Game_Grid_Access.ipynb

{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "Final_exercise_grid.ipynb",
"version": "0.3.2",
"provenance": [],
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/github/bwsi-hadr/final_exercise_student/blob/master/Final_exercise_grid.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "code",
"metadata": {
"id": "9bmz5lfibhG0",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 52
},
"outputId": "7d948ce6-36a9-44f8-944f-1dc6f457414b"
},
"source": [
"# need to specify location of some certificates for rasterio\n",
"!export CURL_CA_BUNDLE=/etc/ssl/certs/ca-certificates.crt\n",
"!sudo mkdir -p /etc/pki/tls/certs\n",
"!sudo cp /etc/ssl/certs/ca-certificates.crt /etc/pki/tls/certs/ca-bundle.crt\n",
"try:\n",
"  import rasterio\n",
"  import rasterio.plot\n",
"  import rasterio.merge \n",
"  import rasterio.mask\n",
"except:\n",
"  !pip install rasterio\n",
"  import rasterio\n",
"  import rasterio.plot\n",
"  import rasterio.merge\n",
"  import rasterio.mask\n",
"  \n",
"try:\n",
"  import rasterstats as rs\n",
"except:\n",
"  !pip install rasterstats  \n",
"  import rasterstats as rs\n",
"  \n",
"try:\n",
"  import pyproj\n",
"except:\n",
"  !pip install pyproj\n",
"  import pyproj\n",
"  \n",
"import networkx as nx\n",
"try:\n",
"  import osmnx as ox\n",
"except:\n",
"  # osmnx depends on the system package libspatialindex\n",
"  !apt install libspatialindex-dev\n",
"  !pip install osmnx\n",
"  import osmnx as ox\n",
"\n",
"try: \n",
"  import geopandas as gpd\n",
"except: \n",
"  !pip install geopandas \n",
"  import geopandas as gpd\n",
"  \n",
"try:\n",
"  import contextily as ctx \n",
"except:\n",
"  # install dependencies for contextily\n",
"  !apt install libproj-dev proj-data proj-bin\n",
"  !apt install libgeos-dev\n",
"  !pip install cython\n",
"  !pip install cartopy\n",
"  # install contextily\n",
"  !pip install contextily==1.0rc1 --no-use-pep517 --no-cache-dir\n",
"  import contextily as ctx\n",
"  \n",
"import fiona\n",
"from shapely.geometry import Point, LineString, Polygon\n",
"  \n",
"import gdal\n",
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import pathlib\n",
"from google.colab import drive\n",
"drive.mount('/content/drive')\n",
"%cd /content/drive/'My Drive'/BWSI-Remote-Sensing/'Final_exercise'"
],
"execution_count": 1,
"outputs": [
{
"output_type": "stream",
"text": [
"Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n",
"/content/drive/My Drive/BWSI-Remote-Sensing/Final_exercise\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "G5APaCHIbojw",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 69
},
"outputId": "4ab9bd4b-8b29-4aa3-dfb9-6b1f2460a8bc"
},
"source": [
"!ls game_grid_export"
],
"execution_count": 3,
"outputs": [
{
"output_type": "stream",
"text": [
"facilities    flooding.prj  game_grid_all_stats.cpg  game_grid_all_stats.shp\n",
"flooding.cpg  flooding.shp  game_grid_all_stats.dbf  game_grid_all_stats.shx\n",
"flooding.dbf  flooding.shx  game_grid_all_stats.prj\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "g1V4pacmb6op",
"colab_type": "code",
"colab": {}
},
"source": [
"game_grid = gpd.read_file('game_grid_export/game_grid_all_stats.shp')"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "bNabZNIriCMj",
"colab_type": "code",
"colab": {}
},
"source": [
"flooding = gpd.read_file('game_grid_export/flooding.shp')"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "ixw7MLavc3kp",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 479
},
"outputId": "e7a1aaa4-60c8-4f20-aa71-a81f99e43898"
},
"source": [
"fig = plt.figure(figsize=[10,10])\n",
"ax = fig.add_subplot(1,1,1)\n",
"game_grid.plot(ax=ax, column='Transporta',cmap='Greens')\n",
"flooding.to_crs(game_grid.crs).plot(color='blue', ax = ax, zorder=10)\n",
"hospitals.to_crs(game_grid.crs).plot(color='red', ax=ax, zorder=15)"
],
"execution_count": 18,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f8c889c50b8>"
]
},
"metadata": {
"tags": []
},
"execution_count": 18
},
{
"output_type": "display_data",
"data": {
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MlJKwMeRFL3kmKIVUktZsc5zuk/QPTJBzM0RSUuflqfcLuobMcpJU3sDIODtP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\nhe6kMH9+Q2ieKqqo4i8JVdL1hmGyeF78D0jWZEw2X6xcev74r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7Z5atPzIPRNtzaR5Nil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Sb+nP220aEh9tfu1C+Im9oUxKIamzcrmps1Hnz7zzz+qBN2XQDRMeAy2fr0T+l8pZgLLxQ0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\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eJC/H26SmZf0rNZRGnT22HE9ESOxZz5aJxyDlclIHQcOC9wT33+vjtNNtJu+jEohWX4Tz\n4YdM/I+/wp3z7qeis4GmAXnMv+g4Vh4zDYGkIq8U0zAwpYnEVdE3hCTHn82A3BKkEMyunYzP8OM3\nTPL8uSgUPmliCAPbkpQUpyfIUsKYMe61drudSvw2maImWjgPnONw910+fnGLj3vvMVm93lu5wJ3M\n7/2TwR9/b9KwQxMKwa9+BS1tBsuWmpg+UI7gpRclHR2Cn95gUVVjce45fpRyj3zrz11T1MRJDgce\npLDCkst/aPDMfwzKyjQjRwpGjIC8fEVHp8PaNZLHHzeoqrZ4/gXBUcfEBWuFp5bpmHEOgb1MtdrR\nDuBm1Y4YDk7k1o9Lf8STI075umLTBs3ZZ0l+cJlDTo7AH9BICc+/YDBunKSuzpVUMQzB4Yf2ZYXP\nIIMMdhdEOtfJ54UpU6bo+fPnf97d2GUIO6EUk2WU3PRGQNIFPCcuPz//dY67+tsAjKoZzrL1rkzE\nnImz+M/N933ifvfPQteXtW7nXFyfrJeJ9OKt9YvY3tmEo2z2HzSV4qwCIGoBiLZ044HWrYPygRAI\nuGRlw0bFffcJFi+WPPgXC6/FLDZWnqBjRzlYOsSfD32MU185j2wdr2tpm5JwbpCslk4aynJ5+JvT\nmDtnOFu2tNPY5cZ4VeeXs6F1CwCvnnk/2f5gr9fMFL6UEhUdXW5WZiDQO7HtjT42N0NFaRYg8Pk1\nTW1ddHXBxd/3ccyxjmt5OitAVbXijNMF++0nyMmBnPwQDQ2axiZBV6dg1UpobBK89IJBZ6erIdbe\nJmhri0/yo+oVN99ioRzBTTeYPPJYiNoaI5ZtqLSDpSwEEA4Llnzo/n/6DGJttNbY2ort0xS+vYpI\nhJwuNBrbBp+Z/jlrbVM0N8PC9wzeXyQ47AiFFRaMHuuwaKFkwnhJedkXN4szgww+Cwgh3tVaT+lP\n24ylazfDKy2QnnSkLvjcH2QHYzU0CNvh2HJja/NO9DLZdpW+TmK8jyT8111KJcTp3TIeQ7ZrqH7c\nzRi9rvcueIJ3N30IwNO1k2PrN22SVFbFjzx3Lhx8QIBbfuFw6SXuY1BVZXHKqTYvPB/XVoueSWys\nPB8p0USJby2/GtNDuABMW2E2u+vKtrVz9m2v0d2UzzPTSwGXdPk8Kve2Tld2yEspPVdSq1gPu7s1\nufneGL/ekhKS3bmu2zYvV1NYBM1NYIUF55/np7pa8+ADPv7yoMk3vulw4tdsxo3XDKo18PsFs2eD\n1r74J4SOW1C6rTALFymefMLkxecNSssUL70oUQqWLZV87YQARxwBv/41DK1LDIKXwiAQKbjmz4Jp\nKV5lQgh8Yu8nE5YFhqFjltdkd71hwCN/MTj4EJi9v0NRkSsVkZcrOfBAMPYiIppBBnsDMqRrNyNR\niyr1hJhuOe4qgreWvMfPH/k9YcuirLCENVvWEbIsinILGDSwGsuxGVZZxwd/eg4hEqlOXz3saXFL\nXyexp+Bm6mD4T2Jt2TkkBdxrja0c8vw55Adz8RsmHVYXpRRi2646uncs1q6R/Oo3Fuecq3EiXOyj\nzVt4v3UxRbMcnlwq6bA6I3USCzm+/iDPcaNLAlP4MTZu6LO3wZDNaY++ybN1V1NaHcJRDncd/xMK\ngnnuHoV3HOLXMp0Aq6OdmKXnyX+a1NQIZh+gUlzv/ojfKgwT9t3X4d9Pua+EB+4zuP+hEH6/yTe+\naXPB9x1GjXb35ZcSGY2J80heeOd30xRMmqyZNNniyh85/P5OyfLlgvY2wUUXwemnQ0VFn5ftC4Wo\ndQtAK0FXN7S1QXZWektXdrbi4h84BH0+zIgFdtjg1PvPIIMMPn9kSNdngPTutd6lIbzkpbm9lafn\nvQzA6LoRLFn7MQCDBlazZqs76edl5yLlzn3Zpg+7TpyUe65PXycxen5xy0tPa4s3fiy+H51kYUvf\nL2+/v/evG3h74/sAHDVuJtXCdSkGfO7tbRjEyvCAq0J/wByLigr3elvKtRDOXbKB2z6+E4BRpUNY\n1rAKgPqyoZww5vCe104ITGFCbS2sXdvj78kY2L6dD584kNIzXWIspYwRlShZ+sOdJpMmaabNcIVP\n83PS7S1+jU79huLdd916hVVVPePcet/ebbNyuaSoGAYO1EyarBgxUlOYL5m/wGLUKEgsRtz3PWYI\nExkpUuvLVC7vJgAAIABJREFUgssuFUycoFEOHHVkxvrSG6LZitnZ3mLQqdHVBQ0NgkG1/1thIhlk\nkEFqZEjX7oaHHfSeyec29pKOrY0NzF08n7BjsXnHdvYbOw0hBLVlFdxy9lX4TROf6cPv8+EzfQRM\nH6mD5Hu+kPt6RX+aOoneDMzerC2JGXWpl5N7lQp+j7q7l7BFld6FgM2bocpjWamogBefl/zrnyYT\nJzls3SLIqSug8S8/Yuq5f6Emv4JcfzbSyWZQaepUPq01CofQ1dcTuOBcjO7OlO2iaMqvYuuCcUxu\nP4LSEeu4a95faQ27MhHnTT2Z2sJyln8seeA+yegxBnff440rS4QhDAzhuuUcZTNuvMUTfzf42kkq\n7TZJvY8tXXyhj8oKzW9uC1OcF0SITx+V7hKuyL0YGZKp+7iWmwzicAm/N9tWRCzV8c+X+H/jvywL\nDCFxQn6G1u2MZTuDDDL4PJEhXbsbnvmvf0Qmbt1avOYjvn7TBQCMrBnKR+tXAnDghJkcvM+sNIdL\nFvRMEQyeQMTSvax3buJOl13p/YujFA3dDSjtYDs2G5obsRwbS9kcPGR6UiB0uozKnrFlQ4qqaOpq\nQWlFe5uF6vDjKMWO9lZq8yrRQHlFz/NpaxfcfZeB47iPwb+fGco912kOmDM+1uajZQKfmX5Cs1SY\nhqNP4MPXFZP/dTFlTc20ZmWRZ4cwrHiclhPM4me5P2P0fv9lydoGcnOW4SiH97d+BMC3Jp7IW28J\nli4RLHhPEgi4UhFp6afnWgkp8fngqyc6OI5r2dsZXHa5HSterbTG2MXzt9IKpR3WrocH7je49Ra5\n12pq7SyUdli9GqqqNX6f1zUcr+SAliitI6KmbhtpgM8QlJZkhLYyyGBPQoZ07WYkqtKnQ+oGQX8Q\nn+nDZ5j4DJOxg0eRG8xmcHlN8lE8FCXRzZdIXtIpwPcMpPduGW3Tl7NKp/kVRcjp5u+rHot0R3DP\n3Fdif5t3zqMkU7f4cXvP4NzR2cL7m1bTNPdwJk5SrM9/B3CzC6MZYPPfEVQfl3i+xx7nUFWtWbfW\n/d3YJDjmWIdwGPwR45lSMP9dweiRvZy7APP0k7j5zFVs2WzQsqaKK4x5TPr1Y+RuaURVV+Pc+FNu\n+PoJTFv6Ehtaa9ixdiJjRkhmDphNdlAQ9JvMmil46j8Oj/1NcdWVJvtOD1KQD9ffaDFjpkYiMWTP\nR1Yi3aw+KQh1KzZtsenuEnywWPClL6nI1exp9WxogLlvGBx7nBNzTe6ODECtFba2GDYSAgGB7wtY\nhVrpuAVSJ3xHCAYPdp/NRNe6u2xZgo52QVGR6bGASQzDjafb3XDjzGJdAuH+8stgzH2cQQYZ9B8Z\n0rWb4ToMXBLUM9uv5wT3xuL5HH/1twlZYYaU12LZFpZtkRPM5pXfPJrmKMlOO69Q5u6sk5g+IiwV\nDGl4WiikkCitMIQR+X/Pl3ii6zWZILrXdXBRNZVNR7D08e+QPfFxDqufjkDwzpYPuPeRFl796yhW\nL6yksSVMVpZ2Y2aQmAbM2lexbq173PfmC048UdDUBH6/O+nVjwYrrJj7VjdjxqmYSCXAwgWCSeOy\nqCkX1JTDv15RdBsttLQPYOWp03j3sOEAnFn/bQJGANAcX38wGkXbaGjcYRD2KYaP0DE5CF8Avv51\ni0MO72L08Cxy8zSVNTaO1mgMjBSPrBAitj4YFCxa6HDHbT5+dks4YdwWLoA7bvNz+hk2+85WWBa8\nN18yZaqiImYJ3A2xQUKAFgT8cOJJqYuE7+0IK6/umYhlwSZbud94Q1BVpaislITCikBAU1KcWirk\ns4BG097uZlE2NUqamgT1oxX+3EwMWQYZfBJkSNdngNRZfSSQmigCPj8dkdigbisUW7+jrekTHTm+\nlOwK3JV1EhPPw/sh71WeN4TJE/MXYCkbWznk+LJoC3fgaCeFVa2vjMo4WWzqbmHZ2la0kmSXtrKh\n200sCFs2/3nHYvO7BwPQ2W3jDybuv7s7fuRlS12iaTvQ3g45OZrGRqgbDKGQTiBcHR0wqt4tYh09\nP7/04csKUTF1MYLJsbZK9yQaeXmQn6dJSWY1rFopaW2F87/vUF3lJiX0xwqlFfzuNz4OO1wxbnzi\nuLW1GDz4gElnu+Tdd1zyeda3NYOqfbEBS4wJ3DUwhIFhuPFnUybt8t3vIYg8bRpkGuO3RjNlqkYp\n2L5dU1wStbh+tvFa0cSSzk649x4fO3bAVVc7FBdpHEew5EODSRNSd8tWFko7aNxao6kssxlk8EVG\n5onY7fBqXMUnwZWb1vKXF/+BZdsETD872poI2xZaaWaO3gelFAOKSvnvbU9gGIab6eYhNSQspbY4\n9S5MuuvrJHqhU/wypUFbuANbubFOWcF4/RdH635M9/HjeclKvj+H9vnTQCg2f1jBoLo8pDDINrMY\nOcrBv+9CmpbWU1QQlTcQnqzBOJ59RrJhnUlJiXsYnxQMLI0GzMeJU3c3BAM6IkNhEXbc3uxXPY7G\nUBVaa7Z0tLOxrQlHK9rCnWSZLumQyFhqf1oSJQTbtsL8hd2MHSPxG8HU7VJgxw7BKy9L1q0T7Le/\nw9Rpbr/f+q9k2xaT3/wGLrww4xb6LBByuvGGwzfsIG15JbeNIBBw29fV+DA/J8LS2W3z4AMGV1/p\n5/zv21z0AwsRiSfb0agIZom0PNB9Urwu7QwyyMCLDOn6DJCK+KzftokbH7oNgBHVQ/h4gytPUFla\nzqYGV6W8urSC4oLCHvvpDZ9G6f3T1Un0SkOopOW4PtbUynF02SG01vhNH11WN0orfvzibezoasZy\nbMqyi1nXuhlb2dxx9DUMzOs5UyWkAgiJ7TigJasWDWTLiGUAHDFsNi9ffx4AixZBIMXdfv75iif+\n7i4rJVj5sZ9hPdUh6HY66eyEcBgKCiIeM3er2PUOqxAtYdci2W1rtnXtQDmSxh2SQtO1WgjRt8VK\nAEcdE73+fY+lt6rEa68pwGDVSsn+s4L84DKLn1xv88H7knO/ozP19j5DaBSOA88/K1m5UjJrX4eS\nkuTxTE5q2X1uXu99orXCK6ymtUZrwYsvaubNN3nqnyb33B+mep9lLG7sRu1QaK2xlENjs6S0YwTl\nuWXw0EOELr8M/6YttBQPZNPFP6Li+2cRCIDOzC4ZZNADmcdid8P7ovMQmaLcAkbVDMOQkoqSARw3\n61CC/gD5wVykaRD0+ckOZiUQlp6ZfF4kZycmLiW2Sf1C//R1EnsjbW7L5Y1raeh0iUlNfjnrI2Vw\nLMeOFXkeM2A4KxvXAdEadL2fb2djPp2r6wEYfMC7bI206Lbj7tkJEzz91FHXIiz50F0+57sW69ZI\n5szpmfr32mswerwkL0+Tk51s3YtbMqcPnIGtLKQwCNkWIGjY6mNAUYDsgBuZ35/gYykM/CJeEqg/\nCKkuVq8SKCmB+Dncc7fJVddYHHm0g2FmHvddDa01jrZjvw1hxki1RPLnPxs8/R/Ja69KHvmbRvR4\nRuPLzc1uuaMBA3Zff0Oqy9P56Dm4Wbp33GZy+rdsLrtcM+cghylTNaf89f9YEXkuR5QMYvHyNnwF\nzQwYcDnlTz4HZ59NoNMNhyjcsYX8Gy/Drs2h6eiTKC7MWFQzyCAZmbfwboaQwiNTFZ+wDUOybP0K\nAAJ+P9ef+YOU2+seJCm1BER/6iT25Y5MJhM7EySfHu5+ohPLGRO/jKUs/IaPFS1rGBaqRgqJY0F+\nMBeBIMeXxZTKsWit+eviZwg7FrZyKAjksaW9AVvZnDjmcPapGg2Af80cVLerInn7mSdSVXEyUgi0\ndi1Ubi8kgYibTqMJq25+8lMft9zsBigfeqji6GMtfDILL7HVGn7+c3jwUU3q2LK4BbI8e2BsuXGH\npLhEke/AgLydcxUJIfpNtrzo7ISTTnBdl9OmOwjhShG8v0hSVZ1x9ewOCCGwVbwGpCE8pZ0czbp1\nmtZW+P5FNhWVKmYpjt4nypF8+CHkF0B+HpQN+GydclrDgw8YVFVprrjKorgELEsgJTgO+I34+Ugh\nCW2tJaukCcuxsS//EWZnojad7OpGXHUN97UezZGHSsYOd63Ugs8m2zKDDP7XkSFdux3eyTP+Os0O\nxuvNNbTsTJB8zy/kxKy++IQd/d6Ot09XaiiVZWxX1UlMjME6efwRseWfzbuDrR2bAfB357Fws+sW\nnFRez4ItS2N7eHezW0txSuVY5m9aDMBhw/aN7cfqdm/jkaMUg6qCsbR2EGzYANXViWcRPcf16+Nn\nWzcodVadEPDUU7C9CbKyYNs2WLlCUFAAJaWahe8aVFQp6us1Ab9g3TpcnS2/4PCjNJ0dAnqJ49lV\n8MsAk8bDDTcoDjlUM2VKJG5NC4Tw81kHY+9NiFpGoxas6O8NGyA/X+PPgS1bQGtBS4PDmLES09S8\n+ork3O85/OgaB0Tis9bZIcnO1jQ1CqqqBGWl0b9FnstdRFBcl2Ao8hzrpCfcvb9PO10lfGJt3QLD\nhrsB/aNra/DlOyjt0LW2DCPLjVPctlVibFqX8pjGho08yLcZ0nolw52JCOEmU/hEIGX7DDL4IiFD\nunYzPl63ivNuuxLLssjLymVT41bClkXQ76e8eACWZdEd7u57R/TfopW6NmLqoPp0GZW9BcnvPFIH\nwGcb2QRlEIkkO5jNoKJKTCkpzM5jTPkQTGmQH8ihvnQoUghGlg5mzuBp+AyTmvzyGHHMygYhNPfe\nb0UmxsjkqKCt2cCsEd7wlYhkhCArC7KzNRdfohk3OkA6+SghIBBw3ZGPPmzy4Qcm48ZK1q6FsWOh\nIA8WzofZsyFownFHw9aGMGvXQmWlQu/mL3zXMmagFFx8cVLpmC8413K0zbbtNo8/ZvCVr0Blef+l\nF7RWhDxSD0EjfmG37OjioxWS/fZ3nyO3jqSmpMTitjsMDj/C4cA5IGTPZ7Sj3ZVKQcDAAXK3y0Go\nBFd/anjXl5dDKByPjLAiljwpJW2LpxLeXkH7UAU1tbBubY99bSlyPyiDed2sXiUYMjQTUp9BBlFk\nSNduhq1sXl30FgADC0vZ2twAQFYgSFfIQ7bShmv1TX7S10lMftkmy0RotrQ1MG/jB1iOTUVuGbPq\nJsX2mVgzUcT2Gd02XZ3E6KmketV6J59NDU28t9pV2T963CyyI1sVF2azVYewACXyWNrgtvnGxGM5\nZOgMz35cramuTklODgwe6qC9blcpmDSh54QmhEBrzZSpDt8932Ly+GCfwe3hsGs1O+tsm/wciSEk\nixZBVRWUlsbb1UR0a7OyYGAKFfzdCSn7rtX3RYPWGl9A0dAgaWnTVJbvzNbxe+L11wTT94H8fPf+\nmfeWpG5Qz/ENBOC0021+/CMf199ok50TrxCgtWspzcvT5O3GcXLjzJzIcjypJfJXegbv90TA764P\n2rlkhwtRWnHukYdzUtVghgxxCJoBnBt+gjz7e0hP+Ss7GKDw17/jzVO+htawdFEAv+x/bGIGGezt\nyJCu3YzcYA77j5sOgGmYjFLDQLuE5Nff+zF+04cZiZvwFolORDz8NrU0RLryQulkIuLWsJWN6/np\nK78H4Mv1hzCzLh5xnq4eYuq6kYnQnpdsYq/jv4JmwLsBCU2iix4rUWe4y9M8Qtw2Ci65yA1Snzk1\nyJ1/CDPn4BQ7SoIhTM46C7xB572huNBHcWFUZMPtkzc4PxllxT4gU+vm84YUElOanHMuDCh1x3r9\n+jg5TobWGkuHY8sCQeP/t3fecVJVZ+P/PnfKzlKXsrDA0rGCiEqPILEiiomKEY0iSUw0ryG+P6MG\no9GExKhJ1CQajSVGTYwafS2JorFEjY1EUIpgoYh0WIrAwu60e35/nJmdO20r258vn2HOnHvPvefs\nnXPnuc95yk447DBhzRrDqFH2OzV2nGHeTwL85ndWC1S+D3btAjcuPPuMj1UrHfx+K3C5LoQrYfce\n6NULgr7GDwcRS4whzyizyvk05+u+2MLCjXZ5v3ennnQZVsiG9cIxo2H7tK/R6fcG99qr6LRlB1u6\nFVJ23Q845ILzKd8D119bwHnnOjgqbylKFSp0NTIdQoX8e9l/ABuRPe6mvPEOG3hQ+rJXTkPtukaD\nz0duI/nOBR0Z1LUvhYECuhZ0znEOqvqUuRSZa7/0LZLxf2p5EwxXH/st5k6+GBHhL4v/wZJ1q4kb\nl0PfeY/v3TefHmV72VXclV9PG8Zzo/uy3+ONmPy7hApT4/p8rXDHbwNs3hzjnHPjBAJ5vDRFCEgw\n57Z8+OqYBLox0ukodccRH0WdfRR5vtr5BC6LwfV4zLourFsvPP5XHzfdmNqrW3fD1ddEWLPGzouS\nPi6lpfZbPufyGN+9LEbAb+PeWQ2kUNihacJBuK5LLGYD+C54x2HyFJfCwnwtc4V/Sdl8Du5Wyu7K\nckRgV8UehvbrxbBhVsDs1s2Bi87j869MZsveHTiOQ7/OvRAcCkMwZYrLhg0NT56uKG0JFboamY4F\nHRg6aDCBQIBAwM/IvofQsaADHUIhXNet0nLlC0OQ/JS7nIwGb/Ls411KyG1XdUTJwTxx3u15ep+p\n6codKiL9aTnbhixdWEvt06mgQ5pt2YY9W5n23gbOemw5wbDVIHTftpsfP7KYuImzf8z+jDOmltPG\njI1z1z0RRhyRSPOjMk+7JT0elamKqeb1oDPGVH33jOcL47re5XNbffedAZ7/h4+9e1xuutmlqAh8\n+Cnta89h51u6cOGvUnL6UzNQkvs3ho2fSbM/8/ttPLlJx7kU5LVfr84D2v5ttpbvYMlW6+BS4CvA\nNYZ9+w2dO6e06AOL+jGgqE9a20AQfH4fx0488CNVlNaMCl2NTIfCQgpH2QCnBrjvkpvTtCC5Dd0h\nl6ar9suIucJE1MaEtmGkB1GtSVhML59+8HFMGHAkR9x8SpXAlaQwGufK51fz2KUp4XJT+TbuWfYI\n+/YEGDfjJN56bCQ+p8AKXLqe0a5xTbxqiVCQlPdhRtiQlWsiFPcyVnDPMw1E4DuXRtleBvPnO2zd\nJvzt/yItLuHz5s3Cxq3CESPTB1KdjV9tdOWdgh3oHupCwBfAGKsxi8fB589vYpCc0yNGGEpL6zIK\nRWn7qNDVyDjiEPIHqYwl7ERID9CQvGHlt5+ClCCTWubL1m7VJk+i9ziep/m083q1ZPmoa4ywbNuy\nzPo+XYop6dKDwMYtOc/YY/tetlfs8vy9XD7bs449G3rT9Ygl+H2j7DFV3lISlJfDurXC/Pk+vvf9\nGIWebEpbt0JJH1ONFijF0ccYnnwmwptvOJT0aTlG4TYcRAQwLF4mjBufuURIWrk6B5d8zJ18MT+c\n/E0gNV9t+qs8D3riEEykuerZrcFDVJQ2hwpdTcArsx/Al8idaJ+Ok4JDiroJKaaaffIv8WUvFybL\nXmq+Ied/Qs70ikoJSKmj535CrhL4+pfCuvVZR67o04sTh0yoEig7+Aopdkro0d+wKxzL2l9pX8RN\nnHgitEE0KuzeI6xY7nD4cMO3vuHnjtv8zL3G7msMvPRP+NrX63aOSV8KEipoOdotAJc4lZUw6TgI\nBHKZyGeW8wmMuedu7TA5i3v3Wtuvgw+uw6HqiGtSabgcHLWlVFo8LesO0kYp8AfxO76E4JWiIbeH\nmgUZqVriSwVLdTxlqRJgbL2T+Cyez5K2LXUsySpnj8Z7m88XoDXVZstmeOr/HKI//ykmw+rXdCgk\ncMvNjCkdjvXAdHExvLF6EW+ueZ8V5sU6/e2UNkgiKXncuJRtd+new3D4iDhvvO7w0IMOY8Y4LHjX\n4aqr4OaboU8fqQqOGw5DWZmN6L9xo603OWSOYN18LxqdpHdlLCoEA8m5mG/uZs/v9HJ19wfJqPdq\n2r0ve/+pjO/ngYfCBAsrefppiKZbCxxQYm6EqBsmEg+nOUAoSktFNV1NwN+W/ZMt5WVE3RgXHz2D\nosKUK1Vuq6f0LSm8gkx1mrGU0Xv6025uw3iv0Ja5X+5lRHKW0/tcm6dluz0eh48/cvjxjwJ0u+s8\nVgz3c/bCHzOAdVT0LCVw209xzz83rWVHfyEnDZlA0B8k6AsQi8c8TglK+8MKCR9/JHz8CZx5pqFH\ndyjpbZh5TmrZedIk+24MxI21dvcXGDr2sh6nXTuRbvXuccpoKcuKSZLx5jp19lpu5tJv1cYcIPc9\nxNZX3zZ9rtv30WNcXn/dx4UXwk03wfXXH9ChU1YGa9fCE0/6GTshRs+ehklqtK+0AsTkeqRrRkaP\nHm0WLlzY3N04oJz3xBV8uG0lAK/OfoAuoY5AdQbwdTeYPzCR5NNtxVLG8JlWIZktqjuzqaZ/tt4Y\nwzlnFvD8c9nu5Sde+yD/+OnXqu31jh3Qu3shfn/L+lFUmo5PV8XZ+UWEd972YQxcMCtmMwkEha4d\n88ZLaHVkemZGTO2yWaQ/3mXX25mdOUdzaa/zhYfJ3keAnWUhwmHYuBEmHiChaOtW+xo5EiorDVdc\nYQMU/+AH0LWr3gOUpkdEFhljRtdm31ovL4qIT0Q+EJHnEp+/JyKrRMSISM8a2nYRkQ0icmdtz9eW\nOHbAMXxt+FQuPPIM4okI0dlq/Fyq/lzl7CW+lHDUEIELUrfeZLR5Est59qnX/nMTZZdksNVcZTxt\nva1TpaSmzbr0//6eCN/6dpThI9K1bju31mzpvPJTJ+dykNJ+cOMQjwszz48z+xtxCkNC1y5CYajt\n/QiH3QrCbkUNAlemDj2pufLOxdR8za43GfPYxd4bMud3dfcDQ0kJlJbaeGf33AM7dzZs7JEIfPaZ\nFbgAQiFh8mRh1y5h1aq2d62Vtkdd1mMuBz4CuiQ+vw08B7xei7Y/A/5dp561Ib49+uyq/GfVq/Fr\n0mh5Vf3VGcPXn/SFgnyG9zkM4BOfUkFUvcsxXo/K3OWS3obf3x3nh1cKyz9MPQtccNRpHs1b9tN1\nebmhY0eDz+dS2+jyStvj0EN8tJfrH4lALFbfcBANcXbJrE9pyZKzvTxSweLNH+Eak4iFJpRtdejZ\ny+XowvHM+5lDeblh9jcMY8fawLE+8dfaAH7jxuxMEF26wKhR8PHHcMwxtTqMojQbtRK6RKQUOA24\nEbgCwBjzQWJbTW2PAXoDLwK1Ur+1OZLRGTPId6PbVbGb9bu3EHVjdA91YXD3UjKX/iBllJ47N6K3\nnF8kq86NvHZLnrkSbOeyBcm1v0CiHInAvn0GN0NldfCQYNrfxjuWykr4aIXD6DEuGitCaaukQkMA\nGMq2Ch06Qsc8Qle6p6LXNCB9a6azS13MGHKZDBhgy94y/veFmwHoUVjEjoovACjyd+fWMcfw978X\n8L9XxDlnhh+fD55/MUyHoJ9hw2o3hYuKYN066xG5f7/12Jw2zd4/fv7zmtsrSnNTW03Xb4Crgcw8\nMdUiNvzzrcAFwInV7Pcd4DsAAwYMqMspWgWSJkfUfKN7d/0Srv/XHQB8d8xMvtm9H9k3z/Rj1Sbp\ndUavPO0PvMBSfWgI7/mF397m58UXHF5/LV1T0b27YegweHzZi0TiUaJxGxqiIhYm5sb4xqgzmTCu\nCBv1W4Uupe2yvzKOMbDuc2HIUJMVHsKSz8LS1GKfA0MgzZnFUOgPEfT56VwQZOSRhsvmxHjicR+z\nLopTUGDo0BFKe8cp3+ewaxeU7xUOPzx7LidDQ3TsDM/cKxx1lMOkSSmP0qVLYdOmAzoURWkUahS6\nROR0YJsxZpGITKnj8f8HmG+M2VCdRswYcy9wL1hD+jqeo+WTpunKd6NL1RV6EkGXR/bn3CfHSdL2\n8eZKzO8Vme076f3/saXzeXfDEmJujP8dP4uDeg7I2TZX//I9LW/YIFTsh4MOTv0gLF4sWQIXQN9+\nhkGDXS7642Psj9pk18UdulG2fxcAXz30JHp1Ks71x1CUVo0xBpc4GPugUlkpdCuCQw8Fquw3Idug\nPbc/dP6MEClb0NqkHsutF099GlDUh/cufTzvuL7xrRjTTovz0Qph2unJB7MIu7bBLb8KcMgwHwMH\nCh07preLuVHiJk44DKecGmRgfyctn6TfD6eckve0itJiqI2m60vAGSIyDQgBXUTkL8aYC2rRdgIw\nSUT+B+gEBEWk3Bgzt/5dbn3Y25pTVc59Y0zVTRk8hv9e8ljG9prIvA16Q0J4e1KT92NKWPrsi428\nve59AMLxSNr+NWvJctubVVbA3KuC3DAvwpChhk6doEfP3MJkIJG/rn+XEvZG9uF3/BxVchiOIwR9\nQYJOIGc7RWkLpJYU7bJabkGn5jldvTd0LpvS/CnJGqoZ69ABBg8xDB6Srn0rKjJcOCuGYxzeeQdO\nOimjoUAkDH+4y88nHzn86YH0zQsXqoVBS+Whh2DmTGqV/aE9UKPQZYy5BrgGIKHpurKWAhfGmKqY\nzyIyGxjd3gQuS6bdU64bGlTd0KSxFstyL/N5jd695dMOmczRfQ4j4AvQo7Ao4wk5XxlPOf2Y27fb\n1CyDh7pMGBNixBGGGefEuOuO3F/DZ5+33ll7I/vYtHcbAH8955cUJLIJBxydxUp7J/PhJnsep6cP\ny6XFStZX7+ySWSavTWnmeWtm8Qc2e8AN1xnOPCtMRSyOI1YQjEYhGBAKCuDy/xdj7WohEnHSgtV+\n8QWcfHKtTqU0McXFcPfdcMEFNrRHe6feEelF5PsisgEoBZaKyP2J+tHJspKipmjw4I0gnVmfOzp0\napnBu9xAWrnmJYNUHK1UmAj7b2TvQzgs9CX+/tuJ7N3ci1wu4vYI3vrs4BDJ0qZNMP3UEL//XQDX\nFZYucbj+uiDGZN+Y+w9wqyZoKLHcGivvwq7dGnVaaftU76CUb05DrtAQqfmdnK81hYbIXc4MB5H/\nfpB5/Fz/0vfbXga7dsItv4rSu8Rl3g0BHn/MYekSIRZLjW7fPvjPAuGii+Cpp2DFCliwAN5/Hw47\nrH5/a6VxmTbNepgefDDceCPtPryPBkdtAmJulJixuTAaJ6hpJqlj1bTksG0bLHnfx+Qvx7PUv4Kw\nYgWShVKjAAAgAElEQVQcPbKQkj6GX94a4ZyvxT1bYcUKIRaFYQdBYQfjEeVSPwhl2w1vvuHjsksD\n7NpVuyffo4+J8+LLEbp0gcpYGJ/jY/kyhyNH+ijwpTqqudaUtkplfH+eLfnmd81BleuOd36lZrVX\ne1azdiuf/Vk6q1cJXYsMiz9wOOjgOAMHZp7fHiMWddi0ybDuc2H5coe9e6FLF8N3vyv41eSgxbJ3\nL/z73zaw7axZ1g6vrVCX4KhtaNgtGOMt5vY4zL6hecM+pIxdLbluYrluaLktyLxnjUSEH1wRYMJE\nH7+6LUJhyKFsu2HLZnDwc+Lx9ia2ZbNw3TUBpp8RpzDkVD35fnlSiN27hfMviHHooS6RiD3m1Glx\nJkx0efVlh/nz/fx3gcOuXcKgwS7fnyMcd5wQCsHu3fZJ9YUXbBDFFSvgvffg/UU+fnObn+tuiBLy\nF3DLTT6+890YAV/tY/ooSmsj4oaJRe0PUnq4l8yZm23cnv+hzWvVWVPqn1xCWvp9yqSVTFptRQVs\n3ABfOb2AO++K8OUT3Kz22eez5SHDrPfiokVw7GS7fJlLcPQHDP0HuvQfCCtXOlRWGrr1MJi841da\nAp07w2mnWS/T3/0OvvlNa6vY3lBNVxMQc2PEjDWKTdduHTjqakS7cYPDZ5/Bjh3CzBlWc9S1q6Gw\n0Ma/2bMnt2CzZv1++vZJHX9g30K2bRMKCw3DR7j0KzUcfrhh5vkxDjnEtjEYohFh3ecOnTobBvQt\nqFZw2rIFfnxDnIcfdFi6IswnHzkUdTOMG2/wiR+/o88KSttkx579BAK5kmvXXntdv/KB0cDv2QOX\nXBzknbd87N4Nd98X4bzzqzMJSL8PfP6Zw6efCKdMdTF4hclcoS6EUUcEuepql88/h+t/DD69N7QK\n4nFr53Xuudbmq7Wjmq4WhnhCRjSOuJW8BaUbtMdi9smzc+eU5+SdvwtQ3Mvwx3v9/Pvf6SZ9u3cL\nu3dXf7brrgly2ZwYkYgwfoLLHx+MMPzQIAMGCD6fN+xDupo/VAjDD63diEpK4I47o1RU+DnlxCBT\nT3X5+oWxBiyRKErLJW5s/DkM+H1CQZrA5dVk5zJoz7bPzG0YL549s23Cysok48evbsKW64LjWNud\nQw81PPOUPe6Prg4yaFCYCRNdcguO6Z6Tw4b46Nvbz+JF8Njjcc46J8qRowzBQC6h0LDogxihQJCH\nH4ZoBHyhWndZaUYcx3DBrDgnnejjtdddOnVoH9kkQIWuNFautNGOv/xlewOpjvJy6zFTWlqLA5vU\nUkGmV1Hdbbmyb1ymqpz+1Hr9dQEqKoRDD3P5zqUxnnnazy9v9rNtW+2W53r1sjnO+vaFnsUu3XvG\n6D/AIGIYM9b24aSTXQp8B365z+dzuP+BKI8/5mP2hUEWvufw5jth8LUszayiNBRvaIiCUHUhXvKV\nMzVd+dKKJZfs0r2nX3vVQUToV2oS8fO89yTDP19wOOkUt9p74n33+Dn7nBjP/d1HeTmIGIwRtmwR\nZn09yJ8ejjBpUj4df7oHZufOMHYsBEIurrG5WSv2w+IlDoOHuPTundrf77ephIYMSYWYUVo+BsP+\ncISF73VgzhzDn/7Y3D1qOlTo8vDgg/DYY3DJJXD11dXv+/TTNhjfI4/A179e/b4igjHeCO1e6iZE\n1EZEM8Dbbzn8/Vkfq1Y6hEKGvz/j46MVTrUCl88HU6fC9OlwwgkwdChVsW+MgbhJPEUbh6qwFo1k\nXhVwgsQj8KXxsHV7mNdeJytFkKK0bXLbf2YHmck2bk9pt/DsAZlhH958w8fNv/Az83yXYNB6EU6Y\n6GKTicCtv/KxZo1wytRY1TE3bYI+fV1eeM7H4sUOcy63TjjXzg1SUQH/esWX5pG8Yb3DFZcHeeGl\nMD16ej2vc83nVN2oI/yIJCSpAphyLESj8NijMc45L5I6DDB5cs1/TaXlYIxhxXL7HXvwAT+nnQoz\nZjRzp5qIdi90ffihdTV+8UVrS9S7t33Kqon16+HTT602aM8eq1bPS5WmK2kYn9R6pS8TZNsuJMll\nRJu+T2UlfOOiIN+6OMbECT7WrQmwamVym/DqK7nVtz16WM1ez57wwx/CoEG5hyDi4Jd6RxipF6EQ\nDBsGUVf4yldjTXpuRakO18SJudHEp0w7TVt+Yb5Dr16GI48y+H1Q4CvMOg5YE4BUdPXa2G5BpnYr\naV6wt9wlHDb89c8BOnV2GXmkobgYunQ1FBVBZYVw/XU+7rvH3vorK4UjRrq89aaw8lOHTp0M/oBw\nzGir2TrzbMPUkwpwjYsj8PprwoYNwuQpwsmnxrnnD37GjY+zcyc8/KAfv98Qi2U/iS1b6vDb2/1M\nOz3OSy/6mP3NOAMGZo8Z4G9/s3+P6dOzjxMIWE/pp5/yceZZGj6mtSIi/MvzmzR3LkyYAP36NWOn\nmoh2bUj/ySdW4CgstMuFxx8Pa9fabf/8Z/WC1Ntvw513wve+B6+9ZuPH3HCDFRQyMcYl7FbWsXf5\nb74VlYbycijumar/fK2PI4cHCYerVz0VF1tt1pQpMGYMDB9e81Jqc5P5HVXvRaW5iZs4UTdMLGbn\nT645tOBdh3886+Occ2OMOsoQ8qVnqI5GrTHx7b9x+b9nwhw+3FQjaNVsMP/5Wh/nzgiwZLHtjM9n\niMftXAmFDD/7RZRgQLjuR3727k2fQzPPj/Pqyw4/vynGD6/085s7ogweZHj0UR+L33eYc3mM/yxw\neO01hxNOdPngfYfCQsPevcK+fbBsqVSdqzYce6zLjTdH2bxZCIUM3btD7xLDpg1+lnzgZ+pU+wDo\n91sN/IYN1uvt6KPtuOa/4NKzBxwzxiVuYnz2mTB4sKSFk1FaLrG4y8EHw2drrKD/0kvCb38Ljz5K\nq8wsUBdD+nYrdC1bBr/8JfzlL/Zzjx52SW3rVnjjDStM3XFH9ccoLbVasieftOrtV17J7Ynhui4R\nkxK6Vu9cTyweI+rGE+8xIvEormsIuxGi8RjHDRxNx4LkTToVDuLuO/3cd6+PeBx+dF2Mo452+fhj\n4cUXHB64P1txGQjAuHFw4olw6qkwenTLF7IUpaUTd+PsD0cJBjMjsqdHZ49FnSpbI0FAYOdOeOpv\nQR54QFi8GAIBQ89iw8IPwhku9Okee+kCWMJcwQhPPOGwfp3w8ot+Xn+9+sndpYt9de5s07L062df\n3bvbFD0HHWQ9yxzHmhRUVloteK9e1t61Vy/bvmNH6NoVwmH7wCliHXfcRLe6d7efIxH7Ho3aMljN\nnhOIYHAp7e+yeqWPtWthyxbhkIMc3LifoiJ7P3Uce58Nh23/+vWDTp3g44/tg/KZZ8eJuRE6dDD0\n7etQoJb0rYLnnjNMny4UFxvGjYdYVHjxRft7XJO5TktEvRdrwR13pAQugB07rNH4li1W6HruOSug\nvPyy1YTNnWttnACWL7c3pF274NVXYdUqmDcvv+urpCW8htlPXUtlLAxAj8IidlR8AUBplxI27NkC\nwBvfeijtxorY8tq1DitW2Jv6RRcGGD8hzprV6bZaQ4caTj9dOPlkOO44spLHKorSMEQgEHQ95ua5\n7a/8Ae8+9r+ibtC3ryEcFrp2hZ07hcMOc+laZB+uas57aOf6fxY4/O72AEuXCkOHGgYOMlxxhTWR\n6NHDCla9elnhqHdvKywVFlrNUX0YP75+7XIRcwXXADj075eIUi4Gn0DSL2fq1PztTzzRvrtGcI39\nGWus5GnKgeeee4RjjoHbbhMmTrRKkLPOgp//3F73Hj2au4eNR7sVupYvT5WHDoU5c+Cii2xyTrDL\njJdcYp+wwMauKitLPendfrtVfV99NRxzjH3lI3M5rDAQqhK6wusPYvuyPnSb+BIhXwGdgh3o4A8R\njcf4Yh88cL+fEcMNm7dIwhg+/VgL3k3dQWeeF+eKK12OGiUay0pRGpVUCIZY3GQIMt4wD15v5VT5\njDPg/vutTSnAl49P2nqmCw/eEA9btzg8+7SPkhKYOtXHoQcLj/zVEPAnziMOTiuRO2zk+Ia7Gzri\n4DSxrWlNhMOwZo0VcAcObJ3LZY3JypU2IPZHH6VyMR51lNWyLlwIl1+erhBpa7TLX2ZjrAq9pMSG\nfbj+evjPf6z6e/Zsq/WaPdsalq9cCUuWwF//mmo/aBCMGgW/+AWcd17tzrl8mY8RR9in3sdm3Er5\nHh/33NmRVR8HWPCsn4PKvsmjr0ZADMbYyMwrPhYefcRPwC+sX28TRueipI/Lw3+Oc9IJAaD9xDtR\nlObCEYdQwjA+6BjCboVna6Z/cg4tmFgNdCgE078S5+JLop7QL17brVQsq94lLt/5rotfAvidAF06\nNeIAlXqzaJF1Btixw66cjB9v7YUffBDuuqt9rzwYYxUVM2ZkJ7/u1AnuuQfuuw8WL7a/sW2Rdil0\n7dhhpep337UG8b17w4UXpp5I5s2z7zffbAWrbdtg82Zb5zi27dChVk3fvXvN57vnHrjmmiBnzYhx\nx11RuhcUc+XVDo8+mtrn/UUOFRVCYQfD7bf6uXZuKkKiiGHIEOtVWVRk+/PBBzBxosuZ50Q5dVqc\nHt3a5aVUlFaJ67o89pi94YQ9cboyvSCrgpqKDdXiDXGqtExGj7ZCw1lnwQ9+YLU3/frZ34Fcjlbt\nieeftw5cZ5+df59vXeyyYQPEXXBE2pzjVLv8pY7F4OSTrZBVUGBVmePGWUN6b9LnN9+0MasWL7ZC\n18UXWw/FK66wa88PPJD7+Pv22TQegYAtv/8+7Nol/PG+AH+8z6rUS0oMJ5xgGDTYLlnGYvDQn3yc\ndDLs2imMG+dy8snwpWNhwnjJ6UlpjCCi3jqK0twEnRCVlbBmNQw7LEy+aHpvvuHwpUkucSdKzPWm\nBktgBMSwfz906RhQM4FWSDAIl15qV0geeqhtJXZuCMuW2d/RH/2o+v0ibiW9+kLEhQJfqM09ZLRb\n78VMVq2Cn/wEfv97a3jqZfZsq926/HIrSD3yiDWgnzcvZVwPsHSpFcaeeMIa3o8da5M3P/OMXZIc\nORImTYKjRlfSvac1jA84QXxiZ2XEDbO/Is6K5cLY0f6E3YOiKK2Jyvj+qnIsZn90d++GLZscvnFR\nkFffqKRDYXYIiBXLhXfe8jNtepSSEgj6AnoPUNoEmzZZ+8WCAvsbWJ0HfWW8guRDS9AJtTibvVxo\nyIh6EIvBSSdZD8TZs2HatNS2ykrYu9d+cS67zNqCzZtnw0UkXZf37bPtOnWy6uXRo21MmVGjrKuz\nl6gbqYpQ73cCOGLtsOJuDDfhseiID5+ofZaitDZiboxYDD5fCx8scXnkzz7eedth/34bjHT8hDiv\nvxklM4FzLAYFfj+O40vUtr2lFaX98eGH1pbriCNSdcYYIm44+QnXFRwnM+uCN9cCBJ1g1W9lS0ND\nRtQDv98GRL3rLhuPxouI1V59/rkNIREK2XX6SZNsNPo5c2xohqVLa4hMnyDgBHPW+xy/msErSivH\n7/jxByFUAE8/FeOF+U5a4NBVKx2efMLhsMPjaQFRfX5AaBVP9opSE8bACy9Yx4LTTkvVl5dDRYUQ\ndl2i0WTcN681Y3qGguSWlqUeqj8qdHkIBm1QVL/fuv2uWmW9HHv1suvzv/iFNYbcvt2qSe+9Fw4/\nvLl7rShKS2TgQHjoYZdTpxluutHHp59YYWrycS6L3nPo398gGBwcEAdBVOBqJ5SV2Qf3U09t7p40\nDnv32jzGI0bAddelh80oLLTKig0bfRx1tDeKnVermyNvqDGNluu3KVGhy8OTT9plwqIiG5zt8MPt\nl+Wtt+ArX7ERkrt1s0aS7d0LRVGUmgkFgsy+EM44DX59a4wXXnA4/4IYp083qZyJ4lPbrXbGy6+4\nhKMx5v5ICAbh2h/H0vQ5xtjfnszUUa2BVausA0FxsQ2XkblC7vPZ17YykwoADmQut9uSJ69pG1lq\nV5suD889BxMn5g4D8fLL1uZLURSlPkTcMOFInLWfOfTta+jYycbkIxagMKRCV3vCNS4LPwizfp1D\n/wE2MbmXBe/abAWjRoRajV3fnj0200swCFddlXsf16SErHC8MkOO8gYVzgwQDH4J4Guh3rxq01VP\nTj89/zYVuBRFaQhBp4BgCI44DHbuDrNvX5x4HLrVwg5UaVsIwtGj/Bx6MIQKvXZLicwERti4QRgy\nwNC1a8sVuqJRWLECPv3Umt307Fn9kmnETeUgzha4qk/03haWFkGFLkVRlCanc2ch3rZWTZQ6ICL4\nxWYVMCY9o0E44jJ+ok2M/tBDAb7//dodc+FCu2w3cmT982vmwhhYv946iiUVExs22LBJa9bY1aEZ\nM7K/x5GIDQ2R7EtFBRCoPlxEbdi/PzsiQGtChS5FUZQmxi/+qvh8bS34o1J3HBx277aC1qpPhXET\nDK/808f559fcNhazHvfvvAO9S+IMHOyya5eNgu84II4hXAn+gBWAKiqshioetw5h+/bB228J06cb\nfIk8ntEIVEas7fKSdZ/z5w/ms+CvE1jd4xMunzCL0lKbxWXZMptYHQzheCoEBAhxoHyvYfUq4eV/\n+ujew3Dxt9OXDZP6vXR/xTzjdGNEibAvAo4/SCjYOsWX1tlrRVGUVoyIo6KWAlitV9AXorg7FHeH\nHkWwfClMGJednzATY2DWLOjf3wbv3lIWo0PnOB0626C7Li4YCBTYALxxAwUhh2DI2lYJDv6gS/ee\nDuIzxBM23r6A0CFgy2HfDt7c9irulDf478ZUNHDHgSOPTPbDUBl2PRldDI7PhoM46mjDwEGuDafk\n+dLXzpo8Wxzr3BnEbVm26HVBDekVRVEUpYURj6eW5vbsqV0MyD37wtx3n3DZnFjGlvwifrb5erqg\ns2LrKt65ZS7n/vUteuzYw/6SXiy9/CL2nD2dE4aMt22NqQrsXWWXVkVmOIi6kNnW9isecxLplQw+\n8Te7gX1dDOk1KIyiKIqitDCSAlc8boOM3nEHvPGGtWnKx9KlwjNP2QwIXsFHqgQpk1U2iX/J2O82\njEOqvuOTz/LNu/9Jz+17EAMdN29j1I9vY82dtxAzUWImSpxYIgRKSvBKvUzG5+x68pbJKJtEIGFD\n3MRxE/9aE6rpUhRFUZQWTlmZNVy/++5UMu2RI+0S486d8I9/wBv/jnPZ9yOMOMJU5fQEallOeQq6\nxiXmxnGNITT0MEIbt2T1Z0dxFzpu3lzL3ucKB5EUAHPpwrz7e+uyY3k54sub5aWp0JARiqIoitKG\nKC62r7FjbQDSRx6x7zt2xXBNnDFjDNPPhI6doPrlPJOz7K1duGE5lz3/cwCWbMoWuAC6b99DOOeW\n6s5Zc2gIW65eKKzS0BlwWplxpApdiqIoitJKEIGDDoKf/ARcFz78yGXoQXFiMbj91wFGjHQ5fXqc\n/IJXbl9Br1Djc1IxJ3b06Ezx9r1Z++/q1ZXGjtzgjVifqxyPg1+FLkVRlLZPzI2mImwLdp0HwAgV\nYUMoBD5N8aM0Io4Dww93MCbA9q0w8zyXQYNNlT1Xul1Xsg7Iae+VCl/SKdiRw4qHgjE8O8vHrN/P\nJxiOVrWpDPp54rxJzE7sHzcu5/3tSlxjcI3hyZm3IeLgtRtLnrsuBk01LYv6fFSv1GuBqNClKIpS\nD6y/VhwAMfZHYNFCh/XroLxcuGBWHKO+Skoj4xM/CAzsD1E3Yg3MDXy2xmHI0GyBhTQhyCvIpCLj\nR90oH5WtBiA8ph/750zivIf+S8/t5WwuKuS3ZxzCghFduajKrkr4bNfGVPR4IBWFqzZiVm57rRpb\ntTKBC9SQXlEUpV5E4xF27Iqze7fQsaOtc13o3Tvl7i84BH3Na+SrtB9ibpS4STwIeISXykohFLLm\n6ikhKP9v/+6Kvfx34zIcx0c4FuZf697FAB18hZw2bAqOCI74GN3vcJKqpmVbP8URB0eEQ3sOTmi6\nkufJlo6yRatMoSuXMX1yDx/+qiVQwZHmfbhRQ3pFUZTGRqComyEaMxgjFPdK/jg4OD4Xg9UAKEpT\n4XcC+Mlezg52TJXjboyoiQDpBuk2sbb9Dncp7MSJwyYAsHFPGdf/604A+nXuzbwvz6k6lkmEngAY\n0XtY2jm9mjVyGMOna9xylZMemNlaOUes12JrRIUuRVGUBlBcDOEKYccO6N4NxPGm9lGhS2lhJGSr\nJYuFYcPs93bnThtdfm95Mghr6nsb8gUp7VKCI0L3UFdPmIdkyIfcWqysEybKVTNDctt6pY4plJdD\nhw5OIl+jkLRFa27NVkPQ5UVFURRFacfE4zYnYyRik0kHgw1PTH0g+OILuOcemDnT5pgcOrTmNs2B\nLi8qiqIoilIrfD7o1Cn1ORzGk0fRsmoVBAKweTP06GHDVjQEu6SZe9uWLVb7Fg7DscdC37723G0B\nFboURVEURakiU+ACKyQZA+PGHRivwWjUatS8x08et0sXKClp+DlaIip0KYqiKIpSLQ3VbGUSzHDq\n9QpyHRo76moz0gJWbZW2wMsvN3cPFEVRFKVlo0KXckC49VaYN8+uwcfjzd0bRVEURWl5qNClHBB6\n9YIbbrBq4eJieOqp5u6RoiiKorQsVOhSDgj79tl314Vdu+CSS2D16ubtk6IoiqK0JFToUg4Ie/ak\nf96+HWbMaJ6+KIqiKEpLpNZCl4j4ROQDEXku8fl7IrJKRIyI9MzTZpSIvCsiy0VkqYice6A6rrQc\njIE1a7Lry8pssD1FURRFUeqm6boc+Mjz+W3gRODzatrsB2YZY4YDU4HfiEhRnXuptGhefz230DVj\nRrZbsKIoiqK0V2oldIlIKXAacH+yzhjzgTFmbXXtjDGfGmNWJsqbgG1Acb17q7Q49u+HX/8aRoxI\nrx8+HK6/vnn6pCiKoigtkdpqun4DXA1VacPrjIiMBYJAlnm1iHxHRBaKyMKysrL6nkJpQnbuhJde\ngq9/HebMgfnzobDQbgsG4ZlnoHv35u2joiiKorQkahS6ROR0YJsxZlF9TyIifYA/A98wxmQJbsaY\ne40xo40xo4uLVRHWGpg+HRYssMlIp06F0tJUROELL4Rhw5q3f4qiKIrS0qiNputLwBkishZ4DDhe\nRP5S2xOISBfgeeBaY8yCevVSaVFEo1BeDt/+to3PBbB1a6o8c2bz9U1RFEVRWio1Cl3GmGuMMaXG\nmEHATOBfxpgLanNwEQkCTwMPG2OebFBPlRaBMTB3rrXlmjIFFi+29SUl1ph+yBCbEFVRFEVRlHTq\nHadLRL4vIhuAUmCpiNyfqB+dLANfAyYDs0VkceI1qsG9VpqFhQvh4ovhtttg1Sr49FO4+mrYvdtq\nv5591gplmTG7FEVRFEUBMcY0dx/SGD16tFm4cGFzd0PJ4M03YfLk/Nv794dZs+Dtt2HaNLjqqqbr\nm6IoiqI0FyKyyBgzujb7+hu7M0rb4MkaFofXr4cbb7Tl996DI46wBvaKoiiKolg0DZBSI/v22fAQ\nddn/1FNh9Gi7BKkoiqIoigpdSi14+mn4+OO6t1u0CH7xC5sEW1EURVHaOyp0KTWycWP92z70kLX3\nevbZA9cfRVEURWmNqNCl1Mjjjzes/aZNVuulKIqiKO0ZFbqUGvnii4YfY8qUhh9DURRFUVozKnQp\nNXLTTRAK1b1d374wdiz89Kdw7LEHvl+KoiiK0prQkBFKjZx7Lhx/PMybZ3MtOo4NhjpyJAwdCt26\nwdq1MHGiTXZdWgpnnw2dOjV3zxVFURSl5aDBUZU6EY1aoWv/fujcubl7oyiKoijNiwZHVRqNQMC+\nq8ClKIqiKHVDbboURVEURVGaABW6FEVRFEVRmgAVuhRFURRFUZoAFboURVEURVGaABW6FEVRFEVR\nmgAVuhRFURRFUZoAFboURVEURVGaABW6FEVRFEVRmgAVuhRFURRFUZoAFboURVEURVGaABW6FEVR\nFEVRmgAVuhRFURRFUZoAFboURVEURVGaABW6FEVRFEVRmgAVuhRFURRFUZoAFboURVEURVGaABW6\nFEVRFEVRmgAxxjR3H9IQkTLgc6AnsL2Zu9Oc6Ph1/Dr+9ouOX8ev4289DDTGFNdmxxYndCURkYXG\nmNHN3Y/mQsev49fx6/ibux/NhY5fx99Wx6/Li4qiKIqiKE2ACl2KoiiKoihNQEsWuu5t7g40Mzr+\n9o2Ov32j42/f6PjbKC3WpktRFEVRFKUt0ZI1XYqiKIqiKG2GJhe6RORxEVmceK0VkcWJ+pNEZJGI\nLEu8H5+nfXcReVlEVibeuyXqRUR+JyKrRGSpiBzdlOOqLdWMv4eIvCYi5SJyZz3aDxKRCs+2PzTV\nmOrCARj/T0Rko+cY0zzbrklc/09E5JSmGE9dOQDj/5WIfJz4jj8tIkWJ+vZy/dvk/E9sq/H7KyJv\netpvEpFnEvVTRGS3Z9v1TTWmunAAxv+giHzmOcaoRH17uf6PJLZ/KCIPiEggUd9erv9gEflPYr/H\nRSSYqC9IfF6V2D6oaUZUD4wxzfYCbgWuT5SPAvomyiOAjXna/BKYmyjPBW5JlKcBLwACjAf+05xj\nq8f4OwLHApcCd9aj/SDgw+YeU2OPH/gJcGWO+sOBJUABMBhYDfiae4yNMP6TAX+ifIvn+99ern9b\nnf91/v4C/wfMSpSnAM8195gae/zAg8CMHPXt4vonximJ16PAd9vZ9f8bMDNR/oNn/P8D/CFRngk8\n3tzjy/dqtuVFERHga9gvDsaYD4wxmxKblwOFIlKQo+lXgIcS5YeAr3rqHzaWBUCRiPRptAE0kBzj\n32eMeQuorE/71kZDx5+DrwCPGWPCxpjPgFXA2APS2UagvuM3xrxkjIklPi4AShu1o41EA65/m5z/\n1PH7KyJdgOOBZxq7r41BQ8efg3Zx/Y0x8xNjNMB/aSPzn1qMP9HmeODJRFXm/E/eF54ETkjs3+Jo\nTpuuScBWY8zKHNvOBt43xoRzbOttjNmcKG8BeifK/YD1nv02JOpaKtWNv77tB4vIByLyhohMamhI\nadUAAAOMSURBVHgXG5WGjP97iSWEB5LLS7S/6w/wTezTfZL2cP3b6vyva/+/CrxqjNnjqZsgIktE\n5AURGX5gu3vAacj4b0zM/9s9D+bt6vonlhUvBF70VLf1698D+MLz0Ondp6p9YvvuxP4tDn9jHFRE\nXgFKcmy61hjzbKJ8Hjm0NIkvyy3YZZRqMcYYEWlx7pcNGX8dyGy/GRhgjNkhIscAz4jI8IybcpPQ\nyOO/G/gZYBLvt2KFjxZDU1x/EbkWiAGPJKray/WvQuc/93s+v49NRVIu1s7xGeCgBhy/3jTy+K/B\nCttBbFiBHwLz6tPPxqKJrv9dwL+NMW8mPreX69/qaRShyxhzYnXbRcQPnAUck1FfCjyNtVNYnaf5\nVhHpY4zZnFAfb0vUbwT6e/YrTdQ1OfUdf23J1T6hFQwnyotEZDVwMLCwPudoCI05fmPMVs9x7gOe\nS3xsT9d/NnA6cEJimaHdXH/a7vyvdf9FpCd26eVMzzn3eMrzReQuEelpjGny/HWNOX6PljMsIn8C\nrqxL+6agCa7/DUAxcInnnO3h+u/ALhv7E9os7z7J9hsSx++a2L/F0VzLiycCHxtjNiQrxHphPY81\nkn27mrZ/By5KlC8CnvXUzxLLeGC3Z4K2NLLG39D2IlIsIr5EeQj2KWdNg3vaONR7/Bl2GmcCHybK\nfwdmJrxYBmPH/98G97RxaMj4pwJXA2cYY/Z76tvF9aftzv+6fH9nYI2mq+zfRKQkacMiImOx9/YW\n+aNDA8afnP+JsX6V9Pnf5q+/iFwMnAKcZ4xxPfVt/vonHjBfw37/IXv+J+8LM4B/JR9IWxymebwW\nHgQuzai7DtgHLPa8eiW23Q+MTpR7AK8CK4FXgO6JegF+j/V6WJbcvyW+co0/Ub8W2AmUY9erD88c\nfzV/v7OxDgiLsarm6c09zsYYP/DnxPVdip1ofTztr01c/0+AU5t7nI00/lVY24XkHEl67LSX69+W\n53/O7y8wn4Rnd+Lz68DUjLbfS1z/JVgHi4nNPc7GGD/wr8T1/RD4C9CpPV1/rEnBas/8T3r/tZfr\nPwQrjK0CngAKEvWhxOdVie1Dmnuc+V4akV5RFEVRFKUJ0Ij0iqIoiqIoTYAKXYqiKIqiKE2ACl2K\noiiKoihNgApdiqIoiqIoTYAKXYqiKIqiKE2ACl2KoiiKoihNgApdiqIoiqIoTYAKXYqiKIqiKE3A\n/wfC3ydieCHUcgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "3VFQiWDYc4ly",
"colab_type": "code",
"colab": {}
},
"source": [
"hospitals = gpd.read_file('game_grid_export/facilities/hospitals.shp')"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "AX3OZg8bhR_2",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
},
"outputId": "0ebf8662-3595-42d0-9fc9-499258a81863"
},
"source": [
"hospitals"
],
"execution_count": 19,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
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"        vertical-align: middle;\n",
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
"  <thead>\n",
"    <tr style=\"text-align: right;\">\n",
"      <th></th>\n",
"      <th>OBJECTID</th>\n",
"      <th>ID</th>\n",
"      <th>NAME</th>\n",
"      <th>ADDRESS</th>\n",
"      <th>CITY</th>\n",
"      <th>STATE</th>\n",
"      <th>ZIP</th>\n",
"      <th>TYPE</th>\n",
"      <th>STATUS</th>\n",
"      <th>COUNTY</th>\n",
"      <th>COUNTYFIPS</th>\n",
"      <th>COUNTRY</th>\n",
"      <th>LATITUDE</th>\n",
"      <th>LONGITUDE</th>\n",
"      <th>NAICS_CODE</th>\n",
"      <th>NAICS_DESC</th>\n",
"      <th>WEBSITE</th>\n",
"      <th>OWNER</th>\n",
"      <th>TTL_STAFF</th>\n",
"      <th>BEDS</th>\n",
"      <th>HELIPAD</th>\n",
"      <th>geometry</th>\n",
"    </tr>\n",
"  </thead>\n",
"  <tbody>\n",
"    <tr>\n",
"      <th>0</th>\n",
"      <td>18.0</td>\n",
"      <td>0006002401</td>\n",
"      <td>VA MEDICAL CENTER - BROCKTON DIVISION</td>\n",
"      <td>940 BELMONT ST</td>\n",
"      <td>BROCKTON</td>\n",
"      <td>MA</td>\n",
"      <td>02401</td>\n",
"      <td>MILITARY</td>\n",
"      <td>OPEN</td>\n",
"      <td>PLYMOUTH</td>\n",
"      <td>25023</td>\n",
"      <td>USA</td>\n",
"      <td>42.063022</td>\n",
"      <td>-71.053936</td>\n",
"      <td>622110</td>\n",
"      <td>GENERAL MEDICAL AND SURGICAL HOSPITALS</td>\n",
"      <td>http://www.boston.va.gov/</td>\n",
"      <td>GOVERNMENT - FEDERAL</td>\n",
"      <td>-999.0</td>\n",
"      <td>100.0</td>\n",
"      <td>N</td>\n",
"      <td>POINT Z (-71.05393558885629 42.06302243024101 0)</td>\n",
"    </tr>\n",
"    <tr>\n",
"      <th>1</th>\n",
"      <td>20.0</td>\n",
"      <td>0006802132</td>\n",
"      <td>VA MEDICAL CENTER - WEST ROXBURY DIVISION</td>\n",
"      <td>1400 VFW PKY</td>\n",
"      <td>WEST ROXBURY</td>\n",
"      <td>MA</td>\n",
"      <td>02132</td>\n",
"      <td>MILITARY</td>\n",
"      <td>OPEN</td>\n",
"      <td>SUFFOLK</td>\n",
"      <td>25025</td>\n",
"      <td>USA</td>\n",
"      <td>42.274627</td>\n",
"      <td>-71.171698</td>\n",
"      <td>622110</td>\n",
"      <td>GENERAL MEDICAL AND SURGICAL HOSPITALS</td>\n",
"      <td>http://www.boston.va.gov/</td>\n",
"      <td>GOVERNMENT - FEDERAL</td>\n",
"      <td>-999.0</td>\n",
"      <td>100.0</td>\n",
"      <td>N</td>\n",
"      <td>POINT Z (-71.1716980219461 42.27462729771167 0)</td>\n",
"    </tr>\n",
"    <tr>\n",
"      <th>2</th>\n",
"      <td>24.0</td>\n",
"      <td>0001102908</td>\n",
"      <td>PROVIDENCE VA MEDICAL CENTER</td>\n",
"      <td>830 CHALKSTONE AVE</td>\n",
"      <td>PROVIDENCE</td>\n",
"      <td>RI</td>\n",
"      <td>02908</td>\n",
"      <td>GENERAL ACUTE CARE</td>\n",
"      <td>OPEN</td>\n",
"      <td>PROVIDENCE</td>\n",
"      <td>44007</td>\n",
"      <td>USA</td>\n",
"      <td>41.831937</td>\n",
"      <td>-71.433575</td>\n",
"      <td>622110</td>\n",
"      <td>GENERAL MEDICAL AND SURGICAL HOSPITALS</td>\n",
"      <td>http://www.providence.va.gov/</td>\n",
"      <td>GOVERNMENT - FEDERAL</td>\n",
"      <td>-999.0</td>\n",
"      <td>73.0</td>\n",
"      <td>NOT AVAILABLE</td>\n",
"      <td>POINT Z (-71.43357465005005 41.831936947732 0)</td>\n",
"    </tr>\n",
"    <tr>\n",
"      <th>3</th>\n",
"      <td>25.0</td>\n",
"      <td>0001702896</td>\n",
"      <td>REHABILITATION HOSPITAL OF RHODE ISLAND</td>\n",
"      <td>116 EDDIE DOWLING HIGHWAY</td>\n",
"      <td>NORTH SMITHFIELD</td>\n",
"      <td>RI</td>\n",
"      <td>02896</td>\n",
"      <td>REHABILITATION</td>\n",
"      <td>OPEN</td>\n",
"      <td>PROVIDENCE</td>\n",
"      <td>44007</td>\n",
"      <td>USA</td>\n",
"      <td>41.981578</td>\n",
"      <td>-71.512844</td>\n",
"      <td>622110</td>\n",
"      <td>GENERAL MEDICAL AND SURGICAL HOSPITALS</td>\n",
"      <td>http://www.rhri.net/home.aspx</td>\n",
"      <td>PROPRIETARY</td>\n",
"      <td>-999.0</td>\n",
"      <td>70.0</td>\n",
"      <td>NOT AVAILABLE</td>\n",
"      <td>POINT Z (-71.51284391331592 41.98157825912944 0)</td>\n",
"    </tr>\n",
"    <tr>\n",
"      <th>4</th>\n",
"      <td>26.0</td>\n",
"      <td>0000902920</td>\n",
"      <td>ELEANOR SLATER HOSPITAL</td>\n",
"      <td>3 REGAN COURT</td>\n",
"      <td>CRANSTON</td>\n",
"      <td>RI</td>\n",
"      <td>02920</td>\n",
"      <td>PSYCHIATRIC</td>\n",
"      <td>OPEN</td>\n",
"      <td>PROVIDENCE</td>\n",
"      <td>44007</td>\n",
"      <td>USA</td>\n",
"      <td>41.744705</td>\n",
"      <td>-71.463225</td>\n",
"      <td>622110</td>\n",
"      <td>GENERAL MEDICAL AND SURGICAL HOSPITALS</td>\n",
"      <td>http://www.bhddh.ri.gov/esh/index.php</td>\n",
"      <td>GOVERNMENT - STATE</td>\n",
"      <td>-999.0</td>\n",
"      <td>495.0</td>\n",
"      <td>Y</td>\n",
"      <td>POINT Z (-71.46322471694708 41.74470515541861 0)</td>\n",
"    </tr>\n",
"    <tr>\n",
"      <th>5</th>\n",
"      <td>27.0</td>\n",
"      <td>0001602841</td>\n",
"      <td>NAVAL HEALTH CLINIC NEW ENGLAND, NEWPORT</td>\n",
"      <td>43 SMITH ROAD</td>\n",
"      <td>NEWPORT</td>\n",
"      <td>RI</td>\n",
"      <td>02841</td>\n",
"      <td>GENERAL ACUTE CARE</td>\n",
"      <td>OPEN</td>\n",
"      <td>NEWPORT</td>\n",
"      <td>44005</td>\n",
"      <td>USA</td>\n",
"      <td>41.503931</td>\n",
"      <td>-71.321796</td>\n",
"      <td>622110</td>\n",
"      <td>GENERAL MEDICAL AND SURGICAL HOSPITALS</td>\n",
"      <td>http://nhcne.med.navy.mil/locations/npri/npri.asp</td>\n",
"      <td>GOVERNMENT - FEDERAL</td>\n",
"      <td>-999.0</td>\n",
"      <td>100.0</td>\n",
"      <td>NOT AVAILABLE</td>\n",
"      <td>POINT Z (-71.32179613138629 41.50393052197609 0)</td>\n",
"    </tr>\n",
"    <tr>\n",
"      <th>6</th>\n",
"      <td>28.0</td>\n",
"      <td>0013402908</td>\n",
"      <td>VA MEDICAL CENTER - PROVIDENCE</td>\n",
"      <td>830 CHALKSTONE AVE</td>\n",
"      <td>PROVIDENCE</td>\n",
"      <td>RI</td>\n",
"      <td>02908</td>\n",
"      <td>GENERAL ACUTE CARE</td>\n",
"      <td>OPEN</td>\n",
"      <td>PROVIDENCE</td>\n",
"      <td>44007</td>\n",
"      <td>USA</td>\n",
"      <td>41.832139</td>\n",
"      <td>-71.433150</td>\n",
"      <td>622110</td>\n",
"      <td>GENERAL MEDICAL AND SURGICAL HOSPITALS</td>\n",
"      <td>http://www.providence.va.gov/</td>\n",
"      <td>GOVERNMENT - FEDERAL</td>\n",
"      <td>-999.0</td>\n",
"      <td>100.0</td>\n",
"      <td>N</td>\n",
"      <td>POINT Z (-71.43314954501545 41.8321390838517 0)</td>\n",
"    </tr>\n",
"    <tr>\n",
"      <th>7</th>\n",
"      <td>29.0</td>\n",
"      <td>0001802886</td>\n",
"      <td>KENT HOSPITAL</td>\n",
"      <td>455 TOLL GATE ROAD</td>\n",
"      <td>WARWICK</td>\n",
"      <td>RI</td>\n",
"      <td>02886</td>\n",
"      <td>GENERAL ACUTE CARE</td>\n",
"      <td>OPEN</td>\n",
"      <td>KENT</td>\n",
"      <td>44003</td>\n",
"      <td>USA</td>\n",
"      <td>41.705248</td>\n",
"      <td>-71.478236</td>\n",
"      <td>622110</td>\n",
"      <td>GENERAL MEDICAL AND SURGICAL HOSPITALS</td>\n",
"      <td>http://www.kentri.org/</td>\n",
"      <td>NON-PROFIT</td>\n",
"      <td>-999.0</td>\n",
"      <td>306.0</td>\n",
"      <td>Y</td>\n",
"      <td>POINT Z (-71.47823583631475 41.70524808503114 0)</td>\n",
"    </tr>\n",
"    <tr>\n",
"      <th>8</th>\n",
"      <td>30.0</td>\n",
"      <td>0000302860</td>\n",
"      <td>MEMORIAL HOSPITAL OF RHODE ISLAND</td>\n",
"      <td>111 BREWSTER STREET</td>\n",
"      <td>PAWTUCKET</td>\n",
"      <td>RI</td>\n",
"      <td>02860</td>\n",
"      <td>GENERAL ACUTE CARE</td>\n",
"      <td>OPEN</td>\n",
"      <td>PROVIDENCE</td>\n",
"      <td>44007</td>\n",
"      <td>USA</td>\n",
"      <td>41.869922</td>\n",
"      <td>-71.376456</td>\n",
"      <td>622110</td>\n",
"      <td>GENERAL MEDICAL AND SURGICAL HOSPITALS</td>\n",
"      <td>http://www.mhri.org/</td>\n",
"      <td>NON-PROFIT</td>\n",
"      <td>-999.0</td>\n",
"      <td>294.0</td>\n",
"      <td>NOT AVAILABLE</td>\n",
"      <td>POINT Z (-71.37645644510883 41.8699220005999 0)</td>\n",
"    </tr>\n",
"    <tr>\n",
"      <th>9</th>\n",
"      <td>31.0</td>\n",
"      <td>0000602895</td>\n",
"      <td>LANDMARK MEDICAL CENTER</td>\n",
"      <td>115 CASS AVE</td>\n",
"      <td>WOONSOCKET</td>\n",
"      <td>RI</td>\n",
"      <td>02895</td>\n",
"      <td>GENERAL ACUTE CARE</td>\n",
"      <td>OPEN</td>\n",
"      <td>PROVIDENCE</td>\n",
"      <td>44007</td>\n",
"      <td>USA</td>\n",
"      <td>42.004612</td>\n",
"      <td>-71.495803</td>\n",
"      <td>622110</td>\n",
"      <td>GENERAL MEDICAL AND SURGICAL HOSPITALS</td>\n",
"      <td>http://www.landmarkmedical.org/</td>\n",
"      <td>NON-PROFIT</td>\n",
"      <td>-999.0</td>\n",
"      <td>214.0</td>\n",
"      <td>Y</td>\n",
"      <td>POINT Z (-71.49580333435637 42.00461190311688 0)</td>\n",
"    </tr>\n",
"    <tr>\n",
"      <th>10</th>\n",
"      <td>32.0</td>\n",
"      <td>0000702905</td>\n",
"      <td>WOMEN AND INFANTS HOSPITAL OF RHODE ISLAND</td>\n",
"      <td>101 DUDLEY STREET</td>\n",
"      <td>PROVIDENCE</td>\n",
"      <td>RI</td>\n",
"      <td>02905</td>\n",
"      <td>WOMEN</td>\n",
"      <td>OPEN</td>\n",
"      <td>PROVIDENCE</td>\n",
"      <td>44007</td>\n",
"      <td>USA</td>\n",
"      <td>41.810877</td>\n",
"      <td>-71.412201</td>\n",
"      <td>622110</td>\n",
"      <td>GENERAL MEDICAL AND SURGICAL HOSPITALS</td>\n",
"      <td>http://www.womenandinfants.org/</td>\n",
"      <td>NON-PROFIT</td>\n",
"      <td>-999.0</td>\n",
"      <td>247.0</td>\n",
"      <td>Y</td>\n",
"      <td>POINT Z (-71.41220075975724 41.81087733182346 0)</td>\n",
"    </tr>\n",
"    <tr>\n",
"      <th>11</th>\n",
"      <td>33.0</td>\n",
"      <td>0000802906</td>\n",
"      <td>THE MIRIAM HOSPITAL</td>\n",
"      <td>164 SUMMIT AVE</td>\n",
"      <td>PROVIDENCE</td>\n",
"      <td>RI</td>\n",
"      <td>02906</td>\n",
"      <td>GENERAL ACUTE CARE</td>\n",
"      <td>OPEN</td>\n",
"      <td>PROVIDENCE</td>\n",
"      <td>44007</td>\n",
"      <td>USA</td>\n",
"      <td>41.852068</td>\n",
"      <td>-71.398123</td>\n",
"      <td>622110</td>\n",
"      <td>GENERAL MEDICAL AND SURGICAL HOSPITALS</td>\n",
"      <td>http://www.miriamhospital.org/service-director...</td>\n",
"      <td>NON-PROFIT</td>\n",
"      <td>-999.0</td>\n",
"      <td>247.0</td>\n",
"      <td>NOT AVAILABLE</td>\n",
"      <td>POINT Z (-71.39812349550289 41.85206818809644 0)</td>\n",
"    </tr>\n",
"    <tr>\n",
"      <th>12</th>\n",
"      <td>34.0</td>\n",
"      <td>0001002903</td>\n",
"      <td>RHODE ISLAND HOSPITAL</td>\n",
"      <td>593 EDDY STREET</td>\n",
"      <td>PROVIDENCE</td>\n",
"      <td>RI</td>\n",
"      <td>02903</td>\n",
"      <td>GENERAL ACUTE CARE</td>\n",
"      <td>OPEN</td>\n",
"      <td>PROVIDENCE</td>\n",
"      <td>44007</td>\n",
"      <td>USA</td>\n",
"      <td>41.811881</td>\n",
"      <td>-71.409129</td>\n",
"      <td>622110</td>\n",
"      <td>GENERAL MEDICAL AND SURGICAL HOSPITALS</td>\n",
"      <td>http://www.rhodeislandhospital.org/rhode-islan...</td>\n",
"      <td>NON-PROFIT</td>\n",
"      <td>-999.0</td>\n",
"      <td>719.0</td>\n",
"      <td>Y</td>\n",
"      <td>POINT Z (-71.40912925571052 41.81188107954824 0)</td>\n",
"    </tr>\n",
"    <tr>\n",
"      <th>13</th>\n",
"      <td>35.0</td>\n",
"      <td>0001202915</td>\n",
"      <td>EMMA PENDLETON BRADLEY HOSPITAL</td>\n",
"      <td>1011 VETERANS MEMORIAL PKWY</td>\n",
"      <td>EAST PROVIDENCE</td>\n",
"      <td>RI</td>\n",
"      <td>02915</td>\n",
"      <td>PSYCHIATRIC</td>\n",
"      <td>OPEN</td>\n",
"      <td>PROVIDENCE</td>\n",
"      <td>44007</td>\n",
"      <td>USA</td>\n",
"      <td>41.792448</td>\n",
"      <td>-71.367270</td>\n",
"      <td>622110</td>\n",
"      <td>GENERAL MEDICAL AND SURGICAL HOSPITALS</td>\n",
"      <td>http://www.bradleyhospital.org/service-directo...</td>\n",
"      <td>NON-PROFIT</td>\n",
"      <td>-999.0</td>\n",
"      <td>51.0</td>\n",
"      <td>NOT AVAILABLE</td>\n",
"      <td>POINT Z (-71.36727040100817 41.79244810069935 0)</td>\n",
"    </tr>\n",
"    <tr>\n",
"      <th>14</th>\n",
"      <td>36.0</td>\n",
"      <td>0001302907</td>\n",
"      <td>SAINT JOSEPH HEALTH SERVICES OF RHODE ISLAND</td>\n",
"      <td>21 PEACE STREET</td>\n",
"      <td>PROVIDENCE</td>\n",
"      <td>RI</td>\n",
"      <td>02907</td>\n",
"      <td>GENERAL ACUTE CARE</td>\n",
"      <td>OPEN</td>\n",
"      <td>PROVIDENCE</td>\n",
"      <td>44007</td>\n",
"      <td>USA</td>\n",
"      <td>41.806894</td>\n",
"      <td>-71.420820</td>\n",
"      <td>622110</td>\n",
"      <td>GENERAL MEDICAL AND SURGICAL HOSPITALS</td>\n",
"      <td>http://www.saintjosephri.com/</td>\n",
"      <td>NON-PROFIT</td>\n",
"      <td>-999.0</td>\n",
"      <td>231.0</td>\n",
"      <td>NOT AVAILABLE</td>\n",
"      <td>POINT Z (-71.42081969946952 41.80689369488817 0)</td>\n",
"    </tr>\n",
"    <tr>\n",
"      <th>15</th>\n",
"      <td>37.0</td>\n",
"      <td>0001502903</td>\n",
"      <td>HASBRO CHILDRENS HOSPITAL</td>\n",
"      <td>593 EDDY STREET</td>\n",
"      <td>PROVIDENCE</td>\n",
"      <td>RI</td>\n",
"      <td>02903</td>\n",
"      <td>CHILDREN</td>\n",
"      <td>OPEN</td>\n",
"      <td>PROVIDENCE</td>\n",
"      <td>44007</td>\n",
"      <td>USA</td>\n",
"      <td>41.811150</td>\n",
"      <td>-71.408906</td>\n",
"      <td>622110</td>\n",
"      <td>GENERAL MEDICAL AND SURGICAL HOSPITALS</td>\n",
"      <td>http://www.hasbrochildrenshospital.org/</td>\n",
"      <td>NON-PROFIT</td>\n",
"      <td>-999.0</td>\n",
"      <td>100.0</td>\n",
"      <td>Y</td>\n",
"      <td>POINT Z (-71.40890644507635 41.81114989025531 0)</td>\n",
"    </tr>\n",
"    <tr>\n",
"      <th>16</th>\n",
"      <td>38.0</td>\n",
"      <td>0001902904</td>\n",
"      <td>OUR LADY OF FATIMA HOSPITAL</td>\n",
"      <td>200 HIGH SERVICE AVENUE</td>\n",
"      <td>NORTH PROVIDENCE</td>\n",
"      <td>RI</td>\n",
"      <td>02904</td>\n",
"      <td>GENERAL ACUTE CARE</td>\n",
"      <td>OPEN</td>\n",
"      <td>PROVIDENCE</td>\n",
"      <td>44007</td>\n",
"      <td>USA</td>\n",
"      <td>41.855295</td>\n",
"      <td>-71.459240</td>\n",
"      <td>622110</td>\n",
"      <td>GENERAL MEDICAL AND SURGICAL HOSPITALS</td>\n",
"      <td>http://www.fatimahospital.com/</td>\n",
"      <td>NON-PROFIT</td>\n",
"      <td>-999.0</td>\n",
"      <td>175.0</td>\n",
"      <td>NOT AVAILABLE</td>\n",
"      <td>POINT Z (-71.45924047656672 41.85529477123674 0)</td>\n",
"    </tr>\n",
"    <tr>\n",
"      <th>17</th>\n",
"      <td>39.0</td>\n",
"      <td>0002002908</td>\n",
"      <td>ROGER WILLIAMS MEDICAL CENTER</td>\n",
"      <td>825 CHALKSTONE AVE</td>\n",
"      <td>PROVIDENCE</td>\n",
"      <td>RI</td>\n",
"      <td>02908</td>\n",
"      <td>GENERAL ACUTE CARE</td>\n",
"      <td>OPEN</td>\n",
"      <td>PROVIDENCE</td>\n",
"      <td>44007</td>\n",
"      <td>USA</td>\n",
"      <td>41.834839</td>\n",
"      <td>-71.435390</td>\n",
"      <td>622110</td>\n",
"      <td>GENERAL MEDICAL AND SURGICAL HOSPITALS</td>\n",
"      <td>http://www.rwmc.org/</td>\n",
"      <td>NON-PROFIT</td>\n",
"      <td>-999.0</td>\n",
"      <td>177.0</td>\n",
"      <td>NOT AVAILABLE</td>\n",
"      <td>POINT Z (-71.43538963752172 41.83483868585671 0)</td>\n",
"    </tr>\n",
"    <tr>\n",
"      <th>18</th>\n",
"      <td>40.0</td>\n",
"      <td>0000102840</td>\n",
"      <td>NEWPORT HOSPITAL</td>\n",
"      <td>11 FRIENDSHIP STREET</td>\n",
"      <td>NEWPORT</td>\n",
"      <td>RI</td>\n",
"      <td>02840</td>\n",
"      <td>GENERAL ACUTE CARE</td>\n",
"      <td>OPEN</td>\n",
"      <td>NEWPORT</td>\n",
"      <td>44005</td>\n",
"      <td>USA</td>\n",
"      <td>41.497139</td>\n",
"      <td>-71.306049</td>\n",
"      <td>622110</td>\n",
"      <td>GENERAL MEDICAL AND SURGICAL HOSPITALS</td>\n",
"      <td>http://www.newporthospital.org/service-directo...</td>\n",
"      <td>NON-PROFIT</td>\n",
"      <td>-999.0</td>\n",
"      <td>124.0</td>\n",
"      <td>NOT AVAILABLE</td>\n",
"      <td>POINT Z (-71.30604898797037 41.49713912247256 0)</td>\n",
"    </tr>\n",
"    <tr>\n",
"      <th>19</th>\n",
"      <td>41.0</td>\n",
"      <td>0000402879</td>\n",
"      <td>SOUTH COUNTY HOSPITAL</td>\n",
"      <td>100 KENYON AVE</td>\n",
"      <td>WAKEFIELD</td>\n",
"      <td>RI</td>\n",
"      <td>02879</td>\n",
"      <td>GENERAL ACUTE CARE</td>\n",
"      <td>OPEN</td>\n",
"      <td>WASHINGTON</td>\n",
"      <td>44009</td>\n",
"      <td>USA</td>\n",
"      <td>41.431079</td>\n",
"      <td>-71.496411</td>\n",
"      <td>622110</td>\n",
"      <td>GENERAL MEDICAL AND SURGICAL HOSPITALS</td>\n",
"      <td>http://www.schospital.com/</td>\n",
"      <td>NON-PROFIT</td>\n",
"      <td>-999.0</td>\n",
"      <td>85.0</td>\n",
"      <td>Y</td>\n",
"      <td>POINT Z (-71.4964110997924 41.43107864906045 0)</td>\n",
"    </tr>\n",
"    <tr>\n",
"      <th>20</th>\n",
"      <td>47.0</td>\n",
"      <td>0010102118</td>\n",
"      <td>DR SOLOMON CARTER FULLER MENTAL HEALTH CENTER</td>\n",
"      <td>85 EAST NEWTON ST</td>\n",
"      <td>BOSTON</td>\n",
"      <td>MA</td>\n",
"      <td>02118</td>\n",
"      <td>PSYCHIATRIC</td>\n",
"      <td>OPEN</td>\n",
"      <td>SUFFOLK</td>\n",
"      <td>25025</td>\n",
"      <td>USA</td>\n",
"      <td>42.336267</td>\n",
"      <td>-71.070690</td>\n",
"      <td>622210</td>\n",
"      <td>HOSPITALS, PSYCHIATRIC (EXCEPT CONVALESCENT)</td>\n",
"      <td>http://www.mass.gov/eohhs/provider/guidelines-...</td>\n",
"      <td>GOVERNMENT - STATE</td>\n",
"      <td>-999.0</td>\n",
"      <td>100.0</td>\n",
"      <td>NOT AVAILABLE</td>\n",
"      <td>POINT Z (-71.0706904199269 42.33626712572732 0)</td>\n",
"    </tr>\n",
"    <tr>\n",
"      <th>21</th>\n",
"      <td>48.0</td>\n",
"      <td>0009802703</td>\n",
"      <td>ARBOUR FULLER HOSPITAL</td>\n",
"      <td>200 MAY STREET</td>\n",
"      <td>ATTLEBORO</td>\n",
"      <td>MA</td>\n",
"      <td>02703</td>\n",
"      <td>PSYCHIATRIC</td>\n",
"      <td>OPEN</td>\n",
"      <td>BRISTOL</td>\n",
"      <td>25005</td>\n",
"      <td>USA</td>\n",
"      <td>41.924084</td>\n",
"      <td>-71.361123</td>\n",
"      <td>622210</td>\n",
"      <td>HOSPITALS, PSYCHIATRIC (EXCEPT CONVALESCENT)</td>\n",
"      <td>http://arbourhealth.com/organizations/arbour-f...</td>\n",
"      <td>PROPRIETARY</td>\n",
"      <td>-999.0</td>\n",
"      <td>103.0</td>\n",
"      <td>NOT AVAILABLE</td>\n",
"      <td>POINT Z (-71.36112256175676 41.92408384799126 0)</td>\n",
"    </tr>\n",
"    <tr>\n",
"      <th>22</th>\n",
"      <td>49.0</td>\n",
"      <td>0009702146</td>\n",
"      <td>ARBOUR HUMAN RESOURCE INSTITUTE</td>\n",
"      <td>227 BABCOCK STREET</td>\n",
"      <td>BROOKLINE</td>\n",
"      <td>MA</td>\n",
"      <td>02146</td>\n",
"      <td>PSYCHIATRIC</td>\n",
"      <td>OPEN</td>\n",
"      <td>NORFOLK</td>\n",
"      <td>25021</td>\n",
"      <td>USA</td>\n",
"      <td>42.350780</td>\n",
"      <td>-71.121242</td>\n",
"      <td>622210</td>\n",
"      <td>HOSPITALS, PSYCHIATRIC (EXCEPT CONVALESCENT)</td>\n",
"      <td>http://arbourhealth.com/organizations/arbour-h...</td>\n",
"      <td>PROPRIETARY</td>\n",
"      <td>-999.0</td>\n",
"      <td>66.0</td>\n",
"      <td>NOT AVAILABLE</td>\n",
"      <td>POINT Z (-71.12124228070667 42.35077950986653 0)</td>\n",
"    </tr>\n",
"    <tr>\n",
"      <th>23</th>\n",
"      <td>51.0</td>\n",
"      <td>0010202135</td>\n",
"      <td>FRANCISCAN CHILDREN'S HOSPITAL &amp; REHAB CENTER</td>\n",
"      <td>30 WARREN STREET</td>\n",
"      <td>BOSTON</td>\n",
"      <td>MA</td>\n",
"      <td>02135</td>\n",
"      <td>CHILDREN</td>\n",
"      <td>OPEN</td>\n",
"      <td>SUFFOLK</td>\n",
"      <td>25025</td>\n",
"      <td>USA</td>\n",
"      <td>42.349973</td>\n",
"      <td>-71.142631</td>\n",
"      <td>622110</td>\n",
"      <td>CHILDREN'S HOSPITALS, GENERAL</td>\n",
"      <td>http://franciscanchildrens.org/</td>\n",
"      <td>NON-PROFIT</td>\n",
"      <td>-999.0</td>\n",
"      <td>112.0</td>\n",
"      <td>NOT AVAILABLE</td>\n",
"      <td>POINT Z (-71.14263104398748 42.34997282068917 0)</td>\n",
"    </tr>\n",
"    <tr>\n",
"      <th>24</th>\n",
"      <td>52.0</td>\n",
"      <td>0010302131</td>\n",
"      <td>HEBREW REHABILITATION CENTER</td>\n",
"      <td>1200 CENTRE ST</td>\n",
"      <td>BOSTON</td>\n",
"      <td>MA</td>\n",
"      <td>02131</td>\n",
"      <td>REHABILITATION</td>\n",
"      <td>OPEN</td>\n",
"      <td>SUFFOLK</td>\n",
"      <td>25025</td>\n",
"      <td>USA</td>\n",
"      <td>42.296801</td>\n",
"      <td>-71.131798</td>\n",
"      <td>622210</td>\n",
"      <td>REHABILITATION HOSPITALS (EXCEPT ALCOHOLISM, D...</td>\n",
"      <td>http://www.hebrewseniorlife.org/healthcare</td>\n",
"      <td>NON-PROFIT</td>\n",
"      <td>-999.0</td>\n",
"      <td>455.0</td>\n",
"      <td>NOT AVAILABLE</td>\n",
"      <td>POINT Z (-71.13179780792245 42.29680056389498 0)</td>\n",
"    </tr>\n",
"    <tr>\n",
"      <th>25</th>\n",
"      <td>53.0</td>\n",
"      <td>0007102135</td>\n",
"      <td>KINDRED HOSPITAL BOSTON</td>\n",
"      <td>1515 COMMONWEALTH AVENUE</td>\n",
"      <td>BOSTON</td>\n",
"      <td>MA</td>\n",
"      <td>02135</td>\n",
"      <td>LONG TERM CARE</td>\n",
"      <td>OPEN</td>\n",
"      <td>SUFFOLK</td>\n",
"      <td>25025</td>\n",
"      <td>USA</td>\n",
"      <td>42.346600</td>\n",
"      <td>-71.141900</td>\n",
"      <td>622110</td>\n",
"      <td>GENERAL MEDICAL AND SURGICAL HOSPITALS</td>\n",
"      <td>http://www.kindredbos.com/</td>\n",
"      <td>PROPRIETARY</td>\n",
"      <td>-999.0</td>\n",
"      <td>59.0</td>\n",
"      <td>NOT AVAILABLE</td>\n",
"      <td>POINT Z (-71.14190000038468 42.34659999969028 0)</td>\n",
"    </tr>\n",
"    <tr>\n",
"      <th>26</th>\n",
"      <td>54.0</td>\n",
"      <td>0008502130</td>\n",
"      <td>VA BOSTON HEALTHCARE SYSTEM - JAMAICA PLAIN</td>\n",
"      <td>150 S. HUNTINGTON AVENUE</td>\n",
"      <td>JAMAICA PLAIN</td>\n",
"      <td>MA</td>\n",
"      <td>02130</td>\n",
"      <td>MILITARY</td>\n",
"      <td>OPEN</td>\n",
"      <td>SUFFOLK</td>\n",
"      <td>25025</td>\n",
"      <td>USA</td>\n",
"      <td>42.327000</td>\n",
"      <td>-71.110300</td>\n",
"      <td>622110</td>\n",
"      <td>GENERAL MEDICAL AND SURGICAL HOSPITALS</td>\n",
"      <td>http://www.boston.va.gov/</td>\n",
"      <td>GOVERNMENT - FEDERAL</td>\n",
"      <td>-999.0</td>\n",
"      <td>361.0</td>\n",
"      <td>NOT AVAILABLE</td>\n",
"      <td>POINT Z (-71.1103000000449 42.32700000054962 0)</td>\n",
"    </tr>\n",
"    <tr>\n",
"      <th>27</th>\n",
"      <td>55.0</td>\n",
"      <td>0010402130</td>\n",
"      <td>LEMUEL SATTUCK HOSPITAL</td>\n",
"      <td>170 MORTON ST</td>\n",
"      <td>BOSTON</td>\n",
"      <td>MA</td>\n",
"      <td>02130</td>\n",
"      <td>PSYCHIATRIC</td>\n",
"      <td>OPEN</td>\n",
"      <td>SUFFOLK</td>\n",
"      <td>25025</td>\n",
"      <td>USA</td>\n",
"      <td>42.299581</td>\n",
"      <td>-71.101743</td>\n",
"      <td>622210</td>\n",
"      <td>HOSPITALS, PSYCHIATRIC (EXCEPT CONVALESCENT)</td>\n",
"      <td>http://www.mass.gov/eohhs/gov/departments/dph/...</td>\n",
"      <td>GOVERNMENT - STATE</td>\n",
"      <td>-999.0</td>\n",
"      <td>255.0</td>\n",
"      <td>NOT AVAILABLE</td>\n",
"      <td>POINT Z (-71.1017429822528 42.29958099516682 0)</td>\n",
"    </tr>\n",
"    <tr>\n",
"      <th>28</th>\n",
"      <td>56.0</td>\n",
"      <td>0010502114</td>\n",
"      <td>SHRINERS' HOSPITAL FOR CHILDREN</td>\n",
"      <td>51 BLOSSOM ST</td>\n",
"      <td>BOSTON</td>\n",
"      <td>MA</td>\n",
"      <td>02114</td>\n",
"      <td>CHILDREN</td>\n",
"      <td>OPEN</td>\n",
"      <td>SUFFOLK</td>\n",
"      <td>25025</td>\n",
"      <td>USA</td>\n",
"      <td>42.363093</td>\n",
"      <td>-71.066302</td>\n",
"      <td>622110</td>\n",
"      <td>CHILDREN'S HOSPITALS, GENERAL</td>\n",
"      <td>http://www.shrinershospitalsforchildren.org/Lo...</td>\n",
"      <td>NON-PROFIT</td>\n",
"      <td>-999.0</td>\n",
"      <td>30.0</td>\n",
"      <td>NOT AVAILABLE</td>\n",
"      <td>POINT Z (-71.0663018785288 42.36309254798277 0)</td>\n",
"    </tr>\n",
"    <tr>\n",
"      <th>29</th>\n",
"      <td>57.0</td>\n",
"      <td>0010602129</td>\n",
"      <td>SPAULDING REHABILITATION HOSPITAL</td>\n",
"      <td>300 1ST AVE</td>\n",
"      <td>BOSTON</td>\n",
"      <td>MA</td>\n",
"      <td>02129</td>\n",
"      <td>REHABILITATION</td>\n",
"      <td>OPEN</td>\n",
"      <td>SUFFOLK</td>\n",
"      <td>25025</td>\n",
"      <td>USA</td>\n",
"      <td>42.378509</td>\n",
"      <td>-71.049056</td>\n",
"      <td>622210</td>\n",
"      <td>REHABILITATION HOSPITALS (EXCEPT ALCOHOLISM, D...</td>\n",
"      <td>http://spauldingrehab.org/</td>\n",
"      <td>NON-PROFIT</td>\n",
"      <td>-999.0</td>\n",
"      <td>132.0</td>\n",
"      <td>NOT AVAILABLE</td>\n",
"      <td>POINT Z (-71.04905554547702 42.37850907633288 0)</td>\n",
"    </tr>\n",
"    <tr>\n",
"      <th>...</th>\n",
"      <td>...</td>\n",
"      <td>...</td>\n",
"      <td>...</td>\n",
"      <td>...</td>\n",
"      <td>...</td>\n",
"      <td>...</td>\n",
"      <td>...</td>\n",
"      <td>...</td>\n",
"      <td>...</td>\n",
"      <td>...</td>\n",
"      <td>...</td>\n",
"      <td>...</td>\n",
"      <td>...</td>\n",
"      <td>...</td>\n",
"      <td>...</td>\n",
"      <td>...</td>\n",
"      <td>...</td>\n",
"      <td>...</td>\n",
"      <td>...</td>\n",
"      <td>...</td>\n",
"      <td>...</td>\n",
"      <td>...</td>\n",
"    </tr>\n",
"    <tr>\n",
"      <th>76</th>\n",
"      <td>199.0</td>\n",
"      <td>0004501970</td>\n",
"      <td>NORTH SHORE MEDICAL CENTER  - SALEM CAMPUS</td>\n",
"      <td>81 HIGHLAND AVENUE</td>\n",
"      <td>SALEM</td>\n",
"      <td>MA</td>\n",
"      <td>01970</td>\n",
"      <td>GENERAL ACUTE CARE</td>\n",
"      <td>OPEN</td>\n",
"      <td>ESSEX</td>\n",
"      <td>25009</td>\n",
"      <td>USA</td>\n",
"      <td>42.511100</td>\n",
"      <td>-70.906800</td>\n",
"      <td>622110</td>\n",
"      <td>GENERAL MEDICAL AND SURGICAL HOSPITALS</td>\n",
"      <td>http://www.nsmc.partners.org</td>\n",
"      <td>NON-PROFIT</td>\n",
"      <td>-999.0</td>\n",
"      <td>268.0</td>\n",
"      <td>NOT AVAILABLE</td>\n",
"      <td>POINT Z (-70.90680000001993 42.51109999986517 0)</td>\n",
"    </tr>\n",
"    <tr>\n",
"      <th>77</th>\n",
"      <td>200.0</td>\n",
"      <td>0006402554</td>\n",
"      <td>NANTUCKET COTTAGE HOSPITAL</td>\n",
"      <td>57 PROSPECT STREET</td>\n",
"      <td>NANTUCKET</td>\n",
"      <td>MA</td>\n",
"      <td>02554</td>\n",
"      <td>GENERAL ACUTE CARE</td>\n",
"      <td>OPEN</td>\n",
"      <td>NANTUCKET</td>\n",
"      <td>25019</td>\n",
"      <td>USA</td>\n",
"      <td>41.275200</td>\n",
"      <td>-70.100800</td>\n",
"      <td>622110</td>\n",
"      <td>GENERAL MEDICAL AND SURGICAL HOSPITALS</td>\n",
"      <td>http://www.nantuckethospital.org</td>\n",
"      <td>NON-PROFIT</td>\n",
"      <td>-999.0</td>\n",
"      <td>19.0</td>\n",
"      <td>Y</td>\n",
"      <td>POINT Z (-70.10080000011988 41.2751999996803 0)</td>\n",
"    </tr>\n",
"    <tr>\n",
"      <th>78</th>\n",
"      <td>208.0</td>\n",
"      <td>0000502215</td>\n",
"      <td>BETH ISRAEL DEACONESS MEDICAL CENTER - EAST CA...</td>\n",
"      <td>330 BROOKLINE AVENUE</td>\n",
"      <td>BOSTON</td>\n",
"      <td>MA</td>\n",
"      <td>02215</td>\n",
"      <td>GENERAL ACUTE CARE</td>\n",
"      <td>OPEN</td>\n",
"      <td>SUFFOLK</td>\n",
"      <td>25025</td>\n",
"      <td>USA</td>\n",
"      <td>42.339500</td>\n",
"      <td>-71.105100</td>\n",
"      <td>622110</td>\n",
"      <td>GENERAL MEDICAL AND SURGICAL HOSPITALS</td>\n",
"      <td>http://www.bidmc.harvard.edu</td>\n",
"      <td>NON-PROFIT</td>\n",
"      <td>-999.0</td>\n",
"      <td>649.0</td>\n",
"      <td>NOT AVAILABLE</td>\n",
"      <td>POINT Z (-71.1051000003647 42.33949999962533 0)</td>\n",
"    </tr>\n",
"    <tr>\n",
"      <th>79</th>\n",
"      <td>209.0</td>\n",
"      <td>0001002111</td>\n",
"      <td>TUFTS MEDICAL CENTER</td>\n",
"      <td>800 WASHINGTON STREET</td>\n",
"      <td>BOSTON</td>\n",
"      <td>MA</td>\n",
"      <td>02111</td>\n",
"      <td>GENERAL ACUTE CARE</td>\n",
"      <td>OPEN</td>\n",
"      <td>SUFFOLK</td>\n",
"      <td>25025</td>\n",
"      <td>USA</td>\n",
"      <td>42.349900</td>\n",
"      <td>-71.064000</td>\n",
"      <td>622110</td>\n",
"      <td>GENERAL MEDICAL AND SURGICAL HOSPITALS</td>\n",
"      <td>http://www.tuftsmedicalcenter.org</td>\n",
"      <td>NON-PROFIT</td>\n",
"      <td>-999.0</td>\n",
"      <td>415.0</td>\n",
"      <td>Y</td>\n",
"      <td>POINT Z (-71.06399999990003 42.34989999988517 0)</td>\n",
"    </tr>\n",
"    <tr>\n",
"      <th>80</th>\n",
"      <td>210.0</td>\n",
"      <td>0001102118</td>\n",
"      <td>BOSTON MEDICAL CENTER - MENINO CAMPUS</td>\n",
"      <td>818 HARRISON AVENUE</td>\n",
"      <td>BOSTON</td>\n",
"      <td>MA</td>\n",
"      <td>02118</td>\n",
"      <td>GENERAL ACUTE CARE</td>\n",
"      <td>OPEN</td>\n",
"      <td>SUFFOLK</td>\n",
"      <td>25025</td>\n",
"      <td>USA</td>\n",
"      <td>42.334700</td>\n",
"      <td>-71.073200</td>\n",
"      <td>622110</td>\n",
"      <td>GENERAL MEDICAL AND SURGICAL HOSPITALS</td>\n",
"      <td>http://www.smma.com/project/life-science/bosto...</td>\n",
"      <td>NON-PROFIT</td>\n",
"      <td>-999.0</td>\n",
"      <td>356.0</td>\n",
"      <td>Y</td>\n",
"      <td>POINT Z (-71.07319999968018 42.33470000040472 0)</td>\n",
"    </tr>\n",
"    <tr>\n",
"      <th>81</th>\n",
"      <td>211.0</td>\n",
"      <td>0001302118</td>\n",
"      <td>BOSTON MEDICAL CENTER - EAST NEWTON CAMPUS</td>\n",
"      <td>88 EAST NEWTON STRET</td>\n",
"      <td>BOSTON</td>\n",
"      <td>MA</td>\n",
"      <td>02118</td>\n",
"      <td>GENERAL ACUTE CARE</td>\n",
"      <td>OPEN</td>\n",
"      <td>SUFFOLK</td>\n",
"      <td>25025</td>\n",
"      <td>USA</td>\n",
"      <td>42.337000</td>\n",
"      <td>-71.070600</td>\n",
"      <td>622110</td>\n",
"      <td>GENERAL MEDICAL AND SURGICAL HOSPITALS</td>\n",
"      <td>http://www.bmc.org</td>\n",
"      <td>NON-PROFIT</td>\n",
"      <td>-999.0</td>\n",
"      <td>496.0</td>\n",
"      <td>NOT AVAILABLE</td>\n",
"      <td>POINT Z (-71.07060000028974 42.3370000003498 0)</td>\n",
"    </tr>\n",
"    <tr>\n",
"      <th>82</th>\n",
"      <td>212.0</td>\n",
"      <td>0002202115</td>\n",
"      <td>DANA-FARBER CANCER INSTITUTE</td>\n",
"      <td>44 BINNEY STREET</td>\n",
"      <td>BOSTON</td>\n",
"      <td>MA</td>\n",
"      <td>02115</td>\n",
"      <td>GENERAL ACUTE CARE</td>\n",
"      <td>OPEN</td>\n",
"      <td>SUFFOLK</td>\n",
"      <td>25025</td>\n",
"      <td>USA</td>\n",
"      <td>42.337700</td>\n",
"      <td>-71.107300</td>\n",
"      <td>622110</td>\n",
"      <td>GENERAL MEDICAL AND SURGICAL HOSPITALS</td>\n",
"      <td>http://www.dana-farber.org</td>\n",
"      <td>NON-PROFIT</td>\n",
"      <td>-999.0</td>\n",
"      <td>30.0</td>\n",
"      <td>Y</td>\n",
"      <td>POINT Z (-71.10730000019481 42.33770000025487 0)</td>\n",
"    </tr>\n",
"    <tr>\n",
"      <th>83</th>\n",
"      <td>213.0</td>\n",
"      <td>0002302114</td>\n",
"      <td>MASSACHUSETTS EYE AND EAR INFIRMARY</td>\n",
"      <td>243 CHARLES STREET</td>\n",
"      <td>BOSTON</td>\n",
"      <td>MA</td>\n",
"      <td>02114</td>\n",
"      <td>GENERAL ACUTE CARE</td>\n",
"      <td>OPEN</td>\n",
"      <td>SUFFOLK</td>\n",
"      <td>25025</td>\n",
"      <td>USA</td>\n",
"      <td>42.362900</td>\n",
"      <td>-71.070100</td>\n",
"      <td>622110</td>\n",
"      <td>GENERAL MEDICAL AND SURGICAL HOSPITALS</td>\n",
"      <td>http://www.masseyeandear.org</td>\n",
"      <td>NON-PROFIT</td>\n",
"      <td>-999.0</td>\n",
"      <td>41.0</td>\n",
"      <td>Y</td>\n",
"      <td>POINT Z (-71.07009999971518 42.36290000043471 0)</td>\n",
"    </tr>\n",
"    <tr>\n",
"      <th>84</th>\n",
"      <td>216.0</td>\n",
"      <td>0007202130</td>\n",
"      <td>FAULKNER HOSPITAL</td>\n",
"      <td>1153 CENTRE STREET</td>\n",
"      <td>BOSTON</td>\n",
"      <td>MA</td>\n",
"      <td>02130</td>\n",
"      <td>GENERAL ACUTE CARE</td>\n",
"      <td>OPEN</td>\n",
"      <td>SUFFOLK</td>\n",
"      <td>25025</td>\n",
"      <td>USA</td>\n",
"      <td>42.301500</td>\n",
"      <td>-71.128300</td>\n",
"      <td>622110</td>\n",
"      <td>GENERAL MEDICAL AND SURGICAL HOSPITALS</td>\n",
"      <td>http://www.brighamandwomensfaulkner.org/index.asp</td>\n",
"      <td>NON-PROFIT</td>\n",
"      <td>-999.0</td>\n",
"      <td>150.0</td>\n",
"      <td>NOT AVAILABLE</td>\n",
"      <td>POINT Z (-71.12830000004493 42.30150000002504 0)</td>\n",
"    </tr>\n",
"    <tr>\n",
"      <th>85</th>\n",
"      <td>217.0</td>\n",
"      <td>0007302115</td>\n",
"      <td>BRIGHAM AND WOMEN'S HOSPITAL</td>\n",
"      <td>75 FRANCIS STREET</td>\n",
"      <td>BOSTON</td>\n",
"      <td>MA</td>\n",
"      <td>02115</td>\n",
"      <td>GENERAL ACUTE CARE</td>\n",
"      <td>OPEN</td>\n",
"      <td>SUFFOLK</td>\n",
"      <td>25025</td>\n",
"      <td>USA</td>\n",
"      <td>42.335900</td>\n",
"      <td>-71.106800</td>\n",
"      <td>622110</td>\n",
"      <td>GENERAL MEDICAL AND SURGICAL HOSPITALS</td>\n",
"      <td>http://www.brighamandwomens.org</td>\n",
"      <td>NON-PROFIT</td>\n",
"      <td>-999.0</td>\n",
"      <td>779.0</td>\n",
"      <td>Y</td>\n",
"      <td>POINT Z (-71.10679999962025 42.33589999998509 0)</td>\n",
"    </tr>\n",
"    <tr>\n",
"      <th>86</th>\n",
"      <td>218.0</td>\n",
"      <td>0007402124</td>\n",
"      <td>CARITAS CARNEY HOSPITAL</td>\n",
"      <td>2100 DORCHESTER AVENUE</td>\n",
"      <td>BOSTON</td>\n",
"      <td>MA</td>\n",
"      <td>02124</td>\n",
"      <td>GENERAL ACUTE CARE</td>\n",
"      <td>OPEN</td>\n",
"      <td>SUFFOLK</td>\n",
"      <td>25025</td>\n",
"      <td>USA</td>\n",
"      <td>42.277500</td>\n",
"      <td>-71.065400</td>\n",
"      <td>622110</td>\n",
"      <td>GENERAL MEDICAL AND SURGICAL HOSPITALS</td>\n",
"      <td>http://steward.org/Carney-Hospital</td>\n",
"      <td>NON-PROFIT</td>\n",
"      <td>-999.0</td>\n",
"      <td>159.0</td>\n",
"      <td>NOT AVAILABLE</td>\n",
"      <td>POINT Z (-71.06539999971017 42.27750000032484 0)</td>\n",
"    </tr>\n",
"    <tr>\n",
"      <th>87</th>\n",
"      <td>219.0</td>\n",
"      <td>0007502115</td>\n",
"      <td>CHILDREN'S HOSPITAL BOSTON</td>\n",
"      <td>300 LONGWOOD AVENUE</td>\n",
"      <td>BOSTON</td>\n",
"      <td>MA</td>\n",
"      <td>02115</td>\n",
"      <td>GENERAL ACUTE CARE</td>\n",
"      <td>OPEN</td>\n",
"      <td>SUFFOLK</td>\n",
"      <td>25025</td>\n",
"      <td>USA</td>\n",
"      <td>42.337200</td>\n",
"      <td>-71.106400</td>\n",
"      <td>622110</td>\n",
"      <td>GENERAL MEDICAL AND SURGICAL HOSPITALS</td>\n",
"      <td>http://www.childrenshospital.org/</td>\n",
"      <td>NON-PROFIT</td>\n",
"      <td>-999.0</td>\n",
"      <td>395.0</td>\n",
"      <td>Y</td>\n",
"      <td>POINT Z (-71.10640000005992 42.33719999968031 0)</td>\n",
"    </tr>\n",
"    <tr>\n",
"      <th>88</th>\n",
"      <td>220.0</td>\n",
"      <td>0007702114</td>\n",
"      <td>MASSACHUSETTS GENERAL HOSPITAL</td>\n",
"      <td>55 FRUIT STREET</td>\n",
"      <td>BOSTON</td>\n",
"      <td>MA</td>\n",
"      <td>02114</td>\n",
"      <td>GENERAL ACUTE CARE</td>\n",
"      <td>OPEN</td>\n",
"      <td>SUFFOLK</td>\n",
"      <td>25025</td>\n",
"      <td>USA</td>\n",
"      <td>42.362600</td>\n",
"      <td>-71.069300</td>\n",
"      <td>622110</td>\n",
"      <td>GENERAL MEDICAL AND SURGICAL HOSPITALS</td>\n",
"      <td>http://www.massgeneral.org</td>\n",
"      <td>NON-PROFIT</td>\n",
"      <td>-999.0</td>\n",
"      <td>950.0</td>\n",
"      <td>Y</td>\n",
"      <td>POINT Z (-71.0692999996952 42.36260000008997 0)</td>\n",
"    </tr>\n",
"    <tr>\n",
"      <th>89</th>\n",
"      <td>221.0</td>\n",
"      <td>0007802120</td>\n",
"      <td>NEW ENGLAND BAPTIST HOSPITAL</td>\n",
"      <td>125 PARKER HILL AVENUE</td>\n",
"      <td>BOSTON</td>\n",
"      <td>MA</td>\n",
"      <td>02120</td>\n",
"      <td>GENERAL ACUTE CARE</td>\n",
"      <td>OPEN</td>\n",
"      <td>SUFFOLK</td>\n",
"      <td>25025</td>\n",
"      <td>USA</td>\n",
"      <td>42.329700</td>\n",
"      <td>-71.107700</td>\n",
"      <td>622110</td>\n",
"      <td>GENERAL MEDICAL AND SURGICAL HOSPITALS</td>\n",
"      <td>http://www.nebh.org</td>\n",
"      <td>NON-PROFIT</td>\n",
"      <td>-999.0</td>\n",
"      <td>118.0</td>\n",
"      <td>NOT AVAILABLE</td>\n",
"      <td>POINT Z (-71.10769999975514 42.32970000005503 0)</td>\n",
"    </tr>\n",
"    <tr>\n",
"      <th>90</th>\n",
"      <td>222.0</td>\n",
"      <td>0000301757</td>\n",
"      <td>MILFORD REGIONAL MEDICAL CENTER</td>\n",
"      <td>14 PROSPECT STREET</td>\n",
"      <td>MILFORD</td>\n",
"      <td>MA</td>\n",
"      <td>01757</td>\n",
"      <td>GENERAL ACUTE CARE</td>\n",
"      <td>OPEN</td>\n",
"      <td>WORCESTER</td>\n",
"      <td>25027</td>\n",
"      <td>USA</td>\n",
"      <td>42.133400</td>\n",
"      <td>-71.528200</td>\n",
"      <td>622110</td>\n",
"      <td>GENERAL MEDICAL AND SURGICAL HOSPITALS</td>\n",
"      <td>http://www.milfordregional.org</td>\n",
"      <td>NON-PROFIT</td>\n",
"      <td>-999.0</td>\n",
"      <td>121.0</td>\n",
"      <td>Y</td>\n",
"      <td>POINT Z (-71.52820000002993 42.13340000020992 0)</td>\n",
"    </tr>\n",
"    <tr>\n",
"      <th>91</th>\n",
"      <td>226.0</td>\n",
"      <td>0002701510</td>\n",
"      <td>CLINTON HOSPITAL</td>\n",
"      <td>201 HIGHLAND STREET</td>\n",
"      <td>CLINTON</td>\n",
"      <td>MA</td>\n",
"      <td>01510</td>\n",
"      <td>GENERAL ACUTE CARE</td>\n",
"      <td>OPEN</td>\n",
"      <td>WORCESTER</td>\n",
"      <td>25027</td>\n",
"      <td>USA</td>\n",
"      <td>42.427500</td>\n",
"      <td>-71.692900</td>\n",
"      <td>622110</td>\n",
"      <td>GENERAL MEDICAL AND SURGICAL HOSPITALS</td>\n",
"      <td>http://www.umassmemorial.org/clinton-hospital</td>\n",
"      <td>NON-PROFIT</td>\n",
"      <td>-999.0</td>\n",
"      <td>41.0</td>\n",
"      <td>Y</td>\n",
"      <td>POINT Z (-71.69290000043463 42.42750000002502 0)</td>\n",
"    </tr>\n",
"    <tr>\n",
"      <th>92</th>\n",
"      <td>232.0</td>\n",
"      <td>0000202176</td>\n",
"      <td>HALLMARK HEALTH SYSTEM - MELROSE-WAKEFIELD HOS...</td>\n",
"      <td>585 LEBANON STREET</td>\n",
"      <td>MELROSE</td>\n",
"      <td>MA</td>\n",
"      <td>02176</td>\n",
"      <td>GENERAL ACUTE CARE</td>\n",
"      <td>OPEN</td>\n",
"      <td>MIDDLESEX</td>\n",
"      <td>25017</td>\n",
"      <td>USA</td>\n",
"      <td>42.460500</td>\n",
"      <td>-71.060900</td>\n",
"      <td>622110</td>\n",
"      <td>GENERAL MEDICAL AND SURGICAL HOSPITALS</td>\n",
"      <td>http://www.hallmarkhealth.org/melrose-wakefiel...</td>\n",
"      <td>NON-PROFIT</td>\n",
"      <td>-999.0</td>\n",
"      <td>234.0</td>\n",
"      <td>NOT AVAILABLE</td>\n",
"      <td>POINT Z (-71.06089999993503 42.46050000017493 0)</td>\n",
"    </tr>\n",
"    <tr>\n",
"      <th>93</th>\n",
"      <td>233.0</td>\n",
"      <td>0000601742</td>\n",
"      <td>EMERSON HOSPITAL</td>\n",
"      <td>133 OLD ROAD TO NINE ACRE CORNER</td>\n",
"      <td>CONCORD</td>\n",
"      <td>MA</td>\n",
"      <td>01742</td>\n",
"      <td>GENERAL ACUTE CARE</td>\n",
"      <td>OPEN</td>\n",
"      <td>MIDDLESEX</td>\n",
"      <td>25017</td>\n",
"      <td>USA</td>\n",
"      <td>42.451700</td>\n",
"      <td>-71.375800</td>\n",
"      <td>622110</td>\n",
"      <td>GENERAL MEDICAL AND SURGICAL HOSPITALS</td>\n",
"      <td>http://www.emersonhospital.org/en/Locations/Em...</td>\n",
"      <td>NON-PROFIT</td>\n",
"      <td>-999.0</td>\n",
"      <td>179.0</td>\n",
"      <td>Y</td>\n",
"      <td>POINT Z (-71.37580000026975 42.45169999995511 0)</td>\n",
"    </tr>\n",
"    <tr>\n",
"      <th>94</th>\n",
"      <td>234.0</td>\n",
"      <td>0000901752</td>\n",
"      <td>MARLBOROUGH HOSPITAL</td>\n",
"      <td>157 UNION STREET</td>\n",
"      <td>MARLBOROUGH</td>\n",
"      <td>MA</td>\n",
"      <td>01752</td>\n",
"      <td>GENERAL ACUTE CARE</td>\n",
"      <td>OPEN</td>\n",
"      <td>MIDDLESEX</td>\n",
"      <td>25017</td>\n",
"      <td>USA</td>\n",
"      <td>42.355300</td>\n",
"      <td>-71.554600</td>\n",
"      <td>622110</td>\n",
"      <td>GENERAL MEDICAL AND SURGICAL HOSPITALS</td>\n",
"      <td>http://www.marlboroughhospital.org</td>\n",
"      <td>NON-PROFIT</td>\n",
"      <td>-999.0</td>\n",
"      <td>67.0</td>\n",
"      <td>Y</td>\n",
"      <td>POINT Z (-71.55459999979013 42.35529999979519 0)</td>\n",
"    </tr>\n",
"    <tr>\n",
"      <th>95</th>\n",
"      <td>235.0</td>\n",
"      <td>0001601760</td>\n",
"      <td>METROWEST MEDICAL CENTER - LEONARD MORSE CAMPUS</td>\n",
"      <td>67 UNION STREET</td>\n",
"      <td>NATICK</td>\n",
"      <td>MA</td>\n",
"      <td>01760</td>\n",
"      <td>GENERAL ACUTE CARE</td>\n",
"      <td>OPEN</td>\n",
"      <td>MIDDLESEX</td>\n",
"      <td>25017</td>\n",
"      <td>USA</td>\n",
"      <td>42.280000</td>\n",
"      <td>-71.335600</td>\n",
"      <td>622110</td>\n",
"      <td>GENERAL MEDICAL AND SURGICAL HOSPITALS</td>\n",
"      <td>http://www.mwmc.com</td>\n",
"      <td>PROPRIETARY</td>\n",
"      <td>-999.0</td>\n",
"      <td>155.0</td>\n",
"      <td>NOT AVAILABLE</td>\n",
"      <td>POINT Z (-71.33559999994003 42.28000000049968 0)</td>\n",
"    </tr>\n",
"    <tr>\n",
"      <th>96</th>\n",
"      <td>237.0</td>\n",
"      <td>0002602138</td>\n",
"      <td>MOUNT AUBURN HOSPITAL</td>\n",
"      <td>330 MOUNT AUBURN STREET</td>\n",
"      <td>CAMBRIDGE</td>\n",
"      <td>MA</td>\n",
"      <td>02138</td>\n",
"      <td>GENERAL ACUTE CARE</td>\n",
"      <td>OPEN</td>\n",
"      <td>MIDDLESEX</td>\n",
"      <td>25017</td>\n",
"      <td>USA</td>\n",
"      <td>42.374100</td>\n",
"      <td>-71.134300</td>\n",
"      <td>622110</td>\n",
"      <td>GENERAL MEDICAL AND SURGICAL HOSPITALS</td>\n",
"      <td>http://www.mountauburnhospital.org</td>\n",
"      <td>NON-PROFIT</td>\n",
"      <td>-999.0</td>\n",
"      <td>213.0</td>\n",
"      <td>NOT AVAILABLE</td>\n",
"      <td>POINT Z (-71.13429999974517 42.3740999998152 0)</td>\n",
"    </tr>\n",
"    <tr>\n",
"      <th>97</th>\n",
"      <td>238.0</td>\n",
"      <td>0002901701</td>\n",
"      <td>METROWEST MEDICAL CENTER - FRAMINGHAM CAMPUS</td>\n",
"      <td>115 LINCOLN STREET</td>\n",
"      <td>FRAMINGHAM</td>\n",
"      <td>MA</td>\n",
"      <td>01701</td>\n",
"      <td>GENERAL ACUTE CARE</td>\n",
"      <td>OPEN</td>\n",
"      <td>MIDDLESEX</td>\n",
"      <td>25017</td>\n",
"      <td>USA</td>\n",
"      <td>42.285200</td>\n",
"      <td>-71.418600</td>\n",
"      <td>622110</td>\n",
"      <td>GENERAL MEDICAL AND SURGICAL HOSPITALS</td>\n",
"      <td>http://www.mwmc.com</td>\n",
"      <td>PROPRIETARY</td>\n",
"      <td>-999.0</td>\n",
"      <td>155.0</td>\n",
"      <td>NOT AVAILABLE</td>\n",
"      <td>POINT Z (-71.41859999998996 42.28520000017994 0)</td>\n",
"    </tr>\n",
"    <tr>\n",
"      <th>98</th>\n",
"      <td>240.0</td>\n",
"      <td>0003302155</td>\n",
"      <td>HALLMARK HEALTH SYSTEM - LAWRENCE MEMORIAL HOS...</td>\n",
"      <td>170 GOVERNORS AVENUE</td>\n",
"      <td>MEDFORD</td>\n",
"      <td>MA</td>\n",
"      <td>02155</td>\n",
"      <td>GENERAL ACUTE CARE</td>\n",
"      <td>OPEN</td>\n",
"      <td>MIDDLESEX</td>\n",
"      <td>25017</td>\n",
"      <td>USA</td>\n",
"      <td>42.425900</td>\n",
"      <td>-71.111400</td>\n",
"      <td>622110</td>\n",
"      <td>GENERAL MEDICAL AND SURGICAL HOSPITALS</td>\n",
"      <td>http://www.hallmarkhealth.org/lawrencememorial...</td>\n",
"      <td>NON-PROFIT</td>\n",
"      <td>-999.0</td>\n",
"      <td>297.0</td>\n",
"      <td>NOT AVAILABLE</td>\n",
"      <td>POINT Z (-71.11140000040967 42.42589999998506 0)</td>\n",
"    </tr>\n",
"    <tr>\n",
"      <th>99</th>\n",
"      <td>241.0</td>\n",
"      <td>0003802462</td>\n",
"      <td>NEWTON-WELLESLEY HOSPITAL</td>\n",
"      <td>2014 WASHINGTON STREET</td>\n",
"      <td>NEWTON</td>\n",
"      <td>MA</td>\n",
"      <td>02462</td>\n",
"      <td>GENERAL ACUTE CARE</td>\n",
"      <td>OPEN</td>\n",
"      <td>MIDDLESEX</td>\n",
"      <td>25017</td>\n",
"      <td>USA</td>\n",
"      <td>42.331200</td>\n",
"      <td>-71.246000</td>\n",
"      <td>622110</td>\n",
"      <td>GENERAL MEDICAL AND SURGICAL HOSPITALS</td>\n",
"      <td>http://www.nwh.org</td>\n",
"      <td>NON-PROFIT</td>\n",
"      <td>-999.0</td>\n",
"      <td>216.0</td>\n",
"      <td>NOT AVAILABLE</td>\n",
"      <td>POINT Z (-71.24600000039965 42.33119999998007 0)</td>\n",
"    </tr>\n",
"    <tr>\n",
"      <th>100</th>\n",
"      <td>242.0</td>\n",
"      <td>0005201890</td>\n",
"      <td>WINCHESTER HOSPITAL</td>\n",
"      <td>41 HIGHLAND AVENUE</td>\n",
"      <td>WINCHESTER</td>\n",
"      <td>MA</td>\n",
"      <td>01890</td>\n",
"      <td>GENERAL ACUTE CARE</td>\n",
"      <td>OPEN</td>\n",
"      <td>MIDDLESEX</td>\n",
"      <td>25017</td>\n",
"      <td>USA</td>\n",
"      <td>42.466000</td>\n",
"      <td>-71.122800</td>\n",
"      <td>622110</td>\n",
"      <td>GENERAL MEDICAL AND SURGICAL HOSPITALS</td>\n",
"      <td>http://www.winchesterhospital.org</td>\n",
"      <td>NON-PROFIT</td>\n",
"      <td>-999.0</td>\n",
"      <td>200.0</td>\n",
"      <td>NOT AVAILABLE</td>\n",
"      <td>POINT Z (-71.12280000001994 42.46600000019993 0)</td>\n",
"    </tr>\n",
"    <tr>\n",
"      <th>101</th>\n",
"      <td>243.0</td>\n",
"      <td>0006902139</td>\n",
"      <td>CAMBRIDGE HEALTH ALLIANCE - CAMBRIDGE CAMPUS</td>\n",
"      <td>1493 CAMBRIDGE STREET</td>\n",
"      <td>CAMBRIDGE</td>\n",
"      <td>MA</td>\n",
"      <td>02139</td>\n",
"      <td>GENERAL ACUTE CARE</td>\n",
"      <td>OPEN</td>\n",
"      <td>MIDDLESEX</td>\n",
"      <td>25017</td>\n",
"      <td>USA</td>\n",
"      <td>42.374500</td>\n",
"      <td>-71.104100</td>\n",
"      <td>622110</td>\n",
"      <td>GENERAL MEDICAL AND SURGICAL HOSPITALS</td>\n",
"      <td>http://www.challiance.org/Locations/CambridgeH...</td>\n",
"      <td>GOVERNMENT - DISTRICT/AUTHORITY</td>\n",
"      <td>-999.0</td>\n",
"      <td>219.0</td>\n",
"      <td>NOT AVAILABLE</td>\n",
"      <td>POINT Z (-71.1041000001149 42.37449999937553 0)</td>\n",
"    </tr>\n",
"    <tr>\n",
"      <th>102</th>\n",
"      <td>244.0</td>\n",
"      <td>0008001805</td>\n",
"      <td>LAHEY CLINIC MEDICAL CENTER</td>\n",
"      <td>41 MALL ROAD</td>\n",
"      <td>BURLINGTON</td>\n",
"      <td>MA</td>\n",
"      <td>01805</td>\n",
"      <td>GENERAL ACUTE CARE</td>\n",
"      <td>OPEN</td>\n",
"      <td>MIDDLESEX</td>\n",
"      <td>25017</td>\n",
"      <td>USA</td>\n",
"      <td>42.488300</td>\n",
"      <td>-71.198900</td>\n",
"      <td>622110</td>\n",
"      <td>GENERAL MEDICAL AND SURGICAL HOSPITALS</td>\n",
"      <td>http://www.lahey.org</td>\n",
"      <td>NON-PROFIT</td>\n",
"      <td>-999.0</td>\n",
"      <td>327.0</td>\n",
"      <td>NOT AVAILABLE</td>\n",
"      <td>POINT Z (-71.19889999933548 42.48829999974527 0)</td>\n",
"    </tr>\n",
"    <tr>\n",
"      <th>103</th>\n",
"      <td>245.0</td>\n",
"      <td>0008102149</td>\n",
"      <td>CAMBRIDGE HEALTH ALLIANCE - WHIDDEN MEMORIAL C...</td>\n",
"      <td>103 GARLAND STREET</td>\n",
"      <td>EVERETT</td>\n",
"      <td>MA</td>\n",
"      <td>02149</td>\n",
"      <td>GENERAL ACUTE CARE</td>\n",
"      <td>OPEN</td>\n",
"      <td>MIDDLESEX</td>\n",
"      <td>25017</td>\n",
"      <td>USA</td>\n",
"      <td>42.409300</td>\n",
"      <td>-71.039400</td>\n",
"      <td>622110</td>\n",
"      <td>GENERAL MEDICAL AND SURGICAL HOSPITALS</td>\n",
"      <td>http://www.challiance.org/Locations/WhiddenHos...</td>\n",
"      <td>GOVERNMENT - DISTRICT/AUTHORITY</td>\n",
"      <td>-999.0</td>\n",
"      <td>100.0</td>\n",
"      <td>NOT AVAILABLE</td>\n",
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"    <tr>\n",
"      <th>104</th>\n",
"      <td>255.0</td>\n",
"      <td>0005102571</td>\n",
"      <td>SOUTHCOAST HOSPITALS GROUP - TOBEY HOSPITAL CA...</td>\n",
"      <td>43 HIGH STREET</td>\n",
"      <td>WAREHAM</td>\n",
"      <td>MA</td>\n",
"      <td>02571</td>\n",
"      <td>GENERAL ACUTE CARE</td>\n",
"      <td>OPEN</td>\n",
"      <td>PLYMOUTH</td>\n",
"      <td>25023</td>\n",
"      <td>USA</td>\n",
"      <td>41.756100</td>\n",
"      <td>-70.714400</td>\n",
"      <td>622110</td>\n",
"      <td>GENERAL MEDICAL AND SURGICAL HOSPITALS</td>\n",
"      <td>http://www.southcoast.org/tobey/</td>\n",
"      <td>NON-PROFIT</td>\n",
"      <td>-999.0</td>\n",
"      <td>100.0</td>\n",
"      <td>Y</td>\n",
"      <td>POINT Z (-70.71440000015986 41.75610000011494 0)</td>\n",
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"    <tr>\n",
"      <th>105</th>\n",
"      <td>256.0</td>\n",
"      <td>0004302360</td>\n",
"      <td>BETH ISRAEL DEACONESS HOSPITAL PLYMOUTH</td>\n",
"      <td>275 SANDWICH STREET</td>\n",
"      <td>PLYMOUTH</td>\n",
"      <td>MA</td>\n",
"      <td>02360</td>\n",
"      <td>GENERAL ACUTE CARE</td>\n",
"      <td>OPEN</td>\n",
"      <td>PLYMOUTH</td>\n",
"      <td>25023</td>\n",
"      <td>USA</td>\n",
"      <td>41.942800</td>\n",
"      <td>-70.645100</td>\n",
"      <td>622110</td>\n",
"      <td>GENERAL MEDICAL AND SURGICAL HOSPITALS</td>\n",
"      <td>http://www.bidplymouth.org/</td>\n",
"      <td>NON-PROFIT</td>\n",
"      <td>-999.0</td>\n",
"      <td>155.0</td>\n",
"      <td>Y</td>\n",
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"  </tbody>\n",
"</table>\n",
"<p>106 rows × 22 columns</p>\n",
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"[106 rows x 22 columns]"
]
},
"metadata": {
"tags": []
},
"execution_count": 19
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "-1Vd1RSoj3ZQ",
"colab_type": "code",
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},
"source": [
""
],
"execution_count": 0,
"outputs": []
}
]
}