diff --git a/docs/gaps.ipynb b/docs/gaps.ipynb index f2380c5..02325fc 100644 --- a/docs/gaps.ipynb +++ b/docs/gaps.ipynb @@ -10,14 +10,12 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "id": "dominant-arlington", "metadata": {}, "outputs": [], "source": [ "import geopandas\n", - "import numpy\n", - "import matplotlib.pyplot as plt\n", "import geoplanar\n", "from shapely.geometry import box, Polygon\n" ] @@ -40,7 +38,7 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -139,7 +137,7 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -231,7 +229,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 11, "id": "45ff1bb6-d39d-480a-898b-0db53fc72aed", "metadata": {}, "outputs": [ @@ -241,13 +239,13 @@ "" ] }, - "execution_count": 13, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAh8AAAEjCAYAAACSDWOaAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAAAdXElEQVR4nO3dfXBU9eHv8U8gYQO5SawoeSgRohd5EEoxUMIz9SEQAWmpCmopWHWggoKxFZB2DNoSsEq5lYrFQcSxINNClLlYIVYSVB4MEBRFAUsgmULMyGgSiCwP+d4//CW3SzabBM6ePWf3/ZrZGXdz9pzvmS87+/Z8N5soY4wRAACATdqEegAAACCyEB8AAMBWxAcAALAV8QEAAGxFfAAAAFsRHwAAwFbEBwAAsFV0qAdwsbq6Oh0/flzx8fGKiooK9XAAAEALGGNUU1Oj1NRUtWkT+NqG4+Lj+PHjSktLC/UwAADAJSgvL1fnzp0DbuO4+IiPj5f03eATEhJCPBoAANAS1dXVSktLa3gfD8Rx8VG/1JKQkEB8AADgMi35yAQfOAUAALYiPgAAgK2IDwAAYCviAwAA2Ir4AAAAtmp1fGzbtk3jxo1TamqqoqKi9MYbb/j83Bij3Nxcpaamqn379ho5cqQ+/fRTq8YLAABcrtXxcfr0afXt21fLli3z+/NnnnlGS5Ys0bJly1RcXKzk5GTdeuutqqmpuezBAgAA92v193xkZ2crOzvb78+MMVq6dKnmz5+vCRMmSJJWr16tpKQkrVmzRtOmTbu80QJwvdOnTysuLi7UwwAQQpZ+yVhpaakqKiqUlZXV8JjH49GIESO0fft2v/Hh9Xrl9Xob7ldXV1s5pEYOHz7MVRggRI4dO6YJEyZo1OjRWpCbq4EDB4Z6SABCwNL4qKiokCQlJSX5PJ6UlKRjx475fU5eXp4WLFhg5TCadPjwYV1//fW2HAtA0/71/ofanJlJhAARKihfr37xV6saY5r8utV58+YpJyen4X79d8MHQ/0Vj45jH1NMR/54HWC32i92qfqDtbr6zgU6d7JcRTteVyYRAkQcS+MjOTlZ0ndXQFJSUhoer6ysbHQ1pJ7H45HH47FyGM2K6ZgmT/L/tvWYAKSzlaXf/UdUG8X1HK4O3Yeo9uAHRAgQYSz9no/09HQlJyeroKCg4bGzZ8+qqKhIgwcPtvJQAMJAVJu2ius5XJ2mPq+rbn9cRXsOKDMzU6Ozs7Vr165QDw9AkLQ6Pk6dOqV9+/Zp3759kr77kOm+fftUVlamqKgozZ49WwsXLlR+fr4++eQTTZ06VR06dNA999xj9dgBhAkiBIgsrV522b17t3784x833K//vMaUKVP0yiuv6PHHH9e3336rhx56SF9//bUGDhyoLVu2KD4+3rpRAwhL9RHCcgwQ3lodHyNHjpQxpsmfR0VFKTc3V7m5uZczLgARjAgBwht/2wWAY7EcA4Qn4gOA4xEhQHghPgC4BhEChAfiA4DrECGAuxEfAFyLCAHcifgA4HpECOAuxAeAsEGEAO5AfAAIO0QI4GzEB4CwRYQAzkR8AAh7RAjgLMQHgIhBhADOQHwAiDhECBBaxAeAiEWEAKFBfACIeEQIYC/iAwD+BxEC2IP4AICLECFAcBEfANAEIgQIDuIDAJpBhADWIj4AoIWIEMAaxAcAtBIRAlwe4gMALhERAlwa4gMALhMRArQO8QEAFiFCgJYhPgDAYkQIEBjxAQBBQoQA/hEfABBkRAjgi/gAAJsQIcB3iA8AsBkRgkhHfABAiBAhiFTEBwCEGBGCSEN8AIBDECGIFMQHADgMEYJwR3wAgEMRIQhXxAcAOBwRgnBjeXycP39ev/3tb5Wenq727dvr2muv1VNPPaW6ujqrDwUAEYUIQbiItnqHixcv1osvvqjVq1frhhtu0O7du3XfffcpMTFRs2bNsvpwABBx6iOkQ/chqj34gYp2vK7MzEyNGj1aC3JzNXDgwFAPEQjI8isfO3bs0Pjx4zVmzBh17dpVd9xxh7KysrR7926rDwUAEY0rIXAry+Nj6NCh+te//qVDhw5Jkj766CO9//77uu222/xu7/V6VV1d7XMDALQcEQK3sTw+5syZo7vvvls9evRQTEyM+vXrp9mzZ+vuu+/2u31eXp4SExMbbmlpaVYPCQAiAhECt7A8PtatW6fXXntNa9as0d69e7V69Wo9++yzWr16td/t582bp6qqqoZbeXm51UMCgIhChMDpLP/A6W9+8xvNnTtXkyZNkiT16dNHx44dU15enqZMmdJoe4/HI4/HY/UwACDi8cFUOJXlVz5qa2vVpo3vbtu2bcuv2gJAiHAlBE5jeXyMGzdOf/jDH7Rp0yYdPXpU+fn5WrJkiX76059afSgAQCsQIXAKy+Pj+eef1x133KGHHnpIPXv21K9//WtNmzZNTz/9tNWHAgBcAiIEoWb5Zz7i4+O1dOlSLV261OpdAwAsxGdCECr8bRcAiHBcCYHdiA8AgCQiBPYhPgAAPogQBBvxAQDwiwhBsBAfAICAiBBYjfgAALQIEQKrEB8AgFYhQnC5iA8AwCUhQnCpiA8AwGUhQtBaxAcAwBJECFqK+AAAWIoIQXOIDwBAUBAhaArxAQAIKiIEFyM+AAC2IEJQj/gAANiKCAHxAQAICSIkchEfAICQIkIiD/EBAHAEIiRyEB8AAEchQsIf8QEAcCQiJHwRHwAARyNCwg/xAQBwBSIkfBAfAABXIULcj/gAALgSEeJexAcAwNWIEPchPgAAYYEIcQ/iAwAQVogQ5yM+AABhiQhxLuIDABDWiBDnIT4AABGBCHEO4gMAEFGIkNAjPgAAEYkICR3iAwAQ0YgQ+xEfAACICLFTUOLjP//5j37+85+rY8eO6tChg374wx9qz549wTgUAACWIkKCz/L4+PrrrzVkyBDFxMTon//8pw4cOKDnnntOV1xxhdWHAgAgaIiQ4Im2eoeLFy9WWlqaVq1a1fBY165drT4MAAC2qI+QDt2HqPbgByra8boyMzM1avRoLcjN1cCBA0M9RNex/MrHxo0b1b9/f915553q1KmT+vXrp5deeqnJ7b1er6qrq31uAAA4DVdCrGN5fBw5ckTLly9Xt27dtHnzZk2fPl2PPPKIXn31Vb/b5+XlKTExseGWlpZm9ZAAALAMEXL5LI+Puro63XjjjVq4cKH69eunadOm6cEHH9Ty5cv9bj9v3jxVVVU13MrLy60eEgAAliNCLp3l8ZGSkqJevXr5PNazZ0+VlZX53d7j8SghIcHnBgCAWxAhrWd5fAwZMkQHDx70eezQoUPq0qWL1YcCAMAxiJCWszw+Hn30Ue3cuVMLFy7UF198oTVr1mjFihWaMWOG1YcCAMBxiJDmWR4fAwYMUH5+vtauXavevXvr6aef1tKlS3XvvfdafSgAAByLCGma5d/zIUljx47V2LFjg7FrAABche8JaYy/7QIAgA24EvL/ER8AANiICCE+AAAIiUiOEOIDAIAQisQIIT4AAHCASIoQ4gMAAAeJhAghPgAAcKBwjhDiAwAABwvHCCE+AABwgXCKEOIDAAAXCYcIIT4AAHAhN0cI8QEAgIu5MUKIDwAAwoCbIoT4AAAgjLghQogPAADCUFMRMmr0aB06dCikYyM+AAAIYxdqTupCbZXa/K8rJUlbNm/Wm2++GdIxRYf06AAAwFKm7oLOnjik2i8+1LnS3fr2y1JFR8do+IgRGj/7/2js2LG69tprQzpG4gMAAJer89bqzNF93wXH0d06e+obfe/Kjho/Zoxuv/0ZZWVlKSEhIdTDbEB8AADgQuerKlX7xS55jxTrTNl+1Z0/p+49e+mnM6dr3LhxGjhwoNq2bRvqYfpFfAAA4AIBl1NmPeuI5ZSWIj4AAHAoty2ntBTxAQCAg7h5OaWliA8AAEIonJZTWor4AADAZuG6nNJSxAcAADaIhOWUliI+AAAIgkhcTmkp4gMAAItE+nJKSxEfAABcBpZTWo/4AACgFVhOuXzEBwAAzWA5xVrEBwAAfrCcEjzEBwAAYjnFTsQHACBi1Xlr9e3REn37RTHLKTYiPgAAEYXllNALenzk5eXpiSee0KxZs7R06dJgHw4AAB8spzhPUOOjuLhYK1as0A9+8INgHgYAAB8spzhb0OLj1KlTuvfee/XSSy/p97//fbAOAwCAJJZT3CRo8TFjxgyNGTNGt9xyS8D48Hq98nq9Dferq6uDNSQAQBhhOcW9ghIfr7/+uvbu3avi4uJmt83Ly9OCBQuCMQwAQJhhOSU8WB4f5eXlmjVrlrZs2aLY2Nhmt583b55ycnIa7ldXVystLc3qYQEAXIrllPBjeXzs2bNHlZWVysjIaHjswoUL2rZtm5YtWyav1+vzj8Tj8cjj8Vg9DACAS7GcEv4sj4+bb75Z+/fv93nsvvvuU48ePTRnzhzqFADQCMspkcXy+IiPj1fv3r19HouLi1PHjh0bPQ4AiFwsp0QuvuEUAGALllNQz5b4KCwstOMwAACHYTkF/nDlAwBgKZZT0BziAwBwWVhOQWsRHwCAVmM5BZeD+AAAtAjLKbAK8QEA8Mt3OaVY3355VNHRMRo2fLh+wnIKLgPxAQBoEHg55Y8sp8ASxAcARDiWU2A34gMAIgzLKQg14gMAIgDLKXAS4gMAwhTLKXAq4gMAwgTLKXAL4gMAXIzlFLgR8QEALsNyCtyO+AAAh2M5BeGG+AAAB2I5BeGM+AAAh2A5BZGC+ACAEGE5BZGK+AAAG7GcAhAfABB0LKcAvogPALAYyylAYMQHAFiA5RSg5YgPALhE56u+VO0XH7KcArQS8QEALcRyCmAN4gMAAmA5BbAe8QEAF2E5BQgu4gNAxGM5BbAX8QEgIrGcAoQO8QEgYrCcAjgD8QEgbLGcAjgT8QEgrLCcAjgf8QHA9VhOAdyF+ADgOiynAO5GfABwBZZTgPBBfABwLJZTgPBkeXzk5eVpw4YN+vzzz9W+fXsNHjxYixcvVvfu3a0+FIAww3IKEBksj4+ioiLNmDFDAwYM0Pnz5zV//nxlZWXpwIEDiouLs/pwAFyO5RQg8lgeH2+//bbP/VWrVqlTp07as2ePhg8fbvXhALjQhepKVZd9zHIKEKGC/pmPqqoqSdKVV17p9+der1der7fhfnV1dbCHBCDEKv+xgOUUIIIFNT6MMcrJydHQoUPVu3dvv9vk5eVpwYIFwRwGAIeIufL7kqTFixdr+vTpLKcAEapNMHc+c+ZMffzxx1q7dm2T28ybN09VVVUNt/Ly8mAOCUAIRUW3kyTdcssthAcQwYJ25ePhhx/Wxo0btW3bNnXu3LnJ7TwejzweT7CGAQAAHMby+DDG6OGHH1Z+fr4KCwuVnp5u9SEAAICLWR4fM2bM0Jo1a/Tmm28qPj5eFRUVkqTExES1b9/e6sMBAACXsfwzH8uXL1dVVZVGjhyplJSUhtu6deusPhQAAHChoCy7AAAANCWov+0CAABwMeIDAADYivgAAAC2Ij4AAICtiA8AAGAr4gMAANiK+AAAALYiPgAAgK2IDwAAYCviAwAA2Ir4AAAAtiI+AACArYgPAABgK+IDAADYivgAAAC2Ij4AAICtiA8AAGAr4gMAANiK+AAAALYiPgAAgK2IDwAAYCviAwAA2Ir4AAAAtiI+AACArYgPAABgK+IDAADYivgAAAC2Ij4AAICtiA8AAGAr4gMAANiK+AAAALYiPgAAgK2IDwAAYCviAwAA2Cpo8fHCCy8oPT1dsbGxysjI0HvvvResQwEAABcJSnysW7dOs2fP1vz581VSUqJhw4YpOztbZWVlwTgcAABwkaDEx5IlS3T//ffrgQceUM+ePbV06VKlpaVp+fLlwTgcAABwkWird3j27Fnt2bNHc+fO9Xk8KytL27dvb7S91+uV1+ttuF9dXW31kBo5d7I86McA0NjZL/8d6iEAcADL4+Orr77ShQsXlJSU5PN4UlKSKioqGm2fl5enBQsWWD0Mv+Lj4yVJJ//vc7YcD4B/KSkpoR4CgBCyPD7qRUVF+dw3xjR6TJLmzZunnJychvvV1dVKS0sLypi6deumQ4cOqaamJij7B9C8lJQU4gOIcJbHx1VXXaW2bds2uspRWVnZ6GqIJHk8Hnk8HquH0aRu3brZdiwAANCY5R84bdeunTIyMlRQUODzeEFBgQYPHmz14QAAgMsEZdklJydHkydPVv/+/TVo0CCtWLFCZWVlmj59ejAOBwAAXCQo8TFx4kSdPHlSTz31lE6cOKHevXvrrbfeUpcuXYJxOAAA4CJRxhgT6kH8t+rqaiUmJqqqqkoJCQmhHg4AAGiB1rx/87ddAACArYgPAABgK+IDAADYKmhfMnap6j+CYsfXrAMAAGvUv2+35KOkjouP+m8fDda3nAIAgOCpqalRYmJiwG0c99sudXV1On78uOLj4/1+HfvlqP/q9vLy8rD8TZpwPz8p/M+R83O/cD/HcD8/KfzPMVjnZ4xRTU2NUlNT1aZN4E91OO7KR5s2bdS5c+egHiMhISEs/0HVC/fzk8L/HDk/9wv3cwz385PC/xyDcX7NXfGoxwdOAQCArYgPAABgq4iKD4/HoyeffNLWv6Jrp3A/Pyn8z5Hzc79wP8dwPz8p/M/RCefnuA+cAgCA8BZRVz4AAEDoER8AAMBWxAcAALAV8QEAAGxFfAAAAFuFXXy88MILSk9PV2xsrDIyMvTee+8F3L6oqEgZGRmKjY3VtddeqxdffNGmkbZOXl6eBgwYoPj4eHXq1Ek/+clPdPDgwYDPKSwsVFRUVKPb559/btOoWyc3N7fRWJOTkwM+xy3zJ0ldu3b1Ox8zZszwu70b5m/btm0aN26cUlNTFRUVpTfeeMPn58YY5ebmKjU1Ve3bt9fIkSP16aefNrvf9evXq1evXvJ4POrVq5fy8/ODdAaBBTq/c+fOac6cOerTp4/i4uKUmpqqX/ziFzp+/HjAfb7yyit+5/XMmTNBPpvGmpu/qVOnNhpnZmZms/t1yvxJzZ+jv7mIiorSH//4xyb36ZQ5bMn7glNfg2EVH+vWrdPs2bM1f/58lZSUaNiwYcrOzlZZWZnf7UtLS3Xbbbdp2LBhKikp0RNPPKFHHnlE69evt3nkzSsqKtKMGTO0c+dOFRQU6Pz588rKytLp06ebfe7Bgwd14sSJhlu3bt1sGPGlueGGG3zGun///ia3ddP8SVJxcbHPuRUUFEiS7rzzzoDPc/L8nT59Wn379tWyZcv8/vyZZ57RkiVLtGzZMhUXFys5OVm33nprwx+Q9GfHjh2aOHGiJk+erI8++kiTJ0/WXXfdpV27dgXrNJoU6Pxqa2u1d+9e/e53v9PevXu1YcMGHTp0SLfffnuz+01ISPCZ0xMnTig2NjYYpxBQc/MnSaNHj/YZ51tvvRVwn06aP6n5c7x4Hl5++WVFRUXpZz/7WcD9OmEOW/K+4NjXoAkjP/rRj8z06dN9HuvRo4eZO3eu3+0ff/xx06NHD5/Hpk2bZjIzM4M2RqtUVlYaSaaoqKjJbbZu3Wokma+//tq+gV2GJ5980vTt27fF27t5/owxZtasWea6664zdXV1fn/utvmTZPLz8xvu19XVmeTkZLNo0aKGx86cOWMSExPNiy++2OR+7rrrLjN69Gifx0aNGmUmTZpk+Zhb4+Lz8+fDDz80ksyxY8ea3GbVqlUmMTHR2sFZwN/5TZkyxYwfP75V+3Hq/BnTsjkcP368uemmmwJu49Q5vPh9wcmvwbC58nH27Fnt2bNHWVlZPo9nZWVp+/btfp+zY8eORtuPGjVKu3fv1rlz54I2VitUVVVJkq688spmt+3Xr59SUlJ08803a+vWrcEe2mU5fPiwUlNTlZ6erkmTJunIkSNNbuvm+Tt79qxee+01/fKXv2z2rze7af7+W2lpqSoqKnzmyOPxaMSIEU2+JqWm5zXQc5yiqqpKUVFRuuKKKwJud+rUKXXp0kWdO3fW2LFjVVJSYs8AL0FhYaE6deqk66+/Xg8++KAqKysDbu/m+fvyyy+1adMm3X///c1u68Q5vPh9wcmvwbCJj6+++koXLlxQUlKSz+NJSUmqqKjw+5yKigq/258/f15fffVV0MZ6uYwxysnJ0dChQ9W7d+8mt0tJSdGKFSu0fv16bdiwQd27d9fNN9+sbdu22Tjalhs4cKBeffVVbd68WS+99JIqKio0ePBgnTx50u/2bp0/SXrjjTf0zTffaOrUqU1u47b5u1j96641r8n657X2OU5w5swZzZ07V/fcc0/AvxTao0cPvfLKK9q4caPWrl2r2NhYDRkyRIcPH7ZxtC2TnZ2tv/3tb3r33Xf13HPPqbi4WDfddJO8Xm+Tz3Hr/EnS6tWrFR8frwkTJgTczolz6O99wcmvwWjL9uQQF/9fpDEm4P9Z+tve3+NOMnPmTH388cd6//33A27XvXt3de/eveH+oEGDVF5ermeffVbDhw8P9jBbLTs7u+G/+/Tpo0GDBum6667T6tWrlZOT4/c5bpw/SVq5cqWys7OVmpra5DZum7+mtPY1eanPCaVz585p0qRJqqur0wsvvBBw28zMTJ8PbQ4ZMkQ33nijnn/+ef35z38O9lBbZeLEiQ3/3bt3b/Xv319dunTRpk2bAr5Bu23+6r388su69957m/3shhPnMND7ghNfg2Fz5eOqq65S27ZtG5VZZWVlo4Krl5yc7Hf76OhodezYMWhjvRwPP/ywNm7cqK1bt6pz586tfn5mZqYj/w/Ln7i4OPXp06fJ8bpx/iTp2LFjeuedd/TAAw+0+rlumr/631RqzWuy/nmtfU4onTt3TnfddZdKS0tVUFAQ8KqHP23atNGAAQNcMa8pKSnq0qVLwLG6bf7qvffeezp48OAlvS5DPYdNvS84+TUYNvHRrl07ZWRkNPwGQb2CggINHjzY73MGDRrUaPstW7aof//+iomJCdpYL4UxRjNnztSGDRv07rvvKj09/ZL2U1JSopSUFItHFxxer1efffZZk+N10/z9t1WrVqlTp04aM2ZMq5/rpvlLT09XcnKyzxydPXtWRUVFTb4mpabnNdBzQqU+PA4fPqx33nnnkqLXGKN9+/a5Yl5Pnjyp8vLygGN10/z9t5UrVyojI0N9+/Zt9XNDNYfNvS84+jVo2UdXHeD11183MTExZuXKlebAgQNm9uzZJi4uzhw9etQYY8zcuXPN5MmTG7Y/cuSI6dChg3n00UfNgQMHzMqVK01MTIz5xz/+EapTaNKvfvUrk5iYaAoLC82JEycabrW1tQ3bXHx+f/rTn0x+fr45dOiQ+eSTT8zcuXONJLN+/fpQnEKzHnvsMVNYWGiOHDlidu7cacaOHWvi4+PDYv7qXbhwwVxzzTVmzpw5jX7mxvmrqakxJSUlpqSkxEgyS5YsMSUlJQ2/7bFo0SKTmJhoNmzYYPbv32/uvvtuk5KSYqqrqxv2MXnyZJ/fSPvggw9M27ZtzaJFi8xnn31mFi1aZKKjo83OnTsddX7nzp0zt99+u+ncubPZt2+fz+vS6/U2eX65ubnm7bffNv/+979NSUmJue+++0x0dLTZtWuXo86vpqbGPPbYY2b79u2mtLTUbN261QwaNMh8//vfd838GdP8v1FjjKmqqjIdOnQwy5cv97sPp85hS94XnPoaDKv4MMaYv/zlL6ZLly6mXbt25sYbb/T5VdQpU6aYESNG+GxfWFho+vXrZ9q1a2e6du3a5D++UJPk97Zq1aqGbS4+v8WLF5vrrrvOxMbGmu9973tm6NChZtOmTfYPvoUmTpxoUlJSTExMjElNTTUTJkwwn376acPP3Tx/9TZv3mwkmYMHDzb6mRvnr/7XgS++TZkyxRjz3a/6PfnkkyY5Odl4PB4zfPhws3//fp99jBgxomH7en//+99N9+7dTUxMjOnRo0fIgivQ+ZWWljb5uty6dWvDPi4+v9mzZ5trrrnGtGvXzlx99dUmKyvLbN++3f6TM4HPr7a21mRlZZmrr77axMTEmGuuucZMmTLFlJWV+ezDyfNnTPP/Ro0x5q9//atp3769+eabb/zuw6lz2JL3Bae+BqP+5wQAAABsETaf+QAAAO5AfAAAAFsRHwAAwFbEBwAAsBXxAQAAbEV8AAAAWxEfAADAVsQHAACwFfEBAABsRXwAAABbER8AAMBW/w+EoganCFKFqwAAAABJRU5ErkJggg==", "text/plain": [ "
" ] @@ -262,15 +260,7 @@ }, { "cell_type": "code", - "execution_count": null, - "id": "0285a4bc-616f-4f3c-ba2c-0fcb0523efa9", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": 14, + "execution_count": 12, "id": "692355ff-dce6-4397-a1a5-e3f92cf27471", "metadata": {}, "outputs": [ @@ -282,7 +272,7 @@ "dtype: float64" ] }, - "execution_count": 14, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -291,20 +281,6 @@ "geoplanar.fill_gaps(gdf, strategy='smallest').area" ] }, - { - "cell_type": "code", - "execution_count": null, - "id": "1bc44e41-b2b3-485f-b705-6fa518d52345", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "id": "f19e2ece-ab72-4b1a-b598-e840bc186d34", - "metadata": {}, - "source": [] - }, { "cell_type": "markdown", "id": "463056e4-f622-4e8b-85a1-b0f2e76664d8", @@ -315,13 +291,13 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 13, "id": "b3cbdf71-d928-49d3-a77e-8fe6d4eb84bf", "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -349,7 +325,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 14, "id": "9cb5e116-d789-420a-a77d-f9966b118305", "metadata": {}, "outputs": [ @@ -359,13 +335,13 @@ ">" ] }, - "execution_count": 16, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -388,7 +364,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 15, "id": "2ced28dc-1013-499b-96b6-2e91221db084", "metadata": {}, "outputs": [ @@ -398,13 +374,13 @@ ">" ] }, - "execution_count": 17, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -427,7 +403,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 16, "id": "9f8bdf59-48c1-46c0-b1fe-9540d3ae6b9b", "metadata": {}, "outputs": [ @@ -437,13 +413,13 @@ "" ] }, - "execution_count": 18, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -466,7 +442,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 17, "id": "3495057c-2807-4fb5-beb8-c7b7415462a0", "metadata": {}, "outputs": [ @@ -476,13 +452,13 @@ "" ] }, - "execution_count": 19, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -502,7 +478,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 18, "id": "afc5568d-b7b2-42fc-8784-72928fc7a3a8", "metadata": {}, "outputs": [], @@ -512,7 +488,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 19, "id": "0b687ca3-2215-4ebc-b480-7a04b92d2110", "metadata": {}, "outputs": [ @@ -522,13 +498,13 @@ "" ] }, - "execution_count": 21, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -543,7 +519,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 20, "id": "7beef95b-80bb-4fc0-a114-86a91d3dd54d", "metadata": {}, "outputs": [ @@ -553,13 +529,13 @@ "" ] }, - "execution_count": 22, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -574,7 +550,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 21, "id": "4334053f-9ce8-4d14-bccf-51fcab7c573f", "metadata": {}, "outputs": [ @@ -584,13 +560,13 @@ "" ] }, - "execution_count": 23, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -605,7 +581,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 22, "id": "85790a85-e6a7-4a56-92e1-1bcd5915a840", "metadata": {}, "outputs": [ @@ -615,13 +591,13 @@ "" ] }, - "execution_count": 24, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAh8AAAEjCAYAAACSDWOaAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAAAhm0lEQVR4nO3dfXQU5cH38V8CYRO4k1hBSFICBG8ELBQRKOFFsFojEZFWRFBL0WoPKr7E2AqU9hi0NYBKvSsVCwcRj0U4FVCeGwvGCkEFNEJQFAWUl+QRYirFbCCwCeR6/vBJSmDzRmZnZ2a/n3NyjruZnbnmXFn3y1ybTZQxxggAAMAm0eEeAAAAiCzEBwAAsBXxAQAAbEV8AAAAWxEfAADAVsQHAACwFfEBAABs1TrcAzhbdXW1Dh06pPj4eEVFRYV7OAAAoAmMMSovL1dKSoqioxu+tuG4+Dh06JBSU1PDPQwAAHAeiouL1blz5wa3cVx8xMfHS/pu8AkJCWEeDQAAaAq/36/U1NTa1/GGOC4+apZaEhISiA8AAFymKW+Z4A2nAADAVsQHAACwFfEBAABsRXwAAABbER8AAMBWzY6PTZs2acyYMUpJSVFUVJRee+21Ot83xignJ0cpKSmKi4vTlVdeqU8//dSq8QIAAJdrdnwcP35c/fr10/z584N+f+7cuZo3b57mz5+vgoICJSUl6ZprrlF5eXmLBwsAANyv2Z/zkZmZqczMzKDfM8bomWee0cyZM3XjjTdKkpYuXapOnTpp2bJlmjJlSstG20KVlZU6ePBgWMcARLp27dopJSUl3MMAEEaWfsjY/v37VVJSooyMjNr7fD6fRo4cqc2bNweNj0AgoEAgUHvb7/dbOaQ67rnnHr3wwgsh2z+Aptu6dasGDx4c7mEACANL46OkpESS1KlTpzr3d+rUqd4rDrm5uZo1a5aVw6jXt99+K1/yJbrgyjtsOR6Auowx+teqx2UqTyg9PV3XjhqlWTk5RAgQYULy8epnf7SqMabej1udMWOGsrOza2/XfDZ8qLSKS1Bsl74h2z+AhnV+cIVKXnxQVf/ar/Xr1mn9unVECBBhLP1V26SkJEn/uQJSo7S09JyrITV8Pl/t33Hh77kA3hcdHa2k2/9HMR27S5J8qX2Uv22X0tPTNSozU++//36YRwgg1CyNj7S0NCUlJSkvL6/2vsrKSuXn52vo0KFWHgqAi0VHRytp8jOK6dhdgeJPFNcvUx1ueIQIASJEs+Pj2LFj2rFjh3bs2CHpuzeZ7tixQ0VFRYqKilJWVpaeeOIJrV69Wp988oluv/12tW3bVrfeeqvVYwfgYmcGyNG3/qrqE+XqePuzRAgQAZr9no8PP/xQP/7xj2tv17xfY/LkyXrxxRf1yCOP6MSJE7r33nt19OhRDR48WG+++abi4+OtGzUAT6gJkJKlWfp33gJJUvzlo9W25zBV7H5P+VuW88ZUwIOijDEm3IM4k9/vV2JiosrKyix//8e4ceO0bkeRLhqfY+l+AbRMdXW1SpZmqap0ny685h7FXz5akmSqT6ti93s6tmW5Tv6riAgBHKw5r9/8bRcAYXfmEsy/8xaofPtaSVJUdCu16z2C5RjAY4gPAI5QX4BIRAjgNcQHAMdoKEAkIgTwCuIDgKM0FiASEQK4HfEBwHGaEiASEQK4FfEBwJGaGiASEQK4DfEBwLGaEyASEQK4BfEBwNGaGyASEQI4HfEBwPHOJ0AkIgRwKuIDgCucb4BIRAjgNMQHANdoSYBIRAjgFMQHAFdpaYBIRAgQbsQHANexIkAkIgQIF+IDgCtZFSASEQLYjfgA4FpWBohEhAB2IT4AuJrVASIRIUCoER8AXC8UASIRIUCoEB8APCFUASIRIYDViA8AnhHKAJGIEMAqxAcATwl1gEhECNBSxAcAz7EjQCQiBDhfxAcAT7IrQCQiBGgu4gOAZ9kZIBIRAjQV8QHA0+wOEIkIARpDfADwvHAEiESEAPUhPgBEhHAFiESEAGcjPgBEjHAGiESEADWIDwARJdwBIhEhAPEBIOI4IUAkIgSRi/gAEJGcEiASEYLIQ3wAiFhOChCJCEHkID4ARDSnBYhEhMD7iA8AEc+JASIRIfAu4gMA5NwAkYgQeI/l8XHq1Cn97ne/U1pamuLi4tS9e3c99thjqq6utvpQAGApJweIRITAOyyPjzlz5uj555/X/Pnz9dlnn2nu3Ll68skn9eyzz1p9KACwnNMDRCJC4H6Wx8eWLVs0duxYjR49Wt26ddNNN92kjIwMffjhh1YfCgBCwg0BIhEhcC/L42P48OH65z//qT179kiSPvroI7377ru67rrrgm4fCATk9/vrfAFAuNUESHS77+nfeQtU9e+vwj2kehEhcBvL42PatGm65ZZb1KtXL8XExKh///7KysrSLbfcEnT73NxcJSYm1n6lpqZaPSQAOC9l77ys6uPfqm3PoWp9QVK4h9MoIgRuYXl8rFixQi+//LKWLVum7du3a+nSpXrqqae0dOnSoNvPmDFDZWVltV/FxcVWDwkAmu1o/kvyb/272vYcog5jHlFUdKtwD6nJiBA4XWurd/ib3/xG06dP18SJEyVJffv21cGDB5Wbm6vJkyefs73P55PP57N6GABw3s4Jj1aW/6/SFjUR0rbnMFXsfk/5W5YrPT1d144apVk5ORo8eHC4h4gIZfmVj4qKCkVH191tq1at+FVbAK7glfA4E1dC4DSWx8eYMWP0xz/+UWvXrtWBAwe0evVqzZs3Tz/72c+sPhQAWMqL4XEmIgROYXl8PPvss7rpppt07733qnfv3vr1r3+tKVOm6PHHH7f6UABgGa+Hx5mIEIRblDHGhHsQZ/L7/UpMTFRZWZkSEhIs3fe4ceO0bkeRLhqfY+l+AbhbJIVHMKb6tCp2v6djW5br5L+KeE8IzktzXr/52y4AIlqkh4fElRDYj/gAELEIj7qIENiF+AAQkQiP+hEhCDXiA0DEITyahghBqBAfACIK4dF8RAisRnwAiBiER8sQIbAK8QEgIhAe1iFC0FLEBwDPIzxCgwjB+SI+AHga4RF6RAiai/gA4FmEh72IEDQV8QHAkwiP8CFC0BjiA4DnEB7OQISgPsQHAE8hPJyHCMHZiA8AnkF4OBsRghrEBwBPIDzcgwgB8QHA9QgPdyJCIhfxAcDVCA/3I0IiD/EBwLUID28hQiIH8QHAlQgP7yJCvI/4AOA6hEdkIEK8i/gA4CqER+QhQryH+ADgGoRHZCNCvIP4AOAKhAdqECHuR3wAcDzCA8EQIe5FfABwNMIDjSFC3If4AOBYhAeagwhxD+IDgCMRHjhfRIjzER8AHIfwgBWIEOciPgA4CuEBqxEhzkN8AHAMwgOhRIQ4B/EBwBEID9iFCAk/4gNA2BEeCAciJHyIDwBhRXgg3IgQ+xEfAMKG8ICTECH2CUl8fPXVV/r5z3+u9u3bq23btrrsssu0bdu2UBwKgEsRHnAqIiT0LI+Po0ePatiwYYqJidE//vEP7dq1S08//bQuuOACqw8FwKUID7gBERI6lj/j58yZo9TUVC1ZsqT2vm7dull9GAAuRXjAbWoipG3PYarY/Z7ytyxXenq6rh01SrNycjR48OBwD9F1LL/ysWbNGg0cOFDjx49Xx44d1b9/fy1atKje7QOBgPx+f50vAN4UOLxX/q1/l69LH8IDrsOVEOtYHh/79u3TggUL1KNHD61fv1533323HnjgAb300ktBt8/NzVViYmLtV2pqqtVDAuAQMRd1VXTbBAW++kwniz8J93CA80KEtFyUMcZYucM2bdpo4MCB2rx5c+19DzzwgAoKCrRly5Zztg8EAgoEArW3/X6/UlNTVVZWpoSEBCuHpnHjxmndjiJdND7H0v0CaLrqk8f01aIpqg4cV8ebchTX7bJwDwloEVN9WhW739OxLct18l9FEbsc4/f7lZiY2KTXb8uvfCQnJ+vSSy+tc1/v3r1VVFQUdHufz6eEhIQ6XwC8Kzr2v/T9X/1V0b52Kn01RycO7Aj3kIAW4UpI81keH8OGDdPu3bvr3Ldnzx517drV6kMBcCkCBF5EhDSd5fHx0EMPaevWrXriiSf0xRdfaNmyZVq4cKGmTp1q9aEAuBgBAq8iQhpneXwMGjRIq1ev1iuvvKI+ffro8ccf1zPPPKPbbrvN6kMBcDkCBF5GhNTP8jectlRz3rDSXLzhFHAm3oSKSOD1N6aG9Q2nANBcXAFBJOBKyH8QHwAcgQBBpCBCiA8ADkKAIJJEcoQQHwAchQBBpInECCE+ADgOAYJIFEkRQnwAcCQCBJEqEiKE+ADgWAQIIpmXI4T4AOBoBAginRcjhPgA4HgECOCtCCE+ALgCAQJ8xwsRQnwAcA0CBPgPN0cI8QHAVQgQoC43RgjxAcB1CBDgXG6KEOIDgCsRIEBwbogQ4gOAaxEgQP3qi5BrR43Snj17wjo24gOAqxEgQMNOlx/R6YoyRf/XhZKkN9ev1+uvvx7WMbUO69EBwAI1AfLVoikqfTVHHW/KUVy3y8I9LCAsTPVpVR7eo4ovPlDV/g914uv9at06RiNHjtQNWf+j66+/Xt27dw/rGIkPAJ5AgCCSVQcqdPLAju+C48CHqjz2rb53YXv99PrRGjNmrjIyMpSQkBDuYdYiPgB4BgGCSHKqrFQVX7yvwL4CnSzaqepTVerZ+1L97L67NWbMGA0ePFitWrUK9zCDIj4AeAoBAq9qcDnlwaccsZzSVMQHAM8hQOAVbltOaSriA4AnESBwKzcvpzQV8QHAswgQuIGXllOaivgA4GkECJzIq8spTUV8APA8AgROEAnLKU1FfACICAQI7BaJyylNRXwAiBgECEIt0pdTmor4ABBRCBBYjeWU5iM+AEQcAgQtwXJKyxEfACISAYLmqA5U6MSBQp34ooDlFAsQHwAiFgGChrCcEjrEB4CIRoCgBssp9iE+AEQ8AiRysZwSHsQHAIgAiSQsp4RfdKgPkJubq6ioKGVlZYX6UADQIjUBEu1rp9JXc3TiwI5wDwkWMNWnFfjqMx3NX6rSF+/XV8//UuUbX9CQtAv1p6ef0pdffqnPd32q3NxcDR06lPCwQUivfBQUFGjhwoX64Q9/GMrDAIBluALiDSynOFvI4uPYsWO67bbbtGjRIv3hD38I1WEAwHIEiDuxnOIeIYuPqVOnavTo0frJT37SYHwEAgEFAoHa236/P1RDAoAmqwmQ4vm/UOmrOfr+rxaqdWLHcA8LZ+C3U9wrJPGxfPlybd++XQUFBY1um5ubq1mzZoViGADQIicO7JDMabXp0EXRbblE7wQsp3iD5fFRXFysBx98UG+++aZiY2Mb3X7GjBnKzs6uve33+5Wammr1sACgWY5//q6++T9Pqk2HLuo48QlFxzT+/zOEBssp3mN5fGzbtk2lpaUaMGBA7X2nT5/Wpk2bNH/+fAUCgTo/JD6fTz6fz+phAMB5Ozs8WsXFh3tIEaXuckqBTnx9gOUUj7E8Pq6++mrt3Lmzzn133HGHevXqpWnTplGnAByN8AiPhpdTnmQ5xWMsj4/4+Hj16dOnzn3t2rVT+/btz7kfAJyE8LAXyymRi084BQARHnZgOQU1bImPjRs32nEYADgvhEfosJyCYLjyASCiER7WYzkFjSE+AEQswsMaLKeguYgPABGJ8GgZllPQEsQHgIhDeJwfllNgFeIDQEQhPJquvuWUESNGaCzLKWgB4gNAxCA8GsdyCuxAfACICIRH/U6Vfa2KLz5gOQW2IT4AeB7hURfLKQg34gOApxEe32E5BU5CfADwrEgPD5ZT4FTEBwBPisTwYDkFbkF8APCcSAoPllPgRsQHAE+JhPBgOQVuR3wA8AyvhgfLKfAa4gOAJ3gtPFhOgZcRHwBczyvhwXIKIgXxAcDV3BweLKcgUhEfAFzLjeHxn+WUD1R1YBvLKYhIxAcAV3JTeLCcAtRFfABwHaeHB8spQMOIDwCu4tTwYDkFaDriA4BrOC08WE4Bzg/xAcAVnBAeLKcA1iA+ADheOMOD5RTAesQHAEcLR3iwnAKEFvEBwLHsCg+WUwB7ER8AHCnU4cFyChA+xAcAxwlVeLCcAjgD8QHAUawMD5ZTAGciPgA4hhXhwXIK4HzEBwBHaEl4sJwCuAvxASDsmhseLKcA7kZ8AAirpoYHyymAdxAfAMKmsfBgOQXwJsvjIzc3V6tWrdLnn3+uuLg4DR06VHPmzFHPnj2tPhQAFwsWHiynAJHB8vjIz8/X1KlTNWjQIJ06dUozZ85URkaGdu3apXbt2ll9OAAudGZ4XDTu9zpZ9DHLKUAEsTw+1q1bV+f2kiVL1LFjR23btk0jRoyw+nAAXKYmPFR9WtGtYnR40RSWU4AIE/L3fJSVlUmSLrzwwqDfDwQCCgQCtbf9fn+ohwQgTCqP/F99s2auZKrVunWMhvZO1djpU1lOQcjt3btX5eXl4R6GY8THx6tHjx5hO35I48MYo+zsbA0fPlx9+vQJuk1ubq5mzZoVymEAcIjqY0ckU625c+dqypQpLKfAFnv37tUll1wS7mE4zp49e8IWICGNj/vuu08ff/yx3n333Xq3mTFjhrKzs2tv+/1+paamhnJYAMIkqnUbSdJ1111HeMA2NVc82l//sGLa8/pSdaRYR/736bBeCQpZfNx///1as2aNNm3apM6dO9e7nc/nk8/nC9UwAACQJMW0T5Uv6b/DPQwoBPFhjNH999+v1atXa+PGjUpLS7P6EAAAwMUsj4+pU6dq2bJlev311xUfH6+SkhJJUmJiouLi4qw+HAAAcJloq3e4YMEClZWV6corr1RycnLt14oVK6w+FAAAcKGQLLsAAADUx/IrHwAAAA0hPgAAgK2IDwAAYCviAwAA2Ir4AAAAtiI+AACArYgPAABgK+IDAADYivgAAAC2Ij4AAICtiA8AAGAr4gMAANiK+AAAALYiPgAAgK2IDwAAYCviAwAA2Ir4AAAAtiI+AACArYgPAABgK+IDAADYivgAAAC2Ij4AAICtiA8AAGAr4gMAANiK+AAAALYiPgAAgK2IDwAAYCviAwAA2Ir4AAAAtiI+AACArYgPAABgK+IDAADYivgAAAC2Ij4AAICtQhYfzz33nNLS0hQbG6sBAwbonXfeCdWhAACAi4QkPlasWKGsrCzNnDlThYWFuuKKK5SZmamioqJQHA4AALhISOJj3rx5uvPOO3XXXXepd+/eeuaZZ5SamqoFCxaE4nAAAMBFWlu9w8rKSm3btk3Tp0+vc39GRoY2b958zvaBQECBQKD2tt/vt3pIdY9X8oVKV/0hpMcAEFz1ifJwDwERrOpIcbiH4AiVX38Z7iFYHx/ffPONTp8+rU6dOtW5v1OnTiopKTln+9zcXM2aNcvqYQQ1ceJEVVZW2nIsAMF0UOLIy9S9e/dwDwQRJD4+XpJ05H+fDvNInCU5OTlsx7Y8PmpERUXVuW2MOec+SZoxY4ays7Nrb/v9fqWmpoZkTOPHj9f48eNDsm8AgDP16NFDe/bsUXk5V95qJCcneys+OnTooFatWp1zlaO0tPScqyGS5PP55PP5rB4GAAC1evToEe4h4AyWv+G0TZs2GjBggPLy8urcn5eXp6FDh1p9OAAA4DIhWXbJzs7WpEmTNHDgQA0ZMkQLFy5UUVGR7r777lAcDgAAuEhI4mPChAk6cuSIHnvsMR0+fFh9+vTRG2+8oa5du4bicAAAwEWijDEm3IM4k9/vV2JiosrKypSQkBDu4QAAgCZozus3f9sFAADYivgAAAC2Ij4AAICtQvYhY+er5i0oof6YdQAAYJ2a1+2mvJXUcfFR8wl0ofqUUwAAEDrl5eVKTExscBvH/bZLdXW1Dh06pPj4+KAfx94SNR/dXlxc7MnfpPH6+UneP0fOz/28fo5ePz/J++cYqvMzxqi8vFwpKSmKjm74XR2Ou/IRHR2tzp07h/QYCQkJnvyBquH185O8f46cn/t5/Ry9fn6S988xFOfX2BWPGrzhFAAA2Ir4AAAAtoqo+PD5fHr00Uc9+1d0vX5+kvfPkfNzP6+fo9fPT/L+OTrh/Bz3hlMAAOBtEXXlAwAAhB/xAQAAbEV8AAAAWxEfAADAVsQHAACwlefi47nnnlNaWppiY2M1YMAAvfPOOw1un5+frwEDBig2Nlbdu3fX888/b9NImyc3N1eDBg1SfHy8OnbsqJ/+9KfavXt3g4/ZuHGjoqKizvn6/PPPbRp18+Tk5Jwz1qSkpAYf45b5k6Ru3boFnY+pU6cG3d4N87dp0yaNGTNGKSkpioqK0muvvVbn+8YY5eTkKCUlRXFxcbryyiv16aefNrrflStX6tJLL5XP59Oll16q1atXh+gMGtbQ+VVVVWnatGnq27ev2rVrp5SUFP3iF7/QoUOHGtzniy++GHReT548GeKzOVdj83f77befM8709PRG9+uU+ZMaP8dgcxEVFaUnn3yy3n06ZQ6b8rrg1Oegp+JjxYoVysrK0syZM1VYWKgrrrhCmZmZKioqCrr9/v37dd111+mKK65QYWGhfvvb3+qBBx7QypUrbR554/Lz8zV16lRt3bpVeXl5OnXqlDIyMnT8+PFGH7t7924dPny49qtHjx42jPj8/OAHP6gz1p07d9a7rZvmT5IKCgrqnFteXp4kafz48Q0+zsnzd/z4cfXr10/z588P+v25c+dq3rx5mj9/vgoKCpSUlKRrrrmm9g9IBrNlyxZNmDBBkyZN0kcffaRJkybp5ptv1vvvvx+q06hXQ+dXUVGh7du36/e//722b9+uVatWac+ePbrhhhsa3W9CQkKdOT18+LBiY2NDcQoNamz+JGnUqFF1xvnGG280uE8nzZ/U+DmePQ8vvPCCoqKiNG7cuAb364Q5bMrrgmOfg8ZDfvSjH5m77767zn29evUy06dPD7r9I488Ynr16lXnvilTppj09PSQjdEqpaWlRpLJz8+vd5sNGzYYSebo0aP2DawFHn30UdOvX78mb+/m+TPGmAcffNBcfPHFprq6Ouj33TZ/kszq1atrb1dXV5ukpCQze/bs2vtOnjxpEhMTzfPPP1/vfm6++WYzatSoOvdde+21ZuLEiZaPuTnOPr9gPvjgAyPJHDx4sN5tlixZYhITE60dnAWCnd/kyZPN2LFjm7Ufp86fMU2bw7Fjx5qrrrqqwW2cOodnvy44+TnomSsflZWV2rZtmzIyMurcn5GRoc2bNwd9zJYtW87Z/tprr9WHH36oqqqqkI3VCmVlZZKkCy+8sNFt+/fvr+TkZF199dXasGFDqIfWInv37lVKSorS0tI0ceJE7du3r95t3Tx/lZWVevnll/XLX/6y0b/e7Kb5O9P+/ftVUlJSZ458Pp9GjhxZ73NSqn9eG3qMU5SVlSkqKkoXXHBBg9sdO3ZMXbt2VefOnXX99dersLDQngGeh40bN6pjx4665JJL9Ktf/UqlpaUNbu/m+fv666+1du1a3XnnnY1u68Q5PPt1wcnPQc/ExzfffKPTp0+rU6dOde7v1KmTSkpKgj6mpKQk6PanTp3SN998E7KxtpQxRtnZ2Ro+fLj69OlT73bJyclauHChVq5cqVWrVqlnz566+uqrtWnTJhtH23SDBw/WSy+9pPXr12vRokUqKSnR0KFDdeTIkaDbu3X+JOm1117Tt99+q9tvv73ebdw2f2ered415zlZ87jmPsYJTp48qenTp+vWW29t8C+F9urVSy+++KLWrFmjV155RbGxsRo2bJj27t1r42ibJjMzU3/729/09ttv6+mnn1ZBQYGuuuoqBQKBeh/j1vmTpKVLlyo+Pl433nhjg9s5cQ6DvS44+TnY2rI9OcTZ/4o0xjT4L8tg2we730nuu+8+ffzxx3r33Xcb3K5nz57q2bNn7e0hQ4aouLhYTz31lEaMGBHqYTZbZmZm7X/37dtXQ4YM0cUXX6ylS5cqOzs76GPcOH+StHjxYmVmZiolJaXebdw2f/Vp7nPyfB8TTlVVVZo4caKqq6v13HPPNbhtenp6nTdtDhs2TJdffrmeffZZ/fnPfw71UJtlwoQJtf/dp08fDRw4UF27dtXatWsbfIF22/zVeOGFF3Tbbbc1+t4NJ85hQ68LTnwOeubKR4cOHdSqVatzyqy0tPScgquRlJQUdPvWrVurffv2IRtrS9x///1as2aNNmzYoM6dOzf78enp6Y78F1Yw7dq1U9++fesdrxvnT5IOHjyot956S3fddVezH+um+av5TaXmPCdrHtfcx4RTVVWVbr75Zu3fv195eXkNXvUIJjo6WoMGDXLFvCYnJ6tr164NjtVt81fjnXfe0e7du8/reRnuOazvdcHJz0HPxEebNm00YMCA2t8gqJGXl6ehQ4cGfcyQIUPO2f7NN9/UwIEDFRMTE7Kxng9jjO677z6tWrVKb7/9ttLS0s5rP4WFhUpOTrZ4dKERCAT02Wef1TteN83fmZYsWaKOHTtq9OjRzX6sm+YvLS1NSUlJdeaosrJS+fn59T4npfrntaHHhEtNeOzdu1dvvfXWeUWvMUY7duxwxbweOXJExcXFDY7VTfN3psWLF2vAgAHq169fsx8brjls7HXB0c9By9666gDLly83MTExZvHixWbXrl0mKyvLtGvXzhw4cMAYY8z06dPNpEmTarfft2+fadu2rXnooYfMrl27zOLFi01MTIx59dVXw3UK9brnnntMYmKi2bhxozl8+HDtV0VFRe02Z5/fn/70J7N69WqzZ88e88knn5jp06cbSWblypXhOIVGPfzww2bjxo1m3759ZuvWreb666838fHxnpi/GqdPnzZdunQx06ZNO+d7bpy/8vJyU1hYaAoLC40kM2/ePFNYWFj72x6zZ882iYmJZtWqVWbnzp3mlltuMcnJycbv99fuY9KkSXV+I+29994zrVq1MrNnzzafffaZmT17tmndurXZunWro86vqqrK3HDDDaZz585mx44ddZ6XgUCg3vPLyckx69atM19++aUpLCw0d9xxh2ndurV5//33HXV+5eXl5uGHHzabN282+/fvNxs2bDBDhgwx3//+910zf8Y0/jNqjDFlZWWmbdu2ZsGCBUH34dQ5bMrrglOfg56KD2OM+ctf/mK6du1q2rRpYy6//PI6v4o6efJkM3LkyDrbb9y40fTv39+0adPGdOvWrd4fvnCTFPRryZIltducfX5z5swxF198sYmNjTXf+973zPDhw83atWvtH3wTTZgwwSQnJ5uYmBiTkpJibrzxRvPpp5/Wft/N81dj/fr1RpLZvXv3Od9z4/zV/Drw2V+TJ082xnz3q36PPvqoSUpKMj6fz4wYMcLs3Lmzzj5GjhxZu32Nv//976Znz54mJibG9OrVK2zB1dD57d+/v97n5YYNG2r3cfb5ZWVlmS5dupg2bdqYiy66yGRkZJjNmzfbf3Km4fOrqKgwGRkZ5qKLLjIxMTGmS5cuZvLkyaaoqKjOPpw8f8Y0/jNqjDF//etfTVxcnPn222+D7sOpc9iU1wWnPgej/v8JAAAA2MIz7/kAAADuQHwAAABbER8AAMBWxAcAALAV8QEAAGxFfAAAAFsRHwAAwFbEBwAAsBXxAQAAbEV8AAAAWxEfAADAVv8PoIGhUZA28SUAAAAASUVORK5CYII=", "text/plain": [ "
" ] @@ -636,7 +612,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 23, "id": "3bc55181-35cb-46e0-a03d-899ae46e6d15", "metadata": {}, "outputs": [ @@ -646,13 +622,13 @@ "" ] }, - "execution_count": 25, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -675,7 +651,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 24, "id": "196c642c-aa9f-454d-b10e-35133565b016", "metadata": {}, "outputs": [ @@ -685,13 +661,13 @@ "" ] }, - "execution_count": 26, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -711,7 +687,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 25, "id": "b6616c29-dcea-489c-9830-2bf494fb43a2", "metadata": {}, "outputs": [ @@ -722,7 +698,7 @@ "dtype: geometry" ] }, - "execution_count": 27, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" } @@ -733,7 +709,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 26, "id": "c8bd5c15-91a8-4676-819b-7e4a30e8633c", "metadata": {}, "outputs": [ @@ -743,13 +719,13 @@ "" ] }, - "execution_count": 29, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAh8AAAEjCAYAAACSDWOaAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQAAHqlJREFUeJzt3XtwVOXh//HPJoQN5BtiRcmlRIj+kItQioESLgKVGog3LF5ALUWrDla8xNgKFDsGaQl4oUxFsTiIOBZlWgjl+8WqUUlQAcslKIpcWhDyK6R8QUwiyBLI8/3DZkvI5srZs+ecfb9mdsbdfXbPc+Zh3TcPm43PGGMEAABgk5hITwAAAEQX4gMAANiK+AAAALYiPgAAgK2IDwAAYCviAwAA2Ir4AAAAtmoT6QmcraamRgcOHFBiYqJ8Pl+kpwMAAJrBGKOqqiqlpaUpJqbxvQ3HxceBAweUnp4e6WkAAIBWKCsrU+fOnRsd47j4SExMlPTt5Dt06BDh2QAAgOaorKxUenp68H28MY6Lj9p/aunQoQPxAQCAyzTnIxN84BQAANiK+AAAALYiPgAAgK2IDwAAYCviAwAA2KrF8bF27Vpdd911SktLk8/n08qVK+vcb4xRfn6+0tLS1K5dO40YMUKfffaZVfMFAAAu1+L4OHbsmPr27av58+eHvP/JJ5/U3LlzNX/+fG3cuFEpKSm66qqrVFVVdc6TBQAA7tfi7/nIyclRTk5OyPuMMZo3b56mT5+usWPHSpKWLFmi5ORkLV26VJMmTTq32QJwvWPHjikhISHS0wAQQZZ+ydjevXtVXl6u7Ozs4G1+v1/Dhw/XunXrQsZHIBBQIBAIXq+srLRySvXs3r2bXRggQvbt26exY8dq1OjRmpGfr4EDB0Z6SgAiwNL4KC8vlyQlJyfXuT05OVn79u0L+ZiCggLNmDHDymk0aPfu3br00kttORaAhr37wd/0VlYWEQJEqbB8vfrZX61qjGnw61anTZumvLy84PXa74YPh9odj47XPqK4jvzyOsBux//+kSo/fE0X3jxD1UfKVLL+dWURIUDUsTQ+UlJSJH27A5Kamhq8/dChQ/V2Q2r5/X75/X4rp9GkuI7p8qf8P1uPCUA6eWjvt//hi1FCz2Fq332Iju/8kAgBooyl3/ORkZGhlJQUFRUVBW87efKkSkpKNHjwYCsPBcADfDGxSug5TJ3ueFYXXP+oSjZvV1ZWlkbn5Oijjz6K9PQAhEmL4+Prr7/W1q1btXXrVknffsh069at2r9/v3w+n3JzczVr1iwVFhbq008/1R133KH27dvrtttus3ruADyCCAGiS4v/2WXTpk364Q9/GLxe+3mNiRMn6uWXX9ajjz6qb775Rvfdd5+OHj2qgQMH6u2331ZiYqJ1swbgSbURwj/HAN7W4vgYMWKEjDEN3u/z+ZSfn6/8/PxzmReAKEaEAN7G73YB4Fj8cwzgTcQHAMcjQgBvIT4AuAYRAngD8QHAdYgQwN2IDwCuRYQA7kR8AHA9IgRwF+IDgGcQIYA7EB8APIcIAZyN+ADgWUQI4EzEBwDPI0IAZyE+AEQNIgRwBuIDQNQhQoDIIj4ARC0iBIgM4gNA1CNCAHsRHwDwb0QIYA/iAwDOQoQA4UV8AEADiBAgPIgPAGgCEQJYi/gAgGYiQgBrEB8A0EJECHBuiA8AaCUiBGgd4gMAzhERArQM8QEAFiFCgOYhPgDAYkQI0DjiAwDChAgBQiM+ACDMiBCgLuIDAGxChADfIj4AwGZECKId8QEAEUKEIFoRHwAQYUQIog3xAQAOQYQgWhAfAOAwRAi8jvgAAIciQuBVxAcAOBwRAq+xPD5OnTqlxx57TBkZGWrXrp0uvvhiPfHEE6qpqbH6UAAQVYgQeEUbq59wzpw5euGFF7RkyRJddtll2rRpk+68804lJSXpoYcesvpwABB1aiOkffchOr7zQ5Wsf11ZWVkaNXq0ZuTna+DAgZGeItAoy3c+1q9frzFjxuiaa65R165dddNNNyk7O1ubNm2y+lAAENXYCYFbWR4fQ4cO1bvvvqtdu3ZJkj7++GN98MEHuvrqq0OODwQCqqysrHMBADQfEQK3sTw+pkyZoltvvVU9evRQXFyc+vXrp9zcXN16660hxxcUFCgpKSl4SU9Pt3pKABAViBC4heXxsWzZMr366qtaunSptmzZoiVLlujpp5/WkiVLQo6fNm2aKioqgpeysjKrpwQAUYUIgdNZ/oHTX/7yl5o6darGjx8vSerTp4/27dungoICTZw4sd54v98vv99v9TQAIOrxwVQ4leU7H8ePH1dMTN2njY2N5UdtASBC2AmB01geH9ddd51++9vfavXq1friiy9UWFiouXPn6sc//rHVhwIAtAARAqewPD6effZZ3XTTTbrvvvvUs2dP/eIXv9CkSZM0c+ZMqw8FAGgFIgSRZvlnPhITEzVv3jzNmzfP6qcGAFiIz4QgUvjdLgAQ5dgJgd2IDwCAJCIE9iE+AAB1ECEIN+IDABASEYJwIT4AAI0iQmA14gMA0CxECKxCfAAAWoQIwbkiPgAArUKEoLWIDwDAOSFC0FLEBwDAEkQImov4AABYighBU4gPAEBYECFoCPEBAAgrIgRnIz4AALYgQlCL+AAA2IoIAfEBAIgIIiR6ER8AgIgiQqIP8QEAcAQiJHoQHwAARyFCvI/4AAA4EhHiXcQHAMDRiBDvIT4AAK5AhHgH8QEAcBUixP2IDwCAKxEh7kV8AABcjQhxH+IDAOAJRIh7EB8AAE8hQpyP+AAAeBIR4lzEBwDA04gQ5yE+AABRgQhxDuIDABBViJDIIz4AAFGJCIkc4gMAENWIEPsRHwAAiAixU1ji45///Kd+8pOfqGPHjmrfvr2+//3va/PmzeE4FAAAliJCws/y+Dh69KiGDBmiuLg4/fWvf9X27dv1zDPP6LzzzrP6UAAAhA0REj5trH7COXPmKD09XYsXLw7e1rVrV6sPAwCALWojpH33ITq+80OVrH9dWVlZGjV6tGbk52vgwIGRnqLrWL7zsWrVKvXv318333yzOnXqpH79+unFF19scHwgEFBlZWWdCwCP8n37v5zqL/9/hCcCtBw7IdaxPD727NmjBQsWqFu3bnrrrbd077336sEHH9Qrr7wScnxBQYGSkpKCl/T0dKunBMAh4jp2lnw+ffk/z+ibL7ZGejpAqxAh587y+KipqdHll1+uWbNmqV+/fpo0aZLuueceLViwIOT4adOmqaKiIngpKyuzekoAHMIXEysZox8M6K8jK2YSIHA1IqT1LI+P1NRU9erVq85tPXv21P79+0OO9/v96tChQ50LAG+b+8zTGnnlCAIEnkCEtJzl8TFkyBDt3Lmzzm27du1Sly5drD4UAJfy+/36y8qVBAg8hQhpPsvj4+GHH9aGDRs0a9Ys/f3vf9fSpUu1cOFCTZ482epDAXCx+Ph4AgSeRIQ0zfL4GDBggAoLC/Xaa6+pd+/emjlzpubNm6fbb7/d6kMBcDkCBF5GhDQsLN9weu2112rbtm06ceKEPv/8c91zzz3hOAwADyBA4HVESH38bhcAEUeAIBoQIf9BfABwBAIE0YIIIT4AOAgBgmgSzRFCfABwFAIE0SYaI4T4AOA4BAiiUTRFCPEBwJEIEESraIgQ4gOAYxEgiGZejhDiA4CjESCIdl6MEOIDgOMRIIC3IoT4AOAKBAjwLS9ECPEBwDUIEOA/3BwhxAcAVyFAgLrcGCHEBwDXIUCA+twUIcQHAFciQIDQ3BAhxAcA1yJAgIY1FCHnn3++vvzyy4jOjfgA4GoECNA4c/qUfLFtFNOxiyTp6NGj8vv9EZ0T8QHA9QgQoK6a6oCO71qnw//9lA4+N0H/WzhLXWKPaubMmdqxY4cSEhIiOr82ET06AFikNkDG3HCD3l0xUx3H/lrtun4/0tMCbFNTHdCJvZt1fOeHCvxjo04FjqvnZb1122PTdPPNN6t79+6RnmIQ8QHAMwgQRBs3BceZiA8AnkKAwOvcGhxnIj4AeA4BAq/xQnCcifgA4EkECNzOa8FxJuIDgGcRIHAbLwfHmYgPAJ5GgMDpoiU4zkR8APA8AgROE43BcSbiA0BUIEAQadEeHGciPgBEDQIEdiM4QiM+AEQVAgThRnA0jfgAEHUIEFiN4GgZ4gNAVCJAcK4IjtYjPgBELQIELUVwWIP4ABDVCBA0heCwHvEBIOoRIDgbwRFexAcAiAABwWGnmHAfoKCgQD6fT7m5ueE+FACck9oAGXnlCB1ZMVPffLE10lNCmNVUB3R81zod/u+ndPC5Cfrfwlm6yHdEjz82TTt27ND2T7fpscceIzwsFtadj40bN2rhwoX63ve+F87DAIBl2AHxPnY4Ii9s8fH111/r9ttv14svvqjf/OY34ToMAFiOAPEegsNZwhYfkydP1jXXXKMf/ehHjcZHIBBQIBAIXq+srAzXlACg2c4MkHdWPKHUuxaoTVJypKeFFiA4nCss8fH6669ry5Yt2rhxY5NjCwoKNGPGjHBMAwDOSXx8vC7r1Uvvrf1QMf6ESE8HzUBwuIPl8VFWVqaHHnpIb7/9tuLj45scP23aNOXl5QWvV1ZWKj093eppAUCLlZeX6/kFLygh8wbFxP9XpKeDBhAc7mN5fGzevFmHDh1SZmZm8LbTp09r7dq1mj9/vgKBgGJjY4P3+f1++f1+q6cBAOfsySef1GlfrDr0HxPpqeAsBIe7WR4fI0eO1LZt2+rcduedd6pHjx6aMmVKnfAAAKdi18N5CA7vsDw+EhMT1bt37zq3JSQkqGPHjvVuBwCnYtfDGQgOb+IbTgHgLOx6RBbB4X22xEdxcbEdhwEAS7DrYT+CI7qw8wEAZ2DXwz4ER/QiPgDgDOx6hBfBAYn4AIAgdj3Cg+DA2YgPAPg3dj2sQ3CgMcQHAIhdDysQHGgu4gMAxK5HaxEcaA3iA0DUY9ejZQgOnCviA0DUY9ejaQQHrER8AIhq7Ho0jOBAuBAfAKIaux51ERywA/EBIGqx6/EtggN2Iz4ARK1o3vUgOBBJxAeAqBSNux4EB5yC+AAQlaJl14PggBMRHwCijtd3PQgOOB3xASDqeHHXg+CAmxAfAKKKl3Y9CA64FfEBIKq4fdeD4IAXEB8AooZbdz0IDngN8QEgarhp14PggJcRHwCight2PQgORAviA0BUcOquB8GBaER8APA8p+16EByIdsQHAM9zwq4HwQH8B/EBwNMiuetBcAChER8APM3uXQ+CA2ga8QHAs+za9SA4gJYhPgB4Vjh3PQgOoPWIDwCeFI5dD4IDsAbxAcCTrNr1IDgA6xEfADznXHc9CA4gvIgPAJ7Tml0PggOwD/EBwFNasutBcACRQXwA8JSmdj0IDiDyLI+PgoICrVixQjt27FC7du00ePBgzZkzhxc0gLBraNeD4ACcxfL4KCkp0eTJkzVgwACdOnVK06dPV3Z2trZv366EhASrDwcAQWfuehAcgHNZHh9vvvlmneuLFy9Wp06dtHnzZg0bNszqwwGApP/sesReeIm+LFpAcAAOFvbPfFRUVEiSzj///JD3BwIBBQKB4PXKyspwTwmABz377LMKnPhGKvtUFxMcgKOFNT6MMcrLy9PQoUPVu3fvkGMKCgo0Y8aMcE4DQBQYNmyYEhISdOONNxIcgMOFNT7uv/9+ffLJJ/rggw8aHDNt2jTl5eUFr1dWVio9PT2c0wLgQaNGjdKoUaMiPQ0AzRC2+HjggQe0atUqrV27Vp07d25wnN/vl9/vD9c0AACAw1geH8YYPfDAAyosLFRxcbEyMjKsPgQAAHAxy+Nj8uTJWrp0qf7yl78oMTFR5eXlkqSkpCS1a9fO6sMBAACXibH6CRcsWKCKigqNGDFCqampwcuyZcusPhQAAHChsPyzCwAAQEMs3/kAAABoDPEBAABsRXwAAABbER8AAMBWxAcAALAV8QEAAGxFfAAAAFsRHwAAwFbEBwAAsBXxAQAAbEV8AAAAWxEfAADAVsQHAACwFfEBAABsRXwAAABbER8AAMBWxAcAALAV8QEAAGxFfAAAAFsRHwAAwFbEBwAAsBXxAQAAbEV8AAAAWxEfAADAVsQHAACwFfEBAABsRXwAAABbER8AAMBWxAcAALAV8QEAAGxFfAAAAFsRHwAAwFbEBwAAsBXxAQAAbBW2+Hj++eeVkZGh+Ph4ZWZm6v333w/XoQAAgIuEJT6WLVum3NxcTZ8+XaWlpbriiiuUk5Oj/fv3h+NwAADARcISH3PnztVdd92lu+++Wz179tS8efOUnp6uBQsWhONwAADARdpY/YQnT57U5s2bNXXq1Dq3Z2dna926dfXGBwIBBQKB4PXKykqrp1RP9ZGysB8DQH0n//WPSE8BgANYHh+HDx/W6dOnlZycXOf25ORklZeX1xtfUFCgGTNmWD2NkBITEyVJR/7nGVuOByC01NTUSE8BQARZHh+1fD5fnevGmHq3SdK0adOUl5cXvF5ZWan09PSwzKlbt27atWuXqqqqwvL8AJqWmppKfABRzvL4uOCCCxQbG1tvl+PQoUP1dkMkye/3y+/3Wz2NBnXr1s22YwEAgPos/8Bp27ZtlZmZqaKiojq3FxUVafDgwVYfDgAAuExY/tklLy9PEyZMUP/+/TVo0CAtXLhQ+/fv17333huOwwEAABcJS3yMGzdOR44c0RNPPKGDBw+qd+/eeuONN9SlS5dwHA4AALiIzxhjIj2JM1VWViopKUkVFRXq0KFDpKcDAACaoSXv3/xuFwAAYCviAwAA2Ir4AAAAtgrbl4y1Vu1HUOz4mnUAAGCN2vft5nyU1HHxUfvto+H6llMAABA+VVVVSkpKanSM437apaamRgcOHFBiYmLIr2M/F7Vf3V5WVubJn6Tx+vlJ3j9Hzs/9vH6OXj8/yfvnGK7zM8aoqqpKaWlpiolp/FMdjtv5iImJUefOncN6jA4dOnjyD1Qtr5+f5P1z5Pzcz+vn6PXzk7x/juE4v6Z2PGrxgVMAAGAr4gMAANgqquLD7/fr8ccft/W36NrJ6+cnef8cOT/38/o5ev38JO+foxPOz3EfOAUAAN4WVTsfAAAg8ogPAABgK+IDAADYivgAAAC2Ij4AAICtPBcfzz//vDIyMhQfH6/MzEy9//77jY4vKSlRZmam4uPjdfHFF+uFF16waaYtU1BQoAEDBigxMVGdOnXSDTfcoJ07dzb6mOLiYvl8vnqXHTt22DTrlsnPz68315SUlEYf45b1k6SuXbuGXI/JkyeHHO+G9Vu7dq2uu+46paWlyefzaeXKlXXuN8YoPz9faWlpateunUaMGKHPPvusyeddvny5evXqJb/fr169eqmwsDBMZ9C4xs6vurpaU6ZMUZ8+fZSQkKC0tDT99Kc/1YEDBxp9zpdffjnkup44cSLMZ1NfU+t3xx131JtnVlZWk8/rlPWTmj7HUGvh8/n01FNPNficTlnD5rwvOPU16Kn4WLZsmXJzczV9+nSVlpbqiiuuUE5Ojvbv3x9y/N69e3X11VfriiuuUGlpqX71q1/pwQcf1PLly22eedNKSko0efJkbdiwQUVFRTp16pSys7N17NixJh+7c+dOHTx4MHjp1q2bDTNuncsuu6zOXLdt29bgWDetnyRt3LixzrkVFRVJkm6++eZGH+fk9Tt27Jj69u2r+fPnh7z/ySef1Ny5czV//nxt3LhRKSkpuuqqq4K/QDKU9evXa9y4cZowYYI+/vhjTZgwQbfccos++uijcJ1Ggxo7v+PHj2vLli369a9/rS1btmjFihXatWuXrr/++iaft0OHDnXW9ODBg4qPjw/HKTSqqfWTpNGjR9eZ5xtvvNHoczpp/aSmz/HsdXjppZfk8/l04403Nvq8TljD5rwvOPY1aDzkBz/4gbn33nvr3NajRw8zderUkOMfffRR06NHjzq3TZo0yWRlZYVtjlY5dOiQkWRKSkoaHLNmzRojyRw9etS+iZ2Dxx9/3PTt27fZ4928fsYY89BDD5lLLrnE1NTUhLzfbesnyRQWFgav19TUmJSUFDN79uzgbSdOnDBJSUnmhRdeaPB5brnlFjN69Og6t40aNcqMHz/e8jm3xNnnF8rf/vY3I8ns27evwTGLFy82SUlJ1k7OAqHOb+LEiWbMmDEteh6nrp8xzVvDMWPGmCuvvLLRMU5dw7PfF5z8GvTMzsfJkye1efNmZWdn17k9Oztb69atC/mY9evX1xs/atQobdq0SdXV1WGbqxUqKiokSeeff36TY/v166fU1FSNHDlSa9asCffUzsnu3buVlpamjIwMjR8/Xnv27GlwrJvX7+TJk3r11Vf1s5/9rMnf3uym9TvT3r17VV5eXmeN/H6/hg8f3uBrUmp4XRt7jFNUVFTI5/PpvPPOa3Tc119/rS5duqhz58669tprVVpaas8EW6G4uFidOnXSpZdeqnvuuUeHDh1qdLyb1+9f//qXVq9erbvuuqvJsU5cw7PfF5z8GvRMfBw+fFinT59WcnJynduTk5NVXl4e8jHl5eUhx586dUqHDx8O21zPlTFGeXl5Gjp0qHr37t3guNTUVC1cuFDLly/XihUr1L17d40cOVJr1661cbbNN3DgQL3yyit666239OKLL6q8vFyDBw/WkSNHQo536/pJ0sqVK/XVV1/pjjvuaHCM29bvbLWvu5a8Jmsf19LHOMGJEyc0depU3XbbbY3+ptAePXro5Zdf1qpVq/Taa68pPj5eQ4YM0e7du22cbfPk5OToj3/8o9577z0988wz2rhxo6688koFAoEGH+PW9ZOkJUuWKDExUWPHjm10nBPXMNT7gpNfg20seyaHOPtvkcaYRv9mGWp8qNud5P7779cnn3yiDz74oNFx3bt3V/fu3YPXBw0apLKyMj399NMaNmxYuKfZYjk5OcH/7tOnjwYNGqRLLrlES5YsUV5eXsjHuHH9JGnRokXKyclRWlpag2Pctn4NaelrsrWPiaTq6mqNHz9eNTU1ev755xsdm5WVVedDm0OGDNHll1+uZ599Vr///e/DPdUWGTduXPC/e/furf79+6tLly5avXp1o2/Qblu/Wi+99JJuv/32Jj+74cQ1bOx9wYmvQc/sfFxwwQWKjY2tV2aHDh2qV3C1UlJSQo5v06aNOnbsGLa5nosHHnhAq1at0po1a9S5c+cWPz4rK8uRf8MKJSEhQX369Glwvm5cP0nat2+f3nnnHd19990tfqyb1q/2J5Va8pqsfVxLHxNJ1dXVuuWWW7R3714VFRU1uusRSkxMjAYMGOCKdU1NTVWXLl0anavb1q/W+++/r507d7bqdRnpNWzofcHJr0HPxEfbtm2VmZkZ/AmCWkVFRRo8eHDIxwwaNKje+Lffflv9+/dXXFxc2ObaGsYY3X///VqxYoXee+89ZWRktOp5SktLlZqaavHswiMQCOjzzz9vcL5uWr8zLV68WJ06ddI111zT4se6af0yMjKUkpJSZ41OnjypkpKSBl+TUsPr2thjIqU2PHbv3q133nmnVdFrjNHWrVtdsa5HjhxRWVlZo3N10/qdadGiRcrMzFTfvn1b/NhIrWFT7wuOfg1a9tFVB3j99ddNXFycWbRokdm+fbvJzc01CQkJ5osvvjDGGDN16lQzYcKE4Pg9e/aY9u3bm4cffths377dLFq0yMTFxZk///nPkTqFBv385z83SUlJpri42Bw8eDB4OX78eHDM2ef3u9/9zhQWFppdu3aZTz/91EydOtVIMsuXL4/EKTTpkUceMcXFxWbPnj1mw4YN5tprrzWJiYmeWL9ap0+fNhdddJGZMmVKvfvcuH5VVVWmtLTUlJaWGklm7ty5prS0NPjTHrNnzzZJSUlmxYoVZtu2bebWW281qampprKyMvgcEyZMqPMTaR9++KGJjY01s2fPNp9//rmZPXu2adOmjdmwYYOjzq+6utpcf/31pnPnzmbr1q11XpeBQKDB88vPzzdvvvmm+cc//mFKS0vNnXfeadq0aWM++ugjR51fVVWVeeSRR8y6devM3r17zZo1a8ygQYPMd7/7XdesnzFN/xk1xpiKigrTvn17s2DBgpDP4dQ1bM77glNfg56KD2OMee6550yXLl1M27ZtzeWXX17nR1EnTpxohg8fXmd8cXGx6devn2nbtq3p2rVrg3/4Ik1SyMvixYuDY84+vzlz5phLLrnExMfHm+985ztm6NChZvXq1fZPvpnGjRtnUlNTTVxcnElLSzNjx441n332WfB+N69frbfeestIMjt37qx3nxvXr/bHgc++TJw40Rjz7Y/6Pf744yYlJcX4/X4zbNgws23btjrPMXz48OD4Wn/6059M9+7dTVxcnOnRo0fEgqux89u7d2+Dr8s1a9YEn+Ps88vNzTUXXXSRadu2rbnwwgtNdna2Wbdunf0nZxo/v+PHj5vs7Gxz4YUXmri4OHPRRReZiRMnmv3799d5DievnzFN/xk1xpg//OEPpl27duarr74K+RxOXcPmvC849TXo+/cJAAAA2MIzn/kAAADuQHwAAABbER8AAMBWxAcAALAV8QEAAGxFfAAAAFsRHwAAwFbEBwAAsBXxAQAAbEV8AAAAWxEfAADAVv8Hik/1MLdCFFkAAAAASUVORK5CYII=", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAh8AAAEjCAYAAACSDWOaAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAAAeqUlEQVR4nO3de3BU5eH/8c8mhA3kG2JFyaVEiP6Qi1CKgRIuApUaiDcsXkAtRasOVrzE2AoUOwZpCXihTEWxOIg4FmVaCOX7xapRSVAByyUoilxaEPIrpHxBTCLIEsjz/cNmS8jmytmz55x9v2Z2xt19ds9z5mHdNw+bjc8YYwQAAGCTmEhPAAAARBfiAwAA2Ir4AAAAtiI+AACArYgPAABgK+IDAADYivgAAAC2ahPpCZytpqZGBw4cUGJionw+X6SnAwAAmsEYo6qqKqWlpSkmpvG9DcfFx4EDB5Senh7paQAAgFYoKytT586dGx3juPhITEyU9O3kO3ToEOHZAACA5qisrFR6enrwfbwxjouP2n9q6dChA/EBAIDLNOcjE3zgFAAA2Ir4AAAAtiI+AACArYgPAABgK+IDAADYqsXxsXbtWl133XVKS0uTz+fTypUr69xvjFF+fr7S0tLUrl07jRgxQp999plV8wUAAC7X4vg4duyY+vbtq/nz54e8/8knn9TcuXM1f/58bdy4USkpKbrqqqtUVVV1zpMFAADu1+Lv+cjJyVFOTk7I+4wxmjdvnqZPn66xY8dKkpYsWaLk5GQtXbpUkyZNOrfZAnC9Y8eOKSEhIdLTABBBln7J2N69e1VeXq7s7OzgbX6/X8OHD9e6detCxkcgEFAgEAher6ystHJK9ezevZtdGCBC9u3bp7Fjx2rU6NGakZ+vgQMHRnpKACLA0vgoLy+XJCUnJ9e5PTk5Wfv27Qv5mIKCAs2YMcPKaTRo9+7duvTSS205FoCGvfvB3/RWVhYRAkSpsHy9+tlfrWqMafDrVqdNm6a8vLzg9drvhg+H2h2Pjtc+oriO/PI6wG7H//6RKj98TRfePEPVR8pUsv51ZREhQNSxND5SUlIkfbsDkpqaGrz90KFD9XZDavn9fvn9fiun0aS4junyp/w/W48JQDp5aO+3/+GLUULPYWrffYiO7/yQCAGijKXf85GRkaGUlBQVFRUFbzt58qRKSko0ePBgKw8FwAN8MbFK6DlMne54Vhdc/6hKNm9XVlaWRufk6KOPPor09ACESYvj4+uvv9bWrVu1detWSd9+yHTr1q3av3+/fD6fcnNzNWvWLBUWFurTTz/VHXfcofbt2+u2226zeu4APIIIAaJLi//ZZdOmTfrhD38YvF77eY2JEyfq5Zdf1qOPPqpvvvlG9913n44ePaqBAwfq7bffVmJionWzBuBJtRHCP8cA3tbi+BgxYoSMMQ3e7/P5lJ+fr/z8/HOZF4AoRoQA3sbvdgHgWPxzDOBNxAcAxyNCAG8hPgC4BhECeAPxAcB1iBDA3YgPAK5FhADuRHwAcD0iBHAX4gOAZxAhgDsQHwA8hwgBnI34AOBZRAjgTMQHAM8jQgBnIT4ARA0iBHAG4gNA1CFCgMgiPgBELSIEiAziA0DUI0IAexEfAPBvRAhgD+IDAM5ChADhRXwAQAOIECA8iA8AaAIRAliL+ACAZiJCAGsQHwDQQkQIcG6IDwBoJSIEaB3iAwDOERECtAzxAQAWIUKA5iE+AMBiRAjQOOIDAMKECAFCIz4AIMyIEKAu4gMAbEKEAN8iPgDAZkQIoh3xAQARQoQgWhEfABBhRAiiDfEBAA5BhCBaEB8A4DBECLyO+AAAhyJC4FXEBwA4HBECr7E8Pk6dOqXHHntMGRkZateunS6++GI98cQTqqmpsfpQABBViBB4RRurn3DOnDl64YUXtGTJEl122WXatGmT7rzzTiUlJemhhx6y+nAAEHVqI6R99yE6vvNDlax/XVlZWRo1erRm5Odr4MCBkZ4i0CjLdz7Wr1+vMWPG6JprrlHXrl110003KTs7W5s2bbL6UAAQ1dgJgVtZHh9Dhw7Vu+++q127dkmSPv74Y33wwQe6+uqrQ44PBAKqrKyscwEANB8RArexPD6mTJmiW2+9VT169FBcXJz69eun3Nxc3XrrrSHHFxQUKCkpKXhJT0+3ekoAEBWIELiF5fGxbNkyvfrqq1q6dKm2bNmiJUuW6Omnn9aSJUtCjp82bZoqKiqCl7KyMqunBABRhQiB01n+gdNf/vKXmjp1qsaPHy9J6tOnj/bt26eCggJNnDix3ni/3y+/32/1NAAg6vHBVDiV5Tsfx48fV0xM3aeNjY3lR20BIELYCYHTWB4f1113nX77299q9erV+uKLL1RYWKi5c+fqxz/+sdWHAgC0ABECp7A8Pp599lnddNNNuu+++9SzZ0/94he/0KRJkzRz5kyrDwUAaAUiBJFm+Wc+EhMTNW/ePM2bN8/qpwYAWIjPhCBS+N0uABDl2AmB3YgPAIAkIgT2IT4AAHUQIQg34gMAEBIRgnAhPgAAjSJCYDXiAwDQLEQIrEJ8AABahAjBuSI+AACtQoSgtYgPAMA5IULQUsQHAMASRAiai/gAAFiKCEFTiA8AQFgQIWgI8QEACCsiBGcjPgAAtiBCUIv4AADYiggB8QEAiAgiJHoRHwCAiCJCog/xAQBwBCIkehAfAABHIUK8j/gAADgSEeJdxAcAwNGIEO8hPgAArkCEeAfxAQBwFSLE/YgPAIArESHuRXwAAFyNCHEf4gMA4AlEiHsQHwAATyFCnI/4AAB4EhHiXMQHAMDTiBDnIT4AAFGBCHEO4gMAEFWIkMgjPgAAUYkIiRziAwAQ1YgQ+xEfAACICLFTWOLjn//8p37yk5+oY8eOat++vb7//e9r8+bN4TgUAACWIkLCz/L4OHr0qIYMGaK4uDj99a9/1fbt2/XMM8/ovPPOs/pQAACEDRESPm2sfsI5c+YoPT1dixcvDt7WtWtXqw8DAIAtaiOkffchOr7zQ5Wsf11ZWVkaNXq0ZuTna+DAgZGeoutYvvOxatUq9e/fXzfffLM6deqkfv366cUXX2xwfCAQUGVlZZ0LAI/yffu/nOov/3+EJwK0HDsh1rE8Pvbs2aMFCxaoW7dueuutt3TvvffqwQcf1CuvvBJyfEFBgZKSkoKX9PR0q6cEwCHiOnaWfD59+T/P6JsvtkZ6OkCrECHnzvL4qKmp0eWXX65Zs2apX79+mjRpku655x4tWLAg5Php06apoqIieCkrK7N6SgAcwhcTKxmjHwzoryMrZhIgcDUipPUsj4/U1FT16tWrzm09e/bU/v37Q473+/3q0KFDnQsAb5v7zNMaeeUIAgSeQIS0nOXxMWTIEO3cubPObbt27VKXLl2sPhQAl/L7/frLypUECDyFCGk+y+Pj4Ycf1oYNGzRr1iz9/e9/19KlS7Vw4UJNnjzZ6kMBcLH4+HgCBJ5EhDTN8vgYMGCACgsL9dprr6l3796aOXOm5s2bp9tvv93qQwFwOQIEXkaENCws33B67bXXatu2bTpx4oQ+//xz3XPPPeE4DAAPIEDgdURIffxuFwARR4AgGhAh/0F8AHAEAgTRggghPgA4CAGCaBLNEUJ8AHAUAgTRJhojhPgA4DgECKJRNEUI8QHAkQgQRKtoiBDiA4BjESCIZl6OEOIDgKMRIIh2XowQ4gOA4xEggLcihPgA4AoECPAtL0QI8QHANQgQ4D/cHCHEBwBXIUCAutwYIcQHANchQID63BQhxAcAVyJAgNDcECHEBwDXIkCAhjUUIeeff76+/PLLiM6N+ADgagQI0Dhz+pR8sW0U07GLJOno0aPy+/0RnRPxAcD1CBCgrprqgI7vWqfD//2UDj43Qf9bOEtdYo9q5syZ2rFjhxISEiI6vzYRPToAWKQ2QMbccIPeXTFTHcf+Wu26fj/S0wJsU1Md0Im9m3V854cK/GOjTgWOq+dlvXXbY9N08803q3v37pGeYhDxAcAzCBBEGzcFx5mIDwCeQoDA69waHGciPgB4DgECr/FCcJyJ+ADgSQQI3M5rwXEm4gOAZxEgcBsvB8eZiA8AnkaAwOmiJTjORHwA8DwCBE4TjcFxJuIDQFQgQBBp0R4cZyI+AEQNAgR2IzhCIz4ARBUCBOFGcDSN+AAQdQgQWI3gaBniA0BUIkBwrgiO1iM+AEQtAgQtRXBYg/gAENUIEDSF4LAe8QEg6hEgOBvBEV7EBwCIAAHBYaeYcB+goKBAPp9Pubm54T4UAJyT2gAZeeUIHVkxU998sTXSU0KY1VQHdHzXOh3+76d08LkJ+t/CWbrId0SPPzZNO3bs0PZPt+mxxx4jPCwW1p2PjRs3auHChfre974XzsMAgGXYAfE+djgiL2zx8fXXX+v222/Xiy++qN/85jfhOgwAWI4A8R6Cw1nCFh+TJ0/WNddcox/96EeNxkcgEFAgEAher6ysDNeUAKDZzgyQd1Y8odS7FqhNUnKkp4UWIDicKyzx8frrr2vLli3auHFjk2MLCgo0Y8aMcEwDAM5JfHy8LuvVS++t/VAx/oRITwfNQHC4g+XxUVZWpoceekhvv/224uPjmxw/bdo05eXlBa9XVlYqPT3d6mkBQIuVl5fr+QUvKCHzBsXE/1ekp4MGEBzuY3l8bN68WYcOHVJmZmbwttOnT2vt2rWaP3++AoGAYmNjg/f5/X75/X6rpwEA5+zJJ5/UaV+sOvQfE+mp4CwEh7tZHh8jR47Utm3b6tx25513qkePHpoyZUqd8AAAp2LXw3kIDu+wPD4SExPVu3fvOrclJCSoY8eO9W4HAKdi18MZCA5v4htOAeAs7HpEFsHhfbbER3FxsR2HAQBLsOthP4IjurDzAQBnYNfDPgRH9CI+AOAM7HqEF8EBifgAgCB2PcKD4MDZiA8A+Dd2PaxDcKAxxAcAiF0PKxAcaC7iAwDErkdrERxoDeIDQNRj16NlCA6cK+IDQNRj16NpBAesRHwAiGrsejSM4EC4EB8Aohq7HnURHLAD8QEgarHr8S2CA3YjPgBErWje9SA4EEnEB4CoFI27HgQHnIL4ABCVomXXg+CAExEfAKKO13c9CA44HfEBIOp4cdeD4ICbEB8AooqXdj0IDrgV8QEgqrh914PggBcQHwCihlt3PQgOeA3xASBquGnXg+CAlxEfAKKCG3Y9CA5EC+IDQFRw6q4HwYFoRHwA8Dyn7XoQHIh2xAcAz3PCrgfBAfwH8QHA0yK560FwAKERHwA8ze5dD4IDaBrxAcCz7Nr1IDiAliE+AHhWOHc9CA6g9YgPAJ4Ujl0PggOwBvEBwJOs2vUgOADrER8APOdcdz0IDiC8iA8AntOaXQ+CA7AP8QHAU1qy60FwAJFBfADwlKZ2PQgOIPIsj4+CggKtWLFCO3bsULt27TR48GDNmTOHFzSAsGto14PgAJzF8vgoKSnR5MmTNWDAAJ06dUrTp09Xdna2tm/froSEBKsPBwBBZ+56EByAc1keH2+++Wad64sXL1anTp20efNmDRs2zOrDAYCk/+x6xF54ib4sWkBwAA4W9s98VFRUSJLOP//8kPcHAgEFAoHg9crKynBPCYAHPfvsswqc+EYq+1QXExyAo4U1PowxysvL09ChQ9W7d++QYwoKCjRjxoxwTgNAFBg2bJgSEhJ04403EhyAw4U1Pu6//3598skn+uCDDxocM23aNOXl5QWvV1ZWKj09PZzTAuBBo0aN0qhRoyI9DQDNELb4eOCBB7Rq1SqtXbtWnTt3bnCc3++X3+8P1zQAAIDDWB4fxhg98MADKiwsVHFxsTIyMqw+BAAAcDHL42Py5MlaunSp/vKXvygxMVHl5eWSpKSkJLVr187qwwEAAJeJsfoJFyxYoIqKCo0YMUKpqanBy7Jly6w+FAAAcKGw/LMLAABAQyzf+QAAAGgM8QEAAGxFfAAAAFsRHwAAwFbEBwAAsBXxAQAAbEV8AAAAWxEfAADAVsQHAACwFfEBAABsRXwAAABbER8AAMBWxAcAALAV8QEAAGxFfAAAAFsRHwAAwFbEBwAAsBXxAQAAbEV8AAAAWxEfAADAVsQHAACwFfEBAABsRXwAAABbER8AAMBWxAcAALAV8QEAAGxFfAAAAFsRHwAAwFbEBwAAsBXxAQAAbEV8AAAAWxEfAADAVsQHAACwFfEBAABsFbb4eP7555WRkaH4+HhlZmbq/fffD9ehAACAi4QlPpYtW6bc3FxNnz5dpaWluuKKK5STk6P9+/eH43AAAMBFwhIfc+fO1V133aW7775bPXv21Lx585Senq4FCxaE43AAAMBF2lj9hCdPntTmzZs1derUOrdnZ2dr3bp19cYHAgEFAoHg9crKSqunVE/1kbKwHwNAfSf/9Y9ITwGAA1geH4cPH9bp06eVnJxc5/bk5GSVl5fXG19QUKAZM2ZYPY2QEhMTJUlH/ucZW44HILTU1NRITwFABFkeH7V8Pl+d68aYerdJ0rRp05SXlxe8XllZqfT09LDMqVu3btq1a5eqqqrC8vwAmpaamkp8AFHO8vi44IILFBsbW2+X49ChQ/V2QyTJ7/fL7/dbPY0GdevWzbZjAQCA+iz/wGnbtm2VmZmpoqKiOrcXFRVp8ODBVh8OAAC4TFj+2SUvL08TJkxQ//79NWjQIC1cuFD79+/XvffeG47DAQAAFwlLfIwbN05HjhzRE088oYMHD6p3795644031KVLl3AcDgAAuIjPGGMiPYkzVVZWKikpSRUVFerQoUOkpwMAAJqhJe/f/G4XAABgK+IDAADYivgAAAC2CtuXjLVW7UdQ7PiadQAAYI3a9+3mfJTUcfFR++2j4fqWUwAAED5VVVVKSkpqdIzjftqlpqZGBw4cUGJiYsivYz8XtV/dXlZW5smfpPH6+UneP0fOz/28fo5ePz/J++cYrvMzxqiqqkppaWmKiWn8Ux2O2/mIiYlR586dw3qMDh06ePIPVC2vn5/k/XPk/NzP6+fo9fOTvH+O4Ti/pnY8avGBUwAAYCviAwAA2Cqq4sPv9+vxxx+39bfo2snr5yd5/xw5P/fz+jl6/fwk75+jE87PcR84BQAA3hZVOx8AACDyiA8AAGAr4gMAANiK+AAAALYiPgAAgK08Fx/PP/+8MjIyFB8fr8zMTL3//vuNji8pKVFmZqbi4+N18cUX64UXXrBppi1TUFCgAQMGKDExUZ06ddINN9ygnTt3NvqY4uJi+Xy+epcdO3bYNOuWyc/PrzfXlJSURh/jlvWTpK5du4Zcj8mTJ4cc74b1W7t2ra677jqlpaXJ5/Np5cqVde43xig/P19paWlq166dRowYoc8++6zJ512+fLl69eolv9+vXr16qbCwMExn0LjGzq+6ulpTpkxRnz59lJCQoLS0NP30pz/VgQMHGn3Ol19+OeS6njhxIsxnU19T63fHHXfUm2dWVlaTz+uU9ZOaPsdQa+Hz+fTUU081+JxOWcPmvC849TXoqfhYtmyZcnNzNX36dJWWluqKK65QTk6O9u/fH3L83r17dfXVV+uKK65QaWmpfvWrX+nBBx/U8uXLbZ5500pKSjR58mRt2LBBRUVFOnXqlLKzs3Xs2LEmH7tz504dPHgweOnWrZsNM26dyy67rM5ct23b1uBYN62fJG3cuLHOuRUVFUmSbr755kYf5+T1O3bsmPr27av58+eHvP/JJ5/U3LlzNX/+fG3cuFEpKSm66qqrgr9AMpT169dr3LhxmjBhgj7++GNNmDBBt9xyiz766KNwnUaDGju/48ePa8uWLfr1r3+tLVu2aMWKFdq1a5euv/76Jp+3Q4cOddb04MGDio+PD8cpNKqp9ZOk0aNH15nnG2+80ehzOmn9pKbP8ex1eOmll+Tz+XTjjTc2+rxOWMPmvC849jVoPOQHP/iBuffee+vc1qNHDzN16tSQ4x999FHTo0ePOrdNmjTJZGVlhW2OVjl06JCRZEpKShocs2bNGiPJHD161L6JnYPHH3/c9O3bt9nj3bx+xhjz0EMPmUsuucTU1NSEvN9t6yfJFBYWBq/X1NSYlJQUM3v27OBtJ06cMElJSeaFF15o8HluueUWM3r06Dq3jRo1yowfP97yObfE2ecXyt/+9jcjyezbt6/BMYsXLzZJSUnWTs4Coc5v4sSJZsyYMS16HqeunzHNW8MxY8aYK6+8stExTl3Ds98XnPwa9MzOx8mTJ7V582ZlZ2fXuT07O1vr1q0L+Zj169fXGz9q1Cht2rRJ1dXVYZurFSoqKiRJ559/fpNj+/Xrp9TUVI0cOVJr1qwJ99TOye7du5WWlqaMjAyNHz9ee/bsaXCsm9fv5MmTevXVV/Wzn/2syd/e7Kb1O9PevXtVXl5eZ438fr+GDx/e4GtSanhdG3uMU1RUVMjn8+m8885rdNzXX3+tLl26qHPnzrr22mtVWlpqzwRbobi4WJ06ddKll16qe+65R4cOHWp0vJvX71//+pdWr16tu+66q8mxTlzDs98XnPwa9Ex8HD58WKdPn1ZycnKd25OTk1VeXh7yMeXl5SHHnzp1SocPHw7bXM+VMUZ5eXkaOnSoevfu3eC41NRULVy4UMuXL9eKFSvUvXt3jRw5UmvXrrVxts03cOBAvfLKK3rrrbf04osvqry8XIMHD9aRI0dCjnfr+knSypUr9dVXX+mOO+5ocIzb1u9sta+7lrwmax/X0sc4wYkTJzR16lTddtttjf6m0B49eujll1/WqlWr9Nprryk+Pl5DhgzR7t27bZxt8+Tk5OiPf/yj3nvvPT3zzDPauHGjrrzySgUCgQYf49b1k6QlS5YoMTFRY8eObXScE9cw1PuCk1+DbSx7Joc4+2+RxphG/2YZanyo253k/vvv1yeffKIPPvig0XHdu3dX9+7dg9cHDRqksrIyPf300xo2bFi4p9liOTk5wf/u06ePBg0apEsuuURLlixRXl5eyMe4cf0kadGiRcrJyVFaWlqDY9y2fg1p6WuytY+JpOrqao0fP141NTV6/vnnGx2blZVV50ObQ4YM0eWXX65nn31Wv//978M91RYZN25c8L979+6t/v37q0uXLlq9enWjb9BuW79aL730km6//fYmP7vhxDVs7H3Bia9Bz+x8XHDBBYqNja1XZocOHapXcLVSUlJCjm/Tpo06duwYtrmeiwceeECrVq3SmjVr1Llz5xY/Pisry5F/wwolISFBffr0aXC+blw/Sdq3b5/eeecd3X333S1+rJvWr/YnlVrymqx9XEsfE0nV1dW65ZZbtHfvXhUVFTW66xFKTEyMBgwY4Ip1TU1NVZcuXRqdq9vWr9b777+vnTt3tup1Gek1bOh9wcmvQc/ER9u2bZWZmRn8CYJaRUVFGjx4cMjHDBo0qN74t99+W/3791dcXFzY5toaxhjdf//9WrFihd577z1lZGS06nlKS0uVmppq8ezCIxAI6PPPP29wvm5avzMtXrxYnTp10jXXXNPix7pp/TIyMpSSklJnjU6ePKmSkpIGX5NSw+va2GMipTY8du/erXfeeadV0WuM0datW12xrkeOHFFZWVmjc3XT+p1p0aJFyszMVN++fVv82EitYVPvC45+DVr20VUHeP31101cXJxZtGiR2b59u8nNzTUJCQnmiy++MMYYM3XqVDNhwoTg+D179pj27dubhx9+2Gzfvt0sWrTIxMXFmT//+c+ROoUG/fznPzdJSUmmuLjYHDx4MHg5fvx4cMzZ5/e73/3OFBYWml27dplPP/3UTJ061Ugyy5cvj8QpNOmRRx4xxcXFZs+ePWbDhg3m2muvNYmJiZ5Yv1qnT582F110kZkyZUq9+9y4flVVVaa0tNSUlpYaSWbu3LmmtLQ0+NMes2fPNklJSWbFihVm27Zt5tZbbzWpqammsrIy+BwTJkyo8xNpH374oYmNjTWzZ882n3/+uZk9e7Zp06aN2bBhg6POr7q62lx//fWmc+fOZuvWrXVel4FAoMHzy8/PN2+++ab5xz/+YUpLS82dd95p2rRpYz766CNHnV9VVZV55JFHzLp168zevXvNmjVrzKBBg8x3v/td16yfMU3/GTXGmIqKCtO+fXuzYMGCkM/h1DVszvuCU1+DnooPY4x57rnnTJcuXUzbtm3N5ZdfXudHUSdOnGiGDx9eZ3xxcbHp16+fadu2renatWuDf/giTVLIy+LFi4Njzj6/OXPmmEsuucTEx8eb73znO2bo0KFm9erV9k++mcaNG2dSU1NNXFycSUtLM2PHjjWfffZZ8H43r1+tt956y0gyO3furHefG9ev9seBz75MnDjRGPPtj/o9/vjjJiUlxfj9fjNs2DCzbdu2Os8xfPjw4Phaf/rTn0z37t1NXFyc6dGjR8SCq7Hz27t3b4OvyzVr1gSf4+zzy83NNRdddJFp27atufDCC012drZZt26d/SdnGj+/48ePm+zsbHPhhReauLg4c9FFF5mJEyea/fv313kOJ6+fMU3/GTXGmD/84Q+mXbt25quvvgr5HE5dw+a8Lzj1Nej79wkAAADYwjOf+QAAAO5AfAAAAFsRHwAAwFbEBwAAsBXxAQAAbEV8AAAAWxEfAADAVsQHAACwFfEBAABsRXwAAABbER8AAMBW/weKT/Uwt0IUWQAAAABJRU5ErkJggg==", "text/plain": [ "
" ] @@ -764,7 +740,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 27, "id": "ce9f3ad7-42d8-4646-a254-96c6c8ca1a69", "metadata": {}, "outputs": [ @@ -774,13 +750,13 @@ "" ] }, - "execution_count": 30, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -803,7 +779,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 28, "id": "b1db4682-7144-485c-ace4-61ea4d62ed44", "metadata": {}, "outputs": [ @@ -813,13 +789,13 @@ "" ] }, - "execution_count": 31, + "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -839,7 +815,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 29, "id": "9c5c3bf4-7bbc-47c2-94e2-3755502995b4", "metadata": {}, "outputs": [], @@ -849,7 +825,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 30, "id": "34e7e15c-bf0d-47cb-b922-7088c514a529", "metadata": {}, "outputs": [ @@ -859,13 +835,13 @@ "" ] }, - "execution_count": 33, + "execution_count": 30, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAh8AAAEjCAYAAACSDWOaAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQAAHy5JREFUeJzt3XtwVPXh9/HPEpIN8CSxXnKTAJFHQYVSDFRugg/UaMRLx1ZBKYKXDiiKEacCpSpoNQEVnUpBsYg4FmVawDIPVo2VBClgIwRFUaASICPEDI7uRnlYbt/nD01+hGw2t7Nnzzn7fs3sjNmcPed75su675zvbuIzxhgBAADYpEOsBwAAAOIL8QEAAGxFfAAAAFsRHwAAwFbEBwAAsBXxAQAAbEV8AAAAW3WM9QBOd/LkSR04cEApKSny+XyxHg4AAGgBY4xqa2uVnZ2tDh0iX9twXHwcOHBAOTk5sR4GAABog6qqKnXt2jXiNo6Lj5SUFEk/DD41NTXGowEAAC0RDAaVk5NT/zoeiePio26pJTU1lfgAAMBlWvKWCd5wCgAAbEV8AAAAWxEfAADAVsQHAACwFfEBAABs1er4WL9+va699lplZ2fL5/PpjTfeaPB9Y4xmz56t7OxsderUSZdffrk+/fRTq8YLAABcrtXx8f3336tfv35asGBB2O/PmzdP8+fP14IFC1ReXq7MzExdccUVqq2tbfdgAQCA+7X693wUFBSooKAg7PeMMXr22Wc1a9Ys3XDDDZKkZcuWKSMjQ8uXL9ekSZPaN1oAAOB6lr7no7KyUtXV1crPz6+/z+/3a8SIEdq4cWPYx4RCIQWDwQY3AN4V/GKfjhw7EethAIghS3/DaXV1tSQpIyOjwf0ZGRnat29f2McUFRVpzpw5Vg4joh4z1tp2LACN7fVt0PrvErV7zG0ad2k3JScmxHpIAGwWlU+7nP6rVY0xTf661ZkzZyoQCNTfqqqqojEkAA4yfMFjylq2WMPnrdOSDZVcCQHijKVXPjIzMyX9cAUkKyur/v6amppGV0Pq+P1++f1+K4cBwAWu/kuxdKd0d21IL5R9oUkjenIlBIgTll75yM3NVWZmpkpKSurvO3r0qMrKyjRkyBArDwXAA67+S7EWfr1BNbUhPfZ/d3AlBIgTrY6P7777Ttu2bdO2bdsk/fAm023btmn//v3y+XwqLCzUE088odWrV+uTTz7RxIkT1blzZ91yyy1Wjx2AB9QFiCQiBIgTrY6PDz/8UP3791f//v0lSdOmTVP//v318MMPS5IefPBBFRYW6u6779aAAQP05Zdf6p133lFKSoq1IwfgGacGiESEAF7nM8aYWA/iVMFgUGlpaQoEAkpNTbV8/3zaBYitvb4NUnFx2O+9eecM3X3WsEb3p6f4eU8I4HCtef3mb7sAcIzTr4DU4UoI4C3EBwBHaSpAJCIE8AriA4DjRAoQiQgB3I74AOBIzQWIRIQAbkV8AHCslgSIRIQAbkN8AHC0lgaIRIQAbkF8AHC81gSIRIQATkd8AHCF1gaIRIQATkV8AHCNtgSIRIQATkN8AHCVtgaIRIQATkF8AHCd9gSIRIQAsUZ8AHCl9gaIRIQAsUJ8AHAtKwJEIkIAuxEfAFzNqgCRiBDALsQHANezMkAkIgSINuIDgCdYHSASEQJEC/EBwDOiESASEQJYjfgA4CnRChCJCAGsQnwA8JxoBohEhADtRXwA8KRoB4hEhABtRXwA8Cw7AkQiQoDWIj4AeJpdASIRIUBLER8APM/OAJGIEKA5xAeAuGB3gEhECNAU4gNA3IhFgEhECHA64gNAXIlVgEhECFCH+AAQd2IZIBIRAhAfAOJSrANEIkIQv4gPAHHLCQEiESGIP8QHgLjmlACRiBDED+IDQNxzUoBIRAi8j/gAADkvQCQiBN5FfADAj5wYIBIRAu8hPgDgFE4NEIkIgXdYHh/Hjx/XH/7wB+Xm5qpTp04677zz9Oijj+rkyZNWHwoAosLJASIRIXA/y+Nj7ty5ev7557VgwQJ99tlnmjdvnp588kk999xzVh8KAKLG6QEiESFwL8vjY9OmTbr++us1evRo9ejRQ7/+9a+Vn5+vDz/80OpDAUBUuSFAJCIE7mN5fAwbNkz/+te/tGvXLknSRx99pA0bNujqq68Ou30oFFIwGGxwAwCnuPovxbr/yM5YD6NFiBC4RUerdzh9+nQFAgH17t1bCQkJOnHihB5//HHdfPPNYbcvKirSnDlzrB4GAFjiq5FX6YXknrEeRqvURcgLZV9o0oieGndpNyUnJsR6WEA9y698rFixQq+++qqWL1+urVu3atmyZXrqqae0bNmysNvPnDlTgUCg/lZVVWX1kACgTb4aeZX+z8DJOmz9z2m24EoInMryZ9Tvfvc7zZgxQ2PHjpUk9e3bV/v27VNRUZEmTJjQaHu/3y+/32/1MACgXdweHqfiSgicxvIrH4cPH1aHDg13m5CQwEdtAbiGl8LjVFwJgVNY/sy69tpr9fjjj6tbt266+OKLVVFRofnz5+v222+3+lAAYDmvhsepuBKCWLP82fXcc8/poYce0t13362amhplZ2dr0qRJevjhh60+FABYKh7C41RECGLFZ4wxsR7EqYLBoNLS0hQIBJSammr5/nvMWGv5PgG03F7fBqm4ONbDaCTewiOc9BQ/EYI2a83rN3/bBUDcIzx+wHtCYBfiA0BcIzwaI0IQbcQHgLhFeERGhCBaiA8AcYnwaDkiBFYjPgDEHcKjbYgQWIX4ABBXCI/2I0LQXsQHgLhBeFiLCEFbER8A4gLhET1ECFqL+ADgeYSHPYgQtBTxAcDTCA/7ESFoDvEBwLMIj9giQtAU4gOAJxEezkGE4HTEBwDPITyciQhBHeIDgKcQHs5HhID4AOAZhIe7ECHxi/gA4AmEh3sRIfGH+ADgeoSHNxAh8YP4AOBqhIf3ECHeR3wAcC3Cw9uIEO8iPgC4EuERP4gQ7yE+ALgO4RGfiBDvID4AuArhASLE/YgPAK5BeOBURIh7ER8AXIHwQFOIEPchPgA4HuGBliBC3IP4AOBohAdaiwhxPuIDgGMRHmgPIsS5iA8AjkR4wCpEiPMQHwAch/BANBAhzkF8AHAUwgPRRoTEHvEBwDEID9iJCIkd4gOAIxAeiBUixH7EB4CYIzzgBESIfYgPADFFeMBpiJDoi0p8fPnll/rNb36js846S507d9bPfvYzbdmyJRqHAuBihAecjAiJHsvj45tvvtHQoUOVmJiof/7zn9qxY4eefvppnXHGGVYfCoCLER5wCyLEepY/6+fOnaucnBwtXbq0/r4ePXpYfRgALkZ4wI3qIuSFsi80aURPjbu0m5ITE2I9LFey/MrHmjVrNGDAAN14441KT09X//799eKLLza5fSgUUjAYbHAD4F2fX9Cf8ICrcSWk/SyPjz179mjRokU6//zz9fbbb2vy5MmaOnWqXnnllbDbFxUVKS0trf6Wk5Nj9ZAAOEjPyk814ei+WA8DaDcipO18xhhj5Q6TkpI0YMAAbdy4sf6+qVOnqry8XJs2bWq0fSgUUigUqv86GAwqJydHgUBAqampVg5NktRjxlrL9wmg5fb6Nsg884zm3T1Pi5J6xno4gGXSU/xxvRwTDAaVlpbWotdvy698ZGVl6aKLLmpw34UXXqj9+/eH3d7v9ys1NbXBDYC3+UIhPbjwQd119ItYDwWwDFdCWs7y+Bg6dKh27tzZ4L5du3ape/fuVh8KgIsRIPAqIqR5lsfH/fffr82bN+uJJ57Qf//7Xy1fvlyLFy/WlClTrD4UAJcjQOBlREjTLI+PgQMHavXq1XrttdfUp08fPfbYY3r22Wc1btw4qw8FwAMIEHgdEdKY5W84ba/WvGGlLXjDKRBbe30bpOLiRvcbv583oSIuePWNqTF9wykAtAVXQBAvuBJCfABwEAIE8SSeI4T4AOAoBAjiTTxGCPEBwHEIEMSjeIoQ4gOAIxEgiFfxECHEBwDHIkAQz7wcIcQHAEcjQBDvvBghxAcAxyNAAG9FCPEBwBUIEOAHXogQ4gOAaxAgwP9wc4QQHwBchQABGnJjhBAfAFyHAAEac1OEEB8AXIkAAcJzQ4QQHwBciwABmubkCCE+ALgaAQJE5sQIIT4AuB4BAjQveOSY/v3fQ3p/96FYD0UdYz0AALBCXYDo7nlalNQz1sMBHCE9xa9RF6ZrVO8MDf3fZ6tTUkKshySJ+ADgIQQIIPU5N1Wjemdo1IXp6ntumnw+X6yH1AjxAcBTCBDEm+TEDhra82yN/PEKR2ZacqyH1CziA4DnECDwOqcup7QU8QHAkwgQeI0bllNaivgA4FkECNzMjcspLUV8APA0AgRu4vbllJYiPgB4HgECJ/PSckpLER8A4gIBAqfw8nJKSxEfAOIGAYJYiZfllJYiPgDEFQIEdonH5ZSWIj4AxB0CBNHAckrLER8A4hIBAiuwnNI2xAeAuEWAoC1YTmk/4gNAXCNA0ByWU6xHfACIewQITsdySnQRHwAgAgQsp9iJ+ACAHxEg8YXllNjpEO0DFBUVyefzqbCwMNqHAoB2qwuQu45+EeuhIArSU/y6+ec5+sutA1TxUL6WTByocZd2JzxsFtUrH+Xl5Vq8eLF++tOfRvMwAGAproB4C8spzhO1+Pjuu+80btw4vfjii/rjH/8YrcMAQFQQIO7FcorzRS0+pkyZotGjR+sXv/hFxPgIhUIKhUL1XweDwWgNCQBapS5ADk+Zr2WJ3WM9HETAp1PcJSrx8frrr2vr1q0qLy9vdtuioiLNmTMnGsMAgHY70vN8re94TqyHgTBYTnEvy+OjqqpK9913n9555x0lJzd/qWvmzJmaNm1a/dfBYFA5OTlWDwsAWu3/XdRHV1/zsCp9nWM9FIjlFC+xPD62bNmimpoa5eXl1d934sQJrV+/XgsWLFAoFFJCwv9cDvP7/fL7/VYPAwDahfBwBpZTvMny+Bg1apS2b9/e4L7bbrtNvXv31vTp0xuEBwA4EeERWyyneJ/l8ZGSkqI+ffo0uK9Lly4666yzGt0PAE5DeNiP5ZT4w284BYAfER72YTklvtkSH6WlpXYcBgDajPCIPpZTUIcrHwDiHuERHSynoCnEB4C4RnhYi+UUtATxASBuER7WYDkFrUV8AIhLhEfbsZyC9iI+AMQdwqP1WE6BlYgPAHGF8Gg5llMQLcQHgLhBeESWnNhBQ3qeXX+Fg+UURAvxASAuEB7hsZyCWCA+AHge4dEQyymINeIDgKcRHiynwHmIDwCeFc/hwXIKnIz4AOBJ8RgeLKfALYgPAJ4TL+HBcgrcivgA4CleDw+WU+AFxAcAz/BqeLCcAq8hPgB4gpfCg+UUeB3xAcD1vBAeLKcgnhAfAFzNzeHBcgriFfEBwLXcFh4spwA/ID4AuJJbwoPlFKAx4gOA6zg9PFhOASIjPgC4ihPDg+UUoHWIDwCu4aTwYDkFaDviA4ArOCE8WE4BrEF8AHC8WIUHyylAdBAfABzN7vBgOQWIPuIDgGPZFR4spwD2Ij4AOFI0w4PlFCC2iA8AjhON8GA5BXAO4gOAo1gZHiynAM5EfABwjPaGB8spgDsQHwAcoa3hwXIK4D7EB4CYa214sJwCuBvxASCmWhIeLKcA3mJ5fBQVFWnVqlX6/PPP1alTJw0ZMkRz585Vr169rD4UAJeLFB4spwDeZXl8lJWVacqUKRo4cKCOHz+uWbNmKT8/Xzt27FCXLl2sPhwAlwoXHiynAPHB8vh46623Gny9dOlSpaena8uWLRo+fLjVhwPgQnXhcTDpf2kkyylA3In6ez4CgYAk6cwzzwz7/VAopFAoVP91MBiM9pAAxFDgggu17OHrNKvveSynAHEqqvFhjNG0adM0bNgw9enTJ+w2RUVFmjNnTjSHAcBB0m67VVNjPQjEnR4z1sZ6CI6yt3h0TI/fIZo7v+eee/Txxx/rtddea3KbmTNnKhAI1N+qqqqiOSQAABBjUbvyce+992rNmjVav369unbt2uR2fr9ffr8/WsMAAAAOY3l8GGN07733avXq1SotLVVubq7VhwAAAC5meXxMmTJFy5cv1z/+8Q+lpKSourpakpSWlqZOnTpZfTgAAOAylr/nY9GiRQoEArr88suVlZVVf1uxYoXVhwIAAC4UlWUXAACApkT10y4AAACnIz4AAICtiA8AAGAr4gMAANiK+AAAALYiPgAAgK2IDwAAYCviAwAA2Ir4AAAAtiI+AACArYgPAABgK+IDAADYivgAAAC2Ij4AAICtiA8AAGAr4gMAANiK+AAAALYiPgAAgK2IDwAAYCviAwAA2Ir4AAAAtiI+AACArYgPAABgK+IDAADYivgAAAC2Ij4AAICtiA8AAGAr4gMAANiK+AAAALYiPgAAgK2IDwAAYCviAwAA2Ir4AAAAtiI+AACAraIWHwsXLlRubq6Sk5OVl5en999/P1qHAgAALhKV+FixYoUKCws1a9YsVVRU6LLLLlNBQYH2798fjcMBAAAXiUp8zJ8/X3fccYfuvPNOXXjhhXr22WeVk5OjRYsWReNwAADARSyPj6NHj2rLli3Kz89vcH9+fr42btzYaPtQKKRgMNjgBgAAvKuj1Ts8dOiQTpw4oYyMjAb3Z2RkqLq6utH2RUVFmjNnjtXDaNLe4tG2HQsA4Az8v99ZovaGU5/P1+BrY0yj+yRp5syZCgQC9beqqqpoDQkAADiA5Vc+zj77bCUkJDS6ylFTU9Poaogk+f1++f1+q4cBAAAcyvIrH0lJScrLy1NJSUmD+0tKSjRkyBCrDwcAAFzG8isfkjRt2jSNHz9eAwYM0ODBg7V48WLt379fkydPjsbhAACAi0QlPsaMGaOvv/5ajz76qA4ePKg+ffrozTffVPfu3aNxOAAA4CI+Y4yJ9SBOFQwGlZaWpkAgoNTU1FgPBwAAtEBrXr/52y4AAMBWxAcAALAV8QEAAGwVlTectkfdW1D4NesAALhH3et2S95K6rj4qK2tlSTl5OTEeCQAAKC1amtrlZaWFnEbx33a5eTJkzpw4IBSUlLC/jr29ggGg8rJyVFVVZUnP0nj9fOTvH+OnJ/7ef0cvX5+kvfPMVrnZ4xRbW2tsrOz1aFD5Hd1OO7KR4cOHdS1a9eoHiM1NdWT/6DqeP38JO+fI+fnfl4/R6+fn+T9c4zG+TV3xaMObzgFAAC2Ij4AAICt4io+/H6/HnnkEc/+FV2vn5/k/XPk/NzP6+fo9fOTvH+OTjg/x73hFAAAeFtcXfkAAACxR3wAAABbER8AAMBWxAcAALAV8QEAAGzlufhYuHChcnNzlZycrLy8PL3//vsRty8rK1NeXp6Sk5N13nnn6fnnn7dppK1TVFSkgQMHKiUlRenp6frlL3+pnTt3RnxMaWmpfD5fo9vnn39u06hbZ/bs2Y3GmpmZGfExbpk/SerRo0fY+ZgyZUrY7d0wf+vXr9e1116r7Oxs+Xw+vfHGGw2+b4zR7NmzlZ2drU6dOunyyy/Xp59+2ux+V65cqYsuukh+v18XXXSRVq9eHaUziCzS+R07dkzTp09X37591aVLF2VnZ+vWW2/VgQMHIu7z5ZdfDjuvR44cifLZNNbc/E2cOLHROAcNGtTsfp0yf1Lz5xhuLnw+n5588skm9+mUOWzJ64JTn4Oeio8VK1aosLBQs2bNUkVFhS677DIVFBRo//79YbevrKzU1Vdfrcsuu0wVFRX6/e9/r6lTp2rlypU2j7x5ZWVlmjJlijZv3qySkhIdP35c+fn5+v7775t97M6dO3Xw4MH62/nnn2/DiNvm4osvbjDW7du3N7mtm+ZPksrLyxucW0lJiSTpxhtvjPg4J8/f999/r379+mnBggVhvz9v3jzNnz9fCxYsUHl5uTIzM3XFFVfU/wHJcDZt2qQxY8Zo/Pjx+uijjzR+/HjddNNN+uCDD6J1Gk2KdH6HDx/W1q1b9dBDD2nr1q1atWqVdu3apeuuu67Z/aampjaY04MHDyo5OTkapxBRc/MnSVdddVWDcb755psR9+mk+ZOaP8fT5+Gll16Sz+fTr371q4j7dcIctuR1wbHPQeMhP//5z83kyZMb3Ne7d28zY8aMsNs/+OCDpnfv3g3umzRpkhk0aFDUxmiVmpoaI8mUlZU1uc26deuMJPPNN9/YN7B2eOSRR0y/fv1avL2b588YY+677z7Ts2dPc/LkybDfd9v8STKrV6+u//rkyZMmMzPTFBcX19935MgRk5aWZp5//vkm93PTTTeZq666qsF9V155pRk7dqzlY26N088vnP/85z9Gktm3b1+T2yxdutSkpaVZOzgLhDu/CRMmmOuvv75V+3Hq/BnTsjm8/vrrzciRIyNu49Q5PP11wcnPQc9c+Th69Ki2bNmi/Pz8Bvfn5+dr48aNYR+zadOmRttfeeWV+vDDD3Xs2LGojdUKgUBAknTmmWc2u23//v2VlZWlUaNGad26ddEeWrvs3r1b2dnZys3N1dixY7Vnz54mt3Xz/B09elSvvvqqbr/99mb/erOb5u9UlZWVqq6ubjBHfr9fI0aMaPI5KTU9r5Ee4xSBQEA+n09nnHFGxO2+++47de/eXV27dtU111yjiooKewbYBqWlpUpPT9cFF1yg3/72t6qpqYm4vZvn76uvvtLatWt1xx13NLutE+fw9NcFJz8HPRMfhw4d0okTJ5SRkdHg/oyMDFVXV4d9THV1ddjtjx8/rkOHDkVtrO1ljNG0adM0bNgw9enTp8ntsrKytHjxYq1cuVKrVq1Sr169NGrUKK1fv97G0bbcpZdeqldeeUVvv/22XnzxRVVXV2vIkCH6+uuvw27v1vmTpDfeeEPffvutJk6c2OQ2bpu/09U971rznKx7XGsf4wRHjhzRjBkzdMstt0T8S6G9e/fWyy+/rDVr1ui1115TcnKyhg4dqt27d9s42pYpKCjQX//6V7333nt6+umnVV5erpEjRyoUCjX5GLfOnyQtW7ZMKSkpuuGGGyJu58Q5DPe64OTnYEfL9uQQp/8UaYyJ+JNluO3D3e8k99xzjz7++GNt2LAh4na9evVSr1696r8ePHiwqqqq9NRTT2n48OHRHmarFRQU1P933759NXjwYPXs2VPLli3TtGnTwj7GjfMnSUuWLFFBQYGys7Ob3MZt89eU1j4n2/qYWDp27JjGjh2rkydPauHChRG3HTRoUIM3bQ4dOlSXXHKJnnvuOf3pT3+K9lBbZcyYMfX/3adPHw0YMEDdu3fX2rVrI75Au23+6rz00ksaN25cs+/dcOIcRnpdcOJz0DNXPs4++2wlJCQ0KrOamppGBVcnMzMz7PYdO3bUWWedFbWxtse9996rNWvWaN26deratWurHz9o0CBH/oQVTpcuXdS3b98mx+vG+ZOkffv26d1339Wdd97Z6se6af7qPqnUmudk3eNa+5hYOnbsmG666SZVVlaqpKQk4lWPcDp06KCBAwe6Yl6zsrLUvXv3iGN12/zVef/997Vz5842PS9jPYdNvS44+TnomfhISkpSXl5e/ScI6pSUlGjIkCFhHzN48OBG27/zzjsaMGCAEhMTozbWtjDG6J577tGqVav03nvvKTc3t037qaioUFZWlsWji45QKKTPPvusyfG6af5OtXTpUqWnp2v06NGtfqyb5i83N1eZmZkN5ujo0aMqKytr8jkpNT2vkR4TK3XhsXv3br377rttil5jjLZt2+aKef36669VVVUVcaxumr9TLVmyRHl5eerXr1+rHxurOWzudcHRz0HL3rrqAK+//rpJTEw0S5YsMTt27DCFhYWmS5cuZu/evcYYY2bMmGHGjx9fv/2ePXtM586dzf3332927NhhlixZYhITE83f//73WJ1Ck+666y6TlpZmSktLzcGDB+tvhw8frt/m9PN75plnzOrVq82uXbvMJ598YmbMmGEkmZUrV8biFJr1wAMPmNLSUrNnzx6zefNmc80115iUlBRPzF+dEydOmG7dupnp06c3+p4b56+2ttZUVFSYiooKI8nMnz/fVFRU1H/ao7i42KSlpZlVq1aZ7du3m5tvvtlkZWWZYDBYv4/x48c3+ETav//9b5OQkGCKi4vNZ599ZoqLi03Hjh3N5s2bHXV+x44dM9ddd53p2rWr2bZtW4PnZSgUavL8Zs+ebd566y3zxRdfmIqKCnPbbbeZjh07mg8++MBR51dbW2seeOABs3HjRlNZWWnWrVtnBg8ebM4991zXzJ8xzf8bNcaYQCBgOnfubBYtWhR2H06dw5a8Ljj1Oeip+DDGmD//+c+me/fuJikpyVxyySUNPoo6YcIEM2LEiAbbl5aWmv79+5ukpCTTo0ePJv/xxZqksLelS5fWb3P6+c2dO9f07NnTJCcnm5/85Cdm2LBhZu3atfYPvoXGjBljsrKyTGJiosnOzjY33HCD+fTTT+u/7+b5q/P2228bSWbnzp2NvufG+av7OPDptwkTJhhjfvio3yOPPGIyMzON3+83w4cPN9u3b2+wjxEjRtRvX+dvf/ub6dWrl0lMTDS9e/eOWXBFOr/Kysomn5fr1q2r38fp51dYWGi6detmkpKSzDnnnGPy8/PNxo0b7T85E/n8Dh8+bPLz880555xjEhMTTbdu3cyECRPM/v37G+zDyfNnTPP/Ro0x5oUXXjCdOnUy3377bdh9OHUOW/K64NTnoO/HEwAAALCFZ97zAQAA3IH4AAAAtiI+AACArYgPAABgK+IDAADYivgAAAC2Ij4AAICtiA8AAGAr4gMAANiK+AAAALYiPgAAgK3+P2MM/HEVAC2YAAAAAElFTkSuQmCC", + "image/png": "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", "text/plain": [ "
" ] @@ -881,7 +857,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 31, "id": "f44120d4-4865-4e04-9468-68790006aa5c", "metadata": {}, "outputs": [ @@ -893,7 +869,7 @@ "dtype: geometry" ] }, - "execution_count": 34, + "execution_count": 31, "metadata": {}, "output_type": "execute_result" } @@ -904,7 +880,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 32, "id": "34a6ad89-88a1-4577-bcae-d8ddba3c1136", "metadata": {}, "outputs": [], @@ -914,7 +890,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 33, "id": "67178560-85a1-4c28-96c5-61db3479849d", "metadata": {}, "outputs": [ @@ -925,7 +901,7 @@ "dtype: geometry" ] }, - "execution_count": 36, + "execution_count": 33, "metadata": {}, "output_type": "execute_result" } @@ -936,7 +912,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 34, "id": "16582d71-b08e-4446-a789-7a0fd87ee27a", "metadata": {}, "outputs": [], @@ -946,23 +922,13 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": null, "id": "5928f64a-0a9a-4e94-9963-2a328e61ac4a", "metadata": {}, "outputs": [ { "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 38, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -972,13 +938,12 @@ } ], "source": [ - "base = filled.plot()\n", - "g2.plot(color='red', ax=base)" + "base = filled.plot()" ] }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 36, "id": "46873b5b-f32a-437f-b3c4-ee0e97c4727c", "metadata": {}, "outputs": [ @@ -991,7 +956,7 @@ "dtype: float64" ] }, - "execution_count": 39, + "execution_count": 36, "metadata": {}, "output_type": "execute_result" } @@ -1002,7 +967,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 37, "id": "282563af-9986-452a-81e2-c0d08b3f04a4", "metadata": {}, "outputs": [ @@ -1012,7 +977,7 @@ "(3, 1)" ] }, - "execution_count": 40, + "execution_count": 37, "metadata": {}, "output_type": "execute_result" } @@ -1023,7 +988,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 38, "id": "cac3290e-89ed-4308-9ab1-7fc3e456962b", "metadata": {}, "outputs": [ @@ -1033,7 +998,7 @@ "np.True_" ] }, - "execution_count": 41, + "execution_count": 38, "metadata": {}, "output_type": "execute_result" } @@ -1052,7 +1017,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 39, "id": "3e1a47cc-7839-454c-9f65-f5f868675855", "metadata": {}, "outputs": [ @@ -1062,13 +1027,13 @@ "" ] }, - "execution_count": 42, + "execution_count": 39, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -1090,7 +1055,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 40, "id": "6701b0a9-b006-4b6c-a2f9-b83311d45a70", "metadata": {}, "outputs": [ @@ -1100,13 +1065,13 @@ "" ] }, - "execution_count": 43, + "execution_count": 40, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -1123,7 +1088,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 41, "id": "7e2d23f1-cd04-4b75-8271-579097f96f3a", "metadata": {}, "outputs": [ @@ -1133,13 +1098,13 @@ "" ] }, - "execution_count": 44, + "execution_count": 41, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -1155,7 +1120,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 42, "id": "d2a753fd-7e65-4279-a224-7d7cf750311c", "metadata": {}, "outputs": [ @@ -1165,13 +1130,13 @@ "" ] }, - "execution_count": 45, + "execution_count": 42, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -1187,22 +1152,22 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 43, "id": "4f210c5d-395b-448b-86c8-d6804349a6f7", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "0 MULTIPOLYGON (((17 2, 10 2, 20 5, 17 2)), ((12...\n", - "1 POLYGON ((10 10, 12 8, 10 6, 12 4, 10 2, 20 5,...\n", + "0 POLYGON ((12 4, 10 2, 10 0, 0 0, 0 10, 10 10, ...\n", + "1 POLYGON ((17 2, 10 2, 12 4, 10 6, 12 8, 10 10,...\n", "2 POLYGON ((20 0, 20 2, 17 2, 17 0, 20 0))\n", "3 POLYGON ((17 0, 17 2, 10 2, 10 0, 17 0))\n", "4 POLYGON ((17 2, 20 5, 20 2, 17 2))\n", "Name: geometry, dtype: geometry" ] }, - "execution_count": 46, + "execution_count": 43, "metadata": {}, "output_type": "execute_result" } @@ -1213,22 +1178,22 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 44, "id": "1e428824-c65e-48cc-a7d0-cf10dc913206", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "0 POLYGON ((10 0, 0 0, 0 10, 10 10, 12 8, 10 6, ...\n", + "0 POLYGON ((12 4, 10 2, 10 0, 0 0, 0 10, 10 10, ...\n", "1 POLYGON ((10 10, 12 8, 10 6, 12 4, 10 2, 20 5,...\n", "2 POLYGON ((20 0, 20 2, 17 2, 17 0, 20 0))\n", - "3 MULTIPOLYGON (((17 0, 10 0, 10 2, 20 5, 17 2, ...\n", + "3 POLYGON ((17 0, 10 0, 10 2, 20 5, 17 2, 17 0))\n", "4 POLYGON ((17 2, 20 5, 20 2, 17 2))\n", "Name: geometry, dtype: geometry" ] }, - "execution_count": 47, + "execution_count": 44, "metadata": {}, "output_type": "execute_result" } @@ -1239,7 +1204,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 45, "id": "8e79471a-8e79-4bb4-ae14-799dc86c9554", "metadata": {}, "outputs": [ @@ -1254,7 +1219,7 @@ "Name: geometry, dtype: geometry" ] }, - "execution_count": 48, + "execution_count": 45, "metadata": {}, "output_type": "execute_result" } @@ -1265,7 +1230,7 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 46, "id": "4e4571b9-5082-43ee-8661-3ef33592c2a1", "metadata": {}, "outputs": [ @@ -1275,13 +1240,13 @@ "" ] }, - "execution_count": 49, + "execution_count": 46, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -1298,7 +1263,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "default", "language": "python", "name": "python3" }, @@ -1312,7 +1277,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.16" + "version": "3.12.5" }, "varInspector": { "cols": { diff --git a/docs/snap.ipynb b/docs/snap.ipynb index a096c64..2a1034f 100644 --- a/docs/snap.ipynb +++ b/docs/snap.ipynb @@ -9,7 +9,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -27,18 +27,18 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "p1 = Polygon([[0, 0], [10,0], [10,10], [0,10]])\n", "p2 = Polygon([(10.4, 0), (21,0), (21,20), (10.4,20)])\n", - "gdf = gpd.GeoDataFrame(geometry=[p1, p2])" + "gdf = gpd.GeoDataFrame(geometry=[p1, p2], crs=27700)" ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -47,13 +47,13 @@ "" ] }, - "execution_count": 5, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -68,17 +68,17 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# default threshold is 0.5, so these two polygons will be snapped together\n", - "gdf1 = geoplanar.snap(gdf)" + "gdf1 = geoplanar.snap(gdf, 0.5)" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -87,13 +87,13 @@ "" ] }, - "execution_count": 7, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAcAAAAGdCAYAAACFNaNaAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8fJSN1AAAACXBIWXMAAA9hAAAPYQGoP6dpAAAijklEQVR4nO3de3BU5eH/8c8iuEQnWRs02V0IMdKAcplUAUmiQNASDJWqQEGpEMYrI1ghXwaNyhg632HVeskoKKMFAoMCdsJtCq2EgSRSwAEhah3E8DWSVLJN4adZQN2AnN8fltU12ZCFXZbkeb9mzgzn8pw8uz2dt2c32bVZlmUJAADDdIr1BAAAiAUCCAAwEgEEABiJAAIAjEQAAQBGIoAAACMRQACAkQggAMBInWM9gUg5ffq0Dh8+rPj4eNlstlhPBwAQI5Zl6dixY3K73erUKfR9XocJ4OHDh5WSkhLraQAALhJ1dXXq0aNHyP0dJoDx8fGSfnjACQkJMZ4NACBWfD6fUlJSAl0IpcME8MzLngkJCQQQAHDWt8P4JRgAgJEIIADASAQQAGAkAggAMBIBBAAYiQACAIxEAAEARiKAAAAjEUAAgJHCCqDH49HgwYMVHx+vpKQk3XnnnTpw4EDQMZZlqaioSG63W3FxccrJydEnn3xy1nOXlpaqb9++stvt6tu3r9auXRveIwEAIAxhBbCiokLTp0/Xrl27VFZWplOnTik3N1cnTpwIHPP888/rpZde0oIFC7R79245nU6NHDlSx44dC3nenTt3auLEiZo8ebI+/PBDTZ48WRMmTND7779/7o8MAIBW2CzLss518H/+8x8lJSWpoqJCw4YNk2VZcrvdmjlzph5//HFJkt/vV3Jysp577jk9/PDDLZ5n4sSJ8vl8+tvf/hbYdtttt+kXv/iFVq5c2aa5+Hw+ORwONTY28lmgAGCwtvbgvD4Mu7GxUZKUmJgoSaqpqZHX61Vubm7gGLvdruHDh2vHjh0hA7hz507NmjUraNuoUaNUXFwc8mf7/X75/f7Aus/nO9eHAXQI1dXVrb7SArQH8fHxSk9PvyA/65wDaFmWCgoKdPPNN6t///6SJK/XK0lKTk4OOjY5OVmHDh0KeS6v19vimDPna4nH49G8efPOdfpAh1JdXa3evXvHehpARHz22WcXJILnHMAZM2boo48+0vbt25vt+/lXUFiWddavpQh3TGFhoQoKCgLrZ77/CTDRmTu/brf/j7p04/8HaJ9OHq3T0b++eMFeyTinAD766KPasGGDKisrg75t1+l0Svrhjs7lcgW2NzQ0NLvD+ymn09nsbu9sY+x2u+x2+7lMH+iwunRLkd35y1hPA2gXwvotUMuyNGPGDK1Zs0Zbt25VWlpa0P60tDQ5nU6VlZUFtjU1NamiokLZ2dkhz5uVlRU0RpI2b97c6hgAAM5HWHeA06dP19tvv63169crPj4+cNfmcDgUFxcnm82mmTNnav78+UpPT1d6errmz5+vyy67TJMmTQqcZ8qUKerevbs8Ho8k6bHHHtOwYcP03HPP6Y477tD69eu1ZcuWFl9eBQAgEsIK4Ouvvy5JysnJCdq+dOlSTZ06VZI0Z84cffvtt3rkkUf01VdfaciQIdq8ebPi4+MDx9fW1qpTpx9vPrOzs7Vq1So9/fTTmjt3rnr16qXVq1dryJAh5/iwAABoXVgBbMufDNpsNhUVFamoqCjkMeXl5c22jR8/XuPHjw9nOgAAnDM+CxQAYCQCCAAwEgEEABiJAAIAjEQAAQBGIoAAACMRQACAkQggAMBIBBAAYCQCCAAwEgEEABiJAAIAjEQAAQBGIoAAACMRQACAkQggAMBIBBAAYCQCCAAwEgEEABiJAAIAjEQAAQBGIoAAACMRQACAkQggAMBIBBAAYCQCCAAwEgEEABiJAAIAjEQAAQBGIoAAACMRQACAkcIOYGVlpcaMGSO32y2bzaZ169YF7bfZbC0uf/rTn0Kes6SkpMUx3333XdgPCACAtgg7gCdOnFBGRoYWLFjQ4v76+vqgZcmSJbLZbBo3blyr501ISGg2tmvXruFODwCANukc7oC8vDzl5eWF3O90OoPW169frxEjRuiaa65p9bw2m63ZWAAAoiWq7wH++9//1saNG3X//fef9djjx48rNTVVPXr00O233659+/a1erzf75fP5wtaAABoq6gGcNmyZYqPj9fYsWNbPe7aa69VSUmJNmzYoJUrV6pr16666aabVF1dHXKMx+ORw+EILCkpKZGePgCgA4tqAJcsWaLf//73Z30vLzMzU/fee68yMjI0dOhQvfPOO+rdu7deffXVkGMKCwvV2NgYWOrq6iI9fQBABxb2e4Bt9d577+nAgQNavXp12GM7deqkwYMHt3oHaLfbZbfbz2eKAACDRe0OcPHixRo4cKAyMjLCHmtZlqqqquRyuaIwMwAAzuEO8Pjx4zp48GBgvaamRlVVVUpMTFTPnj0lST6fT3/5y1/04osvtniOKVOmqHv37vJ4PJKkefPmKTMzU+np6fL5fHrllVdUVVWlhQsXnstjAgDgrMIO4J49ezRixIjAekFBgSQpPz9fJSUlkqRVq1bJsizdc889LZ6jtrZWnTr9ePP59ddf66GHHpLX65XD4dD111+vyspK3XjjjeFODwCANrFZlmXFehKR4PP55HA41NjYqISEhFhPB7ig9u7dq4EDB8qZXyy785exng5wTvzeg/Ium6kPPvhAN9xwwzmfp6094LNAAQBGIoAAACMRQACAkQggAMBIBBAAYCQCCAAwEgEEABiJAAIAjEQAAQBGIoAAACMRQACAkQggAMBIBBAAYCQCCAAwEgEEABiJAAIAjEQAAQBGIoAAACMRQACAkQggAMBIBBAAYCQCCAAwEgEEABiJAAIAjEQAAQBGIoAAACMRQACAkQggAMBIBBAAYCQCCAAwEgEEABgp7ABWVlZqzJgxcrvdstlsWrduXdD+qVOnymazBS2ZmZlnPW9paan69u0ru92uvn37au3ateFODQCANgs7gCdOnFBGRoYWLFgQ8pjbbrtN9fX1gWXTpk2tnnPnzp2aOHGiJk+erA8//FCTJ0/WhAkT9P7774c7PQAA2qRzuAPy8vKUl5fX6jF2u11Op7PN5ywuLtbIkSNVWFgoSSosLFRFRYWKi4u1cuXKcKcIAMBZReU9wPLyciUlJal379568MEH1dDQ0OrxO3fuVG5ubtC2UaNGaceOHSHH+P1++Xy+oAUAgLaKeADz8vL01ltvaevWrXrxxRe1e/du3XLLLfL7/SHHeL1eJScnB21LTk6W1+sNOcbj8cjhcASWlJSUiD0GAEDHF/ZLoGczceLEwL/79++vQYMGKTU1VRs3btTYsWNDjrPZbEHrlmU12/ZThYWFKigoCKz7fD4iCABos4gH8OdcLpdSU1NVXV0d8hin09nsbq+hoaHZXeFP2e122e32iM0TAGCWqP8d4NGjR1VXVyeXyxXymKysLJWVlQVt27x5s7Kzs6M9PQCAocK+Azx+/LgOHjwYWK+pqVFVVZUSExOVmJiooqIijRs3Ti6XS1988YWefPJJXXnllbrrrrsCY6ZMmaLu3bvL4/FIkh577DENGzZMzz33nO644w6tX79eW7Zs0fbt2yPwEAEAaC7sAO7Zs0cjRowIrJ95Hy4/P1+vv/66Pv74Yy1fvlxff/21XC6XRowYodWrVys+Pj4wpra2Vp06/XjzmZ2drVWrVunpp5/W3Llz1atXL61evVpDhgw5n8cGAEBIYQcwJydHlmWF3P/uu++e9Rzl5eXNto0fP17jx48PdzoAAJwTPgsUAGAkAggAMBIBBAAYiQACAIxEAAEARiKAAAAjEUAAgJEIIADASAQQAGAkAggAMBIBBAAYiQACAIxEAAEARiKAAAAjEUAAgJEIIADASAQQAGAkAggAMBIBBAAYiQACAIxEAAEARiKAAAAjEUAAgJEIIADASAQQAGAkAggAMBIBBAAYiQACAIxEAAEARiKAAAAjEUAAgJHCDmBlZaXGjBkjt9stm82mdevWBfadPHlSjz/+uAYMGKDLL79cbrdbU6ZM0eHDh1s9Z0lJiWw2W7Plu+++C/sBAQDQFmEH8MSJE8rIyNCCBQua7fvmm2+0d+9ezZ07V3v37tWaNWv02Wef6be//e1Zz5uQkKD6+vqgpWvXruFODwCANukc7oC8vDzl5eW1uM/hcKisrCxo26uvvqobb7xRtbW16tmzZ8jz2mw2OZ3OcKcDAMA5ifp7gI2NjbLZbLriiitaPe748eNKTU1Vjx49dPvtt2vfvn2tHu/3++Xz+YIWAADaKqoB/O677/TEE09o0qRJSkhICHnctddeq5KSEm3YsEErV65U165dddNNN6m6ujrkGI/HI4fDEVhSUlKi8RAAAB1U1AJ48uRJ3X333Tp9+rRee+21Vo/NzMzUvffeq4yMDA0dOlTvvPOOevfurVdffTXkmMLCQjU2NgaWurq6SD8EAEAHFvZ7gG1x8uRJTZgwQTU1Ndq6dWurd38t6dSpkwYPHtzqHaDdbpfdbj/fqQIADBXxO8Az8auurtaWLVvUrVu3sM9hWZaqqqrkcrkiPT0AACSdwx3g8ePHdfDgwcB6TU2NqqqqlJiYKLfbrfHjx2vv3r3661//qu+//15er1eSlJiYqEsvvVSSNGXKFHXv3l0ej0eSNG/ePGVmZio9PV0+n0+vvPKKqqqqtHDhwkg8RgAAmgk7gHv27NGIESMC6wUFBZKk/Px8FRUVacOGDZKkX/3qV0Hjtm3bppycHElSbW2tOnX68ebz66+/1kMPPSSv1yuHw6Hrr79elZWVuvHGG8OdHgAAbRJ2AHNycmRZVsj9re07o7y8PGj95Zdf1ssvvxzuVAAAOGd8FigAwEgEEABgJAIIADASAQQAGIkAAgCMRAABAEYigAAAIxFAAICRCCAAwEgEEABgJAIIADASAQQAGIkAAgCMRAABAEYigAAAIxFAAICRCCAAwEgEEABgJAIIADASAQQAGIkAAgCMRAABAEYigAAAIxFAAICRCCAAwEgEEABgJAIIADASAQQAGIkAAgCMRAABAEYigAAAI4UdwMrKSo0ZM0Zut1s2m03r1q0L2m9ZloqKiuR2uxUXF6ecnBx98sknZz1vaWmp+vbtK7vdrr59+2rt2rXhTg0AgDYLO4AnTpxQRkaGFixY0OL+559/Xi+99JIWLFig3bt3y+l0auTIkTp27FjIc+7cuVMTJ07U5MmT9eGHH2ry5MmaMGGC3n///XCnBwBAm3QOd0BeXp7y8vJa3GdZloqLi/XUU09p7NixkqRly5YpOTlZb7/9th5++OEWxxUXF2vkyJEqLCyUJBUWFqqiokLFxcVauXJluFMEAOCswg5ga2pqauT1epWbmxvYZrfbNXz4cO3YsSNkAHfu3KlZs2YFbRs1apSKi4tD/iy/3y+/3x9Y9/l85zf5/6qurm71bhW4GO3fvz/WUwDanYgG0Ov1SpKSk5ODticnJ+vQoUOtjmtpzJnztcTj8WjevHnnMdvmqqur1bt374ieEwBwcYpoAM+w2WxB65ZlNdt2vmMKCwtVUFAQWPf5fEpJSTmH2f7ozJ1ft9v/R126nd+5gAvp28/3qPG9FbGeBtCuRDSATqdT0g93dC6XK7C9oaGh2R3ez8f9/G7vbGPsdrvsdvt5zrhlXbqlyO78ZVTODUTDyaN1sZ4C0O5E9O8A09LS5HQ6VVZWFtjW1NSkiooKZWdnhxyXlZUVNEaSNm/e3OoYAADOR9h3gMePH9fBgwcD6zU1NaqqqlJiYqJ69uypmTNnav78+UpPT1d6errmz5+vyy67TJMmTQqMmTJlirp37y6PxyNJeuyxxzRs2DA999xzuuOOO7R+/Xpt2bJF27dvj8BDBACgubADuGfPHo0YMSKwfuZ9uPz8fJWUlGjOnDn69ttv9cgjj+irr77SkCFDtHnzZsXHxwfG1NbWqlOnH28+s7OztWrVKj399NOaO3euevXqpdWrV2vIkCHn89gAAAgp7ADm5OTIsqyQ+202m4qKilRUVBTymPLy8mbbxo8fr/Hjx4c7HQAAzgmfBQoAMBIBBAAYiQACAIxEAAEARiKAAAAjEUAAgJEIIADASAQQAGAkAggAMBIBBAAYiQACAIxEAAEARiKAAAAjEUAAgJEIIADASAQQAGAkAggAMBIBBAAYiQACAIxEAAEARiKAAAAjEUAAgJEIIADASAQQAGAkAggAMBIBBAAYiQACAIxEAAEARiKAAAAjEUAAgJEIIADASBEP4NVXXy2bzdZsmT59eovHl5eXt3j8p59+GumpAQAQ0DnSJ9y9e7e+//77wPo///lPjRw5Ur/73e9aHXfgwAElJCQE1q+66qpITw0AgICIB/Dn4Xr22WfVq1cvDR8+vNVxSUlJuuKKKyI9HQAAWhTV9wCbmpq0YsUK3XfffbLZbK0ee/3118vlcunWW2/Vtm3bznpuv98vn88XtAAA0FZRDeC6dev09ddfa+rUqSGPcblceuONN1RaWqo1a9aoT58+uvXWW1VZWdnquT0ejxwOR2BJSUmJ8OwBAB1ZxF8C/anFixcrLy9Pbrc75DF9+vRRnz59AutZWVmqq6vTCy+8oGHDhoUcV1hYqIKCgsC6z+cjggCANotaAA8dOqQtW7ZozZo1YY/NzMzUihUrWj3GbrfLbref6/QAAIaL2kugS5cuVVJSkn7zm9+EPXbfvn1yuVxRmBUAAD+Iyh3g6dOntXTpUuXn56tz5+AfUVhYqC+//FLLly+XJBUXF+vqq69Wv379Ar80U1paqtLS0mhMDQAASVEK4JYtW1RbW6v77ruv2b76+nrV1tYG1puamjR79mx9+eWXiouLU79+/bRx40aNHj06GlMDAEBSlAKYm5sry7Ja3FdSUhK0PmfOHM2ZMyca0wAAICQ+CxQAYCQCCAAwEgEEABiJAAIAjEQAAQBGIoAAACMRQACAkQggAMBIBBAAYCQCCAAwEgEEABiJAAIAjEQAAQBGIoAAACMRQACAkQggAMBIBBAAYCQCCAAwEgEEABiJAAIAjEQAAQBGIoAAACMRQACAkQggAMBIBBAAYCQCCAAwEgEEABiJAAIAjEQAAQBGIoAAACMRQACAkSIewKKiItlstqDF6XS2OqaiokIDBw5U165ddc0112jRokWRnhYAAEE6R+Ok/fr105YtWwLrl1xySchja2pqNHr0aD344INasWKF/vGPf+iRRx7RVVddpXHjxkVjegAARCeAnTt3Putd3xmLFi1Sz549VVxcLEm67rrrtGfPHr3wwgsEEAAQNVF5D7C6ulput1tpaWm6++679fnnn4c8dufOncrNzQ3aNmrUKO3Zs0cnT54MOc7v98vn8wUtAAC0VcQDOGTIEC1fvlzvvvuu3nzzTXm9XmVnZ+vo0aMtHu/1epWcnBy0LTk5WadOndKRI0dC/hyPxyOHwxFYUlJSIvo4AAAdW8QDmJeXp3HjxmnAgAH69a9/rY0bN0qSli1bFnKMzWYLWrcsq8XtP1VYWKjGxsbAUldXF4HZAwBMEZX3AH/q8ssv14ABA1RdXd3ifqfTKa/XG7StoaFBnTt3Vrdu3UKe1263y263R3SuAABzRP3vAP1+v/bv3y+Xy9Xi/qysLJWVlQVt27x5swYNGqQuXbpEe3oAAENFPICzZ89WRUWFampq9P7772v8+PHy+XzKz8+X9MNLl1OmTAkcP23aNB06dEgFBQXav3+/lixZosWLF2v27NmRnhoAAAERfwn0X//6l+655x4dOXJEV111lTIzM7Vr1y6lpqZKkurr61VbWxs4Pi0tTZs2bdKsWbO0cOFCud1uvfLKK/wJBAAgqiIewFWrVrW6v6SkpNm24cOHa+/evZGeCgAAIfFZoAAAIxFAAICRCCAAwEgEEABgJAIIADASAQQAGIkAAgCMRAABAEYigAAAIxFAAICRCCAAwEgEEABgJAIIADASAQQAGIkAAgCMRAABAEYigAAAIxFAAICRCCAAwEgEEABgJAIIADASAQQAGIkAAgCMRAABAEYigAAAIxFAAICRCCAAwEgEEABgJAIIADASAQQAGIkAAgCMFPEAejweDR48WPHx8UpKStKdd96pAwcOtDqmvLxcNput2fLpp59GenoAAEiKQgArKio0ffp07dq1S2VlZTp16pRyc3N14sSJs449cOCA6uvrA0t6enqkpwcAgCSpc6RP+Pe//z1ofenSpUpKStIHH3ygYcOGtTo2KSlJV1xxRaSnBABAM1F/D7CxsVGSlJiYeNZjr7/+erlcLt16663atm1bq8f6/X75fL6gBQCAtopqAC3LUkFBgW6++Wb1798/5HEul0tvvPGGSktLtWbNGvXp00e33nqrKisrQ47xeDxyOByBJSUlJRoPAQDQQUX8JdCfmjFjhj766CNt37691eP69OmjPn36BNazsrJUV1enF154IeTLpoWFhSooKAis+3w+IggAaLOo3QE++uij2rBhg7Zt26YePXqEPT4zM1PV1dUh99vtdiUkJAQtAAC0VcTvAC3L0qOPPqq1a9eqvLxcaWlp53Seffv2yeVyRXh2AAD8IOIBnD59ut5++22tX79e8fHx8nq9kiSHw6G4uDhJP7x8+eWXX2r58uWSpOLiYl199dXq16+fmpqatGLFCpWWlqq0tDTS0wMAQFIUAvj6669LknJycoK2L126VFOnTpUk1dfXq7a2NrCvqalJs2fP1pdffqm4uDj169dPGzdu1OjRoyM9PQAAJEXpJdCzKSkpCVqfM2eO5syZE+mpAAAQEp8FCgAwEgEEABiJAAIAjEQAAQBGIoAAACMRQACAkQggAMBIBBAAYCQCCAAwEgEEABiJAAIAjEQAAQBGIoAAACMRQACAkQggAMBIBBAAYCQCCAAwEgEEABiJAAIAjEQAAQBGIoAAACMRQACAkQggAMBIBBAAYCQCCAAwEgEEABiJAAIAjEQAAQBGIoAAACMRQACAkQggAMBIUQvga6+9prS0NHXt2lUDBw7Ue++91+rxFRUVGjhwoLp27aprrrlGixYtitbUAACITgBXr16tmTNn6qmnntK+ffs0dOhQ5eXlqba2tsXja2pqNHr0aA0dOlT79u3Tk08+qT/84Q8qLS2NxvQAAIhOAF966SXdf//9euCBB3TdddepuLhYKSkpev3111s8ftGiRerZs6eKi4t13XXX6YEHHtB9992nF154IRrTAwBAnSN9wqamJn3wwQd64okngrbn5uZqx44dLY7ZuXOncnNzg7aNGjVKixcv1smTJ9WlS5dmY/x+v/x+f2Dd5/NFYPY/aPr3/0XsXMCFcKrx35K4dtG+nTxad0F/XsQDeOTIEX3//fdKTk4O2p6cnCyv19viGK/X2+Lxp06d0pEjR+RyuZqN8Xg8mjdvXuQmLgV+zv/7+6sRPS9woXDtoiOIj4+/ID8n4gE8w2azBa1bltVs29mOb2n7GYWFhSooKAis+3w+paSknOt0Jf0QwMOHD6u+vv68zgPEwrfffqu4uLhYTwM4L/Hx8UpPT78gPyviAbzyyit1ySWXNLvba2hoaHaXd4bT6Wzx+M6dO6tbt24tjrHb7bLb7ZGZ9E+4XK4W7zgBAB1LxH8J5tJLL9XAgQNVVlYWtL2srEzZ2dktjsnKymp2/ObNmzVo0KAW3/8DAOB8ReW3QAsKCvTnP/9ZS5Ys0f79+zVr1izV1tZq2rRpkn54+XLKlCmB46dNm6ZDhw6poKBA+/fv15IlS7R48WLNnj07GtMDACA67wFOnDhRR48e1R//+EfV19erf//+2rRpk1JTUyVJ9fX1QX8TmJaWpk2bNmnWrFlauHCh3G63XnnlFY0bNy4a0wMAQDbrzG+btHM+n08Oh0ONjY1KSEiI9XQAADHS1h7wWaAAACMRQACAkQggAMBIBBAAYCQCCAAwEgEEABiJAAIAjEQAAQBGIoAAACNF7euQLrQzH2gTyS/GBQC0P2c6cLYPOuswATx27Jgknfd3AgIAOoZjx47J4XCE3N9hPgv09OnTOnz4sOLj41v94t3WnPlS3bq6Oj5PNAJ4PiOL5zOyeD4j62J6Pi3L0rFjx+R2u9WpU+h3+jrMHWCnTp3Uo0ePiJwrISEh5v8DdiQ8n5HF8xlZPJ+RdbE8n63d+Z3BL8EAAIxEAAEARiKAP2G32/XMM8/IbrfHeiodAs9nZPF8RhbPZ2S1x+ezw/wSDAAA4eAOEABgJAIIADASAQQAGIkAAgCMRAB/4rXXXlNaWpq6du2qgQMH6r333ov1lNqloqIi2Wy2oMXpdMZ6Wu1GZWWlxowZI7fbLZvNpnXr1gXttyxLRUVFcrvdiouLU05Ojj755JPYTLYdONvzOXXq1GbXa2ZmZmwme5HzeDwaPHiw4uPjlZSUpDvvvFMHDhwIOqY9XZ8E8L9Wr16tmTNn6qmnntK+ffs0dOhQ5eXlqba2NtZTa5f69eun+vr6wPLxxx/HekrtxokTJ5SRkaEFCxa0uP/555/XSy+9pAULFmj37t1yOp0aOXJk4PNwEexsz6ck3XbbbUHX66ZNmy7gDNuPiooKTZ8+Xbt27VJZWZlOnTql3NxcnThxInBMu7o+LViWZVk33nijNW3atKBt1157rfXEE0/EaEbt1zPPPGNlZGTEehodgiRr7dq1gfXTp09bTqfTevbZZwPbvvvuO8vhcFiLFi2KwQzbl58/n5ZlWfn5+dYdd9wRk/m0dw0NDZYkq6KiwrKs9nd9cgcoqampSR988IFyc3ODtufm5mrHjh0xmlX7Vl1dLbfbrbS0NN199936/PPPYz2lDqGmpkZerzfoWrXb7Ro+fDjX6nkoLy9XUlKSevfurQcffFANDQ2xnlK70NjYKElKTEyU1P6uTwIo6ciRI/r++++VnJwctD05OVlerzdGs2q/hgwZouXLl+vdd9/Vm2++Ka/Xq+zsbB09ejTWU2v3zlyPXKuRk5eXp7feektbt27Viy++qN27d+uWW26R3++P9dQuapZlqaCgQDfffLP69+8vqf1dnx3m2yAi4edfo2RZ1jl/tZLJ8vLyAv8eMGCAsrKy1KtXLy1btkwFBQUxnFnHwbUaORMnTgz8u3///ho0aJBSU1O1ceNGjR07NoYzu7jNmDFDH330kbZv395sX3u5PrkDlHTllVfqkksuafZfKA0NDc3+Swbhu/zyyzVgwABVV1fHeirt3pnfpuVajR6Xy6XU1FSu11Y8+uij2rBhg7Zt2xb0NXTt7fokgJIuvfRSDRw4UGVlZUHby8rKlJ2dHaNZdRx+v1/79++Xy+WK9VTavbS0NDmdzqBrtampSRUVFVyrEXL06FHV1dVxvbbAsizNmDFDa9as0datW5WWlha0v71dn7wE+l8FBQWaPHmyBg0apKysLL3xxhuqra3VtGnTYj21dmf27NkaM2aMevbsqYaGBv3v//6vfD6f8vPzYz21duH48eM6ePBgYL2mpkZVVVVKTExUz549NXPmTM2fP1/p6elKT0/X/Pnzddlll2nSpEkxnPXFq7XnMzExUUVFRRo3bpxcLpe++OILPfnkk7ryyit11113xXDWF6fp06fr7bff1vr16xUfHx+403M4HIqLi5PNZmtf12dMfwf1IrNw4UIrNTXVuvTSS60bbrgh8Ku9CM/EiRMtl8tldenSxXK73dbYsWOtTz75JNbTaje2bdtmSWq25OfnW5b1w6+aP/PMM5bT6bTsdrs1bNgw6+OPP47tpC9irT2f33zzjZWbm2tdddVVVpcuXayePXta+fn5Vm1tbaynfVFq6XmUZC1dujRwTHu6Pvk6JACAkXgPEABgJAIIADASAQQAGIkAAgCMRAABAEYigAAAIxFAAICRCCAAwEgEEABgJAIIADASAQQAGIkAAgCM9P8BCYv0MBNSOPwAAAAASUVORK5CYII=", + "image/png": "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", "text/plain": [ "
" ] @@ -108,7 +108,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -120,7 +120,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -129,13 +129,13 @@ "" ] }, - "execution_count": 9, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -157,7 +157,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -168,7 +168,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -177,13 +177,13 @@ "" ] }, - "execution_count": 11, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -198,17 +198,17 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "# default threshold is 0.5\n", - "gdf5 = geoplanar.snap(gdf4)" + "gdf5 = geoplanar.snap(gdf4, 0.5)" ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -217,13 +217,13 @@ "" ] }, - "execution_count": 13, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -238,7 +238,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -249,7 +249,7 @@ "dtype: float64" ] }, - "execution_count": 14, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -260,7 +260,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -270,7 +270,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -279,13 +279,13 @@ "" ] }, - "execution_count": 16, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -307,7 +307,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ @@ -319,7 +319,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -328,13 +328,13 @@ "" ] }, - "execution_count": 18, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -349,7 +349,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 17, "metadata": {}, "outputs": [], "source": [ @@ -358,7 +358,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -367,13 +367,13 @@ "" ] }, - "execution_count": 28, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -386,40 +386,107 @@ "gdf8.plot(edgecolor='k')" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Snapping may result in holes if multiple polygons are snapped to one another. This is because polygons are only snapped to one other polygon at a time, and are not optimally fitted to multiple polygons simultaneously. Further treatment can resolve this issue, such as fill_gaps()." + ] + }, { "cell_type": "code", - "execution_count": 29, + "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "0 114.114683\n", - "1 102.327758\n", - "2 7.725000\n", - "dtype: float64" + "" ] }, - "execution_count": 29, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ - "gdf8.area" + "geoplanar.fill_gaps(gdf8, strategy='smallest').plot(edgecolor='k')" ] }, { - "cell_type": "markdown", + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "geoplanar.fill_gaps(gdf8, strategy='largest').plot(edgecolor='k')" + ] + }, + { + "cell_type": "code", + "execution_count": 21, "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "Snapping may result in holes if multiple polygons are snapped to one another. This is because polygons are only snapped to one other polygon at a time, and are not optimally fitted to multiple polygons simultaneously. Further treatment can resolve this issue, such as fill_gaps()." + "geoplanar.fill_gaps(gdf8).plot(edgecolor='k')" ] } ], "metadata": { "kernelspec": { - "display_name": "test", + "display_name": "default", "language": "python", "name": "python3" }, @@ -433,7 +500,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.12.3" + "version": "3.12.5" } }, "nbformat": 4, diff --git a/geoplanar/gap.py b/geoplanar/gap.py index ca98d9e..f0b50f6 100644 --- a/geoplanar/gap.py +++ b/geoplanar/gap.py @@ -1,13 +1,13 @@ #!/usr/bin/env python3 # +from collections import defaultdict + import geopandas import numpy as np import pandas as pd import shapely -from packaging.version import Version -from collections import defaultdict from esda.shape import isoperimetric_quotient - +from packaging.version import Version __all__ = ["gaps", "fill_gaps", "snap"] @@ -53,23 +53,29 @@ def gaps(gdf): crs=gdf.crs, ) if GPD_GE_014: - poly_idx, _ = gdf.sindex.query(polygons, predicate="covers") + poly_idx, _ = gdf.representative_point().sindex.query( + polygons, predicate="contains" + ) else: - poly_idx, _ = gdf.sindex.query_bulk(polygons, predicate="covers") + poly_idx, _ = gdf.representative_point().sindex.query_bulk( + polygons, predicate="cotains" + ) return polygons.drop(poly_idx).reset_index(drop=True) -def fill_gaps(gdf, gap_df=None, strategy='largest', inplace=False): +def fill_gaps(gdf, gap_df=None, strategy="largest", inplace=False): """Fill gaps in a GeoDataFrame by merging them with neighboring polygons. + Note that as part of the gap filling heuristics, trim_overlaps is called internally. + Parameters ---------- gdf : GeoDataFrame A GeoDataFrame containing polygon or multipolygon geometries. gap_df : GeoDataFrame, optional - A GeoDataFrame containing the gaps to be filled. If None, gaps will be + A GeoDataFrame containing the gaps to be filled. If None, gaps will be automatically detected within `gdf`. strategy : {'smallest', 'largest', 'compact', None}, default 'largest' @@ -77,19 +83,19 @@ def fill_gaps(gdf, gap_df=None, strategy='largest', inplace=False): - 'smallest': Merge each gap with the smallest neighboring polygon. - 'largest' : Merge each gap with the largest neighboring polygon. - 'compact' : Merge each gap with the neighboring polygon that results in - the new polygon having the highest compactness + the new polygon having the highest compactness (isoperimetric quotient). - None : Merge each gap with the first available neighboring polygon (order is indeterminate). inplace : bool, default False - If True, modify the input GeoDataFrame in place. Otherwise, return a new + If True, modify the input GeoDataFrame in place. Otherwise, return a new GeoDataFrame with the gaps filled. Returns ------- GeoDataFrame or None - A new GeoDataFrame with gaps filled if `inplace` is False. Otherwise, + A new GeoDataFrame with gaps filled if `inplace` is False. Otherwise, modifies `gdf` in place and returns None. """ if gap_df is None: @@ -99,27 +105,27 @@ def fill_gaps(gdf, gap_df=None, strategy='largest', inplace=False): gdf = gdf.copy() if not GPD_GE_014: - gap_idx, gdf_idx = gdf.sindex.query_bulk( - gap_df.geometry, predicate="intersects" + gap_idx, gdf_idx = gdf.boundary.sindex.query_bulk( + gap_df.boundary, predicate="overlaps" ) else: - gap_idx, gdf_idx = gdf.sindex.query(gap_df.geometry, predicate="intersects") + gap_idx, gdf_idx = gdf.boundary.sindex.query( + gap_df.boundary, predicate="overlaps" + ) to_merge = defaultdict(set) for g_ix in range(len(gap_df)): neighbors = gdf_idx[gap_idx == g_ix] - if strategy == 'compact': + if strategy == "compact": # Find the neighbor that results in the highest IQ gap_geom = shapely.make_valid(gap_df.geometry.iloc[g_ix]) best_iq = -1 best_neighbor = None neighbor_geometries = gdf.geometry.iloc[neighbors].apply(shapely.make_valid) for neighbor, neighbor_geom in zip(neighbors, neighbor_geometries): - combined_geom = shapely.union_all( - [neighbor_geom, gap_geom] - ) + combined_geom = shapely.union_all([neighbor_geom, gap_geom]) iq = isoperimetric_quotient(combined_geom) if iq > best_iq: best_iq = iq @@ -127,7 +133,7 @@ def fill_gaps(gdf, gap_df=None, strategy='largest', inplace=False): to_merge[best_neighbor].add(g_ix) elif strategy is None: # don't care which polygon we attach cap to to_merge[gdf.index[neighbors[0]]].add(g_ix) - elif strategy == 'largest': + elif strategy == "largest": # Attach to the largest neighbor to_merge[gdf.iloc[neighbors].area.idxmax()].add(g_ix) else: @@ -141,7 +147,10 @@ def fill_gaps(gdf, gap_df=None, strategy='largest', inplace=False): [gdf.geometry.loc[k]] + [gap_df.geometry.iloc[i] for i in v] ) ) - gdf.loc[list(to_merge.keys()), gdf.geometry.name] = new_geom + if isinstance(gdf, geopandas.GeoDataFrame): + gdf.loc[list(to_merge.keys()), gdf.geometry.name] = new_geom + else: + gdf.loc[list(to_merge.keys())] = new_geom return gdf @@ -182,6 +191,14 @@ def _snap(geometry, reference, threshold, segment_length): shapely.Polygon snapped geometry """ + # special case - corner touch. If the area of intersection of buffers is below + # 110% of what a clean corner would cover, assume it is a corner that shall + # not be snapped. + if ( + geometry.buffer(threshold).intersection(reference.buffer(threshold)).area + < threshold * 4 * 1.1 + ): + return geometry # extract the shell and holes from the first geometry shell, holes = geometry.exterior, geometry.interiors @@ -203,13 +220,17 @@ def _snap(geometry, reference, threshold, segment_length): # re-create the polygon with new coordinates and original holes and simplify # to remove any extra vertices. polygon = shapely.Polygon(coords, holes=holes) - simplified = shapely.make_valid(shapely.simplify(polygon, segment_length / 100)) + simplified = shapely.make_valid(polygon) # the function may return invalid and make_valid may return non-polygons # the largest polygon is the most likely the one we want if simplified.geom_type != "Polygon": parts = _get_parts(simplified) simplified = parts[np.argmax(shapely.area(parts))] + + # TODO: we need to add the same points to the exterior of reference, otherwise + # floating point precision may end in overlaps. + return simplified @@ -238,6 +259,10 @@ def snap(geometry, threshold): GeoSeries GeoSeries with snapped geometries """ + # importing here to avoid circular imports + from .planar import fix_npe_edges + + geometry = geometry.copy() if not GPD_GE_100: raise ImportError("geopandas 1.0.0 or higher is required.") @@ -278,7 +303,10 @@ def snap(geometry, threshold): if previous_geom == geom: new_geoms.append( _snap( - snapped_geom, ref, threshold=threshold, segment_length=threshold + snapped_geom, + ref, + threshold=threshold, + segment_length=threshold, ) ) else: @@ -288,8 +316,14 @@ def snap(geometry, threshold): new_geoms.append(snapped_geom) previous_geom = geom - snapped = geometry.geometry.copy() - snapped.iloc[pairs_to_snap.get_level_values("source")] = new_geoms - else: - snapped = geometry.geometry.copy() - return snapped + if isinstance(geometry, geopandas.GeoDataFrame): + gs = geometry.geometry + gs.iloc[pairs_to_snap.get_level_values("source")] = new_geoms + geometry.geometry = gs + else: + geometry.iloc[pairs_to_snap.get_level_values("source")] = new_geoms + + fixed_topology = fix_npe_edges(geometry) + + fixed_topology.geometry = fixed_topology.simplify_coverage(threshold / 100) + return fixed_topology diff --git a/geoplanar/overlap.py b/geoplanar/overlap.py index 01135c5..80d75a8 100644 --- a/geoplanar/overlap.py +++ b/geoplanar/overlap.py @@ -4,8 +4,9 @@ import geopandas import libpysal import numpy as np -from packaging.version import Version +import shapely from esda.shape import isoperimetric_quotient +from packaging.version import Version __all__ = [ "overlaps", @@ -29,11 +30,21 @@ def overlaps(gdf): array-like: Pairs of indices with overlapping geometries. """ if GPD_GE_014: - return gdf.sindex.query(gdf.geometry, predicate="overlaps") - return gdf.sindex.query_bulk(gdf.geometry, predicate="overlaps") + overlaps = gdf.sindex.query(gdf.geometry, predicate="overlaps") + else: + overlaps = gdf.sindex.query_bulk(gdf.geometry, predicate="overlaps") + + # predicate occasionally marks pairs as overlapping if their intersection is a + # 1-d multipart geometry. Filter those out. + dimension = shapely.get_dimensions( + gdf.geometry.iloc[overlaps[0]].intersection( + gdf.geometry.iloc[overlaps[1]], align=False + ) + ) + return overlaps.T[dimension == 2].T -def trim_overlaps(gdf, strategy='largest', inplace=False): +def trim_overlaps(gdf, strategy="largest", inplace=False): """Trim overlapping polygons Note @@ -54,17 +65,21 @@ def trim_overlaps(gdf, strategy='largest', inplace=False): - 'compact' : Trim the polygon yielding the most compact modified polygon. (isoperimetric quotient). - None : Trim either polygon non-deterministically but performantly. - + Returns ------- gdf: geodataframe with corrected geometries """ + + # TODO: difference may hit floating point precision and still result in overlappign + # geometries. In that case, fix_npe_edges fails. + if GPD_GE_014: - intersections = gdf.sindex.query(gdf.geometry, predicate="intersects").T + intersections = gdf.sindex.query(gdf.geometry, predicate="overlaps").T else: - intersections = gdf.sindex.query_bulk(gdf.geometry, predicate="intersects").T + intersections = gdf.sindex.query_bulk(gdf.geometry, predicate="overlaps").T if not inplace: gdf = gdf.copy() @@ -77,7 +92,7 @@ def trim_overlaps(gdf, strategy='largest', inplace=False): left = gdf.geometry.iloc[i] right = gdf.geometry.iloc[j] gdf.iloc[j, geom_col_idx] = right.difference(left) - elif strategy=='largest': + elif strategy == "largest": for i, j in intersections: if i != j: left = gdf.geometry.iloc[i] @@ -86,7 +101,7 @@ def trim_overlaps(gdf, strategy='largest', inplace=False): gdf.iloc[i, geom_col_idx] = left.difference(right) else: gdf.iloc[j, geom_col_idx] = right.difference(left) - elif strategy=='smallest': + elif strategy == "smallest": for i, j in intersections: if i != j: left = gdf.geometry.iloc[i] @@ -95,19 +110,19 @@ def trim_overlaps(gdf, strategy='largest', inplace=False): gdf.iloc[i, geom_col_idx] = left.difference(right) else: gdf.iloc[j, geom_col_idx] = right.difference(left) - elif strategy=='compact': - for i, j in intersections: - if i != j: - left = gdf.geometry.iloc[i] - right = gdf.geometry.iloc[j] - left_c = left.difference(right) - right_c = right.difference(left) - iq_left = isoperimetric_quotient(left_c) - iq_right = isoperimetric_quotient(right_c) - if iq_left > iq_right: # trimming left is more compact than right - gdf.iloc[i, geom_col_idx] = left_c - else: - gdf.iloc[j, geom_col_idx] = right_c + elif strategy == "compact": + for i, j in intersections: + if i != j: + left = gdf.geometry.iloc[i] + right = gdf.geometry.iloc[j] + left_c = left.difference(right) + right_c = right.difference(left) + iq_left = isoperimetric_quotient(left_c) + iq_right = isoperimetric_quotient(right_c) + if iq_left > iq_right: # trimming left is more compact than right + gdf.iloc[i, geom_col_idx] = left_c + else: + gdf.iloc[j, geom_col_idx] = right_c return gdf diff --git a/geoplanar/planar.py b/geoplanar/planar.py index 3cce88f..1ab2d5a 100644 --- a/geoplanar/planar.py +++ b/geoplanar/planar.py @@ -1,7 +1,8 @@ #!/usr/bin/env python3 import geopandas -import numpy +import numpy as np import pandas +import shapely from libpysal.graph import Graph from shapely import ( GeometryCollection, @@ -127,8 +128,9 @@ def fix_npe_edges(gdf, inplace=False): gdf = gdf.copy() edges = non_planar_edges(gdf) - unique_edges = edges.adjacency[ - ~pandas.DataFrame(numpy.sort(edges.adjacency.index.to_frame(), axis=1)) + adjacency = edges.adjacency[edges.adjacency != 0] # drop isolates + unique_edges = adjacency[ + ~pandas.DataFrame(np.sort(adjacency.index.to_frame(), axis=1)) .duplicated() .values ].index @@ -147,15 +149,50 @@ def insert_intersections(poly_a, poly_b): on intersecting edges """ overlapping_msg = ( - "Polygons are overlapping. Fix overlaps before fixing nonplanar edges." + "Polygons at {} are overlapping. Fix overlaps before fixing nonplanar edges." ) pint = poly_a.intersection(poly_b) if isinstance(pint, LineString | MultiLineString | GeometryCollection): if isinstance(pint, GeometryCollection): for geom in pint.geoms: if isinstance(geom, Polygon | MultiPolygon): - raise ValueError(overlapping_msg) - return poly_a.union(pint), poly_b.union(pint) + raise ValueError(overlapping_msg.format(geom.centroid)) + + # Get all the coordinates and their locations along the line, sort and construct + # a new polygon. Note that this only considers exterior. If there are non-planar + # edges in the interior, it is currently not fixed by this routine. + + pint = poly_a.intersection(poly_b) + pint_coords = shapely.get_coordinates(pint) + pint_points = shapely.points(pint_coords) + + # adapt poly_a + orig_coords = shapely.get_coordinates(poly_a)[:-1] + orig_points = shapely.points(orig_coords) + + if not np.isin(pint_points, orig_points).all(): + pint_distances = shapely.line_locate_point(poly_a.exterior, pint_points) + orig_distances = shapely.line_locate_point(poly_a.exterior, orig_points) + all_distances = np.concat([pint_distances, orig_distances]) + all_coords = np.concat([pint_coords, orig_coords]) + poly_a = shapely.Polygon( + all_coords[np.argsort(all_distances)], holes=poly_a.interiors + ) + + # adapt poly_b + orig_coords = shapely.get_coordinates(poly_b)[:-1] + orig_points = shapely.points(orig_coords) + + if not np.isin(pint_points, orig_points).all(): + pint_distances = shapely.line_locate_point(poly_b.exterior, pint_points) + orig_distances = shapely.line_locate_point(poly_b.exterior, orig_points) + all_distances = np.concat([pint_distances, orig_distances]) + all_coords = np.concat([pint_coords, orig_coords]) + poly_b = shapely.Polygon( + all_coords[np.argsort(all_distances)], holes=poly_b.interiors + ) + return poly_a, poly_b + elif isinstance(pint, Point | MultiPoint): new_polys = [] for poly in [poly_a, poly_b]: @@ -175,15 +212,14 @@ def insert_intersections(poly_a, poly_b): exterior = LineString(list(poly.exterior.coords)) splits = split(exterior, pint).geoms if len(splits) > 1: - left, right = splits - exterior = linemerge([left, right]) + exterior = linemerge(splits) new_poly = Polygon(exterior) new_polys.append(Polygon(new_poly)) else: new_polys.append(poly) return new_polys else: # intersection is Polygon - raise ValueError(overlapping_msg) + raise ValueError(overlapping_msg.format(pint.centroid)) def self_intersecting_rings(gdf): diff --git a/geoplanar/tests/test_gap.py b/geoplanar/tests/test_gap.py index 636f2e3..408e55d 100644 --- a/geoplanar/tests/test_gap.py +++ b/geoplanar/tests/test_gap.py @@ -4,11 +4,12 @@ import geopandas import numpy import pytest -from numpy.testing import assert_equal +from geopandas.testing import assert_geodataframe_equal +from numpy.testing import assert_equal, assert_array_almost_equal from packaging.version import Version from shapely.geometry import Polygon, box -from geoplanar import fill_gaps, gaps, snap +from geoplanar import fill_gaps, gaps, non_planar_edges, snap HERE = os.path.abspath(os.path.dirname(__file__)) PACKAGE_DIR = os.path.dirname(os.path.dirname(HERE)) @@ -36,7 +37,7 @@ def test_fill_gaps(self): assert_equal(gdf1.area.values, numpy.array([108.0, 32.0])) def test_fill_gaps_smallest(self): - gdf1 = fill_gaps(self.gdf, strategy='smallest') + gdf1 = fill_gaps(self.gdf, strategy="smallest") assert_equal(gdf1.area.values, numpy.array([100.0, 40.0])) def test_fill_gaps_none(self): @@ -106,3 +107,29 @@ def test_validity(self): ) snapped = snap(df, 0.5) assert snapped.is_valid.all() + + def test_corner_touch(self): + p1 = Polygon([[0, 0], [10, 0], [10, 10], [0, 10]]) + p2 = Polygon([(10, 10), (20, 10), (20, 20), (10, 20)]) + gdf = geopandas.GeoDataFrame(geometry=[p2, p1]) + + gdf2 = snap(gdf, threshold=8) + + # we detect corners as 'maybe snap' but nothing should happen + assert_geodataframe_equal(gdf, gdf2) + + def test_skewed(self): + p1 = Polygon([[0, 0], [9.9, 0], [10.1, 10], [0, 10]]) + p2 = Polygon([(11, 2), (21, 2), (21, 8), (11, 8)]) + + # one direction + gdf = geopandas.GeoDataFrame(geometry=[p1, p2]) + gdf1 = snap(gdf, 1.5) + assert len(non_planar_edges(gdf1)) == 0 + assert_array_almost_equal(gdf1.area, [108, 60]) + + # other direction + gdf = geopandas.GeoDataFrame(geometry=[p2, p1]) + gdf1 = snap(gdf, 1.5) + assert len(non_planar_edges(gdf1)) == 0 + assert_array_almost_equal(gdf1.area, [66.076427, 100])