{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# GeoPandas: Advanced topics\n", "\n", "[GeoHackWeek 2019](https://geohackweek.github.io) -- [vector tutorial](https://geohackweek.github.io/vector/) \n", "[Emilio Mayorga, University of Washington](https://github.com/emiliom/). 2019-9-9" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. Introduction" ] }, { "cell_type": "markdown", "metadata": {}, "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, reprojection, analysis (unitary and binary spatial operators), and raster zonal stats + GeoPandas. \n", "\n", "**Main sections in this episode / notebook:**\n", "- Read HydroBASINS watersheds dataset for Western Washington from a PostGIS / PostgreSQL relational database on the cloud\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": {}, "source": [ "## 2. Import packages, and set data file path and database connection credentials" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from pathlib import Path\n", "import json\n", "import psycopg2\n", "\n", "import matplotlib as mpl\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "\n", "from shapely.geometry import Point\n", "import pandas as pd\n", "import geopandas as gpd\n", "from geopandas import GeoSeries, GeoDataFrame" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "('3.1.1', '0.25.1', '0.5.1')" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mpl.__version__, pd.__version__, gpd.__version__" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# On pangeo, uncomment this line to install this package not present in the pangeo conda environment\n", "# !conda install -y -c conda-forge mapclassify" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "data_pth = Path(\"../data\")" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "with open(data_pth / \"db.json\") as f:\n", " db_conn_dict = json.load(f)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3. Read HydroBASINS North America dataset, extracting Western Washington\n", "Read [HydroBASINS](https://hydrosheds.org/pages/hydrobasins) \"all-levels\" (lev00) hierarchical watersheds dataset for North America and the Caribbean (`hybas_na_lev00_v1c`), from Amazon Cloud PostgreSQL/PostGIS database. **Watersheds in the dataset are at the finest (highest resolution) \"Pfastetter\" hierarchical level, level 12.** HydroBASINS dataset technical documentation is [here](https://hydrosheds.org/images/inpages/HydroBASINS_TechDoc_v1c.pdf).\n", "\n", "`read_postgis` is called as before, except now we'll apply a SQL filter (*server side -- let the server do extra work for you*) to the PostGIS dataset to select only the Pfastetter level-4 watershed with code 7831: `WHERE pfaf_4 = 7831`. This is **most of Western Washington.** Watershed polygons will still be read at their original level 12 resolution." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "For a more in-depth look at interacting with spatial relational databases, see the eScience Institute tutorial [Introduction to SQL and Geospatial Data Processing](https://uwescience.github.io/SQL-geospatial-tutorial/).\n", "\n", "
" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "conn = psycopg2.connect(**db_conn_dict)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that if the PostGIS geometry column (`geom_col` argument) is not called `geometry`, we have to know its name in advance. Bummer." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "hydrobas_ww = gpd.read_postgis(\n", " \"SELECT * FROM hybas_na_lev00_v1c WHERE pfaf_4 = 7831\", conn, \n", " geom_col='polygongeom',\n", " coerce_float=False)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "conn.close()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'init': 'epsg:4326'}" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "hydrobas_ww.crs" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "413" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(hydrobas_ww)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "413 polygon features returned. Let's examine the attributes available, using the first feature as an example." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "gid 19945\n", "hybas_id 7.00001e+09\n", "next_down 0\n", "next_sink 7.00001e+09\n", "main_bas 7.00001e+09\n", "dist_sink 0\n", "dist_main 0\n", "sub_area 135.4\n", "up_area 135.4\n", "endo 0\n", "coast 0\n", "order 1\n", "sort 19945\n", "pfaf_1 7\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", "pfaf_10 7.83101e+09\n", "pfaf_11 7.83101e+10\n", "pfaf_12 7.83101e+11\n", "polygongeom (POLYGON ((-123.35 46.36666666666669, -123.349...\n", "Name: 0, dtype: object" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "hydrobas_ww.iloc[0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Plot a categorical map with coloring based on the aggregating column `pfaf_7`.** Watershed *boundaries* are at the high-resolution Pfastetter level 12. \n", "Note: pick a color map (`cmap`) appropriate for your data. [Get to know the matplotlib color maps.](https://matplotlib.org/tutorials/colors/colormaps.html)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "hydrobas_ww.plot(column='pfaf_7', cmap='tab20', categorical=True, figsize=(14, 8));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Rename the GeoDataFrame geometry column from `polygongeom` to `geometry` to avoid issues with other packages\n", "Unfortunately, `folium` choropleth and `rasterstats` (demonstrated below) require the geometry column to be named \"geometry\" (as of 2018-9). So, we'll rename it here first." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "hydrobas_ww = hydrobas_ww.rename(columns={'polygongeom': 'geometry'})\n", "hydrobas_ww._geometry_column_name = 'geometry'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4. Dissolve into larger watersheds, and reproject" ] }, { "cell_type": "markdown", "metadata": {}, "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)." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "17" ] }, "execution_count": 14, "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": "markdown", "metadata": {}, "source": [ "This operation resulted in only 17 polygons, from the original 413. Let's examine some of the features." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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pfaf_7geometrypfaf_6
07831010(POLYGON ((-123.4666666666666 46.2666666666666...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 ((-123.4666666666666 46.2666666666666... 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": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "hydrobas_ww_p7.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plot the results. Looks like the previous plot, except the polygon boundaries are now the pfaf_7 watersheds." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "hydrobas_ww_p7.plot(column='pfaf_7', cmap='tab20', categorical=True, edgecolor='white',\n", " figsize=(14, 8));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "Beware of invalid geometries!
\n", "\n", "**Beware that *dissolve* may fail if there are \"invalid\" geometries.** The code below is based on a GeoDataFrame examined in 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", "\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", "```\n", "\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Reproject (transform) to WA State Plane South, epsg:2927\n", "Partly so we can calculate polygon areas in planar units, not geodetic degrees. But also because that's the projection used by most state and local governments in Washington." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "Projections can be explored at various web resources.For example these links rely on different systems to provide information about `epsg:2927`:\n", "\n", "- http://epsg.io/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)\n", " \n", "We can extract the epsg code from the GeoDataFrame `crs` property (from the string returned by `crs['init']`), then pass it to `pyepsg` to programmatically obtain information about a projection:\n", "```python\n", "import pyepsg\n", "pyepsg.get(hydrobas_ww_p7.crs['init'].split(':')[1])\n", "```\n", "\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's use `pyepsg`, which issues queries to http://epsg.io web services, to examine the properties of a projection." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pyepsg\n", "pyepsg.get('2927')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Apply the crs transformation (reprojection)** using `to_crs` method." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "hydrobas_ww_p7_wasp = hydrobas_ww_p7.to_crs(epsg=2927)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Plot the reprojected map.** 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": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "hydrobas_ww_p7_wasp.plot(column='pfaf_7', cmap='tab20', categorical=True, edgecolor='white',\n", " figsize=(14, 8));" ] }, { "cell_type": "markdown", "metadata": {}, "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": 20, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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pfaf_7geometrypfaf_6area_mi2
07831010(POLYGON ((890315.2572612339 354459.8899780852...7831011375.137396
17831020POLYGON ((963803.8027083555 376154.996568859, ...7831022107.945774
27831031(POLYGON ((776917.1877152117 614568.3833321583...783103528.472846
\n", "
" ], "text/plain": [ " pfaf_7 geometry pfaf_6 \\\n", "0 7831010 (POLYGON ((890315.2572612339 354459.8899780852... 783101 \n", "1 7831020 POLYGON ((963803.8027083555 376154.996568859, ... 783102 \n", "2 7831031 (POLYGON ((776917.1877152117 614568.3833321583... 783103 \n", "\n", " area_mi2 \n", "0 1375.137396 \n", "1 2107.945774 \n", "2 528.472846 " ] }, "execution_count": 20, "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": {}, "source": [ "
\n", "Pandas \"groupby\" aggregation
\n", "\n", "You could calculate the area of a pfaf_6 watershed via simple Pandas DataFrame *groupby* aggregation (sum).\n", "\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plot the choloropleth, using `area_mi2`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "Choropleth classifiers from PySAL mapclassify
\n", "\n", "The \"fisher_jenks\" value segmentation `scheme` (using 7 segments, k=7) used is one of the available choropleth classifiers from the powerful [PySAL Library (Python Spatial Analysis Library)](http://pysal.org/), specifically from its [mapclassify](https://pysal.org/mapclassify/) package. GeoPandas can use these classifiers if `mapclassify` is installed, as it is here. To get the list of classifiers, use:\n", "```python\n", "import mapclassify\n", "print(mapclassify.CLASSIFIERS)\n", "```\n", "\n", "
" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "f, ax = plt.subplots(1, figsize=(10, 6))\n", "ax.set_title('Watersheds by area ($mi^2$)')\n", "hydrobas_ww_p7_wasp.plot(column='area_mi2', scheme='fisher_jenks', k=7, \n", " cmap=plt.cm.Blues, legend=True, ax=ax)\n", "ax.set_axis_off()\n", "plt.axis('equal');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "Time to Explore
\n", "\n", "Let's stop for a bit to explore on your own, hack with your neighbors, ask questions.\n", "\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "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": 22, "metadata": {}, "outputs": [], "source": [ "import folium" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'0.10.0'" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "folium.__version__" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`m.choropleth` internally splits the geometry from the other attributes in `hydrobas_ww_p7_wasp`, and rejoins them based on the key `pfaf_7`. `key_on` uses an attribute reference derived from GeoJSON representations; this is awkward, and hopefully will be simplified in future folium implementations." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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17831020POLYGON ((963803.8027083555 376154.996568859, ...7831022107.945774
27831031(POLYGON ((776917.1877152117 614568.3833321583...783103528.472846
37831032POLYGON ((808869.5755557647 769864.5311527678,...783103441.528065
47831033POLYGON ((698711.1808079168 756609.8674803785,...783103106.456891
\n", "
" ], "text/plain": [ " pfaf_7 geometry pfaf_6 \\\n", "0 7831010 (POLYGON ((890315.2572612339 354459.8899780852... 783101 \n", "1 7831020 POLYGON ((963803.8027083555 376154.996568859, ... 783102 \n", "2 7831031 (POLYGON ((776917.1877152117 614568.3833321583... 783103 \n", "3 7831032 POLYGON ((808869.5755557647 769864.5311527678,... 783103 \n", "4 7831033 POLYGON ((698711.1808079168 756609.8674803785,... 783103 \n", "\n", " area_mi2 \n", "0 1375.137396 \n", "1 2107.945774 \n", "2 528.472846 \n", "3 441.528065 \n", "4 106.456891 " ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "hydrobas_ww_p7_wasp.head()" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "m = folium.Map(location=[47.8, -122.5], zoom_start=7, tiles=\"cartodbpositron\")\n", "\n", "folium.Choropleth(\n", " geo_data=hydrobas_ww_p7_wasp,\n", " data=hydrobas_ww_p7_wasp,\n", " columns=['pfaf_7', 'area_mi2'],\n", " key_on='feature.properties.pfaf_7',\n", " legend_name='Area (sq mi)', \n", " fill_color='YlGn',\n", " fill_opacity=0.4,\n", " highlight=True\n", ").add_to(m)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
" ], "text/plain": [ "" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "m" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This map is interactive, so play with it (zoom and pan). There is a lot more to explore in Folium! This is just a teaser." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 7. Spatial join, `sjoin`, of polygons on points\n", "We'll use an old, local snapshot of NANOOS coastal and marine monitoring stations in the Pacific NW, from the [NANOOS Visualization System (NVS) Data Explorer](http://nvs.nanoos.org/Explorer). While many stations are moorings on marine waters, some are inshore or in tidal shores and will overlap the watershed boundaries. The point file is in the [GeoPackage](http://www.geopackage.org) format, an OGC format implemented in SQLite." ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "194" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "nanoosstations_gdf = gpd.read_file(data_pth / \"nanoos_nvs.gpkg\")\n", "len(nanoosstations_gdf)" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "platform_label WADOH_HendrsnBay1\n", "platform_type Fixed Shore Platform\n", "name Henderson Bay site, W shore\n", "short_name WADOH Henderson Bay\n", "lat 47.3612\n", "lon -122.697\n", "state Washington\n", "region Puget Sound\n", "provider WADOH\n", "provider_url http://www.doh.wa.gov\n", "provider_type State\n", "data_source Decagon\n", "data_source_url http://www.decagon.com\n", "url http://www.doh.wa.gov/CommunityandEnvironment/...\n", "status online\n", "status_date 2016-06-24T18:00:00Z\n", "nvs_station_url http://nvs.nanoos.org/Explorer?action=oiw:fixe...\n", "geometry POINT (-122.6966 47.3612)\n", "Name: 193, dtype: object" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "nanoosstations_gdf.iloc[-1]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Points are on the coasts of the Pacific NW (BC, WA, OR) and out in the open ocean." ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "nanoosstations_gdf.plot(markersize=15);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Apply \"inner\" spatial join with the `sjoin` operator**. An inner join will retain only overlapping features. Then plot as a map overlay on top of `hydrobas_ww_p7`, categorizing (coloring) each point by the `pfaf_6` watershed it's in." ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "63" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "nanoossta_hydrobas_ww_gdf = gpd.sjoin(nanoosstations_gdf, hydrobas_ww_p7, how=\"inner\")\n", "len(nanoossta_hydrobas_ww_gdf)" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "f, ax = plt.subplots(1, figsize=(10, 6))\n", "ax.set_axis_off()\n", "plt.axis('equal')\n", "hydrobas_ww_p7.plot(ax=ax, cmap='Greys_r', linewidth=0.5, edgecolor='red')\n", "nanoossta_hydrobas_ww_gdf.plot(column='pfaf_6', markersize=30, \n", " categorical=True, legend=True, ax=ax);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 8. rasterstats: \"zonal\" statistics from polygons on rasters\n", "We'll end by mixing features from a GeoDataFrame with a raster, applying zonal statistics using the cool and light weight [rasterstats](https://github.com/perrygeo/python-rasterstats) package." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Monthly Juy long-term climatology precipitation. The original monthly time series data are from the [PRISM Climate Group](http://prism.oregonstate.edu); the monthly climatology and Pacific NW clip were created by yours truly and Don Setiawan for the [BiGCZ project](http://bigcz.org); it's in geographic (epsg 4326) projection." ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "ppt_july_tif_pth = data_pth / 'prism_precipitation_july_climatology.tif'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### rasterio" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`rasterstas` uses [rasterio](https://mapbox.github.io/rasterio) to read rasters (and `fiona` to read vector datasets), so we'll first do a quick exploration of rasterio." ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "source": [ "import rasterio\n", "import rasterio.plot as rioplot" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'1.0.28'" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "rasterio.__version__" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [], "source": [ "ppt_july = rasterio.open(ppt_july_tif_pth)" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "rioplot.show(ppt_july, with_bounds=True, cmap=plt.cm.Blues);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Apply rasterstas `zonal_stats`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Apply `zonal_stats` from `rasterstats` package. Can pass a `GeoDataFrame` directly (instead of the file path to a GIS file) because it implements our old friend, the `__geo_interface__` method. For the raster, we pass its file path.\n", "\n", "`zonal_stats` returns a geojson with the original properties plus the zonal statistics." ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [], "source": [ "import rasterstats as rs" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'0.13.1'" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "rs.__version__" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [], "source": [ "zonal_ppt_gjson = rs.zonal_stats(hydrobas_ww_p7, ppt_july_tif_pth, prefix='pptjuly_',\n", " geojson_out=True)" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(list, 17)" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" } ], "source": [ "type(zonal_ppt_gjson), len(zonal_ppt_gjson)" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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geometrypfaf_6pfaf_7pptjuly_minpptjuly_maxpptjuly_meanpptjuly_count
0(POLYGON ((-123.4666666666666 46.2666666666666...783101783101023.43883749.82477633.674382259
1POLYGON ((-123.1791666666666 46.33333333333336...783102783102015.35652196.73828929.443886404
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" ], "text/plain": [ " geometry pfaf_6 pfaf_7 \\\n", "0 (POLYGON ((-123.4666666666666 46.2666666666666... 783101 7831010 \n", "1 POLYGON ((-123.1791666666666 46.33333333333336... 783102 7831020 \n", "\n", " pptjuly_min pptjuly_max pptjuly_mean pptjuly_count \n", "0 23.438837 49.824776 33.674382 259 \n", "1 15.356521 96.738289 29.443886 404 " ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" } ], "source": [ "zonal_ppt_gdf = GeoDataFrame.from_features(zonal_ppt_gjson)\n", "zonal_ppt_gdf.head(2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### And finally, a choropleth map of July precipitation by watershed! With a good bit of plot tweaking." ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "f, ax = plt.subplots(1, figsize=(8, 6))\n", "ax.set_title('Mean July precipitation ($mm/month$) by watershed')\n", "zonal_ppt_gdf.plot(ax=ax, column='pptjuly_mean', scheme='Equal_Interval', k=5, \n", " cmap=plt.cm.Blues, linewidth=1, edgecolor='black', \n", " legend=True, legend_kwds={'loc': 'upper left'})\n", "ax.set_facecolor(\"lightgray\")\n", "plt.axis('equal');" ] } ], "metadata": { "kernelspec": { "display_name": "Python [conda env:vectorenv19]", "language": "python", "name": "conda-env-vectorenv19-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 4 }