{ "cells": [ { "cell_type": "code", "execution_count": 261, "id": "sophisticated-genesis", "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", "import pylab as plt\n", "data = os.getenv('data')\n", "from rasterstats import point_query\n", "from rasterio import mask as mask\n", "\n", "import warnings\n", "warnings.filterwarnings('ignore')" ] }, { "cell_type": "markdown", "id": "annoying-journalist", "metadata": {}, "source": [ "## Overlaying infrastructure locations with hazard layers\n", "This demo shows how to do the following in Jupyter Notebooks:\n", "* Load infrastructure data (from file or online)\n", "* View flood or landslide layers\n", "* Intersect the two and produce summary statistics" ] }, { "cell_type": "markdown", "id": "grateful-database", "metadata": {}, "source": [ "#### 1. Example workflow: Ghana schools" ] }, { "cell_type": "code", "execution_count": 226, "id": "administrative-prime", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "UsageError: Line magic function `%%time` not found.\n" ] } ], "source": [ "# get points of interest directly OSM\n", "\n", "%%time\n", "ghana_schools = ox.pois.pois_from_place('Ghana',{'amenity':'school'})\n", "#ghana_schools = ghana_schools[ghana_schools.element_type == 'node'][['name','geometry']]" ] }, { "cell_type": "code", "execution_count": 262, "id": "standing-discipline", "metadata": {}, "outputs": [], "source": [ "ghana_schools = gpd.read_file(data+'/energy/ghana_schools/ghana_schools.shp') # read from disk" ] }, { "cell_type": "code", "execution_count": 263, "id": "adult-spyware", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "number of schools: 2055\n" ] }, { "data": { "text/html": [ "<div>\n", "<style scoped>\n", " .dataframe tbody tr th:only-of-type {\n", " vertical-align: middle;\n", " }\n", "\n", " .dataframe tbody tr th {\n", " vertical-align: top;\n", " }\n", "\n", " .dataframe thead th {\n", " text-align: right;\n", " }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", " <thead>\n", " <tr style=\"text-align: right;\">\n", " <th></th>\n", " <th>name</th>\n", " <th>geometry</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>0</th>\n", " <td>Nsein Senior High School</td>\n", " <td>POINT (-2.21922 4.87712)</td>\n", " </tr>\n", " <tr>\n", " <th>1</th>\n", " <td>Essiama Senior High Technical School</td>\n", " <td>POINT (-2.34812 4.93584)</td>\n", " </tr>\n", " <tr>\n", " <th>2</th>\n", " <td>Living Stone Preparatory School</td>\n", " <td>POINT (-2.36531 4.94724)</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " name geometry\n", "0 Nsein Senior High School POINT (-2.21922 4.87712)\n", "1 Essiama Senior High Technical School POINT (-2.34812 4.93584)\n", "2 Living Stone Preparatory School POINT (-2.36531 4.94724)" ] }, "execution_count": 263, "metadata": {}, "output_type": "execute_result" } ], "source": [ "print('number of schools: ', len(ghana_schools))\n", "ghana_schools.head(3)" ] }, { "cell_type": "code", "execution_count": 264, "id": "wrong-richards", "metadata": {}, "outputs": [], "source": [ "# hazard layers\n", "pluvial10_pth = data + '/energy/Ghana_pluvial_P_1in10.tif' # Fathom pluvial flood 1-in-10 yrs\n", "landslide_pth = data + '/energy/LS_RF_Mean_1980-2018.tif' # ARUP landslide layer" ] }, { "cell_type": "code", "execution_count": 265, "id": "supported-wholesale", "metadata": {}, "outputs": [], "source": [ "flood_data = rasterio.open(pluvial10_pth)\n", "landslide_data = rasterio.open(landslide_pth)" ] }, { "cell_type": "code", "execution_count": 266, "id": "meaningful-profit", "metadata": {}, "outputs": [], "source": [ "# administrative boundaries\n", "boundaries = gpd.read_file(data+'/gadm36_GHA_shp/gadm36_GHA_1.shp')[['NAME_1','geometry']]" ] }, { "cell_type": "code", "execution_count": 267, "id": "visible-finger", "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "<Figure size 720x576 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plot the POIs together with the hazard layers and boundaries\n", "\n", "f,ax = plt.subplots(figsize=[10,8])\n", "Show(flood_data,ax=ax)\n", "boundaries.plot(edgecolor='k',facecolor='blue',alpha=0.4,ax=ax)\n", "ghana_schools.plot(ax=ax,color='r',markersize=0.3);" ] }, { "cell_type": "code", "execution_count": 268, "id": "connected-produce", "metadata": {}, "outputs": [], "source": [ "# query the raster at school locations\n", "ghana_schools['10yr_depth'] = point_query(ghana_schools, pluvial10_pth)" ] }, { "cell_type": "code", "execution_count": 269, "id": "accepted-stephen", "metadata": {}, "outputs": [ { "data": { "text/html": [ "<div>\n", "<style scoped>\n", " .dataframe tbody tr th:only-of-type {\n", " vertical-align: middle;\n", " }\n", "\n", " .dataframe tbody tr th {\n", " vertical-align: top;\n", " }\n", "\n", " .dataframe thead th {\n", " text-align: right;\n", " }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", " <thead>\n", " <tr style=\"text-align: right;\">\n", " <th></th>\n", " <th>name</th>\n", " <th>geometry</th>\n", " <th>10yr_depth</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>1940</th>\n", " <td>Asafoaky? M/A JHS</td>\n", " <td>POINT (-2.69281 5.79158)</td>\n", " <td>1.023089</td>\n", " </tr>\n", " <tr>\n", " <th>1818</th>\n", " <td>EP Schools</td>\n", " <td>POINT (0.48348 6.69371)</td>\n", " <td>0.915423</td>\n", " </tr>\n", " <tr>\n", " <th>895</th>\n", " <td>None</td>\n", " <td>POINT (-0.62323 5.91391)</td>\n", " <td>0.643385</td>\n", " </tr>\n", " <tr>\n", " <th>1115</th>\n", " <td>Apimpoa Islamic Basic School</td>\n", " <td>POINT (-0.25811 6.10189)</td>\n", " <td>0.538578</td>\n", " </tr>\n", " <tr>\n", " <th>1962</th>\n", " <td>C.A.C Primary School</td>\n", " <td>POINT (-2.51064 6.79913)</td>\n", " <td>0.533018</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " name geometry 10yr_depth\n", "1940 Asafoaky? M/A JHS POINT (-2.69281 5.79158) 1.023089\n", "1818 EP Schools POINT (0.48348 6.69371) 0.915423\n", "895 None POINT (-0.62323 5.91391) 0.643385\n", "1115 Apimpoa Islamic Basic School POINT (-0.25811 6.10189) 0.538578\n", "1962 C.A.C Primary School POINT (-2.51064 6.79913) 0.533018" ] }, "execution_count": 269, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ghana_schools.sort_values(by='10yr_depth',ascending=False, inplace=True)\n", "ghana_schools.head()" ] }, { "cell_type": "markdown", "id": "fifty-metabolism", "metadata": {}, "source": [ "#### 2. Same for landslide" ] }, { "cell_type": "code", "execution_count": 270, "id": "monthly-murray", "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": 271, "id": "alike-museum", "metadata": {}, "outputs": [ { "data": { "image/svg+xml": [ "<svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"100.0\" height=\"100.0\" viewBox=\"-3.499885236007076 4.454946991387557 4.815522086607817 6.898909130886979\" preserveAspectRatio=\"xMinYMin meet\"><g transform=\"matrix(1,0,0,-1,0,15.808803113662092)\"><path fill-rule=\"evenodd\" fill=\"#66cc99\" stroke=\"#555555\" stroke-width=\"0.1379781826177396\" opacity=\"0.6\" d=\"M 0.023802524423700785,11.018681748900804 L -0.04978471515994442,10.706917832883931 L 0.3675799902453889,10.19121287682718 L 0.3659005061958851,9.465003973829482 L 0.46119184734212126,8.677222601756014 L 0.7120292496868785,8.31246450442383 L 0.4909574723422451,7.411744289576475 L 0.5703841487748491,6.914358628767189 L 0.8369311865363329,6.279978745952149 L 1.0601216976049272,5.928837388528876 L -0.5076379052659377,5.3434726017426755 L -1.0636246402941936,5.000547797053812 L -1.9647065901675944,4.710462144383371 L -2.856125047202397,4.994475816259509 L -2.8107014632178395,5.38905121502411 L -3.244370083011262,6.250471503113502 L -2.9835849674503265,7.379704901555513 L -2.562189500326241,8.219627793811483 L -2.8274963037127065,9.642460842319778 L -2.9638962467471117,10.395334784380083 L -2.9404093082704605,10.962690334512558 L -1.2033577132114317,11.009819240762738 L -0.7615758935481834,10.936929633015055 L -0.43870154458858224,11.098340969278722 L 0.023802524423700785,11.018681748900804 z\" /></g></svg>" ], "text/plain": [ "<shapely.geometry.polygon.Polygon at 0x7fa30f0a3c90>" ] }, "execution_count": 271, "metadata": {}, "output_type": "execute_result" } ], "source": [ "country = 'Ghana'\n", "geom = world.geometry[world.name == country].reset_index(drop=True)[0]\n", "geom" ] }, { "cell_type": "code", "execution_count": 272, "id": "passing-arcade", "metadata": {}, "outputs": [], "source": [ "# load the landslide data for Ghana only\n", "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": 260, "id": "serious-cloud", "metadata": {}, "outputs": [], "source": [ "#rasterio.plot.show_hist(maskData)" ] }, { "cell_type": "code", "execution_count": 275, "id": "african-unknown", "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "<Figure size 720x576 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "f,ax = plt.subplots(figsize=[10,8])\n", "Show(maskData, transform=maskTransform,cmap='magma',ax=ax,vmax=0.01)\n", "boundaries.plot(edgecolor='w',facecolor='None',alpha=0.25,ax=ax)\n", "ghana_schools.plot(ax=ax,color='b',markersize=1)\n", "plt.title('Landslide risk of schools in Ghana');" ] }, { "cell_type": "code", "execution_count": 276, "id": "voluntary-discipline", "metadata": {}, "outputs": [], "source": [ "# query the raster at school locations\n", "ghana_schools['landslide_risk'] = point_query(ghana_schools, landslide_pth)" ] }, { "cell_type": "code", "execution_count": 277, "id": "fatal-singapore", "metadata": {}, "outputs": [], "source": [ "ghana_schools.landslide_risk = ghana_schools.landslide_risk * 100" ] }, { "cell_type": "code", "execution_count": 278, "id": "royal-discrimination", "metadata": {}, "outputs": [], "source": [ "#ghana_schools.landslide_risk.hist()" ] }, { "cell_type": "code", "execution_count": 279, "id": "interesting-japanese", "metadata": {}, "outputs": [ { "data": { "text/html": [ "<div>\n", "<style scoped>\n", " .dataframe tbody tr th:only-of-type {\n", " vertical-align: middle;\n", " }\n", "\n", " .dataframe tbody tr th {\n", " vertical-align: top;\n", " }\n", "\n", " .dataframe thead th {\n", " text-align: right;\n", " }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", " <thead>\n", " <tr style=\"text-align: right;\">\n", " <th></th>\n", " <th>name</th>\n", " <th>geometry</th>\n", " <th>10yr_depth</th>\n", " <th>landslide_risk</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>1781</th>\n", " <td>None</td>\n", " <td>POINT (0.45707 6.91587)</td>\n", " <td>0.0</td>\n", " <td>2.205068</td>\n", " </tr>\n", " <tr>\n", " <th>1697</th>\n", " <td>None</td>\n", " <td>POINT (0.45588 6.91584)</td>\n", " <td>0.0</td>\n", " <td>2.205068</td>\n", " </tr>\n", " <tr>\n", " <th>1792</th>\n", " <td>None</td>\n", " <td>POINT (0.47387 6.82539)</td>\n", " <td>0.0</td>\n", " <td>2.187342</td>\n", " </tr>\n", " <tr>\n", " <th>1684</th>\n", " <td>Have R. C Basic Schools</td>\n", " <td>POINT (0.35353 6.74714)</td>\n", " <td>0.0</td>\n", " <td>2.168775</td>\n", " </tr>\n", " <tr>\n", " <th>1702</th>\n", " <td>RIJNBEEK School Complex</td>\n", " <td>POINT (0.35188 6.74456)</td>\n", " <td>0.0</td>\n", " <td>2.168775</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " name geometry 10yr_depth \\\n", "1781 None POINT (0.45707 6.91587) 0.0 \n", "1697 None POINT (0.45588 6.91584) 0.0 \n", "1792 None POINT (0.47387 6.82539) 0.0 \n", "1684 Have R. C Basic Schools POINT (0.35353 6.74714) 0.0 \n", "1702 RIJNBEEK School Complex POINT (0.35188 6.74456) 0.0 \n", "\n", " landslide_risk \n", "1781 2.205068 \n", "1697 2.205068 \n", "1792 2.187342 \n", "1684 2.168775 \n", "1702 2.168775 " ] }, "execution_count": 279, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ghana_schools.sort_values(by='landslide_risk',ascending=False).head()" ] }, { "cell_type": "code", "execution_count": 280, "id": "effective-ballot", "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "<Figure size 432x288 with 2 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "f,ax = plt.subplots()\n", "ghana_schools.sort_values(by='landslide_risk',ascending=False)[:50].plot(column='landslide_risk',legend=True,cmap='hot',vmax=1,ax=ax)\n", "boundaries.plot(edgecolor='w',facecolor='b',alpha=0.25,ax=ax)\n", "plt.title('50 schools with highest landslide risk');" ] }, { "cell_type": "code", "execution_count": 281, "id": "demonstrated-japan", "metadata": {}, "outputs": [], "source": [ "ghana_schools.landslide_risk.fillna(0,inplace=True)" ] }, { "cell_type": "code", "execution_count": 282, "id": "typical-quantity", "metadata": {}, "outputs": [], "source": [ "# spatial join: schools and admin boundaries\n", "ghana_schools = gpd.sjoin(ghana_schools,boundaries).drop(columns=['index_right'])" ] }, { "cell_type": "code", "execution_count": 283, "id": "noble-elite", "metadata": {}, "outputs": [ { "data": { "text/html": [ "<div>\n", "<style scoped>\n", " .dataframe tbody tr th:only-of-type {\n", " vertical-align: middle;\n", " }\n", "\n", " .dataframe tbody tr th {\n", " vertical-align: top;\n", " }\n", "\n", " .dataframe thead th {\n", " text-align: right;\n", " }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", " <thead>\n", " <tr style=\"text-align: right;\">\n", " <th></th>\n", " <th>name</th>\n", " <th>geometry</th>\n", " <th>10yr_depth</th>\n", " <th>landslide_risk</th>\n", " <th>NAME_1</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>1940</th>\n", " <td>Asafoaky? M/A JHS</td>\n", " <td>POINT (-2.69281 5.79158)</td>\n", " <td>1.023089</td>\n", " <td>0.150057</td>\n", " <td>Western</td>\n", " </tr>\n", " <tr>\n", " <th>1937</th>\n", " <td>None</td>\n", " <td>POINT (-2.77263 5.73586)</td>\n", " <td>0.304821</td>\n", " <td>0.301530</td>\n", " <td>Western</td>\n", " </tr>\n", " <tr>\n", " <th>385</th>\n", " <td>None</td>\n", " <td>POINT (-1.72334 4.96101)</td>\n", " <td>0.287871</td>\n", " <td>0.000000</td>\n", " <td>Western</td>\n", " </tr>\n", " <tr>\n", " <th>1938</th>\n", " <td>Asafoaky? M/A Basic School</td>\n", " <td>POINT (-2.69324 5.79129)</td>\n", " <td>0.241537</td>\n", " <td>0.150243</td>\n", " <td>Western</td>\n", " </tr>\n", " <tr>\n", " <th>1916</th>\n", " <td>Prince of Peace Int. School</td>\n", " <td>POINT (-2.82596 5.82362)</td>\n", " <td>0.191243</td>\n", " <td>0.000000</td>\n", " <td>Western</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " name geometry 10yr_depth \\\n", "1940 Asafoaky? M/A JHS POINT (-2.69281 5.79158) 1.023089 \n", "1937 None POINT (-2.77263 5.73586) 0.304821 \n", "385 None POINT (-1.72334 4.96101) 0.287871 \n", "1938 Asafoaky? M/A Basic School POINT (-2.69324 5.79129) 0.241537 \n", "1916 Prince of Peace Int. School POINT (-2.82596 5.82362) 0.191243 \n", "\n", " landslide_risk NAME_1 \n", "1940 0.150057 Western \n", "1937 0.301530 Western \n", "385 0.000000 Western \n", "1938 0.150243 Western \n", "1916 0.000000 Western " ] }, "execution_count": 283, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ghana_schools.head()" ] }, { "cell_type": "code", "execution_count": 284, "id": "continent-mumbai", "metadata": {}, "outputs": [ { "data": { "text/html": [ "<div>\n", "<style scoped>\n", " .dataframe tbody tr th:only-of-type {\n", " vertical-align: middle;\n", " }\n", "\n", " .dataframe tbody tr th {\n", " vertical-align: top;\n", " }\n", "\n", " .dataframe thead th {\n", " text-align: right;\n", " }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", " <thead>\n", " <tr style=\"text-align: right;\">\n", " <th></th>\n", " <th>10yr_depth</th>\n", " <th>landslide_risk</th>\n", " </tr>\n", " <tr>\n", " <th>NAME_1</th>\n", " <th></th>\n", " <th></th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>Volta</th>\n", " <td>0.011910</td>\n", " <td>0.167265</td>\n", " </tr>\n", " <tr>\n", " <th>Eastern</th>\n", " <td>0.019385</td>\n", " <td>0.051941</td>\n", " </tr>\n", " <tr>\n", " <th>Western</th>\n", " <td>0.019131</td>\n", " <td>0.013622</td>\n", " </tr>\n", " <tr>\n", " <th>Greater Accra</th>\n", " <td>0.002068</td>\n", " <td>0.004846</td>\n", " </tr>\n", " <tr>\n", " <th>Central</th>\n", " <td>0.007729</td>\n", " <td>0.003027</td>\n", " </tr>\n", " <tr>\n", " <th>Ashanti</th>\n", " <td>0.000483</td>\n", " <td>0.000000</td>\n", " </tr>\n", " <tr>\n", " <th>Brong Ahafo</th>\n", " <td>0.004327</td>\n", " <td>0.000000</td>\n", " </tr>\n", " <tr>\n", " <th>Northern</th>\n", " <td>0.002238</td>\n", " <td>0.000000</td>\n", " </tr>\n", " <tr>\n", " <th>Upper East</th>\n", " <td>0.001858</td>\n", " <td>0.000000</td>\n", " </tr>\n", " <tr>\n", " <th>Upper West</th>\n", " <td>0.001851</td>\n", " <td>0.000000</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " 10yr_depth landslide_risk\n", "NAME_1 \n", "Volta 0.011910 0.167265\n", "Eastern 0.019385 0.051941\n", "Western 0.019131 0.013622\n", "Greater Accra 0.002068 0.004846\n", "Central 0.007729 0.003027\n", "Ashanti 0.000483 0.000000\n", "Brong Ahafo 0.004327 0.000000\n", "Northern 0.002238 0.000000\n", "Upper East 0.001858 0.000000\n", "Upper West 0.001851 0.000000" ] }, "execution_count": 284, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# summarize asset risk by region\n", "\n", "regional_summary = ghana_schools.groupby('NAME_1').mean().sort_values(by='landslide_risk',ascending=False)\n", "regional_summary" ] }, { "cell_type": "code", "execution_count": 285, "id": "pretty-racing", "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "<Figure size 432x288 with 2 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# join back with boundaries and visualize mean values\n", "boundaries = boundaries.merge(regional_summary,left_on='NAME_1',right_on = regional_summary.index)\n", "boundaries.rename(columns = {'landslide_risk':'mean_landslide_prob_at_schools'},inplace=True)\n", "boundaries.plot(column = 'mean_landslide_prob_at_schools',legend=True)\n", "plt.title('Ghana: Mean landslide risk for schools by region');" ] }, { "cell_type": "markdown", "id": "contained-multiple", "metadata": {}, "source": [ "#### 3. Energy generation facilities" ] }, { "cell_type": "code", "execution_count": 286, "id": "objective-employment", "metadata": {}, "outputs": [], "source": [ "# read energy facility data directly from ECOWREX through WMS\n", "# http://www.ecowrex.org/mapView/index.php?lang=eng\n", "\n", "generation_facilities = gpd.read_file('http://www.ecowrex.org/geoserver/ecreee/wfs?service=WFS&version=1.1.1&request=GetFeature&typename=ecreee%3Aecreee_v_energy_generators_simple&outputformat=SHAPE-ZIP&srsName=EPSG%3A4326')\n", "generation_facilities = generation_facilities[generation_facilities.country == 'Ghana']\n" ] }, { "cell_type": "code", "execution_count": 287, "id": "tired-affiliate", "metadata": {}, "outputs": [ { "data": { "text/html": [ "<div>\n", "<style scoped>\n", " .dataframe tbody tr th:only-of-type {\n", " vertical-align: middle;\n", " }\n", "\n", " .dataframe tbody tr th {\n", " vertical-align: top;\n", " }\n", "\n", " .dataframe thead th {\n", " text-align: right;\n", " }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", " <thead>\n", " <tr style=\"text-align: right;\">\n", " <th></th>\n", " <th>nid</th>\n", " <th>country</th>\n", " <th>title</th>\n", " <th>eg_type_id</th>\n", " <th>eg_type</th>\n", " <th>initiative</th>\n", " <th>initiativ0</th>\n", " <th>ree_cat_id</th>\n", " <th>ree_cat</th>\n", " <th>size</th>\n", " <th>current_st</th>\n", " <th>current_ca</th>\n", " <th>lon</th>\n", " <th>lat</th>\n", " <th>geometry</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>18</th>\n", " <td>2399</td>\n", " <td>Ghana</td>\n", " <td>Bui</td>\n", " <td>98.0</td>\n", " <td>Large Hydro</td>\n", " <td>None</td>\n", " <td>None</td>\n", " <td>298,197</td>\n", " <td>Hydropower,Large Hydropower (including dam, pu...</td>\n", " <td>Large</td>\n", " <td>Operational</td>\n", " <td>400.0</td>\n", " <td>-2.235203</td>\n", " <td>8.277185</td>\n", " <td>POINT (-2.23520 8.27719)</td>\n", " </tr>\n", " <tr>\n", " <th>27</th>\n", " <td>5242</td>\n", " <td>Ghana</td>\n", " <td>The Nzema Project</td>\n", " <td>92.0</td>\n", " <td>PV Solar</td>\n", " <td>None</td>\n", " <td>None</td>\n", " <td>203</td>\n", " <td>Photovoltaic Power Plants Grid-Connected</td>\n", " <td>None</td>\n", " <td>Planned</td>\n", " <td>155.0</td>\n", " <td>-0.197754</td>\n", " <td>5.615980</td>\n", " <td>POINT (-0.19775 5.61598)</td>\n", " </tr>\n", " <tr>\n", " <th>31</th>\n", " <td>13668</td>\n", " <td>Ghana</td>\n", " <td>Navrongo Solar</td>\n", " <td>92.0</td>\n", " <td>PV Solar</td>\n", " <td>None</td>\n", " <td>None</td>\n", " <td>203,203</td>\n", " <td>Photovoltaic Power Plants Grid-Connected,Photo...</td>\n", " <td>None</td>\n", " <td>Operational</td>\n", " <td>2.5</td>\n", " <td>-1.055031</td>\n", " <td>10.923460</td>\n", " <td>POINT (-1.05503 10.92346)</td>\n", " </tr>\n", " <tr>\n", " <th>54</th>\n", " <td>86133</td>\n", " <td>Ghana</td>\n", " <td>Oyandze</td>\n", " <td>92.0</td>\n", " <td>PV Solar</td>\n", " <td>None</td>\n", " <td>None</td>\n", " <td>300,203</td>\n", " <td>Photovoltaic,Photovoltaic Power Plants Grid-Co...</td>\n", " <td>None</td>\n", " <td>Operational</td>\n", " <td>20.0</td>\n", " <td>-0.703704</td>\n", " <td>5.345947</td>\n", " <td>POINT (-0.70370 5.34595)</td>\n", " </tr>\n", " <tr>\n", " <th>107</th>\n", " <td>86508</td>\n", " <td>Ghana</td>\n", " <td>Effasu Power Barge</td>\n", " <td>102.0</td>\n", " <td>Gas</td>\n", " <td>None</td>\n", " <td>None</td>\n", " <td>None</td>\n", " <td>None</td>\n", " <td>None</td>\n", " <td>Operational</td>\n", " <td>125.0</td>\n", " <td>-3.037574</td>\n", " <td>5.080076</td>\n", " <td>POINT (-3.03757 5.08008)</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " nid country title eg_type_id eg_type initiative \\\n", "18 2399 Ghana Bui 98.0 Large Hydro None \n", "27 5242 Ghana The Nzema Project 92.0 PV Solar None \n", "31 13668 Ghana Navrongo Solar 92.0 PV Solar None \n", "54 86133 Ghana Oyandze 92.0 PV Solar None \n", "107 86508 Ghana Effasu Power Barge 102.0 Gas None \n", "\n", " initiativ0 ree_cat_id ree_cat \\\n", "18 None 298,197 Hydropower,Large Hydropower (including dam, pu... \n", "27 None 203 Photovoltaic Power Plants Grid-Connected \n", "31 None 203,203 Photovoltaic Power Plants Grid-Connected,Photo... \n", "54 None 300,203 Photovoltaic,Photovoltaic Power Plants Grid-Co... \n", "107 None None None \n", "\n", " size current_st current_ca lon lat \\\n", "18 Large Operational 400.0 -2.235203 8.277185 \n", "27 None Planned 155.0 -0.197754 5.615980 \n", "31 None Operational 2.5 -1.055031 10.923460 \n", "54 None Operational 20.0 -0.703704 5.345947 \n", "107 None Operational 125.0 -3.037574 5.080076 \n", "\n", " geometry \n", "18 POINT (-2.23520 8.27719) \n", "27 POINT (-0.19775 5.61598) \n", "31 POINT (-1.05503 10.92346) \n", "54 POINT (-0.70370 5.34595) \n", "107 POINT (-3.03757 5.08008) " ] }, "execution_count": 287, "metadata": {}, "output_type": "execute_result" } ], "source": [ "generation_facilities.head()" ] }, { "cell_type": "code", "execution_count": 288, "id": "further-bloom", "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "<Figure size 576x432 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "f,ax = plt.subplots(figsize=[8,6])\n", "Show(flood_data,ax=ax)\n", "boundaries.plot(edgecolor='k',facecolor='blue',alpha=0.4,ax=ax)\n", "generation_facilities.plot(ax=ax,color='r');" ] }, { "cell_type": "code", "execution_count": 289, "id": "strong-football", "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "generation_facilities['10yr_depth'] = point_query(generation_facilities, pluvial10_pth)\n", "plt.barh(generation_facilities.title, generation_facilities['10yr_depth']);" ] }, { "cell_type": "markdown", "id": "prostate-fourth", "metadata": {}, "source": [ "#### 4. Linear features\n", "suggested strategy: rasterize and count flooded pixels" ] }, { "cell_type": "code", "execution_count": 290, "id": "elementary-telling", "metadata": {}, "outputs": [ { "data": { "text/html": [ "<div>\n", "<style scoped>\n", " .dataframe tbody tr th:only-of-type {\n", " vertical-align: middle;\n", " }\n", "\n", " .dataframe tbody tr th {\n", " vertical-align: top;\n", " }\n", "\n", " .dataframe thead th {\n", " text-align: right;\n", " }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", " <thead>\n", " <tr style=\"text-align: right;\">\n", " <th></th>\n", " <th>voltage_kV</th>\n", " <th>year</th>\n", " <th>status</th>\n", " <th>source</th>\n", " <th>country</th>\n", " <th>length_km</th>\n", " <th>geometry</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>0</th>\n", " <td>161</td>\n", " <td>2000.0</td>\n", " <td>Existing</td>\n", " <td>ECREEE</td>\n", " <td>Ghana</td>\n", " <td>70</td>\n", " <td>LINESTRING (0.55247 6.26034, 0.71815 6.22811, ...</td>\n", " </tr>\n", " <tr>\n", " <th>1</th>\n", " <td>161</td>\n", " <td>2000.0</td>\n", " <td>Existing</td>\n", " <td>ECREEE</td>\n", " <td>Ghana</td>\n", " <td>13</td>\n", " <td>LINESTRING (-0.20408 5.60745, -0.20391 5.60772...</td>\n", " </tr>\n", " <tr>\n", " <th>2</th>\n", " <td>161</td>\n", " <td>2000.0</td>\n", " <td>Existing</td>\n", " <td>ECREEE</td>\n", " <td>Ghana</td>\n", " <td>13</td>\n", " <td>LINESTRING (0.00234 5.69562, 0.00198 5.69653, ...</td>\n", " </tr>\n", " <tr>\n", " <th>3</th>\n", " <td>161</td>\n", " <td>2000.0</td>\n", " <td>Existing</td>\n", " <td>ECREEE</td>\n", " <td>Ghana</td>\n", " <td>60</td>\n", " <td>LINESTRING (-1.65830 4.97354, -1.65834 4.97389...</td>\n", " </tr>\n", " <tr>\n", " <th>4</th>\n", " <td>161</td>\n", " <td>2000.0</td>\n", " <td>Existing</td>\n", " <td>ECREEE</td>\n", " <td>Ghana</td>\n", " <td>13</td>\n", " <td>LINESTRING (-1.73567 4.96059, -1.73508 4.96077...</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " voltage_kV year status source country length_km \\\n", "0 161 2000.0 Existing ECREEE Ghana 70 \n", "1 161 2000.0 Existing ECREEE Ghana 13 \n", "2 161 2000.0 Existing ECREEE Ghana 13 \n", "3 161 2000.0 Existing ECREEE Ghana 60 \n", "4 161 2000.0 Existing ECREEE Ghana 13 \n", "\n", " geometry \n", "0 LINESTRING (0.55247 6.26034, 0.71815 6.22811, ... \n", "1 LINESTRING (-0.20408 5.60745, -0.20391 5.60772... \n", "2 LINESTRING (0.00234 5.69562, 0.00198 5.69653, ... \n", "3 LINESTRING (-1.65830 4.97354, -1.65834 4.97389... \n", "4 LINESTRING (-1.73567 4.96059, -1.73508 4.96077... " ] }, "execution_count": 290, "metadata": {}, "output_type": "execute_result" } ], "source": [ "transmission = gpd.read_file('https://development-data-hub-s3-public.s3.amazonaws.com/ddhfiles/145121/ghanafinal.geojson')\n", "transmission.head()" ] }, { "cell_type": "code", "execution_count": 291, "id": "unauthorized-companion", "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "<Figure size 432x432 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "f,ax = plt.subplots(figsize=[6,6])\n", "Show(flood_data,ax=ax)\n", "boundaries.plot(edgecolor='k',facecolor='b',alpha=0.5,ax=ax)\n", "transmission.plot(ax=ax,color='r');" ] }, { "cell_type": "code", "execution_count": null, "id": "detected-savannah", "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 }