{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Seaborn" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Seaborn is a library for making attractive and informative statistical graphics in Python. It is built on top of matplotlib and tightly integrated with the PyData stack, including support for numpy and pandas data structures and statistical routines from scipy and statsmodels.\n", "\n", "Library documentation: http://stanford.edu/~mwaskom/software/seaborn/" ] }, { "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 sb\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Themes" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# global config settings to control things like style, font size, color palette etc.\n", "sb.set(context=\"notebook\", style=\"darkgrid\", palette=\"dark\")" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": [ 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] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# several distribution plot examples\n", "sb.set(style=\"white\", palette=\"muted\")\n", "f, axes = plt.subplots(2, 2, figsize=(7, 7), sharex=True)\n", "sb.despine(left=True)\n", "\n", "rs = np.random.RandomState(10)\n", "\n", "b, g, r, p = sb.color_palette(\"muted\", 4)\n", "\n", "d = rs.normal(size=100)\n", "\n", "sb.distplot(d, kde=False, color=b, ax=axes[0, 0])\n", "sb.distplot(d, hist=False, rug=True, color=r, ax=axes[0, 1])\n", "sb.distplot(d, hist=False, color=g, kde_kws={\"shade\": True}, ax=axes[1, 0])\n", "sb.distplot(d, color=p, ax=axes[1, 1])\n", "\n", "plt.setp(axes, yticks=[])\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": [ 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"pygments_lexer": "ipython2", "version": "2.7.9" } }, "nbformat": 4, "nbformat_minor": 0 }