{ "metadata": { "name": "" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Inbox count over time\n", "\n", "This code generated the line graphs in \"Figure 1\" and \"Figure 2\" in [Three Years of Logging My Inbox Count](http://warkmilson.com/2015/05/15/three-years-of-logging-my-inbox-count.html#email-age).\n", "\n", "1. Paste the following into an IPython Notebook. (For inline graphs, start IPython Notebook with `ipython notebook --pylab inline`.)\n", " \n", "2. Call the `line_graph_inbox_count_over_time` function as below. Its arguments are documented inline. `inbox_count_file` should be the location of the `inbox_count.log` file generated by [gmail-logger](https://github.com/mddub/gmail-logger)." ] }, { "cell_type": "code", "collapsed": false, "input": [ "# Some Pandas/Matplotlib initialization which I more or less blindly copied from an example ipython notebook.\n", "\n", "import pandas as pd\n", "pd.set_option('display.max_columns', 15)\n", "pd.set_option('display.width', 400)\n", "pd.set_option('display.mpl_style', 'default')\n", "rcParams['figure.figsize'] = (12, 5)\n", "import matplotlib\n", "\n", "font = {'family' : 'sans-serif',\n", " 'weight' : 'normal',\n", " 'size' : 14}\n", "\n", "matplotlib.rc('font', **font)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "code", "collapsed": false, "input": [ "LINE_COLOR = (31, 119, 180)\n", "\n", "##################\n", "\n", "def line_graph_inbox_count_over_time(\n", " # Path to the inbox_count.log file generated by gmail-logger\n", " inbox_count_file,\n", " title,\n", " # 'D' for daily, 'H' for hourly\n", " # http://pandas.pydata.org/pandas-docs/stable/generated/pandas.DataFrame.resample.html\n", " sample_frequency,\n", " # YYYY-MM-DD\n", " min_date=None,\n", " max_date=None,\n", "):\n", " inbox_count_data = pd.read_csv(inbox_count_file, sep='\\t', header=None, names=['utc_date', 'date', 'count'], index_col='date', parse_dates=True)\n", " resampled = inbox_count_data.resample(sample_frequency, fill_method='pad')\n", " if min_date:\n", " resampled = resampled[[min_date <= i.strftime('%Y-%m-%d') for i in resampled.index]]\n", " if max_date:\n", " resampled = resampled[[i.strftime('%Y-%m-%d') <= max_date for i in resampled.index]]\n", " ax = resampled['count'].plot(legend=False, fontsize=14, color=[c/255. for c in LINE_COLOR], linewidth=0.8, figsize=(12, 5))\n", " \n", " # x axis\n", " ax.xaxis.grid(False)\n", " ax.set_xlabel('')\n", " \n", " # y axis\n", " ax.yaxis.grid(color='black', linestyle='-', alpha=0.2)\n", " ax.set_ylabel(\"Number of messages\", size=14, labelpad=10)\n", " # Ensure it starts at 0\n", " ax.yaxis.set_view_interval(0, ax.yaxis.get_view_interval()[1])\n", " # Hide topmost gridline\n", " ax.get_yticklabels()[-1].set_visible(False)\n", " ax.yaxis.get_gridlines()[-1].set_visible(False)\n", " \n", " # Clean up the background and borders\n", " ax.set_axis_bgcolor('white')\n", " for spine in ['top', 'right']:\n", " ax.spines[spine].set_visible(False)\n", " ax.patch.set_alpha(0)\n", " ax.figure.patch.set_alpha(0)\n", " \n", " # Title\n", " ax.set_title(title, fontsize=14, ha='center', va='top', position=(0.5, 0.99), color='#333333')\n", " \n", " return ax" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "code", "collapsed": false, "input": [ "# Figure 1\n", "\n", "ax = line_graph_inbox_count_over_time(\n", " 'inbox_count.log', \n", " 'Number of messages in inbox, hourly, March/April 2015',\n", " 'H',\n", " '2015-03-12',\n", " '2015-04-11',\n", ")\n", "pass\n", "\n", "# TODO: for certain time scales (like this one), may want to customize\n", "# the display of the x-axis to replace the Pandas default formatters\n", "# See:\n", "# http://matplotlib.org/api/axis_api.html\n", "# http://matplotlib.org/api/dates_api.html" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAtoAAAFsCAYAAADylR7GAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n7MYAAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 3 }, { "cell_type": "code", "collapsed": false, "input": [ "# Figure 2\n", "\n", "line_graph_inbox_count_over_time(\n", " 'inbox_count.log',\n", " 'Number of messages at end of day, March 2012 - May 2015',\n", " 'D',\n", ")\n", "pass" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAuIAAAFLCAYAAACTGOmEAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nmBdLL94AAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 4 } ], "metadata": {} } ] }