{ "cells": [ { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "# Data visualization with Seaborn" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "Visualizing data in Python is not complicated, because there are two libraries in Python dedicated to visualization, Matplotlib and Seaborn, that make it easy to do this. So, for this demo lets me show about how to visualize data in Python." ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "Matplotlib: Python based drawing library, providing full 2D support and partial 3D image support. Matplotlib can be helpful when generating high-quality data in a cross-platform and interactive environment. It can also be used for animation. \n", "\n", " \n", "\n", "Seaborn: This Python library is capable of creating information-rich and beautiful statistical graphs. Seaborn is based on Matplotlib and has multiple features, such as built-in themes, palettes, linear regression data and data matrices, and statistical timing data, which allow us to create complex visualizations. " ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "I use the ‘Iris dataset’ as an example. The Iris dataset is a commonly used classification experimental dataset collected by Fisher, 1936. The data set contains 150 data sets, which are divided into 3 categories with 50 data in each category and 4 attributes in each data set. You can download it from GitHub (https://gist.github.com/netj/8836201). " ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [ ], "source": [ "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt \n", "import seaborn as sns" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "## Read file and check it " ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ ], "source": [ "iris = pd.read_csv('iris.csv')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
sepal.lengthsepal.widthpetal.lengthpetal.widthvariety
05.13.51.40.2Setosa
14.93.01.40.2Setosa
24.73.21.30.2Setosa
34.63.11.50.2Setosa
45.03.61.40.2Setosa
\n", "
" ], "text/plain": [ " sepal.length sepal.width petal.length petal.width variety\n", "0 5.1 3.5 1.4 0.2 Setosa\n", "1 4.9 3.0 1.4 0.2 Setosa\n", "2 4.7 3.2 1.3 0.2 Setosa\n", "3 4.6 3.1 1.5 0.2 Setosa\n", "4 5.0 3.6 1.4 0.2 Setosa" ] }, "execution_count": 3, "metadata": { }, "output_type": "execute_result" } ], "source": [ "iris.head()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
sepal.lengthsepal.widthpetal.lengthpetal.widthvariety
1456.73.05.22.3Virginica
1466.32.55.01.9Virginica
1476.53.05.22.0Virginica
1486.23.45.42.3Virginica
1495.93.05.11.8Virginica
\n", "
" ], "text/plain": [ " sepal.length sepal.width petal.length petal.width variety\n", "145 6.7 3.0 5.2 2.3 Virginica\n", "146 6.3 2.5 5.0 1.9 Virginica\n", "147 6.5 3.0 5.2 2.0 Virginica\n", "148 6.2 3.4 5.4 2.3 Virginica\n", "149 5.9 3.0 5.1 1.8 Virginica" ] }, "execution_count": 4, "metadata": { }, "output_type": "execute_result" } ], "source": [ "iris.tail()" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "It is difficult to see the specific data distribution from the table, so let's first consider drawing histogram and scatter diagram (spearl.length and spearl.width): " ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "execution_count": 6, "metadata": { "image/png": { "height": 426, "width": 709 }, "needs_background": "light" }, "output_type": "execute_result" } ], "source": [ "iris.hist()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "execution_count": 21, "metadata": { "image/png": { "height": 411, "width": 697 }, "needs_background": "light" }, "output_type": "execute_result" } ], "source": [ "iris.plot()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "## Visualization" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "### Scatter diagram" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "execution_count": 8, "metadata": { "image/png": { "height": 425, "width": 720 }, "needs_background": "light" }, "output_type": "execute_result" } ], "source": [ "iris.plot(kind=\"scatter\", x=\"sepal.length\", y=\"sepal.width\") \n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "We also can use seaborn drawing scatter diagram and histogram together, jointplot is the most commonly used tool for correlation analysis. " ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "execution_count": 10, "metadata": { "image/png": { "height": 423, "width": 424 }, "needs_background": "light" }, "output_type": "execute_result" } ], "source": [ "sns.jointplot(x=\"sepal.length\", y=\"sepal.width\", data=iris) \n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "Even we can add regression lines to the graph by apply kind = ‘reg’ " ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "execution_count": 12, "metadata": { "image/png": { "height": 423, "width": 424 }, "needs_background": "light" }, "output_type": "execute_result" } ], "source": [ "sns.jointplot(x=\"sepal.length\", y=\"sepal.width\", kind = 'reg',data=iris) \n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "Seaborn's FacetGrid can be used to color the scatter plot to better distinguish the data like:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "execution_count": 15, "metadata": { "image/png": { "height": 351, "width": 431 }, "needs_background": "light" }, "output_type": "execute_result" } ], "source": [ "sns.FacetGrid(iris, hue=\"variety\", height=5).map(plt.scatter, \"sepal.length\", \"sepal.width\").add_legend() \n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "### Boxplot" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "If we want to compare a feature in the data, we can consider using a boxplot. For example, in project 1, the best way to compare response times (rt) under different conditions is to use boxplot. " ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "execution_count": 17, "metadata": { "image/png": { "height": 413, "width": 706 }, "needs_background": "light" }, "output_type": "execute_result" } ], "source": [ "iris.plot(kind = 'box',subplots = True,layout=(2,2)) \n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "We can using seaborn make above figures looks better " ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "execution_count": 22, "metadata": { "image/png": { "height": 424, "width": 710 }, "needs_background": "light" }, "output_type": "execute_result" } ], "source": [ "sns.boxplot(x=\"variety\", y=\"petal.length\", data=iris)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "Seaborn also has Violin plots, Violin plots are used to show the distribution of data and its probability density. This chart combines the features of box and density charts. " ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "execution_count": 23, "metadata": { "image/png": { "height": 424, "width": 710 }, "needs_background": "light" }, "output_type": "execute_result" } ], "source": [ "sns.violinplot(x=\"variety\", y=\"petal.length\", data=iris) \n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "### Pairplot" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "If we want to know the relationship between two variables, above methods do not seem to work. pairplot () method is used in SNS to compare the relationship between two variables. " ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "execution_count": 25, "metadata": { "image/png": { "height": 708, "width": 709 }, "needs_background": "light" }, "output_type": "execute_result" } ], "source": [ "sns.pairplot(iris) \n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "The histogram (distribution diagram) of each attribute can be seen on the diagonal, and the correlation diagram between two different attributes on the side. From the figure, we can find that there is a relatively obvious correlation between petal length and petal width. " ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "Color can be added by using ‘Hue’ , kind = 'reg' to add a regression line " ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "execution_count": 27, "metadata": { "image/png": { "height": 708, "width": 800 }, "needs_background": "light" }, "output_type": "execute_result" } ], "source": [ "sns.pairplot(iris,kind = 'reg', hue='variety') \n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "By using ‘vars’ we can focus on specific two variables:" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "execution_count": 29, "metadata": { "image/png": { "height": 356, "width": 444 }, "needs_background": "light" }, "output_type": "execute_result" } ], "source": [ "sns.pairplot(iris,kind='reg',hue='variety' ,vars=['petal.length','petal.width']) \n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "### Heat Map" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "We also learned heat map to represent data " ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "\n", "```{note}\n", "Our iris data format not fit the heatmap, So we need reformat and reload\n", "```\n" ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "collapsed": false }, "outputs": [ ], "source": [ "iris = pd.read_csv(\"Iris2.csv\")" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "execution_count": 43, "metadata": { "image/png": { "height": 417, "width": 650 }, "needs_background": "light" }, "output_type": "execute_result" } ], "source": [ "f = iris.drop(\"Id\", axis=1).corr()\n", "sns.heatmap(f, annot=True)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "This is known as Pearson's Petal correlation, with light colors, as in petal length versus petal width, with a correlation of 0.96, this mean is a large flower. \n", "\n", " \n", "\n", "This image is helpful for data exploration. \n", "\n", " " ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "### 3D scatter plot " ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "Finally, we can integrate all data into a 3D scatter plot " ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "collapsed": false }, "outputs": [ ], "source": [ "# import 3D figures package\n", "from mpl_toolkits.mplot3d import Axes3D" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "execution_count": 41, "metadata": { "image/png": { "height": 446, "width": 469 }, "needs_background": "light" }, "output_type": "execute_result" } ], "source": [ "Y = iris['Species'].values\n", "X = iris.drop('Species',axis = 1).values\n", "\n", "fig = plt.figure(figsize = (6,6))\n", "ax1 = Axes3D(fig)\n", "\n", "for lab,color,category in zip(['Iris-setosa', 'Iris-versicolor', 'Iris-virginica'],['red','green','blue'],['Iris-setosa', 'Iris-versicolor', 'Iris-virginica']):\n", " ax1.scatter3D(X[Y == lab,0],X[Y == lab,1],X[Y == lab,2],label = category,c = color)\n", "\n", "ax1.set_xlabel('petal length')\n", "ax1.set_ylabel('petal width')\n", "ax1.set_zlabel('calyx length')\n", "ax1.legend(loc = 'lower right')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "## References" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "[1] [Seaborn: statistical data visualization](https://seaborn.pydata.org)\n", "
\n", "[2] [Iris flower data set](https://gist.github.com/netj/8836201)\n", "
\n", "[3] [PCA of the Iris Dataset](https://scikit-learn.org/stable/auto_examples/datasets/plot_iris_dataset.html)" ] }, { "cell_type": "code", "execution_count": 0, "metadata": { "collapsed": false }, "outputs": [ ], "source": [ ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (system-wide)", "language": "python", "metadata": { "cocalc": { "description": "Python 3 programming language", "priority": 100, "url": "https://www.python.org/" } }, "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": "3.8.5" } }, "nbformat": 4, "nbformat_minor": 4 }