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Spatial Weights Matrices as bundled networks
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# $W$ as network representations\n",
"\n",
"Inspired in part by:\n",
"\n",
"> [http://datashader.org/user_guide/7_Networks.html](http://datashader.org/user_guide/7_Networks.html)"
]
},
{
"cell_type": "code",
"execution_count": 59,
"metadata": {},
"outputs": [],
"source": [
"import contextily as ctx\n",
"import geopandas as gpd\n",
"import pandas as pd\n",
"import libpysal as lps\n",
"import pysal as ps\n",
"import palettable as pltt\n",
"\n",
"import datashader as ds\n",
"import datashader.transfer_functions as tf\n",
"from datashader.bundling import connect_edges, hammer_bundle\n",
"from matplotlib import cm"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Data"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Data comes from the Office of National Statistics:"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"http://geoportal.statistics.gov.uk/datasets/90e15daaaeef4baa877f4bffe01ebef0_2?geometry=-3.78%2C52.768%2C-0.27%2C53.346\n"
]
},
{
"data": {
"text/html": [
"\n",
" <iframe\n",
" width=\"600\"\n",
" height=\"600\"\n",
" src=\"http://geoportal.statistics.gov.uk/datasets/90e15daaaeef4baa877f4bffe01ebef0_2?geometry=-3.78%2C52.768%2C-0.27%2C53.346\"\n",
" frameborder=\"0\"\n",
" allowfullscreen\n",
" ></iframe>\n",
" "
],
"text/plain": [
"<IPython.lib.display.IFrame at 0x12d190a20>"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from IPython.display import IFrame\n",
"url = ('http://geoportal.statistics.gov.uk/'\\\n",
" 'datasets/90e15daaaeef4baa877f4bffe01ebef0_2'\\\n",
" '?geometry=-3.78%2C52.768%2C-0.27%2C53.346')\n",
"print(url)\n",
"IFrame(url, 600, 600)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'Lower_Layer_Super_Output_Areas_December_2001_Generalised_Clipped_Boundaries_in_England_and_Wales/Lower_Layer_Super_Output_Areas_December_2001_Generalised_Clipped_Boundaries_in_England_and_Wales.shp'"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"shp_link = ('Lower_Layer_Super_Output_Areas_December_2001'\\\n",
" '_Generalised_Clipped_Boundaries_in_England_and_Wales/'\\\n",
" 'Lower_Layer_Super_Output_Areas_December_2001_'\\\n",
" 'Generalised_Clipped_Boundaries_in_England_and_Wales.shp')\n",
"shp_link"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"* Read the geometries"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 15.6 s, sys: 138 ms, total: 15.7 s\n",
"Wall time: 15.8 s\n"
]
}
],
"source": [
"%time db = gpd.read_file(shp_link)\\\n",
" .set_index('lsoa01cd')\\\n",
" .to_crs(epsg=3857)"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 648x648 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"ax = db.plot(alpha=0.5, linewidth=0.3,\n",
" color='lime', edgecolor='k',\n",
" figsize=(9, 9))\n",
"ctx.add_basemap(ax, alpha=0.5,\n",
" url=ctx.sources.ST_TONER_BACKGROUND);"
]
},
{
"cell_type": "code",
"execution_count": 45,
"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>objectid</th>\n",
" <th>lsoa01nm</th>\n",
" <th>lsoa01nmw</th>\n",
" <th>st_areasha</th>\n",
" <th>st_lengths</th>\n",
" <th>geometry</th>\n",
" </tr>\n",
" <tr>\n",
" <th>lsoa01cd</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>E01000001</th>\n",
" <td>1</td>\n",
" <td>City of London 001A</td>\n",
" <td>City of London 001A</td>\n",
" <td>1.298432e+05</td>\n",
" <td>2370.656583</td>\n",
" <td>POLYGON ((-10549.80993389651 6713902.648684822...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>E01000002</th>\n",
" <td>2</td>\n",
" <td>City of London 001B</td>\n",
" <td>City of London 001B</td>\n",
" <td>2.278982e+05</td>\n",
" <td>2481.826139</td>\n",
" <td>POLYGON ((-9810.500426142034 6713690.895929562...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>E01000003</th>\n",
" <td>3</td>\n",
" <td>City of London 001C</td>\n",
" <td>City of London 001C</td>\n",
" <td>5.873326e+04</td>\n",
" <td>1170.012290</td>\n",
" <td>POLYGON ((-10526.31014614473 6714162.541893314...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>E01000004</th>\n",
" <td>4</td>\n",
" <td>City of London 001D</td>\n",
" <td>City of London 001D</td>\n",
" <td>2.292225e+06</td>\n",
" <td>9764.246314</td>\n",
" <td>POLYGON ((-8735.429215107544 6714066.41961726,...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>E01000005</th>\n",
" <td>5</td>\n",
" <td>City of London 001E</td>\n",
" <td>City of London 001E</td>\n",
" <td>1.891322e+05</td>\n",
" <td>2202.802920</td>\n",
" <td>POLYGON ((-8612.900660093976 6713330.467610141...</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" objectid lsoa01nm lsoa01nmw st_areasha \\\n",
"lsoa01cd \n",
"E01000001 1 City of London 001A City of London 001A 1.298432e+05 \n",
"E01000002 2 City of London 001B City of London 001B 2.278982e+05 \n",
"E01000003 3 City of London 001C City of London 001C 5.873326e+04 \n",
"E01000004 4 City of London 001D City of London 001D 2.292225e+06 \n",
"E01000005 5 City of London 001E City of London 001E 1.891322e+05 \n",
"\n",
" st_lengths geometry \n",
"lsoa01cd \n",
"E01000001 2370.656583 POLYGON ((-10549.80993389651 6713902.648684822... \n",
"E01000002 2481.826139 POLYGON ((-9810.500426142034 6713690.895929562... \n",
"E01000003 1170.012290 POLYGON ((-10526.31014614473 6714162.541893314... \n",
"E01000004 9764.246314 POLYGON ((-8735.429215107544 6714066.41961726,... \n",
"E01000005 2202.802920 POLYGON ((-8612.900660093976 6713330.467610141... "
]
},
"execution_count": 45,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"db.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"* Extract centroids"
]
},
{
"cell_type": "code",
"execution_count": 74,
"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>lsoa01cd</th>\n",
" <th>X</th>\n",
" <th>Y</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>E01000001</td>\n",
" <td>-10773.632739</td>\n",
" <td>6.713445e+06</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>E01000002</td>\n",
" <td>-10303.097373</td>\n",
" <td>6.713474e+06</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>E01000003</td>\n",
" <td>-10668.007122</td>\n",
" <td>6.714103e+06</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>E01000004</td>\n",
" <td>-10361.647705</td>\n",
" <td>6.712765e+06</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>E01000005</td>\n",
" <td>-8437.087227</td>\n",
" <td>6.712635e+06</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" lsoa01cd X Y\n",
"0 E01000001 -10773.632739 6.713445e+06\n",
"1 E01000002 -10303.097373 6.713474e+06\n",
"2 E01000003 -10668.007122 6.714103e+06\n",
"3 E01000004 -10361.647705 6.712765e+06\n",
"4 E01000005 -8437.087227 6.712635e+06"
]
},
"execution_count": 74,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"nodes = pd.DataFrame({'X': db.centroid.x,\n",
" 'Y': db.centroid.y})\\\n",
" .reset_index()\n",
"nodes.head()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"canvas = ds.Canvas(plot_height=400, plot_width=400)\n",
"agg = canvas.points(nodes, 'X', 'Y')\n",
"tf.shade(agg, cmap=cm.viridis)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Geography as a graph\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"* Spatial Weights Matrix"
]
},
{
"cell_type": "code",
"execution_count": 67,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 43.5 s, sys: 1.82 s, total: 45.4 s\n",
"Wall time: 47 s\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/dani/anaconda/envs/gds/lib/python3.6/site-packages/libpysal/weights/contiguity.py:180: UserWarning: There is one disconnected observation (no neighbors).\n",
"Island id: 19464\n",
" W.__init__(self, neighbors, ids=ids, **kw)\n"
]
}
],
"source": [
"%time w = lps.weights.Queen.from_dataframe(db)"
]
},
{
"cell_type": "code",
"execution_count": 70,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{2952: 1.0, 1: 1.0, 2: 1.0, 3: 1.0}"
]
},
"execution_count": 70,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"w[0]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"* $W$ to adjacency list"
]
},
{
"cell_type": "code",
"execution_count": 72,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 213 ms, sys: 6.16 ms, total: 219 ms\n",
"Wall time: 221 ms\n"
]
},
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>focal</th>\n",
" <th>neighbor</th>\n",
" <th>weight</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
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"text/plain": [
" focal neighbor weight\n",
"0 0 2952 1.0\n",
"1 0 1 1.0\n",
"2 0 2 1.0\n",
"3 0 3 1.0\n",
"4 1 0 1.0"
]
},
"execution_count": 72,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"%time edges = w.to_adjlist()\n",
"edges.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"* Building the graph for `datashader`"
]
},
{
"cell_type": "code",
"execution_count": 86,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 2.51 s, sys: 72.9 ms, total: 2.59 s\n",
"Wall time: 2.59 s\n"
]
}
],
"source": [
"%%time\n",
"graph0 = connect_edges(nodes, edges,\n",
" source='focal', target='neighbor',\n",
" x='X', y='Y')"
]
},
{
"cell_type": "code",
"execution_count": 89,
"metadata": {},
"outputs": [
{
"data": {
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