{ "metadata": { "name": "", "signature": "sha256:84c9d33a57e97a2ec931d521c208500fe446a370c5b322061e4b303b68e71b50" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Make Pretty Time Series Plots With Seaborne\n", "\n", "- **Author:** [Chris Albon](http://www.chrisalbon.com/), [@ChrisAlbon](https://twitter.com/chrisalbon)\n", "- **Date:** -\n", "- **Repo:** [Python 3 code snippets for data science](https://github.com/chrisalbon/code_py)\n", "- **Note:**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Preliminaries" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import pandas as pd\n", "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "code", "collapsed": false, "input": [ "data = {'date': [2001, 2002, 2003, 2004, 2005, 2006, 2007, 2008, 2009, 2010], \n", " 'deaths_regiment_1': [34, 43, 14, 15, 15, 14, 31, 25, 62, 41],\n", " 'deaths_regiment_2': [52, 66, 78, 15, 15, 5, 25, 25, 86, 1],\n", " 'deaths_regiment_3': [13, 73, 82, 58, 52, 87, 26, 5, 56, 75],\n", " 'deaths_regiment_4': [44, 75, 26, 15, 15, 14, 54, 25, 24, 72],\n", " 'deaths_regiment_5': [25, 24, 25, 15, 57, 68, 21, 27, 62, 5],\n", " 'deaths_regiment_6': [84, 84, 26, 15, 15, 14, 26, 25, 62, 24],\n", " 'deaths_regiment_7': [46, 57, 26, 15, 15, 14, 26, 25, 62, 41]}\n", "df = pd.DataFrame(data, columns = ['date', 'battle_deaths', 'deaths_regiment_1', 'deaths_regiment_2',\n", " 'deaths_regiment_3', 'deaths_regiment_4', 'deaths_regiment_5',\n", " 'deaths_regiment_6', 'deaths_regiment_7'])\n", "df = df.set_index(df.date)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Set the color of a plot" ] }, { "cell_type": "code", "collapsed": false, "input": [ "sns.tsplot([df.deaths_regiment_1, df.deaths_regiment_2, df.deaths_regiment_3, df.deaths_regiment_4,\n", " df.deaths_regiment_5, df.deaths_regiment_6, df.deaths_regiment_7])" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 3, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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BTM1lsZQS7+3biFFDRwdgRdXxq9sL8LplvHlqXOjalskxPCBuJqzskiQmC37t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\nXJjgpd3vs+dwN7/16O2Lfo6JqSIHjvXy1sk+iiWbxvpyEY1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"text": [ "" ] } ], "prompt_number": 3 }, { "cell_type": "code", "collapsed": false, "input": [ "custom_style = {'axes.axisbelow': True,\n", " 'axes.edgecolor': '#FFFFFF',\n", " 'axes.facecolor': '#F4F4F4',\n", " 'axes.grid': False,\n", " 'axes.labelcolor': '0',\n", " 'axes.linewidth': 0,\n", " 'font.family': ['sans-serif'],\n", " 'font.sans-serif': ['Arial',\n", " 'Liberation Sans',\n", " 'Bitstream Vera Sans',\n", " 'sans-serif'],\n", " 'grid.color': '0',\n", " 'grid.linestyle': '-',\n", " 'image.cmap': 'Greys',\n", " 'legend.frameon': False,\n", " 'legend.numpoints': 0,\n", " 'legend.scatterpoints': 0,\n", " 'lines.solid_capstyle': 'round',\n", " 'text.color': '0',\n", " 'xtick.color': '0',\n", " 'xtick.direction': 'out',\n", " 'xtick.major.size': '0',\n", " 'xtick.minor.size': '0',\n", " 'ytick.color': '0',\n", " 'ytick.direction': 'out',\n", " 'ytick.major.size': '0',\n", " 'ytick.minor.size': '0'}\n", "\n", "sns.set_context(\"notebook\", font_scale=1.1)\n", "sns.set_style(custom_style)\n", "\n", "plt.subplot()\n", "sns.tsplot([df.deaths_regiment_1, df.deaths_regiment_2, df.deaths_regiment_3, \n", " df.deaths_regiment_4, df.deaths_regiment_5, df.deaths_regiment_6, \n", " df.deaths_regiment_7], color=\"#34495e\")\n", "plt.title('Histogram of IQ')\n", "plt.xlabel('Time')\n", "plt.ylabel('Deaths')\n", "plt.annotate('Battle of Two Bridges', xy=(4, 26), xytext=(5, 40),\n", " arrowprops=dict(facecolor='indianred', shrink=0.05, headwidth=20, \n", " frac=.2, width=7))" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 17, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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Umwn1CY9QyqIpDUqsjvoAXtvYbLTbmM/fwYuvHSEnO4uHt67tdf/yB+ZTWlzEkVNv0m6g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\nAWhtEjJjU8wHID83m//1qXtZs2IJNfVNfPuHv+bIsZNRtWkogw6Pl/O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