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@carsonfarmer
Created February 5, 2016 19:33
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Some basic ideas for dealing with a 'stream' of GeoJSON features
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Some basic tools for dealing with a 'stream' of GeoJSON features"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"from ijson import items\n",
"import matplotlib.pyplot as plt\n",
"import os\n",
"%matplotlib inline"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"A simple generator that yields geojson feature geometries:"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def geo_geoms(f):\n",
" \"\"\"Iteratively return geojson feature geometries.\"\"\"\n",
" # Python < 3.3\n",
" # return (f for f in items(f, \"features.item.geometry\"))\n",
" yield from items(f, \"features.item.geometry\") # Python 3.3 +"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We'll grab the relatively (~7.9Mb) large geojson file from the PySAL examples"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"--2016-02-05 12:31:39-- https://raw.githubusercontent.com/pysal/pysal/master/pysal/examples/nat/nat.geojson\n",
"Resolving raw.githubusercontent.com... 23.235.40.133\n",
"Connecting to raw.githubusercontent.com|23.235.40.133|:443... connected.\n",
"HTTP request sent, awaiting response... 200 OK\n",
"Length: 7918055 (7.6M) [text/plain]\n",
"Saving to: 'nat.geojson'\n",
"\n",
"nat.geojson 100%[=====================>] 7.55M 2.38MB/s in 3.2s \n",
"\n",
"2016-02-05 12:31:44 (2.38 MB/s) - 'nat.geojson' saved [7918055/7918055]\n",
"\n"
]
}
],
"source": [
"# From PySAL, could use `pysal.examples.get_path(\"nat.geojson\")` instead...\n",
"if not os.path.exists(\"nat.geojson\"):\n",
" !wget https://raw.githubusercontent.com/pysal/pysal/master/pysal/examples/nat/nat.geojson"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"A silly example where we iteratively plot the border of all polygons"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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MAreKhiSjKHKt4Dh+xixmhH+Du7szqanFhIa6MnLkZ2zePInt29sRFHSD+/fVTJhQhSRJ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\n8fvioT6IM/uiTzjBEX9YnG+Og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5sbba2suF70q9Pw9e8es2FNBUfTW/CRXxI/xv8q87fX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\n/wE+UHjq2bgUggAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x108792940>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"with open(\"nat.geojson\", \"r\") as f:\n",
" fig = plt.figure()\n",
" ax = fig.gca()\n",
" for geom in geo_geoms(f):\n",
" for part in geom[\"coordinates\"][0]: # They are all multipart :)\n",
" x, y = zip(*part) # Work only with outer polygon\n",
" ax.plot(x, y, c=\"grey\")\n",
" ax.axis('scaled')\n",
" plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"How about something more useful! Here we'll stream in the geojson features and store them in an RTree"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"from rtree import index\n",
"import collections"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We have to compute the bbox, so the following functions provide a relatively fast way to do this without resorting to other libs..."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"def minmax(array):\n",
" return min(array), max(array)\n",
"\n",
"def flatten(l):\n",
" \"\"\"Flatten nested list of lists\"\"\"\n",
" for el in l:\n",
" if isinstance(el, collections.Iterable) and len(el) > 2:\n",
" # Python < 3.3\n",
" # for e in flatten(el):\n",
" # yield e\n",
" yield from flatten(el) # Python 3.3 +\n",
" else:\n",
" yield el\n",
" \n",
"def bounds(geom):\n",
" x, y = zip(*list(flatten(geom[\"coordinates\"][0])))\n",
" xmin, xmax = minmax(x)\n",
" ymin, ymax = minmax(y)\n",
" return xmin, ymin, xmax, ymax"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Stream in geojson geometries and store in an RTree:"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"with open(\"nat.geojson\", \"r\") as f:\n",
" tree = index.Index()\n",
" count = -1\n",
" for geom in geo_geoms(f):\n",
" count += 1\n",
" tree.insert(count, bounds(geom), geom)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can query the tree for intersections, in this case, with Boulder, CO:"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"objs = tree.intersection((-105.2519, 40.0274)*2, objects=True)\n",
"geom = next(objs).object"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Plot the returned geojson geometry... looks like [Boulder County](https://www.google.com/maps/place/Boulder+County,+CO)!"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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NP/VN4KaIOBCYRNK1WA/KjT+AXPrvcPiARde7cuMHmAOsIXkv9aKc3/+XgKMj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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10c5fa198>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure()\n",
"ax = fig.gca()\n",
"for part in geom[\"coordinates\"][0]: # They are all multipart :)\n",
" x, y = zip(*part) # Work only with outer polygon\n",
" ax.plot(x, y, c=\"grey\")\n",
"ax.axis('scaled')\n",
"plt.show()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"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": "3.4.3"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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