{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Inspired from [Henrik Lindberg's post](https://www.reddit.com/r/dataisbeautiful/comments/6m0wo7/peak_time_for_sports_and_leisure_oc/djy1i3h/) and his original [code](https://github.com/halhen/viz-pub/blob/master/sports-time-of-day/2_gen_chart.R) in R" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "run_control": { "frozen": false, "read_only": false } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] } ], "source": [ "%pylab inline\n", "import seaborn as sns\n", "import pandas as pd\n", "\n", "plt.rcParams['savefig.dpi'] = 100\n", "plt.rcParams['figure.dpi'] = 100\n", "\n", "sns.set_style('white')" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "run_control": { "frozen": false, "read_only": false } }, "outputs": [ { "data": { "text/html": [ "
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activitytimepp_peakp_smooth
0Using cardiovascular equipment24.0000000.0001060.0793160.079316
1Using cardiovascular equipment24.0833330.0000760.0570840.059767
2Using cardiovascular equipment24.1666670.0000570.0429000.046373
3Using cardiovascular equipment24.2500000.0000520.0391330.039216
4Using cardiovascular equipment24.3333330.0000470.0356140.027964
\n", "
" ], "text/plain": [ " activity time p p_peak p_smooth\n", "0 Using cardiovascular equipment 24.000000 0.000106 0.079316 0.079316\n", "1 Using cardiovascular equipment 24.083333 0.000076 0.057084 0.059767\n", "2 Using cardiovascular equipment 24.166667 0.000057 0.042900 0.046373\n", "3 Using cardiovascular equipment 24.250000 0.000052 0.039133 0.039216\n", "4 Using cardiovascular equipment 24.333333 0.000047 0.035614 0.027964" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Extracted from https://github.com/halhen/viz-pub/blob/master/sports-time-of-day/2_gen_chart.R#L33\n", "df_act = pd.read_csv('data/activity2.csv')\n", "df_act['time'] = df_act['time']/60.0 # In hours\n", "df_act.head()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "run_control": { "frozen": false, "read_only": false } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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gXSM4Pxr6ng8xoebynALYdwh+S4DkbMjIg2I3WAAs4OMFvnbTDNparuGzxWK+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du2bbjdboYNG9Zx35QpU3jsscc47bTTIjgyEZG+aW2BNX/9KF9Lkov0FZmD4NpT4KopezczFxER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\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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set_context('paper', font_scale=1.1)\n", "fig = plt.figure(figsize=(20,20))\n", "g = sns.FacetGrid(df_act, row='activity', size=0.5, aspect=20)\n", "g = (g.map(plt.fill, 'time', 'p_smooth', color='#2A7FFF', clip_on=False, alpha=1)).despine(left=True, bottom=True)\n", "g.set(yticks=[])\n", "g.set(yticklabels=[])\n", "g.set(title='')\n", "g.set(xlabel='')\n", "g.set(ylabel='')\n", "colors = ['#2A7FFF', '#5599FF']\n", "for index, ax in enumerate(g.axes.ravel()):\n", " ax.set_ylabel(g.row_names[index], rotation=0, labelpad=60)\n", " ax.patches[0].set_color(colors[index%2])\n", " ax.set_clip_on(False)\n", " \n", "\n", "ax = g.axes.ravel()[-1]\n", "ax.minorticks_on()\n", "ax.tick_params('both', length=7, width=2, which='major')\n", "ax.tick_params('both', length=5, width=1, which='minor')\n", "ax.fill(color='red')\n", "ax.set_clip_on(False)\n", "\n", "g.set(xticks=range(int(df_act['time'].min()), 28, 3))\n", "xlabels = map( lambda x : '{}:00'.format(x % 24), range(int(df_act['time'].min()), 28, 3))\n", "g.set_xticklabels(xlabels)\n", "\n", "#plt.tight_layout()\n", "plt.subplots_adjust(hspace=0)\n", "\n", "plt.show()\n" ] } ], "metadata": { "hide_input": false, "kernelspec": { "display_name": "Python [default]", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.13" }, "latex_envs": { "LaTeX_envs_menu_present": true, "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 }, "toc": { "colors": { "hover_highlight": 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