{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Mining my own google search history\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import re, os\n", "import json\n", "import datetime\n", "import nltk\n", "import itertools\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### First, let's define a function to create a pandas dataframe from a single google search history json document. \n", "\n", "Each .json file contains all the queries for a given financial quarter. This function will return a dataframe containing each query along with the timestamp. Unfortunately, it's unclear which queries are from google maps, but direction queries contain a '->', so we'll filter those out." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def readGoogleSearchHistoryJSON(fileName):\n", " \"\"\"\n", " Reads in data from json files provided by google \n", " \n", " param fileName: string of full path to file to load \n", " \n", " return: pandas dataframe containing information \n", " \"\"\"\n", " \n", " \n", " # open file and get raw data \n", " fid = open(fileName)\n", " raw_data = json.load(fid)\n", " fid.close()\n", "\n", " #initialize \n", " queryTimes = []\n", " queryText = []\n", "\n", " # loop through each query and get data \n", " for query in raw_data['event']:\n", " # get time, and convert to datetime object\n", " tempTime = datetime.datetime.fromtimestamp(int(query['query']['id'][0]['timestamp_usec'][:10]))\n", "\n", " # get query text\n", " tempText = query['query']['query_text']\n", " \n", " # remove queries with map data \n", " if re.search('->', tempText) is not None:\n", " continue\n", " \n", " queryTimes.append(tempTime)\n", " queryText.append(tempText)\n", "\n", " # create dataframe \n", " df = pd.DataFrame(data={'date': queryTimes,'query': queryText})\n", " return df\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Now that we have our function, let's create dataframes from each file, and concatenate them all together " ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "\"\"\" Import json data \"\"\"\n", "\n", "# set base file path\n", "baseFilePath = '/Users/arimorcos/Databases/Google searches'\n", "\n", "# get list of files in path \n", "fileList = [os.path.join(baseFilePath, file) for file in os.listdir(baseFilePath)]\n", "\n", "# get dataframes \n", "dfList = []\n", "for file in fileList: \n", " dfList.append(readGoogleSearchHistoryJSON(file))\n", "\n", "# concatenate \n", "df = pd.concat(dfList, ignore_index=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Let's tokenize each query, and add it as a new column" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [], "source": [ "\"\"\" Add tokenized query\"\"\"\n", "df['tokenized'] = df['query'].map(lambda words: [word.lower() for word in nltk.word_tokenize(words) if word.isalpha()])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Now, let's define some helper functions" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def getGroupedDate(mode):\n", " if mode.lower() == 'weekday':\n", " df.groupby(df['date'].map(lambda date: date.weekday()))\n", " else:\n", " return df.groupby(df['date'].map(lambda date: getattr(date, mode)))" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def floorToMonth(date):\n", " return date.replace(day=1, hour=1, minute=1, second=1, microsecond=1)\n", "\n", "def floorToDay(date):\n", " return date.replace(hour=1, minute=1, second=1, microsecond=1)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def countTokWordQuery(series, words, mode='any'):\n", " \"\"\"\n", " Counts the number of queries containing a given word or set of words. \n", " \n", " param series: pandas series containing tokenized queries \n", " param words: single string or list of strings to match to each tokenized query\n", " param mode: options: 'any' or 'all'. Specifies whether all words should match or any words should match. \n", " \n", " return: Number of queries which match the given words\n", " \"\"\"\n", " \n", " if type(words) is str:\n", " words = [words]\n", " \n", " # convert to lowercase \n", " words = [word.lower() for word in words]\n", " \n", " if mode == 'any':\n", " return sum([1 if any([word in item for word in words]) else 0 for item in series.values])\n", " elif mode == 'all':\n", " return sum([1 if all([word in item for word in words]) else 0 for item in series.values])" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import datetime\n", "def addCopyright(ax, xOffset=0, yOffset=0):\n", " year = datetime.date.today().year\n", " if any([i == '_axis3don' for i in dir(ax)]):\n", " ax.text(0 + xOffset, -.05 + yOffset, 0, r'$\\copyright$ Ari Morcos ' + str(year), transform=ax.transAxes)\n", " else: \n", " ax.text(0 + xOffset, -.05 + yOffset, r'$\\copyright$ Ari Morcos ' + str(year), transform=ax.transAxes)" ] }, { "cell_type": "code", "execution_count": 52, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(22339, 3)" ] }, "execution_count": 52, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Part I\n", "\n", "## Now for the fun part: the actual analysis! \n", "\n", "### We're going to pretend that I don't know anything about myself, so let's first plot the 50 most frequently occurring words in the queries, ignoring common words such as \"and\" and \"or.\" " ] }, { "cell_type": "code", "execution_count": 74, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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qSZIkqdUmq7weBCwqnw8ZJLh2ZOa1wCHl6yLg/5VxE3hXZp4y6D1byO1yJEmS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5zZ3AaYCHxV0jirPQv7AfxlPTGzeSFcQAQozw1S0srAn4Gla+x7ALeO3tLoBzOzV/H4jSJ2wxVY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\nQz+yLHAU8MuUYugYM7u1yTKWB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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# get concatenated list of words and create frequency distribution \n", "allWords = list(itertools.chain(*df['tokenized'].values))\n", "commonWords = ['and','to','of','the','not','with','is','a','an','in','for']\n", "allWords = [word for word in allWords if word not in commonWords]\n", "fd = nltk.FreqDist(allWords)\n", "\n", "# plot first n values\n", "nWords = 50\n", "fig = plt.figure(figsize=(15,10))\n", "# fd.plot(nWords, cumulative=False)\n", "ax = plt.subplot()\n", "samples = [item for item, _ in fd.most_common(nWords)]\n", "freqs = [fd[sample] for sample in samples]\n", "ax.plot(freqs, linewidth=3)\n", "ax.set_xticks(range(len(samples)))\n", "ax.set_xlim(-0.2, len(samples)-0.8)\n", "ax.set_xticklabels(samples, rotation='vertical')\n", "ax.set_ylabel('# Matching Queries', fontsize=30)\n", "for item in (ax.get_xticklabels() + ax.get_yticklabels()):\n", " item.set_fontsize(20)\n", "addCopyright(ax, yOffset=-0.15)\n", "# plt.savefig('googleFreqDist.png', transparent=True, dpi=200, bbox_inches='tight')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### We can immediately see that I search for terms related to coding, finance, and video games a bunch, and I likely live in Boston. \n", "\n", "### How did searches for these terms change over time? " ] }, { "cell_type": "code", "execution_count": 84, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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nVZ0/0PeaKgOtw6whDQeckVZu/CRpuACUJksDx0TEhRXFPgUskY9ru+rNzDpt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ZYz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\nWQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# group by year and month \n", "g = df.groupby(df['date'].map(floorToMonth))\n", "\n", "# plot traces \n", "# ax = g['tokenized'].apply(countTokWordQuery,['dog','dogs']).plot(fontsize=20);\n", "# ax = g['tokenized'].apply(countTokWordQuery,['matlab']).plot(fontsize=20);\n", "ax = g['tokenized'].apply(countTokWordQuery,['bash']).plot(fontsize=20);\n", "ax = g['tokenized'].apply(countTokWordQuery,['stock','stocks','finance','nasdaq','nyse']).plot();\n", "ax = g['tokenized'].apply(countTokWordQuery,['python']).plot();\n", "ax = g['tokenized'].apply(countTokWordQuery,['html','css']).plot();\n", "# ax = g['tokenized'].apply(countTokWordQuery,['mlb','baseball']).plot();\n", "# ax = g['tokenized'].apply(countTokWordQuery,['ps4','xbox']).plot();\n", "\n", "# add legend \n", "ax.legend(['Bash','Finance','Python','Web Development'], loc=0, fontsize=20)\n", "\n", "# set labels \n", "ax.set_xlabel('')\n", "ax.set_ylabel('# Matching Queries', fontsize=30)\n", "\n", "# turn off grid \n", "ax.grid()\n", "\n", "# change linewidth and figsize\n", "[line.set_lw(2.5) for line in ax.lines] # set linewidth \n", "ax.figure.set_figheight(10); ax.figure.set_figwidth(15)\n", "\n", "# add copyright\n", "addCopyright(ax, yOffset=-0.13, xOffset=-0.03)\n", "\n", "# plt.savefig('projectsCode.png', transparent=True, dpi=200, bbox_inches='tight')" ] }, { "cell_type": "code", "execution_count": 57, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [ { "data": { "image/png": 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IkItIsyVC7yuQewDT8/PJHCC9lIeZ2TgcIM3MzAZLOUCO5Oc7Ulqouwf2KT2f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\nA27Cls/MDqymqjv68rXTge2Bf2GdyMwkubDvjYU98Foj5iDn5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8tz/x/PXvflFvqsYCn0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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# group by year and month \n", "g = df.groupby(df['date'].map(floorToMonth))\n", "\n", "# plot traces \n", "ax = g['tokenized'].apply(countTokWordQuery,['dog','dogs']).plot(fontsize=20);\n", "# ax = g['tokenized'].apply(countTokWordQuery,['bash']).plot(fontsize=20);\n", "# ax = g['tokenized'].apply(countTokWordQuery,['stock','stocks','finance','nasdaq','nyse']).plot();\n", "# ax = g['tokenized'].apply(countTokWordQuery,['python']).plot();\n", "# ax = g['tokenized'].apply(countTokWordQuery,['html','css']).plot();\n", "ax = g['tokenized'].apply(countTokWordQuery,['mlb','baseball','angels']).plot();\n", "ax = g['tokenized'].apply(countTokWordQuery,['ps4','xbox']).plot();\n", "\n", "# add legend \n", "ax.legend(['Dog','Baseball','Video Games'], loc=0, fontsize=20)\n", "\n", "# set labels \n", "ax.set_xlabel('')\n", "ax.set_ylabel('# Matching Queries', fontsize=30)\n", "\n", "# turn off grid \n", "ax.grid()\n", "\n", "# change linewidth and figsize\n", "[line.set_lw(2.5) for line in ax.lines] # set linewidth \n", "ax.figure.set_figheight(10); ax.figure.set_figwidth(15)\n", "\n", "# add copyright\n", "addCopyright(ax, yOffset=-0.13, xOffset=-0.03)\n", "\n", "# plt.savefig('projectsCyclical.png', transparent=True, dpi=200, bbox_inches='tight')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### How about on a weekly basis? How do my searches for these terms change over the course of a week? For example, when do I search for \"matlab\" the most? " ] }, { "cell_type": "code", "execution_count": 85, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [ { "data": { "image/png": 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tZmZmZmZto00jlbwVwpqkrRCq9T/uDuxfDOjyehxzaNNXZGZmZmZmPVobDrOU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\n6WTJ41g7NUGtWbHqsonA2cD3gKWkfXCjSSkFKr4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2RDxOCoamAdtk0SyS3icFa3kibUS3TUS8m5VbAfhNKXjMot+tgc0i4s7suZsl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\n6q6tzwtp3fT/At8FVgL+RhodOS0iPurKvlp9ZRu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1vvnNwJ6kxByVUTQi4nVJ/wb2zZduyqNhtwAfj4hDe6jzNmAXSfNFxJv52pZV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\nekLSlKr+z0nqlPS0pFNz7VdJelXSwqrjuyQtkDR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T0jRJL0j6X0nz9O7bVCbpLOBUYFXgReCu/HNl4BTgzEbaqzVyV5pnuk6hfG1g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\ngg==\n", 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tpM56g7QbgH1JUwdLo2jkaX3/Bg7Il67Po2E3Ah+NiMO7qfMWYHdJIyOilI7l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\n+1hJT0v6PrAIGCPp9R5u+2NgavbxycCN5KqsSfq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JzIHVukB5buy5pM+2Uan86sqbiHgReI4UxQO8G1gBuKR0z0VzdU7aUtItkqaS5ts+mS+9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\njKRFNbYvt7tt1j6S1pV0pqTJkhZK+n039Y6R9LS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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Define function to plot word usage by weekday and hour \n", "\n", "def plotWordTimeHeatMap(words=None):\n", " # get series for hours and weekdays \n", " hours = df['date'].map(lambda date: date.hour)\n", " weekdays = df['date'].map(lambda date: date.weekday())\n", "\n", " # group by hours and weekdays\n", " g = df.groupby([hours,weekdays])\n", "\n", " # take tokenized words, count matches to requested words and unstack \n", " if words is None:\n", " countDF = g['tokenized'].count().unstack(0)\n", " else:\n", " countDF = g['tokenized'].apply(countTokWordQuery, words).unstack(0)\n", "\n", " # replace NaN with zero values and extract to numpy array\n", " countMat = countDF.fillna(0).get_values()\n", "\n", " # plot \n", " fig = plt.figure(figsize=(15,15))\n", " ax = plt.subplot()\n", " axMat = ax.matshow(countMat)\n", " \n", " # set ticks and title\n", " if type(words) is list:\n", " ax.set_title(', '.join([word.title() for word in words]))\n", " elif words is None:\n", " ax.set_title('All Searches')\n", " else:\n", " ax.set_title(words.title())\n", " ax.xaxis.tick_bottom()\n", " ax.set_xlabel('Hour')\n", " ax.set_yticks(range(7))\n", " ax.set_yticklabels(['Monday','Tuesday','Wednesday','Thursday','Friday','Saturday','Sunday']);\n", " \n", " # create colorbar\n", " cbar = fig.colorbar(axMat, shrink=0.3)\n", " cbar.set_label('# Matching Queries', fontsize=20, rotation=-90, verticalalignment='bottom')\n", " cbar.ax.tick_params(labelsize=15)\n", " \n", " # change tick size\n", " for item in ([ax.title, ax.xaxis.label, ax.yaxis.label]):\n", " item.set_fontsize(20)\n", " for item in ax.get_xticklabels() + ax.get_yticklabels():\n", " item.set_fontsize(15)\n", " \n", " # add copyright\n", " addCopyright(ax, yOffset=-0.2)\n", " \n", "plotWordTimeHeatMap()\n", "# plt.savefig('allWordsHeatmap.png', transparent=True, dpi=200, bbox_inches='tight')\n", "plotWordTimeHeatMap('matlab')\n", "# plt.savefig('matlabHeatmap.png', transparent=True, dpi=200, bbox_inches='tight')\n", "plotWordTimeHeatMap('python')\n", "# plt.savefig('pythonHeatmap.png', transparent=True, dpi=200, bbox_inches='tight')\n", "plotWordTimeHeatMap(['ps4','xbox'])\n", "# plt.savefig('videoGamesHeatmap.png', transparent=True, dpi=200, bbox_inches='tight')\n", "plotWordTimeHeatMap('mac')\n", "# plt.savefig('macHeatmap.png', transparent=True, dpi=200, bbox_inches='tight')\n", "plotWordTimeHeatMap('windows')\n", "# plt.savefig('windowsHeatmap.png', transparent=True, dpi=200, bbox_inches='tight')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Part II" ] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "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": "2.7.9" } }, 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