{ "cells": [ { "cell_type": "code", "execution_count": 87, "id": "liquid-bulletin", "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import geopandas as gpd\n", "import os\n", "import osmnx as ox\n", "import rasterio\n", "from rasterio.plot import show as Show\n", "from rasterio import mask as mask\n", "import pylab as plt\n", "data = os.getenv('data')\n", "from rasterstats import point_query\n", "import shapely\n", "from shapely import wkt\n", "import warnings\n", "warnings.filterwarnings('ignore')" ] }, { "cell_type": "code", "execution_count": 252, "id": "nuclear-hardware", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'hi'" ] }, "execution_count": 252, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lst = ['hi','this','is','a','sentence']\n", "lst2 = ['hi']\n", "\n", "'_'.join(lst2)" ] }, { "cell_type": "code", "execution_count": 11, "id": "muslim-tribe", "metadata": {}, "outputs": [], "source": [ "world = gpd.read_file(gpd.datasets.get_path('naturalearth_lowres')) # natural earth dataset used for country outlines" ] }, { "cell_type": "code", "execution_count": 39, "id": "rural-sessions", "metadata": {}, "outputs": [], "source": [ "landslide_pth = data+'/energy/LS_RF_Mean_1980-2018.tif' # ARUP landslide layer downloaded from DDH (rainfall trigger)" ] }, { "cell_type": "markdown", "id": "inside-special", "metadata": {}, "source": [ "## Landslide risk analysis for points of interest\n", "This notebook demonstrates a workflow to:\n", "* Import the landslide layer\n", "* Get POI data from OpenStreetMap\n", "* Get the landslide risk at each location\n", "* Compare the average landslide risk for the POIs across regions\n", "\n", "We use hospitals in Italy for this demo. For a larger number of POIs we could re-run it with schools. Can be run for any European country and POI type. Suggested extensions welcome." ] }, { "cell_type": "markdown", "id": "smoking-rally", "metadata": {}, "source": [ "#### 1. Landslide data cropped to Italy borders" ] }, { "cell_type": "code", "execution_count": 245, "id": "wired-advantage", "metadata": {}, "outputs": [ { "data": { "image/svg+xml": [ "" ], "text/plain": [ "" ] }, "execution_count": 245, "metadata": {}, "output_type": "execute_result" } ], "source": [ "country = 'Italy'\n", "geom = world.geometry[world.name == country].reset_index(drop=True)[0]\n", "geom" ] }, { "cell_type": "code", "execution_count": 246, "id": "invisible-welding", "metadata": {}, "outputs": [], "source": [ "with rasterio.open(landslide_pth) as src:\n", " maskData, maskTransform = mask.mask(src, [geom], crop=True, nodata=src.nodatavals[0])" ] }, { "cell_type": "code", "execution_count": 249, "id": "impressed-temperature", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 249, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.imshow(maskData[0,:,:])" ] }, { "cell_type": "markdown", "id": "located-symphony", "metadata": {}, "source": [ "#### 2. POIs and subnational borders" ] }, { "cell_type": "code", "execution_count": 68, "id": "entitled-heritage", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 6min 44s, sys: 1.39 s, total: 6min 45s\n", "Wall time: 55min 53s\n" ] } ], "source": [ "%%time\n", "ITA_hospitals = ox.pois.pois_from_place('Italy',{'amenity':'hospital'}) # get the POIs from OpenStreetMap" ] }, { "cell_type": "code", "execution_count": 71, "id": "exterior-crisis", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/nicholasjones/miniconda3/envs/GPD3/lib/python3.7/site-packages/ipykernel/ipkernel.py:287: DeprecationWarning: `should_run_async` will not call `transform_cell` automatically in the future. Please pass the result to `transformed_cell` argument and any exception that happen during thetransform in `preprocessing_exc_tuple` in IPython 7.17 and above.\n", " and should_run_async(code)\n" ] } ], "source": [ "ITA_hospitals.to_csv(data+'/energy/italy_hospitals.csv') # save for re-use" ] }, { "cell_type": "code", "execution_count": 72, "id": "biblical-mouse", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(2302, 155)" ] }, "execution_count": 72, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ITA_hospitals.shape # check number of POIs downloaded" ] }, { "cell_type": "code", "execution_count": 229, "id": "theoretical-impossible", "metadata": {}, "outputs": [], "source": [ "# reload and clean POIs from csv\n", "\n", "ITA_hospitals = pd.read_csv(data+'/energy/italy_hospitals.csv',index_col=0)\n", "ITA_hospitals['geometry'] = ITA_hospitals['geometry'].apply(wkt.loads)\n", "\n", "crs = {'init': 'epsg:2263'} #http://www.spatialreference.org/ref/epsg/2263/\n", "ITA_hospitals = gpd.GeoDataFrame(ITA_hospitals, crs=crs, geometry='geometry')\n", "\n", "point_mask = [item.type == 'Point' for item in ITA_hospitals.geometry]\n", "ITA_hospitals = ITA_hospitals[point_mask]" ] }, { "cell_type": "code", "execution_count": 230, "id": "needed-brain", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 230, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAR0AAAD4CAYAAADRlDL+AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAAAuiElEQVR4nO2df5CU9Z3n359uGukhkZ6JmA0jI4QzckUIEGcDZm5rhaxrTpRMNEosvLLqrrQud7UX0ZDMlNwqOTzmMmvkqu6PLd1NJbVQHqjYG8WUWkH3aimH1JAZMuGC8Vhg3NZEEhg3Mi309Hzvj+6nefrp7/f7fL9PP939dPfnVUUN83T383z7mef5PJ/fHxJCgGEYpl7EGr0AhmHaCxY6DMPUFRY6DMPUFRY6DMPUFRY6DMPUlTn1PNhVV10llixZUs9DMgzTAI4ePfo7IcRC2Wt1FTpLlizB6OhoPQ/JMEwDIKIzqtfYvGIYpq6w0GEYpq6w0GEYpq6w0GEYpq6w0GEYpq7UNXrFNJ70WAbDr7yFd6eyWJRKYtst16N/TXejl8W0ESx02oj0WAaDByaQzeUBAJmpLAYPTAAACx6mbrDQaSOGX3mrJHAcsrk8hl95y0rosLbEVAMLnTbi3ams1XYZrC0x1cKO5DZiUSpptV2GTlsCCkKpb+gQlg4cRN/QIaTHMsEXzLQkrOm0Edtuub5MSwGAZCKObbdcb7wPlVaUmcpizXdfxfnpXNk21oIYL6zptBH9a7qx646V6E4lQQC6U0nsumOllUBQaUUElAkcB7cWxDAAazqh0igHq+y4APDYj49jKlsQBJ0dCTx6+wr0r+muak0ybYkA6Dpt+/mM2DHdXrDQCYl6OVi9N+j65Qvx/NFM2XG3PXcMuXy5GDg/ncO2546Vrcf2Znfen83lESdCXgh0p5LI+AgVnc9Idt627hvH6Jlz2Nm/0v+EME0Hm1ch4edgDQPnBs1MZSFQuEH3jkxWHNcrcNzb3Q5f774GD0woHb/u9wNAXoiSP6hbI1T8fEay8yYA7B2ZZCd0i8JCJyTCCEf7obpBbchMZdE3dAg7XjxuJSR1QnXbLdcjmYhXfCaVTPj6jFTnRxSPybQebF6FwPb0hPLmjxFh6cDBUHwVYQkwnTlkKzwzU1k8vP8Y1n26E6d/n7Xyy6THMogVzTSbYzLNDWs6VbI9PYE9I5PK1/NCGJkvJugiR2ERJJcnLwQOnzyH9csX4tTQRhwe2GAkcAYPTCgFDlDQdranJ4zWzTQPLHQ82Ca37dUIHC/V+nhkZowTOYpTQfR0p5LoW9YVaP+JOFX4X7Y8/SaWDBz0dRYDwDNH3jE+lsxck7FnZJIFT4thLHSIKE5EY0T0kmvbXxDRW0R0nIi+V5slhoefQJE5V7fuG1de9DqzSkU1JoM7zwYoD1W7Hbunfx/wGJ4vs+XpN3H45Dnjj+eFqDiv29MTWDb4MpYMHMSywZdL59JEiDnYCHYm+tj4dL4J4FcArgQAIloP4CsAPieEuEhEV9dgfUqChHv9QtoqR+2ekUm8dOw9PLZpRdkx9h6xvxlsSg5kOHk2fUOHKm5cR5MKKthys6Ks+NNG4Di4z+vomXNlpmdeiNLvcY0vx4v7XZzT0/wYaTpEdA2AjQD+xrX5GwCGhBAXAUAI8X74y5NjG+4F1NGXB/eNl57Oupt1Kpur0HoM75kStiUHOnSO3RgF9/KE4bx1hJ/K3NozMmkscNwE+bsz0cPUvNoN4NsAZl3bPgPgT4joCBH9AxH9seyDRPQAEY0S0ejZs2erW20RlQB5eP8x5QWou5mcizcR19+s1eSPBCk50LEgmVC+FuSGdnCibX1Dh7Tvu3ddj/b1d6eyVa3Dzfy5BT9WPXKhmNrjK3SI6DYA7wshjnpemgOgE8A6ANsA7CeqfMQKIZ4SQvQKIXoXLpTO3rJGJUDyQiiffH5mTTaXxyVFUp0bAWDrvnEsGThotFagIHBMIjo2VKHMaHFH21T0LevyzRYOR9wA8Rjh8a+uRHoso1wTh9abCxNNpw/AJiI6DeB/A9hARHsA/DOAA6LAz1DQgq4Ke4Ey569OgKiefKoEtiDY3FBhmlRupiTFlfUgEQP23n9jzY/jFKQ+cdcqACj5iWRU6ydj6ouv0BFCDAohrhFCLAHwdQCHhBD3AkgD2AAARPQZAHMB/C7Mxals+PXLFyIRUz/qnaxbt8bjjfzUgu5UEveu66mo4h49c04awamGVIfavNKhOW1GzBQN7FqGsbtTybJ8H114vVZCnakd1WQk/wDAD4jolwAuAbhPiJCM+CIqG/6lY+/5ZsTJolNO5McbyQqLzFQWp85+iMMDG0rbvMmD7ghO0ILG9FgGH340Y/UZArBlXU9ZcWgQYkRIj2WscnIIwKmhjRX9dlRMX5opPTCGX3lLa+qF6Sdj6gOFLCe09Pb2CptZ5ksHDlbtG3D8KV5sc1Bs6FvWVTJBlg2+LHWoxolwctetZdtMw8GycLkOR+C8fuKs1edUJBNxK8EVJ8ITd6/C1n3jxn/PRIwAUhevAuq/LdN4iOioEKJX9lqkM5LDsNVlTsbt6YmaCRygPL9FFcHxbpeZkg/uG8fSgYMVpoyJ4IgTlUy8Jzevxs7+laE5XG01JcfBb2MS5maFVuCwWdW8RFroyJy/yUQcnRYXr0xw2ZgG1RJXhJm821V+Cyc58V//15+UTA7VPh0IwBN3r6qog2qkwzWby0MIhOLMDzv9gKkvkRY6qvaaj96+wqjIkQDp0zCs/BEdTtRNdax71i4ue6+f9pLNzZbSAfzWv2Vdj/SGDDOCF4QPsrmyv2cQapF+wNSXyLe2ULXXHD1zDntHJrU+AgF51z6bFPwgXHf1fKWjOk6Ee9Yuxs7+Qu7JjhePGzlXgYK2sOPF477d+lQOane5Rxi+HVsWpZJlf8/VO14ttVP1IvPpsEnVGkRa09Gxs38lnty8WmtqqcLjbi2jFkxfmpUKnO5UEid33VoSOIMHJowFjsP56RzWL/dPslQVt/av6cbhgQ3YvXm11XGrRSYwHtu0Qpr60NmRwPBdqzD8tVVVNZFnoknkNR0dzlNze3qiQuvRPRUdTcBPUwqKSSMs09YOMl4/cRZXXhHHv1ys/PwnPz7XqLi1f003Hto3XlbXEjbdqaQ2EufWvFTvYyHTejS10HHY2b8Svdd2WVUf917bVXXOiopFCvPHceSa+HB0vDuVxamhjVj7+Gv47R8ulbZ/8uNzceSRm9E3dMhofPD3N6/Gg/vGA69DR5zIKJxd7XQKpvloCaED2F+81WgaOq67ej7+8/rrlEPtHC1ERzIRx647VpaNkHHjCK8jj9ws/bxNy9FUMlExpsZPEPmNnAHq46xnmpOWETqAXa+VWhQJXnf1fLz20E2l32VrkWkhblLJRFnfniATOf00LaCyvxAAfJSbxegZff6SO9HQOYcy8VLLchOmuWlaoWMy/0k3d0p1Y7pRPdGvmBPDxZlKb8jaT3+i9H+V5qUTdl6BY+LzkGEyPlhVYuLXpe/JzavL5mbJZmwlYpVtTxnGoemETuEJ/Qtkc5dv+sxUVtocXebHcFDdmLvuKDiZnbCyV/AkE3F8pNBUnjnyjm89lU7YTWVzynoxG0yElW70i4xEjDB816qyfQy/8pY0a/hj8+awn4ZR0lRCJz2WsXZ8qm4u1Y0JlJs0Apc1nu7ie1RryAuBJQMHS74RZ/82TmOdoLTBT1iZaHpuNn9hccX+VOe2UW03mOagqYTOtmfHrT+jS/2X3Zgyn4vzLHfqofw4P53Dw88eQwyFGiJb6tGUynYm+fNHM+i9tqvsfJn4jhjGS+SSA3UTG3KWSSVBMljDuuHzs8JX4KhqqFQ3re14HB2yEpMt63qUZRKy5miq2jj25zA6IqXpmCS1mUBAoEkBQUbKVIMzNsYkOhXWuXHvT+bz6b22S6nNeQVyUEc3095ESujoGm/bXMhBBY5uUmctIAB33tCNl469V8qVmZeQK5+250aXPiATYFv3jfuajrLWFJzcx9gSKaHjl9TWt6zLqA9OEC2gnu0uHASAg794ryz8fn66EMH6y/SEtMzBi+yc+WlFqvlefkxN55Aey7CQYaoiUkLHzzG59/4bjTv+6bSA7ekJPHPkHeSFKFV91yqD1q+iXVbwmc3lYepZkvl//LSioH4rgUJkb/TMuVJyIJtUjC2RciSbOCb33n8jdm9erW3M7qDqGuge9ubuWSyjmkbmyUQcT9y9CqeHNtYkQ1fl/9EN4tuenkDH3OA9dZwEQtPRywzjJVJCR9W0y/0UdXwVuVlRiv6oBIPMB2FtRgVQgGRrVwnUlGZons3+3ehC1ntGJnHhUnU1Z95TUs0QQqb9iHRjdi+yeqHCjSzKMpQdOhIxdM6/oswMME0ujBNh7hyS7leHrlm4zLkLwDrh8fTQRu3rtZp24Qc3SmccdI3ZI+XT8UPlq1AxnZvFdNHUcJypJhXSzs2z1GeKp6xEQpejoor02AodP2eu81qt2lao4EmbjAmRMq/8qPaizubyRtaScxy/zFqnNKLene1MZnf3r+n2beCuQve5+XPjyv7GnInMmNBUQqdeF7VzHL9G5k6jKu/UBRWqjOK+ZV1W6zMVvkHassZ8PnfhUh5fXNZVIXg4E5kxpSnMq/RYRtnQyhY/88rdbMuv0VdeCOMePrrcmbt6e6zmcJkKX6fi3UkPMGEWhXao8+fGlQ7nn09+gC8u68LIP50vpR3ceQMnCTJmRN6RnB7LYNuzxwIVTnpJxAizKNRFyehOySvNVcQIuGJOZRmDzMxSTeV0Quk2Fd/3ruuxHkm8xMc/5SVGgO6Uy/xZ3DidcWjaCZ8ASuHxaokTITcrlAIHKNz4z45OGrcynRWVjmxZYSSgz7a29VW9fuKs1fttc2j8BA5QqS2qvjfDeIm8eVWt8zgRJ0CYt5gIY9ywbM1+2dY2mo7pOdmensDeI5OwUWZj8Bc41a6LaW8ir+lU4zzuTiUxf+6cUDQlG2Rr1mVbqxzWqqRHk3PiZF7bWs/fr2IeFkevGBMiL3S23XK9UcmDFwJweGBDYOezyfjdzo6EcT8ZXba17LXdm1fj+3evDtyvJkgBKxXXGSRLOpmIY/3yhaH1+2Fal8ibV45jcuu+cauKhEWpJNJjGaNkQBm77lhZikotSCZw4dJMxYhbd0tSk+JHb3LglqffLEvg61vWJc3otelX40TTghSwOprKY5tWWDvvP9+zwKoxPtO+RD565WATxXIiKUFndvct68Le+2+sOH4Yzaqc/ajWJTu2zb6Dlj94o0/u7xszmP2uqqbn0oj2RBe9ahqhA1Tm68yNFyJS7q/Q7RIItmFioLqb3g9ToeBXW+Xdp41wAAAiYMvaHuP2FEsHDlbVUTFoJ0emeQml9oqI4gBGAWSEELe5tn8LwDCAhUKI31W7WB217lK32zXTqRaYhuKXDb6Me9Yu9s3F8QoxY5NKwCrPx3ZyhORwbG4xJWwcyd8E8Cv3BiJaDOBmAPXt81kD+pZ11fxmMA0pOz1+/PJrgo5GTnUkjB2+6bEMLlyc0e7P1M3PuTwMYCh0iOgaABsB/I3npScBfBvBfLU1xSZyUkuTyo1tSHnPyKRWKATJi0nECR9+NFPWhGvwwIT0GI4m5Y0Azo2XixlnNpgJnMvDmJpXu1EQLh93NhDRJhRMrWOkqUomogcAPAAAPT09gRdqg+N09sOZy21bUhAU2awpP5xZW4/9+DhWLPp4qd4paEND2UROVWtXlSaVl7QYcg8l1MG5PIyv0CGi2wC8L4Q4SkQ3Fbd1AHgEwJ/7fV4I8RSAp4CCI7maxarwRpYuXJxRRrmcm7URjk3VyJaH9x/z9cdMZXNl2dJhn0iZBqLSSlRrdVp96NIMuBKdMdF0+gBsIqJbAcwDcCWAvwOwFICj5VwD4OdE9AUhxG9qtVgZsuptP05ZRIfCRuYMHz1zru7jb7zINBCVA9k0PG5Tgc+zs9oHX6EjhBgEMAgARU3nW0KIO93vIaLTAHprHb2SYetMjaJ6H6QFRdisX76wYpvMHEwm4rjzhu6yREBnu1eLMYk2hj1EkIk+kc9I9sPGMZmIU2TV+539K7GzfyVW73g1lL5Btsgq13UTPHuv7dIO85O9Jtse1oBFpnloquRAGao+NZ0dCQiB0g3c2ZHAo7eviPyFnB7L1L23sUMYUTxV83yVdqTSUgmNNYOZ6miZxuwyVCZAMwgYGf1rujF65hz2jkzWPQ/h8Mlz2PL0m76CR+eDUWkuMtNRZxZH0QxmwqHphY7OBGhWdvavLJkv1WQCB8Gvn5CfD8Y24iWDgMiawUz1NL3QAWpfHtEInO9kWq/VnUpi/fKFUhPm8z0LSvk9tsjSEWSazMP7C3lR1ZZMAIXQO0e5WpeWEDqtjHNT7XjxeMXcc1lfYp2D17Zw0yYdIS8EBg9MSH03tsSJKmZ7cZSrdWCh0wS4tR6/J71O6zPRQtzjcGzTEbK5PF4/cbaqtiLAZQEGwNdXxFGu5oOFThMhEyg2Jse2W67HtueOSUshgMroVZA6qXensqV1qiKLJngFiq6xPdNcsNBpIrwCxuvDMTI5PPImESMM37VK+n6VZtTZkcC/ZGekPqKYyzTadsv11h0f3bgFil9je6Z5iHyPZKaA49NwV4fvHZk0HoEDyMf55GaF8v2qZvKP3r4CT9y9StpH2jGNHMGzZV1PRXFqIkaFKR0+uAXK+uULK/ZDKJwH7sfcXLCm0yTIfBoqDcLWFPFud2tUqY4ErpgTwwfZnNR8kxWruk0jd/jfbQI638mkODQ9lsHzRzMV39f5nZ3KzQULnSbBxnehMjlMTJT0WKbM73N+OodEnPCkpKti/5pubFVkT7vXq3Jue6NTjvM5TlSmsZk4tNmp3DywedUkqASJ1+TQtY/Qzd5y2PHi8QpHcy4vsOPF41brWmA5xsbxASUT8ZLm5Ggwps5odio3Byx0mgSVwNiyrkc6S0uGbvaWgzcXyG+7ai7ZhUszVn6W9FgGD+8/JvVRxTVN4tywU7k5YPOqSQir3KOa7O2lAwcrjtu/pluauJjLC2Nzx3GSqzKm80Joi0MBbhDWTLDQaSLqUe6RSiaUrTVUUx2mFFqQqbnj57PpdrXBcKcLmI7QYaIFCx2mDJPpnl6nbbU5NDrh5GgwrVhf166w0GHK8JpxJmF5VXsRU3NH1xbV63Panp4otcmIExnNB2OiBQudiOHOkUkmYsjOzEII1PUGc2sVqlIGtxZTrb9JJbRkAsfdS9qZDwbYDQ9kGgsLnQjhraSezl2e9eLcYKfOfliXGV1A4SZ/94NKgRO0H7IKU6H1zJF3pJ9/5sg7LHSaCBY6EcIkCe7wyXMVbR+8hNF3xqtVOHQkYvjvmrB8UEyEli66xTQPLHQihE20R3WD+vWdMRVIKq3i4oxomENXNfrGNI+HiQYsdCKEadc9nXDS9Z0BYNwIS6dVLBt8uaaOXJWz+J61i6Xa1z1rF4d6fKa2sNCJEKZjh3WhaF1Rp00jLJVWAVwWSLVw5Jo4i02iV9zaNLqw0IkQXodqIk645KmD8gtF63JmbKrPVVqFDK8jt5ob3s9Z7PzTwa1Now3XXkWM/jXdODywAaeGNuLXj9+K3ZtXG9dWAfqiTl31uZed/Stx77qekr9E5zdxa0Syvj9Ofx0TwnAWqzS6B/eNY8vTbxrvh6kNrOlEHNtQtF/42SaJz6tVOL4cL04jdVVfZK8Jp9OEwnAW63xeh0+ew83ffwOvPXST8f6YcGGh04L49a8JavqoTK51n+709UU5gsDP9AnDWeznkH/7/Qu+aQdM7WCh02ZUk8SncuS+fuKssfPbz5nt5yz2NvvKC1EqCHW+l4lDnht+NQ4WOowVMkfu0oGD2s+4TTgTZ7bKWezVkrzNvoByoaqbCc8NvxoHO5KZCtJjGfQNHcLSgYNGTc91IXyv89vGme1Fl7GdzeXx2I8vdzfsX9NdNsMryPGY2sBChylje3oCW/eNW0WfVBGz3ZtX4/DAhjIzxqRlqgo/7WQqmytb5977b8R1V8+veB83/GosLHSYEumxDPaOTFa0s9CNtQHK26ACKGusLhNW8xKXL7tUMuGbBuBgqg25ee2hm6zTDpjawj4dpsTwK28p++f4lWfIQvKyui+vg/fizGzlzhSYOIidOVjelqosZKIDCx2mhM58IcA3zKxLylM5dW1Gx7hD/johaJKBzGUSjcPYvCKiOBGNEdFLxd+HiegEEf2CiF4golTNVsnUBZ35IlBpungJGhGy+ZyTsb1782rphFEHnUlYbdY0Ux02Pp1vAviV6/fXAHxWCPE5AL8GMBjmwpj6I3PyuvETDkEjQkE+5/UjyVCt168Sn6ktRuYVEV0DYCOAxwE8BABCiFddbxkB8LXQV8fUFce8kI0KBi4LB5Vp0jHXPi6RiBHWL1+IvqFDUlNHZwY5vhqTlqpubMcu+8Gmmh0kDArpiOg5ALsAfBzAt4QQt3lefxHAPiHEHslnHwDwAAD09PTccObMmTDWzdQQmcPX6VkMyOu3rumch7ffv2B9rI5EDAJkdSxv9Em23kSM8LF5czA1fXkGO6D3B3Wnkjg8sMFq/bpzZSN4Wk1wEdFRIUSv9DU/oUNEtwG4VQjxn4joJniEDhE9AqAXwB3CZ2e9vb1idHTUcvlMI1DdBCqtImwcs0l2LJlwcK93QTKBC5dmysYjJ2IEECpGJjsEERSAunF9KpnA/CvmGM3pCktwRYlqhc4uAP8OwAyAeQCuBHBACHEvEd0H4D8C+JIQYtpvISx0mp+lAweVYfUwcWrKZcciAKeGNio/aysYvbVbNgQ9H26holpvEM0rKuiEjq8RLoQYFEJcI4RYAuDrAA4VBc6XAXwHwCYTgcO0BvUqH1iQTCCmaGfhtwYb3wwBFVnTNgQ9H9lcHg/vP4alAweVArJV68OqyUj+Xyj4eF4jonEi+uuQ1sREGL8IVxgkYoQLl2aUjbucBEBViNtGEFQrRJd8Ivjn80JotaRWrQ+zSg4UQrwB4I3i//9VDdbDRBzTBL2gxKngAD6vmI/uoEsA3HbL9doKc4dqa7C2pydw+OS5wJ/X0cr1YUbRq7Bgn05rscSnpUUQCHI/jgqV32PNd1+VCq44EWaFCBwhcjusa3HnENDy0Ssug2ACo5sYEZRFqSR+88FHxvtV+T0evX1F6BEhWZQpTJrZcWwDV5kzgQl73hQBWL98oZUgU/k93BnLYVWXm0xg1eHnC2tVc8oLazpMYGStRdd9uhM/n/wg0M0pADx/NIPOjoSvTwfw93uEXV1eTTQplUzgsU0rlL6wVDLR1OaUDSx0mKqQtRbVTYbwI5vL44o5MSQT8QrBlUzEMC8RL8syrueNajqBVcalmbx2Isdjm1aEssZmgM0rJnScSvDOjkSgz3+QzVU0BQOArvlX4NHbV+DU0MaqcmuCUk26wHRuFn1DhwAgdLOv2eDoFVMzgmbrOhEmWTlDo8sD3NGrZCKG6Zx5EzLAf/2tUoNVVRlEmLSa0GmVC6RW1KpOq9qwd5hsT0+U+bRMnOCdHQl0zJ1Tcd2YRMfmz43j8a9GXzNioVMDTCubo35x1BLVOfIWXjq5OUFC8NVqPl6h4Z6xFXR/pjPgHYJ8/xgBs6K6urFaUlXtFSNHFj7NzQqcn85xN7oisrD18F2rMPy1VWXbnty8GqeHNmI2wAOwmuZbjoBwbvS8ENgzMont6YlA+wMqZ8Cb4HxrG4E7W3xrZiqLB/eNY8nAQaz57qtNcb2xphMQU39FuyR8hUFQc8yv6lyFbjb7yV23Wu/PS62TCVX0LevC3vtvrOsxvbCmUwNMi/FatVK4FsiiQ4kYobMjAQKU2oPp32J7egLLBl/GkoGDSoED2GkcOmSaXioZLKJnw+GT57Dl6TdrfpygcJ5OQEzGoQCtWylcC9zFpDbNrpwEQZ1jf8vTb5YVZ+oEi41pZPKd/Loc1oLDJ8+VTK2oBTvYvKoCv251jQ7vtiIqweLXYtWk6tzh3nU9VTmT/agmedKGVDKBizOzFQKusyOBR29fUdPrkqNXdcJ9Q6Q6EhCikOgWlSdMlAg73UDXfQ/QDwt0okZhRK9sWL3jVUxlK8s9nJKJWmpEtX4gcpV5yKhuGOef96lrMvytnajF+dFNePB7rM4KUbfQs/vagcKKI7p8Hh55YQIXLoUveGyGHIYNO5ItMRnUxnOV9NTi/Kh8Z+656Sqcv+O2544pQ87psQz6hg5h6cBBbddCHd5rR2VkTBWLXUfPnMN0DQSOQz0a7MtgoWOJyQ0T9lylVsPm/Jje7Kq6qKxFmUIuL7DjxePSNYQxEdS0NcaiVLKUQ+SVS/EYoW9ZV8nZHafC70F8386o6HrDQscSkxtG9dTlSFYB0/Njc7M74elqQ9Lnp3MVwi0szczkoeNE45458o709fyswOnfZ3Fy1604PbQRT9y9Cqd/n1VqTToEgB0vHq9ag7OFhY4lJjeM7Knbyj1vbTE9P7Y3e1j+Ca9wUwmLzFTW6mZVXTtxooqKc11I31mPWygH5fx0ru4z3VnoWGJyw9Sia10rYXp+gpipsmhQENzCLaVp0WF6s6bHMjj7h48qticTcTxx9yo8uXk1AGDrvnH0DR1S+ZgBXBZe1XYylOH+3mH4sWRw9MoCJ/KQzeVLYVZV1CPsrnWthsn5UTXNqpeZ+u5UFumxDD78aMb3vbpoUHosg4f2j5fqpdx8vmcBAFRE8+IxQl7ygXiMSg84P3PNXUgaIwFT95bzvWsVgWVNxxCvKpsXoqThsHCpDUHM1KCNw2QsSiXx2I+PIyeTFhJU87iGX3lLKnAAYOSfzks1lvyswPy58TKNZ/7cOJ64a1XpevMTvotSyZLfx6btjwDw8P5jNYvAsqZjiM6/4E1zj1raebPiVxYh49HbV2Dbc8fK55jHCcNfW1XxOb+i3fXLF1q3qXCqvp8dnSwVXeo0krwQytenL+W1hax+pTiOxmKTje1el2qf1cJCxxAT/4KfSsoCyR5bM9VGUOl6HqeSCbx+4mywRaNQ+7Q9PYGd/Su1x4kT4Y8WzAtkRjrf6eH9x6RCYlEqiUdeCN6mQ0YYpi0LHUNM/At+0RbOUq4PpoJq2y3XV2hFQKGy/bFNK7A1gIbgZs/IJPaOTGod0fesXYzea7u0haw6+td0Y/TMOalGFkRT0+GMCKoW9ukYYuJf0GlDnKUcPfrXdGP4a6vK/ECpZALDRb9JGE91gUJYOhEnuJOjiS4XllYb7VRpZNVoajKcEUHVRrHavuDTxuTRVTjrqoa7U0llDVDQBlRM7Qm7DUVnRwJjf/nnoezLjco3ZTui2fTzJo3puOBTgW1YUKa2+12YjjakEkqcpRxd3P6hMOqUzk/nkB7LVG1Oex9+KcVwwkWpJKamLykLRv2Ekuq1ap3JbW1ehWHy6BK03GoyZyk3J84Mr26fh8N1V883av4lq+2yQVYa8uFHM0jEy4/tXFuPf3Ul4rHy1+Ixwu7Nq3FqaKPye3WnksrXqn1QtrWmE0Zhpuq9BJSpoEHCv0x00F0T3qZfujC1ybhkncmvGgiQSiYw/4rKsTYOqv3Jwu7uh2FQB7eOthY6fhEpE3+PTdYsZyk3L6q/c3cqiZ39KyuulaD4mfwq4fdBNofxR+X+It11Z/IwDPtB2dbmlc7kMa1wZrOpPbC9VlT4VcH7mfy16GDgmJCycc2Oa2BRMRgy/MpbVUevjDUdIooDGAWQEULcRkRdAPYBWALgNIC7hRDnq1pNndFJ+b6hQ9o/vvszd97QjddPnGWzqYWxvVZkxAA8tmmF9j1+Jr+fORQ2tajBsjGvvgngVwCuLP4+AOCnQoghIhoo/v6dQKtoICrVU9fOwPtHeP5ohqvI2wDba8XLgo5E1UWu9fYNmpb/2GAkdIjoGgAbATwO4KHi5q8AuKn4/x8BeANNKHQAue9G9cePE4X+R2CaG12Zg5spAyeyiSZTT99gLbpgmvp0dgP4NgB3reonhRDvAUDx59WyDxLRA0Q0SkSjZ8+GmyEZBjJ7/MF945jJ56U2vGkhXK16kTDRQ9Uq1YuJ3yVqvZhq4UPyFTpEdBuA94UQR4McQAjxlBCiVwjRu3Bh9XUbYaPKs/ntHy7hms55FX98k9yFsHrqMs2BV1Ckkgll3ozp/hzHrpNY2qiHVy0CJSbmVR+ATUR0K4B5AK4koj0AfktEnxJCvEdEnwLwfuBVNBCdmvj2+xdwWlKi4Kf+1sIOZqKNbJJntX6XKIwyqoUPyVfoCCEGAQwCABHdBOBbQoh7iWgYwH0Ahoo//z7wKhqIqT3u4FT1PnPkndKAtjtvKL/geBoEE4bfJSoPr7B9SNXk6QwBuJmI3gZwc/H3psNPTfSqtemxDJ4/min5dvJCVFTequzdBVVOKmDai1Z9eFkJHSHEG0KI24r//70Q4ktCiOuKP8/5fT6K9K/pxnVXz1e+7vXJmNRrbbvleiRilXU4Fy7NsF+HMaZVRxm1dUayw2sP3YS+ZV3a9ziCxeTp07+mGx+bV2m55vKC++cwxrRqtntb1165cfrZAur+JI4jzaTWSpWT0eyqMVM9pk7mVi0SZk1Hgsr3siCZMH76tKpqzFSHTTpFq/bUZqEjQVVHQ2SevNWqqjFTHSY+wfRYBqt3vIoH9423ZK5X25pXqqfI9vQELs7IhwQ5JpNJCNEktM60H34+QV0nylYZedSWQkeXdKUaXA/YmUaq0HrvtV2RvyiY2qHyCaY6EugbOuSbM2Yz8iiqtKV5pVJxH9w3rh1cb2Ma8fQHRobM7E7ECR9+NGOUpGoz8iiqtKWmEySCRLg8MO+RFyZKza4JwBZPu0rdMTh61d7IIlIXLs5gKutfge5uGqZrFh/1a6wthY5t6QNQECzpsQwefvZY2WB7gcJQtVNnPywLu9u0MWXaC69PcOnAQd/PdHYk8OjthQZgfmNxon6NtaXQ8ZsB7SZOhHvWLsbO/pXoGzpUJnDcOGNknQ6CC4qVxu7pkRy9YmSYPASdeVl+XQqb4RprS6HjPGV2vHhc2Z1fNlDMT23dOzJZSir0qsvOkyrKDj6mMZg8BJ15WbprsLtJoldt6UgGCoKnY65c5hLkTmM/tVU3uOyjnDwMzzBO7ldHQn07+jVmdx6SjsDZnp7AssGXsWTgIJYNvozt6YnwFx6QthU6gFpzEZCHHKtRW5shqsA0jv413fi//+3fKl93N2b3Rr8IwPrllxvkbU9PYM/IZFm6xp6RycgInrYWOrqnhoz+Nd24d11P4ONFParANB6/zpT9a7px5w3dcPcwEEBZexVVrpkuB62etLXQCVKqsLN/JXZvXl02v6izI4F71/X49smNelSBaTwm1+TrJ85WmPJuTVqVa6bLQasnbelIdghaxasqg+i9tquUP+EdTt8MUQWm8bivycxUtjR9xBEoOmeysz1OJBUwJrPW60FbCx0g3FaM7n01Y00MEw2c60RV4uCXA3bP2sXYMzJZ8fo9axfXaslWtL3QqRU8t5ypBl2Jg99sLCc73l1s7OSaRQEWOgwTQXQmlIlbYGf/ysgIGS8sdBgmgpiMF25WTbqto1cME1VauQkcazoME0FatT8ywEKHYSJLM5tQOti8YhimrrCmwzARphXzvVjoMEwD0QmVZu2B7AebVwzTILanJ7BVM2amWXsg+8FCh2EaQHosU9b0zcEtVFq1zzabVwxTY2Qm1PArbymbvjlCpVX7bLPQYZgaovLL6FqTxoiwdOBgy/bZZvOKYWqIyi+jazORFwICxT7botCvSTfCutlgTYeJLK0QLlb5X/JCIJmI+04kyc0KdMydU5oG0QqwpsNEEscsUUV26rmOvqFDWDpwEH1Dh6yPr2uJu+uOlehOJUtajIpmdxx7IVHHFoa9vb1idHS0bsdjmhfVXG/ZaKBa4fXHACh1hDQd9yLbRzIRl5pJUfjOYUFER4UQvbLXfDUdIppHRD8jomNEdJyIdhS3ryaiESIaJ6JRIvpC2AtnWhc/DSIK4WKZP8Z5RJtqXs54GbdGo/LLtHJluRsTn85FABuEEB8SUQLAPxLRTwB8F8AOIcRPiOhWAN8DcFPtlsq0CiaZtlEIF/sJOCenJmhPbdn7gNasLHfjK3REwf76sPhrovhPFP9dWdy+AMC7tVgg03roMm2dG8yvJWc9MBn3G7bm1aqV5W6MHMlEFCeicQDvA3hNCHEEwIMAhonoHQB/BWBQ8dkHiubX6NmzZ8NZNdPUmJhONmZJrZCZO16aPVGvERiFzIUQeQCriSgF4AUi+iyABwBsFUI8T0R3A/hbAH8m+exTAJ4CCo7ksBbONC+mplMjn/pOuN7JqckLwWOFQsIqZC6EmALwBoAvA7gPwIHiS88CYEcyY0TUHabucD1wOadmy7qehmperYKvpkNECwHkhBBTRJREQZv5Hyj4cP4UBSG0AcDbNVwn00JE3WGq8jm9fuJs04Wuo4iJefUpAD8iojgKmtF+IcRLRDQF4H8S0RwAH6FgbjGMEVF2mEYhXN/KmESvfgFgjWT7PwK4oRaLYphGEoVwfSvDZRAM4yHqPqdmhws+GcZD1H1OzQ7XXjGMD61Q7V5vdLVXrOkwjIZWbY7eSNinwzAaWrU5eiNhocMwGjh8Hj5sXjGMB7cPJ1YsgfDC4fPgsNBhGBdeH45M4HD4vDpY6DCMC5kPBwDiRJgVgqNXIcBCh2FcqHw1s0Lg1NDGOq+mNWFHMsO4UPlq2IcTHix0GMYFl0DUHjavGMYFl0DUHhY6DOMhym03WgE2rxiGqSssdBiGqSssdBiGqSssdBiGqSssdBiGqSt1beJFRGcBnKnbAQtcBeB3dT5mEHid4cLrDB+btV4rhFgoe6GuQqcRENGoqoNZlOB1hguvM3zCWiubVwzD1BUWOgzD1JV2EDpPNXoBhvA6w4XXGT6hrLXlfToMw0SLdtB0GIaJECx0GIapKy0rdIhoKxEdJ6JfEtEzRDSv0WtyIKIfENH7RPRL17YuInqNiN4u/uxs5BqLa5Ktc5iIThDRL4joBSJKNXCJzpoq1ul67VtEJIjoqkaszbMW6TqJ6C+I6K3i9fq9Rq3PtR7Z3301EY0Q0TgRjRLRF4LuvyWFDhF1A/gvAHqFEJ8FEAfw9cauqowfAviyZ9sAgJ8KIa4D8NPi743mh6hc52sAPiuE+ByAXwMYrPeiJPwQlesEES0GcDOAyXovSMEP4VknEa0H8BUAnxNCrADwVw1Yl5cfovJ8fg/ADiHEagB/Wfw9EC0pdIrMAZAkojkAOgC82+D1lBBC/B8A5zybvwLgR8X//whAfz3XJEO2TiHEq0KImeKvIwCuqfvCPCjOJwA8CeDbACIRLVGs8xsAhoQQF4vveb/uC/OgWKcAcGXx/wtQxf3UkkJHCJFB4YkxCeA9AB8IIV5t7Kp8+aQQ4j0AKP68usHrMeHfA/hJoxchg4g2AcgIIY41ei0+fAbAnxDRESL6ByL640YvSMGDAIaJ6B0U7q3AGm5LCp2iP+QrAJYCWARgPhHd29hVtRZE9AiAGQB7G70WL0TUAeARFMyAqDMHQCeAdQC2AdhPRNTYJUn5BoCtQojFALYC+NugO2pJoQPgzwCcEkKcFULkABwA8MUGr8mP3xLRpwCg+LPharYKIroPwG0AtohoJnotQ+GBc4yITqNgAv6ciP6ooauS888ADogCPwMwi0JhZdS4D4X7CACeBcCOZA+TANYRUUfxqfElAL9q8Jr8+DEKf1gUf/59A9eihIi+DOA7ADYJIaYbvR4ZQogJIcTVQoglQoglKNzYnxdC/KbBS5ORBrABAIjoMwDmIppV5+8C+NPi/zcAeDvwnoQQLfkPwA4AJwD8EsDfAbii0Wtyre0ZFHxNORRuiP8A4BMoRK3eLv7siug6/x+AdwCMF//9dRTX6Xn9NICrorhOFITMnuJ1+nMAGyK6zn8D4CiAYwCOALgh6P65DIJhmLrSquYVwzARhYUOwzB1hYUOwzB1hYUOwzB1hYUOwzB1hYUOwzB1hYUOwzB15f8DNYsyvnzGKvUAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ITA_hospitals.plot()" ] }, { "cell_type": "code", "execution_count": 231, "id": "magnetic-adjustment", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
namegeometry
1Distretto di salute mentale A.S.L. Roma DPOINT (12.27079 41.73250)
2Pronto Soccorso Ospadale \"Giovanni Battista Gr...POINT (12.29928 41.72920)
3ASL di Casal BernocchiPOINT (12.38049 41.78443)
6POSTAZIONE 118POINT (12.12696 41.93334)
7Pronto Soccorso Ospedale \"San Paolo\"POINT (11.80920 42.09795)
\n", "
" ], "text/plain": [ " name \\\n", "1 Distretto di salute mentale A.S.L. Roma D \n", "2 Pronto Soccorso Ospadale \"Giovanni Battista Gr... \n", "3 ASL di Casal Bernocchi \n", "6 POSTAZIONE 118 \n", "7 Pronto Soccorso Ospedale \"San Paolo\" \n", "\n", " geometry \n", "1 POINT (12.27079 41.73250) \n", "2 POINT (12.29928 41.72920) \n", "3 POINT (12.38049 41.78443) \n", "6 POINT (12.12696 41.93334) \n", "7 POINT (11.80920 42.09795) " ] }, "execution_count": 231, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ITA_hospitals.head()" ] }, { "cell_type": "code", "execution_count": 232, "id": "every-potter", "metadata": {}, "outputs": [], "source": [ "# load boundaries from GADM dataset\n", "\n", "boundaries = gpd.read_file(data+'/GADM/GADM_IT/gadm36_ITA_1.shp')[['NAME_1','geometry']]\n", "boundaries.rename(columns={'NAME_1':'region'},inplace=True)" ] }, { "cell_type": "code", "execution_count": 233, "id": "european-cartridge", "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "boundaries.plot()\n", "plt.title('Boundaries to aggregate by: regions of Italy');" ] }, { "cell_type": "markdown", "id": "virtual-royal", "metadata": {}, "source": [ "#### 3. Landslide risk query" ] }, { "cell_type": "code", "execution_count": 234, "id": "transsexual-lease", "metadata": {}, "outputs": [], "source": [ "ITA_hospitals['landslide_prob'] = point_query(ITA_hospitals, landslide_pth) # sample the raster at each POI location" ] }, { "cell_type": "code", "execution_count": 235, "id": "russian-basketball", "metadata": {}, "outputs": [], "source": [ "ITA_hospitals.landslide_prob.fillna(0,inplace=True) # fill NA values with zero" ] }, { "cell_type": "code", "execution_count": 236, "id": "expensive-experiment", "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ITA_hospitals.landslide_prob.hist()\n", "plt.title('Hospitals in Italy: histogram of landslide risk values'); # Histogram could also be done region-wise" ] }, { "cell_type": "code", "execution_count": 237, "id": "miniature-memory", "metadata": {}, "outputs": [], "source": [ "ITA_hospitals = gpd.sjoin(ITA_hospitals,boundaries) # spatial join POIs with boundaries\n", "ITA_hospitals.drop(columns=['index_right'],inplace=True)" ] }, { "cell_type": "code", "execution_count": 238, "id": "arctic-costs", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
landslide_prob
region
Molise0.017797
Valle d'Aosta0.014049
Trentino-Alto Adige0.012250
Marche0.010305
Calabria0.008373
\n", "
" ], "text/plain": [ " landslide_prob\n", "region \n", "Molise 0.017797\n", "Valle d'Aosta 0.014049\n", "Trentino-Alto Adige 0.012250\n", "Marche 0.010305\n", "Calabria 0.008373" ] }, "execution_count": 238, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# mean landslide risk at hospitals in each region (other summary stats also possible)\n", "mean_landslide_prob = ITA_hospitals.groupby('region').mean().sort_values(by='landslide_prob',ascending=False)\n", "mean_landslide_prob.head() " ] }, { "cell_type": "code", "execution_count": 239, "id": "german-cyprus", "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# join back with boundaries and visualize mean values\n", "boundaries = boundaries.merge(mean_landslide_prob,left_on='region',right_on = mean_landslide_prob.index)\n", "boundaries.rename(columns = {'landslide_prob':'mean_landslide_prob_at_hospitals'},inplace=True)\n", "boundaries.plot(column = 'mean_landslide_prob_at_hospitals',legend=True)\n", "plt.title('Italy: Mean landslide risk score for hospitals in each region');" ] }, { "cell_type": "code", "execution_count": 241, "id": "funky-politics", "metadata": {}, "outputs": [], "source": [ "# another way to summarize\n", "ITA_hospitals['non-zero_risk'] = ITA_hospitals.landslide_prob > 0\n", "ITA_hospitals['non-zero_risk'] = ITA_hospitals['non-zero_risk'].astype(int)\n", "\n", "ITA_hospitals['risk_10_percent_plus'] = ITA_hospitals.landslide_prob > 0.01\n", "ITA_hospitals['risk_10_percent_plus'] = ITA_hospitals['risk_10_percent_plus'].astype(int)\n", "\n", "ITA_hospitals['risk_20_percent_plus'] = ITA_hospitals.landslide_prob > 0.02\n", "ITA_hospitals['risk_20_percent_plus'] = ITA_hospitals['risk_20_percent_plus'].astype(int)" ] }, { "cell_type": "code", "execution_count": 242, "id": "material-terrorist", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "24.9% of hospitals in Italy have non-zero landslide risk\n", "17.2% of hospitals in Italy have landslide risk above 10%\n", "8.0% of hospitals in Italy have landslide risk above 20%\n" ] } ], "source": [ "print('{:.1f}% of hospitals in Italy have non-zero landslide risk'.format(\n", " ITA_hospitals['non-zero_risk'].mean() * 100))\n", "\n", "print('{:.1f}% of hospitals in Italy have landslide risk above 10%'.format(\n", " ITA_hospitals['risk_10_percent_plus'].mean() * 100))\n", "\n", "print('{:.1f}% of hospitals in Italy have landslide risk above 20%'.format(\n", " ITA_hospitals['risk_20_percent_plus'].mean() * 100))\n" ] }, { "cell_type": "code", "execution_count": 243, "id": "atlantic-thong", "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "f,ax = plt.subplots()\n", "ITA_hospitals[ITA_hospitals.region == \"Valle d'Aosta\"].plot(ax = ax,column = 'landslide_prob',legend=True,cmap='hot',vmax=0.03)\n", "boundaries[boundaries.region == \"Valle d'Aosta\"].plot(facecolor='b',alpha=0.3,ax=ax)\n", "plt.title(\"Hospitals in Valle d'Aosta with landslide risk score\");" ] }, { "cell_type": "code", "execution_count": 244, "id": "genuine-aside", "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "f,ax = plt.subplots()\n", "ITA_hospitals[ITA_hospitals.region == \"Calabria\"].plot(ax = ax,column = 'landslide_prob',legend=True,cmap='hot',vmax=0.03)\n", "boundaries[boundaries.region == \"Calabria\"].plot(facecolor='b',alpha=0.3,ax=ax)\n", "plt.title(\"Hospitals in Calabria with landslide risk score\");" ] }, { "cell_type": "code", "execution_count": null, "id": "published-moment", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "GPD3", "language": "python", "name": "gpd3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.7" } }, "nbformat": 4, "nbformat_minor": 5 }