citibike_data_intro.ipynb

{
 "metadata": {
  "name": "citibike_data_intro"
 },
 "nbformat": 3,
 "nbformat_minor": 0,
 "worksheets": [
  {
   "cells": [
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Introduction to Citibike data analysis with Pandas and IPython\n",
      "==============================================================\n",
      "This notebook shows you how to inspect the citibike dataset, perform aggregations, produce plots and google maps heatmaps.\n",
      "\n",
      "**Click the Run/Edit In Wakari Button to execute this code yourself**\n",
      "\n",
      "\n"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "#these commands take some time, but they give us all of our base objects\n",
      "import pandas as pd\n",
      "import calculate_stats as cs\n",
      "import summarize_stations\n",
      "import datetime as dt\n",
      "from datetime import datetime as dtdt\n",
      "import numpy as np\n",
      "import IPython.core.display as d\n",
      "\n",
      "stations_by_id = summarize_stations.write_data_file()\n",
      "\n",
      "existing_df = cs.grab_existing(True)\n",
      "ss = cs.process_dataframe(existing_df)\n",
      "summarize_stations.update_summaries()\n",
      "stations_by_id = summarize_stations.stations_by_id"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "start write_data_file()\n",
        "end write_data_file "
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " 0:00:00.972959\n",
        "end grab_exisitng"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " 0:00:00.989680\n",
        "start process_dataframe 2013-06-27 01:27:51.052190\n",
        "after sort"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " 2013-06-27 01:27:51.438067\n",
        "after diff"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " 2013-06-27 01:27:52.039275\n",
        "after trips_calcs"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " 2013-06-27 01:27:53.559035\n",
        "end calculate_stats 0:00:02.508312\n",
        "end produce_system_stats"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " 0:00:02.168659\n",
        "ERROR with k"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " 502\n",
        "'NoneType' object has no attribute 'abs'\n",
        "start process_dataframe"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " 2013-06-27 01:27:59.767573\n",
        "after sort"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " 2013-06-27 01:28:00.130115\n",
        "after diff"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " 2013-06-27 01:28:00.742490\n",
        "after trips_calcs"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " 2013-06-27 01:28:02.263151\n",
        "ERROR with k"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " 502\n",
        "'NoneType' object has no attribute 'abs'\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "/opt/anaconda/envs/np17py27-1.5/lib/python2.7/site-packages/matplotlib/__init__.py:1033: UserWarning:  This call to matplotlib.use() has no effect\n",
        "because the the backend has already been chosen;\n",
        "matplotlib.use() must be called *before* pylab, matplotlib.pyplot,\n",
        "or matplotlib.backends is imported for the first time.\n",
        "\n",
        "  warnings.warn(_use_error_msg)\n"
       ]
      }
     ],
     "prompt_number": 1
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "stations_by_id  is a dictionary from station_id to dict of information about a station\n",
      "\n",
      "each station has a ['starting'] key which has aggregations of trips started by hour, day, week, alltime\n",
      "\n"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def dict_without(d, *keys):\n",
      "    return dict(\n",
      "                [[k,v] for k,v in d.items() if k not in keys])\n",
      "def srepr(station):\n",
      "    return repr(dict_without(station, \"closest_stations\", \"station_distances\"))\n",
      "print \"first 10 station ids\", stations_by_id.keys()[0:10]\n",
      "print \"compact station info\", srepr(stations_by_id[514])\n",
      "print \"trip statistics\", stations_by_id[514]['starting']\n"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "first 10 station ids [512, 513, 514, 515, 517, 518, 519, 520, 521, 522]\n",
        "compact station info {u'city': u'', u'postalCode': u'', u'totalDocks': 53, u'availableDocks': 30, u'altitude': u'', u'stAddress2': u'', u'stAddress1': u'12 Avenue and W 40 Street', u'landMark': u'', u'statusValue': u'In Service', u'testStation': False, u'longitude': -74.00277668, u'stationName': u'12 Avenue and W 40 Street', u'statusKey': 1, u'latitude': 40.76087502, u'lastCommunicationTime': None, u'availableBikes': 21, 'starting': {'week': 818.0, 'all': 2131.0, 'day': 46.0, 'hour': 0}, u'id': 514, u'location': u''}\n",
        "trip statistics {'week': 818.0, 'all': 2131.0, 'day': 46.0, 'hour': 0}\n"
       ]
      }
     ],
     "prompt_number": 2
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "The ss object has a set of dataframes for analysis of citibike data each of these dataframes has ~330 columns, one for each station, and 1000s of rows indexed by time.\n",
      "\n",
      "This is the base df from which others are derived. Each column has observations for the number of available docks at that point in time."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "print ss.df\n",
      "print \"%r was the first time captured, %r was the last \" % (ss.df.index[0], ss.df.index[-1])"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "<class 'pandas.core.frame.DataFrame'>\n",
        "DatetimeIndex: 46773 entries, 2013-06-06 01:24:01 to 2013-06-26 16:56:02\n",
        "Columns: 343 entries, 72 to 2026\n",
        "dtypes: float64(37), int64(306)\n",
        "<Timestamp: 2013-06-06 01:24:01> was the first time captured, <Timestamp: 2013-06-26 16:56:02> was the last \n"
       ]
      }
     ],
     "prompt_number": 17
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Here is information about the station at 12th Avenue and W 40th street, along with a plot"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "print ss.df.get(514)\n",
      "ss.df.get(514).plot()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "2013-06-06 01:24:01    10\n",
        "2013-06-06 01:26:01    10\n",
        "2013-06-06 01:27:01    10\n",
        "2013-06-06 01:28:01    10\n",
        "2013-06-06 01:29:01    10\n",
        "2013-06-06 01:30:01    10\n",
        "2013-06-06 01:31:01    10\n",
        "2013-06-06 01:32:01    10\n",
        "2013-06-06 01:33:01    10\n",
        "2013-06-06 01:34:01    10\n",
        "2013-06-06 01:35:01    10\n",
        "2013-06-06 01:36:01    10\n",
        "2013-06-06 01:37:01    10\n",
        "2013-06-06 01:38:01    10\n",
        "2013-06-06 01:39:01    10\n",
        "...\n",
        "2013-06-26 16:50:01    32\n",
        "2013-06-26 16:50:01    32\n",
        "2013-06-26 16:50:01    32\n",
        "2013-06-26 16:51:01    32\n",
        "2013-06-26 16:51:01    32\n",
        "2013-06-26 16:51:01    32\n",
        "2013-06-26 16:52:01    32\n",
        "2013-06-26 16:52:01    32\n",
        "2013-06-26 16:52:01    32\n",
        "2013-06-26 16:53:01    32\n",
        "2013-06-26 16:53:01    32\n",
        "2013-06-26 16:54:01    31\n",
        "2013-06-26 16:54:01    31\n",
        "2013-06-26 16:55:01    30\n",
        "2013-06-26 16:56:02    30\n",
        "Name: 514, Length: 46773, dtype: int64\n"
       ]
      },
      {
       "output_type": "pyout",
       "prompt_number": 14,
       "text": [
        "<matplotlib.axes.AxesSubplot at 0x2325b410>"
       ]
      },
      {
       "output_type": "display_data",
       "png": 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oqAgZGRlISUlB//79UVxczFlDgVlmzZJaoMhhxmLfPnf1CZdwDMOLLwKXXSYtjxhhvM/q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\n",
       "text": [
        "<matplotlib.figure.Figure at 0x23258bd0>"
       ]
      }
     ],
     "prompt_number": 14
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# we can also inspect our dataframe by time\n",
      "t1, t2 = [dtdt(2013,6,24), dtdt(2013,6,25)]\n",
      "print ss.df[t1:t2]\n",
      "# we can also index into any single column this way\n",
      "print ss.df.get(514)[t1:t2]\n",
      "ss.df.get(514)[t1:t2].plot()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "<class 'pandas.core.frame.DataFrame'>\n",
        "DatetimeIndex: 1356 entries, 2013-06-24 00:00:01 to 2013-06-24 23:59:02\n",
        "Columns: 343 entries, 72 to 2026\n",
        "dtypes: float64(37), int64(306)\n",
        "2013-06-24 00:00:01    13\n",
        "2013-06-24 00:01:01    13\n",
        "2013-06-24 00:02:01    13\n",
        "2013-06-24 00:03:01    13\n",
        "2013-06-24 00:04:01    13\n",
        "2013-06-24 00:05:01    13\n",
        "2013-06-24 00:06:01    13\n",
        "2013-06-24 00:07:01    13\n",
        "2013-06-24 00:08:01    13\n",
        "2013-06-24 00:09:01    13\n",
        "2013-06-24 00:10:01    13\n",
        "2013-06-24 00:11:01    13\n",
        "2013-06-24 00:12:01    13\n",
        "2013-06-24 00:14:01    13\n",
        "2013-06-24 00:15:01    13\n",
        "...\n",
        "2013-06-24 23:45:01    4\n",
        "2013-06-24 23:46:01    4\n",
        "2013-06-24 23:47:01    4\n",
        "2013-06-24 23:48:01    4\n",
        "2013-06-24 23:49:01    4\n",
        "2013-06-24 23:50:01    4\n",
        "2013-06-24 23:51:01    4\n",
        "2013-06-24 23:52:01    4\n",
        "2013-06-24 23:53:01    4\n",
        "2013-06-24 23:54:01    4\n",
        "2013-06-24 23:55:01    4\n",
        "2013-06-24 23:56:02    4\n",
        "2013-06-24 23:57:01    4\n",
        "2013-06-24 23:58:01    4\n",
        "2013-06-24 23:59:02    4\n",
        "Name: 514, Length: 1356, dtype: int64\n"
       ]
      },
      {
       "output_type": "pyout",
       "prompt_number": 15,
       "text": [
        "<matplotlib.axes.AxesSubplot at 0x18934710>"
       ]
      },
      {
       "output_type": "display_data",
       "png": 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En7+/uPEzMvIbR1fun9SWvC8ISe2VW08NnNWTDLZ0DAwGcQ4TE8V86ZxbjwHq\nDh52kX3Z69evL3D+rl27ZG8Moy4BAQW/ZuuKLAd3xpaH7e2d42EDuX9es4ft3kgPVetzVr58jsEu\nzMO2Dn+pjWbedPS0GJo76JUpA6xdC7RqhVzjGxqNwLVr8usVhjsfTym3OS+SoZZi24UZbFfun5TC\nWaZM7nXKlBEpngXVlvn3v8V1IWVIFEdPDYqj9/XXop4OALz3HtCzZ845ys4GmjUDYmPF2KeSwa5W\nTawv/QrduVOPl1/OedU/Ph5o316kBQYGimqOtv7atZOv/ohmDDZTfCIixFiARmNug11SaonYy48/\ninzcvEgGW/qUbu7kZFE9z13w9weuXMkZc1LirbfEp1Qr3Zo//gCOHAGuXVO+fUqzbBmwaJH4f88e\nYNs2sc8BAcCECWL+li0iz16KYUdF5bwpajCI9c+dA3buFOf20iVxzyQliVz8zz+3/XfrFvC/HA2n\n0cwPX0+LobmDnr+/8AAqVcpfgL9hQ/n1CsOdj2elSgXPt+VhJybmvMDiiJ4c5NV7/PH865QuLXLy\npWJH1hgMwgO3N2Ti6v0rDOvsnrzZIFLJ3EaNxLTkYQcGij/pnLZsKWrPhIbmvPYfFATcvy/CI1L+\ne0EEBckXemIPm8nX+cgxbPuQfoVYx7DT04WHbSuM4m7YimNLMV2txbitywpIMWwgd1VD63CWNM+6\n3ED58jmVEO1Bzr4CzRhsd46hubte3gvKaAQuX1ZOryA88XgW5GHfvStuZLVrieTFXr3CDHZwsP2G\nxl33Ly+2DHbe/yWkDsa9e/UWJyY4GJZKiPYgZyelZgw24zh5LyjOw7aPggz27dv5wyHujC1jkpEh\n9sNV2RBKYTCInHnJYFvXRLdlsA0G8YKU9BB2xGCzh50Hd46hubteQIAYEun+ffFzPjsbaNJEOb2C\n8MTjmbfTMSBAjO1YUDjEXfcvIEB0iN2/n5PKlp0tQjvBwTnXRVGG2932z2AQ7bber/v3c/YrJUXs\nu/U5tGWwk5KAsLBwi4cthUTYYDMuoXZt4MMPgTp1RAfb/v3qj0noiUi/QiQPu04dMbZjkyaua1Nx\nefJJYNAgMa7l1Kli3qhRoiJd8+bA4sVimLFu3VzbzuLw44+iQ7VmTXFOpEyXOnVEFcOnngKqVBHX\neoUKOd+rXRsICRHLJGrWBNavB2bOzOnXqV0bKFdObG/4cOD11wtvj5wvKClWoUnBTRdITEwM68lA\nt26i6M1cILQTAAAciElEQVSHH6qjJ+GJx7NHD3Gszp5VR684FFfv88+J3nxT/N+/P9H33+csO3WK\nqH59efWcpTC9efPEefnzT3m0li4lql8/hpo1c+z7kZFEq1bZv35htpM9bCYX0s88zhIpmrwxbE/G\neiSivK/Wu/LNPmeQ623TgACRa+3oPWHPKE/2ohmD7W4xNE/Vky7yFi3U0ZPwxOOZN4attF5xKK6e\nr29O/QxbqW1y6jlLYXrWncByEBAAmM3hDocJrY+ts2jGYDPyIF3kHMMuGq162I4YbHdEToP98CF7\n2LLiKXmg7q4nXeR//aWOnoQnHs+8L84orVcciqtXmMG2p5yoO+6fvS+22LOdBw/07GEz7od0o3Ie\ndtFoycP29QWOHgXWrQMSEvIb7MxMYMcO17XPXoxG4MwZ8b+8IRH38LB1/+uVlB2dTgeFNs0oyK5d\nwJo1wNKl7lXAyB156SXgP/8RFe1q1nR1a5zjl1+APn2Ap58WKX7R0bnri7z7LrBihft3Pp4+DXTs\nKK5dabxNZ4mPF6l+PXsCW7cW//vTp4s0w+nT7Vu/MNvJHjaTi2eeEQabjXXRaM3DBoA5c0Q50rzF\noKKihJddUClWdyI9PSf3Wq7z8r/xxh3eHodECsAdY2isp209rcWwAdthBJ1OvNJty8N2l/0zGOSL\nXedRhKMBA+50ZBg3QEsedlEGW1rm7iERdxvtBxDHlj3sPLhTHijrlQw9reVhA0UbbFvZIu6yf8oZ\n7IL17MHXlz1shnE5JdHDdvd8bPawPQR3iaGxXsnRK46H7e77V6qU+CzM2BmNwMaN8ug5i7Xe+vVA\np07iwblsmVIGW+9wR3ypUsD27cDy5c63gitGMIyDTJoEPPtsThaBJ9OgAfDrr6KanS0GDgQOH1av\nTfaycaMYgxIAevcG+veXX2P5cpH26AgvvCBSA9esAd5+27l2cB42wzB2sXUr8OmnYuBmd+LZZ4UH\nCwAXL4q0PnfjxAkgMhL466+i1+U8bIZhnMZdY9jWbXK3+LWEXBk2Thns0NBQNG7cGE2bNkXLli2d\nb40TuHuMkPVYz9P1CjPYrtw/NQy2s/sn18POqRi2TqeDXq9HsCcNYscwjEOwh+04ch07p2LYNWvW\nxLFjx1DBepwdacMcw2YYTXHhguh4u3TJ1S3JzRNPAFeuiP/ddQDphw+BRx8FUlOLXlexGLZOp8Mz\nzzyDFi1a4Msvv3RmUwzDuDnly4uCSs8/r8z279wRqXmFGbWNG4GwsJzpBQtE3RCpo9EdjTWQ42E7\n68M6FRLZv38/Hn30Udy9exddu3bFk08+iQ4dOliWR0ZGIjQ0FAAQFBSEsLAwyxtKUkxIrumoqChF\nt896rMd6wOHD4Rg4UBm9v/8GgHAkJQHHjhW8/rZt4fjrrxy9ixfDER0N1K0r1fqQd3/l2r99+8R0\ndnY4SpXKvVyv1+Obb74BAIu9tIljw0rmZ/bs2bRo0SK7BpJUAncaBJT1WE+rev/8Q1StmjJ6Bw+K\nwXMvXrS9TmSkWEfSe/llou++c1q6SOTYv8BAouTkotcrzHY6HMNOT0+HyWRCmTJlkJaWhm7duuG9\n995Dt27dAHAMm2G0SEKCeMnm7l35tx0TI+pxnzwJNGlS8DpDhwLffJMTWujbF4iIUC5MIyeVKwOn\nTona2oVRmO10OCQSHx+P5/93lIxGI1555RWLsWYYRpsomSkibbc423fH2iG2kCMX2+FOx5o1a+Lk\nyZM4efIkzpw5g6lTpzrXEieRYkKsx3qsp5yerc4zOfTsMdhSoS1JTy2DLcf+yfGw41oiDMPYjY+P\nKHZ19CjQqJEw3CkpRX/v3j2gYkUgKwtISgJu3cq/zoUL4vPMGaBcuYK3Ex8vPi9dEnVPEhM9y8M+\nccI5o821RBiGKRZ9+ogiUFOnCsP52WdFp6vpdMD16yIN7/PPgUqVgGrV8q93+zZQtart7WRkAOfP\nA02bimlfX+Dnn0WOs7szdiywZ0/R6504oUAMm2GYksmWLWJA2YcPi/cSTXo6cPmy+P+114D585Vp\nn7uyZIl96xVWX10zxZ+0EiNkPdbzBD2pAy09vWi9gpxFZ8MYWjue9qIZg80wjHpIHWj2ZD1I62Rk\n5HiPnhJ3djc4hs0wTLFZvhw4fRrQ60VnYWG3emIiUKECcOAAMGsWsGsXEB0NjBqlWnM9Cq6HzTCM\nrBTHwy4oXc/fX5l2aR3NGGytx7RYj/XcSS8gADh+XKTrAUBMjNC7cAFYtCj3ur/+Kj7XrBHfkb7v\nDFo7nvbCWSIMwxSbDh3E+IkBASLMYTSK+fXqic8JE3LWXbAA6N5dpOsNHSpeb+/YUf02awGOYTMM\n4xRlywKxseJlF6lT0boudZUqoj5IUTU0GAHHsBmGUYyCXrm2nvakeh/ujmYMttZjWqzHeu6qFxCQ\nE8OWyGuw5e5k1PLxLAzNGGyGYVxDQICoEWKNZLBNJhEeKVVK/XZpEY5hMwzjFM2aAV99JT6lGPbF\ni2LYrrQ0UQc6Lc21bfQkFKmHzTAMAwCBgaI2SNmyOfMGDQIeeUR414GBrmub1tBMSETrMS3WYz13\n1Vu9GoiM1GPOHDFqzO7dwOLFwJw5wAcfiGm50fLxLAz2sBmGcYqaNcWQXp06ubol2odj2AzDMG4E\n52EzDMNoAM0YbK3HtFiP9Viv5OjZQjMGm2EYRutwDJthGMaN4Bg2wzCMBtCMwdZ6TIv1WI/1So6e\nLTRjsE+ePMl6rMd6rKcJPVs4bLC3b9+OJ598Ek888QQWLlwoZ5scIjk5mfVYj/VYTxN6tnDIYJtM\nJowaNQrbt2/HuXPnsH79epw/f17utjEMwzBWOGSwjxw5gtq1ayM0NBS+vr4YMGAANm/eLHfbisX1\n69dZj/VYj/U0oWcLh9L6Nm3ahN9//x1ffvklAODbb7/F4cOHER0dnbNhqc4iwzAMUyxkLa9qjzHm\nHGyGYRh5cSgk8thjjyE2NtYyHRsbi2rVqsnWKIZhGCY/DhnsFi1a4PLly7h+/TqysrLw/fffo0+f\nPnK3jWEYhrHCoZCIj48Pli1bhu7du8NkMuG1115DvXr15G5boZjNZnh5qZdGznoM4xr4XsjB4VY9\n++yzuHjxIq5cuYKpU6fK2SabpKamIjo6Gn///TcyMjIAKBsrZz15yco7UqvCsJ7n6mn9XnAU79mz\nZ892dSPsYffu3ejTpw/S09Nx4sQJxMTEoGfPnoplo7CevERFRWHkyJGIi4tDWloa6tSpAyJiPdbL\nh9bvBacgD2Ht2rX03nvvERFRfHw8NW3alL766isiIjKZTKznxnq7du2ili1b0vHjx2ndunXUrFkz\nOnTokCJarOf5elq+F5zFPQM1AG7cuIHjx49bpi9cuIBHHnkEAFC5cmUsXLgQM2fOBABZ4k2sJ69e\ndna25f979+6hZ8+eaNq0KQYNGoQhQ4Zg+PDhsmmxnmfraf1ekBVXPzEKYvr06VStWjV65plnaMKE\nCZSUlET79u2jmjVr5lqvd+/eNGfOHNZzI72srCwaO3Ysvfvuu7Rr1y4iItq0aROFh4fnWq9Bgwa0\natUqIiIym82sV0L1tHwvKIG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vaOLEiZblMTExNGHCBFltiydjd6djv379cPLkScTFxSEw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\nMwzDeAhssBmGYTwENtgMwzAewv8DSzkallNQPtIAAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x23273790>"
       ]
      }
     ],
     "prompt_number": 15
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "There is another DataFrame, starting_trips, which counts how many trips were started in each time frame."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "ss.starting_trips.get(514)\n",
      "ss.starting_trips.get(514).plot()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 5,
       "text": [
        "<matplotlib.axes.AxesSubplot at 0x3655a10>"
       ]
      },
      {
       "output_type": "display_data",
       "png": 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k6EnKXkd6ENHrstHP3BzEj61W1Vc7lJTo+4QOVDwrqXp1bRoJHJixUk33MYi6\nXLXyfQzhWDGUFKsNWDmUZJaHZOnWLbq+WURrK/HuY+ChJEY6iOzXY2DsgdkHfit6E2ZugxHrVlsH\nrv+Zix7XNPI+hlg738gcgzmBITl9PSRbB6KGJCo/KykcUe8athqzPCR7YDU6x5As4fuX72NwMEY9\nVEwmPB6lMWkJDFq3x8jks9XXjBvZBqxIPtsdGbfDqIskOPksACfkGPQ2HDX3MZjTY0hOXy0inpXE\nOQbt5c3ykGz9icoxhP+mZHkfg+sDgxmI6jGY/QYorclnUT2GcLjHkFiHMRajewz8PgYLET+2ql7f\n6DMINc9KslOOQcSzkrTum8r3MVhBuNdY229lj0GPByMCnNU5hmi9S76PIUlGjBiBxo0bo2PHjqKt\nJI3VPQYz7raNpmG3HgPnGNTpMMaSbN0mOtniwBCFe+65x9B3PFfGCTkGrd8HHajIMdjpPgZVDgTn\nGCo/KykczjHo85Bs/XXtGl3fLETex5DwKQZkA/bu3UtXXXVVzPmBzfD7ifr3J+rbl+jVV4leeolo\n8WIipUqJLruMqE0bogEDiD77TFl+9erQerxeogsXQtPbthHt2kW0eTPRvn1Ec+cq5VatUsr5/cr/\nfn+ozOrVRE2ahDST/YRTq1b8ZVu1ipx+5RWl3OTJyvRnnxH97/8SnTwZWqZ3b6KpU4k2bVI8HzxI\n9OOPyjYePUq0YoWy/bt3K/UDKMu++mqk1sUXx/d/5gzRhAlE99+vfP/880S//W3i7d+xI7SOffuI\nxowh6t5dmffTT8rno4+U7YpWZ+Fs2UK0aBFRSkpo2WnT4usXFSl/q1ULtCltny++UMr/4Q/qyq1Z\nE9omny9xG4jXfoiIpkwh6tyZaNy4qsvecEPo//nzlb9Hj0Zu9549yt9PPyUaPTq+9o03Rv4GiIhO\nnEje+9ChRJ98orTBcD77TNs+CPDLL0QDByZf7vbbiY4dC5U/e7bqMq+/TlSvHtGHHyq/n4kTI+c/\n+SRRWZlSfupU5burroqt2aZN5PS5c0ob2ryZ6J13IucFfg+xPi+/TLRuXWQdxt/mKA0nUC7mHIlI\nJjBkZ2fTmDG5BOQSMIMAb1gFeKNOK43fS16v8gn8EMKnA8s3bFi1/I4dyvSSJcryipfYetGnvUEP\nAWrWVFOe6JFHlPKBwBCY/+c/xy7funVoum3b5Oor3nTA/zPPaCmv6AdQ6jo0v0YNL/2//1e1fIDA\n/gq1B/U1yr/RAAAXDUlEQVT+09JmEKAEBmXfa6uPtWu1le/aVdEnInr5Ze31H6gPteXbt5+hsf0q\n02+/Hanfp4+W+vNG7E+t7TFQvl8/9fqtWoXKhw766vSHDNHuf+xYr2q9WNtfdX96STk+Zv/6Qexj\nasw5EpFsj+E//6Gwykr82b2bgo1RWQ/Rxx9TxHTg06BB1fLbtyt/T5yIXia5j7JDw1F7tli5xxD4\n5OTELtO2bej/jAyvKr1onwCVPWipg2h1HU+zantQ/0lLUzzo7TGsXautfL9+ir7fT7R+vfb611oH\nXbp4dW13eI+PiGjwYG3tQO9+DK+LXr3U6//2t6Hy48dr0x89Wrv/hx7yat7uaG0h/rJRGs6vSJ9j\nUIPasVhl+UzN6z5/XptuJFX1tSaf1RCukZZW1YNWtNVFpL6IhGhqquJBS10awcUXZwb/F7H9ettA\n5Xozoh3oRf0VdJkR26F1P+h5f0KbNpnaCxsIBwYdy549q/w1+mBixYHBrPcIG+FdxIHRqMtwtdal\nEQckPehtA8YEBmPRsk9FBwYZ6g2wQWAYOnQoevTogd27d6NZs2aYP39+zGW1BYY8zd7KypS/+n5U\nVfWt6DGEc/JkVQ9a0dawI/Urr8OKH8uFC4oHUT2GI0fygv+LODicOJGXcBk1GNEO9KI+MOQZsv/1\nBIaCgjz9BgwgRbSBRCxcuDDpZc3sMUTDzj2GcGTvMQSe02QmRtW5Vp+BgwmRPXsMMqK3x6AVu70b\nPRrS9xjUYHWOwZjAUFXfqANDsuupV6+qB7M1I4nUF9FjqFUrM+EyZtKoUUhfRGCoWzcz4TLxqPwb\n0Pab0OehMlpyDEagJzBceaUxHvTCgUHHsrL0GIweH9aDWT0Gs+Ecg9jyZsA5Bu1wYEhyXDPaus+d\nU/4anWOwgnDPp04Z58GuOYazZ/MSLmMmR48q+qIOsMXFeYauT9t2GOtBfbvJMyQw6NmHsuQYHBUY\nrCYQGOw4phjeeGU827Ma0Wdqdt8HMvo38ym8Zq9DNI4KDGbmGKIhe44hWfSOL4dj1xxD7dqZCZcx\nk4suCumLCFL/9V+ZCZcxn0xD16a+HjOFJ5/5PgYTsDrHYMzlquaR7PZxjkF8jsHuVyXJ+BvQ22Pg\nHINDsDrHYEyPoaq+1clnzjGIzzEcOxbSF3FwcGKOQa++iBzD7t15CZexAkcFBquR5aokRj+i72MI\nxwk9Bhl7EFahZ9tl+e07KjC49T4Gvc9KMnJ82a45BtFj7A0bKvqihpL0br8xgUCfh8rozTGIGEpq\n2zZTe2ED4cBQCTUN3Ck9Bs4xmPXK0uQRfR+DHa+sS4Soq5KcUJccGAy4j0FfQ0hO32jCfwCnTxvn\nwa45htLSvITLJIPWA0t4jkEERrYBQI4cg6j7GPQcD3btytNe2EAcFRiMQE1jMOYGN/OIty18H0Mk\nosd27X6W6ZQ2xPcxKDgqMLg1x6AXzjEYdy+H1rbQoEFmsLyIIFWnTqau8jI+K0lLjkFfeQU9x4N2\n7TITLmMFjgoMalGTY7DyPgZ+VpLx60wE5xj0lZfxLNmOOQbRPdcAHBh0jGvKch+DXjjHID7HcPx4\nSF/EwaGkJC/hMuaTZ+ja9OYY9N6sqIWdO/O0FzYQVwcGhXzNZ2vGBIb8Kt9YfWAoK6vqQSvavEfq\ni7nBzbg60MLp04q+qKEk0duvYKwH9fWYL7zHcOCADPvBJoFhxYoVaNu2La644gpMmzbN4LUXJ9UY\nzMsxFCelFQ+9jdnnq+pBK9oOapH6IgKD329MHWjdFxUVIX0RgUFvGzBmKMm4dghoqcfkjgWJ0BMY\nysqMrQOtSB8YfD4fRo8ejRUrVuDHH3/EwoULsWPHDkM1kuk+yvw+Br1wjkE8onMMMuWpjIJzDNqR\n/tWemzZtwuWXX44WLVoAAO6880588sknaNeuXcRy69YBp06pW/eGDQBQiHXrgOrVle+2bwcuuqjq\nsvv3V/0uoLd5M/DLL+q0QxQCUPwHOHRI3Rq+/14pv3t35Pe7dsUuE749x48XqhOMQsD/9u1aShdG\nrGPfvsi5J0/G1zSCX34pNGS9W7cCtWurL1dUpOh/9RXw88/qy+uti+PHC3WtY8sW4Pz50LS2czd9\nHgIE1lH595CM/rlzofJazz+3b9e+P3bvLtRWMAwj6tBDJGOsD/Hhhx/i888/xxtvvAEAePfdd7Fx\n40bMnj07uIxHljDLMAxjI2Id/qXvMSRz0Jc8tjEMw9gK6XMMTZs2xYEDB4LTBw4cwKWXXirQEcMw\njLORPjB07doVBQUFKCwsRHl5ORYvXoybb75ZtC2GYRjHIv1QUkpKCl566SXccMMN8Pl8uPfee6sk\nnhmGYRjjkD75rJdPPvkETZo0Qffu3V3rwe36MngQrS+DB7fry+IhGaTvMWhl7dq1mDJlCogIfr8f\nHTp0wOzZs0FEll3FJNqD2/Vl8CBaXwYPbteXxYMqyIGcOHGCHn30UXrrrbeIiGjfvn3Uo0cPKi8v\nd40Ht+vL4EG0vgwe3K4viwe1OGooyefzoXr16vD7/Th//jx+85vfgIiQlZUFn8+Hm2++GUOHDnW0\nB7fry+BBtL4MHtyuL4sHzYiJR8Yyb948at26NeXl5UV8X15eTgsWLKDBgwfTihUrqE2bNrRgwQJH\nenC7vgweROvL4MHt+rJ40IvtA8OGDRto2LBh1K9fPxozZgydOHEiYn5ZWVnw/3/+85909dVXO86D\n2/Vl8CBaXwYPbteXxYMR2DIwnDlzhk6fPk1EREeOHKFDhw5RaWkp9enTh5YsWUI+ny9quYKCAsrJ\nyYnYOXb14HZ9GTyI1pfBg9v1ZfFgNLYLDBMmTKDrrruO7rzzTtqxYwdVVFQE582dO5duu+02OnDg\nQHBnlJWVUUlJCU2dOpWuuuoqeu2112zvwe36MngQrS+DB7fry+LBDKS/8zmcjRs3Ij8/H5999hna\ntGmDl156CYsWLQrOHzFiBCoqKvDRRx+h2q/vavR4PHj11Vexbds2LF26FPfdd5+tPbhdXwYPovVl\n8OB2fVk8mIboyJSI8G7YjBkzaMiQIUREdOrUKXr77bdp5MiRtHv37uAyX3/9Nf33f/83ffDBB3TX\nXXfR0aNH6cyZM8H5FRUV5Pf7beXB7foyeBCtL4MHt+vL4sEKpO0xlJaWYuzYsRg/fjzmzZsHAPjj\nH/+I0tJSFBQUoG7durjmmmvQuHFjLFu2LFju2muvxbp16/Dwww8jIyMDjRo1Qq1atQCELh9L9oYS\n0R7cri+DB9H6Mnhwu74sHqxEysCQl5eHbt26wePx4Prrr8ezzz6LJUuWoHXr1ujcuTM+/PBDAMAV\nV1yB5s2bo6SkBESEU6dOITc3FzfddBP27NmDRx99NGK91QNv47GBB7fry+BBtL4MHtyuL4sHyxHV\nVYnH0qVLadWqVcHpN998k0aMGEFERMuXL6esrCxauXIlERGtXLmSbrrppuCypaWlwf8vXLiguZsm\n2oPb9WXwIFpfBg9u15fFg9VI8awk+vV5IYGuVc+ePVGzZk34/X5Uq1YNx44dQ6tWrQAoXbOioiKM\nHj0ac+bMwaxZs5Ceno4LFy6gRo0aqF27Nki52gopKeo3L+BFlAeR+vTrTfAit19kHXA7lEPf7e1Q\nBoQ6raiowMyZM9GyZUvceuutwa5V/fr1AQD+X9+qXVZWhgYNGgTn3XPPPfD7/fj000/RuXNnPP30\n0xHr9Xg8SY/b+f1+HD16FE2aNAmWtdpDoC5SUlIs1/f5fDh48CAuu+yyiOWt3P4LFy5g9erVGDhw\nYLCslR64HUbWBbdDMe1QKqzolkRjwYIFlJGRQbVq1aL58+cTEcW8EaRLly5UUFBARERr164lIiK/\n3x/RLQu/fjhZ5syZQ9dccw0NHTqUli1bRr/88ktMH2Z4mDlzJnXv3j04HWv7zdJ/8803KSMjgwYN\nGkSvvPIKnTx50lJ9IqL58+dTeno6PfjggwnLm+GB2yG3QyLx7VA2LO8xXLhwAXfccQdKSkqwdOlS\nfPjhh1i+fDlycnKiRtUjR46gadOm2L9/Px588EFUr14d3bp1Q2pqKjweD/x+Pzwej+pEznfffYdl\ny5bhww8/xJ49e/Dvf/8bX3/9NaZMmRK85thMD2+++SaWL1+OY8eOYdy4cfi///u/YFfVijp48MEH\nsXfvXixcuBD/+c9/8Nprr2Hw4MFRHwNs1j549NFHsWLFCsybNw/XXntt3GWN9sDtUOGNN94Q1g6J\nCH/5y19c3Q6lxaoIdP78+eCZyA8//BD8/ptvvqEBAwbQoUOHopbbvXs3eTwe6tKlC33wwQe6PQSi\n+rvvvks9e/YMznvmmWeoS5cuwSRT+FmTUR7Czyh27txJR44coaNHj1KdOnVo//79RBT9TMMM/Z9+\n+in4/65du2jgwIG0a9cuOn/+PBGZs/2VPSxatIhuu+02IiI6cOAAvf/++1RQUEBnz541zUO4/q5d\nu4L/W9kOwz0sXrzY8nYY/rjn7du3W94Oy8vLg3UQfs2/le0w3MN7771neTuUHUsCw5gxY+jmm2+m\nxx9/vMq8devW0ZAhQ4Ld58qsX7+e5syZE/Gdlm5aZQ+HDx+mG2+8kRYuXEhERBMnTqQHHniARo4c\nWaUrbYSH6dOnB5/HXnkdo0aNooEDBxKRcuVCZczSJ1Kuqrj44ovptttuoxtvvJGmTJkS3P7AD8eo\nfRDNw5133kl9+vShdu3aUU5ODvXv35+ee+45UzzEqgMi69phZQ8HDhyggQMH0qJFi4jI/Hb4xBNP\n0B133EFPPPFE8LtAoLCiHUbT9/v9lrbDgIe///3vwe/uuOMOy9qhHTA1MPj9fnrxxRfp9ttvp8LC\nQvrDH/5Ajz32GB04cCBiucsvvzz4iNp445vRGqtaDzfccANNnDiR9u/fT0uWLKHevXtTjx496J57\n7qEVK1bQ2LFjI3oWej0cP36c+vbtS61ataLs7Gz67rvviEhpTOGN7qKLLqLPP/88omy0ujBSn0i5\nY7OoqIiIiNasWUP33nsvbdmyJeb6tOyDWB6IiL799lsaNWoUHT58mIiUy/1GjBhBmzZtIiKKuh+M\nqgOfzxexfjPbYWUP27ZtIyJlPyxatIgyMzNNbYcFBQXUvXv3oHaXLl1owoQJRBQKDGa2w3j6RNa0\nw2gexo8fT0REmzdvNr0d2gnTewwPPfQQTZs2jYiI9u/fT1lZWTR//vyI63snTpxITz75ZNz16Ln+\nN9zDvn37KCsri+bOnUs+n49KS0uD3dkDBw5QZmZmzDcrafWwZs0a+vbbb2nq1KmUm5sbMS+gtWDB\nAkpPT6cff/yRXnjhhYj6MUu/csKsuLiYBg0aFPxxGKUfzwMR0blz5yI8DBw4MOaQjhn7IBAkzW6H\n8TycPHkymNA0ox3+8MMPtGTJkuD01q1bqVOnTsHhErPbYSJ9K9phNA8dO3YMPqLCinZoF0y/87lj\nx44AgOLiYjRr1gw33HADNm7ciH379oXnORIma/Rc7hXuoXnz5rjhhhuwadMm7Nq1C7Vr18YVV1yB\noqIi/O1vf0OvXr1ietHqoXfv3khPT0fnzp1x+PBhrFq1CoBy+VuNGjUAAFlZWdi2bRt69+6Niy++\nGLVr1zZdn8ISfEeOHMHf//531KxZEzVr1oy6Hj37IF4dBPSOHj2KSZMmITU1FampqYZ6iKcf2N9m\nt8N4HtLS0nD55Zeb1g5btWqFvn37BvXKysrQsWNHpKamgohMb4eJ9K1oh9E8dOrUCbVq1QIRWdIO\n7YJhgSFwjW9l6tevj4MHD2Lnzp0AgD/96U/4+eef8dNPPwWX6dChQ8wdYJaHoqIi7NmzBwCwYcMG\n3HrrrWjYsCGeeOKJqFdk6NEPNKKuXbuiTZs2WLZsGcrKylCtWjX4/X7s2bMHgwYNwqhRo3Do0CEM\nHz7cMv3z589j6dKluPbaa1G7dm28//77wWu0rfLg9/uxcuVKdOvWDXXq1MHixYs1e9CiX1FRAQBo\n3769qe0wngcA2Lx5MwYPHmxKO0xNTUW9evUAANWqVcPp06fh8XgiDsoFBQW4+eabTWmHifQvXLiA\nTz/9FNddd51p7TCZOvj8888NaYd2R/c7n+nXu/oqN+LA3aPnzp3DhAkT0Lx5c9xyyy1o1aoVpk6d\niqKiIsyaNUuXeb0efv75Z8yePRuAcqbSuHFjAIh5uZ5afYpyyd2XX36JpUuX4ve//z0aNGiANm3a\n4KKLLsLx48fRsGFDAKGbjMzWb9iwIS6//HKkpKSgtLQUzZo1AxCqNzXoqYMrr7wStWvXxi+//KLZ\ng546aNmyZfDGMj3orYOGDRta1g5zcnLQr18/ZGVlYe3atfjd736HatWqWdYOw/W/+OIL9OzZE6dP\nn7a0HUarg/Lychw9ehTNmzfX7MEJ6Oox+Hw+eDweVKtWDdu3b0dubi6+//57AMoDoioqKpCamorb\nb78dR44cwf/8z/9g+/btWLVqFfr3719lfbHOtMzycP311wNQGk3jxo3h9/tV/xjj6QfORsL53e9+\nh5o1a2L48OEYOnQoTp48CQBo2LBhUF/Nj1GP/p133oni4mLUr18fzZo1g8/nixhasaoOTpw4gdTU\nVM0e9NZBaWlpxHyj22GydQDA9HYY2Dafz4eUlBQMHToUY8eOxaFDh0BEprfDaPpjxozB4cOHLWuH\n8eqgZs2aaN68uWYPjkFLYiL8KoWysjJavnw5ZWZm0l133UXDhg2jl19+mYgis/bFxcX0+OOP0003\n3URPP/20FlmpPCSrX/mKjtdff51SU1Np9uzZttaXwYNofRk8aNVv1KgRNW/enF5//XVb68viwWno\nvipp1KhRdMUVV9DmzZuJiGjZsmXUp0+fYDY//EUUPp8v4kAd75JAO3lIpB9+WeTRo0eD74clMuaS\nN9H6MngQrS+Dh2R+B0TKPTxz586t8uRPu+vL4sEJqA4MPp+PioqKaPLkybRp0yYqKiqi1q1bk9fr\nJSLlrHzcuHE0btw4Iop+WVfl68ft5kGPfiAQ6XkEr2h9GTyI1pfBgxG/Azvry+LBiSQcxHz00Ucx\nZcoUAMplXNWqVUNaWhqKioqwatUqNG7cGHfddRdmzpwJAKhbty6GDRuGlStXIj8/P+plXdWqVVN1\nuZdoD0bqB8aNw59gKbu+DB5E68vgwejfAf36KGi76MviwRUkihxr166l+vXr086dO2nIkCHBF1Ks\nWbOGRowYQStWrCC/30+dOnWijz/+mIiUcb6NGzcaFr1Ee3C7vgweROvL4MHt+rJ4cANxA0Oge3XH\nHXfQLbfcQgsXLqSsrKzg/NzcXHrggQfI5/PR/PnzqW3btlW6ZHq7aKI9uF1fBg+i9WXw4HZ9WTy4\nhaQCw/Hjx6lu3br0wQcf0OjRo4MPAVu3bh01bdo0mNXfuXOn4QZFe3C7vgweROvL4MHt+rJ4cAsJ\nh5ICWfzJkyfT1VdfTWvWrKEOHTpQfn4+jR8/nrKysig/Pz+4vFFXGsnkwe36MngQrS+DB7fry+LB\nDai687l58+aYOXMmiouLsWDBAvTq1QvPPPOMmSkQ6Ty4XV8GD6L1ZfDgdn1ZPDiWZKJHIOouXLiQ\n2rZtS0QUfJEGkTXPIxftwe36MngQrS+DB7fry+LB6VSfPHny5ETBI3A7eceOHfHxxx/jN7/5DTp1\n6gSfzwcAltw2LtqD2/Vl8CBaXwYPbteXxYPTSfphKB6PByUlJahVqxZatWoFwPodINqD2/Vl8CBa\nXwYPbteXxYOTUfUQvW+++QadO3dGenq6WX6k9+B2fRk8iNaXwYPb9WXx4FR0P3abYRiGcRamv8GN\nYRiGsRccGBiGYZgIODAwDMMwEXBgYBiGYSLgwMAwDMNEwIGBYRiGieD/AxhF39Bj7EGqAAAAAElF\nTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x626aad0>"
       ]
      }
     ],
     "prompt_number": 5
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      " We can now use time indexing, station indexing, and the sum function to figure out\n",
      " how many trips were started in a time period."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "\n",
      "t1, t2 = [dtdt(2013,6,23), dtdt(2013,6,24)]\n",
      "start_514 = ss.starting_trips.get(514)[t1:t2].sum()\n",
      "print \"there were %r starting trips for station 514 from %r to %r \" % (start_514, t1, t2)\n",
      "print \"there were %r starting trips system wide from %r to %r\" % (ss.starting_trips[t1:t2].sum().sum(), t1, t2)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "there were 62.0 starting trips for station 514 from datetime.datetime(2013, 6, 23, 0, 0) to datetime.datetime(2013, 6, 24, 0, 0) \n",
        "there were 25968.0 starting trips system wide from datetime.datetime(2013, 6, 23, 0, 0) to datetime.datetime(2013, 6, 24, 0, 0)\n"
       ]
      }
     ],
     "prompt_number": 12
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def heatmap_stations(station_dict, val_f):\n",
      "    heatmap_data_list = []\n",
      "    for station in station_dict.values():\n",
      "        val = val_f(station)\n",
      "        #print val\n",
      "        line = \"{location: new google.maps.LatLng(%s, %s), weight: %0.1f}\" % \\\n",
      "                (station['latitude'], station['longitude'], val)\n",
      "        heatmap_data_list.append(line)\n",
      "    heatmap_data = ',\\n  '.join(heatmap_data_list)\n",
      "    javascript_template = \"\"\"\n",
      "var map, pointarray, heatmap;\n",
      "\n",
      "function hmap_initialize() {\n",
      "\n",
      "    var heatMapData = [\n",
      "      %s\n",
      "    ];\n",
      "    var newYork = new google.maps.LatLng(40.728,-73.99);\n",
      "    \n",
      "    map = new google.maps.Map(document.getElementById('map-canvas%s'), {\n",
      "      center: newYork,\n",
      "      zoom: 13,\n",
      "      mapTypeId: google.maps.MapTypeId.SATELLITE\n",
      "    });\n",
      "    \n",
      "    var heatmap = new google.maps.visualization.HeatmapLayer({\n",
      "      data: heatMapData\n",
      "    });\n",
      "    heatmap.setMap(map);\n",
      "}\n",
      "\n",
      "function loadScript() {\n",
      "\n",
      "  if (typeof google === 'object' && typeof google.maps === 'object') {\n",
      "    console.log('Google initialized');\n",
      "    \n",
      "    hmap_initialize();\n",
      "  } else {\n",
      "    console.log('Google not initialized');\n",
      "    var script = document.createElement(\"script\");\n",
      "    script.type = \"text/javascript\";\n",
      "    script.src = \"https://maps.googleapis.com/maps/api/js?sensor=false&libraries=visualization&callback=hmap_initialize\";\n",
      "    document.body.appendChild(script);\n",
      "  }\n",
      "    \n",
      "        \n",
      "}\n",
      "\n",
      "setTimeout(loadScript, 1000);\n",
      "\n",
      "\"\"\"\n",
      "    id_ = (\"%.3f\" % rand())[2:]\n",
      "    js = \"<script>%s</script>\" % (javascript_template % (heatmap_data, id_))\n",
      "    return d.HTML('''<div id=\"map-canvas%s\" style=\"width: 500px; height: 500px\"></div> %s''' % (id_, js))"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 20
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Heatmap functions\n",
      "=================\n",
      "I have created a heatmap_stations function that draws aggregations.  Here I show a heatmap of the most active stations from the past week"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "heatmap_stations(stations_by_id, lambda x: x.get('starting',{}).get('week',0))"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<div id=\"map-canvas431\" style=\"width: 500px; height: 500px\"></div> <script>\n",
        "var map, pointarray, heatmap;\n",
        "\n",
        "function hmap_initialize() {\n",
        "\n",
        "    var heatMapData = [\n",
        "      {location: new google.maps.LatLng(40.7500727, -73.99839279), weight: 446.0},\n",
        "  {location: new google.maps.LatLng(40.77044059, -73.98780222), weight: 411.0},\n",
        "  {location: new google.maps.LatLng(40.76087502, -74.00277668), weight: 815.0},\n",
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        "  {location: new google.maps.LatLng(40.75149263, -73.97798848), weight: 853.0},\n",
        "  {location: new google.maps.LatLng(40.74780373, -73.9734419), weight: 673.0},\n",
        "  {location: new google.maps.LatLng(40.75188406, -73.97770164), weight: 1248.0},\n",
        "  {location: new google.maps.LatLng(40.75992262, -73.97648516), weight: 612.0},\n",
        "  {location: new google.maps.LatLng(40.75044999, -73.99481051), weight: 1165.0},\n",
        "  {location: new google.maps.LatLng(40.75714758, -73.97207836), weight: 593.0},\n",
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        "  {location: new google.maps.LatLng(40.75527307, -73.98316936), weight: 658.0},\n",
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        "  {location: new google.maps.LatLng(40.74290902, -73.97706058), weight: 809.0},\n",
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        "  {location: new google.maps.LatLng(40.71044554, -73.96525063), weight: 200.0},\n",
        "  {location: new google.maps.LatLng(40.69221589, -73.9842844), weight: 177.0},\n",
        "  {location: new google.maps.LatLng(40.69760127, -73.99344559), weight: 455.0},\n",
        "  {location: new google.maps.LatLng(40.69507866, -73.9872478), weight: 191.0},\n",
        "  {location: new google.maps.LatLng(40.72299208, -73.97995466), weight: 323.0},\n",
        "  {location: new google.maps.LatLng(40.72521311, -73.97768752), weight: 594.0},\n",
        "  {location: new google.maps.LatLng(40.68807003, -73.98410637), weight: 276.0},\n",
        "  {location: new google.maps.LatLng(40.680342423, -73.9557689392), weight: 139.0},\n",
        "  {location: new google.maps.LatLng(40.68415748, -73.96922273), weight: 144.0},\n",
        "  {location: new google.maps.LatLng(40.69165183, -73.9999786), weight: 337.0},\n",
        "  {location: new google.maps.LatLng(40.68851534, -73.9647628), weight: 169.0},\n",
        "  {location: new google.maps.LatLng(40.71926081, -73.98178024), weight: 179.0},\n",
        "  {location: new google.maps.LatLng(40.72019576, -73.98997825), weight: 680.0},\n",
        "  {location: new google.maps.LatLng(40.7403432, -73.98955109), weight: 1029.0},\n",
        "  {location: new google.maps.LatLng(40.72502876, -73.99069656), weight: 412.0},\n",
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        "  {location: new google.maps.LatLng(40.69512845, -73.99595065), weight: 23.0},\n",
        "  {location: new google.maps.LatLng(40.70010145, -73.99104388), weight: 197.0},\n",
        "  {location: new google.maps.LatLng(40.71076228, -73.99400398), weight: 299.0},\n",
        "  {location: new google.maps.LatLng(40.72066442, -73.98517977), weight: 662.0},\n",
        "  {location: new google.maps.LatLng(40.72228087, -73.97668709), weight: 248.0},\n",
        "  {location: new google.maps.LatLng(40.7158155, -73.99422366), weight: 321.0},\n",
        "  {location: new google.maps.LatLng(40.70281858, -73.98765762), weight: 338.0},\n",
        "  {location: new google.maps.LatLng(40.7047177, -74.00926027), weight: 450.0},\n",
        "  {location: new google.maps.LatLng(40.68753406, -73.97265183), weight: 224.0},\n",
        "  {location: new google.maps.LatLng(40.71291224, -74.01020234), weight: 734.0},\n",
        "  {location: new google.maps.LatLng(40.70224, -73.982578), weight: 170.0},\n",
        "  {location: new google.maps.LatLng(40.69580705, -73.97355569), weight: 81.0},\n",
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        "  {location: new google.maps.LatLng(40.69573398, -73.97129668), weight: 67.0},\n",
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        "  {location: new google.maps.LatLng(40.76584941, -73.98690506), weight: 416.0},\n",
        "  {location: new google.maps.LatLng(40.73409459, -73.98683104), weight: 0.0},\n",
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        "  {location: new google.maps.LatLng(40.7014851, -73.98656928), weight: 380.0},\n",
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        "  {location: new google.maps.LatLng(40.75660359, -73.9979009), weight: 584.0},\n",
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        "  {location: new google.maps.LatLng(40.74475148, -73.99915362), weight: 759.0},\n",
        "  {location: new google.maps.LatLng(40.75455731, -73.96592976), weight: 428.0},\n",
        "  {location: new google.maps.LatLng(40.75001986, -73.96905301), weight: 621.0},\n",
        "  {location: new google.maps.LatLng(40.7597108, -73.97402311), weight: 515.0},\n",
        "  {location: new google.maps.LatLng(40.76695317, -73.98169333), weight: 1592.0},\n",
        "  {location: new google.maps.LatLng(40.74806176, -74.00723188), weight: 894.0},\n",
        "  {location: new google.maps.LatLng(40.74522724, -74.00797904), weight: 686.0},\n",
        "  {location: new google.maps.LatLng(40.71285887, -73.96590294), weight: 232.0},\n",
        "  {location: new google.maps.LatLng(40.73587678, -73.98205027), weight: 613.0},\n",
        "  {location: new google.maps.LatLng(40.74691959, -74.00451887), weight: 922.0},\n",
        "  {location: new google.maps.LatLng(40.74206539, -74.00443172), weight: 859.0},\n",
        "  {location: new google.maps.LatLng(40.75934501, -73.96759673), weight: 513.0},\n",
        "  {location: new google.maps.LatLng(40.75513557, -73.98658032), weight: 675.0},\n",
        "  {location: new google.maps.LatLng(40.74395411, -73.99144871), weight: 562.0},\n",
        "  {location: new google.maps.LatLng(40.68312489, -73.97895137), weight: 443.0},\n",
        "  {location: new google.maps.LatLng(40.7652654, -73.98192338), weight: 781.0},\n",
        "  {location: new google.maps.LatLng(40.76344058, -73.98268129), weight: 501.0},\n",
        "  {location: new google.maps.LatLng(40.74345335, -74.00004031), weight: 529.0},\n",
        "  {location: new google.maps.LatLng(40.71286844, -73.95698119), weight: 287.0},\n",
        "  {location: new google.maps.LatLng(40.7457121, -73.98194829), weight: 616.0},\n",
        "  {location: new google.maps.LatLng(40.72110063, -73.9919254), weight: 447.0},\n",
        "  {location: new google.maps.LatLng(40.7451677, -73.98683077), weight: 643.0},\n",
        "  {location: new google.maps.LatLng(40.73524276, -73.98758561), weight: 611.0},\n",
        "  {location: new google.maps.LatLng(40.74394314, -73.97966069), weight: 658.0},\n",
        "  {location: new google.maps.LatLng(40.75640548, -73.9900262), weight: 816.0},\n",
        "  {location: new google.maps.LatLng(40.76030096, -73.99884222), weight: 624.0},\n",
        "  {location: new google.maps.LatLng(40.76019252, -73.9912551), weight: 795.0},\n",
        "  {location: new google.maps.LatLng(40.76669671, -73.99061728), weight: 434.0},\n",
        "  {location: new google.maps.LatLng(40.71260486, -73.96264403), weight: 285.0},\n",
        "  {location: new google.maps.LatLng(40.73935542, -73.99931783), weight: 737.0},\n",
        "  {location: new google.maps.LatLng(40.73223272, -73.98889957), weight: 735.0},\n",
        "  {location: new google.maps.LatLng(40.75500254, -73.98014437), weight: 593.0},\n",
        "  {location: new google.maps.LatLng(40.75038009, -73.98338988), weight: 627.0},\n",
        "  {location: new google.maps.LatLng(40.7462009, -73.98855723), weight: 669.0},\n",
        "  {location: new google.maps.LatLng(40.73314259, -73.97573881), weight: 451.0},\n",
        "  {location: new google.maps.LatLng(40.75645824, -73.99372222), weight: 669.0},\n",
        "  {location: new google.maps.LatLng(40.75066386, -74.00176802), weight: 674.0},\n",
        "  {location: new google.maps.LatLng(40.75275056, -73.99282379), weight: 1025.0},\n",
        "  {location: new google.maps.LatLng(40.74096374, -73.98602213), weight: 660.0},\n",
        "  {location: new google.maps.LatLng(40.75019995, -73.99093085), weight: 822.0},\n",
        "  {location: new google.maps.LatLng(40.7568001, -73.98291153), weight: 636.0},\n",
        "  {location: new google.maps.LatLng(40.74734825, -73.99723551), weight: 612.0},\n",
        "  {location: new google.maps.LatLng(40.76269882, -73.99301222), weight: 556.0},\n",
        "  {location: new google.maps.LatLng(40.73726186, -73.99238967), weight: 819.0},\n",
        "  {location: new google.maps.LatLng(40.73704984, -73.99009296), weight: 1544.0},\n",
        "  {location: new google.maps.LatLng(40.74854862, -73.98808416), weight: 568.0},\n",
        "  {location: new google.maps.LatLng(40.76228826, -73.98336183), weight: 583.0},\n",
        "  {location: new google.maps.LatLng(40.744219, -73.97121214), weight: 584.0},\n",
        "  {location: new google.maps.LatLng(40.73971301, -73.99456405), weight: 0.0},\n",
        "  {location: new google.maps.LatLng(40.73827428, -73.98751968), weight: 687.0},\n",
        "  {location: new google.maps.LatLng(40.73221853, -73.98165557), weight: 826.0},\n",
        "  {location: new google.maps.LatLng(40.74901271, -73.98848395), weight: 672.0},\n",
        "  {location: new google.maps.LatLng(40.73912601, -73.97973776), weight: 605.0},\n",
        "  {location: new google.maps.LatLng(40.76341379, -73.99667444), weight: 493.0},\n",
        "  {location: new google.maps.LatLng(40.7454973, -74.00197139), weight: 923.0},\n",
        "  {location: new google.maps.LatLng(40.7606597, -73.98042047), weight: 621.0},\n",
        "  {location: new google.maps.LatLng(40.72938685, -73.97772429), weight: 450.0}\n",
        "    ];\n",
        "    var newYork = new google.maps.LatLng(40.728,-73.99);\n",
        "    \n",
        "    map = new google.maps.Map(document.getElementById('map-canvas431'), {\n",
        "      center: newYork,\n",
        "      zoom: 13,\n",
        "      mapTypeId: google.maps.MapTypeId.SATELLITE\n",
        "    });\n",
        "    \n",
        "    var heatmap = new google.maps.visualization.HeatmapLayer({\n",
        "      data: heatMapData\n",
        "    });\n",
        "    heatmap.setMap(map);\n",
        "}\n",
        "\n",
        "function loadScript() {\n",
        "\n",
        "  if (typeof google === 'object' && typeof google.maps === 'object') {\n",
        "    console.log('Google initialized');\n",
        "    \n",
        "    hmap_initialize();\n",
        "  } else {\n",
        "    console.log('Google not initialized');\n",
        "    var script = document.createElement(\"script\");\n",
        "    script.type = \"text/javascript\";\n",
        "    script.src = \"https://maps.googleapis.com/maps/api/js?sensor=false&libraries=visualization&callback=hmap_initialize\";\n",
        "    document.body.appendChild(script);\n",
        "  }\n",
        "    \n",
        "        \n",
        "}\n",
        "\n",
        "setTimeout(loadScript, 1000);\n",
        "\n",
        "</script>"
       ],
       "output_type": "pyout",
       "prompt_number": 21,
       "text": [
        "<IPython.core.display.HTML at 0x18fa7fd0>"
       ]
      }
     ],
     "prompt_number": 21
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "#these calculations grab all weekday and weekend starting trips\n",
      "ss.starting_trips['weekday'] = ss.starting_trips.index.map(lambda x: x.weekday())\n",
      "weekday_starting_trips = ss.starting_trips[ss.starting_trips['weekday'] < 5]\n",
      "weekend_starting_trips = ss.starting_trips[ss.starting_trips['weekday'] >= 5]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 22
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "\n",
      "heatmap_stations(stations_by_id, lambda x: weekday_starting_trips.get(int(x['id']), np.array([])).sum())"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<div id=\"map-canvas074\" style=\"width: 500px; height: 500px\"></div> <script>\n",
        "var map, pointarray, heatmap;\n",
        "\n",
        "function hmap_initialize() {\n",
        "\n",
        "    var heatMapData = [\n",
        "      {location: new google.maps.LatLng(40.7500727, -73.99839279), weight: 590.0},\n",
        "  {location: new google.maps.LatLng(40.77044059, -73.98780222), weight: 440.0},\n",
        "  {location: new google.maps.LatLng(40.76087502, -74.00277668), weight: 1193.0},\n",
        "  {location: new google.maps.LatLng(40.76009437, -73.99461843), weight: 1022.0},\n",
        "  {location: new google.maps.LatLng(40.75149263, -73.97798848), weight: 1614.0},\n",
        "  {location: new google.maps.LatLng(40.74780373, -73.9734419), weight: 1054.0},\n",
        "  {location: new google.maps.LatLng(40.75188406, -73.97770164), weight: 2094.0},\n",
        "  {location: new google.maps.LatLng(40.75992262, -73.97648516), weight: 1138.0},\n",
        "  {location: new google.maps.LatLng(40.75044999, -73.99481051), weight: 2078.0},\n",
        "  {location: new google.maps.LatLng(40.75714758, -73.97207836), weight: 989.0},\n",
        "  {location: new google.maps.LatLng(40.75466591, -73.99138152), weight: 1319.0},\n",
        "  {location: new google.maps.LatLng(40.75527307, -73.98316936), weight: 1155.0},\n",
        "  {location: new google.maps.LatLng(40.75594159, -74.0021163), weight: 417.0},\n",
        "  {location: new google.maps.LatLng(40.74765947, -73.98490707), weight: 1028.0},\n",
        "  {location: new google.maps.LatLng(40.74315566, -73.97434726), weight: 687.0},\n",
        "  {location: new google.maps.LatLng(40.74290902, -73.97706058), weight: 1066.0},\n",
        "  {location: new google.maps.LatLng(40.7575699, -73.99098507), weight: 1053.0},\n",
        "  {location: new google.maps.LatLng(40.68981035, -73.97493121), weight: 1008.0},\n",
        "  {location: new google.maps.LatLng(40.71893904, -73.99266288), weight: 675.0},\n",
        "  {location: new google.maps.LatLng(40.710451, -73.960876), weight: 837.0},\n",
        "  {location: new google.maps.LatLng(40.70255065, -74.0127234), weight: 678.0},\n",
        "  {location: new google.maps.LatLng(40.74144387, -73.97536082), weight: 733.0},\n",
        "  {location: new google.maps.LatLng(40.74025878, -73.98409214), weight: 954.0},\n",
        "  {location: new google.maps.LatLng(40.75795248, -73.97787642), weight: 959.0},\n",
        "  {location: new google.maps.LatLng(40.71534825, -73.96024116), weight: 701.0},\n",
        "  {location: new google.maps.LatLng(40.74147286, -73.98320928), weight: 975.0},\n",
        "  {location: new google.maps.LatLng(40.7490616, -73.99180214), weight: 0.0},\n",
        "  {location: new google.maps.LatLng(40.736502, -73.97809472), weight: 871.0},\n",
        "  {location: new google.maps.LatLng(40.74444921, -73.98303529), weight: 814.0},\n",
        "  {location: new google.maps.LatLng(40.73915431, -74.00271983), weight: 0.0},\n",
        "  {location: new google.maps.LatLng(40.73416059, -73.98024289), weight: 797.0},\n",
        "  {location: new google.maps.LatLng(40.76727216, -73.99392888), weight: 675.0},\n",
        "  {location: new google.maps.LatLng(40.70255088, -73.98940236), weight: 705.0},\n",
        "  {location: new google.maps.LatLng(40.71911552, -74.00666661), weight: 899.0},\n",
        "  {location: new google.maps.LatLng(40.71117416, -74.00016545), weight: 315.0},\n",
        "  {location: new google.maps.LatLng(40.68382604, -73.97632328), weight: 414.0},\n",
        "  {location: new google.maps.LatLng(40.76162122, -73.97469473), weight: 0.0},\n",
        "  {location: new google.maps.LatLng(40.7546011, -73.97187886), weight: 0.0},\n",
        "  {location: new google.maps.LatLng(40.74816819, -73.97828553), weight: 0.0},\n",
        "  {location: new google.maps.LatLng(40.74177603, -74.00149746), weight: 1314.0},\n",
        "  {location: new google.maps.LatLng(40.69608941, -73.97803415), weight: 43.0},\n",
        "  {location: new google.maps.LatLng(40.68676793, -73.95928168), weight: 216.0},\n",
        "  {location: new google.maps.LatLng(40.71117444, -73.99682619), weight: 0.0},\n",
        "  {location: new google.maps.LatLng(40.73172428, -74.00674436), weight: 1140.0},\n",
        "  {location: new google.maps.LatLng(40.72710258, -74.00297088), weight: 1217.0},\n",
        "  {location: new google.maps.LatLng(40.74971775, -74.00295035), weight: 0.0},\n",
        "  {location: new google.maps.LatLng(40.71425541, -73.98130841), weight: 416.0},\n",
        "  {location: new google.maps.LatLng(40.69239502, -73.99337909), weight: 345.0},\n",
        "  {location: new google.maps.LatLng(40.69839895, -73.98068914), weight: 145.0},\n",
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        "  {location: new google.maps.LatLng(40.7262807, -73.98978041), weight: 1038.0},\n",
        "  {location: new google.maps.LatLng(40.75255434, -73.97282625), weight: 807.0},\n",
        "  {location: new google.maps.LatLng(40.7560191, -73.96744628), weight: 621.0},\n",
        "  {location: new google.maps.LatLng(40.7468416, -73.99445897), weight: 1303.0},\n",
        "  {location: new google.maps.LatLng(40.70853074, -73.96408963), weight: 109.0},\n",
        "  {location: new google.maps.LatLng(40.7423543, -73.98915076), weight: 2112.0},\n",
        "  {location: new google.maps.LatLng(40.72740794, -73.98142006), weight: 1047.0},\n",
        "  {location: new google.maps.LatLng(40.74487634, -73.99529885), weight: 1181.0},\n",
        "  {location: new google.maps.LatLng(40.76370739, -73.9851615), weight: 1011.0},\n",
        "  {location: new google.maps.LatLng(40.75660359, -73.9979009), weight: 777.0},\n",
        "  {location: new google.maps.LatLng(40.76461837, -73.98789473), weight: 772.0},\n",
        "  {location: new google.maps.LatLng(40.76227205, -73.98788205), weight: 1165.0},\n",
        "  {location: new google.maps.LatLng(40.74475148, -73.99915362), weight: 1160.0},\n",
        "  {location: new google.maps.LatLng(40.75455731, -73.96592976), weight: 618.0},\n",
        "  {location: new google.maps.LatLng(40.75001986, -73.96905301), weight: 947.0},\n",
        "  {location: new google.maps.LatLng(40.7597108, -73.97402311), weight: 869.0},\n",
        "  {location: new google.maps.LatLng(40.76695317, -73.98169333), weight: 2330.0},\n",
        "  {location: new google.maps.LatLng(40.74806176, -74.00723188), weight: 1276.0},\n",
        "  {location: new google.maps.LatLng(40.74522724, -74.00797904), weight: 897.0},\n",
        "  {location: new google.maps.LatLng(40.71285887, -73.96590294), weight: 237.0},\n",
        "  {location: new google.maps.LatLng(40.73587678, -73.98205027), weight: 915.0},\n",
        "  {location: new google.maps.LatLng(40.74691959, -74.00451887), weight: 1150.0},\n",
        "  {location: new google.maps.LatLng(40.74206539, -74.00443172), weight: 1274.0},\n",
        "  {location: new google.maps.LatLng(40.75934501, -73.96759673), weight: 764.0},\n",
        "  {location: new google.maps.LatLng(40.75513557, -73.98658032), weight: 1280.0},\n",
        "  {location: new google.maps.LatLng(40.74395411, -73.99144871), weight: 980.0},\n",
        "  {location: new google.maps.LatLng(40.68312489, -73.97895137), weight: 583.0},\n",
        "  {location: new google.maps.LatLng(40.7652654, -73.98192338), weight: 1115.0},\n",
        "  {location: new google.maps.LatLng(40.76344058, -73.98268129), weight: 800.0},\n",
        "  {location: new google.maps.LatLng(40.74345335, -74.00004031), weight: 725.0},\n",
        "  {location: new google.maps.LatLng(40.71286844, -73.95698119), weight: 386.0},\n",
        "  {location: new google.maps.LatLng(40.7457121, -73.98194829), weight: 1073.0},\n",
        "  {location: new google.maps.LatLng(40.72110063, -73.9919254), weight: 568.0},\n",
        "  {location: new google.maps.LatLng(40.7451677, -73.98683077), weight: 975.0},\n",
        "  {location: new google.maps.LatLng(40.73524276, -73.98758561), weight: 1047.0},\n",
        "  {location: new google.maps.LatLng(40.74394314, -73.97966069), weight: 976.0},\n",
        "  {location: new google.maps.LatLng(40.75640548, -73.9900262), weight: 1712.0},\n",
        "  {location: new google.maps.LatLng(40.76030096, -73.99884222), weight: 781.0},\n",
        "  {location: new google.maps.LatLng(40.76019252, -73.9912551), weight: 1122.0},\n",
        "  {location: new google.maps.LatLng(40.76669671, -73.99061728), weight: 687.0},\n",
        "  {location: new google.maps.LatLng(40.71260486, -73.96264403), weight: 313.0},\n",
        "  {location: new google.maps.LatLng(40.73935542, -73.99931783), weight: 1075.0},\n",
        "  {location: new google.maps.LatLng(40.73223272, -73.98889957), weight: 1043.0},\n",
        "  {location: new google.maps.LatLng(40.75500254, -73.98014437), weight: 1042.0},\n",
        "  {location: new google.maps.LatLng(40.75038009, -73.98338988), weight: 1144.0},\n",
        "  {location: new google.maps.LatLng(40.7462009, -73.98855723), weight: 1139.0},\n",
        "  {location: new google.maps.LatLng(40.73314259, -73.97573881), weight: 740.0},\n",
        "  {location: new google.maps.LatLng(40.75645824, -73.99372222), weight: 1160.0},\n",
        "  {location: new google.maps.LatLng(40.75066386, -74.00176802), weight: 1077.0},\n",
        "  {location: new google.maps.LatLng(40.75275056, -73.99282379), weight: 1733.0},\n",
        "  {location: new google.maps.LatLng(40.74096374, -73.98602213), weight: 1151.0},\n",
        "  {location: new google.maps.LatLng(40.75019995, -73.99093085), weight: 1597.0},\n",
        "  {location: new google.maps.LatLng(40.7568001, -73.98291153), weight: 1152.0},\n",
        "  {location: new google.maps.LatLng(40.74734825, -73.99723551), weight: 933.0},\n",
        "  {location: new google.maps.LatLng(40.76269882, -73.99301222), weight: 753.0},\n",
        "  {location: new google.maps.LatLng(40.73726186, -73.99238967), weight: 1262.0},\n",
        "  {location: new google.maps.LatLng(40.73704984, -73.99009296), weight: 2234.0},\n",
        "  {location: new google.maps.LatLng(40.74854862, -73.98808416), weight: 976.0},\n",
        "  {location: new google.maps.LatLng(40.76228826, -73.98336183), weight: 1103.0},\n",
        "  {location: new google.maps.LatLng(40.744219, -73.97121214), weight: 768.0},\n",
        "  {location: new google.maps.LatLng(40.73971301, -73.99456405), weight: 0.0},\n",
        "  {location: new google.maps.LatLng(40.73827428, -73.98751968), weight: 1111.0},\n",
        "  {location: new google.maps.LatLng(40.73221853, -73.98165557), weight: 1113.0},\n",
        "  {location: new google.maps.LatLng(40.74901271, -73.98848395), weight: 1070.0},\n",
        "  {location: new google.maps.LatLng(40.73912601, -73.97973776), weight: 906.0},\n",
        "  {location: new google.maps.LatLng(40.76341379, -73.99667444), weight: 638.0},\n",
        "  {location: new google.maps.LatLng(40.7454973, -74.00197139), weight: 1270.0},\n",
        "  {location: new google.maps.LatLng(40.7606597, -73.98042047), weight: 1275.0},\n",
        "  {location: new google.maps.LatLng(40.72938685, -73.97772429), weight: 721.0}\n",
        "    ];\n",
        "    var newYork = new google.maps.LatLng(40.728,-73.99);\n",
        "    \n",
        "    map = new google.maps.Map(document.getElementById('map-canvas074'), {\n",
        "      center: newYork,\n",
        "      zoom: 13,\n",
        "      mapTypeId: google.maps.MapTypeId.SATELLITE\n",
        "    });\n",
        "    \n",
        "    var heatmap = new google.maps.visualization.HeatmapLayer({\n",
        "      data: heatMapData\n",
        "    });\n",
        "    heatmap.setMap(map);\n",
        "}\n",
        "\n",
        "function loadScript() {\n",
        "\n",
        "  if (typeof google === 'object' && typeof google.maps === 'object') {\n",
        "    console.log('Google initialized');\n",
        "    \n",
        "    hmap_initialize();\n",
        "  } else {\n",
        "    console.log('Google not initialized');\n",
        "    var script = document.createElement(\"script\");\n",
        "    script.type = \"text/javascript\";\n",
        "    script.src = \"https://maps.googleapis.com/maps/api/js?sensor=false&libraries=visualization&callback=hmap_initialize\";\n",
        "    document.body.appendChild(script);\n",
        "  }\n",
        "    \n",
        "        \n",
        "}\n",
        "\n",
        "setTimeout(loadScript, 1000);\n",
        "\n",
        "</script>"
       ],
       "output_type": "pyout",
       "prompt_number": 23,
       "text": [
        "<IPython.core.display.HTML at 0x224f53d0>"
       ]
      }
     ],
     "prompt_number": 23
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "heatmap_stations(stations_by_id, lambda x: weekend_starting_trips.get(int(x['id']), np.array([])).sum())"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<div id=\"map-canvas853\" style=\"width: 500px; height: 500px\"></div> <script>\n",
        "var map, pointarray, heatmap;\n",
        "\n",
        "function hmap_initialize() {\n",
        "\n",
        "    var heatMapData = [\n",
        "      {location: new google.maps.LatLng(40.7500727, -73.99839279), weight: 444.0},\n",
        "  {location: new google.maps.LatLng(40.77044059, -73.98780222), weight: 251.0},\n",
        "  {location: new google.maps.LatLng(40.76087502, -74.00277668), weight: 935.0},\n",
        "  {location: new google.maps.LatLng(40.76009437, -73.99461843), weight: 518.0},\n",
        "  {location: new google.maps.LatLng(40.75149263, -73.97798848), weight: 341.0},\n",
        "  {location: new google.maps.LatLng(40.74780373, -73.9734419), weight: 529.0},\n",
        "  {location: new google.maps.LatLng(40.75188406, -73.97770164), weight: 587.0},\n",
        "  {location: new google.maps.LatLng(40.75992262, -73.97648516), weight: 342.0},\n",
        "  {location: new google.maps.LatLng(40.75044999, -73.99481051), weight: 718.0},\n",
        "  {location: new google.maps.LatLng(40.75714758, -73.97207836), weight: 400.0},\n",
        "  {location: new google.maps.LatLng(40.75466591, -73.99138152), weight: 369.0},\n",
        "  {location: new google.maps.LatLng(40.75527307, -73.98316936), weight: 315.0},\n",
        "  {location: new google.maps.LatLng(40.75594159, -74.0021163), weight: 355.0},\n",
        "  {location: new google.maps.LatLng(40.74765947, -73.98490707), weight: 367.0},\n",
        "  {location: new google.maps.LatLng(40.74315566, -73.97434726), weight: 431.0},\n",
        "  {location: new google.maps.LatLng(40.74290902, -73.97706058), weight: 719.0},\n",
        "  {location: new google.maps.LatLng(40.7575699, -73.99098507), weight: 421.0},\n",
        "  {location: new google.maps.LatLng(40.68981035, -73.97493121), weight: 599.0},\n",
        "  {location: new google.maps.LatLng(40.71893904, -73.99266288), weight: 506.0},\n",
        "  {location: new google.maps.LatLng(40.710451, -73.960876), weight: 914.0},\n",
        "  {location: new google.maps.LatLng(40.70255065, -74.0127234), weight: 310.0},\n",
        "  {location: new google.maps.LatLng(40.74144387, -73.97536082), weight: 302.0},\n",
        "  {location: new google.maps.LatLng(40.74025878, -73.98409214), weight: 373.0},\n",
        "  {location: new google.maps.LatLng(40.75795248, -73.97787642), weight: 212.0},\n",
        "  {location: new google.maps.LatLng(40.71534825, -73.96024116), weight: 681.0},\n",
        "  {location: new google.maps.LatLng(40.74147286, -73.98320928), weight: 466.0},\n",
        "  {location: new google.maps.LatLng(40.7490616, -73.99180214), weight: 0.0},\n",
        "  {location: new google.maps.LatLng(40.736502, -73.97809472), weight: 444.0},\n",
        "  {location: new google.maps.LatLng(40.74444921, -73.98303529), weight: 351.0},\n",
        "  {location: new google.maps.LatLng(40.73915431, -74.00271983), weight: 0.0},\n",
        "  {location: new google.maps.LatLng(40.73416059, -73.98024289), weight: 352.0},\n",
        "  {location: new google.maps.LatLng(40.76727216, -73.99392888), weight: 526.0},\n",
        "  {location: new google.maps.LatLng(40.70255088, -73.98940236), weight: 577.0},\n",
        "  {location: new google.maps.LatLng(40.71911552, -74.00666661), weight: 381.0},\n",
        "  {location: new google.maps.LatLng(40.71117416, -74.00016545), weight: 196.0},\n",
        "  {location: new google.maps.LatLng(40.68382604, -73.97632328), weight: 357.0},\n",
        "  {location: new google.maps.LatLng(40.76162122, -73.97469473), weight: 0.0},\n",
        "  {location: new google.maps.LatLng(40.7546011, -73.97187886), weight: 0.0},\n",
        "  {location: new google.maps.LatLng(40.74816819, -73.97828553), weight: 0.0},\n",
        "  {location: new google.maps.LatLng(40.74177603, -74.00149746), weight: 607.0},\n",
        "  {location: new google.maps.LatLng(40.69608941, -73.97803415), weight: 29.0},\n",
        "  {location: new google.maps.LatLng(40.68676793, -73.95928168), weight: 139.0},\n",
        "  {location: new google.maps.LatLng(40.71117444, -73.99682619), weight: 0.0},\n",
        "  {location: new google.maps.LatLng(40.73172428, -74.00674436), weight: 618.0},\n",
        "  {location: new google.maps.LatLng(40.72710258, -74.00297088), weight: 707.0},\n",
        "  {location: new google.maps.LatLng(40.74971775, -74.00295035), weight: 0.0},\n",
        "  {location: new google.maps.LatLng(40.71425541, -73.98130841), weight: 219.0},\n",
        "  {location: new google.maps.LatLng(40.69239502, -73.99337909), weight: 247.0},\n",
        "  {location: new google.maps.LatLng(40.69839895, -73.98068914), weight: 162.0},\n",
        "  {location: new google.maps.LatLng(40.71625008, -74.0091059), weight: 353.0},\n",
        "  {location: new google.maps.LatLng(40.71542197, -74.01121978), weight: 773.0},\n",
        "  {location: new google.maps.LatLng(40.7208736, -73.98085795), weight: 243.0},\n",
        "  {location: new google.maps.LatLng(40.7218158, -73.99720307), weight: 1072.0},\n",
        "  {location: new google.maps.LatLng(40.71473993, -74.00910627), weight: 296.0},\n",
        "  {location: new google.maps.LatLng(40.75849116, -73.95920622), weight: 0.0},\n",
        "  {location: new google.maps.LatLng(40.69089272, -73.99612349), weight: 527.0},\n",
        "  {location: new google.maps.LatLng(40.72917025, -73.99810231), weight: 532.0},\n",
        "  {location: new google.maps.LatLng(40.7643971, -73.97371465), weight: 0.0},\n",
        "  {location: new google.maps.LatLng(40.75022392, -73.97121414), weight: 0.0},\n",
        "  {location: new google.maps.LatLng(40.75323098, -73.97032517), weight: 326.0},\n",
        "  {location: new google.maps.LatLng(40.7489006, -73.97604882), weight: 427.0},\n",
        "  {location: new google.maps.LatLng(40.76064679, -73.98442659), weight: 441.0},\n",
        "  {location: new google.maps.LatLng(40.7381765, -73.97738662), weight: 237.0},\n",
        "  {location: new google.maps.LatLng(40.75968085, -73.97031366), weight: 0.0},\n",
        "  {location: new google.maps.LatLng(40.76590936, -73.97634151), weight: 1419.0},\n",
        "  {location: new google.maps.LatLng(40.75797322, -73.96603308), weight: 0.0},\n",
        "  {location: new google.maps.LatLng(40.70905623, -74.01043382), weight: 554.0},\n",
        "  {location: new google.maps.LatLng(40.72165481, -74.00234737), weight: 0.0},\n",
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        "  {location: new google.maps.LatLng(40.70037867, -73.99548059), weight: 299.0},\n",
        "  {location: new google.maps.LatLng(40.70277159, -73.99383605), weight: 706.0},\n",
        "  {location: new google.maps.LatLng(40.69028437, -73.98707105), weight: 87.0},\n",
        "  {location: new google.maps.LatLng(40.73781509, -73.99994661), weight: 449.0},\n",
        "  {location: new google.maps.LatLng(40.71146364, -74.00552427), weight: 540.0},\n",
        "  {location: new google.maps.LatLng(40.74195138, -74.00803013), weight: 851.0},\n",
        "  {location: new google.maps.LatLng(40.72743423, -73.99379025), weight: 488.0},\n",
        "  {location: new google.maps.LatLng(40.69892054, -73.97332996), weight: 23.0},\n",
        "  {location: new google.maps.LatLng(40.69597683, -73.99014892), weight: 376.0},\n",
        "  {location: new google.maps.LatLng(40.69246277, -73.98963911), weight: 336.0},\n",
        "  {location: new google.maps.LatLng(40.7284186, -73.98713956), weight: 754.0},\n",
        "  {location: new google.maps.LatLng(40.73047309, -73.98672378), weight: 823.0},\n",
        "  {location: new google.maps.LatLng(40.7361967, -74.00859207), weight: 768.0},\n",
        "  {location: new google.maps.LatLng(40.69196566, -73.9813018), weight: 72.0},\n",
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        "  {location: new google.maps.LatLng(40.68866384, -73.98051836), weight: 108.0},\n",
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        "  {location: new google.maps.LatLng(40.69327018, -73.97703874), weight: 80.0},\n",
        "  {location: new google.maps.LatLng(40.73535398, -74.00483091), weight: 540.0},\n",
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        "  {location: new google.maps.LatLng(40.71870987, -74.0090009), weight: 298.0},\n",
        "  {location: new google.maps.LatLng(40.72456089, -73.99565293), weight: 754.0},\n",
        "  {location: new google.maps.LatLng(40.72317958, -73.99480012), weight: 749.0},\n",
        "  {location: new google.maps.LatLng(40.73226398, -73.99852205), weight: 348.0},\n",
        "  {location: new google.maps.LatLng(40.73543934, -73.99453948), weight: 344.0},\n",
        "  {location: new google.maps.LatLng(40.73532427, -73.99800419), weight: 394.0},\n",
        "  {location: new google.maps.LatLng(40.70531194, -73.97100056), weight: 8.0},\n",
        "  {location: new google.maps.LatLng(40.71939226, -74.00247214), weight: 439.0},\n",
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        "  {location: new google.maps.LatLng(40.70706456, -74.00731853), weight: 277.0},\n",
        "  {location: new google.maps.LatLng(40.72229346, -73.99147535), weight: 603.0},\n",
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        "  {location: new google.maps.LatLng(40.75097711, -73.98765428), weight: 349.0},\n",
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        "  {location: new google.maps.LatLng(40.69308257, -73.97178913), weight: 173.0},\n",
        "  {location: new google.maps.LatLng(40.68528172, -73.97805813), weight: 354.0},\n",
        "  {location: new google.maps.LatLng(40.70569254, -74.01677685), weight: 0.0},\n",
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        "  {location: new google.maps.LatLng(40.71748752, -74.0104554), weight: 320.0},\n",
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        "  {location: new google.maps.LatLng(40.69986937, -73.98271933), weight: 173.0},\n",
        "  {location: new google.maps.LatLng(40.73331967, -73.99510132), weight: 416.0},\n",
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        "  {location: new google.maps.LatLng(40.7606597, -73.98042047), weight: 349.0},\n",
        "  {location: new google.maps.LatLng(40.72938685, -73.97772429), weight: 396.0}\n",
        "    ];\n",
        "    var newYork = new google.maps.LatLng(40.728,-73.99);\n",
        "    \n",
        "    map = new google.maps.Map(document.getElementById('map-canvas853'), {\n",
        "      center: newYork,\n",
        "      zoom: 13,\n",
        "      mapTypeId: google.maps.MapTypeId.SATELLITE\n",
        "    });\n",
        "    \n",
        "    var heatmap = new google.maps.visualization.HeatmapLayer({\n",
        "      data: heatMapData\n",
        "    });\n",
        "    heatmap.setMap(map);\n",
        "}\n",
        "\n",
        "function loadScript() {\n",
        "\n",
        "  if (typeof google === 'object' && typeof google.maps === 'object') {\n",
        "    console.log('Google initialized');\n",
        "    \n",
        "    hmap_initialize();\n",
        "  } else {\n",
        "    console.log('Google not initialized');\n",
        "    var script = document.createElement(\"script\");\n",
        "    script.type = \"text/javascript\";\n",
        "    script.src = \"https://maps.googleapis.com/maps/api/js?sensor=false&libraries=visualization&callback=hmap_initialize\";\n",
        "    document.body.appendChild(script);\n",
        "  }\n",
        "    \n",
        "        \n",
        "}\n",
        "\n",
        "setTimeout(loadScript, 1000);\n",
        "\n",
        "</script>"
       ],
       "output_type": "pyout",
       "prompt_number": 120,
       "text": [
        "<IPython.core.display.HTML at 0x4e41090>"
       ]
      }
     ],
     "prompt_number": 120
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import matplotlib.pyplot as plt\n",
      "def plot_col(col):\n",
      "    fig=plt.figure()\n",
      "    ax = fig.add_subplot(111)\n",
      "    ax.plot(col.index, col)\n",
      "    fig.autofmt_xdate()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 6
    }
   ],
   "metadata": {}
  }
 ]
}