{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "___\n", "\n", " \n", "___" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "# Categorical Data Plots\n", "\n", "Now let's discuss using seaborn to plot categorical data! There are a few main plot types for this:\n", "\n", "* factorplot\n", "* boxplot\n", "* violinplot\n", "* stripplot\n", "* swarmplot\n", "* barplot\n", "* countplot\n", "\n", "Let's go through examples of each!" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import seaborn as sns\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "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": 6, "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": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.barplot(x='sex',y='total_bill',data=tips)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import numpy as np" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can change the estimator object to your own function, that converts a vector to a scalar:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "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": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "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": "code", "execution_count": 22, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.boxplot(x=\"day\", y=\"total_bill\", data=tips,palette='rainbow')" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "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": 26, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "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": { "collapsed": false }, "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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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.violinplot(x=\"day\", y=\"total_bill\", data=tips,palette='rainbow')" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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xAVQ3QS+cPHlizgtCtv0Dg8WJBE4BLS3m1xMyejEY0VkZ0QUh9foSk0tW0PeB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\nJwJtSxBc12XJ0mVccJ0JS0OmA8Ly5cEGBPC+T8uy4fLxyd/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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.violinplot(x=\"day\", y=\"total_bill\", data=tips,hue='sex',palette='Set1')" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Kt619VCdyZQpBCBDNZW2I4jTf8LYHiBMuI/+RpJPTThtcRie6OQWtU1PjqTOyCJeRoC2a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\nQ4YMwylJ5AS442y7UVXI24N0cCUmyc2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"text/plain": [ "" ] }, "metadata": {}, "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": 38, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.stripplot(x=\"day\", y=\"total_bill\", data=tips)" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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NT5K3lJYRPWEivfV1gz5na5JSDWc7e0qnMdrA2IJkr6mbZ2i0MG32WGbMzx3N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\nI+RygeWsDZXPKKloo/Wsmj4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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.stripplot(x=\"day\", y=\"total_bill\", data=tips,jitter=True)" ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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He1J4btRU5rcbjk2yr4ORbx8JwIi2tZ3mYQ+4JowAb9HbvxS5Tz8sf67Gsn4T\nltnfIlWv4eqQrlhJhnqmA/OBm4CtiqLcBWwr06jcjPb2GxhLFwNwXPbjlRWnSTPb5/fe3qEuo7qE\nuzK8Cs1Ytwb9j98cx/qfS5H69MM0aIgLo6rY3lp6kMNxaeBVnSPthqO1bMPd3SKRO3UBoFujGky/\nzYuNR85xNiUbswkOn02jcZh7zUpxN/qRw+g/fAc2G/JtdyC3LJe9qMpESXr8K4GBqqqmAu2BUcCL\nZRqVm9H/2ej4/qe2w0gz563WW7gjhvMZOa4Iq1IwTp4o2FhYm1AiCWnZ9qSfz2bPmugrlqNvXO9o\ni6juwz9HE9l4JIEle87yzM97OHjGPRYeuSMjLg7bvXeh/7oQ/Y/fsN1/N8axo64O64oVmfgVRamn\nKEo4sAGom/t9dSAZe3G1KkNq1MTxfYqX82o4TTdIyxZDE1dK7tELzPk+eMoyUs/eLounogvwtuDr\n6VzipObx/eg/zcf26Di0338FYFd0MrHJWY5rNN1g5f6LizoIF+hrVjlPl83JQVtecdNgcT3+14B1\nQGNgfe7364DlVLHEb37+RWjQAIA+Z/c5nVPC/KgXVPHm8boLqWEjzB99gtS5C1LHzpg/mIHc9BpX\nh1VhWUwykdXzfh9DU+IZvSVvcbz+8wIAvD0K1r8qrE2wk6pXL6StEo7xq6o6BkBRlOdUVZ1afiG5\nH6lhIzx+WYwRH8+g4GD8jyex6VgCNQO9uLG1mFlyteSu3ZG7dnd1GBWWkZ6O9tpL6KtXQt16BLW/\nHYIa4Z2dwYc/vYSHke8Tqa99HL957QA6RASx7eR5AIJ9LFzfWpS+uOB8Rg4HYlNpUMOXmoFeSL36\nIHXpivHvPwBILVoiXz/cxVFeuSJLNlygKIov8DLQD/s/FKuBl1RVTS/78NynZIMguKv8C7UAMr39\nGHP7O+SYPRi1ZSEjdv9pP+HlhfmTz5HbdQDAMAx2x6SQmmWlfXiQ6PHn2n7yPG8tPYhVM5AMg7FR\n6xnSwB/T/Q9iqAfAZkNq087tVztfUcmGfD4GMoAx2FfujgU+xV4LShAEFzN27XQ69s5M467Yrcyp\n25U1A0fR8f47iEg7w+kmrfnpRA4ZSw4yuHkYHSKDaF230m6HccW+/TcKq2bvbxqSxA81O9Dv86fw\nSEnB/NwLLo6udJQk8bdXVbV1vuNHFUXZX1YBCYJweaS27Qpsrj5s+RyG3pqJ52MvA5CWZePZ73Y4\nJiJsOZ5rcVG4AAAgAElEQVTIWyOa07KOSPwXS82yOh1nWrzQZBP6yr+giMR/Li2bX3eeJjE9hz5K\nCJ3qu3eNrpJM55QVRXGUosz9vspMYzGiTmKb/i626e8WPvVQEFzMNO4R5KHXw0VDD9KvCzFSkgHY\nEZXkNPvMADYcPleeYVYYA2o7V9HtfmwrnloO1KnDqfOZZFmdV0RbrTae/2Uvi3bFsvFIAm8sOcjm\n44m4s5L0+KdhX7i1CPtQz/XA22UalZswzp7Fetftjvoc+i8Lsfz8O1JYTRdHJgh5JB9fzG9NxXri\nBMa+PXknDMNRi6G6n0eB+0JEmfBC3d45gqA5z7EnpBH1E6IYum8VBhB/4jTfvvEFu5p25vG+Dbn2\nxA5s701hrzmYM4OfcnqN1Qfj6OzGvf6S9PivB24EjuV+3QTcVZZBuQv9rz+dijKRlopewrm7UYkZ\nHIhNQRdFUIRyIt99r1OvXx4+AtLSMGJiaF47gH5NQxznhqQdZfib48i5tj22117CyM52QcTuSQ4I\nYMCIXkzY9B3D967AZOhIQGjSWZ5c8xlBcaf4ZtkubC88C2fOUC21YO8+2KfgP7TupLgduH4FWgO1\ngbbkbbP4LBBV9qG5Af9ClrD7XnpZ+wcrD7PqYDwAEcE+TB7RXNRCEcpeaqq9gmRGOlLXbujJSehD\nBwIgD76OCW9N5db2dclMSiF89BOOBUn6rz8jhdXENO4RV0bvVuThIzBOnkRfvAiSzjvaTYZBi9MH\niU0Ps5fABuomn2HIvlUsa94PgFB/T0a0q1Po67qL4oZ67gGCgQ+xb5l4gQ04W5ZBuQt50BD0uT9g\nqAcBkJooyEOuK/aeg2dSHUkf4GRiBkv2nOHOTmKbO6Hs6EcOo735quPYWL/O+fyfS5EHDKJOvwHo\nJw5gS3Mu66Dv3IGYzJnH9sIzGKtWFnruePVwPBs1gDXekGWvePrAprlc1yGS5EHDaVbLH4upJIMp\nrlPcAq4UIAW4ofzCcS+Stw/m7+djbPobDAOpa3ckS/E994S0gnV7CmsThNJk7N196Wui7R/UpcZN\nwMcHMvKqy0qtWhd1W5VjnIsvkPQNQPPwZHXn66nTswt3XxuOudEHaNPewYiPR75uGBF333HJ/OAu\nSvJwt0qTLJbLqh3TNrwagd5mkjPtMygkoFeTiru0W6gY5Dbt0CTJubB+/mOzGbmXfTdVyc8P85Rp\n2N6ZDGdikQcOxjRmrAuidk/63xsLtEmA2dubgcc3M/hkHUy97kPq1gO5W4/yD7AUXHLlrqu508pd\nfcc2+1xeXUdq0w65d18kL68C18Wcz+SXnTGkZdsY2CyM9hHF780r5DmbksXxcxlcU8ufQPFc5LJo\ni35Dm/WxfXey2+5EbtsO7btvQJYwjb4XuUtXDF0HSXL7VaeupO/Yhm3M3cVeIw8agnnqtHKK6MoU\nt3JXJP4S0levxDZxgnOPqlYtLN/MRQoNdV1glciyvWf4dN0xdAM8zDIvXteUtuH2JSRGerp9yC0k\nFLl1GxdH6t7Ssmx4WmSncWbDMNCmv4P+03zw9MQ0/lFMd1SJyXlXxHrfKIydxewwK8tY1v6DFBBQ\nfkFdpuISv3s/gXAj2oJ5Bfeni41FWzDXNQFVMjZN55tNJx17webYdL79176punHyBNZhg7A9/QS2\ne0Zie6lyLJsvbRk5Gq/9cYA7v9zC6NlbWb4vbw6GvmwJ+nffQFYWJCejTXkLPXfSglCQ+f0ZUCOk\n6As8PcHDA/3gAbTff8WIiSm/4EqBSPwl5e1deHtKSuHtwmWxagaZOc4rIlNyn5No38yB83lzpfU/\nfsM4eqRc46sIftkZ46i2mZ6jMWvdMcfEgotLOgDk7NpVrvFVJFK1alh++g3Ts88j330fXFSC2fTg\nw+hzv8d2x81or/wP6w1D0NeudlG0l0883C0h05gHsP37j/OG1WYz8g0jXBdUJeLtYaJbo+psOJzg\naOt/jX0I7ULZgfyMlBTEKLWzE+ec94DWdIOoxAyq+3mgt2kPc793nNORWGKqxc3lHWQFIgUFYRpp\nr0VpPPk0xmEV48gRpCYKUr1wrL275l1ss6F9OhO5d1/XBHuZROIvIbllayx//Im+bCn6wf1Ivn7I\nN4xAbt7C1aFVGk/0a0yjED+OxqfTpl6gI/GbbroF26oVjqE2qVFjJDHOX0Db8ECnGjE+ORk0TjgB\n4W041a4769vfyJD9q8k2e7Kg3XDOGkEi8RfB0DS0D6eh//YLBFbDPOEp5P4DoUlT9MOH0Ca/bh82\ny39PerlUqi8V4uHuJRiahvH3Royk88i9eiMFVrv0TUKp07dtRV+2GCkkFPmOu5Cqif8PF9NORTP3\npRmsa9SFoIxkRm37hWta1Mcy7UOybRr3ztnuVKjthta1eKBHfRdG7L60hfPR3nwtr8FsxrJkBega\n1puHO62BuMA08TlMo+8pxyiLd7X1+Ks022PjMXI3W9eCgrB8OxepXriLo6r89IP70T7+AOLikIcM\nRb7vAcwdOro6LLdlGAabo1IwJInH1s+h6dncZyCN7LtqeZpNTBrchFnrjnMmJYtrGwQzsrP4PS5M\nZo7GxgNx6I270uXEdryt2WCzYezdjXE6pkDSl1q0xDRmLHLf/i6K+PKJHn8x9J07sN03yqlNHjka\n87PPl+h+Iz0dyde3LEKr1IysLKxD+sH5fDVSXngZ0213uDAq9/bZ+mMs3n3GcTx0zwrSvP0I69qJ\nG67vImpFlVBGjo2nFuwmJsk+jBOWEsc7v72Jn5aNZfFy9B3b0P43yfmmgADw8ASTjGnELcgPPewW\n6yRc1uNXFMUMfAVEAh7AW8B+4GtAB/aqquq+laHyP8gtru0i+pHDaJOexjhyGL1hY0yT38GiKGUQ\nYOVk7NntlPQB9A3rROIvQpZV49CazTy9cymetmz+uqYXS1oOsJ+Mg22L9vPBba0g6iQEV8fY/R/a\njA8xkpIwjbgZeew4t0hU7mDD4QRH0gc4GxDKhjb9GHZDN6RatZFatS14U76ZfdqnM6FWbUxuPumj\nrKdzjgLOqaraExgMzACmAy+oqtoL+yYvblsLSOrYCalBw7wGiwX5plsueZ/26osYRw4DIB89zNHH\nJ/LP0YRL3CVcIEVEgtm5T+L0/0FwMAwD7cNpvPzHO1x7YjvtTu3l2RWf0Cz2kOOaxJOnSb9hGNYb\nrsPapxu2xx/GOLAfYk+jffIx+h+/u/BP4F6sml6gzRg/AdNQ+8bqUs0wqFb8Snxj86Yyia00lXXi\nXwC8lPu9CXtlz3aqqm7IbVsGuO3AmGSxYP76e0xPTES+Zwzm7+cjt2zldM3ppExWHogjOjFv3M84\neMDpmvC4k3yw8kiBeepC4aTQUEzPPO9YOyG174BpzAMujso96YsXYfn+a7xtefX0ZQy6HN/mOH58\n3Zd4RB23H9hsoDn/Hhpb/i2XWCuCHo1rEOSZlxareVucam1JFg/Mr70JxUwukK5pVqYxloYyHepR\nVTUDQFEUf+An4H/Ae/kuSQXcetNPKSAQ0733F3purRrP+ysPO1abPty7AUNa1ETq1MXxQBhgT52m\nZFo14lKziKguxvxLwnT7ncjDb4CUVKSwMFeH47aM7VsLbU/x8nd83zzuaLGvISnXlGpMFZnvB1N5\nd9Fi1jTuhhEWxoCn7iPI13lTFSk8AvOPCzEO7EN7+QW4MI1TkuwTEW4f6YLIL0+Zz+pRFKUe8Asw\nQ1XVeYqivJPvtD+QVNz9QUE+mM3uWSl87g87HUkf4Ps/d9N/3HB87ryDozngtXcXB8Ma8UW3u6gZ\n6EXbJmGYZDGWWnL+gEj6xUnv3IGk335xajtaPZwBB9bS6NwJlOlvYZlrwbA6lwaXAgIw0tPxvmE4\nQY+MRfIU2zDm7N5N/PwfCQJu2m3fac+/VTABTz0JgJ6cTMLoe7Bu3w4mE37jx+G/5V+yN2/GXL8+\npnr1kIta4e9myvrhbhiwHHhEVdU1uc07FUXpqarqemAIUOw65/PnC86XdRdpmVan4yyzBT0tjfQv\nviRs+gy+93ieTccSqR/ozZhuESQmpBXxSoJwZYwBw9i3aD1NNq8k0+zBsub9WND+BiaumkXX49sx\nZ6ah33U3xuezHPfI19+A6eXXwWZF8/bhXEoOIPaM0A8U/GSUfuQ42fGpAGifzkLbvt1+QtNImzGT\nrN4DkdvlruBNs0FaanmFe0khIf5FnivrHv/zQDXgJUVRXsa+n8EE4GNFUSzAAWBhGcdQqmyajjm3\n6uGQSF/mH8wrJzDwwHpSvPxZ3aQbOZuOc92DHbi/u1ggI5QdyWzm8P1P8eo1IzAkCUOy/27WTIlD\natXGPse8RUv785JjR5E6dUEeej2SLEMF2TSkvEidutjH7pPyBiHkQUMc3xunogveFB0FjRqXR3il\nSszjL6GDsal8uPoIp85n0qpuIBMHNCbg5x9Z99taDtRsTOP443Q6sYOJN71KvL/9YZCPNZMPBkdS\n6xoxI0UoOxk5Nl5ffJB9p1OQJbheO819odnIw2+ErGxs4x+wbx8qy8j3jsH8+FOuDtlt6UcOo73/\nHmRnYRo52mlRlr56Jban8u1CGxCAZelKJL9L78PtCqIe/1XSDYOx3+4gLjVv5kSPyECeXPEJxro1\njrZ1jbrwUW/n2Sc3pKho3Xrh7WFiaMuaVPcTY6lC2Th1PhNfs0TA36sxDh5A6tARbcaHcNEsM8uv\ni9EP7EdftgQpLAzTmLFItd17c/DyYCQlEf/ooySdjiMi8ZR9A/qx4zDdcpvjGu2P3+31e4KCMD3w\nEHJT930wLko2XKXkDKtT0gc4pEY7JX0AS0jBLRaTzySwdo99ReUaNZ5Zd7XFy+KeD6uFiq1ukDe2\nt99Em/+jveHr2YVepy36FX2O/ZyBvSdr/m4ecp265RSpe/rhh1X81OkhdNlEZEIULy97n8A3X8XY\nvxcjOhosFkz33Y9l9jeuDvWqiXr8JVDNx0Kdas5P65ud3ON8Ub1wrv3gTeqn5i2br56WSJpH3n3n\n0nIc9dIFoTTpf28gZ/gQ9AtJv7hr/71ogVFiIrahA7H977kyis79xSZnsUCviS7bO2UnqofzW6vB\nAOi/LMTYuhnjn43YHn6w8LH+CkYk/hKQJIlJg5vQvHYAvh4metSvxr3//eZ8TXg4np4evDumGxNt\nB3ns3BbuDEhlW6TzEm8vN52aKlRcRmoqtmeetJdkKIkidovSl/yBvmZVKUZWccSlZGFcVLbibO6z\nuuVKT+J8g8kye4DViu2lF7C9OwWjpD9vNyQS/yUY5+Kxjh9L7QGdeGPeS/zY3Y9nhzYjcOyDIOf+\n+AIDMT1sf+jjGRZG7yfGMPDVJ+h0z814WZx/xDuiRI9fKF3GIbXQMsHIMpgKdjR0k4nT9ZoU+lr6\ntsIXhFV219QKINjHeZbTtcftUzfPBoTwyO1vs7pxN9I8fNB3bkf/4Vuso+/ASKyYpVhE4r8E7d0p\n9k2+DQPjkIrtuacwDAPT6HuwLF6O+ZMvsCxbWeiGLNV8LNg052fTq9X48gpdqCKkxk3Ay3koUurW\nA/OCX5Hati9w/cL63Xhs0LO8OmSivReb/74qurGQh1nmzRHN6VXbixaxKo+sm0OPY1vIMZnZEtkO\nXTbR79Df+OVk5O38lpzML9O+5dCZVOZtjeaJ+bt4Z7nKmeSs4t7KLYiHu5eg7/7PuSE62r7/a3B1\n+0yIkBCMf/5GO3YM4+hhJP8ATHeNRqpbD0mSCPC2kJietzimmrcHglCapIAAzO9Mx/buZDhzBnnw\nUEz/exnJywuee4G1b89iv1cNGp47wb5aTVnXqAsAe+pcw19NezF87wr76wwbjjz4Olf+UVyqXpAP\nT9/UDq2elV3T1/NP/fYsbt6f2MAwaqScw0MruMjtYJaJeb/vI8tqL+52ND6dY/EZzLqrjVtXPBWJ\n/xLktu3RYxcDkOATxEeDH+HAvEN4mmVqWAwmzX2VsLgox/UGoP+1DMvvy5D8/HigeyTTVxzGphtY\nTBJjukW46E/iPhLSsknJshEe7MPOqCRSsqx0igzGz0v8Ol4puWcvPHr2chwbJ46j7duL3rotP/S6\ni7jUwlfmnolsimSKR77vAUwVZL/YsmJYrWhvvYa+eBG+dRVmDHqceM0EGIzc/muBPZ5jAkLZGtEG\nzepc0TMmKZNTSZnUC/Ipt9gvl/ibdgmmZ57HyMzE2PQ3M697lL3VIkA3yMjRiMqB4z41CCPK+aaE\nBPS/N2AaNIQejWvQvHYAR+PTaBLmT2AV3xDj639O8OvO0+gGeFtMZFrtlSIDvc28d0sragZ6OV0f\nl5pNoLcZT/FQvMS0BfPQ3n4DDIMF7YcT13Z4kdd27dMeS7/x5Rid+9J/mof+2y/kmMwsCe/E+Wyd\nGllJXHtsK5mWgutv1jbphiabkSWcanZ5WWSq+7r3eh0xxn8JUlAQlvc/xuPfHewLjixw/sLH5otp\nL05CP7AfgGBfDzpGBlf5pH8yIYOfd5x2/CW5kPQBkjNtLN4d6zg+l5bNhPm7uP+b7dzz1TbWHRLP\nRi7FsOagLfoNbdpUx8b0/9V2LhHsac0mzKLTIv4oT63+jBYT78WafzVqFWbstU/R/r3lIDY26ITN\nbOGcX3VWNO1NryPOpattZgub6rcn0NvM2B71CQ+2P2PxtsiM79UAHw/37qiIHv9laFDDl0NxzoXW\nAjKLKMpktWJ74lE8lhdbg65KOZtS/EOvLFveR+bvNkVxLN5e7jY9R2PmmmN0igzG283/QrmKYRhY\n7x4JuZ2NCyITolHDGuGflcoTa76gTcx+Mi1eeFvz/l8Yq1ei79mF3LJ1eYftVqQOnWDpYobvWcGN\nu/9kdZPufNn1LrI8vDhePYJm544hDRyMZBh43TmK6UoLPA0bZrN9VX5schZBPh4V4ndUJP7LMHFg\nYyb9spfzGfaqnNXSk7h51xJ0JCSzGcnmXK2Ts2cKeZWqq2WdQAK8zKRk2QqcM8sSg5rllWCOuqgq\na6ZV40hcKn/sPoN6No0WtQN4sGf9Kv8p6gLbcxMLJH2A23f8zomm7em17XfaxNjP50/6DqnuU1XS\nVaTc8gueuQ9xBx1cx6HQBvwb2Z7IxGjk667H/MZkAAxdx+vdt9EXLsBqsWB64CFqjxnrstgvl0j8\nl6F2NW++HdORqIQMzr3+Ok3XL8Fs5A5XFPYAv2Gjco3P3Xl7mJg8ogULtp0iJctK14bVScu2kZpl\no48SQv0aeZvUdIoM5khcuuO4VqAXc7dEs+e0PUGtP3yOHE3nf9c1Lfc/h7sxEhMxVv5V8ETtOvj2\nGcCI439T9/SBgucvqBeO1LFT2QVYQVy8cx5Ay4TjdPfJxrdjewxNQ1+9Erlvf/S//kSf+4P9IqsV\n7aP3kTp2qjCfmkTivwLh1X2oeXwXGPm2sLNaoU9/WL/GvrVdeASWj2YV/SJVVER1H54ZVPjiofxu\n61AXTTfYdCyBOtW8GdUlnEd+dJ5auyu62D18qg5Dd4zpO0gScrcemH/4mo7F3HrozofYd+1gmsdl\n0qJO1Z5qLLfvgGYyOW1N2bd/O/QfvsM4Z3/GZFv6B6ZX3sA47ly7f2mzvqzceB7/w3sZ2bkeLeu4\n9caCojpnSUWfz+C3nafJyNEY3DyMFkt/RJs1w3Fe6tYDy8zPXBhh5ffY3P84kZA3BNSslj9Tb27p\nwojch+3FSeiLFzmOTc+9gPWLz5DzrSzVcZ7NkePrz923voPVbB8uu797JDe2qV1OEbsn/a8/0T77\nBCMzE7lvP/R5c+GiIVypVWtMY8dhe8w+G+pwjUhevH4SNpO9H+1plpl9T3uXD0OK6pxXKS3bxnM/\n7yU1d2z6nyMJvJWaTZMGDcFiQe7ZG9M9YxzXH4hNIT1Ho3XdQCwmMXGqtEzo14j3/jpETFIWEcE+\nPNJH7HNwgem1t5C698Q4dhS5Z2/kFi2xzXGuznnWvwZfdR/NkeB6NE6MxiIbjqQP8POOmCqf+OWB\ng5EH2ouz2T6cXiDpAxBYDSMtb5JH43MnmLD2S6b1GwdAtk1nT0wy3RsVrNbrLkTiL4HtJ887kj7Y\ne07ro9Jocsz+cU+6fSSSnx+GYfDWUpXNxxMB+7j01JtbEORTtT9Cl5ZGoX7Muqst6dmaWOx1Eclk\nwpS76tbQNIyMdMxjH0J763XHNZOHPEXz0we44b+lnPMN5ud2w5xfxC0+W7sRX9+CbZ6eyCNHoz37\npFNzl+PbqJaRRJJPNQAigt138RaIefwlElxI4g7OyBtf1pcvBWDv6RRH0gd7qdcle8TMntIkSZJI\n+sXQV/6FdVAfrF07oq9dg+nzOWQ9NpGT735Gy7jDjNv4HS1iVXof2cTLS6dh0vM6NDe1q9q9/Qv0\ng/vJuWkY+owPId8m9JLSFPOfqzBWrygwC0oCmsQdxcMsc3eXcOq5eeIXf4NKoGXdQHo2rsH6w+cA\niEyMZuCBdY7zUs1anEnJ4uTnXzNr1UI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"text/plain": [ "" ] }, "metadata": {}, "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": 43, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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uyaR+XASXdKrPptRjvPhbaa9auyLx4KA29G4TWkEJZmoq+rdfQVY28rDhyL0u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\nPN1+UsNGKJ9+ievVl6Bs2QZAkq35/5i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"text/plain": [ "" ] }, "metadata": {}, "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": 44, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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O2+Uj/Rxj/dPn5bN322k8bj8Go47rb46N3fkuJfGvIrRf7hJCif8u4H+APw9e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\n0jDQyGstbyWOQ9EQFpOF+YWx+qNPas8Rio5cJP3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ffQ+5a6Qwi5AevxDTVt9LWwhosRrQ\n0UCA7sceJeLxJLlVIhVI4Bdimgq2tRmO9XCYYHfXBGeLdCKBX4hpyrFokeHY4srBVlWdpNaIVCJj\n/EJMU/kbriM6NJSouVt02x2YrVO3eIj45MjOXSGEmIZk564QQogECfxCCJFmJPALIUSamfTJXaWU\nCfgZsAQYAv6HpmlHJrsdQgiRrpLR478ZsGmadgXwIPCTJLRBCCHSVjIC/5XAqwCapu0AViShDUII\nkbaSEfhzAPeo47BSSuYahBBikiQj4J4AXKPboGlaNAntEEKItJSMnbvbgRuAZ5RSq4D9pzv5dJsQ\nhBBCnLtkBP7ngA1Kqe3x4y8koQ1CCJG2Uj5lgxBCiE+WTKoKIUSakcAvhBBpRgK/EEKkGQn8QgiR\nZqQQyxkopX4ELAfKAAdwBFgIvKFp2j3JbNt0oZSqBvYBuwEToANvapr2D6PO+S3weU3Twslp5dSg\nlPoWcC1gBSLAA5qm7Zng3C8DD2uaFpnEJk4J5/I+TkUS+M9A07T7AZRS9wFK07RvK6XWAl9Jbsum\nnYOapl090Z1ykT0zpdR8YLOmaWvix4uBR4FLJ3jIt+P3S+Af5TzexylHAv/5q1VKvQSUAFs0Tft7\npdRbwFc0TTuslPoKUErsA/Mi0AO8rGnaj5LX5JRm2KgXv7j+X2AY+AXwfWIX3mAS2jZVuIGZSqkv\nAq9qmrZPKXW5Uuoq4DvE3mMncA9wFbFvsU8CtyarwSnqVO/jytP8fT8BtAJzgZ2apn01aS0/SzLG\nf/5swE3E/oC+foZzS4ANEvRPa4FS6k2l1FtKqTeBCmJZXNdqmvYbYsM/4jQ0TWsHNgNrgD8qpQ4B\nNwILgHvj36ieA+7QNO1hoAO4K1ntTVUTvI83MPFncB7wReByYJNSqmRSGnoBpMd//g7Ex5vDSqlT\njTuP7sF+LOOoZ2QY6on3+LUktmfKUUrNATyapn0pfryMWCbc+4F/VUp5gErgvfhDTIz5piVO+z62\njzpt9PvWpGmaP35uO5A1WW09X9LjP3+nuvoPATPi/192hnOF0akCUPQM9wujxcC/KaWs8eMmYBD4\nKfCnmqZ9kVjwOvleRpEYcCoTvY99QHn8tmWneiBT5HMqPf5P1r8ADymlWoDjo26XwH9mZ3qP5D08\nA03TnlNK1QG74r17M7He/lXAe0opL9DFSPB6F3gZmHBSPR2d5n0MAj87w9/3lPicSq4eIYRIM/I1\nTwgh0owEfiGESDMS+IUQIs1I4BdCiDQjgV8IIdKMBH4hhEgzEviFOEtKqUeUUp9PdjuEuFAS+IUQ\nIs3IBi4hTkMp9RPgemKpDszAL4Fa4BogH+gllt3yBuAaTdPujT/u74CApmn/lIx2C3E60uMXYgJK\nqduAJcB84A5iaXcziKWHXq1pWh3QDNwLPAVco5RyxB9+L/DY5LdaiDOTXD1CTGwd8KymaVGgVyn1\nChAG7o9Xr1LAKmLZGX3x+gy3KaU+jt/WmayGC3E60uMXYmI6xr+RMFAE/J5YFsangf9mJCPjI8R6\n+vcAv5q0VgpxjiTwCzGxN4A7lFKZSql8YCOxVMZvaZr2H0AD8GnAAqBp2nvE8t2vI3ZBECIlyVCP\nEBPQNO0FpdRlwAFi1aoOAnZgiVJqL7E0vXuBmlEPew7I1zQtNNntFeJsyaoeIT4hSikb8DrwF5qm\nfZTs9ggxERnqEeIToJQqI/atYLsEfZHqpMcvhBBpRnr8QgiRZiTwCyFEmpHAL4QQaUYCvxBCpBkJ\n/EIIkWYk8AshRJr5/2kMRvukiS3CAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.swarmplot(x=\"day\", y=\"total_bill\", data=tips)" ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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qKMHBqOf0R4msIKQSAL14UWYldBwV9xqLNm48St+z7EFMIxwvvFyv/9ZPxPEX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\n/dOPMQ6Y8tbyoCFBsWPLoSJW7MyludPBZb1SQio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"text/plain": [ "" ] }, "metadata": {}, "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": 61, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 61, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Nf38f+/btYd/+vbS2DC/lqgJNehLGvAy0OeloM5NRRUytJiBNgpmIjyzHeNsS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\nTzCkcO+iAp64tyQcZ1OXi5++UYaiwA9eOcyLX9kc0ecTqZC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mzZpDUdFM4uJu3FroV2ui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\nIiaShiAIghAxkTQEQRCEiP1//cpEKaxW6KUAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "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": 15, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.factorplot(x='sex',y='total_bill',data=tips,kind='bar')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Great Job!" ] } ], "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": "3.5.1" } }, "nbformat": 4, "nbformat_minor": 0 }