{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "# Plotting with Geoplot and GeoPandas\n", "\n", "[Geoplot](https://residentmario.github.io/geoplot/index.html) is a Python\n", "library providing a selection of easy-to-use geospatial visualizations. It is\n", "built on top of the lower-level [CartoPy](http://scitools.org.uk/cartopy/),\n", "covered in a separate section of this tutorial, and is designed to work with\n", "GeoPandas input.\n", "\n", "This example is a brief tour of the `geoplot` API. For more details on the\n", "library refer to [its documentation](https://residentmario.github.io/geoplot/index.html).\n", "\n", "First we'll load in the data using GeoPandas.\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "execution": { "iopub.execute_input": "2021-10-03T18:51:16.570731Z", "iopub.status.busy": "2021-10-03T18:51:16.569784Z", "iopub.status.idle": "2021-10-03T18:51:29.023425Z", "shell.execute_reply": "2021-10-03T18:51:29.023862Z" } }, "outputs": [], "source": [ "import geopandas\n", "import geoplot\n", "\n", "world = geopandas.read_file(\n", " geopandas.datasets.get_path('naturalearth_lowres')\n", ")\n", "boroughs = geopandas.read_file(\n", " geoplot.datasets.get_path('nyc_boroughs')\n", ")\n", "collisions = geopandas.read_file(\n", " geoplot.datasets.get_path('nyc_injurious_collisions')\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plotting with Geoplot\n", "=====================\n", "\n", "We start out by replicating the basic GeoPandas world plot using Geoplot.\n", "\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "execution": { "iopub.execute_input": "2021-10-03T18:51:29.044781Z", "iopub.status.busy": "2021-10-03T18:51:29.044043Z", "iopub.status.idle": "2021-10-03T18:51:29.399231Z", "shell.execute_reply": "2021-10-03T18:51:29.399745Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "geoplot.polyplot(world, figsize=(8, 4))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Geoplot can re-project data into any of the map projections provided by\n", "CartoPy (see the list\n", "[here](http://scitools.org.uk/cartopy/docs/latest/crs/projections.html)).\n", "\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "execution": { "iopub.execute_input": "2021-10-03T18:51:29.499705Z", "iopub.status.busy": "2021-10-03T18:51:29.440090Z", "iopub.status.idle": "2021-10-03T18:51:37.862368Z", "shell.execute_reply": "2021-10-03T18:51:37.862820Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/miniconda3/envs/geopandas_docs/lib/python3.9/site-packages/geoplot/geoplot.py:711: UserWarning: Plot extent lies outside of the Orthographic projection's viewport. Defaulting to global extent.\n", " warnings.warn(\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/var/folders/kp/fxnnw89x5qbb9gryn507p03c0000gn/T/ipykernel_22832/975099287.py:5: DeprecationWarning: The outline_patch property is deprecated. Use GeoAxes.spines['geo'] or the default Axes properties instead.\n", " ax.outline_patch.set_visible(True)\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# use the Orthographic map projection (e.g. a world globe)\n", "ax = geoplot.polyplot(\n", " world, projection=geoplot.crs.Orthographic(), figsize=(8, 4)\n", ")\n", "ax.outline_patch.set_visible(True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "``polyplot`` is trivial and can only plot the geometries you pass to it. If\n", "you want to use color as a visual variable, specify a ``choropleth``. Here\n", "we sort GDP per person by country into five buckets by color, using\n", "\"quantiles\" binning from the [Mapclassify](https://pysal.org/mapclassify/)\n", "library.\n", "\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "execution": { "iopub.execute_input": "2021-10-03T18:51:37.869336Z", "iopub.status.busy": "2021-10-03T18:51:37.868656Z", "iopub.status.idle": "2021-10-03T18:51:38.196775Z", "shell.execute_reply": "2021-10-03T18:51:38.197294Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import mapclassify\n", "gpd_per_person = world['gdp_md_est'] / world['pop_est']\n", "scheme = mapclassify.Quantiles(gpd_per_person, k=5)\n", "\n", "# Note: this code sample requires geoplot>=0.4.0.\n", "geoplot.choropleth(\n", " world, hue=gpd_per_person, scheme=scheme,\n", " cmap='Greens', figsize=(8, 4)\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you want to use size as a visual variable, use a ``cartogram``. Here are\n", "population estimates for countries in Africa.\n", "\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "execution": { "iopub.execute_input": "2021-10-03T18:51:38.244545Z", "iopub.status.busy": "2021-10-03T18:51:38.214140Z", "iopub.status.idle": "2021-10-03T18:51:38.392222Z", "shell.execute_reply": "2021-10-03T18:51:38.392761Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "africa = world.query('continent == \"Africa\"')\n", "ax = geoplot.cartogram(\n", " africa, scale='pop_est', limits=(0.2, 1),\n", " edgecolor='None', figsize=(7, 8)\n", ")\n", "geoplot.polyplot(africa, edgecolor='gray', ax=ax)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If we have data in the shape of points in space, we may generate a\n", "three-dimensional heatmap on it using ``kdeplot``.\n", "\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "execution": { "iopub.execute_input": "2021-10-03T18:51:38.408876Z", "iopub.status.busy": "2021-10-03T18:51:38.408016Z", "iopub.status.idle": "2021-10-03T18:51:45.940814Z", "shell.execute_reply": "2021-10-03T18:51:45.941261Z" }, "tags": [ "nbsphinx-thumbnail" ] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/miniconda3/envs/geopandas_docs/lib/python3.9/site-packages/seaborn/_decorators.py:36: FutureWarning: Pass the following variable as a keyword arg: y. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n", " warnings.warn(\n", "/opt/miniconda3/envs/geopandas_docs/lib/python3.9/site-packages/seaborn/distributions.py:1718: UserWarning: `shade_lowest` is now deprecated in favor of `thresh`. Setting `thresh=0.05`, but please update your code.\n", " warnings.warn(msg, UserWarning)\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ax = geoplot.kdeplot(\n", " collisions.head(1000), clip=boroughs.geometry,\n", " shade=True, cmap='Reds',\n", " projection=geoplot.crs.AlbersEqualArea())\n", "geoplot.polyplot(boroughs, ax=ax, zorder=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "These are just some of the plots you can make with Geoplot. There are\n", "many other possibilities not covered in this brief introduction. For more\n", "examples, refer to the\n", "[Gallery](https://residentmario.github.io/geoplot/gallery/index.html) in\n", "the Geoplot documentation.\n", "\n" ] } ], "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": "3.9.7" } }, "nbformat": 4, "nbformat_minor": 4 }