{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# PairGrid" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2016-06-26T15:49:11.577957", "start_time": "2016-06-26T15:49:09.286931" }, "collapsed": true }, "outputs": [], "source": [ "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import scipy as sp\n", "\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2016-06-26T15:49:15.806211", "start_time": "2016-06-26T15:49:11.580854" }, "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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3R3bJWM2FdPUcxRnX3rhgwnpnzNu+r1yftj0WGuJQ3MfTb+2aW3dM3PuEPbnq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\nAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "iris = sns.load_dataset(\"iris\")\n", "g = sns.PairGrid(iris, hue=\"species\")\n", "g.map_offdiag(plt.scatter)\n", "g.map_diag(plt.hist)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2016-06-26T15:49:27.439698", "start_time": "2016-06-26T15:49:15.808855" }, "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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T119/lSeffDJuPx0yZEjO9tN4/XDhwoVp98P8/HzOOutcgsEgw4b9iU8+mVFZ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\nqvpOSHtv4D6c0oPDA082kibenORTj9idli1bWl6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Up3EbbwiN3/POO6/q9brG74QJY/H5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Y/j1ErAFVb5tXzog1eKpUyZtZlfPBskq+rQ8GMReQMYERogg8tHrhaRLrilqYcAd3jVF+NPNiHK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\nBF/HBeMLkh4H3ocLzNdx4TYReAQbG1sBS9uQ7hkpH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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "def heatmap4grid(x, y, **kwargs):\n", " df = pd.concat([x, y], axis=1)\n", " df[\"dummy\"] = 1\n", " pivoted = df.pivot_table(index=x.name, columns=y.name, values=\"dummy\", aggfunc=len)\n", " sns.heatmap(pivoted)\n", "\n", "def plot_corr(x, y, **kwargs):\n", " \"\"\"\n", " http://stackoverflow.com/questions/30942577/seaborn-correlation-coefficient-on-pairgrid\n", " \"\"\"\n", " r, _ = sp.stats.pearsonr(x, y)\n", " ax = plt.gca()\n", " ax.annotate(\"corr = {:.3f}\".format(r), xy=(.1, .5), fontsize=24)\n", " \n", "g = sns.PairGrid(iris)\n", "g.map_lower(heatmap4grid)\n", "g.map_diag(sns.distplot, kde=False)\n", "g.map_upper(plot_corr)\n" ] } ], "metadata": { "hide_input": false, "kernelspec": { "display_name": "Python [default]", "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": "3.5.2" }, "toc": { "toc_cell": false, "toc_number_sections": true, "toc_threshold": 6, "toc_window_display": false } }, "nbformat": 4, "nbformat_minor": 0 }