RandomForest.ipynb

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   "cells": [
    {
     "cell_type": "heading",
     "level": 1,
     "metadata": {},
     "source": [
      "Using Random Forests to estimate probability of making a 3-point shot after an offensive rebound"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "This is a variation of the analysis done by [Greg Reda's](http://www.gregreda.com/2013/12/26/three-pointers-after-offensive-rebounds/) 3-point analysis for NCAA Basketball.  Greg used a MCMC method to analyize the probability of making a 3-point shot after an offensive rebound.  Here I attempt to use the Random Forest using [scikit-lear](http://scikit-learn.org/dev/modules/ensemble.html).\n",
      "\n",
      "Lets get started:"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import pandas as pd\n",
      "import numpy as np\n",
      "import scipy.stats as stats\n",
      "import glob\n",
      "import re\n",
      "\n",
      "%matplotlib inline\n",
      "import matplotlib.pyplot as plt\n",
      "\n",
      "from mpld3 import enable_notebook\n",
      "enable_notebook()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 1
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Load web scraped data using Greg's script."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# read PSVs into DataFrame\n",
      "games = []\n",
      "files = glob.glob('cbb-play-data/*.psv')\n",
      "for f in files:\n",
      "    df = pd.read_csv(f, sep='|')\n",
      "    df['game_id'] = f.replace('.psv', '')\n",
      "    games.append(df)\n",
      "\n",
      "print 'Read {0} games'.format(len(games))"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "Read 6881 games\n"
       ]
      }
     ],
     "prompt_number": 2
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "games_df = pd.concat(games)\n",
      "\n",
      "# add event_id to maintain event order\n",
      "# we can use the index since pandas defaults to the Nth row of the file\n",
      "games_df['event_id'] = games_df.index\n",
      "\n",
      "# melt data into one column for home/away and another for event\n",
      "# maintain play order by sorting on event_id\n",
      "melted = pd.melt(games_df, id_vars=['event_id', 'game_id', 'time', 'score'],\n",
      "                     var_name='team', value_name='event')\n",
      "melted.sort_index(by=['game_id', 'event_id'], inplace=True)\n",
      "\n",
      "# drop rows with NaN events - an event only belongs to one team\n",
      "melted = melted[melted.event.notnull()]\n",
      "print melted[10:15]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "         event_id                  game_id   time score  team  \\\n",
        "2188722        10  cbb-play-data/303120120  18:54   0-2  home   \n",
        "2188723        11  cbb-play-data/303120120  18:48   0-2  home   \n",
        "2188724        12  cbb-play-data/303120120  18:48   0-2  home   \n",
        "2188725        13  cbb-play-data/303120120  18:44   0-2  home   \n",
        "14             14  cbb-play-data/303120120  18:44   0-2  away   \n",
        "\n",
        "                                           event  \n",
        "2188722          Dino Gregory Defensive Rebound.  \n",
        "2188723   Sean Mosley missed Three Point Jumper.  \n",
        "2188724       Jordan Williams Offensive Rebound.  \n",
        "2188725  Jordan Williams missed Two Point Layup.  \n",
        "14                        Aaron Broussard Block.  \n"
       ]
      }
     ],
     "prompt_number": 3
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Now label the data whether a 3-point shot was made or missed."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def c(r):\n",
      "    if r==\"made\":\n",
      "        return 1\n",
      "    else:\n",
      "        return 0\n",
      "    \n",
      "# label whether three pointers were made or missed\n",
      "get_shot_result = lambda x: c(re.findall('(made|missed)', x)[0])\n",
      "shot3 = melted.event.str.contains('Three Point')\n",
      "melted['shot_result'] = melted[shot3].event.apply(get_shot_result)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 4
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Now label whether the shot was made after an offensive rebound."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def criteria(df):\n",
      "    \"\"\"Labels if the three pointer was preceded by an offensive rebound.\"\"\"\n",
      "    df['after_oreb'] = ((df.event.str.contains('Three Point')) & \\\n",
      "                        df.event.shift(1).str.contains('Offensive Rebound')) + 0\n",
      "    df.after_oreb.fillna(0, inplace=1)\n",
      "    return df\n",
      "\n",
      "melted = melted.groupby('game_id').apply(criteria)\n",
      "melted[melted.shot_result.notnull()].head(3)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "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>event_id</th>\n",
        "      <th>game_id</th>\n",
        "      <th>time</th>\n",
        "      <th>score</th>\n",
        "      <th>team</th>\n",
        "      <th>event</th>\n",
        "      <th>shot_result</th>\n",
        "      <th>after_oreb</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0      </th>\n",
        "      <td>  0</td>\n",
        "      <td> cbb-play-data/303120120</td>\n",
        "      <td> 19:42</td>\n",
        "      <td> 0-0</td>\n",
        "      <td> away</td>\n",
        "      <td> Sterling Carter missed Three Point Jumper.</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5      </th>\n",
        "      <td>  5</td>\n",
        "      <td> cbb-play-data/303120120</td>\n",
        "      <td> 19:32</td>\n",
        "      <td> 0-0</td>\n",
        "      <td> away</td>\n",
        "      <td>   Garrett Lever missed Three Point Jumper.</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2188723</th>\n",
        "      <td> 11</td>\n",
        "      <td> cbb-play-data/303120120</td>\n",
        "      <td> 18:48</td>\n",
        "      <td> 0-2</td>\n",
        "      <td> home</td>\n",
        "      <td>     Sean Mosley missed Three Point Jumper.</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 5,
       "text": [
        "         event_id                  game_id   time score  team  \\\n",
        "0               0  cbb-play-data/303120120  19:42   0-0  away   \n",
        "5               5  cbb-play-data/303120120  19:32   0-0  away   \n",
        "2188723        11  cbb-play-data/303120120  18:48   0-2  home   \n",
        "\n",
        "                                              event  shot_result after_oreb  \n",
        "0        Sterling Carter missed Three Point Jumper.            0          0  \n",
        "5          Garrett Lever missed Three Point Jumper.            0          0  \n",
        "2188723      Sean Mosley missed Three Point Jumper.            0          0  "
       ]
      }
     ],
     "prompt_number": 5
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Now lets take a look at the data:"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "threes = melted[melted.shot_result.notnull()]\n",
      "attempts = threes.groupby(['shot_result', 'after_oreb']).size().unstack(0)\n",
      "\n",
      "made = attempts.columns[1]\n",
      "missed = attempts.columns[0]\n",
      "attempts['perc'] = attempts[made].astype(float) / (attempts[missed] + attempts[made])\n",
      "print attempts"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "shot_result     0.0    1.0      perc\n",
        "after_oreb                          \n",
        "0            151738  78887  0.342057\n",
        "1             12900   6837  0.346405\n"
       ]
      }
     ],
     "prompt_number": 6
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "This shows that normally (not after an offensive rebound) the percentage of shots made is 34.8%, and 33.9% for after an offensive rebound.  Not much difference in percentages.\n",
      "\n",
      "One thing to note, the data does not account for how long it took to make a 3-point shot after an offensive rebound.  We only care about those shots that are \"immediately\" after the rebound.  To do this we must calculate the time difference between each play.  "
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "melted['minutes'] = melted.time.apply(lambda x: int(x.split(':')[0]))\n",
      "melted['seconds'] = melted.time.apply(lambda x: int(x.split(':')[1]))"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 7
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "There are also duplicates in the data, remove them."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "duped_cols = ['game_id', 'event_id', 'time', 'event']\n",
      "melted[melted.duplicated(cols=duped_cols)][:3]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "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>event_id</th>\n",
        "      <th>game_id</th>\n",
        "      <th>time</th>\n",
        "      <th>score</th>\n",
        "      <th>team</th>\n",
        "      <th>event</th>\n",
        "      <th>shot_result</th>\n",
        "      <th>after_oreb</th>\n",
        "      <th>minutes</th>\n",
        "      <th>seconds</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>2188755</th>\n",
        "      <td> 43</td>\n",
        "      <td> cbb-play-data/303120120</td>\n",
        "      <td> 15:52</td>\n",
        "      <td>       Official TV Timeout.</td>\n",
        "      <td> home</td>\n",
        "      <td>       Official TV Timeout.</td>\n",
        "      <td>NaN</td>\n",
        "      <td> 0</td>\n",
        "      <td> 15</td>\n",
        "      <td> 52</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2188802</th>\n",
        "      <td> 90</td>\n",
        "      <td> cbb-play-data/303120120</td>\n",
        "      <td> 12:26</td>\n",
        "      <td> Seattle 30 Second Timeout.</td>\n",
        "      <td> home</td>\n",
        "      <td> Seattle 30 Second Timeout.</td>\n",
        "      <td>NaN</td>\n",
        "      <td> 0</td>\n",
        "      <td> 12</td>\n",
        "      <td> 26</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2188809</th>\n",
        "      <td> 97</td>\n",
        "      <td> cbb-play-data/303120120</td>\n",
        "      <td> 11:52</td>\n",
        "      <td>       Official TV Timeout.</td>\n",
        "      <td> home</td>\n",
        "      <td>       Official TV Timeout.</td>\n",
        "      <td>NaN</td>\n",
        "      <td> 0</td>\n",
        "      <td> 11</td>\n",
        "      <td> 52</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 8,
       "text": [
        "         event_id                  game_id   time                       score  \\\n",
        "2188755        43  cbb-play-data/303120120  15:52        Official TV Timeout.   \n",
        "2188802        90  cbb-play-data/303120120  12:26  Seattle 30 Second Timeout.   \n",
        "2188809        97  cbb-play-data/303120120  11:52        Official TV Timeout.   \n",
        "\n",
        "         team                       event  shot_result after_oreb  minutes  \\\n",
        "2188755  home        Official TV Timeout.          NaN          0       15   \n",
        "2188802  home  Seattle 30 Second Timeout.          NaN          0       12   \n",
        "2188809  home        Official TV Timeout.          NaN          0       11   \n",
        "\n",
        "         seconds  \n",
        "2188755       52  \n",
        "2188802       26  \n",
        "2188809       52  "
       ]
      }
     ],
     "prompt_number": 8
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "melted.drop_duplicates(cols=['game_id', 'event_id', 'event'], inplace=True)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 9
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Label which period the play was made in order to calculate the total sime remaining."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "melted['period_end'] = melted.event.apply(lambda x: x.startswith('End of'))\n",
      "melted[melted.period_end].head(3)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "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>event_id</th>\n",
        "      <th>game_id</th>\n",
        "      <th>time</th>\n",
        "      <th>score</th>\n",
        "      <th>team</th>\n",
        "      <th>event</th>\n",
        "      <th>shot_result</th>\n",
        "      <th>after_oreb</th>\n",
        "      <th>minutes</th>\n",
        "      <th>seconds</th>\n",
        "      <th>period_end</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>207</th>\n",
        "      <td> 207</td>\n",
        "      <td> cbb-play-data/303120120</td>\n",
        "      <td> 0:00</td>\n",
        "      <td> End of the 1st Half.</td>\n",
        "      <td> away</td>\n",
        "      <td> End of the 1st Half.</td>\n",
        "      <td>NaN</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> True</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>636</th>\n",
        "      <td> 186</td>\n",
        "      <td> cbb-play-data/303120221</td>\n",
        "      <td> 0:00</td>\n",
        "      <td> End of the 1st Half.</td>\n",
        "      <td> away</td>\n",
        "      <td> End of the 1st Half.</td>\n",
        "      <td>NaN</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> True</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>999</th>\n",
        "      <td> 184</td>\n",
        "      <td> cbb-play-data/303120251</td>\n",
        "      <td> 0:00</td>\n",
        "      <td> End of the 1st Half.</td>\n",
        "      <td> away</td>\n",
        "      <td> End of the 1st Half.</td>\n",
        "      <td>NaN</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> True</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 10,
       "text": [
        "     event_id                  game_id  time                 score  team  \\\n",
        "207       207  cbb-play-data/303120120  0:00  End of the 1st Half.  away   \n",
        "636       186  cbb-play-data/303120221  0:00  End of the 1st Half.  away   \n",
        "999       184  cbb-play-data/303120251  0:00  End of the 1st Half.  away   \n",
        "\n",
        "                    event  shot_result after_oreb  minutes  seconds period_end  \n",
        "207  End of the 1st Half.          NaN          0        0        0       True  \n",
        "636  End of the 1st Half.          NaN          0        0        0       True  \n",
        "999  End of the 1st Half.          NaN          0        0        0       True  "
       ]
      }
     ],
     "prompt_number": 10
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "calculate_period = lambda x: x.shift(1).cumsum().fillna(0) + 1\n",
      "melted['period'] = melted.groupby('game_id').period_end.apply(calculate_period)\n",
      "melted[melted.period_end].head(3)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "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>event_id</th>\n",
        "      <th>game_id</th>\n",
        "      <th>time</th>\n",
        "      <th>score</th>\n",
        "      <th>team</th>\n",
        "      <th>event</th>\n",
        "      <th>shot_result</th>\n",
        "      <th>after_oreb</th>\n",
        "      <th>minutes</th>\n",
        "      <th>seconds</th>\n",
        "      <th>period_end</th>\n",
        "      <th>period</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>207</th>\n",
        "      <td> 207</td>\n",
        "      <td> cbb-play-data/303120120</td>\n",
        "      <td> 0:00</td>\n",
        "      <td> End of the 1st Half.</td>\n",
        "      <td> away</td>\n",
        "      <td> End of the 1st Half.</td>\n",
        "      <td>NaN</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> True</td>\n",
        "      <td> 1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>636</th>\n",
        "      <td> 186</td>\n",
        "      <td> cbb-play-data/303120221</td>\n",
        "      <td> 0:00</td>\n",
        "      <td> End of the 1st Half.</td>\n",
        "      <td> away</td>\n",
        "      <td> End of the 1st Half.</td>\n",
        "      <td>NaN</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> True</td>\n",
        "      <td> 1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>999</th>\n",
        "      <td> 184</td>\n",
        "      <td> cbb-play-data/303120251</td>\n",
        "      <td> 0:00</td>\n",
        "      <td> End of the 1st Half.</td>\n",
        "      <td> away</td>\n",
        "      <td> End of the 1st Half.</td>\n",
        "      <td>NaN</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> True</td>\n",
        "      <td> 1</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 11,
       "text": [
        "     event_id                  game_id  time                 score  team  \\\n",
        "207       207  cbb-play-data/303120120  0:00  End of the 1st Half.  away   \n",
        "636       186  cbb-play-data/303120221  0:00  End of the 1st Half.  away   \n",
        "999       184  cbb-play-data/303120251  0:00  End of the 1st Half.  away   \n",
        "\n",
        "                    event  shot_result after_oreb  minutes  seconds  \\\n",
        "207  End of the 1st Half.          NaN          0        0        0   \n",
        "636  End of the 1st Half.          NaN          0        0        0   \n",
        "999  End of the 1st Half.          NaN          0        0        0   \n",
        "\n",
        "    period_end period  \n",
        "207       True      1  \n",
        "636       True      1  \n",
        "999       True      1  "
       ]
      }
     ],
     "prompt_number": 11
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "calculate_period = lambda x: x.shift(1).cumsum().fillna(0) + 1\n",
      "melted['period'] = melted.groupby('game_id').period_end.apply(calculate_period)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 12
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    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "melted.set_index('game_id', inplace=True)\n",
      "\n",
      "# 40min regulation game + (# periods - 2 halves) * 5min OTs\n",
      "gametime = lambda x: 40 + (x - 2) * 5\n",
      "melted['gametime'] = melted.groupby(level=0).period.max().apply(gametime)\n",
      "melted.reset_index('game_id', inplace=True)\n",
      "melted.groupby('gametime').game_id.nunique()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 13,
       "text": [
        "gametime\n",
        "35           143\n",
        "40          5642\n",
        "45           968\n",
        "50           105\n",
        "55            20\n",
        "60             2\n",
        "dtype: int64"
       ]
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     "prompt_number": 13
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "There are issues with the play-by-play data as descirbed by Greg, this fixes those issues."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "melted.loc[melted.gametime == 35, 'gametime'] = 40"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 14
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Now calculate the time left in seconds in each period."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def clock_to_secs_left(df):\n",
      "    \"\"\"Calculates the total seconds left in the game.\"\"\"\n",
      "    df['secs_left'] = np.nan\n",
      "    df.loc[df.period == 1, 'secs_left'] = (df.minutes * 60) + 1200 + df.seconds\n",
      "    df.loc[df.period > 1, 'secs_left'] = (df.minutes * 60) + df.seconds\n",
      "    return df"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 15
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "clock_to_secs_left(melted)\n",
      "print melted[['game_id', 'time', 'event', 'period', 'secs_left']][:5]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "                   game_id   time                                       event  \\\n",
        "0  cbb-play-data/303120120  19:42  Sterling Carter missed Three Point Jumper.   \n",
        "1  cbb-play-data/303120120  19:42             Adrian Bowie Defensive Rebound.   \n",
        "2  cbb-play-data/303120120  19:38                         Foul on Sean Mosley   \n",
        "3  cbb-play-data/303120120  19:38                      Adrian Bowie Turnover.   \n",
        "4  cbb-play-data/303120120  19:38                        Garrett Lever Steal.   \n",
        "\n",
        "  period  secs_left  \n",
        "0      1       2382  \n",
        "1      1       2382  \n",
        "2      1       2378  \n",
        "3      1       2378  \n",
        "4      1       2378  \n"
       ]
      }
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     "prompt_number": 16
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Now we can calculate the time elapsed since the last play.  Label all 3-point shots attempted within 7 seconds of a rebound."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "melted['secs_elapsed'] = melted.secs_left.shift(1) - melted.secs_left"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 17
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "mask = (melted.secs_elapsed >= 0) & (melted.secs_elapsed <= 7)\n",
      "melted['recent'] = mask.astype(int)\n",
      "data = melted[melted.shot_result.notnull()]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 18
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "This is where we deviate from Greg's analysis.  Instead of using pyMC to calculate the distribution (and probably the best option for his analysis), lets try running the Random Forest classifier."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from sklearn.ensemble import RandomForestClassifier"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 19
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "features = data[['after_oreb','recent']]\n",
      "target = data['shot_result']\n",
      "\n",
      "# Set up the random forest model with parameters found via grid search\n",
      "model = RandomForestClassifier(oob_score = True, verbose = 1,  criterion = 'entropy', n_estimators=100, n_jobs=2, min_samples_leaf=100)\n",
      "model = model.fit(features, target)\n",
      "\n",
      "model.score(features, target)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "[Parallel(n_jobs=2)]: Done   1 out of   2 | elapsed:    3.6s remaining:    3.6s\n",
        "[Parallel(n_jobs=2)]: Done   2 out of   2 | elapsed:    3.9s finished\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "[Parallel(n_jobs=2)]: Done   1 out of   2 | elapsed:    1.1s remaining:    1.1s\n",
        "[Parallel(n_jobs=2)]: Done   2 out of   2 | elapsed:    1.4s finished\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 20,
       "text": [
        "0.65758596306195094"
       ]
      }
     ],
     "prompt_number": 20
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Now lets calclulate the probability of making a 3-pointer after an offensive rebound and normally."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "probs_normal = []\n",
      "probs_after = []\n",
      "for estimator in model.estimators_:\n",
      "    probs_normal.append(estimator.predict_proba([0,0])[0][1])\n",
      "    probs_after.append(estimator.predict_proba([1,1])[0][1])"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 21
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "x = np.linspace(0.3,0.4,200)\n",
      "mean_normal = np.array(probs_normal).mean()\n",
      "std_normal = np.array(probs_normal).std()\n",
      "mean_after = np.array(probs_after).mean()\n",
      "std_after = np.array(probs_after).std()\n",
      "\n",
      "plt.figure(figsize=(12.5, 10))\n",
      "\n",
      "ax = plt.subplot(311)\n",
      "plt.xlim(0.3, 0.4)\n",
      "plt.xticks(np.arange(0.3, 0.401, 0.01))\n",
      "plt.plot(x,stats.norm.pdf(x,mean_normal, std_normal))\n",
      "plt.grid(False)\n",
      "\n",
      "ax = plt.subplot(312)\n",
      "plt.xlim(0.3, 0.4)\n",
      "plt.xticks(np.arange(0.3, 0.401, 0.01))\n",
      "plt.plot(x,stats.norm.pdf(x, mean_after, std_after))\n",
      "plt.grid(False)\n",
      "\n",
      "x = np.linspace(-0.05,0.05,200)\n",
      "ax = plt.subplot(313)\n",
      "plt.xlim(-0.05, 0.05)\n",
      "plt.xticks(np.arange(-0.05, 0.0501, 0.01))\n",
      "plt.plot(x,stats.norm.pdf(x,mean_after-mean_normal, (std_normal**2 + std_after**2)**0.5))\n",
      "plt.grid(False)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
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        "                             .append(\"svg:rect\")\n",
        "                             .attr(\"x\", 0)\n",
        "                             .attr(\"y\", 0)\n",
        "                             .attr(\"width\", width_de07f591bc7e43eb9085c3d6f1cc08491)\n",
        "                             .attr(\"height\", height_de07f591bc7e43eb9085c3d6f1cc08491);\n",
        "\n",
        "    // axes_de07f591bc7e43eb9085c3d6f1cc08491 is the axes on which to draw plot components: they'll\n",
        "    // be clipped when zooming or scrolling moves them out of the plot.\n",
        "    var axes_de07f591bc7e43eb9085c3d6f1cc08491 = baseaxes_de07f591bc7e43eb9085c3d6f1cc08491.append('g')\n",
        "            .attr(\"clip-path\", \"url(#clipde07f591bc7e43eb9085c3d6f1cc08491)\");\n",
        "\n",
        "    \n",
        "\n",
        "    var data_de07f591bc7e43eb9085c3d6f1cc084912 = [[0.3, 0.0], [0.3005025125628141, 0.0], [0.30100502512562816, 0.0], [0.3015075376884422, 0.0], [0.30201005025125627, 0.0], [0.30251256281407035, 0.0], [0.30301507537688444, 1.0085e-319], [0.30351758793969846, 1.2980396162695e-311], [0.30402010050251255, 1.32175541412239e-303], [0.30452261306532663, 1.06024054029054e-295], [0.3050251256281407, 6.699584546826344e-288], [0.30552763819095474, 3.334889863475767e-280], [0.3060301507537688, 1.3076914277524334e-272], [0.3065326633165829, 4.039421899277495e-265], [0.307035175879397, 9.829316333646604e-258], [0.307537688442211, 1.8841590735514083e-250], [0.3080402010050251, 2.8451291010455893e-243], [0.3085427135678392, 3.3843599506776896e-236], [0.30904522613065327, 3.1713288184613557e-229], [0.3095477386934673, 2.3409716737404127e-222], [0.3100502512562814, 1.3612603690381605e-215], [0.31055276381909547, 6.235573471979232e-209], [0.31105527638190955, 2.2500996818584185e-202], [0.31155778894472363, 6.396129871503968e-196], [0.31206030150753766, 1.4322635715677633e-189], [0.31256281407035175, 2.5264969398189496e-183], [0.31306532663316583, 3.5107892879231343e-177], [0.3135678391959799, 3.8430931419509543e-171], [0.31407035175879394, 3.313959629305512e-165], [0.314572864321608, 2.251146062271565e-159], [0.3150753768844221, 1.2046206203713875e-153], [0.3155778894472362, 5.0779342030330255e-148], [0.3160804020100502, 1.6862190952282115e-142], [0.3165829145728643, 4.410939433543785e-137], [0.3170854271356784, 9.089465459519931e-132], [0.31758793969849247, 1.4754882330638491e-126], [0.3180904522613065, 1.8867889092250217e-121], [0.3185929648241206, 1.9006451280877723e-116], [0.31909547738693467, 1.5082346583078029e-111], [0.31959798994974875, 9.428160207926001e-107], [0.32010050251256283, 4.6427483953557514e-102], [0.32060301507537686, 1.8009991220325578e-97], [0.32110552763819095, 5.5035385297905146e-93], [0.32160804020100503, 1.3248316021149928e-88], [0.3221105527638191, 2.51228846622131e-84], [0.32261306532663314, 3.75291292125053e-80], [0.3231155778894472, 4.416290450340786e-76], [0.3236180904522613, 4.093897139369261e-72], [0.3241206030150754, 2.9895538636649356e-68], [0.3246231155778894, 1.719752685297135e-64], [0.3251256281407035, 7.793199024530984e-61], [0.3256281407035176, 2.7819908443331086e-57], [0.32613065326633167, 7.823224314187745e-54], [0.3266331658291457, 1.7330297857342274e-50], [0.3271356783919598, 3.024241222381252e-47], [0.32763819095477387, 4.1573538261617545e-44], [0.32814070351758795, 4.5020229573121767e-41], [0.32864321608040203, 3.840507167487095e-38], [0.32914572864321606, 2.5808312710999246e-35], [0.32964824120603015, 1.366220514603214e-32], [0.33015075376884423, 5.697340160180025e-30], [0.3306532663316583, 1.871602665521325e-27], [0.33115577889447234, 4.843344020642387e-25], [0.3316582914572864, 9.873409241135513e-23], [0.3321608040201005, 1.585546986335093e-20], [0.3326633165829146, 2.005770558411741e-18], [0.3331658291457286, 1.998819352639227e-16], [0.3336683417085427, 1.5691194172635185e-14], [0.3341708542713568, 9.703504359807027e-13], [0.33467336683417087, 4.7270627954748254e-11], [0.3351758793969849, 1.8140292920002194e-09], [0.335678391959799, 5.483872856208761e-08], [0.33618090452261307, 1.30593215792854e-06], [0.33668341708542715, 2.4498754919182594e-05], [0.33718592964824123, 0.00036204084309827896], [0.33768844221105526, 0.004214647715789927], [0.33819095477386935, 0.038650502926988725], [0.33869346733668343, 0.2792152770997108], [0.3391959798994975, 1.5889614533106295], [0.33969849246231154, 7.123242088345806], [0.3402010050251256, 25.155456599488847], [0.3407035175879397, 69.98047122652524], [0.3412060301507538, 153.3598510599897], [0.3417085427135678, 264.7504160460796], [0.3422110552763819, 360.0408530905051], [0.342713567839196, 385.706600137754], [0.34321608040201007, 325.50114197084895], [0.3437185929648241, 216.39046505073318], [0.3442211055276382, 113.32190890779752], [0.34472361809045227, 46.74980466230266], [0.34522613065326635, 15.192732008046304], [0.34572864321608043, 3.8893955360553054], [0.34623115577889446, 0.7843655363720581], [0.34673366834170855, 0.12460774960169499], [0.34723618090452263, 0.015594151887045125], [0.34773869346733666, 0.0015373353892919953], [0.34824120603015074, 0.00011938936632173252], [0.3487437185929648, 7.303866509919973e-06], [0.3492462311557789, 3.5198986987070685e-07], [0.349748743718593, 1.3362805899650246e-08], [0.350251256281407, 3.9962745116621026e-10], [0.3507537688442211, 9.414627116490822e-12], [0.3512562814070352, 1.747193848139875e-13], [0.35175879396984927, 2.554284204392455e-15], [0.3522613065326633, 2.9416263098844053e-17], [0.3527638190954774, 2.668676567664542e-19], [0.35326633165829147, 1.907192547683919e-21], [0.35376884422110555, 1.0737008513040612e-23], [0.35427135678391963, 4.761701987400467e-26], [0.35477386934673366, 1.6635324736795872e-28], [0.35527638190954774, 4.5781552123944886e-31], [0.35577889447236183, 9.925214453609504e-34], [0.35628140703517586, 1.69503801967904e-36], [0.35678391959798994, 2.280390095519408e-39], [0.357286432160804, 2.4167348561185773e-42], [0.3577889447236181, 2.0176183696158652e-45], [0.3582914572864322, 1.32690306851612e-48], [0.3587939698492462, 6.87431661946532e-52], [0.3592964824120603, 2.8054983750213996e-55], [0.3597989949748744, 9.019462754014301e-59], [0.36030150753768847, 2.2842386471134567e-62], [0.3608040201005025, 4.557140709377262e-66], [0.3613065326633166, 7.161987509258309e-70], [0.36180904522613067, 8.866757639238336e-74], [0.36231155778894475, 8.64741444525105e-78], [0.36281407035175883, 6.643514201803189e-82], [0.36331658291457286, 4.0206810140968075e-86], [0.36381909547738694, 1.9168650023673928e-90], [0.36432160804020103, 7.199023560778047e-95], [0.36482412060301506, 2.129834311648695e-99], [0.36532663316582914, 4.963730582930711e-104], [0.3658291457286432, 9.112986791554885e-109], [0.3663316582914573, 1.3179636671114744e-113], [0.3668341708542714, 1.5015378802619753e-118], [0.3673366834170854, 1.3475947345595764e-123], [0.3678391959798995, 9.52735780164604e-129], [0.3683417085427136, 5.306104554287043e-134], [0.3688442211055276, 2.327926631623443e-139], [0.3693467336683417, 8.04549800964009e-145], [0.3698492462311558, 2.1904166520222103e-150], [0.37035175879396987, 4.697758539830495e-156], [0.37085427135678395, 7.936788486974064e-162], [0.37135678391959803, 1.0563043790357195e-167], [0.37185929648241206, 1.1074484290498837e-173], [0.37236180904522614, 9.146355979165049e-180], [0.37286432160804023, 5.950628620409668e-186], [0.37336683417085426, 3.04977465442217e-192], [0.37386934673366834, 1.2312969751721684e-198], [0.3743718592964824, 3.9160482301973943e-205], [0.3748743718592965, 9.811228919420323e-212], [0.3753768844221106, 1.9363726665677178e-218], [0.3758793969849246, 3.0105416219366944e-225], [0.3763819095477387, 3.6871472826180606e-232], [0.3768844221105528, 3.5573491542460325e-239], [0.3773869346733668, 2.7036636276098995e-246], [0.3778894472361809, 1.6187097451804417e-253], [0.378391959798995, 7.634409685102681e-261], [0.37889447236180906, 2.836430194182854e-268], [0.37939698492462315, 8.301544410271843e-276], [0.37989949748743723, 1.91397318477202e-283], [0.38040201005025126, 3.4761856297067954e-291], [0.38090452261306534, 4.973478312809574e-299], [0.3814070351758794, 5.605413495149929e-307], [0.38190954773869346, 4.97674526e-315], [0.38241206030150754, 0.0], [0.3829145728643216, 0.0], [0.3834170854271357, 0.0], [0.3839195979899498, 0.0], [0.3844221105527638, 0.0], [0.3849246231155779, 0.0], [0.385427135678392, 0.0], [0.385929648241206, 0.0], [0.3864321608040201, 0.0], [0.3869346733668342, 0.0], [0.38743718592964826, 0.0], [0.38793969849246235, 0.0], [0.38844221105527643, 0.0], [0.38894472361809046, 0.0], [0.38944723618090454, 0.0], [0.3899497487437186, 0.0], [0.39045226130653266, 0.0], [0.39095477386934674, 0.0], [0.3914572864321608, 0.0], [0.3919597989949749, 0.0], [0.392462311557789, 0.0], [0.392964824120603, 0.0], [0.3934673366834171, 0.0], [0.3939698492462312, 0.0], [0.3944723618090452, 0.0], [0.3949748743718593, 0.0], [0.3954773869346734, 0.0], [0.39597989949748746, 0.0], [0.39648241206030155, 0.0], [0.39698492462311563, 0.0], [0.39748743718592966, 0.0], [0.39798994974874374, 0.0], [0.3984924623115578, 0.0], [0.39899497487437185, 0.0], [0.39949748743718594, 0.0], [0.4, 0.0]]\n",
        "    \n",
        "    var line_de07f591bc7e43eb9085c3d6f1cc084912 = d3.svg.line()\n",
        "         .x(function(d) {return x_data_mapde07f591bc7e43eb9085c3d6f1cc08491(d[0]);})\n",
        "         .y(function(d) {return y_data_mapde07f591bc7e43eb9085c3d6f1cc08491(d[1]);})\n",
        "         .defined(function (d) {return !isNaN(d[0]) && !isNaN(d[1]); })\n",
        "         .interpolate(\"linear\");\n",
        "\n",
        "    axes_de07f591bc7e43eb9085c3d6f1cc08491.append(\"svg:path\")\n",
        "                   .attr(\"d\", line_de07f591bc7e43eb9085c3d6f1cc084912(data_de07f591bc7e43eb9085c3d6f1cc084912))\n",
        "                   .attr('class', 'linede07f591bc7e43eb9085c3d6f1cc084912');\n",
        "    \n",
        "\n",
        "\n",
        "\n",
        "\n",
        "    function zoomedde07f591bc7e43eb9085c3d6f1cc08491() {\n",
        "        //console.log(d3.event);  // for some reason this is sometimes null\n",
        "        //console.log(zoomde07f591bc7e43eb9085c3d6f1cc08491.translate());\n",
        "        //console.log(zoomde07f591bc7e43eb9085c3d6f1cc08491.scale());\n",
        "\n",
        "        baseaxes_de07f591bc7e43eb9085c3d6f1cc08491.select(\".x.axis\").call(xAxis_de07f591bc7e43eb9085c3d6f1cc08491);\n",
        "        baseaxes_de07f591bc7e43eb9085c3d6f1cc08491.select(\".y.axis\").call(yAxis_de07f591bc7e43eb9085c3d6f1cc08491);\n",
        "\n",
        "        \n",
        "\n",
        "        axes_de07f591bc7e43eb9085c3d6f1cc08491.select(\".linede07f591bc7e43eb9085c3d6f1cc084912\")\n",
        "                       .attr(\"d\", line_de07f591bc7e43eb9085c3d6f1cc084912(data_de07f591bc7e43eb9085c3d6f1cc084912));\n",
        "    \n",
        "\n",
        "\n",
        "\n",
        "    }\n",
        "\n",
        "    function resetde07f591bc7e43eb9085c3d6f1cc08491() {\n",
        "      d3.transition().duration(750).tween(\"zoom\", function() {\n",
        "        var ix = d3.interpolate(x_de07f591bc7e43eb9085c3d6f1cc08491.domain(), xdomainde07f591bc7e43eb9085c3d6f1cc08491),\n",
        "            iy = d3.interpolate(y_de07f591bc7e43eb9085c3d6f1cc08491.domain(), ydomainde07f591bc7e43eb9085c3d6f1cc08491);\n",
        "        return function(t) {\n",
        "          zoomde07f591bc7e43eb9085c3d6f1cc08491.x(x_de07f591bc7e43eb9085c3d6f1cc08491.domain(ix(t))).y(y_de07f591bc7e43eb9085c3d6f1cc08491.domain(iy(t)));\n",
        "          zoomedde07f591bc7e43eb9085c3d6f1cc08491();\n",
        "        };\n",
        "      });\n",
        "    }\n",
        "\n",
        "    d3.select(\"#resetde07f591bc7e43eb9085c3d6f1cc0849\").on(\"click\", resetde07f591bc7e43eb9085c3d6f1cc08491);\n",
        "    \n",
        "\n",
        "    // store the width and height of the axes\n",
        "    var width_de07f591bc7e43eb9085c3d6f1cc08492 = 0.775 * figwidth;\n",
        "    var height_de07f591bc7e43eb9085c3d6f1cc08492 = 0.227941176471 * figheight\n",
        "\n",
        "    \n",
        "    var xdomainde07f591bc7e43eb9085c3d6f1cc08492 = [0.3, 0.4];\n",
        "    var x_de07f591bc7e43eb9085c3d6f1cc08492 = d3.scale.linear()\n",
        "                     .domain(xdomainde07f591bc7e43eb9085c3d6f1cc08492)\n",
        "                     .range([0, width_de07f591bc7e43eb9085c3d6f1cc08492]);\n",
        "    var x_data_mapde07f591bc7e43eb9085c3d6f1cc08492 = x_de07f591bc7e43eb9085c3d6f1cc08492;\n",
        "    \n",
        "    \n",
        "    var ydomainde07f591bc7e43eb9085c3d6f1cc08492 = [0.0, 100.0];\n",
        "    var y_de07f591bc7e43eb9085c3d6f1cc08492 = d3.scale.linear()\n",
        "                           .domain(ydomainde07f591bc7e43eb9085c3d6f1cc08492)\n",
        "                           .range([height_de07f591bc7e43eb9085c3d6f1cc08492, 0]);\n",
        "    var y_data_mapde07f591bc7e43eb9085c3d6f1cc08492 = y_de07f591bc7e43eb9085c3d6f1cc08492;\n",
        "    \n",
        "\n",
        "\n",
        "    // zoom object for the axes\n",
        "    var zoomde07f591bc7e43eb9085c3d6f1cc08492 = d3.behavior.zoom()\n",
        "                    .x(x_de07f591bc7e43eb9085c3d6f1cc08492)\n",
        "                    .y(y_de07f591bc7e43eb9085c3d6f1cc08492)\n",
        "                    .on(\"zoom\", zoomedde07f591bc7e43eb9085c3d6f1cc08492);\n",
        "\n",
        "    // create the axes itself\n",
        "    var baseaxes_de07f591bc7e43eb9085c3d6f1cc08492 = canvas.append('g')\n",
        "            .attr('transform', 'translate(' + (0.125 * figwidth) + ',' +\n",
        "                              ((1 - 0.398529411765 - 0.227941176471) * figheight) + ')')\n",
        "            .attr('width', width_de07f591bc7e43eb9085c3d6f1cc08492)\n",
        "            .attr('height', height_de07f591bc7e43eb9085c3d6f1cc08492)\n",
        "            .attr('class', 'main')\n",
        "            .call(zoomde07f591bc7e43eb9085c3d6f1cc08492);\n",
        "\n",
        "    // create the axes background\n",
        "    baseaxes_de07f591bc7e43eb9085c3d6f1cc08492.append(\"svg:rect\")\n",
        "                      .attr(\"width\", width_de07f591bc7e43eb9085c3d6f1cc08492)\n",
        "                      .attr(\"height\", height_de07f591bc7e43eb9085c3d6f1cc08492)\n",
        "                      .attr(\"class\", \"bgde07f591bc7e43eb9085c3d6f1cc08492\");\n",
        "\n",
        "    // axis factory functions: used for grid lines & axes\n",
        "    var create_xAxis_de07f591bc7e43eb9085c3d6f1cc08492 = function(){\n",
        "       return d3.svg.axis()\n",
        "            .scale(x_de07f591bc7e43eb9085c3d6f1cc08492)\n",
        "            .orient('bottom');\n",
        "    }\n",
        "\n",
        "    var create_yAxis_de07f591bc7e43eb9085c3d6f1cc08492 = function(){\n",
        "       return d3.svg.axis()\n",
        "            .scale(y_de07f591bc7e43eb9085c3d6f1cc08492)\n",
        "            .orient('left');\n",
        "    }\n",
        "\n",
        "    // draw the x axis\n",
        "    var xAxis_de07f591bc7e43eb9085c3d6f1cc08492 = create_xAxis_de07f591bc7e43eb9085c3d6f1cc08492();\n",
        "\n",
        "    baseaxes_de07f591bc7e43eb9085c3d6f1cc08492.append('g')\n",
        "            .attr('transform', 'translate(0,' + (height_de07f591bc7e43eb9085c3d6f1cc08492) + ')')\n",
        "            .attr('class', 'axesde07f591bc7e43eb9085c3d6f1cc08492 x axis')\n",
        "            .call(xAxis_de07f591bc7e43eb9085c3d6f1cc08492);\n",
        "\n",
        "    // draw the y axis\n",
        "    var yAxis_de07f591bc7e43eb9085c3d6f1cc08492 = create_yAxis_de07f591bc7e43eb9085c3d6f1cc08492();\n",
        "\n",
        "    baseaxes_de07f591bc7e43eb9085c3d6f1cc08492.append('g')\n",
        "            .attr('transform', 'translate(0,0)')\n",
        "            .attr('class', 'axesde07f591bc7e43eb9085c3d6f1cc08492 y axis')\n",
        "            .call(yAxis_de07f591bc7e43eb9085c3d6f1cc08492);\n",
        "\n",
        "    // create the clip boundary\n",
        "    var clip_de07f591bc7e43eb9085c3d6f1cc08492 = baseaxes_de07f591bc7e43eb9085c3d6f1cc08492.append(\"svg:clipPath\")\n",
        "                             .attr(\"id\", \"clipde07f591bc7e43eb9085c3d6f1cc08492\")\n",
        "                             .append(\"svg:rect\")\n",
        "                             .attr(\"x\", 0)\n",
        "                             .attr(\"y\", 0)\n",
        "                             .attr(\"width\", width_de07f591bc7e43eb9085c3d6f1cc08492)\n",
        "                             .attr(\"height\", height_de07f591bc7e43eb9085c3d6f1cc08492);\n",
        "\n",
        "    // axes_de07f591bc7e43eb9085c3d6f1cc08492 is the axes on which to draw plot components: they'll\n",
        "    // be clipped when zooming or scrolling moves them out of the plot.\n",
        "    var axes_de07f591bc7e43eb9085c3d6f1cc08492 = baseaxes_de07f591bc7e43eb9085c3d6f1cc08492.append('g')\n",
        "            .attr(\"clip-path\", \"url(#clipde07f591bc7e43eb9085c3d6f1cc08492)\");\n",
        "\n",
        "    \n",
        "\n",
        "    var data_de07f591bc7e43eb9085c3d6f1cc084922 = [[0.3, 9.594011367018854e-27], [0.3005025125628141, 3.675452985772549e-26], [0.30100502512562816, 1.3882891360978644e-25], [0.3015075376884422, 5.170200537585118e-25], [0.30201005025125627, 1.8984242022530022e-24], [0.30251256281407035, 6.872860758600853e-24], [0.30301507537688444, 2.4532411392447685e-23], [0.30351758793969846, 8.633787245327717e-23], [0.30402010050251255, 2.995855459497864e-22], [0.30452261306532663, 1.0249407963249045e-21], [0.3050251256281407, 3.4572844575099636e-21], [0.30552763819095474, 1.1498199977739327e-20], [0.3060301507537688, 3.770361669518742e-20], [0.3065326633165829, 1.2189743738068402e-19], [0.307035175879397, 3.8856577911343995e-19], [0.307537688442211, 1.2212172604698636e-18], [0.3080402010050251, 3.784249203119298e-18], [0.3085427135678392, 1.1561786154457679e-17], [0.30904522613065327, 3.482800088493628e-17], [0.3095477386934673, 1.0344049050582996e-16], [0.3100502512562814, 3.0290818293758307e-16], [0.31055276381909547, 8.745604839884532e-16], [0.31105527638190955, 2.489585838970827e-15], [0.31155778894472363, 6.987515265989392e-15], [0.31206030150753766, 1.9336454454251287e-14], [0.31256281407035175, 5.2758122187263024e-14], [0.31306532663316583, 1.4192543182419127e-13], [0.3135678391959799, 3.7643459523343223e-13], [0.31407035175879394, 9.844127825225845e-13], [0.314572864321608, 2.5381855626000666e-12], [0.3150753768844221, 6.45249838744913e-12], [0.3155778894472362, 1.6173009809059172e-11], [0.3160804020100502, 3.996798054464098e-11], [0.3165829145728643, 9.738497804840259e-11], [0.3170854271356784, 2.33953822923646e-10], [0.31758793969849247, 5.541492269537898e-10], [0.3180904522613065, 1.294141390140977e-09], [0.3185929648241206, 2.9798550085173813e-09], [0.31909547738693467, 6.764986726010606e-09], [0.31959798994974875, 1.5142485783615382e-08], [0.32010050251256283, 3.34184121202227e-08], [0.32060301507537686, 7.271648145761224e-08], 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17.182054624157733], [0.35628140703517586, 13.69838147173832], [0.35678391959798994, 10.767672232734455], [0.357286432160804, 8.345124268115946], [0.3577889447236181, 6.376791236214149], [0.3582914572864322, 4.804298691477705], [0.3587939698492462, 3.568750706879105], [0.3592964824120603, 2.613730663412166], [0.3597989949748744, 1.8873996242045166], [0.36030150753768847, 1.3437711279080353], [0.3608040201005025, 0.9432898408417223], [0.3613065326633166, 0.6528650480133801], [0.36180904522613067, 0.4455127016103559], [0.36231155778894475, 0.29974722558221756], [0.36281407035175883, 0.19884224772426423], [0.36331658291457286, 0.13005305715862417], [0.36381909547738694, 0.08386695545657498], [0.36432160804020103, 0.05332361688607512], [0.36482412060301506, 0.03342771813662437], [0.36532663316582914, 0.02066104452580608], [0.3658291457286432, 0.012590884087744173], [0.3663316582914573, 0.007565168195089215], [0.3668341708542714, 0.004481664690885982], [0.3673366834170854, 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5.328908984080474e-10], [0.37889447236180906, 2.2483344587581514e-10], [0.37939698492462315, 9.352806314606714e-11], [0.37989949748743723, 3.8360245226504376e-11], [0.38040201005025126, 1.5512408006612893e-11], [0.38090452261306534, 6.1849397488015405e-12], [0.3814070351758794, 2.431364870868801e-12], [0.38190954773869346, 9.423738188163513e-13], [0.38241206030150754, 3.6012618175336e-13], [0.3829145728643216, 1.3568898410858417e-13], [0.3834170854271357, 5.040723731149173e-14], [0.3839195979899498, 1.8462886938964653e-14], [0.3844221105527638, 6.667526261773189e-15], [0.3849246231155779, 2.374041299246027e-15], [0.385427135678392, 8.334320829889897e-16], [0.385929648241206, 2.8847658589759875e-16], [0.3864321608040201, 9.844855239326651e-17], [0.3869346733668342, 3.312581023680889e-17], [0.38743718592964826, 1.0989605302743288e-17], [0.38793969849246235, 3.594645688952658e-18], [0.38844221105527643, 1.1592804053568493e-18], [0.38894472361809046, 3.6862035298193213e-19], [0.38944723618090454, 1.1556558872985775e-19], [0.3899497487437186, 3.572203334827376e-20], [0.39045226130653266, 1.0886849446521553e-20], [0.39095477386934674, 3.271347448105758e-21], [0.3914572864321608, 9.691913701877585e-22], [0.3919597989949749, 2.831071346327588e-22], [0.392462311557789, 8.153620615960216e-23], [0.392964824120603, 2.3153070596101597e-23], [0.3934673366834171, 6.482239933446059e-24], [0.3939698492462312, 1.789369448621163e-24], [0.3944723618090452, 4.870049148325556e-25], [0.3949748743718593, 1.30684800825761e-25], [0.3954773869346734, 3.4576037977215e-26], [0.39597989949748746, 9.019527413510017e-27], [0.39648241206030155, 2.3198010959235392e-27], [0.39698492462311563, 5.882692204447062e-28], [0.39748743718592966, 1.4708213057237599e-28], [0.39798994974874374, 3.625785508525786e-29], [0.3984924623115578, 8.812572756053385e-30], [0.39899497487437185, 2.1118435047421823e-30], [0.39949748743718594, 4.989754276635101e-31], [0.4, 1.1623983797641654e-31]]\n",
        "    \n",
        "    var line_de07f591bc7e43eb9085c3d6f1cc084922 = d3.svg.line()\n",
        "         .x(function(d) {return x_data_mapde07f591bc7e43eb9085c3d6f1cc08492(d[0]);})\n",
        "         .y(function(d) {return y_data_mapde07f591bc7e43eb9085c3d6f1cc08492(d[1]);})\n",
        "         .defined(function (d) {return !isNaN(d[0]) && !isNaN(d[1]); })\n",
        "         .interpolate(\"linear\");\n",
        "\n",
        "    axes_de07f591bc7e43eb9085c3d6f1cc08492.append(\"svg:path\")\n",
        "                   .attr(\"d\", line_de07f591bc7e43eb9085c3d6f1cc084922(data_de07f591bc7e43eb9085c3d6f1cc084922))\n",
        "                   .attr('class', 'linede07f591bc7e43eb9085c3d6f1cc084922');\n",
        "    \n",
        "\n",
        "\n",
        "\n",
        "\n",
        "    function zoomedde07f591bc7e43eb9085c3d6f1cc08492() {\n",
        "        //console.log(d3.event);  // for some reason this is sometimes null\n",
        "        //console.log(zoomde07f591bc7e43eb9085c3d6f1cc08492.translate());\n",
        "        //console.log(zoomde07f591bc7e43eb9085c3d6f1cc08492.scale());\n",
        "\n",
        "        baseaxes_de07f591bc7e43eb9085c3d6f1cc08492.select(\".x.axis\").call(xAxis_de07f591bc7e43eb9085c3d6f1cc08492);\n",
        "        baseaxes_de07f591bc7e43eb9085c3d6f1cc08492.select(\".y.axis\").call(yAxis_de07f591bc7e43eb9085c3d6f1cc08492);\n",
        "\n",
        "        \n",
        "\n",
        "        axes_de07f591bc7e43eb9085c3d6f1cc08492.select(\".linede07f591bc7e43eb9085c3d6f1cc084922\")\n",
        "                       .attr(\"d\", line_de07f591bc7e43eb9085c3d6f1cc084922(data_de07f591bc7e43eb9085c3d6f1cc084922));\n",
        "    \n",
        "\n",
        "\n",
        "\n",
        "    }\n",
        "\n",
        "    function resetde07f591bc7e43eb9085c3d6f1cc08492() {\n",
        "      d3.transition().duration(750).tween(\"zoom\", function() {\n",
        "        var ix = d3.interpolate(x_de07f591bc7e43eb9085c3d6f1cc08492.domain(), xdomainde07f591bc7e43eb9085c3d6f1cc08492),\n",
        "            iy = d3.interpolate(y_de07f591bc7e43eb9085c3d6f1cc08492.domain(), ydomainde07f591bc7e43eb9085c3d6f1cc08492);\n",
        "        return function(t) {\n",
        "          zoomde07f591bc7e43eb9085c3d6f1cc08492.x(x_de07f591bc7e43eb9085c3d6f1cc08492.domain(ix(t))).y(y_de07f591bc7e43eb9085c3d6f1cc08492.domain(iy(t)));\n",
        "          zoomedde07f591bc7e43eb9085c3d6f1cc08492();\n",
        "        };\n",
        "      });\n",
        "    }\n",
        "\n",
        "    d3.select(\"#resetde07f591bc7e43eb9085c3d6f1cc0849\").on(\"click\", resetde07f591bc7e43eb9085c3d6f1cc08492);\n",
        "    \n",
        "\n",
        "    // store the width and height of the axes\n",
        "    var width_de07f591bc7e43eb9085c3d6f1cc08493 = 0.775 * figwidth;\n",
        "    var height_de07f591bc7e43eb9085c3d6f1cc08493 = 0.227941176471 * figheight\n",
        "\n",
        "    \n",
        "    var xdomainde07f591bc7e43eb9085c3d6f1cc08493 = [-0.05, 0.05];\n",
        "    var x_de07f591bc7e43eb9085c3d6f1cc08493 = d3.scale.linear()\n",
        "                     .domain(xdomainde07f591bc7e43eb9085c3d6f1cc08493)\n",
        "                     .range([0, width_de07f591bc7e43eb9085c3d6f1cc08493]);\n",
        "    var x_data_mapde07f591bc7e43eb9085c3d6f1cc08493 = x_de07f591bc7e43eb9085c3d6f1cc08493;\n",
        "    \n",
        "    \n",
        "    var ydomainde07f591bc7e43eb9085c3d6f1cc08493 = [0.0, 100.0];\n",
        "    var y_de07f591bc7e43eb9085c3d6f1cc08493 = d3.scale.linear()\n",
        "                           .domain(ydomainde07f591bc7e43eb9085c3d6f1cc08493)\n",
        "                           .range([height_de07f591bc7e43eb9085c3d6f1cc08493, 0]);\n",
        "    var y_data_mapde07f591bc7e43eb9085c3d6f1cc08493 = y_de07f591bc7e43eb9085c3d6f1cc08493;\n",
        "    \n",
        "\n",
        "\n",
        "    // zoom object for the axes\n",
        "    var zoomde07f591bc7e43eb9085c3d6f1cc08493 = d3.behavior.zoom()\n",
        "                    .x(x_de07f591bc7e43eb9085c3d6f1cc08493)\n",
        "                    .y(y_de07f591bc7e43eb9085c3d6f1cc08493)\n",
        "                    .on(\"zoom\", zoomedde07f591bc7e43eb9085c3d6f1cc08493);\n",
        "\n",
        "    // create the axes itself\n",
        "    var baseaxes_de07f591bc7e43eb9085c3d6f1cc08493 = canvas.append('g')\n",
        "            .attr('transform', 'translate(' + (0.125 * figwidth) + ',' +\n",
        "                              ((1 - 0.125 - 0.227941176471) * figheight) + ')')\n",
        "            .attr('width', width_de07f591bc7e43eb9085c3d6f1cc08493)\n",
        "            .attr('height', height_de07f591bc7e43eb9085c3d6f1cc08493)\n",
        "            .attr('class', 'main')\n",
        "            .call(zoomde07f591bc7e43eb9085c3d6f1cc08493);\n",
        "\n",
        "    // create the axes background\n",
        "    baseaxes_de07f591bc7e43eb9085c3d6f1cc08493.append(\"svg:rect\")\n",
        "                      .attr(\"width\", width_de07f591bc7e43eb9085c3d6f1cc08493)\n",
        "                      .attr(\"height\", height_de07f591bc7e43eb9085c3d6f1cc08493)\n",
        "                      .attr(\"class\", \"bgde07f591bc7e43eb9085c3d6f1cc08493\");\n",
        "\n",
        "    // axis factory functions: used for grid lines & axes\n",
        "    var create_xAxis_de07f591bc7e43eb9085c3d6f1cc08493 = function(){\n",
        "       return d3.svg.axis()\n",
        "            .scale(x_de07f591bc7e43eb9085c3d6f1cc08493)\n",
        "            .orient('bottom');\n",
        "    }\n",
        "\n",
        "    var create_yAxis_de07f591bc7e43eb9085c3d6f1cc08493 = function(){\n",
        "       return d3.svg.axis()\n",
        "            .scale(y_de07f591bc7e43eb9085c3d6f1cc08493)\n",
        "            .orient('left');\n",
        "    }\n",
        "\n",
        "    // draw the x axis\n",
        "    var xAxis_de07f591bc7e43eb9085c3d6f1cc08493 = create_xAxis_de07f591bc7e43eb9085c3d6f1cc08493();\n",
        "\n",
        "    baseaxes_de07f591bc7e43eb9085c3d6f1cc08493.append('g')\n",
        "            .attr('transform', 'translate(0,' + (height_de07f591bc7e43eb9085c3d6f1cc08493) + ')')\n",
        "            .attr('class', 'axesde07f591bc7e43eb9085c3d6f1cc08493 x axis')\n",
        "            .call(xAxis_de07f591bc7e43eb9085c3d6f1cc08493);\n",
        "\n",
        "    // draw the y axis\n",
        "    var yAxis_de07f591bc7e43eb9085c3d6f1cc08493 = create_yAxis_de07f591bc7e43eb9085c3d6f1cc08493();\n",
        "\n",
        "    baseaxes_de07f591bc7e43eb9085c3d6f1cc08493.append('g')\n",
        "            .attr('transform', 'translate(0,0)')\n",
        "            .attr('class', 'axesde07f591bc7e43eb9085c3d6f1cc08493 y axis')\n",
        "            .call(yAxis_de07f591bc7e43eb9085c3d6f1cc08493);\n",
        "\n",
        "    // create the clip boundary\n",
        "    var clip_de07f591bc7e43eb9085c3d6f1cc08493 = baseaxes_de07f591bc7e43eb9085c3d6f1cc08493.append(\"svg:clipPath\")\n",
        "                             .attr(\"id\", \"clipde07f591bc7e43eb9085c3d6f1cc08493\")\n",
        "                             .append(\"svg:rect\")\n",
        "                             .attr(\"x\", 0)\n",
        "                             .attr(\"y\", 0)\n",
        "                             .attr(\"width\", width_de07f591bc7e43eb9085c3d6f1cc08493)\n",
        "                             .attr(\"height\", height_de07f591bc7e43eb9085c3d6f1cc08493);\n",
        "\n",
        "    // axes_de07f591bc7e43eb9085c3d6f1cc08493 is the axes on which to draw plot components: they'll\n",
        "    // be clipped when zooming or scrolling moves them out of the plot.\n",
        "    var axes_de07f591bc7e43eb9085c3d6f1cc08493 = baseaxes_de07f591bc7e43eb9085c3d6f1cc08493.append('g')\n",
        "            .attr(\"clip-path\", \"url(#clipde07f591bc7e43eb9085c3d6f1cc08493)\");\n",
        "\n",
        "    \n",
        "\n",
        "    var data_de07f591bc7e43eb9085c3d6f1cc084932 = [[-0.05, 5.818510130785713e-34], [-0.04949748743718593, 2.5163793751556347e-33], [-0.04899497487437186, 1.0738472935438131e-32], [-0.048492462311557794, 4.521796618099949e-32], [-0.047989949748743724, 1.8788045805463582e-31], [-0.047487437185929654, 7.702900424868904e-31], [-0.04698492462311558, 3.116226705548626e-30], [-0.04648241206030151, 1.2439585063439832e-29], [-0.04597989949748744, 4.8998730845030864e-29], [-0.04547738693467337, 1.9044336912845861e-28], [-0.0449748743718593, 7.303801617666553e-28], [-0.04447236180904523, 2.7639753723066016e-27], [-0.04396984924623116, 1.0320992378397695e-26], [-0.04346733668341709, 3.802864343660239e-26], [-0.04296482412060302, 1.3826182892734188e-25], [-0.04246231155778895, 4.9601618669272e-25], [-0.04195979899497487, 1.7558664830208154e-24], [-0.0414572864321608, 6.133229505761352e-24], [-0.04095477386934673, 2.1139223555307838e-23], [-0.040452261306532664, 7.189371649428218e-23], 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[0.046482412060301515, 3.6261365613961516e-18], [0.046984924623115584, 1.2083961748693245e-18], [0.047487437185929654, 3.9735310938578415e-19], [0.047989949748743724, 1.2892762354810462e-19], [0.048492462311557794, 4.127788409612935e-20], [0.04899497487437186, 1.3040401549897188e-20], [0.04949748743718593, 4.0650565357333206e-21], [0.05, 1.250386577886322e-21]]\n",
        "    \n",
        "    var line_de07f591bc7e43eb9085c3d6f1cc084932 = d3.svg.line()\n",
        "         .x(function(d) {return x_data_mapde07f591bc7e43eb9085c3d6f1cc08493(d[0]);})\n",
        "         .y(function(d) {return y_data_mapde07f591bc7e43eb9085c3d6f1cc08493(d[1]);})\n",
        "         .defined(function (d) {return !isNaN(d[0]) && !isNaN(d[1]); })\n",
        "         .interpolate(\"linear\");\n",
        "\n",
        "    axes_de07f591bc7e43eb9085c3d6f1cc08493.append(\"svg:path\")\n",
        "                   .attr(\"d\", line_de07f591bc7e43eb9085c3d6f1cc084932(data_de07f591bc7e43eb9085c3d6f1cc084932))\n",
        "                   .attr('class', 'linede07f591bc7e43eb9085c3d6f1cc084932');\n",
        "    \n",
        "\n",
        "\n",
        "\n",
        "\n",
        "    function zoomedde07f591bc7e43eb9085c3d6f1cc08493() {\n",
        "        //console.log(d3.event);  // for some reason this is sometimes null\n",
        "        //console.log(zoomde07f591bc7e43eb9085c3d6f1cc08493.translate());\n",
        "        //console.log(zoomde07f591bc7e43eb9085c3d6f1cc08493.scale());\n",
        "\n",
        "        baseaxes_de07f591bc7e43eb9085c3d6f1cc08493.select(\".x.axis\").call(xAxis_de07f591bc7e43eb9085c3d6f1cc08493);\n",
        "        baseaxes_de07f591bc7e43eb9085c3d6f1cc08493.select(\".y.axis\").call(yAxis_de07f591bc7e43eb9085c3d6f1cc08493);\n",
        "\n",
        "        \n",
        "\n",
        "        axes_de07f591bc7e43eb9085c3d6f1cc08493.select(\".linede07f591bc7e43eb9085c3d6f1cc084932\")\n",
        "                       .attr(\"d\", line_de07f591bc7e43eb9085c3d6f1cc084932(data_de07f591bc7e43eb9085c3d6f1cc084932));\n",
        "    \n",
        "\n",
        "\n",
        "\n",
        "    }\n",
        "\n",
        "    function resetde07f591bc7e43eb9085c3d6f1cc08493() {\n",
        "      d3.transition().duration(750).tween(\"zoom\", function() {\n",
        "        var ix = d3.interpolate(x_de07f591bc7e43eb9085c3d6f1cc08493.domain(), xdomainde07f591bc7e43eb9085c3d6f1cc08493),\n",
        "            iy = d3.interpolate(y_de07f591bc7e43eb9085c3d6f1cc08493.domain(), ydomainde07f591bc7e43eb9085c3d6f1cc08493);\n",
        "        return function(t) {\n",
        "          zoomde07f591bc7e43eb9085c3d6f1cc08493.x(x_de07f591bc7e43eb9085c3d6f1cc08493.domain(ix(t))).y(y_de07f591bc7e43eb9085c3d6f1cc08493.domain(iy(t)));\n",
        "          zoomedde07f591bc7e43eb9085c3d6f1cc08493();\n",
        "        };\n",
        "      });\n",
        "    }\n",
        "\n",
        "    d3.select(\"#resetde07f591bc7e43eb9085c3d6f1cc0849\").on(\"click\", resetde07f591bc7e43eb9085c3d6f1cc08493);\n",
        "    \n",
        "\n",
        "    }\n",
        "\n",
        "    // set a timeout of 0 to allow d3.js to load\n",
        "    setTimeout(function(){ funcde07f591bc7e43eb9085c3d6f1cc0849(d3.select('#figurede07f591bc7e43eb9085c3d6f1cc0849')) }, 0)\n",
        "    </script>\n",
        "    "
       ],
       "metadata": {},
       "output_type": "display_data",
       "png": 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Uyp1EJUmSJDUt7ru4HOwmRXPnzmXAgAEUFRVx6qmn8vTTTzf72NYqljm58sor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\nEvXr1087duxQVFSUpk+frlpn7BnNGXQACA67d1sXT+bkSL/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       "text": [
        "<matplotlib.figure.Figure at 0x152161dd0>"
       ]
      }
     ],
     "prompt_number": 22
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "print (\"3P% after offensive rebounds is more successful \"\n",
      "       \"about {0:.1f}% of the time\").format((1-stats.norm.cdf(0,mean_after-mean_normal,(std_normal**2 + std_after**2)**0.5)) * 100)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "3P% after offensive rebounds is more successful about 89.2% of the time\n"
       ]
      }
     ],
     "prompt_number": 23
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "The results are very similar to Gregs histogram, very promising.\n",
      "\n",
      "Now lets change the analysis a bit, lets play around with our classifier.  What if we add the time remaining as a feature so we can see if there are certain times in a game that shooting a 3-pointer is more successful."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "features1 = data[['after_oreb','recent', 'secs_left']]\n",
      "target1 = data['shot_result']\n",
      "\n",
      "# Set up the random forest model with parameters found via grid search\n",
      "# model1 = RandomForestClassifier(n_estimators=100)\n",
      "model = RandomForestClassifier(oob_score = True, verbose = 1,  criterion = 'entropy', n_estimators=100, n_jobs=2, min_samples_leaf=100)\n",
      "model1 = model.fit(features1, target1)\n",
      "\n",
      "model1.score(features1, target1)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "[Parallel(n_jobs=2)]: Done   1 out of   2 | elapsed:   32.9s remaining:   32.9s\n",
        "[Parallel(n_jobs=2)]: Done   2 out of   2 | elapsed:   32.9s finished\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "[Parallel(n_jobs=2)]: Done   1 out of   2 | elapsed:    2.5s remaining:    2.5s\n",
        "[Parallel(n_jobs=2)]: Done   2 out of   2 | elapsed:    2.9s finished\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 24,
       "text": [
        "0.65758596306195094"
       ]
      }
     ],
     "prompt_number": 24
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "pn = np.array([])\n",
      "pa = np.array([])\n",
      "pd = np.array([])\n",
      "pe = np.array([])\n",
      "s = np.array([])\n",
      "for i in range(0,2400,120):\n",
      "    s = np.hstack([s,i])\n",
      "    a = []\n",
      "    n = []\n",
      "    for estimator in model1.estimators_:\n",
      "        n.append(estimator.predict_proba([0,0,i])[0][1])\n",
      "        a.append(estimator.predict_proba([1,1,i])[0][1])\n",
      "    n = np.array(n)\n",
      "    a = np.array(a)    \n",
      "    \n",
      "    pn = np.hstack([pn,n.mean()])\n",
      "    pa = np.hstack([pa, a.mean()])\n",
      "    pd = np.hstack([pd, a.mean()-n.mean()])\n",
      "    pe = np.hstack([pe, 3*(a.std()**2 + n.std()**2)**0.5])\n",
      "\n",
      "plt.figure(figsize=(12.5, 10))\n",
      "plt.plot(s,pd, label=\"Probability\")\n",
      "plt.fill_between(s, pd-pe, pd+pe,alpha=0.2, label=\"Uncertainty\")\n",
      "plt.ylim(-1,1)\n",
      "plt.vlines(20*60, -1, 1, linestyles='--', label='Halftime')\n",
      "plt.xlabel('Time Remaining (s)')\n",
      "plt.ylabel('Added Probability of Taking 3-PT Shot')\n",
      "plt.legend()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 25,
       "text": [
        "<matplotlib.legend.Legend at 0x1264e7910>"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "/Users/jgoodwin/anaconda/lib/python2.7/site-packages/mpld3-0.0.1-py2.7.egg/mpld3/_objects.py:378: UserWarning: legend is not implemented: it will be ignored\n",
        "  warnings.warn(\"legend is not implemented: it will be ignored\")\n"
       ]
      },
      {
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        "        stroke: #0000FF;\n",
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        "    \n",
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        "    div#figure8fcb475b690b45cfa1968da569d543d0\n",
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        "    \n",
        "    </style>\n",
        "    \n",
        "    <div id='figure8fcb475b690b45cfa1968da569d543d0'>\n",
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        "    <!-- <button id='reset8fcb475b690b45cfa1968da569d543d0'>Reset</button> -->\n",
        "    </div>\n",
        "\n",
        "    <script type=\"text/javascript\">\n",
        "    func8fcb475b690b45cfa1968da569d543d0 = function(figure){\n",
        "\n",
        "    var figwidth = 12.5 * 80;\n",
        "    var figheight = 10.0 * 80;\n",
        "\n",
        "    var canvas = figure.append('svg:svg')\n",
        "                   .attr('width', figwidth)\n",
        "                   .attr('height', figheight)\n",
        "                   .attr('class', 'canvas')\n",
        "\n",
        "    \n",
        "    // store the width and height of the axes\n",
        "    var width_8fcb475b690b45cfa1968da569d543d01 = 0.775 * figwidth;\n",
        "    var height_8fcb475b690b45cfa1968da569d543d01 = 0.775 * figheight\n",
        "\n",
        "    \n",
        "    var xdomain8fcb475b690b45cfa1968da569d543d01 = [0.0, 2500.0];\n",
        "    var x_8fcb475b690b45cfa1968da569d543d01 = d3.scale.linear()\n",
        "                     .domain(xdomain8fcb475b690b45cfa1968da569d543d01)\n",
        "                     .range([0, width_8fcb475b690b45cfa1968da569d543d01]);\n",
        "    var x_data_map8fcb475b690b45cfa1968da569d543d01 = x_8fcb475b690b45cfa1968da569d543d01;\n",
        "    \n",
        "    \n",
        "    var ydomain8fcb475b690b45cfa1968da569d543d01 = [-1.0, 1.0];\n",
        "    var y_8fcb475b690b45cfa1968da569d543d01 = d3.scale.linear()\n",
        "                           .domain(ydomain8fcb475b690b45cfa1968da569d543d01)\n",
        "                           .range([height_8fcb475b690b45cfa1968da569d543d01, 0]);\n",
        "    var y_data_map8fcb475b690b45cfa1968da569d543d01 = y_8fcb475b690b45cfa1968da569d543d01;\n",
        "    \n",
        "\n",
        "\n",
        "    // zoom object for the axes\n",
        "    var zoom8fcb475b690b45cfa1968da569d543d01 = d3.behavior.zoom()\n",
        "                    .x(x_8fcb475b690b45cfa1968da569d543d01)\n",
        "                    .y(y_8fcb475b690b45cfa1968da569d543d01)\n",
        "                    .on(\"zoom\", zoomed8fcb475b690b45cfa1968da569d543d01);\n",
        "\n",
        "    // create the axes itself\n",
        "    var baseaxes_8fcb475b690b45cfa1968da569d543d01 = canvas.append('g')\n",
        "            .attr('transform', 'translate(' + (0.125 * figwidth) + ',' +\n",
        "                              ((1 - 0.125 - 0.775) * figheight) + ')')\n",
        "            .attr('width', width_8fcb475b690b45cfa1968da569d543d01)\n",
        "            .attr('height', height_8fcb475b690b45cfa1968da569d543d01)\n",
        "            .attr('class', 'main')\n",
        "            .call(zoom8fcb475b690b45cfa1968da569d543d01);\n",
        "\n",
        "    // create the axes background\n",
        "    baseaxes_8fcb475b690b45cfa1968da569d543d01.append(\"svg:rect\")\n",
        "                      .attr(\"width\", width_8fcb475b690b45cfa1968da569d543d01)\n",
        "                      .attr(\"height\", height_8fcb475b690b45cfa1968da569d543d01)\n",
        "                      .attr(\"class\", \"bg8fcb475b690b45cfa1968da569d543d01\");\n",
        "\n",
        "    // axis factory functions: used for grid lines & axes\n",
        "    var create_xAxis_8fcb475b690b45cfa1968da569d543d01 = function(){\n",
        "       return d3.svg.axis()\n",
        "            .scale(x_8fcb475b690b45cfa1968da569d543d01)\n",
        "            .orient('bottom');\n",
        "    }\n",
        "\n",
        "    var create_yAxis_8fcb475b690b45cfa1968da569d543d01 = function(){\n",
        "       return d3.svg.axis()\n",
        "            .scale(y_8fcb475b690b45cfa1968da569d543d01)\n",
        "            .orient('left');\n",
        "    }\n",
        "\n",
        "    // draw the x axis\n",
        "    var xAxis_8fcb475b690b45cfa1968da569d543d01 = create_xAxis_8fcb475b690b45cfa1968da569d543d01();\n",
        "\n",
        "    baseaxes_8fcb475b690b45cfa1968da569d543d01.append('g')\n",
        "            .attr('transform', 'translate(0,' + (height_8fcb475b690b45cfa1968da569d543d01) + ')')\n",
        "            .attr('class', 'axes8fcb475b690b45cfa1968da569d543d01 x axis')\n",
        "            .call(xAxis_8fcb475b690b45cfa1968da569d543d01);\n",
        "\n",
        "    // draw the y axis\n",
        "    var yAxis_8fcb475b690b45cfa1968da569d543d01 = create_yAxis_8fcb475b690b45cfa1968da569d543d01();\n",
        "\n",
        "    baseaxes_8fcb475b690b45cfa1968da569d543d01.append('g')\n",
        "            .attr('transform', 'translate(0,0)')\n",
        "            .attr('class', 'axes8fcb475b690b45cfa1968da569d543d01 y axis')\n",
        "            .call(yAxis_8fcb475b690b45cfa1968da569d543d01);\n",
        "\n",
        "    // create the clip boundary\n",
        "    var clip_8fcb475b690b45cfa1968da569d543d01 = baseaxes_8fcb475b690b45cfa1968da569d543d01.append(\"svg:clipPath\")\n",
        "                             .attr(\"id\", \"clip8fcb475b690b45cfa1968da569d543d01\")\n",
        "                             .append(\"svg:rect\")\n",
        "                             .attr(\"x\", 0)\n",
        "                             .attr(\"y\", 0)\n",
        "                             .attr(\"width\", width_8fcb475b690b45cfa1968da569d543d01)\n",
        "                             .attr(\"height\", height_8fcb475b690b45cfa1968da569d543d01);\n",
        "\n",
        "    // axes_8fcb475b690b45cfa1968da569d543d01 is the axes on which to draw plot components: they'll\n",
        "    // be clipped when zooming or scrolling moves them out of the plot.\n",
        "    var axes_8fcb475b690b45cfa1968da569d543d01 = baseaxes_8fcb475b690b45cfa1968da569d543d01.append('g')\n",
        "            .attr(\"clip-path\", \"url(#clip8fcb475b690b45cfa1968da569d543d01)\");\n",
        "\n",
        "    \n",
        "\n",
        "    var data_8fcb475b690b45cfa1968da569d543d012 = [[0.0, -0.03350422632295322], [120.0, -0.028448087070452488], [240.0, -0.14651097627420084], [360.0, 0.01244601301504139], [480.0, 0.13057532581874787], [600.0, 0.027267965589718113], [720.0, 0.06588879873513281], [840.0, -0.0032813663544727922], [960.0, -0.011941383323306742], [1080.0, -0.07365461481315683], [1200.0, 0.06428135518988384], [1320.0, 0.03424375765641258], [1440.0, 0.09434629907631653], [1560.0, 0.006244494550715629], [1680.0, -0.025468579791964485], [1800.0, -0.0017409530331144452], [1920.0, -0.0003782114945648507], [2040.0, -0.005840174125787911], [2160.0, 0.07369782328281749], [2280.0, 0.05024067043225883]]\n",
        "    \n",
        "    var line_8fcb475b690b45cfa1968da569d543d012 = d3.svg.line()\n",
        "         .x(function(d) {return x_data_map8fcb475b690b45cfa1968da569d543d01(d[0]);})\n",
        "         .y(function(d) {return y_data_map8fcb475b690b45cfa1968da569d543d01(d[1]);})\n",
        "         .defined(function (d) {return !isNaN(d[0]) && !isNaN(d[1]); })\n",
        "         .interpolate(\"linear\");\n",
        "\n",
        "    axes_8fcb475b690b45cfa1968da569d543d01.append(\"svg:path\")\n",
        "                   .attr(\"d\", line_8fcb475b690b45cfa1968da569d543d012(data_8fcb475b690b45cfa1968da569d543d012))\n",
        "                   .attr('class', 'line8fcb475b690b45cfa1968da569d543d012');\n",
        "    \n",
        "\n",
        "    canvas.append(\"text\")\n",
        "        .text(\"Time Remaining (s)\")\n",
        "        .attr(\"class\", \"text8fcb475b690b45cfa1968da569d543d013\")\n",
        "        .attr(\"x\", 512.5)\n",
        "        .attr(\"y\", figheight - 0.0)\n",
        "        .attr(\"font-size\", \"10.0px\")\n",
        "        .attr(\"fill\", \"#000000\")\n",
        "        .attr(\"transform\", \"rotate(-0.0,512.5,\" + (figheight - 0.0) + \")\")\n",
        "        .attr(\"style\", \"text-anchor: middle;\")\n",
        "    \n",
        "\n",
        "    canvas.append(\"text\")\n",
        "        .text(\"Added Probability of Taking 3-PT Shot\")\n",
        "        .attr(\"class\", \"text8fcb475b690b45cfa1968da569d543d014\")\n",
        "        .attr(\"x\", 10.0)\n",
        "        .attr(\"y\", figheight - 410.0)\n",
        "        .attr(\"font-size\", \"10.0px\")\n",
        "        .attr(\"fill\", \"#000000\")\n",
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        "        .attr(\"style\", \"text-anchor: middle;\")\n",
        "    \n",
        "\n",
        "\n",
        "    var data_8fcb475b690b45cfa1968da569d543d0161 = [[0.0, 0.09121478961765142], [0.0, -0.15822324226355786], [120.0, -0.24702456290258995], [240.0, -0.3578075683842023], [360.0, -0.20228335739856468], [480.0, -0.13890215999517175], [600.0, -0.19946480505679776], [720.0, -0.18946978046795593], [840.0, -0.25718106802196117], [960.0, -0.2618670449439215], [1080.0, -0.27196740007699793], [1200.0, -0.16381887847047658], [1320.0, -0.19441963210704727], [1440.0, -0.14291170111455764], [1560.0, -0.22380411913423037], [1680.0, -0.21155659415208317], [1800.0, -0.2045490469414762], [1920.0, -0.22058546822213038], [2040.0, -0.22301985697344412], [2160.0, -0.173263971939787], [2280.0, -0.1760320164845019], [2280.0, 0.27651335734901955], [2280.0, 0.27651335734901955], [2160.0, 0.32065961850542196], [2040.0, 0.2113395087218683], [1920.0, 0.21982904523300068], [1800.0, 0.2010671408752473], [1680.0, 0.1606194345681542], [1560.0, 0.23629310823566163], [1440.0, 0.3316042992671907], [1320.0, 0.2629071474198724], [1200.0, 0.29238158885024423], [1080.0, 0.12465817045068428], [960.0, 0.237984278297308], [840.0, 0.2506183353130156], [720.0, 0.32124737793822156], [600.0, 0.254000736236234], [480.0, 0.4000528116326675], [360.0, 0.22717538342864746], [240.0, 0.06478561583580061], [120.0, 0.19012838876168497], [0.0, 0.09121478961765142], [0.0, 0.0]]\n",
        "\n",
        "    var patch_8fcb475b690b45cfa1968da569d543d0161 = d3.svg.line()\n",
        "         .x(function(d) {return x_data_map8fcb475b690b45cfa1968da569d543d01(d[0]);})\n",
        "         .y(function(d) {return y_data_map8fcb475b690b45cfa1968da569d543d01(d[1]);})\n",
        "         .interpolate(\"linear\");\n",
        "\n",
        "    axes_8fcb475b690b45cfa1968da569d543d01.append(\"svg:path\")\n",
        "                   .attr(\"d\", patch_8fcb475b690b45cfa1968da569d543d0161(data_8fcb475b690b45cfa1968da569d543d0161))\n",
        "                   .attr('class', 'coll8fcb475b690b45cfa1968da569d543d016 patch1');\n",
        "    \n",
        "\n",
        "    var data_8fcb475b690b45cfa1968da569d543d018 = [[1200.0, -1.0], [1200.0, 1.0]]\n",
        "    \n",
        "    var line_8fcb475b690b45cfa1968da569d543d018 = d3.svg.line()\n",
        "         .x(function(d) {return x_data_map8fcb475b690b45cfa1968da569d543d01(d[0]);})\n",
        "         .y(function(d) {return y_data_map8fcb475b690b45cfa1968da569d543d01(d[1]);})\n",
        "         .defined(function (d) {return !isNaN(d[0]) && !isNaN(d[1]); })\n",
        "         .interpolate(\"linear\");\n",
        "\n",
        "    axes_8fcb475b690b45cfa1968da569d543d01.append(\"svg:path\")\n",
        "                   .attr(\"d\", line_8fcb475b690b45cfa1968da569d543d018(data_8fcb475b690b45cfa1968da569d543d018))\n",
        "                   .attr('class', 'line8fcb475b690b45cfa1968da569d543d018');\n",
        "    \n",
        "\n",
        "    function zoomed8fcb475b690b45cfa1968da569d543d01() {\n",
        "        //console.log(d3.event);  // for some reason this is sometimes null\n",
        "        //console.log(zoom8fcb475b690b45cfa1968da569d543d01.translate());\n",
        "        //console.log(zoom8fcb475b690b45cfa1968da569d543d01.scale());\n",
        "\n",
        "        baseaxes_8fcb475b690b45cfa1968da569d543d01.select(\".x.axis\").call(xAxis_8fcb475b690b45cfa1968da569d543d01);\n",
        "        baseaxes_8fcb475b690b45cfa1968da569d543d01.select(\".y.axis\").call(yAxis_8fcb475b690b45cfa1968da569d543d01);\n",
        "\n",
        "        \n",
        "\n",
        "        axes_8fcb475b690b45cfa1968da569d543d01.select(\".line8fcb475b690b45cfa1968da569d543d012\")\n",
        "                       .attr(\"d\", line_8fcb475b690b45cfa1968da569d543d012(data_8fcb475b690b45cfa1968da569d543d012));\n",
        "    \n",
        "\n",
        "\n",
        "\n",
        "\n",
        "        axes_8fcb475b690b45cfa1968da569d543d01.select(\".coll8fcb475b690b45cfa1968da569d543d016.patch1\")\n",
        "                       .attr(\"d\", patch_8fcb475b690b45cfa1968da569d543d0161(data_8fcb475b690b45cfa1968da569d543d0161));\n",
        "    \n",
        "\n",
        "        axes_8fcb475b690b45cfa1968da569d543d01.select(\".line8fcb475b690b45cfa1968da569d543d018\")\n",
        "                       .attr(\"d\", line_8fcb475b690b45cfa1968da569d543d018(data_8fcb475b690b45cfa1968da569d543d018));\n",
        "    \n",
        "    }\n",
        "\n",
        "    function reset8fcb475b690b45cfa1968da569d543d01() {\n",
        "      d3.transition().duration(750).tween(\"zoom\", function() {\n",
        "        var ix = d3.interpolate(x_8fcb475b690b45cfa1968da569d543d01.domain(), xdomain8fcb475b690b45cfa1968da569d543d01),\n",
        "            iy = d3.interpolate(y_8fcb475b690b45cfa1968da569d543d01.domain(), ydomain8fcb475b690b45cfa1968da569d543d01);\n",
        "        return function(t) {\n",
        "          zoom8fcb475b690b45cfa1968da569d543d01.x(x_8fcb475b690b45cfa1968da569d543d01.domain(ix(t))).y(y_8fcb475b690b45cfa1968da569d543d01.domain(iy(t)));\n",
        "          zoomed8fcb475b690b45cfa1968da569d543d01();\n",
        "        };\n",
        "      });\n",
        "    }\n",
        "\n",
        "    d3.select(\"#reset8fcb475b690b45cfa1968da569d543d0\").on(\"click\", reset8fcb475b690b45cfa1968da569d543d01);\n",
        "    \n",
        "\n",
        "    }\n",
        "\n",
        "    // set a timeout of 0 to allow d3.js to load\n",
        "    setTimeout(function(){ func8fcb475b690b45cfa1968da569d543d0(d3.select('#figure8fcb475b690b45cfa1968da569d543d0')) }, 0)\n",
        "    </script>\n",
        "    "
       ],
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ePlRU9CMxsUCyk2e/3w+7XWz/qdVOYOXKZLb/PEdIQ//GjRtx6tSpgOwsWBj6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\n",
       "text": [
        "<matplotlib.figure.Figure at 0x10078db90>"
       ]
      }
     ],
     "prompt_number": 25
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "First, I clearly do not have enough data (1 season) to make any real determination.  The uncertainty is just too large. I would need to extract many seasons to have any confidence in this plot, I also need to run cross-validation tests on the classifier along with out-of-sample testing. There is a strange spike at 500 seconds (~8 minutes) remaining in the game. Maybe if I have some time I will try to extract more data. My gut feeling is that it doesn't matter, but maybe different game situations (like needed to catch up before the end of the game) make a difference.\n",
      "\n",
      "Just as some last checks, lets take a look at histograms over the seconds remaingin."
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      "plt.hist(data['secs_left'],2400/60)\n",
      "plt.xlim(0,2400)"
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        "                     .range([0, width_d690120db49644fd8b4e66aa8e2944351]);\n",
        "    var x_data_mapd690120db49644fd8b4e66aa8e2944351 = x_d690120db49644fd8b4e66aa8e2944351;\n",
        "    \n",
        "    \n",
        "    var ydomaind690120db49644fd8b4e66aa8e2944351 = [0.0, 12000.0];\n",
        "    var y_d690120db49644fd8b4e66aa8e2944351 = d3.scale.linear()\n",
        "                           .domain(ydomaind690120db49644fd8b4e66aa8e2944351)\n",
        "                           .range([height_d690120db49644fd8b4e66aa8e2944351, 0]);\n",
        "    var y_data_mapd690120db49644fd8b4e66aa8e2944351 = y_d690120db49644fd8b4e66aa8e2944351;\n",
        "    \n",
        "\n",
        "\n",
        "    // zoom object for the axes\n",
        "    var zoomd690120db49644fd8b4e66aa8e2944351 = d3.behavior.zoom()\n",
        "                    .x(x_d690120db49644fd8b4e66aa8e2944351)\n",
        "                    .y(y_d690120db49644fd8b4e66aa8e2944351)\n",
        "                    .on(\"zoom\", zoomedd690120db49644fd8b4e66aa8e2944351);\n",
        "\n",
        "    // create the axes itself\n",
        "    var baseaxes_d690120db49644fd8b4e66aa8e2944351 = canvas.append('g')\n",
        "            .attr('transform', 'translate(' + (0.125 * figwidth) + ',' +\n",
        "                              ((1 - 0.125 - 0.775) * figheight) + ')')\n",
        "            .attr('width', width_d690120db49644fd8b4e66aa8e2944351)\n",
        "            .attr('height', height_d690120db49644fd8b4e66aa8e2944351)\n",
        "            .attr('class', 'main')\n",
        "            .call(zoomd690120db49644fd8b4e66aa8e2944351);\n",
        "\n",
        "    // create the axes background\n",
        "    baseaxes_d690120db49644fd8b4e66aa8e2944351.append(\"svg:rect\")\n",
        "                      .attr(\"width\", width_d690120db49644fd8b4e66aa8e2944351)\n",
        "                      .attr(\"height\", height_d690120db49644fd8b4e66aa8e2944351)\n",
        "                      .attr(\"class\", \"bgd690120db49644fd8b4e66aa8e2944351\");\n",
        "\n",
        "    // axis factory functions: used for grid lines & axes\n",
        "    var create_xAxis_d690120db49644fd8b4e66aa8e2944351 = function(){\n",
        "       return d3.svg.axis()\n",
        "            .scale(x_d690120db49644fd8b4e66aa8e2944351)\n",
        "            .orient('bottom');\n",
        "    }\n",
        "\n",
        "    var create_yAxis_d690120db49644fd8b4e66aa8e2944351 = function(){\n",
        "       return d3.svg.axis()\n",
        "            .scale(y_d690120db49644fd8b4e66aa8e2944351)\n",
        "            .orient('left');\n",
        "    }\n",
        "\n",
        "    // draw the x axis\n",
        "    var xAxis_d690120db49644fd8b4e66aa8e2944351 = create_xAxis_d690120db49644fd8b4e66aa8e2944351();\n",
        "\n",
        "    baseaxes_d690120db49644fd8b4e66aa8e2944351.append('g')\n",
        "            .attr('transform', 'translate(0,' + (height_d690120db49644fd8b4e66aa8e2944351) + ')')\n",
        "            .attr('class', 'axesd690120db49644fd8b4e66aa8e2944351 x axis')\n",
        "            .call(xAxis_d690120db49644fd8b4e66aa8e2944351);\n",
        "\n",
        "    // draw the y axis\n",
        "    var yAxis_d690120db49644fd8b4e66aa8e2944351 = create_yAxis_d690120db49644fd8b4e66aa8e2944351();\n",
        "\n",
        "    baseaxes_d690120db49644fd8b4e66aa8e2944351.append('g')\n",
        "            .attr('transform', 'translate(0,0)')\n",
        "            .attr('class', 'axesd690120db49644fd8b4e66aa8e2944351 y axis')\n",
        "            .call(yAxis_d690120db49644fd8b4e66aa8e2944351);\n",
        "\n",
        "    // create the clip boundary\n",
        "    var clip_d690120db49644fd8b4e66aa8e2944351 = baseaxes_d690120db49644fd8b4e66aa8e2944351.append(\"svg:clipPath\")\n",
        "                             .attr(\"id\", \"clipd690120db49644fd8b4e66aa8e2944351\")\n",
        "                             .append(\"svg:rect\")\n",
        "                             .attr(\"x\", 0)\n",
        "                             .attr(\"y\", 0)\n",
        "                             .attr(\"width\", width_d690120db49644fd8b4e66aa8e2944351)\n",
        "                             .attr(\"height\", height_d690120db49644fd8b4e66aa8e2944351);\n",
        "\n",
        "    // axes_d690120db49644fd8b4e66aa8e2944351 is the axes on which to draw plot components: they'll\n",
        "    // be clipped when zooming or scrolling moves them out of the plot.\n",
        "    var axes_d690120db49644fd8b4e66aa8e2944351 = baseaxes_d690120db49644fd8b4e66aa8e2944351.append('g')\n",
        "            .attr(\"clip-path\", \"url(#clipd690120db49644fd8b4e66aa8e2944351)\");\n",
        "\n",
        "    \n",
        "\n",
        "\n",
        "\n",
        "\n",
        "    var data_d690120db49644fd8b4e66aa8e29443515 = [[\"M\", [0.0, 0.0]], [\"L\", [60.0, 0.0]], [\"L\", [60.0, 11124.0]], [\"L\", [0.0, 11124.0]], [\"Z\", [0.0, 0.0]]];\n",
        "\n",
        "    \n",
        "    // This function constructs a mapped SVG path\n",
        "    // from an input data array\n",
        "    var construct_SVG_path = function(data, xmap, ymap){\n",
        "       var result = \"\";\n",
        "       for (var i=0;i<data.length;i++){\n",
        "          result += data[i][0];\n",
        "          if(data[i][0] == 'Z'){\n",
        "            continue;\n",
        "          }\n",
        "          for (var j=0;j<data[i][1].length;j++){\n",
        "            if(j % 2 == 0){\n",
        "               result += \" \" + xmap(data[i][1][j]);\n",
        "            }else{\n",
        "               result += \" \" + ymap(data[i][1][j]);\n",
        "            }\n",
        "          }\n",
        "          result += \" \";\n",
        "       }\n",
        "       return result;\n",
        "     };\n",
        "\n",
        "\n",
        "    axes_d690120db49644fd8b4e66aa8e2944351.append(\"svg:path\")\n",
        "                   .attr(\"d\", construct_SVG_path(data_d690120db49644fd8b4e66aa8e29443515,\n",
        "                                                 x_data_mapd690120db49644fd8b4e66aa8e2944351,\n",
        "                                                 y_data_mapd690120db49644fd8b4e66aa8e2944351))\n",
        "                   .attr(\"vector-effect\", \"non-scaling-stroke\")\n",
        "                   .attr('class', 'patchd690120db49644fd8b4e66aa8e29443515');\n",
        "    \n",
        "\n",
        "    var data_d690120db49644fd8b4e66aa8e29443516 = [[\"M\", [60.0, 0.0]], [\"L\", [120.0, 0.0]], [\"L\", [120.0, 6597.0]], [\"L\", [60.0, 6597.0]], [\"Z\", [60.0, 0.0]]];\n",
        "\n",
        "    \n",
        "    // This function constructs a mapped SVG path\n",
        "    // from an input data array\n",
        "    var construct_SVG_path = function(data, xmap, ymap){\n",
        "       var result = \"\";\n",
        "       for (var i=0;i<data.length;i++){\n",
        "          result += data[i][0];\n",
        "          if(data[i][0] == 'Z'){\n",
        "            continue;\n",
        "          }\n",
        "          for (var j=0;j<data[i][1].length;j++){\n",
        "            if(j % 2 == 0){\n",
        "               result += \" \" + xmap(data[i][1][j]);\n",
        "            }else{\n",
        "               result += \" \" + ymap(data[i][1][j]);\n",
        "            }\n",
        "          }\n",
        "          result += \" \";\n",
        "       }\n",
        "       return result;\n",
        "     };\n",
        "\n",
        "\n",
        "    axes_d690120db49644fd8b4e66aa8e2944351.append(\"svg:path\")\n",
        "                   .attr(\"d\", construct_SVG_path(data_d690120db49644fd8b4e66aa8e29443516,\n",
        "                                                 x_data_mapd690120db49644fd8b4e66aa8e2944351,\n",
        "                                                 y_data_mapd690120db49644fd8b4e66aa8e2944351))\n",
        "                   .attr(\"vector-effect\", \"non-scaling-stroke\")\n",
        "                   .attr('class', 'patchd690120db49644fd8b4e66aa8e29443516');\n",
        "    \n",
        "\n",
        "    var data_d690120db49644fd8b4e66aa8e29443517 = [[\"M\", [120.0, 0.0]], [\"L\", [180.0, 0.0]], [\"L\", [180.0, 5772.0]], [\"L\", [120.0, 5772.0]], [\"Z\", [120.0, 0.0]]];\n",
        "\n",
        "    \n",
        "    // This function constructs a mapped SVG path\n",
        "    // from an input data array\n",
        "    var construct_SVG_path = function(data, xmap, ymap){\n",
        "       var result = \"\";\n",
        "       for (var i=0;i<data.length;i++){\n",
        "          result += data[i][0];\n",
        "          if(data[i][0] == 'Z'){\n",
        "            continue;\n",
        "          }\n",
        "          for (var j=0;j<data[i][1].length;j++){\n",
        "            if(j % 2 == 0){\n",
        "               result += \" \" + xmap(data[i][1][j]);\n",
        "            }else{\n",
        "               result += \" \" + ymap(data[i][1][j]);\n",
        "            }\n",
        "          }\n",
        "          result += \" \";\n",
        "       }\n",
        "       return result;\n",
        "     };\n",
        "\n",
        "\n",
        "    axes_d690120db49644fd8b4e66aa8e2944351.append(\"svg:path\")\n",
        "                   .attr(\"d\", construct_SVG_path(data_d690120db49644fd8b4e66aa8e29443517,\n",
        "                                                 x_data_mapd690120db49644fd8b4e66aa8e2944351,\n",
        "                                                 y_data_mapd690120db49644fd8b4e66aa8e2944351))\n",
        "                   .attr(\"vector-effect\", \"non-scaling-stroke\")\n",
        "                   .attr('class', 'patchd690120db49644fd8b4e66aa8e29443517');\n",
        "    \n",
        "\n",
        "    var data_d690120db49644fd8b4e66aa8e29443518 = [[\"M\", [180.0, 0.0]], [\"L\", [240.0, 0.0]], [\"L\", [240.0, 5667.0]], [\"L\", [180.0, 5667.0]], [\"Z\", [180.0, 0.0]]];\n",
        "\n",
        "    \n",
        "    // This function constructs a mapped SVG path\n",
        "    // from an input data array\n",
        "    var construct_SVG_path = function(data, xmap, ymap){\n",
        "       var result = \"\";\n",
        "       for (var i=0;i<data.length;i++){\n",
        "          result += data[i][0];\n",
        "          if(data[i][0] == 'Z'){\n",
        "            continue;\n",
        "          }\n",
        "          for (var j=0;j<data[i][1].length;j++){\n",
        "            if(j % 2 == 0){\n",
        "               result += \" \" + xmap(data[i][1][j]);\n",
        "            }else{\n",
        "               result += \" \" + ymap(data[i][1][j]);\n",
        "            }\n",
        "          }\n",
        "          result += \" \";\n",
        "       }\n",
        "       return result;\n",
        "     };\n",
        "\n",
        "\n",
        "    axes_d690120db49644fd8b4e66aa8e2944351.append(\"svg:path\")\n",
        "                   .attr(\"d\", construct_SVG_path(data_d690120db49644fd8b4e66aa8e29443518,\n",
        "                                                 x_data_mapd690120db49644fd8b4e66aa8e2944351,\n",
        "                                                 y_data_mapd690120db49644fd8b4e66aa8e2944351))\n",
        "                   .attr(\"vector-effect\", \"non-scaling-stroke\")\n",
        "                   .attr('class', 'patchd690120db49644fd8b4e66aa8e29443518');\n",
        "    \n",
        "\n",
        "    var data_d690120db49644fd8b4e66aa8e29443519 = [[\"M\", [240.0, 0.0]], [\"L\", [300.0, 0.0]], [\"L\", [300.0, 5834.0]], [\"L\", [240.0, 5834.0]], [\"Z\", [240.0, 0.0]]];\n",
        "\n",
        "    \n",
        "    // This function constructs a mapped SVG path\n",
        "    // from an input data array\n",
        "    var construct_SVG_path = function(data, xmap, ymap){\n",
        "       var result = \"\";\n",
        "       for (var i=0;i<data.length;i++){\n",
        "          result += data[i][0];\n",
        "          if(data[i][0] == 'Z'){\n",
        "            continue;\n",
        "          }\n",
        "          for (var j=0;j<data[i][1].length;j++){\n",
        "            if(j % 2 == 0){\n",
        "               result += \" \" + xmap(data[i][1][j]);\n",
        "            }else{\n",
        "               result += \" \" + ymap(data[i][1][j]);\n",
        "            }\n",
        "          }\n",
        "          result += \" \";\n",
        "       }\n",
        "       return result;\n",
        "     };\n",
        "\n",
        "\n",
        "    axes_d690120db49644fd8b4e66aa8e2944351.append(\"svg:path\")\n",
        "                   .attr(\"d\", construct_SVG_path(data_d690120db49644fd8b4e66aa8e29443519,\n",
        "                                                 x_data_mapd690120db49644fd8b4e66aa8e2944351,\n",
        "                                                 y_data_mapd690120db49644fd8b4e66aa8e2944351))\n",
        "                   .attr(\"vector-effect\", \"non-scaling-stroke\")\n",
        "                   .attr('class', 'patchd690120db49644fd8b4e66aa8e29443519');\n",
        "    \n",
        "\n",
        "    var data_d690120db49644fd8b4e66aa8e294435110 = [[\"M\", [300.0, 0.0]], [\"L\", [360.0, 0.0]], [\"L\", [360.0, 5635.0]], [\"L\", [300.0, 5635.0]], [\"Z\", [300.0, 0.0]]];\n",
        "\n",
        "    \n",
        "    // This function constructs a mapped SVG path\n",
        "    // from an input data array\n",
        "    var construct_SVG_path = function(data, xmap, ymap){\n",
        "       var result = \"\";\n",
        "       for (var i=0;i<data.length;i++){\n",
        "          result += data[i][0];\n",
        "          if(data[i][0] == 'Z'){\n",
        "            continue;\n",
        "          }\n",
        "          for (var j=0;j<data[i][1].length;j++){\n",
        "            if(j % 2 == 0){\n",
        "               result += \" \" + xmap(data[i][1][j]);\n",
        "            }else{\n",
        "               result += \" \" + ymap(data[i][1][j]);\n",
        "            }\n",
        "          }\n",
        "          result += \" \";\n",
        "       }\n",
        "       return result;\n",
        "     };\n",
        "\n",
        "\n",
        "    axes_d690120db49644fd8b4e66aa8e2944351.append(\"svg:path\")\n",
        "                   .attr(\"d\", construct_SVG_path(data_d690120db49644fd8b4e66aa8e294435110,\n",
        "                                                 x_data_mapd690120db49644fd8b4e66aa8e2944351,\n",
        "                                                 y_data_mapd690120db49644fd8b4e66aa8e2944351))\n",
        "                   .attr(\"vector-effect\", \"non-scaling-stroke\")\n",
        "                   .attr('class', 'patchd690120db49644fd8b4e66aa8e294435110');\n",
        "    \n",
        "\n",
        "    var data_d690120db49644fd8b4e66aa8e294435111 = [[\"M\", [360.0, 0.0]], [\"L\", [420.0, 0.0]], [\"L\", [420.0, 5698.0]], [\"L\", [360.0, 5698.0]], [\"Z\", [360.0, 0.0]]];\n",
        "\n",
        "    \n",
        "    // This function constructs a mapped SVG path\n",
        "    // from an input data array\n",
        "    var construct_SVG_path = function(data, xmap, ymap){\n",
        "       var result = \"\";\n",
        "       for (var i=0;i<data.length;i++){\n",
        "          result += data[i][0];\n",
        "          if(data[i][0] == 'Z'){\n",
        "            continue;\n",
        "          }\n",
        "          for (var j=0;j<data[i][1].length;j++){\n",
        "            if(j % 2 == 0){\n",
        "               result += \" \" + xmap(data[i][1][j]);\n",
        "            }else{\n",
        "               result += \" \" + ymap(data[i][1][j]);\n",
        "            }\n",
        "          }\n",
        "          result += \" \";\n",
        "       }\n",
        "       return result;\n",
        "     };\n",
        "\n",
        "\n",
        "    axes_d690120db49644fd8b4e66aa8e2944351.append(\"svg:path\")\n",
        "                   .attr(\"d\", construct_SVG_path(data_d690120db49644fd8b4e66aa8e294435111,\n",
        "                                                 x_data_mapd690120db49644fd8b4e66aa8e2944351,\n",
        "                                                 y_data_mapd690120db49644fd8b4e66aa8e2944351))\n",
        "                   .attr(\"vector-effect\", \"non-scaling-stroke\")\n",
        "                   .attr('class', 'patchd690120db49644fd8b4e66aa8e294435111');\n",
        "    \n",
        "\n",
        "    var data_d690120db49644fd8b4e66aa8e294435112 = [[\"M\", [420.0, 0.0]], [\"L\", [480.0, 0.0]], [\"L\", [480.0, 5564.0]], [\"L\", [420.0, 5564.0]], [\"Z\", [420.0, 0.0]]];\n",
        "\n",
        "    \n",
        "    // This function constructs a mapped SVG path\n",
        "    // from an input data array\n",
        "    var construct_SVG_path = function(data, xmap, ymap){\n",
        "       var result = \"\";\n",
        "       for (var i=0;i<data.length;i++){\n",
        "          result += data[i][0];\n",
        "          if(data[i][0] == 'Z'){\n",
        "            continue;\n",
        "          }\n",
        "          for (var j=0;j<data[i][1].length;j++){\n",
        "            if(j % 2 == 0){\n",
        "               result += \" \" + xmap(data[i][1][j]);\n",
        "            }else{\n",
        "               result += \" \" + ymap(data[i][1][j]);\n",
        "            }\n",
        "          }\n",
        "          result += \" \";\n",
        "       }\n",
        "       return result;\n",
        "     };\n",
        "\n",
        "\n",
        "    axes_d690120db49644fd8b4e66aa8e2944351.append(\"svg:path\")\n",
        "                   .attr(\"d\", construct_SVG_path(data_d690120db49644fd8b4e66aa8e294435112,\n",
        "                                                 x_data_mapd690120db49644fd8b4e66aa8e2944351,\n",
        "                                                 y_data_mapd690120db49644fd8b4e66aa8e2944351))\n",
        "                   .attr(\"vector-effect\", \"non-scaling-stroke\")\n",
        "                   .attr('class', 'patchd690120db49644fd8b4e66aa8e294435112');\n",
        "    \n",
        "\n",
        "    var data_d690120db49644fd8b4e66aa8e294435113 = [[\"M\", [480.0, 0.0]], [\"L\", [540.0, 0.0]], [\"L\", [540.0, 5811.0]], [\"L\", [480.0, 5811.0]], [\"Z\", [480.0, 0.0]]];\n",
        "\n",
        "    \n",
        "    // This function constructs a mapped SVG path\n",
        "    // from an input data array\n",
        "    var construct_SVG_path = function(data, xmap, ymap){\n",
        "       var result = \"\";\n",
        "       for (var i=0;i<data.length;i++){\n",
        "          result += data[i][0];\n",
        "          if(data[i][0] == 'Z'){\n",
        "            continue;\n",
        "          }\n",
        "          for (var j=0;j<data[i][1].length;j++){\n",
        "            if(j % 2 == 0){\n",
        "               result += \" \" + xmap(data[i][1][j]);\n",
        "            }else{\n",
        "               result += \" \" + ymap(data[i][1][j]);\n",
        "            }\n",
        "          }\n",
        "          result += \" \";\n",
        "       }\n",
        "       return result;\n",
        "     };\n",
        "\n",
        "\n",
        "    axes_d690120db49644fd8b4e66aa8e2944351.append(\"svg:path\")\n",
        "                   .attr(\"d\", construct_SVG_path(data_d690120db49644fd8b4e66aa8e294435113,\n",
        "                                                 x_data_mapd690120db49644fd8b4e66aa8e2944351,\n",
        "                                                 y_data_mapd690120db49644fd8b4e66aa8e2944351))\n",
        "                   .attr(\"vector-effect\", \"non-scaling-stroke\")\n",
        "                   .attr('class', 'patchd690120db49644fd8b4e66aa8e294435113');\n",
        "    \n",
        "\n",
        "    var data_d690120db49644fd8b4e66aa8e294435114 = [[\"M\", [540.0, 0.0]], [\"L\", [600.0, 0.0]], [\"L\", [600.0, 5893.0]], [\"L\", [540.0, 5893.0]], [\"Z\", [540.0, 0.0]]];\n",
        "\n",
        "    \n",
        "    // This function constructs a mapped SVG path\n",
        "    // from an input data array\n",
        "    var construct_SVG_path = function(data, xmap, ymap){\n",
        "       var result = \"\";\n",
        "       for (var i=0;i<data.length;i++){\n",
        "          result += data[i][0];\n",
        "          if(data[i][0] == 'Z'){\n",
        "            continue;\n",
        "          }\n",
        "          for (var j=0;j<data[i][1].length;j++){\n",
        "            if(j % 2 == 0){\n",
        "               result += \" \" + xmap(data[i][1][j]);\n",
        "            }else{\n",
        "               result += \" \" + ymap(data[i][1][j]);\n",
        "            }\n",
        "          }\n",
        "          result += \" \";\n",
        "       }\n",
        "       return result;\n",
        "     };\n",
        "\n",
        "\n",
        "    axes_d690120db49644fd8b4e66aa8e2944351.append(\"svg:path\")\n",
        "                   .attr(\"d\", construct_SVG_path(data_d690120db49644fd8b4e66aa8e294435114,\n",
        "                                                 x_data_mapd690120db49644fd8b4e66aa8e2944351,\n",
        "                                                 y_data_mapd690120db49644fd8b4e66aa8e2944351))\n",
        "                   .attr(\"vector-effect\", \"non-scaling-stroke\")\n",
        "                   .attr('class', 'patchd690120db49644fd8b4e66aa8e294435114');\n",
        "    \n",
        "\n",
        "    var data_d690120db49644fd8b4e66aa8e294435115 = [[\"M\", [600.0, 0.0]], [\"L\", [660.0, 0.0]], [\"L\", [660.0, 5843.0]], [\"L\", [600.0, 5843.0]], [\"Z\", [600.0, 0.0]]];\n",
        "\n",
        "    \n",
        "    // This function constructs a mapped SVG path\n",
        "    // from an input data array\n",
        "    var construct_SVG_path = function(data, xmap, ymap){\n",
        "       var result = \"\";\n",
        "       for (var i=0;i<data.length;i++){\n",
        "          result += data[i][0];\n",
        "          if(data[i][0] == 'Z'){\n",
        "            continue;\n",
        "          }\n",
        "          for (var j=0;j<data[i][1].length;j++){\n",
        "            if(j % 2 == 0){\n",
        "               result += \" \" + xmap(data[i][1][j]);\n",
        "            }else{\n",
        "               result += \" \" + ymap(data[i][1][j]);\n",
        "            }\n",
        "          }\n",
        "          result += \" \";\n",
        "       }\n",
        "       return result;\n",
        "     };\n",
        "\n",
        "\n",
        "    axes_d690120db49644fd8b4e66aa8e2944351.append(\"svg:path\")\n",
        "                   .attr(\"d\", construct_SVG_path(data_d690120db49644fd8b4e66aa8e294435115,\n",
        "                                                 x_data_mapd690120db49644fd8b4e66aa8e2944351,\n",
        "                                                 y_data_mapd690120db49644fd8b4e66aa8e2944351))\n",
        "                   .attr(\"vector-effect\", \"non-scaling-stroke\")\n",
        "                   .attr('class', 'patchd690120db49644fd8b4e66aa8e294435115');\n",
        "    \n",
        "\n",
        "    var data_d690120db49644fd8b4e66aa8e294435116 = [[\"M\", [660.0, 0.0]], [\"L\", [720.0, 0.0]], [\"L\", [720.0, 5899.0]], [\"L\", [660.0, 5899.0]], [\"Z\", [660.0, 0.0]]];\n",
        "\n",
        "    \n",
        "    // This function constructs a mapped SVG path\n",
        "    // from an input data array\n",
        "    var construct_SVG_path = function(data, xmap, ymap){\n",
        "       var result = \"\";\n",
        "       for (var i=0;i<data.length;i++){\n",
        "          result += data[i][0];\n",
        "          if(data[i][0] == 'Z'){\n",
        "            continue;\n",
        "          }\n",
        "          for (var j=0;j<data[i][1].length;j++){\n",
        "            if(j % 2 == 0){\n",
        "               result += \" \" + xmap(data[i][1][j]);\n",
        "            }else{\n",
        "               result += \" \" + ymap(data[i][1][j]);\n",
        "            }\n",
        "          }\n",
        "          result += \" \";\n",
        "       }\n",
        "       return result;\n",
        "     };\n",
        "\n",
        "\n",
        "    axes_d690120db49644fd8b4e66aa8e2944351.append(\"svg:path\")\n",
        "                   .attr(\"d\", construct_SVG_path(data_d690120db49644fd8b4e66aa8e294435116,\n",
        "                                                 x_data_mapd690120db49644fd8b4e66aa8e2944351,\n",
        "                                                 y_data_mapd690120db49644fd8b4e66aa8e2944351))\n",
        "                   .attr(\"vector-effect\", \"non-scaling-stroke\")\n",
        "                   .attr('class', 'patchd690120db49644fd8b4e66aa8e294435116');\n",
        "    \n",
        "\n",
        "    var data_d690120db49644fd8b4e66aa8e294435117 = [[\"M\", [720.0, 0.0]], [\"L\", [780.0, 0.0]], [\"L\", [780.0, 6083.0]], [\"L\", [720.0, 6083.0]], [\"Z\", [720.0, 0.0]]];\n",
        "\n",
        "    \n",
        "    // This function constructs a mapped SVG path\n",
        "    // from an input data array\n",
        "    var construct_SVG_path = function(data, xmap, ymap){\n",
        "       var result = \"\";\n",
        "       for (var i=0;i<data.length;i++){\n",
        "          result += data[i][0];\n",
        "          if(data[i][0] == 'Z'){\n",
        "            continue;\n",
        "          }\n",
        "          for (var j=0;j<data[i][1].length;j++){\n",
        "            if(j % 2 == 0){\n",
        "               result += \" \" + xmap(data[i][1][j]);\n",
        "            }else{\n",
        "               result += \" \" + ymap(data[i][1][j]);\n",
        "            }\n",
        "          }\n",
        "          result += \" \";\n",
        "       }\n",
        "       return result;\n",
        "     };\n",
        "\n",
        "\n",
        "    axes_d690120db49644fd8b4e66aa8e2944351.append(\"svg:path\")\n",
        "                   .attr(\"d\", construct_SVG_path(data_d690120db49644fd8b4e66aa8e294435117,\n",
        "                                                 x_data_mapd690120db49644fd8b4e66aa8e2944351,\n",
        "                                                 y_data_mapd690120db49644fd8b4e66aa8e2944351))\n",
        "                   .attr(\"vector-effect\", \"non-scaling-stroke\")\n",
        "                   .attr('class', 'patchd690120db49644fd8b4e66aa8e294435117');\n",
        "    \n",
        "\n",
        "    var data_d690120db49644fd8b4e66aa8e294435118 = [[\"M\", [780.0, 0.0]], [\"L\", [840.0, 0.0]], [\"L\", [840.0, 6056.0]], [\"L\", [780.0, 6056.0]], [\"Z\", [780.0, 0.0]]];\n",
        "\n",
        "    \n",
        "    // This function constructs a mapped SVG path\n",
        "    // from an input data array\n",
        "    var construct_SVG_path = function(data, xmap, ymap){\n",
        "       var result = \"\";\n",
        "       for (var i=0;i<data.length;i++){\n",
        "          result += data[i][0];\n",
        "          if(data[i][0] == 'Z'){\n",
        "            continue;\n",
        "          }\n",
        "          for (var j=0;j<data[i][1].length;j++){\n",
        "            if(j % 2 == 0){\n",
        "               result += \" \" + xmap(data[i][1][j]);\n",
        "            }else{\n",
        "               result += \" \" + ymap(data[i][1][j]);\n",
        "            }\n",
        "          }\n",
        "          result += \" \";\n",
        "       }\n",
        "       return result;\n",
        "     };\n",
        "\n",
        "\n",
        "    axes_d690120db49644fd8b4e66aa8e2944351.append(\"svg:path\")\n",
        "                   .attr(\"d\", construct_SVG_path(data_d690120db49644fd8b4e66aa8e294435118,\n",
        "                                                 x_data_mapd690120db49644fd8b4e66aa8e2944351,\n",
        "                                                 y_data_mapd690120db49644fd8b4e66aa8e2944351))\n",
        "                   .attr(\"vector-effect\", \"non-scaling-stroke\")\n",
        "                   .attr('class', 'patchd690120db49644fd8b4e66aa8e294435118');\n",
        "    \n",
        "\n",
        "    var data_d690120db49644fd8b4e66aa8e294435119 = [[\"M\", [840.0, 0.0]], [\"L\", [900.0, 0.0]], [\"L\", [900.0, 5782.0]], [\"L\", [840.0, 5782.0]], [\"Z\", [840.0, 0.0]]];\n",
        "\n",
        "    \n",
        "    // This function constructs a mapped SVG path\n",
        "    // from an input data array\n",
        "    var construct_SVG_path = function(data, xmap, ymap){\n",
        "       var result = \"\";\n",
        "       for (var i=0;i<data.length;i++){\n",
        "          result += data[i][0];\n",
        "          if(data[i][0] == 'Z'){\n",
        "            continue;\n",
        "          }\n",
        "          for (var j=0;j<data[i][1].length;j++){\n",
        "            if(j % 2 == 0){\n",
        "               result += \" \" + xmap(data[i][1][j]);\n",
        "            }else{\n",
        "               result += \" \" + ymap(data[i][1][j]);\n",
        "            }\n",
        "          }\n",
        "          result += \" \";\n",
        "       }\n",
        "       return result;\n",
        "     };\n",
        "\n",
        "\n",
        "    axes_d690120db49644fd8b4e66aa8e2944351.append(\"svg:path\")\n",
        "                   .attr(\"d\", construct_SVG_path(data_d690120db49644fd8b4e66aa8e294435119,\n",
        "                                                 x_data_mapd690120db49644fd8b4e66aa8e2944351,\n",
        "                                                 y_data_mapd690120db49644fd8b4e66aa8e2944351))\n",
        "                   .attr(\"vector-effect\", \"non-scaling-stroke\")\n",
        "                   .attr('class', 'patchd690120db49644fd8b4e66aa8e294435119');\n",
        "    \n",
        "\n",
        "    var data_d690120db49644fd8b4e66aa8e294435120 = [[\"M\", [900.0, 0.0]], [\"L\", [960.0, 0.0]], [\"L\", [960.0, 5723.0]], [\"L\", [900.0, 5723.0]], [\"Z\", [900.0, 0.0]]];\n",
        "\n",
        "    \n",
        "    // This function constructs a mapped SVG path\n",
        "    // from an input data array\n",
        "    var construct_SVG_path = function(data, xmap, ymap){\n",
        "       var result = \"\";\n",
        "       for (var i=0;i<data.length;i++){\n",
        "          result += data[i][0];\n",
        "          if(data[i][0] == 'Z'){\n",
        "            continue;\n",
        "          }\n",
        "          for (var j=0;j<data[i][1].length;j++){\n",
        "            if(j % 2 == 0){\n",
        "               result += \" \" + xmap(data[i][1][j]);\n",
        "            }else{\n",
        "               result += \" \" + ymap(data[i][1][j]);\n",
        "            }\n",
        "          }\n",
        "          result += \" \";\n",
        "       }\n",
        "       return result;\n",
        "     };\n",
        "\n",
        "\n",
        "    axes_d690120db49644fd8b4e66aa8e2944351.append(\"svg:path\")\n",
        "                   .attr(\"d\", construct_SVG_path(data_d690120db49644fd8b4e66aa8e294435120,\n",
        "                                                 x_data_mapd690120db49644fd8b4e66aa8e2944351,\n",
        "                                                 y_data_mapd690120db49644fd8b4e66aa8e2944351))\n",
        "                   .attr(\"vector-effect\", \"non-scaling-stroke\")\n",
        "                   .attr('class', 'patchd690120db49644fd8b4e66aa8e294435120');\n",
        "    \n",
        "\n",
        "    var data_d690120db49644fd8b4e66aa8e294435121 = [[\"M\", [960.0, 0.0]], [\"L\", [1020.0, 0.0]], [\"L\", [1020.0, 5882.0]], [\"L\", [960.0, 5882.0]], [\"Z\", [960.0, 0.0]]];\n",
        "\n",
        "    \n",
        "    // This function constructs a mapped SVG path\n",
        "    // from an input data array\n",
        "    var construct_SVG_path = function(data, xmap, ymap){\n",
        "       var result = \"\";\n",
        "       for (var i=0;i<data.length;i++){\n",
        "          result += data[i][0];\n",
        "          if(data[i][0] == 'Z'){\n",
        "            continue;\n",
        "          }\n",
        "          for (var j=0;j<data[i][1].length;j++){\n",
        "            if(j % 2 == 0){\n",
        "               result += \" \" + xmap(data[i][1][j]);\n",
        "            }else{\n",
        "               result += \" \" + ymap(data[i][1][j]);\n",
        "            }\n",
        "          }\n",
        "          result += \" \";\n",
        "       }\n",
        "       return result;\n",
        "     };\n",
        "\n",
        "\n",
        "    axes_d690120db49644fd8b4e66aa8e2944351.append(\"svg:path\")\n",
        "                   .attr(\"d\", construct_SVG_path(data_d690120db49644fd8b4e66aa8e294435121,\n",
        "                                                 x_data_mapd690120db49644fd8b4e66aa8e2944351,\n",
        "                                                 y_data_mapd690120db49644fd8b4e66aa8e2944351))\n",
        "                   .attr(\"vector-effect\", \"non-scaling-stroke\")\n",
        "                   .attr('class', 'patchd690120db49644fd8b4e66aa8e294435121');\n",
        "    \n",
        "\n",
        "    var data_d690120db49644fd8b4e66aa8e294435122 = [[\"M\", [1020.0, 0.0]], [\"L\", [1080.0, 0.0]], [\"L\", [1080.0, 5739.0]], [\"L\", [1020.0, 5739.0]], [\"Z\", [1020.0, 0.0]]];\n",
        "\n",
        "    \n",
        "    // This function constructs a mapped SVG path\n",
        "    // from an input data array\n",
        "    var construct_SVG_path = function(data, xmap, ymap){\n",
        "       var result = \"\";\n",
        "       for (var i=0;i<data.length;i++){\n",
        "          result += data[i][0];\n",
        "          if(data[i][0] == 'Z'){\n",
        "            continue;\n",
        "          }\n",
        "          for (var j=0;j<data[i][1].length;j++){\n",
        "            if(j % 2 == 0){\n",
        "               result += \" \" + xmap(data[i][1][j]);\n",
        "            }else{\n",
        "               result += \" \" + ymap(data[i][1][j]);\n",
        "            }\n",
        "          }\n",
        "          result += \" \";\n",
        "       }\n",
        "       return result;\n",
        "     };\n",
        "\n",
        "\n",
        "    axes_d690120db49644fd8b4e66aa8e2944351.append(\"svg:path\")\n",
        "                   .attr(\"d\", construct_SVG_path(data_d690120db49644fd8b4e66aa8e294435122,\n",
        "                                                 x_data_mapd690120db49644fd8b4e66aa8e2944351,\n",
        "                                                 y_data_mapd690120db49644fd8b4e66aa8e2944351))\n",
        "                   .attr(\"vector-effect\", \"non-scaling-stroke\")\n",
        "                   .attr('class', 'patchd690120db49644fd8b4e66aa8e294435122');\n",
        "    \n",
        "\n",
        "    var data_d690120db49644fd8b4e66aa8e294435123 = [[\"M\", [1080.0, 0.0]], [\"L\", [1140.0, 0.0]], [\"L\", [1140.0, 5621.0]], [\"L\", [1080.0, 5621.0]], [\"Z\", [1080.0, 0.0]]];\n",
        "\n",
        "    \n",
        "    // This function constructs a mapped SVG path\n",
        "    // from an input data array\n",
        "    var construct_SVG_path = function(data, xmap, ymap){\n",
        "       var result = \"\";\n",
        "       for (var i=0;i<data.length;i++){\n",
        "          result += data[i][0];\n",
        "          if(data[i][0] == 'Z'){\n",
        "            continue;\n",
        "          }\n",
        "          for (var j=0;j<data[i][1].length;j++){\n",
        "            if(j % 2 == 0){\n",
        "               result += \" \" + xmap(data[i][1][j]);\n",
        "            }else{\n",
        "               result += \" \" + ymap(data[i][1][j]);\n",
        "            }\n",
        "          }\n",
        "          result += \" \";\n",
        "       }\n",
        "       return result;\n",
        "     };\n",
        "\n",
        "\n",
        "    axes_d690120db49644fd8b4e66aa8e2944351.append(\"svg:path\")\n",
        "                   .attr(\"d\", construct_SVG_path(data_d690120db49644fd8b4e66aa8e294435123,\n",
        "                                                 x_data_mapd690120db49644fd8b4e66aa8e2944351,\n",
        "                                                 y_data_mapd690120db49644fd8b4e66aa8e2944351))\n",
        "                   .attr(\"vector-effect\", \"non-scaling-stroke\")\n",
        "                   .attr('class', 'patchd690120db49644fd8b4e66aa8e294435123');\n",
        "    \n",
        "\n",
        "    var data_d690120db49644fd8b4e66aa8e294435124 = [[\"M\", [1140.0, 0.0]], [\"L\", [1200.0, 0.0]], [\"L\", [1200.0, 4503.0]], [\"L\", [1140.0, 4503.0]], [\"Z\", [1140.0, 0.0]]];\n",
        "\n",
        "    \n",
        "    // This function constructs a mapped SVG path\n",
        "    // from an input data array\n",
        "    var construct_SVG_path = function(data, xmap, ymap){\n",
        "       var result = \"\";\n",
        "       for (var i=0;i<data.length;i++){\n",
        "          result += data[i][0];\n",
        "          if(data[i][0] == 'Z'){\n",
        "            continue;\n",
        "          }\n",
        "          for (var j=0;j<data[i][1].length;j++){\n",
        "            if(j % 2 == 0){\n",
        "               result += \" \" + xmap(data[i][1][j]);\n",
        "            }else{\n",
        "               result += \" \" + ymap(data[i][1][j]);\n",
        "            }\n",
        "          }\n",
        "          result += \" \";\n",
        "       }\n",
        "       return result;\n",
        "     };\n",
        "\n",
        "\n",
        "    axes_d690120db49644fd8b4e66aa8e2944351.append(\"svg:path\")\n",
        "                   .attr(\"d\", construct_SVG_path(data_d690120db49644fd8b4e66aa8e294435124,\n",
        "                                                 x_data_mapd690120db49644fd8b4e66aa8e2944351,\n",
        "                                                 y_data_mapd690120db49644fd8b4e66aa8e2944351))\n",
        "                   .attr(\"vector-effect\", \"non-scaling-stroke\")\n",
        "                   .attr('class', 'patchd690120db49644fd8b4e66aa8e294435124');\n",
        "    \n",
        "\n",
        "    var data_d690120db49644fd8b4e66aa8e294435125 = [[\"M\", [1200.0, 0.0]], [\"L\", [1260.0, 0.0]], [\"L\", [1260.0, 7481.0]], [\"L\", [1200.0, 7481.0]], [\"Z\", [1200.0, 0.0]]];\n",
        "\n",
        "    \n",
        "    // This function constructs a mapped SVG path\n",
        "    // from an input data array\n",
        "    var construct_SVG_path = function(data, xmap, ymap){\n",
        "       var result = \"\";\n",
        "       for (var i=0;i<data.length;i++){\n",
        "          result += data[i][0];\n",
        "          if(data[i][0] == 'Z'){\n",
        "            continue;\n",
        "          }\n",
        "          for (var j=0;j<data[i][1].length;j++){\n",
        "            if(j % 2 == 0){\n",
        "               result += \" \" + xmap(data[i][1][j]);\n",
        "            }else{\n",
        "               result += \" \" + ymap(data[i][1][j]);\n",
        "            }\n",
        "          }\n",
        "          result += \" \";\n",
        "       }\n",
        "       return result;\n",
        "     };\n",
        "\n",
        "\n",
        "    axes_d690120db49644fd8b4e66aa8e2944351.append(\"svg:path\")\n",
        "                   .attr(\"d\", construct_SVG_path(data_d690120db49644fd8b4e66aa8e294435125,\n",
        "                                                 x_data_mapd690120db49644fd8b4e66aa8e2944351,\n",
        "                                                 y_data_mapd690120db49644fd8b4e66aa8e2944351))\n",
        "                   .attr(\"vector-effect\", \"non-scaling-stroke\")\n",
        "                   .attr('class', 'patchd690120db49644fd8b4e66aa8e294435125');\n",
        "    \n",
        "\n",
        "    var data_d690120db49644fd8b4e66aa8e294435126 = [[\"M\", [1260.0, 0.0]], [\"L\", [1320.0, 0.0]], [\"L\", [1320.0, 6209.0]], [\"L\", [1260.0, 6209.0]], [\"Z\", [1260.0, 0.0]]];\n",
        "\n",
        "    \n",
        "    // This function constructs a mapped SVG path\n",
        "    // from an input data array\n",
        "    var construct_SVG_path = function(data, xmap, ymap){\n",
        "       var result = \"\";\n",
        "       for (var i=0;i<data.length;i++){\n",
        "          result += data[i][0];\n",
        "          if(data[i][0] == 'Z'){\n",
        "            continue;\n",
        "          }\n",
        "          for (var j=0;j<data[i][1].length;j++){\n",
        "            if(j % 2 == 0){\n",
        "               result += \" \" + xmap(data[i][1][j]);\n",
        "            }else{\n",
        "               result += \" \" + ymap(data[i][1][j]);\n",
        "            }\n",
        "          }\n",
        "          result += \" \";\n",
        "       }\n",
        "       return result;\n",
        "     };\n",
        "\n",
        "\n",
        "    axes_d690120db49644fd8b4e66aa8e2944351.append(\"svg:path\")\n",
        "                   .attr(\"d\", construct_SVG_path(data_d690120db49644fd8b4e66aa8e294435126,\n",
        "                                                 x_data_mapd690120db49644fd8b4e66aa8e2944351,\n",
        "                                                 y_data_mapd690120db49644fd8b4e66aa8e2944351))\n",
        "                   .attr(\"vector-effect\", \"non-scaling-stroke\")\n",
        "                   .attr('class', 'patchd690120db49644fd8b4e66aa8e294435126');\n",
        "    \n",
        "\n",
        "    var data_d690120db49644fd8b4e66aa8e294435127 = [[\"M\", [1320.0, 0.0]], [\"L\", [1380.0, 0.0]], [\"L\", [1380.0, 6359.0]], [\"L\", [1320.0, 6359.0]], [\"Z\", [1320.0, 0.0]]];\n",
        "\n",
        "    \n",
        "    // This function constructs a mapped SVG path\n",
        "    // from an input data array\n",
        "    var construct_SVG_path = function(data, xmap, ymap){\n",
        "       var result = \"\";\n",
        "       for (var i=0;i<data.length;i++){\n",
        "          result += data[i][0];\n",
        "          if(data[i][0] == 'Z'){\n",
        "            continue;\n",
        "          }\n",
        "          for (var j=0;j<data[i][1].length;j++){\n",
        "            if(j % 2 == 0){\n",
        "               result += \" \" + xmap(data[i][1][j]);\n",
        "            }else{\n",
        "               result += \" \" + ymap(data[i][1][j]);\n",
        "            }\n",
        "          }\n",
        "          result += \" \";\n",
        "       }\n",
        "       return result;\n",
        "     };\n",
        "\n",
        "\n",
        "    axes_d690120db49644fd8b4e66aa8e2944351.append(\"svg:path\")\n",
        "                   .attr(\"d\", construct_SVG_path(data_d690120db49644fd8b4e66aa8e294435127,\n",
        "                                                 x_data_mapd690120db49644fd8b4e66aa8e2944351,\n",
        "                                                 y_data_mapd690120db49644fd8b4e66aa8e2944351))\n",
        "                   .attr(\"vector-effect\", \"non-scaling-stroke\")\n",
        "                   .attr('class', 'patchd690120db49644fd8b4e66aa8e294435127');\n",
        "    \n",
        "\n",
        "    var data_d690120db49644fd8b4e66aa8e294435128 = [[\"M\", [1380.0, 0.0]], [\"L\", [1440.0, 0.0]], [\"L\", [1440.0, 6278.0]], [\"L\", [1380.0, 6278.0]], [\"Z\", [1380.0, 0.0]]];\n",
        "\n",
        "    \n",
        "    // This function constructs a mapped SVG path\n",
        "    // from an input data array\n",
        "    var construct_SVG_path = function(data, xmap, ymap){\n",
        "       var result = \"\";\n",
        "       for (var i=0;i<data.length;i++){\n",
        "          result += data[i][0];\n",
        "          if(data[i][0] == 'Z'){\n",
        "            continue;\n",
        "          }\n",
        "          for (var j=0;j<data[i][1].length;j++){\n",
        "            if(j % 2 == 0){\n",
        "               result += \" \" + xmap(data[i][1][j]);\n",
        "            }else{\n",
        "               result += \" \" + ymap(data[i][1][j]);\n",
        "            }\n",
        "          }\n",
        "          result += \" \";\n",
        "       }\n",
        "       return result;\n",
        "     };\n",
        "\n",
        "\n",
        "    axes_d690120db49644fd8b4e66aa8e2944351.append(\"svg:path\")\n",
        "                   .attr(\"d\", construct_SVG_path(data_d690120db49644fd8b4e66aa8e294435128,\n",
        "                                                 x_data_mapd690120db49644fd8b4e66aa8e2944351,\n",
        "                                                 y_data_mapd690120db49644fd8b4e66aa8e2944351))\n",
        "                   .attr(\"vector-effect\", \"non-scaling-stroke\")\n",
        "                   .attr('class', 'patchd690120db49644fd8b4e66aa8e294435128');\n",
        "    \n",
        "\n",
        "    var data_d690120db49644fd8b4e66aa8e294435129 = [[\"M\", [1440.0, 0.0]], [\"L\", [1500.0, 0.0]], [\"L\", [1500.0, 6468.0]], [\"L\", [1440.0, 6468.0]], [\"Z\", [1440.0, 0.0]]];\n",
        "\n",
        "    \n",
        "    // This function constructs a mapped SVG path\n",
        "    // from an input data array\n",
        "    var construct_SVG_path = function(data, xmap, ymap){\n",
        "       var result = \"\";\n",
        "       for (var i=0;i<data.length;i++){\n",
        "          result += data[i][0];\n",
        "          if(data[i][0] == 'Z'){\n",
        "            continue;\n",
        "          }\n",
        "          for (var j=0;j<data[i][1].length;j++){\n",
        "            if(j % 2 == 0){\n",
        "               result += \" \" + xmap(data[i][1][j]);\n",
        "            }else{\n",
        "               result += \" \" + ymap(data[i][1][j]);\n",
        "            }\n",
        "          }\n",
        "          result += \" \";\n",
        "       }\n",
        "       return result;\n",
        "     };\n",
        "\n",
        "\n",
        "    axes_d690120db49644fd8b4e66aa8e2944351.append(\"svg:path\")\n",
        "                   .attr(\"d\", construct_SVG_path(data_d690120db49644fd8b4e66aa8e294435129,\n",
        "                                                 x_data_mapd690120db49644fd8b4e66aa8e2944351,\n",
        "                                                 y_data_mapd690120db49644fd8b4e66aa8e2944351))\n",
        "                   .attr(\"vector-effect\", \"non-scaling-stroke\")\n",
        "                   .attr('class', 'patchd690120db49644fd8b4e66aa8e294435129');\n",
        "    \n",
        "\n",
        "    var data_d690120db49644fd8b4e66aa8e294435130 = [[\"M\", [1500.0, 0.0]], [\"L\", [1560.0, 0.0]], [\"L\", [1560.0, 6552.0]], [\"L\", [1500.0, 6552.0]], [\"Z\", [1500.0, 0.0]]];\n",
        "\n",
        "    \n",
        "    // This function constructs a mapped SVG path\n",
        "    // from an input data array\n",
        "    var construct_SVG_path = function(data, xmap, ymap){\n",
        "       var result = \"\";\n",
        "       for (var i=0;i<data.length;i++){\n",
        "          result += data[i][0];\n",
        "          if(data[i][0] == 'Z'){\n",
        "            continue;\n",
        "          }\n",
        "          for (var j=0;j<data[i][1].length;j++){\n",
        "            if(j % 2 == 0){\n",
        "               result += \" \" + xmap(data[i][1][j]);\n",
        "            }else{\n",
        "               result += \" \" + ymap(data[i][1][j]);\n",
        "            }\n",
        "          }\n",
        "          result += \" \";\n",
        "       }\n",
        "       return result;\n",
        "     };\n",
        "\n",
        "\n",
        "    axes_d690120db49644fd8b4e66aa8e2944351.append(\"svg:path\")\n",
        "                   .attr(\"d\", construct_SVG_path(data_d690120db49644fd8b4e66aa8e294435130,\n",
        "                                                 x_data_mapd690120db49644fd8b4e66aa8e2944351,\n",
        "                                                 y_data_mapd690120db49644fd8b4e66aa8e2944351))\n",
        "                   .attr(\"vector-effect\", \"non-scaling-stroke\")\n",
        "                   .attr('class', 'patchd690120db49644fd8b4e66aa8e294435130');\n",
        "    \n",
        "\n",
        "    var data_d690120db49644fd8b4e66aa8e294435131 = [[\"M\", [1560.0, 0.0]], [\"L\", [1620.0, 0.0]], [\"L\", [1620.0, 6399.0]], [\"L\", [1560.0, 6399.0]], [\"Z\", [1560.0, 0.0]]];\n",
        "\n",
        "    \n",
        "    // This function constructs a mapped SVG path\n",
        "    // from an input data array\n",
        "    var construct_SVG_path = function(data, xmap, ymap){\n",
        "       var result = \"\";\n",
        "       for (var i=0;i<data.length;i++){\n",
        "          result += data[i][0];\n",
        "          if(data[i][0] == 'Z'){\n",
        "            continue;\n",
        "          }\n",
        "          for (var j=0;j<data[i][1].length;j++){\n",
        "            if(j % 2 == 0){\n",
        "               result += \" \" + xmap(data[i][1][j]);\n",
        "            }else{\n",
        "               result += \" \" + ymap(data[i][1][j]);\n",
        "            }\n",
        "          }\n",
        "          result += \" \";\n",
        "       }\n",
        "       return result;\n",
        "     };\n",
        "\n",
        "\n",
        "    axes_d690120db49644fd8b4e66aa8e2944351.append(\"svg:path\")\n",
        "                   .attr(\"d\", construct_SVG_path(data_d690120db49644fd8b4e66aa8e294435131,\n",
        "                                                 x_data_mapd690120db49644fd8b4e66aa8e2944351,\n",
        "                                                 y_data_mapd690120db49644fd8b4e66aa8e2944351))\n",
        "                   .attr(\"vector-effect\", \"non-scaling-stroke\")\n",
        "                   .attr('class', 'patchd690120db49644fd8b4e66aa8e294435131');\n",
        "    \n",
        "\n",
        "    var data_d690120db49644fd8b4e66aa8e294435132 = [[\"M\", [1620.0, 0.0]], [\"L\", [1680.0, 0.0]], [\"L\", [1680.0, 6419.0]], [\"L\", [1620.0, 6419.0]], [\"Z\", [1620.0, 0.0]]];\n",
        "\n",
        "    \n",
        "    // This function constructs a mapped SVG path\n",
        "    // from an input data array\n",
        "    var construct_SVG_path = function(data, xmap, ymap){\n",
        "       var result = \"\";\n",
        "       for (var i=0;i<data.length;i++){\n",
        "          result += data[i][0];\n",
        "          if(data[i][0] == 'Z'){\n",
        "            continue;\n",
        "          }\n",
        "          for (var j=0;j<data[i][1].length;j++){\n",
        "            if(j % 2 == 0){\n",
        "               result += \" \" + xmap(data[i][1][j]);\n",
        "            }else{\n",
        "               result += \" \" + ymap(data[i][1][j]);\n",
        "            }\n",
        "          }\n",
        "          result += \" \";\n",
        "       }\n",
        "       return result;\n",
        "     };\n",
        "\n",
        "\n",
        "    axes_d690120db49644fd8b4e66aa8e2944351.append(\"svg:path\")\n",
        "                   .attr(\"d\", construct_SVG_path(data_d690120db49644fd8b4e66aa8e294435132,\n",
        "                                                 x_data_mapd690120db49644fd8b4e66aa8e2944351,\n",
        "                                                 y_data_mapd690120db49644fd8b4e66aa8e2944351))\n",
        "                   .attr(\"vector-effect\", \"non-scaling-stroke\")\n",
        "                   .attr('class', 'patchd690120db49644fd8b4e66aa8e294435132');\n",
        "    \n",
        "\n",
        "    var data_d690120db49644fd8b4e66aa8e294435133 = [[\"M\", [1680.0, 0.0]], [\"L\", [1740.0, 0.0]], [\"L\", [1740.0, 6566.0]], [\"L\", [1680.0, 6566.0]], [\"Z\", [1680.0, 0.0]]];\n",
        "\n",
        "    \n",
        "    // This function constructs a mapped SVG path\n",
        "    // from an input data array\n",
        "    var construct_SVG_path = function(data, xmap, ymap){\n",
        "       var result = \"\";\n",
        "       for (var i=0;i<data.length;i++){\n",
        "          result += data[i][0];\n",
        "          if(data[i][0] == 'Z'){\n",
        "            continue;\n",
        "          }\n",
        "          for (var j=0;j<data[i][1].length;j++){\n",
        "            if(j % 2 == 0){\n",
        "               result += \" \" + xmap(data[i][1][j]);\n",
        "            }else{\n",
        "               result += \" \" + ymap(data[i][1][j]);\n",
        "            }\n",
        "          }\n",
        "          result += \" \";\n",
        "       }\n",
        "       return result;\n",
        "     };\n",
        "\n",
        "\n",
        "    axes_d690120db49644fd8b4e66aa8e2944351.append(\"svg:path\")\n",
        "                   .attr(\"d\", construct_SVG_path(data_d690120db49644fd8b4e66aa8e294435133,\n",
        "                                                 x_data_mapd690120db49644fd8b4e66aa8e2944351,\n",
        "                                                 y_data_mapd690120db49644fd8b4e66aa8e2944351))\n",
        "                   .attr(\"vector-effect\", \"non-scaling-stroke\")\n",
        "                   .attr('class', 'patchd690120db49644fd8b4e66aa8e294435133');\n",
        "    \n",
        "\n",
        "    var data_d690120db49644fd8b4e66aa8e294435134 = [[\"M\", [1740.0, 0.0]], [\"L\", [1800.0, 0.0]], [\"L\", [1800.0, 6544.0]], [\"L\", [1740.0, 6544.0]], [\"Z\", [1740.0, 0.0]]];\n",
        "\n",
        "    \n",
        "    // This function constructs a mapped SVG path\n",
        "    // from an input data array\n",
        "    var construct_SVG_path = function(data, xmap, ymap){\n",
        "       var result = \"\";\n",
        "       for (var i=0;i<data.length;i++){\n",
        "          result += data[i][0];\n",
        "          if(data[i][0] == 'Z'){\n",
        "            continue;\n",
        "          }\n",
        "          for (var j=0;j<data[i][1].length;j++){\n",
        "            if(j % 2 == 0){\n",
        "               result += \" \" + xmap(data[i][1][j]);\n",
        "            }else{\n",
        "               result += \" \" + ymap(data[i][1][j]);\n",
        "            }\n",
        "          }\n",
        "          result += \" \";\n",
        "       }\n",
        "       return result;\n",
        "     };\n",
        "\n",
        "\n",
        "    axes_d690120db49644fd8b4e66aa8e2944351.append(\"svg:path\")\n",
        "                   .attr(\"d\", construct_SVG_path(data_d690120db49644fd8b4e66aa8e294435134,\n",
        "                                                 x_data_mapd690120db49644fd8b4e66aa8e2944351,\n",
        "                                                 y_data_mapd690120db49644fd8b4e66aa8e2944351))\n",
        "                   .attr(\"vector-effect\", \"non-scaling-stroke\")\n",
        "                   .attr('class', 'patchd690120db49644fd8b4e66aa8e294435134');\n",
        "    \n",
        "\n",
        "    var data_d690120db49644fd8b4e66aa8e294435135 = [[\"M\", [1800.0, 0.0]], [\"L\", [1860.0, 0.0]], [\"L\", [1860.0, 6447.0]], [\"L\", [1800.0, 6447.0]], [\"Z\", [1800.0, 0.0]]];\n",
        "\n",
        "    \n",
        "    // This function constructs a mapped SVG path\n",
        "    // from an input data array\n",
        "    var construct_SVG_path = function(data, xmap, ymap){\n",
        "       var result = \"\";\n",
        "       for (var i=0;i<data.length;i++){\n",
        "          result += data[i][0];\n",
        "          if(data[i][0] == 'Z'){\n",
        "            continue;\n",
        "          }\n",
        "          for (var j=0;j<data[i][1].length;j++){\n",
        "            if(j % 2 == 0){\n",
        "               result += \" \" + xmap(data[i][1][j]);\n",
        "            }else{\n",
        "               result += \" \" + ymap(data[i][1][j]);\n",
        "            }\n",
        "          }\n",
        "          result += \" \";\n",
        "       }\n",
        "       return result;\n",
        "     };\n",
        "\n",
        "\n",
        "    axes_d690120db49644fd8b4e66aa8e2944351.append(\"svg:path\")\n",
        "                   .attr(\"d\", construct_SVG_path(data_d690120db49644fd8b4e66aa8e294435135,\n",
        "                                                 x_data_mapd690120db49644fd8b4e66aa8e2944351,\n",
        "                                                 y_data_mapd690120db49644fd8b4e66aa8e2944351))\n",
        "                   .attr(\"vector-effect\", \"non-scaling-stroke\")\n",
        "                   .attr('class', 'patchd690120db49644fd8b4e66aa8e294435135');\n",
        "    \n",
        "\n",
        "    var data_d690120db49644fd8b4e66aa8e294435136 = [[\"M\", [1860.0, 0.0]], [\"L\", [1920.0, 0.0]], [\"L\", [1920.0, 6402.0]], [\"L\", [1860.0, 6402.0]], [\"Z\", [1860.0, 0.0]]];\n",
        "\n",
        "    \n",
        "    // This function constructs a mapped SVG path\n",
        "    // from an input data array\n",
        "    var construct_SVG_path = function(data, xmap, ymap){\n",
        "       var result = \"\";\n",
        "       for (var i=0;i<data.length;i++){\n",
        "          result += data[i][0];\n",
        "          if(data[i][0] == 'Z'){\n",
        "            continue;\n",
        "          }\n",
        "          for (var j=0;j<data[i][1].length;j++){\n",
        "            if(j % 2 == 0){\n",
        "               result += \" \" + xmap(data[i][1][j]);\n",
        "            }else{\n",
        "               result += \" \" + ymap(data[i][1][j]);\n",
        "            }\n",
        "          }\n",
        "          result += \" \";\n",
        "       }\n",
        "       return result;\n",
        "     };\n",
        "\n",
        "\n",
        "    axes_d690120db49644fd8b4e66aa8e2944351.append(\"svg:path\")\n",
        "                   .attr(\"d\", construct_SVG_path(data_d690120db49644fd8b4e66aa8e294435136,\n",
        "                                                 x_data_mapd690120db49644fd8b4e66aa8e2944351,\n",
        "                                                 y_data_mapd690120db49644fd8b4e66aa8e2944351))\n",
        "                   .attr(\"vector-effect\", \"non-scaling-stroke\")\n",
        "                   .attr('class', 'patchd690120db49644fd8b4e66aa8e294435136');\n",
        "    \n",
        "\n",
        "    var data_d690120db49644fd8b4e66aa8e294435137 = [[\"M\", [1920.0, 0.0]], [\"L\", [1980.0, 0.0]], [\"L\", [1980.0, 6719.0]], [\"L\", [1920.0, 6719.0]], [\"Z\", [1920.0, 0.0]]];\n",
        "\n",
        "    \n",
        "    // This function constructs a mapped SVG path\n",
        "    // from an input data array\n",
        "    var construct_SVG_path = function(data, xmap, ymap){\n",
        "       var result = \"\";\n",
        "       for (var i=0;i<data.length;i++){\n",
        "          result += data[i][0];\n",
        "          if(data[i][0] == 'Z'){\n",
        "            continue;\n",
        "          }\n",
        "          for (var j=0;j<data[i][1].length;j++){\n",
        "            if(j % 2 == 0){\n",
        "               result += \" \" + xmap(data[i][1][j]);\n",
        "            }else{\n",
        "               result += \" \" + ymap(data[i][1][j]);\n",
        "            }\n",
        "          }\n",
        "          result += \" \";\n",
        "       }\n",
        "       return result;\n",
        "     };\n",
        "\n",
        "\n",
        "    axes_d690120db49644fd8b4e66aa8e2944351.append(\"svg:path\")\n",
        "                   .attr(\"d\", construct_SVG_path(data_d690120db49644fd8b4e66aa8e294435137,\n",
        "                                                 x_data_mapd690120db49644fd8b4e66aa8e2944351,\n",
        "                                                 y_data_mapd690120db49644fd8b4e66aa8e2944351))\n",
        "                   .attr(\"vector-effect\", \"non-scaling-stroke\")\n",
        "                   .attr('class', 'patchd690120db49644fd8b4e66aa8e294435137');\n",
        "    \n",
        "\n",
        "    var data_d690120db49644fd8b4e66aa8e294435138 = [[\"M\", [1980.0, 0.0]], [\"L\", [2040.0, 0.0]], [\"L\", [2040.0, 6675.0]], [\"L\", [1980.0, 6675.0]], [\"Z\", [1980.0, 0.0]]];\n",
        "\n",
        "    \n",
        "    // This function constructs a mapped SVG path\n",
        "    // from an input data array\n",
        "    var construct_SVG_path = function(data, xmap, ymap){\n",
        "       var result = \"\";\n",
        "       for (var i=0;i<data.length;i++){\n",
        "          result += data[i][0];\n",
        "          if(data[i][0] == 'Z'){\n",
        "            continue;\n",
        "          }\n",
        "          for (var j=0;j<data[i][1].length;j++){\n",
        "            if(j % 2 == 0){\n",
        "               result += \" \" + xmap(data[i][1][j]);\n",
        "            }else{\n",
        "               result += \" \" + ymap(data[i][1][j]);\n",
        "            }\n",
        "          }\n",
        "          result += \" \";\n",
        "       }\n",
        "       return result;\n",
        "     };\n",
        "\n",
        "\n",
        "    axes_d690120db49644fd8b4e66aa8e2944351.append(\"svg:path\")\n",
        "                   .attr(\"d\", construct_SVG_path(data_d690120db49644fd8b4e66aa8e294435138,\n",
        "                                                 x_data_mapd690120db49644fd8b4e66aa8e2944351,\n",
        "                                                 y_data_mapd690120db49644fd8b4e66aa8e2944351))\n",
        "                   .attr(\"vector-effect\", \"non-scaling-stroke\")\n",
        "                   .attr('class', 'patchd690120db49644fd8b4e66aa8e294435138');\n",
        "    \n",
        "\n",
        "    var data_d690120db49644fd8b4e66aa8e294435139 = [[\"M\", [2040.0, 0.0]], [\"L\", [2100.0, 0.0]], [\"L\", [2100.0, 6573.0]], [\"L\", [2040.0, 6573.0]], [\"Z\", [2040.0, 0.0]]];\n",
        "\n",
        "    \n",
        "    // This function constructs a mapped SVG path\n",
        "    // from an input data array\n",
        "    var construct_SVG_path = function(data, xmap, ymap){\n",
        "       var result = \"\";\n",
        "       for (var i=0;i<data.length;i++){\n",
        "          result += data[i][0];\n",
        "          if(data[i][0] == 'Z'){\n",
        "            continue;\n",
        "          }\n",
        "          for (var j=0;j<data[i][1].length;j++){\n",
        "            if(j % 2 == 0){\n",
        "               result += \" \" + xmap(data[i][1][j]);\n",
        "            }else{\n",
        "               result += \" \" + ymap(data[i][1][j]);\n",
        "            }\n",
        "          }\n",
        "          result += \" \";\n",
        "       }\n",
        "       return result;\n",
        "     };\n",
        "\n",
        "\n",
        "    axes_d690120db49644fd8b4e66aa8e2944351.append(\"svg:path\")\n",
        "                   .attr(\"d\", construct_SVG_path(data_d690120db49644fd8b4e66aa8e294435139,\n",
        "                                                 x_data_mapd690120db49644fd8b4e66aa8e2944351,\n",
        "                                                 y_data_mapd690120db49644fd8b4e66aa8e2944351))\n",
        "                   .attr(\"vector-effect\", \"non-scaling-stroke\")\n",
        "                   .attr('class', 'patchd690120db49644fd8b4e66aa8e294435139');\n",
        "    \n",
        "\n",
        "    var data_d690120db49644fd8b4e66aa8e294435140 = [[\"M\", [2100.0, 0.0]], [\"L\", [2160.0, 0.0]], [\"L\", [2160.0, 6509.0]], [\"L\", [2100.0, 6509.0]], [\"Z\", [2100.0, 0.0]]];\n",
        "\n",
        "    \n",
        "    // This function constructs a mapped SVG path\n",
        "    // from an input data array\n",
        "    var construct_SVG_path = function(data, xmap, ymap){\n",
        "       var result = \"\";\n",
        "       for (var i=0;i<data.length;i++){\n",
        "          result += data[i][0];\n",
        "          if(data[i][0] == 'Z'){\n",
        "            continue;\n",
        "          }\n",
        "          for (var j=0;j<data[i][1].length;j++){\n",
        "            if(j % 2 == 0){\n",
        "               result += \" \" + xmap(data[i][1][j]);\n",
        "            }else{\n",
        "               result += \" \" + ymap(data[i][1][j]);\n",
        "            }\n",
        "          }\n",
        "          result += \" \";\n",
        "       }\n",
        "       return result;\n",
        "     };\n",
        "\n",
        "\n",
        "    axes_d690120db49644fd8b4e66aa8e2944351.append(\"svg:path\")\n",
        "                   .attr(\"d\", construct_SVG_path(data_d690120db49644fd8b4e66aa8e294435140,\n",
        "                                                 x_data_mapd690120db49644fd8b4e66aa8e2944351,\n",
        "                                                 y_data_mapd690120db49644fd8b4e66aa8e2944351))\n",
        "                   .attr(\"vector-effect\", \"non-scaling-stroke\")\n",
        "                   .attr('class', 'patchd690120db49644fd8b4e66aa8e294435140');\n",
        "    \n",
        "\n",
        "    var data_d690120db49644fd8b4e66aa8e294435141 = [[\"M\", [2160.0, 0.0]], [\"L\", [2220.0, 0.0]], [\"L\", [2220.0, 6864.0]], [\"L\", [2160.0, 6864.0]], [\"Z\", [2160.0, 0.0]]];\n",
        "\n",
        "    \n",
        "    // This function constructs a mapped SVG path\n",
        "    // from an input data array\n",
        "    var construct_SVG_path = function(data, xmap, ymap){\n",
        "       var result = \"\";\n",
        "       for (var i=0;i<data.length;i++){\n",
        "          result += data[i][0];\n",
        "          if(data[i][0] == 'Z'){\n",
        "            continue;\n",
        "          }\n",
        "          for (var j=0;j<data[i][1].length;j++){\n",
        "            if(j % 2 == 0){\n",
        "               result += \" \" + xmap(data[i][1][j]);\n",
        "            }else{\n",
        "               result += \" \" + ymap(data[i][1][j]);\n",
        "            }\n",
        "          }\n",
        "          result += \" \";\n",
        "       }\n",
        "       return result;\n",
        "     };\n",
        "\n",
        "\n",
        "    axes_d690120db49644fd8b4e66aa8e2944351.append(\"svg:path\")\n",
        "                   .attr(\"d\", construct_SVG_path(data_d690120db49644fd8b4e66aa8e294435141,\n",
        "                                                 x_data_mapd690120db49644fd8b4e66aa8e2944351,\n",
        "                                                 y_data_mapd690120db49644fd8b4e66aa8e2944351))\n",
        "                   .attr(\"vector-effect\", \"non-scaling-stroke\")\n",
        "                   .attr('class', 'patchd690120db49644fd8b4e66aa8e294435141');\n",
        "    \n",
        "\n",
        "    var data_d690120db49644fd8b4e66aa8e294435142 = [[\"M\", [2220.0, 0.0]], [\"L\", [2280.0, 0.0]], [\"L\", [2280.0, 6724.0]], [\"L\", [2220.0, 6724.0]], [\"Z\", [2220.0, 0.0]]];\n",
        "\n",
        "    \n",
        "    // This function constructs a mapped SVG path\n",
        "    // from an input data array\n",
        "    var construct_SVG_path = function(data, xmap, ymap){\n",
        "       var result = \"\";\n",
        "       for (var i=0;i<data.length;i++){\n",
        "          result += data[i][0];\n",
        "          if(data[i][0] == 'Z'){\n",
        "            continue;\n",
        "          }\n",
        "          for (var j=0;j<data[i][1].length;j++){\n",
        "            if(j % 2 == 0){\n",
        "               result += \" \" + xmap(data[i][1][j]);\n",
        "            }else{\n",
        "               result += \" \" + ymap(data[i][1][j]);\n",
        "            }\n",
        "          }\n",
        "          result += \" \";\n",
        "       }\n",
        "       return result;\n",
        "     };\n",
        "\n",
        "\n",
        "    axes_d690120db49644fd8b4e66aa8e2944351.append(\"svg:path\")\n",
        "                   .attr(\"d\", construct_SVG_path(data_d690120db49644fd8b4e66aa8e294435142,\n",
        "                                                 x_data_mapd690120db49644fd8b4e66aa8e2944351,\n",
        "                                                 y_data_mapd690120db49644fd8b4e66aa8e2944351))\n",
        "                   .attr(\"vector-effect\", \"non-scaling-stroke\")\n",
        "                   .attr('class', 'patchd690120db49644fd8b4e66aa8e294435142');\n",
        "    \n",
        "\n",
        "    var data_d690120db49644fd8b4e66aa8e294435143 = [[\"M\", [2280.0, 0.0]], [\"L\", [2340.0, 0.0]], [\"L\", [2340.0, 6433.0]], [\"L\", [2280.0, 6433.0]], [\"Z\", [2280.0, 0.0]]];\n",
        "\n",
        "    \n",
        "    // This function constructs a mapped SVG path\n",
        "    // from an input data array\n",
        "    var construct_SVG_path = function(data, xmap, ymap){\n",
        "       var result = \"\";\n",
        "       for (var i=0;i<data.length;i++){\n",
        "          result += data[i][0];\n",
        "          if(data[i][0] == 'Z'){\n",
        "            continue;\n",
        "          }\n",
        "          for (var j=0;j<data[i][1].length;j++){\n",
        "            if(j % 2 == 0){\n",
        "               result += \" \" + xmap(data[i][1][j]);\n",
        "            }else{\n",
        "               result += \" \" + ymap(data[i][1][j]);\n",
        "            }\n",
        "          }\n",
        "          result += \" \";\n",
        "       }\n",
        "       return result;\n",
        "     };\n",
        "\n",
        "\n",
        "    axes_d690120db49644fd8b4e66aa8e2944351.append(\"svg:path\")\n",
        "                   .attr(\"d\", construct_SVG_path(data_d690120db49644fd8b4e66aa8e294435143,\n",
        "                                                 x_data_mapd690120db49644fd8b4e66aa8e2944351,\n",
        "                                                 y_data_mapd690120db49644fd8b4e66aa8e2944351))\n",
        "                   .attr(\"vector-effect\", \"non-scaling-stroke\")\n",
        "                   .attr('class', 'patchd690120db49644fd8b4e66aa8e294435143');\n",
        "    \n",
        "\n",
        "    var data_d690120db49644fd8b4e66aa8e294435144 = [[\"M\", [2340.0, 0.0]], [\"L\", [2400.0, 0.0]], [\"L\", [2400.0, 4964.0]], [\"L\", [2340.0, 4964.0]], [\"Z\", [2340.0, 0.0]]];\n",
        "\n",
        "    \n",
        "    // This function constructs a mapped SVG path\n",
        "    // from an input data array\n",
        "    var construct_SVG_path = function(data, xmap, ymap){\n",
        "       var result = \"\";\n",
        "       for (var i=0;i<data.length;i++){\n",
        "          result += data[i][0];\n",
        "          if(data[i][0] == 'Z'){\n",
        "            continue;\n",
        "          }\n",
        "          for (var j=0;j<data[i][1].length;j++){\n",
        "            if(j % 2 == 0){\n",
        "               result += \" \" + xmap(data[i][1][j]);\n",
        "            }else{\n",
        "               result += \" \" + ymap(data[i][1][j]);\n",
        "            }\n",
        "          }\n",
        "          result += \" \";\n",
        "       }\n",
        "       return result;\n",
        "     };\n",
        "\n",
        "\n",
        "    axes_d690120db49644fd8b4e66aa8e2944351.append(\"svg:path\")\n",
        "                   .attr(\"d\", construct_SVG_path(data_d690120db49644fd8b4e66aa8e294435144,\n",
        "                                                 x_data_mapd690120db49644fd8b4e66aa8e2944351,\n",
        "                                                 y_data_mapd690120db49644fd8b4e66aa8e2944351))\n",
        "                   .attr(\"vector-effect\", \"non-scaling-stroke\")\n",
        "                   .attr('class', 'patchd690120db49644fd8b4e66aa8e294435144');\n",
        "    \n",
        "\n",
        "    function zoomedd690120db49644fd8b4e66aa8e2944351() {\n",
        "        //console.log(d3.event);  // for some reason this is sometimes null\n",
        "        //console.log(zoomd690120db49644fd8b4e66aa8e2944351.translate());\n",
        "        //console.log(zoomd690120db49644fd8b4e66aa8e2944351.scale());\n",
        "\n",
        "        baseaxes_d690120db49644fd8b4e66aa8e2944351.select(\".x.axis\").call(xAxis_d690120db49644fd8b4e66aa8e2944351);\n",
        "        baseaxes_d690120db49644fd8b4e66aa8e2944351.select(\".y.axis\").call(yAxis_d690120db49644fd8b4e66aa8e2944351);\n",
        "\n",
        "        \n",
        "\n",
        "\n",
        "\n",
        "\n",
        "        axes_d690120db49644fd8b4e66aa8e2944351.select(\".patchd690120db49644fd8b4e66aa8e29443515\")\n",
        "              .attr(\"d\", construct_SVG_path(data_d690120db49644fd8b4e66aa8e29443515,\n",
        "                                            x_data_mapd690120db49644fd8b4e66aa8e2944351,\n",
        "                                            y_data_mapd690120db49644fd8b4e66aa8e2944351))\n",
        "    \n",
        "\n",
        "        axes_d690120db49644fd8b4e66aa8e2944351.select(\".patchd690120db49644fd8b4e66aa8e29443516\")\n",
        "              .attr(\"d\", construct_SVG_path(data_d690120db49644fd8b4e66aa8e29443516,\n",
        "                                            x_data_mapd690120db49644fd8b4e66aa8e2944351,\n",
        "                                            y_data_mapd690120db49644fd8b4e66aa8e2944351))\n",
        "    \n",
        "\n",
        "        axes_d690120db49644fd8b4e66aa8e2944351.select(\".patchd690120db49644fd8b4e66aa8e29443517\")\n",
        "              .attr(\"d\", construct_SVG_path(data_d690120db49644fd8b4e66aa8e29443517,\n",
        "                                            x_data_mapd690120db49644fd8b4e66aa8e2944351,\n",
        "                                            y_data_mapd690120db49644fd8b4e66aa8e2944351))\n",
        "    \n",
        "\n",
        "        axes_d690120db49644fd8b4e66aa8e2944351.select(\".patchd690120db49644fd8b4e66aa8e29443518\")\n",
        "              .attr(\"d\", construct_SVG_path(data_d690120db49644fd8b4e66aa8e29443518,\n",
        "                                            x_data_mapd690120db49644fd8b4e66aa8e2944351,\n",
        "                                            y_data_mapd690120db49644fd8b4e66aa8e2944351))\n",
        "    \n",
        "\n",
        "        axes_d690120db49644fd8b4e66aa8e2944351.select(\".patchd690120db49644fd8b4e66aa8e29443519\")\n",
        "              .attr(\"d\", construct_SVG_path(data_d690120db49644fd8b4e66aa8e29443519,\n",
        "                                            x_data_mapd690120db49644fd8b4e66aa8e2944351,\n",
        "                                            y_data_mapd690120db49644fd8b4e66aa8e2944351))\n",
        "    \n",
        "\n",
        "        axes_d690120db49644fd8b4e66aa8e2944351.select(\".patchd690120db49644fd8b4e66aa8e294435110\")\n",
        "              .attr(\"d\", construct_SVG_path(data_d690120db49644fd8b4e66aa8e294435110,\n",
        "                                            x_data_mapd690120db49644fd8b4e66aa8e2944351,\n",
        "                                            y_data_mapd690120db49644fd8b4e66aa8e2944351))\n",
        "    \n",
        "\n",
        "        axes_d690120db49644fd8b4e66aa8e2944351.select(\".patchd690120db49644fd8b4e66aa8e294435111\")\n",
        "              .attr(\"d\", construct_SVG_path(data_d690120db49644fd8b4e66aa8e294435111,\n",
        "                                            x_data_mapd690120db49644fd8b4e66aa8e2944351,\n",
        "                                            y_data_mapd690120db49644fd8b4e66aa8e2944351))\n",
        "    \n",
        "\n",
        "        axes_d690120db49644fd8b4e66aa8e2944351.select(\".patchd690120db49644fd8b4e66aa8e294435112\")\n",
        "              .attr(\"d\", construct_SVG_path(data_d690120db49644fd8b4e66aa8e294435112,\n",
        "                                            x_data_mapd690120db49644fd8b4e66aa8e2944351,\n",
        "                                            y_data_mapd690120db49644fd8b4e66aa8e2944351))\n",
        "    \n",
        "\n",
        "        axes_d690120db49644fd8b4e66aa8e2944351.select(\".patchd690120db49644fd8b4e66aa8e294435113\")\n",
        "              .attr(\"d\", construct_SVG_path(data_d690120db49644fd8b4e66aa8e294435113,\n",
        "                                            x_data_mapd690120db49644fd8b4e66aa8e2944351,\n",
        "                                            y_data_mapd690120db49644fd8b4e66aa8e2944351))\n",
        "    \n",
        "\n",
        "        axes_d690120db49644fd8b4e66aa8e2944351.select(\".patchd690120db49644fd8b4e66aa8e294435114\")\n",
        "              .attr(\"d\", construct_SVG_path(data_d690120db49644fd8b4e66aa8e294435114,\n",
        "                                            x_data_mapd690120db49644fd8b4e66aa8e2944351,\n",
        "                                            y_data_mapd690120db49644fd8b4e66aa8e2944351))\n",
        "    \n",
        "\n",
        "        axes_d690120db49644fd8b4e66aa8e2944351.select(\".patchd690120db49644fd8b4e66aa8e294435115\")\n",
        "              .attr(\"d\", construct_SVG_path(data_d690120db49644fd8b4e66aa8e294435115,\n",
        "                                            x_data_mapd690120db49644fd8b4e66aa8e2944351,\n",
        "                                            y_data_mapd690120db49644fd8b4e66aa8e2944351))\n",
        "    \n",
        "\n",
        "        axes_d690120db49644fd8b4e66aa8e2944351.select(\".patchd690120db49644fd8b4e66aa8e294435116\")\n",
        "              .attr(\"d\", construct_SVG_path(data_d690120db49644fd8b4e66aa8e294435116,\n",
        "                                            x_data_mapd690120db49644fd8b4e66aa8e2944351,\n",
        "                                            y_data_mapd690120db49644fd8b4e66aa8e2944351))\n",
        "    \n",
        "\n",
        "        axes_d690120db49644fd8b4e66aa8e2944351.select(\".patchd690120db49644fd8b4e66aa8e294435117\")\n",
        "              .attr(\"d\", construct_SVG_path(data_d690120db49644fd8b4e66aa8e294435117,\n",
        "                                            x_data_mapd690120db49644fd8b4e66aa8e2944351,\n",
        "                                            y_data_mapd690120db49644fd8b4e66aa8e2944351))\n",
        "    \n",
        "\n",
        "        axes_d690120db49644fd8b4e66aa8e2944351.select(\".patchd690120db49644fd8b4e66aa8e294435118\")\n",
        "              .attr(\"d\", construct_SVG_path(data_d690120db49644fd8b4e66aa8e294435118,\n",
        "                                            x_data_mapd690120db49644fd8b4e66aa8e2944351,\n",
        "                                            y_data_mapd690120db49644fd8b4e66aa8e2944351))\n",
        "    \n",
        "\n",
        "        axes_d690120db49644fd8b4e66aa8e2944351.select(\".patchd690120db49644fd8b4e66aa8e294435119\")\n",
        "              .attr(\"d\", construct_SVG_path(data_d690120db49644fd8b4e66aa8e294435119,\n",
        "                                            x_data_mapd690120db49644fd8b4e66aa8e2944351,\n",
        "                                            y_data_mapd690120db49644fd8b4e66aa8e2944351))\n",
        "    \n",
        "\n",
        "        axes_d690120db49644fd8b4e66aa8e2944351.select(\".patchd690120db49644fd8b4e66aa8e294435120\")\n",
        "              .attr(\"d\", construct_SVG_path(data_d690120db49644fd8b4e66aa8e294435120,\n",
        "                                            x_data_mapd690120db49644fd8b4e66aa8e2944351,\n",
        "                                            y_data_mapd690120db49644fd8b4e66aa8e2944351))\n",
        "    \n",
        "\n",
        "        axes_d690120db49644fd8b4e66aa8e2944351.select(\".patchd690120db49644fd8b4e66aa8e294435121\")\n",
        "              .attr(\"d\", construct_SVG_path(data_d690120db49644fd8b4e66aa8e294435121,\n",
        "                                            x_data_mapd690120db49644fd8b4e66aa8e2944351,\n",
        "                                            y_data_mapd690120db49644fd8b4e66aa8e2944351))\n",
        "    \n",
        "\n",
        "        axes_d690120db49644fd8b4e66aa8e2944351.select(\".patchd690120db49644fd8b4e66aa8e294435122\")\n",
        "              .attr(\"d\", construct_SVG_path(data_d690120db49644fd8b4e66aa8e294435122,\n",
        "                                            x_data_mapd690120db49644fd8b4e66aa8e2944351,\n",
        "                                            y_data_mapd690120db49644fd8b4e66aa8e2944351))\n",
        "    \n",
        "\n",
        "        axes_d690120db49644fd8b4e66aa8e2944351.select(\".patchd690120db49644fd8b4e66aa8e294435123\")\n",
        "              .attr(\"d\", construct_SVG_path(data_d690120db49644fd8b4e66aa8e294435123,\n",
        "                                            x_data_mapd690120db49644fd8b4e66aa8e2944351,\n",
        "                                            y_data_mapd690120db49644fd8b4e66aa8e2944351))\n",
        "    \n",
        "\n",
        "        axes_d690120db49644fd8b4e66aa8e2944351.select(\".patchd690120db49644fd8b4e66aa8e294435124\")\n",
        "              .attr(\"d\", construct_SVG_path(data_d690120db49644fd8b4e66aa8e294435124,\n",
        "                                            x_data_mapd690120db49644fd8b4e66aa8e2944351,\n",
        "                                            y_data_mapd690120db49644fd8b4e66aa8e2944351))\n",
        "    \n",
        "\n",
        "        axes_d690120db49644fd8b4e66aa8e2944351.select(\".patchd690120db49644fd8b4e66aa8e294435125\")\n",
        "              .attr(\"d\", construct_SVG_path(data_d690120db49644fd8b4e66aa8e294435125,\n",
        "                                            x_data_mapd690120db49644fd8b4e66aa8e2944351,\n",
        "                                            y_data_mapd690120db49644fd8b4e66aa8e2944351))\n",
        "    \n",
        "\n",
        "        axes_d690120db49644fd8b4e66aa8e2944351.select(\".patchd690120db49644fd8b4e66aa8e294435126\")\n",
        "              .attr(\"d\", construct_SVG_path(data_d690120db49644fd8b4e66aa8e294435126,\n",
        "                                            x_data_mapd690120db49644fd8b4e66aa8e2944351,\n",
        "                                            y_data_mapd690120db49644fd8b4e66aa8e2944351))\n",
        "    \n",
        "\n",
        "        axes_d690120db49644fd8b4e66aa8e2944351.select(\".patchd690120db49644fd8b4e66aa8e294435127\")\n",
        "              .attr(\"d\", construct_SVG_path(data_d690120db49644fd8b4e66aa8e294435127,\n",
        "                                            x_data_mapd690120db49644fd8b4e66aa8e2944351,\n",
        "                                            y_data_mapd690120db49644fd8b4e66aa8e2944351))\n",
        "    \n",
        "\n",
        "        axes_d690120db49644fd8b4e66aa8e2944351.select(\".patchd690120db49644fd8b4e66aa8e294435128\")\n",
        "              .attr(\"d\", construct_SVG_path(data_d690120db49644fd8b4e66aa8e294435128,\n",
        "                                            x_data_mapd690120db49644fd8b4e66aa8e2944351,\n",
        "                                            y_data_mapd690120db49644fd8b4e66aa8e2944351))\n",
        "    \n",
        "\n",
        "        axes_d690120db49644fd8b4e66aa8e2944351.select(\".patchd690120db49644fd8b4e66aa8e294435129\")\n",
        "              .attr(\"d\", construct_SVG_path(data_d690120db49644fd8b4e66aa8e294435129,\n",
        "                                            x_data_mapd690120db49644fd8b4e66aa8e2944351,\n",
        "                                            y_data_mapd690120db49644fd8b4e66aa8e2944351))\n",
        "    \n",
        "\n",
        "        axes_d690120db49644fd8b4e66aa8e2944351.select(\".patchd690120db49644fd8b4e66aa8e294435130\")\n",
        "              .attr(\"d\", construct_SVG_path(data_d690120db49644fd8b4e66aa8e294435130,\n",
        "                                            x_data_mapd690120db49644fd8b4e66aa8e2944351,\n",
        "                                            y_data_mapd690120db49644fd8b4e66aa8e2944351))\n",
        "    \n",
        "\n",
        "        axes_d690120db49644fd8b4e66aa8e2944351.select(\".patchd690120db49644fd8b4e66aa8e294435131\")\n",
        "              .attr(\"d\", construct_SVG_path(data_d690120db49644fd8b4e66aa8e294435131,\n",
        "                                            x_data_mapd690120db49644fd8b4e66aa8e2944351,\n",
        "                                            y_data_mapd690120db49644fd8b4e66aa8e2944351))\n",
        "    \n",
        "\n",
        "        axes_d690120db49644fd8b4e66aa8e2944351.select(\".patchd690120db49644fd8b4e66aa8e294435132\")\n",
        "              .attr(\"d\", construct_SVG_path(data_d690120db49644fd8b4e66aa8e294435132,\n",
        "                                            x_data_mapd690120db49644fd8b4e66aa8e2944351,\n",
        "                                            y_data_mapd690120db49644fd8b4e66aa8e2944351))\n",
        "    \n",
        "\n",
        "        axes_d690120db49644fd8b4e66aa8e2944351.select(\".patchd690120db49644fd8b4e66aa8e294435133\")\n",
        "              .attr(\"d\", construct_SVG_path(data_d690120db49644fd8b4e66aa8e294435133,\n",
        "                                            x_data_mapd690120db49644fd8b4e66aa8e2944351,\n",
        "                                            y_data_mapd690120db49644fd8b4e66aa8e2944351))\n",
        "    \n",
        "\n",
        "        axes_d690120db49644fd8b4e66aa8e2944351.select(\".patchd690120db49644fd8b4e66aa8e294435134\")\n",
        "              .attr(\"d\", construct_SVG_path(data_d690120db49644fd8b4e66aa8e294435134,\n",
        "                                            x_data_mapd690120db49644fd8b4e66aa8e2944351,\n",
        "                                            y_data_mapd690120db49644fd8b4e66aa8e2944351))\n",
        "    \n",
        "\n",
        "        axes_d690120db49644fd8b4e66aa8e2944351.select(\".patchd690120db49644fd8b4e66aa8e294435135\")\n",
        "              .attr(\"d\", construct_SVG_path(data_d690120db49644fd8b4e66aa8e294435135,\n",
        "                                            x_data_mapd690120db49644fd8b4e66aa8e2944351,\n",
        "                                            y_data_mapd690120db49644fd8b4e66aa8e2944351))\n",
        "    \n",
        "\n",
        "        axes_d690120db49644fd8b4e66aa8e2944351.select(\".patchd690120db49644fd8b4e66aa8e294435136\")\n",
        "              .attr(\"d\", construct_SVG_path(data_d690120db49644fd8b4e66aa8e294435136,\n",
        "                                            x_data_mapd690120db49644fd8b4e66aa8e2944351,\n",
        "                                            y_data_mapd690120db49644fd8b4e66aa8e2944351))\n",
        "    \n",
        "\n",
        "        axes_d690120db49644fd8b4e66aa8e2944351.select(\".patchd690120db49644fd8b4e66aa8e294435137\")\n",
        "              .attr(\"d\", construct_SVG_path(data_d690120db49644fd8b4e66aa8e294435137,\n",
        "                                            x_data_mapd690120db49644fd8b4e66aa8e2944351,\n",
        "                                            y_data_mapd690120db49644fd8b4e66aa8e2944351))\n",
        "    \n",
        "\n",
        "        axes_d690120db49644fd8b4e66aa8e2944351.select(\".patchd690120db49644fd8b4e66aa8e294435138\")\n",
        "              .attr(\"d\", construct_SVG_path(data_d690120db49644fd8b4e66aa8e294435138,\n",
        "                                            x_data_mapd690120db49644fd8b4e66aa8e2944351,\n",
        "                                            y_data_mapd690120db49644fd8b4e66aa8e2944351))\n",
        "    \n",
        "\n",
        "        axes_d690120db49644fd8b4e66aa8e2944351.select(\".patchd690120db49644fd8b4e66aa8e294435139\")\n",
        "              .attr(\"d\", construct_SVG_path(data_d690120db49644fd8b4e66aa8e294435139,\n",
        "                                            x_data_mapd690120db49644fd8b4e66aa8e2944351,\n",
        "                                            y_data_mapd690120db49644fd8b4e66aa8e2944351))\n",
        "    \n",
        "\n",
        "        axes_d690120db49644fd8b4e66aa8e2944351.select(\".patchd690120db49644fd8b4e66aa8e294435140\")\n",
        "              .attr(\"d\", construct_SVG_path(data_d690120db49644fd8b4e66aa8e294435140,\n",
        "                                            x_data_mapd690120db49644fd8b4e66aa8e2944351,\n",
        "                                            y_data_mapd690120db49644fd8b4e66aa8e2944351))\n",
        "    \n",
        "\n",
        "        axes_d690120db49644fd8b4e66aa8e2944351.select(\".patchd690120db49644fd8b4e66aa8e294435141\")\n",
        "              .attr(\"d\", construct_SVG_path(data_d690120db49644fd8b4e66aa8e294435141,\n",
        "                                            x_data_mapd690120db49644fd8b4e66aa8e2944351,\n",
        "                                            y_data_mapd690120db49644fd8b4e66aa8e2944351))\n",
        "    \n",
        "\n",
        "        axes_d690120db49644fd8b4e66aa8e2944351.select(\".patchd690120db49644fd8b4e66aa8e294435142\")\n",
        "              .attr(\"d\", construct_SVG_path(data_d690120db49644fd8b4e66aa8e294435142,\n",
        "                                            x_data_mapd690120db49644fd8b4e66aa8e2944351,\n",
        "                                            y_data_mapd690120db49644fd8b4e66aa8e2944351))\n",
        "    \n",
        "\n",
        "        axes_d690120db49644fd8b4e66aa8e2944351.select(\".patchd690120db49644fd8b4e66aa8e294435143\")\n",
        "              .attr(\"d\", construct_SVG_path(data_d690120db49644fd8b4e66aa8e294435143,\n",
        "                                            x_data_mapd690120db49644fd8b4e66aa8e2944351,\n",
        "                                            y_data_mapd690120db49644fd8b4e66aa8e2944351))\n",
        "    \n",
        "\n",
        "        axes_d690120db49644fd8b4e66aa8e2944351.select(\".patchd690120db49644fd8b4e66aa8e294435144\")\n",
        "              .attr(\"d\", construct_SVG_path(data_d690120db49644fd8b4e66aa8e294435144,\n",
        "                                            x_data_mapd690120db49644fd8b4e66aa8e2944351,\n",
        "                                            y_data_mapd690120db49644fd8b4e66aa8e2944351))\n",
        "    \n",
        "    }\n",
        "\n",
        "    function resetd690120db49644fd8b4e66aa8e2944351() {\n",
        "      d3.transition().duration(750).tween(\"zoom\", function() {\n",
        "        var ix = d3.interpolate(x_d690120db49644fd8b4e66aa8e2944351.domain(), xdomaind690120db49644fd8b4e66aa8e2944351),\n",
        "            iy = d3.interpolate(y_d690120db49644fd8b4e66aa8e2944351.domain(), ydomaind690120db49644fd8b4e66aa8e2944351);\n",
        "        return function(t) {\n",
        "          zoomd690120db49644fd8b4e66aa8e2944351.x(x_d690120db49644fd8b4e66aa8e2944351.domain(ix(t))).y(y_d690120db49644fd8b4e66aa8e2944351.domain(iy(t)));\n",
        "          zoomedd690120db49644fd8b4e66aa8e2944351();\n",
        "        };\n",
        "      });\n",
        "    }\n",
        "\n",
        "    d3.select(\"#resetd690120db49644fd8b4e66aa8e294435\").on(\"click\", resetd690120db49644fd8b4e66aa8e2944351);\n",
        "    \n",
        "\n",
        "    }\n",
        "\n",
        "    // set a timeout of 0 to allow d3.js to load\n",
        "    setTimeout(function(){ funcd690120db49644fd8b4e66aa8e294435(d3.select('#figured690120db49644fd8b4e66aa8e294435')) }, 0)\n",
        "    </script>\n",
        "    "
       ],
       "metadata": {},
       "output_type": "display_data",
       "png": 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       "text": [
        "<matplotlib.figure.Figure at 0x105787490>"
       ]
      }
     ],
     "prompt_number": 26
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Now lets look at only the data after an offensive rebound."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "plt.figure(figsize=(12.5, 10))\n",
      "plt.hist(data['secs_left'][data['after_oreb']==1],2400/120)\n",
      "plt.xlim(0,2400)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 27,
       "text": [
        "(0, 2400)"
       ]
      },
      {
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        "        fill-opacity: 1;\n",
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        "        fill: #0000FF;\n",
        "        stroke-opacity: 1;\n",
        "        fill-opacity: 1;\n",
        "    }\n",
        "    \n",
        "    </style>\n",
        "    \n",
        "    <div id='figure117dd3cb05ed41dca85921399243cef1'>\n",
        "    <!-- Uncomment for a rudimentary reset button -->\n",
        "    <!-- <button id='reset117dd3cb05ed41dca85921399243cef1'>Reset</button> -->\n",
        "    </div>\n",
        "\n",
        "    <script type=\"text/javascript\">\n",
        "    func117dd3cb05ed41dca85921399243cef1 = function(figure){\n",
        "\n",
        "    var figwidth = 12.5 * 80;\n",
        "    var figheight = 10.0 * 80;\n",
        "\n",
        "    var canvas = figure.append('svg:svg')\n",
        "                   .attr('width', figwidth)\n",
        "                   .attr('height', figheight)\n",
        "                   .attr('class', 'canvas')\n",
        "\n",
        "    \n",
        "    // store the width and height of the axes\n",
        "    var width_117dd3cb05ed41dca85921399243cef11 = 0.775 * figwidth;\n",
        "    var height_117dd3cb05ed41dca85921399243cef11 = 0.775 * figheight\n",
        "\n",
        "    \n",
        "    var xdomain117dd3cb05ed41dca85921399243cef11 = [0.0, 2400.0];\n",
        "    var x_117dd3cb05ed41dca85921399243cef11 = d3.scale.linear()\n",
        "                     .domain(xdomain117dd3cb05ed41dca85921399243cef11)\n",
        "                     .range([0, width_117dd3cb05ed41dca85921399243cef11]);\n",
        "    var x_data_map117dd3cb05ed41dca85921399243cef11 = x_117dd3cb05ed41dca85921399243cef11;\n",
        "    \n",
        "    \n",
        "    var ydomain117dd3cb05ed41dca85921399243cef11 = [0.0, 1800.0];\n",
        "    var y_117dd3cb05ed41dca85921399243cef11 = d3.scale.linear()\n",
        "                           .domain(ydomain117dd3cb05ed41dca85921399243cef11)\n",
        "                           .range([height_117dd3cb05ed41dca85921399243cef11, 0]);\n",
        "    var y_data_map117dd3cb05ed41dca85921399243cef11 = y_117dd3cb05ed41dca85921399243cef11;\n",
        "    \n",
        "\n",
        "\n",
        "    // zoom object for the axes\n",
        "    var zoom117dd3cb05ed41dca85921399243cef11 = d3.behavior.zoom()\n",
        "                    .x(x_117dd3cb05ed41dca85921399243cef11)\n",
        "                    .y(y_117dd3cb05ed41dca85921399243cef11)\n",
        "                    .on(\"zoom\", zoomed117dd3cb05ed41dca85921399243cef11);\n",
        "\n",
        "    // create the axes itself\n",
        "    var baseaxes_117dd3cb05ed41dca85921399243cef11 = canvas.append('g')\n",
        "            .attr('transform', 'translate(' + (0.125 * figwidth) + ',' +\n",
        "                              ((1 - 0.125 - 0.775) * figheight) + ')')\n",
        "            .attr('width', width_117dd3cb05ed41dca85921399243cef11)\n",
        "            .attr('height', height_117dd3cb05ed41dca85921399243cef11)\n",
        "            .attr('class', 'main')\n",
        "            .call(zoom117dd3cb05ed41dca85921399243cef11);\n",
        "\n",
        "    // create the axes background\n",
        "    baseaxes_117dd3cb05ed41dca85921399243cef11.append(\"svg:rect\")\n",
        "                      .attr(\"width\", width_117dd3cb05ed41dca85921399243cef11)\n",
        "                      .attr(\"height\", height_117dd3cb05ed41dca85921399243cef11)\n",
        "                      .attr(\"class\", \"bg117dd3cb05ed41dca85921399243cef11\");\n",
        "\n",
        "    // axis factory functions: used for grid lines & axes\n",
        "    var create_xAxis_117dd3cb05ed41dca85921399243cef11 = function(){\n",
        "       return d3.svg.axis()\n",
        "            .scale(x_117dd3cb05ed41dca85921399243cef11)\n",
        "            .orient('bottom');\n",
        "    }\n",
        "\n",
        "    var create_yAxis_117dd3cb05ed41dca85921399243cef11 = function(){\n",
        "       return d3.svg.axis()\n",
        "            .scale(y_117dd3cb05ed41dca85921399243cef11)\n",
        "            .orient('left');\n",
        "    }\n",
        "\n",
        "    // draw the x axis\n",
        "    var xAxis_117dd3cb05ed41dca85921399243cef11 = create_xAxis_117dd3cb05ed41dca85921399243cef11();\n",
        "\n",
        "    baseaxes_117dd3cb05ed41dca85921399243cef11.append('g')\n",
        "            .attr('transform', 'translate(0,' + (height_117dd3cb05ed41dca85921399243cef11) + ')')\n",
        "            .attr('class', 'axes117dd3cb05ed41dca85921399243cef11 x axis')\n",
        "            .call(xAxis_117dd3cb05ed41dca85921399243cef11);\n",
        "\n",
        "    // draw the y axis\n",
        "    var yAxis_117dd3cb05ed41dca85921399243cef11 = create_yAxis_117dd3cb05ed41dca85921399243cef11();\n",
        "\n",
        "    baseaxes_117dd3cb05ed41dca85921399243cef11.append('g')\n",
        "            .attr('transform', 'translate(0,0)')\n",
        "            .attr('class', 'axes117dd3cb05ed41dca85921399243cef11 y axis')\n",
        "            .call(yAxis_117dd3cb05ed41dca85921399243cef11);\n",
        "\n",
        "    // create the clip boundary\n",
        "    var clip_117dd3cb05ed41dca85921399243cef11 = baseaxes_117dd3cb05ed41dca85921399243cef11.append(\"svg:clipPath\")\n",
        "                             .attr(\"id\", \"clip117dd3cb05ed41dca85921399243cef11\")\n",
        "                             .append(\"svg:rect\")\n",
        "                             .attr(\"x\", 0)\n",
        "                             .attr(\"y\", 0)\n",
        "                             .attr(\"width\", width_117dd3cb05ed41dca85921399243cef11)\n",
        "                             .attr(\"height\", height_117dd3cb05ed41dca85921399243cef11);\n",
        "\n",
        "    // axes_117dd3cb05ed41dca85921399243cef11 is the axes on which to draw plot components: they'll\n",
        "    // be clipped when zooming or scrolling moves them out of the plot.\n",
        "    var axes_117dd3cb05ed41dca85921399243cef11 = baseaxes_117dd3cb05ed41dca85921399243cef11.append('g')\n",
        "            .attr(\"clip-path\", \"url(#clip117dd3cb05ed41dca85921399243cef11)\");\n",
        "\n",
        "    \n",
        "\n",
        "\n",
        "\n",
        "\n",
        "    var data_117dd3cb05ed41dca85921399243cef115 = [[\"M\", [0.0, 0.0]], [\"L\", [119.45, 0.0]], [\"L\", [119.45, 1701.0]], [\"L\", [0.0, 1701.0]], [\"Z\", [0.0, 0.0]]];\n",
        "\n",
        "    \n",
        "    // This function constructs a mapped SVG path\n",
        "    // from an input data array\n",
        "    var construct_SVG_path = function(data, xmap, ymap){\n",
        "       var result = \"\";\n",
        "       for (var i=0;i<data.length;i++){\n",
        "          result += data[i][0];\n",
        "          if(data[i][0] == 'Z'){\n",
        "            continue;\n",
        "          }\n",
        "          for (var j=0;j<data[i][1].length;j++){\n",
        "            if(j % 2 == 0){\n",
        "               result += \" \" + xmap(data[i][1][j]);\n",
        "            }else{\n",
        "               result += \" \" + ymap(data[i][1][j]);\n",
        "            }\n",
        "          }\n",
        "          result += \" \";\n",
        "       }\n",
        "       return result;\n",
        "     };\n",
        "\n",
        "\n",
        "    axes_117dd3cb05ed41dca85921399243cef11.append(\"svg:path\")\n",
        "                   .attr(\"d\", construct_SVG_path(data_117dd3cb05ed41dca85921399243cef115,\n",
        "                                                 x_data_map117dd3cb05ed41dca85921399243cef11,\n",
        "                                                 y_data_map117dd3cb05ed41dca85921399243cef11))\n",
        "                   .attr(\"vector-effect\", \"non-scaling-stroke\")\n",
        "                   .attr('class', 'patch117dd3cb05ed41dca85921399243cef115');\n",
        "    \n",
        "\n",
        "    var data_117dd3cb05ed41dca85921399243cef116 = [[\"M\", [119.45000000000002, 0.0]], [\"L\", [238.90000000000003, 0.0]], [\"L\", [238.90000000000003, 913.0]], [\"L\", [119.45000000000002, 913.0]], [\"Z\", [119.45000000000002, 0.0]]];\n",
        "\n",
        "    \n",
        "    // This function constructs a mapped SVG path\n",
        "    // from an input data array\n",
        "    var construct_SVG_path = function(data, xmap, ymap){\n",
        "       var result = \"\";\n",
        "       for (var i=0;i<data.length;i++){\n",
        "          result += data[i][0];\n",
        "          if(data[i][0] == 'Z'){\n",
        "            continue;\n",
        "          }\n",
        "          for (var j=0;j<data[i][1].length;j++){\n",
        "            if(j % 2 == 0){\n",
        "               result += \" \" + xmap(data[i][1][j]);\n",
        "            }else{\n",
        "               result += \" \" + ymap(data[i][1][j]);\n",
        "            }\n",
        "          }\n",
        "          result += \" \";\n",
        "       }\n",
        "       return result;\n",
        "     };\n",
        "\n",
        "\n",
        "    axes_117dd3cb05ed41dca85921399243cef11.append(\"svg:path\")\n",
        "                   .attr(\"d\", construct_SVG_path(data_117dd3cb05ed41dca85921399243cef116,\n",
        "                                                 x_data_map117dd3cb05ed41dca85921399243cef11,\n",
        "                                                 y_data_map117dd3cb05ed41dca85921399243cef11))\n",
        "                   .attr(\"vector-effect\", \"non-scaling-stroke\")\n",
        "                   .attr('class', 'patch117dd3cb05ed41dca85921399243cef116');\n",
        "    \n",
        "\n",
        "    var data_117dd3cb05ed41dca85921399243cef117 = [[\"M\", [238.89999999999998, 0.0]], [\"L\", [358.35, 0.0]], [\"L\", [358.35, 978.0]], [\"L\", [238.89999999999998, 978.0]], [\"Z\", [238.89999999999998, 0.0]]];\n",
        "\n",
        "    \n",
        "    // This function constructs a mapped SVG path\n",
        "    // from an input data array\n",
        "    var construct_SVG_path = function(data, xmap, ymap){\n",
        "       var result = \"\";\n",
        "       for (var i=0;i<data.length;i++){\n",
        "          result += data[i][0];\n",
        "          if(data[i][0] == 'Z'){\n",
        "            continue;\n",
        "          }\n",
        "          for (var j=0;j<data[i][1].length;j++){\n",
        "            if(j % 2 == 0){\n",
        "               result += \" \" + xmap(data[i][1][j]);\n",
        "            }else{\n",
        "               result += \" \" + ymap(data[i][1][j]);\n",
        "            }\n",
        "          }\n",
        "          result += \" \";\n",
        "       }\n",
        "       return result;\n",
        "     };\n",
        "\n",
        "\n",
        "    axes_117dd3cb05ed41dca85921399243cef11.append(\"svg:path\")\n",
        "                   .attr(\"d\", construct_SVG_path(data_117dd3cb05ed41dca85921399243cef117,\n",
        "                                                 x_data_map117dd3cb05ed41dca85921399243cef11,\n",
        "                                                 y_data_map117dd3cb05ed41dca85921399243cef11))\n",
        "                   .attr(\"vector-effect\", \"non-scaling-stroke\")\n",
        "                   .attr('class', 'patch117dd3cb05ed41dca85921399243cef117');\n",
        "    \n",
        "\n",
        "    var data_117dd3cb05ed41dca85921399243cef118 = [[\"M\", [358.35, 0.0]], [\"L\", [477.8, 0.0]], [\"L\", [477.8, 864.0]], [\"L\", [358.35, 864.0]], [\"Z\", [358.35, 0.0]]];\n",
        "\n",
        "    \n",
        "    // This function constructs a mapped SVG path\n",
        "    // from an input data array\n",
        "    var construct_SVG_path = function(data, xmap, ymap){\n",
        "       var result = \"\";\n",
        "       for (var i=0;i<data.length;i++){\n",
        "          result += data[i][0];\n",
        "          if(data[i][0] == 'Z'){\n",
        "            continue;\n",
        "          }\n",
        "          for (var j=0;j<data[i][1].length;j++){\n",
        "            if(j % 2 == 0){\n",
        "               result += \" \" + xmap(data[i][1][j]);\n",
        "            }else{\n",
        "               result += \" \" + ymap(data[i][1][j]);\n",
        "            }\n",
        "          }\n",
        "          result += \" \";\n",
        "       }\n",
        "       return result;\n",
        "     };\n",
        "\n",
        "\n",
        "    axes_117dd3cb05ed41dca85921399243cef11.append(\"svg:path\")\n",
        "                   .attr(\"d\", construct_SVG_path(data_117dd3cb05ed41dca85921399243cef118,\n",
        "                                                 x_data_map117dd3cb05ed41dca85921399243cef11,\n",
        "                                                 y_data_map117dd3cb05ed41dca85921399243cef11))\n",
        "                   .attr(\"vector-effect\", \"non-scaling-stroke\")\n",
        "                   .attr('class', 'patch117dd3cb05ed41dca85921399243cef118');\n",
        "    \n",
        "\n",
        "    var data_117dd3cb05ed41dca85921399243cef119 = [[\"M\", [477.79999999999995, 0.0]], [\"L\", [597.25, 0.0]], [\"L\", [597.25, 964.0]], [\"L\", [477.79999999999995, 964.0]], [\"Z\", [477.79999999999995, 0.0]]];\n",
        "\n",
        "    \n",
        "    // This function constructs a mapped SVG path\n",
        "    // from an input data array\n",
        "    var construct_SVG_path = function(data, xmap, ymap){\n",
        "       var result = \"\";\n",
        "       for (var i=0;i<data.length;i++){\n",
        "          result += data[i][0];\n",
        "          if(data[i][0] == 'Z'){\n",
        "            continue;\n",
        "          }\n",
        "          for (var j=0;j<data[i][1].length;j++){\n",
        "            if(j % 2 == 0){\n",
        "               result += \" \" + xmap(data[i][1][j]);\n",
        "            }else{\n",
        "               result += \" \" + ymap(data[i][1][j]);\n",
        "            }\n",
        "          }\n",
        "          result += \" \";\n",
        "       }\n",
        "       return result;\n",
        "     };\n",
        "\n",
        "\n",
        "    axes_117dd3cb05ed41dca85921399243cef11.append(\"svg:path\")\n",
        "                   .attr(\"d\", construct_SVG_path(data_117dd3cb05ed41dca85921399243cef119,\n",
        "                                                 x_data_map117dd3cb05ed41dca85921399243cef11,\n",
        "                                                 y_data_map117dd3cb05ed41dca85921399243cef11))\n",
        "                   .attr(\"vector-effect\", \"non-scaling-stroke\")\n",
        "                   .attr('class', 'patch117dd3cb05ed41dca85921399243cef119');\n",
        "    \n",
        "\n",
        "    var data_117dd3cb05ed41dca85921399243cef1110 = [[\"M\", [597.25, 0.0]], [\"L\", [716.7, 0.0]], [\"L\", [716.7, 805.0]], [\"L\", [597.25, 805.0]], [\"Z\", [597.25, 0.0]]];\n",
        "\n",
        "    \n",
        "    // This function constructs a mapped SVG path\n",
        "    // from an input data array\n",
        "    var construct_SVG_path = function(data, xmap, ymap){\n",
        "       var result = \"\";\n",
        "       for (var i=0;i<data.length;i++){\n",
        "          result += data[i][0];\n",
        "          if(data[i][0] == 'Z'){\n",
        "            continue;\n",
        "          }\n",
        "          for (var j=0;j<data[i][1].length;j++){\n",
        "            if(j % 2 == 0){\n",
        "               result += \" \" + xmap(data[i][1][j]);\n",
        "            }else{\n",
        "               result += \" \" + ymap(data[i][1][j]);\n",
        "            }\n",
        "          }\n",
        "          result += \" \";\n",
        "       }\n",
        "       return result;\n",
        "     };\n",
        "\n",
        "\n",
        "    axes_117dd3cb05ed41dca85921399243cef11.append(\"svg:path\")\n",
        "                   .attr(\"d\", construct_SVG_path(data_117dd3cb05ed41dca85921399243cef1110,\n",
        "                                                 x_data_map117dd3cb05ed41dca85921399243cef11,\n",
        "                                                 y_data_map117dd3cb05ed41dca85921399243cef11))\n",
        "                   .attr(\"vector-effect\", \"non-scaling-stroke\")\n",
        "                   .attr('class', 'patch117dd3cb05ed41dca85921399243cef1110');\n",
        "    \n",
        "\n",
        "    var data_117dd3cb05ed41dca85921399243cef1111 = [[\"M\", [716.7, 0.0]], [\"L\", [836.15, 0.0]], [\"L\", [836.15, 971.0]], [\"L\", [716.7, 971.0]], [\"Z\", [716.7, 0.0]]];\n",
        "\n",
        "    \n",
        "    // This function constructs a mapped SVG path\n",
        "    // from an input data array\n",
        "    var construct_SVG_path = function(data, xmap, ymap){\n",
        "       var result = \"\";\n",
        "       for (var i=0;i<data.length;i++){\n",
        "          result += data[i][0];\n",
        "          if(data[i][0] == 'Z'){\n",
        "            continue;\n",
        "          }\n",
        "          for (var j=0;j<data[i][1].length;j++){\n",
        "            if(j % 2 == 0){\n",
        "               result += \" \" + xmap(data[i][1][j]);\n",
        "            }else{\n",
        "               result += \" \" + ymap(data[i][1][j]);\n",
        "            }\n",
        "          }\n",
        "          result += \" \";\n",
        "       }\n",
        "       return result;\n",
        "     };\n",
        "\n",
        "\n",
        "    axes_117dd3cb05ed41dca85921399243cef11.append(\"svg:path\")\n",
        "                   .attr(\"d\", construct_SVG_path(data_117dd3cb05ed41dca85921399243cef1111,\n",
        "                                                 x_data_map117dd3cb05ed41dca85921399243cef11,\n",
        "                                                 y_data_map117dd3cb05ed41dca85921399243cef11))\n",
        "                   .attr(\"vector-effect\", \"non-scaling-stroke\")\n",
        "                   .attr('class', 'patch117dd3cb05ed41dca85921399243cef1111');\n",
        "    \n",
        "\n",
        "    var data_117dd3cb05ed41dca85921399243cef1112 = [[\"M\", [836.15, 0.0]], [\"L\", [955.6, 0.0]], [\"L\", [955.6, 846.0]], [\"L\", [836.15, 846.0]], [\"Z\", [836.15, 0.0]]];\n",
        "\n",
        "    \n",
        "    // This function constructs a mapped SVG path\n",
        "    // from an input data array\n",
        "    var construct_SVG_path = function(data, xmap, ymap){\n",
        "       var result = \"\";\n",
        "       for (var i=0;i<data.length;i++){\n",
        "          result += data[i][0];\n",
        "          if(data[i][0] == 'Z'){\n",
        "            continue;\n",
        "          }\n",
        "          for (var j=0;j<data[i][1].length;j++){\n",
        "            if(j % 2 == 0){\n",
        "               result += \" \" + xmap(data[i][1][j]);\n",
        "            }else{\n",
        "               result += \" \" + ymap(data[i][1][j]);\n",
        "            }\n",
        "          }\n",
        "          result += \" \";\n",
        "       }\n",
        "       return result;\n",
        "     };\n",
        "\n",
        "\n",
        "    axes_117dd3cb05ed41dca85921399243cef11.append(\"svg:path\")\n",
        "                   .attr(\"d\", construct_SVG_path(data_117dd3cb05ed41dca85921399243cef1112,\n",
        "                                                 x_data_map117dd3cb05ed41dca85921399243cef11,\n",
        "                                                 y_data_map117dd3cb05ed41dca85921399243cef11))\n",
        "                   .attr(\"vector-effect\", \"non-scaling-stroke\")\n",
        "                   .attr('class', 'patch117dd3cb05ed41dca85921399243cef1112');\n",
        "    \n",
        "\n",
        "    var data_117dd3cb05ed41dca85921399243cef1113 = [[\"M\", [955.6000000000001, 0.0]], [\"L\", [1075.0500000000002, 0.0]], [\"L\", [1075.0500000000002, 948.0]], [\"L\", [955.6000000000001, 948.0]], [\"Z\", [955.6000000000001, 0.0]]];\n",
        "\n",
        "    \n",
        "    // This function constructs a mapped SVG path\n",
        "    // from an input data array\n",
        "    var construct_SVG_path = function(data, xmap, ymap){\n",
        "       var result = \"\";\n",
        "       for (var i=0;i<data.length;i++){\n",
        "          result += data[i][0];\n",
        "          if(data[i][0] == 'Z'){\n",
        "            continue;\n",
        "          }\n",
        "          for (var j=0;j<data[i][1].length;j++){\n",
        "            if(j % 2 == 0){\n",
        "               result += \" \" + xmap(data[i][1][j]);\n",
        "            }else{\n",
        "               result += \" \" + ymap(data[i][1][j]);\n",
        "            }\n",
        "          }\n",
        "          result += \" \";\n",
        "       }\n",
        "       return result;\n",
        "     };\n",
        "\n",
        "\n",
        "    axes_117dd3cb05ed41dca85921399243cef11.append(\"svg:path\")\n",
        "                   .attr(\"d\", construct_SVG_path(data_117dd3cb05ed41dca85921399243cef1113,\n",
        "                                                 x_data_map117dd3cb05ed41dca85921399243cef11,\n",
        "                                                 y_data_map117dd3cb05ed41dca85921399243cef11))\n",
        "                   .attr(\"vector-effect\", \"non-scaling-stroke\")\n",
        "                   .attr('class', 'patch117dd3cb05ed41dca85921399243cef1113');\n",
        "    \n",
        "\n",
        "    var data_117dd3cb05ed41dca85921399243cef1114 = [[\"M\", [1075.0500000000002, 0.0]], [\"L\", [1194.5000000000002, 0.0]], [\"L\", [1194.5000000000002, 860.0]], [\"L\", [1075.0500000000002, 860.0]], [\"Z\", [1075.0500000000002, 0.0]]];\n",
        "\n",
        "    \n",
        "    // This function constructs a mapped SVG path\n",
        "    // from an input data array\n",
        "    var construct_SVG_path = function(data, xmap, ymap){\n",
        "       var result = \"\";\n",
        "       for (var i=0;i<data.length;i++){\n",
        "          result += data[i][0];\n",
        "          if(data[i][0] == 'Z'){\n",
        "            continue;\n",
        "          }\n",
        "          for (var j=0;j<data[i][1].length;j++){\n",
        "            if(j % 2 == 0){\n",
        "               result += \" \" + xmap(data[i][1][j]);\n",
        "            }else{\n",
        "               result += \" \" + ymap(data[i][1][j]);\n",
        "            }\n",
        "          }\n",
        "          result += \" \";\n",
        "       }\n",
        "       return result;\n",
        "     };\n",
        "\n",
        "\n",
        "    axes_117dd3cb05ed41dca85921399243cef11.append(\"svg:path\")\n",
        "                   .attr(\"d\", construct_SVG_path(data_117dd3cb05ed41dca85921399243cef1114,\n",
        "                                                 x_data_map117dd3cb05ed41dca85921399243cef11,\n",
        "                                                 y_data_map117dd3cb05ed41dca85921399243cef11))\n",
        "                   .attr(\"vector-effect\", \"non-scaling-stroke\")\n",
        "                   .attr('class', 'patch117dd3cb05ed41dca85921399243cef1114');\n",
        "    \n",
        "\n",
        "    var data_117dd3cb05ed41dca85921399243cef1115 = [[\"M\", [1194.5, 0.0]], [\"L\", [1313.95, 0.0]], [\"L\", [1313.95, 937.0]], [\"L\", [1194.5, 937.0]], [\"Z\", [1194.5, 0.0]]];\n",
        "\n",
        "    \n",
        "    // This function constructs a mapped SVG path\n",
        "    // from an input data array\n",
        "    var construct_SVG_path = function(data, xmap, ymap){\n",
        "       var result = \"\";\n",
        "       for (var i=0;i<data.length;i++){\n",
        "          result += data[i][0];\n",
        "          if(data[i][0] == 'Z'){\n",
        "            continue;\n",
        "          }\n",
        "          for (var j=0;j<data[i][1].length;j++){\n",
        "            if(j % 2 == 0){\n",
        "               result += \" \" + xmap(data[i][1][j]);\n",
        "            }else{\n",
        "               result += \" \" + ymap(data[i][1][j]);\n",
        "            }\n",
        "          }\n",
        "          result += \" \";\n",
        "       }\n",
        "       return result;\n",
        "     };\n",
        "\n",
        "\n",
        "    axes_117dd3cb05ed41dca85921399243cef11.append(\"svg:path\")\n",
        "                   .attr(\"d\", construct_SVG_path(data_117dd3cb05ed41dca85921399243cef1115,\n",
        "                                                 x_data_map117dd3cb05ed41dca85921399243cef11,\n",
        "                                                 y_data_map117dd3cb05ed41dca85921399243cef11))\n",
        "                   .attr(\"vector-effect\", \"non-scaling-stroke\")\n",
        "                   .attr('class', 'patch117dd3cb05ed41dca85921399243cef1115');\n",
        "    \n",
        "\n",
        "    var data_117dd3cb05ed41dca85921399243cef1116 = [[\"M\", [1313.9500000000003, 0.0]], [\"L\", [1433.4000000000003, 0.0]], [\"L\", [1433.4000000000003, 942.0]], [\"L\", [1313.9500000000003, 942.0]], [\"Z\", [1313.9500000000003, 0.0]]];\n",
        "\n",
        "    \n",
        "    // This function constructs a mapped SVG path\n",
        "    // from an input data array\n",
        "    var construct_SVG_path = function(data, xmap, ymap){\n",
        "       var result = \"\";\n",
        "       for (var i=0;i<data.length;i++){\n",
        "          result += data[i][0];\n",
        "          if(data[i][0] == 'Z'){\n",
        "            continue;\n",
        "          }\n",
        "          for (var j=0;j<data[i][1].length;j++){\n",
        "            if(j % 2 == 0){\n",
        "               result += \" \" + xmap(data[i][1][j]);\n",
        "            }else{\n",
        "               result += \" \" + ymap(data[i][1][j]);\n",
        "            }\n",
        "          }\n",
        "          result += \" \";\n",
        "       }\n",
        "       return result;\n",
        "     };\n",
        "\n",
        "\n",
        "    axes_117dd3cb05ed41dca85921399243cef11.append(\"svg:path\")\n",
        "                   .attr(\"d\", construct_SVG_path(data_117dd3cb05ed41dca85921399243cef1116,\n",
        "                                                 x_data_map117dd3cb05ed41dca85921399243cef11,\n",
        "                                                 y_data_map117dd3cb05ed41dca85921399243cef11))\n",
        "                   .attr(\"vector-effect\", \"non-scaling-stroke\")\n",
        "                   .attr('class', 'patch117dd3cb05ed41dca85921399243cef1116');\n",
        "    \n",
        "\n",
        "    var data_117dd3cb05ed41dca85921399243cef1117 = [[\"M\", [1433.4, 0.0]], [\"L\", [1552.8500000000001, 0.0]], [\"L\", [1552.8500000000001, 1051.0]], [\"L\", [1433.4, 1051.0]], [\"Z\", [1433.4, 0.0]]];\n",
        "\n",
        "    \n",
        "    // This function constructs a mapped SVG path\n",
        "    // from an input data array\n",
        "    var construct_SVG_path = function(data, xmap, ymap){\n",
        "       var result = \"\";\n",
        "       for (var i=0;i<data.length;i++){\n",
        "          result += data[i][0];\n",
        "          if(data[i][0] == 'Z'){\n",
        "            continue;\n",
        "          }\n",
        "          for (var j=0;j<data[i][1].length;j++){\n",
        "            if(j % 2 == 0){\n",
        "               result += \" \" + xmap(data[i][1][j]);\n",
        "            }else{\n",
        "               result += \" \" + ymap(data[i][1][j]);\n",
        "            }\n",
        "          }\n",
        "          result += \" \";\n",
        "       }\n",
        "       return result;\n",
        "     };\n",
        "\n",
        "\n",
        "    axes_117dd3cb05ed41dca85921399243cef11.append(\"svg:path\")\n",
        "                   .attr(\"d\", construct_SVG_path(data_117dd3cb05ed41dca85921399243cef1117,\n",
        "                                                 x_data_map117dd3cb05ed41dca85921399243cef11,\n",
        "                                                 y_data_map117dd3cb05ed41dca85921399243cef11))\n",
        "                   .attr(\"vector-effect\", \"non-scaling-stroke\")\n",
        "                   .attr('class', 'patch117dd3cb05ed41dca85921399243cef1117');\n",
        "    \n",
        "\n",
        "    var data_117dd3cb05ed41dca85921399243cef1118 = [[\"M\", [1552.8500000000001, 0.0]], [\"L\", [1672.3, 0.0]], [\"L\", [1672.3, 903.0]], [\"L\", [1552.8500000000001, 903.0]], [\"Z\", [1552.8500000000001, 0.0]]];\n",
        "\n",
        "    \n",
        "    // This function constructs a mapped SVG path\n",
        "    // from an input data array\n",
        "    var construct_SVG_path = function(data, xmap, ymap){\n",
        "       var result = \"\";\n",
        "       for (var i=0;i<data.length;i++){\n",
        "          result += data[i][0];\n",
        "          if(data[i][0] == 'Z'){\n",
        "            continue;\n",
        "          }\n",
        "          for (var j=0;j<data[i][1].length;j++){\n",
        "            if(j % 2 == 0){\n",
        "               result += \" \" + xmap(data[i][1][j]);\n",
        "            }else{\n",
        "               result += \" \" + ymap(data[i][1][j]);\n",
        "            }\n",
        "          }\n",
        "          result += \" \";\n",
        "       }\n",
        "       return result;\n",
        "     };\n",
        "\n",
        "\n",
        "    axes_117dd3cb05ed41dca85921399243cef11.append(\"svg:path\")\n",
        "                   .attr(\"d\", construct_SVG_path(data_117dd3cb05ed41dca85921399243cef1118,\n",
        "                                                 x_data_map117dd3cb05ed41dca85921399243cef11,\n",
        "                                                 y_data_map117dd3cb05ed41dca85921399243cef11))\n",
        "                   .attr(\"vector-effect\", \"non-scaling-stroke\")\n",
        "                   .attr('class', 'patch117dd3cb05ed41dca85921399243cef1118');\n",
        "    \n",
        "\n",
        "    var data_117dd3cb05ed41dca85921399243cef1119 = [[\"M\", [1672.3000000000002, 0.0]], [\"L\", [1791.7500000000002, 0.0]], [\"L\", [1791.7500000000002, 1026.0]], [\"L\", [1672.3000000000002, 1026.0]], [\"Z\", [1672.3000000000002, 0.0]]];\n",
        "\n",
        "    \n",
        "    // This function constructs a mapped SVG path\n",
        "    // from an input data array\n",
        "    var construct_SVG_path = function(data, xmap, ymap){\n",
        "       var result = \"\";\n",
        "       for (var i=0;i<data.length;i++){\n",
        "          result += data[i][0];\n",
        "          if(data[i][0] == 'Z'){\n",
        "            continue;\n",
        "          }\n",
        "          for (var j=0;j<data[i][1].length;j++){\n",
        "            if(j % 2 == 0){\n",
        "               result += \" \" + xmap(data[i][1][j]);\n",
        "            }else{\n",
        "               result += \" \" + ymap(data[i][1][j]);\n",
        "            }\n",
        "          }\n",
        "          result += \" \";\n",
        "       }\n",
        "       return result;\n",
        "     };\n",
        "\n",
        "\n",
        "    axes_117dd3cb05ed41dca85921399243cef11.append(\"svg:path\")\n",
        "                   .attr(\"d\", construct_SVG_path(data_117dd3cb05ed41dca85921399243cef1119,\n",
        "                                                 x_data_map117dd3cb05ed41dca85921399243cef11,\n",
        "                                                 y_data_map117dd3cb05ed41dca85921399243cef11))\n",
        "                   .attr(\"vector-effect\", \"non-scaling-stroke\")\n",
        "                   .attr('class', 'patch117dd3cb05ed41dca85921399243cef1119');\n",
        "    \n",
        "\n",
        "    var data_117dd3cb05ed41dca85921399243cef1120 = [[\"M\", [1791.75, 0.0]], [\"L\", [1911.2, 0.0]], [\"L\", [1911.2, 943.0]], [\"L\", [1791.75, 943.0]], [\"Z\", [1791.75, 0.0]]];\n",
        "\n",
        "    \n",
        "    // This function constructs a mapped SVG path\n",
        "    // from an input data array\n",
        "    var construct_SVG_path = function(data, xmap, ymap){\n",
        "       var result = \"\";\n",
        "       for (var i=0;i<data.length;i++){\n",
        "          result += data[i][0];\n",
        "          if(data[i][0] == 'Z'){\n",
        "            continue;\n",
        "          }\n",
        "          for (var j=0;j<data[i][1].length;j++){\n",
        "            if(j % 2 == 0){\n",
        "               result += \" \" + xmap(data[i][1][j]);\n",
        "            }else{\n",
        "               result += \" \" + ymap(data[i][1][j]);\n",
        "            }\n",
        "          }\n",
        "          result += \" \";\n",
        "       }\n",
        "       return result;\n",
        "     };\n",
        "\n",
        "\n",
        "    axes_117dd3cb05ed41dca85921399243cef11.append(\"svg:path\")\n",
        "                   .attr(\"d\", construct_SVG_path(data_117dd3cb05ed41dca85921399243cef1120,\n",
        "                                                 x_data_map117dd3cb05ed41dca85921399243cef11,\n",
        "                                                 y_data_map117dd3cb05ed41dca85921399243cef11))\n",
        "                   .attr(\"vector-effect\", \"non-scaling-stroke\")\n",
        "                   .attr('class', 'patch117dd3cb05ed41dca85921399243cef1120');\n",
        "    \n",
        "\n",
        "    var data_117dd3cb05ed41dca85921399243cef1121 = [[\"M\", [1911.2000000000003, 0.0]], [\"L\", [2030.6500000000003, 0.0]], [\"L\", [2030.6500000000003, 1040.0]], [\"L\", [1911.2000000000003, 1040.0]], [\"Z\", [1911.2000000000003, 0.0]]];\n",
        "\n",
        "    \n",
        "    // This function constructs a mapped SVG path\n",
        "    // from an input data array\n",
        "    var construct_SVG_path = function(data, xmap, ymap){\n",
        "       var result = \"\";\n",
        "       for (var i=0;i<data.length;i++){\n",
        "          result += data[i][0];\n",
        "          if(data[i][0] == 'Z'){\n",
        "            continue;\n",
        "          }\n",
        "          for (var j=0;j<data[i][1].length;j++){\n",
        "            if(j % 2 == 0){\n",
        "               result += \" \" + xmap(data[i][1][j]);\n",
        "            }else{\n",
        "               result += \" \" + ymap(data[i][1][j]);\n",
        "            }\n",
        "          }\n",
        "          result += \" \";\n",
        "       }\n",
        "       return result;\n",
        "     };\n",
        "\n",
        "\n",
        "    axes_117dd3cb05ed41dca85921399243cef11.append(\"svg:path\")\n",
        "                   .attr(\"d\", construct_SVG_path(data_117dd3cb05ed41dca85921399243cef1121,\n",
        "                                                 x_data_map117dd3cb05ed41dca85921399243cef11,\n",
        "                                                 y_data_map117dd3cb05ed41dca85921399243cef11))\n",
        "                   .attr(\"vector-effect\", \"non-scaling-stroke\")\n",
        "                   .attr('class', 'patch117dd3cb05ed41dca85921399243cef1121');\n",
        "    \n",
        "\n",
        "    var data_117dd3cb05ed41dca85921399243cef1122 = [[\"M\", [2030.65, 0.0]], [\"L\", [2150.1, 0.0]], [\"L\", [2150.1, 985.0]], [\"L\", [2030.65, 985.0]], [\"Z\", [2030.65, 0.0]]];\n",
        "\n",
        "    \n",
        "    // This function constructs a mapped SVG path\n",
        "    // from an input data array\n",
        "    var construct_SVG_path = function(data, xmap, ymap){\n",
        "       var result = \"\";\n",
        "       for (var i=0;i<data.length;i++){\n",
        "          result += data[i][0];\n",
        "          if(data[i][0] == 'Z'){\n",
        "            continue;\n",
        "          }\n",
        "          for (var j=0;j<data[i][1].length;j++){\n",
        "            if(j % 2 == 0){\n",
        "               result += \" \" + xmap(data[i][1][j]);\n",
        "            }else{\n",
        "               result += \" \" + ymap(data[i][1][j]);\n",
        "            }\n",
        "          }\n",
        "          result += \" \";\n",
        "       }\n",
        "       return result;\n",
        "     };\n",
        "\n",
        "\n",
        "    axes_117dd3cb05ed41dca85921399243cef11.append(\"svg:path\")\n",
        "                   .attr(\"d\", construct_SVG_path(data_117dd3cb05ed41dca85921399243cef1122,\n",
        "                                                 x_data_map117dd3cb05ed41dca85921399243cef11,\n",
        "                                                 y_data_map117dd3cb05ed41dca85921399243cef11))\n",
        "                   .attr(\"vector-effect\", \"non-scaling-stroke\")\n",
        "                   .attr('class', 'patch117dd3cb05ed41dca85921399243cef1122');\n",
        "    \n",
        "\n",
        "    var data_117dd3cb05ed41dca85921399243cef1123 = [[\"M\", [2150.0999999999995, 0.0]], [\"L\", [2269.5499999999997, 0.0]], [\"L\", [2269.5499999999997, 1068.0]], [\"L\", [2150.0999999999995, 1068.0]], [\"Z\", [2150.0999999999995, 0.0]]];\n",
        "\n",
        "    \n",
        "    // This function constructs a mapped SVG path\n",
        "    // from an input data array\n",
        "    var construct_SVG_path = function(data, xmap, ymap){\n",
        "       var result = \"\";\n",
        "       for (var i=0;i<data.length;i++){\n",
        "          result += data[i][0];\n",
        "          if(data[i][0] == 'Z'){\n",
        "            continue;\n",
        "          }\n",
        "          for (var j=0;j<data[i][1].length;j++){\n",
        "            if(j % 2 == 0){\n",
        "               result += \" \" + xmap(data[i][1][j]);\n",
        "            }else{\n",
        "               result += \" \" + ymap(data[i][1][j]);\n",
        "            }\n",
        "          }\n",
        "          result += \" \";\n",
        "       }\n",
        "       return result;\n",
        "     };\n",
        "\n",
        "\n",
        "    axes_117dd3cb05ed41dca85921399243cef11.append(\"svg:path\")\n",
        "                   .attr(\"d\", construct_SVG_path(data_117dd3cb05ed41dca85921399243cef1123,\n",
        "                                                 x_data_map117dd3cb05ed41dca85921399243cef11,\n",
        "                                                 y_data_map117dd3cb05ed41dca85921399243cef11))\n",
        "                   .attr(\"vector-effect\", \"non-scaling-stroke\")\n",
        "                   .attr('class', 'patch117dd3cb05ed41dca85921399243cef1123');\n",
        "    \n",
        "\n",
        "    var data_117dd3cb05ed41dca85921399243cef1124 = [[\"M\", [2269.55, 0.0]], [\"L\", [2389.0, 0.0]], [\"L\", [2389.0, 992.0]], [\"L\", [2269.55, 992.0]], [\"Z\", [2269.55, 0.0]]];\n",
        "\n",
        "    \n",
        "    // This function constructs a mapped SVG path\n",
        "    // from an input data array\n",
        "    var construct_SVG_path = function(data, xmap, ymap){\n",
        "       var result = \"\";\n",
        "       for (var i=0;i<data.length;i++){\n",
        "          result += data[i][0];\n",
        "          if(data[i][0] == 'Z'){\n",
        "            continue;\n",
        "          }\n",
        "          for (var j=0;j<data[i][1].length;j++){\n",
        "            if(j % 2 == 0){\n",
        "               result += \" \" + xmap(data[i][1][j]);\n",
        "            }else{\n",
        "               result += \" \" + ymap(data[i][1][j]);\n",
        "            }\n",
        "          }\n",
        "          result += \" \";\n",
        "       }\n",
        "       return result;\n",
        "     };\n",
        "\n",
        "\n",
        "    axes_117dd3cb05ed41dca85921399243cef11.append(\"svg:path\")\n",
        "                   .attr(\"d\", construct_SVG_path(data_117dd3cb05ed41dca85921399243cef1124,\n",
        "                                                 x_data_map117dd3cb05ed41dca85921399243cef11,\n",
        "                                                 y_data_map117dd3cb05ed41dca85921399243cef11))\n",
        "                   .attr(\"vector-effect\", \"non-scaling-stroke\")\n",
        "                   .attr('class', 'patch117dd3cb05ed41dca85921399243cef1124');\n",
        "    \n",
        "\n",
        "    function zoomed117dd3cb05ed41dca85921399243cef11() {\n",
        "        //console.log(d3.event);  // for some reason this is sometimes null\n",
        "        //console.log(zoom117dd3cb05ed41dca85921399243cef11.translate());\n",
        "        //console.log(zoom117dd3cb05ed41dca85921399243cef11.scale());\n",
        "\n",
        "        baseaxes_117dd3cb05ed41dca85921399243cef11.select(\".x.axis\").call(xAxis_117dd3cb05ed41dca85921399243cef11);\n",
        "        baseaxes_117dd3cb05ed41dca85921399243cef11.select(\".y.axis\").call(yAxis_117dd3cb05ed41dca85921399243cef11);\n",
        "\n",
        "        \n",
        "\n",
        "\n",
        "\n",
        "\n",
        "        axes_117dd3cb05ed41dca85921399243cef11.select(\".patch117dd3cb05ed41dca85921399243cef115\")\n",
        "              .attr(\"d\", construct_SVG_path(data_117dd3cb05ed41dca85921399243cef115,\n",
        "                                            x_data_map117dd3cb05ed41dca85921399243cef11,\n",
        "                                            y_data_map117dd3cb05ed41dca85921399243cef11))\n",
        "    \n",
        "\n",
        "        axes_117dd3cb05ed41dca85921399243cef11.select(\".patch117dd3cb05ed41dca85921399243cef116\")\n",
        "              .attr(\"d\", construct_SVG_path(data_117dd3cb05ed41dca85921399243cef116,\n",
        "                                            x_data_map117dd3cb05ed41dca85921399243cef11,\n",
        "                                            y_data_map117dd3cb05ed41dca85921399243cef11))\n",
        "    \n",
        "\n",
        "        axes_117dd3cb05ed41dca85921399243cef11.select(\".patch117dd3cb05ed41dca85921399243cef117\")\n",
        "              .attr(\"d\", construct_SVG_path(data_117dd3cb05ed41dca85921399243cef117,\n",
        "                                            x_data_map117dd3cb05ed41dca85921399243cef11,\n",
        "                                            y_data_map117dd3cb05ed41dca85921399243cef11))\n",
        "    \n",
        "\n",
        "        axes_117dd3cb05ed41dca85921399243cef11.select(\".patch117dd3cb05ed41dca85921399243cef118\")\n",
        "              .attr(\"d\", construct_SVG_path(data_117dd3cb05ed41dca85921399243cef118,\n",
        "                                            x_data_map117dd3cb05ed41dca85921399243cef11,\n",
        "                                            y_data_map117dd3cb05ed41dca85921399243cef11))\n",
        "    \n",
        "\n",
        "        axes_117dd3cb05ed41dca85921399243cef11.select(\".patch117dd3cb05ed41dca85921399243cef119\")\n",
        "              .attr(\"d\", construct_SVG_path(data_117dd3cb05ed41dca85921399243cef119,\n",
        "                                            x_data_map117dd3cb05ed41dca85921399243cef11,\n",
        "                                            y_data_map117dd3cb05ed41dca85921399243cef11))\n",
        "    \n",
        "\n",
        "        axes_117dd3cb05ed41dca85921399243cef11.select(\".patch117dd3cb05ed41dca85921399243cef1110\")\n",
        "              .attr(\"d\", construct_SVG_path(data_117dd3cb05ed41dca85921399243cef1110,\n",
        "                                            x_data_map117dd3cb05ed41dca85921399243cef11,\n",
        "                                            y_data_map117dd3cb05ed41dca85921399243cef11))\n",
        "    \n",
        "\n",
        "        axes_117dd3cb05ed41dca85921399243cef11.select(\".patch117dd3cb05ed41dca85921399243cef1111\")\n",
        "              .attr(\"d\", construct_SVG_path(data_117dd3cb05ed41dca85921399243cef1111,\n",
        "                                            x_data_map117dd3cb05ed41dca85921399243cef11,\n",
        "                                            y_data_map117dd3cb05ed41dca85921399243cef11))\n",
        "    \n",
        "\n",
        "        axes_117dd3cb05ed41dca85921399243cef11.select(\".patch117dd3cb05ed41dca85921399243cef1112\")\n",
        "              .attr(\"d\", construct_SVG_path(data_117dd3cb05ed41dca85921399243cef1112,\n",
        "                                            x_data_map117dd3cb05ed41dca85921399243cef11,\n",
        "                                            y_data_map117dd3cb05ed41dca85921399243cef11))\n",
        "    \n",
        "\n",
        "        axes_117dd3cb05ed41dca85921399243cef11.select(\".patch117dd3cb05ed41dca85921399243cef1113\")\n",
        "              .attr(\"d\", construct_SVG_path(data_117dd3cb05ed41dca85921399243cef1113,\n",
        "                                            x_data_map117dd3cb05ed41dca85921399243cef11,\n",
        "                                            y_data_map117dd3cb05ed41dca85921399243cef11))\n",
        "    \n",
        "\n",
        "        axes_117dd3cb05ed41dca85921399243cef11.select(\".patch117dd3cb05ed41dca85921399243cef1114\")\n",
        "              .attr(\"d\", construct_SVG_path(data_117dd3cb05ed41dca85921399243cef1114,\n",
        "                                            x_data_map117dd3cb05ed41dca85921399243cef11,\n",
        "                                            y_data_map117dd3cb05ed41dca85921399243cef11))\n",
        "    \n",
        "\n",
        "        axes_117dd3cb05ed41dca85921399243cef11.select(\".patch117dd3cb05ed41dca85921399243cef1115\")\n",
        "              .attr(\"d\", construct_SVG_path(data_117dd3cb05ed41dca85921399243cef1115,\n",
        "                                            x_data_map117dd3cb05ed41dca85921399243cef11,\n",
        "                                            y_data_map117dd3cb05ed41dca85921399243cef11))\n",
        "    \n",
        "\n",
        "        axes_117dd3cb05ed41dca85921399243cef11.select(\".patch117dd3cb05ed41dca85921399243cef1116\")\n",
        "              .attr(\"d\", construct_SVG_path(data_117dd3cb05ed41dca85921399243cef1116,\n",
        "                                            x_data_map117dd3cb05ed41dca85921399243cef11,\n",
        "                                            y_data_map117dd3cb05ed41dca85921399243cef11))\n",
        "    \n",
        "\n",
        "        axes_117dd3cb05ed41dca85921399243cef11.select(\".patch117dd3cb05ed41dca85921399243cef1117\")\n",
        "              .attr(\"d\", construct_SVG_path(data_117dd3cb05ed41dca85921399243cef1117,\n",
        "                                            x_data_map117dd3cb05ed41dca85921399243cef11,\n",
        "                                            y_data_map117dd3cb05ed41dca85921399243cef11))\n",
        "    \n",
        "\n",
        "        axes_117dd3cb05ed41dca85921399243cef11.select(\".patch117dd3cb05ed41dca85921399243cef1118\")\n",
        "              .attr(\"d\", construct_SVG_path(data_117dd3cb05ed41dca85921399243cef1118,\n",
        "                                            x_data_map117dd3cb05ed41dca85921399243cef11,\n",
        "                                            y_data_map117dd3cb05ed41dca85921399243cef11))\n",
        "    \n",
        "\n",
        "        axes_117dd3cb05ed41dca85921399243cef11.select(\".patch117dd3cb05ed41dca85921399243cef1119\")\n",
        "              .attr(\"d\", construct_SVG_path(data_117dd3cb05ed41dca85921399243cef1119,\n",
        "                                            x_data_map117dd3cb05ed41dca85921399243cef11,\n",
        "                                            y_data_map117dd3cb05ed41dca85921399243cef11))\n",
        "    \n",
        "\n",
        "        axes_117dd3cb05ed41dca85921399243cef11.select(\".patch117dd3cb05ed41dca85921399243cef1120\")\n",
        "              .attr(\"d\", construct_SVG_path(data_117dd3cb05ed41dca85921399243cef1120,\n",
        "                                            x_data_map117dd3cb05ed41dca85921399243cef11,\n",
        "                                            y_data_map117dd3cb05ed41dca85921399243cef11))\n",
        "    \n",
        "\n",
        "        axes_117dd3cb05ed41dca85921399243cef11.select(\".patch117dd3cb05ed41dca85921399243cef1121\")\n",
        "              .attr(\"d\", construct_SVG_path(data_117dd3cb05ed41dca85921399243cef1121,\n",
        "                                            x_data_map117dd3cb05ed41dca85921399243cef11,\n",
        "                                            y_data_map117dd3cb05ed41dca85921399243cef11))\n",
        "    \n",
        "\n",
        "        axes_117dd3cb05ed41dca85921399243cef11.select(\".patch117dd3cb05ed41dca85921399243cef1122\")\n",
        "              .attr(\"d\", construct_SVG_path(data_117dd3cb05ed41dca85921399243cef1122,\n",
        "                                            x_data_map117dd3cb05ed41dca85921399243cef11,\n",
        "                                            y_data_map117dd3cb05ed41dca85921399243cef11))\n",
        "    \n",
        "\n",
        "        axes_117dd3cb05ed41dca85921399243cef11.select(\".patch117dd3cb05ed41dca85921399243cef1123\")\n",
        "              .attr(\"d\", construct_SVG_path(data_117dd3cb05ed41dca85921399243cef1123,\n",
        "                                            x_data_map117dd3cb05ed41dca85921399243cef11,\n",
        "                                            y_data_map117dd3cb05ed41dca85921399243cef11))\n",
        "    \n",
        "\n",
        "        axes_117dd3cb05ed41dca85921399243cef11.select(\".patch117dd3cb05ed41dca85921399243cef1124\")\n",
        "              .attr(\"d\", construct_SVG_path(data_117dd3cb05ed41dca85921399243cef1124,\n",
        "                                            x_data_map117dd3cb05ed41dca85921399243cef11,\n",
        "                                            y_data_map117dd3cb05ed41dca85921399243cef11))\n",
        "    \n",
        "    }\n",
        "\n",
        "    function reset117dd3cb05ed41dca85921399243cef11() {\n",
        "      d3.transition().duration(750).tween(\"zoom\", function() {\n",
        "        var ix = d3.interpolate(x_117dd3cb05ed41dca85921399243cef11.domain(), xdomain117dd3cb05ed41dca85921399243cef11),\n",
        "            iy = d3.interpolate(y_117dd3cb05ed41dca85921399243cef11.domain(), ydomain117dd3cb05ed41dca85921399243cef11);\n",
        "        return function(t) {\n",
        "          zoom117dd3cb05ed41dca85921399243cef11.x(x_117dd3cb05ed41dca85921399243cef11.domain(ix(t))).y(y_117dd3cb05ed41dca85921399243cef11.domain(iy(t)));\n",
        "          zoomed117dd3cb05ed41dca85921399243cef11();\n",
        "        };\n",
        "      });\n",
        "    }\n",
        "\n",
        "    d3.select(\"#reset117dd3cb05ed41dca85921399243cef1\").on(\"click\", reset117dd3cb05ed41dca85921399243cef11);\n",
        "    \n",
        "\n",
        "    }\n",
        "\n",
        "    // set a timeout of 0 to allow d3.js to load\n",
        "    setTimeout(function(){ func117dd3cb05ed41dca85921399243cef1(d3.select('#figure117dd3cb05ed41dca85921399243cef1')) }, 0)\n",
        "    </script>\n",
        "    "
       ],
       "metadata": {},
       "output_type": "display_data",
       "png": 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R4wAAUIgYBwCAQsQ4AAAUIsYBAKAQMQ4AAIWIcQAAKESMAwBAIWIcAAAKEeMAAFCIGAcA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\n/wfeD8wLna6smwAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x13123c290>"
       ]
      }
     ],
     "prompt_number": 27
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "This says that per minute of the game, we have roughly only 200 data points."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "300/60"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 38,
       "text": [
        "5"
       ]
      }
     ],
     "prompt_number": 38
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [],
     "language": "python",
     "metadata": {},
     "outputs": []
    }
   ],
   "metadata": {}
  }
 ]
}