{ "cells": [ { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\jtrum\\AppData\\Local\\Temp\\ipykernel_9492\\3555289031.py:55: UserWarning: The `geometries` module and `geometries_from_X` functions have been renamed the `features` module and `features_from_X` functions. Use these instead. The `geometries` module and function names are deprecated and will be removed in a future release.\n", " data = ox.geometries_from_polygon(aoi.geometry[0], tags=tags)\n", "C:\\Users\\jtrum\\AppData\\Local\\Temp\\ipykernel_9492\\3555289031.py:58: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n", " water_infrastructure = water_infrastructure.append(data)\n", "c:\\Users\\jtrum\\miniconda3\\envs\\wash_scan\\lib\\site-packages\\geopandas\\array.py:1406: UserWarning: CRS not set for some of the concatenation inputs. Setting output's CRS as WGS 84 (the single non-null crs provided).\n", " warnings.warn(\n", "C:\\Users\\jtrum\\AppData\\Local\\Temp\\ipykernel_9492\\3555289031.py:55: UserWarning: The `geometries` module and `geometries_from_X` functions have been renamed the `features` module and `features_from_X` functions. Use these instead. The `geometries` module and function names are deprecated and will be removed in a future release.\n", " data = ox.geometries_from_polygon(aoi.geometry[0], tags=tags)\n", "C:\\Users\\jtrum\\AppData\\Local\\Temp\\ipykernel_9492\\3555289031.py:58: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n", " water_infrastructure = water_infrastructure.append(data)\n", "C:\\Users\\jtrum\\AppData\\Local\\Temp\\ipykernel_9492\\3555289031.py:55: UserWarning: The `geometries` module and `geometries_from_X` functions have been renamed the `features` module and `features_from_X` functions. Use these instead. The `geometries` module and function names are deprecated and will be removed in a future release.\n", " data = ox.geometries_from_polygon(aoi.geometry[0], tags=tags)\n", "C:\\Users\\jtrum\\AppData\\Local\\Temp\\ipykernel_9492\\3555289031.py:58: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n", " water_infrastructure = water_infrastructure.append(data)\n", "C:\\Users\\jtrum\\AppData\\Local\\Temp\\ipykernel_9492\\3555289031.py:55: UserWarning: The `geometries` module and `geometries_from_X` functions have been renamed the `features` module and `features_from_X` functions. Use these instead. The `geometries` module and function names are deprecated and will be removed in a future release.\n", " data = ox.geometries_from_polygon(aoi.geometry[0], tags=tags)\n", "C:\\Users\\jtrum\\AppData\\Local\\Temp\\ipykernel_9492\\3555289031.py:58: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n", " water_infrastructure = water_infrastructure.append(data)\n", "c:\\Users\\jtrum\\miniconda3\\envs\\wash_scan\\lib\\site-packages\\pyproj\\crs\\crs.py:141: FutureWarning: '+init=:' syntax is deprecated. ':' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n", " in_crs_string = _prepare_from_proj_string(in_crs_string)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Number of grid cells: 4087\n" ] } ], "source": [ "import geopandas as gpd\n", "import osmnx as ox\n", "import pandas as pd\n", "import numpy as np\n", "from shapely.geometry import Polygon\n", "import matplotlib.pyplot as plt\n", "\n", "main_dir = 'C:/Users/jtrum/world_bank/'\n", "aoi = gpd.read_file(main_dir + 'data/luanda2clean.geojson')\n", "catchment = gpd.read_file(main_dir + 'data/catchment.geojson')\n", "aoi = aoi.to_crs(epsg=4326)\n", "catchment = catchment.to_crs(epsg=4326)\n", "\n", "\n", "#make fishnet grid\n", "def createGrid(polygon, gridSize):\n", " xmin, ymin, xmax, ymax = polygon.bounds #creates bounding box of 'co' polygon\n", " rows = int(np.ceil((ymax-ymin)/gridSize)) #number of rows\n", " cols = int(np.ceil((xmax-xmin)/gridSize)) #number of columns\n", " polygons = [] #empty list to hold polygons\n", " for i in range(cols):\n", " for j in range(rows):\n", " polygons.append(Polygon([(xmin+i*gridSize, ymin+j*gridSize), \n", " (xmin+(i+1)*gridSize, ymin+j*gridSize), \n", " (xmin+(i+1)*gridSize, ymin+(j+1)*gridSize), \n", " (xmin+i*gridSize, ymin+(j+1)*gridSize)]))\n", " grid = gpd.GeoDataFrame({'geometry':polygons})\n", " grid.crs = {'init':'epsg:4326'}\n", " grid = grid[grid.geometry.within(polygon)] #keep only grid cells within 'co' polygon\n", " return grid\n", "\n", "#determine distance to nearest water infrastructure point for each grid cell\n", "def distance_to_nearest(row, destination, val):\n", " #row is a row of the grid dataframe\n", " #destination is the water infrastructure point dataframe\n", " #val is the value to return if there are no water infrastructure points\n", " if len(destination) == 0:\n", " return val\n", " else:\n", " dist = destination.distance(row['geometry'])\n", " return dist.min()\n", "\n", "\n", "\n", "tags_list = [\n", " {'waterway': True},\n", " {'landuse': ['reservoir', 'basin']},\n", " {'amenity': ['drinking_water', 'watering_place', 'water_point']},\n", " {'man_made': ['water_well', 'water_tower', 'water_works', 'reservoir_covered', 'storage_tank', 'monitoring_station', 'wastewater_plant', 'watermill', 'pipeline']}\n", "] \n", "\n", "water_infrastructure = pd.DataFrame(columns=['feature', 'geometry'])\n", "\n", "for tags in tags_list:\n", " data = ox.geometries_from_polygon(aoi.geometry[0], tags=tags)\n", " data = data[['geometry']]\n", " data['feature'] = list(tags.keys())[0] # Extract the feature type from the tags\n", " water_infrastructure = water_infrastructure.append(data)\n", "\n", "water_infrastructure = water_infrastructure.reset_index(drop=True)\n", "water_infrastructure = gpd.GeoDataFrame(water_infrastructure, geometry='geometry', crs=aoi.crs)\n", "\n", "# in 'water_infrastructure', give a value of 1 if the feature is a waterway, and 0 if it is not, in a column called 'layer'\n", "water_infrastructure['layer'] = water_infrastructure['feature'].apply(lambda x: 1 if x == 'waterway' else 0)\n", "#turn into geodataframe\n", "water_infrastructure = gpd.GeoDataFrame(water_infrastructure, geometry='geometry') \n", "\n", "#convert water_infrastructure crs into one that measures distance in meters\n", "water_infrastructure = water_infrastructure.to_crs(epsg=32632)\n", "aoi = aoi.to_crs(epsg=32632)\n", "catchment = catchment.to_crs(epsg=32632)\n", "water_infrastructure\n", "\n", "#make a subset of water_infrastructure to include only 0 values in the 'layer' column\n", "water_infrastructure_0 = water_infrastructure[water_infrastructure['layer'] == 0].reset_index().drop(columns=['index'])\n", "water_infrastructure_0['geometry'] = water_infrastructure_0['geometry'].centroid #take centroids of all of the polygons in water_infrastructure_0 to get point data\n", "#make a subset of water_infrastructure to include only 1 values in the 'layer' column\n", "water_infrastructure_1 = water_infrastructure[water_infrastructure['layer'] == 1].reset_index().drop(columns=['index'])\n", "\n", "#make a fishnet grid of Philadelphia\n", "gridSize = 750 #grid size in meters\n", "grid = createGrid(aoi.geometry[0], gridSize)\n", "\n", "print('Number of grid cells: ', len(grid))\n", "grid = grid.reset_index().rename(columns={'index':'grid_id'}) \n", "grid['dist_to_water_infrastructure'] = grid.apply(lambda row: distance_to_nearest(row, water_infrastructure_0, 0), axis=1)\n", "grid['dist_to_water_infrastructure'] = grid['dist_to_water_infrastructure'].astype(int)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#ax = catchment.plot(color='black', edgecolor='black', alpha=0.1)\n", "ax = grid.plot(column='dist_to_water_infrastructure', cmap='summer', legend=True, figsize=(16, 16), aspect='equal')\n", "ax = water_infrastructure_1.plot(ax=ax, color='blue', alpha=0.25, edgecolor='blue')\n", "# add points of water infrastructure\n", "ax = water_infrastructure_0.plot(ax=ax, alpha=1, color='black', markersize=1, edgecolor='black')\n", "# No ticks\n", "ax.set_xticks([])\n", "ax.set_yticks([])\n", "# No frame\n", "ax.set_frame_on(False)\n", "# Change font to Helvetica\n", "plt.rcParams['font.family'] = 'Arial'\n", "# Add title\n", "plt.title('Distance to Nearest Water\\n Infrastructure Point in Luanda, Angola', fontsize=16);\n" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "catchment = catchment.to_crs(aoi.crs)\n", "ax = catchment.plot(color='black', edgecolor='black', alpha=0.1, figsize=(16, 16))\n", "ax = grid.plot(ax=ax, column='dist_to_water_infrastructure', cmap='summer', legend=True, figsize=(16, 16), aspect='equal')\n", "ax = water_infrastructure_1.plot(ax=ax, color='blue', alpha=0.25, edgecolor='blue')\n", "# add points of water infrastructure\n", "ax = water_infrastructure_0.plot(ax=ax, alpha=1, color='black', markersize=1, edgecolor='black')\n", "# No ticks\n", "ax.set_xticks([])\n", "ax.set_yticks([])\n", "# No frame\n", "ax.set_frame_on(False)\n", "# Change font to Helvetica\n", "plt.rcParams['font.family'] = 'Arial'\n", "# Add title\n", "plt.title('Distance to Nearest Water\\n Infrastructure Point in Luanda, Angola', fontsize=16);\n" ] } ], "metadata": { "kernelspec": { "display_name": "wash_scan", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.17" }, "orig_nbformat": 4 }, "nbformat": 4, "nbformat_minor": 2 }