{ "metadata": { "name": "" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Data notes from 2014-02-05 [AnalyzeBoulder Meetup](http://www.meetup.com/Analyze-Boulder/events/156806792/) presentation\n", "\n", "Josh Montague ([@jrmontag](https://www.twitter.com/jrmontag))\n", "\n", "- slides from [presentation](http://jrmontag.github.io/AnalyzeBoulder-SocialPulse)\n", "\n", "This notebook includes the code for munging data and creating the presentation figures. Executing the code in this notebook requires these packages: `numpy, pandas, statsmodels, matplotlib`. There is also a static version of this notebook available on [nbviewer](https://github.com/jrmontag/AnalyzeBoulder-SocialPulse/blob/master/data/AB_social-pulse.ipynb), where you can see the output without needing a pydata stack.\n", "\n", "---" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import pandas as pd\n", "import matplotlib\n", "import matplotlib.pyplot as plt\n", "import json\n", "\n", "# prettier graphs, thanks to @Cmrn_DP\n", "s = json.load( open(\"./bmh_matplotlibrc.json\") )\n", "matplotlib.rcParams.update(s)\n", "matplotlib.rcParams.update({'figure.autolayout': True})" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 251 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Twitter & Tumblr firehose volume" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# read in twitter data\n", "tw = pd.read_csv('./twitter.csv'\n", " , sep=','\n", " , names=[\"publisher\",\"datetime\",\"count\"]\n", " )\n", "# data is sampled @ 20%\n", "tw[\"count\"] *= 5\n", "# have a look\n", "tw.head()" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
publisherdatetimecount
0 twitter 2014-01-28 12:00:00 1644105
1 twitter 2014-01-28 12:05:00 1660765
2 twitter 2014-01-28 12:10:00 1716535
3 twitter 2014-01-28 12:15:00 1727800
4 twitter 2014-01-28 12:20:00 1689110
\n", "
" ], "metadata": {}, "output_type": "pyout", "prompt_number": 252, "text": [ " publisher datetime count\n", "0 twitter 2014-01-28 12:00:00 1644105\n", "1 twitter 2014-01-28 12:05:00 1660765\n", "2 twitter 2014-01-28 12:10:00 1716535\n", "3 twitter 2014-01-28 12:15:00 1727800\n", "4 twitter 2014-01-28 12:20:00 1689110" ] } ], "prompt_number": 252 }, { "cell_type": "code", "collapsed": false, "input": [ "# we actually only need two columns, and update the names\n", "tw = tw[[\"datetime\", \"count\"]]\n", "tw.columns = [\"datetime\", \"twitter\"]\n", "\n", "#tw.head()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 253 }, { "cell_type": "code", "collapsed": false, "input": [ "# read in tumblr data, smarter this time via the usecols & names kwargs\n", "tu = pd.read_csv('./tumblr.csv'\n", " , sep=','\n", " , usecols=[1,2]\n", " , names=[\"datetime\",\"tumblr\"]\n", " )\n", "# same sampling\n", "tu[\"tumblr\"] *= 5 \n", "tu.head()" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
datetimetumblr
0 2014-01-28 12:00:00 416630
1 2014-01-28 12:05:00 383835
2 2014-01-28 12:10:00 399445
3 2014-01-28 12:15:00 389190
4 2014-01-28 12:20:00 399800
\n", "
" ], "metadata": {}, "output_type": "pyout", "prompt_number": 254, "text": [ " datetime tumblr\n", "0 2014-01-28 12:00:00 416630\n", "1 2014-01-28 12:05:00 383835\n", "2 2014-01-28 12:10:00 399445\n", "3 2014-01-28 12:15:00 389190\n", "4 2014-01-28 12:20:00 399800" ] } ], "prompt_number": 254 }, { "cell_type": "code", "collapsed": false, "input": [ "# combine the dataframes, convert the datetimes, and create a datetimeindex\n", "both = pd.merge(tw, tu, how=\"outer\", on=\"datetime\")\n", "both[\"datetime\"] = pd.to_datetime(both[\"datetime\"], format=\"%Y-%m-%d %H:%M:%S\")\n", "both = both.set_index(\"datetime\")\n", "\n", "# optionally, plot the data with hour buckets\n", "both_hr = both.resample(rule=\"60Min\", how=\"sum\")\n", "\n", "#both.head()\n", "both_hr.head()" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
twittertumblr
datetime
2014-01-28 12:00:00 19094940 4933735
2014-01-28 13:00:00 23684955 5669370
2014-01-28 14:00:00 23095720 6479420
2014-01-28 15:00:00 25310145 7421830
2014-01-28 16:00:00 23610840 8310870
\n", "
" ], "metadata": {}, "output_type": "pyout", "prompt_number": 255, "text": [ " twitter tumblr\n", "datetime \n", "2014-01-28 12:00:00 19094940 4933735\n", "2014-01-28 13:00:00 23684955 5669370\n", "2014-01-28 14:00:00 23095720 6479420\n", "2014-01-28 15:00:00 25310145 7421830\n", "2014-01-28 16:00:00 23610840 8310870" ] } ], "prompt_number": 255 }, { "cell_type": "code", "collapsed": false, "input": [ "%pylab inline\n", "\n", "# use the pandas wrapper for matplotlib\n", "#ax = both_hr.plot(\n", "ax = both.plot(\n", " style='-' \n", " , markersize=10\n", " , alpha=0.75\n", " #, ylim=[0, 2.6e6]\n", " , xlim=[pd.to_datetime(\"2014-01-29 00:00:00\", format='%Y-%m-%d %H:%M:%S')\n", " , pd.to_datetime(\"2014-02-02 00:00:00\", format='%Y-%m-%d %H:%M:%S') \n", " ]\n", " , legend=True\n", " , label=\"firehose activities\"\n", " #, subplots=True\n", " , figsize=(12,5)\n", " )\n", "\n", "# ... but still have to set some params via mpl.plt\n", "plt.legend(loc='best')\n", "plt.ylabel('firehose activities / 5-min')\n", "plt.xlabel('Datetime (UTC)')\n", "\n", "# update the presentation figure automatically\n", "plt.savefig('../presentation/images/tw-tu_grapherator.png'\n", " #, pad_inches=0.5\n", " )" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] }, { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAA1gAAAFgCAYAAACmKdhBAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nIn7yH4/dU597pr43AAAAAElFTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 256 }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "\n", "## Expected event (Winter Storm Janus)" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# read in storm data\n", "janus = pd.read_csv('./janus.csv'\n", " , sep=','\n", " , names=[\"datetime\",\"count\"]\n", " )\n", "\n", "janus.tail()" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
datetimecount
5276 2014-01-23T11:56:00 3
5277 2014-01-23T11:57:00 0
5278 2014-01-23T11:58:00 0
5279 2014-01-23T11:59:00 4
5280 2014-01-23T12:00:00 3
\n", "
" ], "metadata": {}, "output_type": "pyout", "prompt_number": 257, "text": [ " datetime count\n", "5276 2014-01-23T11:56:00 3\n", "5277 2014-01-23T11:57:00 0\n", "5278 2014-01-23T11:58:00 0\n", "5279 2014-01-23T11:59:00 4\n", "5280 2014-01-23T12:00:00 3" ] } ], "prompt_number": 257 }, { "cell_type": "code", "collapsed": false, "input": [ "# lowess = Locally Weighted Scatterplot Smoothing\n", "from statsmodels.nonparametric.smoothers_lowess import lowess\n", "\n", "# you can experiment with the 'fraction' kwarg to vary the \n", "# amount of data used in each local regression. the use \n", "# of .index is discussed below\n", "lowess_line = lowess(janus[\"count\"], janus.index, frac=0.15)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 258 }, { "cell_type": "code", "collapsed": false, "input": [ "# returns a numpy array\n", "lowess_line[10:]" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 259, "text": [ "array([[ 1.00000000e+01, 4.79654443e-01],\n", " [ 1.10000000e+01, 4.79721823e-01],\n", " [ 1.20000000e+01, 4.79789741e-01],\n", " ..., \n", " [ 5.27800000e+03, 1.19832803e+00],\n", " [ 5.27900000e+03, 1.19781658e+00],\n", " [ 5.28000000e+03, 1.19730998e+00]])" ] } ], "prompt_number": 259 }, { "cell_type": "code", "collapsed": false, "input": [ "%pylab inline\n", "\n", "# start with the data plot\n", "ax = janus.plot(style='-' \n", " , markersize=1\n", " , linewidth=1\n", " , alpha=0.75\n", " , figsize=(12,6)\n", " , ylim=[-1,50] \n", " , xlim=[0,5200] \n", " , legend=False\n", " , label=\"'janus' activities (per min)\"\n", " )\n", "\n", "# apparently the 'label' kwarg above doesn't do what I'd like,\n", "# so reach all the way in to the axis object and set it\n", "ax.set_ylabel('\"janus\" activities / min')\n", "\n", "# this is a little sneaky. I wasn't able to get the lowess smooth \n", "# to place nice with datetime objects (or a pandas datetimeindex)\n", "# so I let it fit with the monotonic index (which you can also \n", "# use to plot). then, having chosen a plot layout, i know which \n", "# tick labels (ie indexes) are being shown on the major ticks. \n", "# we can then swap the integer indexes for the corresponding \n", "# datetime string in that row.\n", "sneaky_labels = [ janus.ix[i][\"datetime\"] for i in range(0,6000,1000) ]\n", "ax.set_xticklabels(labels=sneaky_labels)\n", "\n", "plt.plot(lowess_line[:,0], lowess_line[:, 1]\n", " , '-'\n", " , lw = 3\n", " , alpha = 0.75\n", " , color = 'black'\n", " , label = \"Lowess smooth\"\n", " )\n", "\n", "plt.legend(loc = \"upper left\")\n", "\n", "# update the presentation figure\n", "plt.savefig('../presentation/images/janus-smooth.png'\n", " #, pad_inches=0.5\n", " )" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] }, { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAA1gAAAGoCAYAAABbkkSYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ndMBWtecAAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 260 }, { "cell_type": "code", "collapsed": false, "input": [], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 260 } ], "metadata": {} } ] }