{ "cells": [ { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "# Categorical Data Plots" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import seaborn as sns\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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total_billtipsexsmokerdaytimesize
016.991.01FemaleNoSunDinner2
110.341.66MaleNoSunDinner3
221.013.50MaleNoSunDinner3
323.683.31MaleNoSunDinner2
424.593.61FemaleNoSunDinner4
\n", "
" ], "text/plain": [ " total_bill tip sex smoker day time size\n", "0 16.99 1.01 Female No Sun Dinner 2\n", "1 10.34 1.66 Male No Sun Dinner 3\n", "2 21.01 3.50 Male No Sun Dinner 3\n", "3 23.68 3.31 Male No Sun Dinner 2\n", "4 24.59 3.61 Female No Sun Dinner 4" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tips = sns.load_dataset('tips')\n", "tips.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Barplot and Countplot\n", "\n", "These very similar plots allow you to get aggregate data off a categorical feature in your data. **barplot** is a general plot that allows you to aggregate the categorical data based off some function, by default the mean." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Barplot " ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": 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uqo8D5wPPY/aRKv+QyWcfvAb4aPcwE2mH45m/NNpzmHyi2aPA/wFvArYA7+/6/xcBf5NkC/BG4Oiq2pzkOiZHm3z7QHVLs7LPX5IaZLePJDXI8JekBhn+ktQgw1+SGmT4S1KDDH9JapDhL0kN+n9vGzejIC5RcAAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.barplot(x='sex',y='total_bill',data=tips)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "__Note__\n", "\n", "You can change the estimator object to your own function, that converts a vector to a scalar:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# import numpy\n", "import numpy as np" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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8Avgu8AXg1m6XZcCdVfW8bv+1wCnAU6rqjtFXLM3Nnr80h6r6ryRPBZ4PnAdcy3ZmqkzyCOCJwH3A/oDhr0XJMX9pDkkeB9xXVR8GzgeezvZnqnw9088+eClwUfcwE2nRsecvze3JTD/R7EHgx8CrgS3Ae7vx/+XAu5NsAV4FHFNVm5N8junZJs8dqG5puxzzl6QGOewjSQ0y/CWpQYa/JDXI8JekBhn+ktQgw1+SGmT4S1KD/h8hhExTZlhJaAAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.barplot(x='sex',y='total_bill',data=tips,estimator=np.std)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Countplot\n", "\n", "This is essentially the same as barplot except the estimator is explicitly counting the number of occurrences. Which is why we only pass the x value" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "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": [ "sns.countplot(x='sex',data=tips)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Boxplot and Violinplot\n", "\n", "`boxplots` and `violinplots` are used to shown the distribution of categorical data. A box plot (or box-and-whisker plot) shows the distribution of quantitative data in a way that facilitates comparisons between variables or across levels of a categorical variable. The box shows the quartiles of the dataset while the whiskers extend to show the rest of the distribution, except for points that are determined to be “outliers” using a method that is a function of the inter-quartile range." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Boxplot" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.boxplot(x=\"day\", y=\"total_bill\", data=tips,palette='rainbow')" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Can do entire dataframe with orient='h'\n", "sns.boxplot(data=tips,palette='rainbow',orient='h')" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.boxplot(x=\"day\", y=\"total_bill\", hue=\"smoker\",data=tips, palette=\"coolwarm\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Violinplot\n", "A violin plot plays a similar role as a box and whisker plot. It shows the distribution of quantitative data across several levels of one (or more) categorical variables such that those distributions can be compared. Unlike a box plot, in which all of the plot components correspond to actual datapoints, the violin plot features a kernel density estimation of the underlying distribution." ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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U4sCBfQB4siJrnK0bzHgzBnLy5HFcLlcsTEsp1q9fDYBl5sQun0OSJMwzJ6Bp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\n8hCOALc2ez5VVdV1ocefA/OjPWB2dg4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2bW/brXTFtVtXOrpB990Y3cY2GHPPwtyUDcFJ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\niISUEEREBFBCEBGRkBKCiIgA8F+0coijIiq6VwAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.violinplot(x=\"day\", y=\"total_bill\", data=tips,palette='rainbow')" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "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": [ "sns.violinplot(x=\"day\", y=\"total_bill\", data=tips,hue='sex',palette='Set1')" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 13, "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": [ "sns.violinplot(x=\"day\", y=\"total_bill\", data=tips,hue='sex',split=True,palette='Set1')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Stripplot and Swarmplot\n", "The stripplot will draw a scatterplot where one variable is categorical. A strip plot can be drawn on its own, but it is also a good complement to a box or violin plot in cases where you want to show all observations along with some representation of the underlying distribution.\n", "\n", "The swarmplot is similar to stripplot(), but the points are adjusted (only along the categorical axis) so that they don’t overlap. This gives a better representation of the distribution of values, although it does not scale as well to large numbers of observations (both in terms of the ability to show all the points and in terms of the computation needed to arrange them)." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 14, "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": [ "sns.stripplot(x=\"day\", y=\"total_bill\", data=tips)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 15, "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": [ "sns.stripplot(x=\"day\", y=\"total_bill\", data=tips,jitter=True)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.stripplot(x=\"day\", y=\"total_bill\", data=tips,jitter=True,hue='sex',palette='Set1')" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.stripplot(x=\"day\", y=\"total_bill\", data=tips,jitter=True,hue='sex',palette='Set1',split=True)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 18, "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": [ "sns.swarmplot(x=\"day\", y=\"total_bill\", data=tips)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 23, "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": [ "sns.swarmplot(x=\"day\", y=\"total_bill\",hue='sex',data=tips, palette=\"Set1\", split=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Combining Categorical Plots" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.violinplot(x=\"tip\", y=\"day\", data=tips,palette='rainbow')\n", "sns.swarmplot(x=\"tip\", y=\"day\", data=tips,color='black',size=3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Factorplot\n", "\n", "factorplot is the most general form of a categorical plot. It can take in a **kind** parameter to adjust the plot type" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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TAJIcnOTn9mP7w4GvDvH9WeCRs6xzFXB2kh8d3uPIJD9xoIOvdAZ4Baqq26rqTbM8tRF4bZLPMPf/3byK6UMT1ya5YXisCTZck/ts4M+SfBbYCvz8frzEZUzvCd8IXAD82yzv8TngZcAVSa4FrgSOPdDZVzpPRZakJu4BS1ITAyxJTQywJDUxwJLUxABLUhMDLElNDLAkNTHAmgjDVeD+Jclnk1yf5JzZrgCW5PAkN+29klySi5P8Wvf8Wp28FoQmxXrgS1X1RIAkhwMfBM6qqp1JzgFeU1XPHb4w9qIkfwkcUVVv6xtbq5lnwmkiJPkZ4Arg74H3A18FPg7cMqxyELC9qs4c1t8EPBV4SFXdtvQTaxK4B6yJUFX/meRhwBOAVwMfYo4rgCW5F/BA4A7gCMAAaxQeA9ZESPJjwB1V9U7gdcAjmPsKYL/D9PWRnwm8Y7hgubTo3APWpHgw09/+cRfwf8ALgD3Am4bjwWuAv0iyB3g+cGpV7U7yUaav4vWKprm1inkMWJKaeAhCkpoYYElqYoAlqYkBlqQmBliSmhhgSWpigCWpyf8DkW4x0zC71GUAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.factorplot(x='sex',y='total_bill',data=tips,kind='bar')" ] } ], "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": "3.7.4" }, "latex_envs": { "LaTeX_envs_menu_present": true, "autoclose": false, "autocomplete": true, "bibliofile": "biblio.bib", "cite_by": "apalike", "current_citInitial": 1, "eqLabelWithNumbers": true, "eqNumInitial": 1, "hotkeys": { "equation": "Ctrl-E", "itemize": "Ctrl-I" }, "labels_anchors": false, "latex_user_defs": false, "report_style_numbering": false, "user_envs_cfg": false } }, "nbformat": 4, "nbformat_minor": 1 }