chriddyp/Pandas Widget - Time Series, Search, and Filtering.ipynb

## Pandas Widget - Time Series, Search, and Filtering.ipynb

      
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## Pandas Widget - Walkthrough.ipynb
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  {
   "cells": [
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "## Walking through Plotly and Pandas and IPython Widgets"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from IPython.display import Image\n",
      "Image(url='http://i.imgur.com/OUVRQ1u.gif')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<img src=\"http://i.imgur.com/OUVRQ1u.gif\"/>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 20,
       "text": [
        "<IPython.core.display.Image at 0x102081350>"
       ]
      }
     ],
     "prompt_number": 20
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from IPython.html import widgets \n",
      "from IPython.display import display, clear_output\n",
      "\n",
      "import plotly.plotly as py\n",
      "from plotly.graph_objs import *\n",
      "import plotly\n",
      "from plotly.widgets import GraphWidget\n",
      "\n",
      "import pandas as pd"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 4
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "##### Download 75MB csv file"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "df = pd.read_csv('https://raw.githubusercontent.com/plotly/widgets/master/ipython-examples/311_150k.csv', infer_datetime_format=True)\n",
      "df = df\n",
      "df.head()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "/Users/chris/anaconda/lib/python2.7/site-packages/pandas/io/parsers.py:1154: DtypeWarning:\n",
        "\n",
        "Columns (8,39,46,47,48) have mixed types. Specify dtype option on import or set low_memory=False.\n",
        "\n"
       ]
      },
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>Unique Key</th>\n",
        "      <th>Created Date</th>\n",
        "      <th>Closed Date</th>\n",
        "      <th>Agency</th>\n",
        "      <th>Agency Name</th>\n",
        "      <th>Complaint Type</th>\n",
        "      <th>Descriptor</th>\n",
        "      <th>Location Type</th>\n",
        "      <th>Incident Zip</th>\n",
        "      <th>Incident Address</th>\n",
        "      <th>...</th>\n",
        "      <th>Bridge Highway Name</th>\n",
        "      <th>Bridge Highway Direction</th>\n",
        "      <th>Road Ramp</th>\n",
        "      <th>Bridge Highway Segment</th>\n",
        "      <th>Garage Lot Name</th>\n",
        "      <th>Ferry Direction</th>\n",
        "      <th>Ferry Terminal Name</th>\n",
        "      <th>Latitude</th>\n",
        "      <th>Longitude</th>\n",
        "      <th>Location</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td> 29300358</td>\n",
        "      <td> 11/16/2014 11:46:00 PM</td>\n",
        "      <td> 11/16/2014 11:46:00 PM</td>\n",
        "      <td> DSNY</td>\n",
        "      <td>               BCC - Queens East</td>\n",
        "      <td>       Derelict Vehicles</td>\n",
        "      <td>                             14 Derelict Vehicles</td>\n",
        "      <td>          Street</td>\n",
        "      <td> 11432</td>\n",
        "      <td> 80-25 PARSONS BOULEVARD</td>\n",
        "      <td>...</td>\n",
        "      <td> NaN</td>\n",
        "      <td> NaN</td>\n",
        "      <td> NaN</td>\n",
        "      <td> NaN</td>\n",
        "      <td> NaN</td>\n",
        "      <td> NaN</td>\n",
        "      <td> NaN</td>\n",
        "      <td> 40.719411</td>\n",
        "      <td>-73.808882</td>\n",
        "      <td> (40.719410639341916, -73.80888158860446)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td> 29299837</td>\n",
        "      <td> 11/16/2014 02:24:35 AM</td>\n",
        "      <td> 11/16/2014 02:24:35 AM</td>\n",
        "      <td>  DOB</td>\n",
        "      <td>         Department of Buildings</td>\n",
        "      <td>            Building/Use</td>\n",
        "      <td> Illegal Conversion Of Residential Building/Space</td>\n",
        "      <td>             NaN</td>\n",
        "      <td> 10465</td>\n",
        "      <td>   938 HUNTINGTON AVENUE</td>\n",
        "      <td>...</td>\n",
        "      <td> NaN</td>\n",
        "      <td> NaN</td>\n",
        "      <td> NaN</td>\n",
        "      <td> NaN</td>\n",
        "      <td> NaN</td>\n",
        "      <td> NaN</td>\n",
        "      <td> NaN</td>\n",
        "      <td> 40.827862</td>\n",
        "      <td>-73.830641</td>\n",
        "      <td> (40.827862046105416, -73.83064067165407)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td> 29297857</td>\n",
        "      <td> 11/16/2014 02:17:12 AM</td>\n",
        "      <td> 11/16/2014 02:50:48 AM</td>\n",
        "      <td> NYPD</td>\n",
        "      <td> New York City Police Department</td>\n",
        "      <td>         Illegal Parking</td>\n",
        "      <td>                                 Blocked Sidewalk</td>\n",
        "      <td> Street/Sidewalk</td>\n",
        "      <td> 11201</td>\n",
        "      <td>     229 DUFFIELD STREET</td>\n",
        "      <td>...</td>\n",
        "      <td> NaN</td>\n",
        "      <td> NaN</td>\n",
        "      <td> NaN</td>\n",
        "      <td> NaN</td>\n",
        "      <td> NaN</td>\n",
        "      <td> NaN</td>\n",
        "      <td> NaN</td>\n",
        "      <td> 40.691248</td>\n",
        "      <td>-73.984375</td>\n",
        "      <td>  (40.69124772858873, -73.98437529459297)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td> 29294647</td>\n",
        "      <td> 11/16/2014 02:15:13 AM</td>\n",
        "      <td>                    NaN</td>\n",
        "      <td> NYPD</td>\n",
        "      <td> New York City Police Department</td>\n",
        "      <td> Noise - Street/Sidewalk</td>\n",
        "      <td>                                 Loud Music/Party</td>\n",
        "      <td> Street/Sidewalk</td>\n",
        "      <td> 10040</td>\n",
        "      <td>        128 NAGLE AVENUE</td>\n",
        "      <td>...</td>\n",
        "      <td> NaN</td>\n",
        "      <td> NaN</td>\n",
        "      <td> NaN</td>\n",
        "      <td> NaN</td>\n",
        "      <td> NaN</td>\n",
        "      <td> NaN</td>\n",
        "      <td> NaN</td>\n",
        "      <td> 40.861248</td>\n",
        "      <td>-73.926308</td>\n",
        "      <td> (40.861247930170535, -73.92630783362215)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td> 29300211</td>\n",
        "      <td> 11/16/2014 02:14:01 AM</td>\n",
        "      <td>                    NaN</td>\n",
        "      <td> NYPD</td>\n",
        "      <td> New York City Police Department</td>\n",
        "      <td>         Illegal Parking</td>\n",
        "      <td>                     Commercial Overnight Parking</td>\n",
        "      <td> Street/Sidewalk</td>\n",
        "      <td> 10306</td>\n",
        "      <td>      625 LINCOLN AVENUE</td>\n",
        "      <td>...</td>\n",
        "      <td> NaN</td>\n",
        "      <td> NaN</td>\n",
        "      <td> NaN</td>\n",
        "      <td> NaN</td>\n",
        "      <td> NaN</td>\n",
        "      <td> NaN</td>\n",
        "      <td> NaN</td>\n",
        "      <td> 40.570565</td>\n",
        "      <td>-74.092229</td>\n",
        "      <td>  (40.57056460126485, -74.09222907551542)</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "<p>5 rows \u00d7 52 columns</p>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 6,
       "text": [
        "   Unique Key            Created Date             Closed Date Agency  \\\n",
        "0    29300358  11/16/2014 11:46:00 PM  11/16/2014 11:46:00 PM   DSNY   \n",
        "1    29299837  11/16/2014 02:24:35 AM  11/16/2014 02:24:35 AM    DOB   \n",
        "2    29297857  11/16/2014 02:17:12 AM  11/16/2014 02:50:48 AM   NYPD   \n",
        "3    29294647  11/16/2014 02:15:13 AM                     NaN   NYPD   \n",
        "4    29300211  11/16/2014 02:14:01 AM                     NaN   NYPD   \n",
        "\n",
        "                       Agency Name           Complaint Type  \\\n",
        "0                BCC - Queens East        Derelict Vehicles   \n",
        "1          Department of Buildings             Building/Use   \n",
        "2  New York City Police Department          Illegal Parking   \n",
        "3  New York City Police Department  Noise - Street/Sidewalk   \n",
        "4  New York City Police Department          Illegal Parking   \n",
        "\n",
        "                                         Descriptor    Location Type  \\\n",
        "0                              14 Derelict Vehicles           Street   \n",
        "1  Illegal Conversion Of Residential Building/Space              NaN   \n",
        "2                                  Blocked Sidewalk  Street/Sidewalk   \n",
        "3                                  Loud Music/Party  Street/Sidewalk   \n",
        "4                      Commercial Overnight Parking  Street/Sidewalk   \n",
        "\n",
        "  Incident Zip         Incident Address  \\\n",
        "0        11432  80-25 PARSONS BOULEVARD   \n",
        "1        10465    938 HUNTINGTON AVENUE   \n",
        "2        11201      229 DUFFIELD STREET   \n",
        "3        10040         128 NAGLE AVENUE   \n",
        "4        10306       625 LINCOLN AVENUE   \n",
        "\n",
        "                     ...                    Bridge Highway Name  \\\n",
        "0                    ...                                    NaN   \n",
        "1                    ...                                    NaN   \n",
        "2                    ...                                    NaN   \n",
        "3                    ...                                    NaN   \n",
        "4                    ...                                    NaN   \n",
        "\n",
        "  Bridge Highway Direction Road Ramp Bridge Highway Segment Garage Lot Name  \\\n",
        "0                      NaN       NaN                    NaN             NaN   \n",
        "1                      NaN       NaN                    NaN             NaN   \n",
        "2                      NaN       NaN                    NaN             NaN   \n",
        "3                      NaN       NaN                    NaN             NaN   \n",
        "4                      NaN       NaN                    NaN             NaN   \n",
        "\n",
        "  Ferry Direction Ferry Terminal Name   Latitude  Longitude  \\\n",
        "0             NaN                 NaN  40.719411 -73.808882   \n",
        "1             NaN                 NaN  40.827862 -73.830641   \n",
        "2             NaN                 NaN  40.691248 -73.984375   \n",
        "3             NaN                 NaN  40.861248 -73.926308   \n",
        "4             NaN                 NaN  40.570565 -74.092229   \n",
        "\n",
        "                                   Location  \n",
        "0  (40.719410639341916, -73.80888158860446)  \n",
        "1  (40.827862046105416, -73.83064067165407)  \n",
        "2   (40.69124772858873, -73.98437529459297)  \n",
        "3  (40.861247930170535, -73.92630783362215)  \n",
        "4   (40.57056460126485, -74.09222907551542)  \n",
        "\n",
        "[5 rows x 52 columns]"
       ]
      }
     ],
     "prompt_number": 6
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "#### Create a simple bar chart with Plotly"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "df['Complaint Type'].value_counts()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 7,
       "text": [
        "HEAT/HOT WATER              32202\n",
        "Street Light Condition       7558\n",
        "Blocked Driveway             6997\n",
        "UNSANITARY CONDITION         6174\n",
        "PAINT/PLASTER                5388\n",
        "Illegal Parking              5381\n",
        "Street Condition             4847\n",
        "Noise                        4615\n",
        "PLUMBING                     4284\n",
        "Water System                 3323\n",
        "Noise - Commercial           3206\n",
        "DOOR/WINDOW                  3194\n",
        "Traffic Signal Condition     2766\n",
        "WATER LEAK                   2501\n",
        "Dirty Conditions             2283\n",
        "...\n",
        "Lifeguard                               2\n",
        "Illegal Animal Sold                     2\n",
        "Internal Code                           2\n",
        "Special Natural Area District (SNAD)    2\n",
        "Fire Alarm - Replacement                2\n",
        "Highway Sign - Dangling                 2\n",
        "Public Toilet                           2\n",
        "Radioactive Material                    1\n",
        "Calorie Labeling                        1\n",
        "DHS Income Savings Requirement          1\n",
        "Window Guard                            1\n",
        "Poison Ivy                              1\n",
        "Bottled Water                           1\n",
        "Illegal Fireworks                       1\n",
        "DWD                                     1\n",
        "Length: 183, dtype: int64"
       ]
      }
     ],
     "prompt_number": 7
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "c = df['Complaint Type'].value_counts()\n",
      "url = py.plot([Bar(x=c.index, y=c.values)], filename='311 most common complaints', auto_open=False)\n",
      "plotly.tools.embed(url)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
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nC2F9usCPwlsJ4XMdZoue9RnOC7fEVVE8hqzxcn3tmM2gcDk2V1ETuyKn7qrA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\nm6L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veINR1a1u72KDSltiY4bZ4EkdzPNEB811EAASTk+lV/Dv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\nfBuj3vh7w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       "metadata": {},
       "output_type": "pyout",
       "png": 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kSZPc3Llzfdvfbt26tZLTac1w9VEUAQQQQAABBBCogQCBtwLyqFGj3JVXXulr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\nS/+un/a0KBh98pOfdEcddZTvHKfe2+pgpF7bmmlLw6MlTQg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fill-opacity: 1;\"></path><path d=\"M519.64,320V319.99H522V320Z\" style=\"stroke-width: 0px; fill: #1f77b4; fill-opacity: 1;\"></path><path d=\"M522.59,320V319.99H524.95V320Z\" style=\"stroke-width: 0px; fill: #1f77b4; fill-opacity: 1;\"></path><path d=\"M525.54,320V319.99H527.9V320Z\" style=\"stroke-width: 0px; fill: #1f77b4; fill-opacity: 1;\"></path><path d=\"M528.49,320V319.99H530.85V320Z\" style=\"stroke-width: 0px; fill: #1f77b4; fill-opacity: 1;\"></path><path d=\"M531.44,320V319.99H533.8V320Z\" style=\"stroke-width: 0px; fill: #1f77b4; fill-opacity: 1;\"></path><path d=\"M534.39,320V319.99H536.75V320Z\" style=\"stroke-width: 0px; fill: #1f77b4; fill-opacity: 1;\"></path><path d=\"M537.34,320V319.99H539.7V320Z\" style=\"stroke-width: 0px; fill: #1f77b4; fill-opacity: 1;\"></path></g></g></g><g class=\"errorlayer\"><g class=\"errorbars\"></g></g><g class=\"boxlayer\"></g><g class=\"scatterlayer\"></g></svg><g></g><path class=\"crisp\" transform=\"translate(80,100)\" d=\"M-1,320.5h542\" style=\"fill: none; stroke-width: 1px; stroke: #000000; stroke-opacity: 0;\"></path><path class=\"crisp\" transform=\"translate(80,100)\" d=\"M-0.5,-1v321\" stroke-width=\"1px\" style=\"fill: none; stroke: #000000; stroke-opacity: 0;\"></path><g></g><g transform=\"translate(80,100)\"><g class=\"xtick\" data-bb=\"6973\"><text text-anchor=\"start\" x=\"0\" y=\"334\" transform=\"translate(1.48,0) rotate(90,0,328)\" style=\"font-family: 'Open sans', verdana, arial, sans-serif; font-size: 12px; fill: #444444; fill-opacity: 1; visibility: visible;\" data-bb=\"6935\">HEAT/HOT WATER</text></g><g class=\"xtick\" data-bb=\"6974\"><text text-anchor=\"start\" x=\"0\" y=\"334\" transform=\"translate(16.23,0) rotate(90,0,328)\" style=\"font-family: 'Open sans', verdana, arial, sans-serif; font-size: 12px; fill: #444444; fill-opacity: 1; visibility: visible;\" data-bb=\"6936\">Illegal Parking</text></g><g class=\"xtick\" data-bb=\"6975\"><text text-anchor=\"start\" x=\"0\" y=\"334\" transform=\"translate(30.98,0) rotate(90,0,328)\" style=\"font-family: 'Open sans', verdana, arial, sans-serif; font-size: 12px; fill: #444444; fill-opacity: 1; visibility: visible;\" data-bb=\"6937\">Noise - Commercial</text></g><g class=\"xtick\" data-bb=\"6976\"><text text-anchor=\"start\" x=\"0\" y=\"334\" transform=\"translate(45.74,0) rotate(90,0,328)\" style=\"font-family: 'Open sans', verdana, arial, sans-serif; font-size: 12px; fill: #444444; fill-opacity: 1; visibility: visible;\" data-bb=\"6938\">ELECTRIC</text></g><g class=\"xtick\" data-bb=\"6977\"><text text-anchor=\"start\" x=\"0\" y=\"334\" transform=\"translate(60.49,0) rotate(90,0,328)\" style=\"font-family: 'Open sans', verdana, arial, sans-serif; font-size: 12px; fill: #444444; fill-opacity: 1; visibility: visible;\" data-bb=\"6939\">Noise - Street/Sidewalk</text></g><g class=\"xtick\" data-bb=\"6978\"><text text-anchor=\"start\" x=\"0\" y=\"334\" transform=\"translate(75.25,0) rotate(90,0,328)\" style=\"font-family: 'Open sans', verdana, arial, sans-serif; font-size: 12px; fill: #444444; fill-opacity: 1; visibility: visible;\" data-bb=\"6940\">GENERAL</text></g><g class=\"xtick\" data-bb=\"6979\"><text text-anchor=\"start\" x=\"0\" y=\"334\" transform=\"translate(90,0) rotate(90,0,328)\" style=\"font-family: 'Open sans', verdana, arial, sans-serif; font-size: 12px; fill: #444444; fill-opacity: 1; visibility: visible;\" data-bb=\"6941\">Derelict Vehicle</text></g><g class=\"xtick\" data-bb=\"6980\"><text text-anchor=\"start\" x=\"0\" y=\"334\" transform=\"translate(104.75,0) rotate(90,0,328)\" style=\"font-family: 'Open sans', verdana, arial, sans-serif; font-size: 12px; fill: #444444; fill-opacity: 1; visibility: visible;\" data-bb=\"6942\">Noise - Vehicle</text></g><g class=\"xtick\" data-bb=\"6981\"><text text-anchor=\"start\" x=\"0\" y=\"334\" transform=\"translate(119.51,0) rotate(90,0,328)\" style=\"font-family: 'Open sans', verdana, arial, sans-serif; font-size: 12px; fill: #444444; fill-opacity: 1; visibility: visible;\" data-bb=\"6943\">SCRIE</text></g><g class=\"xtick\" data-bb=\"6982\"><text text-anchor=\"start\" x=\"0\" y=\"334\" transform=\"translate(134.26,0) rotate(90,0,328)\" style=\"font-family: 'Open sans', verdana, arial, sans-serif; font-size: 12px; fill: #444444; fill-opacity: 1; visibility: visible;\" data-bb=\"6944\">Air Quality</text></g><g class=\"xtick\" data-bb=\"6983\"><text text-anchor=\"start\" x=\"0\" y=\"334\" transform=\"translate(149.02,0) rotate(90,0,328)\" style=\"font-family: 'Open sans', verdana, arial, sans-serif; font-size: 12px; fill: #444444; fill-opacity: 1; visibility: visible;\" data-bb=\"6945\">Street Sign - Damaged</text></g><g class=\"xtick\" data-bb=\"6984\"><text text-anchor=\"start\" x=\"0\" y=\"334\" transform=\"translate(163.77,0) rotate(90,0,328)\" style=\"font-family: 'Open sans', verdana, arial, sans-serif; font-size: 12px; fill: #444444; fill-opacity: 1; visibility: visible;\" data-bb=\"6946\">Traffic</text></g><g class=\"xtick\" data-bb=\"6985\"><text text-anchor=\"start\" x=\"0\" y=\"334\" transform=\"translate(178.52,0) rotate(90,0,328)\" style=\"font-family: 'Open sans', verdana, arial, sans-serif; font-size: 12px; fill: #444444; fill-opacity: 1; visibility: visible;\" data-bb=\"6947\">WNW</text></g><g class=\"xtick\" data-bb=\"6986\"><text text-anchor=\"start\" x=\"0\" y=\"334\" transform=\"translate(193.28,0) rotate(90,0,328)\" style=\"font-family: 'Open sans', verdana, arial, sans-serif; font-size: 12px; fill: #444444; fill-opacity: 1; visibility: visible;\" data-bb=\"6948\">Litter Basket / Request</text></g><g class=\"xtick\" data-bb=\"6987\"><text text-anchor=\"start\" x=\"0\" y=\"334\" transform=\"translate(208.03,0) rotate(90,0,328)\" style=\"font-family: 'Open sans', verdana, arial, sans-serif; font-size: 12px; fill: #444444; fill-opacity: 1; visibility: visible;\" data-bb=\"6949\">Water Conservation</text></g><g class=\"xtick\" data-bb=\"6988\"><text text-anchor=\"start\" x=\"0\" y=\"334\" transform=\"translate(222.79,0) rotate(90,0,328)\" style=\"font-family: 'Open sans', verdana, arial, sans-serif; font-size: 12px; fill: #444444; fill-opacity: 1; visibility: visible;\" data-bb=\"6950\">Smoking</text></g><g class=\"xtick\" data-bb=\"6989\"><text text-anchor=\"start\" x=\"0\" y=\"334\" transform=\"translate(237.54,0) rotate(90,0,328)\" style=\"font-family: 'Open sans', verdana, arial, sans-serif; font-size: 12px; fill: #444444; fill-opacity: 1; visibility: visible;\" data-bb=\"6951\">Unsanitary Animal Pvt Property</text></g><g class=\"xtick\" data-bb=\"6990\"><text text-anchor=\"start\" x=\"0\" y=\"334\" transform=\"translate(252.3,0) rotate(90,0,328)\" style=\"font-family: 'Open sans', verdana, arial, sans-serif; font-size: 12px; fill: #444444; fill-opacity: 1; visibility: visible;\" data-bb=\"6952\">Indoor Sewage</text></g><g class=\"xtick\" data-bb=\"6991\"><text text-anchor=\"start\" x=\"0\" y=\"334\" transform=\"translate(267.05,0) rotate(90,0,328)\" style=\"font-family: 'Open sans', verdana, arial, sans-serif; font-size: 12px; fill: #444444; fill-opacity: 1; visibility: visible;\" data-bb=\"6953\">Industrial Waste</text></g><g class=\"xtick\" data-bb=\"6992\"><text text-anchor=\"start\" x=\"0\" y=\"334\" transform=\"translate(281.8,0) rotate(90,0,328)\" style=\"font-family: 'Open sans', verdana, arial, sans-serif; font-size: 12px; fill: #444444; fill-opacity: 1; visibility: visible;\" data-bb=\"6954\">Curb Condition</text></g><g class=\"xtick\" data-bb=\"6993\"><text text-anchor=\"start\" x=\"0\" y=\"334\" transform=\"translate(296.56,0) rotate(90,0,328)\" style=\"font-family: 'Open sans', verdana, arial, sans-serif; font-size: 12px; fill: #444444; fill-opacity: 1; visibility: visible;\" data-bb=\"6955\">Noise - House of Worship</text></g><g class=\"xtick\" data-bb=\"6994\"><text text-anchor=\"start\" x=\"0\" y=\"334\" transform=\"translate(311.31,0) rotate(90,0,328)\" style=\"font-family: 'Open sans', verdana, arial, sans-serif; font-size: 12px; fill: #444444; fill-opacity: 1; visibility: visible;\" data-bb=\"6956\">Taxi Compliment</text></g><g class=\"xtick\" data-bb=\"6995\"><text text-anchor=\"start\" x=\"0\" y=\"334\" transform=\"translate(326.07,0) rotate(90,0,328)\" style=\"font-family: 'Open sans', verdana, arial, sans-serif; font-size: 12px; fill: #444444; fill-opacity: 1; visibility: visible;\" data-bb=\"6957\">Ferry Inquiry</text></g><g class=\"xtick\" data-bb=\"6996\"><text text-anchor=\"start\" x=\"0\" y=\"334\" transform=\"translate(340.82,0) rotate(90,0,328)\" style=\"font-family: 'Open sans', verdana, arial, sans-serif; font-size: 12px; fill: #444444; fill-opacity: 1; visibility: visible;\" data-bb=\"6958\">Bike/Roller/Skate Chronic</text></g><g class=\"xtick\" data-bb=\"6997\"><text text-anchor=\"start\" x=\"0\" y=\"334\" transform=\"translate(355.57,0) rotate(90,0,328)\" style=\"font-family: 'Open sans', verdana, arial, sans-serif; font-size: 12px; fill: #444444; fill-opacity: 1; visibility: visible;\" data-bb=\"6959\">For Hire Vehicle Report</text></g><g class=\"xtick\" data-bb=\"6998\"><text text-anchor=\"start\" x=\"0\" y=\"334\" transform=\"translate(370.33,0) rotate(90,0,328)\" style=\"font-family: 'Open sans', verdana, arial, sans-serif; font-size: 12px; fill: #444444; fill-opacity: 1; visibility: visible;\" data-bb=\"6960\">Cranes and Derricks</text></g><g class=\"xtick\" data-bb=\"6999\"><text text-anchor=\"start\" x=\"0\" y=\"334\" transform=\"translate(385.08,0) rotate(90,0,328)\" style=\"font-family: 'Open sans', verdana, arial, sans-serif; font-size: 12px; fill: #444444; fill-opacity: 1; visibility: visible;\" data-bb=\"6961\">Investigations and Discipline (IAD)</text></g><g class=\"xtick\" data-bb=\"7000\"><text text-anchor=\"start\" x=\"0\" y=\"334\" transform=\"translate(399.84,0) rotate(90,0,328)\" style=\"font-family: 'Open sans', verdana, arial, sans-serif; font-size: 12px; fill: #444444; fill-opacity: 1; visibility: visible;\" data-bb=\"6962\">Fire Alarm - Modification</text></g><g class=\"xtick\" data-bb=\"7001\"><text text-anchor=\"start\" x=\"0\" y=\"334\" transform=\"translate(414.59,0) rotate(90,0,328)\" style=\"font-family: 'Open sans', verdana, arial, sans-serif; font-size: 12px; fill: #444444; fill-opacity: 1; visibility: visible;\" data-bb=\"6963\">Panhandling</text></g><g class=\"xtick\" data-bb=\"7002\"><text text-anchor=\"start\" x=\"0\" y=\"334\" transform=\"translate(429.34,0) rotate(90,0,328)\" style=\"font-family: 'Open sans', verdana, arial, sans-serif; font-size: 12px; fill: #444444; fill-opacity: 1; visibility: visible;\" data-bb=\"6964\">Fire Alarm - New System</text></g><g class=\"xtick\" data-bb=\"7003\"><text text-anchor=\"start\" x=\"0\" y=\"334\" transform=\"translate(444.1,0) rotate(90,0,328)\" style=\"font-family: 'Open sans', verdana, arial, sans-serif; font-size: 12px; fill: #444444; fill-opacity: 1; visibility: visible;\" data-bb=\"6965\">Highway Sign - Damaged</text></g><g class=\"xtick\" data-bb=\"7004\"><text text-anchor=\"start\" x=\"0\" y=\"334\" transform=\"translate(458.85,0) rotate(90,0,328)\" style=\"font-family: 'Open sans', verdana, arial, sans-serif; font-size: 12px; fill: #444444; fill-opacity: 1; visibility: visible;\" data-bb=\"6966\">Invitation</text></g><g class=\"xtick\" data-bb=\"7005\"><text text-anchor=\"start\" x=\"0\" y=\"334\" transform=\"translate(473.61,0) rotate(90,0,328)\" style=\"font-family: 'Open sans', verdana, arial, sans-serif; font-size: 12px; fill: #444444; fill-opacity: 1; visibility: visible;\" data-bb=\"6967\">Plant</text></g><g class=\"xtick\" data-bb=\"7006\"><text text-anchor=\"start\" x=\"0\" y=\"334\" transform=\"translate(488.36,0) rotate(90,0,328)\" style=\"font-family: 'Open sans', verdana, arial, sans-serif; font-size: 12px; fill: #444444; fill-opacity: 1; visibility: visible;\" data-bb=\"6968\">Tattooing</text></g><g class=\"xtick\" data-bb=\"7007\"><text text-anchor=\"start\" x=\"0\" y=\"334\" transform=\"translate(503.11,0) rotate(90,0,328)\" style=\"font-family: 'Open sans', verdana, arial, sans-serif; font-size: 12px; fill: #444444; fill-opacity: 1; visibility: visible;\" data-bb=\"6969\">Internal Code</text></g><g class=\"xtick\" data-bb=\"7008\"><text text-anchor=\"start\" x=\"0\" y=\"334\" transform=\"translate(517.87,0) rotate(90,0,328)\" style=\"font-family: 'Open sans', verdana, arial, sans-serif; font-size: 12px; fill: #444444; fill-opacity: 1; visibility: visible;\" data-bb=\"6970\">Radioactive Material</text></g><g class=\"xtick\" data-bb=\"7009\"><text text-anchor=\"start\" x=\"0\" y=\"334\" transform=\"translate(532.62,0) rotate(90,0,328)\" style=\"font-family: 'Open sans', verdana, arial, sans-serif; font-size: 12px; fill: #444444; fill-opacity: 1; visibility: visible;\" data-bb=\"6971\">Bottled Water</text></g></g><g transform=\"translate(80,100)\"><g class=\"ytick\" data-bb=\"7011\"><text text-anchor=\"end\" x=\"-2\" y=\"6\" transform=\"translate(0,320)\" style=\"font-family: 'Open sans', verdana, arial, sans-serif; font-size: 12px; fill: #444444; fill-opacity: 1; visibility: visible;\">0</text></g><g class=\"ytick\" data-bb=\"7012\"><text text-anchor=\"end\" x=\"-2\" y=\"6\" transform=\"translate(0,272.8)\" style=\"font-family: 'Open sans', verdana, arial, sans-serif; font-size: 12px; fill: #444444; fill-opacity: 1; visibility: visible;\">5k</text></g><g class=\"ytick\" data-bb=\"7013\"><text text-anchor=\"end\" x=\"-2\" y=\"6\" transform=\"translate(0,225.6)\" style=\"font-family: 'Open sans', verdana, arial, sans-serif; font-size: 12px; fill: #444444; fill-opacity: 1; visibility: visible;\">10k</text></g><g class=\"ytick\" data-bb=\"7014\"><text text-anchor=\"end\" x=\"-2\" y=\"6\" transform=\"translate(0,178.39)\" style=\"font-family: 'Open sans', verdana, arial, sans-serif; font-size: 12px; fill: #444444; fill-opacity: 1; visibility: visible;\">15k</text></g><g class=\"ytick\" data-bb=\"7015\"><text text-anchor=\"end\" x=\"-2\" y=\"6\" transform=\"translate(0,131.19)\" style=\"font-family: 'Open sans', verdana, arial, sans-serif; font-size: 12px; fill: #444444; fill-opacity: 1; visibility: visible;\">20k</text></g><g class=\"ytick\" data-bb=\"7016\"><text text-anchor=\"end\" x=\"-2\" y=\"6\" transform=\"translate(0,83.99)\" style=\"font-family: 'Open sans', verdana, arial, sans-serif; font-size: 12px; fill: #444444; fill-opacity: 1; visibility: visible;\">25k</text></g><g class=\"ytick\" data-bb=\"7017\"><text text-anchor=\"end\" x=\"-2\" y=\"6\" transform=\"translate(0,36.79)\" style=\"font-family: 'Open sans', verdana, arial, sans-serif; font-size: 12px; fill: #444444; fill-opacity: 1; visibility: visible;\">30k</text></g></g><g></g></g><g transform=\"translate(80,100)\"></g><g class=\"infolayer\"><g class=\"g-gtitle\"></g><g class=\"g-xtitle\" data-bb=\"6972\" transform=\"translate(0,24)\"></g><g class=\"g-ytitle\" data-bb=\"7010\"></g></g><g class=\"hoverlayer\" style=\"pointer-events: none;\"></g><text class=\"js-plot-link-container\" text-anchor=\"end\" x=\"693\" y=\"491\" style=\"font-family: 'Open Sans', Arial, sans-serif; font-size: 12px; fill: #444444;\"><tspan class=\"js-link-to-tool\"></tspan><tspan class=\"js-link-spacer\"></tspan><tspan class=\"js-sourcelinks\"></tspan></text></svg>"
       ],
       "text": [
        "<plotly.tools.PlotlyDisplay at 0x1103079d0>"
       ]
      }
     ],
     "prompt_number": 8
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "#### Turn this graph into an IPython widget"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "graph = GraphWidget(url)\n",
      "\n",
      "# Place the graph in a popup, so that we can move it around\n",
      "popup = widgets.PopupWidget(\n",
      "    children=[graph]\n",
      ")\n",
      "popup.set_css('display', 'none', selector='.btn')\n",
      "\n",
      "popup"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 9
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "#### Update the graph widget with the most common counts of a different column\n",
      "This update is done entirely in the client - `graph.restyle` sends data up to the browser client and communicates with the embedded Plotly graph"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "a = df['Agency Name'].value_counts()\n",
      "graph.restyle({'x': [a.index], 'y': [a.values]})"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 10
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "#### IPython widget dropdowns"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "column_headers_dropdown = widgets.DropdownWidget()\n",
      "column_headers_dropdown.values  = {column: column for column in df.columns}\n",
      "column_headers_dropdown"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "text": [
        "'Complaint Type'"
       ]
      }
     ],
     "prompt_number": 11
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "#### Re-graph the data on dropdown selection"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def on_dropdown_selection(_, old_selection, new_selection):\n",
      "    clear_output()\n",
      "    display(new_selection)\n",
      "    \n",
      "    vc = df[new_selection].value_counts()\n",
      "\n",
      "    graph.restyle({'x': [vc.index], 'y': [vc.values]})\n",
      "    \n",
      "column_headers_dropdown.on_trait_change(on_dropdown_selection, 'value')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 12
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "## Search complaints"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "#### Simple dataframe filter"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "idx = df['Complaint Type'].str.contains('Tree').fillna(False)\n",
      "df[idx]['Complaint Type'].value_counts()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 13,
       "text": [
        "Damaged Tree               2072\n",
        "Overgrown Tree/Branches    1171\n",
        "Dead Tree                   668\n",
        "Illegal Tree Damage         150\n",
        "dtype: int64"
       ]
      }
     ],
     "prompt_number": 13
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "t = widgets.TextWidget()\n",
      "t.description = 'Search complaint types (e.g. \"Tree\")'\n",
      "t"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "text": [
        "u''"
       ]
      }
     ],
     "prompt_number": 18
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def on_text_input(_, old_text, new_text):\n",
      "    clear_output()\n",
      "    display(new_text)\n",
      "    \n",
      "    idx = df['Complaint Type'].str.contains(new_text).fillna(False)\n",
      "    vc = df[idx][column_headers_dropdown.value].value_counts()\n",
      "    \n",
      "    graph.restyle({'x': [vc.index], 'y': [vc.values]})    \n",
      "    \n",
      "t.on_trait_change(on_text_input, 'value', remove=False)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 19
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# CSS styling within IPython notebook - feel free to re-use\n",
      "from IPython.core.display import HTML\n",
      "import urllib2\n",
      "\n",
      "HTML(urllib2.urlopen('http://bit.ly/1Bf5Hft').read())"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<style>\n",
        "\n",
        "html {\n",
        "  font-size: 62.5% !important; }\n",
        "body {\n",
        "  font-size: 1.5em !important; /* currently ems cause chrome bug misinterpreting rems on body element */\n",
        "  line-height: 1.6 !important;\n",
        "  font-weight: 400 !important;\n",
        "  font-family: \"Raleway\", \"HelveticaNeue\", \"Helvetica Neue\", Helvetica, Arial, sans-serif !important;\n",
        "  color: #222 !important; }\n",
        "\n",
        "div{ border-radius: 0px !important;  }\n",
        "div.CodeMirror-sizer{ background: rgb(244, 244, 248) !important; }\n",
        "div.input_area{ background: rgb(244, 244, 248) !important; }\n",
        "\n",
        "div.out_prompt_overlay:hover{ background: rgb(244, 244, 248) !important; }\n",
        "div.input_prompt:hover{ background: rgb(244, 244, 248) !important; }\n",
        "\n",
        "h1, h2, h3, h4, h5, h6 {\n",
        "  color: #333 !important;\n",
        "  margin-top: 0 !important;\n",
        "  margin-bottom: 2rem !important;\n",
        "  font-weight: 300 !important; }\n",
        "h1 { font-size: 4.0rem !important; line-height: 1.2 !important;  letter-spacing: -.1rem !important;}\n",
        "h2 { font-size: 3.6rem !important; line-height: 1.25 !important; letter-spacing: -.1rem !important; }\n",
        "h3 { font-size: 3.0rem !important; line-height: 1.3 !important;  letter-spacing: -.1rem !important; }\n",
        "h4 { font-size: 2.4rem !important; line-height: 1.35 !important; letter-spacing: -.08rem !important; }\n",
        "h5 { font-size: 1.8rem !important; line-height: 1.5 !important;  letter-spacing: -.05rem !important; }\n",
        "h6 { font-size: 1.5rem !important; line-height: 1.6 !important;  letter-spacing: 0 !important; }\n",
        "\n",
        "@media (min-width: 550px) {\n",
        "  h1 { font-size: 5.0rem !important; }\n",
        "  h2 { font-size: 4.2rem !important; }\n",
        "  h3 { font-size: 3.6rem !important; }\n",
        "  h4 { font-size: 3.0rem !important; }\n",
        "  h5 { font-size: 2.4rem !important; }\n",
        "  h6 { font-size: 1.5rem !important; }\n",
        "}\n",
        "\n",
        "p {\n",
        "  margin-top: 0 !important; }\n",
        "  \n",
        "a {\n",
        "  color: #1EAEDB !important; }\n",
        "a:hover {\n",
        "  color: #0FA0CE !important; }\n",
        "  \n",
        "code {\n",
        "  padding: .2rem .5rem !important;\n",
        "  margin: 0 .2rem !important;\n",
        "  font-size: 90% !important;\n",
        "  white-space: nowrap !important;\n",
        "  background: #F1F1F1 !important;\n",
        "  border: 1px solid #E1E1E1 !important;\n",
        "  border-radius: 4px !important; }\n",
        "pre > code {\n",
        "  display: block !important;\n",
        "  padding: 1rem 1.5rem !important;\n",
        "  white-space: pre !important; }\n",
        "  \n",
        "button{ border-radius: 0px !important; }\n",
        ".navbar-inner{ background-image: none !important;  }\n",
        "select, textarea{ border-radius: 0px !important; }\n",
        "\n",
        "</style>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 2,
       "text": [
        "<IPython.core.display.HTML at 0x103ab0650>"
       ]
      }
     ],
     "prompt_number": 2
    }
   ],
   "metadata": {}
  }
 ]
}

## Widgets - Contour Plotter.ipynb

      
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## Widgets - Fractal Tree Generator.ipynb

      
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## Widgets - Graphing locally.ipynb

      
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## Widgets - Plotly Graph Widget Overview.ipynb

      
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## Widgets - Sliders and Etch-A-Sketch.ipynb

      
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