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December 5, 2025 09:19
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Playground for GeoPandas plotting refactoring
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| { | |
| "cells": [ | |
| { | |
| "cell_type": "markdown", | |
| "id": "41dadda0", | |
| "metadata": {}, | |
| "source": [ | |
| "# Playground for plotting refactoring." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 1, | |
| "id": "b359d596", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "import matplotlib.pyplot as plt\n", | |
| "import numpy as np\n", | |
| "import pandas as pd\n", | |
| "from geodatasets import get_path\n", | |
| "from mapclassify import classify\n", | |
| "from matplotlib import colormaps, colors\n", | |
| "from matplotlib.collections import LineCollection, PatchCollection\n", | |
| "\n", | |
| "import geopandas as gpd\n", | |
| "from geopandas.plotting import _plot_polygon_collection" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "622a0176", | |
| "metadata": {}, | |
| "source": [ | |
| "Use Guerry data. It has categorical (Region) as well as plenty of continuous. Has Polygon and MultiPolygon geometry." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 2, | |
| "id": "ccb22848", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "df = gpd.read_file(get_path(\"geoda guerry\"))" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "7006f984", | |
| "metadata": {}, | |
| "source": [ | |
| "## PolygonPatch working on MultiPolygons\n", | |
| "\n", | |
| "Try getting PolygonPatch for a MultiPolygon so we don't need to explode." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 3, | |
| "id": "15902c39", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "def _PolygonPatch(polygon, **kwargs):\n", | |
| " \"\"\"Construct a matplotlib patch from a (Multi)Polygon geometry.\n", | |
| "\n", | |
| " The `kwargs` are those supported by the matplotlib.patches.PathPatch class\n", | |
| " constructor. Returns an instance of matplotlib.patches.PathPatch.\n", | |
| "\n", | |
| " To ensure proper rendering on the matplotlib side, winding order of individual\n", | |
| " rings needs to be normalized as the order is what matplotlib uses to determine\n", | |
| " if a Path represents a patch or a hole.\n", | |
| "\n", | |
| " Example (using Shapely Point and a matplotlib axes)::\n", | |
| "\n", | |
| " b = shapely.geometry.Point(0, 0).buffer(1.0)\n", | |
| " patch = _PolygonPatch(b, fc='blue', ec='blue', alpha=0.5)\n", | |
| " ax.add_patch(patch)\n", | |
| "\n", | |
| " GeoPandas originally relied on the descartes package by Sean Gillies\n", | |
| " (BSD license, https://pypi.org/project/descartes) for PolygonPatch, but\n", | |
| " this dependency was removed in favor of the below matplotlib code.\n", | |
| " \"\"\"\n", | |
| " from matplotlib.patches import PathPatch\n", | |
| " from matplotlib.path import Path\n", | |
| "\n", | |
| " if polygon.geom_type == \"Polygon\":\n", | |
| " path = Path.make_compound_path(\n", | |
| " Path(np.asarray(polygon.exterior.coords)[:, :2], closed=True),\n", | |
| " *[\n", | |
| " Path(np.asarray(ring.coords)[:, :2], closed=True)\n", | |
| " for ring in polygon.interiors\n", | |
| " ],\n", | |
| " )\n", | |
| " else:\n", | |
| " paths = []\n", | |
| " for part in polygon.geoms:\n", | |
| " # exteriors\n", | |
| " paths.append(Path(np.asarray(part.exterior.coords)[:, :2], closed=True))\n", | |
| " # interiors\n", | |
| " for ring in part.interiors:\n", | |
| " paths.append(Path(np.asarray(ring.coords)[:, :2], closed=True))\n", | |
| " path = Path.make_compound_path(*paths)\n", | |
| "\n", | |
| " return PathPatch(path, **kwargs)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "3ba52c3c", | |
| "metadata": {}, | |
| "source": [ | |
| "## Collections that are understood by Legend\n", | |
| "\n", | |
| "PatchCollection is not directly supported by a legend.\n", | |
| "\n", | |
| "Subclass." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 4, | |
| "id": "ffd80dcc", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "class GeoPandasPolyCollection(PatchCollection): ..." | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "18d8bf84", | |
| "metadata": {}, | |
| "source": [ | |
| "Assign default handler to our custom subclass." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 5, | |
| "id": "ba6e6f63", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "from matplotlib.legend import Legend\n", | |
| "from matplotlib.legend_handler import HandlerPolyCollection\n", | |
| "\n", | |
| "Legend.update_default_handler_map({GeoPandasPolyCollection: HandlerPolyCollection()})" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "e1a54f80", | |
| "metadata": {}, | |
| "source": [ | |
| "Test" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 6, | |
| "id": "24747e6a", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
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", | |
| "text/plain": [ | |
| "<Figure size 640x480 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "f, ax = plt.subplots()\n", | |
| "collection = GeoPandasPolyCollection(\n", | |
| " [_PolygonPatch(poly) for poly in df.geometry], label=\"all\", hatch=\"///\"\n", | |
| ")\n", | |
| "ax.add_collection(collection)\n", | |
| "ax.autoscale_view()\n", | |
| "ax.legend()\n", | |
| "ax.set_aspect(\"equal\")" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "1becee64", | |
| "metadata": {}, | |
| "source": [ | |
| "## Categorical plotting\n", | |
| "\n", | |
| "Each category shall be plotted as its own collection." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 7, | |
| "id": "81c8ebe3", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<Axes: >" | |
| ] | |
| }, | |
| "execution_count": 7, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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", | |
| "text/plain": [ | |
| "<Figure size 1200x600 with 4 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "f, ax = plt.subplots(1, 4, figsize=(12, 6))\n", | |
| "\n", | |
| "grouped = df.groupby(\"Region\")\n", | |
| "\n", | |
| "for i, (name, group) in enumerate(grouped[\"geometry\"]):\n", | |
| " _plot_polygon_collection(\n", | |
| " ax=ax[0],\n", | |
| " geoms=group,\n", | |
| " label=name,\n", | |
| " facecolor=colormaps[\"tab10\"](i), # use i for listed colormap\n", | |
| " )\n", | |
| "ax[0].legend()\n", | |
| "ax[0].set_aspect(\"equal\")\n", | |
| "\n", | |
| "df.plot(\"Region\", ax=ax[1], legend=True, cmap=\"tab10\")\n", | |
| "\n", | |
| "for i, (name, group) in enumerate(grouped[\"geometry\"]):\n", | |
| " _plot_polygon_collection(\n", | |
| " ax=ax[2],\n", | |
| " geoms=group,\n", | |
| " label=name,\n", | |
| " facecolor=colormaps[\"Reds\"](\n", | |
| " i / (grouped.ngroups - 1)\n", | |
| " ), # do not use i but i / N for linear cmap\n", | |
| " )\n", | |
| "ax[2].legend()\n", | |
| "ax[2].set_aspect(\"equal\")\n", | |
| "\n", | |
| "df.plot(\"Region\", ax=ax[3], legend=True, cmap=\"Reds\")" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "b8fcd147", | |
| "metadata": {}, | |
| "source": [ | |
| "The code above yields different colours than GeoPandas 1.1.1. The reason is that in 1.1.1, the integer codes of categories are stretched as values alongside the colormap, while the code above iterates over the colormap. The code above is consistent with matplotlib but it is technically a breaking change. In my optinion, iterating over the cmap is the correct behaviour, if the colormap is categorical. If we pass a continuous colormap like Reds, this does not work and we need to stretch along the cmap. We could iterate over `ListedColormap` and stretch alongside `LinearSegmentedColormap`. That is also what [docs](https://matplotlib.org/stable/api/_as_gen/matplotlib.colors.Colormap.html#matplotlib.colors.Colormap) say - for ints (aka categories), use index. For floats (aka continuous) use interval 0...1. This assumes you are not using linear cmap with categories. But we shall support that nontheless. This also solves the annoying issue when plotting two categories, you get blue and light blue...\n", | |
| "\n", | |
| "**NOTE: Continuous attribute with a discrete `scheme` shall not be treated as a categorical plot as it is now.**" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "d282564c", | |
| "metadata": {}, | |
| "source": [ | |
| "## Colorbar" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 8, | |
| "id": "7c30b630", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "rivers = gpd.read_file(get_path(\"eea large_rivers\")).explode()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "0aa9495c", | |
| "metadata": {}, | |
| "source": [ | |
| "I am using rivers and exploding them as LineCollection can't consume anything Multi*." | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "274ab4c3", | |
| "metadata": {}, | |
| "source": [ | |
| "Get automatically derived colorbar." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "id": "421f8b50", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<matplotlib.colorbar.Colorbar at 0x1795e30b0>" | |
| ] | |
| }, | |
| "execution_count": 22, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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", | |
| "text/plain": [ | |
| "<Figure size 640x480 with 2 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "fig, ax = plt.subplots()\n", | |
| "\n", | |
| "segments = [np.array(linestring.coords)[:, :2] for linestring in rivers.geometry]\n", | |
| "collection = LineCollection(segments, label=\"len\")\n", | |
| "collection.set_array(rivers.length)\n", | |
| "collection.set_cmap(\"Spectral\")\n", | |
| "\n", | |
| "ax.add_collection(collection)\n", | |
| "\n", | |
| "ax.autoscale_view()\n", | |
| "fig.colorbar(collection) # this is the important bit" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "d3165227", | |
| "metadata": {}, | |
| "source": [ | |
| "This is nice as matplotlib can be given array of values and cmap and deals with everything on its own. When this breaks is when you have mixed geometry types. Then you would get a colorbar per geom type. We would need to get vmin, vmax prior plotting to send it to all collections and then call colorbar from one of them." | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "79f1afcd", | |
| "metadata": {}, | |
| "source": [ | |
| "Get a discrete map using mapclassify." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 23, | |
| "id": "916f147d", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "cl = classify(rivers.length, scheme=\"naturalbreaks\", k=10)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 24, | |
| "id": "6f6a72b8", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "norm = colors.BoundaryNorm(\n", | |
| " boundaries=[rivers.length.min()] + list(cl.bins), ncolors=256, extend=\"min\"\n", | |
| ")" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "ad24dab1", | |
| "metadata": {}, | |
| "source": [ | |
| "`extend` above is just an illustration on what shall we do when `vmin` is larger than `y.min()`." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 25, | |
| "id": "4381f0e9", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<matplotlib.colorbar.Colorbar at 0x17cf52f90>" | |
| ] | |
| }, | |
| "execution_count": 25, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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", | |
| "text/plain": [ | |
| "<Figure size 640x480 with 3 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "fig, ax = plt.subplots()\n", | |
| "\n", | |
| "segments = [np.array(linestring.coords)[:, :2] for linestring in rivers.geometry]\n", | |
| "collection = LineCollection(\n", | |
| " segments, array=rivers.length, cmap=\"viridis\", label=\"len\", norm=norm\n", | |
| ")\n", | |
| "\n", | |
| "ax.add_collection(collection)\n", | |
| "\n", | |
| "ax.autoscale_view()\n", | |
| "fig.colorbar(collection, spacing=\"uniform\")\n", | |
| "fig.colorbar(collection, spacing=\"proportional\")" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "0edb01ef", | |
| "metadata": {}, | |
| "source": [ | |
| "With a properly set `BoundaryNorm`, the discrete colorbar is automatically generated. The `spacing` keyword can then control the spacing of ticks. That is equal to `scale` keyword in `legend_kwds` in `explore`.\n", | |
| "\n", | |
| "If we want to get a categorical legend out of this, everything gets way more complicated as we would need to generate an ordered Categorical with custom labels and pass it via categorical plotting mechanism. Annoying but feasible:" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 109, | |
| "id": "da9b0429", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "y = pd.Categorical(\n", | |
| " np.take(cl.get_legend_classes(), cl.yb), categories=cl.get_legend_classes()\n", | |
| ")" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "id": "af0c9917", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "segments = [np.array(linestring.coords)[:, :2] for linestring in rivers.geometry]\n", | |
| "collection = LineCollection(\n", | |
| " segments, array=rivers.length, cmap=\"viridis\", label=\"len\", norm=norm\n", | |
| ")" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "774dc007", | |
| "metadata": {}, | |
| "source": [ | |
| "Below is an adaptation of the code used above to use LineCollection instead of GeoPandasPolyCollection." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 113, | |
| "id": "cbbdf5ee", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stderr", | |
| "output_type": "stream", | |
| "text": [ | |
| "/var/folders/2f/fhks6w_d0k556plcv3rfmshw0000gn/T/ipykernel_29327/1952854666.py:3: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n", | |
| " grouped = rivers.groupby(y)\n" | |
| ] | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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", | |
| "text/plain": [ | |
| "<Figure size 640x480 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "f, ax = plt.subplots()\n", | |
| "\n", | |
| "grouped = rivers.groupby(y)\n", | |
| "\n", | |
| "for i, (name, group) in enumerate(grouped[\"geometry\"]):\n", | |
| " segments = [np.array(linestring.coords)[:, :2] for linestring in group]\n", | |
| " collection = LineCollection(\n", | |
| " segments, color=colormaps[\"viridis\"](i / (grouped.ngroups - 1)), label=name\n", | |
| " )\n", | |
| " ax.add_collection(collection)\n", | |
| " ax.autoscale_view()\n", | |
| "\n", | |
| "ax.legend()\n", | |
| "ax.set_aspect(\"equal\")" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "52dfbf48", | |
| "metadata": {}, | |
| "source": [ | |
| "### Ensure that colorbar is by default the height of the figure\n", | |
| "\n", | |
| "Since we change the aspect, in landscape figures is colorbar typically taller than the map. We don't want that." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 14, | |
| "id": "1e98c26f", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "subset = rivers[rivers.NAME.isin([\"Danube\", \"Elbe\"])]" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 17, | |
| "id": "2fe5597b", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "from mpl_toolkits.axes_grid1 import make_axes_locatable" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 23, | |
| "id": "2865074c", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<matplotlib.colorbar.Colorbar at 0x17fe54530>" | |
| ] | |
| }, | |
| "execution_count": 23, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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", | |
| "text/plain": [ | |
| "<Figure size 640x480 with 2 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "fig, ax = plt.subplots()\n", | |
| "\n", | |
| "segments = [np.array(linestring.coords)[:, :2] for linestring in subset.geometry]\n", | |
| "collection = LineCollection(segments, array=subset.length, cmap=\"Spectral\", label=\"len\")\n", | |
| "\n", | |
| "ax.add_collection(collection)\n", | |
| "\n", | |
| "ax.autoscale_view()\n", | |
| "ax.set_aspect(\"equal\")\n", | |
| "\n", | |
| "# we need to create an specific axis for the colorbar, it seems\n", | |
| "\n", | |
| "divider = make_axes_locatable(ax)\n", | |
| "cax = divider.append_axes(\"right\", size=\"4%\", pad=0.2)\n", | |
| "fig.colorbar(collection, cax=cax)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "dcacd7b1", | |
| "metadata": {}, | |
| "source": [ | |
| "This behaves slightly differently than now as the space for the colorbar is no longer stolen from the axist itself, so there will likely be a minor difference in the figure even when it already is the same height.\n", | |
| "\n", | |
| "## Map color to value\n", | |
| "\n", | |
| "For categorical plots, we should allow plotting category directly to color via a dict in cmap." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 25, | |
| "id": "f0ba5465", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "nybb = gpd.read_file(get_path(\"nybb\"))" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 27, | |
| "id": "7a59e1cf", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "colors = {\n", | |
| " \"Staten Island\": \"pink\",\n", | |
| " \"Queens\": \"red\",\n", | |
| " \"Brooklyn\": \"green\",\n", | |
| " \"Manhattan\": \"blue\",\n", | |
| " \"Bronx\": \"yellow\",\n", | |
| "}" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 31, | |
| "id": "941210bb", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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", | |
| "text/plain": [ | |
| "<Figure size 640x480 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "# mimicking plot(\"BoroName\", cmap=colors)\n", | |
| "\n", | |
| "f, ax = plt.subplots()\n", | |
| "\n", | |
| "grouped = nybb.groupby(\"BoroName\")\n", | |
| "\n", | |
| "for i, (name, group) in enumerate(grouped[\"geometry\"]):\n", | |
| " _plot_polygon_collection(\n", | |
| " ax=ax,\n", | |
| " geoms=group,\n", | |
| " label=name,\n", | |
| " facecolor=colors[name], # pull color directly\n", | |
| " )\n", | |
| "ax.legend(loc=\"upper left\")\n", | |
| "ax.set_aspect(\"equal\")" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "id": "0a37610d", | |
| "metadata": {}, | |
| "source": [ | |
| "The same shall be applied to all the other styling keywords." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 32, | |
| "id": "c369eb21", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "hatches = {\n", | |
| " \"Staten Island\": \"/\",\n", | |
| " \"Queens\": \"//\",\n", | |
| " \"Brooklyn\": \"|\",\n", | |
| " \"Manhattan\": \"+\",\n", | |
| " \"Bronx\": \"///\",\n", | |
| "}" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 33, | |
| "id": "79833a42", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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", | |
| "text/plain": [ | |
| "<Figure size 640x480 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "# mimicking plot(\"BoroName\", cmap=colors, hatch=hatches)\n", | |
| "\n", | |
| "f, ax = plt.subplots()\n", | |
| "\n", | |
| "grouped = nybb.groupby(\"BoroName\")\n", | |
| "\n", | |
| "for i, (name, group) in enumerate(grouped[\"geometry\"]):\n", | |
| " _plot_polygon_collection(\n", | |
| " ax=ax,\n", | |
| " geoms=group,\n", | |
| " label=name,\n", | |
| " facecolor=colors[name], # pull color directly\n", | |
| " hatch=hatches[name],\n", | |
| " )\n", | |
| "ax.legend(loc=\"upper left\")\n", | |
| "ax.set_aspect(\"equal\")" | |
| ] | |
| } | |
| ], | |
| "metadata": { | |
| "kernelspec": { | |
| "display_name": "default", | |
| "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": "3.12.11" | |
| } | |
| }, | |
| "nbformat": 4, | |
| "nbformat_minor": 5 | |
| } |
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