{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'1.0.3'"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.__version__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "film_scripts = pd.read_csv('pudding_public_scripts.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# help(pd.read_csv)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pandas.core.frame.DataFrame"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(film_scripts)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>imdb_id</th>\n",
       "      <th>script_id</th>\n",
       "      <th>title</th>\n",
       "      <th>year</th>\n",
       "      <th>gross (inflation-adjusted)</th>\n",
       "      <th>link</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>tt0019777</td>\n",
       "      <td>4031</td>\n",
       "      <td>The Cocoanuts</td>\n",
       "      <td>1929</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.pages.drexel.edu/~ina22/splaylib/Sc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>tt0021884</td>\n",
       "      <td>8521</td>\n",
       "      <td>Frankenstein</td>\n",
       "      <td>1931</td>\n",
       "      <td>298.0</td>\n",
       "      <td>Frankenstein (Florey &amp; Fort) [1931-5-23] [Scan...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>tt0022054</td>\n",
       "      <td>1086</td>\n",
       "      <td>The Last Flight</td>\n",
       "      <td>1931</td>\n",
       "      <td>NaN</td>\n",
       "      <td>film_20100519/all_imsdb_05_19_10/Last-Flight,-...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>tt0022626</td>\n",
       "      <td>1631</td>\n",
       "      <td>American Madness</td>\n",
       "      <td>1932</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imsdb.com/Movie Scripts/American Ma...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>tt0022958</td>\n",
       "      <td>2438</td>\n",
       "      <td>Grand Hotel</td>\n",
       "      <td>1932</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imsdb.com/Movie Scripts/Grand Hotel...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995</th>\n",
       "      <td>tt3733778</td>\n",
       "      <td>8533</td>\n",
       "      <td>Pay the Ghost</td>\n",
       "      <td>2015</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Pay The Ghost (Dan Kay, 9-1-09).pdf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1996</th>\n",
       "      <td>tt3808342</td>\n",
       "      <td>5499</td>\n",
       "      <td>Son of Saul</td>\n",
       "      <td>2015</td>\n",
       "      <td>0.0</td>\n",
       "      <td>http://gointothestory.blcklst.com/wp-content/u...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1997</th>\n",
       "      <td>tt3850214</td>\n",
       "      <td>8056</td>\n",
       "      <td>Dope</td>\n",
       "      <td>2015</td>\n",
       "      <td>18.0</td>\n",
       "      <td>Dope (2013.10.31) [Digital].pdf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1998</th>\n",
       "      <td>tt3859076</td>\n",
       "      <td>5507</td>\n",
       "      <td>Truth</td>\n",
       "      <td>2015</td>\n",
       "      <td>2.0</td>\n",
       "      <td>http://gointothestory.blcklst.com/wp-content/u...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1999</th>\n",
       "      <td>tt4270516</td>\n",
       "      <td>5410</td>\n",
       "      <td>Grandma</td>\n",
       "      <td>2015</td>\n",
       "      <td>7.0</td>\n",
       "      <td>http://gointothestory.blcklst.com/wp-content/u...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2000 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        imdb_id  script_id             title  year  \\\n",
       "0     tt0019777       4031     The Cocoanuts  1929   \n",
       "1     tt0021884       8521      Frankenstein  1931   \n",
       "2     tt0022054       1086   The Last Flight  1931   \n",
       "3     tt0022626       1631  American Madness  1932   \n",
       "4     tt0022958       2438       Grand Hotel  1932   \n",
       "...         ...        ...               ...   ...   \n",
       "1995  tt3733778       8533     Pay the Ghost  2015   \n",
       "1996  tt3808342       5499       Son of Saul  2015   \n",
       "1997  tt3850214       8056              Dope  2015   \n",
       "1998  tt3859076       5507             Truth  2015   \n",
       "1999  tt4270516       5410           Grandma  2015   \n",
       "\n",
       "      gross (inflation-adjusted)  \\\n",
       "0                            NaN   \n",
       "1                          298.0   \n",
       "2                            NaN   \n",
       "3                            NaN   \n",
       "4                            NaN   \n",
       "...                          ...   \n",
       "1995                         NaN   \n",
       "1996                         0.0   \n",
       "1997                        18.0   \n",
       "1998                         2.0   \n",
       "1999                         7.0   \n",
       "\n",
       "                                                   link  \n",
       "0     http://www.pages.drexel.edu/~ina22/splaylib/Sc...  \n",
       "1     Frankenstein (Florey & Fort) [1931-5-23] [Scan...  \n",
       "2     film_20100519/all_imsdb_05_19_10/Last-Flight,-...  \n",
       "3     http://www.imsdb.com/Movie Scripts/American Ma...  \n",
       "4     http://www.imsdb.com/Movie Scripts/Grand Hotel...  \n",
       "...                                                 ...  \n",
       "1995                Pay The Ghost (Dan Kay, 9-1-09).pdf  \n",
       "1996  http://gointothestory.blcklst.com/wp-content/u...  \n",
       "1997                    Dope (2013.10.31) [Digital].pdf  \n",
       "1998  http://gointothestory.blcklst.com/wp-content/u...  \n",
       "1999  http://gointothestory.blcklst.com/wp-content/u...  \n",
       "\n",
       "[2000 rows x 6 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "film_scripts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>imdb_id</th>\n",
       "      <th>script_id</th>\n",
       "      <th>title</th>\n",
       "      <th>year</th>\n",
       "      <th>gross (inflation-adjusted)</th>\n",
       "      <th>link</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>tt0019777</td>\n",
       "      <td>4031</td>\n",
       "      <td>The Cocoanuts</td>\n",
       "      <td>1929</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.pages.drexel.edu/~ina22/splaylib/Sc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>tt0021884</td>\n",
       "      <td>8521</td>\n",
       "      <td>Frankenstein</td>\n",
       "      <td>1931</td>\n",
       "      <td>298.0</td>\n",
       "      <td>Frankenstein (Florey &amp; Fort) [1931-5-23] [Scan...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>tt0022054</td>\n",
       "      <td>1086</td>\n",
       "      <td>The Last Flight</td>\n",
       "      <td>1931</td>\n",
       "      <td>NaN</td>\n",
       "      <td>film_20100519/all_imsdb_05_19_10/Last-Flight,-...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>tt0022626</td>\n",
       "      <td>1631</td>\n",
       "      <td>American Madness</td>\n",
       "      <td>1932</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imsdb.com/Movie Scripts/American Ma...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>tt0022958</td>\n",
       "      <td>2438</td>\n",
       "      <td>Grand Hotel</td>\n",
       "      <td>1932</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imsdb.com/Movie Scripts/Grand Hotel...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     imdb_id  script_id             title  year  gross (inflation-adjusted)  \\\n",
       "0  tt0019777       4031     The Cocoanuts  1929                         NaN   \n",
       "1  tt0021884       8521      Frankenstein  1931                       298.0   \n",
       "2  tt0022054       1086   The Last Flight  1931                         NaN   \n",
       "3  tt0022626       1631  American Madness  1932                         NaN   \n",
       "4  tt0022958       2438       Grand Hotel  1932                         NaN   \n",
       "\n",
       "                                                link  \n",
       "0  http://www.pages.drexel.edu/~ina22/splaylib/Sc...  \n",
       "1  Frankenstein (Florey & Fort) [1931-5-23] [Scan...  \n",
       "2  film_20100519/all_imsdb_05_19_10/Last-Flight,-...  \n",
       "3  http://www.imsdb.com/Movie Scripts/American Ma...  \n",
       "4  http://www.imsdb.com/Movie Scripts/Grand Hotel...  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "film_scripts.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .dataframe tbody tr th:only-of-type {\n",
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       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>imdb_id</th>\n",
       "      <th>script_id</th>\n",
       "      <th>title</th>\n",
       "      <th>year</th>\n",
       "      <th>gross (inflation-adjusted)</th>\n",
       "      <th>link</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>716</th>\n",
       "      <td>tt0118604</td>\n",
       "      <td>3838</td>\n",
       "      <td>An American Werewolf in Paris</td>\n",
       "      <td>1997</td>\n",
       "      <td>50.0</td>\n",
       "      <td>http://www.dailyscript.com/scripts/American+We...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1605</th>\n",
       "      <td>tt1190080</td>\n",
       "      <td>1509</td>\n",
       "      <td>2012</td>\n",
       "      <td>2009</td>\n",
       "      <td>192.0</td>\n",
       "      <td>http://www.imsdb.com/Movie Scripts/2012 Script...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1730</th>\n",
       "      <td>tt1477855</td>\n",
       "      <td>5416</td>\n",
       "      <td>Hyde Park on Hudson</td>\n",
       "      <td>2012</td>\n",
       "      <td>6.0</td>\n",
       "      <td>http://gointothestory.blcklst.com/wp-content/u...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1261</th>\n",
       "      <td>tt0405296</td>\n",
       "      <td>6822</td>\n",
       "      <td>A Scanner Darkly</td>\n",
       "      <td>2006</td>\n",
       "      <td>7.0</td>\n",
       "      <td>A Scanner Darkly [kaufman].pdf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>tt0046534</td>\n",
       "      <td>5197</td>\n",
       "      <td>The War of the Worlds</td>\n",
       "      <td>1953</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.scifiscripts.com/scripts/WARWORLDS.txt</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        imdb_id  script_id                          title  year  \\\n",
       "716   tt0118604       3838  An American Werewolf in Paris  1997   \n",
       "1605  tt1190080       1509                           2012  2009   \n",
       "1730  tt1477855       5416            Hyde Park on Hudson  2012   \n",
       "1261  tt0405296       6822               A Scanner Darkly  2006   \n",
       "45    tt0046534       5197          The War of the Worlds  1953   \n",
       "\n",
       "      gross (inflation-adjusted)  \\\n",
       "716                         50.0   \n",
       "1605                       192.0   \n",
       "1730                         6.0   \n",
       "1261                         7.0   \n",
       "45                           NaN   \n",
       "\n",
       "                                                   link  \n",
       "716   http://www.dailyscript.com/scripts/American+We...  \n",
       "1605  http://www.imsdb.com/Movie Scripts/2012 Script...  \n",
       "1730  http://gointothestory.blcklst.com/wp-content/u...  \n",
       "1261                     A Scanner Darkly [kaufman].pdf  \n",
       "45    http://www.scifiscripts.com/scripts/WARWORLDS.txt  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "film_scripts.sample(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2000, 6)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "film_scripts.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "imdb_id                        object\n",
       "script_id                       int64\n",
       "title                          object\n",
       "year                            int64\n",
       "gross (inflation-adjusted)    float64\n",
       "link                           object\n",
       "dtype: object"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "film_scripts.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0       http://www.pages.drexel.edu/~ina22/splaylib/Sc...\n",
       "1       Frankenstein (Florey & Fort) [1931-5-23] [Scan...\n",
       "2       film_20100519/all_imsdb_05_19_10/Last-Flight,-...\n",
       "3       http://www.imsdb.com/Movie Scripts/American Ma...\n",
       "4       http://www.imsdb.com/Movie Scripts/Grand Hotel...\n",
       "                              ...                        \n",
       "1995                  Pay The Ghost (Dan Kay, 9-1-09).pdf\n",
       "1996    http://gointothestory.blcklst.com/wp-content/u...\n",
       "1997                      Dope (2013.10.31) [Digital].pdf\n",
       "1998    http://gointothestory.blcklst.com/wp-content/u...\n",
       "1999    http://gointothestory.blcklst.com/wp-content/u...\n",
       "Name: link, Length: 2000, dtype: object"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "film_scripts['link'] # same as film_scripts.link"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>link</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>http://www.pages.drexel.edu/~ina22/splaylib/Sc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Frankenstein (Florey &amp; Fort) [1931-5-23] [Scan...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>film_20100519/all_imsdb_05_19_10/Last-Flight,-...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>http://www.imsdb.com/Movie Scripts/American Ma...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>http://www.imsdb.com/Movie Scripts/Grand Hotel...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995</th>\n",
       "      <td>Pay The Ghost (Dan Kay, 9-1-09).pdf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1996</th>\n",
       "      <td>http://gointothestory.blcklst.com/wp-content/u...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1997</th>\n",
       "      <td>Dope (2013.10.31) [Digital].pdf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1998</th>\n",
       "      <td>http://gointothestory.blcklst.com/wp-content/u...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1999</th>\n",
       "      <td>http://gointothestory.blcklst.com/wp-content/u...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2000 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                   link\n",
       "0     http://www.pages.drexel.edu/~ina22/splaylib/Sc...\n",
       "1     Frankenstein (Florey & Fort) [1931-5-23] [Scan...\n",
       "2     film_20100519/all_imsdb_05_19_10/Last-Flight,-...\n",
       "3     http://www.imsdb.com/Movie Scripts/American Ma...\n",
       "4     http://www.imsdb.com/Movie Scripts/Grand Hotel...\n",
       "...                                                 ...\n",
       "1995                Pay The Ghost (Dan Kay, 9-1-09).pdf\n",
       "1996  http://gointothestory.blcklst.com/wp-content/u...\n",
       "1997                    Dope (2013.10.31) [Digital].pdf\n",
       "1998  http://gointothestory.blcklst.com/wp-content/u...\n",
       "1999  http://gointothestory.blcklst.com/wp-content/u...\n",
       "\n",
       "[2000 rows x 1 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "film_scripts[['link']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>imdb_id</th>\n",
       "      <th>script_id</th>\n",
       "      <th>title</th>\n",
       "      <th>year</th>\n",
       "      <th>gross (inflation-adjusted)</th>\n",
       "      <th>link</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>tt0019777</td>\n",
       "      <td>4031</td>\n",
       "      <td>The Cocoanuts</td>\n",
       "      <td>1929</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.pages.drexel.edu/~ina22/splaylib/Sc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>tt0021884</td>\n",
       "      <td>8521</td>\n",
       "      <td>Frankenstein</td>\n",
       "      <td>1931</td>\n",
       "      <td>298.0</td>\n",
       "      <td>Frankenstein (Florey &amp; Fort) [1931-5-23] [Scan...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>tt0022054</td>\n",
       "      <td>1086</td>\n",
       "      <td>The Last Flight</td>\n",
       "      <td>1931</td>\n",
       "      <td>NaN</td>\n",
       "      <td>film_20100519/all_imsdb_05_19_10/Last-Flight,-...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>tt0022626</td>\n",
       "      <td>1631</td>\n",
       "      <td>American Madness</td>\n",
       "      <td>1932</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imsdb.com/Movie Scripts/American Ma...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>tt0022958</td>\n",
       "      <td>2438</td>\n",
       "      <td>Grand Hotel</td>\n",
       "      <td>1932</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imsdb.com/Movie Scripts/Grand Hotel...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     imdb_id  script_id             title  year  gross (inflation-adjusted)  \\\n",
       "0  tt0019777       4031     The Cocoanuts  1929                         NaN   \n",
       "1  tt0021884       8521      Frankenstein  1931                       298.0   \n",
       "2  tt0022054       1086   The Last Flight  1931                         NaN   \n",
       "3  tt0022626       1631  American Madness  1932                         NaN   \n",
       "4  tt0022958       2438       Grand Hotel  1932                         NaN   \n",
       "\n",
       "                                                link  \n",
       "0  http://www.pages.drexel.edu/~ina22/splaylib/Sc...  \n",
       "1  Frankenstein (Florey & Fort) [1931-5-23] [Scan...  \n",
       "2  film_20100519/all_imsdb_05_19_10/Last-Flight,-...  \n",
       "3  http://www.imsdb.com/Movie Scripts/American Ma...  \n",
       "4  http://www.imsdb.com/Movie Scripts/Grand Hotel...  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "film_scripts[0:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>link</th>\n",
       "      <th>title</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>http://www.pages.drexel.edu/~ina22/splaylib/Sc...</td>\n",
       "      <td>The Cocoanuts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Frankenstein (Florey &amp; Fort) [1931-5-23] [Scan...</td>\n",
       "      <td>Frankenstein</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>film_20100519/all_imsdb_05_19_10/Last-Flight,-...</td>\n",
       "      <td>The Last Flight</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>http://www.imsdb.com/Movie Scripts/American Ma...</td>\n",
       "      <td>American Madness</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>http://www.imsdb.com/Movie Scripts/Grand Hotel...</td>\n",
       "      <td>Grand Hotel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995</th>\n",
       "      <td>Pay The Ghost (Dan Kay, 9-1-09).pdf</td>\n",
       "      <td>Pay the Ghost</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1996</th>\n",
       "      <td>http://gointothestory.blcklst.com/wp-content/u...</td>\n",
       "      <td>Son of Saul</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1997</th>\n",
       "      <td>Dope (2013.10.31) [Digital].pdf</td>\n",
       "      <td>Dope</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1998</th>\n",
       "      <td>http://gointothestory.blcklst.com/wp-content/u...</td>\n",
       "      <td>Truth</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1999</th>\n",
       "      <td>http://gointothestory.blcklst.com/wp-content/u...</td>\n",
       "      <td>Grandma</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2000 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                   link             title\n",
       "0     http://www.pages.drexel.edu/~ina22/splaylib/Sc...     The Cocoanuts\n",
       "1     Frankenstein (Florey & Fort) [1931-5-23] [Scan...      Frankenstein\n",
       "2     film_20100519/all_imsdb_05_19_10/Last-Flight,-...   The Last Flight\n",
       "3     http://www.imsdb.com/Movie Scripts/American Ma...  American Madness\n",
       "4     http://www.imsdb.com/Movie Scripts/Grand Hotel...       Grand Hotel\n",
       "...                                                 ...               ...\n",
       "1995                Pay The Ghost (Dan Kay, 9-1-09).pdf     Pay the Ghost\n",
       "1996  http://gointothestory.blcklst.com/wp-content/u...       Son of Saul\n",
       "1997                    Dope (2013.10.31) [Digital].pdf              Dope\n",
       "1998  http://gointothestory.blcklst.com/wp-content/u...             Truth\n",
       "1999  http://gointothestory.blcklst.com/wp-content/u...           Grandma\n",
       "\n",
       "[2000 rows x 2 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "film_scripts[['link', 'title']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.series.Series'>\n",
      "<class 'pandas.core.frame.DataFrame'>\n"
     ]
    }
   ],
   "source": [
    "print(type(film_scripts['link']))\n",
    "print(type(film_scripts[['link']]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['http://www.pages.drexel.edu/~ina22/splaylib/Screenplay-Cocoanuts,_The.pdf',\n",
       " 'Frankenstein (Florey & Fort) [1931-5-23] [Scan].pdf',\n",
       " 'film_20100519/all_imsdb_05_19_10/Last-Flight,-The.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/American Madness Script.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Grand Hotel Script.html',\n",
       " 'http://www.aellea.com/emruf3/tip.html',\n",
       " 'http://www.aellea.com/scripts/WHAT.pdf',\n",
       " 'film_20100519/all_imsdb_05_19_10/Duck-Soup.html',\n",
       " 'King Kong - 1933 Orig. (Includes End Notes) (Digital).pdf',\n",
       " 'http://www.aellea.com/script/qWAX.htm',\n",
       " 'http://www.dailyscript.com/scripts/thethinman.html',\n",
       " 'http://www.aellea.com/emruf3/tm.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Mr Deeds Goes to Town Script.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Lost Horizon Script.html',\n",
       " 'http://www.dailyscript.com/scripts/Mr%20Smith%20Goes%20To%20Washington.txt',\n",
       " 'http://www.dailyscript.com/scripts/Ninotchka.txt',\n",
       " 'film_20100519/all_imsdb_05_19_10/Wizard-of-Oz,-The.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Grapes of Wrath, The Script.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/His-Girl-Friday.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Citizen-Kane.html',\n",
       " 'Dr. Jekyll and Mr. Hyde (John Lee Mahin) (Shooting Script - 1941).pdf',\n",
       " 'http://www.imsdb.com/Movie Scripts/Meet John Doe Script.html',\n",
       " \"Sullivan's Travels.pdf\",\n",
       " 'film_20100519/all_imsdb_05_19_10/Kate-&-Leopold.html',\n",
       " 'http://www.dailyscript.com/scripts/i-walked_with_a_zombie.html',\n",
       " 'http://www.dailyscript.com/scripts/theleopardman.htm',\n",
       " 'http://www.dailyscript.com/scripts/SeventhVictim.htm',\n",
       " 'http://www.dailyscript.com/scripts/cursecat.htm',\n",
       " 'film_20100519/all_imsdb_05_19_10/Double-Indemnity.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Tall-in-the-Saddle.html',\n",
       " 'http://www.dailyscript.com/scripts/TheBodySnatcher.htm',\n",
       " 'http://www.dailyscript.com/scripts/isleofthedead.htm',\n",
       " 'Lost Weekend (1945).pdf',\n",
       " 'http://www.aellea.com/script/itsawonderfullife.txt',\n",
       " 'http://www.dailyscript.com/scripts/call_northside_777-1.pdf',\n",
       " 'Lady From Shanghai (Orson Welles) (Final Draft - 8-17-1946).pdf',\n",
       " 'http://www.imsdb.com/Movie Scripts/Mr Blandings Builds His Dream House Script.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Station-West.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Roughshod.html',\n",
       " 'She Wore a Yellow Ribbon - 1948-10-16 - Shooting script.pdf',\n",
       " 'https://www.dropbox.com/sh/jpxh25l44yke4np/AAAPTEZGOIBNJa5WHGGYrsOZa/THIRD%20MAN%2C%20THE%20%281949%29%20Graham%20Greene.pdf?dl=0',\n",
       " 'http://www.dailyscript.com/scripts/sunset_bld_3_21_49.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Day-the-Earth-Stood-Still,-The.html',\n",
       " 'Julius Caesar - 1952-07-07 - Draft.pdf',\n",
       " 'http://www.dailyscript.com/scripts/Stalag%2017.txt',\n",
       " 'http://www.scifiscripts.com/scripts/WARWORLDS.txt',\n",
       " 'http://www.dailyscript.com/scripts/onthewaterfront.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Rear Window Script.html',\n",
       " 'http://www.aellea.com/script/salt.txt',\n",
       " 'Seven Samurai (Akira Kurosawa & Shinobu Hashimoto & Hideo Oguni) (Translated by Donald Richie).pdf',\n",
       " 'film_20100519/all_imsdb_05_19_10/White-Christmas.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Bad Day at Black Rock Script.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Man Who Knew Too Much, The Script.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Searchers, The Script.html',\n",
       " 'http://www.dailyscript.com/scripts/an_affair_to_remember.pdf',\n",
       " 'film_20100519/all_imsdb_05_19_10/Seventh-Seal,-The.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Sweet-Smell-of-Success.html',\n",
       " 'Witness for the Prosecution (1957.06.10).pdf',\n",
       " 'https://www.dropbox.com/sh/jpxh25l44yke4np/AABv8zPog9rCXAWrYZrOGSria/TOUCH%20OF%20EVIL%20%281958%29%20Orson%20Welles%20%5B1957-02-05%5D.pdf?dl=0',\n",
       " 'http://www.dailyscript.com/scripts/vertigo.html',\n",
       " 'http://indiegroundfilms.files.wordpress.com/2013/08/anatomy-of-a-murder-feb25-59-final-numbered.pdf',\n",
       " 'NorthByNorthwest.pdf',\n",
       " 'http://www.fpx.de/fp/Disney/Scripts/SleepingBeauty/sb.html',\n",
       " 'http://www.aellea.com/script/somelikeithot_script.txt',\n",
       " 'http://www.imsdb.com/Movie Scripts/Apartment, The Script.html',\n",
       " \"film_20100519/all_imsdb_05_19_10/Avventura,-L'-(The-Adventure).html\",\n",
       " 'film_20100519/all_imsdb_05_19_10/Peeping-Tom.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Psycho.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Orgy-of-the-Dead.html',\n",
       " 'http://www.dailyscript.com/scripts/Hustler,+The.txt',\n",
       " 'http://www.aellea.com/script/viridiana.txt',\n",
       " 'http://www.imsdb.com/Movie Scripts/Birds, The Script.html',\n",
       " 'http://www.aellea.com/emruf3/nbam.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Battle of Algiers, The Script.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Cincinnati-Kid,-The.html',\n",
       " 'http://www.scifiscripts.com/scripts/fantasticvoyager.txt',\n",
       " 'Harper (1966) [1965-6-9] [Rev. Final] [Scan].pdf',\n",
       " 'http://www.imsdb.com/Movie Scripts/Bonnie and Clyde Script.html',\n",
       " 'http://www.aellea.com/script/cool_hand_luke.html',\n",
       " 'El Dorado.pdf',\n",
       " 'http://www.imsdb.com/Movie Scripts/Graduate, The Script.html',\n",
       " 'http://www.cubbi.org/disney/scripts/tjb.txt',\n",
       " 'film_20100519/all_imsdb_05_19_10/2001-A-Space-Odyssey.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Petulia.html',\n",
       " 'http://www.scifiscripts.com/scripts/planetofapes67.txt',\n",
       " 'http://www.imsdb.com/Movie Scripts/Midnight Cowboy Script.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Wild-Bunch,-The.html',\n",
       " 'http://pota.goatley.com/scripts/pota_beneath_final.pdf',\n",
       " 'Catch 22.pdf',\n",
       " 'film_20100519/all_imsdb_05_19_10/Five-Easy-Pieces.html',\n",
       " 'MASH.pdf',\n",
       " 'http://www.imsdb.com/Movie Scripts/Private Life of Sherlock Holmes, The Script.html',\n",
       " 'http://www.pages.drexel.edu/~ina22/splaylib/Screenplay-Rise_and_Rise_of_Michael_Rimmer,_The.pdf',\n",
       " 'http://www.dailyscript.com/scripts/thx1138.html',\n",
       " 'http://www.horrorlair.com/scripts/clockwork_orange.html',\n",
       " 'Duel (Richard Matheson) (Revision; September 1, 1971).pdf',\n",
       " 'http://www.imsdb.com/Movie Scripts/French Connection, The Script.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Happy-Birthday,-Wanda-June.html',\n",
       " 'http://www.dailyscript.com/scripts/Harold-and-Maude.htm',\n",
       " 'film_20100519/all_imsdb_05_19_10/Hospital,-The.html',\n",
       " 'http://www.dailyscript.com/scripts/klute.html',\n",
       " 'http://www.dailyscript.com/scripts/i_am_legend_6_26_70.html',\n",
       " 'Play Misty For Me (Jo Heims & Dean Riesner - Missing Title Page - Undated) [Scan] [Reduced].pdf',\n",
       " 'Two Lane Blacktop (1970.01.05) [Scan].pdf',\n",
       " 'VanishingPoint-GCain 1st draft-June1969.pdf',\n",
       " 'http://www.horrorlair.com/scripts/willard.html',\n",
       " 'http://www.pages.drexel.edu/~ina22/splaylib/Screenplay-Cabaret.pdf',\n",
       " 'http://pota.goatley.com/scripts/pota_conquest_finalshooting.pdf',\n",
       " 'film_20100519/all_imsdb_05_19_10/Day-the-Clown-Cried,-The.html',\n",
       " 'http://www.dailyscript.com/scripts/deliverance.pdf',\n",
       " 'http://www.dailyscript.com/scripts/getaway.html',\n",
       " 'http://www.awesomefilm.com/script/THEGODFATHER.txt',\n",
       " 'Jeremiah Johnson [Undated] [Scan].pdf',\n",
       " 'http://www.scifiscripts.com/scripts/Poseidon_Adventure.pdf',\n",
       " 'http://www.aellea.com/script/sounder.txt',\n",
       " 'film_20100519/all_imsdb_05_19_10/American-Graffiti.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Badlands Script.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Dark Star Script.html',\n",
       " 'Enter The Dragon (1973) [1972-12-7] [Rev. 1972-12-19] [Scan].pdf',\n",
       " 'http://www.horrorlair.com/scripts/exorcist.html',\n",
       " 'Live And Let Die (1972.10.02) [Scan].pdf',\n",
       " 'Long_Goodbye,_The_(1972).pdf',\n",
       " 'Magnum Force [1973.03.05] [Rev. Final] [Scan].pdf',\n",
       " 'http://www.dailyscript.com/scripts/meanstreet.html',\n",
       " 'Pat Garret And Billy The Kid.pdf',\n",
       " 'Serpico [1973.06.18].pdf',\n",
       " 'film_20100519/all_imsdb_05_19_10/Sting,-The.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Last Tango in Paris Script.html',\n",
       " 'Blazing Saddles - Screenplay.pdf',\n",
       " 'http://www.awesomefilm.com/script/chinatown.txt',\n",
       " 'http://www.dailyscript.com/scripts/godfather2.html',\n",
       " 'http://www.dailyscript.com/scripts/The_Parallax_View_-_Original_Draft.pdf',\n",
       " 'http://www.horrorlair.com/scripts/young.txt',\n",
       " 'film_20100519/all_imsdb_05_19_10/Barry-Lyndon.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Dog-Day-Afternoon.html',\n",
       " 'French Connection 2 (1975) [1974-6-26] [Scan].pdf',\n",
       " 'Hard Times.pdf',\n",
       " 'http://www.dailyscript.com/scripts/Jaws.txt',\n",
       " 'http://www.dailyscript.com/scripts/mandingo1.pdf',\n",
       " 'http://www.imsdb.com/Movie Scripts/Nashville Script.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Rocky-Horror-Picture-Show,-The.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Shampoo Script.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Shivers.html',\n",
       " 'Stepford Wives.pdf',\n",
       " 'http://www.awesomefilm.com/script/ThreeDaysoftheCondor.pdf',\n",
       " 'Wind and the Lion, The [Scan].pdf',\n",
       " 'Yakuza, The - Schrader - p.56&88.pdf',\n",
       " \"ALL THE PRESIDENT'S MEN - 1975.03 draft by William Goldman.1.pdf\",\n",
       " 'Family Plot (Missing pages 91,130,136).pdf',\n",
       " 'http://www.dailyscript.com/scripts/Logans+Run.txt',\n",
       " 'http://sfy.ru/sfy.html?script=network',\n",
       " 'Obsession_011775.pdf',\n",
       " 'Outlaw Josey Wales, The (1975.09.10).pdf',\n",
       " 'film_20100519/all_imsdb_05_19_10/Rocky.html',\n",
       " 'Seven Per-Cent Solution, The.pdf',\n",
       " 'http://www.pages.drexel.edu/~ina22/splaylib/Screenplay-Silver_Streak.pdf',\n",
       " 'http://www.imsdb.com/Movie Scripts/Taxi Driver Script.html',\n",
       " 'three women-treatment.pdf',\n",
       " 'film_20100519/all_imsdb_05_19_10/Annie-Hall.html',\n",
       " 'GOODBYE GIRL, THE (1977) by Neil Simon [1976.12] [3rd] [Scan].pdf',\n",
       " 'Rabid.pdf',\n",
       " 'ROLLING THUNDER (1977) by Paul Schrader.pdf',\n",
       " 'http://www.dailyscript.com/scripts/Smokey%20And%20The%20Bandit.txt',\n",
       " 'film_20100519/all_imsdb_05_19_10/Star-Wars-A-New-Hope.html',\n",
       " 'Capricorn_One.pdf',\n",
       " 'film_20100519/all_imsdb_05_19_10/Days-of-Heaven.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Deer-Hunter,-The.html',\n",
       " 'Walter Hill\\x92s screenplay for The Driver.pdf',\n",
       " 'Halloween-Carpenter&amp;Hill(1978).pdf',\n",
       " 'http://indiegroundfilms.files.wordpress.com/2014/01/the-hills-have-eyes-1976-numbered.pdf',\n",
       " 'http://www.horrorlair.com/scripts/jaws2_revised_final_draft.txt',\n",
       " 'film_20100519/all_imsdb_05_19_10/Midnight-Express.html',\n",
       " 'Unmarried Woman, An.pdf',\n",
       " 'http://www.dailyscript.com/scripts/alien_shooting.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Apocalypse Now Script.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Being There Script.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Breaking Away Script.html',\n",
       " 'http://www.dailyscript.com/scripts/theelectrichorseman.pdf',\n",
       " 'Escape From Alcatraz.pdf',\n",
       " 'Hanover Street (1977.07).pdf',\n",
       " 'http://www.dailyscript.com/scripts/Hardcore.txt',\n",
       " 'Hot Stuff (1979).pdf',\n",
       " 'http://www.pages.drexel.edu/~ina22/splaylib/Screenplay-Jerk,_The.pdf',\n",
       " 'http://www.awesomefilm.com/script/kramerVsKramer.txt',\n",
       " 'NORMA RAE by Irving Ravetch and Harriet Frank, Jr..pdf',\n",
       " 'OLD BOYFRIENDS (1979) 1977.12.12 draft by Paul Schrader and Leonard Schrader and Joan Tewkesbury.pdf',\n",
       " 'Rocky ll [10-25-1978] [Scan].pdf',\n",
       " 'http://www.dailyscript.com/scripts/startrek01.html',\n",
       " 'Time After Time.pdf',\n",
       " 'http://www.pages.drexel.edu/~ina22/splaylib/Screenplay-Nine_to_Five.pdf',\n",
       " 'film_20100519/all_imsdb_05_19_10/Airplane.html',\n",
       " 'American Gigolo (1980).pdf',\n",
       " 'Caddyshack.pdf',\n",
       " 'http://www.pages.drexel.edu/~ina22/splaylib/Screenplay-Coal_Miner%27s_Daughter.pdf',\n",
       " 'film_20100519/all_imsdb_05_19_10/Elephant-Man,-The.html',\n",
       " 'http://www.scifiscripts.com/scripts/esb_final.txt',\n",
       " 'http://www.imsdb.com/Movie Scripts/Flash Gordon Script.html',\n",
       " 'http://www.horrorlair.com/scripts/Friday1.txt',\n",
       " 'GLORIA (1980) by John Cassavetes [5th draft rev. 1979.09.24].pdf',\n",
       " 'Kagemusha (Akira Kurosawa & Masato Ide).pdf',\n",
       " 'http://www.pages.drexel.edu/~ina22/splaylib/Screenplay-Melvin_and_Howard.pdf',\n",
       " 'Motel Hell (1980) [5-19-1980].pdf',\n",
       " 'My Bodyguard (1980).pdf',\n",
       " 'http://www.imsdb.com/Movie Scripts/Ordinary People Script.html',\n",
       " 'Private Benjamin (11-20-79).pdf',\n",
       " 'Prom Night (1980).pdf',\n",
       " 'http://www.imsdb.com/Movie Scripts/Raging Bull Script.html',\n",
       " 'Scanners.pdf',\n",
       " 'Seems Like Old Times.pdf',\n",
       " 'http://www.imsdb.com/Movie Scripts/Shining, The Script.html',\n",
       " 'http://www.dailyscript.com/scripts/somewhereintime.pdf',\n",
       " 'http://www.imsdb.com/Movie Scripts/Stuntman, The Script.html',\n",
       " 'http://www.scifiscripts.com/scripts/superman_II_shoot.txt',\n",
       " 'film_20100519/all_imsdb_05_19_10/American-Werewolf-in-London.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Arthur Script.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Body Heat Script.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Dragonslayer.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Escape From New York Script.html',\n",
       " 'For Your Eyes Only_Reduced.pdf',\n",
       " 'Ghost Story (1981).pdf',\n",
       " 'http://www.pages.drexel.edu/~ina22/splaylib/Screenplay-Great_Muppet_Caper.pdf',\n",
       " 'Halloween 2 (1981) [1981-3-12] [Shoot.] [Scan].pdf',\n",
       " 'http://movie-scripts.net/H/Howling_The.pdf',\n",
       " 'Modern Problems (1981).pdf',\n",
       " 'http://www.pages.drexel.edu/~ina22/splaylib/Screenplay-On_Golden_Pond.pdf',\n",
       " 'film_20100519/all_imsdb_05_19_10/Indiana-Jones-and-the-Raiders-of-the-Lost-Ark.html',\n",
       " 'http://www.dailyscript.com/scripts/thief.pdf',\n",
       " 'http://www.imsdb.com/Movie Scripts/48 Hrs. Script.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Airplane-2-The-Sequel.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Blade Runner Script.html',\n",
       " 'Creepshow (1979) [Scan].pdf',\n",
       " 'http://www.imsdb.com/Movie Scripts/Diner Script.html',\n",
       " 'http://www.pages.drexel.edu/~ina22/splaylib/Screenplay-Evil_Under_the_Sun.pdf',\n",
       " 'film_20100519/all_imsdb_05_19_10/Fast-Times-at-Ridgemont-High.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Frances Script.html',\n",
       " 'http://www.horrorlair.com/scripts/friday13th3.txt',\n",
       " 'http://www.dailyscript.com/scripts/Gandhi.txt',\n",
       " 'http://www.dailyscript.com/scripts/Officer+And+A+Gentleman,+An.txt',\n",
       " 'Rocky III [2-26-1981] [Scan].pdf',\n",
       " 'http://www.pages.drexel.edu/~ina22/splaylib/Screenplay-Shoot_the_Moon.pdf',\n",
       " 'Star Trek II - The Wrath of Khan.pdf',\n",
       " 'Tootsie.pdf',\n",
       " 'film_20100519/all_imsdb_05_19_10/TRON.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Verdict, The Script.html',\n",
       " 'CHRISTINE (1983) by Bill Phillips [1983.02.16] [Scan].pdf',\n",
       " 'CUJO by Stephen King (1st Draft) [scan].pdf',\n",
       " 'http://www.horrorlair.com/scripts/jaws3_1st_draft.txt',\n",
       " 'KEEP, THE (1983) [1982-04-13] Michael Mann - First Draft.pdf',\n",
       " 'film_20100519/all_imsdb_05_19_10/King-of-Comedy,-The.html',\n",
       " 'Local Hero (1981.11).pdf',\n",
       " 'Octopussy8.19.82Draft.pdf',\n",
       " 'Outsiders, The.pdf',\n",
       " 'http://www.dailyscript.com/scripts/ploughmans_lunch.html',\n",
       " 'Psycho 2 (1983) [1982-7-19] [Scan].pdf',\n",
       " 'film_20100519/all_imsdb_05_19_10/Star-Wars-Return-of-the-Jedi.html',\n",
       " 'Risky Business.pdf',\n",
       " 'film_20100519/all_imsdb_05_19_10/Scarface.html',\n",
       " 'http://www.pages.drexel.edu/~ina22/splaylib/Screenplay-Something_Wicked This Way_Comes.pdf',\n",
       " 'http://www.scifiscripts.com/scripts/superman3_script.txt',\n",
       " 'http://www.pages.drexel.edu/~ina22/splaylib/Screenplay-Tender_Mercies.pdf',\n",
       " 'http://www.pages.drexel.edu/~ina22/splaylib/Screenplay-Terms_of_Endearment.pdf',\n",
       " 'Trading Places (1982.07).pdf',\n",
       " 'http://www.imsdb.com/Movie Scripts/Under Fire Script.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Adventures-of-Buckaroo-Banzai-Across-the-Eighth-Dimension,-The.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Amadeus.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Bachelor-Party.html',\n",
       " 'http://www.dailyscript.com/scripts/blood_simple.html',\n",
       " 'childrenofthecorn.pdf',\n",
       " 'CHOOSE ME (1984) by Alan Rudolph [Undated] [Scan].pdf',\n",
       " 'City Heat (1984.04.06) [Scan].pdf',\n",
       " 'film_20100519/all_imsdb_05_19_10/Dune.html',\n",
       " 'Firestarter.pdf',\n",
       " 'GHOSTBUSTERS - 1983.10.07 revision by Harold Ramis & Dan Aykroyd.pdf',\n",
       " 'film_20100519/all_imsdb_05_19_10/Gremlins.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Indiana-Jones-and-the-Temple-of-Doom.html',\n",
       " 'http://www.pages.drexel.edu/~ina22/splaylib/Screenplay-Karate_Kid,_The_%281983%29.pdf',\n",
       " 'Moscow On The Hudson.pdf',\n",
       " 'film_20100519/all_imsdb_05_19_10/Nightmare-on-Elm-Street,-A.html',\n",
       " 'https://www.dropbox.com/sh/jpxh25l44yke4np/AAAk9C7n82L7RRrUqm4yHVZxa/ONCE%20UPON%20A%20TIME%20IN%20AMERICA%20%281984%29%20Sergio%20Leone%20%26%20Others%20%5BEnglish%20Translation%20by%20David%20Mills%5D.pdf?dl=0',\n",
       " 'film_20100519/all_imsdb_05_19_10/Purple-Rain.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Repo-Man.html',\n",
       " 'Sixteen Candles [John Hughes] [06.22.83] [scan].pdf',\n",
       " 'http://www.scifiscripts.com/scripts/Trek/Star_Trek_III.htm',\n",
       " 'film_20100519/all_imsdb_05_19_10/Starman.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Supergirl Script.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Terminator Script.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Agnes of God Script.html',\n",
       " 'BACK TO THE FUTURE (1985) Robert Zemeckis & Bob Gale [1984-10-12][4th].pdf',\n",
       " 'http://www.scifiscripts.com/cartoon/blackcauldron.txt',\n",
       " 'film_20100519/all_imsdb_05_19_10/Brazil.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Breakfast Club, The Script.html',\n",
       " 'http://www.awesomefilm.comscript/clue.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Code-of-Silence.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Day-of-the-Dead.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Fletch.html',\n",
       " 'Into the Night.pdf',\n",
       " 'http://www.dailyscript.com/scripts/KissOfTheSpiderWoman.pdf',\n",
       " 'http://www.angelfire.com/movies/ridleyscott/script/LegendOfDarkness.txt',\n",
       " 'lost_in_america.pdf',\n",
       " 'Mala-Noche-1985-Draft-Script.pdf',\n",
       " \"NIGHTMARE ON ELMS STREET 2 - FREDDY'S REVENGE by David Chaskin.pdf\",\n",
       " 'film_20100519/all_imsdb_05_19_10/Rambo-First-Blood-II-The-Mission.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Real-Genius.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Silver-Bullet.html',\n",
       " 'http://www.dailyscript.com/scripts/Silverado.txt',\n",
       " \"http://www.imsdb.com/Movie Scripts/St. Elmo's Fire Script.html\",\n",
       " 'Weird Science [John Hughes] [09.24.84] [Rev. Final] [Scan].pdf',\n",
       " 'film_20100519/all_imsdb_05_19_10/Witness.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Aliens Script.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Blue Velvet Script.html',\n",
       " 'Down And Out In Beverly Hills (aka Jerry Saved From Drowning) [Scan].pdf',\n",
       " \"film_20100519/all_imsdb_05_19_10/Ferris-Bueller's-Day-Off.html\",\n",
       " 'http://www.horrorlair.com/scripts/friday13th6.txt',\n",
       " 'http://www.imsdb.com/Movie Scripts/Hannah and Her Sisters Script.html',\n",
       " 'http://www.scifiscripts.com/scripts/Highlander_final.txt',\n",
       " \"Jumpin' Jack Flash (1986.01.13).pdf\",\n",
       " 'film_20100519/all_imsdb_05_19_10/Manhunter.html',\n",
       " 'Maximum Overdrive.pdf',\n",
       " 'MOSQUITO COAST, THE (1986) by Paul Schrader.pdf',\n",
       " 'film_20100519/all_imsdb_05_19_10/Peggy-Sue-Got-Married.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Platoon Script.html',\n",
       " 'http://www.dailyscript.com/scripts/A_Room_With_A_View.pdf',\n",
       " 'Running%20Scared.pdf',\n",
       " 'Frye, E. Max - Something Wild.pdf',\n",
       " 'http://www.moviescriptsandscreenplays.com/johncusack/scripts/standbyme.txt',\n",
       " 'http://www.scifiscripts.com/scripts/Trek/Star_Trek_IV.htm',\n",
       " 'http://www.imsdb.com/Movie Scripts/Top Gun Script.html',\n",
       " 'http://www.dailyscript.com/scripts/bigeasy.pdf',\n",
       " 'http://www.imsdb.com/Movie Scripts/Broadcast News Script.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Full Metal Jacket Script.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Hellraiser Script.html',\n",
       " 'http://www.dailyscript.com/scripts/hopeandglory.html',\n",
       " 'House of Games.pdf',\n",
       " 'http://www.imsdb.com/Movie Scripts/Innerspace Script.html',\n",
       " 'http://www.horrorlair.com/scripts/jaws_the_revenge.txt',\n",
       " 'LA BAMBA (1987) (aka LA BAMBA!) by Luis Valdez [1985.12.06] [2nd] [Scan].pdf',\n",
       " 'http://www.imsdb.com/Movie Scripts/Lethal Weapon Script.html',\n",
       " 'LIGHT OF DAY (1987) 1985.11.20 draft by Paul Schrader.pdf',\n",
       " 'http://www.dailyscript.com/scripts/TheLostBoys.htm',\n",
       " 'http://www.imsdb.com/Movie Scripts/Moonstruck Script.html',\n",
       " 'http://www.dailyscript.com/scripts/NearDark.pdf',\n",
       " 'http://www.horrorlair.com/scripts/nightmare_on_elm_street3.txt',\n",
       " 'film_20100519/all_imsdb_05_19_10/Predator.html',\n",
       " 'Prince of Darkness (John Carpenter as Martin Quatermass, Revised Shooting Draft, 4-25-87).pdf',\n",
       " 'film_20100519/all_imsdb_05_19_10/Princess-Bride,-The.html',\n",
       " 'RAISING ARIZONA by Ethan & Joel Coen.pdf',\n",
       " 'http://www.imsdb.com/Movie Scripts/Someone To Watch Over Me Script.html',\n",
       " 'http://www.awesomefilm.comscript/spcballs.txt',\n",
       " 'http://www.scifiscripts.com/scripts/superman_IV.txt',\n",
       " 'film_20100519/all_imsdb_05_19_10/Three-Men-and-a-Baby.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Tin-Men.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Wall Street Script.html',\n",
       " 'http://indiegroundfilms.files.wordpress.com/2014/01/witches-of-eastwick-the-may-1986-numbered-revised-2nd.pdf',\n",
       " 'film_20100519/all_imsdb_05_19_10/Above-the-Law.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Alien-Nation.html',\n",
       " 'http://www.pages.drexel.edu/~ina22/splaylib/Screenplay-Beaches.pdf',\n",
       " 'http://www.dailyscript.com/scripts/beetlejuice_skaaren_.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Big Script.html',\n",
       " 'Blob, The (1988).pdf',\n",
       " 'http://www.imsdb.com/Movie Scripts/Bull Durham Script.html',\n",
       " 'Coming To America (aka The Quest) (1987.09.02).pdf',\n",
       " 'CRITTERS 2 (1988) (aka CALL OF THE CRITTERS) by David Twohy (aka D.T. Twohy) (Rev. - Mick Garris) [1987.10.13] [3rd].pdf',\n",
       " 'Dead Ringers.pdf',\n",
       " 'http://www.imsdb.com/Movie Scripts/Die Hard Script.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Big Blue, The Script.html',\n",
       " 'GREAT OUTDOORS, THE by John Hughes [10.18.1987].pdf',\n",
       " 'http://www.horrorlair.com/scripts/halloween4.txt',\n",
       " 'http://www.pages.drexel.edu/~ina22/splaylib/Screenplay-Last_Temptation_Of_Christ.pdf',\n",
       " 'http://www.dailyscript.com/scripts/A-Nightmare-on-Elm-Street-4.txt',\n",
       " 'http://www.imsdb.com/Movie Scripts/Cinema Paradiso Script.html',\n",
       " 'Red Heat (1987.08.17).pdf',\n",
       " 'They Live (John Carpenter as Frank Armitage, Shooting Script, Rev. 2-10-88).pdf',\n",
       " 'http://www.imsdb.com/Movie Scripts/Twins Script.html',\n",
       " 'http://www.dailyscript.com/scripts/roger-rabbit.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Willow Script.html',\n",
       " 'http://www.awesomefilm.comscript/workinggirl.txt',\n",
       " 'http://www.imsdb.com/Movie Scripts/Abyss, The Script.html',\n",
       " 'http://www.scifiscripts.com/scripts/back_to_the_future_2_3.pdf',\n",
       " 'film_20100519/all_imsdb_05_19_10/Batman.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Black-Rain.html',\n",
       " 'Born on the Fourth of July (June 1978 Draft) (scanned).pdf',\n",
       " 'Casualties Of War.pdf',\n",
       " 'http://www.imsdb.com/Movie Scripts/Dead Poets Society Script.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Do-The-Right-Thing.html',\n",
       " 'Screenplay-Drugstore_Cowboy.pdf',\n",
       " 'http://www.imsdb.com/Movie Scripts/Dry White Season, A Script.html',\n",
       " 'http://www.dailyscript.com/scripts/erik_the_viking.html',\n",
       " 'http://www.dailyscript.com/scripts/fabulous_baker_boys_april_1985.html',\n",
       " 'Farewell to the King [p. 80].pdf',\n",
       " 'http://www.imsdb.com/Movie Scripts/Field of Dreams Script.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Friday-the-13th-Part-VIII-Jason-Takes-Manhattan.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Ghostbusters 2 Script.html',\n",
       " 'Gleaming The Cube (1987.02.17) [Scan].pdf',\n",
       " 'Glory.pdf',\n",
       " 'Halloween 5.pdf',\n",
       " 'http://www.pages.drexel.edu/~ina22/splaylib/Screenplay-Heathers.HTM',\n",
       " 'http://www.imsdb.com/Movie Scripts/Indiana Jones and the Last Crusade Script.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Leviathan.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Little Mermaid, The Script.html',\n",
       " 'http://www.aellea.com/emruf3/toyshop.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Major League Script.html',\n",
       " 'Christmas Vacation.pdf',\n",
       " 'http://www.dailyscript.com/scripts/A-Nightmare-on-Elm-Street-5.txt',\n",
       " 'http://www.dailyscript.com/scripts/Pet-Sematary.html',\n",
       " 'http://www.moviescriptsandscreenplays.com/johncusack/scripts/sayanything.txt',\n",
       " 'http://www.pages.drexel.edu/~ina22/splaylib/Screenplay-Sea_of_Love.pdf',\n",
       " 'http://www.scifiscripts.com/scripts/Trek/Star_Trek_V.htm',\n",
       " 'http://www.dailyscript.com/scripts/True%20Believer.txt',\n",
       " 'Uncle Buck [John Hughes] [10.07.88] [Scan].pdf',\n",
       " 'were-no-angels_draft2_davidmamet.pdf',\n",
       " 'http://indiegroundfilms.files.wordpress.com/2014/01/when-harry-met-sally-aug-23-88-numbered-pink.pdf',\n",
       " 'Wizard, The (1989) [4-12-1989] (1).pdf',\n",
       " 'http://www.imsdb.com/Movie Scripts/Sex, Lies and Videotape Script.html',\n",
       " 'http://www.dailyscript.com/scripts/ford-fairlane_early.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Awakenings.html',\n",
       " 'http://www.scifiscripts.com/scripts/back_to_the_future_2_3.pdf',\n",
       " 'Bird On A Wire (1988.12.25) [Scan].pdf',\n",
       " 'film_20100519/all_imsdb_05_19_10/Bonfire-of-the-Vanities.html',\n",
       " 'http://www.awesomefilm.comscript/seetheparadise.txt',\n",
       " 'http://www.imsdb.com/Movie Scripts/Dances with Wolves Script.html',\n",
       " 'Days of Thunder.pdf',\n",
       " 'http://www.imsdb.com/Movie Scripts/Die Hard 2 Script.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Edward-Scissorhands.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Ghost Script.html',\n",
       " 'http://www.dailyscript.com/scripts/goodfellas.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Gremlins-2.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Grifters, The Script.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Hard-to-Kill.html',\n",
       " 'http://web.archive.org/web/20040321134849/http://www.kotinet.com/nagtloper/write/hardware.pdf',\n",
       " 'Home Alone (1990.02.02).pdf',\n",
       " 'http://www.imsdb.com/Movie Scripts/Hunt for Red October, The Script.html',\n",
       " \"film_20100519/all_imsdb_05_19_10/Jacob's-Ladder.html\",\n",
       " 'http://www.dailyscript.com/scripts/Memphis_Belle.pdf',\n",
       " 'http://www.dailyscript.com/scripts/misery.html',\n",
       " 'My Blue Heaven (1988.11.04).pdf',\n",
       " 'Narrow Margin 4.24.89 Revised Pink.pdf',\n",
       " 'PREDATOR 2 (1990) by Jim Thomas & John Thomas [1989.12.15] [2nd] [Scan].pdf',\n",
       " 'film_20100519/all_imsdb_05_19_10/Pretty-Woman.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Rescuers Down Under, The Script.html',\n",
       " 'Revenge.pdf',\n",
       " 'Rocky V [11-6-1989] [Scan].pdf',\n",
       " 'http://www.imsdb.com/Movie Scripts/To Sleep with Anger Script.html',\n",
       " 'Total Recall (8-22-1989) (Final) (Digital).pdf',\n",
       " 'http://www.imsdb.com/Movie Scripts/Tremors Script.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Wild At Heart Script.html',\n",
       " 'http://www.dailyscript.com/scripts/the_addams_family.pdf',\n",
       " 'http://www.awesomefilm.com/script/ashaolin.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Backdraft Script.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Barton-Fink.html',\n",
       " 'http://www.fpx.de/fp/Disney/Scripts/BeautyAndTheBeast.txt',\n",
       " 'Boyz N the Hood (1990.09.28) [Scan].pdf',\n",
       " 'Cape Fear - 1990-08-31 - Draft.pdf',\n",
       " 'Career Opportunities [John Hughes] [09.12.89] [Scan].pdf',\n",
       " 'Curly Sue [John Hughes] [07.01.90] [Scan].pdf',\n",
       " 'DEAD AGAIN by Scott Frank [1990-8-27].pdf',\n",
       " 'Deceived (1991).pdf',\n",
       " 'DEFENDING YOUR LIFE by Albert Brooks [1989.11.01] [Scan].pdf',\n",
       " 'film_20100519/all_imsdb_05_19_10/Doors,-The.html',\n",
       " 'http://www.awesomefilm.comscript/fatherofthebride.txt',\n",
       " 'http://www.dailyscript.com/scripts/fisher-king_early.html',\n",
       " 'Nightmare On Elm Street 6 - Freddy\\x92s Dead (1991) [1990-10-29] [3rd Num.] [Rev. 1990-12-19] [Scan].pdf',\n",
       " 'http://www.pages.drexel.edu/~ina22/splaylib/Screenplay-Fried_Green_Tomatoes.pdf',\n",
       " 'Hook (early).pdf',\n",
       " 'http://www.dailyscript.com/scripts/Hudson_Hawk.PDF',\n",
       " 'http://www.imsdb.com/Movie Scripts/JFK Script.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Kafka.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Last-Boy-Scout,-The.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Light Sleeper Script.html',\n",
       " 'Little Man Tate (1990.05.14).pdf',\n",
       " 'MARRYING MAN, THE (1991) by Neil Simon [1989.10.25] [Scan].pdf',\n",
       " 'film_20100519/all_imsdb_05_19_10/My-Girl.html',\n",
       " 'My Own Private Idaho.pdf',\n",
       " 'http://www.pages.drexel.edu/~ina22/splaylib/Screenplay-Naked_Gun_II,_The.pdf',\n",
       " 'Naked Lunch (1991) [1990-2-12] [1st] [Scan].pdf',\n",
       " 'http://www.imsdb.com/Movie Scripts/Point Break Script.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Rambling Rose Script.html',\n",
       " 'Ricochet (1990.11.07).pdf',\n",
       " 'film_20100519/all_imsdb_05_19_10/Robin-Hood-Prince-of-Thieves.html',\n",
       " 'Rocketeer, The (1990.03.02).pdf',\n",
       " 'film_20100519/all_imsdb_05_19_10/Silence-of-the-Lambs.html',\n",
       " 'http://www.scifiscripts.com/scripts/Trek/Star_Trek_VI.htm',\n",
       " 'http://www.scifiscripts.com/scripts/t2.txt',\n",
       " 'http://www.angelfire.com/movies/ridleyscott/script/ThelmaAndLouise.txt',\n",
       " 'http://www.angelfire.com/movies/ridleyscott/script/1492-ConquestOfParadise.txt',\n",
       " 'http://www.imsdb.com/Movie Scripts/Aladdin Script.html',\n",
       " 'http://www.horrorlair.com/scripts/alien3_hill.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Bad-Lieutenant.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Basic-Instinct.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Batman-Returns.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Bodyguard.html',\n",
       " \"BRAM STOKER'S DRACULA (1992) by James V. Hart [1991.04.16] [2nd] [Scan].pdf\",\n",
       " 'http://www.dailyscript.com/scripts/buffy_the_vampire_slayer.html',\n",
       " 'Candyman (Bernard Rose) (Draft Revised - August 1991, Corrected).pdf',\n",
       " 'Chaplin (Shooting Script).pdf',\n",
       " 'film_20100519/all_imsdb_05_19_10/City-of-Joy.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Crying Game Script.html',\n",
       " 'CUTTING EDGE, THE (1992) by Tony Gilroy [1990.03.15] [Scan].pdf',\n",
       " 'Death Becomes Her (1991.07.25) [Scan].pdf',\n",
       " 'film_20100519/all_imsdb_05_19_10/Deep-Cover.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Distinguished Gentleman, The Script.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/A Few Good Men Script.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Glengarry Glen Gross Script.html',\n",
       " 'Hand That Rocks the Cradle, The (2nd draft).pdf',\n",
       " 'film_20100519/all_imsdb_05_19_10/Hellraiser-3-Hell-on-Earth.html',\n",
       " 'http://www.dailyscript.com/scripts/hero1.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Jennifer Eight Script.html',\n",
       " 'http://www.scifiscripts.com/msol/Knight_m.txt',\n",
       " 'http://www.dailyscript.com/scripts/last-of-the-mohicans-script.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Malcolm-X.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Man-Trouble.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Mariachi,-El.html',\n",
       " 'memoirs of an invisible man.pdf',\n",
       " 'my-cousin-vinny-screenplay.pdf',\n",
       " 'film_20100519/all_imsdb_05_19_10/Newsies.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Pet-Sematary-II.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Power-of-One,-The.html',\n",
       " 'Red Rock West (1992).pdf',\n",
       " 'http://www.imsdb.com/Movie Scripts/Reservoir Dogs Script.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Single White Female Script.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Sister-Act.html',\n",
       " 'http://indiegroundfilms.files.wordpress.com/2014/01/sneakers.pdf',\n",
       " 'film_20100519/all_imsdb_05_19_10/Thunderheart.html',\n",
       " 'http://www.dailyscript.com/scripts/Twin+Peaks+-+Fire+Walk+With+Me.txt',\n",
       " 'film_20100519/all_imsdb_05_19_10/Unforgiven.html',\n",
       " 'Unlawful Entry (1992) [1991-5-28] [Rev. 1st] [Scan].pdf',\n",
       " 'http://www.awesomefilm.com/script/arcticblue.txt',\n",
       " 'http://www.imsdb.com/Movie Scripts/Army of Darkness Script.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Being-Human.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Benny & Joon Script.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Bodies, Rest & Motion Script.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Body-of-Evidence.html',\n",
       " 'Boxing Helena (2nd Revised Draft).pdf',\n",
       " \"CARLITO'S WAY (1993) by David Koepp [1992.10.05] [Scan].pdf\",\n",
       " 'http://www.dailyscript.com/scripts/cliffhanger_stallone.html',\n",
       " 'Dark Half, The (1990.08).pdf',\n",
       " 'http://www.pages.drexel.edu/~ina22/splaylib/Screenplay-Dave.htm',\n",
       " 'http://indiegroundfilms.files.wordpress.com/2014/01/dazed-confused-feb20-92-numbered.pdf',\n",
       " 'Demolition Man (1992.11.19).pdf',\n",
       " 'http://www.imsdb.com/Movie Scripts/Even Cowgirls Get the Blues Script.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Fatal Instinct Script.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Fugitive, The Script.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Groundhog-Day.html',\n",
       " 'In the Line of Fire - 1992-04 - Draft.pdf',\n",
       " 'http://www.horrorlair.com/scripts/friday13thjasongoestohell.txt',\n",
       " 'http://web.archive.org/web/20030424093216/http://www.jpdatabase.net/jurassic/downloadable/jurassicpark_script_final.txt',\n",
       " 'http://www.dailyscript.com/scripts/Kalifornia.txt',\n",
       " 'http://indiegroundfilms.files.wordpress.com/2014/01/last-action-hero-oct-10-92-composite.pdf',\n",
       " 'MALICE (1993) by Scott Frank (aka Damages) [1992-2-4] [Rev.] [Scan].pdf',\n",
       " 'http://www.imsdb.com/Movie Scripts/Manhattan Murder Mystery Script.html',\n",
       " 'Needful Things.pdf',\n",
       " 'http://www.dailyscript.com/scripts/nightmare-b4-xmas_early.html',\n",
       " 'Nowhere to Run (AKA Pals) - Joe Eszterhas.pdf',\n",
       " 'http://www.pages.drexel.edu/~ina22/splaylib/Screenplay-Pelican_Brief.pdf',\n",
       " 'film_20100519/all_imsdb_05_19_10/Perfect-World,-A.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Philadelphia Script.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Piano, The Script.html',\n",
       " 'Point of No Return (1992.02.18).pdf',\n",
       " 'http://www.imsdb.com/Movie Scripts/Program, The Script.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Sandlot Kids, The Script.html',\n",
       " 'http://indiegroundfilms.files.wordpress.com/2014/01/schindlers-list-numbered.pdf',\n",
       " 'Searching for Bobby Fischer.pdf',\n",
       " 'http://www.imsdb.com/Movie Scripts/Six Degrees of Separation Script.html',\n",
       " 'http://www.awesomefilm.comscript/s_seatl.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/So-I-Married-an-Axe-Murderer.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Spare-Me.html',\n",
       " \"film_20100519/all_imsdb_05_19_10/This-Boy's-Life.html\",\n",
       " 'http://www.imsdb.com/Movie Scripts/Three Musketeers, The Script.html',\n",
       " 'http://www.dailyscript.com/scripts/tombstone.pdf',\n",
       " 'http://www.imsdb.com/Movie Scripts/True Romance Script.html',\n",
       " 'http://www.horrorlair.com/scripts/whiteang.txt',\n",
       " 'http://www.dailyscript.com/scripts/ace_ventura_shoot.html',\n",
       " 'http://www.awesomefilm.comscript/priscilla.txt',\n",
       " 'bullets over broadway.pdf',\n",
       " 'Clear and Present Danger by Donald Stewart Nov 10 1992.pdf',\n",
       " 'http://www.imsdb.com/Movie Scripts/Clerks Script.html',\n",
       " 'http://www.pages.drexel.edu/~ina22/splaylib/Screenplay-Client,_The.pdf',\n",
       " 'film_20100519/all_imsdb_05_19_10/Cobb.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Color of Night Script.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Crow, The Script.html',\n",
       " 'Dolores Claiborne by Tony Gilroy.pdf',\n",
       " 'http://www.imsdb.com/Movie Scripts/Dumb and Dumber Script.html',\n",
       " 'http://indiegroundfilms.files.wordpress.com/2014/01/ed-wood-nov-20-92-1st.pdf',\n",
       " 'http://www.dailyscript.com/scripts/fantasticfour.htm',\n",
       " 'The Flintstones (Steven E. De Souza) (Early Draft - September 1987).pdf',\n",
       " 'film_20100519/all_imsdb_05_19_10/Forrest-Gump.html',\n",
       " 'http://www.dailyscript.com/scripts/Frankenstein+(1994).txt',\n",
       " 'http://www.imsdb.com/Movie Scripts/Heavenly Creatures Script.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Hudsucker-Proxy,-The.html',\n",
       " \"http://www.imsdb.com/Movie Scripts/I'll Do Anything Script.html\",\n",
       " 'http://www.imsdb.com/Movie Scripts/Interview with the Vampire Script.html',\n",
       " 'Killing Zoe (Roger Avary, Undated, Unspecified Draft).pdf',\n",
       " 'http://imsdb.com/scripts/Lion-King,-The.pdf',\n",
       " 'http://www.scifiscripts.com/msol/LEON.txt',\n",
       " 'film_20100519/all_imsdb_05_19_10/Mask,-The.html',\n",
       " 'http://www.dailyscript.com/scripts/Maverick.PDF',\n",
       " 'http://www.imsdb.com/Movie Scripts/Mute Witness Script.html',\n",
       " 'http://www.scifiscripts.com/msol/my_girl_2.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Natural-Born-Killers.html',\n",
       " 'http://www.awesomefilm.com/script/onlyyou.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Pulp-Fiction.html',\n",
       " 'http://www.awesomefilm.com/script/quizshow.pdf',\n",
       " 'Ref, The (1993.02.04).pdf',\n",
       " 'film_20100519/all_imsdb_05_19_10/Serial-Mom.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Shallow Grave Script.html',\n",
       " 'http://www.dailyscript.com/scripts/shawshank.html',\n",
       " 'http://www.scifiscripts.com/scripts/Trek/Star_Trek_VII.htm',\n",
       " 'http://www.horrorlair.com/scripts/strangehold.txt',\n",
       " 'http://www.imsdb.com/Movie Scripts/True Lies Script.html',\n",
       " 'http://www.dailyscript.com/scripts/WesCravensNewNightmare.txt',\n",
       " 'http://www.imsdb.com/Movie Scripts/American President, The Script.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Assassins Script.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Bad-Boys.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Batman Forever Script.html',\n",
       " 'http://indiegroundfilms.files.wordpress.com/2014/01/before-sunrise-numbered.pdf',\n",
       " 'http://www.awesomefilm.com/script/manhunt.html',\n",
       " 'http://www.awesomefilm.comscript/boysontheside.txt',\n",
       " 'film_20100519/all_imsdb_05_19_10/Braveheart.html',\n",
       " 'http://www.awesomefilm.com/script/bomc.txt',\n",
       " 'http://www.imsdb.com/Movie Scripts/Casino Script.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Clueless Script.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Copycat Script.html',\n",
       " 'Crimson Tide.pdf',\n",
       " 'http://www.imsdb.com/Movie Scripts/Devil in a Blue Dress Script.html',\n",
       " '3. Die Hard  - With a Vengeance.pdf',\n",
       " 'http://www.awesomefilm.com/script/thedoomgeneration.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Four Rooms Script.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Get Shorty Script.html',\n",
       " 'GoldenEye_Reduced.pdf',\n",
       " 'http://www.imsdb.com/Movie Scripts/Hackers Script.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Halloween-The-Curse-of-Michael-Myers.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Heat.html',\n",
       " 'In the Mouth of Madness (Michael De Luca).pdf',\n",
       " 'http://www.imsdb.com/Movie Scripts/Judge Dredd Script.html',\n",
       " 'Kicking and Screaming.pdf',\n",
       " 'http://www.imsdb.com/Movie Scripts/Kids Script.html',\n",
       " 'kiss of Death.pdf',\n",
       " 'http://www.imsdb.com/Movie Scripts/Leaving Las Vegas Script.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Living in Oblivion Script.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Lord of Illusions Script.html',\n",
       " 'Mallrats (1995.11.29).pdf',\n",
       " 'http://www.dailyscript.com/scripts/MightyMorphinPowerRangers.txt',\n",
       " 'http://www.imsdb.com/Movie Scripts/Nick of Time Script.html',\n",
       " 'http://www.dailyscript.com/scripts/Nixon.txt',\n",
       " 'http://www.frontiernet.net/~rcowart/nowthen_script.html',\n",
       " 'http://indiegroundfilms.files.wordpress.com/2014/01/outbreak-dec-1993.pdf',\n",
       " 'http://www.dailyscript.com/scripts/Panther.txt',\n",
       " 'http://cbl.orcein.net/pocahontas/misc/script.htm',\n",
       " 'film_20100519/all_imsdb_05_19_10/Prophecy,-The.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Se7en Script.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Sense and Sensibility Script.html',\n",
       " 'SHOWGIRLS (1995) by Joe Eszterhas [1994.09.30] [Scan] Kopie.pdf',\n",
       " 'http://www.awesomefilm.com/script/smoke.txt',\n",
       " 'http://www.imsdb.com/Movie Scripts/Strange Days Script.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Toy-Story.html',\n",
       " 'http://www.dailyscript.com/scripts/twelve_monkeys.html',\n",
       " 'http://www.pages.drexel.edu/~ina22/splaylib/Screenplay-Usual_Suspects.HTM',\n",
       " 'Village of the Damned (1993.06.25).pdf',\n",
       " 'http://indiegroundfilms.files.wordpress.com/2014/01/virtuosity-aug24-94-numbered-4th-revised.pdf',\n",
       " 'Waterworld (Second Revised Draft).pdf',\n",
       " 'Wild Bill (3.29.94)[SCAN][REV][BLUE] 113pp.pdf',\n",
       " 'http://www.imsdb.com/Movie Scripts/Basquiat Script.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Beavis-and-Butt-head-Do-America.html',\n",
       " 'Bed of Roses (1996).pdf',\n",
       " 'http://www.imsdb.com/Movie Scripts/Blood and Wine Script.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Bottle Rocket Script.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Bound Script.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Broken-Arrow.html',\n",
       " 'Cable Guy.pdf',\n",
       " 'Chain Reaction-Dead Drop 1995.pdf',\n",
       " 'http://www.pages.drexel.edu/~ina22/splaylib/Screenplay-City_Hall.pdf',\n",
       " 'http://www.dailyscript.com/scripts/CourageUnderFire.pdf',\n",
       " 'Craft, The - Peter Filardi (revisions) Andrew Fleming [11.11.1994].pdf',\n",
       " 'film_20100519/all_imsdb_05_19_10/Crow-City-of-Angels,-The.html',\n",
       " 'Diabolique.pdf',\n",
       " 'http://www.awesomefilm.comscript/emma.txt',\n",
       " 'http://www.imsdb.com/Movie Scripts/English Patient, The Script.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Escape-From-L.A..html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Executive-Decision.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Fargo Script.html',\n",
       " 'FRIGHTENERS, THE (1996) by Fran Walsh & Peter Jackson [1994.07.20] [3rd] [Scan].pdf',\n",
       " 'http://www.imsdb.com/Movie Scripts/From Dusk Till Dawn Script.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Ghost and the Darkness, The Script.html',\n",
       " 'http://www.horrorlair.com/scripts/houseOfTheDamned.txt',\n",
       " 'http://www.fpx.de/fp/Disney/Scripts/HunchbackOfNotreDame.txt',\n",
       " 'film_20100519/all_imsdb_05_19_10/Independence-Day.html',\n",
       " 'http://indiegroundfilms.files.wordpress.com/2014/01/isle-of-dr-moreau-the-apr-26-94.pdf',\n",
       " 'http://www.imsdb.com/Movie Scripts/Jerry Maguire Script.html',\n",
       " 'http://www.kithfan.org/work/transcripts/braincandy.pdf',\n",
       " 'LAST MAN STANDING (1996) 1995.08.28 draft by Walter Hill.pdf',\n",
       " 'http://www.imsdb.com/Movie Scripts/Lone Star Script.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Long-Kiss-Goodnight,-The.html',\n",
       " 'http://www.dailyscript.com/scripts/Lost+Highway.txt',\n",
       " 'http://www.pages.drexel.edu/~ina22/splaylib/Screenplay-Mars_Attacks.pdf',\n",
       " 'http://www.dailyscript.com/scripts/mirrorhastwofaces.pdf',\n",
       " 'http://www.imsdb.com/Movie Scripts/Mission Impossible Script.html',\n",
       " 'http://www.pages.drexel.edu/~ina22/splaylib/Screenplay-Mrs._Winterbourne.pdf',\n",
       " 'Primal Fear (1996) [1995-4-10] [Rev.] [Scan].pdf',\n",
       " 'Ransom (Richard Price, 11-3-95).pdf',\n",
       " 'film_20100519/all_imsdb_05_19_10/Rock,-The.html',\n",
       " 'http://www.awesomefilm.com/script/romeo+juliet.txt',\n",
       " 'http://www.dailyscript.com/scripts/Scream.txt',\n",
       " 'http://www.imsdb.com/Movie Scripts/Sling Blade Script.html',\n",
       " 'Space Jam Script.pdf',\n",
       " 'http://www.scifiscripts.com/scripts/Trek/Star_Trek_VIII.htm',\n",
       " 'http://www.imsdb.com/Movie Scripts/Swingers Script.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Tin-Cup.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Trainspotting Script.html',\n",
       " 'Twister (Crichton & Martin, undated, unspecified draft).pdf',\n",
       " 'http://www.pages.drexel.edu/~ina22/splaylib/Screenplay-Up_Close_and_Personal.pdf',\n",
       " 'http://www.pages.drexel.edu/~ina22/splaylib/Screenplay-Watermelon_Woman,_The.pdf',\n",
       " 'film_20100519/all_imsdb_05_19_10/White-Squall.html',\n",
       " 'http://www.dailyscript.com/scripts/187.pdf',\n",
       " 'http://www.imsdb.com/Movie Scripts/Absolute Power Script.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Affliction Script.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Air-Force-One.html',\n",
       " 'http://www.horrorlair.com/scripts/alienresurrection_early.html',\n",
       " 'http://www.dailyscript.com/scripts/American+Werewolf+In+Paris,+An.txt',\n",
       " 'film_20100519/all_imsdb_05_19_10/Anastasia.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Apt Pupil Script.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Assignment,-The.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Austin-Powers---International-Man-of-Mystery.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Batman and Robin Script.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Bean Script.html',\n",
       " 'https://web.archive.org/web/20131219023653/http://www.youknow-forkids.com/biglebowski.txt',\n",
       " 'http://www.imsdb.com/Movie Scripts/Boogie Nights Script.html',\n",
       " 'http://indiegroundfilms.files.wordpress.com/2013/08/breakdown-mar-96-revised-1st.pdf',\n",
       " 'https://www.dropbox.com/sh/jpxh25l44yke4np/AAB5ZDKF7Y-w24yB7gVKhWwha/LIFE%20IS%20BEAUTIFUL%20%281997%29%20%20AKA%20-%20LA%20VITA%20E%20BELLA%20%20Vincenzo%20Cerami%20%26%20Roberto%20Benigni.pdf?dl=0',\n",
       " 'http://www.imsdb.com/Movie Scripts/Chasing Amy Script.html',\n",
       " 'http://www.dailyscript.com/scripts/conspiracy-theory.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Contact.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Gang Related Script.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Dark City Script.html',\n",
       " 'deconstructing_harry.pdf',\n",
       " 'http://www.horrorlair.com/scripts/deeprising.txt',\n",
       " \"http://www.imsdb.com/Movie Scripts/Devil's Advocate Script.html\",\n",
       " 'film_20100519/all_imsdb_05_19_10/Donnie-Brasco.html',\n",
       " 'The Edge (1997) (aka Bookworm) [1996-1] [Scan].pdf',\n",
       " 'http://www.imsdb.com/Movie Scripts/Event Horizon Script.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Face-Off.html',\n",
       " 'http://indiegroundfilms.files.wordpress.com/2014/01/fallen-may-17-96-revised-4tg.pdf',\n",
       " 'film_20100519/all_imsdb_05_19_10/Fifth-Element,-The.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/G.I.-Jane.html',\n",
       " 'http://www.pages.drexel.edu/~ina22/splaylib/Screenplay-Game_The.HTM',\n",
       " 'film_20100519/all_imsdb_05_19_10/Gattaca.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Good Will Hunting Script.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Grosse-Point-Blank.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Mrs. Brown Script.html',\n",
       " 'http://www.cubbi.org/disney/scripts/hercules.txt',\n",
       " 'http://www.imsdb.com/Movie Scripts/Horse Whisperer, The Script.html',\n",
       " 'I Know What You Did Last Summer.pdf',\n",
       " 'http://www.imsdb.com/Movie Scripts/Ice Storm, The Script.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Inventing the Abbotts Script.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Jackie Brown Script.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Kundun.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/L.A.-Confidential.html',\n",
       " 'http://indiegroundfilms.files.wordpress.com/2014/01/liar-liar-apr-18-96-rough.pdf',\n",
       " 'http://www.scifiscripts.com/scripts/jurassic2_thw.txt',\n",
       " 'http://www.imsdb.com/Movie Scripts/Meet Joe Black Script.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Men-in-Black.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Metro.html',\n",
       " 'http://www.dailyscript.com/scripts/mimic_production.html',\n",
       " \"film_20100519/all_imsdb_05_19_10/My-Best-Friend's-Wedding.html\",\n",
       " 'http://www.imsdb.com/Movie Scripts/As Good As It Gets Script.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Postman, The Script.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Relic, The Script.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Saint,-The.html',\n",
       " 'Scream 2.pdf',\n",
       " 'http://www.imsdb.com/Movie Scripts/Soldier Script.html',\n",
       " 'http://www.scifiscripts.com/scripts/spaceJacked.txt',\n",
       " 'Spawn (1996.05.14).pdf',\n",
       " 'http://www.imsdb.com/Movie Scripts/Sphere Script.html',\n",
       " 'http://www.dailyscript.com/scripts/threekings_shootingdraft.pdf',\n",
       " 'film_20100519/all_imsdb_05_19_10/Starship-Troopers.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/State-and-Main.html',\n",
       " 'http://www.awesomefilm.com/script/suburbia.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Sweet Hereafter, The Script.html',\n",
       " 'http://www.pages.drexel.edu/~ina22/splaylib/Screenplay-Simple_Plan,_A.pdf',\n",
       " 'http://www.dailyscript.com/scripts/Titanic.txt',\n",
       " 'http://www.awesomefilm.com/script/tomorrowneverdies.txt',\n",
       " 'film_20100519/all_imsdb_05_19_10/Truman-Show,-The.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/U Turn Script.html',\n",
       " 'https://www.dropbox.com/sh/jpxh25l44yke4np/AAD3lUocc5KGZYoeHUPvSdhua/AMERICAN%20HISTORY%20X%20%281998%29%20David%20McKenna.pdf?dl=0',\n",
       " 'http://www.imsdb.com/Movie Scripts/Antz Script.html',\n",
       " 'http://www.scifiscripts.com/scripts/Armageddon.pdf',\n",
       " 'http://www.dailyscript.com/scripts/beingjohnmalkovich.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Beloved Script.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Blade Script.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Mummy,-The.html',\n",
       " 'Breakfast of Champions.pdf',\n",
       " 'A CIVIL ACTION.pdf',\n",
       " 'http://www.awesomefilm.comscript/Deep_End_of_the_Ocean.txt',\n",
       " 'http://www.imsdb.com/Movie Scripts/Dogma Script.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Enemy of the State Script.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Eyes-Wide-Shut.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Fantastic Four Script.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Fear and Loathing in Las Vegas Script.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Gods and Monsters Script.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Stepmom Script.html',\n",
       " 'https://www.dropbox.com/sh/jpxh25l44yke4np/AACMZt8oNOB7Hd8iIzN2JYfZa/GREEN%20MILE%2C%20THE%20%281999%29%20%281st%20Draft%201997-11-04%29%20%5Bdigital%5D.pdf?dl=0',\n",
       " 'http://www.horrorlair.com/scripts/H20.txt',\n",
       " 'film_20100519/all_imsdb_05_19_10/Hard-Rain.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Lock, Stock and Two Smoking Barrels Script.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Lord-of-the-Rings-Fellowship-of-the-Ring,-The.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Lost-in-Space.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Man-in-the-Iron-Mask.html',\n",
       " 'http://www.dailyscript.com/scripts/mighty_joe_young.pdf',\n",
       " 'http://www.imsdb.com/Movie Scripts/Mission Impossible II Script.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Mulan Script.html',\n",
       " 'http://www.awesomefilm.comscript/roxt.txt',\n",
       " 'ODD COUPLE II, THE (1998) by Neil Simon [1997.04.10] [3rd] [Scan].pdf',\n",
       " 'http://www.imsdb.com/Movie Scripts/Out of Sight Script.html',\n",
       " 'Payback (August 1997).pdf',\n",
       " 'http://www.imsdb.com/Movie Scripts/Pleasantville Script.html',\n",
       " 'http://www.awesomefilm.comscript/practicalmagic.html',\n",
       " 'http://www.dailyscript.com/scripts/RKO218.html',\n",
       " 'http://www.dailyscript.com/scripts/resevil.html',\n",
       " 'http://www.dailyscript.com/scripts/rush_hour.html',\n",
       " 'http://www.moviescriptsandscreenplays.com/BenandMatt/savingprivateryan.txt',\n",
       " 'http://www.imsdb.com/Movie Scripts/Shipping News, The Script.html',\n",
       " 'SnakeEyes.pdf',\n",
       " 'film_20100519/all_imsdb_05_19_10/Snow-Falling-On-Cedars.html',\n",
       " 'http://www.scifiscripts.com/scripts/Trek/Star_Trek_IX.htm',\n",
       " 'http://www.meeko.org/disney/tarzan/script.html',\n",
       " 'From Dusk Till Dawn 2- Texas Blood Money.pdf',\n",
       " 'http://indiegroundfilms.files.wordpress.com/2014/01/thin-red-line-the.pdf',\n",
       " 'http://www.imsdb.com/Movie Scripts/Wag the Dog Script.html',\n",
       " 'http://www.pages.drexel.edu/~ina22/splaylib/Screenplay-Wedding_Singer,_The.pdf',\n",
       " 'http://www.imsdb.com/Movie Scripts/Wild Things Script.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Wild Wild West Script.html',\n",
       " 'X FILES, THE (1998) (aka X-FILES - FIGHT THE FUTURE) by Chris Carter [1997.06.30] [Yellow Pages] [Digital].pdf',\n",
       " 'http://www.dailyscript.com/scripts/xmenscript0215.pdf',\n",
       " 'Zero Effect (Jake Kasdan, 4.21.97).pdf',\n",
       " 'eXistenZ.pdf',\n",
       " 'http://www.scifiscripts.com/scripts/StarWars-Episode1.txt',\n",
       " 'film_20100519/all_imsdb_05_19_10/Star-Wars-Attack-of-the-Clones.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Star Wars: Revenge of the Sith Script.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Lethal Weapon 4 Script.html',\n",
       " 'http://www.scifiscripts.com/msol/return_to_me.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Henry-Fool.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Ronin.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Analyze This Script.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Cube Script.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Life Script.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Very-Bad-Things.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Blast from the Past, The Script.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Cider-House-Rules,-The.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Notting Hill Script.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Man on the Moon Script.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Shrek Script.html',\n",
       " 'http://www.dailyscript.com/scripts/Legionnaire.txt',\n",
       " 'http://www.imsdb.com/Movie Scripts/Election Script.html',\n",
       " 'ElizabethHSF.pdf',\n",
       " 'ROUNDERS (1998) by David Levien and Brian Koppelman.pdf',\n",
       " 'film_20100519/all_imsdb_05_19_10/Rushmore.html',\n",
       " \"http://www.imsdb.com/Movie Scripts/You've Got Mail Script.html\",\n",
       " 'The Iron Giant.pdf',\n",
       " 'ravenous.pdf',\n",
       " \"http://www.imsdb.com/Movie Scripts/There's Something About Mary Script.html\",\n",
       " 'http://www.imsdb.com/Movie Scripts/I Still Know What You Did Last Summer Script.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Ed TV Script.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Mystery Men Script.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/At First Sight Script.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Crow Salvation, The Script.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Matrix,-The.html',\n",
       " 'http://www.pages.drexel.edu/~ina22/splaylib/Screenplay-Faculty_The.pdf',\n",
       " 'http://www.imsdb.com/Movie Scripts/Siege, The Script.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Scream 3 Script.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Talented Mr. Ripley, The Script.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/8MM Script.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Pitch Black Script.html',\n",
       " 'Arlington Road.pdf',\n",
       " 'http://www.imsdb.com/Movie Scripts/Entrapment Script.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Fight-Club.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Shakespeare in Love Script.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Intolerable-Cruelty.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Pi Script.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Cruel Intentions Script.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Go Script.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Lake Placid Script.html',\n",
       " 'http://www.dailyscript.com/scripts/Training_Day.pdf',\n",
       " 'http://indiegroundfilms.files.wordpress.com/2014/01/true-crime-may-11-98-revised-numbered-1st.pdf',\n",
       " 'http://www.imsdb.com/Movie Scripts/Insider, The Script.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Mumford Script.html',\n",
       " 'http://www.dailyscript.com/scripts/TheCorruptor.txt',\n",
       " 'Ninth Gate, The (1999) (Numbered).pdf',\n",
       " 'http://www.imsdb.com/Movie Scripts/World is not Enough, The Script.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/American Psycho Script.html',\n",
       " 'http://www.dailyscript.com/scripts/boondock-saints-script.html',\n",
       " 'http://www.pages.drexel.edu/~ina22/splaylib/Screenplay-General%27s_Daughter.pdf',\n",
       " 'http://www.alibi-books.com/thelostson/thelostson.htm',\n",
       " 'film_20100519/all_imsdb_05_19_10/Highlander-Endgame.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Austin-Powers---The-Spy-Who-Shagged-Me.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Thirteen-Days.html',\n",
       " 'http://www.horrorlair.com/movies/urban_legend_screenplay.html',\n",
       " 'End_of_Days.pdf',\n",
       " 'http://indiegroundfilms.files.wordpress.com/2014/01/any-given-sunday-may01-99-revised-shooting.pdf',\n",
       " 'http://www.imsdb.com/Movie Scripts/High Fidelity Script.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/10 Things I Hate About You Script.html',\n",
       " 'All The Pretty Horses (2000) [1993-11-1] [1st Rev.] [Scan].pdf',\n",
       " 'http://www.imsdb.com/Movie Scripts/Never Been Kissed Script.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Office Space Script.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Drop Dead Gorgeous Script.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/South-Park.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Cold Mountain Script.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Croupier Script.html',\n",
       " \"http://www.imsdb.com/Movie Scripts/Charlie's Angels Script.html\",\n",
       " 'http://www.horrorlair.com/scripts/lostsouls.txt',\n",
       " 'http://www.imsdb.com/Movie Scripts/What Lies Beneath Script.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Cast-Away.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Ghost World Script.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Sleepy Hollow Script.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Jurassic-Park-III.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Runaway Bride Script.html',\n",
       " 'http://www.awesomefilm.com/script/chillfactor.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/American Pie Script.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Beach,-The.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Bringing-Out-the-Dead.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Hollow Man Script.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Stir-of-Echoes.html',\n",
       " 'Stuart Little (1997.09.05).pdf',\n",
       " 'http://www.imsdb.com/Movie Scripts/Detroit Rock City Script.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Limey, The Script.html',\n",
       " 'http://www.horrorlair.com/HorrorWorld/newyork/bones.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Monkeybone.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Mulholland Drive Script.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Music of the Heart Script.html',\n",
       " \"HELLBOY (1st draft, March '99).pdf\",\n",
       " 'film_20100519/all_imsdb_05_19_10/Lord-of-the-Rings-Return-of-the-King.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Lord-of-the-Rings-The-Two-Towers.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Sixth Sense, The Script.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Thunderbirds Script.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/American Beauty Script.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Haunting, The Script.html',\n",
       " 'http://www.dailyscript.com/scripts/nursebetty.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Gladiator Script.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Cecil B. Demented Script.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Autumn in New York Script.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Cherry Falls Script.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Magnolia Script.html',\n",
       " 'http://www.scifiscripts.com/scripts/GalaxyQuest.txt',\n",
       " 'film_20100519/all_imsdb_05_19_10/15-Minutes.html',\n",
       " 'http://www.dailyscript.com/scripts/Quills.txt',\n",
       " 'http://www.pages.drexel.edu/~ina22/splaylib/Screenplay-Requiem_for_a_Dream.HTM',\n",
       " 'http://www.dailyscript.com/scripts/MINORITY_REPORT_--_May_16th_2001_revised_draft_by_Scott_Frank.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Traffic.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Almost Famous Script.html',\n",
       " 'http://sfy.ru/sfy.html?script=boiler_room',\n",
       " 'film_20100519/all_imsdb_05_19_10/Mission-to-Mars.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Phone Booth Script.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Reindeer Games Script.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Wonder Boys Script.html',\n",
       " 'http://www.horrorlair.com/scripts/Battlefield-Earth(2000).pdf',\n",
       " 'http://www.dailyscript.com/scripts/house-on-haunted-hill.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Little Nicky Script.html',\n",
       " 'http://www.horrorlair.com/scripts/blairwitch_transcript.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Frequency Script.html',\n",
       " 'http://www.dailyscript.com/scripts/Space_Cowboys.pdf',\n",
       " 'http://www.imsdb.com/Movie Scripts/Sugar and Spice Script.html',\n",
       " 'GONE IN 60 SECONDS by Scott Rosenberg [1999-4-6] [Digital].pdf',\n",
       " 'film_20100519/all_imsdb_05_19_10/Patriot,-The.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Blade II Script.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Birthday Girl Script.html',\n",
       " 'http://indiegroundfilms.files.wordpress.com/2014/01/shade-of-the-vampire-mar-22-99-revised.pdf',\n",
       " 'http://www.dailyscript.com/scripts/o_brother.html',\n",
       " 'http://www.scifiscripts.com/cartoon/pokemon.txt',\n",
       " 'film_20100519/all_imsdb_05_19_10/Replacements,-The.html',\n",
       " 'http://www.pages.drexel.edu/~ina22/splaylib/Screenplay-28_Days.pdf',\n",
       " 'http://www.dailyscript.com/scripts/Erin+Brockovich.txt',\n",
       " 'film_20100519/all_imsdb_05_19_10/Final-Destination.html',\n",
       " 'http://www.dailyscript.com/scripts/Next_Friday.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Ticker.html',\n",
       " 'Monsters, Inc. (2001.11).pdf',\n",
       " 'http://www.dailyscript.com/scripts/love_and_basketball.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Red-Planet.html',\n",
       " 'WayoftheGun,The.pdf',\n",
       " 'http://www.imsdb.com/Movie Scripts/You Can Count On Me Script.html',\n",
       " 'exorcist-the beginning.pdf',\n",
       " 'film_20100519/all_imsdb_05_19_10/Save-the-Last-Dance.html',\n",
       " 'Joy Ride (2001) (aka Squelch) [1999-4-28] [Scan].pdf',\n",
       " 'http://www.pages.drexel.edu/~ina22/splaylib/Screenplay-Children_of_Men.htm',\n",
       " 'film_20100519/all_imsdb_05_19_10/Snatch.html',\n",
       " 'http://www.dailyscript.com/scripts/Get_Carter.pdf',\n",
       " 'http://www.imsdb.com/Movie Scripts/Memento Script.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Cell, The Script.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Ginger-Snaps.html',\n",
       " 'http://www.dailyscript.com/scripts/happy-campers_early.html',\n",
       " 'http://www.dailyscript.com/scripts/jason_x_shooting.html',\n",
       " 'https://www.dropbox.com/sh/jpxh25l44yke4np/AABH96p-Kgs8OPQWiEeNHczsa/AMELIE%20%282001%29%20%5BAKA%20Le%20fabuleux%20destin%20d%27Am%C3%A9lie%20Poulain%5D%20Guillaume%20Laurant%20%26%20Jean-Pierre%20Jeunet%20%5BTranslated%5D.pdf?dl=0',\n",
       " 'https://indiegroundfilms.files.wordpress.com/2014/01/a-i.pdf',\n",
       " 'Hannibal (Zaillian) (2000.02.09) (Scanned)-2.pdf',\n",
       " 'film_20100519/all_imsdb_05_19_10/Pearl-Harbor.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Bamboozled.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Gangs-of-New-York.html',\n",
       " 'film_20100519/all_imsdb_05_19_10/Unbreakable.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Antitrust Script.html',\n",
       " 'http://www.imsdb.com/Movie Scripts/Family Man, The Script.html',\n",
       " 'Dracula 2000 (2000.04.20) [Scan].pdf',\n",
       " 'http://www.imsdb.com/Movie Scripts/Human Nature Script.html',\n",
       " 'http://www.dailyscript.com/scripts/Halloween8_shooting.pdf',\n",
       " 'http://www.imsdb.com/Movie Scripts/Blow Script.html',\n",
       " ...]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "film_scripts['link'].tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
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       "      <th>imdb_id</th>\n",
       "      <th>script_id</th>\n",
       "      <th>title</th>\n",
       "      <th>year</th>\n",
       "      <th>gross (inflation-adjusted)</th>\n",
       "      <th>source</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>tt0019777</td>\n",
       "      <td>4031</td>\n",
       "      <td>The Cocoanuts</td>\n",
       "      <td>1929</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.pages.drexel.edu/~ina22/splaylib/Sc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>tt0021884</td>\n",
       "      <td>8521</td>\n",
       "      <td>Frankenstein</td>\n",
       "      <td>1931</td>\n",
       "      <td>298.0</td>\n",
       "      <td>Frankenstein (Florey &amp; Fort) [1931-5-23] [Scan...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>tt0022054</td>\n",
       "      <td>1086</td>\n",
       "      <td>The Last Flight</td>\n",
       "      <td>1931</td>\n",
       "      <td>NaN</td>\n",
       "      <td>film_20100519/all_imsdb_05_19_10/Last-Flight,-...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>tt0022626</td>\n",
       "      <td>1631</td>\n",
       "      <td>American Madness</td>\n",
       "      <td>1932</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imsdb.com/Movie Scripts/American Ma...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>tt0022958</td>\n",
       "      <td>2438</td>\n",
       "      <td>Grand Hotel</td>\n",
       "      <td>1932</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imsdb.com/Movie Scripts/Grand Hotel...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995</th>\n",
       "      <td>tt3733778</td>\n",
       "      <td>8533</td>\n",
       "      <td>Pay the Ghost</td>\n",
       "      <td>2015</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Pay The Ghost (Dan Kay, 9-1-09).pdf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1996</th>\n",
       "      <td>tt3808342</td>\n",
       "      <td>5499</td>\n",
       "      <td>Son of Saul</td>\n",
       "      <td>2015</td>\n",
       "      <td>0.0</td>\n",
       "      <td>http://gointothestory.blcklst.com/wp-content/u...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1997</th>\n",
       "      <td>tt3850214</td>\n",
       "      <td>8056</td>\n",
       "      <td>Dope</td>\n",
       "      <td>2015</td>\n",
       "      <td>18.0</td>\n",
       "      <td>Dope (2013.10.31) [Digital].pdf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1998</th>\n",
       "      <td>tt3859076</td>\n",
       "      <td>5507</td>\n",
       "      <td>Truth</td>\n",
       "      <td>2015</td>\n",
       "      <td>2.0</td>\n",
       "      <td>http://gointothestory.blcklst.com/wp-content/u...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1999</th>\n",
       "      <td>tt4270516</td>\n",
       "      <td>5410</td>\n",
       "      <td>Grandma</td>\n",
       "      <td>2015</td>\n",
       "      <td>7.0</td>\n",
       "      <td>http://gointothestory.blcklst.com/wp-content/u...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2000 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        imdb_id  script_id             title  year  \\\n",
       "0     tt0019777       4031     The Cocoanuts  1929   \n",
       "1     tt0021884       8521      Frankenstein  1931   \n",
       "2     tt0022054       1086   The Last Flight  1931   \n",
       "3     tt0022626       1631  American Madness  1932   \n",
       "4     tt0022958       2438       Grand Hotel  1932   \n",
       "...         ...        ...               ...   ...   \n",
       "1995  tt3733778       8533     Pay the Ghost  2015   \n",
       "1996  tt3808342       5499       Son of Saul  2015   \n",
       "1997  tt3850214       8056              Dope  2015   \n",
       "1998  tt3859076       5507             Truth  2015   \n",
       "1999  tt4270516       5410           Grandma  2015   \n",
       "\n",
       "      gross (inflation-adjusted)  \\\n",
       "0                            NaN   \n",
       "1                          298.0   \n",
       "2                            NaN   \n",
       "3                            NaN   \n",
       "4                            NaN   \n",
       "...                          ...   \n",
       "1995                         NaN   \n",
       "1996                         0.0   \n",
       "1997                        18.0   \n",
       "1998                         2.0   \n",
       "1999                         7.0   \n",
       "\n",
       "                                                 source  \n",
       "0     http://www.pages.drexel.edu/~ina22/splaylib/Sc...  \n",
       "1     Frankenstein (Florey & Fort) [1931-5-23] [Scan...  \n",
       "2     film_20100519/all_imsdb_05_19_10/Last-Flight,-...  \n",
       "3     http://www.imsdb.com/Movie Scripts/American Ma...  \n",
       "4     http://www.imsdb.com/Movie Scripts/Grand Hotel...  \n",
       "...                                                 ...  \n",
       "1995                Pay The Ghost (Dan Kay, 9-1-09).pdf  \n",
       "1996  http://gointothestory.blcklst.com/wp-content/u...  \n",
       "1997                    Dope (2013.10.31) [Digital].pdf  \n",
       "1998  http://gointothestory.blcklst.com/wp-content/u...  \n",
       "1999  http://gointothestory.blcklst.com/wp-content/u...  \n",
       "\n",
       "[2000 rows x 6 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "film_scripts.rename(columns={'link': 'source'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "film_scripts.rename(columns={'link': 'source'}, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <tbody>\n",
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       "      <th>0</th>\n",
       "      <td>tt0019777</td>\n",
       "      <td>4031</td>\n",
       "      <td>The Cocoanuts</td>\n",
       "      <td>1929</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.pages.drexel.edu/~ina22/splaylib/Sc...</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>tt0021884</td>\n",
       "      <td>8521</td>\n",
       "      <td>Frankenstein</td>\n",
       "      <td>1931</td>\n",
       "      <td>298.0</td>\n",
       "      <td>Frankenstein (Florey &amp; Fort) [1931-5-23] [Scan...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>tt0022054</td>\n",
       "      <td>1086</td>\n",
       "      <td>The Last Flight</td>\n",
       "      <td>1931</td>\n",
       "      <td>NaN</td>\n",
       "      <td>film_20100519/all_imsdb_05_19_10/Last-Flight,-...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>tt0022626</td>\n",
       "      <td>1631</td>\n",
       "      <td>American Madness</td>\n",
       "      <td>1932</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imsdb.com/Movie Scripts/American Ma...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>tt0022958</td>\n",
       "      <td>2438</td>\n",
       "      <td>Grand Hotel</td>\n",
       "      <td>1932</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imsdb.com/Movie Scripts/Grand Hotel...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995</th>\n",
       "      <td>tt3733778</td>\n",
       "      <td>8533</td>\n",
       "      <td>Pay the Ghost</td>\n",
       "      <td>2015</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Pay The Ghost (Dan Kay, 9-1-09).pdf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1996</th>\n",
       "      <td>tt3808342</td>\n",
       "      <td>5499</td>\n",
       "      <td>Son of Saul</td>\n",
       "      <td>2015</td>\n",
       "      <td>0.0</td>\n",
       "      <td>http://gointothestory.blcklst.com/wp-content/u...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1997</th>\n",
       "      <td>tt3850214</td>\n",
       "      <td>8056</td>\n",
       "      <td>Dope</td>\n",
       "      <td>2015</td>\n",
       "      <td>18.0</td>\n",
       "      <td>Dope (2013.10.31) [Digital].pdf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1998</th>\n",
       "      <td>tt3859076</td>\n",
       "      <td>5507</td>\n",
       "      <td>Truth</td>\n",
       "      <td>2015</td>\n",
       "      <td>2.0</td>\n",
       "      <td>http://gointothestory.blcklst.com/wp-content/u...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1999</th>\n",
       "      <td>tt4270516</td>\n",
       "      <td>5410</td>\n",
       "      <td>Grandma</td>\n",
       "      <td>2015</td>\n",
       "      <td>7.0</td>\n",
       "      <td>http://gointothestory.blcklst.com/wp-content/u...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2000 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        imdb_id  script_id             title  year  \\\n",
       "0     tt0019777       4031     The Cocoanuts  1929   \n",
       "1     tt0021884       8521      Frankenstein  1931   \n",
       "2     tt0022054       1086   The Last Flight  1931   \n",
       "3     tt0022626       1631  American Madness  1932   \n",
       "4     tt0022958       2438       Grand Hotel  1932   \n",
       "...         ...        ...               ...   ...   \n",
       "1995  tt3733778       8533     Pay the Ghost  2015   \n",
       "1996  tt3808342       5499       Son of Saul  2015   \n",
       "1997  tt3850214       8056              Dope  2015   \n",
       "1998  tt3859076       5507             Truth  2015   \n",
       "1999  tt4270516       5410           Grandma  2015   \n",
       "\n",
       "      gross (inflation-adjusted)  \\\n",
       "0                            NaN   \n",
       "1                          298.0   \n",
       "2                            NaN   \n",
       "3                            NaN   \n",
       "4                            NaN   \n",
       "...                          ...   \n",
       "1995                         NaN   \n",
       "1996                         0.0   \n",
       "1997                        18.0   \n",
       "1998                         2.0   \n",
       "1999                         7.0   \n",
       "\n",
       "                                                 source  \n",
       "0     http://www.pages.drexel.edu/~ina22/splaylib/Sc...  \n",
       "1     Frankenstein (Florey & Fort) [1931-5-23] [Scan...  \n",
       "2     film_20100519/all_imsdb_05_19_10/Last-Flight,-...  \n",
       "3     http://www.imsdb.com/Movie Scripts/American Ma...  \n",
       "4     http://www.imsdb.com/Movie Scripts/Grand Hotel...  \n",
       "...                                                 ...  \n",
       "1995                Pay The Ghost (Dan Kay, 9-1-09).pdf  \n",
       "1996  http://gointothestory.blcklst.com/wp-content/u...  \n",
       "1997                    Dope (2013.10.31) [Digital].pdf  \n",
       "1998  http://gointothestory.blcklst.com/wp-content/u...  \n",
       "1999  http://gointothestory.blcklst.com/wp-content/u...  \n",
       "\n",
       "[2000 rows x 6 columns]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "film_scripts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "film_scripts['link'] = film_scripts['source']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "film_scripts_dropped = film_scripts.drop(['link'], axis=1) #inplace=True is another option"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>link</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1538</th>\n",
       "      <td>tt1022603</td>\n",
       "      <td>1534</td>\n",
       "      <td>(500) Days of Summer</td>\n",
       "      <td>2009</td>\n",
       "      <td>37.0</td>\n",
       "      <td>http://www.imsdb.com/Movie Scripts/500 Days of...</td>\n",
       "      <td>http://www.imsdb.com/Movie Scripts/500 Days of...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>897</th>\n",
       "      <td>tt0147800</td>\n",
       "      <td>1512</td>\n",
       "      <td>10 Things I Hate About You</td>\n",
       "      <td>1999</td>\n",
       "      <td>65.0</td>\n",
       "      <td>http://www.imsdb.com/Movie Scripts/10 Things I...</td>\n",
       "      <td>http://www.imsdb.com/Movie Scripts/10 Things I...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1864</th>\n",
       "      <td>tt2024544</td>\n",
       "      <td>1517</td>\n",
       "      <td>12 Years a Slave</td>\n",
       "      <td>2013</td>\n",
       "      <td>60.0</td>\n",
       "      <td>http://www.imsdb.com/Movie Scripts/12 Years a ...</td>\n",
       "      <td>http://www.imsdb.com/Movie Scripts/12 Years a ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1282</th>\n",
       "      <td>tt0417385</td>\n",
       "      <td>1514</td>\n",
       "      <td>12 and Holding</td>\n",
       "      <td>2005</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imsdb.com/Movie Scripts/12 and Hold...</td>\n",
       "      <td>http://www.imsdb.com/Movie Scripts/12 and Hold...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1753</th>\n",
       "      <td>tt1542344</td>\n",
       "      <td>1520</td>\n",
       "      <td>127 Hours</td>\n",
       "      <td>2010</td>\n",
       "      <td>20.0</td>\n",
       "      <td>http://www.imsdb.com/Movie Scripts/127 Hours S...</td>\n",
       "      <td>http://www.imsdb.com/Movie Scripts/127 Hours S...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>831</th>\n",
       "      <td>tt0120906</td>\n",
       "      <td>8158</td>\n",
       "      <td>Zero Effect</td>\n",
       "      <td>1998</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Zero Effect (Jake Kasdan, 4.21.97).pdf</td>\n",
       "      <td>Zero Effect (Jake Kasdan, 4.21.97).pdf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1292</th>\n",
       "      <td>tt0421090</td>\n",
       "      <td>3768</td>\n",
       "      <td>Zerophilia</td>\n",
       "      <td>2005</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.imsdb.com/Movie Scripts/Zerophilia ...</td>\n",
       "      <td>http://www.imsdb.com/Movie Scripts/Zerophilia ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1326</th>\n",
       "      <td>tt0443706</td>\n",
       "      <td>6491</td>\n",
       "      <td>Zodiac</td>\n",
       "      <td>2007</td>\n",
       "      <td>41.0</td>\n",
       "      <td>Zodiac (2007) (aka Chronicles) [Rev. 2006-7-5]...</td>\n",
       "      <td>Zodiac (2007) (aka Chronicles) [Rev. 2006-7-5]...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>832</th>\n",
       "      <td>tt0120907</td>\n",
       "      <td>6973</td>\n",
       "      <td>eXistenZ</td>\n",
       "      <td>1999</td>\n",
       "      <td>4.0</td>\n",
       "      <td>eXistenZ.pdf</td>\n",
       "      <td>eXistenZ.pdf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1097</th>\n",
       "      <td>tt0295701</td>\n",
       "      <td>1497</td>\n",
       "      <td>xXx</td>\n",
       "      <td>2002</td>\n",
       "      <td>211.0</td>\n",
       "      <td>film_20100519/all_imsdb_05_19_10/xXx.html</td>\n",
       "      <td>film_20100519/all_imsdb_05_19_10/xXx.html</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2000 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        imdb_id  script_id                       title  year  \\\n",
       "1538  tt1022603       1534        (500) Days of Summer  2009   \n",
       "897   tt0147800       1512  10 Things I Hate About You  1999   \n",
       "1864  tt2024544       1517            12 Years a Slave  2013   \n",
       "1282  tt0417385       1514              12 and Holding  2005   \n",
       "1753  tt1542344       1520                   127 Hours  2010   \n",
       "...         ...        ...                         ...   ...   \n",
       "831   tt0120906       8158                 Zero Effect  1998   \n",
       "1292  tt0421090       3768                  Zerophilia  2005   \n",
       "1326  tt0443706       6491                      Zodiac  2007   \n",
       "832   tt0120907       6973                    eXistenZ  1999   \n",
       "1097  tt0295701       1497                         xXx  2002   \n",
       "\n",
       "      gross (inflation-adjusted)  \\\n",
       "1538                        37.0   \n",
       "897                         65.0   \n",
       "1864                        60.0   \n",
       "1282                         NaN   \n",
       "1753                        20.0   \n",
       "...                          ...   \n",
       "831                          3.0   \n",
       "1292                         NaN   \n",
       "1326                        41.0   \n",
       "832                          4.0   \n",
       "1097                       211.0   \n",
       "\n",
       "                                                 source  \\\n",
       "1538  http://www.imsdb.com/Movie Scripts/500 Days of...   \n",
       "897   http://www.imsdb.com/Movie Scripts/10 Things I...   \n",
       "1864  http://www.imsdb.com/Movie Scripts/12 Years a ...   \n",
       "1282  http://www.imsdb.com/Movie Scripts/12 and Hold...   \n",
       "1753  http://www.imsdb.com/Movie Scripts/127 Hours S...   \n",
       "...                                                 ...   \n",
       "831              Zero Effect (Jake Kasdan, 4.21.97).pdf   \n",
       "1292  http://www.imsdb.com/Movie Scripts/Zerophilia ...   \n",
       "1326  Zodiac (2007) (aka Chronicles) [Rev. 2006-7-5]...   \n",
       "832                                        eXistenZ.pdf   \n",
       "1097          film_20100519/all_imsdb_05_19_10/xXx.html   \n",
       "\n",
       "                                                   link  \n",
       "1538  http://www.imsdb.com/Movie Scripts/500 Days of...  \n",
       "897   http://www.imsdb.com/Movie Scripts/10 Things I...  \n",
       "1864  http://www.imsdb.com/Movie Scripts/12 Years a ...  \n",
       "1282  http://www.imsdb.com/Movie Scripts/12 and Hold...  \n",
       "1753  http://www.imsdb.com/Movie Scripts/127 Hours S...  \n",
       "...                                                 ...  \n",
       "831              Zero Effect (Jake Kasdan, 4.21.97).pdf  \n",
       "1292  http://www.imsdb.com/Movie Scripts/Zerophilia ...  \n",
       "1326  Zodiac (2007) (aka Chronicles) [Rev. 2006-7-5]...  \n",
       "832                                        eXistenZ.pdf  \n",
       "1097          film_20100519/all_imsdb_05_19_10/xXx.html  \n",
       "\n",
       "[2000 rows x 7 columns]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "film_scripts.sort_values(by=['title'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['imdb_id', 'script_id', 'title', 'year', 'gross (inflation-adjusted)',\n",
       "       'source', 'link'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "film_scripts.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "film_scripts.rename(columns={'gross (inflation-adjusted)': 'gross_ia'}, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>gross_ia</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>298.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995</th>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1996</th>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1997</th>\n",
       "      <td>18.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1998</th>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1999</th>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2000 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      gross_ia\n",
       "0          NaN\n",
       "1        298.0\n",
       "2          NaN\n",
       "3          NaN\n",
       "4          NaN\n",
       "...        ...\n",
       "1995       NaN\n",
       "1996       0.0\n",
       "1997      18.0\n",
       "1998       2.0\n",
       "1999       7.0\n",
       "\n",
       "[2000 rows x 1 columns]"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "film_scripts[['gross_ia']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0       False\n",
       "1        True\n",
       "2       False\n",
       "3       False\n",
       "4       False\n",
       "        ...  \n",
       "1995    False\n",
       "1996     True\n",
       "1997     True\n",
       "1998     True\n",
       "1999     True\n",
       "Name: gross_ia, Length: 2000, dtype: bool"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "film_scripts['gross_ia'] >= 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0        True\n",
       "1       False\n",
       "2        True\n",
       "3        True\n",
       "4        True\n",
       "        ...  \n",
       "1995     True\n",
       "1996    False\n",
       "1997    False\n",
       "1998    False\n",
       "1999    False\n",
       "Name: gross_ia, Length: 2000, dtype: bool"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "film_scripts['gross_ia'].isna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>imdb_id</th>\n",
       "      <th>script_id</th>\n",
       "      <th>title</th>\n",
       "      <th>year</th>\n",
       "      <th>gross_ia</th>\n",
       "      <th>source</th>\n",
       "      <th>link</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>tt0021884</td>\n",
       "      <td>8521</td>\n",
       "      <td>Frankenstein</td>\n",
       "      <td>1931</td>\n",
       "      <td>298.0</td>\n",
       "      <td>Frankenstein (Florey &amp; Fort) [1931-5-23] [Scan...</td>\n",
       "      <td>Frankenstein (Florey &amp; Fort) [1931-5-23] [Scan...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>tt0031725</td>\n",
       "      <td>3016</td>\n",
       "      <td>Ninotchka</td>\n",
       "      <td>1939</td>\n",
       "      <td>45.0</td>\n",
       "      <td>http://www.dailyscript.com/scripts/Ninotchka.txt</td>\n",
       "      <td>http://www.dailyscript.com/scripts/Ninotchka.txt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>tt0032138</td>\n",
       "      <td>1483</td>\n",
       "      <td>The Wizard of Oz</td>\n",
       "      <td>1939</td>\n",
       "      <td>839.0</td>\n",
       "      <td>film_20100519/all_imsdb_05_19_10/Wizard-of-Oz,...</td>\n",
       "      <td>film_20100519/all_imsdb_05_19_10/Wizard-of-Oz,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>tt0035423</td>\n",
       "      <td>1213</td>\n",
       "      <td>Kate &amp; Leopold</td>\n",
       "      <td>2001</td>\n",
       "      <td>72.0</td>\n",
       "      <td>film_20100519/all_imsdb_05_19_10/Kate-&amp;-Leopol...</td>\n",
       "      <td>film_20100519/all_imsdb_05_19_10/Kate-&amp;-Leopol...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>tt0041959</td>\n",
       "      <td>6003</td>\n",
       "      <td>The Third Man</td>\n",
       "      <td>1949</td>\n",
       "      <td>8.0</td>\n",
       "      <td>https://www.dropbox.com/sh/jpxh25l44yke4np/AAA...</td>\n",
       "      <td>https://www.dropbox.com/sh/jpxh25l44yke4np/AAA...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1994</th>\n",
       "      <td>tt3722070</td>\n",
       "      <td>5491</td>\n",
       "      <td>The Lady in the Van</td>\n",
       "      <td>2015</td>\n",
       "      <td>0.0</td>\n",
       "      <td>http://gointothestory.blcklst.com/wp-content/u...</td>\n",
       "      <td>http://gointothestory.blcklst.com/wp-content/u...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1996</th>\n",
       "      <td>tt3808342</td>\n",
       "      <td>5499</td>\n",
       "      <td>Son of Saul</td>\n",
       "      <td>2015</td>\n",
       "      <td>0.0</td>\n",
       "      <td>http://gointothestory.blcklst.com/wp-content/u...</td>\n",
       "      <td>http://gointothestory.blcklst.com/wp-content/u...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1997</th>\n",
       "      <td>tt3850214</td>\n",
       "      <td>8056</td>\n",
       "      <td>Dope</td>\n",
       "      <td>2015</td>\n",
       "      <td>18.0</td>\n",
       "      <td>Dope (2013.10.31) [Digital].pdf</td>\n",
       "      <td>Dope (2013.10.31) [Digital].pdf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1998</th>\n",
       "      <td>tt3859076</td>\n",
       "      <td>5507</td>\n",
       "      <td>Truth</td>\n",
       "      <td>2015</td>\n",
       "      <td>2.0</td>\n",
       "      <td>http://gointothestory.blcklst.com/wp-content/u...</td>\n",
       "      <td>http://gointothestory.blcklst.com/wp-content/u...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1999</th>\n",
       "      <td>tt4270516</td>\n",
       "      <td>5410</td>\n",
       "      <td>Grandma</td>\n",
       "      <td>2015</td>\n",
       "      <td>7.0</td>\n",
       "      <td>http://gointothestory.blcklst.com/wp-content/u...</td>\n",
       "      <td>http://gointothestory.blcklst.com/wp-content/u...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1662 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        imdb_id  script_id                title  year  gross_ia  \\\n",
       "1     tt0021884       8521         Frankenstein  1931     298.0   \n",
       "15    tt0031725       3016            Ninotchka  1939      45.0   \n",
       "16    tt0032138       1483     The Wizard of Oz  1939     839.0   \n",
       "23    tt0035423       1213       Kate & Leopold  2001      72.0   \n",
       "40    tt0041959       6003        The Third Man  1949       8.0   \n",
       "...         ...        ...                  ...   ...       ...   \n",
       "1994  tt3722070       5491  The Lady in the Van  2015       0.0   \n",
       "1996  tt3808342       5499          Son of Saul  2015       0.0   \n",
       "1997  tt3850214       8056                 Dope  2015      18.0   \n",
       "1998  tt3859076       5507                Truth  2015       2.0   \n",
       "1999  tt4270516       5410              Grandma  2015       7.0   \n",
       "\n",
       "                                                 source  \\\n",
       "1     Frankenstein (Florey & Fort) [1931-5-23] [Scan...   \n",
       "15     http://www.dailyscript.com/scripts/Ninotchka.txt   \n",
       "16    film_20100519/all_imsdb_05_19_10/Wizard-of-Oz,...   \n",
       "23    film_20100519/all_imsdb_05_19_10/Kate-&-Leopol...   \n",
       "40    https://www.dropbox.com/sh/jpxh25l44yke4np/AAA...   \n",
       "...                                                 ...   \n",
       "1994  http://gointothestory.blcklst.com/wp-content/u...   \n",
       "1996  http://gointothestory.blcklst.com/wp-content/u...   \n",
       "1997                    Dope (2013.10.31) [Digital].pdf   \n",
       "1998  http://gointothestory.blcklst.com/wp-content/u...   \n",
       "1999  http://gointothestory.blcklst.com/wp-content/u...   \n",
       "\n",
       "                                                   link  \n",
       "1     Frankenstein (Florey & Fort) [1931-5-23] [Scan...  \n",
       "15     http://www.dailyscript.com/scripts/Ninotchka.txt  \n",
       "16    film_20100519/all_imsdb_05_19_10/Wizard-of-Oz,...  \n",
       "23    film_20100519/all_imsdb_05_19_10/Kate-&-Leopol...  \n",
       "40    https://www.dropbox.com/sh/jpxh25l44yke4np/AAA...  \n",
       "...                                                 ...  \n",
       "1994  http://gointothestory.blcklst.com/wp-content/u...  \n",
       "1996  http://gointothestory.blcklst.com/wp-content/u...  \n",
       "1997                    Dope (2013.10.31) [Digital].pdf  \n",
       "1998  http://gointothestory.blcklst.com/wp-content/u...  \n",
       "1999  http://gointothestory.blcklst.com/wp-content/u...  \n",
       "\n",
       "[1662 rows x 7 columns]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "film_scripts[film_scripts.gross_ia >= 0] # film_scripts[film_scripts.gross_ia.isna() == False]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "film_scripts_cleaned = film_scripts[film_scripts.gross_ia.isna() == False]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "172749.0"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "film_scripts_cleaned.gross_ia.sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2009    87\n",
       "2010    82\n",
       "2011    79\n",
       "2014    69\n",
       "1999    66\n",
       "2008    64\n",
       "2013    64\n",
       "2007    60\n",
       "2012    60\n",
       "1997    59\n",
       "1998    58\n",
       "2001    58\n",
       "2000    55\n",
       "2005    53\n",
       "2002    51\n",
       "1995    50\n",
       "1996    49\n",
       "2015    47\n",
       "2004    47\n",
       "2003    46\n",
       "2006    45\n",
       "1992    43\n",
       "1993    42\n",
       "1994    36\n",
       "1991    36\n",
       "1989    35\n",
       "1990    32\n",
       "1987    25\n",
       "1988    22\n",
       "1986    19\n",
       "1984    18\n",
       "1985    16\n",
       "1983    13\n",
       "1982    13\n",
       "1981     9\n",
       "1980     9\n",
       "1979     5\n",
       "1972     4\n",
       "1973     4\n",
       "1974     3\n",
       "1977     3\n",
       "1978     3\n",
       "1975     3\n",
       "1976     2\n",
       "1958     2\n",
       "1939     2\n",
       "1968     2\n",
       "1966     2\n",
       "1954     2\n",
       "1959     2\n",
       "1949     1\n",
       "1967     1\n",
       "1960     1\n",
       "1970     1\n",
       "1971     1\n",
       "1931     1\n",
       "Name: year, dtype: int64"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "film_scripts_cleaned.year.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<pandas.core.groupby.generic.DataFrameGroupBy object at 0x116338e90>"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "film_scripts_cleaned.groupby('year')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead tr th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe thead tr:last-of-type th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th colspan=\"8\" halign=\"left\">script_id</th>\n",
       "      <th colspan=\"8\" halign=\"left\">gross_ia</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>count</th>\n",
       "      <th>mean</th>\n",
       "      <th>std</th>\n",
       "      <th>min</th>\n",
       "      <th>25%</th>\n",
       "      <th>50%</th>\n",
       "      <th>75%</th>\n",
       "      <th>max</th>\n",
       "      <th>count</th>\n",
       "      <th>mean</th>\n",
       "      <th>std</th>\n",
       "      <th>min</th>\n",
       "      <th>25%</th>\n",
       "      <th>50%</th>\n",
       "      <th>75%</th>\n",
       "      <th>max</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>year</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1931</th>\n",
       "      <td>1.0</td>\n",
       "      <td>8521.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8521.0</td>\n",
       "      <td>8521.00</td>\n",
       "      <td>8521.0</td>\n",
       "      <td>8521.00</td>\n",
       "      <td>8521.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>298.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>298.0</td>\n",
       "      <td>298.00</td>\n",
       "      <td>298.0</td>\n",
       "      <td>298.00</td>\n",
       "      <td>298.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1939</th>\n",
       "      <td>2.0</td>\n",
       "      <td>2249.500000</td>\n",
       "      <td>1083.994696</td>\n",
       "      <td>1483.0</td>\n",
       "      <td>1866.25</td>\n",
       "      <td>2249.5</td>\n",
       "      <td>2632.75</td>\n",
       "      <td>3016.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>442.000000</td>\n",
       "      <td>561.442784</td>\n",
       "      <td>45.0</td>\n",
       "      <td>243.50</td>\n",
       "      <td>442.0</td>\n",
       "      <td>640.50</td>\n",
       "      <td>839.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1949</th>\n",
       "      <td>1.0</td>\n",
       "      <td>6003.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6003.0</td>\n",
       "      <td>6003.00</td>\n",
       "      <td>6003.0</td>\n",
       "      <td>6003.00</td>\n",
       "      <td>6003.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.0</td>\n",
       "      <td>8.00</td>\n",
       "      <td>8.0</td>\n",
       "      <td>8.00</td>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1954</th>\n",
       "      <td>2.0</td>\n",
       "      <td>3963.500000</td>\n",
       "      <td>1105.207899</td>\n",
       "      <td>3182.0</td>\n",
       "      <td>3572.75</td>\n",
       "      <td>3963.5</td>\n",
       "      <td>4354.25</td>\n",
       "      <td>4745.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>107.500000</td>\n",
       "      <td>109.601551</td>\n",
       "      <td>30.0</td>\n",
       "      <td>68.75</td>\n",
       "      <td>107.5</td>\n",
       "      <td>146.25</td>\n",
       "      <td>185.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1958</th>\n",
       "      <td>2.0</td>\n",
       "      <td>4832.500000</td>\n",
       "      <td>1659.579615</td>\n",
       "      <td>3659.0</td>\n",
       "      <td>4245.75</td>\n",
       "      <td>4832.5</td>\n",
       "      <td>5419.25</td>\n",
       "      <td>6006.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>33.500000</td>\n",
       "      <td>6.363961</td>\n",
       "      <td>29.0</td>\n",
       "      <td>31.25</td>\n",
       "      <td>33.5</td>\n",
       "      <td>35.75</td>\n",
       "      <td>38.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1959</th>\n",
       "      <td>2.0</td>\n",
       "      <td>5257.500000</td>\n",
       "      <td>378.302128</td>\n",
       "      <td>4990.0</td>\n",
       "      <td>5123.75</td>\n",
       "      <td>5257.5</td>\n",
       "      <td>5391.25</td>\n",
       "      <td>5525.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>653.000000</td>\n",
       "      <td>321.026479</td>\n",
       "      <td>426.0</td>\n",
       "      <td>539.50</td>\n",
       "      <td>653.0</td>\n",
       "      <td>766.50</td>\n",
       "      <td>880.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1960</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1251.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1251.0</td>\n",
       "      <td>1251.00</td>\n",
       "      <td>1251.0</td>\n",
       "      <td>1251.00</td>\n",
       "      <td>1251.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>545.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>545.0</td>\n",
       "      <td>545.00</td>\n",
       "      <td>545.0</td>\n",
       "      <td>545.00</td>\n",
       "      <td>545.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1966</th>\n",
       "      <td>2.0</td>\n",
       "      <td>4427.500000</td>\n",
       "      <td>3744.130406</td>\n",
       "      <td>1780.0</td>\n",
       "      <td>3103.75</td>\n",
       "      <td>4427.5</td>\n",
       "      <td>5751.25</td>\n",
       "      <td>7075.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>26.500000</td>\n",
       "      <td>28.991378</td>\n",
       "      <td>6.0</td>\n",
       "      <td>16.25</td>\n",
       "      <td>26.5</td>\n",
       "      <td>36.75</td>\n",
       "      <td>47.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1967</th>\n",
       "      <td>1.0</td>\n",
       "      <td>5534.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5534.0</td>\n",
       "      <td>5534.00</td>\n",
       "      <td>5534.0</td>\n",
       "      <td>5534.00</td>\n",
       "      <td>5534.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1029.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1029.0</td>\n",
       "      <td>1029.00</td>\n",
       "      <td>1029.0</td>\n",
       "      <td>1029.00</td>\n",
       "      <td>1029.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1968</th>\n",
       "      <td>2.0</td>\n",
       "      <td>2708.000000</td>\n",
       "      <td>2945.806850</td>\n",
       "      <td>625.0</td>\n",
       "      <td>1666.50</td>\n",
       "      <td>2708.0</td>\n",
       "      <td>3749.50</td>\n",
       "      <td>4791.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>274.000000</td>\n",
       "      <td>144.249783</td>\n",
       "      <td>172.0</td>\n",
       "      <td>223.00</td>\n",
       "      <td>274.0</td>\n",
       "      <td>325.00</td>\n",
       "      <td>376.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1970</th>\n",
       "      <td>1.0</td>\n",
       "      <td>6514.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6514.0</td>\n",
       "      <td>6514.00</td>\n",
       "      <td>6514.0</td>\n",
       "      <td>6514.00</td>\n",
       "      <td>6514.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>458.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>458.0</td>\n",
       "      <td>458.00</td>\n",
       "      <td>458.0</td>\n",
       "      <td>458.00</td>\n",
       "      <td>458.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1971</th>\n",
       "      <td>1.0</td>\n",
       "      <td>5236.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5236.0</td>\n",
       "      <td>5236.00</td>\n",
       "      <td>5236.0</td>\n",
       "      <td>5236.00</td>\n",
       "      <td>5236.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>101.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>101.0</td>\n",
       "      <td>101.00</td>\n",
       "      <td>101.0</td>\n",
       "      <td>101.00</td>\n",
       "      <td>101.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1972</th>\n",
       "      <td>4.0</td>\n",
       "      <td>3863.500000</td>\n",
       "      <td>1042.508034</td>\n",
       "      <td>2387.0</td>\n",
       "      <td>3581.75</td>\n",
       "      <td>4128.5</td>\n",
       "      <td>4410.25</td>\n",
       "      <td>4810.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>381.000000</td>\n",
       "      <td>251.654525</td>\n",
       "      <td>138.0</td>\n",
       "      <td>198.75</td>\n",
       "      <td>348.0</td>\n",
       "      <td>530.25</td>\n",
       "      <td>690.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1973</th>\n",
       "      <td>4.0</td>\n",
       "      <td>3080.250000</td>\n",
       "      <td>2523.010949</td>\n",
       "      <td>666.0</td>\n",
       "      <td>1194.00</td>\n",
       "      <td>2777.0</td>\n",
       "      <td>4663.25</td>\n",
       "      <td>6101.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>430.000000</td>\n",
       "      <td>297.613844</td>\n",
       "      <td>174.0</td>\n",
       "      <td>189.75</td>\n",
       "      <td>380.0</td>\n",
       "      <td>620.25</td>\n",
       "      <td>786.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1974</th>\n",
       "      <td>3.0</td>\n",
       "      <td>5945.000000</td>\n",
       "      <td>2097.670374</td>\n",
       "      <td>4280.0</td>\n",
       "      <td>4767.00</td>\n",
       "      <td>5254.0</td>\n",
       "      <td>6777.50</td>\n",
       "      <td>8301.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>408.333333</td>\n",
       "      <td>146.138063</td>\n",
       "      <td>266.0</td>\n",
       "      <td>333.50</td>\n",
       "      <td>401.0</td>\n",
       "      <td>479.50</td>\n",
       "      <td>558.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1975</th>\n",
       "      <td>3.0</td>\n",
       "      <td>4117.000000</td>\n",
       "      <td>3776.682804</td>\n",
       "      <td>1281.0</td>\n",
       "      <td>1973.50</td>\n",
       "      <td>2666.0</td>\n",
       "      <td>5535.00</td>\n",
       "      <td>8404.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>572.666667</td>\n",
       "      <td>541.315373</td>\n",
       "      <td>21.0</td>\n",
       "      <td>307.50</td>\n",
       "      <td>594.0</td>\n",
       "      <td>848.50</td>\n",
       "      <td>1103.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1976</th>\n",
       "      <td>2.0</td>\n",
       "      <td>2913.500000</td>\n",
       "      <td>2304.461000</td>\n",
       "      <td>1284.0</td>\n",
       "      <td>2098.75</td>\n",
       "      <td>2913.5</td>\n",
       "      <td>3728.25</td>\n",
       "      <td>4543.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>289.500000</td>\n",
       "      <td>265.165043</td>\n",
       "      <td>102.0</td>\n",
       "      <td>195.75</td>\n",
       "      <td>289.5</td>\n",
       "      <td>383.25</td>\n",
       "      <td>477.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1977</th>\n",
       "      <td>3.0</td>\n",
       "      <td>2340.666667</td>\n",
       "      <td>2309.165506</td>\n",
       "      <td>682.0</td>\n",
       "      <td>1022.00</td>\n",
       "      <td>1362.0</td>\n",
       "      <td>3170.00</td>\n",
       "      <td>4978.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>815.000000</td>\n",
       "      <td>868.406011</td>\n",
       "      <td>152.0</td>\n",
       "      <td>323.50</td>\n",
       "      <td>495.0</td>\n",
       "      <td>1146.50</td>\n",
       "      <td>1798.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1978</th>\n",
       "      <td>3.0</td>\n",
       "      <td>3554.000000</td>\n",
       "      <td>2941.633390</td>\n",
       "      <td>1155.0</td>\n",
       "      <td>1913.00</td>\n",
       "      <td>2671.0</td>\n",
       "      <td>4753.50</td>\n",
       "      <td>6836.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>228.666667</td>\n",
       "      <td>134.600644</td>\n",
       "      <td>130.0</td>\n",
       "      <td>152.00</td>\n",
       "      <td>174.0</td>\n",
       "      <td>278.00</td>\n",
       "      <td>382.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1979</th>\n",
       "      <td>5.0</td>\n",
       "      <td>3775.800000</td>\n",
       "      <td>2048.166180</td>\n",
       "      <td>1576.0</td>\n",
       "      <td>1676.00</td>\n",
       "      <td>4489.0</td>\n",
       "      <td>5025.00</td>\n",
       "      <td>6113.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>160.000000</td>\n",
       "      <td>161.308710</td>\n",
       "      <td>6.0</td>\n",
       "      <td>16.00</td>\n",
       "      <td>126.0</td>\n",
       "      <td>285.00</td>\n",
       "      <td>367.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1980</th>\n",
       "      <td>9.0</td>\n",
       "      <td>4309.222222</td>\n",
       "      <td>2368.586909</td>\n",
       "      <td>648.0</td>\n",
       "      <td>3042.00</td>\n",
       "      <td>4030.0</td>\n",
       "      <td>5072.00</td>\n",
       "      <td>8308.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>310.777778</td>\n",
       "      <td>248.323769</td>\n",
       "      <td>121.0</td>\n",
       "      <td>177.00</td>\n",
       "      <td>258.0</td>\n",
       "      <td>333.00</td>\n",
       "      <td>937.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1981</th>\n",
       "      <td>9.0</td>\n",
       "      <td>3668.555556</td>\n",
       "      <td>2247.422530</td>\n",
       "      <td>868.0</td>\n",
       "      <td>1700.00</td>\n",
       "      <td>4381.0</td>\n",
       "      <td>5114.00</td>\n",
       "      <td>6837.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>124.111111</td>\n",
       "      <td>133.335521</td>\n",
       "      <td>9.0</td>\n",
       "      <td>18.00</td>\n",
       "      <td>78.0</td>\n",
       "      <td>194.00</td>\n",
       "      <td>372.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1982</th>\n",
       "      <td>13.0</td>\n",
       "      <td>3898.153846</td>\n",
       "      <td>2548.464598</td>\n",
       "      <td>1071.0</td>\n",
       "      <td>1849.00</td>\n",
       "      <td>3654.0</td>\n",
       "      <td>4738.00</td>\n",
       "      <td>8360.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>127.846154</td>\n",
       "      <td>160.961614</td>\n",
       "      <td>4.0</td>\n",
       "      <td>14.00</td>\n",
       "      <td>47.0</td>\n",
       "      <td>159.00</td>\n",
       "      <td>523.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1983</th>\n",
       "      <td>13.0</td>\n",
       "      <td>5557.384615</td>\n",
       "      <td>2356.404590</td>\n",
       "      <td>1305.0</td>\n",
       "      <td>4449.00</td>\n",
       "      <td>6234.0</td>\n",
       "      <td>7423.00</td>\n",
       "      <td>8268.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>179.461538</td>\n",
       "      <td>220.907830</td>\n",
       "      <td>1.0</td>\n",
       "      <td>58.00</td>\n",
       "      <td>116.0</td>\n",
       "      <td>187.00</td>\n",
       "      <td>853.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1984</th>\n",
       "      <td>18.0</td>\n",
       "      <td>4002.166667</td>\n",
       "      <td>2631.105745</td>\n",
       "      <td>707.0</td>\n",
       "      <td>1239.75</td>\n",
       "      <td>3989.5</td>\n",
       "      <td>6473.50</td>\n",
       "      <td>8218.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>145.944444</td>\n",
       "      <td>168.130717</td>\n",
       "      <td>4.0</td>\n",
       "      <td>42.50</td>\n",
       "      <td>72.0</td>\n",
       "      <td>172.50</td>\n",
       "      <td>592.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1985</th>\n",
       "      <td>16.0</td>\n",
       "      <td>4027.875000</td>\n",
       "      <td>2450.790617</td>\n",
       "      <td>774.0</td>\n",
       "      <td>1428.25</td>\n",
       "      <td>4703.5</td>\n",
       "      <td>6059.75</td>\n",
       "      <td>7856.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>109.562500</td>\n",
       "      <td>138.431195</td>\n",
       "      <td>7.0</td>\n",
       "      <td>35.50</td>\n",
       "      <td>62.0</td>\n",
       "      <td>98.25</td>\n",
       "      <td>517.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1986</th>\n",
       "      <td>19.0</td>\n",
       "      <td>4244.947368</td>\n",
       "      <td>2504.756020</td>\n",
       "      <td>909.0</td>\n",
       "      <td>2169.00</td>\n",
       "      <td>3925.0</td>\n",
       "      <td>6476.00</td>\n",
       "      <td>8452.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>114.736842</td>\n",
       "      <td>114.748925</td>\n",
       "      <td>13.0</td>\n",
       "      <td>26.50</td>\n",
       "      <td>90.0</td>\n",
       "      <td>154.50</td>\n",
       "      <td>422.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1987</th>\n",
       "      <td>25.0</td>\n",
       "      <td>4253.000000</td>\n",
       "      <td>2327.462961</td>\n",
       "      <td>1244.0</td>\n",
       "      <td>2519.00</td>\n",
       "      <td>4369.0</td>\n",
       "      <td>5350.00</td>\n",
       "      <td>9231.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>84.400000</td>\n",
       "      <td>76.604504</td>\n",
       "      <td>5.0</td>\n",
       "      <td>32.00</td>\n",
       "      <td>68.0</td>\n",
       "      <td>113.00</td>\n",
       "      <td>373.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1988</th>\n",
       "      <td>22.0</td>\n",
       "      <td>4615.045455</td>\n",
       "      <td>2262.155030</td>\n",
       "      <td>642.0</td>\n",
       "      <td>3649.75</td>\n",
       "      <td>4426.0</td>\n",
       "      <td>6695.00</td>\n",
       "      <td>8417.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>107.727273</td>\n",
       "      <td>93.127758</td>\n",
       "      <td>2.0</td>\n",
       "      <td>29.50</td>\n",
       "      <td>95.5</td>\n",
       "      <td>150.00</td>\n",
       "      <td>325.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1989</th>\n",
       "      <td>35.0</td>\n",
       "      <td>4412.542857</td>\n",
       "      <td>2705.798320</td>\n",
       "      <td>725.0</td>\n",
       "      <td>2246.50</td>\n",
       "      <td>3881.0</td>\n",
       "      <td>6647.50</td>\n",
       "      <td>9223.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>113.457143</td>\n",
       "      <td>121.370687</td>\n",
       "      <td>4.0</td>\n",
       "      <td>31.00</td>\n",
       "      <td>60.0</td>\n",
       "      <td>149.50</td>\n",
       "      <td>550.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1990</th>\n",
       "      <td>32.0</td>\n",
       "      <td>4048.500000</td>\n",
       "      <td>2533.785667</td>\n",
       "      <td>706.0</td>\n",
       "      <td>2142.00</td>\n",
       "      <td>3655.0</td>\n",
       "      <td>7148.25</td>\n",
       "      <td>8095.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>132.343750</td>\n",
       "      <td>141.713161</td>\n",
       "      <td>1.0</td>\n",
       "      <td>33.50</td>\n",
       "      <td>84.5</td>\n",
       "      <td>172.50</td>\n",
       "      <td>588.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1991</th>\n",
       "      <td>36.0</td>\n",
       "      <td>4848.416667</td>\n",
       "      <td>2737.449787</td>\n",
       "      <td>715.0</td>\n",
       "      <td>2360.50</td>\n",
       "      <td>5068.5</td>\n",
       "      <td>7254.50</td>\n",
       "      <td>9254.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>123.694444</td>\n",
       "      <td>112.075184</td>\n",
       "      <td>2.0</td>\n",
       "      <td>42.50</td>\n",
       "      <td>91.0</td>\n",
       "      <td>163.50</td>\n",
       "      <td>452.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1992</th>\n",
       "      <td>43.0</td>\n",
       "      <td>3372.465116</td>\n",
       "      <td>2784.359244</td>\n",
       "      <td>712.0</td>\n",
       "      <td>1205.50</td>\n",
       "      <td>2093.0</td>\n",
       "      <td>4834.50</td>\n",
       "      <td>9135.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>96.116279</td>\n",
       "      <td>107.514829</td>\n",
       "      <td>1.0</td>\n",
       "      <td>20.50</td>\n",
       "      <td>47.0</td>\n",
       "      <td>126.50</td>\n",
       "      <td>454.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1993</th>\n",
       "      <td>42.0</td>\n",
       "      <td>4540.500000</td>\n",
       "      <td>2695.193402</td>\n",
       "      <td>757.0</td>\n",
       "      <td>2432.75</td>\n",
       "      <td>3451.5</td>\n",
       "      <td>7254.50</td>\n",
       "      <td>9116.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>100.476190</td>\n",
       "      <td>144.911620</td>\n",
       "      <td>0.0</td>\n",
       "      <td>17.00</td>\n",
       "      <td>55.5</td>\n",
       "      <td>130.25</td>\n",
       "      <td>844.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1994</th>\n",
       "      <td>36.0</td>\n",
       "      <td>3684.138889</td>\n",
       "      <td>2343.521869</td>\n",
       "      <td>734.0</td>\n",
       "      <td>1902.50</td>\n",
       "      <td>3313.5</td>\n",
       "      <td>4778.50</td>\n",
       "      <td>8831.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>133.583333</td>\n",
       "      <td>187.743042</td>\n",
       "      <td>2.0</td>\n",
       "      <td>20.25</td>\n",
       "      <td>48.0</td>\n",
       "      <td>213.50</td>\n",
       "      <td>880.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995</th>\n",
       "      <td>50.0</td>\n",
       "      <td>4242.920000</td>\n",
       "      <td>2655.624181</td>\n",
       "      <td>280.0</td>\n",
       "      <td>2080.00</td>\n",
       "      <td>3290.5</td>\n",
       "      <td>6740.50</td>\n",
       "      <td>9216.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>79.500000</td>\n",
       "      <td>79.543404</td>\n",
       "      <td>1.0</td>\n",
       "      <td>16.50</td>\n",
       "      <td>51.0</td>\n",
       "      <td>130.75</td>\n",
       "      <td>368.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1996</th>\n",
       "      <td>49.0</td>\n",
       "      <td>4144.775510</td>\n",
       "      <td>2672.647168</td>\n",
       "      <td>729.0</td>\n",
       "      <td>1893.00</td>\n",
       "      <td>3591.0</td>\n",
       "      <td>5533.00</td>\n",
       "      <td>8935.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>106.795918</td>\n",
       "      <td>123.297908</td>\n",
       "      <td>0.0</td>\n",
       "      <td>32.00</td>\n",
       "      <td>65.0</td>\n",
       "      <td>135.00</td>\n",
       "      <td>602.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1997</th>\n",
       "      <td>59.0</td>\n",
       "      <td>2990.491525</td>\n",
       "      <td>2221.512830</td>\n",
       "      <td>647.0</td>\n",
       "      <td>1150.00</td>\n",
       "      <td>2370.0</td>\n",
       "      <td>3938.50</td>\n",
       "      <td>8971.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>127.542373</td>\n",
       "      <td>182.709523</td>\n",
       "      <td>0.0</td>\n",
       "      <td>22.50</td>\n",
       "      <td>90.0</td>\n",
       "      <td>140.00</td>\n",
       "      <td>1249.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1998</th>\n",
       "      <td>58.0</td>\n",
       "      <td>3770.931034</td>\n",
       "      <td>2180.394764</td>\n",
       "      <td>985.0</td>\n",
       "      <td>2110.50</td>\n",
       "      <td>3259.0</td>\n",
       "      <td>5142.75</td>\n",
       "      <td>9177.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>102.551724</td>\n",
       "      <td>92.043310</td>\n",
       "      <td>3.0</td>\n",
       "      <td>32.75</td>\n",
       "      <td>74.5</td>\n",
       "      <td>145.75</td>\n",
       "      <td>400.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1999</th>\n",
       "      <td>66.0</td>\n",
       "      <td>3446.469697</td>\n",
       "      <td>2208.622252</td>\n",
       "      <td>699.0</td>\n",
       "      <td>1814.00</td>\n",
       "      <td>2898.5</td>\n",
       "      <td>4203.00</td>\n",
       "      <td>9199.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>117.969697</td>\n",
       "      <td>132.310238</td>\n",
       "      <td>3.0</td>\n",
       "      <td>33.00</td>\n",
       "      <td>65.0</td>\n",
       "      <td>173.50</td>\n",
       "      <td>813.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000</th>\n",
       "      <td>55.0</td>\n",
       "      <td>3193.581818</td>\n",
       "      <td>2093.420475</td>\n",
       "      <td>714.0</td>\n",
       "      <td>1522.00</td>\n",
       "      <td>2814.0</td>\n",
       "      <td>3981.50</td>\n",
       "      <td>9245.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>90.036364</td>\n",
       "      <td>88.523268</td>\n",
       "      <td>2.0</td>\n",
       "      <td>27.50</td>\n",
       "      <td>59.0</td>\n",
       "      <td>120.00</td>\n",
       "      <td>377.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2001</th>\n",
       "      <td>58.0</td>\n",
       "      <td>3649.000000</td>\n",
       "      <td>2349.727315</td>\n",
       "      <td>623.0</td>\n",
       "      <td>1703.00</td>\n",
       "      <td>2995.5</td>\n",
       "      <td>5044.00</td>\n",
       "      <td>9056.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>108.500000</td>\n",
       "      <td>128.687743</td>\n",
       "      <td>0.0</td>\n",
       "      <td>20.00</td>\n",
       "      <td>58.0</td>\n",
       "      <td>144.25</td>\n",
       "      <td>488.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2002</th>\n",
       "      <td>51.0</td>\n",
       "      <td>3291.019608</td>\n",
       "      <td>2184.264439</td>\n",
       "      <td>630.0</td>\n",
       "      <td>1342.50</td>\n",
       "      <td>2924.0</td>\n",
       "      <td>4843.00</td>\n",
       "      <td>8744.0</td>\n",
       "      <td>51.0</td>\n",
       "      <td>103.843137</td>\n",
       "      <td>122.115744</td>\n",
       "      <td>0.0</td>\n",
       "      <td>24.00</td>\n",
       "      <td>58.0</td>\n",
       "      <td>130.50</td>\n",
       "      <td>509.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2003</th>\n",
       "      <td>46.0</td>\n",
       "      <td>3582.000000</td>\n",
       "      <td>2476.061353</td>\n",
       "      <td>740.0</td>\n",
       "      <td>1193.75</td>\n",
       "      <td>2775.5</td>\n",
       "      <td>5298.25</td>\n",
       "      <td>8405.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>123.391304</td>\n",
       "      <td>136.747534</td>\n",
       "      <td>1.0</td>\n",
       "      <td>37.25</td>\n",
       "      <td>80.5</td>\n",
       "      <td>136.50</td>\n",
       "      <td>549.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004</th>\n",
       "      <td>47.0</td>\n",
       "      <td>4076.489362</td>\n",
       "      <td>2598.387024</td>\n",
       "      <td>790.0</td>\n",
       "      <td>1421.50</td>\n",
       "      <td>3605.0</td>\n",
       "      <td>6433.50</td>\n",
       "      <td>9123.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>114.489362</td>\n",
       "      <td>127.277149</td>\n",
       "      <td>6.0</td>\n",
       "      <td>40.50</td>\n",
       "      <td>73.0</td>\n",
       "      <td>142.00</td>\n",
       "      <td>610.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005</th>\n",
       "      <td>53.0</td>\n",
       "      <td>5167.377358</td>\n",
       "      <td>2816.528894</td>\n",
       "      <td>818.0</td>\n",
       "      <td>2704.00</td>\n",
       "      <td>4608.0</td>\n",
       "      <td>8007.00</td>\n",
       "      <td>9222.0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>100.641509</td>\n",
       "      <td>117.839215</td>\n",
       "      <td>2.0</td>\n",
       "      <td>31.00</td>\n",
       "      <td>44.0</td>\n",
       "      <td>121.00</td>\n",
       "      <td>515.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2006</th>\n",
       "      <td>45.0</td>\n",
       "      <td>5467.888889</td>\n",
       "      <td>2536.251334</td>\n",
       "      <td>745.0</td>\n",
       "      <td>3599.00</td>\n",
       "      <td>6038.0</td>\n",
       "      <td>7878.00</td>\n",
       "      <td>8970.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>79.555556</td>\n",
       "      <td>98.386426</td>\n",
       "      <td>0.0</td>\n",
       "      <td>20.00</td>\n",
       "      <td>53.0</td>\n",
       "      <td>85.00</td>\n",
       "      <td>561.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007</th>\n",
       "      <td>60.0</td>\n",
       "      <td>4681.650000</td>\n",
       "      <td>2299.525830</td>\n",
       "      <td>665.0</td>\n",
       "      <td>3212.50</td>\n",
       "      <td>4382.5</td>\n",
       "      <td>6502.50</td>\n",
       "      <td>8902.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>84.100000</td>\n",
       "      <td>96.755624</td>\n",
       "      <td>0.0</td>\n",
       "      <td>20.75</td>\n",
       "      <td>47.5</td>\n",
       "      <td>101.50</td>\n",
       "      <td>405.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2008</th>\n",
       "      <td>64.0</td>\n",
       "      <td>4335.156250</td>\n",
       "      <td>2630.272454</td>\n",
       "      <td>785.0</td>\n",
       "      <td>2284.50</td>\n",
       "      <td>3544.0</td>\n",
       "      <td>6922.75</td>\n",
       "      <td>8916.0</td>\n",
       "      <td>64.0</td>\n",
       "      <td>79.625000</td>\n",
       "      <td>103.797039</td>\n",
       "      <td>0.0</td>\n",
       "      <td>17.50</td>\n",
       "      <td>39.0</td>\n",
       "      <td>108.25</td>\n",
       "      <td>645.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2009</th>\n",
       "      <td>87.0</td>\n",
       "      <td>3700.390805</td>\n",
       "      <td>2158.231621</td>\n",
       "      <td>633.0</td>\n",
       "      <td>1947.50</td>\n",
       "      <td>3124.0</td>\n",
       "      <td>4777.00</td>\n",
       "      <td>9246.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>78.862069</td>\n",
       "      <td>124.064890</td>\n",
       "      <td>0.0</td>\n",
       "      <td>12.00</td>\n",
       "      <td>34.0</td>\n",
       "      <td>93.00</td>\n",
       "      <td>882.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010</th>\n",
       "      <td>82.0</td>\n",
       "      <td>4291.902439</td>\n",
       "      <td>1956.577773</td>\n",
       "      <td>768.0</td>\n",
       "      <td>2732.25</td>\n",
       "      <td>4132.5</td>\n",
       "      <td>5158.50</td>\n",
       "      <td>9253.0</td>\n",
       "      <td>82.0</td>\n",
       "      <td>69.658537</td>\n",
       "      <td>88.297368</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.00</td>\n",
       "      <td>43.0</td>\n",
       "      <td>88.00</td>\n",
       "      <td>457.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011</th>\n",
       "      <td>79.0</td>\n",
       "      <td>4354.151899</td>\n",
       "      <td>2473.100717</td>\n",
       "      <td>1530.0</td>\n",
       "      <td>2500.00</td>\n",
       "      <td>3213.0</td>\n",
       "      <td>6518.50</td>\n",
       "      <td>9241.0</td>\n",
       "      <td>79.0</td>\n",
       "      <td>54.202532</td>\n",
       "      <td>54.672306</td>\n",
       "      <td>0.0</td>\n",
       "      <td>13.00</td>\n",
       "      <td>40.0</td>\n",
       "      <td>79.50</td>\n",
       "      <td>209.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012</th>\n",
       "      <td>60.0</td>\n",
       "      <td>5149.616667</td>\n",
       "      <td>2361.988505</td>\n",
       "      <td>1659.0</td>\n",
       "      <td>2956.00</td>\n",
       "      <td>5438.0</td>\n",
       "      <td>7102.00</td>\n",
       "      <td>9111.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>88.133333</td>\n",
       "      <td>124.760308</td>\n",
       "      <td>0.0</td>\n",
       "      <td>13.75</td>\n",
       "      <td>44.5</td>\n",
       "      <td>118.00</td>\n",
       "      <td>680.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013</th>\n",
       "      <td>64.0</td>\n",
       "      <td>5781.500000</td>\n",
       "      <td>2289.007555</td>\n",
       "      <td>1286.0</td>\n",
       "      <td>4316.00</td>\n",
       "      <td>6034.5</td>\n",
       "      <td>7712.25</td>\n",
       "      <td>9247.0</td>\n",
       "      <td>64.0</td>\n",
       "      <td>75.609375</td>\n",
       "      <td>90.777177</td>\n",
       "      <td>0.0</td>\n",
       "      <td>13.25</td>\n",
       "      <td>40.0</td>\n",
       "      <td>110.25</td>\n",
       "      <td>429.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014</th>\n",
       "      <td>69.0</td>\n",
       "      <td>6548.333333</td>\n",
       "      <td>1437.026584</td>\n",
       "      <td>2275.0</td>\n",
       "      <td>5478.00</td>\n",
       "      <td>6529.0</td>\n",
       "      <td>7742.00</td>\n",
       "      <td>9230.0</td>\n",
       "      <td>69.0</td>\n",
       "      <td>60.275362</td>\n",
       "      <td>73.953062</td>\n",
       "      <td>0.0</td>\n",
       "      <td>11.00</td>\n",
       "      <td>33.0</td>\n",
       "      <td>91.00</td>\n",
       "      <td>372.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015</th>\n",
       "      <td>47.0</td>\n",
       "      <td>6766.595745</td>\n",
       "      <td>1243.573526</td>\n",
       "      <td>5388.0</td>\n",
       "      <td>5474.50</td>\n",
       "      <td>7349.0</td>\n",
       "      <td>7890.00</td>\n",
       "      <td>8564.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>74.638298</td>\n",
       "      <td>151.522193</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.00</td>\n",
       "      <td>27.0</td>\n",
       "      <td>68.00</td>\n",
       "      <td>927.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     script_id                                                              \\\n",
       "         count         mean          std     min      25%     50%      75%   \n",
       "year                                                                         \n",
       "1931       1.0  8521.000000          NaN  8521.0  8521.00  8521.0  8521.00   \n",
       "1939       2.0  2249.500000  1083.994696  1483.0  1866.25  2249.5  2632.75   \n",
       "1949       1.0  6003.000000          NaN  6003.0  6003.00  6003.0  6003.00   \n",
       "1954       2.0  3963.500000  1105.207899  3182.0  3572.75  3963.5  4354.25   \n",
       "1958       2.0  4832.500000  1659.579615  3659.0  4245.75  4832.5  5419.25   \n",
       "1959       2.0  5257.500000   378.302128  4990.0  5123.75  5257.5  5391.25   \n",
       "1960       1.0  1251.000000          NaN  1251.0  1251.00  1251.0  1251.00   \n",
       "1966       2.0  4427.500000  3744.130406  1780.0  3103.75  4427.5  5751.25   \n",
       "1967       1.0  5534.000000          NaN  5534.0  5534.00  5534.0  5534.00   \n",
       "1968       2.0  2708.000000  2945.806850   625.0  1666.50  2708.0  3749.50   \n",
       "1970       1.0  6514.000000          NaN  6514.0  6514.00  6514.0  6514.00   \n",
       "1971       1.0  5236.000000          NaN  5236.0  5236.00  5236.0  5236.00   \n",
       "1972       4.0  3863.500000  1042.508034  2387.0  3581.75  4128.5  4410.25   \n",
       "1973       4.0  3080.250000  2523.010949   666.0  1194.00  2777.0  4663.25   \n",
       "1974       3.0  5945.000000  2097.670374  4280.0  4767.00  5254.0  6777.50   \n",
       "1975       3.0  4117.000000  3776.682804  1281.0  1973.50  2666.0  5535.00   \n",
       "1976       2.0  2913.500000  2304.461000  1284.0  2098.75  2913.5  3728.25   \n",
       "1977       3.0  2340.666667  2309.165506   682.0  1022.00  1362.0  3170.00   \n",
       "1978       3.0  3554.000000  2941.633390  1155.0  1913.00  2671.0  4753.50   \n",
       "1979       5.0  3775.800000  2048.166180  1576.0  1676.00  4489.0  5025.00   \n",
       "1980       9.0  4309.222222  2368.586909   648.0  3042.00  4030.0  5072.00   \n",
       "1981       9.0  3668.555556  2247.422530   868.0  1700.00  4381.0  5114.00   \n",
       "1982      13.0  3898.153846  2548.464598  1071.0  1849.00  3654.0  4738.00   \n",
       "1983      13.0  5557.384615  2356.404590  1305.0  4449.00  6234.0  7423.00   \n",
       "1984      18.0  4002.166667  2631.105745   707.0  1239.75  3989.5  6473.50   \n",
       "1985      16.0  4027.875000  2450.790617   774.0  1428.25  4703.5  6059.75   \n",
       "1986      19.0  4244.947368  2504.756020   909.0  2169.00  3925.0  6476.00   \n",
       "1987      25.0  4253.000000  2327.462961  1244.0  2519.00  4369.0  5350.00   \n",
       "1988      22.0  4615.045455  2262.155030   642.0  3649.75  4426.0  6695.00   \n",
       "1989      35.0  4412.542857  2705.798320   725.0  2246.50  3881.0  6647.50   \n",
       "1990      32.0  4048.500000  2533.785667   706.0  2142.00  3655.0  7148.25   \n",
       "1991      36.0  4848.416667  2737.449787   715.0  2360.50  5068.5  7254.50   \n",
       "1992      43.0  3372.465116  2784.359244   712.0  1205.50  2093.0  4834.50   \n",
       "1993      42.0  4540.500000  2695.193402   757.0  2432.75  3451.5  7254.50   \n",
       "1994      36.0  3684.138889  2343.521869   734.0  1902.50  3313.5  4778.50   \n",
       "1995      50.0  4242.920000  2655.624181   280.0  2080.00  3290.5  6740.50   \n",
       "1996      49.0  4144.775510  2672.647168   729.0  1893.00  3591.0  5533.00   \n",
       "1997      59.0  2990.491525  2221.512830   647.0  1150.00  2370.0  3938.50   \n",
       "1998      58.0  3770.931034  2180.394764   985.0  2110.50  3259.0  5142.75   \n",
       "1999      66.0  3446.469697  2208.622252   699.0  1814.00  2898.5  4203.00   \n",
       "2000      55.0  3193.581818  2093.420475   714.0  1522.00  2814.0  3981.50   \n",
       "2001      58.0  3649.000000  2349.727315   623.0  1703.00  2995.5  5044.00   \n",
       "2002      51.0  3291.019608  2184.264439   630.0  1342.50  2924.0  4843.00   \n",
       "2003      46.0  3582.000000  2476.061353   740.0  1193.75  2775.5  5298.25   \n",
       "2004      47.0  4076.489362  2598.387024   790.0  1421.50  3605.0  6433.50   \n",
       "2005      53.0  5167.377358  2816.528894   818.0  2704.00  4608.0  8007.00   \n",
       "2006      45.0  5467.888889  2536.251334   745.0  3599.00  6038.0  7878.00   \n",
       "2007      60.0  4681.650000  2299.525830   665.0  3212.50  4382.5  6502.50   \n",
       "2008      64.0  4335.156250  2630.272454   785.0  2284.50  3544.0  6922.75   \n",
       "2009      87.0  3700.390805  2158.231621   633.0  1947.50  3124.0  4777.00   \n",
       "2010      82.0  4291.902439  1956.577773   768.0  2732.25  4132.5  5158.50   \n",
       "2011      79.0  4354.151899  2473.100717  1530.0  2500.00  3213.0  6518.50   \n",
       "2012      60.0  5149.616667  2361.988505  1659.0  2956.00  5438.0  7102.00   \n",
       "2013      64.0  5781.500000  2289.007555  1286.0  4316.00  6034.5  7712.25   \n",
       "2014      69.0  6548.333333  1437.026584  2275.0  5478.00  6529.0  7742.00   \n",
       "2015      47.0  6766.595745  1243.573526  5388.0  5474.50  7349.0  7890.00   \n",
       "\n",
       "             gross_ia                                                    \\\n",
       "         max    count         mean         std     min      25%     50%   \n",
       "year                                                                      \n",
       "1931  8521.0      1.0   298.000000         NaN   298.0   298.00   298.0   \n",
       "1939  3016.0      2.0   442.000000  561.442784    45.0   243.50   442.0   \n",
       "1949  6003.0      1.0     8.000000         NaN     8.0     8.00     8.0   \n",
       "1954  4745.0      2.0   107.500000  109.601551    30.0    68.75   107.5   \n",
       "1958  6006.0      2.0    33.500000    6.363961    29.0    31.25    33.5   \n",
       "1959  5525.0      2.0   653.000000  321.026479   426.0   539.50   653.0   \n",
       "1960  1251.0      1.0   545.000000         NaN   545.0   545.00   545.0   \n",
       "1966  7075.0      2.0    26.500000   28.991378     6.0    16.25    26.5   \n",
       "1967  5534.0      1.0  1029.000000         NaN  1029.0  1029.00  1029.0   \n",
       "1968  4791.0      2.0   274.000000  144.249783   172.0   223.00   274.0   \n",
       "1970  6514.0      1.0   458.000000         NaN   458.0   458.00   458.0   \n",
       "1971  5236.0      1.0   101.000000         NaN   101.0   101.00   101.0   \n",
       "1972  4810.0      4.0   381.000000  251.654525   138.0   198.75   348.0   \n",
       "1973  6101.0      4.0   430.000000  297.613844   174.0   189.75   380.0   \n",
       "1974  8301.0      3.0   408.333333  146.138063   266.0   333.50   401.0   \n",
       "1975  8404.0      3.0   572.666667  541.315373    21.0   307.50   594.0   \n",
       "1976  4543.0      2.0   289.500000  265.165043   102.0   195.75   289.5   \n",
       "1977  4978.0      3.0   815.000000  868.406011   152.0   323.50   495.0   \n",
       "1978  6836.0      3.0   228.666667  134.600644   130.0   152.00   174.0   \n",
       "1979  6113.0      5.0   160.000000  161.308710     6.0    16.00   126.0   \n",
       "1980  8308.0      9.0   310.777778  248.323769   121.0   177.00   258.0   \n",
       "1981  6837.0      9.0   124.111111  133.335521     9.0    18.00    78.0   \n",
       "1982  8360.0     13.0   127.846154  160.961614     4.0    14.00    47.0   \n",
       "1983  8268.0     13.0   179.461538  220.907830     1.0    58.00   116.0   \n",
       "1984  8218.0     18.0   145.944444  168.130717     4.0    42.50    72.0   \n",
       "1985  7856.0     16.0   109.562500  138.431195     7.0    35.50    62.0   \n",
       "1986  8452.0     19.0   114.736842  114.748925    13.0    26.50    90.0   \n",
       "1987  9231.0     25.0    84.400000   76.604504     5.0    32.00    68.0   \n",
       "1988  8417.0     22.0   107.727273   93.127758     2.0    29.50    95.5   \n",
       "1989  9223.0     35.0   113.457143  121.370687     4.0    31.00    60.0   \n",
       "1990  8095.0     32.0   132.343750  141.713161     1.0    33.50    84.5   \n",
       "1991  9254.0     36.0   123.694444  112.075184     2.0    42.50    91.0   \n",
       "1992  9135.0     43.0    96.116279  107.514829     1.0    20.50    47.0   \n",
       "1993  9116.0     42.0   100.476190  144.911620     0.0    17.00    55.5   \n",
       "1994  8831.0     36.0   133.583333  187.743042     2.0    20.25    48.0   \n",
       "1995  9216.0     50.0    79.500000   79.543404     1.0    16.50    51.0   \n",
       "1996  8935.0     49.0   106.795918  123.297908     0.0    32.00    65.0   \n",
       "1997  8971.0     59.0   127.542373  182.709523     0.0    22.50    90.0   \n",
       "1998  9177.0     58.0   102.551724   92.043310     3.0    32.75    74.5   \n",
       "1999  9199.0     66.0   117.969697  132.310238     3.0    33.00    65.0   \n",
       "2000  9245.0     55.0    90.036364   88.523268     2.0    27.50    59.0   \n",
       "2001  9056.0     58.0   108.500000  128.687743     0.0    20.00    58.0   \n",
       "2002  8744.0     51.0   103.843137  122.115744     0.0    24.00    58.0   \n",
       "2003  8405.0     46.0   123.391304  136.747534     1.0    37.25    80.5   \n",
       "2004  9123.0     47.0   114.489362  127.277149     6.0    40.50    73.0   \n",
       "2005  9222.0     53.0   100.641509  117.839215     2.0    31.00    44.0   \n",
       "2006  8970.0     45.0    79.555556   98.386426     0.0    20.00    53.0   \n",
       "2007  8902.0     60.0    84.100000   96.755624     0.0    20.75    47.5   \n",
       "2008  8916.0     64.0    79.625000  103.797039     0.0    17.50    39.0   \n",
       "2009  9246.0     87.0    78.862069  124.064890     0.0    12.00    34.0   \n",
       "2010  9253.0     82.0    69.658537   88.297368     0.0     8.00    43.0   \n",
       "2011  9241.0     79.0    54.202532   54.672306     0.0    13.00    40.0   \n",
       "2012  9111.0     60.0    88.133333  124.760308     0.0    13.75    44.5   \n",
       "2013  9247.0     64.0    75.609375   90.777177     0.0    13.25    40.0   \n",
       "2014  9230.0     69.0    60.275362   73.953062     0.0    11.00    33.0   \n",
       "2015  8564.0     47.0    74.638298  151.522193     0.0     7.00    27.0   \n",
       "\n",
       "                       \n",
       "          75%     max  \n",
       "year                   \n",
       "1931   298.00   298.0  \n",
       "1939   640.50   839.0  \n",
       "1949     8.00     8.0  \n",
       "1954   146.25   185.0  \n",
       "1958    35.75    38.0  \n",
       "1959   766.50   880.0  \n",
       "1960   545.00   545.0  \n",
       "1966    36.75    47.0  \n",
       "1967  1029.00  1029.0  \n",
       "1968   325.00   376.0  \n",
       "1970   458.00   458.0  \n",
       "1971   101.00   101.0  \n",
       "1972   530.25   690.0  \n",
       "1973   620.25   786.0  \n",
       "1974   479.50   558.0  \n",
       "1975   848.50  1103.0  \n",
       "1976   383.25   477.0  \n",
       "1977  1146.50  1798.0  \n",
       "1978   278.00   382.0  \n",
       "1979   285.00   367.0  \n",
       "1980   333.00   937.0  \n",
       "1981   194.00   372.0  \n",
       "1982   159.00   523.0  \n",
       "1983   187.00   853.0  \n",
       "1984   172.50   592.0  \n",
       "1985    98.25   517.0  \n",
       "1986   154.50   422.0  \n",
       "1987   113.00   373.0  \n",
       "1988   150.00   325.0  \n",
       "1989   149.50   550.0  \n",
       "1990   172.50   588.0  \n",
       "1991   163.50   452.0  \n",
       "1992   126.50   454.0  \n",
       "1993   130.25   844.0  \n",
       "1994   213.50   880.0  \n",
       "1995   130.75   368.0  \n",
       "1996   135.00   602.0  \n",
       "1997   140.00  1249.0  \n",
       "1998   145.75   400.0  \n",
       "1999   173.50   813.0  \n",
       "2000   120.00   377.0  \n",
       "2001   144.25   488.0  \n",
       "2002   130.50   509.0  \n",
       "2003   136.50   549.0  \n",
       "2004   142.00   610.0  \n",
       "2005   121.00   515.0  \n",
       "2006    85.00   561.0  \n",
       "2007   101.50   405.0  \n",
       "2008   108.25   645.0  \n",
       "2009    93.00   882.0  \n",
       "2010    88.00   457.0  \n",
       "2011    79.50   209.0  \n",
       "2012   118.00   680.0  \n",
       "2013   110.25   429.0  \n",
       "2014    91.00   372.0  \n",
       "2015    68.00   927.0  "
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "film_scripts_cleaned.groupby('year').describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>imdb_id</th>\n",
       "      <th>script_id</th>\n",
       "      <th>title</th>\n",
       "      <th>year</th>\n",
       "      <th>gross_ia</th>\n",
       "      <th>source</th>\n",
       "      <th>link</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1138</th>\n",
       "      <td>tt0327597</td>\n",
       "      <td>5392</td>\n",
       "      <td>Coraline</td>\n",
       "      <td>2009</td>\n",
       "      <td>87.0</td>\n",
       "      <td>http://gointothestory.blcklst.com/wp-content/u...</td>\n",
       "      <td>http://gointothestory.blcklst.com/wp-content/u...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1176</th>\n",
       "      <td>tt0361748</td>\n",
       "      <td>4423</td>\n",
       "      <td>Inglourious Basterds</td>\n",
       "      <td>2009</td>\n",
       "      <td>140.0</td>\n",
       "      <td>http://www.pages.drexel.edu/~ina22/splaylib/Sc...</td>\n",
       "      <td>http://www.pages.drexel.edu/~ina22/splaylib/Sc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1178</th>\n",
       "      <td>tt0362478</td>\n",
       "      <td>1909</td>\n",
       "      <td>The Box</td>\n",
       "      <td>2009</td>\n",
       "      <td>17.0</td>\n",
       "      <td>http://www.imsdb.com/Movie Scripts/Box, The Sc...</td>\n",
       "      <td>http://www.imsdb.com/Movie Scripts/Box, The Sc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1186</th>\n",
       "      <td>tt0365929</td>\n",
       "      <td>1471</td>\n",
       "      <td>Whiteout</td>\n",
       "      <td>2009</td>\n",
       "      <td>11.0</td>\n",
       "      <td>film_20100519/all_imsdb_05_19_10/Whiteout.html</td>\n",
       "      <td>film_20100519/all_imsdb_05_19_10/Whiteout.html</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1228</th>\n",
       "      <td>tt0386117</td>\n",
       "      <td>5221</td>\n",
       "      <td>Where the Wild Things Are</td>\n",
       "      <td>2009</td>\n",
       "      <td>89.0</td>\n",
       "      <td>http://www.pages.drexel.edu/~ina22/splaylib/Sc...</td>\n",
       "      <td>http://www.pages.drexel.edu/~ina22/splaylib/Sc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1647</th>\n",
       "      <td>tt1259571</td>\n",
       "      <td>5164</td>\n",
       "      <td>The Twilight Saga: New Moon</td>\n",
       "      <td>2009</td>\n",
       "      <td>344.0</td>\n",
       "      <td>http://www.imsdb.com/scripts/Twilight-New-Moon...</td>\n",
       "      <td>http://www.imsdb.com/scripts/Twilight-New-Moon...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1648</th>\n",
       "      <td>tt1263670</td>\n",
       "      <td>4050</td>\n",
       "      <td>Crazy Heart</td>\n",
       "      <td>2009</td>\n",
       "      <td>45.0</td>\n",
       "      <td>http://www.joblo.com/scripts/ch.pdf</td>\n",
       "      <td>http://www.joblo.com/scripts/ch.pdf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1650</th>\n",
       "      <td>tt1266029</td>\n",
       "      <td>4725</td>\n",
       "      <td>Nowhere Boy</td>\n",
       "      <td>2009</td>\n",
       "      <td>1.0</td>\n",
       "      <td>http://www.pages.drexel.edu/~ina22/splaylib/Sc...</td>\n",
       "      <td>http://www.pages.drexel.edu/~ina22/splaylib/Sc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1661</th>\n",
       "      <td>tt1300851</td>\n",
       "      <td>3952</td>\n",
       "      <td>The Boondock Saints II: All Saints Day</td>\n",
       "      <td>2009</td>\n",
       "      <td>11.0</td>\n",
       "      <td>http://www.joblo.com/scripts/Boondock%20Saints...</td>\n",
       "      <td>http://www.joblo.com/scripts/Boondock%20Saints...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1666</th>\n",
       "      <td>tt1315981</td>\n",
       "      <td>4963</td>\n",
       "      <td>A Single Man</td>\n",
       "      <td>2009</td>\n",
       "      <td>10.0</td>\n",
       "      <td>http://www.pages.drexel.edu/~ina22/splaylib/Sc...</td>\n",
       "      <td>http://www.pages.drexel.edu/~ina22/splaylib/Sc...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>87 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        imdb_id  script_id                                   title  year  \\\n",
       "1138  tt0327597       5392                                Coraline  2009   \n",
       "1176  tt0361748       4423                    Inglourious Basterds  2009   \n",
       "1178  tt0362478       1909                                 The Box  2009   \n",
       "1186  tt0365929       1471                                Whiteout  2009   \n",
       "1228  tt0386117       5221               Where the Wild Things Are  2009   \n",
       "...         ...        ...                                     ...   ...   \n",
       "1647  tt1259571       5164             The Twilight Saga: New Moon  2009   \n",
       "1648  tt1263670       4050                             Crazy Heart  2009   \n",
       "1650  tt1266029       4725                             Nowhere Boy  2009   \n",
       "1661  tt1300851       3952  The Boondock Saints II: All Saints Day  2009   \n",
       "1666  tt1315981       4963                            A Single Man  2009   \n",
       "\n",
       "      gross_ia                                             source  \\\n",
       "1138      87.0  http://gointothestory.blcklst.com/wp-content/u...   \n",
       "1176     140.0  http://www.pages.drexel.edu/~ina22/splaylib/Sc...   \n",
       "1178      17.0  http://www.imsdb.com/Movie Scripts/Box, The Sc...   \n",
       "1186      11.0     film_20100519/all_imsdb_05_19_10/Whiteout.html   \n",
       "1228      89.0  http://www.pages.drexel.edu/~ina22/splaylib/Sc...   \n",
       "...        ...                                                ...   \n",
       "1647     344.0  http://www.imsdb.com/scripts/Twilight-New-Moon...   \n",
       "1648      45.0                http://www.joblo.com/scripts/ch.pdf   \n",
       "1650       1.0  http://www.pages.drexel.edu/~ina22/splaylib/Sc...   \n",
       "1661      11.0  http://www.joblo.com/scripts/Boondock%20Saints...   \n",
       "1666      10.0  http://www.pages.drexel.edu/~ina22/splaylib/Sc...   \n",
       "\n",
       "                                                   link  \n",
       "1138  http://gointothestory.blcklst.com/wp-content/u...  \n",
       "1176  http://www.pages.drexel.edu/~ina22/splaylib/Sc...  \n",
       "1178  http://www.imsdb.com/Movie Scripts/Box, The Sc...  \n",
       "1186     film_20100519/all_imsdb_05_19_10/Whiteout.html  \n",
       "1228  http://www.pages.drexel.edu/~ina22/splaylib/Sc...  \n",
       "...                                                 ...  \n",
       "1647  http://www.imsdb.com/scripts/Twilight-New-Moon...  \n",
       "1648                http://www.joblo.com/scripts/ch.pdf  \n",
       "1650  http://www.pages.drexel.edu/~ina22/splaylib/Sc...  \n",
       "1661  http://www.joblo.com/scripts/Boondock%20Saints...  \n",
       "1666  http://www.pages.drexel.edu/~ina22/splaylib/Sc...  \n",
       "\n",
       "[87 rows x 7 columns]"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "films_year = film_scripts_cleaned.groupby('year')\n",
    "films_year.get_group(2009)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "films_year = film_scripts_cleaned.groupby('year')['gross_ia'].sum().reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>year</th>\n",
       "      <th>gross_ia</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1931</td>\n",
       "      <td>298.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1939</td>\n",
       "      <td>884.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1949</td>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1954</td>\n",
       "      <td>215.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1958</td>\n",
       "      <td>67.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1959</td>\n",
       "      <td>1306.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1960</td>\n",
       "      <td>545.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1966</td>\n",
       "      <td>53.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1967</td>\n",
       "      <td>1029.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1968</td>\n",
       "      <td>548.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1970</td>\n",
       "      <td>458.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1971</td>\n",
       "      <td>101.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1972</td>\n",
       "      <td>1524.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1973</td>\n",
       "      <td>1720.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1974</td>\n",
       "      <td>1225.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1975</td>\n",
       "      <td>1718.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>1976</td>\n",
       "      <td>579.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1977</td>\n",
       "      <td>2445.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1978</td>\n",
       "      <td>686.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1979</td>\n",
       "      <td>800.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1980</td>\n",
       "      <td>2797.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1981</td>\n",
       "      <td>1117.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1982</td>\n",
       "      <td>1662.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1983</td>\n",
       "      <td>2333.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1984</td>\n",
       "      <td>2627.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>1985</td>\n",
       "      <td>1753.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>1986</td>\n",
       "      <td>2180.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>1987</td>\n",
       "      <td>2110.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1988</td>\n",
       "      <td>2370.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>1989</td>\n",
       "      <td>3971.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>1990</td>\n",
       "      <td>4235.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>1991</td>\n",
       "      <td>4453.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>1992</td>\n",
       "      <td>4133.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>1993</td>\n",
       "      <td>4220.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>1994</td>\n",
       "      <td>4809.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>1995</td>\n",
       "      <td>3975.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>1996</td>\n",
       "      <td>5233.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>1997</td>\n",
       "      <td>7525.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>1998</td>\n",
       "      <td>5948.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>1999</td>\n",
       "      <td>7786.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>2000</td>\n",
       "      <td>4952.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>2001</td>\n",
       "      <td>6293.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>2002</td>\n",
       "      <td>5296.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>2003</td>\n",
       "      <td>5676.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>2004</td>\n",
       "      <td>5381.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>2005</td>\n",
       "      <td>5334.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>2006</td>\n",
       "      <td>3580.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>2007</td>\n",
       "      <td>5046.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>2008</td>\n",
       "      <td>5096.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>2009</td>\n",
       "      <td>6861.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>2010</td>\n",
       "      <td>5712.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>2011</td>\n",
       "      <td>4282.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>2012</td>\n",
       "      <td>5288.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>2013</td>\n",
       "      <td>4839.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>2014</td>\n",
       "      <td>4159.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>2015</td>\n",
       "      <td>3508.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    year  gross_ia\n",
       "0   1931     298.0\n",
       "1   1939     884.0\n",
       "2   1949       8.0\n",
       "3   1954     215.0\n",
       "4   1958      67.0\n",
       "5   1959    1306.0\n",
       "6   1960     545.0\n",
       "7   1966      53.0\n",
       "8   1967    1029.0\n",
       "9   1968     548.0\n",
       "10  1970     458.0\n",
       "11  1971     101.0\n",
       "12  1972    1524.0\n",
       "13  1973    1720.0\n",
       "14  1974    1225.0\n",
       "15  1975    1718.0\n",
       "16  1976     579.0\n",
       "17  1977    2445.0\n",
       "18  1978     686.0\n",
       "19  1979     800.0\n",
       "20  1980    2797.0\n",
       "21  1981    1117.0\n",
       "22  1982    1662.0\n",
       "23  1983    2333.0\n",
       "24  1984    2627.0\n",
       "25  1985    1753.0\n",
       "26  1986    2180.0\n",
       "27  1987    2110.0\n",
       "28  1988    2370.0\n",
       "29  1989    3971.0\n",
       "30  1990    4235.0\n",
       "31  1991    4453.0\n",
       "32  1992    4133.0\n",
       "33  1993    4220.0\n",
       "34  1994    4809.0\n",
       "35  1995    3975.0\n",
       "36  1996    5233.0\n",
       "37  1997    7525.0\n",
       "38  1998    5948.0\n",
       "39  1999    7786.0\n",
       "40  2000    4952.0\n",
       "41  2001    6293.0\n",
       "42  2002    5296.0\n",
       "43  2003    5676.0\n",
       "44  2004    5381.0\n",
       "45  2005    5334.0\n",
       "46  2006    3580.0\n",
       "47  2007    5046.0\n",
       "48  2008    5096.0\n",
       "49  2009    6861.0\n",
       "50  2010    5712.0\n",
       "51  2011    4282.0\n",
       "52  2012    5288.0\n",
       "53  2013    4839.0\n",
       "54  2014    4159.0\n",
       "55  2015    3508.0"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "films_year"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pandas.core.frame.DataFrame"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(films_year)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
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