From 26cdf714ef0a68fdf4365adb9f92c3e416d1f857 Mon Sep 17 00:00:00 2001 From: Barbier--Darnal Joseph Date: Thu, 7 Sep 2023 22:59:14 +0200 Subject: [PATCH] highly customized layout matplotlib --- .../534-highly-customized-layout.ipynb | 252 ++++++++++++++++++ static/graph/534-highly-customized-layout.png | Bin 0 -> 83027 bytes 2 files changed, 252 insertions(+) create mode 100644 src/notebooks/534-highly-customized-layout.ipynb create mode 100644 static/graph/534-highly-customized-layout.png diff --git a/src/notebooks/534-highly-customized-layout.ipynb b/src/notebooks/534-highly-customized-layout.ipynb new file mode 100644 index 0000000000..9b12a92537 --- /dev/null +++ b/src/notebooks/534-highly-customized-layout.ipynb @@ -0,0 +1,252 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Libraries\n", + "\n", + "First, you need to install the following librairies:\n", + "- [matplotlib](https://python-graph-gallery.com/matplotlib/) is used for plot creating the charts\n", + "- `numpy` is used to generate some data\n", + "- `pandas` is used to put the data into a dataframe" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import numpy as np" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Dataset\n", + "\n", + "In order to be as exhaustive as possible, we need to create a dataset with enought variety.\n", + "\n", + "- `Numeric1` and `Numeric2` are positively correlated variables, with `Numeric2` being calculated as **Numeric1 plus some random noise**.\n", + "- `Numeric3` is a **negatively correlated** variable to `Numeric1`.\n", + "\n", + "We use the `random.normal()` function from `numpy` in order to create randomly distributed variables." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "# Generate data for three numeric columns\n", + "sample_size = 1000\n", + "\n", + "# Positively correlated variables\n", + "variable1 = np.random.normal(0, 1, sample_size)\n", + "variable2 = 2 * variable1 + np.random.normal(10, 1, sample_size)\n", + "\n", + "# Negatively correlated variables\n", + "variable3 = -2 * variable1 + np.random.normal(0, 10, sample_size)\n", + "\n", + "# Create a DataFrame\n", + "df = pd.DataFrame({\n", + " 'Numeric1': variable1,\n", + " 'Numeric2': variable2,\n", + " 'Numeric3': variable3\n", + "})" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Initial graph \n", + "\n", + "Here's the chart we're going to customize. It consists of a **2x2 frame** with different types of graphics, but **without any customization** (all default argument). " + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Create a 2x2 subplot layout\n", + "fig, axes = plt.subplots(nrows=2,\n", + " ncols=2,\n", + " figsize=(8, 6))\n", + "\n", + "axes[0, 0].hist(df['Numeric3']) # Histogram in the upper left\n", + "axes[0, 1].scatter(df['Numeric1'], df['Numeric2']) # Scatter plot in the upper right\n", + "axes[1, 0].boxplot(df['Numeric1']) # Boxplot in the lower left\n", + "axes[1, 1].scatter(df['Numeric1'], df['Numeric3']) # Scatter plot in the lower right\n", + "\n", + "# Show the plots\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Customize the layout of the chart\n", + "\n", + "Here are all the customization elements we are going to add:\n", + "- change the **division of each subgraph** on the global graph using the `add_gridspec()` function\n", + "- create a wide **variety of titles**: size, color, font, position, etc\n", + "- add different **grids** for each sub-graph using the `grid()` function\n", + "- add an **annotation** that says how cool our chart is using the `text()` function only" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Create a 2x2 subplot layout\n", + "fig = plt.figure(figsize=(7, 6))\n", + "\n", + "# Define the grid layout\n", + "gs = fig.add_gridspec(2, 2,\n", + " width_ratios=[7, 3],\n", + " height_ratios=[3, 7])\n", + "\n", + "# Add annotation to the right\n", + "fig.text(0.5, -0.1, 'Look at this cool layout!',\n", + " fontsize=15, color='green', rotation=10,\n", + " verticalalignment='center',\n", + " bbox=dict(boxstyle='round',\n", + " facecolor='yellow',\n", + " alpha=0.5))\n", + "\n", + "\n", + "# Plot 1: Histogram in the upper left\n", + "ax1 = fig.add_subplot(gs[0, 0])\n", + "ax1.hist(df['Numeric1'])\n", + "ax1.set_title('This title is cool!',\n", + " fontsize=18, fontweight='bold',\n", + " color='purple', fontfamily='serif')\n", + "ax1.grid(True, linestyle='--', alpha=0.5)\n", + "\n", + "\n", + "# Plot 2: Scatter plot in the lower left\n", + "ax2 = fig.add_subplot(gs[1, 0])\n", + "ax2.scatter(df['Numeric1'], df['Numeric2'])\n", + "ax2.set_title('This\\n title\\n is\\n weird!',\n", + " fontsize=12, fontstyle='italic',\n", + " color='darkred', fontfamily='monospace')\n", + "ax2.grid(True, linestyle=':', color='gray', alpha=0.5)\n", + "\n", + "\n", + "# Plot 3: Boxplot in the upper right\n", + "ax3 = fig.add_subplot(gs[0, 1])\n", + "ax3.boxplot(df['Numeric1'])\n", + "ax3.set_title('This title is much simpler than \\nthe other ones, but a bit too long',\n", + " fontsize=12, fontweight='bold',\n", + " color='black', fontfamily='sans-serif')\n", + "ax3.grid(True, linestyle='-.', alpha=0.5)\n", + "\n", + "\n", + "# Plot 4: Scatter plot in the lower right\n", + "ax4 = fig.add_subplot(gs[1, 1])\n", + "ax4.scatter(df['Numeric1'], df['Numeric3'])\n", + "ax4.set_title(\"This title is not the best one, isn't it?\",\n", + " fontsize=6, color='red',\n", + " loc='right')\n", + "ax4.grid(True, linestyle='--', color='gray', alpha=1)\n", + "\n", + "\n", + "# Add labels and ticks\n", + "ax1.set_xlabel('Some label')\n", + "ax1.set_ylabel('Frequency')\n", + "ax2.set_xlabel('Another label')\n", + "ax2.set_ylabel('Numeric2')\n", + "ax3.set_xlabel('A simple label')\n", + "ax3.set_yticklabels([])\n", + "ax4.set_xlabel('x-axis')\n", + "ax4.set_ylabel('y-axis')\n", + "\n", + "# Adjust layout\n", + "plt.tight_layout()\n", + "\n", + "# Show the plots\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Going further\n", + "\n", + "This post explains how to create a very customized layout in [matplotlib](https://python-graph-gallery.com/matplotlib/).\n", + "\n", + "For more examples of **how to create or customize** your plots with matplotlib, see the [matplotlib section](https://python-graph-gallery.com/matplotlib/). You may also be interested in how to [custom your fonts](https://python-graph-gallery.com/custom-fonts-in-matplotlib/) with matplotlib." + ] + } + ], + "metadata": { + "chartType": "colors", + "description": "In this post, we'll look at how to create a highly customized layout when creating a chart with matplotlib. We'll look at how to adjust the size of graphics, change the style of titles and lots of other elements that make a graphic look good in the end!", + "family": "general", + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "keywords": "layout, customization, matplotlib, custom, plot, chart", + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.13" + }, + "seoDescription": "How to customize a layout with matplotlib", + "slug": "534-highly-customized-layout", + "title": "Highly customized layout with Matplotlib" + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/static/graph/534-highly-customized-layout.png b/static/graph/534-highly-customized-layout.png new file mode 100644 index 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