05QpU9IjjzyS3vOe9+Rlvv/976cPf/jD6Vvf+lauILryyivTkiVL0k9/+tPUu3fvtO2226bHHnssffvb324RDgEAAADQAWP6zJo1K82dOzd36aoaMGBA2mWXXdIDDzyQH8d9dOmqBj4hlu/Zs2euDKous/vuu+fApyqqhaZPn57+8Y9/tLrtxYsX5wqh5jcAAACA7mq1hj4R+ISo7GkuHldfi/uNN964xeu9evVKG2ywQYtlWltH820s69xzz80BU/UW4wABAAAAdFfFzN51+umnp1deeaV2e+GFFzp7lwAAAADKCH0GDx6c71966aUWz8fj6mtx//LLL7d4/Y033sgzejVfprV1NN/Gsvr06ZNnA2t+AwAAAOiuVmvos/nmm+dQZurUqbXnYmydGKtn7Nix+XHcz5s3L8/KVXXnnXempUuX5rF/qsvEjF6vv/56bZmY6WvrrbdO66+//urcZQAAAIAirXTos3DhwjyTVtyqgzfHv59//vnUo0ePdNJJJ6Wvfe1r6cYbb0xPPvlkOvLII/OMXAcffHBevr6+Pn3oQx9Kn/70p9PDDz+cfve736UTTzwxz+wVy4XDDjssD+J8zDHH5Kndr7nmmnThhRemU045ZXUfPwAAAECRVnrK9kcffTTtueeetcfVIOaoo45KV1xxRTrttNPSq6++mqdWj4qeXXfdNU/Rvs4669TeE1OyR9Cz995751m7Dj300PS9732v9noMxHzbbbeliRMnpjFjxqSNNtooTZo0yXTtAAAAAO0V+uyxxx6pUqks9/Wo9jn77LPzbXlipq6rrrrqbbezww47pN/+9rcru3sAAAAAlDR7FwAAAAD/j9AHAAAAoEBCHwAAAIACCX0AAAAACiT0AQAAACiQ0AcAAACgQEIfAAAAgAIJfQAAAAAKJPQBAAAAKJDQBwAAAKBAQh8AAACAAgl9AAAAAAok9AEAAAAoUK/O3gEAAICqmTNnpgULFnToNhsbG1vcd7R+/fqlESNGdMq2gbIJfQAAgDUm8Bk5cmSnbX/ChAmdtu0ZM2YIfoDVTugDAACsEaoVPpMnT0719fUdtt2mpqY0e/bsNHz48FRXV5c6UlQXRdjU0dVNQPcg9AEAANYoEfiMHj26Q7c5bty4Dt0eQEcwkDMAAABAgYQ+AAAAAAUS+gAAAAAUSOgDAAAAUCChDwAAAECBhD4AAAAABRL6AAAAABRI6AMAAABQIKEPAAAAQIGEPgAAAAAFEvoAAAAAFEjoAwAAAFAgoQ8AAABAgYQ+AAAAAAUS+gAAAAAUSOgDAAAAUCChDwAAAECBhD4AAAAABRL6AAAAABRI6AMAAABQIKEPAAAAQIGEPgAAAAAFEvoAAAAAFEjoAwAAAFAgoQ8AAABAgYQ+AAAAAAUS+gAAAAAUSOgDAAAAUCChDwAAAECBhD4AAAAABRL6AAAAABRI6AMAAABQIKEPAAAAQIF6dfYOAADAypg5c2ZasGBBh26zsbGxxX1H6tevXxoxYkSHbxeArk/oAwAraNGiRWnatGltem9TU1OaPXt2Gj58eKqrq2vTOkaNGpX69u3bpvdCSYHPyJEjO237EyZM6JTtzpgxQ/ADwEoT+gDACorAZ8yYMZ22/YaGhjR69OhO2z6sCaoVPpMnT0719fUdtt3VEdy2RVQWRdDU0ZVNAJRB6AMAK1FpE8HLqnxxW5UvqrF94P8Xn6OODkHHjRvXodsDgFUl9AGAFRRdq1b1S2ZnfFEFAKB7MnsXAAAAQIGEPgAAAAAFEvoAAAAAFEjoAwAAAFAgoQ8AAABAgYQ+AAAAAAUS+gAAAAAUSOgDAAAAUCChDwAAAECBhD4AAAAABRL6AAAAABRI6AMAAABQIKEPAAAAQIGEPgAAAAAFEvoAAAAAFEjoAwAAAFAgoQ8AAABAgYQ+AAAAAAUS+gAAAAAUSOgDAAAAUCChDwAAAECBhD4AAAAABRL6AAAAABRI6AMAAABQIKEPAAAAQIGEPgAAAAAFEvoAAAAAFGi1hz5nnnlm6tGjR4vbqFGjaq+/9tpraeLEiWnDDTdM6623Xjr00EPTSy+91GIdzz//fNp///1T375908Ybb5xOPfXU9MYbb6zuXQUAAAAoVq/2WOm2226b7rjjjv+3kV7/bzMnn3xyuvnmm9N1112XBgwYkE488cR0yCGHpN/97nf59TfffDMHPoMHD073339/evHFF9ORRx6Z1l577fSNb3yjPXYXAAAAoDjtEvpEyBOhzbJeeeWV9JOf/CRdddVVaa+99srPXX755am+vj49+OCD6f3vf3+67bbb0jPPPJNDo0GDBqWddtopnXPOOelLX/pSriLq3bt3e+wyAAAAQFHaZUyfmTNnpiFDhqQtttgiHX744bm7VmhoaEivv/562meffWrLRtevzTbbLD3wwAP5cdxvv/32OfCpGj9+fJo/f356+umnl7vNxYsX52Wa3wAAAAC6q9Ue+uyyyy7piiuuSFOmTEkXX3xxmjVrVtptt93SggUL0ty5c3OlzsCBA1u8JwKeeC3EffPAp/p69bXlOffcc3N3sept6NChq/vQAAAAALpv96799tuv9u8ddtghh0DDhg1L1157baqrq0vt5fTTT0+nnHJK7XFU+gh+AAAAgO6q3adsj6qekSNHpmeffTaP87NkyZI0b968FsvE7F3VMYDiftnZvKqPWxsnqKpPnz6pf//+LW4AAAAA3VW7hz4LFy5Mzz33XNpkk03SmDFj8ixcU6dOrb0+ffr0PObP2LFj8+O4f/LJJ9PLL79cW+b222/PIc4222zT3rsLAAAAUITV3r3ri1/8YjrggANyl645c+akr371q2mttdZKn/jEJ/JYO8ccc0zuhrXBBhvkIOdzn/tcDnpi5q6w77775nDniCOOSOedd14ex+eMM85IEydOzNU8AAAAAHRC6PPnP/85Bzx/+9vf0rve9a6066675unY49/hO9/5TurZs2c69NBD84xbMTPXD3/4w9r7IyC66aab0gknnJDDoHXXXTcdddRR6eyzz17duwoAAABQrNUe+lx99dVv+/o666yTLrroonxbnqgSuuWWW1b3rgEAAAB0G6s99AEA6EwzZ85MCxYs6NBtNjY2trjvSP369UsjRozo8O0CAGs+oQ8AUFTgE7OGdpYJEyZ0ynZnzJgh+AEA3kLoAwAUo1rhM3ny5FRfX99h221qakqzZ89Ow4cPT3V1dR223agsiqCpoyubAGB5Bq/XI9XNm5HSnHafLHyNUDdvRj7mNZXQBwAoTgQ+o0eP7tBtjhs3rkO3BwBrouPG9E719x6X0r2pW6j/v2NeUwl9AFaTRYsWpWnTpnValcCoUaNS37592/ReAABYHS5tWJI+NumKVD9qVOoOGqdNS5decFg6MK2ZhD4Aq0kEPmPGjOm07Tc0NHR4ZQMAADQ3d2ElNQ0cmdKQnVJ30DR3aT7mNZXQB2A1iUqbCF5WZVyOVRmHJLYPAABQJfQBWE2ia9WqVtp0xjgkAABAmbrHcNoAAAAA3YzQBwAAAKBAQh8AAACAAgl9AAAAAAok9AEAAAAokNAHAAAAoEBCHwAAAIACCX0AAAAACiT0AQAAACiQ0AcAAACgQEIfAAAAgAIJfQAAAAAKJPQBAAAAKJDQBwAAAKBAQh8AAACAAgl9AAAAAAok9AEAAAAokNAHAAAAoEC9OnsHAAAA6D4Gr9cj1c2bkdKc8msQ4jjjeKGzCH0AAADoMMeN6Z3q7z0upXtT8er/73ihswh9AAAA6DCXNixJH5t0RaofNSqVrnHatHTpBYelAzt7R+i2hD4AAAB0mLkLK6lp4MiUhuyUStc0d2k+Xugs5XeiBAAAAOiGhD4AAAAABRL6AAAAABRI6AMAAABQIAM5A9DtzJw5My1YsKBDt9nY2NjiviP169cvjRgxosO3CwBA5xL6ANDtAp+RI0d22vYnTJjQKdudMWOG4AcAoJsR+gDQrVQrfCZPnpzq6+s7bLtNTU1p9uzZafjw4amurq7DthuVRRE0dXRlEwAAnU/oA0C3FIHP6NGjO3Sb48aN69DtAQDQvRnIGQAAAKBAQh8AAACAAgl9AAAAAAok9AEAAAAokIGcoQMtWrQoTZs2rdNm/hk1alTq27dvm94LAABA1yL0gQ4Ugc+YMWM6bfsNDQ0dPlsRAAAAnUPoAx0oKm0ieGmLxsbGNGHChDR58uQ81XRbtw8AAED3IPSBDhRdq1a10iYCH9U6AAAAvBOhDwAAsMYYvF6PVDdvRkpzusecM3GsccwA7UHoAwAArDGOG9M71d97XEr3pm6h/v+OGaA9CH0AAIA1xqUNS9LHJl2R6rvJWISN06alSy84LB3Y2TsCFEnoAwAArDHmLqykpoEjUxqyU+oOmuYuzccM0B66R0dZAAAAgG5G6AMAAABQIKEPAAAAQIGM6QOwjJkzZ6YFCxZ06DYbGxtb3Hekfv36pREjRnT4dgEAgPYl9AFYJvAZOXJkp21/woQJnbLdGTNmCH4AAKAwQh+AZqoVPpMnT0719fUdtt2mpqY0e/bsNHz48FRXV9dh243KogiaOrqyCQAAaH9CH4BWROAzevToDt3muHHjOnR7AABA2QzkDAAAAFAgoQ8AAABAgYQ+AAAAAAUS+gAAAAAUyEDOAAB0KYPX65Hq5s1IaU75f7+M44zjBYC2EPoAANClHDemd6q/97iU7k3Fq/+/4wWAthD6AADQpVzasCR9bNIVqX7UqFS6xmnT0qUXHJYO7OwdAaBLEvoAANClzF1YSU0DR6Y0ZKdUuqa5S/PxAkBblN8RGgAAAKAbEvoAAAAAFEjoAwAAAFAgY/pAG8ycOTMtWLCgQ7fZ2NjY4r4j9evXL40YMaLDtwsAAEDbCX2gDYHPyJEjO237EyZM6JTtzpgxQ/ADAADQhQh91iCLFi1K06ZNa9N7m5qa0uzZs9Pw4cNTXV1dm9YxatSo1Ldv3za9tzupVvhMnjw51dfXd9h2V0cbt0VUFkXQ1NGVTQAAAKwaoc8aJAKfMWPGdNr2Gxoa0ujRoztt+11NBD4dfb7GjRvXodsD6IoGr9cj1c2bkdKc8ocujOOM4wUAaI3QZw0SlTYRvKxKNcaqVJ/E9gGgqztuTO9Uf+9xKd2bilf/f8cLANAaoc8aJLpWrWrlSGdUnwDAmuTShiXpY5OuSPXd4I8ZjdOmpUsvOCwd2Nk7AgCskYQ+AEBR5i6spKaBI1MaslMqXdPcpfl4AQBaU35ndwAAAIBuSOgDAAAAUCChDwAAAECBjOkDQLdjSm8AALoDoU87mDlzZlqwYEGHbjOmbG9+35H69euXRowY0eHbBWgrU3oDANAdCH3aIfAZOXJkp21/woQJnbLdGTNmCH6ALsOU3gAAq9+iRYvy/e9///sO33ZTU1OaPXt2Gj58eKqrq+uw7TZ2QuHFyhD6rGbVCp/Jkyen+vr4+2r5F3gETR1d2QTtSdef8pnSGwBg9Zs2bVq+//SnP526m379+qU10Rod+lx00UXp/PPPT3Pnzk077rhj+v73v5/e9773pa4gAp/Ro0d36DbHjRvXoduDUun6AwBQViWIKpCOcfDBB+f7UaNGpb59+3botqsFCR1dgLGmD3myxoY+11xzTTrllFPSJZdcknbZZZf03e9+N40fPz5Nnz49bbzxxp29e3RzKkHKpusPAHSO7hYIdMdQoLtWgqypVSCr20YbbZSOPfbYbleAsSZbY0Ofb3/72/kHwac+9an8OMKfm2++Of30pz9NX/7yl9OaTCBQPpUgZdP1B7qu7vaFsbt9WQzauGzdNRDoTqFAZ1WCqAKhu1ojQ58lS5akhoaGdPrpp9ee69mzZ9pnn33SAw880Op7Fi9enG9V8+fPT531i4hAoGzRxlEJsuO/fjn/z2plxDU6Z86c1FmGDBmS+vTps1LvmTVrVrq04T+6TSXIqnyZqH4h6Cxt+SLS3b5MBG1ctu76hbG7fFkM2rhsqxIIrMrP6Ph95ytf+Uo655xz0uabb57aqq2hYHcKBValEiT+H179GdAZOqPLUnezKm28Oma0HlVgG6+Roc///u//pjfffDMNGjSoxfPxeHkXwLnnnpvOOuus1Nli/yIQuHH66529Kx3mxYWVdHg3+UWk2sZRGXHIxM6/3jpSd/ll05eJ8mnjsq3KF8bqX4E7S1v/+tydviwGbVy2VQkEIsxf1faN4GdVxB+udStp3/+HjxkzZpXWsSrXiPZtf9p49etRqVTWuLr+qIR497vfne6///40duzY2vOnnXZauueee9JDDz20QpU+Q4cOTa+88krq379/hwZWN9xwQ4f/dWJ18JeJFaONy6Z9y6eNaY+/Lq6Orj8l/nVxTaONy9bZ7Ru0cdltrH3bnzZecZF5DBgw4B0zjzUy9InuXXGif/GLX9T+mhOOOuqoNG/evPSrX/1qtZ0AAAAAgK5kRTOPNXKk4d69e+eSrqlTp9aeW7p0aX7cvPIHAAAAgC40pk+I6dqjsuc973lPet/73penbH/11Vdrs3kBAAAA0AVDn4997GPpr3/9a5o0aVKaO3du2mmnndKUKVPeMrgzAAAAAF1kTJ/VwZg+AAAAQIm69Jg+AAAAAKwaoQ8AAABAgYQ+AAAAAAUS+gAAAAAUSOgDAAAAUCChDwAAAECBhD4AAAAABRL6AAAAABRI6AMAAABQIKEPAAAAQIGEPgAAAAAFEvoAAAAAFEjoAwAAAFAgoQ8AAABAgYQ+AAAAAAUS+gAAAAAUSOgDAAAAUCChDwAAAECBhD4AAAAABRL6AAAAABSoVypUpVLJ9/Pnz+/sXQEAAABYbapZRzX76Hahz4IFC/L90KFDO3tXAAAAANol+xgwYMByX+9ReadYqItaunRpmjNnTurXr1/q0aNH6g4pXwRcL7zwQurfv39n7w7tQBuXTfuWTxuXTfuWTxuXTfuWTxuXr7u1caVSyYHPkCFDUs+ePbtfpU8c9Kabbpq6m7i4u8MF3p1p47Jp3/Jp47Jp3/Jp47Jp3/Jp4/J1pzYe8DYVPlUGcgYAAAAokNAHAAAAoEBCn0L06dMnffWrX833lEkbl037lk8bl037lk8bl037lk8bl08bd7OBnAEAAAC6M5U+AAAAAAUS+gAAAAAUSOgDAAAAUCChDwAAAECBhD7t7N57700HHHBAGjJkSOrRo0e64YYbWrwe42hPmjQpbbLJJqmuri7ts88+aebMmS2W+fvf/54OP/zw1L9//zRw4MB0zDHHpIULF7ZY5oknnki77bZbWmedddLQoUPTeeed94779vzzz6f9998/9e3bN2288cbp1FNPTW+88UaLZe6+++40evToPAL6Vlttla644opVOh+lOffcc9N73/ve1K9fv3wODz744DR9+vQWy7z22mtp4sSJacMNN0zrrbdeOvTQQ9NLL73UIW2xItfFddddl0aNGpWX2X777dMtt9zS5vNRoosvvjjtsMMO+fMXt7Fjx6bf/OY3tde1b1m++c1v5p/VJ510Uu05bdy1nXnmmblNm9/ifFVp367vL3/5S5owYUJuw/hdKs7To48+Wnvd71pd2/Dhw9/yGY5bfG6Dz3DX9+abb6avfOUrafPNN8+f0S233DKdc845+bNb5XPctS1YsCD/bjVs2LDcfh/4wAfSI488Untd+7azmL2L9nPLLbdU/uM//qPyy1/+Mn5qVa6//voWr3/zm9+sDBgwoHLDDTdUHn/88cqBBx5Y2XzzzStNTU21ZT70oQ9Vdtxxx8qDDz5Y+e1vf1vZaqutKp/4xCdqr7/yyiuVQYMGVQ4//PDKU089Vfn5z39eqaurq1x66aXL3a833nijst1221X22Wefyh/+8Ie8nxtttFHl9NNPry3zxz/+sdK3b9/KKaecUnnmmWcq3//+9ytrrbVWZcqUKav9PHVV48ePr1x++eX5vD/22GOVD3/4w5XNNtussnDhwtoyxx9/fGXo0KGVqVOnVh599NHK+9///soHPvCBdm+LFbkufve73+X1nHfeeXm9Z5xxRmXttdeuPPnkk+1yvrqiG2+8sXLzzTdXZsyYUZk+fXrl3//93/M5inMatG85Hn744crw4cMrO+ywQ+Xzn/987Xlt3LV99atfrWy77baVF198sXb761//Wntd+3Ztf//73yvDhg2rfPKTn6w89NBDuS1uvfXWyrPPPltbxu9aXdvLL7/c4vN7++2359+p77rrrvy6z3DX9/Wvf72y4YYbVm666abKrFmzKtddd11lvfXWq1x44YW1ZXyOu7Z//dd/rWyzzTaVe+65pzJz5sz8/+b+/ftX/vznP+fXtW/7Evp0oGVDn6VLl1YGDx5cOf/882vPzZs3r9KnT598kYa4sOJ9jzzySG2Z3/zmN5UePXpU/vKXv+THP/zhDyvrr79+ZfHixbVlvvSlL1W23nrr5e5LXNA9e/aszJ07t/bcxRdfnD981fWcdtpp+Rfl5j72sY/loIPl/2IS7RU/0KrtGf9zj/95VTU2NuZlHnjggXZtixW5LuIH8P7779/ifbvsskvluOOOW4WzUL44r5dddpn2LciCBQsqI0aMyF8mPvjBD9ZCH23c9cUvlvFLYmu0b9cX52zXXXdd7ut+1ypP/Hzecsstc9v6DJchztHRRx/d4rlDDjkkf3kPPsdd26JFi3JIEqFec6NHj87FEdq3/ene1YlmzZqV5s6dm8vXqgYMGJB22WWX9MADD+THcR/la+95z3tqy8TyPXv2TA899FBtmd133z317t27tsz48eNzN6N//OMfrW473hMlpoMGDWrxnvnz56enn366tkzzfasuU9033uqVV17J9xtssEG+b2hoSK+//nqL8xglvptttlmLNm6PtliR60Ibr3z58dVXX51effXV3M1L+5YjugZEae+y50sblyFKxKOb9RZbbJFLw6OUO2jfru/GG2/MvyP9y7/8Sy7L33nnndOPf/zj2ut+1yrLkiVL0uTJk9PRRx+du3j5DJchuvpMnTo1zZgxIz9+/PHH03333Zf222+//NjnuGuLrlLxO3R0uWouunFFO2vf9if06URxcYfmF1n1cfW1uI9fYprr1atXDhWaL9PaOppvo7Vtv9N7lrdMfAiampracMRlW7p0ae6rOm7cuLTddtvVzmH84IkfUm/Xxu3RFquy3uVdN93Vk08+mccJiH68xx9/fLr++uvTNttso30LEUHe73//+zxG17K0cdcXvzRG3/spU6bkMbril8vo7x/jC2jfru+Pf/xjbtcRI0akW2+9NZ1wwgnp3/7t39LPfvaz/LrftcoSY2POmzcvffKTn8yPfYbL8OUvfzl9/OMfz4Hd2muvncPb+J06Qvrgc9y1xdin8cfSGKdpzpw5OQCK8DZCkxdffFH7doBeHbER6C6VAk899VROrCnL1ltvnR577LFcyfWLX/wiHXXUUemee+7p7N1iNXjhhRfS5z//+XT77be/5S9QlKH6l+IQg7JHCBQDSV577bX5r4x0/T+4xF9+v/GNb+TH8WUx/l98ySWX5J/VlOUnP/lJ/kxH5R7liJ/HV155ZbrqqqvStttum3/nitAn2tnnuAz//d//nSv03v3ud6e11lorD4r8iU98Ilfr0f5U+nSiwYMH5/tlZxiIx9XX4v7ll19+S4lcjF7efJnW1tF8G61t+53es7xlYsR0vyi3dOKJJ6abbrop3XXXXWnTTTetPR/nMEqR469Sb9fG7dEWq7Le5V033VX8FTFG6h8zZkyuBtlxxx3ThRdeqH0LEL9sxM/Y+OUj/mIUtwj0vve97+V/x19ytHFZoiJg5MiR6dlnn/UZLkDM9BKVl83V19fXuvD5Xascf/rTn9Idd9yRjj322NpzPsNliNmSqtU+0dXmiCOOSCeffHKtAtfnuOuLGdni96uYbSv+4Pbwww/nrpnR7Vr7tj+hTyeKaQnjIoo+rFVRJhb9EqMELsR9/I+seQp655135r9sxV8rq8vE1PDxwamKv1pHdcL666/f6rbjPdFlpfmHJ94TF2/1l6dYpvm+VZep7hv///SCEfhEd59ol2jT5iIkiDLV5ucx+pXGL6PN27g92mJFrgtt3Dbx+Vu8eLH2LcDee++d2yf+qli9RdVAlJRX/62NyxK/cD733HM5LPAZ7vqiS3W0WXMxLkhUcwW/a5Xj8ssvz907Yvy1Kp/hMixatCiPzdJcVIPEZzD4HJdj3XXXzf//jTF2okvuQQcdpH07QgcMFl3p7jPCxPRvcYvT/e1vfzv/+09/+lNterqBAwdWfvWrX1WeeOKJykEHHdTq9HQ777xznor0vvvuyzPMNJ+eLkY3j+npjjjiiDw93dVXX52nlWs+PV1MGd985PLq9HT77rtvnmo8ppx717ve1er0dKeeemqeCeGiiy7qctPTtbcTTjghTy949913t5hONEapr4qpRGMa9zvvvDNPJTp27Nh8W91tEdMH7rXXXit1XcRUor169ap861vfyuuNWW5MJdrSl7/85TwbW0whGp/ReBwzBdx22235de1bnuazdwVt3LV94QtfyD+j4zMc5yumZY3pWGO2xaB9u7aHH344n6OY8jmmAb7yyivzeZw8eXJtGb9rdX1vvvlm/pzGTDzL8hnu+o466qjKu9/97tqU7fFZip/TMWtSlc9x1xbnImbbinMVv0PHrJoxk92SJUvy69q3fQl92tldd92Vw55lb/HDLcQUdV/5ylfyBRrT0u29996V6dOnt1jH3/72t3xBr7feenn6uE996lM5TGru8ccfz1OWxjrih2Z8cJq7/PLL83abmz17dmW//far1NXV5R+s8Yvx66+//pb932mnnSq9e/eubLHFFnk9/D+ttW3cmp+n+GH12c9+Nk8hGD8w/vmf/zkHQ6u7LeIXiWHDhq3UdRGuvfbaysiRI/N6YzrCm2++eTWdnTLEFKJxXuP8xP8E4jNaDXyC9i0/9NHGXVtMq7rJJpvk8xPnMB4/++yztde1b9f361//Ov/SHudx1KhRlR/96EctXve7Vtd366235nO7bLsFn+Gub/78+fn/uxHerbPOOvn8x1Tezafe9jnu2q655pp8XuL8xPTsEydOzCFNlfZtXz3iPx1SUgQAAABAhzGmDwAAAECBhD4AAAAABRL6AAAAABRI6AMAAABQIKEPAAAAQIGEPgAAAAAFEvoAAAAAFEjoAwAAAFAgoQ8AAABAgYQ+AAAAAAUS+gAAAAAUSOgDAAAAkMrz/wFuH4V8V8El+QAAAABJRU5ErkJggg=="
},
"metadata": {},
"output_type": "display_data"
@@ -466,8 +466,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T09:04:32.548246Z",
- "start_time": "2025-11-23T09:04:31.690423Z"
+ "end_time": "2025-12-21T14:59:41.915438Z",
+ "start_time": "2025-12-21T14:59:37.743033Z"
}
},
"cell_type": "code",
@@ -498,7 +498,7 @@
"text/plain": [
""
],
- "image/png": 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"
+ "image/png": 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"
},
"metadata": {},
"output_type": "display_data"
@@ -532,8 +532,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T09:04:33.487173Z",
- "start_time": "2025-11-23T09:04:33.239935Z"
+ "end_time": "2025-12-21T14:59:43.115693Z",
+ "start_time": "2025-12-21T14:59:41.937792Z"
}
},
"cell_type": "code",
@@ -559,8 +559,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T09:04:37.659807Z",
- "start_time": "2025-11-23T09:04:34.734807Z"
+ "end_time": "2025-12-21T15:00:07.451460Z",
+ "start_time": "2025-12-21T14:59:55.928563Z"
}
},
"cell_type": "code",
@@ -596,7 +596,7 @@
"text/plain": [
""
],
- "image/png": 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},
"metadata": {},
"output_type": "display_data"
@@ -613,8 +613,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T09:04:39.175869Z",
- "start_time": "2025-11-23T09:04:39.009157Z"
+ "end_time": "2025-12-21T15:00:15.108703Z",
+ "start_time": "2025-12-21T15:00:13.756072Z"
}
},
"cell_type": "code",
@@ -637,7 +637,7 @@
"text/plain": [
""
],
- "image/png": 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"
+ "image/png": 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"
},
"metadata": {},
"output_type": "display_data"
@@ -670,8 +670,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T09:04:40.564655Z",
- "start_time": "2025-11-23T09:04:40.511129Z"
+ "end_time": "2025-12-21T15:00:21.856952Z",
+ "start_time": "2025-12-21T15:00:21.629683Z"
}
},
"cell_type": "code",
@@ -713,8 +713,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T09:04:49.248039Z",
- "start_time": "2025-11-23T09:04:41.975508Z"
+ "end_time": "2025-12-21T15:00:57.136905Z",
+ "start_time": "2025-12-21T15:00:27.382953Z"
}
},
"cell_type": "code",
@@ -761,10 +761,10 @@
"name": "stderr",
"output_type": "stream",
"text": [
- "100%|██████████| 3448/3448 [00:01<00:00, 1778.99it/s]\n",
- "100%|██████████| 3448/3448 [00:01<00:00, 2082.33it/s]\n",
- "100%|██████████| 3448/3448 [00:01<00:00, 1953.25it/s]\n",
- "100%|██████████| 3448/3448 [00:01<00:00, 2112.18it/s]\n"
+ "100%|██████████| 3448/3448 [00:07<00:00, 480.48it/s]\n",
+ "100%|██████████| 3448/3448 [00:07<00:00, 479.86it/s]\n",
+ "100%|██████████| 3448/3448 [00:07<00:00, 480.02it/s]\n",
+ "100%|██████████| 3448/3448 [00:06<00:00, 496.20it/s]\n"
]
}
],
@@ -773,8 +773,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T09:04:50.580025Z",
- "start_time": "2025-11-23T09:04:50.575027Z"
+ "end_time": "2025-12-21T15:01:00.375259Z",
+ "start_time": "2025-12-21T15:01:00.368407Z"
}
},
"cell_type": "code",
@@ -794,8 +794,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T09:04:52.013667Z",
- "start_time": "2025-11-23T09:04:52.006777Z"
+ "end_time": "2025-12-21T15:01:01.904133Z",
+ "start_time": "2025-12-21T15:01:01.893837Z"
}
},
"cell_type": "code",
@@ -812,8 +812,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T09:04:53.449048Z",
- "start_time": "2025-11-23T09:04:53.435139Z"
+ "end_time": "2025-12-21T15:01:03.632051Z",
+ "start_time": "2025-12-21T15:01:03.614566Z"
}
},
"cell_type": "code",
@@ -834,8 +834,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T09:04:54.760718Z",
- "start_time": "2025-11-23T09:04:54.751506Z"
+ "end_time": "2025-12-21T15:01:05.461210Z",
+ "start_time": "2025-12-21T15:01:05.447599Z"
}
},
"cell_type": "code",
@@ -846,18 +846,18 @@
"data": {
"text/plain": [
" d-raw d-raw_variogram_filtering d-point_cloud_filtered \\\n",
- "mean 8.564278e+00 8.564278e+00 8.564278e+00 \n",
- "std 2.846972e+01 2.846972e+01 2.846972e+01 \n",
- "50% 9.008423e-01 9.008423e-01 9.008423e-01 \n",
- "min 1.114936e-08 1.114936e-08 1.114936e-08 \n",
- "max 5.491321e+02 5.491321e+02 5.491321e+02 \n",
+ "mean 9.109158e+00 9.109158e+00 9.109158e+00 \n",
+ "std 3.922786e+01 3.922786e+01 3.922786e+01 \n",
+ "50% 8.425322e-01 8.425322e-01 8.425322e-01 \n",
+ "min 2.779742e-10 2.779742e-10 2.779742e-10 \n",
+ "max 1.479746e+03 1.479746e+03 1.479746e+03 \n",
"\n",
" d-all_filtered \n",
- "mean 8.564278e+00 \n",
- "std 2.846972e+01 \n",
- "50% 9.008423e-01 \n",
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diff --git a/tutorials/functional/4-2-poisson-kriging-centroid-based.ipynb b/tutorials/functional/4-2-poisson-kriging-centroid-based.ipynb
index 90f001dd..8a1f35f6 100644
--- a/tutorials/functional/4-2-poisson-kriging-centroid-based.ipynb
+++ b/tutorials/functional/4-2-poisson-kriging-centroid-based.ipynb
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"
+ "image/png": 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"
},
"metadata": {},
"output_type": "display_data"
@@ -567,8 +567,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T09:14:24.454958Z",
- "start_time": "2025-11-23T09:14:24.266429Z"
+ "end_time": "2025-12-21T15:11:53.632698Z",
+ "start_time": "2025-12-21T15:11:53.302141Z"
}
},
"cell_type": "code",
@@ -590,7 +590,7 @@
"text/plain": [
""
],
- "image/png": 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"
+ "image/png": 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"
},
"metadata": {},
"output_type": "display_data"
@@ -601,8 +601,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T09:14:24.505322Z",
- "start_time": "2025-11-23T09:14:24.477988Z"
+ "end_time": "2025-12-21T15:11:53.677115Z",
+ "start_time": "2025-12-21T15:11:53.652504Z"
}
},
"cell_type": "code",
@@ -614,13 +614,13 @@
"text/plain": [
" zhat rate forecast_bias squared_error\n",
"count 20.000000 20.000000 20.000000 20.000000\n",
- "mean 131.708401 135.000000 -3.291599 131.895497\n",
- "std 7.127387 11.407015 11.288600 182.050238\n",
- "min 118.537623 112.900000 -23.659756 0.656987\n",
- "25% 127.903773 128.325000 -7.451368 12.861458\n",
- "50% 130.200839 135.950000 -3.387091 33.302290\n",
- "75% 134.618342 141.400000 2.879043 218.950179\n",
- "max 151.543164 155.300000 19.928600 559.784036"
+ "mean 131.574586 132.880000 -1.305414 185.804660\n",
+ "std 6.574559 13.410271 13.920850 356.853735\n",
+ "min 120.601986 103.400000 -23.659756 4.407567\n",
+ "25% 127.733954 121.550000 -8.677488 12.200951\n",
+ "50% 131.640182 134.200000 -2.666852 56.582626\n",
+ "75% 135.717496 141.675000 6.067428 153.072548\n",
+ "max 142.869604 153.200000 39.469604 1557.849657"
],
"text/html": [
"\n",
@@ -657,52 +657,52 @@
" \n",
"
\n",
" mean \n",
- " 131.708401 \n",
- " 135.000000 \n",
- " -3.291599 \n",
- " 131.895497 \n",
+ " 131.574586 \n",
+ " 132.880000 \n",
+ " -1.305414 \n",
+ " 185.804660 \n",
" \n",
"
\n",
" std \n",
- " 7.127387 \n",
- " 11.407015 \n",
- " 11.288600 \n",
- " 182.050238 \n",
+ " 6.574559 \n",
+ " 13.410271 \n",
+ " 13.920850 \n",
+ " 356.853735 \n",
" \n",
"
\n",
" min \n",
- " 118.537623 \n",
- " 112.900000 \n",
+ " 120.601986 \n",
+ " 103.400000 \n",
" -23.659756 \n",
- " 0.656987 \n",
+ " 4.407567 \n",
" \n",
"
\n",
" 25% \n",
- " 127.903773 \n",
- " 128.325000 \n",
- " -7.451368 \n",
- " 12.861458 \n",
+ " 127.733954 \n",
+ " 121.550000 \n",
+ " -8.677488 \n",
+ " 12.200951 \n",
" \n",
"
\n",
" 50% \n",
- " 130.200839 \n",
- " 135.950000 \n",
- " -3.387091 \n",
- " 33.302290 \n",
+ " 131.640182 \n",
+ " 134.200000 \n",
+ " -2.666852 \n",
+ " 56.582626 \n",
" \n",
"
\n",
" 75% \n",
- " 134.618342 \n",
- " 141.400000 \n",
- " 2.879043 \n",
- " 218.950179 \n",
+ " 135.717496 \n",
+ " 141.675000 \n",
+ " 6.067428 \n",
+ " 153.072548 \n",
" \n",
"
\n",
" max \n",
- " 151.543164 \n",
- " 155.300000 \n",
- " 19.928600 \n",
- " 559.784036 \n",
+ " 142.869604 \n",
+ " 153.200000 \n",
+ " 39.469604 \n",
+ " 1557.849657 \n",
" \n",
" \n",
"\n",
@@ -719,8 +719,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T09:14:24.674907Z",
- "start_time": "2025-11-23T09:14:24.669614Z"
+ "end_time": "2025-12-21T15:11:53.741660Z",
+ "start_time": "2025-12-21T15:11:53.737072Z"
}
},
"cell_type": "code",
@@ -734,7 +734,7 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "11.48457649663337\n"
+ "13.631018290285816\n"
]
}
],
@@ -777,8 +777,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T09:14:24.827529Z",
- "start_time": "2025-11-23T09:14:24.825064Z"
+ "end_time": "2025-12-21T15:11:53.811629Z",
+ "start_time": "2025-12-21T15:11:53.808631Z"
}
},
"cell_type": "code",
diff --git a/tutorials/functional/4-3-poisson-kriging-area-to-area.ipynb b/tutorials/functional/4-3-poisson-kriging-area-to-area.ipynb
index 216f67f6..6b17969a 100644
--- a/tutorials/functional/4-3-poisson-kriging-area-to-area.ipynb
+++ b/tutorials/functional/4-3-poisson-kriging-area-to-area.ipynb
@@ -47,8 +47,8 @@
"metadata": {
"collapsed": true,
"ExecuteTime": {
- "end_time": "2025-11-23T09:14:23.138108Z",
- "start_time": "2025-11-23T09:14:19.739156Z"
+ "end_time": "2025-12-21T15:11:51.088926Z",
+ "start_time": "2025-12-21T15:11:48.286540Z"
}
},
"cell_type": "code",
@@ -68,8 +68,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T09:14:23.145185Z",
- "start_time": "2025-11-23T09:14:23.142502Z"
+ "end_time": "2025-12-21T15:11:51.245010Z",
+ "start_time": "2025-12-21T15:11:51.207493Z"
}
},
"cell_type": "code",
@@ -90,8 +90,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T09:14:23.540967Z",
- "start_time": "2025-11-23T09:14:23.284198Z"
+ "end_time": "2025-12-21T15:11:51.507336Z",
+ "start_time": "2025-12-21T15:11:51.281059Z"
}
},
"cell_type": "code",
@@ -110,8 +110,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T09:14:23.968918Z",
- "start_time": "2025-11-23T09:14:23.579166Z"
+ "end_time": "2025-12-21T15:11:51.903394Z",
+ "start_time": "2025-12-21T15:11:51.516906Z"
}
},
"cell_type": "code",
@@ -131,8 +131,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T09:14:25.242776Z",
- "start_time": "2025-11-23T09:14:24.051321Z"
+ "end_time": "2025-12-21T15:11:53.010076Z",
+ "start_time": "2025-12-21T15:11:51.919408Z"
}
},
"cell_type": "code",
@@ -188,8 +188,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T09:14:25.355598Z",
- "start_time": "2025-11-23T09:14:25.252230Z"
+ "end_time": "2025-12-21T15:11:53.296262Z",
+ "start_time": "2025-12-21T15:11:53.101199Z"
}
},
"cell_type": "code",
@@ -226,8 +226,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T09:14:25.369864Z",
- "start_time": "2025-11-23T09:14:25.365562Z"
+ "end_time": "2025-12-21T15:11:53.334026Z",
+ "start_time": "2025-12-21T15:11:53.326405Z"
}
},
"cell_type": "code",
@@ -240,9 +240,9 @@
{
"data": {
"text/plain": [
- "array([ 9003, 36093, 42047, 42121, 42131, 42069, 50023, 50003, 36115,\n",
- " 42049, 25023, 42061, 42115, 34037, 42059, 34013, 34031, 33015,\n",
- " 36019, 36021])"
+ "array([42107, 36075, 42041, 42027, 34003, 36001, 42093, 42057, 9009,\n",
+ " 25011, 23025, 36103, 34021, 42079, 36089, 36031, 33007, 42119,\n",
+ " 36083, 23005])"
]
},
"execution_count": 7,
@@ -274,8 +274,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T09:14:28.734908Z",
- "start_time": "2025-11-23T09:14:25.380195Z"
+ "end_time": "2025-12-21T15:11:57.820991Z",
+ "start_time": "2025-12-21T15:11:53.360574Z"
}
},
"cell_type": "code",
@@ -299,7 +299,7 @@
"name": "stderr",
"output_type": "stream",
"text": [
- "100%|██████████| 20/20 [00:03<00:00, 6.01it/s]\n"
+ "100%|██████████| 20/20 [00:04<00:00, 4.53it/s]\n"
]
}
],
@@ -308,8 +308,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T09:14:28.748425Z",
- "start_time": "2025-11-23T09:14:28.745401Z"
+ "end_time": "2025-12-21T15:11:57.835081Z",
+ "start_time": "2025-12-21T15:11:57.831604Z"
}
},
"cell_type": "code",
@@ -321,8 +321,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T09:14:28.767940Z",
- "start_time": "2025-11-23T09:14:28.762530Z"
+ "end_time": "2025-12-21T15:11:57.858156Z",
+ "start_time": "2025-12-21T15:11:57.852090Z"
}
},
"cell_type": "code",
@@ -334,8 +334,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T09:14:28.795303Z",
- "start_time": "2025-11-23T09:14:28.783331Z"
+ "end_time": "2025-12-21T15:11:57.909432Z",
+ "start_time": "2025-12-21T15:11:57.891424Z"
}
},
"cell_type": "code",
@@ -346,25 +346,25 @@
"data": {
"text/plain": [
" block_id zhat sig FIPS rate \\\n",
- "0 9003 143.779517 8.900778 9003 136.8 \n",
- "1 36093 135.760905 8.673103 36093 147.0 \n",
- "2 42047 128.707205 10.685442 42047 123.3 \n",
- "3 42121 132.933881 10.490678 42121 126.0 \n",
- "4 42131 125.256577 9.146128 42131 122.6 \n",
+ "0 42107 128.049947 9.414107 42107 115.2 \n",
+ "1 36075 132.715936 10.441738 36075 143.5 \n",
+ "2 42041 119.579583 8.467769 42041 130.9 \n",
+ "3 42027 118.067558 10.056972 42027 141.4 \n",
+ "4 34003 127.193763 6.258667 34003 140.8 \n",
"\n",
" geometry \\\n",
- "0 POLYGON ((1875670.693 574298.677, 1876410.411 ... \n",
- "1 MULTIPOLYGON (((1781868.657 632858.296, 178191... \n",
- "2 POLYGON ((1431152.152 385298.654, 1431159.8 38... \n",
- "3 POLYGON ((1332338.715 357740.555, 1331857.287 ... \n",
- "4 MULTIPOLYGON (((1668097.895 477932.933, 166811... \n",
+ "0 MULTIPOLYGON (((1670088.257 358635.875, 167006... \n",
+ "1 MULTIPOLYGON (((1581876.402 689018.858, 158200... \n",
+ "2 MULTIPOLYGON (((1604893.567 299745.669, 160480... \n",
+ "3 MULTIPOLYGON (((1495040.309 391321.809, 149503... \n",
+ "4 MULTIPOLYGON (((1827117.746 423012.913, 182717... \n",
"\n",
" representative_points lon lat \n",
- "0 POINT (1904204.462 555143.693) 1.904204e+06 555143.692587 \n",
- "1 POINT (1771110.847 636857.634) 1.771111e+06 636857.633872 \n",
- "2 POINT (1434950.541 405307.913) 1.434951e+06 405307.912914 \n",
- "3 POINT (1344709.665 385690.8) 1.344710e+06 385690.800064 \n",
- "4 POINT (1647112.569 460026.922) 1.647113e+06 460026.922321 "
+ "0 POINT (1650323.464 368750.266) 1.650323e+06 368750.265783 \n",
+ "1 POINT (1591216.884 663884.599) 1.591217e+06 663884.599117 \n",
+ "2 POINT (1576325.693 291564.448) 1.576326e+06 291564.447617 \n",
+ "3 POINT (1513734.416 363907.622) 1.513734e+06 363907.622101 \n",
+ "4 POINT (1818622.729 437071.975) 1.818623e+06 437071.975383 "
],
"text/html": [
"
\n",
@@ -399,63 +399,63 @@
"
\n",
" \n",
" 0 \n",
- " 9003 \n",
- " 143.779517 \n",
- " 8.900778 \n",
- " 9003 \n",
- " 136.8 \n",
- " POLYGON ((1875670.693 574298.677, 1876410.411 ... \n",
- " POINT (1904204.462 555143.693) \n",
- " 1.904204e+06 \n",
- " 555143.692587 \n",
+ " 42107 \n",
+ " 128.049947 \n",
+ " 9.414107 \n",
+ " 42107 \n",
+ " 115.2 \n",
+ " MULTIPOLYGON (((1670088.257 358635.875, 167006... \n",
+ " POINT (1650323.464 368750.266) \n",
+ " 1.650323e+06 \n",
+ " 368750.265783 \n",
" \n",
" \n",
" 1 \n",
- " 36093 \n",
- " 135.760905 \n",
- " 8.673103 \n",
- " 36093 \n",
- " 147.0 \n",
- " MULTIPOLYGON (((1781868.657 632858.296, 178191... \n",
- " POINT (1771110.847 636857.634) \n",
- " 1.771111e+06 \n",
- " 636857.633872 \n",
+ " 36075 \n",
+ " 132.715936 \n",
+ " 10.441738 \n",
+ " 36075 \n",
+ " 143.5 \n",
+ " MULTIPOLYGON (((1581876.402 689018.858, 158200... \n",
+ " POINT (1591216.884 663884.599) \n",
+ " 1.591217e+06 \n",
+ " 663884.599117 \n",
" \n",
" \n",
" 2 \n",
- " 42047 \n",
- " 128.707205 \n",
- " 10.685442 \n",
- " 42047 \n",
- " 123.3 \n",
- " POLYGON ((1431152.152 385298.654, 1431159.8 38... \n",
- " POINT (1434950.541 405307.913) \n",
- " 1.434951e+06 \n",
- " 405307.912914 \n",
+ " 42041 \n",
+ " 119.579583 \n",
+ " 8.467769 \n",
+ " 42041 \n",
+ " 130.9 \n",
+ " MULTIPOLYGON (((1604893.567 299745.669, 160480... \n",
+ " POINT (1576325.693 291564.448) \n",
+ " 1.576326e+06 \n",
+ " 291564.447617 \n",
" \n",
" \n",
" 3 \n",
- " 42121 \n",
- " 132.933881 \n",
- " 10.490678 \n",
- " 42121 \n",
- " 126.0 \n",
- " POLYGON ((1332338.715 357740.555, 1331857.287 ... \n",
- " POINT (1344709.665 385690.8) \n",
- " 1.344710e+06 \n",
- " 385690.800064 \n",
+ " 42027 \n",
+ " 118.067558 \n",
+ " 10.056972 \n",
+ " 42027 \n",
+ " 141.4 \n",
+ " MULTIPOLYGON (((1495040.309 391321.809, 149503... \n",
+ " POINT (1513734.416 363907.622) \n",
+ " 1.513734e+06 \n",
+ " 363907.622101 \n",
" \n",
" \n",
" 4 \n",
- " 42131 \n",
- " 125.256577 \n",
- " 9.146128 \n",
- " 42131 \n",
- " 122.6 \n",
- " MULTIPOLYGON (((1668097.895 477932.933, 166811... \n",
- " POINT (1647112.569 460026.922) \n",
- " 1.647113e+06 \n",
- " 460026.922321 \n",
+ " 34003 \n",
+ " 127.193763 \n",
+ " 6.258667 \n",
+ " 34003 \n",
+ " 140.8 \n",
+ " MULTIPOLYGON (((1827117.746 423012.913, 182717... \n",
+ " POINT (1818622.729 437071.975) \n",
+ " 1.818623e+06 \n",
+ " 437071.975383 \n",
" \n",
" \n",
"\n",
@@ -482,8 +482,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T09:14:28.842604Z",
- "start_time": "2025-11-23T09:14:28.838392Z"
+ "end_time": "2025-12-21T15:11:57.962285Z",
+ "start_time": "2025-12-21T15:11:57.957103Z"
}
},
"cell_type": "code",
@@ -498,8 +498,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T09:14:29.031494Z",
- "start_time": "2025-11-23T09:14:28.899169Z"
+ "end_time": "2025-12-21T15:11:58.162280Z",
+ "start_time": "2025-12-21T15:11:58.029316Z"
}
},
"cell_type": "code",
@@ -521,7 +521,7 @@
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],
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"
+ "image/png": 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"
},
"metadata": {},
"output_type": "display_data"
@@ -532,8 +532,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T09:14:29.150969Z",
- "start_time": "2025-11-23T09:14:29.053886Z"
+ "end_time": "2025-12-21T15:11:58.383831Z",
+ "start_time": "2025-12-21T15:11:58.186397Z"
}
},
"cell_type": "code",
@@ -555,7 +555,7 @@
"text/plain": [
""
],
- "image/png": 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"
+ "image/png": "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"
},
"metadata": {},
"output_type": "display_data"
@@ -566,8 +566,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2025-11-23T09:14:29.181423Z",
- "start_time": "2025-11-23T09:14:29.166437Z"
+ "end_time": "2025-12-21T15:11:58.427009Z",
+ "start_time": "2025-12-21T15:11:58.404488Z"
}
},
"cell_type": "code",
@@ -579,13 +579,13 @@
"text/plain": [
" zhat rate forecast_bias squared_error\n",
"count 20.000000 20.000000 20.000000 20.000000\n",
- "mean 132.356348 131.365000 0.991348 59.064231\n",
- "std 6.320600 9.660461 7.819103 68.524606\n",
- "min 121.569245 120.500000 -14.039772 0.185550\n",
- "25% 128.079724 122.750000 -3.567181 11.104960\n",
- "50% 131.946308 130.250000 2.998328 33.801185\n",
- "75% 135.927833 136.950000 6.284524 76.067039\n",
- "max 144.089097 151.300000 15.260701 232.888994"
+ "mean 129.228669 127.830000 1.398669 179.574443\n",
+ "std 7.810987 14.454142 13.673569 215.335912\n",
+ "min 117.906817 101.100000 -23.332442 0.008683\n",
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+ "50% 127.729558 130.700000 0.657993 99.978315\n",
+ "75% 131.912100 138.475000 9.628163 262.877367\n",
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],
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@@ -622,52 +622,52 @@
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"
\n",
" mean \n",
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- " 131.365000 \n",
- " 0.991348 \n",
- " 59.064231 \n",
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+ " 1.398669 \n",
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" \n",
" \n",
" std \n",
- " 6.320600 \n",
- " 9.660461 \n",
- " 7.819103 \n",
- " 68.524606 \n",
+ " 7.810987 \n",
+ " 14.454142 \n",
+ " 13.673569 \n",
+ " 215.335912 \n",
" \n",
" \n",
" min \n",
- " 121.569245 \n",
- " 120.500000 \n",
- " -14.039772 \n",
- " 0.185550 \n",
+ " 117.906817 \n",
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+ " 0.008683 \n",
" \n",
" \n",
" 25% \n",
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- " 122.750000 \n",
- " -3.567181 \n",
- " 11.104960 \n",
+ " 125.756270 \n",
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" \n",
" \n",
" 50% \n",
- " 131.946308 \n",
- " 130.250000 \n",
- " 2.998328 \n",
- " 33.801185 \n",
+ " 127.729558 \n",
+ " 130.700000 \n",
+ " 0.657993 \n",
+ " 99.978315 \n",
" \n",
" \n",
" 75% \n",
- " 135.927833 \n",
- " 136.950000 \n",
- " 6.284524 \n",
- " 76.067039 \n",
+ " 131.912100 \n",
+ " 138.475000 \n",
+ " 9.628163 \n",
+ " 262.877367 \n",
" \n",
" \n",
" max \n",
- " 144.089097 \n",
- " 151.300000 \n",
- " 15.260701 \n",
- " 232.888994 \n",
+ " 146.846616 \n",
+ " 152.900000 \n",
+ " 24.044155 \n",
+ " 578.121379 \n",
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@@ -684,8 +684,8 @@
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@@ -699,7 +699,7 @@
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diff --git a/tutorials/functional/4-4-poisson-kriging-area-to-point-smoothing.ipynb b/tutorials/functional/4-4-poisson-kriging-area-to-point-smoothing.ipynb
index d173f92a..237ae992 100644
--- a/tutorials/functional/4-4-poisson-kriging-area-to-point-smoothing.ipynb
+++ b/tutorials/functional/4-4-poisson-kriging-area-to-point-smoothing.ipynb
@@ -43,8 +43,8 @@
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"ExecuteTime": {
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@@ -61,8 +61,8 @@
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"ExecuteTime": {
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@@ -83,8 +83,8 @@
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- "start_time": "2025-11-23T09:14:24.864032Z"
+ "end_time": "2025-12-21T15:11:54.259727Z",
+ "start_time": "2025-12-21T15:11:54.039446Z"
}
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@@ -103,8 +103,8 @@
{
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"ExecuteTime": {
- "end_time": "2025-11-23T09:14:25.391551Z",
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@@ -124,8 +124,8 @@
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@@ -175,8 +175,8 @@
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@@ -215,8 +215,8 @@
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+ "end_time": "2025-12-21T15:13:59.054834Z",
+ "start_time": "2025-12-21T15:11:55.704576Z"
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@@ -236,8 +236,8 @@
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- "start_time": "2025-11-23T09:16:26.144852Z"
+ "end_time": "2025-12-21T15:13:59.094800Z",
+ "start_time": "2025-12-21T15:13:59.083046Z"
}
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"cell_type": "code",
@@ -346,8 +346,8 @@
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"ExecuteTime": {
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@@ -385,8 +385,8 @@
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@@ -422,8 +422,8 @@
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+ "end_time": "2025-12-21T15:14:03.099536Z",
+ "start_time": "2025-12-21T15:14:03.096462Z"
}
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diff --git a/tutorials/functional/fitted.json b/tutorials/functional/fitted.json
index 1576c507..14b4bb51 100644
--- a/tutorials/functional/fitted.json
+++ b/tutorials/functional/fitted.json
@@ -1 +1 @@
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\ No newline at end of file
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\ No newline at end of file
