{ "metadata": { "name": "" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Define the query terms you want to investigate." ] }, { "cell_type": "code", "collapsed": false, "input": [ "QUERY_TERMS = ['dollar', 'bitcoin']" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 9 }, { "cell_type": "markdown", "metadata": {}, "source": [ "And just press re-run." ] }, { "cell_type": "code", "collapsed": false, "input": [ "import pandas as pd\n", "import json\n", "import re\n", "import urllib2\n", "\n", "%pylab inline\n", "\n", "QUERY = 'http://www.google.com/trends/fetchComponent?q=%s&cid=TIMESERIES_GRAPH_0&export=3' % \",\".join(QUERY_TERMS)\n", "\n", "data = urllib2.urlopen(QUERY).read()\n", "\n", "# We need to do some data cleaning: remove Javascript header+footer, and translate new Date(....,..,..) into YYYY-MM-DD.\n", "header = \"\"\"// Data table response\\ngoogle.visualization.Query.setResponse(\"\"\"\n", "data = data[len(header):-2]\n", "data = re.sub('new Date\\((\\d+),(\\d+),(\\d+)\\)', (lambda m: '\"%s-%02d-%02d\"' % (m.group(1).strip(), 1+int(m.group(2)), int(m.group(3)))), data)\n", "\n", "timeseries = json.loads(data)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] } ], "prompt_number": 10 }, { "cell_type": "code", "collapsed": false, "input": [ "columns = [k['label'] for k in timeseries['table']['cols']]\n", "rows = map(lambda x: [k['v'] for k in x['c']], timeseries['table']['rows'])\n", "df = pd.DataFrame(rows, columns=columns)\n", "df.set_index('Date', inplace=True)\n", "df.plot(figsize=(16, 8))" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 11, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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effsCLVtKoyNXnnxSlht/+aX7a6SmSlOsY8fkbyggz6teHViyBGjYMLDvwYys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\nvzhfRkZNGzZ1uhTUQ35vTjds2KAFCxbo448/VnJyspKTk/XBBx9o2rR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