{ "cells": [ { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "# GeoPandas: Advanced topics\n", "[Emilio Mayorga](https://github.com/emiliom/), 2017-2-6" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "## 1. Introduction" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "We covered the basics of GeoPandas in the previous episode and notebook. Here, we'll extend that introduction to illustrate additional aspects of GeoPandas and its interactions with other Python libraries, covering fancier mapping, analysis (unitary and binary spatial operators), raster zonal stats and geopandas. \n", "\n", "**Here are the main sections in this episode / notebook:**\n", "- Read HydroBASINS Pacific NW / Western Washington from a shape file.\n", "- Dissolve into larger watersheds, and reproject\n", "- Plot choropleth map based on calculated watershed areas\n", "- Choropleth map as an interactive map with folium\n", "- Spatial join, sjoin, of polygons on points\n", "- rasterstats: \"zonal\" statistics from polygons on rasters" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "## 2. Set up packages and data file path\n", "We'll use these throughout the rest of the tutorial." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "%matplotlib inline\n", "\n", "import os\n", "import json\n", "\n", "import matplotlib.pyplot as plt\n", "# The two statemens below are used mainly to set up a plotting\n", "# default style that's better than the default from matplotlib\n", "import seaborn as sns\n", "plt.style.use('bmh')\n", "\n", "from shapely.geometry import Point\n", "import pandas as pd\n", "import geopandas as gpd\n", "from geopandas import GeoSeries, GeoDataFrame\n", "\n", "data_pth = \"../data\"" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "## 3. Read HydroBASINS North America / Western Washington\n", "- Read [HydroBASINS](http://hydrosheds.org/page/hydrobasins) \"all-levels\" (lev00) hierarchical watersheds dataset for the Pacific NW, from a shape file. **Watersheds in the dataset are at the finest (highest resolution) \"Pfastetter\" hierarchical level, level 12.**\n", "- In the [original UW GeoHack Week tutorial](https://geohackweek.github.io/vector/06-geopandas-advanced/), this exercise involved reading geospatial data from a remote PostGIS source." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "hydrobas = gpd.read_file(os.path.join(data_pth, \"hybas_na_lev00_v1c.shp\"))" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "14866" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(hydrobas)" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "We'll apply a filter to the dataset to select only the Pfastetter level-4 watershed with code 7831: hydrobas['pfaf_4'] == 7831. This is **most of Western Washington.** Watershed polygons will still be read at their original level 12 resolution." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "hydrobas_ww = hydrobas[hydrobas['pfaf_4'] == 7831]" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "413 polygon features returned. Let's examine the attributes for the first feature." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "413" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(hydrobas_ww)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "coast 0\n", "dist_main 0\n", "dist_sink 0\n", "endo 0\n", "geometry POLYGON ((-123.35 46.36666666666669, -123.3493...\n", "hybas_id 2147483647\n", "main_bas 2147483647\n", "next_down 0\n", "next_sink 2147483647\n", "order 1\n", "pfaf_1 7\n", "pfaf_10 2147483647\n", "pfaf_11 2147483647\n", "pfaf_12 2147483647\n", "pfaf_2 78\n", "pfaf_3 783\n", "pfaf_4 7831\n", "pfaf_5 78310\n", "pfaf_6 783101\n", "pfaf_7 7831010\n", "pfaf_8 78310101\n", "pfaf_9 783101010\n", "sort 19945\n", "sub_area 135.4\n", "up_area 135.4\n", "Name: 3908, dtype: object" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "hydrobas_ww.iloc[0]" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "**Plot a categorical map, with coloring based on the aggregating column pfaf_7.** Watershed boundaries are at the high-resolution Pfastetter level 12." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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TokQJJvZszU9N63xxf8fd73DziS+Gejr0a+XKhBU7SJGnsieH4hjviYiOY+2R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\npSSzo9ustXTrM4ChQ4ciFot/6t7/JXIztHlGMKxcuRIPDw8OHz5Mp06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Hes9Zi9famXkK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mZlMStjxN2XYahrirG1sWHjZndMTEz+kgeAf1zHKH5I9k0b06ZhVSIiY0hJzeD1u2ja2dfmsP8N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ctZstmzdx4fw5PkRFMaRHC6pVKEFBY0PaNa2Z73OQy+Us2XyUI+dus3vlRGavO4rPfV8qlC+H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\n/bu0YNfKqUhJSZGSmsHlkIdExXwhMPQV7yJjWb9+A00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CcvZPH794y8kTxxntNIYNGzeh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9osCampqaSlyevU6uvro6Sk9Pv8T+ezs7LJzlIiNS0NTQ0NMtNSaNy4MbGxsWX2P3TkKIbN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\nw8dNLPR87zbuXL18ifcHDmP89FklnotKpaJHi0Y413RlQcSqZw/4y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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "hydrobas_ww.plot(column='pfaf_7', cmap='Paired', categorical=True, figsize=(14,6));" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "## 4. Dissolve into larger watersheds, and reproject" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "### Dissolve source polygons into larger watersheds based on attribute values\n", "Apply GeoDataFrame [dissolve](http://geopandas.org/aggregation_with_dissolve.html) aggregation method (implemented from lower level shapely operators) on level-7 Pfastetter codes (pfaf_7) shown in the plot above. Aggregate attributes, retaining only pfaf_7 and pfaf_6 (plus geometry, of course). Note that this operation results in only 17 polygons, from the original 413." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "17" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cols = ['pfaf_6', 'pfaf_7', 'geometry']\n", "hydrobas_ww_p7 = hydrobas_ww[cols].dissolve(by='pfaf_7', aggfunc='first', as_index=False)\n", "len(hydrobas_ww_p7)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "hydrobas_ww_p7.crs" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "The CRS was not retained during the dissolve operation. Apply it by copying it from hydrobas_ww." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "{'init': u'epsg:4326'}" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "hydrobas_ww_p7.crs = hydrobas_ww.crs\n", "hydrobas_ww_p7.crs" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Let's examine some of the features." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
pfaf_7geometrypfaf_6
07831010(POLYGON ((-123.5722222222222 46.2458333333333...783101
17831020POLYGON ((-123.1791666666666 46.33333333333336...783102
27831031(POLYGON ((-123.9597222222222 46.9666666666667...783103
37831032POLYGON ((-123.8583333333333 47.39583333333336...783103
47831033POLYGON ((-124.3 47.34583333333336, -124.30221...783103
\n", "
" ], "text/plain": [ " pfaf_7 geometry pfaf_6\n", "0 7831010 (POLYGON ((-123.5722222222222 46.2458333333333... 783101\n", "1 7831020 POLYGON ((-123.1791666666666 46.33333333333336... 783102\n", "2 7831031 (POLYGON ((-123.9597222222222 46.9666666666667... 783103\n", "3 7831032 POLYGON ((-123.8583333333333 47.39583333333336... 783103\n", "4 7831033 POLYGON ((-124.3 47.34583333333336, -124.30221... 783103" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "hydrobas_ww_p7.head()" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Plot the results. Looks like the previous plot, except the polygon boundaries are now the pfaf_7 watersheds (same as the background colors)." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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LHcqVyF/Lnf1bg+o2eI7vT9u2bZg7dx5jxowB4O7du8ybM5sWjtXQLkBTG36p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\ntOrQJUvednTqNwhNDU1cp2WOH3z5Clgzb/UWNm/fydixY5P8H2hqajJm9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6qWfiX/d+/e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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "hydrobas_ww_p7.plot(column='pfaf_7', cmap='Paired', categorical=True, figsize=(14,6));" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "**_NOTE/WATCH:_** \n", "**Beware that dissolve may fail if there are \"invalid\" geometries.**\n", "See this code from the previous, intro notebook. The 6 geometries/points reported are invalid (and are reported by the is_valid() method). This dissolve statement does work, though.\n", "python\n", "seas_grp = seas[['oceans', 'geometry']]\n", "seas_oceans_diss = seas_grp[seas_grp.geometry.is_valid].dissolve(by='oceans')\n", "\n", "Ring Self-intersection at or near point 10.407218181818182 54.821390909090908\n", "Self-intersection at or near point -79.365827272727287 76.296645454545455\n", "Ring Self-intersection at or near point 10.979445510225332 54.380555030408686\n", "Ring Self-intersection at or near point 133.61550925464189 -4.3005540903175188\n", "Ring Self-intersection at or near point 121.91067196634913 -5.0593090510592447\n", "Ring Self-intersection at or near point 115.29553592754269 -7.0082630551828515\n", "" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "### Reproject (transform) to WA State Plane South, epsg:2927\n", "Partly so we can calculate polygon areas in linear units, not geodetic degrees. But also because that's the projection used by most state and local governments in Washington.\n", "- http://epsg.io/?q=2927\n", "- http://spatialreference.org/ref/epsg/2927/\n", "- [Report from http://www.epsg-registry.org](http://www.epsg-registry.org/report.htm?type=selection&entity=urn:ogc:def:crs:EPSG::2927&reportDetail=short&style=urn:uuid:report-style:default-with-code&style_name=OGP%20Default%20With%20Code&title=EPSG:2927)" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "No need to go to a web site to learn more about what epsg:2927 is. Use pyepsg, which issues queries to http://epsg.io web services." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "import pyepsg" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Extract the epsg code from the string returned by crs['init']." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "hydrobas_ww_p7_epsg_str = hydrobas_ww_p7.crs['init'].split(':')[1]\n", "pyepsg.get(hydrobas_ww_p7_epsg_str)" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Query epsg 2927." ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pyepsg.get('2927')" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "**Apply the crs transformation (reprojection)** using to_crs method." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "hydrobas_ww_p7_wasp = hydrobas_ww_p7.to_crs(epsg=2927)" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "#### Plot the reprojected map.\n", "Note that, being in a planar project (not geodetic), the shape looks different compared to the previous map. More \"normal\". And the axes are now in feet relative to some origin." ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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5rqznr3D+1RSEKsYMq6ImUK4uMzMzDA0MWL5sKavX/sa4lTs4+5dXhnUTfmAD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\nIiA0jKv3n1OrfBlsvhNmOG7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HX7oI+aAzx8bGhkePHmX6YfPy8mLYkMEsHNYt2+uZNWxL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\n252JI73p2rkDH48dq/RjVBdyvP6UgTrqUpUm4aBlT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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "hydrobas_ww_p7_wasp.plot(column='pfaf_7', cmap='Paired', categorical=True, figsize=(14,6));" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "## 5. Plot choropleth map based on calculated watershed areas\n", "As the projection is in feet, auto-calculated polygon areas will be in feet2. So let's convert to miles2 first (why not!). We'll add a new column to the GeoDataFrame." ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "text/html": [ "
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pfaf_7geometrypfaf_6area_mi2
07831010(POLYGON ((863343.6925921033 347890.2242189167...7831011375.137396
17831020POLYGON ((963803.8027083561 376154.9965688475,...7831022107.945774
27831031(POLYGON ((776917.1877152125 614568.383332147,...783103528.472846
\n", "
" ], "text/plain": [ " pfaf_7 geometry pfaf_6 \\\n", "0 7831010 (POLYGON ((863343.6925921033 347890.2242189167... 783101 \n", "1 7831020 POLYGON ((963803.8027083561 376154.9965688475,... 783102 \n", "2 7831031 (POLYGON ((776917.1877152125 614568.383332147,... 783103 \n", "\n", " area_mi2 \n", "0 1375.137396 \n", "1 2107.945774 \n", "2 528.472846 " ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "hydrobas_ww_p7_wasp['area_mi2'] = hydrobas_ww_p7_wasp.geometry.area / 27878400\n", "hydrobas_ww_p7_wasp.head(3)" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true, "deletable": true, "editable": true }, "source": [ "**_NOTE/FUN:_** \n", "Now you could get the area of a pfaf_6 watershed via simple Pandas DataFrame groupby aggregation (sum)." ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Plot the choloropleth, using area_mi2.\n", "\n", "\"fisher_jenks\" value segmentation scheme (using 7 segments, k=7) used is one of the available pysal.esda.mapclassify.Map_Classifier classifiers from the powerful [PySAL package](http://pysal.github.io) (Python Spatial Analysis Library); GeoPandas can use these classifiers if PySAL is installed. To get the list of classifiers, use:\n", "python\n", "import pysal\n", "print(pysal.esda.mapclassify.Map_Classifier.__doc__)\n", "" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": 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bnjR85Q1UKhWRf+0rU722Hq359cABIiIiXlhGLpdzP/QeTd+Yh0UtN016g8Ef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oaRhUWZRh2QRSSSmJKq9gHLUAhcep0MQKOS2g0atbVjbXbzmzdvplu3brRq1Qpvb2+OHTvGt99+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\nkUgQi8VERUVhaWmpOjbrGlZWV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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f, ax = plt.subplots(1, figsize=(6, 4))\n", "hydrobas_ww_p7_wasp.plot(column='area_mi2', scheme='fisher_jenks', k=7, \n", " alpha=0.9, cmap=plt.cm.Blues, legend=True, ax=ax)\n", "plt.axis('equal')\n", "ax.set_title('Watersheds by area ($mi^2$)');" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "## 6. Choropleth map as an interactive map with folium\n", "[Folium](https://github.com/python-visualization/folium) is very cool, specially for use in Jupyter notebooks; or to export into stand-alone HTML." ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "import folium" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Folium likes GeoJSON for geometries. GeoPandas makes conversion easy." ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "geo_str = hydrobas_ww_p7.to_json()" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "m.choropleth will do an attribute join between geo_str and hydrobas_ww_p7_wasp based on the key pfaf_7." ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/mayorga/miniconda/envs/geopandasenv/lib/python2.7/site-packages/ipykernel/__main__.py:8: FutureWarning: 'threshold_scale' default behavior has changed. Now you get a linear scale between the 'min' and the 'max' of your data. To get former behavior, use folium.utilities.split_six.\n" ] }, { "data": { "text/html": [ "