{ "cells": [ { "cell_type": "markdown", "id": "b6b428d1", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "

GEOG 172: INTERMEDIATE GEOGRAPHICAL ANALYSIS

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Evgeny Noi

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Lecture 04: Distance, Adjacency and Contiguity

" ] }, { "cell_type": "markdown", "id": "9fcb4ff1", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Reminders \n", "\n", "1. Lab2 is due next week\n", "2. Quiz 2 is tomorrow" ] }, { "cell_type": "markdown", "id": "51c8ca5c", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Characterizing location of an object\n", "\n", "* 1d - one reference point \n", "* 2d - two reference points" ] }, { "cell_type": "markdown", "id": "b686ec30", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Coordinate Systems \n", "\n", "* Plane Coordinate systems\n", " * Cartesian coordinates (origin + axes). $x$ (horizontal, E-W), $y$ (vertical, N-S).\n", " * Polar coordinates (distance from origin + angle): R and $\\theta$. $x=r \\sin \\theta$, $y=r \\cos \\theta$, $r=\\sqrt{x^2+y^2}$, $\\theta=\\arctan(x/y)$\n", "* Global Reference Systems\n", " * Latitude (90 degrees S/N, parallels, ecuator), Longitude (180 degrees E/W, meridians, Greenwich). Graticule. " ] }, { "cell_type": "markdown", "id": "114dc293", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "

Distance

" ] }, { "cell_type": "markdown", "id": "186dfacd", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Georeferencing and distance\n", "\n", "* Once we can 'place' an object in space we can calculate the distance between any number of objects\n", "* Distance will depend on the underlying coordinate system that we use \n", " * large distances: use great circle distance \n", " * small distances: use Euclidean coordinates or other CS" ] }, { "cell_type": "markdown", "id": "74e66c9e", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Great Circle Distance \n", "\n", "* Assume Earth is a sphere with radius $R$ and two points $A(\\phi_1, \\lambda_1)$ and $B(\\phi_2, \\lambda_2)$\n", "* Formula: \n", "$$\n", "d = R \\arccos([\\sin \\phi_1 \\times \\sin \\phi_2]+[\\cos \\phi_1 \\times cos \\phi_2 \\times cos(\\lambda_1 - \\lambda_2)])\n", "$$" ] }, { "cell_type": "markdown", "id": "ed25dc34", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "# Exercise \n", "\n", "> In groups of 2-4 people, write a Python program that calculates great circle distance between NYC and London. " ] }, { "cell_type": "code", "execution_count": 1, "id": "3940e00c", "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "import matplotlib as mpl\n", "mpl.rcParams.update(mpl.rcParamsDefault)" ] }, { "cell_type": "code", "execution_count": 2, "id": "4d18a904", "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "5570.560077026861 km\n", "5564.366878189245 km\n" ] } ], "source": [ "import numpy as np\n", "import math\n", "from geopy.distance import great_circle\n", "\n", "def great_circle_dist(a,b):\n", " '''\n", " given two points a and b, calculate great circle distance between them\n", " where phi(s) are latitudes and lambda(s) are longitudes\n", " '''\n", " r = 6378.1 # km\n", " phi1 = math.radians(a[1]) \n", " phi2 = math.radians(b[1])\n", " lambda1 = math.radians(a[0])\n", " lambda2 = math.radians(b[0])\n", " \n", " d = r * math.acos((math.sin(phi1)*math.sin(phi2)) + (math.cos(phi1)*math.cos(phi2)*math.cos(abs(lambda1-lambda2))))\n", " return d \n", "\n", "NYC = (-73.935242, 40.730610) # lng, lat\n", "London = (-0.1275, 51.50722) # lng, lat\n", "\n", "dist = great_circle_dist(NYC, London)\n", "print(dist, 'km')\n", "print(great_circle(NYC[::-1], London[::-1]))" ] }, { "cell_type": "code", "execution_count": 3, "id": "054919a8", "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "import cartopy.crs as ccrs\n", "import matplotlib.pyplot as plt\n", "\n", "ax = plt.axes(projection=ccrs.PlateCarree())\n", "ax.stock_img()\n", "\n", "ny_lon, ny_lat = -73.935242, 40.730610\n", "lnd_lon, lnd_lat = -0.1275, 51.50722\n", "\n", "plt.plot([ny_lon, lnd_lon], [ny_lat, lnd_lat],\n", " color='blue', linewidth=2, marker='o',\n", " transform=ccrs.Geodetic(),\n", " )\n", "\n", "plt.plot([ny_lon, lnd_lon], [ny_lat, lnd_lat],\n", " color='red', linestyle='--',\n", " transform=ccrs.PlateCarree(),\n", " )\n", "\n", "plt.text(ny_lon - 3, ny_lat - 12, 'New York',\n", " horizontalalignment='right',\n", " transform=ccrs.Geodetic())\n", "\n", "plt.text(lnd_lon + 3, lnd_lat - 12, 'London',\n", " horizontalalignment='left',\n", " transform=ccrs.Geodetic())\n", "\n", "ax.set_extent([-100,30,0,80])\n", "plt.savefig('flights.jpeg')\n", "plt.close()" ] }, { "cell_type": "code", "execution_count": 4, "id": "853752c9", "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/jpeg": 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"text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from IPython.display import Image\n", "Image(filename='flights.jpeg') " ] }, { "cell_type": "code", "execution_count": 5, "id": "c647b7ed", "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "text/html": [ "
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amenitybrandbrand:wikidatabrand:wikipediacuisinenameofficial_nametakeawaygeometrysource...disused:buildingcapacityheightroof:colourroof:shapecontact:facebookaddr:housenamedesignationwaystype
element_typeosmid
node448863565cafeStarbucksQ37158en:Starbuckscoffee_shopStarbucksStarbucks CoffeeyesPOINT (-119.84817 34.41147)NaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
1341709739restaurantNaNNaNNaNamericanIHOPNaNNaNPOINT (-119.78818 34.44325)Local Knowledge...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
1348747781restaurantNaNNaNNaNindianMasala Spice Indian CuisineNaNNaNPOINT (-119.82570 34.44172)NaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
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3 rows × 58 columns

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" ], "text/plain": [ " amenity brand brand:wikidata brand:wikipedia \\\n", "element_type osmid \n", "node 448863565 cafe Starbucks Q37158 en:Starbucks \n", " 1341709739 restaurant NaN NaN NaN \n", " 1348747781 restaurant NaN NaN NaN \n", "\n", " cuisine name \\\n", "element_type osmid \n", "node 448863565 coffee_shop Starbucks \n", " 1341709739 american IHOP \n", " 1348747781 indian Masala Spice Indian Cuisine \n", "\n", " official_name takeaway \\\n", "element_type osmid \n", "node 448863565 Starbucks Coffee yes \n", " 1341709739 NaN NaN \n", " 1348747781 NaN NaN \n", "\n", " geometry source ... \\\n", "element_type osmid ... \n", "node 448863565 POINT (-119.84817 34.41147) NaN ... \n", " 1341709739 POINT (-119.78818 34.44325) Local Knowledge ... \n", " 1348747781 POINT (-119.82570 34.44172) NaN ... \n", "\n", " disused:building capacity height roof:colour \\\n", "element_type osmid \n", "node 448863565 NaN NaN NaN NaN \n", " 1341709739 NaN NaN NaN NaN \n", " 1348747781 NaN NaN NaN NaN \n", "\n", " roof:shape contact:facebook addr:housename \\\n", "element_type osmid \n", "node 448863565 NaN NaN NaN \n", " 1341709739 NaN NaN NaN \n", " 1348747781 NaN NaN NaN \n", "\n", " designation ways type \n", "element_type osmid \n", "node 448863565 NaN NaN NaN \n", " 1341709739 NaN NaN NaN \n", " 1348747781 NaN NaN NaN \n", "\n", "[3 rows x 58 columns]" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import osmnx as ox\n", "import pyproj \n", "import geopandas as gpd\n", "#pyproj.datadir.get_data_dir()\n", "#pyproj.datadir.set_data_dir('C:/Users/barguzin/Anaconda3/envs/geo_env/Library/share/proj')\n", "ox.settings.use_cache = True\n", "import contextily as cx\n", "\n", "goleta = ox.geocode_to_gdf(\"Goleta, CA, USA\") # get Goleta\n", "\n", "go_graph = ox.graph_from_place('Goleta, CA, USA', network_type=\"drive\")\n", "go_nodes, go_streets = ox.graph_to_gdfs(go_graph)\n", "\n", "tags = {'amenity': ['pub', 'bar', 'cafe', 'restaurant']} # used for parsing OSM data\n", "dist = 5000 # set search radius (in meters) \n", "\n", "# download POIs\n", "pois = ox.geometries.geometries_from_point(center_point = (goleta.lat[0],goleta.lon[0]), tags=tags, dist=dist)\n", "# keep only points \n", "pois = pois.loc[pois.geom_type==\"Point\"]\n", "\n", "go_proj = ox.project_gdf(goleta, to_crs='EPSG:3857') # re-project layers\n", "go_streets_proj = ox.project_gdf(go_streets, to_crs='EPSG:3857')\n", "pois_proj = ox.project_gdf(pois, to_crs='EPSG:3857')\n", "\n", "# print to the output\n", "pois.head(3)" ] }, { "cell_type": "code", "execution_count": 6, "id": "298aebbd", "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "\n", "go_proj.plot(ax=ax, color='gray') \n", "go_streets_proj.plot(ax=ax, zorder=2, lw=.25, color='k')\n", "pois_proj.plot(ax=ax, color='r', markersize=15, ec='w')\n", "go_proj.centroid.plot(color='r', markersize=200, ec='w', marker='*', ax=ax, zorder=3)\n", "cx.add_basemap(ax=ax)\n", "_ = ax.axis(\"off\")" ] }, { "cell_type": "markdown", "id": "9a79b55e", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "# Different Types of Distance\n", "\n", "> Assume we would like to calculate how far each of the POIs from the center of the polygon. \n", "\n", "1. Calculate pairwise distance between points \n", " 1. Euclidean\n", " 2. Manhattan \n", " 3. Network distance " ] }, { "cell_type": "code", "execution_count": 7, "id": "9034381b", "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/html": [ "
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osm_iddist_m
04488635653548.258535
113417097398014.092418
213487477813856.467935
313966219152469.264505
414696909406317.223055
\n", "
" ], "text/plain": [ " osm_id dist_m\n", "0 448863565 3548.258535\n", "1 1341709739 8014.092418\n", "2 1348747781 3856.467935\n", "3 1396621915 2469.264505\n", "4 1469690940 6317.223055" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "centr = gpd.GeoDataFrame(data=[1], columns=['geo_id'], geometry=go_proj.geometry.centroid)\n", "\n", "dist_to_centr = pois_proj.distance(centr.geometry.iloc[0]).reset_index()\n", "dist_to_centr.drop('element_type', axis=1, inplace=True)\n", "dist_to_centr.columns = ['osm_id', 'dist_m']\n", "dist_to_centr.head()" ] }, { "cell_type": "code", "execution_count": 8, "id": "0a5df6f8", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(46, 58)\n", "(46, 60)\n", "\n" ] } ], "source": [ "# add the data back to the pois_proj \n", "print(pois_proj.shape)\n", "pois_proj = pois_proj.merge(dist_to_centr, left_on='osmid', right_on='osm_id')\n", "print(pois_proj.shape)\n", "print(type(pois_proj))" ] }, { "cell_type": "code", "execution_count": 9, "id": "ccc92f5d", "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "epsg:3857 EPSG:3857\n" ] }, { "data": { "text/html": [ "
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geo_idgeometry
00LINESTRING (-13341437.257 4084187.000, -133427...
11LINESTRING (-13334759.579 4088475.583, -133427...
22LINESTRING (-13338935.474 4088270.153, -133427...
33LINESTRING (-13344993.881 4088445.536, -133427...
44LINESTRING (-13336396.922 4087430.222, -133427...
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" ], "text/plain": [ " geo_id geometry\n", "0 0 LINESTRING (-13341437.257 4084187.000, -133427...\n", "1 1 LINESTRING (-13334759.579 4088475.583, -133427...\n", "2 2 LINESTRING (-13338935.474 4088270.153, -133427...\n", "3 3 LINESTRING (-13344993.881 4088445.536, -133427...\n", "4 4 LINESTRING (-13336396.922 4087430.222, -133427..." ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import shapely.geometry as spg \n", "\n", "lines = []\n", "\n", "for i, j in zip(pois_proj.geometry.values, np.repeat(centr.centroid.geometry.values, pois_proj.shape[0])):\n", " ax, ay = i.x, i.y\n", " bx, by = j.x, j.y\n", " l = spg.LineString([(ax,ay),(bx,by)])\n", " lines.append(l)\n", " \n", "lines_gdf = gpd.GeoDataFrame(data=np.arange(0,len(lines)), columns=['geo_id'], geometry=lines, crs='epsg:3857')\n", "\n", "print(lines_gdf.crs, centr.crs)\n", "lines_gdf.head()" ] }, { "cell_type": "code", "execution_count": 10, "id": "9e626a5c", "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(12,5))\n", "\n", "go_proj.plot(ax=ax, color='gray') \n", "go_streets_proj.plot(ax=ax, zorder=2, lw=.25, color='k')\n", "pois_proj.plot(ax=ax, color='r', markersize=15, ec='w')\n", "go_proj.centroid.plot(color='r', markersize=200, ec='w', marker='*', ax=ax, zorder=3)\n", "lines_gdf.plot(ax=ax, color='r', linestyle='dashed', linewidth=.5)\n", "cx.add_basemap(ax=ax)\n", " \n", "for index, row in pois_proj.iloc[:5,].iterrows():\n", " ax.annotate(np.round(row['dist_m'],2), (row['geometry'].x, row['geometry'].y), fontsize=10, weight='bold')\n", "\n", "_ = ax.axis(\"off\")" ] }, { "cell_type": "code", "execution_count": 11, "id": "f925525b", "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Average distance from POIs to the centroid of Goleta is 3039.32m\n" ] } ], "source": [ "print(f'Average distance from POIs to the centroid of Goleta is {np.round(pois_proj.dist_m.mean(),2)}m')" ] }, { "cell_type": "code", "execution_count": 12, "id": "a55614f6", "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [], "source": [ "# reproject graph and generate find central node\n", "Gp = ox.project_graph(go_graph, to_crs='epsg:3857')\n", "# find each nearest node to several points, and optionally return distance\n", "nodes, dists = ox.nearest_nodes(Gp, pois_proj.geometry.x, pois_proj.geometry.y, return_dist=True)\n", "\n", "centr_node = ox.nearest_nodes(Gp, centr.geometry.x, centr.geometry.y)\n", "centr_node = centr_node[0]" ] }, { "cell_type": "code", "execution_count": 13, "id": "9dbd8ffd", "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "routes_list = []\n", "for i in nodes:\n", " route = ox.shortest_path(Gp, centr_node, list(go_graph[i])[0], weight=\"length\")\n", " if route is not None:\n", " routes_list.append(route)\n", "\n", "ox.plot_graph_routes(Gp, routes=routes_list, route_linewidth=1, node_size=0);" ] }, { "cell_type": "code", "execution_count": 14, "id": "a541ffe6", "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Average distance from POIs to the centroid of Goleta on the road network: 3763.46m\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# create lines from routes \n", "nodes2, edges2 = ox.graph_to_gdfs(Gp)\n", "\n", "list_lines = []\n", "\n", "for r in routes_list:\n", " route_nodes = nodes2.loc[r]\n", " l = spg.LineString(route_nodes['geometry'].to_list())\n", " list_lines.append(l)\n", "\n", "gdf1 = gpd.GeoDataFrame(geometry=list_lines, crs='epsg:3857')\n", "\n", "print(f'Average distance from POIs to the centroid of Goleta on the road network: {np.round(gdf1.geometry.length.mean(),2)}m')\n", "\n", "gdf1.plot();" ] }, { "cell_type": "markdown", "id": "7ee1b723", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Geographic Proximity \n", "\n", "> What do we call adjacent when it comes to points, lines, polygons? \n", "\n", "1. Buffer\n", "2. Nearest Neighbor\n", "3. Adjacency" ] }, { "cell_type": "code", "execution_count": 15, "id": "f771fa64", "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Buffer\n", "fig, ax = plt.subplots(figsize=(12,5))\n", "\n", "go_proj.plot(ax=ax, color='gray') \n", "go_proj.centroid.plot(color='r', markersize=200, ec='w', marker='*', ax=ax)\n", "go_proj.centroid.buffer(1000).plot(fc='None', ec='r', ax=ax)\n", "go_proj.centroid.buffer(2000).plot(fc='None', ec='r', ax=ax, linestyle='dashed')\n", "go_proj.centroid.buffer(5000).plot(fc='None', ec='r', ax=ax, linestyle='-.')\n", "\n", "pois_proj.plot(ax=ax, color='b', markersize=15, ec='w')\n", "cx.add_basemap(ax=ax)\n", "\n", "_ = ax.axis(\"off\")" ] }, { "cell_type": "markdown", "id": "94610103", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Polygons" ] }, { "cell_type": "markdown", "id": "8625d8cb", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "" ] }, { "cell_type": "code", "execution_count": 16, "id": "a58574b3", "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Matched: Goleta,CA to Goleta city within layer Incorporated Places\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\noibar\\AppData\\Local\\Temp\\ipykernel_22332\\2738113903.py:3: FutureWarning: The `op` parameter is deprecated and will be removed in a future release. Please use the `predicate` parameter instead.\n", " gol_data = dectest.from_place('Goleta,CA', level='block', variables=['^P004', 'P001001'])\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import cenpy \n", "dectest = cenpy.products.Decennial2010()\n", "gol_data = dectest.from_place('Goleta,CA', level='block', variables=['^P004', 'P001001'])\n", "\n", "fig, ax = plt.subplots(figsize=(12,4))\n", "\n", "gol_data.plot(column='P004003', cmap='Reds', ax=ax, fc='w', ec='k');\n", "gol_data.plot(ax=ax, fc='None', ec='k');" ] }, { "cell_type": "code", "execution_count": 20, "id": "83282ef6", "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\noibar\\anaconda3\\envs\\geo_env\\lib\\site-packages\\libpysal\\weights\\weights.py:172: UserWarning: The weights matrix is not fully connected: \n", " There are 11 disconnected components.\n", " There are 7 islands with ids: 86, 134, 144, 190, 232, 264, 276.\n", " warnings.warn(message)\n", "C:\\Users\\noibar\\anaconda3\\envs\\geo_env\\lib\\site-packages\\libpysal\\weights\\weights.py:172: UserWarning: The weights matrix is not fully connected: \n", " There are 12 disconnected components.\n", " There are 7 islands with ids: 86, 134, 144, 190, 232, 264, 276.\n", " warnings.warn(message)\n" ] }, { "data": { "text/plain": [ "[322, 42, 146, 85, 182, 87, 184, 286]" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from pysal.lib import weights\n", "\n", "w_queen = weights.contiguity.Queen.from_dataframe(gol_data)\n", "w_rook = weights.contiguity.Rook.from_dataframe(gol_data)\n", "\n", "w_queen.neighbors[0]" ] }, { "cell_type": "code", "execution_count": 21, "id": "1d3d10cf", "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(365, 365)\n" ] } ], "source": [ "import pandas as pd\n", "\n", "df_q = pd.DataFrame(*w_queen.full()).astype(int)\n", "df_r = pd.DataFrame(*w_rook.full()).astype(int)\n", "print(df_q.shape) " ] }, { "cell_type": "code", "execution_count": 22, "id": "898ab94b", "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.cm as cm\n", "\n", "fig, ax = plt.subplots(1,2, figsize=(12,8))\n", "\n", "ax[0].imshow(df_q, origin='lower', cmap = cm.Greys_r)\n", "ax[1].imshow(df_r, origin='lower', cmap = cm.Greys_r)" ] }, { "cell_type": "code", "execution_count": 23, "id": "16043cbc", "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/plain": [ "(4085497.682154004, 4089497.682154004)" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import warnings\n", "warnings.filterwarnings('ignore')\n", "\n", "# Plot tract geography\n", "fig, ax = plt.subplots(figsize=(4, 4))\n", "\n", "minx, miny, maxx, maxy = go_proj.centroid.buffer(2000).total_bounds;\n", "\n", "gol_data.plot(ax=ax, fc='w', ec='k');\n", "w_queen.plot(gol_data,ax=ax, edge_kws=dict(color=\"r\", linestyle=\":\", linewidth=1),\n", " node_kws=dict(marker=\"\"));\n", "\n", "ax.set_xlim(minx, maxx)\n", "ax.set_ylim(miny, maxy)" ] }, { "cell_type": "code", "execution_count": 24, "id": "68b18485", "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import pandas as pd\n", "\n", "fig, ax = plt.subplots(figsize=(12,4))\n", "\n", "# check the number of neighbors\n", "s = pd.Series(w_queen.cardinalities)\n", "s2 = pd.Series(w_rook.cardinalities)\n", "s.plot.hist(bins=s.unique().shape[0], ax=ax, color='b', alpha=.5);\n", "s2.plot.hist(bins=s.unique().shape[0], ax=ax, color='r', alpha=.5);\n", "\n", "ax.axvline(s.mean(), color='b', lw=2)\n", "ax.axvline(s2.mean(), color='r', lw=2)" ] }, { "cell_type": "markdown", "id": "33b553ea", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Weight matrices \n", "\n", "* Contiguity-based\n", "* Distance-based\n", "* Kernel-based" ] }, { "cell_type": "code", "execution_count": 25, "id": "4c0ae752", "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "knn4_w = weights.distance.KNN.from_dataframe(gol_data, k=4)\n", "\n", "knn4_w.islands" ] }, { "cell_type": "code", "execution_count": 26, "id": "7a61e415", "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/plain": [ "[(4, 365)]" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "knn4_w.histogram" ] }, { "cell_type": "code", "execution_count": 27, "id": "a59cf044", "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "points = np.array([[0,0], [1,5], [2,1], [3,6], [5,6], [7,1], [1,7]])\n", "\n", "from scipy.spatial import Voronoi, voronoi_plot_2d\n", "\n", "vor = Voronoi(points)\n", "fig = voronoi_plot_2d(vor, show_vertices=False, line_width=2, point_size=10)\n", "\n", "for i,j in enumerate(points):\n", " plt.annotate(i, j+0.1, ha='left', va='bottom', weight='bold')\n", "\n", "fig.savefig('vor.png')\n", "plt.close()" ] }, { "cell_type": "markdown", "id": "29f3142a", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Exercise \n", "\n", "> Create a weight matrix for the units below. " ] }, { "cell_type": "code", "execution_count": 28, "id": "dd00eb86", "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from IPython.display import Image\n", "Image(filename='vor.png') " ] }, { "cell_type": "markdown", "id": "d3644271", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# More examples on spatial weighs \n", "\n", "For more examples check out the [Chapter on Spatial Weights in Geographic Data Science](https://geographicdata.science/book/notebooks/04_spatial_weights.html)" ] }, { "cell_type": "markdown", "id": "262332f4", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Issues with Spatial Data\n", "\n", "* Abstraction\n", "* Data errors and Uncertainty (think about GPS accuracy versus Bluetooth accuracy) \n", "* Independence Assumption\n", "* Measurement and methods\n", "* Boundary\n", "* MAUP and Ecological Fallacy" ] }, { "cell_type": "markdown", "id": "40a48fb4", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## PROBLEM: Statistics requires random sample. Geographic samples are almost never random. \n", "## SOLUTION: Account for this and run tests. " ] }, { "cell_type": "markdown", "id": "1aac5215", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Spatial Autocorrelation\n", "\n", "* Closer objects tend to be more similar to one another\n", "* Drawing samples from the same neighborhood is redundant (does not yield any new information)" ] }, { "cell_type": "markdown", "id": "8c7a3d05", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Boundary\n", "\n", "* Spatial extent matters\n", " * Size\n", " * Shape\n", "* Where do we draw a boundary? Franklin County, Columbus MSA, and Columbus will have different population density, but are very close geographically \n", "* Edge effects, non-uniformity" ] }, { "cell_type": "markdown", "id": "27e6565a", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Spatial Analysis Concern\n", "\n", "* Modifiable Area Unit Problem\n", " * Method is sensitive to spatial scale / unit definition\n", " * Changes in spatial representation might affect outcomes \n", "* Ecological Fallacy \n", " * erroneous conculsion made about individuals in the area based on aggregate characteristics of area" ] }, { "cell_type": "markdown", "id": "e4cff910", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "Source: [GIS Lounge](https://www.gislounge.com/modifiable-areal-unit-problem-gis/)\n", "" ] }, { "cell_type": "markdown", "id": "0a6188ac", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "Source: Swift, A., Liu, L., & Uber, J. (2008). Reducing MAUP bias of correlation statistics between water quality and GI illness. Computers, Environment and Urban Systems, 32(2), 134-148.\n", "" ] }, { "cell_type": "markdown", "id": "be5494d9", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "# More examples on MAUP with Python Code\n", "\n", "https://gist.github.com/darribas/8b5a7b93d4085223f1c5" ] }, { "cell_type": "markdown", "id": "1b91e8e5", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Questions? " ] } ], "metadata": { "celltoolbar": "Slideshow", "kernelspec": { "display_name": "Python (geo_env)", "language": "python", "name": "geo_env" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.6" } }, "nbformat": 4, "nbformat_minor": 5 }