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{
"cells": [
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas as pd"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [],
"source": [
"with open(\"./DataForUConn/DecideRegion/area.txt\") as f:\n",
" area = [line.split(\",\") for line in f.read().strip().split(\"\\n\")]"
]
},
{
"cell_type": "code",
"execution_count": 58,
"metadata": {},
"outputs": [],
"source": [
"def process_line(line):\n",
" # Not sure what these values are\n",
" val1 = line[0]\n",
" val2 = line[1]\n",
" polyline = [float(v) for v in line[2:]]\n",
" polyline = np.array(list(zip(polyline[0::2], polyline[1::2])))\n",
" return val1, val2, polyline \n",
"\n",
"with open(\"./DataForUConn/DecideRegion/area.txt\") as f:\n",
" area = [process_line(line.split(\",\")) for line in f.read().strip().split(\"\\n\")]"
]
},
{
"cell_type": "code",
"execution_count": 62,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([114.3335298 , 114.32601703, 114.32707704, 114.32872096,\n",
" 114.32918808, 114.32968216, 114.33006843, 114.33293406,\n",
" 114.33353593, 114.33371559, 114.33369762, 114.33403898,\n",
" 114.33420966, 114.3346678 , 114.33500916, 114.33611409,\n",
" 114.33712021, 114.33823412, 114.33846768, 114.33955464,\n",
" 114.34136025, 114.34252806, 114.34294129, 114.34347129,\n",
" 114.34497148, 114.34616624, 114.34648963, 114.34673218,\n",
" 114.3463998 , 114.34618421, 114.34483673, 114.34424384,\n",
" 114.34455826, 114.34427079, 114.34475588, 114.34475588,\n",
" 114.34429774, 114.34358807, 114.34333655, 114.34323773,\n",
" 114.34397435, 114.34494453, 114.34520504, 114.34472894,\n",
" 114.34471995, 114.34479182, 114.34505233, 114.34504335,\n",
" 114.34476487, 114.34418096, 114.34401028, 114.34415401,\n",
" 114.34464809, 114.34406418, 114.34075838, 114.34019244,\n",
" 114.33969837, 114.33917735, 114.33752445, 114.33768614,\n",
" 114.3381353 , 114.33827005, 114.33822513, 114.33759631,\n",
" 114.33670698, 114.33626681, 114.33601528, 114.33590748,\n",
" 114.33592545, 114.33683274, 114.33705732, 114.33758733,\n",
" 114.33747055, 114.33778496, 114.33743462, 114.3375514 ,\n",
" 114.33820717, 114.3396265 , 114.34097398, 114.34117161,\n",
" 114.3430401 , 114.34427079, 114.34483673, 114.34589675,\n",
" 114.34735202, 114.34842101, 114.34880729, 114.34976848,\n",
" 114.34977747, 114.34949899, 114.3498134 , 114.34989425,\n",
" 114.3496517 , 114.34759456, 114.3473071 , 114.34685794,\n",
" 114.34622014, 114.34595064, 114.34498945, 114.34435164,\n",
" 114.34346231, 114.34252806, 114.34196212, 114.3416028 ,\n",
" 114.3415489 , 114.34118957, 114.34057872, 114.33959057,\n",
" 114.33908752, 114.33820717, 114.33839581, 114.33831496,\n",
" 114.33864734, 114.33858446, 114.33709326, 114.33673393,\n",
" 114.33623986, 114.33572782, 114.33500916, 114.33431746,\n",
" 114.31933356, 114.32027679, 114.32136375, 114.3230975 ,\n",
" 114.32612483, 114.32607991, 114.32636737, 114.32035764,\n",
" 114.31618946, 114.31422215, 114.31123076, 114.31559657,\n",
" 114.32775078, 114.3306164 , 114.32802027, 114.32596313,\n",
" 114.32641229, 114.32596313, 114.32481329, 114.3251277 ,\n",
" 114.32601703])"
]
},
"execution_count": 62,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"area[0][2][:,0]"
]
},
{
"cell_type": "code",
"execution_count": 80,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([114.3335298, 22.7830518])"
]
},
"execution_count": 80,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"area[0][2][0]"
]
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 71,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7f82f4fecf10>]"
]
},
"execution_count": 71,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# [region 0][polyline][X vals]\n",
"plt.plot(area[0][2][:,0], area[0][2][:,1])"
]
},
{
"cell_type": "code",
"execution_count": 74,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7f82f4eb1910>]"
]
},
"execution_count": 74,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.plot(area[0][2][1:,0], area[0][2][1:,1])"
]
},
{
"cell_type": "code",
"execution_count": 75,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7f82f4e99f10>]"
]
},
"execution_count": 75,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.plot(area[1][2][:,0], area[1][2][:,1])"
]
},
{
"cell_type": "code",
"execution_count": 76,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7f82f4e0a050>]"
]
},
"execution_count": 76,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.plot(area[1][2][1:,0], area[1][2][1:,1])"
]
},
{
"cell_type": "code",
"execution_count": 77,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7f82f4d790d0>]"
]
},
"execution_count": 77,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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xl1IFSw5BbtcxexhtTKBYnuad2MfNLqwVLDkEuV1fDpthycEYty1Ly6Z/XOuAmFPFkkOQS8sqoGVEKAntWrodijFBraColPX7T3DpgMadDrQqlhyCXHpWAX3jWrsyJLAx5isrd+dS5lGmutyFtYIlhyCmqqQfK2CAPYw2xnXL07NpExXG6B7t3A4FsOQQ1HJOF3OisMQeRhvjMo9HWZ6ew+R+nQgLDYzLcmBEYVyRbg+jjQkIKUfyySkoDoheShUsOQSxdBtTyZiAsCwtGxG4pF9gPIyGWiQHEUkQkeUikioiKSLyI6f8CRFJE5FtIrJYRNpWUT9DRLaLyBYRSfYpr7a+iHQXkdMi8pMLPUjjX1pWAR1bRdKhVaTboRgT1JalZzM8vm1A/b9YmzuHMuBBVR0IjAPuF5FBwFJgiKoOA3YBD1ezjSmqOkJVk3zKaqr/Z+DDWh6HOQ/pWQXWpGSMy3JPF7MtMy+gmpSgFslBVY+q6ibncwGQCnRT1SWqWuasthaIr8uOq6svIlcD+4CUumzT1F65R9l1zGZ/M8Ztn6fnoBoYb0X7qtMzBxFJBEYC6yotmk3V3/IVWCIiG0VkThXrfFlfRKKBh4Bf1BDLHBFJFpHknJyc2h2A+dKB44UUl9kEP8a4bVl6NrGtIxnctY3boXxNrZODiLQC3gIeUNV8n/JH8TY9Laqi6kRVHQVcgbdJanKl7Vau/wvgz6p6urp4VHWuqiapalKnToHzEKepsJ5KxrivtNzDil05TOnv7sQ+/oTVZiURCcebGBap6ts+5TOBq4Bpqqr+6qrqEed3togsBsYCK6qpfxFwvYj8EWgLeESkSFWfOp8DNP6lZRUgAn1jLTkY45aNB05SUFQWEKOwVlZjchBvOpsHpKrqkz7ll+Nt/rlEVc9UUTcaCFHVAufzdOCX1dVX1Yt96j8OnLbEUP/SswpI7BBNiwib4McYtyxPyyY8VJjUt6PboZyjNs1KE4HbgKlOd9QtInIl8BTQGljqlD0HICJdReQDp24csFJEtgLrgfdV9SNnmd/6pnGkHyuwORyMcdmytGzG9mxPq8haNeI0qhojUtWVgL/GsA/8lFU0I13pfN4HDK9ivT612PfjNa1j6u5sSTkZxwuZMbyr26EYE7QOnTjD7uzT3DQmwe1Q/LI3pIPQ7uwCVO1htDFu+iw9cCb28ceSQxD6NNX7RzmwS2B1nTMmmCxLyyaxQ0t6dWrldih+WXIIMhm5hTz7+V6+ObQLiR2j3Q7HmKB0tqSc1XuPc2mAzN3gjyWHIKKqPPbuDiJCQ/j5twa5HY4xQWvNvlyKyzwB26QElhyCyr+3HeWL3bn8ZHo/4tpEuR2OMUFrWVo2LSNCuahXe7dDqZIlhyBx6mwpv/z3TobFx3Db+ES3wzEmaKkqy9NymNinI5FhgfuekSWHIPHEx2mcKCzmt9cMJdTmizbGNbuzT3M472xANymBJYegsPngSRatO8jMCYkM6RbjdjjGBLVlad7eglMC+GE0WHJo9srKPTyyeAdxraN4cHp/t8MxJugtS8tmYJc2dI4J7Od+lhyauZdWZZB6NJ/HZwwKyFf0jQkmp86UsvHASaYOCPyRpC05NGOH887y5092MXVALJcN7ux2OMYEvRW7cyj3aMA/bwBLDs3a4++l4FHlFzMGB9xY8cYEo+Xp2bRrGc6IhHZuh1IjSw7N1JKULJbuPMYD/9WPhPYt3Q7HmKDn8Sifp+dwSb9OTaLHoCWHZqiwuIzH30thQOfW3Dmpp9vhGGOArZl5HC8sCciJffyx5NAM/XnpLo6cKuI31wwhPNT+iY0JBMvTsgkRuKRf4D+MBksOzU7KkVO8tDqDW8Z2Z3SPwH0135hgsyw9m1Hd29G2ZYTbodSKJYdmpNyjPLJ4B21bhPPTywe4HY4xxpGdX8SOw/lNpkkJLDk0K6+sP8jWQ3n87KqBxLQMdzscY4zjs/QcIHAn9vHHkkMzkV1QxB8/SmNinw5cPaKb2+EYY3wsS8umS0xUk5p90ZJDM/Gr/6RSXOrhV98eYu80GBNASso8rNyTy5QBsU3q/01LDs3Ail05/HvrEe6b0jtgpxw0JlhtyDjB6eKygB9orzJLDk1cUWk5P3tnB706RnPvpb3dDscYU8mytGwiwkKY2KeD26HUSY3JQUQSRGS5iKSKSIqI/Mgpf0JE0kRkm4gsFpG2VdTPEJHtIrJFRJJ9yv3WF5FviMhGp85GEZlaXwfbHD21bA8HT5zh19cMCeiJQ4wJVsvTshnXqwMtI5rWwJe1uXMoAx5U1YHAOOB+ERkELAWGqOowYBfwcDXbmKKqI1Q1yaesqvq5wLdUdSgwE/hHnY4oiOzJLuD5FXu5dmQ3JvTu6HY4xphKMnIL2ZdbyNT+TePFN181JgdVPaqqm5zPBUAq0E1Vl6hqmbPaWiC+Ljuuqr6qblbVI055ChAlIpF12XYwUPW+09AyIoxHvjnQ7XCMMX4sT/dO7DN1QJzLkdRdnZ45iEgiMBJYV2nRbODDKqopsMRpIppTxTpV1b8O2KyqxX5imSMiySKSnJOTU5vwm5U3N2ayfv8JfnrFADq2stxpTCBalpZN707RdO/Q9Aa/rHVyEJFWwFvAA6qa71P+KN6mp0VVVJ2oqqOAK/A2SU2utF2/9UVkMPAH4G5/G1XVuaqapKpJnTo1vVu2C3GisITffpBKUo923JSU4HY4xhg/CovLWLfvRJPrpVShVslBRMLxJoZFqvq2T/lM4CrgVlVVf3UrmohUNRtYDIytqb6IxDvr3q6qe+t6UM3d7z5IpaCojN9cM5SQJjD0rzHBaNWeXErKPU3qrWhftemtJMA8IFVVn/Qpvxx4CJihqmeqqBstIq0rPgPTgR3V1Xd6Lb0PPKyqq873wJqrdfuO86+Nmdx1cS/6N6G3LY0JNsvTs2kVGUZSYtMcALM2dw4TgduAqU531C0iciXwFNAaWOqUPQcgIl1F5AOnbhywUkS2AuuB91X1I2eZ3/rA94E+wGM++2uaqbeelZR5ePSdHcS3a8GPpvV1OxxjTBVUleVpOVzctyMRYU3zdbIaO96q6krAX9vFB37KKpqRrnQ+7wOGV7FenyrKfw38uqa4gtHcFXvZk32al2aNoUWEvdNgTKBKPVpAVn5RkxqFtbKmmdKC0IHjhfx92R6uGNK5Sf/BGRMMKrqwXtoE32+oYMmhCVBVHns3hfDQEP73W4PdDscYU4NladkM7RZDbOsot0M5b5YcAlxpuYf/eXMbK3bl8JPp/egc03T/2IwJBicLS9h88GSTv8NvWoN9BJnC4jLuW7SJz3fl8MNpfZk5IdHtkIwxNfh8Vw4ebVoT+/hjySFAZRcUMXvBBlKPFvC7a4dyy9jubodkjKmF5enZdGwVwbBuMW6HckEsOQSgvTmnmTl/PcdPl/DC7aOb5LgsxgSjco/y+a4cpg2Ia/IvqFpyCDAbD5zgzoXJhIrw2pxxDE/wOxK6MSYAbT54krwzpU2+SQksOQSUj3Zk8aPXNtMlJoqFs8fSo0O02yEZY+rg07RsQkOESX2b/hD6lhwCxMtrMvjf91IYHt+WeTOT6GAjrRrTpLy75TAvfrGPyX07EtMi3O1wLpglB5d5PMofP07nuc/38l8DY/n7LaPs7WdjmpgXVuzjNx+kclHP9vzl5pFuh1MvLDm4qKTMw/+8uZV3thzhOxd155czBhMWaq+eGNNUeDzKbz5IZd7K/XxzaBf+78bhRIU3jy93lhxckl9Uyj3/2Mjqvcf578v6c9+lvfEOgGuMaQqKy8r5yb+28e+tR5g1IZGfXzWoyfdQ8mXJwQVZp4qY9dJ69mSf5v9uGM51o+s0w6oxxmX5RaXc/fJG1uw7zsNXDGDO5F7N7sudJYdGtutYATPnryf/bCnzZ41hcr+mOzCXMcHoWH4RM+d7v9z9+abhXDOyeX65s+TQiNbuO873Xk4mKjyUN+4Zz+CuTfsNSmOCzZ7sAmbO30DemRJeumMMF/dtvl/uLDk0kn9vPcKDb2wloX0LFs4eS3y7pjfhuDHBrOIF1bCQEF6/ezxDmvjwGDWx5NAIXvxiH79+P5Uxie144fYk2raMcDskY0wdLEnJ4gevbqZr2xYsvGMs3Ts0/y93lhwakMej/Pr9VOav2s8VQzrz55tGNJtubsYEi0XrDvDYOzsYGt+W+UH0gqolhwZSVFrOg29s5f3tR5k1IZHHrhpEaDPq5mZMc6eq/HnpLv62bA9TB8Ty1HdG0jIieC6ZwXOkjejUmVK+949k1u8/waNXDuSui3s2u25uxjRnZeUeHl28g9eTD3FjUjy/vWZo0L2gasmhnh3OO8vM+es5ePwMf7tlJDOGd3U7JGNMHZwpKeP7r2xmWVo2P5zahx9/o19Qfrmz5FCPdh7JZ9ZL6zlbWs7C2WMZ37uD2yEZY+rg+OliZi9MZntmHr+5Zgi3XtTD7ZBcU+N9kogkiMhyEUkVkRQR+ZFT/oSIpInINhFZLCJ+Jx4QkQwR2S4iW0Qk2ae8yvoi8rCI7BGRdBG5rD4OtKGt3J3Ljc+vITREePOeCZYYjGliDh4/w/XPrSHtaD7PfXd0UCcGqEVyAMqAB1V1IDAOuF9EBgFLgSGqOgzYBTxczTamqOoIVU3yKfNb39n2zcBg4HLgGREJ6C4+izdnMuul9cS3a8Hb902gf+fWbodkjKmDHYdPce2zqzl5poRXvncR0wd3djsk19WYHFT1qKpucj4XAKlAN1VdoqplzmprgTq9Q15N/W8Dr6lqsaruB/YAY+uy7caiqjzz2R5+/PpWxiS25417xtMlpoXbYRlj6uCL3Tnc9PwaIsNCePOe8Yzu0d7tkAJCnR6/i0giMBJYV2nRbODDKqopsERENorInCrW8a3fDTjksyzTKascyxwRSRaR5JycnNodQD0q9yiPvbuDP36UzozhXVkwewxtopr+BB/GBJPFmzO546UNJLRvydv3TaBPrN31V6j1A2kRaQW8BTygqvk+5Y/ibXpaVEXViap6RERigaUikqaqK6qp769bgJ5ToDoXmAuQlJR0zvKGdLaknB++tpmlO49x9yW9eOiyAc1qqF5jmjtV5fkV+/j9h2mM79WB528fbV/uKqlVchCRcLyJYZGqvu1TPhO4Cpimqn4v0Kp6xPmdLSKL8TYRraimfiaQ4LOJeOBIXQ6qIZ0oLOHOhRvYciiPX8wYzMwJiW6HZIypA49H+eV/drJgdQbfGt6VP90wjMiwgH6s6Yra9FYSYB6QqqpP+pRfDjwEzFDVM1XUjRaR1hWfgenAjhrqvwfcLCKRItIT6AusP5+Dq28Hj5/humdXs/NIPs/eOsoSgzFNTFFpOT94dTMLVmdw16Se/PWmEZYYqlCbO4eJwG3AdhHZ4pQ9AvwNiMTbVASwVlXvEZGuwIuqeiUQByx2locBr6jqR842nvJXX1VTROQNYCfe5qb7VbW8Ho71gmzLzGP2gg2UeZRFd11EUqI9tDKmKTl1tpQ5Lyezzhm54HuTe7kdUkCTKlqDmpSkpCRNTk6uecXztDw9m/sXbaJ9dAQL7hhLn9hWDbYvY0z9yzrlnaBnX+5p/nTDcL494pw+LkFJRDZWesXgS/aGdA1e33CQRxbvYEDn1rx0xxhiW0e5HZIxpg52HStg1vz15BeVseCOsUzs09HtkJoESw5VUFX+8slu/vrpbib368Qzt46iVaSdLmOakg0ZJ7hzwQYiw0N5/e5xNvtiHdjVzo/Scg8/c0ZkvH50PL+7dijhQTYiozFN3Uc7jvLD17YQ3847QU9C++Y/QU99suRQSWFxGfe/sonP0nOCekRGY5qyf6zJ4OfvpTAioS3zZo6hfbTNvlhXlhx85BQUM3vBBlKOnOK31wzlOxd1dzskY0wdqCp/WpLO08v38l8DY/n7LaNoEWFdVc+HJQfHvpzTzHxpPbkFJbxwexLTBsa5HZIxpg5Kyz08/PZ23tyYyS1jE/jVt4cE3QQ99cmSA7DxwEnuWriBEBFenTOOEQl+Rx83xgSowuIy7lu0ic935fDj/+rHD6f1sebgCxT0yWFJShY/eHUzXWKiWHDHWBI7RrsdkjGmDnJPe5uDdxw+xe+vHeZ5BdEAABk2SURBVMrNY605uD4EdXLILijinn9upG3LCN68dwIdW0W6HZIxpg4OHC/k9vnrOZZfxNzbkvivQdYcXF+CukGuU6tIrhsVz4nCEn71n50Ulbo+Socxppa2ZeZx7TOryT9byivfG2eJoZ4F9Z2DiPDH64eR2DGaJz5O5/DJs8y9Pcm6vRkT4D5Lz+Y+Z0ibhbPH0ruTDWlT34L6zgG8CeL+KX146jsj2Xb4FNc8s4q9OafdDssYU4U3N2Zy18JkEjtE8/a9EywxNJCgTw4VrhrWldfmjON0URnXPrOaNXuPux2SMcaHqvL08j385F9bGderA6/fPY7YNjbWWUOx5OBjVPd2vHP/RDq1juT2+ev4V/KhmisZYxpcuUf53/dSeOLjdL49oivzZ42htc3c1qAsOVSS0L4lb907gbE92/Pfb27jiY/T8Hia/rDmxjRVRaXl3L9oEy+vOcCcyb34840jiAizS1dDszPsR0yLcBbcMZabxyTw9PK9/PC1zdaTyRgXnDpTyu3z1vPxziweu2oQj1w50OZrbyRB3VupOuGhIfzu2qH07BjN7z5M43DeWV64PcnehTCmkRzJO8vM+es5cPwMf79lJFcN6+p2SEHF7hyqISLcfUlvnr11FDuP5HPNM6vYk13gdljGNHvpWQVc+8xqsk4VsWD2GEsMLrDkUAtXDO3C63eP52yJh2ueWc2qPbluh2RMs7V233Guf241ivLGPeOZ0NtmbnODJYdaGpHQlnfun0DXmBbMnL+e19YfdDskY5qdD7Yf5fZ564lrE8Xb901kYJc2bocUtCw51EF8u5b8697xTOjTkZ++vZ3ff2g9mYypLwtW7ef+VzYxND6GN+8ZT7e2LdwOKahZcqijNlHhzJ+ZxK0Xdee5z/dy/yubOFtiPZmMOV+qyu8/TOPxf+/kGwPjWHTXRbRtaUPYuK3G5CAiCSKyXERSRSRFRH7klD8hImkisk1EFouI30kQRCRDRLaLyBYRSfYpv8HZnkdEknzKw0VkoVMnVUQero8DrU9hoSH8+uoh/OybA/koJYubX1hLdkGR22EZ0+SUlHl48I2tPPf5Xm69qDvPfnc0UeE2c1sgqM2dQxnwoKoOBMYB94vIIGApMERVhwG7gOou4lNUdYSqJvmU7QCuBVZUWvcGIFJVhwKjgbtFJLE2B9OYRIS7Lu7F898dza6sAq55ejXpWdaTyZjaOl1cxp0LN/D25sP8ZHo/fn31EELtHYaAUWNyUNWjqrrJ+VwApALdVHWJqpY5q60F4uuyY1VNVdV0f4uAaBEJA1oAJUB+XbbdmKYP7swbd4+ntNzD9c+u5vNdOW6HZEzAyyko5ua5a1i99zh/vG4Y35/a12ZuCzB1eubgfIMfCayrtGg28GEV1RRYIiIbRWROLXbzJlAIHAUOAn9S1RN+YpkjIskikpyT4+4FeWh8DO/cP5Fu7Vowe8EG/rn2gKvxGBPI9ucWcu2zq9ibXciLtydx45gEt0MyftQ6OYhIK+At4AFVzfcpfxRv09OiKqpOVNVRwBV4m6Qm17CrsUA50BXoCTwoIr0qr6Sqc1U1SVWTOnXqVNvDaDBd27bgzXsnMLlvR372zg5+/Z+dlFtPJmO+ZsuhPK57djWFxeW8OmccUwbEuh2SqUKtkoOIhONNDItU9W2f8pnAVcCtqur3SqiqR5zf2cBivBf/6nwH+EhVS506q4CkGuoEhFaRYbxwexKzJiTy4sr93PPPjZwpKau5ojFBYHlaNrfMXUt0ZChv3TuBEQl++7CYAFGb3koCzANSVfVJn/LLgYeAGap6poq60SLSuuIzMB3vg+jqHASmilc03ofgabU5mEAQFhrC4zMG8/i3BvFp6jFuen4tx/KtJ5MJbm9sOMRdLyfTOzaat++dSM+O0W6HZGpQmzuHicBteC/YW5yfK4GngNbAUqfsOQAR6SoiHzh144CVIrIVWA+8r6ofOetdIyKZwHjgfRH52KnzNNAKbxLZALykqtvq5Wgb0ayJPXlxZhJ7c05z9dOr2HkkYJ+pG9NgVJW/f7qb/3lrGxN6d+C1OePp1NoGr2wKpIrWoCYlKSlJk5OTa17RBSlHTnHngmQKikp56jujrI3VBI1yj/Lzd3ewaN1Brh3Zjd9fN8zmYQgwIrKx0isGX7J/qQY2uKu3J1Nix2juXLiBl9dkuB2SMQ2uqLSce/+5kUXrDnLvpb35vxuHW2JoYuxfqxF0jonijbvHM3VAHD9/N4XH30uxnkym2co7U8KtL65jaeoxfjFjMA9dPsDeYWiCLDk0kujIMJ6/bTR3TurJgtUZzHk5mcJi68lkmpfMk2e47tnVbM88xdPfGcXMCYluh2TOkyWHRhQaIjx21SB+dfUQPtuVww3PreHoqbNuh2VMvUg9ms91z64mu6CYl+8cy5VDu7gdkrkAlhxccNu4HsybmcTBE2e4+ulV7Dh8yu2QjLkgq/fmcuNzaxCEN++ZwLheHdwOyVwgSw4uubR/LG/eO55QEW54bg2f7DzmdkjGnJd/bz3CrPkb6BwTxdv3TaB/59Zuh2TqgSUHFw3o3IZ37p9I37hWfO8fycxbuZ/m0LXYBI95K/fzg1c3MyKhLW/eM4GuNkFPs2HJwWWxbaJ4fc54pg+K41f/2cnP302hrNzjdljGVMvjUX7z/k5+9Z+dXD64My/fOZaYluFuh2XqkSWHANAiIpRnbx3N3ZN78Y+1B7jrZe9Lc8YEopIyDz9+YwsvfLGf28f34OlbR9kEPc2QJYcAERIiPHzlQH537VC+2J3LDc+t4XCe9WQygaWgqJTZCzbw7pYj/Pdl/fnFjME2QU8zZckhwNwytjsL7hjD4ZNnufrpVWzLzHM7JGMAyM4v4qbn17J233H+dMNw7p/Sx15ua8YsOQSgi/t24q37JhARGsKNz6/hox1ZbodkgtzenNNc++xqMo4X8uLMJK4fXaeJH00TZMkhQPWLa807909kQOc23LtoI3NX7LWeTMYVmw6e5PpnV3O2pJzX5ozj0v42eGQwsOQQwDq1juS1OeO4ckgXfvtBGg+/vZ0ThSVuh2WCyCc7j/GdF9bSpkU4b983gWHxNkFPsAhzOwBTvajwUP5+y0h6dGjJM5/tZfHmw1w7qht3TOxJvzh72cg0nNfWH+SRxdsZ0i2G+bPG0LGVzcMQTGw+hyZk97EC5q/K4O1NmRSXebi4b0dmT+rJJX07EWI9Rkw9UVX++ulu/vLJbi7p14lnbh1FdKR9j2yOqpvPwZJDE3SisIRX1x9k4eoMsguK6d0pmjsm9uS6UfG0iLD+5ub8lZV7eOzdHby6/hDXj47nd9cOJTzUWp+bK0sOzVRJmYcPth9l3sr9bD98irYtw7llbHdmjk+kc0yU2+GZJuZsSTk/eHUTn6Rm8/0pfXhwej/rqtrMWXJo5lSV5AMnmffFfpbszCJEhCuHduHOST0ZnmAPEE3NThSWcOfCDWw5lMcvZwzmtvGJbodkGkF1ycEaEpsBEWFMYnvGJLbn0IkzLFidwesbDvHe1iOM7tGOOyf1ZPqgOMKsecD4cejEGWa+tJ7Mk2d59tbRXD6ks9shmQBgdw7NVEFRKf9KzmTB6gwOnjhDt7YtmDUhkRvHJBDTwgZIM14pR04x66UNFJeWM2/WGMYktnc7JNOILqhZSUQSgJeBzoAHmKuqfxWRJ4BvASXAXuAOVT1nrAcRyQAKgHKgrCIQEbkBeBwYCIxV1WSfOsOA54E2zj7HqGpRVTFacqhauUf5JPUY81fuZ93+E0RHhHJDUgKzJiSS2DHa7fCMi1btyeXuf2ykTVQYC2ePpa91jQ46F5ocugBdVHWTiLQGNgJXA/HAMlUtE5E/AKjqQ37qZwBJqppbqXwg3gv/88BPKpKDiIQBm4DbVHWriHQA8lS1vKoYLTnUzo7Dp5i/aj//3nqEMo8ybUAcsyclMr5XB3vwGGTe3XKYn/xrK706tmLB7DF0ibF5GILRBT1zUNWjwFHnc4GIpALdVHWJz2prgevrEpSqpjrBVV40Hdimqlud9Y7XZbumakO6xfDkjSP46eUD+OfaA/xz3UE+eeEYA7u0YfbERGaM6EpkmHWFbe5eWLGP33yQykU92zP39iRrZjR+1ekJpYgkAiOBdZUWzQY+rKKaAktEZKOIzKnFbvoBKiIfi8gmEfmfusRoahbbJor/N70/q386lT9cN5Ryj4f/fnMbE3+/jL98sovc08Vuh2gagMej/Oo/O/nNB6l8c2gXFs4ea4nBVKnWvZVEpBXwFvCAqub7lD8KlAGLqqg6UVWPiEgssFRE0lR1RQ0xTQLGAGeAT51bn08rxTMHmAPQvXv32h6G8REVHspNY7pzY1ICq/YcZ97Kffzlk90889lerh7RlTsm9mRglzZuh2nqQXFZOQ++sZX/bDvKrAmJ/PyqQfZWvalWrZKDiITjTQyLVPVtn/KZwFXANK3i4YWqHnF+Z4vIYmAsUF1yyAQ+r3hGISIfAKOAryUHVZ0LzAXvM4faHIfxT0SY1Lcjk/p2ZG/OaV5atZ+3Nh7mjeRMJvTuwJ2TejKlf6xdTJqo/KJS7n55I2v2HefhKwYwZ3Ive8ZkalRjs5J4/4rmAamq+qRP+eXAQ8AMVT1TRd1o5yE2IhKN93nCjhp2+TEwTERaOg+nLwF21uZgzIXr3akVv756KGsenspDlw9gf24hdy5MZtqTn/PymgwKi8vcDtHUwbH8Im58bg0bMk7w55uGc/clvS0xmFqpTW+lScAXwHa8vYsAHgH+BkQCFQ+M16rqPSLSFXhRVa8UkV7AYmd5GPCKqv7G2e41wN+BTkAesEVVL3OWfRd4GO/zig9UtdrnDtZbqeGUlnv4cEcW81buZ+uhPNpEhXHL2O7cPiGRbm2th0sg25NdwMz5G8g7U8Kz3x3N5H6d3A7JBBgbPsPUi40HTjJ/1f4vZ6a7fEhn7pzUk1Hd27kcmals44ETzF6QTHhoCAvuGMOQbjFuh2QCkA2fYerF6B7tGN2jHYfzzvLy6gxeWX+Q97cdZURCW+6c1JPLh3S2ETwDwJKULH7w6ma6tm3BwjvG0r1DS7dDMk2Q3TmY81ZYXMZbmzJ5aVUG+3ML6RITxcwJidwypjsxLa2LpBsWrTvAY+/sYGh8W+bPTKKDTdBjqmHNSqZBeTzK8vRs5q3cz+q9x2kRHsr1o+OZNTGR3p1auR1eUFBVnly6i78v28PUAbE89Z2RtIywhgFTPUsOptGkHs1n/sr9vLvlCCXlHqYOiGX2xJ5M7GNDdDSUsnIPjyzezhvJmdyYFM9vrxlqI/CaWrHkYBpdTkExi9Yd4J9rD5B7uoT+ca2ZPSmRb4/oRlS4DdFRX86UlPH9VzazLC2bH07tw4+/YRP0mNqz5GBcU1xWzntbjjBv5X7SsgroEB3BrRd157vjexDb2marO1+qSs7pYr738ka2Z+bxq6uHcOtFPdwOyzQxlhyM61SVNfuOM3/lfj5NyyYsRPjW8K7cOakng7sGVzdLVeVsaTkFRWUUFJWSX1T25eev/y4j309ZxecyjxIZFsLfbxnJ9ME2QY+pO0sOJqDszy1k4eoM3kg+xJmSci7q2Z47J/Vk2sA4QgN8iI76vLBXRwRaRYbRJiqc1lFhzs+5ny/tF8ugrjb+lTk/lhxMQDp1tpQ3NhxiweoMDuedpUeHlsyakMgNSQm0iqz/njaqypmSyhf2cy/cFb+/trz4q/XK6+nC3qbSb991oiPCbCwr0+AsOZiAVlbuYcnOY8xbuZ+NB07SOjKMm8YkMHNCIgntvS9wNdaFPcS5sFe+gH/94v1VmV3YTVNmycE0GVsO5TF/5X4+2H4Ujypd27agoKiM08W1u7BXvoC3qeJbu//l4URHhFpvHxM0LDmYJufoqbMsWnuQw3lna3VhbxMVTku7sBtTJza2kmlyusS04CeX9Xc7DGOClr1GaYwx5hyWHIwxxpzDkoMxxphzWHIwxhhzDksOxhhjzmHJwRhjzDksORhjjDmHJQdjjDHnaBZvSItIDnDA7Tgq6Qjkuh1ELVmsDacpxduUYoWmFW+gxtpDVTv5W9AskkMgEpHkql5LDzQWa8NpSvE2pVihacXblGKtYM1KxhhjzmHJwRhjzDksOTScuW4HUAcWa8NpSvE2pVihacXblGIF7JmDMcYYP+zOwRhjzDksORhjjDmHJYcqiMjlIpIuIntE5Kd+lkeKyOvO8nUikuiz7GGnPF1ELnPKEkRkuYikikiKiPzIZ/3HReSwiGxxfq50M1anPENEtjvxJPuUtxeRpSKy2/ndri6xNkS8ItLf59xtEZF8EXnAWebKuRWRDs6/92kReapSndHOud0jIn8TZ/q6Cz239R2riLQUkfdFJM35m/29z7JZIpLjc17vqkusDRGvs+wzZ5sVccVWty23YhWR1pX+ZnNF5C/Osgs+t/VCVe2n0g8QCuwFegERwFZgUKV17gOecz7fDLzufB7krB8J9HS2Ewp0AUY567QGdlVsE3gc+EmgxOosywA6+tnfH4GfOp9/CvwhEOKttP0svC/3uHluo4FJwD3AU5XqrAfGAwJ8CFxxoee2IWIFWgJTnM8RwBc+sc6qfFwBcm4/A5L87M/vttyMtVL9jcDk+ji39fVjdw7+jQX2qOo+VS0BXgO+XWmdbwMLnc9vAtOcb4DfBl5T1WJV3Q/sAcaq6lFV3QSgqgVAKtAtEGOtYX++21oIXB1g8U4D9qpqfbwxf96xqmqhqq4EinxXFpEuQBtVXaPeK8HLfHUOL+Tc1nusqnpGVZc7n0uATUB8HWJq1HhrUNXflOuxikhfIBZv8g0Ylhz86wYc8vnvTM69kH+5jqqWAaeADrWp69xyjgTW+RR/X0S2icj8OjYnNFSsCiwRkY0iMsdnnThVPeps6yjeP+q6aNBzi/db26uVytw4t9VtM7OKbV7IuW2IWL8kIm2BbwGf+hRf55zXN0UkoQ6xNnS8LznNMY/5JIDzPvYGjhXgFrx3Gr5dRy/k3NYLSw7++ftGUbnPb1XrVFtXRFoBbwEPqGq+U/ws0BsYARwF/i8AYp2oqqOAK4D7RWRyHWKqTkOe2whgBvAvn+VundsL2eb5aIhYvZVEwvAm3L+p6j6n+N9AoqoOAz7hq2/NtdVQ8d6qqkOBi52f2y5gW3WJ40K2X/kLzYWe23phycG/TMA3W8cDR6pax/mfJwY4UV1dEQnHmxgWqerbFSuo6jFVLVdVD/ACNTftNHisqlrxOxtY7BPTMadppKKJJLsOsTZYvI4rgE2qeqyiwMVzW902fZtmfLd5Iee2IWKtMBfYrap/qShQ1eOqWuz85wvA6DrE2mDxquph53cB8Apf/Xuf77E3WKzOusOBMFXd6HMMF3pu64UlB/82AH1FpKfzbfRm4L1K67wHzHQ+Xw8sc24L3wNudnov9AT6Auud29t5QKqqPum7oYoLguMaYIfLsUaLSGsntmhguk9MvtuaCbxbh1gbJF6ferdQqUnJxXPrl9NcVCAi45y/idv56hxeyLmt91gBROTXeC90D1Qq9z2vM/A+Q6uLeo9XRMJEpKPzORy4Cv9/t7U69oaM1UdNf7Pnc27rh9tPxAP1B7gSb4+ivcCjTtkvgRnO5yi8zRd78F6gevnUfdSpl85XvTsm4b3N3AZscX6udJb9A9juLHsP6OJyrL3w9sjYCqRUbNNZ1gFvu/Nu53d7t8+tU94SOA7EVNqXm+c2A++3x9N4v1lW9E5LwnvR2gs8xVcjFVzQua3vWPF+Q1a8F6eKv9m7nPV/5/xtbAWWAwMa+e/AX7zReHv9bHNi+ytf9b6rcltu/R04y/ZVPnf1cW7r48eGzzDGGHMOa1YyxhhzDksOxhhjzmHJwRhjzDksORhjjDmHJQdjjGkAInKDeAcs9IhIlfNHO2/uZ4vIjkrlv3Lekt4iIktEpKtT3k5EFjvL1ovIkBriqHIAxepYcjDGmAskIpeKyIJKxTuAa4EVNVRfAFzup/wJVR2mqiOA/wA/d8ofAbao9w3q2/F22a3Jn1R1AN5heyaKyBU1VbDkYIwxDUBVU1U1vRbrrcDP29T61fA64H2Ho+K9g0E4Y1ypahqQKCJxACLyXeduYouIPC8ioXqeAyhacjDGmAAlIr8RkUPArXx157AV7x0JIjIW6AHEi8hA4Ca846KNAMqder7b8zeAol+WHIwx5jyJd2KfLcCLwAz5aoKey2qqWxuq+qiqJgCLgO87xb8H2jn7/QGwGSjDO1z9aGCDs2wa3tEOKmL1N4BilcLq4wCMMSYYqepF4H3mAMxS1VkNtKtXgPeB/3Wam+5w9ivAfudnMrBQVR+uYhvnDKBYHbtzMMaYACTeSYAqzADSnPK2zgCAAHcBK5yE8SlwvXw1NWp7EenhfPY7gGJ1LDkYY0wDEJFrRCQT75Sw74vIx055VxH5wGe9V4E1QH8RyRSRO51FvxeRHSKyDe/IyBXzzg8EUkQkDe8w9T8CUNWdwM/wTtK1DVgKdBGReLwDVg4CNkkt56W2gfeMMcacw+4cjDHGnMOSgzHGmHNYcjDGGHMOSw7GGGPOYcnBGGPMOSw5GGOMOYclB2OMMef4/zqCLrNwY6leAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.plot(area[3][2][1:,0], area[3][2][1:,1])"
]
},
{
"cell_type": "code",
"execution_count": 85,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# It appears the first point of each of these is not a Good point. Let's see all of these...\n",
"for line in area:\n",
" polyline = line[2]\n",
" plt.plot(polyline[1:,0], polyline[1:,1])"
]
},
{
"cell_type": "code",
"execution_count": 88,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# oops. Well, at least it looks nice! Let's do one by one...\n",
"for line in area[:2]:\n",
" polyline = line[2]\n",
" plt.plot(polyline[1:,0], polyline[1:,1])"
]
},
{
"cell_type": "code",
"execution_count": 95,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"for line in area[2:3]:\n",
" polyline = line[2]\n",
" plt.plot(polyline[1:,0], polyline[1:,1])"
]
},
{
"cell_type": "code",
"execution_count": 97,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"for line in area[3:9]:\n",
" polyline = line[2]\n",
" plt.plot(polyline[1:,0], polyline[1:,1])"
]
},
{
"cell_type": "code",
"execution_count": 100,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"for line in area[10:15]:\n",
" polyline = line[2]\n",
" plt.plot(polyline[1:,0], polyline[1:,1])"
]
},
{
"cell_type": "code",
"execution_count": 101,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"for line in area[15:30]:\n",
" polyline = line[2]\n",
" plt.plot(polyline[1:,0], polyline[1:,1])"
]
},
{
"cell_type": "code",
"execution_count": 102,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"for line in area[30:100]:\n",
" polyline = line[2]\n",
" plt.plot(polyline[1:,0], polyline[1:,1])"
]
},
{
"cell_type": "code",
"execution_count": 103,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"for line in area[100:200]:\n",
" polyline = line[2]\n",
" plt.plot(polyline[1:,0], polyline[1:,1])"
]
},
{
"cell_type": "code",
"execution_count": 104,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"for line in area[200:300]:\n",
" polyline = line[2]\n",
" plt.plot(polyline[1:,0], polyline[1:,1])"
]
},
{
"cell_type": "code",
"execution_count": 108,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"for line in area[300:400]:\n",
" polyline = line[2]\n",
" plt.plot(polyline[1:,0], polyline[1:,1])"
]
},
{
"cell_type": "code",
"execution_count": 109,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"for line in area[400:]:\n",
" polyline = line[2]\n",
" plt.plot(polyline[1:,0], polyline[1:,1])"
]
},
{
"cell_type": "code",
"execution_count": 78,
"metadata": {},
"outputs": [],
"source": [
"# Now, how to check if a point is contained in a polygon?\n",
"\n",
"from matplotlib import path"
]
},
{
"cell_type": "code",
"execution_count": 79,
"metadata": {},
"outputs": [],
"source": [
"polyline1 = path.Path(area[0][2][1:])"
]
},
{
"cell_type": "code",
"execution_count": 81,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"True"
]
},
"execution_count": 81,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"polyline1.contains_point((114.3435298, 22.7930518))"
]
},
{
"cell_type": "code",
"execution_count": 82,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"False"
]
},
"execution_count": 82,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"polyline1.contains_point((114.3235298, 22.7730518))"
]
},
{
"cell_type": "code",
"execution_count": 111,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"True"
]
},
"execution_count": 111,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"polyline1.contains_point((114.3435298, 22.7930518), radius=0.001)"
]
},
{
"cell_type": "code",
"execution_count": 112,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"True"
]
},
"execution_count": 112,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"polyline1.contains_point((114.3435298, 22.7930518), radius=0.000001)"
]
},
{
"cell_type": "code",
"execution_count": 105,
"metadata": {},
"outputs": [],
"source": [
"polypaths = [path.Path(line[2][1:]) for line in area]"
]
},
{
"cell_type": "code",
"execution_count": 107,
"metadata": {},
"outputs": [],
"source": [
"def check_point_in_paths(point, polypaths=polypaths, radius=0.0):\n",
" RIDs = []\n",
" for rid, polypath in enumerate(polypaths):\n",
" if polypath.contains_point(point, radius=radius):\n",
" RIDs.append(rid)\n",
" \n",
" return RIDs"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"polyline1."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# Back to nb 003..."
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.5"
}
},
"nbformat": 4,
"nbformat_minor": 4
}