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@ljwolf
Created December 3, 2020 14:56
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import pygeos, geopandas, libpysal, networkx\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"counties = libpysal.examples.load_example(\"NCOVR\").get_path(\"NAT.shp\")"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"counties = geopandas.read_file(counties)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"f, ax = plt.subplots(1,1,figsize=(10,5))\n",
"counties.plot(ax=ax)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"408 ms ± 8.54 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
]
}
],
"source": [
"%%timeit\n",
"libpysal.weights.Queen.from_dataframe(counties).to_networkx()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"444 ms ± 22.9 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
]
}
],
"source": [
"%%timeit\n",
"libpysal.weights.Rook.from_dataframe(counties).to_networkx()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"20.2 ms ± 607 µs per loop (mean ± std. dev. of 7 runs, 10 loops each)\n"
]
}
],
"source": [
"%%timeit \n",
"pygeos.from_shapely(counties.geometry)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"pygeos_polygons = pygeos.from_shapely(counties.geometry)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"300 µs ± 44.4 µs per loop (mean ± std. dev. of 7 runs, 1000 loops each)\n"
]
}
],
"source": [
"%%timeit\n",
"tree = pygeos.STRtree(pygeos_polygons)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"tree = pygeos.STRtree(pygeos_polygons)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"39.5 ms ± 499 µs per loop (mean ± std. dev. of 7 runs, 10 loops each)\n"
]
}
],
"source": [
"%%timeit \n",
"heads, tails = tree.query_bulk(pygeos_polygons)\n",
"G = networkx.Graph()\n",
"G.add_edges_from(zip(heads, tails))"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"909 ms ± 21.5 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
]
}
],
"source": [
"%%timeit \n",
"heads, tails = tree.query_bulk(pygeos_polygons, predicate='touches')\n",
"G = networkx.Graph()\n",
"G.add_edges_from(zip(heads, tails))"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "analysis",
"language": "python",
"name": "analysis"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.6"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
@brendan-ward
Copy link

Possible speedup: (about 1.5x faster locally)

heads, tails = tree.query_bulk(pygeos_polygons, predicate='intersects')
ix = heads != tails
heads = heads[ix]
tails = tails[ix]
touches = pygeos.touches(pygeos_polygons.take(heads), pygeos_polygons.take(tails))
G = networkx.Graph()
G.add_edges_from(zip(heads[touches], tails[touches]))

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