From 7ea2a044bee5bfc08c15a5665e83c2a3892b2c75 Mon Sep 17 00:00:00 2001 From: Tomas Capretto Date: Sun, 22 Aug 2021 18:39:53 -0300 Subject: [PATCH] Using rectangles in legend --- ...use-rectangles-in-matplotlib-legends.ipynb | 323 ++++++++++++++++++ 1 file changed, 323 insertions(+) create mode 100644 src/notebooks/how-to-use-rectangles-in-matplotlib-legends.ipynb diff --git a/src/notebooks/how-to-use-rectangles-in-matplotlib-legends.ipynb b/src/notebooks/how-to-use-rectangles-in-matplotlib-legends.ipynb new file mode 100644 index 0000000000..4139483a6f --- /dev/null +++ b/src/notebooks/how-to-use-rectangles-in-matplotlib-legends.ipynb @@ -0,0 +1,323 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "446c60c1", + "metadata": {}, + "source": [ + "This article is a continuation of [this previous post](https://www.python-graph-gallery.com/custom-legend-with-matplotlib) on how to customize Matplotlib legends. \n", + "\n", + "For various reasons you may want to add a legend with handles that consist of squares or rectangles. For some plots, such as the ones obtained with `plt.fill_between()` the legend handle is going to be a rectangle by default (see [this example](https://www.python-graph-gallery.com/area-fill-between-two-lines-in-matplotlib)). However, for other types of charts, you will have to build them up from scratch." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "2a0b5b8b", + "metadata": {}, + "outputs": [], + "source": [ + "import palmerpenguins\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "\n", + "from matplotlib.patches import Patch" + ] + }, + { + "cell_type": "markdown", + "id": "355996c3", + "metadata": {}, + "source": [ + "Load the data:" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "70d522d4", + "metadata": {}, + "outputs": [], + "source": [ + "penguins = palmerpenguins.load_penguins().dropna()" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "62fe0001", + "metadata": {}, + "outputs": [], + "source": [ + "FLIPPER_LENGTH = penguins[\"flipper_length_mm\"].values\n", + "BILL_LENGTH = penguins[\"bill_length_mm\"].values\n", + "\n", + "SPECIES = penguins[\"species\"].values\n", + "SPECIES_ = np.unique(SPECIES)\n", + "\n", + "COLORS = [\"#1B9E77\", \"#D95F02\", \"#7570B3\"]" + ] + }, + { + "cell_type": "markdown", + "id": "1a116a0f", + "metadata": {}, + "source": [ + "The following code is extracted from the mentioned post on custom legends. Let's see what is the default legend we get for a scatterplot" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "0e4da40e", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(9, 6))\n", + "for species, color in zip(SPECIES_, COLORS):\n", + " idxs = np.where(SPECIES == species)\n", + " ax.scatter(\n", + " FLIPPER_LENGTH[idxs], BILL_LENGTH[idxs], label=species,\n", + " s=50, color=color, alpha=0.7\n", + " )\n", + "legend = ax.legend();" + ] + }, + { + "cell_type": "markdown", + "id": "893c096e", + "metadata": {}, + "source": [ + "Let's see how we can override this default behavior and use a rectangle instead. The following function is created to make it simpler to replicate the same plot several times." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "f2620b14", + "metadata": {}, + "outputs": [], + "source": [ + "def scatterplot():\n", + " fig, ax = plt.subplots(figsize=(9, 6))\n", + " for species, color in zip(SPECIES_, COLORS):\n", + " idxs = np.where(SPECIES == species)\n", + " ax.scatter(\n", + " FLIPPER_LENGTH[idxs], BILL_LENGTH[idxs],\n", + " s=50, color=color, alpha=0.7\n", + " )\n", + " return fig, ax" + ] + }, + { + "cell_type": "markdown", + "id": "73627602", + "metadata": {}, + "source": [ + "Let's generate the chart and create the handles for the legend. This is as simple as using `matplotlib.patches.Patch`." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "7d7ee5c5", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = scatterplot()\n", + "\n", + "handles = [\n", + " Patch(facecolor=color, label=label) \n", + " for label, color in zip(SPECIES_, COLORS)\n", + "]\n", + "\n", + "ax.legend(handles=handles);" + ] + }, + { + "cell_type": "markdown", + "id": "c7f7d027", + "metadata": {}, + "source": [ + "It's also possible to remove the fill and just leave the color of the borders." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "c8e26ed5", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = scatterplot()\n", + "\n", + "handles = [\n", + " Patch(edgecolor=color, label=label, fill=False) \n", + " for label, color in zip(SPECIES_, COLORS)\n", + "]\n", + "\n", + "ax.legend(handles=handles);" + ] + }, + { + "cell_type": "markdown", + "id": "40e54ff3", + "metadata": {}, + "source": [ + "Or use one color for the fill, and another for the border:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "f73f2a30", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = scatterplot()\n", + "\n", + "handles = [\n", + " Patch(facecolor=color, edgecolor=\"k\", label=label) \n", + " for label, color in zip(SPECIES_, COLORS)\n", + "]\n", + "\n", + "ax.legend(handles=handles);" + ] + }, + { + "cell_type": "markdown", + "id": "64f410c0", + "metadata": {}, + "source": [ + "And if you want to make them squared, you only need to set both `handlelength` and `handleheight` to the same value when creating the legend." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "8173803d", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = scatterplot()\n", + "handles = [\n", + " Patch(facecolor=color, edgecolor=\"k\", label=label, alpha=0.7) \n", + " for label, color in zip(SPECIES_, COLORS)\n", + "]\n", + "\n", + "legend = ax.legend(handles=handles, handlelength=1.4, handleheight=1.4);" + ] + }, + { + "cell_type": "markdown", + "id": "97d92051", + "metadata": {}, + "source": [ + "" + ] + } + ], + "metadata": { + "chartType": "scatter", + "description": "This post describes how to build customize legends in Matplotlib to include rectangles in the handles when they are not obtained by default.", + "family": "correlation", + "kernelspec": { + "display_name": "plots", + "language": "python", + "name": "plots" + }, + "keywords": "python, chart, plot, matplotlib, scatterplot, legend, custom legend, custom", + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.5" + }, + "seoDescription": "How to create a custom legend with rectangle markers in Matplotlib. Step by step code snippets with explanations are provided.", + "slug": "how-to-use-rectangles-in-matplotlib-legends", + "title": "How to use rectangles in a custom legend" + }, + "nbformat": 4, + "nbformat_minor": 5 +}