fin1 exploration.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# exploration"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import os\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "rading data set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [],
   "source": [
    "data=pd.read_csv('movie_metadata.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                 color       director_name  num_critic_for_reviews  duration  \\\n",
      "0                Color       James Cameron                   723.0     178.0   \n",
      "1                Color      Gore Verbinski                   302.0     169.0   \n",
      "2                Color          Sam Mendes                   602.0     148.0   \n",
      "3                Color   Christopher Nolan                   813.0     164.0   \n",
      "4                  NaN         Doug Walker                     NaN       NaN   \n",
      "5                Color      Andrew Stanton                   462.0     132.0   \n",
      "6                Color           Sam Raimi                   392.0     156.0   \n",
      "7                Color        Nathan Greno                   324.0     100.0   \n",
      "8                Color         Joss Whedon                   635.0     141.0   \n",
      "9                Color         David Yates                   375.0     153.0   \n",
      "10               Color         Zack Snyder                   673.0     183.0   \n",
      "11               Color        Bryan Singer                   434.0     169.0   \n",
      "12               Color        Marc Forster                   403.0     106.0   \n",
      "13               Color      Gore Verbinski                   313.0     151.0   \n",
      "14               Color      Gore Verbinski                   450.0     150.0   \n",
      "15               Color         Zack Snyder                   733.0     143.0   \n",
      "16               Color      Andrew Adamson                   258.0     150.0   \n",
      "17               Color         Joss Whedon                   703.0     173.0   \n",
      "18               Color        Rob Marshall                   448.0     136.0   \n",
      "19               Color    Barry Sonnenfeld                   451.0     106.0   \n",
      "20               Color       Peter Jackson                   422.0     164.0   \n",
      "21               Color           Marc Webb                   599.0     153.0   \n",
      "22               Color        Ridley Scott                   343.0     156.0   \n",
      "23               Color       Peter Jackson                   509.0     186.0   \n",
      "24               Color         Chris Weitz                   251.0     113.0   \n",
      "25               Color       Peter Jackson                   446.0     201.0   \n",
      "26               Color       James Cameron                   315.0     194.0   \n",
      "27               Color       Anthony Russo                   516.0     147.0   \n",
      "28               Color          Peter Berg                   377.0     131.0   \n",
      "29               Color     Colin Trevorrow                   644.0     124.0   \n",
      "...                ...                 ...                     ...       ...   \n",
      "5013             Color          Eric Eason                    28.0      79.0   \n",
      "5014             Color            Uwe Boll                    58.0      80.0   \n",
      "5015   Black and White   Richard Linklater                    61.0     100.0   \n",
      "5016             Color     Joseph Mazzella                     NaN      90.0   \n",
      "5017             Color        Travis Legge                     1.0      90.0   \n",
      "5018             Color       Alex Kendrick                     5.0     120.0   \n",
      "5019             Color       Marcus Nispel                    43.0      91.0   \n",
      "5020               NaN     Brandon Landers                     NaN     143.0   \n",
      "5021             Color         Jay Duplass                    51.0      85.0   \n",
      "5022   Black and White          Jim Chuchu                     6.0      60.0   \n",
      "5023             Color          Daryl Wein                    22.0      88.0   \n",
      "5024             Color         Jason Trost                    42.0      78.0   \n",
      "5025             Color         John Waters                    73.0     108.0   \n",
      "5026             Color     Olivier Assayas                    81.0     110.0   \n",
      "5027             Color        Jafar Panahi                    64.0      90.0   \n",
      "5028   Black and White       Ivan Kavanagh                    12.0      83.0   \n",
      "5029             Color    Kiyoshi Kurosawa                    78.0     111.0   \n",
      "5030             Color        Tadeo Garcia                     NaN      84.0   \n",
      "5031             Color  Thomas L. Phillips                    13.0      82.0   \n",
      "5032             Color     Ash Baron-Cohen                    10.0      98.0   \n",
      "5033             Color       Shane Carruth                   143.0      77.0   \n",
      "5034             Color    Neill Dela Llana                    35.0      80.0   \n",
      "5035             Color    Robert Rodriguez                    56.0      81.0   \n",
      "5036             Color     Anthony Vallone                     NaN      84.0   \n",
      "5037             Color        Edward Burns                    14.0      95.0   \n",
      "5038             Color         Scott Smith                     1.0      87.0   \n",
      "5039             Color                 NaN                    43.0      43.0   \n",
      "5040             Color    Benjamin Roberds                    13.0      76.0   \n",
      "5041             Color         Daniel Hsia                    14.0     100.0   \n",
      "5042             Color            Jon Gunn                    43.0      90.0   \n",
      "\n",
      "      director_facebook_likes  actor_3_facebook_likes          actor_2_name  \\\n",
      "0                         0.0                   855.0      Joel David Moore   \n",
      "1                       563.0                  1000.0         Orlando Bloom   \n",
      "2                         0.0                   161.0          Rory Kinnear   \n",
      "3                     22000.0                 23000.0        Christian Bale   \n",
      "4                       131.0                     NaN            Rob Walker   \n",
      "5                       475.0                   530.0       Samantha Morton   \n",
      "6                         0.0                  4000.0          James Franco   \n",
      "7                        15.0                   284.0          Donna Murphy   \n",
      "8                         0.0                 19000.0     Robert Downey Jr.   \n",
      "9                       282.0                 10000.0      Daniel Radcliffe   \n",
      "10                        0.0                  2000.0          Lauren Cohan   \n",
      "11                        0.0                   903.0         Marlon Brando   \n",
      "12                      395.0                   393.0       Mathieu Amalric   \n",
      "13                      563.0                  1000.0         Orlando Bloom   \n",
      "14                      563.0                  1000.0           Ruth Wilson   \n",
      "15                        0.0                   748.0    Christopher Meloni   \n",
      "16                       80.0                   201.0  Pierfrancesco Favino   \n",
      "17                        0.0                 19000.0     Robert Downey Jr.   \n",
      "18                      252.0                  1000.0           Sam Claflin   \n",
      "19                      188.0                   718.0     Michael Stuhlbarg   \n",
      "20                        0.0                   773.0            Adam Brown   \n",
      "21                      464.0                   963.0       Andrew Garfield   \n",
      "22                        0.0                   738.0          William Hurt   \n",
      "23                        0.0                   773.0            Adam Brown   \n",
      "24                      129.0                  1000.0             Eva Green   \n",
      "25                        0.0                    84.0    Thomas Kretschmann   \n",
      "26                        0.0                   794.0          Kate Winslet   \n",
      "27                       94.0                 11000.0    Scarlett Johansson   \n",
      "28                      532.0                   627.0   Alexander Skarsgård   \n",
      "29                      365.0                  1000.0            Judy Greer   \n",
      "...                       ...                     ...                   ...   \n",
      "5013                      3.0                    42.0        Panchito Gómez   \n",
      "5014                    892.0                   492.0    Katharine Isabelle   \n",
      "5015                      0.0                     0.0     Richard Linklater   \n",
      "5016                      0.0                     9.0          Mikaal Bates   \n",
      "5017                    138.0                   138.0         Suzi Lorraine   \n",
      "5018                    589.0                     4.0           Lisa Arnold   \n",
      "5019                    158.0                   265.0       Brittany Curran   \n",
      "5020                      8.0                     8.0       Alana Kaniewski   \n",
      "5021                    157.0                    10.0         Katie Aselton   \n",
      "5022                      0.0                     4.0         Olwenya Maina   \n",
      "5023                     38.0                   211.0         Heather Burns   \n",
      "5024                     91.0                    86.0           Jason Trost   \n",
      "5025                      0.0                   105.0            Mink Stole   \n",
      "5026                    107.0                    45.0        Béatrice Dalle   \n",
      "5027                    397.0                     0.0     Nargess Mamizadeh   \n",
      "5028                     18.0                     0.0         Michael Parle   \n",
      "5029                     62.0                     6.0         Anna Nakagawa   \n",
      "5030                      5.0                    12.0        Michael Cortez   \n",
      "5031                    120.0                    84.0            Joe Coffey   \n",
      "5032                      3.0                   152.0     Stanley B. Herman   \n",
      "5033                    291.0                     8.0        David Sullivan   \n",
      "5034                      0.0                     0.0       Edgar Tancangco   \n",
      "5035                      0.0                     6.0       Peter Marquardt   \n",
      "5036                      2.0                     2.0        John Considine   \n",
      "5037                      0.0                   133.0    Caitlin FitzGerald   \n",
      "5038                      2.0                   318.0         Daphne Zuniga   \n",
      "5039                      NaN                   319.0         Valorie Curry   \n",
      "5040                      0.0                     0.0         Maxwell Moody   \n",
      "5041                      0.0                   489.0         Daniel Henney   \n",
      "5042                     16.0                    16.0      Brian Herzlinger   \n",
      "\n",
      "      actor_1_facebook_likes        gross  \\\n",
      "0                     1000.0  760505847.0   \n",
      "1                    40000.0  309404152.0   \n",
      "2                    11000.0  200074175.0   \n",
      "3                    27000.0  448130642.0   \n",
      "4                      131.0          NaN   \n",
      "5                      640.0   73058679.0   \n",
      "6                    24000.0  336530303.0   \n",
      "7                      799.0  200807262.0   \n",
      "8                    26000.0  458991599.0   \n",
      "9                    25000.0  301956980.0   \n",
      "10                   15000.0  330249062.0   \n",
      "11                   18000.0  200069408.0   \n",
      "12                     451.0  168368427.0   \n",
      "13                   40000.0  423032628.0   \n",
      "14                   40000.0   89289910.0   \n",
      "15                   15000.0  291021565.0   \n",
      "16                   22000.0  141614023.0   \n",
      "17                   26000.0  623279547.0   \n",
      "18                   40000.0  241063875.0   \n",
      "19                   10000.0  179020854.0   \n",
      "20                    5000.0  255108370.0   \n",
      "21                   15000.0  262030663.0   \n",
      "22                     891.0  105219735.0   \n",
      "23                    5000.0  258355354.0   \n",
      "24                   16000.0   70083519.0   \n",
      "25                    6000.0  218051260.0   \n",
      "26                   29000.0  658672302.0   \n",
      "27                   21000.0  407197282.0   \n",
      "28                   14000.0   65173160.0   \n",
      "29                    3000.0  652177271.0   \n",
      "...                      ...          ...   \n",
      "5013                    93.0          NaN   \n",
      "5014                   986.0          NaN   \n",
      "5015                     5.0    1227508.0   \n",
      "5016                   313.0          NaN   \n",
      "5017                   370.0          NaN   \n",
      "5018                    51.0          NaN   \n",
      "5019                   630.0          NaN   \n",
      "5020                   720.0          NaN   \n",
      "5021                   830.0     192467.0   \n",
      "5022                   147.0          NaN   \n",
      "5023                   331.0      76382.0   \n",
      "5024                   407.0          NaN   \n",
      "5025                   462.0     180483.0   \n",
      "5026                   576.0     136007.0   \n",
      "5027                     5.0     673780.0   \n",
      "5028                    10.0          NaN   \n",
      "5029                    89.0      94596.0   \n",
      "5030                    21.0          NaN   \n",
      "5031                   785.0          NaN   \n",
      "5032                   789.0          NaN   \n",
      "5033                   291.0     424760.0   \n",
      "5034                     0.0      70071.0   \n",
      "5035                   121.0    2040920.0   \n",
      "5036                    45.0          NaN   \n",
      "5037                   296.0       4584.0   \n",
      "5038                   637.0          NaN   \n",
      "5039                   841.0          NaN   \n",
      "5040                     0.0          NaN   \n",
      "5041                   946.0      10443.0   \n",
      "5042                    86.0      85222.0   \n",
      "\n",
      "                                                 genres         ...           \\\n",
      "0                       Action|Adventure|Fantasy|Sci-Fi         ...            \n",
      "1                              Action|Adventure|Fantasy         ...            \n",
      "2                             Action|Adventure|Thriller         ...            \n",
      "3                                       Action|Thriller         ...            \n",
      "4                                           Documentary         ...            \n",
      "5                               Action|Adventure|Sci-Fi         ...            \n",
      "6                              Action|Adventure|Romance         ...            \n",
      "7     Adventure|Animation|Comedy|Family|Fantasy|Musi...         ...            \n",
      "8                               Action|Adventure|Sci-Fi         ...            \n",
      "9                      Adventure|Family|Fantasy|Mystery         ...            \n",
      "10                              Action|Adventure|Sci-Fi         ...            \n",
      "11                              Action|Adventure|Sci-Fi         ...            \n",
      "12                                     Action|Adventure         ...            \n",
      "13                             Action|Adventure|Fantasy         ...            \n",
      "14                             Action|Adventure|Western         ...            \n",
      "15                      Action|Adventure|Fantasy|Sci-Fi         ...            \n",
      "16                      Action|Adventure|Family|Fantasy         ...            \n",
      "17                              Action|Adventure|Sci-Fi         ...            \n",
      "18                             Action|Adventure|Fantasy         ...            \n",
      "19        Action|Adventure|Comedy|Family|Fantasy|Sci-Fi         ...            \n",
      "20                                    Adventure|Fantasy         ...            \n",
      "21                             Action|Adventure|Fantasy         ...            \n",
      "22                       Action|Adventure|Drama|History         ...            \n",
      "23                                    Adventure|Fantasy         ...            \n",
      "24                             Adventure|Family|Fantasy         ...            \n",
      "25                       Action|Adventure|Drama|Romance         ...            \n",
      "26                                        Drama|Romance         ...            \n",
      "27                              Action|Adventure|Sci-Fi         ...            \n",
      "28                     Action|Adventure|Sci-Fi|Thriller         ...            \n",
      "29                     Action|Adventure|Sci-Fi|Thriller         ...            \n",
      "...                                                 ...         ...            \n",
      "5013                                       Drama|Family         ...            \n",
      "5014                              Action|Crime|Thriller         ...            \n",
      "5015                                       Comedy|Drama         ...            \n",
      "5016                               Crime|Drama|Thriller         ...            \n",
      "5017                                     Comedy|Romance         ...            \n",
      "5018                                              Drama         ...            \n",
      "5019                            Horror|Mystery|Thriller         ...            \n",
      "5020                              Drama|Horror|Thriller         ...            \n",
      "5021                               Comedy|Drama|Romance         ...            \n",
      "5022                                              Drama         ...            \n",
      "5023                                            Romance         ...            \n",
      "5024                                    Sci-Fi|Thriller         ...            \n",
      "5025                                Comedy|Crime|Horror         ...            \n",
      "5026                                Drama|Music|Romance         ...            \n",
      "5027                                              Drama         ...            \n",
      "5028                                             Horror         ...            \n",
      "5029                      Crime|Horror|Mystery|Thriller         ...            \n",
      "5030                                              Drama         ...            \n",
      "5031                             Comedy|Horror|Thriller         ...            \n",
      "5032                                        Crime|Drama         ...            \n",
      "5033                              Drama|Sci-Fi|Thriller         ...            \n",
      "5034                                           Thriller         ...            \n",
      "5035                Action|Crime|Drama|Romance|Thriller         ...            \n",
      "5036                                        Crime|Drama         ...            \n",
      "5037                                       Comedy|Drama         ...            \n",
      "5038                                       Comedy|Drama         ...            \n",
      "5039                       Crime|Drama|Mystery|Thriller         ...            \n",
      "5040                              Drama|Horror|Thriller         ...            \n",
      "5041                               Comedy|Drama|Romance         ...            \n",
      "5042                                        Documentary         ...            \n",
      "\n",
      "     num_user_for_reviews  language      country  content_rating       budget  \\\n",
      "0                  3054.0   English          USA           PG-13  237000000.0   \n",
      "1                  1238.0   English          USA           PG-13  300000000.0   \n",
      "2                   994.0   English           UK           PG-13  245000000.0   \n",
      "3                  2701.0   English          USA           PG-13  250000000.0   \n",
      "4                     NaN       NaN          NaN             NaN          NaN   \n",
      "5                   738.0   English          USA           PG-13  263700000.0   \n",
      "6                  1902.0   English          USA           PG-13  258000000.0   \n",
      "7                   387.0   English          USA              PG  260000000.0   \n",
      "8                  1117.0   English          USA           PG-13  250000000.0   \n",
      "9                   973.0   English           UK              PG  250000000.0   \n",
      "10                 3018.0   English          USA           PG-13  250000000.0   \n",
      "11                 2367.0   English          USA           PG-13  209000000.0   \n",
      "12                 1243.0   English           UK           PG-13  200000000.0   \n",
      "13                 1832.0   English          USA           PG-13  225000000.0   \n",
      "14                  711.0   English          USA           PG-13  215000000.0   \n",
      "15                 2536.0   English          USA           PG-13  225000000.0   \n",
      "16                  438.0   English          USA              PG  225000000.0   \n",
      "17                 1722.0   English          USA           PG-13  220000000.0   \n",
      "18                  484.0   English          USA           PG-13  250000000.0   \n",
      "19                  341.0   English          USA           PG-13  225000000.0   \n",
      "20                  802.0   English  New Zealand           PG-13  250000000.0   \n",
      "21                 1225.0   English          USA           PG-13  230000000.0   \n",
      "22                  546.0   English          USA           PG-13  200000000.0   \n",
      "23                  951.0   English          USA           PG-13  225000000.0   \n",
      "24                  666.0   English          USA           PG-13  180000000.0   \n",
      "25                 2618.0   English  New Zealand           PG-13  207000000.0   \n",
      "26                 2528.0   English          USA           PG-13  200000000.0   \n",
      "27                 1022.0   English          USA           PG-13  250000000.0   \n",
      "28                  751.0   English          USA           PG-13  209000000.0   \n",
      "29                 1290.0   English          USA           PG-13  150000000.0   \n",
      "...                   ...       ...          ...             ...          ...   \n",
      "5013                 21.0   English          USA             NaN      24000.0   \n",
      "5014                129.0   English       Canada               R          NaN   \n",
      "5015                 80.0   English          USA               R      23000.0   \n",
      "5016                  2.0   English          USA             NaN      25000.0   \n",
      "5017                  3.0   English          USA             NaN      22000.0   \n",
      "5018                 49.0   English          USA             NaN      20000.0   \n",
      "5019                 33.0   English          USA               R          NaN   \n",
      "5020                  8.0   English          USA             NaN      17350.0   \n",
      "5021                 71.0   English          USA               R      15000.0   \n",
      "5022                  1.0   Swahili        Kenya             NaN      15000.0   \n",
      "5023                  8.0   English          USA             NaN      15000.0   \n",
      "5024                 35.0   English          USA         Unrated      20000.0   \n",
      "5025                183.0   English          USA           NC-17      10000.0   \n",
      "5026                 39.0    French       France               R       4500.0   \n",
      "5027                 26.0   Persian         Iran       Not Rated      10000.0   \n",
      "5028                  1.0   English      Ireland             NaN      10000.0   \n",
      "5029                 50.0  Japanese        Japan             NaN    1000000.0   \n",
      "5030                  3.0   English          USA             NaN          NaN   \n",
      "5031                  8.0   English          USA             NaN     200000.0   \n",
      "5032                 14.0   English          USA             NaN          NaN   \n",
      "5033                371.0   English          USA           PG-13       7000.0   \n",
      "5034                 35.0   English  Philippines       Not Rated       7000.0   \n",
      "5035                130.0   Spanish          USA               R       7000.0   \n",
      "5036                  1.0   English          USA           PG-13       3250.0   \n",
      "5037                 14.0   English          USA       Not Rated       9000.0   \n",
      "5038                  6.0   English       Canada             NaN          NaN   \n",
      "5039                359.0   English          USA           TV-14          NaN   \n",
      "5040                  3.0   English          USA             NaN       1400.0   \n",
      "5041                  9.0   English          USA           PG-13          NaN   \n",
      "5042                 84.0   English          USA              PG       1100.0   \n",
      "\n",
      "      title_year actor_2_facebook_likes imdb_score  aspect_ratio  \\\n",
      "0         2009.0                  936.0        7.9          1.78   \n",
      "1         2007.0                 5000.0        7.1          2.35   \n",
      "2         2015.0                  393.0        6.8          2.35   \n",
      "3         2012.0                23000.0        8.5          2.35   \n",
      "4            NaN                   12.0        7.1           NaN   \n",
      "5         2012.0                  632.0        6.6          2.35   \n",
      "6         2007.0                11000.0        6.2          2.35   \n",
      "7         2010.0                  553.0        7.8          1.85   \n",
      "8         2015.0                21000.0        7.5          2.35   \n",
      "9         2009.0                11000.0        7.5          2.35   \n",
      "10        2016.0                 4000.0        6.9          2.35   \n",
      "11        2006.0                10000.0        6.1          2.35   \n",
      "12        2008.0                  412.0        6.7          2.35   \n",
      "13        2006.0                 5000.0        7.3          2.35   \n",
      "14        2013.0                 2000.0        6.5          2.35   \n",
      "15        2013.0                 3000.0        7.2          2.35   \n",
      "16        2008.0                  216.0        6.6          2.35   \n",
      "17        2012.0                21000.0        8.1          1.85   \n",
      "18        2011.0                11000.0        6.7          2.35   \n",
      "19        2012.0                  816.0        6.8          1.85   \n",
      "20        2014.0                  972.0        7.5          2.35   \n",
      "21        2012.0                10000.0        7.0          2.35   \n",
      "22        2010.0                  882.0        6.7          2.35   \n",
      "23        2013.0                  972.0        7.9          2.35   \n",
      "24        2007.0                 6000.0        6.1          2.35   \n",
      "25        2005.0                  919.0        7.2          2.35   \n",
      "26        1997.0                14000.0        7.7          2.35   \n",
      "27        2016.0                19000.0        8.2          2.35   \n",
      "28        2012.0                10000.0        5.9          2.35   \n",
      "29        2015.0                 2000.0        7.0          2.00   \n",
      "...          ...                    ...        ...           ...   \n",
      "5013      2002.0                   46.0        7.0          1.78   \n",
      "5014      2009.0                  918.0        6.3          2.35   \n",
      "5015      1991.0                    0.0        7.1          1.37   \n",
      "5016      2015.0                   25.0        4.8           NaN   \n",
      "5017      2013.0                  184.0        3.3          1.78   \n",
      "5018      2003.0                   49.0        6.9          1.85   \n",
      "5019      2015.0                  512.0        4.6          1.85   \n",
      "5020      2011.0                   19.0        3.0           NaN   \n",
      "5021      2005.0                  224.0        6.6           NaN   \n",
      "5022      2014.0                   19.0        7.4           NaN   \n",
      "5023      2009.0                  212.0        6.2          2.35   \n",
      "5024      2011.0                   91.0        4.0          2.35   \n",
      "5025      1972.0                  143.0        6.1          1.37   \n",
      "5026      2004.0                  133.0        6.9          2.35   \n",
      "5027      2000.0                    0.0        7.5          1.85   \n",
      "5028      2007.0                    5.0        6.7          1.33   \n",
      "5029      1997.0                   13.0        7.4          1.85   \n",
      "5030      2004.0                   20.0        6.1           NaN   \n",
      "5031      2012.0                   98.0        5.4         16.00   \n",
      "5032      1995.0                  194.0        6.4           NaN   \n",
      "5033      2004.0                   45.0        7.0          1.85   \n",
      "5034      2005.0                    0.0        6.3           NaN   \n",
      "5035      1992.0                   20.0        6.9          1.37   \n",
      "5036      2005.0                   44.0        7.8           NaN   \n",
      "5037      2011.0                  205.0        6.4           NaN   \n",
      "5038      2013.0                  470.0        7.7           NaN   \n",
      "5039         NaN                  593.0        7.5         16.00   \n",
      "5040      2013.0                    0.0        6.3           NaN   \n",
      "5041      2012.0                  719.0        6.3          2.35   \n",
      "5042      2004.0                   23.0        6.6          1.85   \n",
      "\n",
      "     movie_facebook_likes  \n",
      "0                   33000  \n",
      "1                       0  \n",
      "2                   85000  \n",
      "3                  164000  \n",
      "4                       0  \n",
      "5                   24000  \n",
      "6                       0  \n",
      "7                   29000  \n",
      "8                  118000  \n",
      "9                   10000  \n",
      "10                 197000  \n",
      "11                      0  \n",
      "12                      0  \n",
      "13                   5000  \n",
      "14                  48000  \n",
      "15                 118000  \n",
      "16                      0  \n",
      "17                 123000  \n",
      "18                  58000  \n",
      "19                  40000  \n",
      "20                  65000  \n",
      "21                  56000  \n",
      "22                  17000  \n",
      "23                  83000  \n",
      "24                      0  \n",
      "25                      0  \n",
      "26                  26000  \n",
      "27                  72000  \n",
      "28                  44000  \n",
      "29                 150000  \n",
      "...                   ...  \n",
      "5013                   61  \n",
      "5014                    0  \n",
      "5015                 2000  \n",
      "5016                   33  \n",
      "5017                  200  \n",
      "5018                  725  \n",
      "5019                    0  \n",
      "5020                   33  \n",
      "5021                  297  \n",
      "5022                   45  \n",
      "5023                  324  \n",
      "5024                  835  \n",
      "5025                    0  \n",
      "5026                  171  \n",
      "5027                  697  \n",
      "5028                  105  \n",
      "5029                  817  \n",
      "5030                   22  \n",
      "5031                  424  \n",
      "5032                   20  \n",
      "5033                19000  \n",
      "5034                   74  \n",
      "5035                    0  \n",
      "5036                    4  \n",
      "5037                  413  \n",
      "5038                   84  \n",
      "5039                32000  \n",
      "5040                   16  \n",
      "5041                  660  \n",
      "5042                  456  \n",
      "\n",
      "[5043 rows x 28 columns]\n"
     ]
    }
   ],
   "source": [
    "print(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {
    "scrolled": true
   },
   "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>color</th>\n",
       "      <th>director_name</th>\n",
       "      <th>num_critic_for_reviews</th>\n",
       "      <th>duration</th>\n",
       "      <th>director_facebook_likes</th>\n",
       "      <th>actor_3_facebook_likes</th>\n",
       "      <th>actor_2_name</th>\n",
       "      <th>actor_1_facebook_likes</th>\n",
       "      <th>gross</th>\n",
       "      <th>genres</th>\n",
       "      <th>...</th>\n",
       "      <th>num_user_for_reviews</th>\n",
       "      <th>language</th>\n",
       "      <th>country</th>\n",
       "      <th>content_rating</th>\n",
       "      <th>budget</th>\n",
       "      <th>title_year</th>\n",
       "      <th>actor_2_facebook_likes</th>\n",
       "      <th>imdb_score</th>\n",
       "      <th>aspect_ratio</th>\n",
       "      <th>movie_facebook_likes</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Color</td>\n",
       "      <td>James Cameron</td>\n",
       "      <td>723.0</td>\n",
       "      <td>178.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>855.0</td>\n",
       "      <td>Joel David Moore</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>760505847.0</td>\n",
       "      <td>Action|Adventure|Fantasy|Sci-Fi</td>\n",
       "      <td>...</td>\n",
       "      <td>3054.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>237000000.0</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>936.0</td>\n",
       "      <td>7.9</td>\n",
       "      <td>1.78</td>\n",
       "      <td>33000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Color</td>\n",
       "      <td>Gore Verbinski</td>\n",
       "      <td>302.0</td>\n",
       "      <td>169.0</td>\n",
       "      <td>563.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>Orlando Bloom</td>\n",
       "      <td>40000.0</td>\n",
       "      <td>309404152.0</td>\n",
       "      <td>Action|Adventure|Fantasy</td>\n",
       "      <td>...</td>\n",
       "      <td>1238.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>300000000.0</td>\n",
       "      <td>2007.0</td>\n",
       "      <td>5000.0</td>\n",
       "      <td>7.1</td>\n",
       "      <td>2.35</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Color</td>\n",
       "      <td>Sam Mendes</td>\n",
       "      <td>602.0</td>\n",
       "      <td>148.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>161.0</td>\n",
       "      <td>Rory Kinnear</td>\n",
       "      <td>11000.0</td>\n",
       "      <td>200074175.0</td>\n",
       "      <td>Action|Adventure|Thriller</td>\n",
       "      <td>...</td>\n",
       "      <td>994.0</td>\n",
       "      <td>English</td>\n",
       "      <td>UK</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>245000000.0</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>393.0</td>\n",
       "      <td>6.8</td>\n",
       "      <td>2.35</td>\n",
       "      <td>85000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Color</td>\n",
       "      <td>Christopher Nolan</td>\n",
       "      <td>813.0</td>\n",
       "      <td>164.0</td>\n",
       "      <td>22000.0</td>\n",
       "      <td>23000.0</td>\n",
       "      <td>Christian Bale</td>\n",
       "      <td>27000.0</td>\n",
       "      <td>448130642.0</td>\n",
       "      <td>Action|Thriller</td>\n",
       "      <td>...</td>\n",
       "      <td>2701.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>250000000.0</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>23000.0</td>\n",
       "      <td>8.5</td>\n",
       "      <td>2.35</td>\n",
       "      <td>164000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Doug Walker</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>131.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Rob Walker</td>\n",
       "      <td>131.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Documentary</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12.0</td>\n",
       "      <td>7.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 28 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   color      director_name  num_critic_for_reviews  duration  \\\n",
       "0  Color      James Cameron                   723.0     178.0   \n",
       "1  Color     Gore Verbinski                   302.0     169.0   \n",
       "2  Color         Sam Mendes                   602.0     148.0   \n",
       "3  Color  Christopher Nolan                   813.0     164.0   \n",
       "4    NaN        Doug Walker                     NaN       NaN   \n",
       "\n",
       "   director_facebook_likes  actor_3_facebook_likes      actor_2_name  \\\n",
       "0                      0.0                   855.0  Joel David Moore   \n",
       "1                    563.0                  1000.0     Orlando Bloom   \n",
       "2                      0.0                   161.0      Rory Kinnear   \n",
       "3                  22000.0                 23000.0    Christian Bale   \n",
       "4                    131.0                     NaN        Rob Walker   \n",
       "\n",
       "   actor_1_facebook_likes        gross                           genres  \\\n",
       "0                  1000.0  760505847.0  Action|Adventure|Fantasy|Sci-Fi   \n",
       "1                 40000.0  309404152.0         Action|Adventure|Fantasy   \n",
       "2                 11000.0  200074175.0        Action|Adventure|Thriller   \n",
       "3                 27000.0  448130642.0                  Action|Thriller   \n",
       "4                   131.0          NaN                      Documentary   \n",
       "\n",
       "          ...          num_user_for_reviews language  country  content_rating  \\\n",
       "0         ...                        3054.0  English      USA           PG-13   \n",
       "1         ...                        1238.0  English      USA           PG-13   \n",
       "2         ...                         994.0  English       UK           PG-13   \n",
       "3         ...                        2701.0  English      USA           PG-13   \n",
       "4         ...                           NaN      NaN      NaN             NaN   \n",
       "\n",
       "        budget  title_year actor_2_facebook_likes imdb_score  aspect_ratio  \\\n",
       "0  237000000.0      2009.0                  936.0        7.9          1.78   \n",
       "1  300000000.0      2007.0                 5000.0        7.1          2.35   \n",
       "2  245000000.0      2015.0                  393.0        6.8          2.35   \n",
       "3  250000000.0      2012.0                23000.0        8.5          2.35   \n",
       "4          NaN         NaN                   12.0        7.1           NaN   \n",
       "\n",
       "  movie_facebook_likes  \n",
       "0                33000  \n",
       "1                    0  \n",
       "2                85000  \n",
       "3               164000  \n",
       "4                    0  \n",
       "\n",
       "[5 rows x 28 columns]"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "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>color</th>\n",
       "      <th>director_name</th>\n",
       "      <th>num_critic_for_reviews</th>\n",
       "      <th>duration</th>\n",
       "      <th>director_facebook_likes</th>\n",
       "      <th>actor_3_facebook_likes</th>\n",
       "      <th>actor_2_name</th>\n",
       "      <th>actor_1_facebook_likes</th>\n",
       "      <th>gross</th>\n",
       "      <th>genres</th>\n",
       "      <th>...</th>\n",
       "      <th>num_user_for_reviews</th>\n",
       "      <th>language</th>\n",
       "      <th>country</th>\n",
       "      <th>content_rating</th>\n",
       "      <th>budget</th>\n",
       "      <th>title_year</th>\n",
       "      <th>actor_2_facebook_likes</th>\n",
       "      <th>imdb_score</th>\n",
       "      <th>aspect_ratio</th>\n",
       "      <th>movie_facebook_likes</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Color</td>\n",
       "      <td>James Cameron</td>\n",
       "      <td>723.0</td>\n",
       "      <td>178.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>855.0</td>\n",
       "      <td>Joel David Moore</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>760505847.0</td>\n",
       "      <td>Action|Adventure|Fantasy|Sci-Fi</td>\n",
       "      <td>...</td>\n",
       "      <td>3054.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>237000000.0</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>936.0</td>\n",
       "      <td>7.9</td>\n",
       "      <td>1.78</td>\n",
       "      <td>33000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Color</td>\n",
       "      <td>Gore Verbinski</td>\n",
       "      <td>302.0</td>\n",
       "      <td>169.0</td>\n",
       "      <td>563.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>Orlando Bloom</td>\n",
       "      <td>40000.0</td>\n",
       "      <td>309404152.0</td>\n",
       "      <td>Action|Adventure|Fantasy</td>\n",
       "      <td>...</td>\n",
       "      <td>1238.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>300000000.0</td>\n",
       "      <td>2007.0</td>\n",
       "      <td>5000.0</td>\n",
       "      <td>7.1</td>\n",
       "      <td>2.35</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Color</td>\n",
       "      <td>Sam Mendes</td>\n",
       "      <td>602.0</td>\n",
       "      <td>148.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>161.0</td>\n",
       "      <td>Rory Kinnear</td>\n",
       "      <td>11000.0</td>\n",
       "      <td>200074175.0</td>\n",
       "      <td>Action|Adventure|Thriller</td>\n",
       "      <td>...</td>\n",
       "      <td>994.0</td>\n",
       "      <td>English</td>\n",
       "      <td>UK</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>245000000.0</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>393.0</td>\n",
       "      <td>6.8</td>\n",
       "      <td>2.35</td>\n",
       "      <td>85000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Color</td>\n",
       "      <td>Christopher Nolan</td>\n",
       "      <td>813.0</td>\n",
       "      <td>164.0</td>\n",
       "      <td>22000.0</td>\n",
       "      <td>23000.0</td>\n",
       "      <td>Christian Bale</td>\n",
       "      <td>27000.0</td>\n",
       "      <td>448130642.0</td>\n",
       "      <td>Action|Thriller</td>\n",
       "      <td>...</td>\n",
       "      <td>2701.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>250000000.0</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>23000.0</td>\n",
       "      <td>8.5</td>\n",
       "      <td>2.35</td>\n",
       "      <td>164000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Doug Walker</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>131.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Rob Walker</td>\n",
       "      <td>131.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Documentary</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12.0</td>\n",
       "      <td>7.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Color</td>\n",
       "      <td>Andrew Stanton</td>\n",
       "      <td>462.0</td>\n",
       "      <td>132.0</td>\n",
       "      <td>475.0</td>\n",
       "      <td>530.0</td>\n",
       "      <td>Samantha Morton</td>\n",
       "      <td>640.0</td>\n",
       "      <td>73058679.0</td>\n",
       "      <td>Action|Adventure|Sci-Fi</td>\n",
       "      <td>...</td>\n",
       "      <td>738.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>263700000.0</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>632.0</td>\n",
       "      <td>6.6</td>\n",
       "      <td>2.35</td>\n",
       "      <td>24000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Color</td>\n",
       "      <td>Sam Raimi</td>\n",
       "      <td>392.0</td>\n",
       "      <td>156.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4000.0</td>\n",
       "      <td>James Franco</td>\n",
       "      <td>24000.0</td>\n",
       "      <td>336530303.0</td>\n",
       "      <td>Action|Adventure|Romance</td>\n",
       "      <td>...</td>\n",
       "      <td>1902.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>258000000.0</td>\n",
       "      <td>2007.0</td>\n",
       "      <td>11000.0</td>\n",
       "      <td>6.2</td>\n",
       "      <td>2.35</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Color</td>\n",
       "      <td>Nathan Greno</td>\n",
       "      <td>324.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>284.0</td>\n",
       "      <td>Donna Murphy</td>\n",
       "      <td>799.0</td>\n",
       "      <td>200807262.0</td>\n",
       "      <td>Adventure|Animation|Comedy|Family|Fantasy|Musi...</td>\n",
       "      <td>...</td>\n",
       "      <td>387.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG</td>\n",
       "      <td>260000000.0</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>553.0</td>\n",
       "      <td>7.8</td>\n",
       "      <td>1.85</td>\n",
       "      <td>29000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Color</td>\n",
       "      <td>Joss Whedon</td>\n",
       "      <td>635.0</td>\n",
       "      <td>141.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>19000.0</td>\n",
       "      <td>Robert Downey Jr.</td>\n",
       "      <td>26000.0</td>\n",
       "      <td>458991599.0</td>\n",
       "      <td>Action|Adventure|Sci-Fi</td>\n",
       "      <td>...</td>\n",
       "      <td>1117.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>250000000.0</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>21000.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>2.35</td>\n",
       "      <td>118000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Color</td>\n",
       "      <td>David Yates</td>\n",
       "      <td>375.0</td>\n",
       "      <td>153.0</td>\n",
       "      <td>282.0</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>Daniel Radcliffe</td>\n",
       "      <td>25000.0</td>\n",
       "      <td>301956980.0</td>\n",
       "      <td>Adventure|Family|Fantasy|Mystery</td>\n",
       "      <td>...</td>\n",
       "      <td>973.0</td>\n",
       "      <td>English</td>\n",
       "      <td>UK</td>\n",
       "      <td>PG</td>\n",
       "      <td>250000000.0</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>11000.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>2.35</td>\n",
       "      <td>10000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Color</td>\n",
       "      <td>Zack Snyder</td>\n",
       "      <td>673.0</td>\n",
       "      <td>183.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>Lauren Cohan</td>\n",
       "      <td>15000.0</td>\n",
       "      <td>330249062.0</td>\n",
       "      <td>Action|Adventure|Sci-Fi</td>\n",
       "      <td>...</td>\n",
       "      <td>3018.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>250000000.0</td>\n",
       "      <td>2016.0</td>\n",
       "      <td>4000.0</td>\n",
       "      <td>6.9</td>\n",
       "      <td>2.35</td>\n",
       "      <td>197000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Color</td>\n",
       "      <td>Bryan Singer</td>\n",
       "      <td>434.0</td>\n",
       "      <td>169.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>903.0</td>\n",
       "      <td>Marlon Brando</td>\n",
       "      <td>18000.0</td>\n",
       "      <td>200069408.0</td>\n",
       "      <td>Action|Adventure|Sci-Fi</td>\n",
       "      <td>...</td>\n",
       "      <td>2367.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>209000000.0</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>6.1</td>\n",
       "      <td>2.35</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Color</td>\n",
       "      <td>Marc Forster</td>\n",
       "      <td>403.0</td>\n",
       "      <td>106.0</td>\n",
       "      <td>395.0</td>\n",
       "      <td>393.0</td>\n",
       "      <td>Mathieu Amalric</td>\n",
       "      <td>451.0</td>\n",
       "      <td>168368427.0</td>\n",
       "      <td>Action|Adventure</td>\n",
       "      <td>...</td>\n",
       "      <td>1243.0</td>\n",
       "      <td>English</td>\n",
       "      <td>UK</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>200000000.0</td>\n",
       "      <td>2008.0</td>\n",
       "      <td>412.0</td>\n",
       "      <td>6.7</td>\n",
       "      <td>2.35</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Color</td>\n",
       "      <td>Gore Verbinski</td>\n",
       "      <td>313.0</td>\n",
       "      <td>151.0</td>\n",
       "      <td>563.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>Orlando Bloom</td>\n",
       "      <td>40000.0</td>\n",
       "      <td>423032628.0</td>\n",
       "      <td>Action|Adventure|Fantasy</td>\n",
       "      <td>...</td>\n",
       "      <td>1832.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>225000000.0</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>5000.0</td>\n",
       "      <td>7.3</td>\n",
       "      <td>2.35</td>\n",
       "      <td>5000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Color</td>\n",
       "      <td>Gore Verbinski</td>\n",
       "      <td>450.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>563.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>Ruth Wilson</td>\n",
       "      <td>40000.0</td>\n",
       "      <td>89289910.0</td>\n",
       "      <td>Action|Adventure|Western</td>\n",
       "      <td>...</td>\n",
       "      <td>711.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>215000000.0</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>6.5</td>\n",
       "      <td>2.35</td>\n",
       "      <td>48000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Color</td>\n",
       "      <td>Zack Snyder</td>\n",
       "      <td>733.0</td>\n",
       "      <td>143.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>748.0</td>\n",
       "      <td>Christopher Meloni</td>\n",
       "      <td>15000.0</td>\n",
       "      <td>291021565.0</td>\n",
       "      <td>Action|Adventure|Fantasy|Sci-Fi</td>\n",
       "      <td>...</td>\n",
       "      <td>2536.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>225000000.0</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>3000.0</td>\n",
       "      <td>7.2</td>\n",
       "      <td>2.35</td>\n",
       "      <td>118000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Color</td>\n",
       "      <td>Andrew Adamson</td>\n",
       "      <td>258.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>201.0</td>\n",
       "      <td>Pierfrancesco Favino</td>\n",
       "      <td>22000.0</td>\n",
       "      <td>141614023.0</td>\n",
       "      <td>Action|Adventure|Family|Fantasy</td>\n",
       "      <td>...</td>\n",
       "      <td>438.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG</td>\n",
       "      <td>225000000.0</td>\n",
       "      <td>2008.0</td>\n",
       "      <td>216.0</td>\n",
       "      <td>6.6</td>\n",
       "      <td>2.35</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Color</td>\n",
       "      <td>Joss Whedon</td>\n",
       "      <td>703.0</td>\n",
       "      <td>173.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>19000.0</td>\n",
       "      <td>Robert Downey Jr.</td>\n",
       "      <td>26000.0</td>\n",
       "      <td>623279547.0</td>\n",
       "      <td>Action|Adventure|Sci-Fi</td>\n",
       "      <td>...</td>\n",
       "      <td>1722.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>220000000.0</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>21000.0</td>\n",
       "      <td>8.1</td>\n",
       "      <td>1.85</td>\n",
       "      <td>123000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Color</td>\n",
       "      <td>Rob Marshall</td>\n",
       "      <td>448.0</td>\n",
       "      <td>136.0</td>\n",
       "      <td>252.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>Sam Claflin</td>\n",
       "      <td>40000.0</td>\n",
       "      <td>241063875.0</td>\n",
       "      <td>Action|Adventure|Fantasy</td>\n",
       "      <td>...</td>\n",
       "      <td>484.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>250000000.0</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>11000.0</td>\n",
       "      <td>6.7</td>\n",
       "      <td>2.35</td>\n",
       "      <td>58000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Color</td>\n",
       "      <td>Barry Sonnenfeld</td>\n",
       "      <td>451.0</td>\n",
       "      <td>106.0</td>\n",
       "      <td>188.0</td>\n",
       "      <td>718.0</td>\n",
       "      <td>Michael Stuhlbarg</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>179020854.0</td>\n",
       "      <td>Action|Adventure|Comedy|Family|Fantasy|Sci-Fi</td>\n",
       "      <td>...</td>\n",
       "      <td>341.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>225000000.0</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>816.0</td>\n",
       "      <td>6.8</td>\n",
       "      <td>1.85</td>\n",
       "      <td>40000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Color</td>\n",
       "      <td>Peter Jackson</td>\n",
       "      <td>422.0</td>\n",
       "      <td>164.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>773.0</td>\n",
       "      <td>Adam Brown</td>\n",
       "      <td>5000.0</td>\n",
       "      <td>255108370.0</td>\n",
       "      <td>Adventure|Fantasy</td>\n",
       "      <td>...</td>\n",
       "      <td>802.0</td>\n",
       "      <td>English</td>\n",
       "      <td>New Zealand</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>250000000.0</td>\n",
       "      <td>2014.0</td>\n",
       "      <td>972.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>2.35</td>\n",
       "      <td>65000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Color</td>\n",
       "      <td>Marc Webb</td>\n",
       "      <td>599.0</td>\n",
       "      <td>153.0</td>\n",
       "      <td>464.0</td>\n",
       "      <td>963.0</td>\n",
       "      <td>Andrew Garfield</td>\n",
       "      <td>15000.0</td>\n",
       "      <td>262030663.0</td>\n",
       "      <td>Action|Adventure|Fantasy</td>\n",
       "      <td>...</td>\n",
       "      <td>1225.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>230000000.0</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>2.35</td>\n",
       "      <td>56000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Color</td>\n",
       "      <td>Ridley Scott</td>\n",
       "      <td>343.0</td>\n",
       "      <td>156.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>738.0</td>\n",
       "      <td>William Hurt</td>\n",
       "      <td>891.0</td>\n",
       "      <td>105219735.0</td>\n",
       "      <td>Action|Adventure|Drama|History</td>\n",
       "      <td>...</td>\n",
       "      <td>546.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>200000000.0</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>882.0</td>\n",
       "      <td>6.7</td>\n",
       "      <td>2.35</td>\n",
       "      <td>17000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Color</td>\n",
       "      <td>Peter Jackson</td>\n",
       "      <td>509.0</td>\n",
       "      <td>186.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>773.0</td>\n",
       "      <td>Adam Brown</td>\n",
       "      <td>5000.0</td>\n",
       "      <td>258355354.0</td>\n",
       "      <td>Adventure|Fantasy</td>\n",
       "      <td>...</td>\n",
       "      <td>951.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>225000000.0</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>972.0</td>\n",
       "      <td>7.9</td>\n",
       "      <td>2.35</td>\n",
       "      <td>83000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Color</td>\n",
       "      <td>Chris Weitz</td>\n",
       "      <td>251.0</td>\n",
       "      <td>113.0</td>\n",
       "      <td>129.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>Eva Green</td>\n",
       "      <td>16000.0</td>\n",
       "      <td>70083519.0</td>\n",
       "      <td>Adventure|Family|Fantasy</td>\n",
       "      <td>...</td>\n",
       "      <td>666.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>180000000.0</td>\n",
       "      <td>2007.0</td>\n",
       "      <td>6000.0</td>\n",
       "      <td>6.1</td>\n",
       "      <td>2.35</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Color</td>\n",
       "      <td>Peter Jackson</td>\n",
       "      <td>446.0</td>\n",
       "      <td>201.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>84.0</td>\n",
       "      <td>Thomas Kretschmann</td>\n",
       "      <td>6000.0</td>\n",
       "      <td>218051260.0</td>\n",
       "      <td>Action|Adventure|Drama|Romance</td>\n",
       "      <td>...</td>\n",
       "      <td>2618.0</td>\n",
       "      <td>English</td>\n",
       "      <td>New Zealand</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>207000000.0</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>919.0</td>\n",
       "      <td>7.2</td>\n",
       "      <td>2.35</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Color</td>\n",
       "      <td>James Cameron</td>\n",
       "      <td>315.0</td>\n",
       "      <td>194.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>794.0</td>\n",
       "      <td>Kate Winslet</td>\n",
       "      <td>29000.0</td>\n",
       "      <td>658672302.0</td>\n",
       "      <td>Drama|Romance</td>\n",
       "      <td>...</td>\n",
       "      <td>2528.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>200000000.0</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>14000.0</td>\n",
       "      <td>7.7</td>\n",
       "      <td>2.35</td>\n",
       "      <td>26000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Color</td>\n",
       "      <td>Anthony Russo</td>\n",
       "      <td>516.0</td>\n",
       "      <td>147.0</td>\n",
       "      <td>94.0</td>\n",
       "      <td>11000.0</td>\n",
       "      <td>Scarlett Johansson</td>\n",
       "      <td>21000.0</td>\n",
       "      <td>407197282.0</td>\n",
       "      <td>Action|Adventure|Sci-Fi</td>\n",
       "      <td>...</td>\n",
       "      <td>1022.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>250000000.0</td>\n",
       "      <td>2016.0</td>\n",
       "      <td>19000.0</td>\n",
       "      <td>8.2</td>\n",
       "      <td>2.35</td>\n",
       "      <td>72000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Color</td>\n",
       "      <td>Peter Berg</td>\n",
       "      <td>377.0</td>\n",
       "      <td>131.0</td>\n",
       "      <td>532.0</td>\n",
       "      <td>627.0</td>\n",
       "      <td>Alexander Skarsgård</td>\n",
       "      <td>14000.0</td>\n",
       "      <td>65173160.0</td>\n",
       "      <td>Action|Adventure|Sci-Fi|Thriller</td>\n",
       "      <td>...</td>\n",
       "      <td>751.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>209000000.0</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>5.9</td>\n",
       "      <td>2.35</td>\n",
       "      <td>44000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Color</td>\n",
       "      <td>Colin Trevorrow</td>\n",
       "      <td>644.0</td>\n",
       "      <td>124.0</td>\n",
       "      <td>365.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>Judy Greer</td>\n",
       "      <td>3000.0</td>\n",
       "      <td>652177271.0</td>\n",
       "      <td>Action|Adventure|Sci-Fi|Thriller</td>\n",
       "      <td>...</td>\n",
       "      <td>1290.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>150000000.0</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>150000</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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\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>5013</th>\n",
       "      <td>Color</td>\n",
       "      <td>Eric Eason</td>\n",
       "      <td>28.0</td>\n",
       "      <td>79.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>Panchito Gómez</td>\n",
       "      <td>93.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Drama|Family</td>\n",
       "      <td>...</td>\n",
       "      <td>21.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>24000.0</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1.78</td>\n",
       "      <td>61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5014</th>\n",
       "      <td>Color</td>\n",
       "      <td>Uwe Boll</td>\n",
       "      <td>58.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>892.0</td>\n",
       "      <td>492.0</td>\n",
       "      <td>Katharine Isabelle</td>\n",
       "      <td>986.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Action|Crime|Thriller</td>\n",
       "      <td>...</td>\n",
       "      <td>129.0</td>\n",
       "      <td>English</td>\n",
       "      <td>Canada</td>\n",
       "      <td>R</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>918.0</td>\n",
       "      <td>6.3</td>\n",
       "      <td>2.35</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5015</th>\n",
       "      <td>Black and White</td>\n",
       "      <td>Richard Linklater</td>\n",
       "      <td>61.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Richard Linklater</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1227508.0</td>\n",
       "      <td>Comedy|Drama</td>\n",
       "      <td>...</td>\n",
       "      <td>80.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>R</td>\n",
       "      <td>23000.0</td>\n",
       "      <td>1991.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.1</td>\n",
       "      <td>1.37</td>\n",
       "      <td>2000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5016</th>\n",
       "      <td>Color</td>\n",
       "      <td>Joseph Mazzella</td>\n",
       "      <td>NaN</td>\n",
       "      <td>90.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>Mikaal Bates</td>\n",
       "      <td>313.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Crime|Drama|Thriller</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>25000.0</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>4.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5017</th>\n",
       "      <td>Color</td>\n",
       "      <td>Travis Legge</td>\n",
       "      <td>1.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>138.0</td>\n",
       "      <td>138.0</td>\n",
       "      <td>Suzi Lorraine</td>\n",
       "      <td>370.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Comedy|Romance</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22000.0</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>184.0</td>\n",
       "      <td>3.3</td>\n",
       "      <td>1.78</td>\n",
       "      <td>200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5018</th>\n",
       "      <td>Color</td>\n",
       "      <td>Alex Kendrick</td>\n",
       "      <td>5.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>589.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Lisa Arnold</td>\n",
       "      <td>51.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Drama</td>\n",
       "      <td>...</td>\n",
       "      <td>49.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20000.0</td>\n",
       "      <td>2003.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>6.9</td>\n",
       "      <td>1.85</td>\n",
       "      <td>725</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5019</th>\n",
       "      <td>Color</td>\n",
       "      <td>Marcus Nispel</td>\n",
       "      <td>43.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>158.0</td>\n",
       "      <td>265.0</td>\n",
       "      <td>Brittany Curran</td>\n",
       "      <td>630.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Horror|Mystery|Thriller</td>\n",
       "      <td>...</td>\n",
       "      <td>33.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>R</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>512.0</td>\n",
       "      <td>4.6</td>\n",
       "      <td>1.85</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5020</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Brandon Landers</td>\n",
       "      <td>NaN</td>\n",
       "      <td>143.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>Alana Kaniewski</td>\n",
       "      <td>720.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Drama|Horror|Thriller</td>\n",
       "      <td>...</td>\n",
       "      <td>8.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17350.0</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5021</th>\n",
       "      <td>Color</td>\n",
       "      <td>Jay Duplass</td>\n",
       "      <td>51.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>157.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>Katie Aselton</td>\n",
       "      <td>830.0</td>\n",
       "      <td>192467.0</td>\n",
       "      <td>Comedy|Drama|Romance</td>\n",
       "      <td>...</td>\n",
       "      <td>71.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>R</td>\n",
       "      <td>15000.0</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>224.0</td>\n",
       "      <td>6.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>297</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5022</th>\n",
       "      <td>Black and White</td>\n",
       "      <td>Jim Chuchu</td>\n",
       "      <td>6.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Olwenya Maina</td>\n",
       "      <td>147.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Drama</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Swahili</td>\n",
       "      <td>Kenya</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15000.0</td>\n",
       "      <td>2014.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>7.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5023</th>\n",
       "      <td>Color</td>\n",
       "      <td>Daryl Wein</td>\n",
       "      <td>22.0</td>\n",
       "      <td>88.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>211.0</td>\n",
       "      <td>Heather Burns</td>\n",
       "      <td>331.0</td>\n",
       "      <td>76382.0</td>\n",
       "      <td>Romance</td>\n",
       "      <td>...</td>\n",
       "      <td>8.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15000.0</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>212.0</td>\n",
       "      <td>6.2</td>\n",
       "      <td>2.35</td>\n",
       "      <td>324</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5024</th>\n",
       "      <td>Color</td>\n",
       "      <td>Jason Trost</td>\n",
       "      <td>42.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>86.0</td>\n",
       "      <td>Jason Trost</td>\n",
       "      <td>407.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sci-Fi|Thriller</td>\n",
       "      <td>...</td>\n",
       "      <td>35.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>Unrated</td>\n",
       "      <td>20000.0</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.35</td>\n",
       "      <td>835</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5025</th>\n",
       "      <td>Color</td>\n",
       "      <td>John Waters</td>\n",
       "      <td>73.0</td>\n",
       "      <td>108.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>105.0</td>\n",
       "      <td>Mink Stole</td>\n",
       "      <td>462.0</td>\n",
       "      <td>180483.0</td>\n",
       "      <td>Comedy|Crime|Horror</td>\n",
       "      <td>...</td>\n",
       "      <td>183.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>NC-17</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>1972.0</td>\n",
       "      <td>143.0</td>\n",
       "      <td>6.1</td>\n",
       "      <td>1.37</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5026</th>\n",
       "      <td>Color</td>\n",
       "      <td>Olivier Assayas</td>\n",
       "      <td>81.0</td>\n",
       "      <td>110.0</td>\n",
       "      <td>107.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>Béatrice Dalle</td>\n",
       "      <td>576.0</td>\n",
       "      <td>136007.0</td>\n",
       "      <td>Drama|Music|Romance</td>\n",
       "      <td>...</td>\n",
       "      <td>39.0</td>\n",
       "      <td>French</td>\n",
       "      <td>France</td>\n",
       "      <td>R</td>\n",
       "      <td>4500.0</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>133.0</td>\n",
       "      <td>6.9</td>\n",
       "      <td>2.35</td>\n",
       "      <td>171</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5027</th>\n",
       "      <td>Color</td>\n",
       "      <td>Jafar Panahi</td>\n",
       "      <td>64.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>397.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Nargess Mamizadeh</td>\n",
       "      <td>5.0</td>\n",
       "      <td>673780.0</td>\n",
       "      <td>Drama</td>\n",
       "      <td>...</td>\n",
       "      <td>26.0</td>\n",
       "      <td>Persian</td>\n",
       "      <td>Iran</td>\n",
       "      <td>Not Rated</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>1.85</td>\n",
       "      <td>697</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5028</th>\n",
       "      <td>Black and White</td>\n",
       "      <td>Ivan Kavanagh</td>\n",
       "      <td>12.0</td>\n",
       "      <td>83.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Michael Parle</td>\n",
       "      <td>10.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Horror</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>English</td>\n",
       "      <td>Ireland</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>2007.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>6.7</td>\n",
       "      <td>1.33</td>\n",
       "      <td>105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5029</th>\n",
       "      <td>Color</td>\n",
       "      <td>Kiyoshi Kurosawa</td>\n",
       "      <td>78.0</td>\n",
       "      <td>111.0</td>\n",
       "      <td>62.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>Anna Nakagawa</td>\n",
       "      <td>89.0</td>\n",
       "      <td>94596.0</td>\n",
       "      <td>Crime|Horror|Mystery|Thriller</td>\n",
       "      <td>...</td>\n",
       "      <td>50.0</td>\n",
       "      <td>Japanese</td>\n",
       "      <td>Japan</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1000000.0</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>7.4</td>\n",
       "      <td>1.85</td>\n",
       "      <td>817</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5030</th>\n",
       "      <td>Color</td>\n",
       "      <td>Tadeo Garcia</td>\n",
       "      <td>NaN</td>\n",
       "      <td>84.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>Michael Cortez</td>\n",
       "      <td>21.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Drama</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>6.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5031</th>\n",
       "      <td>Color</td>\n",
       "      <td>Thomas L. Phillips</td>\n",
       "      <td>13.0</td>\n",
       "      <td>82.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>84.0</td>\n",
       "      <td>Joe Coffey</td>\n",
       "      <td>785.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Comedy|Horror|Thriller</td>\n",
       "      <td>...</td>\n",
       "      <td>8.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>200000.0</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>98.0</td>\n",
       "      <td>5.4</td>\n",
       "      <td>16.00</td>\n",
       "      <td>424</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5032</th>\n",
       "      <td>Color</td>\n",
       "      <td>Ash Baron-Cohen</td>\n",
       "      <td>10.0</td>\n",
       "      <td>98.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>152.0</td>\n",
       "      <td>Stanley B. Herman</td>\n",
       "      <td>789.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Crime|Drama</td>\n",
       "      <td>...</td>\n",
       "      <td>14.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1995.0</td>\n",
       "      <td>194.0</td>\n",
       "      <td>6.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5033</th>\n",
       "      <td>Color</td>\n",
       "      <td>Shane Carruth</td>\n",
       "      <td>143.0</td>\n",
       "      <td>77.0</td>\n",
       "      <td>291.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>David Sullivan</td>\n",
       "      <td>291.0</td>\n",
       "      <td>424760.0</td>\n",
       "      <td>Drama|Sci-Fi|Thriller</td>\n",
       "      <td>...</td>\n",
       "      <td>371.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>7000.0</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1.85</td>\n",
       "      <td>19000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5034</th>\n",
       "      <td>Color</td>\n",
       "      <td>Neill Dela Llana</td>\n",
       "      <td>35.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Edgar Tancangco</td>\n",
       "      <td>0.0</td>\n",
       "      <td>70071.0</td>\n",
       "      <td>Thriller</td>\n",
       "      <td>...</td>\n",
       "      <td>35.0</td>\n",
       "      <td>English</td>\n",
       "      <td>Philippines</td>\n",
       "      <td>Not Rated</td>\n",
       "      <td>7000.0</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5035</th>\n",
       "      <td>Color</td>\n",
       "      <td>Robert Rodriguez</td>\n",
       "      <td>56.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>Peter Marquardt</td>\n",
       "      <td>121.0</td>\n",
       "      <td>2040920.0</td>\n",
       "      <td>Action|Crime|Drama|Romance|Thriller</td>\n",
       "      <td>...</td>\n",
       "      <td>130.0</td>\n",
       "      <td>Spanish</td>\n",
       "      <td>USA</td>\n",
       "      <td>R</td>\n",
       "      <td>7000.0</td>\n",
       "      <td>1992.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>6.9</td>\n",
       "      <td>1.37</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5036</th>\n",
       "      <td>Color</td>\n",
       "      <td>Anthony Vallone</td>\n",
       "      <td>NaN</td>\n",
       "      <td>84.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>John Considine</td>\n",
       "      <td>45.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Crime|Drama</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>3250.0</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>7.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5037</th>\n",
       "      <td>Color</td>\n",
       "      <td>Edward Burns</td>\n",
       "      <td>14.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>133.0</td>\n",
       "      <td>Caitlin FitzGerald</td>\n",
       "      <td>296.0</td>\n",
       "      <td>4584.0</td>\n",
       "      <td>Comedy|Drama</td>\n",
       "      <td>...</td>\n",
       "      <td>14.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>Not Rated</td>\n",
       "      <td>9000.0</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>205.0</td>\n",
       "      <td>6.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>413</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5038</th>\n",
       "      <td>Color</td>\n",
       "      <td>Scott Smith</td>\n",
       "      <td>1.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>318.0</td>\n",
       "      <td>Daphne Zuniga</td>\n",
       "      <td>637.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Comedy|Drama</td>\n",
       "      <td>...</td>\n",
       "      <td>6.0</td>\n",
       "      <td>English</td>\n",
       "      <td>Canada</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>470.0</td>\n",
       "      <td>7.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5039</th>\n",
       "      <td>Color</td>\n",
       "      <td>NaN</td>\n",
       "      <td>43.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>319.0</td>\n",
       "      <td>Valorie Curry</td>\n",
       "      <td>841.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Crime|Drama|Mystery|Thriller</td>\n",
       "      <td>...</td>\n",
       "      <td>359.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>TV-14</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>593.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>16.00</td>\n",
       "      <td>32000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5040</th>\n",
       "      <td>Color</td>\n",
       "      <td>Benjamin Roberds</td>\n",
       "      <td>13.0</td>\n",
       "      <td>76.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Maxwell Moody</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Drama|Horror|Thriller</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1400.0</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5041</th>\n",
       "      <td>Color</td>\n",
       "      <td>Daniel Hsia</td>\n",
       "      <td>14.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>489.0</td>\n",
       "      <td>Daniel Henney</td>\n",
       "      <td>946.0</td>\n",
       "      <td>10443.0</td>\n",
       "      <td>Comedy|Drama|Romance</td>\n",
       "      <td>...</td>\n",
       "      <td>9.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>719.0</td>\n",
       "      <td>6.3</td>\n",
       "      <td>2.35</td>\n",
       "      <td>660</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5042</th>\n",
       "      <td>Color</td>\n",
       "      <td>Jon Gunn</td>\n",
       "      <td>43.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>Brian Herzlinger</td>\n",
       "      <td>86.0</td>\n",
       "      <td>85222.0</td>\n",
       "      <td>Documentary</td>\n",
       "      <td>...</td>\n",
       "      <td>84.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG</td>\n",
       "      <td>1100.0</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>6.6</td>\n",
       "      <td>1.85</td>\n",
       "      <td>456</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5043 rows × 28 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 color       director_name  num_critic_for_reviews  duration  \\\n",
       "0                Color       James Cameron                   723.0     178.0   \n",
       "1                Color      Gore Verbinski                   302.0     169.0   \n",
       "2                Color          Sam Mendes                   602.0     148.0   \n",
       "3                Color   Christopher Nolan                   813.0     164.0   \n",
       "4                  NaN         Doug Walker                     NaN       NaN   \n",
       "5                Color      Andrew Stanton                   462.0     132.0   \n",
       "6                Color           Sam Raimi                   392.0     156.0   \n",
       "7                Color        Nathan Greno                   324.0     100.0   \n",
       "8                Color         Joss Whedon                   635.0     141.0   \n",
       "9                Color         David Yates                   375.0     153.0   \n",
       "10               Color         Zack Snyder                   673.0     183.0   \n",
       "11               Color        Bryan Singer                   434.0     169.0   \n",
       "12               Color        Marc Forster                   403.0     106.0   \n",
       "13               Color      Gore Verbinski                   313.0     151.0   \n",
       "14               Color      Gore Verbinski                   450.0     150.0   \n",
       "15               Color         Zack Snyder                   733.0     143.0   \n",
       "16               Color      Andrew Adamson                   258.0     150.0   \n",
       "17               Color         Joss Whedon                   703.0     173.0   \n",
       "18               Color        Rob Marshall                   448.0     136.0   \n",
       "19               Color    Barry Sonnenfeld                   451.0     106.0   \n",
       "20               Color       Peter Jackson                   422.0     164.0   \n",
       "21               Color           Marc Webb                   599.0     153.0   \n",
       "22               Color        Ridley Scott                   343.0     156.0   \n",
       "23               Color       Peter Jackson                   509.0     186.0   \n",
       "24               Color         Chris Weitz                   251.0     113.0   \n",
       "25               Color       Peter Jackson                   446.0     201.0   \n",
       "26               Color       James Cameron                   315.0     194.0   \n",
       "27               Color       Anthony Russo                   516.0     147.0   \n",
       "28               Color          Peter Berg                   377.0     131.0   \n",
       "29               Color     Colin Trevorrow                   644.0     124.0   \n",
       "...                ...                 ...                     ...       ...   \n",
       "5013             Color          Eric Eason                    28.0      79.0   \n",
       "5014             Color            Uwe Boll                    58.0      80.0   \n",
       "5015   Black and White   Richard Linklater                    61.0     100.0   \n",
       "5016             Color     Joseph Mazzella                     NaN      90.0   \n",
       "5017             Color        Travis Legge                     1.0      90.0   \n",
       "5018             Color       Alex Kendrick                     5.0     120.0   \n",
       "5019             Color       Marcus Nispel                    43.0      91.0   \n",
       "5020               NaN     Brandon Landers                     NaN     143.0   \n",
       "5021             Color         Jay Duplass                    51.0      85.0   \n",
       "5022   Black and White          Jim Chuchu                     6.0      60.0   \n",
       "5023             Color          Daryl Wein                    22.0      88.0   \n",
       "5024             Color         Jason Trost                    42.0      78.0   \n",
       "5025             Color         John Waters                    73.0     108.0   \n",
       "5026             Color     Olivier Assayas                    81.0     110.0   \n",
       "5027             Color        Jafar Panahi                    64.0      90.0   \n",
       "5028   Black and White       Ivan Kavanagh                    12.0      83.0   \n",
       "5029             Color    Kiyoshi Kurosawa                    78.0     111.0   \n",
       "5030             Color        Tadeo Garcia                     NaN      84.0   \n",
       "5031             Color  Thomas L. Phillips                    13.0      82.0   \n",
       "5032             Color     Ash Baron-Cohen                    10.0      98.0   \n",
       "5033             Color       Shane Carruth                   143.0      77.0   \n",
       "5034             Color    Neill Dela Llana                    35.0      80.0   \n",
       "5035             Color    Robert Rodriguez                    56.0      81.0   \n",
       "5036             Color     Anthony Vallone                     NaN      84.0   \n",
       "5037             Color        Edward Burns                    14.0      95.0   \n",
       "5038             Color         Scott Smith                     1.0      87.0   \n",
       "5039             Color                 NaN                    43.0      43.0   \n",
       "5040             Color    Benjamin Roberds                    13.0      76.0   \n",
       "5041             Color         Daniel Hsia                    14.0     100.0   \n",
       "5042             Color            Jon Gunn                    43.0      90.0   \n",
       "\n",
       "      director_facebook_likes  actor_3_facebook_likes          actor_2_name  \\\n",
       "0                         0.0                   855.0      Joel David Moore   \n",
       "1                       563.0                  1000.0         Orlando Bloom   \n",
       "2                         0.0                   161.0          Rory Kinnear   \n",
       "3                     22000.0                 23000.0        Christian Bale   \n",
       "4                       131.0                     NaN            Rob Walker   \n",
       "5                       475.0                   530.0       Samantha Morton   \n",
       "6                         0.0                  4000.0          James Franco   \n",
       "7                        15.0                   284.0          Donna Murphy   \n",
       "8                         0.0                 19000.0     Robert Downey Jr.   \n",
       "9                       282.0                 10000.0      Daniel Radcliffe   \n",
       "10                        0.0                  2000.0          Lauren Cohan   \n",
       "11                        0.0                   903.0         Marlon Brando   \n",
       "12                      395.0                   393.0       Mathieu Amalric   \n",
       "13                      563.0                  1000.0         Orlando Bloom   \n",
       "14                      563.0                  1000.0           Ruth Wilson   \n",
       "15                        0.0                   748.0    Christopher Meloni   \n",
       "16                       80.0                   201.0  Pierfrancesco Favino   \n",
       "17                        0.0                 19000.0     Robert Downey Jr.   \n",
       "18                      252.0                  1000.0           Sam Claflin   \n",
       "19                      188.0                   718.0     Michael Stuhlbarg   \n",
       "20                        0.0                   773.0            Adam Brown   \n",
       "21                      464.0                   963.0       Andrew Garfield   \n",
       "22                        0.0                   738.0          William Hurt   \n",
       "23                        0.0                   773.0            Adam Brown   \n",
       "24                      129.0                  1000.0             Eva Green   \n",
       "25                        0.0                    84.0    Thomas Kretschmann   \n",
       "26                        0.0                   794.0          Kate Winslet   \n",
       "27                       94.0                 11000.0    Scarlett Johansson   \n",
       "28                      532.0                   627.0   Alexander Skarsgård   \n",
       "29                      365.0                  1000.0            Judy Greer   \n",
       "...                       ...                     ...                   ...   \n",
       "5013                      3.0                    42.0        Panchito Gómez   \n",
       "5014                    892.0                   492.0    Katharine Isabelle   \n",
       "5015                      0.0                     0.0     Richard Linklater   \n",
       "5016                      0.0                     9.0          Mikaal Bates   \n",
       "5017                    138.0                   138.0         Suzi Lorraine   \n",
       "5018                    589.0                     4.0           Lisa Arnold   \n",
       "5019                    158.0                   265.0       Brittany Curran   \n",
       "5020                      8.0                     8.0       Alana Kaniewski   \n",
       "5021                    157.0                    10.0         Katie Aselton   \n",
       "5022                      0.0                     4.0         Olwenya Maina   \n",
       "5023                     38.0                   211.0         Heather Burns   \n",
       "5024                     91.0                    86.0           Jason Trost   \n",
       "5025                      0.0                   105.0            Mink Stole   \n",
       "5026                    107.0                    45.0        Béatrice Dalle   \n",
       "5027                    397.0                     0.0     Nargess Mamizadeh   \n",
       "5028                     18.0                     0.0         Michael Parle   \n",
       "5029                     62.0                     6.0         Anna Nakagawa   \n",
       "5030                      5.0                    12.0        Michael Cortez   \n",
       "5031                    120.0                    84.0            Joe Coffey   \n",
       "5032                      3.0                   152.0     Stanley B. Herman   \n",
       "5033                    291.0                     8.0        David Sullivan   \n",
       "5034                      0.0                     0.0       Edgar Tancangco   \n",
       "5035                      0.0                     6.0       Peter Marquardt   \n",
       "5036                      2.0                     2.0        John Considine   \n",
       "5037                      0.0                   133.0    Caitlin FitzGerald   \n",
       "5038                      2.0                   318.0         Daphne Zuniga   \n",
       "5039                      NaN                   319.0         Valorie Curry   \n",
       "5040                      0.0                     0.0         Maxwell Moody   \n",
       "5041                      0.0                   489.0         Daniel Henney   \n",
       "5042                     16.0                    16.0      Brian Herzlinger   \n",
       "\n",
       "      actor_1_facebook_likes        gross  \\\n",
       "0                     1000.0  760505847.0   \n",
       "1                    40000.0  309404152.0   \n",
       "2                    11000.0  200074175.0   \n",
       "3                    27000.0  448130642.0   \n",
       "4                      131.0          NaN   \n",
       "5                      640.0   73058679.0   \n",
       "6                    24000.0  336530303.0   \n",
       "7                      799.0  200807262.0   \n",
       "8                    26000.0  458991599.0   \n",
       "9                    25000.0  301956980.0   \n",
       "10                   15000.0  330249062.0   \n",
       "11                   18000.0  200069408.0   \n",
       "12                     451.0  168368427.0   \n",
       "13                   40000.0  423032628.0   \n",
       "14                   40000.0   89289910.0   \n",
       "15                   15000.0  291021565.0   \n",
       "16                   22000.0  141614023.0   \n",
       "17                   26000.0  623279547.0   \n",
       "18                   40000.0  241063875.0   \n",
       "19                   10000.0  179020854.0   \n",
       "20                    5000.0  255108370.0   \n",
       "21                   15000.0  262030663.0   \n",
       "22                     891.0  105219735.0   \n",
       "23                    5000.0  258355354.0   \n",
       "24                   16000.0   70083519.0   \n",
       "25                    6000.0  218051260.0   \n",
       "26                   29000.0  658672302.0   \n",
       "27                   21000.0  407197282.0   \n",
       "28                   14000.0   65173160.0   \n",
       "29                    3000.0  652177271.0   \n",
       "...                      ...          ...   \n",
       "5013                    93.0          NaN   \n",
       "5014                   986.0          NaN   \n",
       "5015                     5.0    1227508.0   \n",
       "5016                   313.0          NaN   \n",
       "5017                   370.0          NaN   \n",
       "5018                    51.0          NaN   \n",
       "5019                   630.0          NaN   \n",
       "5020                   720.0          NaN   \n",
       "5021                   830.0     192467.0   \n",
       "5022                   147.0          NaN   \n",
       "5023                   331.0      76382.0   \n",
       "5024                   407.0          NaN   \n",
       "5025                   462.0     180483.0   \n",
       "5026                   576.0     136007.0   \n",
       "5027                     5.0     673780.0   \n",
       "5028                    10.0          NaN   \n",
       "5029                    89.0      94596.0   \n",
       "5030                    21.0          NaN   \n",
       "5031                   785.0          NaN   \n",
       "5032                   789.0          NaN   \n",
       "5033                   291.0     424760.0   \n",
       "5034                     0.0      70071.0   \n",
       "5035                   121.0    2040920.0   \n",
       "5036                    45.0          NaN   \n",
       "5037                   296.0       4584.0   \n",
       "5038                   637.0          NaN   \n",
       "5039                   841.0          NaN   \n",
       "5040                     0.0          NaN   \n",
       "5041                   946.0      10443.0   \n",
       "5042                    86.0      85222.0   \n",
       "\n",
       "                                                 genres         ...           \\\n",
       "0                       Action|Adventure|Fantasy|Sci-Fi         ...            \n",
       "1                              Action|Adventure|Fantasy         ...            \n",
       "2                             Action|Adventure|Thriller         ...            \n",
       "3                                       Action|Thriller         ...            \n",
       "4                                           Documentary         ...            \n",
       "5                               Action|Adventure|Sci-Fi         ...            \n",
       "6                              Action|Adventure|Romance         ...            \n",
       "7     Adventure|Animation|Comedy|Family|Fantasy|Musi...         ...            \n",
       "8                               Action|Adventure|Sci-Fi         ...            \n",
       "9                      Adventure|Family|Fantasy|Mystery         ...            \n",
       "10                              Action|Adventure|Sci-Fi         ...            \n",
       "11                              Action|Adventure|Sci-Fi         ...            \n",
       "12                                     Action|Adventure         ...            \n",
       "13                             Action|Adventure|Fantasy         ...            \n",
       "14                             Action|Adventure|Western         ...            \n",
       "15                      Action|Adventure|Fantasy|Sci-Fi         ...            \n",
       "16                      Action|Adventure|Family|Fantasy         ...            \n",
       "17                              Action|Adventure|Sci-Fi         ...            \n",
       "18                             Action|Adventure|Fantasy         ...            \n",
       "19        Action|Adventure|Comedy|Family|Fantasy|Sci-Fi         ...            \n",
       "20                                    Adventure|Fantasy         ...            \n",
       "21                             Action|Adventure|Fantasy         ...            \n",
       "22                       Action|Adventure|Drama|History         ...            \n",
       "23                                    Adventure|Fantasy         ...            \n",
       "24                             Adventure|Family|Fantasy         ...            \n",
       "25                       Action|Adventure|Drama|Romance         ...            \n",
       "26                                        Drama|Romance         ...            \n",
       "27                              Action|Adventure|Sci-Fi         ...            \n",
       "28                     Action|Adventure|Sci-Fi|Thriller         ...            \n",
       "29                     Action|Adventure|Sci-Fi|Thriller         ...            \n",
       "...                                                 ...         ...            \n",
       "5013                                       Drama|Family         ...            \n",
       "5014                              Action|Crime|Thriller         ...            \n",
       "5015                                       Comedy|Drama         ...            \n",
       "5016                               Crime|Drama|Thriller         ...            \n",
       "5017                                     Comedy|Romance         ...            \n",
       "5018                                              Drama         ...            \n",
       "5019                            Horror|Mystery|Thriller         ...            \n",
       "5020                              Drama|Horror|Thriller         ...            \n",
       "5021                               Comedy|Drama|Romance         ...            \n",
       "5022                                              Drama         ...            \n",
       "5023                                            Romance         ...            \n",
       "5024                                    Sci-Fi|Thriller         ...            \n",
       "5025                                Comedy|Crime|Horror         ...            \n",
       "5026                                Drama|Music|Romance         ...            \n",
       "5027                                              Drama         ...            \n",
       "5028                                             Horror         ...            \n",
       "5029                      Crime|Horror|Mystery|Thriller         ...            \n",
       "5030                                              Drama         ...            \n",
       "5031                             Comedy|Horror|Thriller         ...            \n",
       "5032                                        Crime|Drama         ...            \n",
       "5033                              Drama|Sci-Fi|Thriller         ...            \n",
       "5034                                           Thriller         ...            \n",
       "5035                Action|Crime|Drama|Romance|Thriller         ...            \n",
       "5036                                        Crime|Drama         ...            \n",
       "5037                                       Comedy|Drama         ...            \n",
       "5038                                       Comedy|Drama         ...            \n",
       "5039                       Crime|Drama|Mystery|Thriller         ...            \n",
       "5040                              Drama|Horror|Thriller         ...            \n",
       "5041                               Comedy|Drama|Romance         ...            \n",
       "5042                                        Documentary         ...            \n",
       "\n",
       "     num_user_for_reviews  language      country  content_rating       budget  \\\n",
       "0                  3054.0   English          USA           PG-13  237000000.0   \n",
       "1                  1238.0   English          USA           PG-13  300000000.0   \n",
       "2                   994.0   English           UK           PG-13  245000000.0   \n",
       "3                  2701.0   English          USA           PG-13  250000000.0   \n",
       "4                     NaN       NaN          NaN             NaN          NaN   \n",
       "5                   738.0   English          USA           PG-13  263700000.0   \n",
       "6                  1902.0   English          USA           PG-13  258000000.0   \n",
       "7                   387.0   English          USA              PG  260000000.0   \n",
       "8                  1117.0   English          USA           PG-13  250000000.0   \n",
       "9                   973.0   English           UK              PG  250000000.0   \n",
       "10                 3018.0   English          USA           PG-13  250000000.0   \n",
       "11                 2367.0   English          USA           PG-13  209000000.0   \n",
       "12                 1243.0   English           UK           PG-13  200000000.0   \n",
       "13                 1832.0   English          USA           PG-13  225000000.0   \n",
       "14                  711.0   English          USA           PG-13  215000000.0   \n",
       "15                 2536.0   English          USA           PG-13  225000000.0   \n",
       "16                  438.0   English          USA              PG  225000000.0   \n",
       "17                 1722.0   English          USA           PG-13  220000000.0   \n",
       "18                  484.0   English          USA           PG-13  250000000.0   \n",
       "19                  341.0   English          USA           PG-13  225000000.0   \n",
       "20                  802.0   English  New Zealand           PG-13  250000000.0   \n",
       "21                 1225.0   English          USA           PG-13  230000000.0   \n",
       "22                  546.0   English          USA           PG-13  200000000.0   \n",
       "23                  951.0   English          USA           PG-13  225000000.0   \n",
       "24                  666.0   English          USA           PG-13  180000000.0   \n",
       "25                 2618.0   English  New Zealand           PG-13  207000000.0   \n",
       "26                 2528.0   English          USA           PG-13  200000000.0   \n",
       "27                 1022.0   English          USA           PG-13  250000000.0   \n",
       "28                  751.0   English          USA           PG-13  209000000.0   \n",
       "29                 1290.0   English          USA           PG-13  150000000.0   \n",
       "...                   ...       ...          ...             ...          ...   \n",
       "5013                 21.0   English          USA             NaN      24000.0   \n",
       "5014                129.0   English       Canada               R          NaN   \n",
       "5015                 80.0   English          USA               R      23000.0   \n",
       "5016                  2.0   English          USA             NaN      25000.0   \n",
       "5017                  3.0   English          USA             NaN      22000.0   \n",
       "5018                 49.0   English          USA             NaN      20000.0   \n",
       "5019                 33.0   English          USA               R          NaN   \n",
       "5020                  8.0   English          USA             NaN      17350.0   \n",
       "5021                 71.0   English          USA               R      15000.0   \n",
       "5022                  1.0   Swahili        Kenya             NaN      15000.0   \n",
       "5023                  8.0   English          USA             NaN      15000.0   \n",
       "5024                 35.0   English          USA         Unrated      20000.0   \n",
       "5025                183.0   English          USA           NC-17      10000.0   \n",
       "5026                 39.0    French       France               R       4500.0   \n",
       "5027                 26.0   Persian         Iran       Not Rated      10000.0   \n",
       "5028                  1.0   English      Ireland             NaN      10000.0   \n",
       "5029                 50.0  Japanese        Japan             NaN    1000000.0   \n",
       "5030                  3.0   English          USA             NaN          NaN   \n",
       "5031                  8.0   English          USA             NaN     200000.0   \n",
       "5032                 14.0   English          USA             NaN          NaN   \n",
       "5033                371.0   English          USA           PG-13       7000.0   \n",
       "5034                 35.0   English  Philippines       Not Rated       7000.0   \n",
       "5035                130.0   Spanish          USA               R       7000.0   \n",
       "5036                  1.0   English          USA           PG-13       3250.0   \n",
       "5037                 14.0   English          USA       Not Rated       9000.0   \n",
       "5038                  6.0   English       Canada             NaN          NaN   \n",
       "5039                359.0   English          USA           TV-14          NaN   \n",
       "5040                  3.0   English          USA             NaN       1400.0   \n",
       "5041                  9.0   English          USA           PG-13          NaN   \n",
       "5042                 84.0   English          USA              PG       1100.0   \n",
       "\n",
       "      title_year actor_2_facebook_likes imdb_score  aspect_ratio  \\\n",
       "0         2009.0                  936.0        7.9          1.78   \n",
       "1         2007.0                 5000.0        7.1          2.35   \n",
       "2         2015.0                  393.0        6.8          2.35   \n",
       "3         2012.0                23000.0        8.5          2.35   \n",
       "4            NaN                   12.0        7.1           NaN   \n",
       "5         2012.0                  632.0        6.6          2.35   \n",
       "6         2007.0                11000.0        6.2          2.35   \n",
       "7         2010.0                  553.0        7.8          1.85   \n",
       "8         2015.0                21000.0        7.5          2.35   \n",
       "9         2009.0                11000.0        7.5          2.35   \n",
       "10        2016.0                 4000.0        6.9          2.35   \n",
       "11        2006.0                10000.0        6.1          2.35   \n",
       "12        2008.0                  412.0        6.7          2.35   \n",
       "13        2006.0                 5000.0        7.3          2.35   \n",
       "14        2013.0                 2000.0        6.5          2.35   \n",
       "15        2013.0                 3000.0        7.2          2.35   \n",
       "16        2008.0                  216.0        6.6          2.35   \n",
       "17        2012.0                21000.0        8.1          1.85   \n",
       "18        2011.0                11000.0        6.7          2.35   \n",
       "19        2012.0                  816.0        6.8          1.85   \n",
       "20        2014.0                  972.0        7.5          2.35   \n",
       "21        2012.0                10000.0        7.0          2.35   \n",
       "22        2010.0                  882.0        6.7          2.35   \n",
       "23        2013.0                  972.0        7.9          2.35   \n",
       "24        2007.0                 6000.0        6.1          2.35   \n",
       "25        2005.0                  919.0        7.2          2.35   \n",
       "26        1997.0                14000.0        7.7          2.35   \n",
       "27        2016.0                19000.0        8.2          2.35   \n",
       "28        2012.0                10000.0        5.9          2.35   \n",
       "29        2015.0                 2000.0        7.0          2.00   \n",
       "...          ...                    ...        ...           ...   \n",
       "5013      2002.0                   46.0        7.0          1.78   \n",
       "5014      2009.0                  918.0        6.3          2.35   \n",
       "5015      1991.0                    0.0        7.1          1.37   \n",
       "5016      2015.0                   25.0        4.8           NaN   \n",
       "5017      2013.0                  184.0        3.3          1.78   \n",
       "5018      2003.0                   49.0        6.9          1.85   \n",
       "5019      2015.0                  512.0        4.6          1.85   \n",
       "5020      2011.0                   19.0        3.0           NaN   \n",
       "5021      2005.0                  224.0        6.6           NaN   \n",
       "5022      2014.0                   19.0        7.4           NaN   \n",
       "5023      2009.0                  212.0        6.2          2.35   \n",
       "5024      2011.0                   91.0        4.0          2.35   \n",
       "5025      1972.0                  143.0        6.1          1.37   \n",
       "5026      2004.0                  133.0        6.9          2.35   \n",
       "5027      2000.0                    0.0        7.5          1.85   \n",
       "5028      2007.0                    5.0        6.7          1.33   \n",
       "5029      1997.0                   13.0        7.4          1.85   \n",
       "5030      2004.0                   20.0        6.1           NaN   \n",
       "5031      2012.0                   98.0        5.4         16.00   \n",
       "5032      1995.0                  194.0        6.4           NaN   \n",
       "5033      2004.0                   45.0        7.0          1.85   \n",
       "5034      2005.0                    0.0        6.3           NaN   \n",
       "5035      1992.0                   20.0        6.9          1.37   \n",
       "5036      2005.0                   44.0        7.8           NaN   \n",
       "5037      2011.0                  205.0        6.4           NaN   \n",
       "5038      2013.0                  470.0        7.7           NaN   \n",
       "5039         NaN                  593.0        7.5         16.00   \n",
       "5040      2013.0                    0.0        6.3           NaN   \n",
       "5041      2012.0                  719.0        6.3          2.35   \n",
       "5042      2004.0                   23.0        6.6          1.85   \n",
       "\n",
       "     movie_facebook_likes  \n",
       "0                   33000  \n",
       "1                       0  \n",
       "2                   85000  \n",
       "3                  164000  \n",
       "4                       0  \n",
       "5                   24000  \n",
       "6                       0  \n",
       "7                   29000  \n",
       "8                  118000  \n",
       "9                   10000  \n",
       "10                 197000  \n",
       "11                      0  \n",
       "12                      0  \n",
       "13                   5000  \n",
       "14                  48000  \n",
       "15                 118000  \n",
       "16                      0  \n",
       "17                 123000  \n",
       "18                  58000  \n",
       "19                  40000  \n",
       "20                  65000  \n",
       "21                  56000  \n",
       "22                  17000  \n",
       "23                  83000  \n",
       "24                      0  \n",
       "25                      0  \n",
       "26                  26000  \n",
       "27                  72000  \n",
       "28                  44000  \n",
       "29                 150000  \n",
       "...                   ...  \n",
       "5013                   61  \n",
       "5014                    0  \n",
       "5015                 2000  \n",
       "5016                   33  \n",
       "5017                  200  \n",
       "5018                  725  \n",
       "5019                    0  \n",
       "5020                   33  \n",
       "5021                  297  \n",
       "5022                   45  \n",
       "5023                  324  \n",
       "5024                  835  \n",
       "5025                    0  \n",
       "5026                  171  \n",
       "5027                  697  \n",
       "5028                  105  \n",
       "5029                  817  \n",
       "5030                   22  \n",
       "5031                  424  \n",
       "5032                   20  \n",
       "5033                19000  \n",
       "5034                   74  \n",
       "5035                    0  \n",
       "5036                    4  \n",
       "5037                  413  \n",
       "5038                   84  \n",
       "5039                32000  \n",
       "5040                   16  \n",
       "5041                  660  \n",
       "5042                  456  \n",
       "\n",
       "[5043 rows x 28 columns]"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "printing data set"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## studing features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [],
   "source": [
    "features_text = sorted(data.dtypes[data.dtypes == 'object'].index.values.tolist())\n",
    "features_numeric = sorted(set(data.columns) - set(features_text))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['actor_1_name', 'actor_2_name', 'actor_3_name', 'color', 'content_rating', 'country', 'director_name', 'genres', 'language', 'movie_imdb_link', 'movie_title', 'plot_keywords']\n",
      "['actor_1_facebook_likes', 'actor_2_facebook_likes', 'actor_3_facebook_likes', 'aspect_ratio', 'budget', 'cast_total_facebook_likes', 'director_facebook_likes', 'duration', 'facenumber_in_poster', 'gross', 'imdb_score', 'movie_facebook_likes', 'num_critic_for_reviews', 'num_user_for_reviews', 'num_voted_users', 'title_year']\n"
     ]
    }
   ],
   "source": [
    "print(features_text)\n",
    "print(features_numeric)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "There are 5043 samples with 28 features\n"
     ]
    }
   ],
   "source": [
    "print('There are {} samples with {} features'.format(len(data), data.shape[1]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                 color       director_name  num_critic_for_reviews  duration  \\\n",
      "0                Color       James Cameron                   723.0     178.0   \n",
      "1                Color      Gore Verbinski                   302.0     169.0   \n",
      "2                Color          Sam Mendes                   602.0     148.0   \n",
      "3                Color   Christopher Nolan                   813.0     164.0   \n",
      "4                  NaN         Doug Walker                     NaN       NaN   \n",
      "5                Color      Andrew Stanton                   462.0     132.0   \n",
      "6                Color           Sam Raimi                   392.0     156.0   \n",
      "7                Color        Nathan Greno                   324.0     100.0   \n",
      "8                Color         Joss Whedon                   635.0     141.0   \n",
      "9                Color         David Yates                   375.0     153.0   \n",
      "10               Color         Zack Snyder                   673.0     183.0   \n",
      "11               Color        Bryan Singer                   434.0     169.0   \n",
      "12               Color        Marc Forster                   403.0     106.0   \n",
      "13               Color      Gore Verbinski                   313.0     151.0   \n",
      "14               Color      Gore Verbinski                   450.0     150.0   \n",
      "15               Color         Zack Snyder                   733.0     143.0   \n",
      "16               Color      Andrew Adamson                   258.0     150.0   \n",
      "17               Color         Joss Whedon                   703.0     173.0   \n",
      "18               Color        Rob Marshall                   448.0     136.0   \n",
      "19               Color    Barry Sonnenfeld                   451.0     106.0   \n",
      "20               Color       Peter Jackson                   422.0     164.0   \n",
      "21               Color           Marc Webb                   599.0     153.0   \n",
      "22               Color        Ridley Scott                   343.0     156.0   \n",
      "23               Color       Peter Jackson                   509.0     186.0   \n",
      "24               Color         Chris Weitz                   251.0     113.0   \n",
      "25               Color       Peter Jackson                   446.0     201.0   \n",
      "26               Color       James Cameron                   315.0     194.0   \n",
      "27               Color       Anthony Russo                   516.0     147.0   \n",
      "28               Color          Peter Berg                   377.0     131.0   \n",
      "29               Color     Colin Trevorrow                   644.0     124.0   \n",
      "...                ...                 ...                     ...       ...   \n",
      "5013             Color          Eric Eason                    28.0      79.0   \n",
      "5014             Color            Uwe Boll                    58.0      80.0   \n",
      "5015   Black and White   Richard Linklater                    61.0     100.0   \n",
      "5016             Color     Joseph Mazzella                     NaN      90.0   \n",
      "5017             Color        Travis Legge                     1.0      90.0   \n",
      "5018             Color       Alex Kendrick                     5.0     120.0   \n",
      "5019             Color       Marcus Nispel                    43.0      91.0   \n",
      "5020               NaN     Brandon Landers                     NaN     143.0   \n",
      "5021             Color         Jay Duplass                    51.0      85.0   \n",
      "5022   Black and White          Jim Chuchu                     6.0      60.0   \n",
      "5023             Color          Daryl Wein                    22.0      88.0   \n",
      "5024             Color         Jason Trost                    42.0      78.0   \n",
      "5025             Color         John Waters                    73.0     108.0   \n",
      "5026             Color     Olivier Assayas                    81.0     110.0   \n",
      "5027             Color        Jafar Panahi                    64.0      90.0   \n",
      "5028   Black and White       Ivan Kavanagh                    12.0      83.0   \n",
      "5029             Color    Kiyoshi Kurosawa                    78.0     111.0   \n",
      "5030             Color        Tadeo Garcia                     NaN      84.0   \n",
      "5031             Color  Thomas L. Phillips                    13.0      82.0   \n",
      "5032             Color     Ash Baron-Cohen                    10.0      98.0   \n",
      "5033             Color       Shane Carruth                   143.0      77.0   \n",
      "5034             Color    Neill Dela Llana                    35.0      80.0   \n",
      "5035             Color    Robert Rodriguez                    56.0      81.0   \n",
      "5036             Color     Anthony Vallone                     NaN      84.0   \n",
      "5037             Color        Edward Burns                    14.0      95.0   \n",
      "5038             Color         Scott Smith                     1.0      87.0   \n",
      "5039             Color                 NaN                    43.0      43.0   \n",
      "5040             Color    Benjamin Roberds                    13.0      76.0   \n",
      "5041             Color         Daniel Hsia                    14.0     100.0   \n",
      "5042             Color            Jon Gunn                    43.0      90.0   \n",
      "\n",
      "      director_facebook_likes  actor_3_facebook_likes          actor_2_name  \\\n",
      "0                         0.0                   855.0      Joel David Moore   \n",
      "1                       563.0                  1000.0         Orlando Bloom   \n",
      "2                         0.0                   161.0          Rory Kinnear   \n",
      "3                     22000.0                 23000.0        Christian Bale   \n",
      "4                       131.0                     NaN            Rob Walker   \n",
      "5                       475.0                   530.0       Samantha Morton   \n",
      "6                         0.0                  4000.0          James Franco   \n",
      "7                        15.0                   284.0          Donna Murphy   \n",
      "8                         0.0                 19000.0     Robert Downey Jr.   \n",
      "9                       282.0                 10000.0      Daniel Radcliffe   \n",
      "10                        0.0                  2000.0          Lauren Cohan   \n",
      "11                        0.0                   903.0         Marlon Brando   \n",
      "12                      395.0                   393.0       Mathieu Amalric   \n",
      "13                      563.0                  1000.0         Orlando Bloom   \n",
      "14                      563.0                  1000.0           Ruth Wilson   \n",
      "15                        0.0                   748.0    Christopher Meloni   \n",
      "16                       80.0                   201.0  Pierfrancesco Favino   \n",
      "17                        0.0                 19000.0     Robert Downey Jr.   \n",
      "18                      252.0                  1000.0           Sam Claflin   \n",
      "19                      188.0                   718.0     Michael Stuhlbarg   \n",
      "20                        0.0                   773.0            Adam Brown   \n",
      "21                      464.0                   963.0       Andrew Garfield   \n",
      "22                        0.0                   738.0          William Hurt   \n",
      "23                        0.0                   773.0            Adam Brown   \n",
      "24                      129.0                  1000.0             Eva Green   \n",
      "25                        0.0                    84.0    Thomas Kretschmann   \n",
      "26                        0.0                   794.0          Kate Winslet   \n",
      "27                       94.0                 11000.0    Scarlett Johansson   \n",
      "28                      532.0                   627.0   Alexander Skarsgård   \n",
      "29                      365.0                  1000.0            Judy Greer   \n",
      "...                       ...                     ...                   ...   \n",
      "5013                      3.0                    42.0        Panchito Gómez   \n",
      "5014                    892.0                   492.0    Katharine Isabelle   \n",
      "5015                      0.0                     0.0     Richard Linklater   \n",
      "5016                      0.0                     9.0          Mikaal Bates   \n",
      "5017                    138.0                   138.0         Suzi Lorraine   \n",
      "5018                    589.0                     4.0           Lisa Arnold   \n",
      "5019                    158.0                   265.0       Brittany Curran   \n",
      "5020                      8.0                     8.0       Alana Kaniewski   \n",
      "5021                    157.0                    10.0         Katie Aselton   \n",
      "5022                      0.0                     4.0         Olwenya Maina   \n",
      "5023                     38.0                   211.0         Heather Burns   \n",
      "5024                     91.0                    86.0           Jason Trost   \n",
      "5025                      0.0                   105.0            Mink Stole   \n",
      "5026                    107.0                    45.0        Béatrice Dalle   \n",
      "5027                    397.0                     0.0     Nargess Mamizadeh   \n",
      "5028                     18.0                     0.0         Michael Parle   \n",
      "5029                     62.0                     6.0         Anna Nakagawa   \n",
      "5030                      5.0                    12.0        Michael Cortez   \n",
      "5031                    120.0                    84.0            Joe Coffey   \n",
      "5032                      3.0                   152.0     Stanley B. Herman   \n",
      "5033                    291.0                     8.0        David Sullivan   \n",
      "5034                      0.0                     0.0       Edgar Tancangco   \n",
      "5035                      0.0                     6.0       Peter Marquardt   \n",
      "5036                      2.0                     2.0        John Considine   \n",
      "5037                      0.0                   133.0    Caitlin FitzGerald   \n",
      "5038                      2.0                   318.0         Daphne Zuniga   \n",
      "5039                      NaN                   319.0         Valorie Curry   \n",
      "5040                      0.0                     0.0         Maxwell Moody   \n",
      "5041                      0.0                   489.0         Daniel Henney   \n",
      "5042                     16.0                    16.0      Brian Herzlinger   \n",
      "\n",
      "      actor_1_facebook_likes        gross  \\\n",
      "0                     1000.0  760505847.0   \n",
      "1                    40000.0  309404152.0   \n",
      "2                    11000.0  200074175.0   \n",
      "3                    27000.0  448130642.0   \n",
      "4                      131.0          NaN   \n",
      "5                      640.0   73058679.0   \n",
      "6                    24000.0  336530303.0   \n",
      "7                      799.0  200807262.0   \n",
      "8                    26000.0  458991599.0   \n",
      "9                    25000.0  301956980.0   \n",
      "10                   15000.0  330249062.0   \n",
      "11                   18000.0  200069408.0   \n",
      "12                     451.0  168368427.0   \n",
      "13                   40000.0  423032628.0   \n",
      "14                   40000.0   89289910.0   \n",
      "15                   15000.0  291021565.0   \n",
      "16                   22000.0  141614023.0   \n",
      "17                   26000.0  623279547.0   \n",
      "18                   40000.0  241063875.0   \n",
      "19                   10000.0  179020854.0   \n",
      "20                    5000.0  255108370.0   \n",
      "21                   15000.0  262030663.0   \n",
      "22                     891.0  105219735.0   \n",
      "23                    5000.0  258355354.0   \n",
      "24                   16000.0   70083519.0   \n",
      "25                    6000.0  218051260.0   \n",
      "26                   29000.0  658672302.0   \n",
      "27                   21000.0  407197282.0   \n",
      "28                   14000.0   65173160.0   \n",
      "29                    3000.0  652177271.0   \n",
      "...                      ...          ...   \n",
      "5013                    93.0          NaN   \n",
      "5014                   986.0          NaN   \n",
      "5015                     5.0    1227508.0   \n",
      "5016                   313.0          NaN   \n",
      "5017                   370.0          NaN   \n",
      "5018                    51.0          NaN   \n",
      "5019                   630.0          NaN   \n",
      "5020                   720.0          NaN   \n",
      "5021                   830.0     192467.0   \n",
      "5022                   147.0          NaN   \n",
      "5023                   331.0      76382.0   \n",
      "5024                   407.0          NaN   \n",
      "5025                   462.0     180483.0   \n",
      "5026                   576.0     136007.0   \n",
      "5027                     5.0     673780.0   \n",
      "5028                    10.0          NaN   \n",
      "5029                    89.0      94596.0   \n",
      "5030                    21.0          NaN   \n",
      "5031                   785.0          NaN   \n",
      "5032                   789.0          NaN   \n",
      "5033                   291.0     424760.0   \n",
      "5034                     0.0      70071.0   \n",
      "5035                   121.0    2040920.0   \n",
      "5036                    45.0          NaN   \n",
      "5037                   296.0       4584.0   \n",
      "5038                   637.0          NaN   \n",
      "5039                   841.0          NaN   \n",
      "5040                     0.0          NaN   \n",
      "5041                   946.0      10443.0   \n",
      "5042                    86.0      85222.0   \n",
      "\n",
      "                                                 genres         ...           \\\n",
      "0                       Action|Adventure|Fantasy|Sci-Fi         ...            \n",
      "1                              Action|Adventure|Fantasy         ...            \n",
      "2                             Action|Adventure|Thriller         ...            \n",
      "3                                       Action|Thriller         ...            \n",
      "4                                           Documentary         ...            \n",
      "5                               Action|Adventure|Sci-Fi         ...            \n",
      "6                              Action|Adventure|Romance         ...            \n",
      "7     Adventure|Animation|Comedy|Family|Fantasy|Musi...         ...            \n",
      "8                               Action|Adventure|Sci-Fi         ...            \n",
      "9                      Adventure|Family|Fantasy|Mystery         ...            \n",
      "10                              Action|Adventure|Sci-Fi         ...            \n",
      "11                              Action|Adventure|Sci-Fi         ...            \n",
      "12                                     Action|Adventure         ...            \n",
      "13                             Action|Adventure|Fantasy         ...            \n",
      "14                             Action|Adventure|Western         ...            \n",
      "15                      Action|Adventure|Fantasy|Sci-Fi         ...            \n",
      "16                      Action|Adventure|Family|Fantasy         ...            \n",
      "17                              Action|Adventure|Sci-Fi         ...            \n",
      "18                             Action|Adventure|Fantasy         ...            \n",
      "19        Action|Adventure|Comedy|Family|Fantasy|Sci-Fi         ...            \n",
      "20                                    Adventure|Fantasy         ...            \n",
      "21                             Action|Adventure|Fantasy         ...            \n",
      "22                       Action|Adventure|Drama|History         ...            \n",
      "23                                    Adventure|Fantasy         ...            \n",
      "24                             Adventure|Family|Fantasy         ...            \n",
      "25                       Action|Adventure|Drama|Romance         ...            \n",
      "26                                        Drama|Romance         ...            \n",
      "27                              Action|Adventure|Sci-Fi         ...            \n",
      "28                     Action|Adventure|Sci-Fi|Thriller         ...            \n",
      "29                     Action|Adventure|Sci-Fi|Thriller         ...            \n",
      "...                                                 ...         ...            \n",
      "5013                                       Drama|Family         ...            \n",
      "5014                              Action|Crime|Thriller         ...            \n",
      "5015                                       Comedy|Drama         ...            \n",
      "5016                               Crime|Drama|Thriller         ...            \n",
      "5017                                     Comedy|Romance         ...            \n",
      "5018                                              Drama         ...            \n",
      "5019                            Horror|Mystery|Thriller         ...            \n",
      "5020                              Drama|Horror|Thriller         ...            \n",
      "5021                               Comedy|Drama|Romance         ...            \n",
      "5022                                              Drama         ...            \n",
      "5023                                            Romance         ...            \n",
      "5024                                    Sci-Fi|Thriller         ...            \n",
      "5025                                Comedy|Crime|Horror         ...            \n",
      "5026                                Drama|Music|Romance         ...            \n",
      "5027                                              Drama         ...            \n",
      "5028                                             Horror         ...            \n",
      "5029                      Crime|Horror|Mystery|Thriller         ...            \n",
      "5030                                              Drama         ...            \n",
      "5031                             Comedy|Horror|Thriller         ...            \n",
      "5032                                        Crime|Drama         ...            \n",
      "5033                              Drama|Sci-Fi|Thriller         ...            \n",
      "5034                                           Thriller         ...            \n",
      "5035                Action|Crime|Drama|Romance|Thriller         ...            \n",
      "5036                                        Crime|Drama         ...            \n",
      "5037                                       Comedy|Drama         ...            \n",
      "5038                                       Comedy|Drama         ...            \n",
      "5039                       Crime|Drama|Mystery|Thriller         ...            \n",
      "5040                              Drama|Horror|Thriller         ...            \n",
      "5041                               Comedy|Drama|Romance         ...            \n",
      "5042                                        Documentary         ...            \n",
      "\n",
      "     num_user_for_reviews  language      country  content_rating       budget  \\\n",
      "0                  3054.0   English          USA           PG-13  237000000.0   \n",
      "1                  1238.0   English          USA           PG-13  300000000.0   \n",
      "2                   994.0   English           UK           PG-13  245000000.0   \n",
      "3                  2701.0   English          USA           PG-13  250000000.0   \n",
      "4                     NaN       NaN          NaN             NaN          NaN   \n",
      "5                   738.0   English          USA           PG-13  263700000.0   \n",
      "6                  1902.0   English          USA           PG-13  258000000.0   \n",
      "7                   387.0   English          USA              PG  260000000.0   \n",
      "8                  1117.0   English          USA           PG-13  250000000.0   \n",
      "9                   973.0   English           UK              PG  250000000.0   \n",
      "10                 3018.0   English          USA           PG-13  250000000.0   \n",
      "11                 2367.0   English          USA           PG-13  209000000.0   \n",
      "12                 1243.0   English           UK           PG-13  200000000.0   \n",
      "13                 1832.0   English          USA           PG-13  225000000.0   \n",
      "14                  711.0   English          USA           PG-13  215000000.0   \n",
      "15                 2536.0   English          USA           PG-13  225000000.0   \n",
      "16                  438.0   English          USA              PG  225000000.0   \n",
      "17                 1722.0   English          USA           PG-13  220000000.0   \n",
      "18                  484.0   English          USA           PG-13  250000000.0   \n",
      "19                  341.0   English          USA           PG-13  225000000.0   \n",
      "20                  802.0   English  New Zealand           PG-13  250000000.0   \n",
      "21                 1225.0   English          USA           PG-13  230000000.0   \n",
      "22                  546.0   English          USA           PG-13  200000000.0   \n",
      "23                  951.0   English          USA           PG-13  225000000.0   \n",
      "24                  666.0   English          USA           PG-13  180000000.0   \n",
      "25                 2618.0   English  New Zealand           PG-13  207000000.0   \n",
      "26                 2528.0   English          USA           PG-13  200000000.0   \n",
      "27                 1022.0   English          USA           PG-13  250000000.0   \n",
      "28                  751.0   English          USA           PG-13  209000000.0   \n",
      "29                 1290.0   English          USA           PG-13  150000000.0   \n",
      "...                   ...       ...          ...             ...          ...   \n",
      "5013                 21.0   English          USA             NaN      24000.0   \n",
      "5014                129.0   English       Canada               R          NaN   \n",
      "5015                 80.0   English          USA               R      23000.0   \n",
      "5016                  2.0   English          USA             NaN      25000.0   \n",
      "5017                  3.0   English          USA             NaN      22000.0   \n",
      "5018                 49.0   English          USA             NaN      20000.0   \n",
      "5019                 33.0   English          USA               R          NaN   \n",
      "5020                  8.0   English          USA             NaN      17350.0   \n",
      "5021                 71.0   English          USA               R      15000.0   \n",
      "5022                  1.0   Swahili        Kenya             NaN      15000.0   \n",
      "5023                  8.0   English          USA             NaN      15000.0   \n",
      "5024                 35.0   English          USA         Unrated      20000.0   \n",
      "5025                183.0   English          USA           NC-17      10000.0   \n",
      "5026                 39.0    French       France               R       4500.0   \n",
      "5027                 26.0   Persian         Iran       Not Rated      10000.0   \n",
      "5028                  1.0   English      Ireland             NaN      10000.0   \n",
      "5029                 50.0  Japanese        Japan             NaN    1000000.0   \n",
      "5030                  3.0   English          USA             NaN          NaN   \n",
      "5031                  8.0   English          USA             NaN     200000.0   \n",
      "5032                 14.0   English          USA             NaN          NaN   \n",
      "5033                371.0   English          USA           PG-13       7000.0   \n",
      "5034                 35.0   English  Philippines       Not Rated       7000.0   \n",
      "5035                130.0   Spanish          USA               R       7000.0   \n",
      "5036                  1.0   English          USA           PG-13       3250.0   \n",
      "5037                 14.0   English          USA       Not Rated       9000.0   \n",
      "5038                  6.0   English       Canada             NaN          NaN   \n",
      "5039                359.0   English          USA           TV-14          NaN   \n",
      "5040                  3.0   English          USA             NaN       1400.0   \n",
      "5041                  9.0   English          USA           PG-13          NaN   \n",
      "5042                 84.0   English          USA              PG       1100.0   \n",
      "\n",
      "      title_year actor_2_facebook_likes imdb_score  aspect_ratio  \\\n",
      "0         2009.0                  936.0        7.9          1.78   \n",
      "1         2007.0                 5000.0        7.1          2.35   \n",
      "2         2015.0                  393.0        6.8          2.35   \n",
      "3         2012.0                23000.0        8.5          2.35   \n",
      "4            NaN                   12.0        7.1           NaN   \n",
      "5         2012.0                  632.0        6.6          2.35   \n",
      "6         2007.0                11000.0        6.2          2.35   \n",
      "7         2010.0                  553.0        7.8          1.85   \n",
      "8         2015.0                21000.0        7.5          2.35   \n",
      "9         2009.0                11000.0        7.5          2.35   \n",
      "10        2016.0                 4000.0        6.9          2.35   \n",
      "11        2006.0                10000.0        6.1          2.35   \n",
      "12        2008.0                  412.0        6.7          2.35   \n",
      "13        2006.0                 5000.0        7.3          2.35   \n",
      "14        2013.0                 2000.0        6.5          2.35   \n",
      "15        2013.0                 3000.0        7.2          2.35   \n",
      "16        2008.0                  216.0        6.6          2.35   \n",
      "17        2012.0                21000.0        8.1          1.85   \n",
      "18        2011.0                11000.0        6.7          2.35   \n",
      "19        2012.0                  816.0        6.8          1.85   \n",
      "20        2014.0                  972.0        7.5          2.35   \n",
      "21        2012.0                10000.0        7.0          2.35   \n",
      "22        2010.0                  882.0        6.7          2.35   \n",
      "23        2013.0                  972.0        7.9          2.35   \n",
      "24        2007.0                 6000.0        6.1          2.35   \n",
      "25        2005.0                  919.0        7.2          2.35   \n",
      "26        1997.0                14000.0        7.7          2.35   \n",
      "27        2016.0                19000.0        8.2          2.35   \n",
      "28        2012.0                10000.0        5.9          2.35   \n",
      "29        2015.0                 2000.0        7.0          2.00   \n",
      "...          ...                    ...        ...           ...   \n",
      "5013      2002.0                   46.0        7.0          1.78   \n",
      "5014      2009.0                  918.0        6.3          2.35   \n",
      "5015      1991.0                    0.0        7.1          1.37   \n",
      "5016      2015.0                   25.0        4.8           NaN   \n",
      "5017      2013.0                  184.0        3.3          1.78   \n",
      "5018      2003.0                   49.0        6.9          1.85   \n",
      "5019      2015.0                  512.0        4.6          1.85   \n",
      "5020      2011.0                   19.0        3.0           NaN   \n",
      "5021      2005.0                  224.0        6.6           NaN   \n",
      "5022      2014.0                   19.0        7.4           NaN   \n",
      "5023      2009.0                  212.0        6.2          2.35   \n",
      "5024      2011.0                   91.0        4.0          2.35   \n",
      "5025      1972.0                  143.0        6.1          1.37   \n",
      "5026      2004.0                  133.0        6.9          2.35   \n",
      "5027      2000.0                    0.0        7.5          1.85   \n",
      "5028      2007.0                    5.0        6.7          1.33   \n",
      "5029      1997.0                   13.0        7.4          1.85   \n",
      "5030      2004.0                   20.0        6.1           NaN   \n",
      "5031      2012.0                   98.0        5.4         16.00   \n",
      "5032      1995.0                  194.0        6.4           NaN   \n",
      "5033      2004.0                   45.0        7.0          1.85   \n",
      "5034      2005.0                    0.0        6.3           NaN   \n",
      "5035      1992.0                   20.0        6.9          1.37   \n",
      "5036      2005.0                   44.0        7.8           NaN   \n",
      "5037      2011.0                  205.0        6.4           NaN   \n",
      "5038      2013.0                  470.0        7.7           NaN   \n",
      "5039         NaN                  593.0        7.5         16.00   \n",
      "5040      2013.0                    0.0        6.3           NaN   \n",
      "5041      2012.0                  719.0        6.3          2.35   \n",
      "5042      2004.0                   23.0        6.6          1.85   \n",
      "\n",
      "     movie_facebook_likes  \n",
      "0                   33000  \n",
      "1                       0  \n",
      "2                   85000  \n",
      "3                  164000  \n",
      "4                       0  \n",
      "5                   24000  \n",
      "6                       0  \n",
      "7                   29000  \n",
      "8                  118000  \n",
      "9                   10000  \n",
      "10                 197000  \n",
      "11                      0  \n",
      "12                      0  \n",
      "13                   5000  \n",
      "14                  48000  \n",
      "15                 118000  \n",
      "16                      0  \n",
      "17                 123000  \n",
      "18                  58000  \n",
      "19                  40000  \n",
      "20                  65000  \n",
      "21                  56000  \n",
      "22                  17000  \n",
      "23                  83000  \n",
      "24                      0  \n",
      "25                      0  \n",
      "26                  26000  \n",
      "27                  72000  \n",
      "28                  44000  \n",
      "29                 150000  \n",
      "...                   ...  \n",
      "5013                   61  \n",
      "5014                    0  \n",
      "5015                 2000  \n",
      "5016                   33  \n",
      "5017                  200  \n",
      "5018                  725  \n",
      "5019                    0  \n",
      "5020                   33  \n",
      "5021                  297  \n",
      "5022                   45  \n",
      "5023                  324  \n",
      "5024                  835  \n",
      "5025                    0  \n",
      "5026                  171  \n",
      "5027                  697  \n",
      "5028                  105  \n",
      "5029                  817  \n",
      "5030                   22  \n",
      "5031                  424  \n",
      "5032                   20  \n",
      "5033                19000  \n",
      "5034                   74  \n",
      "5035                    0  \n",
      "5036                    4  \n",
      "5037                  413  \n",
      "5038                   84  \n",
      "5039                32000  \n",
      "5040                   16  \n",
      "5041                  660  \n",
      "5042                  456  \n",
      "\n",
      "[5043 rows x 28 columns]\n"
     ]
    }
   ],
   "source": [
    "print(data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## actor "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "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>actor_1_name</th>\n",
       "      <th>actor_2_name</th>\n",
       "      <th>actor_3_name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>CCH Pounder</td>\n",
       "      <td>Joel David Moore</td>\n",
       "      <td>Wes Studi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Johnny Depp</td>\n",
       "      <td>Orlando Bloom</td>\n",
       "      <td>Jack Davenport</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Christoph Waltz</td>\n",
       "      <td>Rory Kinnear</td>\n",
       "      <td>Stephanie Sigman</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Tom Hardy</td>\n",
       "      <td>Christian Bale</td>\n",
       "      <td>Joseph Gordon-Levitt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Doug Walker</td>\n",
       "      <td>Rob Walker</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      actor_1_name      actor_2_name          actor_3_name\n",
       "0      CCH Pounder  Joel David Moore             Wes Studi\n",
       "1      Johnny Depp     Orlando Bloom        Jack Davenport\n",
       "2  Christoph Waltz      Rory Kinnear      Stephanie Sigman\n",
       "3        Tom Hardy    Christian Bale  Joseph Gordon-Levitt\n",
       "4      Doug Walker        Rob Walker                   NaN"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[['actor_1_name', 'actor_2_name','actor_3_name']].head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For each movie we have the names of 2 actors. We get the list of all actors in the dataset. And then store the scores earned by each actor."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "6255"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s1 = set(data.actor_1_name.dropna().unique())\n",
    "s2 = set(data.actor_2_name.dropna().unique())\n",
    "s3 = set(data.actor_3_name.dropna().unique())\n",
    "s = s1 | s2| s3\n",
    "actors = sorted(s)\n",
    "len(actors)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "actor_scores = {actor: [] for actor in actors}\n",
    "for ix, row in data.iterrows():\n",
    "    for a in [row.actor_1_name, row.actor_2_name ,row.actor_2_name]:\n",
    "        if type(a) == str:\n",
    "            actor_scores[a].append(row.imdb_score)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[6.8, 6.6, 6.6, 5.8, 8.5, 8.5, 6.3, 6.3, 6.9, 6.9, 7.2, 7.2, 7.0]"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "actor_scores['Christoph Waltz']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# actor facebook likes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "d = data[['actor_1_facebook_likes', 'actor_2_facebook_likes','actor_3_facebook_likes']].copy()\n",
    "row_mean = d.mean(axis=1)\n",
    "d.actor_1_facebook_likes.fillna(row_mean, inplace=True)\n",
    "d.actor_2_facebook_likes.fillna(row_mean, inplace=True)\n",
    "d.actor_3_facebook_likes.fillna(row_mean, inplace=True)\n",
    "d.fillna(row_mean.mean(), inplace=True)\n",
    "plt.scatter(d.sum(axis=1), data.imdb_score, lw=0, alpha=0.5)\n",
    "plt.xlim([0, 100000])\n",
    "plt.xlabel('Actor Facebook Likes')\n",
    "plt.ylabel('imdb score');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "fb likes of both actors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0, 100000)"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(d.actor_1_facebook_likes, data.imdb_score, lw=0, alpha=0.5)\n",
    "plt.xlim(0,100000)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "actor 1 fb likes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0, 100000)"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(d.actor_2_facebook_likes, data.imdb_score, lw=0, alpha=0.5)\n",
    "plt.xlim(0,100000)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "actor 2 fb likes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# plot_keywords "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0               avatar|future|marine|native|paraplegic\n",
       "1    goddess|marriage ceremony|marriage proposal|pi...\n",
       "2                  bomb|espionage|sequel|spy|terrorist\n",
       "3    deception|imprisonment|lawlessness|police offi...\n",
       "4                                                  NaN\n",
       "Name: plot_keywords, dtype: object"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.plot_keywords.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [],
   "source": [
    "a = data.plot_keywords.apply(lambda x: x.split('|') if not type(x) == float else []).values\n",
    "b = pd.Series(np.hstack(a)).value_counts()\n",
    "keywords = b.keys()\n",
    "keyword_scores = {kw: [] for kw in keywords}\n",
    "for ix, row in data.iterrows():\n",
    "    if type(row.plot_keywords) == str:\n",
    "        for kw in row.plot_keywords.split('|'):\n",
    "            keyword_scores[kw].append(row.imdb_score)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "bully [3.5, 7.2, 5.7, 5.5, 5.6, 6.9, 7.2, 7.0, 6.9, 5.3, 7.2, 7.1, 8.4, 7.3, 8.1, 7.5, 7.3, 6.7]\n",
      "pirate [7.1, 6.7, 8.1, 7.1, 6.6, 5.6, 6.0, 7.7, 6.7, 6.7, 8.1, 5.7, 6.6, 6.7, 7.1, 6.7, 5.4]\n",
      "actress [6.3, 7.0, 4.7, 4.9, 7.5, 7.5, 6.9, 7.4, 5.0, 6.5, 7.0, 6.2, 5.7, 6.8, 7.2, 8.3, 5.7]\n",
      "1990s [6.7, 4.9, 7.1, 7.3, 6.4, 4.3, 5.3, 6.2, 7.0, 6.9, 7.2, 7.1, 8.5, 7.5, 7.3, 6.3, 5.9]\n",
      "horse [6.5, 7.3, 6.7, 7.2, 6.5, 5.7, 6.9, 5.2, 5.9, 6.2, 6.9, 7.1, 5.3, 7.4, 7.4, 7.8, 7.4]\n",
      "travel [4.9, 6.6, 6.4, 6.6, 7.4, 8.0, 6.3, 5.8, 6.4, 7.3, 5.2, 6.7, 6.4, 7.0, 6.2, 5.9, 7.4]\n",
      "halloween [6.6, 6.7, 4.8, 7.9, 7.9, 4.9, 4.1, 5.4, 3.6, 5.2, 4.9, 5.9, 5.9, 5.3, 4.9, 4.6, 7.9]\n",
      "artist [7.7, 7.8, 7.2, 6.4, 7.0, 4.9, 6.4, 6.3, 7.0, 6.6, 6.9, 7.0, 7.2, 6.8, 3.1, 6.5, 7.6]\n",
      "competition [6.8, 6.3, 5.4, 5.6, 7.0, 6.2, 7.5, 6.3, 7.2, 6.7, 5.2, 5.5, 6.0, 3.5, 2.9, 6.3, 2.5]\n",
      "bare breasts [5.6, 4.6, 6.5, 5.4, 4.8, 6.8, 7.4, 4.7, 4.8, 4.5, 5.2, 7.0, 5.1, 4.2, 4.7, 5.2, 6.0]\n"
     ]
    }
   ],
   "source": [
    "for key in keywords[200:210]:\n",
    "    print(key, keyword_scores[key])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                 color       director_name  num_critic_for_reviews  duration  \\\n",
      "0                Color       James Cameron                   723.0     178.0   \n",
      "1                Color      Gore Verbinski                   302.0     169.0   \n",
      "2                Color          Sam Mendes                   602.0     148.0   \n",
      "3                Color   Christopher Nolan                   813.0     164.0   \n",
      "4                  NaN         Doug Walker                     NaN       NaN   \n",
      "5                Color      Andrew Stanton                   462.0     132.0   \n",
      "6                Color           Sam Raimi                   392.0     156.0   \n",
      "7                Color        Nathan Greno                   324.0     100.0   \n",
      "8                Color         Joss Whedon                   635.0     141.0   \n",
      "9                Color         David Yates                   375.0     153.0   \n",
      "10               Color         Zack Snyder                   673.0     183.0   \n",
      "11               Color        Bryan Singer                   434.0     169.0   \n",
      "12               Color        Marc Forster                   403.0     106.0   \n",
      "13               Color      Gore Verbinski                   313.0     151.0   \n",
      "14               Color      Gore Verbinski                   450.0     150.0   \n",
      "15               Color         Zack Snyder                   733.0     143.0   \n",
      "16               Color      Andrew Adamson                   258.0     150.0   \n",
      "17               Color         Joss Whedon                   703.0     173.0   \n",
      "18               Color        Rob Marshall                   448.0     136.0   \n",
      "19               Color    Barry Sonnenfeld                   451.0     106.0   \n",
      "20               Color       Peter Jackson                   422.0     164.0   \n",
      "21               Color           Marc Webb                   599.0     153.0   \n",
      "22               Color        Ridley Scott                   343.0     156.0   \n",
      "23               Color       Peter Jackson                   509.0     186.0   \n",
      "24               Color         Chris Weitz                   251.0     113.0   \n",
      "25               Color       Peter Jackson                   446.0     201.0   \n",
      "26               Color       James Cameron                   315.0     194.0   \n",
      "27               Color       Anthony Russo                   516.0     147.0   \n",
      "28               Color          Peter Berg                   377.0     131.0   \n",
      "29               Color     Colin Trevorrow                   644.0     124.0   \n",
      "...                ...                 ...                     ...       ...   \n",
      "5013             Color          Eric Eason                    28.0      79.0   \n",
      "5014             Color            Uwe Boll                    58.0      80.0   \n",
      "5015   Black and White   Richard Linklater                    61.0     100.0   \n",
      "5016             Color     Joseph Mazzella                     NaN      90.0   \n",
      "5017             Color        Travis Legge                     1.0      90.0   \n",
      "5018             Color       Alex Kendrick                     5.0     120.0   \n",
      "5019             Color       Marcus Nispel                    43.0      91.0   \n",
      "5020               NaN     Brandon Landers                     NaN     143.0   \n",
      "5021             Color         Jay Duplass                    51.0      85.0   \n",
      "5022   Black and White          Jim Chuchu                     6.0      60.0   \n",
      "5023             Color          Daryl Wein                    22.0      88.0   \n",
      "5024             Color         Jason Trost                    42.0      78.0   \n",
      "5025             Color         John Waters                    73.0     108.0   \n",
      "5026             Color     Olivier Assayas                    81.0     110.0   \n",
      "5027             Color        Jafar Panahi                    64.0      90.0   \n",
      "5028   Black and White       Ivan Kavanagh                    12.0      83.0   \n",
      "5029             Color    Kiyoshi Kurosawa                    78.0     111.0   \n",
      "5030             Color        Tadeo Garcia                     NaN      84.0   \n",
      "5031             Color  Thomas L. Phillips                    13.0      82.0   \n",
      "5032             Color     Ash Baron-Cohen                    10.0      98.0   \n",
      "5033             Color       Shane Carruth                   143.0      77.0   \n",
      "5034             Color    Neill Dela Llana                    35.0      80.0   \n",
      "5035             Color    Robert Rodriguez                    56.0      81.0   \n",
      "5036             Color     Anthony Vallone                     NaN      84.0   \n",
      "5037             Color        Edward Burns                    14.0      95.0   \n",
      "5038             Color         Scott Smith                     1.0      87.0   \n",
      "5039             Color                 NaN                    43.0      43.0   \n",
      "5040             Color    Benjamin Roberds                    13.0      76.0   \n",
      "5041             Color         Daniel Hsia                    14.0     100.0   \n",
      "5042             Color            Jon Gunn                    43.0      90.0   \n",
      "\n",
      "      director_facebook_likes  actor_3_facebook_likes          actor_2_name  \\\n",
      "0                         0.0                   855.0      Joel David Moore   \n",
      "1                       563.0                  1000.0         Orlando Bloom   \n",
      "2                         0.0                   161.0          Rory Kinnear   \n",
      "3                     22000.0                 23000.0        Christian Bale   \n",
      "4                       131.0                     NaN            Rob Walker   \n",
      "5                       475.0                   530.0       Samantha Morton   \n",
      "6                         0.0                  4000.0          James Franco   \n",
      "7                        15.0                   284.0          Donna Murphy   \n",
      "8                         0.0                 19000.0     Robert Downey Jr.   \n",
      "9                       282.0                 10000.0      Daniel Radcliffe   \n",
      "10                        0.0                  2000.0          Lauren Cohan   \n",
      "11                        0.0                   903.0         Marlon Brando   \n",
      "12                      395.0                   393.0       Mathieu Amalric   \n",
      "13                      563.0                  1000.0         Orlando Bloom   \n",
      "14                      563.0                  1000.0           Ruth Wilson   \n",
      "15                        0.0                   748.0    Christopher Meloni   \n",
      "16                       80.0                   201.0  Pierfrancesco Favino   \n",
      "17                        0.0                 19000.0     Robert Downey Jr.   \n",
      "18                      252.0                  1000.0           Sam Claflin   \n",
      "19                      188.0                   718.0     Michael Stuhlbarg   \n",
      "20                        0.0                   773.0            Adam Brown   \n",
      "21                      464.0                   963.0       Andrew Garfield   \n",
      "22                        0.0                   738.0          William Hurt   \n",
      "23                        0.0                   773.0            Adam Brown   \n",
      "24                      129.0                  1000.0             Eva Green   \n",
      "25                        0.0                    84.0    Thomas Kretschmann   \n",
      "26                        0.0                   794.0          Kate Winslet   \n",
      "27                       94.0                 11000.0    Scarlett Johansson   \n",
      "28                      532.0                   627.0   Alexander Skarsgård   \n",
      "29                      365.0                  1000.0            Judy Greer   \n",
      "...                       ...                     ...                   ...   \n",
      "5013                      3.0                    42.0        Panchito Gómez   \n",
      "5014                    892.0                   492.0    Katharine Isabelle   \n",
      "5015                      0.0                     0.0     Richard Linklater   \n",
      "5016                      0.0                     9.0          Mikaal Bates   \n",
      "5017                    138.0                   138.0         Suzi Lorraine   \n",
      "5018                    589.0                     4.0           Lisa Arnold   \n",
      "5019                    158.0                   265.0       Brittany Curran   \n",
      "5020                      8.0                     8.0       Alana Kaniewski   \n",
      "5021                    157.0                    10.0         Katie Aselton   \n",
      "5022                      0.0                     4.0         Olwenya Maina   \n",
      "5023                     38.0                   211.0         Heather Burns   \n",
      "5024                     91.0                    86.0           Jason Trost   \n",
      "5025                      0.0                   105.0            Mink Stole   \n",
      "5026                    107.0                    45.0        Béatrice Dalle   \n",
      "5027                    397.0                     0.0     Nargess Mamizadeh   \n",
      "5028                     18.0                     0.0         Michael Parle   \n",
      "5029                     62.0                     6.0         Anna Nakagawa   \n",
      "5030                      5.0                    12.0        Michael Cortez   \n",
      "5031                    120.0                    84.0            Joe Coffey   \n",
      "5032                      3.0                   152.0     Stanley B. Herman   \n",
      "5033                    291.0                     8.0        David Sullivan   \n",
      "5034                      0.0                     0.0       Edgar Tancangco   \n",
      "5035                      0.0                     6.0       Peter Marquardt   \n",
      "5036                      2.0                     2.0        John Considine   \n",
      "5037                      0.0                   133.0    Caitlin FitzGerald   \n",
      "5038                      2.0                   318.0         Daphne Zuniga   \n",
      "5039                      NaN                   319.0         Valorie Curry   \n",
      "5040                      0.0                     0.0         Maxwell Moody   \n",
      "5041                      0.0                   489.0         Daniel Henney   \n",
      "5042                     16.0                    16.0      Brian Herzlinger   \n",
      "\n",
      "      actor_1_facebook_likes        gross  \\\n",
      "0                     1000.0  760505847.0   \n",
      "1                    40000.0  309404152.0   \n",
      "2                    11000.0  200074175.0   \n",
      "3                    27000.0  448130642.0   \n",
      "4                      131.0          NaN   \n",
      "5                      640.0   73058679.0   \n",
      "6                    24000.0  336530303.0   \n",
      "7                      799.0  200807262.0   \n",
      "8                    26000.0  458991599.0   \n",
      "9                    25000.0  301956980.0   \n",
      "10                   15000.0  330249062.0   \n",
      "11                   18000.0  200069408.0   \n",
      "12                     451.0  168368427.0   \n",
      "13                   40000.0  423032628.0   \n",
      "14                   40000.0   89289910.0   \n",
      "15                   15000.0  291021565.0   \n",
      "16                   22000.0  141614023.0   \n",
      "17                   26000.0  623279547.0   \n",
      "18                   40000.0  241063875.0   \n",
      "19                   10000.0  179020854.0   \n",
      "20                    5000.0  255108370.0   \n",
      "21                   15000.0  262030663.0   \n",
      "22                     891.0  105219735.0   \n",
      "23                    5000.0  258355354.0   \n",
      "24                   16000.0   70083519.0   \n",
      "25                    6000.0  218051260.0   \n",
      "26                   29000.0  658672302.0   \n",
      "27                   21000.0  407197282.0   \n",
      "28                   14000.0   65173160.0   \n",
      "29                    3000.0  652177271.0   \n",
      "...                      ...          ...   \n",
      "5013                    93.0          NaN   \n",
      "5014                   986.0          NaN   \n",
      "5015                     5.0    1227508.0   \n",
      "5016                   313.0          NaN   \n",
      "5017                   370.0          NaN   \n",
      "5018                    51.0          NaN   \n",
      "5019                   630.0          NaN   \n",
      "5020                   720.0          NaN   \n",
      "5021                   830.0     192467.0   \n",
      "5022                   147.0          NaN   \n",
      "5023                   331.0      76382.0   \n",
      "5024                   407.0          NaN   \n",
      "5025                   462.0     180483.0   \n",
      "5026                   576.0     136007.0   \n",
      "5027                     5.0     673780.0   \n",
      "5028                    10.0          NaN   \n",
      "5029                    89.0      94596.0   \n",
      "5030                    21.0          NaN   \n",
      "5031                   785.0          NaN   \n",
      "5032                   789.0          NaN   \n",
      "5033                   291.0     424760.0   \n",
      "5034                     0.0      70071.0   \n",
      "5035                   121.0    2040920.0   \n",
      "5036                    45.0          NaN   \n",
      "5037                   296.0       4584.0   \n",
      "5038                   637.0          NaN   \n",
      "5039                   841.0          NaN   \n",
      "5040                     0.0          NaN   \n",
      "5041                   946.0      10443.0   \n",
      "5042                    86.0      85222.0   \n",
      "\n",
      "                                                 genres         ...           \\\n",
      "0                       Action|Adventure|Fantasy|Sci-Fi         ...            \n",
      "1                              Action|Adventure|Fantasy         ...            \n",
      "2                             Action|Adventure|Thriller         ...            \n",
      "3                                       Action|Thriller         ...            \n",
      "4                                           Documentary         ...            \n",
      "5                               Action|Adventure|Sci-Fi         ...            \n",
      "6                              Action|Adventure|Romance         ...            \n",
      "7     Adventure|Animation|Comedy|Family|Fantasy|Musi...         ...            \n",
      "8                               Action|Adventure|Sci-Fi         ...            \n",
      "9                      Adventure|Family|Fantasy|Mystery         ...            \n",
      "10                              Action|Adventure|Sci-Fi         ...            \n",
      "11                              Action|Adventure|Sci-Fi         ...            \n",
      "12                                     Action|Adventure         ...            \n",
      "13                             Action|Adventure|Fantasy         ...            \n",
      "14                             Action|Adventure|Western         ...            \n",
      "15                      Action|Adventure|Fantasy|Sci-Fi         ...            \n",
      "16                      Action|Adventure|Family|Fantasy         ...            \n",
      "17                              Action|Adventure|Sci-Fi         ...            \n",
      "18                             Action|Adventure|Fantasy         ...            \n",
      "19        Action|Adventure|Comedy|Family|Fantasy|Sci-Fi         ...            \n",
      "20                                    Adventure|Fantasy         ...            \n",
      "21                             Action|Adventure|Fantasy         ...            \n",
      "22                       Action|Adventure|Drama|History         ...            \n",
      "23                                    Adventure|Fantasy         ...            \n",
      "24                             Adventure|Family|Fantasy         ...            \n",
      "25                       Action|Adventure|Drama|Romance         ...            \n",
      "26                                        Drama|Romance         ...            \n",
      "27                              Action|Adventure|Sci-Fi         ...            \n",
      "28                     Action|Adventure|Sci-Fi|Thriller         ...            \n",
      "29                     Action|Adventure|Sci-Fi|Thriller         ...            \n",
      "...                                                 ...         ...            \n",
      "5013                                       Drama|Family         ...            \n",
      "5014                              Action|Crime|Thriller         ...            \n",
      "5015                                       Comedy|Drama         ...            \n",
      "5016                               Crime|Drama|Thriller         ...            \n",
      "5017                                     Comedy|Romance         ...            \n",
      "5018                                              Drama         ...            \n",
      "5019                            Horror|Mystery|Thriller         ...            \n",
      "5020                              Drama|Horror|Thriller         ...            \n",
      "5021                               Comedy|Drama|Romance         ...            \n",
      "5022                                              Drama         ...            \n",
      "5023                                            Romance         ...            \n",
      "5024                                    Sci-Fi|Thriller         ...            \n",
      "5025                                Comedy|Crime|Horror         ...            \n",
      "5026                                Drama|Music|Romance         ...            \n",
      "5027                                              Drama         ...            \n",
      "5028                                             Horror         ...            \n",
      "5029                      Crime|Horror|Mystery|Thriller         ...            \n",
      "5030                                              Drama         ...            \n",
      "5031                             Comedy|Horror|Thriller         ...            \n",
      "5032                                        Crime|Drama         ...            \n",
      "5033                              Drama|Sci-Fi|Thriller         ...            \n",
      "5034                                           Thriller         ...            \n",
      "5035                Action|Crime|Drama|Romance|Thriller         ...            \n",
      "5036                                        Crime|Drama         ...            \n",
      "5037                                       Comedy|Drama         ...            \n",
      "5038                                       Comedy|Drama         ...            \n",
      "5039                       Crime|Drama|Mystery|Thriller         ...            \n",
      "5040                              Drama|Horror|Thriller         ...            \n",
      "5041                               Comedy|Drama|Romance         ...            \n",
      "5042                                        Documentary         ...            \n",
      "\n",
      "     num_user_for_reviews  language      country  content_rating       budget  \\\n",
      "0                  3054.0   English          USA           PG-13  237000000.0   \n",
      "1                  1238.0   English          USA           PG-13  300000000.0   \n",
      "2                   994.0   English           UK           PG-13  245000000.0   \n",
      "3                  2701.0   English          USA           PG-13  250000000.0   \n",
      "4                     NaN       NaN          NaN             NaN          NaN   \n",
      "5                   738.0   English          USA           PG-13  263700000.0   \n",
      "6                  1902.0   English          USA           PG-13  258000000.0   \n",
      "7                   387.0   English          USA              PG  260000000.0   \n",
      "8                  1117.0   English          USA           PG-13  250000000.0   \n",
      "9                   973.0   English           UK              PG  250000000.0   \n",
      "10                 3018.0   English          USA           PG-13  250000000.0   \n",
      "11                 2367.0   English          USA           PG-13  209000000.0   \n",
      "12                 1243.0   English           UK           PG-13  200000000.0   \n",
      "13                 1832.0   English          USA           PG-13  225000000.0   \n",
      "14                  711.0   English          USA           PG-13  215000000.0   \n",
      "15                 2536.0   English          USA           PG-13  225000000.0   \n",
      "16                  438.0   English          USA              PG  225000000.0   \n",
      "17                 1722.0   English          USA           PG-13  220000000.0   \n",
      "18                  484.0   English          USA           PG-13  250000000.0   \n",
      "19                  341.0   English          USA           PG-13  225000000.0   \n",
      "20                  802.0   English  New Zealand           PG-13  250000000.0   \n",
      "21                 1225.0   English          USA           PG-13  230000000.0   \n",
      "22                  546.0   English          USA           PG-13  200000000.0   \n",
      "23                  951.0   English          USA           PG-13  225000000.0   \n",
      "24                  666.0   English          USA           PG-13  180000000.0   \n",
      "25                 2618.0   English  New Zealand           PG-13  207000000.0   \n",
      "26                 2528.0   English          USA           PG-13  200000000.0   \n",
      "27                 1022.0   English          USA           PG-13  250000000.0   \n",
      "28                  751.0   English          USA           PG-13  209000000.0   \n",
      "29                 1290.0   English          USA           PG-13  150000000.0   \n",
      "...                   ...       ...          ...             ...          ...   \n",
      "5013                 21.0   English          USA             NaN      24000.0   \n",
      "5014                129.0   English       Canada               R          NaN   \n",
      "5015                 80.0   English          USA               R      23000.0   \n",
      "5016                  2.0   English          USA             NaN      25000.0   \n",
      "5017                  3.0   English          USA             NaN      22000.0   \n",
      "5018                 49.0   English          USA             NaN      20000.0   \n",
      "5019                 33.0   English          USA               R          NaN   \n",
      "5020                  8.0   English          USA             NaN      17350.0   \n",
      "5021                 71.0   English          USA               R      15000.0   \n",
      "5022                  1.0   Swahili        Kenya             NaN      15000.0   \n",
      "5023                  8.0   English          USA             NaN      15000.0   \n",
      "5024                 35.0   English          USA         Unrated      20000.0   \n",
      "5025                183.0   English          USA           NC-17      10000.0   \n",
      "5026                 39.0    French       France               R       4500.0   \n",
      "5027                 26.0   Persian         Iran       Not Rated      10000.0   \n",
      "5028                  1.0   English      Ireland             NaN      10000.0   \n",
      "5029                 50.0  Japanese        Japan             NaN    1000000.0   \n",
      "5030                  3.0   English          USA             NaN          NaN   \n",
      "5031                  8.0   English          USA             NaN     200000.0   \n",
      "5032                 14.0   English          USA             NaN          NaN   \n",
      "5033                371.0   English          USA           PG-13       7000.0   \n",
      "5034                 35.0   English  Philippines       Not Rated       7000.0   \n",
      "5035                130.0   Spanish          USA               R       7000.0   \n",
      "5036                  1.0   English          USA           PG-13       3250.0   \n",
      "5037                 14.0   English          USA       Not Rated       9000.0   \n",
      "5038                  6.0   English       Canada             NaN          NaN   \n",
      "5039                359.0   English          USA           TV-14          NaN   \n",
      "5040                  3.0   English          USA             NaN       1400.0   \n",
      "5041                  9.0   English          USA           PG-13          NaN   \n",
      "5042                 84.0   English          USA              PG       1100.0   \n",
      "\n",
      "      title_year actor_2_facebook_likes imdb_score  aspect_ratio  \\\n",
      "0         2009.0                  936.0        7.9          1.78   \n",
      "1         2007.0                 5000.0        7.1          2.35   \n",
      "2         2015.0                  393.0        6.8          2.35   \n",
      "3         2012.0                23000.0        8.5          2.35   \n",
      "4            NaN                   12.0        7.1           NaN   \n",
      "5         2012.0                  632.0        6.6          2.35   \n",
      "6         2007.0                11000.0        6.2          2.35   \n",
      "7         2010.0                  553.0        7.8          1.85   \n",
      "8         2015.0                21000.0        7.5          2.35   \n",
      "9         2009.0                11000.0        7.5          2.35   \n",
      "10        2016.0                 4000.0        6.9          2.35   \n",
      "11        2006.0                10000.0        6.1          2.35   \n",
      "12        2008.0                  412.0        6.7          2.35   \n",
      "13        2006.0                 5000.0        7.3          2.35   \n",
      "14        2013.0                 2000.0        6.5          2.35   \n",
      "15        2013.0                 3000.0        7.2          2.35   \n",
      "16        2008.0                  216.0        6.6          2.35   \n",
      "17        2012.0                21000.0        8.1          1.85   \n",
      "18        2011.0                11000.0        6.7          2.35   \n",
      "19        2012.0                  816.0        6.8          1.85   \n",
      "20        2014.0                  972.0        7.5          2.35   \n",
      "21        2012.0                10000.0        7.0          2.35   \n",
      "22        2010.0                  882.0        6.7          2.35   \n",
      "23        2013.0                  972.0        7.9          2.35   \n",
      "24        2007.0                 6000.0        6.1          2.35   \n",
      "25        2005.0                  919.0        7.2          2.35   \n",
      "26        1997.0                14000.0        7.7          2.35   \n",
      "27        2016.0                19000.0        8.2          2.35   \n",
      "28        2012.0                10000.0        5.9          2.35   \n",
      "29        2015.0                 2000.0        7.0          2.00   \n",
      "...          ...                    ...        ...           ...   \n",
      "5013      2002.0                   46.0        7.0          1.78   \n",
      "5014      2009.0                  918.0        6.3          2.35   \n",
      "5015      1991.0                    0.0        7.1          1.37   \n",
      "5016      2015.0                   25.0        4.8           NaN   \n",
      "5017      2013.0                  184.0        3.3          1.78   \n",
      "5018      2003.0                   49.0        6.9          1.85   \n",
      "5019      2015.0                  512.0        4.6          1.85   \n",
      "5020      2011.0                   19.0        3.0           NaN   \n",
      "5021      2005.0                  224.0        6.6           NaN   \n",
      "5022      2014.0                   19.0        7.4           NaN   \n",
      "5023      2009.0                  212.0        6.2          2.35   \n",
      "5024      2011.0                   91.0        4.0          2.35   \n",
      "5025      1972.0                  143.0        6.1          1.37   \n",
      "5026      2004.0                  133.0        6.9          2.35   \n",
      "5027      2000.0                    0.0        7.5          1.85   \n",
      "5028      2007.0                    5.0        6.7          1.33   \n",
      "5029      1997.0                   13.0        7.4          1.85   \n",
      "5030      2004.0                   20.0        6.1           NaN   \n",
      "5031      2012.0                   98.0        5.4         16.00   \n",
      "5032      1995.0                  194.0        6.4           NaN   \n",
      "5033      2004.0                   45.0        7.0          1.85   \n",
      "5034      2005.0                    0.0        6.3           NaN   \n",
      "5035      1992.0                   20.0        6.9          1.37   \n",
      "5036      2005.0                   44.0        7.8           NaN   \n",
      "5037      2011.0                  205.0        6.4           NaN   \n",
      "5038      2013.0                  470.0        7.7           NaN   \n",
      "5039         NaN                  593.0        7.5         16.00   \n",
      "5040      2013.0                    0.0        6.3           NaN   \n",
      "5041      2012.0                  719.0        6.3          2.35   \n",
      "5042      2004.0                   23.0        6.6          1.85   \n",
      "\n",
      "     movie_facebook_likes  \n",
      "0                   33000  \n",
      "1                       0  \n",
      "2                   85000  \n",
      "3                  164000  \n",
      "4                       0  \n",
      "5                   24000  \n",
      "6                       0  \n",
      "7                   29000  \n",
      "8                  118000  \n",
      "9                   10000  \n",
      "10                 197000  \n",
      "11                      0  \n",
      "12                      0  \n",
      "13                   5000  \n",
      "14                  48000  \n",
      "15                 118000  \n",
      "16                      0  \n",
      "17                 123000  \n",
      "18                  58000  \n",
      "19                  40000  \n",
      "20                  65000  \n",
      "21                  56000  \n",
      "22                  17000  \n",
      "23                  83000  \n",
      "24                      0  \n",
      "25                      0  \n",
      "26                  26000  \n",
      "27                  72000  \n",
      "28                  44000  \n",
      "29                 150000  \n",
      "...                   ...  \n",
      "5013                   61  \n",
      "5014                    0  \n",
      "5015                 2000  \n",
      "5016                   33  \n",
      "5017                  200  \n",
      "5018                  725  \n",
      "5019                    0  \n",
      "5020                   33  \n",
      "5021                  297  \n",
      "5022                   45  \n",
      "5023                  324  \n",
      "5024                  835  \n",
      "5025                    0  \n",
      "5026                  171  \n",
      "5027                  697  \n",
      "5028                  105  \n",
      "5029                  817  \n",
      "5030                   22  \n",
      "5031                  424  \n",
      "5032                   20  \n",
      "5033                19000  \n",
      "5034                   74  \n",
      "5035                    0  \n",
      "5036                    4  \n",
      "5037                  413  \n",
      "5038                   84  \n",
      "5039                32000  \n",
      "5040                   16  \n",
      "5041                  660  \n",
      "5042                  456  \n",
      "\n",
      "[5043 rows x 28 columns]\n"
     ]
    }
   ],
   "source": [
    "print(data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# aspect ratio (no idea)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "data.loc[data.aspect_ratio == 16.6, 'aspect_ratio'] = 1.66"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2.35     2360\n",
       "1.85     1906\n",
       "1.78      110\n",
       "1.37      100\n",
       "1.33       68\n",
       "1.66       64\n",
       "16.00      45\n",
       "2.20       15\n",
       "2.39       15\n",
       "4.00        7\n",
       "2.00        5\n",
       "1.75        3\n",
       "2.40        3\n",
       "2.76        3\n",
       "2.55        2\n",
       "1.50        2\n",
       "2.24        1\n",
       "1.20        1\n",
       "1.18        1\n",
       "1.44        1\n",
       "1.77        1\n",
       "1.89        1\n",
       "Name: aspect_ratio, dtype: int64"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.aspect_ratio.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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IE8V3O2dyp+VQj/DX56cfK/o8cvcEf/b8PEHcGcT7ApPlDA+fPkYjWqLWDmiF24/wX3fnMSZLGT7+5Zlt297LPPwkSfjIE1fWDmKHzvzfO19/cm1qyRhzuNw7XULXpYqvlna/d7qUWpuHPlqsTqmcHi9wYjRPIeuR8QTfAdcVcr7HQydHGMu7OH1q7fR7vYuLTTJbnGe7ai/z8M/P1Xlxvk4jiFhuBDSCiBfn65yfq+9qO8aYvfPgyRHGiz61VshSPaDWChkv+jx4Mp1a+HAEAv6qaiuiFsS4gCaKKiSqBFHEX15YYKUZ0Qx3ngaptiKaGw+97ePaSnPP8vCvrTSZrbaZqbRZaoTMVNrMVttcW2nuajvGmL1TaQRcW2nSDGKCKKEZxFxbaVJppFcF98gE/ChRFmohoYLvOWR9B991aEfwzJUaV1fauI7DTjMt5ZxHfoBT47O+u2d5+FnfpbHhuMVGEKd6ur0xJl2feG6epUZExnMoZFwynsNSI+ITz82n1uaRCfieIzgaUWtG1IOEepDQDhIcYuphCKo02tGW59mumihmuHuyuGOWzmQxs2dFzSaLmc5B7OscL2dTPd3eGJOul+briCMkdFLFE0Ac4aX59KZqD/Wi7XpZJ+ELLy317LSNgJVmzBuKHi/M1DsLtjsQER46NcbJY3n+9Z9uXQlipJu+uRd5+KOFDG++Z5xXVtosNwPG8hluH80yWrCAb8xh9ZrbR/jU87Odb5ROad/u9bQcmRH+R5+8RrVP+ZswgdlaSJLojoXTVnV20A52ONdeFDXrfJLIUc56TBazlLMeU+Wc7eg15hB722umGM9nQEHopOuM5zO87TU3X0RyJ0dmhP/Uy4v0W2pVYLYe4gnsZnZrtRUxVd7FFxyErHsYYw61Viz8/def4C8vLDFfbTNZzvLmu4/RitP7H/zIBHzH2XoBc7yYZbEe4qJ93xRuRjTgxqzdsFAPmK8FjOR8RnKdtYX5WsBCPbAdvsYcUlGi1EN46NSxtWv1MN3YcmSmdE6M9J/e8AUemC5Q9N2Bgv18rU2SJMzXti+P3O/83LRUWxGKUmmFzFRbVFohiloZZmMOMc8RRnJez/6akZyXamw5MiP819wxxkjmMpUNKayqUMz5TJYyNMKQ2g4prn9zaYmVRrhjls7IgLV2dkO/c3ZH8z4Pnxrbsz4YY3ZXOeeB0EkVX/dnmuXVj8wI/4HbyjjO5l9UAnzlag0VIe97eDu8eb6y3OTF+fqOo2dbMDXG7Apd90jZkRnhzzciij4sb1iZjYEXZisUMhmCuPsuus0v9quzNdphwonRwbJ09kKtHXNmorC2Czjf3fRVa8d7v3BsjNkVa4PKDckYaSaEpDbCF5H7ReTJdY+KiPxkWu1lfZfWFpP0YQztKEFJdkybzHoOjSAm3mHhJI1za7dSznmICCN5n+mR3NoeADtZy5jDK0qUSjMi73uM5TPkfY9KMzqci7aq+ryqPqyqDwNvABrAR9Nqb7KYYct6Z5qQ9VxQiOPtf5mqMFXK7FhPZy8XTPdqR68xZu94zuZzN0bz/pFYtH0r8DVVfSmtBso5j4m8z0x1cyC+c6LIRClPzk346twO2fja+Uduhzo1pR1OxNpNe7Wj1xizd0byft+p2jQTQvYq4H8/8ME0G9jqHFoBXn9yhBCH8zOVHddFRKDeTg7cdImdrGXM0bL6yX39bEHan9xTz9IRkQzwduAPtvj7R0XkcRF5fG5u7qbbubbSYq4ebrpe8DoLtyvtmOVmtGPAPz6S43g5S2uHKmu19m5t4TLGDLU93EG/F2mZfwd4QlX7HiGlqo+p6jlVPTc1dfM1JNpxQhiDI70PHIeltvLKcotcZucfd6pbD2enEskH7ROAMeZwWb+DfrqcYyTnr+2gT8teBPx/RMrTOQBZVyhm3U6QX5fXmvUcWkGEqg503mw553H6WI5Kc/OnhfVswdQYcyv2Ywd9qgFfRArAtwMfSbMdgBNjBV59W5lS1sX3BM8Vcr4wUczwwIkyFxcaVFrJjlM6D50aBRFeXmpse58tmBpjbsXqDvoLc3WuLre4MFfn4nwj1YSQVAO+qjZUdUJVV9JsB+DsVJG7JgudH0gVVHG7uepZT0iSmDDeuR7+cjPi0uL2wd4YY3ZDksS8stzkK9dWeGW5SZKkuzZ4pCaiK63OpoWkO50TA7VWyJdfWaHejtkhBR/onB87U2lvOlJwI1W1Ub4x5qatNAKeuVLh5aUmcaIsVAOCKOatrw4GPo/jRh2ZWjrn5+p8da5BrJDxHDK+gwBLjYjzCy2iATev9Ts/tp+93GlrjDl6Liw0uFZp47sOOd/Fdx2uVdpcWEhvhuHIBPyZSoswihEgjJUwVpIEHEdoB9HAGU/9zo/t59mrlZ5Syi/O15mvtQdaGDbGmOV6QMaBZhCx0gxoBhEZp3M9LUdmSmeqlKEexASRktCZ1tFuauarpktcXBzsvKvRQoZH7h7n6kqLP3nm6pb3zVXatMLrpZRXp3emylkevGPUpnuMMds6PZ6n2o6pBzGJdgapjginx/OptXlkRvgAWQcSlDjprNsmqviucNdknkHLU0wUMxwfyVHeYXtzI4j6llKeq7ZtuscYs6PRvE/Od/EcIeM6eI6Q890dz+K4FTuO8LuplT8NnFbVHxORe4H7VfWPU+vVTZiptGhHCQ6dGvirh8B7Ijw/22SymGGhETDA9HzHDjMz1yptlpvBWinl9fUvqq3ISiAYY7Y1Xw95413HuLrSotIMGcn7nBjNMd+nYsBuGWRK53eALwKPdL+/TKdMwoEK+O1YqYYJ4gj+us8tjUjJZ30QoZDxSNoR21VNWNv9NsC7bNZzWKqHm0op2y5cY8xOpkdyOOJwcqzAybHe62kZZErnHlX9FSAEUNUme1L14cZkXYe864BCtLZoq+Q84exknuPdX6Kzw9z6jexyy/sux8tZ3HXzRVa22BgziLNTRc5MFHqunZkocHaqmFqbgwxFAxHJ053kEJF7gO1P+N4Ht43mmBrJ8uJCY7XCMSrQCGLunS5z320jfPxLM/zVhQWuVbeeYx90dH5iLNcpZ5p1uXOyhO86VrbYGDMwx3F45+tPcn6uzkylxfRIjrNTRRwnvaXVQaLbLwAfB06JyAeAtwD/JLUe3aRjBR9HBNXuxw8BofO9AidGCzx8eowri/VtA/5qydK56vbvadPdjRFT5Sz3Hi9ZkDfG3DDHcbhvusx903tzVum2AV86Uew54J3Am+jE0veo6vwe9O2G1NoxqJLzHYJYUYWMKxSzHi/ON7h9rEi10eaF2fqOr7V62Mh27jleshG9MeZQ2Tbgq6qKyB+q6huAP9mjPt2UKFE8z8V1hPy6OfVEoZDtlB39yrUarR3q6SzUg4EOGrlrMr15NmOMScMgk0V/JSJvTL0nt8hzhLOTRUoZjyiBIO5UxpwsZTjT3cgwU2kjO6w3V1udUsrztQO3TGGMMbdkkID/LcDnRORrIvK0iDwjIk+n3bEbNZL3ufe2Eqcn84wVfcpZj/FShrPHi5wY6wT8U+P5HdOLSlmXpy+v8OSl5W3vsxIKxpjDZpBF27+Tei92wUQxg++6tMOErCv44jGS9Yi7JTInSxm+7kSZTz83Q3OHzMudFmzh+tSPMcYcFjuO8FX1JWAM+Hvdx1j32oGzUGtRb8c0w4R2nFBrxyw2Qq6tdOrotCNlfIcc+UHPqk3zVBpjjEnDjgFfRN4DfAA43n38noi8e5AXF5ExEfmQiDwnIs+KyCM7P+vmLNQDFuoRYaLkfXftTNrFRsh8d/fsXD2kvUOcHjQP33bTGmMOm0Gi1o8C36CqdQAR+bfA54DfGOC5vw58XFX/gYhkgMJOT7hZ1VaE7wqFjEu1FRF3T7wqZFziOEFVma22iHbI0hk0D9920xpjDptBAr7QOTxqVcwApRVEZAT4JrqbtFQ1AFIrI1nOeYwVMpSyHnGiBHFCxnWYKGW4c6LAM1eqJHFCsF0hnU6/B8rDN8aYw2bQ4mmfF5GPdr//HuB9AzzvbmAO+B0ReYhOAbb3rH5S2G0TxQx3judxHUEEihmPYsZlsphdKzc6UvDxPAd2mKcXkR0XZG3R1hhz2AyyaPtrwA8Di8AS8MOq+t4BXtsDXg/8pqq+DqgDP7vxJhF5VEQeF5HH5+bmbqjzGzXDhHumitw5UWR6JMdrbh/hkbvHma+HnJksMFbIcvrY7hwuYIu2xpjDZpB6+G8CvqyqT3S/L4vIN6jq53d46mXg8rr7PkSfgK+qjwGPAZw7d+6mk9sX6gGtKKGUy1DKXZ9frwcJdx3PcWmhwWjBx3Xdm22ihy3aGmMOm0E2Xv0mUFv3fb17bVuqeg14WUTu7156K/CVG+7hgKqtiFK2c3rMciOgEXR2zOYzLmenikyWMjgCDtvP4Q/KFm2NMbdqdVf/Xp2JPdCira7rhaomIjLo8PbdwAe6GToX6EwNpaKUdXlpoUmUJGR9h3aUMJL3ecOdY2vFzXzg5aXmrrRnBdOMMbdCVXn68kpPRmDaZ2IPErgviMhPcH1U/8/oBO8dqeqTwLmb7NtNEvK+R97vLNyKCAv1gLlqmxfmGzQGPuPQGGPSsxqX1ls9EzuthJBBAv4/Bf498D/SKS3/KeDRVHpzC2rtmDOTBaqtiGYYdw4nyXnU2jGqysWFBs9fXaEV7c5HJlW1Ub4x5qZtlfiR5pnYOwZ8VZ0Fvj+V1ndROechCCM5n5Gc33N9sR6w0gxxHYc42Z05fEvLNMbciq0SP9JMCBmktMKviMiIiPgi8ikRmReRH0itRzdpophhspRhpdHm6cvLfOGlBRpBxLG8h+cIo3mfcs7Bd3ZnVG5pmcaYW7G6q3+9tM/EHuSt5DtU9WdE5HvppFp+H/Bp4PdS69VNUlW+8NIy11aaeK7DQjWgHcb87funODNZYLE+xvPXajSr4S23ZWmZxphbsX5Xf7UV7ckJeoNErdX5ke8CPqiqiwdx7nqhHvD0lRVmVxrM1dq0AmWs4FP0HR48Ncbxco7j5RylnA+7EPAtLdMYc6tWd/Xv1fTwIAH/YyLyHNAE/pmITAGtdLt14yrNkC9fXuapKxVaYScTZ7baZrkR8M2vmuKbX3UblxZqTBaznJ9r7HNvjTFm7w1SWuFngUeAc6oaAg3gHWl37EZFiXJ1pb0W7AESTVhpRlxcbCEiZDMeu5SkY8XVjDGHziA7bVHVJVWNu1/Xu7toDxTPEVxH8ZzOj5Rop6RnxhMa3SL4WVcoZWzR1hhzMBzEnbaHwkje59W3j/L8TI1WCAngO0Ix63HvdAmAyaLPhfndmc6xRVtjzK3Yj522A43wD4OJYoZzd44xVsiS810KvkvO95gu53jw5Aiqyl9fXKK205FXN9CeMcbcrO122qZloGGqiLwT+EY6O20/q6of3eEpe05EuGtqhB9+5DRPXamw3Ag5PVHgoZMjNMLOO+nnvrYIu/TOeRAzlYwxh8eB3GkrIv8rcBb4YPfSfyMi36aqP55Kj27BSN5nvJznW17VW/M+SpS5apvxYgZN0p0jM8aYQezHTttBXvlvAw+sVswUkd8FnkmtR7fgWN6jGURcmK8zlvc5MZpjejSP191d++rbSnzuRZ+lpi24GmP212p1gAvz9bX6X3dPFlOdLh5kDv954PS6708BT6fTnZuXJAkf/ZtXeH6mSqUV8tW5GldWmjxwe5mR7hGHpVyGN5wa27X2jDHmlum6R8q2DPgi8jER+SNgAnhWRD4jIp8GngWm0u/ajTk/V+fCXI2FWmchJI6VuUqbr803empWODvMvQ+aGnV+LpWjeY0xQ2KhHjBfCxjJ+0yP5BjJ+8zXgn1btP3V1FpNwdXlBs/P1FhpXi+bMJr3ubrc4L7pMg/eMUoQRXzs6e1/mU9eWl5LjdrOTKXFfdPlXem7MWb4HKhFW1X981t9cRG5CFSBGIhUNbXDUNqx9gR7gJVmSDvW1b6w1IyotXc+AGWQ1KjpkdzNd9YYM/QO1KKtiFTZZlZJVUcGbONbVHX+Rjt2o7Kuw2jOY6EeEGmCJw4TxQxZtzNrpaq8vNAgjgebe99pJ+3ZqeIt99kYM7xWp5o3brzal/LIqloGEJFfBK4B/wfTfNxEAAAaK0lEQVSdagXvAg7cXMZtoznGixnCRGmFMTnfZbyY4bbR3NqOtmYQstgYbH6snPPwgX51NT3AcY7MnjVjzD44qOWR36aq37Du+98Ukc8DvzLAcxX4hIgo8L+p6mM308lBHCv4lHI+jTChnFvNyvE5VvDXdrQVMt5aimY/q2P21XfZO0eF8yubP+ScGfSzjTHGbOMglkeOReRdwO/TCeD/iM6c/CDeoqqviMhx4JMi8pyq/sX6G0TkUbpn5J4+fbrfawykHiQ8cvc4V1daLDfDtTz8epDQqawDK62QvO9u+Rpt4OHTY2vvsi9X+s9oXazYmbbGmMNnkHmJfwz8Q2Cm+/i+7rUdqeor3T9ngY8CX9/nnsdU9Zyqnpuauvlsz3LOw3EcTh4r8NrbRzl5rIDjOJRz3toiSBgrrWjrOfwYmCxl1wJ5e4sVjAgrj2yMOXwGOcT8IjdR/15EioCjqtXu198B/OIN93BAE8UME0Wfp6+srI3wHzw5urYAMlXOknGFQmbrEf6N7HtIM3XKGGPSMEgtnbuAdwNn1t+vqm/f4anTwEe7o2UP+D9V9eM33dMdqCrnZ2tcWmjQjhIqjZCC7/LQqTEcx+HBO0ZphRHPXq3ypSsV+o3zJzdkWhbonPaykYuVRzbGHD6DRK0/BN4HfAz6xsm+VPUC8NBN9uuGnZ+r89JCb3h+aaHB+bk6902XO9U0J4ucGM2TEWj1Gc6PZHtnuLI+NPqk6eQcK49sjDl8Bgn4LVX996n35BZdW2kyU23TCK6vJxcyLtdWmms7YmvtmNvHcn2DPcDLK73vZ8tbnHXeSKw8sjHm8Bkk4P+6iPwC8Ak6iSwAqOoTqfXqJmR9tyfYAzSCmOy6rJwoUSqtGIf+H1XcDdP7vkDQ583Bt1hvjDmEBgn4Xwf8IPCtXI+T2v3+wJgsZjhezjK7btfa8XKWyXVTL54jjOQ9XOmcebtRbkPAn8jB1ebm+yasqoIx5hAaJOB/L3C3qh7oPMTRQoZH7tmchz9auB7wVxdayxlYbG9+jbvGe7NuHjhZ5ur56qb7Hjh54DYaG2PMjgYJ+E8BY8Bsyn25JRPFDNMjeRxxONkted+vLoUgNLd467pW6X0XmG/031+21XVjjLkRqnrgSitMA8+JyBfoncPfKS1zTw1Sl6LWjjkzUaC5xaLtzIYczAsLfeZztrlujDGDWq3xtbF42oN3jKYW9AcJ+L+QSssp2KkuRTnnISII/TdZbdyS5bsunX21/a4bY8zNW63xtd5qafZ9O8R8N+riHxSr5Ug9+lfB3LhoO11ymW9sDvjTJQv4xphbsx8HoGx3xOFnu39WRaSy7lEVkUoqvUnZ6rTPgyf717J/7YbF2Afv6H/+7VbXjTFmUAfqABRV/cbun0cqJUVVmSj0/7FPjfUu8K7022a7zXVjjBnURDHDZCnDhbk6zTAm77vcPVVMdRf/UJ3ikSQJH3niCk9c2ZxqCfDchoPJn5up9b9vi+vGGHPDZN0jZUNVAez8XJ2LCw2CpP9vdkNWJoH2v2+r68YYM6iFesB8LWAk5zPSPbRpvhakumg7VCP8mUoLAEf752V6G3J3Cl7/+7a6bowxg9pu0TYtQxXwp0c6NRHGS/3nyO6fLvV8/+Adx/ret9V1Y4wZ1H4s2g5NwFdVxvIexYxLzu0/JXNitLdIzm2j/d8YtrpujDGDWl20rbRCZqotKq2QyVIm1UXboZjDX7+j7ezxIvWof2mEL13tzTb98haLu1tdN8aYG6brHilLfYQvIq6I/I2I/HHabW1l/Y42EYdGv5rHwLVqb7rlYqv/eS9bXTfGmEGtLdrmfaZHcozk/bVF27TsxZTOe4Bn96AdoDOan6+1eXG+znytjapuWgSJ4/4j/DDsvc+R/oF9q+vGGDOoI7doKyJ3AH8X+O0021m1OnXz5KVlvjZb48lLyzx9eYVStrcUwh1j+b7Pf9WGRduvOzG6KTVWuteNMeZWHMVF2/cCP8MNnIV7K7YqRgSdKnSrRvP9f6HHR3oXS95459imgmpu97oxxtyK1dpe6/Ur6b6bUnsrEZHvBmZV9Ysi8s3b3Pco8CjA6dOnb6nNrT4K1dpxT+nkxS1KIzy3oT7yS8ttJkoeS82IOO4cgXgs7/HScp/TU4wx5gYMUtJ9t6WZpfMW4O0i8l1ADhgRkd9T1R9Yf5OqPgY8BnDu3LlbWqfe7iPS+tLJ+WwGaGy6z/M2PF8cghiKmevXg7hz3RhjbtVOJd13W2qRS1V/TlXvUNUzwPcDf7Yx2O+2QT4iqSrHi37f558a7X3uRNGnmPUI4oRmmBDECcWsx8QWzzfGmIPsSOXh7/QRaXVRt5jzNh2C4gCvub23MOiZ8TyJJqiCoqgKiSacGe+/6GuMMQfZngR8Vf0M8Jm9aGu7j0gL9YDZaotKs88cvkC93bsGsNyKiOL1OyKUKFaWU0ybMsaYtAzVZHSlGXJxvsFX5+qb0i1d4NlrveWRz89UCaOEWBVNlFiVMEo4P2M7bY0xh8+RmtLZSZQoK82QrNepi7ka9B0BFRgt9n4qaIRKkCie46y9NQaJ0gitWqYx5vAZqhG+5wjlnEsxI50gT+cRK2Rd4cHbezdeFTIOWVcIY6UdJYSxknWFQmaofm3GmCNiqCJXKetydblForCxJL6Dcmai0HPt7FQRRBDpHkjT/cfZqf5n4hpjzEF2pAK+qjJXbfHEpSWeeGmJuWoLXRfZlxoh9XZErR1vKkwXJvDCbJ2NNOl8Dujm+XS/N8aYw+fIzOGrKk+9vMwXLi6x0s3CGc37vPHMMR46NYaIrJ14tdIMNwX8IIanX17quXZ+tk7Gd2knSiKKI0LGdznf543BGGMOuiMzwl+oB1yYr68Fe+gE9gtz9bVyo1nfpREmhH1G6QkwW+tNtxTHIYgSsq5D3nPJup3vxTkyvzZjzBA5MpGr2opohjGgNMOI5WZAM4xohNFajZ3JYoapUoYk2VzLTQC09/pk0aeQcQhipRXFBLFSyDhM2k5bY8whdGSmdMo5j5znMFNp0wiu17svZ/218sgjeZ/bx3KcGC2w0qyuTesI4Dvw0Ones2rvnCiQz3jUg4QocfAcIZ/xuHPD4q4xxhwGR2aEP1HMMLFhd20h41LI9BY4ThJluuz3bLxSoOgL73rjyc0vrBu+sDVbY8whdWRG+CLC6fECb7prnPlaANKZwhnJ+9TaMVNlWK63+ez5BS7M1TY933WdTeWVLy40aAYxUZzQqbCQ0AxiLi40eOTsHv1gxhizS47MCB86UzajhQz3HC9xz1SJ0UKncNpq2eSnrlS4VmlRC5OeE1kcoBok/P4Xr/a83kI9pBHG+K5DznPwXYdGGLNQ719P3xhjDrIjFfB3Ko88s9LCdx3CsHdxNgFQuDDbO/LXJCHrOySqxImSqJL1HbTPoq8xxhx0R2ZKB3Yuj3zvbWUKz81SzLo0o+tBe3U+/7Une8sj33dihJGcjyOd8gq+K5SyHvedGNmrH8kYY3bNkRrhq+q2x4V9632TnD1eYqqU2fSDZz2H737tdM+1h0+OMFH0iWIljBOiWJko+jx80gK+MebwOTIj/NXDTdYfYj5VzvLgHaNrQd/zPP7197yW3/jUeVrRKyzWA6I4oZT3efV0iYVW71RNpRVSb8cEcUKUKJBQb8dUWiG9bw3GGHPwpXmIeQ74CyDbbedDqvoLabW3UA96gj3AXLXNQj3oOQzF8zxee2qM/+/CIhOl3Nr1WqC0496A/9mvLTFXC8j711M752oBn/3aEvfeNpbST2KMMelIc0qnDXyrqj4EPAx8p4i8Ka3GNqZUbnc96wojOZdqK2S+1qLaChnJuWTd3mNRLi82cB0hUSXsLtq6jnB5cfMB6MYYc9CleYi5qupq2ovffaS2bWk19XKQ68fLWSrNkEYQ044SGkFMpRlyfEOGz6tPlDvn2SqI6trXrz5R3vSaxhhz0KW6aCsirog8CcwCn1TVz6fV1k4pmeutNEOCqDNa910H1xGCSHsKrwG85Z5xJktZREC7dfEnS1necs94Wj+GMcakJtVFW1WNgYdFZAz4qIg8oKpfWn+PiDwKPApw+vTpm25rp5TM9S4tNillXWJVgjgh4zqUsi6XFpu86Z7r9zUjeNtrpvjipRXmG20mC1necHqUpp1hbow5hPYkS0dVl0XkM8B3Al/a8HePAY8BnDt37pamfESEyVK2Z5G2n7FihiCBfMYj370WJJ3r60WJ0ojg1bePrl1rRHQzdowx5nBJbUpHRKa6I3tEJA98G/BcWu3diLsnCkyPZFiqB1xdabJUD5geyXD3hiqYniOM5DwaQcRyI6ARRIzkPDxn86cGY4y5UarKfK3Ni/N15mvtnhP60pDmCP8E8Lsi4tJ5Y/lPqvrHKbY3sHLWZanWphnGhHGMKizV2pSzvZU1yzkPZPUs2+t/brVAbIwxgxpk79BuSy1yqerTwOvSev1b8eSVCgu1gCRRIlXcRFmoBTx5pcLbxjYeUK40g4RaEFLKpJpoZIwZIoPuHdpNR6q0wqBeuFphvh5SaYW02gmVVsh8PeSFq5We+yrNkKtLLWarLSqNkNlqi6tLLSpNq5ZpjLk1N7J3aLcMZcBvhAmtKEYEHKczVdOKYhobqmjO1wNmawFZz6WY9cl6LrO1gPnuGbnGGHOzbmTv0G4ZyoBfyAhZz0UVkqSzmSrruRQyvfNm7TAm7zu0o5h6O6Iddb8P4y1e2RhjBnMje4d2y1CuPt532yhT5QwrjYggick4LqMFj/tuG+25b3okt+47ZbWQcu91Y4y5cTeyd2i3DGXAf+jkCJPFLI0gQRLwHIfJYpaHNpQ9PlbwKed8mmFC1utk8JRzPscK/n502xhzxAy6d2i3DGXArwcJZ6dLtKKEWjuklPU5O12iHiSb7nvzPeO8stJmuRkwls9w+2h2033GGHMYDGXAn68HzNdCbhvNQ3ev7XwtZL4esK6yAuWch4jDybE8J8fyPdeNMeawGcpF23YYU8j0brIqZNxNi7ETxQwTJZ8ry02+fHWFK8tNJkp+qosqxhiTlqEcqt42mme6nKUZdsojZz2HvO92R/zXqSrnZ2q8tFAniBJWGiEF3+GhO8ZSXVgxxpg0DOUI/+xUkdMTBZphTKUd0gxjTk8UODvVu8v2/Fydiwu9h51cXGhwfq6+l901xphdMZQjfKCTfK+se2wumXBtpclstU0juD7VU8i4XFtpct+0HYJijDlchnKEf36uzqWlFuOlLKfHi4yXslxaam0auWd9tyfYAzSCmKzfO/9vjDGHwdAFfFXlhZkqy402i/U2S402zTAClJlKq+feyWJm07GHx8tZJm3R1hhzCA3VlM5qOdKFWpsX5xtrC7ajeZ9i1tsU3EcLmb55+KMFC/jGmMNnqAL+ajnSUtYj6wnLjYiVZkKcKFOlzKYdtJ1aFzmqrRjPEfK+y1Q5Z2mZxphDaaimdFbLjm6cl48TBdmmLKmsexhjzCGV5hGHp0Tk0yLyrIh8WUTek1Zbg1rdIVttRVRaMfmMx2g+w2jBX9tpu95CPWC+FjCS85ku5xjJ+czXAhasPLIx5hBKc4QfAT+tqq8G3gT8uIi8JsX2drRajjSME7KuEMYJiSaoKoU+ZY+rrQhFqbRCZqotKq0QRVM9oMAYY9KS5hGHV4Gr3a+rIvIscBL4Slpt7mS1HGkrjHj2agXPdUAURwRkc9njUtbl4nyDlXUnXI3mfR4+NbbXXTfGmFu2J3P4InKGzvm2n9+L9nYymvc31dIpZr2+ZY9VlWYQsdwIaAZR6qfKG2NMWlIP+CJSAj4M/KSqVvr8/aMi8riIPD43N5dqX1bTMh9/aQlHBAUS7eTbnxjNUWtvntKB68eW64brxhhzmKQa8EXEpxPsP6CqH+l3j6o+pqrnVPXc1NRUmt1ZS8uME2iGCeWcz0guQz7rUW3FREnv6D1KlEoropDxGCtkKGQ8Kq1o033GGHMYpJmlI8D7gGdV9dfSaudGrI7MXYeeKZ0gShjN+3hOb96l5wij+d5pnn73GWPMYZDmxqu3AD8IPCMiT3av/Q+q+qcptrmt1bTMQsbrKY987/ESt4/lGdkQ3EfyPmcmC1RbEc0wJu+7lHPepvuMMeYwSDNL57McsK1Kq2mZinbKIzRDbhv1uX0sz/GRzTtoJ4oZjpdzCG1Gcp0gn/ap8sYYk5ahKq1w/ZT4PPdMlYgSxXOEkbzf97T4/ThV3hhj0jJUAR9u/JT4vT5V3hhj0jJ0AX+VqtrI3RgzVIYy4K/m489V22vXpspZHrxj1IK+MebIGqpqmatW8/HXm6u2rSiaMeZIG8qAv9VOWdtBa4w5yoYy4K/m4w963RhjjoKhDPir+fjrWX69MeaoG8ohreXXG2OG0VAGfLD8emPM8BnKKR1jjBlGFvCNMWZIWMA3xpghYQHfGGOGhAV8Y4wZEnKQDuUWkTngpX3swiQwv4/tD8L6uDusj7vD+rg7bqWPd6rqQOfDHqiAv99E5HFVPbff/diO9XF3WB93h/Vxd+xVH21KxxhjhoQFfGOMGRIW8Hs9tt8dGID1cXdYH3eH9XF37EkfbQ7fGGOGhI3wjTFmSAx9wBeRUyLyaRF5VkS+LCLv2e8+bUVEXBH5GxH54/3uSz8iMiYiHxKR57q/z0f2u08bichPdf89f0lEPigiuf3uE4CI/EcRmRWRL627Ni4inxSRr3b/PHYA+/jvuv++nxaRj4rI2EHr47q/++cioiIyuR99W9ePvn0UkXeLyPPd/z5/JY22hz7gAxHw06r6auBNwI+LyGv2uU9beQ/w7H53Yhu/DnxcVV8FPMQB66uInAR+Ajinqg8ALvD9+9urNe8HvnPDtZ8FPqWq9wKf6n6/n97P5j5+EnhAVR8EXgB+bq87tcH72dxHROQU8O3Apb3uUB/vZ0MfReRbgHcAD6rqa4FfTaPhoQ/4qnpVVZ/ofl2lE6RO7m+vNhORO4C/C/z2fvelHxEZAb4JeB+Aqgaqury/verLA/Ii4gEF4JV97g8AqvoXwOKGy+8Afrf79e8C37OnndqgXx9V9ROquno26F8Bd+x5x3r70+/3CPA/Az8D7Pui5RZ9/G+BX1bVdvee2TTaHvqAv56InAFeB3x+f3vS13vp/Aeb7HdHtnA3MAf8Tnfa6bdFpLjfnVpPVa/QGTldAq4CK6r6if3t1bamVfUqdAYmwPF97s9OfgT4z/vdiY1E5O3AFVV9ar/7so37gL8lIp8XkT8XkTem0YgF/C4RKQEfBn5SVSv73Z/1ROS7gVlV/eJ+92UbHvB64DdV9XVAnf2fgujRnQN/B3AXcDtQFJEf2N9eHQ0i8i/pTI9+YL/7sp6IFIB/Cfyr/e7LDjzgGJ1p5X8B/CdJ4Qg+C/iAiPh0gv0HVPUj+92fPt4CvF1ELgK/D3yriPze/nZpk8vAZVVd/XT0ITpvAAfJtwEvquqcqobAR4A373OftjMjIicAun+m8jH/VonIDwHfDbxLD16e9z103uCf6v7/cwfwhIjctq+92uwy8BHt+Gs6n+R3fXF56AN+9130fcCzqvpr+92fflT151T1DlU9Q2eR8c9U9UCNTFX1GvCyiNzfvfRW4Cv72KV+LgFvEpFC99/7WzlgC8sb/BHwQ92vfwj4v/exL32JyHcC/z3wdlVt7Hd/NlLVZ1T1uKqe6f7/cxl4ffe/14PkD4FvBRCR+4AMKRR8G/qAT2f0/IN0Rs1Pdh/ftd+dOqTeDXxARJ4GHgb+zT73p0f308eHgCeAZ+j8938gdmGKyAeBzwH3i8hlEflR4JeBbxeRr9LJMPnlA9jH/wUoA5/s/r/zWwewjwfKFn38j8Dd3VTN3wd+KI1PS7bT1hhjhoSN8I0xZkhYwDfGmCFhAd8YY4aEBXxjjBkSFvCNMWZIWMA3ZgAi8pPdXZu38hrfs74wn4j8ooh82633zpjBWFqmMQPo7tI8p6rbboYREVdV4y3+7v3AH6vqh3a/h8bszEb45tARkT8UkS9264Y/2r3misj7u3XunxGRn+pe/4yIvFdE/rL7d1/fvV7s1iX/QrfY2zvWvc6vdl/j6W6N8p+gU3vn0yLy6T79uSgi/0pEPgt8n4j8WPd1nxKRD3d39r4ZeDvw77oblO7p9vcfdF/jrd1+PNPtV3ZPfplmqHj73QFjbsKPqOqiiOSBL4jIh4EzwMlunXuk9yCOoqq+WUS+ic6OxgfoFNT6M1X9ke69fy0i/y/wX9OpvfI6VY1EZLzb1n8HfMs2I/yWqn5jt+0JVf0P3a//J+BHVfU3ROSPWDfCX62NJZ1DWN4PvFVVXxCR/51Oudz37spvy5guG+Gbw+gnROQpOvXXTwH3AhfobE3/jW59l/UVTz8Ia3XIR7oB/juAnxWRJ4HPADngNJ0Ca7+1WuNdVfvVVu/n/1r39QMi8l9E5BngXcBrd3ju/XSKur3Q/f536ZwtYMyushG+OVRE5JvpBOVHVLUhIp8Bcqq6JCIPAW8Dfhz4h3Tqs8PmQy8UEODvq+rzG15f+tw/iPq6r98PfI+qPiUi/wT45h2eu+tlcI3px0b45rAZBZa6wf5VdOqHI51zSh1V/TDw8/SWZv6vuvd8I51DT1aA/wd492rNcRF5XffeTwD/VDonYiEi493rVTpFwgZRBq52y26/a931rV7jOeCMiJztfv+DwJ8P2JYxA7OAbw6bjwNetyLnL9GZ1oHOsZSf6U7RvJ/es1WXROQvgd8CVqsn/hLgA093KxT+Uvf6b9Mpo/x0d9roH3evPwb8536Ltn38PJ1T0z5JJ5iv+n3gX3QXZ+9ZvaiqLeCHgT/oTgMl3b4as6ssLdMcad0pn3+uqo/vd1+M2W82wjfGmCFhI3xjjBkSNsI3xpghYQHfGGOGhAV8Y4wZEhbwjTFmSFjAN8aYIWEB3xhjhsT/D1g0YbpbeCxyAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(data.aspect_ratio, data.imdb_score, lw=0, alpha=0.3)\n",
    "plt.xlabel('aspect ratio')\n",
    "plt.ylabel('imdb score');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# content rating"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "R            2118\n",
       "PG-13        1461\n",
       "PG            701\n",
       "Not Rated     116\n",
       "G             112\n",
       "Unrated        62\n",
       "Approved       55\n",
       "TV-14          30\n",
       "TV-MA          20\n",
       "TV-PG          13\n",
       "X              13\n",
       "TV-G           10\n",
       "Passed          9\n",
       "NC-17           7\n",
       "GP              6\n",
       "M               5\n",
       "TV-Y            1\n",
       "TV-Y7           1\n",
       "Name: content_rating, dtype: int64"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.content_rating.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "mp = {rat: ix for ix, rat in enumerate(data.content_rating.value_counts().index)}\n",
    "x = data.content_rating.dropna().apply(lambda rat: mp[rat])\n",
    "y = data[~data.content_rating.isnull()].imdb_score\n",
    "plt.scatter(x, y, lw=0, alpha=0.5)\n",
    "plt.xlabel('content rating code')\n",
    "plt.ylabel('imdb score');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Director"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(data.director_facebook_likes, data.imdb_score, lw=0, alpha=0.3)\n",
    "plt.xlabel('director facebook likes')\n",
    "plt.ylabel('imdb score');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "directors = data.director_name.unique()\n",
    "director_scores = {d: [] for d in directors}\n",
    "for ix, row in data.iterrows():\n",
    "    if type(row.director_name) == str:\n",
    "        director_scores[row.director_name].append(row.imdb_score)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "James Cameron [7.9, 7.7, 8.5, 7.2, 7.6, 8.4, 8.1]\n",
      "Gore Verbinski [7.1, 7.3, 6.5, 7.2, 8.1, 6.1, 6.6]\n",
      "Sam Mendes [6.8, 7.8, 7.7, 7.1, 7.3, 7.1, 8.4, 7.8]\n",
      "Christopher Nolan [8.5, 9.0, 8.6, 8.8, 8.3, 7.2, 8.5, 8.5]\n",
      "Doug Walker [7.1]\n",
      "Andrew Stanton [6.6, 8.4, 8.2]\n",
      "Sam Raimi [6.2, 7.3, 6.4, 7.3, 6.5, 6.4, 6.6, 7.5, 7.6, 6.2, 7.8, 6.4, 7.6]\n",
      "Nathan Greno [7.8]\n",
      "Joss Whedon [7.5, 8.1, 8.1, 8.0]\n",
      "David Yates [7.5, 6.6, 7.5, 6.6]\n"
     ]
    }
   ],
   "source": [
    "for d in directors[:10]:\n",
    "    print(d, director_scores[d])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "average director score is a good indicatin for rating"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# duration"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(data.duration, data.imdb_score, lw=0, alpha=0.3)\n",
    "plt.xlabel('duration (min)')\n",
    "plt.ylabel('imdb score');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# facenumber"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(data.facenumber_in_poster, data.imdb_score, lw=0, alpha=0.3)\n",
    "plt.xlim([0, 20])\n",
    "plt.xlabel('number of faces in the poster')\n",
    "plt.ylabel('imdb score');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# genres"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "a = data.genres.apply(lambda x: x.split('|') if not type(x) == float else []).values\n",
    "b = pd.Series(np.hstack(a)).value_counts()\n",
    "genres = b.keys()\n",
    "genre_scores = {g: [] for g in genres}\n",
    "for ix, row in data.iterrows():\n",
    "    if type(row.genres) == str:\n",
    "        for g in row.genres.split('|'):\n",
    "            genre_scores[g].append(row.imdb_score)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Drama', 'Comedy', 'Thriller', 'Action', 'Romance', 'Adventure',\n",
       "       'Crime', 'Sci-Fi', 'Fantasy', 'Horror', 'Family', 'Mystery',\n",
       "       'Biography', 'Animation', 'Music', 'War', 'History', 'Sport', 'Musical',\n",
       "       'Documentary', 'Western', 'Film-Noir', 'Short', 'News', 'Reality-TV',\n",
       "       'Game-Show'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "genres"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for g in genres:\n",
    "    plt.hist(genre_scores[g], bins=np.linspace(1,10,20))\n",
    "plt.title('genre score distributions');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# grosss"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(data.gross, data.imdb_score, lw=0, alpha=0.3)\n",
    "plt.xlabel('gross ($)')\n",
    "plt.ylabel('imdb score');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# language"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "English       4704\n",
       "French          73\n",
       "Spanish         40\n",
       "Hindi           28\n",
       "Mandarin        26\n",
       "German          19\n",
       "Japanese        18\n",
       "Russian         11\n",
       "Cantonese       11\n",
       "Italian         11\n",
       "Portuguese       8\n",
       "Korean           8\n",
       "Danish           5\n",
       "Swedish          5\n",
       "Arabic           5\n",
       "Hebrew           5\n",
       "Dutch            4\n",
       "Norwegian        4\n",
       "Polish           4\n",
       "Persian          4\n",
       "Thai             3\n",
       "Chinese          3\n",
       "None             2\n",
       "Zulu             2\n",
       "Aboriginal       2\n",
       "Indonesian       2\n",
       "Romanian         2\n",
       "Icelandic        2\n",
       "Dari             2\n",
       "Kazakh           1\n",
       "Slovenian        1\n",
       "Maya             1\n",
       "Czech            1\n",
       "Panjabi          1\n",
       "Aramaic          1\n",
       "Kannada          1\n",
       "Hungarian        1\n",
       "Greek            1\n",
       "Mongolian        1\n",
       "Bosnian          1\n",
       "Tamil            1\n",
       "Telugu           1\n",
       "Swahili          1\n",
       "Dzongkha         1\n",
       "Vietnamese       1\n",
       "Filipino         1\n",
       "Urdu             1\n",
       "Name: language, dtype: int64"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.language.value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# movie likes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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UaGMYFa7sU0lBVlqy0rCZ5CRZSa4tV1eGvHPBxfEXmiGe3PqwT4TVPlwasJkUdGoB7djnzkbKW+fa0yRfM/Jox/70GtiZ8POkcInhJOded8T6MEMbWBuOUAIQsJHkfHCny6gw1AKJtdCMfD53eRYp5UNe87N61pPrl/sjNzpyaQDAqWZIO/boj0q3yxnf6+JcjS+8c3ZPw/+o3cJcPdg9/zEXc30tnd5/8new289wGDsJay3v39rka9c3pi/lo951VVRs57DHJf6XwH+Os6PfBn7BWjt69FX7p3jE91aHJXN1HyFdCeWj9MskW8lcJ+cgkcJSi8bWU1jaccBLrZBBrslWnQcrgJF2tf/1UBEFihlfOePcCKdjEbcP3RBCMFcPuB95LDYjFsajFFcHOetJsSPJ9+nxgPfdPNbWuM7/rhLc642YrYcMs5JAKTbSAoF7WfRHJYGn2EwKLJAWhnvdEWdnag/F2J+1cWhyfX9U0ktLFluhC03VfEptGWYltdCfnn99LeHqypDXFpu73u9R5Y3b17o9/3G3K3fmQmJ/z5/hMBql1oY5H60Op2sAV5770cqWBlNFxVFyaJOzhBBngV8G3rXWvoHLlf78YT3vQe53U+5sjFDSlVs+CrPt/6W2aGsJFASeoBYqGqFPLVDM1AJeaga04rG0g3Aed+gpWpFP7CvaccCZdsxMPZh+wCdzb3vjQeyj0vBSO+byQp3WWIIZnJGaJPkuzddZaEbM1QMKbfjuvR4fLg8wxq12rh5wqhXhKcnpVsSpZkinFhB4LjyllCBQAgsM84JhXlJqd+3mNoPUSwtWBxkfrw65uZaMFUV3st3jnoQuPl4dsjrIdpw/OW8rHyGIfY9G4Lmff1SymeSkeTlOpmwNktntvpPyxu1Mdjvb15TkJUnu7n23u/UzbM+L7LZreNRO4mmZJNYfZKLBVFFx1Bx2eMcDYiFEAdSAuwd58wjYa9uwPshIc6eGGSgoHvN5szg7ZKwlEhZrBcYKGoGiNjH69YCV/ghPSuqB69t1E7ICPnNhhkvzjemglAf1djwlQLhY/Lsvz3BzLXloq/+gZ7vXAJhJSOStc23iQPG16+tcXqi7+PTAGfjZugsZXV1x15baUChLPfTojMNG1lpubSQUK85I9kYFa4N8GhZ5cF371Q/anoMAiHzJMC/ZTAvCwr14aoFisRmy2Ioeed+9yhu3r2l1kLPUc9caC4UuXBXVY4bRHEajVDPyHvr5gan0RkXFUXNonr619g7wPwM3gXtA11r7/x7kMx4VJ8oLjbaG0BPTcYWPQwKehMCbGBT3MmiEHoESLPVzhpmmFrjYvrWWUhti36MWKNdohcX3BL204MPlAcu9lG6a89HKkJVBRpKXzNR8Tm2TfwaYbwRYa6eerjGGr93Y4Js3N7i7mXBjfcD6MOPj1QFXV1zVkhCCV081eONMe2vHIF2PwEwtwFeSduxRaoMLm1sakcdLbffswJPk5VYh68QobfdIt+cRHjczdrbm43uCJC/dSw47zUvM1wPOdeLpdUmumWsEXFmoP/K+23c+25Ohk11Af+R2MLVAUQsUs+MSWl/JXXMh25ncw2LpjQqW+iN8TzBb8x86d79MxmZOfm5wMf3LC9VAnIrng0NzPYQQM8DPApeATeAfCiH+urX27z9w3heBLwJcuHDhwJ7fLyxhYQFD+qjg/zYs0Ah8mpEiKwVmPDxlZZBhLXgKtDZ005JRYdDGYilRcsi5mZjuqORUM+RcJ+ajlSH3u6nT5clLknzLw419xV954zTrSTGtPLmzkfL+LTf8xVpXmXNrI+Hbd3okeYmvJLVA0akF/NhmOo2DCyF482yLP/xBxtXlIVmp6SUKbV3fwCvzdVqRT2kM9cDj7XNtriw2acU+vXGseYJAcHG+xlwjZKYWPJH881w94Nt3euSFoeZ7zNedsfvUmRbd1PUZXJyvc687YjMt6MQ+P3llHinlU5V3TpqctLWkpebSglNWHZWGSwsNLs7Xma2Hj6zImfzu/ujDnDR3Qnh5Yfj2nd5TJ3OFEA+NzayqdyqeJw5zv/mXgY+ttSsAQoh/DPwbwA6jb639EvAlgHffffdA50Vl1qJzi97nXZUElGCmHk6914nmTq4N9dBnI3PdvUpK9xIwkJWWzVHJrJLc2UjpxAGtWKKN5dZmigCCsWZPkmtWBhnrSTFt0FkdZKwOtpK9/VHJ9bWE4ThWDVBoQ2lckjLTO9vM1pOC9aSYlkcCFKWll+ZEvuLsTG16buh5tGJ/b2OK4MIeCcf9JFaFELRin9bY023X3ED59WGOQHC2U+PseIRxuxY89r6PQgi31vVtv7tJmezLc/V9JU3Xk4JCWxa37byeNZnrKoYiFprR40+uqPiEObTwDi6s8xNCiJpwLs7nge8e4vMeoigNepfE5F4IIJDCDUcRTjGz0AZj7bS6Jys1+biOH1wYwVeS1UHOSi/j5nrC+7c3uLORILB4UlCYLSNdCxRKCvqjEmMM37/f45986w4f3N6km+ZY7DQRaIwrtUwLTS8t6KUF7UgRKrEj8XlzLZm+HCaEEpa6I75zr8vdjQSjNe3Yn1b0gAtFzDcCumnOtZUB11YHeMqFN3ZLrM7WfHwlWOqNpknp7YlVay29tGCpN6Kb5HSTnO/e62GtZb6xM7SxPeTyqITt45iElJb6boCNxT6Rls1hJHMrKp5nDs3Tt9Z+VQjxu8A3cH1U32Ts0X9SLDQ8lJT0RrtV6j9MqOCnX5llWMJgVKKNISmcWFsjkGwkTo5BCoEnBUpJ6oEiKw1Fabi6MiDJNZtJwUrfNWOdbobkxil2Bp4bzlILPOqB5B99/TZ/dn2DjSRnMyn4i7s9fvzSDHNjD3OhETLMNFlh0NaM+wEKFhrBjsRnb1SwOsinwm3GaL52ozt9Efxg1KeflfyHuwxssdZyaz1ldZAReBJhoR17CMSO3cfEaOfaEAeKtNDM+QFvnm0hhKARKq6vbesQHq/tJy7PkhWG+UbA2+fbu5afPq0ejbV2GlKKPUWaa+bqW2vaD5XqZcVJ41D/ZVtrfxX41cN8xl4IXFOQtYKP1/bXGiClxAiBxLjkXuaGs4AbxYi1KCkIx8Zbj0cqCgHdNKOXuhDL2jBDSYExhh850yIMPHqpM8Dt2OfSfI2PVod89fo6m0mBP75ndyytMNcIuThX437XDXnxlSCSHqEnKQzcXE9ICjvV3AEn72CMxVeC62sJa8OcuYaPLyW5dgNdrq0m/OSrC8zWfFb6I759p8u3bmwyyEpX0SMEvVHJB7d7NENvGqIBXOxfQCvyp//lpeHqyhBfSfJS7yiVnAyHn7A6yDk3W+PS/NZUsx1/X0+hR7NbSKnQdho62w+V6mXFSeOFdWfG6ggYs79tusDF5//8To+0cNo9pXYSBgLIS00YKDzpxie2ah7dtKQWKEaF5n5vRFaYcbjHomSG7wneONvmjXMdbq2nIOBcJ+Lu5oivfrzO6iBjMNKEnqQVeRTGEviSS/MNPn2+zW/96xtcmI3JtUUbQxx41H3Jv762RisOATstVTzVDGjXfIbjl1AzVFgDQkGn5hK5caB482yLD253+dr1DW6sD7m9nlJow5l25OLaQrCZ5nhS7DD6aaGnRh+cbPX11YTlXsZiK2KpPwIBl+Zr3N50P2vsK0aFoT0u2jnoQSEHoe9TqV5WnDQOM6Z/pCgl8D1FP3tQW3N3hAAhXcI0LTSFcaES99l3TU7GgBICpCTwPHylmG9EKKkIlYe2YKxAGxcCSnNDYWGhGfHOyzO8c2EGKV38vxMH+GP5gaw0FMYSeopLc3UuzNWQUvKpsy2accBcI+RUK6YZ+RQWGpHzQicedZLrsdSCBwhenmvgewqEk4kQQD3w+ZGzbdYTV7HTTQtCT+Ip4cJGaTHNJXTi4KFa89hXO45NumAnx2Jf0UtLBILzMzVi363lcbXyz8JBhWb2KgutqHgReWGNvjGW5b6rkd8XFgLpwjjauKla2tqxVowbdDJRxgw9QV5qaoGHFHa8SzBIBMYaFyaylnbkkeUlH60M+MFSn2vLfd6/ucH7tza4vT5AYkmynM0kY6WbUpYlvTTng1ubLPdS3jnX4qW2k1fIxuGTM+2It882acc+2bYa+8CT00qj062A0+OmpzQvWeqN6MQ+75xr7egYjX1FJ/Zd2Ei7nEE79nnrXIvLCzvDMJcX6lzeFppJi63EMDDVCkoLPf3z9u8fZMhkkmTupQX+OKk9oQrNVFQ8mhc2vFMaWBsUWLNPTx8nqZAUrlJHCTAIJBaEQEhBp+ax2IoJxrNzl3spaTFW5/QUXmlphIpG5PHqqQb1wGNtUPD7311mM8kZjAo+Wh1O48ejwg1zFwJ6xpKtJ/QzzXfvD/jDH4R86kyLz16cYbbuYs5XFht8/vV5/vzugItzisATfLg0IPAkVxYaYw81oxEF/LU3F/m99+9ypzviXCemHSt+7/37/PRr89u8b8HpdkQr9miEPp+5MMMbZ1s7tHi2hzy2H7swV+PG6nArGTuu8X95ro6vJJ8+v7du0LPwYPeuxYXEzs/UaMV+FZqpqHgML6zRt7ixh/ss3AFcvb3naYxxcXFr3AtAGEvoSzwlKY2h7XucavoURUl/lKKNwWiN77ndQeRJIk+Sa8NKP+V+P8eXgjubKb1RibaWrDDOewdmYp/+qGSYayyC2Jfc3jTk2vKjL3c43Y5o15y2z0Qdc6WfcaYTk5fOy53E3y/O1WhGHnc3R0ipeH2xxammC1lcX0t4Mym4PO6CdaJggpfatV1VIHdLrE6O2XESe3sC9FQz4tVTjek9XDVRvqNEFB5+mUwmge0nrv5g965AUJT2kb0HFRUVW7ywRh9cNU65q7Dyw2hcN+fkLaGEAOXi8wBauxr0ie7+/W5GWhoGmSbyJUnudgWehGFWcmNtSKAktzZSpHD5gFFRIqQgVBJtoLAGiRNAczpBsGZdOOp0M2SQudGKapv0cOwr/r0fWZx28z7oUc/WfNaTgs1kmcWW05/ZbjyX+xk/eWXedYyOk8vnZ568Y/RxCdDd9HQmZZ/bS0EXmiFvnm3x7Tu9fUkcH0TytqLiJPPCGn0FBErBPo0+jEP2UlBqi5ISKUAKgTaW0lqkkIDAWlgb5AxyPRVqU1IgrERJRRx4DDKNpyyekm4AOy5X4AlX3x8D1iryUjvBTuG0aqRwid1MWzzptHHiYMvop7ne0c07YWGbOvF8I+Tt8x1u7DI4frEVHVjH6KPKLHfT09le9jlhpZ9xdWW4b4njqq6+ouLZeGE/KSVQmieI7QClhkHq5uN6CqwV02SuwHXIKuEhpWBUaieNoF0Dl7W4ip9xt25WagZ5iQAiX+GN9feVdJLHUiosLo/gunvdy8VXEiUEoRLM1n2Mwb1VhNjRUTvR6X9watTE476yUOfiXO0hhc4rC7vXyR80u3nkD5Z9TpjIK+92jweNflVXX1HxbLywRl/ivPRAQr6/XC5m/B/GXSPHo1fGkR58JaiFkpnYnzZmTYz4MHfVO56EbuLGNCrpBrK48kjFKws1Qk/he4pL8zU6UUBhNFeXE0JfYIwlKTRJbvjspVlOtyO+c6+PtnBlvjZV0myEavepUfM1BFuTor7wzlmurgxZ6o32NZ7wINnN8459tWMu8ITFVsTNXXYlu92jqquvqHg2Xlijb3BhktCDfJ9Vm7vdYzwrBQtkRUle+KwNRoxKN0M3UJJAWiSCyHcJ3M0ixxiDlGo6VF1gGI40sibxgXMzNc52Ym5vJMRhxqgwnGqEzAq3w3htsQkCmqHHnc0UXzoRsVdONbDWcm1lQFpoSm3GZalOz6cV7ZwU9dpi86HJVE87F3av67YfrweSjcTp76R5SejJ6YtmUgb6YEz/ykL9oaTwg977bs+uYvgVFU/OC2v0gamc8bNgcYM5lIBcQ2+Uc39gyQunUe+NwxUXZyPmmxHN2OP9W5vkpSvFLK2bxCW0YD3NGWmLr0q+e6/HxytDrq4Mx3r/grww/NjlGc53YoQQfLw65G43pZsW5MYgleTyQp33rm9MJZE3k5ysNFujCcehk70Sm087F3av67YnYY01/Om1dQZZyWIzBAFzjYCffnWBdi14ZPWDOYneAAAgAElEQVTOkyaFn3WWbUXFSeWFNvrw6Nm4+2UyaNyMDb92A7nckBUh0VbgeR5nZ2vM1gM+WklY6ef4nkRpSaELrJgkll3X7+ogp9BuqHqn5hOOpZfz0jLMXaDpfm9EkhsCT7HQCCm15YM7vemoQXBNWRuJ66bdT/fr086F3eu67UnYe90Ry+M/p4UmHvcpaMuOe++W/H3SpPCzyh9XVJxUXnijfxBoC8K6rtusADvu2tXaUkiDFG4c4XBUstYfIbEESroh61iUkHhSUA8Vxjrp5qzUdJMSpQRZoclLgwC6qRtXuJEU06lWk8ErAJtpzlwtoB37UxmEWqAI9jEpCvYueZxIJe81+GOv67YnYbfP3s1KQxw4Ubj3b20yWw+eOvZelWlWVBwcL7TR94Qz2M8a5HHlluBLQW4Nhd4apYgGOyq530sRWAJPMcw1MzWf0FcUxhBKQeB7dOoBszWfQaYZFZoNCpLUSTEr4QatnOnE1ALFK6caDPKS0B+NDb4zlp04oBZ4LLa8qaTC5fk6b5xrE3jqsTH63XYAFsvNtSEfLg/HDVtODXR7w9ZeO4ftSdjONoG2wJMs9TKSXHNhpuRbNzefOiRTlWlWVBwcL6z2DrhYvHdAIV9Xj2+x2t13e9iotLDSy1gd5hTaEPoKjTOcL8/UWGzHtGPfzV61Lrzz8lzMqXqAlJAVGm3dQJZTzYBCW2brAT/28gzNyB+LoZW0Ym+qizORE15sRVwZJ2v3Ixi228CSwJPbOnQd3fEoxckEsb0GnVxZqE+Pv9SOONUMp5LKSa451QynM3m3z9N9Ep5lyEpFRcVOXmhXScO+RyXuh9I6g/8gFqf1c787Isk1MzWnUhl4EiGd0mQrUtxcH2GM5dJCnVFhmW+G1CKfu92Udhxwea7GQtM1T/VHJUIIzndi5+lbeO1Ug7fPOc/7aUsWd0ua9tKC2xvpQ+emhZ6GUB6VbN1+/NPnO2wkBR/c7vLybMlL7WhHmejThGSqMs2KioPjMAejvw78g22HLgP/vbX27x3WMw+TSemmkCDHMX47+cZYfdMChbaMSuftB56i0IbTbeeRxoFHVmqy0hIHko3E0o59QLDYCqkF3nTGbWksq4N8OmPWHWNHN+6zzHB98PoHpZQnx7aHUPZKtj54/FQrZq4R8q2bmw/d82lDMk8zZKWiouJhDnNc4veBTwMIIRRwB/jyYT3vk2BSty+F8/gNzvgLnOyDNpZCa0Y5NALF6iBz7wRjKLTFGkNWaO52E860Y2q+k3qYb3isDzJu5QlpXvCXrsyjhAsn9UduOLo2bmrXzbWdpY+9tKA0djr05EEPeLf69sm1k2OzNZ/L83XWBjmbSU5aaEJPMVsfh6Segv12zj5tz8BuHOS9KipeVD6p8M7ngWvW2huf0PMOnEC57lqLnerWp4UB6yQbJt8zBgoDxhq6aYExlu8vDenEitubLvxzphOz3M9ohR4/8yOn+H++vcT1tYRCG5b7GUu9jC985gwfr7qZs8v9bDp+MA4U48ez0s+mc2nbsc/F+RqnmtE0WfokomdvnWtzphPxL7+/wmZSMN8IKIybQfs0ydf9hGQOsv6+quWvqNgfn5TR/3ngdz6hZ01Rwnni+xuYuDcSp5mDcFK+SgqUBCEUCI0xLmYtEAgpnUCbtsw1ArppznJ/xGYCaW5oxj7NUIGQKCW528tZGuR4ykk3A9zvZXz95ia+UtPpWNZaskKzMsgYZJpG4NQzJ8nXbupUNwUuWTpb8/najQ2+cm2NTuxPY+t7iZ6tJwVSSubqIXP1cMf3nrYe/nEhmYOsvz8utfzVbqTiqDl0oy+ECIB/H/hv9vj+F4EvAly4cOFAn/3qQsxKP2ctfTLhNRirdHrgKYmw4HsSi3DDVaxBSUU7UmNxNTt9EWgDo1KTa4MQAmMFAktSGmJfcWEmplMPCDxXe//9+wNK/XBR6b1uxjsvd4gDRV4aeiMn6zxJuDZDn7OdnSqZk47cbpLzB99b5lu3N9kYupfCqWbI5y7P7il6tlct/OR7h2E4D7L+/jjU8le7kYrngU+iZPNngG9Ya5d2+6a19kvW2nette8uLCwc6INbtYgoePL3mgCCQFIPfULPI/AVnVpAI/SIAw+lFJGvUEoyWw+JfEXoK9px4BK4SqKkE1orjaUWepxuxoS+YqQtoa+oBR5CCH7opebUw9/OS+2Imu+x0AgJPae/D4LQk4SeJCs1+oFSokkydnWYc30tIfS27rvcz7jXHT0063ZCM/I+8Xr4g3zecajlf9RupKLik+KTMPr/CUcQ2gFY6qYY/eTBHSlcI5brtNUYY7DGEHiukzYvNP2scIJiysX7s9J11RpjqQVyOkxF4Dpqz3Yi5uoB5Vh6AZzU8c++dZpPnW4SKOGGsucl9UDxQ6cbzNZ9GqEr/YStztzFVsTpVoSSYlz9w1R2eaEZkm2bgTupmQfL3e6IyJfM1gPstk6DSYL1k66HP8jnHYda/kftRioqPikO1Q0SQtSAfwf4xcN8zl5003zH8PD9MhtLriw2KY1lc5gzLDSboxKtLUJYksIQeJJcCFaTAl9A5Mmx/o0kUoowUNTHnvl8I+R0O+J0O6IWeLw8X+e1xeZU6viXP3+Ff/DebT643SUrDTM1n3u9zO0gAsXnf+gUf3Gvh5KCmj/2yIVT3XR6/Durdz5cHgAbTEpBk1xzbzOlFXn4SlKUbv3nZx+eK/tJ1sMfZP39cajlPw67kYoXn0P912atTYC5w3zGo8hLQ/aETpTEDUTfGI5Ii/GAdAN5oSntZLqVq4wxFrLCYD1JO/ZZGxYkuaFnSs4HEXO1gNK6AehpbjjdjnhtscG5mZi1JOePr6acbsd0Yo9TrYhPnbF8uDxASkEvLehnmpaQvPxSHd9TLPdH9Ecly4OMczPxnvr4OweoCISA0+14x/zaQj/bXNmnSUjudc1B1d8/77X81QCYiueBF9rFSJ5i12yAXqrZTDXWuslWdjzG0FqLlKCkHBt9S2ksQls204LBqCAvLQbLtZWEhabm7IzzpmcbPq8u1slLzW9/9RbL/YxaoFgcyxZ4SnBzPWUjcYnXWqA43Y5oRU6r582zLf7ow5w0d2qaeWH2LKeUUu4YoFKUbsLXgy+IB5Oc+000Pk1CskpiHo/dSMWLzwtt9J8WORZqs+C08IWryvGkE0XTxqKUU870lKQ0htIILCAVWO26Z0eFQRtLp+bTjHw2hiX9rJjKDye5Ji0060kOFqJgK8Ga5JpJUU8z8lhPCgptWWxtVew8qiRRSjkdoLI6yPbVHbvfssenKY88LiWVh83zvhupePF5oQXXnpbSbKloauvCOxORtUA6vQWJ815LbTDaMMpLrLVgrZuna81YGtkSeBIlBUlecrc7YpgVZOW49r40iLGEwzTxai1KuAEpvieYrflPlAS01rI6yPhoZcAPlvp0kxxfuZDUhN3CCvt9xtMkJKskZkXF88EL7ekLIFLwJGX6AifUth2DM/KNQFIPFVIJGoHHIHMzcnPjNPaVsFhjAYuUCoQlKy2vzDtVzFvrKf20YJBpQBN6ktOtCCHhfCemFQecboXc2kgZZiWdmj8N45x5oCZ/woPe+iSMstwfcX11q1v35TlXMnp+5uHk7V732uv40yQkqyRmRcXzwQvt6UfqYQP+KCYaOnt+Xwh8T4EVJLkZD0wXCCEJPIW1AmsFAoEvBZGnyErNjbUETwqMdYNS4kCyXZz59cUm52dirq8O+XBpQC8tuDBb48x4bOIkLDIpSbTW0ksLCm2c3PM2D34SRumPyh3duoORpii3kre7xZH3W/b4NOWRx6GksqLiJPBYN2tcdvlfARestX9DCPEq8Lq19v869NU9I83YZ31YPP7EMbEHWCh3eVO4UI+gmxRo6zpwC21JcuftO6Pu5BriyCdUgsBz5ZG3NhLy0rA+zGlGPhdmakghmGsEvHWuQztW/NMP7nNnI6U7KsBC6EsuzdcRY6GdQaZ561yb1UHGe9c3QICnBO/f6u5IiE7CJWmx84dIC00r9h/ZobrfROPTJCSrJGZFxfPBfjz93wQy4HPjr28D/8OhregAKbQl8ve3mZGAUgqkU76cSClP8JWTZLCAFILId+9LY+20W1ZJSeh5RJ6iHvpuiIuSCCHojUqSwu0OZuoh7VrAhbk652Zr/PndPiv9nMBTtCN33Z3NEfe6W6MIm5Hr4BVC4CtJK/IR4xVu7+qchEse7LqdfP24cMok0fi4gSz7Pe9Zr6moqDhY9mMRX7HW/hpQAFhrU3baw+cWY6EePCpgs+1cQGuNNWaaxJ0ETQTOgy+1Jiu1G20oLbl2GjvaaoQ1xL7rxLXWTn9DtcAlZ6Vwf97eLBb7Ck+K6WxZay3GGJKs4M5GwtXlAcaaHWGQ/qjEYumNCpb6I3qjAoudeviTMEoz8ly3rnWNW0le4ivx1FLJFRUVLwb7yaLlQoiYycwQIV7Bef7PPaG0RJ4cN1w9nqQcV+U8eB/l5r8WxtXl56VmpdBgxTgPIAh8RSvyaEUBQrlynLm65JWFOlIKrIVOTXGqGeIpSewr3r04gxCCTuxjrWUzybjbzchyje9JPl4bcmmjzud/6NTUK26EapqgndCOfT59vgNsD6PEXJ6v8517PbppQS3wyPXetf0VFRUng/0Y/V8F/hlwXgjx28BfAv7Tw1zUQdGohSjsEw1Gn5wrADGeilUaKEpDHPoIW5IWoI3B9zyUcl27w9wpXJ6diSgM9EeFG5sYKHwlyQqNr+RU4nihuVWr/dbZNt+91+fG2pCs0Cgl6dR8WqHH1aUB/+rDVd4619l30nMSRgGIfY/Y3/prPom18RUVFVs80ugL5w5+D/gC8BM4W/gr1trVT2Btz8xczSMvnlxWGSaD0LfiX6PSUotgth6wOswZ5RAo58GPSo1AYLD0s5JTjZBG6LHYDPCUk2iohe5XrS185nx7R0z70xdm0NYyyjU31hOaoUcjVHRHJUmh+fadLsYwDdtcnKvRH5VjrR830nCQaRaaO3+G4yA3XFFR8cnySKNvrbVCiP/TWvujwP/9Ca3pwIgCn8302Zp/5LhKJvAEUrgOXF9JcmHwpJM49pR0PQG+YiMpWWjGzNUDZhoBK/2cM6FPK96KpU8Sstu/vjjf4DMvdyjGcslulq6hFvh0xteu9DPi8fCUVrzznrslaKva+IqKigfZTyL3K0KIzx76Sg4Do0mz/Zds7oa1EHmCQEm0dtU3rUjRjD0mdltJ16w1ka8f5K4hamus4s7dxm4e+GzN58JMTOAJ1gcZS70UbQxnOhEvtbcaszwpWGiGO5K5k67d3e7pe2JHwreqja+oONnsx+X7t4FfFELcAIa4EI+11r51qCs7AEalIfQV48KjfdEJAaHojfTYexdIJREImrHHp891eKkTESnBd+4P+M69Hu3Ipx171CPXF/D6YsuFYLISyB4qn9yti/bbd3oU2uArQWEMgaeo7TLspBX7XJyrPVZ8bXLPvDDEniLNNXP1gDfPtqokbkXFCWY/Rv9nDn0Vh4S2Yupt7xeLJPQUrQinU68EWWHQEhqlR+hLPvVSC4DA9/CUZHWQIaSL3Z9tR5xuhSwPMkIlmKv5JLnz7JuRx3wjYLU/4k+vraK1nb4Abm2krA0zNoYFi03n2SspWB0U3OuOONupTb30tWH+WPG1SWfu9lBQoS3rSVHF8ysqTjCPNfrW2htCiLeBnxof+iNr7fuHu6yDYTAqGOT7T+R6wildzjdCRkXJZlqSZBo9rp9fGWT8+e0epbGc6bi4fafmE3huoPhM3SfyJFiwxnK7l1ELJK3AJy01M8rnB0t93ruxwZ0NJ6PsSUE9UCglkFKQZJrIV3TGhjr0JLXA49MXOtMO1v0kaKskbkVFxW48NqYvhPgV4LeBU+P//r4Q4pf2c3MhREcI8btCiO8JIb4rhPjc4686ODJt8aXaV+JCChcvPztTZ64R0gh9p5UvmMbuLZCWmjubI5Z6GcNc4ys3G/fCXI1m5HNrY4QQglrgURrrwkRCsNiMuLme8P6tLptJwTDXFNrQz0o2kpxhpim16wPISkOuDaEniQOPt893dlT77CdBWyVxKyoqdmM/FuA/A37cWjsEEEL8HeBPgf91H9f+OvDPrLX/kRAiAGpPvdKnwBrD2ZmY1X7K8HFFPNZV6RhdMipAWI0ZN2NZnNZOoCTGuoEkeWmmnbRYy0o/Y1Rq0rychnPSvCQrDSt9N+JwMy0Y5CWFMdOh5sZatHVefqAkBE4+wpOC2FdcnKtxZaG+Y6n7mcD0uHOeZvJVRUXF8Wc/Rv9BtWHNPmQYhBAt4KcZN3JZa3Mgf/IlPj2f/+FF3n25w/+4mjAa5OgHW23HeIBS0Agl93o51mYgBBLrZBVwJZuNQNIMXe194Ek6sc9KL2Opn5GOVdru9zIa45r8+z1ncEN/hBSCduTTCDzSsUgbOB2f0JPM1nxOtSLOz8YYCxdmarz+UmvXkYj7ES971DnVFKuKipPLfoz+bwJfFUJ8efz1fwD8xj6uuwysAL85zgl8HdfYNXyqlT4Fn399nqurCWmhp9OwtiNw07Am0gu5htBzU7JGuSYOPZQ2GOuOGQRnOiGNyKcZekgBuXaDUkIl2EhKitJwY3VI4AnSogQLxgR005wffXmGWqD42vV1hllJXhpiX7DQCJipB1ycr3Nprs6pVsQbZ5pcW034k2trLLaih4z/fiYw7XXO46ZYVbuAiooXl/0kcv+uEOIPgJ/E2clfsNZ+c5/3fgf4JWvtV4UQvw78beC/236SEOKLwBcBLly48GSrfwy/9ZWbZKUhLQzlLloMEjcVy0qwBoZ5ibUeUgo8T9CKPLRxjVK+J1loBCy2It59eYaNtGRUGmbrAaEnuLM5ojcqCaTgo7Uho0JzruMkF+51R7y+2OTCbI1/87UF3j7f4QdL/Wn1Tns8TtFXklbsMxN7fPmbd8eDzR0X52p84Z2zuw5Cf1IeleSdqwfVLqCi4gVmP3r6PwH8hbX2G+Ovm0KIH7fWfvUxl94Gbm8773dxRn8H1tovAV8CePfdd/cIwDwd11ZT6oHECmfgt8eoJEyTtEIINwsXSaktvhBI4ZKoSa6Zb0b4SvLqYoOstNzadCWUbSD2FF9bS+iPSkJPkZcabSy5tpRW0Bzr3vSzEm3d7NrXT7d4/XRrz3X/YKm/w+ADXF9LuLoy5LXF5h5X7Z9HJXmrWbYVFS82+3Eb/3dgsO3r4fjYI7HW3gduCSFeHx/6PPCdJ17hM7AxzOiPChQPq2waxsPPrZt+JSUIXNIWYxBY7nVTummB1iXtyGOm5pNtT+CyZUAL455QaIOSrhqoPyqwxpCVmjTX7mv7+PfaUm/02OPWWlb6I75xY4Nv3NxgpT/a173h0VOsqlm2FRUvNvtK5Npt1sRaa4QQ+637+yXgt8eVOx8Bv/AUa3xqCq0Z5hJt7UNyyRO0BWEMzVBRWjf43FNiLKEMeakRWF471UTgkq6dB3R0Xl9sIoRACii1cdo6uGqcjbSkHihiX43HJsrHhkq2N13tdtxay/u3Nvna9Y2pxHI79vnsxRnePt95bBjmUUneqtSzouLFZj+f5I+EEL/Mlnf/N3EG/LFYa78FvPuUa3tmpBTTxOxuTF4ELm5viH2FwEkpK6mIhMUYS1pYrq+nhL7HbD0gUJJuktOKfYQQvH2+TT1UfG+p7waseJJaAL4SpIVmoRFwuhPRjLyHQiXWWlYHGbc2UrBwfjbmlfkaF+dqD8X0J6Wba8Ocj1aGOzT1u2nBR6tDzs3W9hWG2SvJu59y0IqKiuPLfoz+fwH8L8B/i7OTv8848fq8o7VlmJs9vfwJBjDG1eKPSos2msC3WONq9wE20wKDywHc2UzxlOS1UPHZi7PMN0LePt/hD76/wr/4zhLtOCD0Bfe6GYFv+NSZlpt3O650nXTFPspj/7nPnOHaasJSb/RQ9c5EVvlB0kI/c8dtNcu2ouLFZj/VO8vAz38Cazl4hJw2QXmAEW6E4kOnAX6gCHwPgybJDUXpyjndqERJM/JQUoJwhrfUllFhpjLJQgjOzdaY22Zwz0rJUi8jDrypwYetUMnaMOej1V089hXnsb+22Nw1cduMvIdE3ICptv6zsp9y0IqKiuPJfmQYfk0I0RJC+EKI3xdCrAoh/vonsbhnxRoD1k22Ape03c7EDFugKDTJKKfmSyJfoa2mGMswtCLFYjPkQe22iWft7m3pjwq0MaR5CdYS+248opJMpZALbbDWjs9/tMe+F3P1gMsLdTcDd0w79rk8X6/CMBUVFY9kP27hv2ut/a+FED+HK8P8j4F/Cfz9Q13ZAeBJQStSCFwJpdF2avgn9ns8EZGsBCktDSD2BO0oQirJS82Q1xYbWATiAas/8awnHa43VhPXaStAW8uVUw2akcfLc3U+Whk6qQcpeP9Wl4VmyJlO9FQeu8sjdDg7E3NrPQUB52fiHfo8FRUVFbuxH6M/cSf/KvA71tr142JYQt81OyWFxmrrPH67s3xTMAnhuK8LY/GV4txsDSkEZ9oxke8x1wwotWWpn5GVhvlGyKX52lTqeKWfuUarOGCi3y+EYLEVM1sPuLWe4sdbG6uVfsaZTsTl+Tprg3xHTP/yQp2Z2OMHS33ubaZk2hBIQRx6zNcD2rVgnHCNWGjuXulTUVFRsRv7Mfr/VAjxPSAF/qYQYgHYvZD8OUMgaMcBxsJSP2OUazxpKUpn+KUAX7k4f6Akoa+oBx5SuhBLOw4Y5CWnWhE/dWWeO5sjLAIszDeCHYlZGI893Da/9uJcnbfOtR9qtJowyPSWx76teme25vPlb97l49UB37s/oJvmCJxcw2I75nOXZ1lsx1WXbEVFxROzn0Tu3x4ra/astVoIkQA/e/hLe3YCX1ELPHJt8ZMCfFeOadFY6zz6wBNkpcH33Lmt2KebFsS+R+g5bf3SWNbTktLAKwuN6f1XBzlrw3xHKGb70JILc7XH1r4LIR7y2CcduRvDgm5aUGrLICuoBYrlfsa97ggpZdUlW1FR8cTsS8jFWrthrdXjPw/H3bbPPY1AcnmhxvmZCK0taaHJSw3W4ksxTvA6f10bDViEsLQjj0agqI2bqlqRx0pvxFJvRDfJ6SY5S70RvbSglxa7drjONwKMMXzjxgY31oZOrXNbJvlRte+TztvBWKK5tC4gNUn6TjqCqy7ZioqKJ+WFbbP0gddON4l9Rd8J5CMQGCxSQBxIfE8RKIU2CiUFp1ohc/WQyJe8da6D70liX7E2zFkbFs7wj5uWTjVd0nSuGXBpvr6jtr0RKm6vJ/zet+5NY/Wt2OO1sehaK/YfWfs+6bxtBO6vxxMSMNOk76QjuOqSraioeFJeWKvhSWhGAWtJyb1uTuR7GFtSlmNJBqmoBT6+cuGdTi2gFQecbkcMRiXDrMTXiuXuCCEFF2djNoY5yXj8YlpoXmrHZHnJn11fJy/NtIlqPSn4eDXZUX/fS0vWhzlvnG0/NiRzZaHOxbka1hrasc9mkjuNfmtphh6nW2HVJVtRUfFU7MvoCyG+gJNWtsAfW2u//JhLjpxsWzdt6EtmhE/sK1dDL1yt++lWzHI/w1iX1N1MCjwhaESKa6tD6qHHKNcIAfXQY67h089CsrGBf3k24k8/2qDQ7qUBTi7hMxc6z9QxK6XkC++c5erKkM9uJHx/eUAyKgnHpZxR6PHm2VaVxK2oqHhi9iOt/L8BV4DfGR/6RSHEX7bW/q1DXdkzIoB66FMPFa0oYZhrPLVVrHmuU6NTCxhNhfadAU0KTVJozs3EdOKAVJXc72Us9UZcmK0R+x6xDwuNkHu9jOV+xunWlhG/vpZwfu7/b+/egyO7qwOPf8/td+stTY889sxYHo+fccbDMMY2ZrMORRwgVIoQshg7YAgVZ1lCkdplN3HIBpNa/kiysBtqN2AnEMxjF0hhk2SLxDg2xkASPzD2eJzxY7DH+KmRNB49Wv2+Z/+4v5Zamm5Nd6tb0pXOp0ql1q9v33v6Ts/R1e/+fueXXvWMWc/zOH+0j+Ge+ClrAZTKyon5kt3ENca0rJkM9G+BS6qVNkXkNuCxrkbVARGBHf1xfubMAfKFMg8/P42qBmPyI8JQOkqxXCERCQqzTeeCLhRVIRULyihDkKjT8QiFsk/Ek4VZsH3JKM+fnF+42VurUKqwJ9PDVHbZ+Ps2ZsyuVOrYkr4xplXNJP0ngd3Ac+7nXcChrkXUIedvT3L5uRnO297LpbsGeeDYCf7xX8eZmAtKLUxlS5R9n4nZAqWKkoh6RD2hNxnjsrOHODHvkq0Io30JMv1JLt4xwK7hFBCMse9Px/h+aSKowlbjjIEU523v7ciMWSt1bIzppIaZQ0T+jqAPfwA4IiIPuJ8vB/5pbcJr39hID1FPmMoWGU7HGOlNkulPkiv65EtlTubKzOVLzBTKDCajxGNRBtPBwuUjvQkqKotX6ek4l+4cWFKrPtMHZw+neH5qvm4J5Hrj79thpY6NMZ200uXif1+zKLrguRM5npnIoijT8yVyxTKPPn+S4zN5JuaKFEs+ZV8BJR7xGOrxGEjFGB1IMtQT5/V7t532Kr32hmu9EsidYKWOjTGd1DDpq+r3VrtzETkGzBIsT1tW1TVbUOWV2cUJTMem5knFvIVyyIVSpabGvrjkLwykY4BwxkCq6av06g3XTqxd24iVOjbGdMpK3Tuz0Hj9EVVtvLL3Uj+vqpOtBrZa2XyJ8dk8c4Uyqj7TuTKeQL4ULFwuIsSjQtTziIigrhTy2Eiac7elmZjNL6mHYxUsjTGbwUpX+n0AIvJHwCvAlwnGNV4PdO+ytkN6ElFeejVHrljmuRM5Mn3Bot9RT/BcPZy+ZIxztqVBhMvGhjg4NsK529I89uJM2+vPGmPMRtbMEJBfVNXLa37+rIjcD/xJE69V4DsiosAtqvkWmOcAABj8SURBVHprO0G2Y1uPtzhBSpV8qUK+7C+UW+6JR+hJRBlKJ7j4zH7eceAsPM9jcq5QZzWrIo++cBJfYfdIekmfuqpaf7sxJjSaSfoVEbke+BpBEn83QR99M65S1ZdEZDtwl4g8oar31W4gIjfi1tzdvXt385GfxtR8hd64RzoeYyZfZrZQpj8ZxdcoOwY8dg6l6EvF2LdzkKvPz6yw/qwyPlMIZut6HieyRTJ9CfbtHADg0AvTp4yssZLHxpiNqplhJtcB/w4Yd1+/5tpOS1Vfct+PA3cAr6uzza2qelBVD2YymWbjPq1sSSn7kIpHyJV8RnoS9CRi9CVjRCMRdg/3cMmZg+zbObhktM3y9WdzpQrzxQpxV3wNggVQgiJsxSUJv/Y5Y4zZiJqpp3+MNurni0gP4KnqrHt8DfBHLUfYJgWyxTIRL1h8xBN41VdKvs9gKuYWUBFmXDdOtVtmpCe+ZDWrQsknIhCPyMLatiKyYlljmy1rjNmomqm9cw7wYWCsdntV/eXTvHQUuMN1c0SB/6Oq/9B2pC0aTEZ5za4hLjqzn2yxzPhMgZHeGL4GV/MD6TjFih+sXcvSbpnqalY/PTHPIz89yQuvzhPxPJ6dmmcgFWNsJL3ijFibLWuM2aiayU7fAj4P/B1Ll5ddkao+A1zaZlyrNtoX58pzh/E8D0880vEo6Wp9ek8oVXzSNW+/2i1THZqZ6UsiIpzIFvGVhRu707kS8ai3MCPWZssaY8KkmaSfV9XPdD2SDjtzIMF8SYEKY9sW161NxSLMF8vkSz4DqaWvWd4tM5svI8gpr981nF64UWuzZY0xYdJM0v8zEfk48B1g4ZJWVR/uWlQdUGGxjLEg9Cdj9CdjixvUmXa2vFum0ev7U4v7sdmyxpgwaSbp/yzwHuCNLHbvqPt5wxruiTOcjjGVLVKq+OSKFXqTEeYKFZIxj3Q8QqmiboXcU7tlqjdtq69dXMTcum+MMeHVTNL/FWCPqm64cYhxoFFQV54zyGMvzjAxWyAaERTlJxNZtvcmiHkepbISj3rsqrNmraoujL+PRgQEyr5ycGzQyjEYY0KtmXH6jwKD3Q6kHSv9FnpmMrtwg1UQRIRsoYKILHyVKkp/KnZKIq8df1/t2olFvIXXGWNMWDWT9EeBJ0TkThH52+pXtwNbrR8ePYHWdNxXZ9kuX7u23nj7lVarMsaYMGume+fjXY+iC4q+MpsvL9x8rc6mXb60Yb0x9bZalTFms2pmRu6q6+qvh3QUElGPmXyJXKlCMuqxeziFqjI+kycVi3DOtjSqyrOT2SXDLW21KmPMZrVSPf0fqOob6tTVF0BbqKffNSmBXIOK/8l4jPGZHAPJeBC9AqrgBTdmFeXo8Tkms8UlI3iqs3Jt/L0xZjNaqZ7+G9z3DVs7v2eFpD/aF+dEtsRgKsFof5KZXImfvppnT6aH0b7g5+em5piYK7p6PHFUfaayqVWNufd9v6vLJxpjzGqEupN6coWiELFYFBBypQr9qdiSG7n9yRjzxRJHXpmj4vv0JIJ+/+19CfZkehnpibdVMtn3fW5/+MVTFkqv1uo3xpj1tmkzUSQSvLXlN3Cr36fzFaZzJaKRxVNwfLbA5CpKJh+dyC5J+ADHpuY56oq6GWPMetu0SX8gEV1SDbMn4ZGMCT89keXFk/MUS2UGUlFAyRZLFMsV0nGPQqnS9pDN8Zl8S+3GGLPWQt29MxCD6dKp7QJceV6Gy84e4sR8ien5Ivc9NUGuWCFf8pmcLdKXiDCQjDBT8EEX7/OO9ifbHrI52p9sqd0YY9ZaqK/0BxqMoEwDl509hOd5bOtNUFGYypYQ8UjFowym4+TLPj4eiWiwVm4iGqEvGWMoHVsYslmrmSGbezM9jI2kl7SNjaTZm+lZzdtcV6rK5FyBZyezTM4VUG1w59wYEwqhvtJ/qUFXeZbgpmr15mm97pWSr4wNpxjqSXAyV2IwFWPHQJJs0Wd7m0M2Pc/jHQfO2jSjd2prEFXZGsDGhFvXk76IRICHgBdV9W2d3PdKq7Pf89Qk11x8BlC/eyUR9RjqSXDWUJqzhhbbF8opt1ky2fM8zh/t4/zRDTvStWkr3dC2UtLGhNNaXIJ+BDjSjR2v1NFwdHxu4XG9bpcLR/vYt3NgSZvNul3KahAZs/l09UpfRHYCvwR8EviPnd5/JgEThfrP7cksJvlG3S4iYrNuV2A1iIzZfLr9v/d/Av8F6Epfx3BPlInCqVedHrB7aOlaiI26XWzVq8asBpExm0/Xkr6IvA04rqo/EpGrV9juRuBGgN27d7d0jOdP1u9m8IGJuTpjOU1LrAaRMZtPN/v0rwJ+WUSOAV8D3igiX1m+kareqqoHVfVgJpNp6QDeCr+yCpUVajSYplVvaJ+zrcdWDTNmE+ha0lfVm1R1p6qOAdcC96jqr3fyGP3x+uFHgETEkpMxxiwXzgHkzoVn1K/uPJiAMwZSdZ8zxpitbE2GYajqvcC9nd5vrlC/375YgcGUjTAxxpjlQn2l/8yr9cdrZsvw4LFXrWSAMcYsE+qkP5CuP3TQA468MnvaUsjGGLPVhDrpv253/eH/iQhk82WbOWqMMcuEOulfsL1+0vc8yPTFbeaoMcYsE+qseN8zJ+q2F8tw1lBqYeaoqjKVLTKTK1H2lagnC78Q5goVm3RkjNkyQp30D79wsuFzwz3BRKJqeeDjs3mOTc4znSvRn4qCBhOPxkbSiIiVDDbGbAmh7t4p+fXDF29xnH61PPBsvsx0LhjiOT6T55WZPNO50kK/fzNr4BpjTNiFOuknIvXb4x4Lq1VVk3qutFh9v1D2KZb9U9rtxq8xZrMLddI/L1N/1u05w4s1Yqp996nY4m+IRNQjHvVOabcbv8aYzS7UWS4dj9V/wvMWVneqlgdWlIFUjOlcKVhJy/XpVxP9Vi4ZXL3RbZU0jdn8Qp30//WV2brtz07mmMmVFqpCBuWBU5yb6bXRO8vYOrjGbC2hTvon8/VXyc2XoewvlmBYab3bTPiXsl0VWwfXmK0l1H365XL9mvllhahnV6nNsHVwjdlaQp30925P123fNRClP9Wgv98sYevgGrO1hDrpX7VnqG77wd2DXbkp6/s+T43P8v2nJ3hqfBbfD//qXNUb3bW28k1tYza7UF/OPT1Vv7TyTImO34T0fZ/bH36RY1PzC21jI2neceAsPC+8vzttHVxjtpauZSsRSYrIAyLyqIg8LiKf6PQxivXv41LqwgX40YnskoQPcGxqnqMT2c4fbI3ZOrjGbB3dvEQtAG9U1UuB/cCbReSKTh5gMCGnvAEBBrow6GR8Jt9SuzHGbETdXBhdVXXO/RhzXx1dyupndw3VTfojfamOr5o12p9sqd0YYzairnZGi0hERB4BjgN3qer9ndz/Gf1J4jEPjyDZCxCNCDFPOl48bW+mh7GRpaOFxkbSCzV+jDEmDLp6I1dVK8B+ERkE7hCRS1T1cO02InIjcCPA7t27W9r/sydyJKNCoQyqwW+wiChPjGcXZuR2iud5vOPAWRydyDI+k2e0P8neTE+ob+IaY7aeNRm9o6onReRe4M3A4WXP3QrcCnDw4MEW+2SEki9EI4s3Hn0gX/KXzMjtFM/zOH+0j/NHt/g0XmNMaHVz9E7GXeEjIingTcATnTzGSDpK3PMplZVCWSmVFU+VoZ6Izcg1xpg6unmlvwO4TUQiBL9cvqGq/6+TBzizP8503qc6QtMHChXYO5SyGbnGGFNH15K+qh4CXtOt/QPc89Qky3txfOCZE3mbUWqMMXWE+i7koRenqTcP6+XZnE0wMsaYOkKd9CNe/fUSI16oq0sYY0zXhDrpn9lXv99+OOV1fHKWMcZsBqFO+vvHttEfF2JeMDErIpCKwFBvmkMvTFviN8aYZUKd9N9y8Xa296eIRyPEo0I8Kgyk4xzY3b+w+pMxxphFoU7682Xlqr0jnDGQpDcRY1tvkot29C1U37TVn4wxZqlQ3/GczBaZzJbZs62HV+dLAMwWfGbyZXYM2OpPxhizXKiv9AulCum4hwK+KrliGV+V6VyJbb1xG6tvjDHLhDrpj/Yng2LNqlTv2aoq/UmbjWuMMfWEOukPpWOkExHmCmWmc0UKZZ90LMJoX5zJuaLdyDXGmGVCnfRn82XUdefkShUKZZ/pXImjE1lU1W7kGmPMMqG+0zmZLfLSdIFENEJPPOjfyZd9JmYLC4t8G2OMWRTqrFgoVYgAxXKF+WIZX6En7lH2fVLxiN3INcaYZUKd9Lf3JZgvVng1V6JUUVDIlXz64lFee/agFV0zxphlQt2nD6AopYpSLPv46hP1PFLxiCV8Y4ypI9RJ/5XpPCfzJVDwxK2TK5CORZkrVNY7PGOM2XC6uVziLhH5rogcEZHHReQjnT7GZLZINl8hFhFSsQjJWIRC2WemYDdxjTGmnm5e6ZeB/6SqFwFXAB8SkYs7eYBKxac3EcVXJV+uUKoo8ahHb9yzm7jGGFNH15K+qr6sqg+7x7PAEeCsTh7j7JE0qhpU2Yx4RCNCKuZx1XnbrE/fGGPqWJM+fREZI1gv9/5O7ncgFSMZFXxf8VWJiNAbjzCYtqt8Y4ypp+tJX0R6gW8Cv6OqM3Wev1FEHhKRhyYmJlra9/hMARUhKMATfFcRxmcKnQjdGGM2na4mfRGJEST8r6rq7fW2UdVbVfWgqh7MZDIt7X8yW2Q6VyYVjzKQipGKR5nOlZm0mjvGGFNXN0fvCPB54Iiqfrobx6hUfNLxpaN00vEolYrfjcMZY0zodXNc41XAe4DHROQR1/b7qvrtTh1gLNPLzqEkc4UK+VKFZCxCbyLCWKa3U4cwxphNpWtJX1V/QNDR3jUHdw/yw6d6OfLKLJ4HMc9jb6aXg7sHu3lYY4wJrVDPYPI8j6svyJCIRZiYK5DpTXDlnmE8L9QTjY0xpmtCnfSnskVOzJe54Ix+LnBtJ+bLTGWLbOtNrGtsxhizEYX6krjRIimbYfEUVWVyrsCzk1km5wpodT1IY4xZhVBf6TeqrxP2ujuqyqEXppmYXZxvkOlLsG/ngM00NsasSqiv9Ed64mT6lnbjZPoSoa+7M5UtLkn4ABOzBVvz1xizaqG+JBYR9u0cYCpbXFgecaQnHvqr4ZW6rexehTFmNUKd9CFI/Nt6E5sqGW7WbitjzPoLdffOZrVZu62MMevPLh03oM3abWWMWX+W9DeozdhtZYxZf9a9Y4wxW4glfWOM2UIs6RtjzBZiSd8YY7YQS/rGGLOFyEYq5CUiE8Bzbb58GzDZwXC6KUyxgsXbTWGKFcIVb5hihfbjPVtVm15rdkMl/dUQkYdU9eB6x9GMMMUKFm83hSlWCFe8YYoV1i5e694xxpgtxJK+McZsIZsp6d+63gG0IEyxgsXbTWGKFcIVb5hihTWKd9P06RtjjDm9zXSlb4wx5nRUNdRfwJuBJ4GjwO+tw/GPAY8BjwAPubZh4C7gafd9yLUL8BkX6yHgQM1+bnDbPw3cUNP+Wrf/o+610kJsXwCOA4dr2roeW6NjtBnvzcCL7vw+Ary15rmb3LGfBH7xdJ8J4BzgfhfX14G4a0+4n4+658eaiHUX8F3gCPA48JGNfH5XiHfDnV8gCTwAPOpi/US7++/Ue2gz3i8Cz9ac2/0b4rPQTqLbKF9ABPgJsAeIu5N+8RrHcAzYtqztT6ofJOD3gD92j98K/L37R78CuL/mH+4Z933IPa4miweAK91r/h54Swux/RxwgKVJtOuxNTpGm/HeDHy0zrYXu3/vhPuP+hP3eWj4mQC+AVzrHn8O+KB7/B+Az7nH1wJfbyLWHdX/rEAf8JSLaUOe3xXi3XDn173fXvc4RpCEr2h1/518D23G+0XgnXW2X9/PQjuJbqN8uZNwZ83PNwE3rXEMxzg16T8J7Kj5z/ake3wL8O7l2wHvBm6pab/Fte0AnqhpX7Jdk/GNsTSJdj22RsdoM96bqZ+UlvxbA3e6z0Pdz4T7zzIJRJd/dqqvdY+jbrum/6Jyr/sb4Bc2+vmtE++GPr9AGngYuLzV/XfyPbRwXmvj/SL1k/66fhbC3qd/FvB8zc8vuLa1pMB3RORHInKjaxtV1ZcB3Pftrr1RvCu1v1CnfTXWIrZGx2jXb4vIIRH5gogMtRnvCHBSVcvL2pfsyz0/7bZvioiMAa8huMLb8Od3WbywAc+viERE5BGC7r67CK7MW91/J9/DipbHq6rVc/tJd27/h4hUF8dY189C2JN+vaWkdI1juEpVDwBvAT4kIj+3wraN4m21vRs2amyfBc4F9gMvA59y7Z2Mt+33IiK9wDeB31HVmZU2bTGurpzfOvFuyPOrqhVV3Q/sBF4HXNTG/tfsnC+PV0QuIfjr4ULgMoIum9/tcLxtCXvSf4HgBlXVTuCltQxAVV9y348DdxB8QMdFZAeA+37cbd4o3pXad9ZpX421iK3RMVqmquPuP5QP/AXB+W0n3klgUESiy9qX7Ms9PwCcOF1sIhIjSKBfVdXbXfOGPb/14t3I59fFdxK4l6Dvu9X9d/I9NKUm3jer6ssaKAB/RfvntqOfhbAn/QeB80TkHBGJE9zE+du1OriI9IhIX/UxcA1w2MVwg9vsBoL+U1z7eyVwBTDt/iS7E7hGRIbcn9fXEPQlvgzMisgVEiyQ+96afbVrLWJrdIyWVT/Qzq8QnN/qMa4VkYSInAOcR3Czq+5nQoNOz+8C72zw3qvxvhO4x22/UlwCfB44oqqfrnlqQ57fRvFuxPMrIhkRGXSPU8CbCEYdtbr/Tr6HhhrE+0RNMhbg7Sw9t+v3f62VmxQb8YvgTvhTBH1+H1vjY+8huPNfHar1Mdc+AtxNMIzqbmDYtQvwv12sjwEHa/b1GwTDsY4C769pP+g+LD8B/hetDdn8vwR/spcIrhY+sBaxNTpGm/F+2cVzyH3Ad9Rs/zF37CepGdXU6DPh/r0ecO/jr4GEa0+6n4+65/c0EesbCP7EPkTNcMeNen5XiHfDnV9gH/BjF9Nh4A/b3X+n3kOb8d7jzu1h4CssjvBZ18+Czcg1xpgtJOzdO8YYY1pgSd8YY7YQS/rGGLOFWNI3xpgtxJK+McZsIZb0TSiIyL8Xkfe2sP37RGRCRB5xX1/qcDxzHdrPvSKy4rqotduIyLdFZFBExkTk8EqvM6ae6Ok3MWb9qern2njZ11X1tzsezDpS1bcCVCcDGdMqu9I3HeWuQJ8Qkb8UkcMi8lUReZOI/FBEnhaR17nthkXkWxIUo/oXEdknIp6IHKtNaCJyVERGReRmEfmoaztXRP5BgiJ33xeRC1uI7zdF5EEReVREvikiadc+KiJ3uPZHReT1rv3XReQB99fCLSISqdnXp0TkYRG5W0Qyrm2/ez+H3P6GVmqv2ZcnIreJyH87TfzHRGTbsrY9IvJjEblMgsJff+re4yER+S23zQ4Ruc+9j8Mi8m+aPWdmc7Gkb7phL/BnBDMVLwSuI5gR+lHg9902nwB+rKr7XNuXNKj/8jcE5QAQkcuBY6o6vmz/twIfVtXXun3+eYM43lXTvfN+13a7ql6mqpcSTO3/gGv/DPA9134AeFxELgLeRVBUbz9QAa532/cAD2tQbO97wMdd+5eA33Xv67Em2iH4i/urwFOq+gcN3ktdInIBQT2d96vqg+79TKvqZQSFvn7TlSC4jmBK/37gUoIZuWYLsu4d0w3PqupjACLyOHC3qqqIPEZQLx+CXwK/CqCq94jIiIgMEKxW9IcEBaqudT8vkKBK5OuBvw7KkADBIhn11OveucRdTQ8CvQT1TgDeSFDTBFWtANMi8h6CFYsedMdKsVjQyq+J7SvA7S7+QVX9nmu/zcVZt70mpluAb6jqJxu8j0YyBL8kf1VVH3dt1wD7RKRaP2aAoObMg8AXJCi69i1VtaS/RVnSN91QqHns1/zss/iZa1Qu9p+Bva675O3A8u4Oj6Dm+f42Y/si8HZVfVRE3gdcvcK2Atymqjc1sd/V1DP5J+DnReRTqppv4XXTBPXXryKo/QRBzB9W1TuXbyxB2e9fAr4sIn+qqh29uW3Cwbp3zHq5D9dVIiJXA5OqOqNBMag7gE8TVIScqn2RBjXgnxWRX3OvFRG5tIXj9gEvuyve62va7wY+6PYZEZF+1/ZOEdnu2odF5Gy3vcdiNcbrgB+o6jTwak1/+XsIuozqttcc+/PAtwn+KmjlQqxI8IvxvSJynWu7E/ige3+IyPkSVIM9Gziuqn/hjnegheOYTcSu9M16uRn4KxE5BMyzWB4Wgm6TB4H3NXjt9cBnReQPCNYk/RpBpdNm/FeCFaOeI+hb73PtHwFuFZEPEPTdf1BV/9kd4zsi4hFU//yQe20W+BkR+RHBFfe73H5uAD7nbhA/A7z/NO0AqOqnXTfQl0Xkend/47RUNSsibwPuEpEs8JcEXWgPS9AnNUHwi+Fq4D+LSAmYw3Vlma3HqmwaY8wWYt07xhizhVjSN8aYLcSSvjHGbCGW9I0xZguxpG+MMVuIJX1jjNlCLOkbY8wWYknfGGO2kP8PtZPQB2NHZ1MAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(data.movie_facebook_likes, data.imdb_score, lw=0, alpha=0.3)\n",
    "plt.xlabel('movie Facebook likes')\n",
    "plt.ylabel('imdb score');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# movie title "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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O1qwMajxP0E98RwXdHaCbDtuqVgyaAGWtWwmEvsc7sc96L2KY1+yOKyqtscbNn+03WsEnezkHeU2hLNYYbu9O6CcB2jgBN/AFr/UjSmWxFt5d75DXGmUMxkAc+PhC8NmgwJOC0JNMSk2lLWuxRz8J2OjFM0F1Xuy8s+PzF58MULqmrA1KO2rLVdsIltOAShm++sYyX3q9zx+9v83tnczV4Q9L0tDjrblqm+MytKOfz7Bw78W0Q3f+tU9Dr5xmQ30W5Z0tnh/avoTzx6X5Nj9OAJp/vhf7LKchg7wmDX3eXE3pxj5ZqVHWYq0gCSXXl12d/d6kxvdcllsqg9DwcFjiCcHupKQTBUS+oNKQ14bItzNqqFSa/VwR+Krh2SVZrai0oa4MSeSzkvgEvmBcKEaloqg0o7xCacMwr8mqGlkLYk/SSwLihloKfelWKlhKpSiUQBvDpKx5UGjGRY0nBWkY0Il8xqU7hyuNq6Mxho+2x/zZRzs8HORoY6m0JQkkaeBRa8u0Sv7N9ZRfvt5Hz/H0SeAR+4JBXvHzhyOuLyd8+Y2lYzO0o59PL/bZHbsf+vQmNM3ujvsst4aHncjzpbFbo4I7O5OFrrJpB+97V7rPvbzzReGyCspPI863+Py4NAH/cUvy+ecFYuaHstGLCHzB124sc3c/Z3dUMBECXwo+3B5T1IZBoejHrrQyrzUW+HQ/R2mDNuBJV2kzLh1nX2mDJz2UthhcJYrShu2RqxbBWrbGFdaC7wnKOiArFZ0ocCJxXrrafltjsBgDQli00SzFCYEnyJUTbAvl7Bw8oSlqxajQVNrdmPLa4HuCQinABa7NYcEXr/UXOna3Rjl3djL34+sEBL7HtaWIb76zxnIaorRppmbls47Zt9ZTskqxMykxBTwcFWhrSUOPr9xYPrVDd/4zWOtGrKThQhA7uu10IMzWuORKL1oojf3JwyGbo5KrvWgh6E87eJ93eeeLQCsot3heuDQB/3FL8l7sYzlstgolbI4qDjLn75KVitU0RGvLqBgzUfBgkBN4HnmpCKSg0Iaydp2l+5OKyPcoKoWOfZf5C4ExBolsBp9oDHCQVShtGeala7jSlqys0RY+ObD0IkVe1ggp8D3JqLJUGnzp6BsDYGFYGFfVUynSKGAwqRgXrpdA4MTXQhtCbZFSYIHaWGrlnp+UNR9tT9gc3mdcKj54OGRSGw4mNUVtkALy2iPwPQaFZrUb8fZGl9tbY8alplA1ShsOJhWRL9kdVeyOK0JPstGNSAKfu3v5sf44x34+jYbxyX7G1X7MahrMpnMZY3gwKDjIa3wpyCrFWrc3E43B3USWk4D3q7FroJszMJt28D5JyeZ8gL+I2eaxK55jvJfa4N/icbg0Af9xS/LVNGCQOZdKrTXfvXtAqQw3VmLGpeazg5xu5DHMKsalQVvb0Bc1WWWotCtdrBrfc1NrilqjLQzzCmUCirrG4mrstbGzbYe5ZpS74G9s2QRm95wyNcOsxlgo1IROFHKQVc1zi9c4rly5pzK2yeItw1JhLVRKY6yrQCpq5Sp6rKu1LGrN3rhkWComlaYXh9zbm7A5KOlEHnnlKCZrLeOiRgpB6Evu72YUteaH9wcATdOY5d5ezrBws3YPspqlOZoJjvfHOc4q+S8+HaLNoXA75d5XEp8ffzacWUhMSkU39vnKG8tsz1XN5LXmtaWYK72IUhmms9tP6uCdx8uUNT+y4mka857Ee6lFi3mc9YjD/wD4t3HVgX8B/FvW2uNdtD7/sU5dku81gent9Q4/eTCg1s7qoNIWCxgLq52IUhukqJBS4HsCYwQCQycMqIyh0C5Se1LiS0AZrvZj1noxlTLc2x0RBQH7WUlV2WZbsNb9k1JirT5y7u74VggCXxIFHlWp8SUY02T4uLLM0JeUhaJSFovAmsN9BJ6kKjVp6DeDVty1X1mK6cc++7maPSaASeWakTwp8IQ7ficOuNKLqJQb1jLvl5M3qxtrLa8vJ6zWIXmlCX3pLBlCF/SP88c5+vlsjYqFYA+H3Du4CqZrS1Fj/uYzyGseDMuFlUISeEgh+eY7qyylIVXzWZzmsz/Fy9T0c3R1NF3lzOsLF/XcW1wsnFnAF0JcB/494BettbkQ4n8A/gbw35zhMReW5MYYPtgaszksqLXBNNFxb1I19fWWQVHjCRfcR6VCG4tsArQxoIyjOpTR1NrM5lBZLMa4YDkoapR1lUC+lK7+fU7cnJ+GVNQaM/e3MUxjMGVpGIgKo7V7yB72Mk3/Vk055iCvD+keIK8soa8JpOsliDxJ7QmiwONaL2I/rwk9OTv/yHe1+YXShJ4ALMJaqtpl7hvdoBmeAkkg2B5V5LUiDTySUNJPfN690mmCdznLsJ8kuwYXoBaTUVcZ9MP7ByQzfx6fJHA3mFpbDvKK15djlhqRdxoIr/aTp85uz6sM83lZMs+vjvJas5QEx94I2oDf4jScNaXjA4kQogZS4LMzPt4MR8v1srJma1Tx5loy63AFWBMuSxrmNd3QwxOOC7dAKCyeEOTGmYrNB1j3kzXkCqpRzUGuUNpx7v3YNCMKXbi2HAZuPRfE3R4On9S2OY5x+488R+uULsZTG4NVoOZ3ON1v83pfwM2VBCk9wkyQ+B5hIOnbgJ1Rid9UDyWhTyeQLKVhU9mjqLXTFw7yGmMMse+GmOxntatoirymZFMQ+3KWXT8YFKx1Ir5wrXdidn2UQtkdlWwOy8a7h9n835sriqxUc8+5c7jSi/jG22tc6cV89cYycPyUrSfFeZRhnpUl8821lLs7kyf2C2rRYooz+4ZYaz8VQvxnwD0gB/6htfYfntXxjuLD7Qm3dybktaZSzi5ge5gxyCtGRUlV12S1ZpjXRIEk8CAJJMZKPClQxiIQsyzUHg3U2rrAiwvaSltHywBZqRFzMW/+dUf3Mw9LsxpotpFS4IHje2jonVPtCwTaWpSxrCQew0IwrjR3dyZsdENWUp9J6SySpRCsdkP6ScDDYYm2bmpXN/LxpCSvLbd3M670YvLK1fuPC0MS+PjSY1xqltOm2matw41VZ1dw3ESq3UnFvd2MO7sTt2pA8NpSzJ3dbEYTZZWiFwdI6aiaTuPsmQTuK3prLeWttZRJ5cRxl/Ue2iKc5MlzEs6jDPN50kbzq1drLXmlL2wJaYuLi7OkdFaAfwV4CzgAfl8I8W9Ya//bI9t9G/g2wM2bN5/b8R8Ocraa4RwAw7zk9m7eBHDL9kRhAQ9FVoEn4I2lGG0F3UCiLCSh47CLSuF7knqOm7HiMPhONYBpLK4teEcE19nrjvwtgUAeZvEWO7sp5LVdvFlwuMI4dt/WAoLPBiUGwf39HKVtY+ZW4QnLm2tdkAJnsRYgpesvkELie4LAk3QiH08KBII4kExKxbhQGGBYaNZMyGon4O2NDvf3Mypl+Ljh3k9qdtscOpuIpWZEoJSSb769iu9Jdsaup8GXgs2hW3m91o9572qPwJdc6UVkpeJHnwxn1zo9DvBchtmcRaXLWdFGF7mEtMXFxll66fzzwG1r7ba1tgb+APjLRzey1v6etfbr1tqvb2xsPLeDR4E3C/YAg1wxqRS+FK5btXnck64WvrawM3GNWNLzCH2PG6sdVjohSMeFh4Gc+q2RBD7BnO/7/G/NFzBvCX/0TZ7/WcahIGo4a0+6IdnTDYRwN4PZfr0m4z8GAvCEQFk3kKVShkoZjJ1aRcBephBC8IuvLdFv/HoEgmv9uBGIbSNWS4QQfOXmMr4nmVQa35OEnmv0GuQ1lXaeNLWyDX3lMO8/M5/hTm2UB3k9C4RSSr58Y5mv3lwh9L0FKmhUat5YTfmt9zacI+ekXrje6XGe1zCbsxhGcpa0UTtIpcWz4CxJv3vAN4QQKY7S+R3gu2d4vAWsd0Ku9KKZ8ZgTJyWelNTqMHhUBoImq94ZFxhrKauayhjef6iJfQ+/6WQtq8MbRV6pBWF2nmqxLJZUHs3K57P2srJo6W5M2hzqB9O/519bq5P5HIsToT0JEsvupMQYRzMd5CWB54E17GclB1nVlF/C9qhAiuampy1FMxDmvSsd3liK+Psf7gCWSalQBkJPsNIJGWQVP30wPBycoh4dnDI/aCarFFLYZuRjzVvrHb583XXlDvOafjOjYFwp5xS6ls4GqYwKhdaaD7cnbI9LNroR7250Tsygp685i5m2T4IFS2a/sWTmeEvmFi3OE2fJ4f+ZEOJ/BL4PKODPgd87q+MdxVIa8pffWeWzQclBXtGLff7p7T3iQJKVNZP6MJRO/2usYFwqDgrnH1/WiqFQGIOrFpnb/1HxdR7mlOeAOTnXZfWHlT9H9sOjH5BsHo+kO+95EVkKx/PXWoOxhysZIdDGDRo32rKf1WSVZmdcEvsenieR1hJ6grc3Un7hWh9pLf/7jzfZnZTsjEpq4+wirJEcTCqySrE1LPjOx83glKbTdSkJZqLq/KAZaw0/ezBiWCpurqTc281IA9eV2408PhsUbI1LlLaNB9GhhUIaCP7Bjx7ycG4u7k8fjPiPby7PPPqP4mgWfV51949YMlvnZDrVOFrqpcWLxJnK+tba3wV+9yyPcRLWOiFr3ZD3tybsTyquL0VsrcXsjp1Iexx8AZPKzIKosiCtq4AplGW+ev5ocJ4P4qfx7EdfKwWn3h3mc9j5/ZZHDiJxFJC10zJQMdteG4uHuxns5zX5lvP+11pjfY9KaZQVburWWpduFPDjTw4QUvJgkFMbi9aWwHMWzNoe3qSMMWyPXTa71gnpRZK9ScW41E0zmCGvFZvDgq1hjsFZLVtrub095sPtiWv4Khez9VFRc3tnwqQyfLA5ZHfsSmu1sUgBD4c5f/rRHr/53vps5OIUx2XRu5OKrWGxMNbSZeLJcy1lfMSSWbiV09SSuUWLF4lLW8dljOH/+tk2P3k4QmnDJ1KwkgR88WqPf/zzLcJRRW0Om54AstosUDEWZkH+FDZltu2zoNKPv0HM46RtNSARSGlRWiOlIJDMgrOUAoNld1zSS0PyUqGMs4E2FrS11Mrw8e6YrWHBjz8bIqQgb7z/ERBIQTf2CX3BzqRmKVWzks2i1mhjmvJNn9eWUh4Ocx4MCiQwKio2x5WbI1BqNocF9/dDfv3tVaSUzuYZQLh38iCv+dOPd/nl15f5kw93mFTa3dBwU8Rqbfjz+/t042A2cvG0Ms1hXi+OtcTN333nSve5BuLWZrnFRcalHYDy3XsHfLSTEfkenciVC97dL+kmIbfWuggpCH1BErhxgoCrXnnG1fbTvM47oxW9J504m0YB3ShwpZ3CCdhCCJSBwJd0Qp/Ak5Ta9RYkgedGIRqLJyR5bVzGbZsuYdy/ThQ0ls3QCf3GXsENY1lqSjI3RyXDJuhpA9ujCoTAlx51M05yenfczyp2JnUjsBtC36MTBoBohrw4uqYTBY0AL1xjW9M014lcA9bO2PkhnSZgKmMXgj04AVmdXuf61GhtlltcZFzagH9vzh8d3NQqrRX/z4c7vP9wiDV2JmrORNK52vqnxdPEjXmL4afJ7h9/DhZfgNaGUVlD0y1c1NqZu+HonUFRoYxF4gaq7GcllTYI4aiUYeG6cgulqWr3OgkYa/Cl4Eo3Aiwfbo1QWoM11Mo1b4WeYJDVbA4L8loRe3B/P+PT/cw5f1onDFfKkIZugtdUYJ9CacNSErAUu4D/Wj9kJQ0omiEvqhnoEkjnqz81xTsNvhSzDt0plpJgJgw/DtNa/9s7E3bGZVMC+yim9f3zOEmofdJ9tmjxvHBp046bzWSnKQSWj3dyPOkqcaa2xr1QImOPhyMXIB9DqV9oBJ6bk2uF89iZ3rysObymShmskGitHX2lDZ6Q1Mbx43WtQQjyWuFL2Yw5dB4/v/Baj1+5vszOqGA/U9TKzko2O5HF9yQHmePzHwwKJmXNTx6MEFJQ1Iaydj4SkX/4Dr+5ljwisAfSCetp6AJ0GgW8uZaSVYZhWXEwUaShx6hUfLw9WRCKT0K/qf+f5/B7sT/z4j8NTyP4PmmN/Mtk3tbi8uBSBfz5UXfrnYC31xI+3s0B2J3U1EqjpFveN7GOcdWUawKh7wS2aaA8qXrmIkKCy+gRaG2YVIcZ70IZqAYjNFq790AIt8owxlkiwu9aAAAgAElEQVQpPxyVLMU+VW2opXMMlVgCD7qhT15pxqUzVqu1wRrLTl4yyGqWE5/YFxS15t7+hEmhyBrflySQTZ8AgEA2U7mstU35okc38vC9iNiXKB0wLCruH2R4QpCGHv04JMk9yjpjvpvBYmdC8fxwlPlgu9Zxs4QF5WwU41o3YHdc8tMHw1NN144KsRbLR9tjtLHcXEsfCehPMtTjRZm3XdZBKi2eDJcm4B836u7GaspvvrfO/f2CP/xxxc8fWup60d4gry21cUNNQt+JmKpRal+GQD+FwNFWysBBrijq48/e4hqsprSSVmBxlUkCGBZu4lbhvJxnYbXOnW/9uNTc389JQ4+8rPnsoKA2ltCTZJXCE25oehoFbI5cGWUn9Blj6cY+tTKEvuBaLyYJBH92Z59fes3NC84qzXovdPNy9zImlaFqhs4UleJKL6I2hn7skwRubOONlZTdccV37+xzpb84HEUIsZA1z2fenVDyRz/f5u5ePntvpvbMR4P+PF00tSYe5DV5pdmbVM+Umb8IcbddVbS4NBz+h9uThWAPcH+/YLUb8699/QZhFFIfQ5iHHsSe19gjOGuBKRJ/sSv2NJzVz+Wk/YYedMLDGvTQb0TbJziZyJfMLlPAtJTd4iyW60aQkMA09hlc1ux7goOsoqg1o1JTGYPFEgQuax83K4BOFLAUO8tiC3TDAClcx/IbKx16ic+ocnOFR434q4wlDX0mlebjxgZjOQ2JfMnmqKJUlo1uRBz4WAQrqctOh4UbpD61DZ7v5p3vup3vTj3I1UKwh0V75nnMC67zA1im3cNP2tl70j6f5PHngc/TldzicuDSBPzN4aM2+9Yavndnjz/+YJusrGbVOEcpjrxyGX6hNNWcalupJ8/yz2o1cNJ+Kw2TOeuIXEHenHtVGfQJrwMolZn56OtG2J091wi8M8z9d3NYsD+pCATsTUr2JhXGuBVTUWnqWiOsZVQqJlVNJ/JYin1GZc24rAHX3BV6bqhJP/bpx/7MQA2c9e9B7rYd5DUHeUWpDJEvGFcusCe+QGnNxzvjxpDN8fFH9wMuq723mz0ijB73fTnp8Xkhdrrfo/bEC6uAJxBjn0bcfV44bVXR4tXApaF0jg7dsNbws4dj9rOaTw8KSgVRIIkRjEu9UB0z/bqHgBe4ISLwfCtozhOugPEUV057eG2dUDqKp7lZaHtI4wTe4VwAmv3d38/YHpdEgURrM7N39nEagLLQ8SVYgcXSiTyWOxFlbTAWdxNIQwLPQwpLGvgLdEISeCzFAQdZTRkaotpQNhzbF6/16Mc+25MSXcCk0NR1ydCXvLXemWXc0/1MZ+GOSsVek8VOKYzjhrTA44e33NvLSHyvmRVweN7T4P+ktMmLMEBrS0ZbXJpP+t2NDm+uJvzs4YiyKRG01hL5koO84u21hA82h2SVmdkTHIWGhXT3ZeLw52FwS7fjzl/gqpNwExvxPYmyZra1ta5PQLCodXgC0kBSKsf/W2sXDOO0caWPnnDlm3sTF/CMsW6ClraU2n0uo1Lz+lJA4LmB5b7nXodwNslgWU59itowKWs86eibq72ISaUZF3r2N7jO3Q+2xrMyyzQ89PSBxWD80dYYbS1vLMe8uZos0DpvriYsJz63dyaPBOApHbTWCfGEONGa+GnE2CcRd58nzsMS+ji8akLxRb7eSxPwhRC8e6VL1lACYgSDvGJzWLrh4lrTjwNC3zKp8mOjYTGdInIJcPSGNuXuYl8QBB7WWEqlUdrN751e9TT79wV0Y49aQ600aSiJAp9S1Qic3mGFK3cF8IQlDZ1Nw6g0WKmbrN7y6UGORLA9LNwISeluIIkveW0poesviiWFMqylIbW2TGpNN/S5uZrw1kaXj7cnXOtHLptvLJgFMMwVy2nIjdWEtW7EzdWUg7ymlzj//Wm2P8hrcqXZG1e8e7XLl28sszUqT7VgfprM/CJ32r6IVcWrJhRf9Ou9NBy+s8qtub6c8kuvLXFtKWFYaKrGw34/d5nl9ZWElfTk2uvL8obMX0cgIA7c6MUo8NjoRm5ercXNv50bQC4ESCHQwHIa84WrPZLQx+KskePQCdxBM19XCPeaXhwSeh61gTDwWErCmZf+pNSU2jhtwEIndF25D0eVO4fAb5xC3fkkgc9upkgin5urHVa7EePK0IsDvnJjmST0Z37Uea3JasPrywlXezFLSYhqvGturqYzl8rjxNbdcc1aN3qsBfNRnGZNfNFpk/O2VX7VhOKLfr2XJb49kln1Y49+7JOViklZM8grAmnZG5codbJI9bLy9kexYKtsXfeqK91UzThDReC80GZVOeAcOKupFah183wDT1Aqw2eDnKJSxL5EYDGNNQMWxmXNqKzxsGANRd1QaoFHVmsmjTmaLwXKuL8DKRjkJff3M7LKbZ/XGk/SrBYOr2JK17y70eHWXFNdpQxXuiHdyGNzVDDIKwa5s2621rLedXTF48TW5yVovggx9iLjVROKL/r1Xoy04zngaAaVhj6raYCxAcpahDX8vzsZRij0CbSNFKePIHyZURl3d1/vxkSBTz/x2RrkzjZhrorEb7h0ax0XXyrNqFBU2hL5glJbBJbXl1IGWUk2qJ3JnLbOy9+68lCEG5kY1prX+zEa12DlSVf66UvBQVYzLjRau5m2aejx9kYHIQRX+xEbvQjfkwtdsVJKvvW167MGu9AT/PD+Abd3MsCyOXTZ1TfeWqWszcxY7f5eSNJw+/MDW6bfm+eVmbfTqBZx0Vc8zxsX/Xovxll8Dpw2bKIXBwgpqLRhd1SijKsJr05I45+zj9aFg8FlGsoIQv9wNKOUh5U5Urg5vhrLuNDsTjJKZfElpIGHkIKstFgDoe8jhOP0hWxepy3DXKFxIwvjxtc+V85Pv9KGvNJEvusHiAPPlVoGkmFe8/PNIa8vpdxcSVjpHFIO81myEILVTkjgSSqlF+idSanwpBNVp2MW31hN+dWbywhh+dEnQw7yiuUk5Mtv9Gf7fJ6C5vMQYx8n/D2rMHjeguKLEopfFC769b7UAf+0YRP7mWub3xyWYGF3nKPs5Q/qj8N+psgqJ9RiLXFgQXp4wlEeshmzqGvLqHLDXyxugpfvSaR0XjgGS90Yrk3tNC1O/C21pWtBKUMNbI5KtLXkjVumMobAevQTnyu9iE7UlFpay8NBiTbwxas9vnJjiUllFgLT0c98c1iAhbfWU+7vZ2xJgTaWTw5yxpWeWSCvpgEfbo65uzuhUoZBVpMGkq+8sYwQ4kJl5o8T/p5VGHwRguJFel/PAxf9es+MwxdCfFEI8YO5f0MhxL//PI9x2rCJXhwwLDRJ6LOchiAkxp5uTfyyCRryyP9PO/9ZY61wQd1x92CtoBcHTIf1Jo2VsraOekkC3wV14TyIfOnE3+srKRu9pmZdOBpHNLNz08BjvRcTN92vtXav09pRPt0oZCl1n49pbsLjQhP5HuvdiCTwubeXc5CrR8TFo595EngMCzerdyUNMdZ9D6ZC9NQC+cPtCXf3ctLm+5CGPnf38oXO2osyJ/Zxwt+zCoMvSlC8KO/reeEiX+9Zjjj8OfBVACGEB3wK/E/P8xinCSS+FHRDwY8+HbKfVeSVaix+T97fyybYmhP+f9q2AifSWuM0i6yqSfFmk7e0BaUdxaNrA55tyjBdh24UWDdNrBMwmBR4wmX/yrp5ix4QNQZqtXJ2ysOyRpYNfSRgUtV0my7cg9wFoVI5B8tSuUEnSeCxOSz4wtUecEhF/PTBkEF2OEc39uWsW9dravDhsBJnKvZ+erBoozDd5/ubIwJPPpKJnUZ9HH1uNQ3Yy+rnltE9rrTzWUs/L3LJaIvzwXlROr8DfGStvfs8d3qaQKKU4o8/2OPTQY6xjo+eGoRdRkicv05xjKeC39A0hXL+/8JYTDMPNwl8otAjLDXCE6ykPsZYPj0oMVKAFXjCDUe/vhTxKzdWGOcVexMFQpL4kto6C2XfE5S1Jg59wOL7EpW78YhWCCqlkVIS+Z4Tho2lHwWUnmaQ1WSecgNShLM/nnrkz1MRg7ziO7cX5+j2Y5+vv7nCpNSzQD8/VL2fBI8MOrHWuvr7ccVHW2PgkN4ATqQ+jj5nrbOAWEqDhUHln4cmeZzw96zC4EUXFFucPc7rk/4bwH//vHd6mkDyj36yx864oFKaWjclhMyYi0tXiTO1OD4OUoimtLLppgUQbpqgL91QEtlwXb4n8T0IPeEalgCEIPIFv/H2Khv9hD/50NkT58otE6SBJPKIfRdstbWUyqC1xZeCyHOmbrIh/K21VMriCWcA50l3vP28Jq8bzj71+eEn+/zhT7e40o/ohd7CwPKs0s7XPvRnIu4XrkYzwXap2W76fVhNA26tpTODvbzWdCOf15cOM9utUcEHWx7jUnFne7JgnzBPfcx/30aF4s5uxtuyM7Nd/rw2x2udkPVuyMfbk5l3/9sbnc8tMH8eQfEid4+2eHKcecAXQoTAvwz8Ryc8/23g2wA3b9582n2fKJC8/3DIMFfkSqMts2DnicfPp31ZUZ1wXbV2QR1cti+lE/60hkxZfGOolRNds0qBddRIFDRjEA0koeT+QcleptgeVnieIKtqKuX2XSoBRjTjDCHyPSpp6FqPTuRTKkO3mWDlKBSPrNR8tDPBYhkWtaNlBBgj+ZOPdvnevQOS0KeoNctpwN/8jZsUteFqPyKv9cweuRf7jEvNRu/k74MQYqGcU2k3+1cIx/VPbY+3hiUIeHBQsJQEM5tlOJ4Smdb357WeBfzptp+bJhFz/+YffkZh8Flfd9G7R1s8Oc5Dp/yrwPettZvHPWmt/T1r7dettV/f2Nh46p2fKJAIN6JP4GrLpza/YSBJw8PLjn3x0om1j4NgUZz25OGqxm98aaLAwwjwpauJN02FTej5pJFHqQ1pGPBaPyEOPKx1JZbauLGIvhRIKWe2DJHnIT039DwOfG6sdlhOQwplCTyP1U5E4HkEnsdrywlLScio1Bhjm2zd4AnBaieiUIa9STWjYTwpeDgo+NGnw4ayESSBz42VlH7sqJQpLXGaYCal5AtXe/zWexv8yhtLs2APh524SVMmCizYLIOjPo7SH9Nt543bpts+K3YnFTvjin4ccLUX048DdsbVgrj6rMLgs7zuonePtnhynAel869zBnTOFPNLzflpR5Ev6IQeg0I34z2coFirpjt07vUnmam9rLAsWgJpc5gkFspisxpjDZ5wQ1Py2om4QkJe1/REQOQJxmVNoYTzqY+csFsqQyf0UMZS1e6GOg0aphmEUjamZwJIAsnepAAERe26dA/yikp59CMP2ZRRTucQCFzwldK5eEJjyiaFE1h9Qamcb/X9vYzldLGe/jRBdf770Y081joBt3cy8lozrpxdcy92vj5LSeB8d5qVxDz1MU+L9GKfW2vpQoD/vHXXF01cvQjn01JKzwdnGvCFECnwLwB/+yz2P7/UnC7JwU0uKmtD5Ht0IkulBEjNQFuEFFhjEdaVJiahRyAFOxN1aXj9UADSeebDrEwecDe2qrFEcLy/e0YZi3SuCJTaeRCloQ8IrHWjDENPEnjuPetEAYJDLn69FxL6Hg8OMjqRe50vcFU30kcbQ1ZpKg156bprAyl490qHvUlN1pzschrg+W4QeujL2fkXtcZYy/aw4O5uhkBwcy1lkB/W08MRQRXLIKtnw8un/P2tdWfNcDCpkE1XcOx7lA09IxCz+be31jqPjDE8Sos87yqdiyauvujzaSml54cz/cSstRmwdlb7n19qzptjjQpX5YEQhJ5H6MM4txhrMM3MWgtgnZAocbSOuCT8vrJgTpmAMu+HXyrXPGWb141LRW08LAIpnQBrjWFcWH62OeJaL8ZvBuh2I5+scgNTlLaEnhMGY1+QVYqiUmgDkSepcDX4tXJiayfyMcZwdzfDWAik+ywiX3JjOWEwqZhUhkHuhqwkgeSLV7tufKNytzDbmL/d3cv4p3f3CaRsBqI4+4SZoLreAZx7at7cOOLAY3uYs9GP8T3XDTy1kegnAVi36hiXNXuTipXEdwZ8c0F9Prt9njbHF61b80Wfz4ua/3sZ8VLXY80vNY9OOxqWio1e2GSGkBcVFmckNoUFJo0fu8ZVrVwGPI6emr/Myji+f/pYoSxKK7SFgVQIC+Pp9KiDgoPMBeDryw2H3wwy18ZSK4U11s2ENYa8mSmpjOvKBUC4bB3g4aBkP1MspwGTUpGEHu9sdFhJQ9JAcmcvZz+rUcbQDR13Py4PP/NxpVglZHNY8p2PdlnvRjwYNGLrerogqNrGZyernG0zwINBwUFes5y6oNFPfN5cT1lOAv7J+zvsjJ09A3YPKQW/fL2PbHj/s8wwL1q35os+n4tAKV0WvNR65fyS8ui0o8CTKAMbvZgbqx2EdM8f/YpKCV6j6F6EN+M8fkLzv1OJa4aaIpTg+a6MUhuLabpnTWOKJpCMSkVt3PtmEHieZK0TkUYhu5miNpaNXkw/CdwKAoiDw8G5vThgUrq5BXHzWVkEWWWIAh8pJXf3S15bTvi1N1d570qfUWnYz2q60eFn3g1dw1VWaZaT4BGxdV5Q1Y04DM7DxxhXPz9fnj/MFb04QFuXVU4DWl5rPtqe8GBwOP7wrEXLi9at+SLP50VTSpcJL/U7Nr/U7MX+jKvtxT6TyudaP5pNTVJaHxtMcwWm4T9OmwN7XjiPRYY5ssqZH+7ummvdBm62rZltP8xrIl+DNQwaeqNUCmsF9/YmLqhb08y6dbRLGkomlZpV88SBRxp4HBQ1ke8R+oJ6roFge1zOqnNKZUgCWE19+rHHvb0JoS8x1rCUBKx0AgaFYq3j82CQ84P7+0jhKnbu7wveWE64uZpgsexnldMctGF7XGKMpRc53v4gr4h8ydV+POvKtcbdYMaVawYzxnKQ11xfPnyvphlmKyieLV40pXSZ8FIH/KNLza/ecL/Gcam5uZaSlZq7exnjSvH6SsIgH4N4dKhVecg2vLTC7XSk4ZOc/3xVkhSHrpk0j09tFuyRHSoDqrEaNUYjpGBYaMfNa8NBXqO0JQl9sspV37iqHt9V7PiS5cTni9d6KGP54ScDQt9rbsTudrvRjWZZfDQn2o4KhbGup6AT+rzWj/lLt1YJPfgv//HHbI5KN0y91qShx1//1deaN8S120We5CCrKJShG/poa8lK5WbYzl1rL/bZ6Ib8bHM804SUdje9X39rdeF97MV+KyieA140pXSZ8FIHfDjeinajB9ujArDklWZSKNbSgMADbV3T0XE898sa7OHpykqldNU4lkM6Zz7rnybcUSCplVk04oEmwNvDBwSYueHn06cqZZopVh5pFMwolZVOyLsbHbLKiaRCuOC+krrHhRC8s9GZNYs9GJSUtWWjF8xM3Qa5m4g1yFx9+lQnqI0hq2FcGoQQ3NsveHuj00ztcl1MgS/xrGWQu4Yv35d0bcDCN8C6/WnjqpBCb5Hwm2aYn0dQbFcGT47znv97WfHYgN+UVv6HwE1r7d8SQrwHfNFa+7+e+dl9Dgyyih99MuSTgxxtLJNKsRT7RIHHg0H5ytokC1zwMsJQa/d/bS3KOMpF4m4IEkh8AVaimjuAL1ywrY1pbpquVNNYCHznf+9KGy1p4FNWmiSURKGrbz8cLSn42q01/rlfuML37g+4t5txczXh1lpKVlt6sc/vfOkKH+1kbA4LfnB3nwcHGYOZUZAm8iV3dybO9765rulNRyB4OMx5Y8WVX+a1ZlC48sxKG1eKK9yMXSfyhmSlJvQEw7xma1Sy2gmpjaVQmtj3uNoLWe9FvHOluxCcn1VQbFcGLV4EniTD/6+B7wHfbP7+BPh94EIH/I93MzZHJUFTO15rw4GBN/oJBsEnB06A846heC4jpjRO7LumoklVUxkX/IyxlEohgMh3Hal5bQh8nyQUPBi69yqNfKQQqMqy1nXTqA6yGk9AN3QZclEblpKQjV6MFILx7oTYd3X7U/zarZVZMPyNt9b4jbeOr9z9wtUeX7jaI681f/TBzsJzpTIsd0KkFNTG4klB7HsUtUYbdw7zou1yEjS2yW6m796kIqsN1ztR0zcA2+OKnUnVjGV0M3R7uPPOasuVfsxbTYnnFM8qKLalhi1eBJ6kMOUda+3fBWoAa23OBTWdtNayMy65vTPh/l5GNOcv4EtBIOCz/Yz9yeEP7VUI9nBIVlQK9iYlRWnwBShjZuWL8wKutDDMS0ZFhbCO5tHaoLShF3mEHjObYgFo68zperFP4gsmZU0aSja6EWCZlDWl0lxbilhLA3bGJXau5Xn+s9tp5g7/2e1dfv+79xlnFVd6i4Pnr/Vj3l5L+cr1Ptf6zpffEwJPSpbTkLfWEnqxz5urieumFu7c0kDOqnZW0pBOdFjdlYZOxF3vhDOnzik2eiGeYHZ+03N/1hm2F332aYvLiSfJ8CshRMLUZFGId4Dy9JecP44ukYtag3Cdm8oYQmm5s2uwlXnEKneKxHfZonoaQvwlgLM4gKw+DOrNwCtCbWaTqsBlAFoZrACLK21FuMaoNHDDUkZ5xc6kptbOlsKXgmv9iLVORFUr1vsp2lo6gcfrSxH9NGJSKYyGjU7I7Z0MsZufaDmsjeb//Nk240JBY6scePBX3ltjN6vZ6EW8u9FhueMC7d/8xg1++OmIh4Oca0sxb62lvHOlz43VhE/2Mm7vZEgh+fqby4S+uyF8+eYyP7i7R6EslTKEvrsRXFtKWEpDvvnO6qxOfykOKJXm3m7OQeYC8jz98iyCYltq2OJF4Em+Xb8L/B/ADSHEfwf8JvBvnuVJPQt2JxVbw4JRochrzZVeyHISMCo1UsDO2JUKTuvzj4M29uVWbk+Ax6PWydPL1KaZY9sEfSkPbwZHK3iiMCD0Pca1ZTkUJKFHrZ3dcT8OudKP2RyWrnEq8skqxSCvWAKK2lDVmtu7mv285vWlBGMMuysJwMJn9+lBxvsPh3hSOouHwPnnS0/yz7zrDPbms+hryx08zwdWZmMul9OA/axeoE2kcBO8fvH1JVbTgGFWc2c3I22S8Vtr6Uw0vtpPkEJyfRmGRc3u2C4E43n65TRB8SRh9ixLDVsxuMVJODXgC/ct+RnwLeAbuGTx71hrd0573YvAMHc/3mkpHday3ou4tizQBnZGJb4nEUKcGPDnC1IuExSgGr3TsNhRXBsXIAUWIRwt4nx4HB9vGhsGbWFvUjEuZVPCaAg8Z6GstWVYKq5oy1on4MpSRC8OGExK/uKTA37+cIS1Lkh6UvDelQ6f7BdcaURQIcTCZ/f/fXrAvf0cIQRBU0bUiXxCKR4RTeHQ22aY19zfz6iU4ePtCQ+HOR9tTeg0NhvAbMbtejdasEu+2o95d6PjuoRZ9MvZn1T0Iv+RoPl5hdmzKDVsxeAWp+HUgG+ttUKI/9la+2vA/3ZO5/RMUE3n5BR5rdkZ1/z6WytcX045mFTc3p0gpUCK40cd+l5TcngJo/58j4EQzBxDPSkIPUkl3UWvdCOK0jCpKjckhcMXSiD0JZNK43u+K1VsOnBf78csJQEPhyVJ4HG1F/Ppfjbrjs1r7comNWSVoZfA1qhkZ1KxkoYLn52xbkRiEhx+PSelwve9R0RTdz1iFnjrbTubPKWNm2p1rR+RhG5f0xm3cGiXPB2jeNw+17sRvdhn75iu2s8rzJ5FqWErBrc4DU8i2n5HCPGXzvxMnhHGGN7fHPGDe/tUSmOtC1ylMqShh9dkiF95o0839KiUOdEgrdKXM9jDIlM1f7OTuKA+NY8rSoXRNR6NydpC45VBWOgEHsYaJqXCWMty4vPmWkoSuLGE0/d8Ujp7A2tto6kIhHBunHAokvpS0Is8dscl9/Ym5LVqpmRZauMGrHRDnyQ4/et6VPD0pCDxBff2J/zk4YDPDjJ6kfP/P/Y9OiIcn7UwO/3u/vEH27y/OcKcNLLsKfA0YvBJ19vi8uJJOPzfBv62EOIuMKFJFq21Xz7TM3sCGGP4g+9/yp3djKxSbA4LerHPL72+1PCjBWmTJXYin6XEpzLOE/8yuGI+Dea7az2YjXu82o/cBCwsSlsCXyJ8ybCsHuneDXwf6Qm6vs+NlaRxrYR31hNeX0noRAG9yOPN9S6BJ9HW8MHmmEmlnbWydFU0V/sR15aimUjajTweDAt2xmVT4y8IAxfgLW561lonPDa7n8fRjDv2BHd3M7LaDUbfG1VUyvDXf/X6I689C/rlNGF2/rs7xa21lG997fqMVnoWPKkY3FI/ryaeJOD/1TM/i2fEh9uT2Q8mCTzS0GdUOHfM15djOqE3+6Lf3s0plCXxBYUH6hWufpsf5h5IgbLicP6s76GsdZU5vkQYR8NMX1crS2HdA0tpgNaWnYkTRzthwEYv5r2Gl08Dwf+S/P/svWmMpFl2nvfce781tozcq7q6qqu7untmOJzpIdXicCjSokiZBGiClgRIkCX5h2CYtgXQAvxDkAFbAgToj2AYJgFbMAGBMEzZgk2YhmkYBA2uoiluo9nZ3TPdXfuSe+zfeu/1j/vFl5FZuURVd3ZX9cQLFCozMiK+G5GR5557znve12N7kDEp3GkgloJO6GMtvLTimqTf2R4xnqpgWieFrCT4ShB4HkoKlhs+ncjj5u74sYA7bVIOkgLfE+SlccNXw5xMOylkUdWxtocZf/DeHj/yujryHBdRfjmrMfud7dGRYA9Or//dnfGJJaYP45qzWJR+vjtxbsC31t4WQrwB/Eh107+21n7tYpc1H7YGh+qFQgg22s7rtBEovu/a8hFjii/f3iMvLUlpamOQ7xYoHK0yrVL82ax9b5wipSLXBmUFmTYkuUZJgacEQjimDEBellgjyUvDO1sjlmKftHCUxheXG7B29LrDpKBf+QoX2oIQKE/RijxeWm3y6qbbGGZ/j1Oto+VGQCf2iH2PTuSC/Zfv9LjUcaye0yidU1GR64IAACAASURBVJbO1ZUGd/bHvNiNyI2lLA3jQqMrDZ92FBzJaC9Cgvesk8GR1zyDrUH6gQL+vKeRheTwdyfOPTsKIf4+8C+BjerfLwshfm6eJxdCdIUQvyKEeFsI8ZYQ4kvnP2p+bFYDNzPXoxF4vHG1y1orREpZS7o2Q8ellhx90c+CJPJFYPbPuxEo5IwWzOzPtBVuClYIdOV45XtObiFQqsqOXX0/9J1v7bQcpq2TM0gLjVLyMe/Vr94fsDV0Tdxm6OFLUW0mkivdmL1Rwd50sjU3BJ6iGfj4SpIWhkudmM9cXmKlGbA7LhxttsI0Gz2eqQohKLSlE/t89soSQkpCT+F7jl0khKjr8bMSxxfFiz9NVvj4Z3eK027/MK45i8UcwHcn5ol3/xHwRWvtP7LW/iMcPfM/nvP5fx74dWvtp4E3gLeebpkn49X1JtdXG0dum3Kp4WhTKvQEjUA56uWsUNiHuaBnCLMtiqzU5KdwUfPSVB6xTgI4KUqEtUTK1fWzUte8/DzXZLmuJm/dz3Qla9AbZwzSAouts8etfoqvKtVM7ZymlBT0JoeMnGFastYMWG8FZKVmnBUU2rA8o2/vGvCSJNdsDVP6SU4/yXnr4YA7exO0cdz9bz3sc+9gTG+S8dbDAddXYl5ZjclKTT8pKEpNt+H6DMfXerwxa7H4ntPWuYiG5nmf3eM4q8H6NM3Xp21EL/B8Y57tXHBUKl4zh7SCEKID/DtUQ1rW2hz4UB0jpJSncqmPN6Wcx62kGVq0FkyqNHW6432SAr8ElDxkHM3+/TvT8anYGHhe5fFbMWgi3+neeFLQiTz6E0uSOdkEISTWGKSEVqhQnmJiDr2A398ZsxT7tUz1a5stt1kAEuE08av+yhRTieHLSxF5aRjlJZ5w1NnXL7XxlGS9HfDN+322hxnDtGS7+p3+4CtOrvi3396plTX7lanKT33uEmmueXGlQRR63NmfsDXIWIoUW4Oc7WFxZK2zpZBBUnB3f0JeOD4/fPgNzbM+u8dxVoMVeKrm60Jy+LsT84qn/ZEQ4ler7/8K8C/meNwrwA7wS1UP4Mu4oa3xU630FJzGpT5+1G8ECiklgYIo0CSlM0TxpJs2/SQh8kB5iiLVdYD35GGjWlHp3gNtX7ndvJqslcJl5MbCWjsiDjz2kgHagMHW0spCSgIpSIVASaedsz/OaIWS93ZGvP1oSCuQrDR87vVSjDG1DHJWaO73Ej7/YofVZuCsBKUgDl3JKFCiNlefohl4xL4iKTTjrERJwc4wQ1vL/jijUQmgZdVJZpSVCAR3K3nkS52If/PuLjujnFE2YrUZ0J7R0ZlFLynYG+WnTtYex/HJ1nlNzYUQrDQDfCWdD+8pwfasBuv065N+dl4tfiE5/N2HeZq2/60Q4neAH8Ylhn/XWvuVOZ/7+4Gfs9b+kRDi54F/CPzXs3cSQvws8LMA165de7LVn4HjTalBVrLeCkhKTVaWBNIdWjxPYT5hXdz1TkxWaCaZhmpSFuMCfCuQBL6HpxxtcSkO6KcFI2UwxnHkC2PxpGM+DbICT4q6TCCkrHV1Oo2AwjhGTG+iKU3K7d0xdw9SlhsBB5Mci5u+HWeSpNT40rI1yjAIGr7kjRe7h7+raTfZOkZNUmjaUpKWhstLEWutkLsHE3aHblO610sYpAUCwVLkURhbyz/3kgKvypaTQmMqB6teUhAW2vUoPMkgKVhvR0ey6K1hysNe5Y272qgD8UkNzePZt7VuAHCp4dcDYCdl3E9Ci3waobVF83WBkzBP0/YHge9Ya3/BWvvzwLtCiC/O8dz3gHvW2j+qvv8V3AZwBNbaX7TWvmmtfXN9ff1J1n4mjjeffKUoDKy1IjY7MZ4n8TxJN/bxn6E+1SkzQe5nnP0L86V7/FLs88Jyw5Vu5PR2V8dZ68R88ZVVXl5rkWmIQ5+l2NVtpYTY92j4iqySVYiVh7YgpSBQCiUEpbG045AXuk5vRginq1May9YwI6k20CTX7IwK2nHApW5M6Ck0Ek86Cu3t/YR3d8aUxjJISuLAo9sIEAJ2xoWb2O1ErLdChplGCMFyI6gMVgShJ2kFPpl2Dd+1VkjgORmF7jF55EGq6aclvpJ0Yp/QU7UcMhzNoo97405xUkPzePY9TEtu7U2OPO4k/9vzsvZZnNVgXTRfF3gSzNO0/efAaOb7cXXbmbDWPgLuCiE+Vd3048CfPfEKnwCzzStrLcux4it3Dvh/vvGQe/tj1pseB+Oc/iTHGENRGPYnKcUzxMk/q99mOLvXUFZZ/DAt2B4kgCtXZSWU2lYGJjDOXNO0ETj9+ElRIoVESYkSAl9JmqFHUpYY6yZhnfSwu06oJHlZcnNn7Oiclf5CWuhKnM5U6zEV40Y7nXrtmsfv7w65fzBB65JvbzmVSyVhkpf0Jjn9pCD2Rd2kdeJsip1hxsEkr0pPri8TeYJL7YC81GSFRgnYaAW8sOQkEa6vNmhHHoV2pimhJ2v3qumkL/BYYJ/6I0+lo09raB7Psqf3n/5/2v2eJGs/q8G6aL4u8CSYq2lrZ9r+1lojhJg3ffg54F8KIQLgfeDvPsUa58LxI7LWmv/9y/fYHjp3K60NO6OU0HMBKC8PSx3PUglfSU4Vd5tm+KftTxYoLfQn2aG08RSV8mUzcNmrrxxr6YWlkH6iSHKDJwXdZkA79Ci15lObHUZZySjTmOr5Iyl5NEgYphohDEnmqK4uwAju7E9oVWYnrdCnGSpeXI5J8oLbe6ZmC30j7fP2I6eXnzVC7h8kZKVhKXb0za1hzvYwY5RpsJZxVvLSWhMrjtXdhWC1HbLeDtEWXtv0eGmlyUtrTTqxX9fTlRQMEvfO5do18KeTvnA0IxYIrq81GKYl11ebXFttnFqHP55Jz54qzrrfk2Tm5zVYF83XBebFPIH7fSHEf85hVv/3cMH7XFhrvwq8+ZRreyIcPyJ//f6AW3sTmqFH5EkOipJRqiEU5KWtqUa+kghraiPzjxvWHpVBOI6zljkVSDOWI5KYUy9vY2FvlDPOXcCb1uaDirLqJlQthbasNkO+VLFgJpkrU/iewhiD7ymWKgepvNRMCs2jYcq15QavrDVYabiP1UrD48ZakzhQ9CeORy+lqP1u86Lk7e0RAkcnjDxJ6IdYZY8ErKTQjHLtShjWI/Kd01boOXvFotRcvuJ07K21HEwKlpKCTrXGtVbIj76+zt4w4+2tYf2800lfcBvWWivg/Z0xSaGJfcUr603euNp9LHjONmlboWKtFbA7OuTzT08VU5yUcT+pPPLxBuv0NDsb5Bc1+wXOwzwB/z8FfgH4r3Cx4zepmqzPEo4fhR/23SSjNhZfQZKVGKimPk3NKzXWIs6KsB8jFEf5sOIUlc/Z+5dAWprHdP2nGfrOKGOp4Tj3pTaM8xJfKcaZ86INlKITe6y1XMYOsNYK2BsXTvistCw3fJYbPoW2TAIP0Ewyi5SS77va4Y1ry+yMcjbaIaM055sPRjzopbQjl/l7SqC1oZ8a/vj9fVqRR5obWpHHpy61aUQ+caDoxAGt0GOUlUR+QVo6L90p1TPXpiYIJ4WmY20ts5yUmv1RfqQR+upGi0mu6SUF3djn1UoC4gjEzL8TcFKzda0V8MbVJUaZnpul80FokQsdnAWeFufW8K2129bav2mt3bDWblpr/5a1dvujWNyT4PhR+PJSZXtXdUGlVBjrDFBCdXjcVlK6hiZVc/OC1jfvn2HkSzzP3bsVSZZjr44/oSdPbepKXCAF95pmLzj7mpQQNAP3nKNcM5WwMdZRMVdbIVdXGuyOSx72ncn37rhktRXyPS90uL7aIi2t4/gLUevpv7zeZKUZcreXIaXkR15bZ7UVcjDRXOnGvLrZRklH4WwEjoKYFm7qdrreUVZSGFhvhQjhyj3Tpq0QorYmTApTe9MuxT5JYdDGDVFNZZanJZXZidy9ccGV5QaffWGJK8sN9sZF3STdG+fsjnI6kc9mO3psaniKk5qtu6McIUQ92To74X3apCvMNxF7Ep6k4bvAArOYh6Xzz4QQHSGEL4T4TSHErhDi73wUi5sH06PtICnw1SF98PNXOlxfa9ZSuKEnaPrKedsqVyuXwomHTeWBrb24RH/eOc2sMOjKaHecGvpJWbMVs9Kc6sFrcEHbExAocaT5O83up+vItaEwBolgkhX0ktzZFUpBUjpJ44YveW9nyNfu9RgkOQJLVmiWIkU38hikrsFaaEMrdPef5CXWGL79aMjN3TF39icYa9zvRjrLw6zQ9Cc5Sa6JfOk2OCnwpMBYeHdryDAtuLYS15v4bJnEbRiKRqCIfXVEktk1Si2eEkzy8sg07XlN0nmbqM+CF+2zsIYFnk/MU9L5CWvtPxBC/FUc1fKvA78N/PKFrmwOPMaBxhL4kqvLDTqxz499ep3f/s4e726NiH3J1+/uc+cgY5QVXPMkBthcirjcCvi1rz1gXHz8FodmZtM5/ud7VjlH4jRwGr7g9c0Ot/YmPOpn1YTs4eMDz+3xnpRoUwIKbajLXN3IB2vZH+csGac/tDVI6ScFxsYIIeg0fK6uNOhNCt7fGdMIvEouwZVd1jsh720r+pOcbz4Y0AxdychYU2XqkkagGGWC1ZYrY0wKjSk1FsvtvQmf3mzxxtUlxrk5Uia5sz8h9lz2npaG2Fe0IsX1tRbD1Kl2lqXhUT8Dsnqa9rTseXZTOevnp31/3u0XgWdhDQs8n5jnE+JX//8U8L9aa/eflTrhY8JZCIrSCWettUKstXz/tWVe22iTFSW39ydcMhJwzIyNdsh/9qOv8DvvbPF/fWMLpQzSmI+1nH/Wtc/ai6ZHtUnm+ObtULFdTREL4Xq4rnlrSXJnFOMLd9LBWpQEpRy3fX/izMMvLUUkuebuQcokd2yd0JMIIfncFTfWP8pK9kY5iBxPSpSw/NnDAX/w7h7dZkBZFGRlyCDNSbV1zKDlGF8Kbu8ngDuNZLmmGXiEymnm3Nqb0EvKeoJ6enLrxj5r7ZC8NCyJw8Gm1zZa7I4ymqF3xD1ripOapKstn72R093ZaIesNn1u7k0Om7ZrzQ/cbL0IPAtrWOD5xDwB/9eEEG8DCfD3hBDrwMnarh8xzjrarjaDI9n/1iDl8lLE9dUm/dQ17S4vRYxzwzsPR3hSUD4jG9k8ON5nLoEyd7fc2hnhe04ozgLCuKEqBXjCSRdoIwlD5fxspaQjHff86kqDlVZId89DSklhSl7sRoxyzVor5MXlGG0MWWmxWJYbAYW2TrtewVfvDPnm/QGekvXtX3x5mSR3stWB55Qz19shL681WGlFPOoljLICLDwa5jwa5izFPg97E17fbJ97kps2O0eZ5vpqozZDj33nhzDKNOvto03SZiD53Xd2qk3HbShSOAGzI/rRx/AsaNA8C2tY4PnEPE3bfwh8CXjTWlsAE+Dfv+iFzYOzjrbHs//YVwxT7WRzLy9xpdtACqdhstwKKzaPwJt5Rz4O6eTz/mSnPw+UIDpZCgYjDu8ngMATeEqiAd9XXO42aEU+WWnxPcV6K6LTCLFC8tqlDn/upZVaxGu6IbQjnzeudrm+1kQIeaSB2o58rq82GWaGQXY0ux6kBXvjgs1OhK8U1lLZFXoo5fEXP7XBF19dQwp5RDisnxRkVcPivJPcNNBN9Wg6sc9mJ6ppmdPPyWyTtJeUdbAHx/J5f3fCKDf1Y09q2h5/nidptn6YeBbWsMDzh7mKftbag5mvx7hp248dZx1tb+1NsNbW2V7kSVqB5Nbe2DFVfHh/N+FX/vQusSdoBZJRbhyrpyqWfxylnfNaCHXz1dpTB7SwTqt+et9CW5S0CAt5aemnObl2U7BlpRpqraUReByMcr7w4hIvrcTc3k+IfUWooJeUfPXOAS90I15cChkkBTf3R6R5zjgz7I1SHg5SsJbSWqyxGAxKSoZZwXLDpx1KdkY57+2OSAvNF19e5tX1Jg97CZ1qk57KLa82A8JqInZes47TuPQnlTqOG5DkFeXzQX+CJ0V9OjhNP2eRXS/wPOK57vKcdbRtharmZIPzv72zP6ET+xhd8htv7VT0Pok24CvL56+0udfLuL+fUBiQCqw+fbL140TdjD1hh/CVQAlbn1B85SwDtTVgjWMCGUdRvbHRpBl55IUTTEtLw9fvDXh1s8Xnr3Z5cDDmX20N2R1lbA8z3tseEnqSz15ZYpDk/NnDEYU2NHzFuNDk2hIoV0OSSDxp+NRmh81OyDtbblAq15bdcc69npNNuLQUsdr0KY0lLTWRp1ht+lyqqLVP3KQ8h0sPjxuN+ErQTwq6ScBD6TaDpdjnC9e6R9/3BQd+gecYz3XAh/klXg8mBQeTnE7s89bWmFGqMVi0dkYXk8ywP9FstCMe7CcuVpijg09nrqP692GeCqbh46Ss/yxJZ2MP9e3dNLGoJJJlzdLxpUD5wtEkU1c/f2WthRSuDGOt4aU1J228Ncyc/owQJHnJvYOUTiOg1Ia01BgDhTLEvmSUCaxwhuXWQisMeX2jyZ39CTvDnG7ss9wIQAje353wp3d6vLzaoBUFTApLu+IItKKA5Yb7et7MfZZL36mGvHaGGd/ZHtUSxNOEYGpAMusru9wM6inh0/CkXrCL08ACzxLmCvhCiL+Gk0e2wO9ba3/1nId87BhlutZDSQpNXrrQ/aCX8PAgoTDWZclYitxlw/uTHKM12VRf55z6yvHG6YddAjrr8sddaKamJ8YAViCEIFCyNjVRUhB5hnalFBl4gq1+yt1eigAnopZp1tsBUkjGuWZrmPGVOz1GmVOZbAbO+zY3lnsHLlCW2mKspTQSKQVrzYCNTsh6K+JyN+ZS26e0gv1xWW+Kdmbtd/YmbLQjfujGCg/6Gb0kpxs78bNxfuwdPSdzP176sdXk7fYoY7PtMvppNn7cgKTUlqJ0Eg6PN3xPv8bs7edJJ89efxH0F/g4MM/g1f+Ak1f4BvBN4D8RQvz3F72wD4p25CEQ9eTkUqNqUiqJUrIOptM/Ow00fI98RkztrDdHCajo4EhcY3ReBDN39c64iAD8U552OmA1he8JAk9iBbQjn5VGgHRJOe3IpxP75NrSCn2urjSx1rFapn6zUgh6ScGtvYSk0GwPM7SxdVml0IbSuI3RGEMrdBvH1GkqUG6DMRbeeHGZv/Hnr/HGi13GhQtyNzZaeEqSaVubogNcqwaqhHA+t66hHiOqhjrMPwV7vMQznbydFTKbnUidmuf8yGvrfK7aBGavIRAfiIe/mIhd4FnDPESUvwj8pLX2l6y1v4Tj4//oha7qQ8Bx2dhO5HGpE5CVBmv1kXKJxQXwwHOln1pn54znNxaqQwMWjhhsn4didgr2jItYTt8QhOCIK1RRWvKykiq2lkGSu2lbC2lldeUkFdxjRlmBXzVF81JjrRNNu7k7YmuYEXlwZ3/McJIT+7LW3bHAajN0qpbKyT04eQQnm7DRjnh51c05JIVmKfZpRx6vrTe4VNXNyyrg31hv8ua17rkSv+dNlh6ZtvacF+/x65/0uFnMKzP8JHLEi4nYBZ41zFPSeQe4Btyuvr8KfP3CVvQh4XhD98XliO88GjJIE5phgBy64KUUqGq6NS0OSw7nPj9ukzC2eswTTOjOXuOsTaUZCDpxgBhn5NqdIiIl6KUGXwmKGSqOkm5zKAwkFX2n0E7yuBV4rDQCliPF911frXxrFf/fuzvkpUEbwyQv0VYghaA/yV2DO/IIPEWWO0vBG+stNjshWmu0lfhKESmJts6q7/pak89daXNjcwlfSa6tNri9N0YgEFLxM29c4js7E2LfNX3fvNZFVbpGZ/HKz8qqT3KcCjzJ1ZXGkesff9xjv5M5ue1PwoFfTMQu8Kzh1E+eEOLXcOFkCXhLCPHH1fdfBP7go1neB8NsQ/edR4OaldMJFYFywTGQEiFc81ZKUOL0EHy8Zj9lyRjcUNO8mH2Os0zUO6HTjlFCEHnQij18KRnn0+B2eN/Ak0hhyUpXMqlL3cJl4c1IEUgPawwHE81y5Pxmh5kh1xZtXXPXV44DP85KlIBxpsk1hJ7lSjfi6nKTbz3o02koVlsttgYeWWn4nhc6bLQjLnebvFapUE6neqfBWErFD7+6VtewZyV+W8f8Zc+SIIbDrPoxjr5wG+F0IGv2+rOPOwlnEQBOar6eRxRYTMQu8KzhrFTjv/nIVvERYGuQ1uWbXBtXxxe2sgBUeMLgC4sQkpO4OVPj7ykMh0wZibMSPIvSc9rJ4fhmUQ9WyUqrX0BuXcnITEpK47T8verOU9l7Yw+z/aI0+J6sNjDH0FlrBtzZn3Bwv09YWRg2A8ULSzG39ieU2s0gjHOX7TslS5DCGcZkheC93RFZxdtfb4W0KjGzYVKSFY9LMp+VDc9m5hbLrV3XBL6+2gAB/UlRa+7D4xLE0+c5r4n6YUykPm3zdTERu8CzhlMDvrX2dz/okwshbgFDXCgsrbUfiRnKSQh9VcvqKqVcOUeK2s+1N8nxPY84sEjhuPuBEpTaUlqnM+NBPf3pzfAwfQWNwGOYlJTVzbPa9c3A2f5lp5RupycFJZw8sjaWXFs8TznteDM1EBdIAXlhwRPEnmBUMVmmht0WTeip6vW6slUnDshKy/Yw50o3phn4GFPwYJhxudvkxlqLQdKrXrOkkLIyBBe1RWFpLEo4WufBpCAOPBqBhzYZjdCrZQ6mzdRp9nta1jybmc/KGg/TEgTc2pvwSuVaBU6C+MWVBi+vNY88z3llk3lpu2fhSamYs/gwrr/AAh8WzirpDDmjnG2t7cx5jb9krd190oV92FhrBqy3Au71EtJc1+WZaaMzVI6KmBS6rsmXxh4qVFrqZiA4K8E6uzbUZZQpZr9W2DMdtWb7vaVxzVgBjLOyajJPf2ax1v2s1KamXU6vZ3CbRmksZVaircGXgn6SkWuLFJZJrklKjTFOSrmfFjR8SegrSm0RgsozQKCNodACKyCQAmPcNOp6K0DJQ9/W2caotZY7lYn3WRntbGY+6/+aFPqoqUnsH3nMVBTvtHLPtIY/qDaQecxIzsOTUDEXWOBZxlkZfhtACPFPgEfA/4z7U/zbQPu0xz2r6MQ+L3Qjcm0YpwW7Y+d1K4VASkBA7DlRsenAkpICTzhpgm7DIy81eeoitxSVv6x19EwlBXGk8EvN5lJMVhgyrRHW0oxD/CRjb/J4zafpO+rozjDHV4c1mtJCUhisMfWGIAGpHGOmHXoEvsRTbqO5tBTRijy+db9fmZm4zapwfocU2rA3LkgLFxB1tXm8vtEi8BRJrim0JQ49pHWBPwo8Cm3ws5JASRqhh5SCjXbIn7++wjjXxJ6qNWymvPdhVrJfUQ9PK33MZuaztMnYV3XAP8kX9izHqWFacvdg4ozSd5yRfT8pWGr4deP2aXjwi+brAp8UzPOJ/Ulr7Rdnvv/nQog/Av7ZHI+1wG8IISzwP1prf/FpFvlhQQjJStOxTG7uTchKXbtEIZwJhxLun8biVeYoFtfQ1EYiqkq+5FB2WArhnLOsJQoVa+2AQVKixxqEpCxLQnVagHHN4sCvQpKQWLTbUAQYcbgGi0UiiX1Jt+FXtSC3iSw3fUptq9KORSMwhdOfLw00AoGw1Lx5JQW+Umy2Qq6suAG1UVay2QkZpSXDXLMUeWTacv9gghBOOtm9VY6V8/pmiKgCcC8pKnOZo9z100of9fTs7phJXlYyzTDJS+JAcW05wlrL1iA9Mll7WnmlUVkh7g1zd33hMvBbexNekc0jk7fzlGLmbRovsMDzhHkCvhZC/G3gX+Hizn/A/IoDf8Fa+0AIsQH8v0KIt621vzd7ByHEz1J55F67dm3+lT8hZidvR1nBlaWQYVoipHCCX0VJL9VkpUEK5/4U+IqWrxhUJZFiZmBoKuzoycp4JHByAv1Jzs3tCaXRDFLjNgvpyjYSl9Hn+rDEMykg6ecIYKMTuKzcl6RZiRQWISVxYDDGstTwubLUQGuNlc5QfJw6r95BUjLISiJP0m0F9CYFAo1AMClKQk+y2gpYbQXEgUcn8rm8FLLejXntUocvXOtyMCnYHmaU2vKlGys8GuTc3BkhBWhtnFhbddqYSlC/uz3izsGErDSkhaYdeK7OPpNBn1n6mJUinp2inR6zjk3WnjVNC/Cwl7IU+1xfbdSloqTQdcA/dz3M51u7aL4u8DxinsGrvwX8DWCr+vfXq9vOhbX2QfX/NvCrwA+ccJ9ftNa+aa19c319fd51PzFmJ2/X2xFCKjqNkKsrTVpRQG5ckzb2FbLyuV2JAwJPUVr3uFbouzhU1bk9KdAWGr7i8lIDEExKi+e5GtGstaCUbuSpEfl04sPMUFWZvMbV76+uuGxUA0FVLgmUIvI9PvtCl2trTUaFpRu79SAcd74Z+qw1Q/KqhNONfXdikbDaCGlHPtrCpU7MZy47T1cpFa9vtnl5rclGJ+ZTlzr11KmSiivdmJfXW45vHzgp4jjwGCSOLfTuzrhS1PToxgGdyGd7lPOgnz323h9HPT0b+1Xz17Gepn63d/YTBOKxydqzpmmnJaB+4mr20+9PKg2dhXl8axfBfoHnEedm+NbaWzyF/r0QoglIa+2w+vongH/yxCv8kLDaDFiOFb/5zg7f2RqS5gVCQD+xpIUmDlQVnF0px2m9l1jrtGhCT5AXTmLY4LxnpQRpXXP15u6QtDAYbRlnJZPs8BBUGlDCNVuz0tS6PnC0YdtPcu7uu6atP2UI6bK2JnQDUk7qeZw5A+5CGwJPoa1lrek7XnxhaIYST0l8JWj47v/NdkQcHAa/l1ZiurHHzd3xkax1lj+uJDR8SVYasqqhvdmJ8KTgfi9xXPtCk5duGCz2BA96CV61eb682sBay83dMc1A1qeIQhu00Ywzw92DCUnuAvTxBu7xpu311cYRbvvxadql2KefFCSFZqMd1l64U8xTirnIJu1CTG2BjxPnBnwhtqGllQAAIABJREFUxMvAzwHXZ+9vrf2Zcx66Cfxq9WH2gP/FWvvrT73SDwitNf/bn97jna0RSVGyM8rwpOLasiLylSuFxD65sYwyTakNzVDhK8koKVhthUgheDTMsabi3VuXmU9yg9SWvHQ8njI7WvEyuI1BSri2HNNLCu4cpPXP6vtZZxlorWPhLMc+VgCZxpdOGsFXkqTQh1r3xiK0IfIEnufx2cttPnd1mUmu2epNUFKQaksr8Li2EvGFl1YotGWjHTLJSr5+b1Bff7ahOeWP397z2RlkDNKCQh/ylNqRx0Y7ZHuYMcmnGhMu+F9fbzpWk7G8uz1id5yDtfzBe/uMspKNdkiSl2wPc15ajUkKw9YgoxEoXl5v1gHwpMz8OLf9+DTttGx3fbXJtdXGU7F0LqpJuxBTW+Djxjyf4P8T+BfAr/EEgpDW2veBN55yXR86fuvbu7y3O8FTEk+7SlaSa3ozwTzyFZEQ7KqcOHDc8tCT3NydUGhb0yWVrPjqpavRawtmJhjOqkEyc5sCVlsBvhLcPUgf47wq4QalDBZtnIJlVJ08Cm3YHma0Q68esW0EHuNMU2jD/jh3XrMvtPnxT6/z7s6Y0jhaphsmA6U8bqy3WG9H7I4y7s44PsHRhuaUP26tpVWVg6aYBqflhk8rUPQm7qRhqmndS52IbsOZpNzem6CUZJiWbA9Scu2onb6U7I9SAq8qo83oU7Qj77HMfK0V1CeF2UnX49O8AicBMRtEn5QHf1ETsh+Ez7/AAh8G5gn4qbX2Fy58JReMd7dG9de5NmgNxhqGSYGnZMUMaTCphMR8JWhFbjy/Ebi6/ruloRF66CrwZ1MePhyZWJjW5aeeskpAO1QIAY8GGWlpaAWSQhumBlu5dswZpSS6KBECJoXBCsmkcNTLh/0Ju1JRGEPXVygJufbJCoOnBCsNn+1hxv/99Yf0k5KDcU479vnsC22aoX9E7nfessVxmelZ2WBrLZe7EZk2jPISYyDyJGml5TPbNO1NcnpJQVYad1Kw7iQ1zjWN0GO9HdCOfNbbId/zwtKRzLwVKu4fJHztbr9e10mnkQ+rTHJRE7ILPv8CHzfmCfg/L4T4x8BvAHV6Yq39txe2qgvAq5stfuvtbcANSpWVTGUr8ok8xSgr6TR8Xlvq8Mc39wHqP8K0hB94uYuSklu7Y0c/9NwE6jTQz0onKAmR5zHKnQZ8N/aJfEUvyfGVpBF49MY5npKst0OSXPNwkBJ4rrSktcJQEnsKT4gZKqUzHe8N3VBR5HtYWxB4khtrbSJf8e1tZ2Du+OxOesBYapbKNGuet2wx2+yeZbq0I4/9cc4g1aw0Q1aarkzzaJDVk8GzTVNfuT4AgKcEeWmZFJpm4Bq+4Jq2l5bi+n2fZua7o+wIJRJOPo18mEHzIp5zwedf4OPGPJ+0zwH/IfBjHJZ0bPX9c4Mfe32N3/yzLd7bGSMlrrQjBZ3IQylBN/IYJAWB5+wBJ3nJztBiLazEiq3+hNu7Q4RwtXpt7WMlmSmmZR9ZMXqUcLIKkacIPcl6K2RrkDBISnqTnMiXtEKFEpCWGm0MoRLEodO8sdW1DsY5nUqW+GBSsD/OyQpNM1QcJDl24rTq98Y5660QgRs8+trdHlj43JVOXRaZl1t+UnljWl551HfNWSd37EozG+3Q+QLjAtlLKzHWOunmqfH5tBy23AiONJGXKmYRHG1uHkxyLLau01ucV/FbDwd85nKH5djjvd0JW4OUzU7Eq+vNI4boU3zcDdOFmNoCHzfmCfh/FXjFWvtcuzZ4nsc//Suf5be+vcsfvrfLw4MJ7cgn1ZaGp9gepowLgx0V7CcFZWmIAheE//Bmryq7GCaZI1u2fQ8vVOwnmkC58rOSAh/LD72+jrWCm7sjrDGUCKx14gcvLsfEgWKlGVBoSxR4dCJFO/SQQjIsSqQVlMbwQrfB/jilnxQYYymMpZ+UFKXTyxFC0k8LxnlJ6CuMsRxMCpqRx/4I7vWSmulye3/C3ijje6/kdTCch1t+vLwxW14ZJIUTalOStXZAw/dohYrr6y185Taxe/sTbu5OiAPFqxtNPCloRq75PM5KNjtxzehpRx6d2H+suTlIHCPp+loDgFu7lVexhTTf5xv3B67MVq39+mqDv/b9V44E/WehYboQU1vg48Y8Af9rQBfYvuC1XDg8z+MnvucSf/nTG/wf//Z+7We6P8oQUtCNPXZGOaOkxFOCdhjQn+TsT3KaweFbpS1oBJ1IMUw1EoFVIBGstyN+7i/d4NEg53/6N7ddM9UYfCGwVhJ6kqQwjDPDSjNkoxWQlobb/RGNyEdYaPiCrBQUWruG8FQ8DVuLuflKEgUeB5OMvDRs91OaVZ9gnGkOJgWDSUE39tlohwgB7+2OCQNFtxEQ+wqLPVGQ7CwcTAp2hhlCuInabiOgnxQ0qmGu9XZYyyPPlmKaoWIpDii04dpyk3bknSh7MJ2m3R6mdd8g8mSd1YPj2U+pmA/6Ke/tjNnshDQCD7C89WjA77wT8Pmr3boXcGdvwq29cV2igo+mYXqarPKiZr/Ax4F5Av4m8LYQ4k84WsM/j5b5zOK4n+m9/Qn5bcP2MGdnmNYeruO8YD/N8aXAUy4ASykw2kkQT4RzyXLDWC6YN0LJl+/0OBgXHIxzJnkl3yAFmy2fz7+4xPs7EzqxhwTGheFgnHKQFBykBaFS7Fo3C7DWDrHWTfJi3fSvteBNtXWErTVsMmORpUUbQ5oXNavGUk0Ia0FvUvDOoyHXVlyAX4p9bqy3nmjqdGuYMsk011cbCCG4vuoauuvtkM9c7hzJWAdJwa29Sa2ECRbfc6eB443Z2Wx3kBSHWXyFTuTx0mrDUUDtIUWzl7gNJS8NjcCyNXA00W/c76OtrWWWt4cZD/vVFO5aow76F9kwfRZOFQssMIt5Av4/vvBVfAyY+pm+vtnmj27u8fvv7gFuyAqmblGSlTjktpgQ+wpjQdscIV3Gqo0l046euBT7aGPZG5fc3Eto+Iq0dBrzzcDDU5JRYVnrxKx1Yr5675BxkuSGomK4KOm0byalwSC5shyzNUhBCCJPYYCxKYl8hRROBE0p52oFMMw1nlKsNQIe9BJ3mshd/TwrzZGTSj8pKM+xZjxOJYx9xcOey747lV59J/b5zOXOY4GzNPZI0AY3THZSY/bsx8EgLWlHPi+tNsmKXn37tOEbeG4+YToT0I39Qy2dteZjU7jHm9gXgQUNc4FnDfNM2n5gXfxnEcaYOsPP8pL1ls/OqKAVKmJfMkhL3t0e8kIn5Eo3wiIYpaUTV5OChq84SMqKfun8Xqmki+/uj2mHHkKA1pbSGjwkS7FHmrtg040VN3cT0rJknJW1cJtbm0UJwSgtWG8HhJ5juGjrZJxF6NUNXimEk3f2JJPSqVo6zR+nimktaGOQQnGpExL5LisOPVlPzMLpDc1hWtbllGl5pRN7R6ZgT2s8elLUk69TzDZmT/t95KWmEykGqX7scbOia0mhaYWKG2sNtHVSzwAb7ZDLSxE7lWLndOp2dgp3Wn66yIbpSTTMeeWjF1jgInCWHv7vW2t/+ARdfDciM78e/jMHY8yRGv5UQuHNl7ocjDIeHCSU2jDKNHd7GZ/aaPDvfvYSv/ftPb69PSQOFLm2hF7OrUJjLZW/rCUrDAfjnEI7lypPCS53YtZaAXlpOBgXZEXJvYOEflo4NWTpXKlasVdbEo5yjZICY50uTqYNq42AF5djAk+w3Ip51EsQQOx7+J5g2QQ87E9oBK4BfKnjGDNfemWVV9abfOX2AdujHKypDc5Pkxyelh5aoXq8vBJ7vHl9udb6OS1odaryyXEO/6xcwom/j7xEG8v3XumQlfbkx1XrFwh+9FPrNCOf72yP2BtmXF6KkFIeoYXOlp+urze5ttK48GB7/PTwJPLRCyxwEThLD/+Hq/+fO+37KU7LWt/dGdfBBVxA2EpKpBCUFgZpQeApVCV49v7uhEfDgp/83k34Fry/M64tAGPf1dWLimMuhMvQk9xJHGelm4TNSqdhf3kp4it3ewxTV4uWEppKUpSasjDEoYeRhm7kcWUpQkg3ABYZy6ubLSLfI1CSl1ZiOpFiUmjGaVk7d5W6MiipzME32iE//pkNhBB8/d6ARuDRqJJai+X9nRF/9P4+u6OUVujVAdYYw3cCxTB1/rZYWytgCpw88no7OvP9n2bjD3opvSSnG/usNPzHzEm+frfHW48GVYB2jJ2tYcY411zpOmbOaR62AHvjgmtrLV7fbB/ZuB6b2BWw2g7oHttwLgrHaZjTjH8e+egFFrgIfGInPs7KWrcG6bF7CzY7IavtkNt7Y0pTNToLpx9fGsuvf+MBf+6lZb79aMBBWtIKFIWp3kAlKAyVWYmhn2oagXViatZJOOSRrRWDH/Vd2aLQBm0lnnACZVdXG6y2IjqR4sZqTCMK6CUFLyxFTv0x9GgHHu/vjtiumDINX9HwFd97ZYkr3ZhQwfaooJc4hs7lpYhxZYM4zXCTQhN6gm/eH3B3/2GdeUa+4tOXWggE41yzPcoqU/CKetkKaATekYnd834H726NuL03Ji80726NuLkz5odedTr904bqnz0c8KjvtHQ2OyEIwWY7ZLUZcmOj9XhDd2/yWJnoxkbrRA/b6aYySAru7k/IC2eOMvt5uKjs+jgN82CS044PWUJTLCZtF/io8IkN+Gc1zDY7J2Wmgtc32+wMM1eeqTDVtAk8xaNBRr+iYXYbIb1Jzri0dGNX1x6mBb1k6lB16EW72grZ7IQ86jumSOhLSmORwhmGYKE0gtcvdfjLn9lkkBa8vzPmUhzQiV29Ogp8Xllv8rCfsjXM6TZ8Qk/VXPM3X17hxnqLr97pcWXZ58ry4Sub9XftxD6d2Od+b8LOKOdSx036ZqU7hRxMnNTw9jDj+lqjZsOUxjrqZTx/s3Mqn9wIPGfBmJTsjHIe9lPakV83VKcZ96SymIx9R316/VL7McroSQ3d2ebzSROy068LbY8E948iu55dT3vksT96fJxlMWm7wEeFefTwn0uc2DDDcmd/ghKw2vRrsS44lAqOPEEr8tDWDTqVxhD5HkuxT68a9tHG0pvk5NoghWCcO032ojTOLUtrRllJqS0I2B9nJLkm9iUPeimBdEJtQgjH4beWRujRDiVbwxRrLe1QcWtvxNfv99gfZ7QjV8cutFPO3B2l3D0YszfKiDzICl2XEOrXW2kCDZICay2rTZ9BWrA1THnQT2kEshYum7pZjXLno9sIJEmumeRl5Qpma22ceZudsyepqawCQK9qnIJrqF5eitio1j293/XVBq+uPz4fMG0Ez+K0RvAsztKx+ahw/PcDi0nbBT5afGJTi8caZlhu7U4YJo5OeGU5Zq1ibmx2oloqOCssa60AJVz9XkmBMZZ26KZD09KgjaERKIy2FKVBVBm7qbxgV1rOuWqYFZhC0E8c/10KuL7WJAoUn7nUJi00GkvTd6yXcW552Eux1nB7b0I79CmMoZ84vZyX15osRR7bQ7fZCAEDUVJqw3orOFJCGCTFUX9XLL1xjhTuRNEJPfaHGQgIfOWkobXh+qqzEvzm/T7bw4xRpsFaPCX59OU2L1U/n6cMMnuSmm4o4CiTsw1VKSVfemWFh/2U1XbI65vtU+UR5m0En/d5OO/2i8Bi0naBjxuf2IB/XsNMCucN+z0vLAHUUsGtUNHwPRLf0AidCFmaO2VIUZmjTMWPS2sqo3PnOiWqJq+nXNYsEBU109n/SQHjrCD03FRqbgztwAW/RqhYabi1TXVyPCVqo/XtQcrDfso4dyYkSkxVOi3jXPP2wyHrnZiVhgt8vUnB3ujQIWqYltzeT3hlrclmJ2K9FfCoP+GthwNGWYkScKUbs94KMdbSCBRJVrI7ymgGHuutwyz0LE2a2Z91Y6el41yxFI1A0aoa11PWTP37kJIvXFs+t6a+2gxYb4VHMvP11vlZ8rOiY3MRomwLLDAvPrEB/7GG2TivuPGPN8xmkZaGbsOnqCiV662QwBO1vvtrmw3y0k29HowFRWnwlKpJLMYYfOWCfTt0b2/kewSeZH+c8ae3Dlhvh9w7SEhLw5WuxPcUq82Ql9eapKUlL0uGackgdQNW1rr6eeQpysCy3nFryUvjRNys5Wv3+7Ri/9TJ0iP+rrGPMYb3dyZsV1l+qQ2ltnzuSodJYdgZZGTVbQ97KVsDj/VOyP4oP1ES4fMvuo3zeKP81Y0Wn7/aZXuYsdEOWW74jHNzpKH6VNmunfn3FJ+HRXa9wHcjLjzgCyEU8KfAfWvtT1/09Y5d+7BhVsn5HsfxI702lrS0tCOfS0tO2mBrkHFjo8NqK2RnlBN4sNkJib2ErUFGJ1bEgUeSl+yPNavNkNBXtY7MctNx8JPCoKRklB1OhC7HAd1mwNYgY5QbrnTjakJW0wwPm61JoVluBSzjRNfiwMNThnHm/GWbgXfmZOlxf9ev3x+wNcxohR4WZ9O4Pyl4NCxohh7bI9cY9j2BzTWDtGSQappBdQ3ZrKdVp83P6dez2BsXXF1t8qlLJ49tPGm2O+uFOy3jTP1uz3ueRXa9wHc7Poqm7d8H3voIrnMmzmqYuX+OufL+3ohSa2Lf8cGdRoszG3G8e8kwLbi1NwZrWYoUpbGkpauld2MPLPQnOVKKqgTkpm1boUfoiVpHXwqcFoy1RJ7gve0h33rYZ5DktEPHze8nOeOsQGL49sMB0loudab68S67b4UenoSdUVZ7zLYjr25uTr+fLaE8GqTOiF0JtHESzKWxvLs1pJ9k+BImWekUMbUhqLSEZk8Ksxim5ZmTpTd3x+xW6/sgeBaarwss8LziQjN8IcSLwL8H/FPgv7jIa82xllOP9MYY3t0ecWdvwjjVlT6NZLMTst5ydd9G4CZSDyauIdoIFaWUNCKfjWZAbiGUrtY+yl3WHXmSKFC8fqlN4Clubo9YagQMUyespo2lNI6Xvz3MuLrScL62aUmSG6Ry5YZ+UjDJSu4dTNifFKw2Qz59ucPd/Qlbg5yG7yZzR7lmkJS8stY8cbJ0toTyQ6+ucWd/Arj+Q1aaajJYMkxKxrlhqZr8zUv3/h1vts7ipObnRUyWPgvN1wUWeF5x0X8l/x3wD4BnYlr3tCP9lC8eB14dyB72UkKleGWtwbUqM37QS0hyjRBOXM0YyIsSKSJagaQsHZ+9acGXkkBJjHGTqy+tNJA4O8PIl9zemzgNd+s07JO8JCvKSm7BMikMsVCOo68tSjhf2DjwGOeaV6KAH7ge84eVO9d03cYcfb03Nk72d73aDfmTm/u8Vw0hgaDb8LlemYqHvlP/DD2FoCDyXcP1JL/Z2ebnRU+WPivN1wUWeB5xYQFfCPHTwLa19stCiB89434/C/wswLVr1y5qOWdili9usRxUtMZ7/Qm+J/jURos3Xlxif5TVNM1EGwrtZAeUTFhuBvQmOUlpKIwlULUSAYOkREjJj316g0bo8bW7PZQUjLKSSaHpjzP6ScE3HwwJPGcMkmtDJ/IocM9jsewMc6jYRStNn24j4AdfWQFcszn2Fe1QsdqOWG4EZzYmZw1h/vj9fULPnQhyA6OsrMpY0rmBxT6t0GOjE/GZy50zm60XPVm6aL4usMDT4yIz/L8A/IwQ4qeACOgIIX7ZWvt3Zu9krf1F4BcB3nzzzQ9W4H1KzPLFD8YF/bTEU5JL7YjY97hzkNJLSpZbIUlh8D2FD1XA11zqSJqhT1oYtgYu8/Q9ha0kDTY6EZ3IrxuYX7i2zJ39hMh3b/9back417Qj11KRwtX5pRQsx057RhtbWwcmhWGjE3FjvUVWuGsszbyeayuNuQLq1BDm+68t89U7h5LDsV8wTEqurzaP8NtnJZBPa35+FJOli+brAgs8HS6saWut/S+ttS9aa68DfxP4rePB/qJhrWV3lJ3bMHx1vcn1VSfSNcpdGWIp9lluHAa7rUFKqCRLkUdR8eoLbYg8WWfyoRK0Qs/V5it5hqkzk1uP4Rv3+nz1zgFZqRlnBb0kd7LDvpM1HhclpdFEvqIwBmMMnpIEnmRaNt9oBSjhDEZ8TzDrrntWeeO09+N4Q/u8ss1Zz2mMqb+31g2xzeJZKr/M+/n4sB63wAIfNz6xna4ncRuadcD68q19vnG/z3LDR4jD/XCzE2GtdV60xpIWmtBzdfoXlxs0I4+l2KMZeby83qI0hmGiWWl4NEMPaw1/8N6+2xwsvPNogJSCaysNlkKvVs40lmrK13C5E+EpRegpIk/y8nqLK8sxWaG5s5fQm5RY63Tvr6406MT+qeWN896P00THziqbHH9Oa+1jHP15fHM/DjytG9XCxWqB5xkfScC31v4O8DsfxbWmeFK3oakD1qvrTXwlj8gnT3VddkcZrchnUhjakY+1hkGq6DY8mmHgMtpmwEtrTZJCs+vnNAJVNXyddeJG24mVWSz74wIlBZEnkFJUNElJqR1ff70dsNZyjldZaVipM2NxRBCt0JZO7J9Z4jjp/dgeJPzxLU1emnooaoqzyibTado7+xNu7YxrgbV6DmCGo787yp/YN/dJcdbk72l4WjeqhYvVAs8zPrEZ/ll87bP+MI/73W52olrXZZwbvnTDab5M5YcvtUMC38NTgo12yDgruLWbIBBc7castgKurTbJqqAqhCArNcNUM841apyjKgP1y90Yg3Ow8oSg24i43I3wlAummTaI4ngLdL7Xdfz9mJ44Cm3qydxW6PFDN1YQQp6atc5muFvDlIe9app39dg0b+Qfufaz5hv7tJ+Pp33cAgs8C/jEBvwPwtee9bs9/lgpJFe6Da50D2//3ItLrLVCdkcZd/eTI1OgpXGCX69vtnn74RBwATEpNJ4UdCs3kgdpSScOeaEbM8lLtgYZL3RjGr6HNm4O4Oqy6zO8vzOuPWXnfV3Hf/6gn7E9zNjshLUX7CTXPOhnXOnGp2atsxnuedO8867tg+BpM+6n/Xws5gAWeJ7xiZVHPmmydq3lyi5P26QbJAW+Ekcet9r02Rtl/Ovv7PD1ez2M0bUEcW+Sce9gwm+/vY0xhmsrMeA03X0laQQerUDRChTLjYCyItHHvuLGepMXlsI6a542f9uRRydS3Nod8a0Hfe4fTFht+nOLh03RS1y5aTpNPHs7HEpJH3+vZjPck6Z5X1qJsdayNUwZpAVrreCJm8jn/WwWTzt5O3Xjmv6uzlvr7OMWEscLPK/4xKYlxxuRrVBx/yDha3f79X2epklnsQS+5Opyg1ao+N13drhdKW1O8pLtQcZLVWB/e2tEWmg+danN7b0J15Yjfvrzl/jK3R7NwCPyJIWxhJ7k+lqTL7y0TOwrNjsRN9YaHCQld/YmxFUfQCCw1vCwl5Jpg5SCQVrQCBRvXO2e+Toea8zGHr9X7CCEIDgiXRwckZLej49OyM5msgJRSxVfX21ydSXm3v6Em7uTc4XNzirFwOMibKf9rj5wxr0QYVvguwif2IAPRxuPu6OsFjObYt4m3fYwrfXXoyo4tkOfnVHG7UqeYIqDSUbgCXJt2BtlNMPD8sbtvTFSSSSwFHkcJDlJYWgFHq9vtvjCi0u1kuQ0gHQbPqtZUGfhD/oZo1zX/QCA2/sJ7+6MHytBndTMnL4fL63E3N2bcGtvckS6+IWl8MwJ2Wlm/P7OuNajf2W9yRtXu+yNc/bGxVzCZmeVYqZfz/O7Oj55O2UtTX1zTwvG55WCzmoEL+YAFnhe8YkO+LN42mbbICm4tTv1ULX1YFWSa/bGOVsDVwcHQV4arIVxpimMcYmjhbw0xJ7mj2/1+JPbPdaaAXcPJhjg5bUmFsu9/Qlfu9tDCInF1jLHQogj1Mu0PBrsp9gapEcC/nnNzOPN6Vnp4rOkpOvShZj59xTv8dOUYk56nrNMX46/5lmc5Y272gwW1MsFPpH4xNbwj+Npj/6zHqqzzU1tLN3Yr31YwXHoc+24+pvtCF9Jcm0xFh4Ocg4mOZGvGOWapDBkhSFQTlr5/b2EB/1DDZpbe5M6+M1SL1/fbJ8YdI779J6XQcNhc/pHXlvnU5c6bHRiXl5rcm21ceI12pF3KE8c+Wy23QTxNIt/kvf4rPs+6e9qmnF3Yp+itEekHI6/5inO8sad571bYIHnEd81Af9Jmm2zDcNhWtCOFElRsjPKyIoSiVPN/P/bO/Mg2c6qgP9O793Ts7xZ3svLS94WIgEFXvSJCIiIKQrRElQUd7G0IqIIilpqWeWCCxEK1NISQ1DQiiIkUQEXoGIim0YIhCwkQEieWZy8fZaemd6Pf3zf7dfT0317me7pnunzq5qae/t+936nv759+rvnnO+ciWSU+Yk4yxslltaLFMoVLptyM+V9mTjT6TjJWMSlQc47J2k8CkvrxVqB86V8sWauCRymG6UKqlVOnc/xwOIyTy6tU9Uqq/kyT1uY4Misi+RZWi+yXixzZDZdq/8ayP7g4kqtlm1AtVrl3seX+MRXzvLl06tU6zOtdThWYTPzbsa4XbrqXhyjYXWMG52/YbVxLQWzsVcZG5NOp862RlPI8kaRxaU8IhCPCMsbZdaLFRY2ypyqrIPA0bkJKqrEIhFiKPOTKfLlKsfnJ8gVKsxPJckXy9z6uSdZ3nBPB/lShWgkwkwqXnOazqSdQkvFIjz0VA4RSMacD2D/ZJIT3jH7tANZ1ktVljaKzKQTPO1Atmb6CWRfyZd45NxaLUZeVfmvRy4QiUDa5/A5Opfhe7/+0JbasWFjFTb77sah2a5tL47RsDrGjc7nXmrjWuilsdsZqzu4E2dbo5O2XKmSK5RJxCIuSgZlvVThiYsbZJNRQJlIxtyPwGSSKspTq3nKVWU6FefIXJoj81kKpTJ3fuksT60USMajJGIRV1Ac9yNz1XyGy6edXLmCm0kmopcUca5Q5uJ6iUgkwvlciUMzaQ7NuGig87nSFmdnEDIZxMiv5kvkCiUmU3GWNoq8v7r3AAAWMUlEQVQkYxFOnV9r6uwNG6tOnKTtVug2cyKHHWtHcG4QNlssV2srf4OxCKh3Pu+fTCEUaovEWqV5bjzWqTwWxWOMGmOl8Dths5PWmV8urhWZzsQpliuupGBFWYoWWS0Ii8t5Mk+tkknGXdWoSpXjCxNMJON89XSOU+fXeH5VOZsr8qzLp7jmMuVsrkC5XKWsSiYR5+j8BM86NMmVs+6JIF+ucM2BLPlylUK5SjIWIR2Pcma1QCIWbSp3o7mhPmRyYTJJPOYUTuB0Bsgkojy1vNFU4beiVydpv8IwGwkLm11aL7V0Ps9nk31/wmj3Pk3pG8PGFH4Djc68qsJyvsz+qRSqUPJZMFPxKGuFMsvrRRLe3pwvVbiwVuTQvjSzExEqCmdXiywu55lMxVksOjPP5TMZHjnnFOTxBZd35sJamcNzwrH5CUqVKg8trpJOREjXTSoPTKW6cmgKwlQqzjMOTvHVsznWi5tt9uvFCsl48x+QMILZP0DpbHMn6aDCMBtpvK4glMpaCw0Nq2Mc9sTXa+il5doxRpmxcdp2SqMzLyLOmRcRKFerxKMR4lHniC1VKsSirvZsvlRhveSqYS1vFJ2Dt1xBVVnaKLnok2SUU+fXuPfJJc6v5omIsl4s15yrwSy9Pl1zQJDArVdn5/xEgoVswqdlLlMoV1jIuteht5S/3Tg3w9pux0naLydyvzCHrzHK2Ay/gSnv5Axs+AuTCaZTrtrT+bUiG0UXgjmTSZCORzmfK3ozi5KICLmKUq64OP2l9RLJmMuhr1VlcSVPsawUymUev7DBmVzBlTmUCNPpOCcOuwQ9YQncINzc0OrYVDrO5dMpiuUquWKZbCLG5dMpptLxns0Q/QrD7Pb6nV53GKtiLdeOMcqM1V3YiTNtbiLB/qkUIgWnDFEmEs4BenA6xcpGiQtrLp4+FnGVn6IRt5ApIhUmElW3cMpXqUrGXFGUxeU8a4UKB6aSrBeEpyJ5zueK/O+FDQ5MJZlKR7mwVtyUN75ZArd2hJopIhFms0lmSdb2oXczRDf1Zdu17dVJWlv5e65u5e/8RO3cnV4VazV3jVFmbBR+p7PYsGIgrsKUK0C+nC9RqShH5yao4mz1EYGvns2xVnCmnclUjIXJJAuTKVKJ8qYVueDSt2wUy6gmWbyY5zOPXuCy6XRL2bp5H43kCpWmYYi5QqXlOe1WIQ87DHMTXebEGRSWa8cYZQZZxDwFfBxI+n5uUdXfGlR/7ehmFttsVhhsV6pwxb4MV+Aieh45t8bxhQm+5sAUXz69yheeWGYmE6/Fz+cKVVKJKAdn0rX0yFWFQsVlzDwwlUIETueKHJ2/pK16cX62SwccOHHrc9Vv16TSzQx6UE7Sc7liR/l7dgrLtWOMKoN02haAl6jqc4ATwMtE5HkD7C+UfjjTGts6R2yEBxdX+OTDZ3nkXI7JZGRT/HwmEaVQqmxyxLoFVZFa3dxCuUo6HmGjVOH0Sn6LE7feofrYhfVNNWw7fR+DWNk6CpiT1DA6Z2AzfHVhHjm/G/d/Q3vg7oczbctKTq1y35MrrOTLRAQKpSrFSoUjcxnKVZd2OB2Pctl0epMj9stPrXL1gTzZZIxCWVmoVLn/SWemCUwsgRO30YSzsuEWWR2dz2wKh2z3PgZuUhkS5iQ1jM4ZaFimiERF5B7gDPAxVb1rkP2F0Y9ZbOM1vnJ2nYtrRRJRpxgziSilirKSrzCTSZBJxDg2P1HLcxMkK/vOZx/kxJX7XNSN16mTydiWSlGw1YQTKLL6GWyn7yMwNRybn2A+uzXj5iDoJdyzG3bz04lh7DQDnQapagU4ISIzwD+KyNep6v31bUTkeuB6gMOHDw9Mln440xqv8diFNRRY2rikfLNJp+RPHN63JZxyC97JWChVOTiTYi6bJF+uhjpURYSjcxnmskn2TST6Mhsf1OrQnVh1ak5Sw+icHXnuVdUlEbkTeBlwf8OxG4EbAU6ePDlQk08/nGn11/jKbIZiZbPIxYry9INTfMvVCy2v0ehoTMed83d+UjgweSnNcVg64MNzmb45BQe1OnSnVp2ak9QwOmOQUToLQMkr+zRwHXDDoPrrlsaY/CD0MiiHCGyKiW82Yzw+l+GyqSSPX9ygUlWiEeHKfWmOe+dsq7j/Zs7fqXSMs7lC01jysDjz7bznenkCJ3F9yGa7sMx29Fp0xjCMwTDIGf5B4L0iEsX5Ct6vqh8eYH8d0yzhVlBhCuDU+XWAmmO0lRliOpPgWYemSMQiLOVLzKTiPP1AlulMItScsWXmLoC6tMgtY8m3GWceJk82GW1a/SlY+dsr5lA1jNFikFE69wLXDur626HR1OAqTK2xMOls6GdW8qTjUVbzCaZS8VAzhEQi7PMO2mQs0tHq1cbVmMFMOJuMkfeLsjYlFssVNpUUPJvrzCxSP6MvVaqcWc13VA2qX9iqU2M3sxfTXI/lVKvR1LBeLHN6pcDSupvhXlwvkUlEuWw6VVukFFqXtaG+62q+3PLGaJaa90KuwLnVAo/6Jwu4VF8V2JSuuXZsIRuq8Btn9KdX8qwXK1vCOYP30GoV7kJ3mR02YQ5VY7eyV9Ncj6XCbzQpVKouVXD9665ubetzwKVSXtkok47HCBJsrmyUKVeV2YnmlZOapeYtVaqsNPwIBfVVg+1Wx1rR+ISRjkdZXHaFXZqttO12FW6nmEPV2I3s1TTXY5keuTF2OxpxJQTT8SjpeJRMwv0FC2ZbmSHC6qJ2Ex8edp2wY2EEjtiVjRKnV/KoKlOpWK3ger08FstuGJvZqRXcg16n0shYzvAbTQ2H5zLszybJFSpslCocn3cLpY7tz3J4NtPSDNGYSrm+Lmo35ox29VVb9RFGM0fsVCrGySP7SMSie2alrWEMgp0IOBiG2WgsFT5sNjWoKhvFCpHVQk2RdjLwjamUg/NapeYNfs0blWq7+qphfYSh6gqsFMtVErEIU6kYsxMJFupi/ZuNh2GMOzsRcDAMs9HYKvx6enUudnNeu1/zfue5Wc2XQVyitvr/rsZt10NkGGPFTgQcDGOdiil8T68z3E7Pa/dr3u/UwWEOZcMw2jPop95hrFMZS6ct7LyzZDtOoF5k7dXZaxjGzjCMYImxnOEPw1nS6695r7K2cwQbhjFchrFOZSwVfj+dJZ2uxuvVCXR+rciZlfwmxe36TLevN5tNbk6jnLVQS8MYJXY6WGIsFX6/nCXdzL57/TVf2Sg1zXNz1f7wlbaXhGRbOXgMw9g7jKXC75ezpNsnhV6dr72utB21Wq+GYQyXsXTa9stZ0s4R242ztVXb7ay07eb1bthph7dhGP1hLGf4/XKWhD0pdGPuCWvbq/N1UCFfezWplGGMA2Op8CHcvBLmiK0/lk1Gmc8mOJe7lGI4eFLoxtzTLpVy2CrcVrKvbJSIx4RiuVrLjtmPkK+9mlTKMMaBsVX4rQibwQJbjs1nEzznyukt1bG6cQy3a9vral5VJRGLcOVshql0vC8hX1bFyjB2L4MscXgl8DfAZUAVuFFV/2RQ/fWLsBlssF3PuVyRK2YzHPMJ1wK6Mam0a9vral4RoVRRptLxviljq2JlGLuXQTpty8CbVPUZwPOAnxORZw6wv74QNoPtxhHajWN4biLBfDZRS2W8slFiPpuote3USboTKV0tlbJh7F4GWeJwEVj026si8iBwCPjioPrsB73MYJsd68kx3FA5C7pzku7E7NuqWBnG7mVHnsNF5Ciuvu1dO9Hfdmi3Irab1bKdOoZLlSpnVwubKk4FMfOw1YxU7yTt1IncTxpTS5vyN4zdwcAVvohkgVuBN6rqSpPj1wPXAxw+fHjQ4rRlEKmKG9lSb3Y1z3qhwtG5zKZrhZliVvNl5iYSHTuRB4GFaBrG7mKgC69EJI5T9jer6m3N2qjqjap6UlVPLiwsDFKcjglmsMfmJ2qpizs51inN6s0ub5S2KPjJVCzUTNPMwXwuV0REtiVfp7RzcBuGMVoMTOGL0zTvBh5U1bcPqp/dSDPFPp2Od11vdqfqbrZi2P0bhtEdgzTpvAD4MeA+EbnHv/YbqvqvA+xzV9A4axeEo/MZjsxNEI9GOjYjDTtEctj9G4bRHYOM0vkkm+JN9ia9OC2bOYb3T6a4en+26bmtnL87UXczjGH3bxhGd9hUbBv06rTsV2jjsEMkh92/YRjdYQp/G2wnr0y/Ch/sdAGFUevfMIzOGcv0yP3CnJbtsVTKhjE62Ax/G5jTMhyL0zeM0cJm+NvA8sqEY3H6hjFa2FR0G5jTMhxLpWwYo4Up/G1iTsvWmMnLMEYLM+kYA8NMXoYxWthUyxgYZvIyjNHCFL4xUMzkZRijg5l0DMMwxgRT+IZhGGOCKXzDMIwxwRS+YRjGmGAK3zAMY0yQUUpmJSJngf8NaTIPnNshcXYbNjbh2Pi0xsYmnFEfnyOq2lF92JFS+O0Qkc+q6slhyzGK2NiEY+PTGhubcPbS+JhJxzAMY0wwhW8YhjEm7DaFf+OwBRhhbGzCsfFpjY1NOHtmfHaVDd8wDMPond02wzcMwzB6ZFcofBF5mYh8SUQeFpFfG7Y8w0ZErhSRO0TkQRF5QETe4F+fFZGPichX/P99w5Z1WIhIVEQ+LyIf9vvHROQuPzb/ICJjm6NZRGZE5BYRecjfQ99s945DRH7Rf6fuF5G/F5HUXrp3Rl7hi0gU+HPgO4BnAj8kIs8crlRDpwy8SVWfATwP+Dk/Jr8G3K6qVwO3+/1x5Q3Ag3X7NwDv8GNzEfipoUg1GvwJ8O+qeg3wHNw4jf29IyKHgF8ATqrq1wFR4AfZQ/fOyCt84LnAw6r6iKoWgfcBrxiyTENFVRdV9XN+exX3hT2EG5f3+mbvBV45HAmHi4hcAXwncJPfF+AlwC2+yTiPzRTwIuDdAKpaVNUl7N4JiAFpEYkBGWCRPXTv7AaFfwh4vG7/Cf+aAYjIUeBa4C7ggKougvtRAPYPT7Kh8sfArwJVvz8HLKlqUGR3nO+h48BZ4K+9yesmEZnA7h1U9UngbcBjOEW/DNzNHrp3doPCb1YeyUKLABHJArcCb1TVlWHLMwqIyHcBZ1T17vqXmzQd13soBnw98Beqei2wxhiab5rh/RavAI4BlwMTOFNyI7v23tkNCv8J4Mq6/SuA/xuSLCODiMRxyv5mVb3Nv3xaRA764weBM8OSb4i8APhuETmFM/+9BDfjn/GP6TDe99ATwBOqepffvwX3A2D3DlwHPKqqZ1W1BNwGPJ89dO/sBoX/GeBq7ylP4JwoHxyyTEPF26TfDTyoqm+vO/RB4Cf89k8A/7zTsg0bVf11Vb1CVY/i7pX/UNUfAe4AXuWbjeXYAKjqU8DjIvJ0/9K3A1/E7h1wppzniUjGf8eCsdkz986uWHglIi/HzdKiwF+p6u8PWaShIiIvBD4B3MclO/Vv4Oz47wcO427e71fVC0MRcgQQkRcDv6yq3yUix3Ez/lng88CPqmphmPINCxE5gXNoJ4BHgJ/ETf7G/t4Rkd8BXo2LhPs88NM4m/2euHd2hcI3DMMwts9uMOkYhmEYfcAUvmEYxphgCt8wDGNMMIVvGIYxJpjCNwzDGBNM4RttEZE7RWTgNT1F5Bd89sabO2x/SkTmBy1XXX+vHFTiPhH59CCu26UMl4vILe1b1trPiMjrmp0vIid8OHVw7DUi8mf9ldjoFlP4xkCpW6HYCa8DXu4XSg2ULuUKeCUuY2vf+1HV5/cgT19R1f9T1Ve1b1ljBveZNTv/BPDypmcZQ8MU/h5BRI762fG7fD7vj4pI2h+rzdBFZN6nHQhmXf8kIh8SkUdF5OdF5Jd8Uq3/FpHZui5+VEQ+7fOEP9efPyEifyUin/HnvKLuuh8QkQ8BH20i6y/569wvIm/0r70Tl9jrgyLyiw3toyLyNhG5T0TuFZHX1x1+vYh8zh+7xrd/rpf18/7/05vJJSJZEbm97vxX1PX5476vL4jI34rI84HvBt4qIveIyFX+799F5G4R+URd/+8RkbeLyB3ADSLyrf6ce7xMk03GJOf/v9h/XkG++pv9qs/G9neKyDtE5OP+c/9GEblNXM7232sz1jc0zMx/W0Te5O+h++vG/K3+s71XRH6mUQbgLcBV/n29NThf3Ir43wVe7Y+9ukH2BRG51V/7MyLygibXNgaBqtrfHvgDjuJWB57w++/HrQgEuBOX4xtgHjjlt18DPAxMAgu47ICv9cfegUvKFpz/Lr/9IuB+v/0HdX3MAF/GJZx6DS5ny2wTOb8Bt0J4AsgCDwDX+mOngPkm5/wsLm9QzO/P1rV/vd9+HXCT356qa3sdcGvd+32i7vwYMFU3Lg/jEq19LfClQJa69u8BXlUn1+3A1X77m3BpHIJ2Hwaifv9DwAv8djaQreE95vz/F/vP4QrchOy/gBc2aX8ncIPffgMuv8tBIOnf41yrsfZ//1l3rS/iVtgerftsrwd+028ngc8Cx5rcc/c32/dj/Wd1x2r7wN8F78n3++Cwvz/j8tfLY60xujyqqvf47btxX8B23KEup/6qiCzjlBM4RfHsunZ/D6CqHxeRKRGZAV6KS1T2y75NCvcFBviYNl+a/0LgH1V1DUBEbgO+BbdkvRXXAe9Un6K24bpB4ri7ge/129PAe0Xkalxmw3hd+3q5BPgDEXkRLkXFIeAAPv+5qp5r0h9e7iwusdYH6ibgybomH1DVit/+FPB2cb6J21T1iZD3CvA/QRsRuQf3OX6ySbsgp9R9wAPq0xuLyCO4hINNx1pV/1RE9ovI5bgf+ouq+pi4VNsBLwWeLSKBiWYauBp4tI3snXAd8My6cZsSkUl/HxoDxBT+3qI+v0cFSPvtMpfMd6mQc6p1+1U23x+NOTgUpzC/T1W/VH9ARL4Jl3a3Gc1SFbdDmvQfEMhb4ZK8b8b9kH2PV2J31rWvl+tHcArvG1S1JM7UlWrTX0AElyf9RIvjtX5U9S0i8i84m/Z/i8h1qvpQyLUbP8dW39P6z6rxc4wRPta34BKCXYbLE9OI4J6ePhJyjV6JAN+sqhsDuLYRgtnwx4NTuMd7uJT1r1teDbXEbcuqugx8BGdDF3/s2g6u83HgleIyEk4A34NLBBfGR4HXineAymbfQjOmgSf99mvatDvjlf23AUf867cDPyAicw39reLMX6irP/CoiHy/byMi8pxmnYjIVap6n6regDONXNNG/n4RNtbvw2UTfRWXqjnV8xHgZ8Wl4UZEvsZfo57aeDQh7NhHgZ8PdsQlczN2AFP448HbcF/eT+Ns1b1w0Z//Ti7V9Hwzzlxyr3f2vbndRdSVZnwP8D+47J43qWqYOQdcZsfHfD9fAH64Tfs/Av5QRD6Fy7DaipuBkyLyWdxs/yEv4wPA7wP/6fsLUlC/D/gV73i9yp/zU77NA7QuvflG78z8ArAB/Fsb+ftC2Fj79zgJPBmYghq4CWfb/5z/bP+ShicNVT0PfMq/t7c2nH8HzmyzxWmLrxvrncFfBF67nfdpdI5lyzQMwxgTbIZvGIYxJpjCNwzDGBNM4RuGYYwJpvANwzDGBFP4hmEYY4IpfMMwjDHBFL5hGMaYYArfMAxjTPh/zy3G4Hqse2oAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(data.movie_title.apply(lambda title: len(title)), data.imdb_score, lw=0, alpha=0.3)\n",
    "plt.xlabel('number of characters in movie title')\n",
    "plt.ylabel('imdb score');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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4t4DXhRAlkbzzvgC8N8oXSLPrp9DekxZDVYyt8kPPDs6JT9OzUrINHFPghzE9P8YPYxxTULLV3jIr0wWqBZOWF7Hb8Wl5EdWCycq02thEKWNWd7u8e2+P1d0uUsa6N41Gcx+5uXSklH8mhPh14NtACHwH+NooX6MADMrDUA3VVS1oDrAVVYWzdaYItwZ4Lc6oZTny0tkaJrePXOTMvq7CszNFOn5EmHRdJo6T7p7Pzqgd8FzFYaft4wchERDHITvtRB+WsmPwHz/aZuNQlel81eXV88P359FonkRyLbySUv488PN5rZ+2f1Pd18UpC6TpWVhNcVGn6Vm5ttUZ2LLhmmI/oWtbbbxDC0vAixJdhW/e3KXjHz3ijh/xzZu7fPL8zFBr7nQC9joea3tdWl5AxbVxzUSfn1C8omo0TxBjXWmbl8FPM2kqpi4v99N3bg7uxZOmZ+XNlJ9P07Py9u1dIimSlg19TUjB27d3h17z7k6b9+41qXd84jgx9B0v5O5OmxcW1eoGNJonibE2+BpSB52oDkCp9wYHZ9P0rFi2RRjHID4OIIVxjGUP/1a8sZ1M5TKFwOyn5O52A25sPz2FVxpNFrTBH3OiaHCWT5qeFVMMNuxpelbO11xsAw4XQ7tWog9LxwuxLYOdtk8YSSxTMFV26ChWXOeJnmmrOQnG2uAP7mmZ6KeNwX09E12FF+ZKfDSgM+YLc2qVti/Mlfj27ebI131uscpEyaHRCYliiWkIJkoWzy0OP7Dl2ekC9ZaHF8TEQBBBLD2eVcj8yRPdylhzUoy1wa+ZsD3A4tdOocXPoz8PwE5ncP1vmp6V+xtxPUzPykTBwhIQSUnYb+RviUQflrt7PcJIgvi4MDiMJHf31F06URTxxq1dbtU7LM+UuLw8iWmqvcHymmmr7xo0D2OsDf4gY/8g/Unko5SK2jQ9K9+7d3x3/yA9K9c3W2w2/YMe/n4k2Wz6XN9s8YPPLQy15pX1NkVb4Efi4K7BMRNdhSiK+IWvX+WjQ103//jDLb76hUtKRv9BM22HNfj6rkGThaejWfiTTNpQFoVhLQCtlIraND0rf3R1myA+Oio3iBN9WFZmywhh4FoGJcfEtQyEMFiZVeul88at3SPGHuCjzTZv3Bo+owjymWn7oLsGjWYfbfDHnKmUTnFpemZkSsAzTc/Ixl4ysOX+x8be8HckX3xplpmyQxhL/EgSxpKZssMXX5pVOtZb9cG1DGl6VmbKDrMVh0YvYL3Zo9ELmK04So3OHnTXoNHsow3+mPPs5GDDnqZn5cWFwfnraXpWXl4c3A46Tc/CZLnAD16c5tx0iamSzbnpEj94cZrJslrQdnlmcIA6TX9kDl/xFMnjrkHz5KEN/pjzzdXBfuo0PStLU4N9yWl6VmZTWiik6VnY6QR0Q8m5ySKXFiqcmyzSDSU7HbUA8+XlSS7e12L54lyZy8tqLRvqbZ+tln+klfFWy1dyv8yUHeaqR/82c1X3VLdHjuOYD9ab/IcPN/lgvUkcq6USax6OvvyPOWldhRW6DQP5BW3f2xh8IUrTs7De6NFP+AEpkk2zTHSVSlvTNPnqFy6NPEsnj6DtuLVH1nOITwZt8DUDaaRsNtP0rLS8lIEtKXoWXNukG8S4lsl+l+VuEOPa6vm5pmny2Wdn+Oyzw/X5GURe7pf99sjjMLT8QXOIn18YviZD82D0pVQzkLwqbQvm4J9P07MwW3aYqzh4YUTbC/DCiLmKw+wpdWeMo/tl1Og5xCeD3uGPOUslWB2QNLKkGFd8caHCtfrx4q0XFWfwfupcjT/4cGegPiwTRZsztQJ+GNPyQyqOxZla4dTOcx0390se6DnEJ4Pe4Y85aWnxiunyOCnvjDQ9KzIlJSVNf5R1e2FEywvphZHyegfrSslWy+P6VputloeUo1t3u+1zZ6fDdtsf2brjwqW5ZMj6YVZmSk/VHOKTQO/wx5y0kbiKo3J5b631SHpWvne3hQEc9tgbfX1Y9jo+76w2uLPTJYxjtls+fhjzoy/5zFWH3zHmVb2qA5ZgGAZf/swSVzfbrDd6LEwUuDRXfmp+/5Mit7MrhHhBCPHmoUdDCPHf5vV6mtHSSLlFSNOzYpgmkqOVtrKvD8u1eoe1hodlGhRsC8s0WGt4XFMskMqrevVBAcunCcMweH6hyp97bo7nF6ra2D8GcjvDUsr3pZSvSSlfA74P6AC/mdfraUaLIQc3JErTs3J2wsE0jtYcmUaiD8tu28cxBUEU0wsigiiZv7uraJiTWbmSRjdgvdGj0Q2QUipXr+YVsMzL/aR5cnhcLp0vAB9JKW8+ptd7aliuwq0BqfHLipltLy5WWW0e7xnzokIbY4AXzlQxRdLWen+nb4pEH5blmRIC0e+UKfv/L5QrYiuuyY1650iH0FrR5jXFwqs8Apa6eZomC4/rHupngF97TK/1VCHE4D9hmp6V2ergDJc0PTtpxmd4o/TsTImpkkUQxXhhTBDFTJUsnh1BCwQpJR0/ZLfj0/HDkeyaL82VeWa6SLe/btcPeWa6qBSwzLN5mr5zeHLIfYcvhHCAnwT+Ycq/fwX4CsDy8nLeh/PEcbMxuGApTc/KB+uD/d9pelau3GtwfwV9HCf6sLS8iJmqy1Z/lm3JtZipurS8iOEaLic0e2HSY78fbNh/bvZC5hRudIQQXJqv0AkidrsBk0WbS/MVpZ14HtW7oO8cnjQexw7/LwPfllKuD/pHKeXXpJSXpZSX5+bmHsPhaLKwl1L5mqZnZbsbEZEYT6NvRKO+PixbbZ+tVsBM2eX8dJmZsstWK2BLcXcbxpJGN6RoW0wWHYq2RaMbEsZqO9x626feDliaLPGJMzWWJkvU24HSbjyv6l3ddvnJ4nEY/L+GdueMHRaDDXuannldITFIet3EMnk2+vqweEFEwYJ6y+P2dpt6y6NgJbrSsRqCqmuyutPhvXt7rO50qLomlqG2s82jlXFe1bu67XLCk+LWytWlI4QoAf8J8HfyfJ2nmaoNzQFNIVVd7S8vVvlg63il7cuKQdtPnJ3g3769Thwn3c6EANMQfOLs8E3O5ioON+tdtto+sZQ0eiFhFDOn0IEToOwYvL26l+T3y5h6yyeIYn7q02eV1s1jN55X9a5uu/xkubVy3eFLKTtSyhkp5V6er/M046d0AE7Ts2Kk7GLT9KwsTriY9y1hikQflr1ugN9PyWx5Ib0gwo9i5fm71+sddjpBkt9vJfn9O52A6yMYgDJTsVnd7fLuvT1Wd7vMVGzl3fh+87RnZ8vMVtyRGCPd9+fJcms9PZfpJ5S0UeVqI8zhOzfrj6Rn5aOtDqYBIjqUlmkk+rDc2GpTb3u0vZBYQhDG1I1Ef/3i8HGh29tdakUbP4oJI4llChzT4PZ2l9cvDL0sUkqurre4WW/jhzF7nYCSbfDquclTt2PUfX/yC4ifBNrgaway3hnsq0/Ts1Jvh/gxWIe2+X6c6MOy1Q7oeNER33rHi9hqq+3wl2dKCCGOtF3e11W4utnm5naXkmNR6m+Ub253T21r4HFqu5wHT5JbS9cyawYSpNjfND0rJjEmEj+UeGHybCIxFYLBMo6xDej4Ec1eSMePsI1EV+Hy8iQr0wXWG12ubjRYb3RZmS4oT7zSrYHHiyfJrTV+lyjNEVwGu29U92KLFYPbzeMGc7Gitke4OFuiF348xlUCvTDRh2Vl2qXeDtnPyQkjSb0dsjKtdhaklGw0PZq9EC+IgZCNpnqGhm4NPF48SW4tvcMfc9JMj2rS2AsproU0PSvvr7eOHZvs68Py7r3Ba757T62z5x98sMW1rQ6WIbBtA8sQXNvq8AcfbCmtu19pe7iCV7XSVpMveQTET4KH7vD7qZX/PbAspfxZIcRzwAtSyt/J/eg0DyUtT0A1f+D67uAV0vSsfG+tjW1A1M/BFyLJ0vne2vCdIt9ebXzcdnMf0dcV+HCtQb3l44Uf5/O7lsmHaw2++PLi0OsKIbi0UKETxOx2fSaLDpcW1CptNZosZNnh/zKJ1+Bz/a/vAP9zbkekORWYKemXaXpWPrFUQxgCyxTYVvIsDMEnloafeFUp2MnFg0Mtl2Wiq1By7SPGHsALI0qu2rr1tk+9FbA0WexX2hapt9QqbTWaLGQx+BellP8YCACklF1UOl1pRkpaF3nV8d1nK4Nv/tL0rPzcFy8yWbQII0kQSsJIMlm0+LkvXhx6zRcXyljm0ZbLlpnoKqxMF5ks2XhRTMeP8KKYyZLNynRRaV1dvao5KbIYfF8IUaR/wyyEuIh6mrdmRKxMDjbtaXpWXkoxlml6VkzT5EzFxjEFQoBjCs5UbEyFASgvna0x6Zo4ZuIeckyYdE1eOjv8XQPAYq1AwTKwDYFhCGxDULAMFmtqwdUnKc1PM15kMfg/D/wecF4I8avA14F/kOtRaTITRIPDs2l6Vr5x/Xgv/AfpWfnVb65ytxng2iYF28C1Te42A371m6tDrzlRsLAM0X9w8P8TigZ0rxsQRhLHSo7VsUzCSCpX8OaV5vek9HvR5McDPxEiiSJdAb4MvE7iyvmqlFItTUEzMu4NSJ18kJ6Vj1KG4qbpWXn71nbS66bfcdILYyxD8Patbfj8s0OtebPewTBNhIgRIgmKGqbJzXqHH3xu+GO9We8kbZH7X4v+f27WO7w+vAcqlzS/J6nfiyY/HmjwpZRSCPFbUsrvA/7tYzomzSMg7s9OOayrYACDmk0qJvJatnWsvXAYSyx7+N14vZMUWzmmcRC86PgR9Y6aT9w0DbpBjGMZOP1fvBvEmKZ6NvOoq1cf1O/laa2Q1Rwnyzv3T4UQ35/7kWiGwk75C6bpWSmluNTT9Kycq7mYQBh//DD7+vBIXMsglBI/koQy+Vq1GmG27DBVsoliiR/FRLFkqmQzO4IKy1G7X5q9kDiOWd3p8O7dpJVzHMc6EKw5QpZt1Q8Df0cIcRNos5/1JuWncj0yTSaeXyjxnbvHG489v6DW7+W5hTJbN4/nxj+nGLS9OFfCMg2COD5onmaZBhfnhj/e5+YruLaJH0siJKYpcG2T5+YrSsd6ZrLI8kwJyzBo+yFlx+LsVIEzk2pZOnm4X8qOwZ9c22bj0JrzVVd5/q7mySKLwf/LuR+FZmgqKSnhaXpWCilZM2l6VtYaHmF0NL4QRjFrjeETv85PFSnZJm0vQhoSA0HJNjk/pWaYp0o2VdemXAhxbQPLNKi6NlMl9Tz8UbtfdjoBLe/obr7lhex0AuYn1M6D5snhoQZfSnlTCPEq8Of60n+QUn4338PSZOWt24PbCqfpWXk/pV1xmp6Vd+82kAhk392S5M0L3r07fFXsZitgsVbAjyS9MKRgWSzWCmy21LJpWl7EmVoBP4xp+SEVx+JMrUDLi5hXWDePdrsbTY+FCZduEOGFMa5lULRNNpoeLwxfFKx5wniop1cI8VXgV4H5/uNXhBB/L8viQohJIcSvCyGuCCHeE0J87uE/pXkU9lKScdL0rMiUt0aanpVQCkIp+9k0ySOUklAOH2X2opimFzFVdjhTKzFVdmh6SaGU0rHGkqYXMV1xWZ4uM11xaXqR8kzbPPLwk8Zr4sj8XRC6IZvmCFneYf8V8FkpZRtACPGPgD8B/rcMP/sLwO9JKf9zIYQDqDmWNY+Nqg33UnQVposmtkh64O/78B0j0YfFNQUTBZPV3R5eGOFaJkuTBdz7R2s9IpYhqBXtI3n3taKtPNN2Pw//fh++Sh7+pbkyy9NF3ry9e3A38tr5yZE0ZJNSPhGdIjXZDL7gaIJeRIbWCkKICeDPA/8lgJTSR72n1xFMBmcOqrYVGCeKAroDNpxFxc/jK+cm+aC+MVBX4aUzyezaw+2RD+vDMF91aXQDOn5EGMdEMTS6AfNVtXTEiaLNymyJZi+kG0QUbZNqwWKiqHbVy63drpRH+0uMoPBK5/c/WWQx+L8M/JkQ4jf7X/8U8EsZfu4CsAn8cj8G8C2Soq3h2yLexyBj/yD9JCmTpDgN0lW4OGPyztbx3/jijNpl72xKJkqanpV93/1++YC4Tx+GvW5AZ3+WbRjhWCYdLxxJRexsxeHubu+gq+Wzs6WRDL4YdR7+1c02t3Z6TFdcpvvTEG7t9JSnaOn8/ieLhzofDAd9AAAgAElEQVRkpZT/K/C3gW1gB/jbUsp/mmFtC/gM8ItSyk+T2Lufu/+bhBBfEUK8IYR4Y3Nz85EOfpxIu8qpXv3uNAZf3tL0rLy/0T725jD6ugpX7jUPNqDw8Wb0yr3m0Gte22iy0fRpeQG9MKblBWw0fa5tDL8mHJ09u9nwuFlvc3W9dSpbFuQ1RUs3enuyyBK0fR34UEr5z6SUvwBcFUJ8NsPad4A7Uso/63/96yQXgCNIKb8mpbwspbw8Nzf8wOmnlV6KXU/TsyKEcbADP2g53NdV2O5GhBIM8fEjlIk+LLd3PbphhCGSHjqGEHTDiNu7aj3+Ds+enSw5lBzrYPbsaSOvKVq60duTRZZP7y8Ch0cHtfvaA5FSrgG3hRAv9KUvAN975CN8AGkexKfJsyhT7GSanpXFis1+rer+w+jrKlgixhQQy48fpkj0YfHDpK2CJFlPAo5p4IdqJ2GcZs9emiuzct9w9ZWZknLQ9kma56rJGLSVh+5hpZSxECLr5f3vAb/az9C5RuIaGhmzDmwOCAPPPkXvxZVZl/e3ju9kV2bV/KsvnqkOHBv44hm1EYcvLVT4zXj9iBbGiT70mmcmKLnriCAiiiWmISjaplIgGMZr9qxhGHz5M0tc3Wyz3uixMFHg0lwZw1C7I3uS5rlqshn8a0KIv8/Hu/q/S2K8H4qU8k3g8pDH9lAGGfsH6U8i52vOQIN/vqZ21dtoedy/5477ugqbLW/ghWRTYd3PX5zmX/+Jy71GF0MIDAGzZZfPX5xWOtZLc2WWpwp85/beQWuFT5+vjSTVMY7jkRtnwzB4fqGqFKQdxKgDzJqTI4vB/6+Bfwb8jySfza8DX8nzoDTZubI2eFB3mp6VN29sP5Kele/dS4LBhy8mRl8flm4IP/byHN+6tcdWx2O25PJ9yzW6o4grCpHsZvttl9XbkCbG/je+vcqN+sdVyyszJb78mSVlo6/RPIgsrRU2gJ95DMeiGYK6NzhjJE3PynbKz6fpWZmuFkAcDx5NV4d3k4SxpBNyZMJVJ0S5IvbqZptb212myw7TfZ/1rX7QVmUXfXWzfcTYA9yod5TX1WgeRpYsnX8shJgQQthCiK8LIbaEEH/zcRyc5uGEKbvYND0rhhhsLNP0rPzAcg3HSGqCYpk8O0aiD4tlCCqO4Npmkzdu1bm22aTiCOWK2LyCtuMUDNY8WWS5f/yilLIB/ARJquXzwP+Q61FlZKk8+AOdpp8kaftX1fDf2drgAqs0PSufXBy800zTs3JhvsJUycK2BKYA2xJMlSwuKLQyLtmCb1zd5r17Te7u9HjvXpNvXN2mZKu9D/IK2o5TMFjzZJHF4O/n4f048GtSSjUn7giJU27Z0/QnkfMpg0PS9KxMpvS2SdOz0uiFxDLJlTcNMIQgloKGQiHPW6uNZIgIQD8tc6vl8dbq8B044eP+NHd3u7x3r8Hd3S7L00XloG1eKZQazcPIErT9bSHEFaAL/F0hxBxwKu49N1LGq6bpJ0naCVM9kR9uDf5l0/SsvL/RPSi22kf0dRU+WGvS8iKCsD8AJY5p9fW/9Mpwa364fihALY7qX/zE8McqpeRWPZlI1QsigijmVr2tXGmbVwqlRvMwsgRtf67fIbMhpYyEEB3gS/kf2sPRhVcQyMHDZxN9eAqujRDHz2XBVSu8urPn4UXxkbW9KObO3vBpmQu1QjIX19ivCU4Ctgs1NRfJG7d2uV7vUi3YVAvJ73293uWNW7t89tkZpbXzSqHUaB5EJqsgpdyRMqndlFK2+1W0J07a1eppKvq2UwKTaXpWLs0WEfJoRayQia5CFIYIeXSmrZCJPiyvLU2weJ9xX6wVeG1JrfDqVn1/LmzAZrNHsxcQxzG36mpDYDSak2KsbeMz0xbvbx83FM9Mn75fa8aG+oDmjTOK/eVXpm3W28fPwcq02sLPTLkDC6SemVKs4F2s8Fv3zUuL+/qwTFYK/K3Xl3lrtcG93R5nJgt8ammCyYraDv/cVIHV3R4d/+PzW3Iszk3p4KpmPBlrp2Fe7ZHTTKWKCW2mdOpN0zOv2xvcgyZNz8o3ru0ONPjfuLartK4QxjE3kUCtKdtM2WFhosjFuQrftzLFxbkKCxNF5X4vk0Ub2wQvjGn7IV4YY5uJrtGMI5m2wkKILwM/RP8zL6X8zYf8yGPh+oDd/YP0rKTZYBXbnNbtQbULxO3dwSuk6Vn53t3mwKDt9+6qtRx+b62BaQriUB504zRNwXtrahk1wNFObyNgo+kxWXRoeRFeIHBtg8miw0bT46XRvIRG81jJUnj1L0jaK7wNvAP8HSHEP8/7wLKQ9rl+epIywbUHp0mm6Vk5N10a2B753LTalErTtIhiiWGQpGUaJA3PzOHdcPW2z1bLZ6JoszBRYKJos9XyqbfVLnpeJNnrhVQLNrNVl2rBZq8X4kVP0ztM8ySR5T76LwA/JqX8ZSnlL5Pk4//FXI9Kk5lnJgcbyjQ9K19+deHYTFjXFHz51QWldZdqDq519GLkWiZLCs3emr0QiaTRC1hv9mj0AiRSeUiHaxrU7nPf1Io2rjnWnlDNU0wWq/A+sAzc7H99HngrtyN6BM5WTO60jnvsz1ZO31Tb+QJsDEi6n1eM/336mRm+dXd1oK7CM/M1vn95gu+ttegEMSXb4OXFCs/MD98CAeClpSmem99kqxXSDQKKts1sxeKlpamh16y4Jje2OseGjb92Xm3+7pnJIi8uVtjpBAeDwadKNmcUxzxqNCdFqsEXQvw2yV18DXhPCPH/9b/+LPAfH8/hPRgjZcpHmp6VIkmV2SB9WGpFk40BY6hqipWr3WDw75qmPwqGaWCZBlYssUwDYwQ72x95fpavv7sGtAhjC8sweGGhwo88P6u0rpSSbj+w6loGEyOYyHRprsyzsxVEvcN0OclOGlVFrJRS95jXPHYe9Kn4J4/tKIYkr0rbtB9XWfbObsrs2RQ9K9+7N7gNcpqelTv1Jm/ebtD2I2Kg68e8ebvBnXqTF88Mv8s3TZO/evkcX39/k7W9Hou1Al94YQ7THP7Ct++6OTwnd1+fU6hryqsiVkrJW3f2jgwHn6u6fOpcTRt9Ta6kGnwp5R+qLi6EuAE0STIlQynlSIehlFyT3oBZqCX39Ll0/JQ4X5qelaI72Pedpmfl96/UaQfRkVbG7SDi96/U+dFPnht63XrbZ6cb8Znlj4eT7HQj6m1/6AEbYSxp9EJKjkWp/2s3eqFye2TIpyK23vaPGHuAzaandA40miykblWEEE0hRCPt8Qiv8cNSytdGbewBLs4OdoCn6SdJWla8WrY8XJotHfsjGn1dhbs7HZAQxxDFyTOyryvQ7IXEMmZ1t8O79/ZY3e0Qy1gpwGoZgomiRdcP2e34dP2QiaKl3B45L9J+V9Ugs0bzMB60w68CCCH+J2AN+Nck2Xl/AzgVDUBeWarxzdvHJyW9sqQWWCwa0B1giYsKd/JLVYs7zeMf6KWqmq/5E0sTOBYcthWOlehK656p8CfXto+4SWRfV6HsGPzJR9tsHNrhzlddpQBrdd9ffziH9LB+ykg7rtN6vJonhywm7MeklP9CStmUUjaklL8I/GcZ15fA7wshviWEGPlYxLW9wb0m0/SsvHpm8G11mp6FH//k4KBkmp4ViUT057gagNEfxScVqxFeOTuBaYgjtUymIXjlrNqFZKcT0OwFeGFE2wvxwohmL2Cno1ZyLGNJx4todAM6XoQcUYtsKSVbLY/rW0nXTNVOmZBUBs9Vj76X5qqucmWwRvMwsmwpIiHE3wD+T5LP/V8je/eCz0sp7woh5oF/J4S4IqX8o8Pf0L8QfAVgeXk5+5EDV9YHuxfS9Kxcqw/u3JimZ+H6zmCDlqZn5YP1NkLKpNEZYEgQUvLB+vAzYgFu7HpMFkx2eyFRnBRJTRZMbuyqDTFfb/QObcIlAoHo6y8sDncxaXQD7u312Gp5BFFM149wLYNGN2BOYXRiXsFVIQSfOlfTWTqax06WHf5fB/4qsN5//JW+9lCklHf7zxvAbwI/MOB7vialvCylvDw3N5f1uAEouIOvV2l6VuopNwhpehZWU9r/pulZiaQgQmBZAsdKniMEkVQ1HoIghrJjMVGwKDsWQZzoKri2SSeIcSyTsmvjWMnXKpXBW22fzZZ/ZM3Nls+WYqXtg4KrqgghmK24PDtbZrbiamOveSw81OBLKW9IKb8kpZyVUs5JKX9KSnnjYT8nhCgLIfbjAGXgiyStGUbGpZnBu7c0PSt5NGULg8E7+TQ9KzMlEwuJH0q8MHm2kMyU1DKVZkoWJcciiCVeGBPEkpJjMVNSu5jOlh3mKs4Rl85cxWFWwZ3hBREl5+jvW3JMPMVahGYvREpJoxuw3ujR6AZIqV7Bq9GcFA/99AohngX+HrBy+PullD/5kB9dAH6zv3OxgP9DSvl7Qx/pAF5arPBv3tkaqKuQR+HVK2cn+GBrc6CuwoXZEuF9AeYwTnQVVmbLuCbYBvhSYBvgmomuwkTR5uxkAT+StPyAipN8PaHQgXKxVmRhwqUbRAeFV0XbZLGmVhFbcU1u1AdU8C6rVfBqNCdFlu3abwG/BPw2j5BFKKW8Brw65HFl4t2U4qI0PSuOCQPS+3EUNs1LU4MNcJqelWtbHe7v5RXJRFdFCAPTMHAEmEKthfFx7i+TGp5kRmyZG/UO+9cNPSNWozlOFoPfk1L+s9yPZAjeWxts2NP0rOyleALS9Cy8c3dwH/k0Pfu6DQb1MX7nrlq74VvbXUquQS808GOJYwhKrsGt7S6fU1i30Q24t9tjs9kPsHoRrqkWYM2rIrblRazMlmj2QrpBRNE2qRYsWl6kVMGr0ZwUWQz+Lwghfh74feAggiWl/HZuR5UR1xl8+Gl6VgomDGh7Q0Fhh1/vDt7JpulZKTh2Mn7w0IzYWCa6CqZp0A0kRcc6cGV1A4mp2E9nq+2z0Q+wOv2umRv9AOtFhXXzqIitFiwEgomCzUTBPqJrNONIlnfuK8DfAn6Ej106sv/1iXJx2h3YM+bitOIYvjmHN9eOZ2K8ODd8YNFIcV2k6Vm5OFPAEuAfcrY5RqKrMFt2mColfeUjKTGFYFYxuApJgLVoCzaaPr0gomCbzFcd5QBrHMcj3+HPlB1mKw7XttoHO/wLs2WdL68ZW7IY/J8GLkgp1XPRRswr5yf57XfrA3UVPntpkTfXbg3Uh+XF+RLfuXN8WtSL82o+/ItzgwPUaXpWzkwWWZ4pYRkGbT+k7FicnSootwaer7pstwP2ugFRPwPIMgTz1eEv0nEc8xvfXuXGoeHiKzMlvvyZJWWjD4x8kpZGc1Jk+TR8FziVaQldPx7YR6brq3WomS4Pvg6m6VlYa6RUBafoWbm21U4KrkhcOgbJbdi1LbXCq6mSTdW1KRcspssO5YJF1bWZKqnPc5UyptUL2el4tHohUqr9va5uto8Ye4Ab9Q5XN9XOQZ55+BrNSZDFgi0AV4QQ3+SoD/9haZm58+69FpYJYcTBOD7LVM/Seed2SoA1Rc/ChxuDjU+anpV37jYPjPw+Rl9XoeVFnKkV8MP4YPjHmVqBlhcxr7Duvd0u9/Y8Gl2fUIIf+NzbE9zb7Q7ddnk95aK53ugp+fQb3WBgWubF+YruaqkZS7IY/J/P/SiGZLLsEstkLuo+sUx0Fd5NaaifpmfBtCzgeMFOog/PZNlNdviHzwHq5yCMJU0vYrriMk2yVtOLlFsO39justcNksEqfW2vG3Bje/hzuzAxOF6RpmcljOURYw/JsY6i7bJGcxJkqbT9w0GPx3FwD+O1sxUKlnGkhW/BMnjtrJr/uuMNrqRM07NwpjLYFZKmZ+XV/jmA5GIHyTl4VfEcWIag6pqs7nZ4r9/GuOqayi2H270A2xR4YUy7P6HKNgXt3vAVx0ke/tFYyCjy8C1DMFGw6PTbLnf8kInC6W27rNE8jAeNOPyGlPKHhBBNjmV5I6WUaiWiI2B5powhju62DCFZnlH7oL8wX2GtuTNQH5bXlqf401vH3SyvLQ8/yxXg4sIEy9NF7u15+GGMYxmcqblcXFD785Qdg7dX97iz0yWMY+otnyCM+alPn1Va99J8GT+MCeKYOAZJjB8KLs0P/zfLKw+/WrBAJCmvh591WqZmXEn9REgpf6j/XJVSThx6VE+DsQd4f72FHx41+H4oeX9dzYf/I89PP5KehfPTxYEB5vPTalkvtaLdn/RkUXLNg/+vKbQqALhe71Bveex2ksDlbsen3vK4Xler4J0oWFimiSUEjimwhMAyzZHMoNVoNA9mrD9l79zZxY+OFgf4UaKr8GFKhkuanoWPNruU7GRQSSSTVgUFK9FVWG94ye2XIGk0LJLzsN7weElhM35to8nVjTZtP0ACzV5A24u4ttHk9QvD9/Bf3fN5ZanKRtM/6KUzX3VY3Rs+8yWvtMyDJmn3pWWqzsrVaE6KsTb4nVAeZOfsI/u6Cm/fG7yLTdOz4DoWUhi4hzbeEvWq4K22z143pGibFPsthve6oXJr4Ns7PTpBiBDi4Px2gpDbO2pppMszJQxjv7FZ8Yg+LA9Ky1TJ0gljSaMbJtXG+7Nyu6OZlavRnASj7Ib12Ck7BqY4ugEzRaKr0OwONpZpehaWpwoULYMgjOmFMUEYU7QMlqcUWzlHMUXboNUL2e7ntRdtgyhSy233ghDHOnoeHcvAC9RaA19enuTifcHUi3NlLit0oHxQWqYKliGOucZqRVsHbTVjy1jv8F8+U+XffHdtoK607mKFawOmnbys0HZ5ebp0EPUT+/clQiS6AuenCmz3M0giCaEI2e4kugovL03y79/fTC5OkcQ2BQXL4OUltRo80zT56hcu8catXW7VOyzPlLi8PIlpDt+oKK+0zImizcrM8eZpKq2cNZqTZKx3+FJK7h8xKiXKc0c/tzJ1bK6T6OvDsrrXJYwlpiEOHmEsWd1T8+Hv9ULCUBJJSRjHyXMo2VMc0vGlTy1yrubQ9UNaXkjXDzlXc/jSp4ZvL7GPYRhcnKtweWWai3MV5WyaS3Nlnpku0g1Cdrs+3SDkmemiclrmTNlhfiLp1b/Qf56fKOheOpqxZax3+FfW2lj9MtP99gKWkegqXN0e7ApI07PwwVoLyxAEhgApMYTAMgQfKLZyvrrexI8iokgSI4ki8KOIq+vNpO3dkMRxzGY7xIsksZR4EWy2Q+JYzVWUx5xYIQSX5it0/IjdbsBk0ebSfEV5bKCePat50sh9hy+EMIUQ3xFC/M6o164UHTCOznPFEImuwPV691ifLNnXh2Wy7BLFEscUFCwTxxREsVSuiO0EEj+SmKbAMQ1MU+BHkk6gdpfzL//4FmsND9c0KNkmrmmw1vD4l398vKnco5BHf5p626feDliaKvGJszWWpkrU24GePavR3MfjcOl8FXgvj4VfnC9RMAVRJAlCSRRJCqZQ7kDZ8wdXfabpWXh5scJEwcKPYrpBhB/FTBQspbgAQMkxcExBHMeEcUwcxzimoKQYuH5ndQ9JcucUyuRZ9nUV8pgTm/azevasRnOUXA2+EOIc8J8C/yqP9ZdnytiWgSEEQoAhBLZlKFfafmppcF1Zmp6FxVoB10p890KAaQhcS7BYUwssPrdQpVqwcW0L2zRwbYtqweY5xUEgnzw7QRRDGCUXkTCKieJEV2F/Tuy1rTb39npc20pSKivu8EHbtMpXXRGr0Rwl7x3+PwX+AY8wC/dRWN3rEoQSYSQGVBgQhOqB0GdnygODts8qXEhu73TphRLLMLBNA8sw6IWS2ztqx/rMVJFywU4ySNzkuVyweWZKrYL3p19bpFa0kl2+THb3taLFT7+mHrQdNTNlh7n7+unPVV0dXNVo7iO3LZAQ4ieADSnlt4QQf/EB3/cV4CsAy8vLj/QaV+42k+xGCTESQyaVplcUWwNf2WhhGhAeukyZRqIPy4frTfxIEvSDoFImvvcP15v82CeHP9atTsgPvzDHjXqHnbbPVNlhZabEVkfNneHFBn/98hJ/eHWbrZbHbMXlL1yaxotP35xYHVzVaLKR5z3v54GfFEL8OFAAJoQQvyKl/JuHv0lK+TXgawCXL19+pEij61hJqqMpMPt78jCWytWraw2fKD5awRvFiT40wsALoiSrqH9j5QURCDUDujBRwBAGF2YrMHtUVyGMJZ1I8P3PzhxonQjlKtO85sTuB1d1n3qNJp3cXDpSyn8opTwnpVwBfgb4g/uNvSrLUwVKjkUcJ7vxOIaSYylXr8ZxhGncV8FrJPqwzJRtSraBH0l6YYQfSUq2wUxZrYgn39bAJnd3u7x3r8Hd3S4TBfX2yHm5X6SUbLU8rm+12Wp5yrUY44g+B5qHMdZRrWfnKixOuKwBQRRjmwaLEy7PKs5zfWWpxv/7/n2zcmWiD8vKTImCbWEHMWEksExBwbaOGetHJa/WwGXH4K07e9ze6RLFiSHxw4gvvabWHjkP90seuf3jhj4Hmiw8lkpbKeW/l1L+xKjXrRVtCnbSCni24h75WoULsyUsQ2CI5AQZItnxXphVM84gEz+REH1/0Wh2YFJKdjo+a3s9djr+SHZ21+sddjoBtmlQsE1s02CnEyi3R84DPXtWnwNNNsZ6h7/VDvj+lUnW9jx2ewGTBZvFmstWe/h8eYCbOz7nJl3qnRAvjHAtk5mSxc2d4T88N+odemF80AYBCb0w5ka9w+cuDX+sURTxC1+/ykeHBnb/8YdbfPULl5T609ze7lIr2vhRTBhJrH5h1+3tLq9fGP5489iJPigP/2nx6etzoMnCWBv8hYkChmFydqrE2ft0pXVrBTBMZirmcX1I6u2Ajh9hmwK7Hw7u+BF1xYvTG7d2jxh7gI8227xxa5fPHgq4PirLMyWEELiWiWsd1VV40E50WMOk8/D1OdBkY6ybp12aK7M8VWC75XFru812y2N5qqAcsHx1aYLZss1e12ez2WOv6zNbtnlVofAKGeNaBmFMsmuOwbUMkGolCrfqHZASP4xoewF+GIGUia7A5eVJLs6W8PrremHExdmSUhtjSHacsYxZ3e3wbn9WbixjpapYnYefnIPZinOkgnm24jxV50DzcMb/8r/vDz94qAeoKq5Jx0/aAkcxBJGk48dK1aDPLVRxTAPflIRx0jjNMQ3litjl6SK73QDvoGggwrUMlhVHJxqGwV98cQ7Xsdhs9pirFvjchamRBIP/5KNtNg7t8uerLq+dH/5CovPwD3H4s6DR3MdY7/Cvbra5WT/qzrhZb3N1U61b5jc+2qbe9jCEwDCTlg31tsc3Ptoees3zU0VcSxCEMV5/AIprCc4rVsSuzJSYKtkEUUwviAiimKmSrZz9U2/71FsBZyYKPDdf5cxEgXpLvSHZTieg5R3dzbe8kJ2OmmtLSsl22+fOToft9mgC1+NEve2z1fKZKNgsVAtMFGy2Wr4O2mqOMNY7/Hu7Xa6stdjrfmwsakWbH9jtKo22u3K3QdtPGpzJGEIjIpaSK3cbSsfa9EL8KCaWEl/GNL2Qe7tdXl4avs9+2495ZWkCxzIOAtcvLFRo+2quokY34Ea9c+zcXpyvKAUBN5oeC1WXbhDhhYmbq2ibbDQ9Xhiya0NeM23HCR201WRhrD8NXhQfMUgAe90AT3G8n2ObBFGMAAwjuTsOohjHHt6l88atPZpelGS7WAaWKWh6EW/cUus+GcaSphdzdrLEy4s1zk6WaHqxckVsGMuB51Z13YWJAghB0bGYLDkUHQuEUAq0P2im7dOCDtpqsjDWBt81BROuSccP2esmY/4mXBPXVHNgnp9yKdoGQSQT90skKdoG56eG3yltNXsYQBTLfmxAYvR1FSxDUHVN6v3Adb3lUXXVK2LzmueaR2XweqMHUtL1Q3Y7Pl0/BCmVZ9qOEzpwrcnCWF/+93eF+yZI3KcPy8pMud/RMuoHWME2DVYUumW+tFjld99ZI46TRm9IQWwkugoV1+Reo8dWyyOIY7p+hGsbSgFm6M9zHdDkTHWeax6VwfNVl/WmR8f/uPVFyTGZrz49rgwduNZkYawNPkAsY3baHp0gomSbzFXUB0w3eiFSgmUa/d71yazchkLq4PMLFWzDIBAR9Lt62obB8wtqbSB2OgHt+4Kg7X4QdH5i+IDwTNlhtuxwd7d7MDbw2ZnSSHaMhmHw/EJVKc5ymKmSTdkx2en4hFGMZRrMVRymSqd32HgcxyNvh6EbyGkexlgb/NXtFm+vNpPcbqDjxXhhk9XtFi+eGb7vzdWNNq5t4PdjAZYBrm1wdWN4n/Dqnse5qQJrex69KKZgGizWXFb3vIf/8AM44raQR/UXFoevG5BScnWjxa16By+MaXQCSrbJq+cnT92useVFnJks4EcxLS+k4lqcmSzQ8iLmT/rgBqCDzJqTYqzfXX90dYeWH/YHoCSdhlt+yB9d3VFat1yw8UOJa5mUHRPXMvFDSbkw/I7RNJOBJ5Nlh8WJApNlh14oMU21P4FrJzUDjmVSdm0cK/naVQgwQz/ldbt7JLh6c7t7KgOhYSxp9iKmyy7L02Wmyy7NXqQcYM4LHWTWnBRjbfDXdruY9/WTN4XB2q7aFKmV6SK1ooUXxrT9EC+MqRUtVhSKmWbLDpOFo2tOFixmFV0ks2WHuYrTr4hNev/MVRzldZM7B0k3CNnt+nSDEDidgdC8Asx5kXYOT+O51TxZjLVL55Xzk/zp9TomBnGcpFAafV2FxVqBsmvhdkIQEtcwKLuW0vzZxVqBatGm6Ud4QbIzrxZt5Zm2E0Wbs7UCfhjT8kMqjsXZWkE5uDpfdVlvjEcgNK8Ac16kJRWoJhtoNA9jrHf4P/v5Zc7WCh/7riWcrRX42c8/2qjE+9nrBvihPLwsfng8L/1RMQxB0TapFCyKtokxoh2oMAymK313RsVFjMAPPFWyqbhH9wMV1xpJIHTUgzpmyg7z/erS/SrT+Wrh1K4gL54AABJYSURBVKYk5jW0RqN5GGO9w7dtm//i9WV+6611Npsec1WXn/rUAratZpSub7XZbvt0gpAohtAI2W4Lrm+1ef3i3FBrbjQ9pkoOQSTpBREF22Sq5LDR9HjxzPDHmseMWEgqeD93YZp7e72DLJ0ztYJyBW8e7ZHHLSUxr6E1Gs3DyHOIeQH4I8Dtv86vSyl/fpSvcXWzzWoj4PtXpg+01UbA1c22Uspf0so4xBSC/ZbyHT9UamXs2ibdIKZasKn2g7/dQD24mteM2GrBwjAMlqZKHO78oLpuHu2RYfxSEkedmqrRZCHPLYUH/IiU8lXgNeAvCSFeH+UL5BVYlHGMYx2dP+tYBjIefnd7NLgajCy4mleFZV7rPqjni0ajyZfcdvgyccy2+l/a/cdI8+TyCiw+t1BBSolAAgKBRErJcwpFUhN9l8jh4OqZEQRX83Jn5LWu7vmi0ZwcuX7KhBAm8C3gEvDPpZR/Nsr19yssdzv+wRDzUVRYThQsHMvEjyRCginAsUwmFI2SMARF18QwBa5lIEYVtM3JnZHHuvuDOq5ttQ9iDhdmy6c2wKrRPEnkGiWSUkZSyteAc8APCCE+ef/3CCG+IoR4Qwjxxubm5iOt3/IiztQKzFZcJvqDzM/UkgpLFe7sepyfLjJbdpkomMyWXc5PF7mzO3xV7IHLQh568BS7Mu47DxqNJn8ey320lHJXCPHvgb8EvHPfv30N+BrA5cuXH+njn7QGjpipuMyQ7EKbnnqF5WTZIYiS50mSnef+18MSxpJGN6ToWBT7yzS64amtBs2Lg0EdRfvAnbU/qGNcAq4azbiS2w5fCDEnhJjs/38R+FHgyihfI6/WwBdmSsxXbJq9gK1mj2YvYL5ic0FhipRlJK2c7+52ee9eg7u7XSZGcKww+rz2PNFBW43m5Mhzh38G+N/7fnwD+L+klL8zyhfIqzVwtWAlvZZlv/hKShBqgcWyY/Dd1T3u7HSJ4sRAe2HElz59VulY88hrzxMdtNVoTo48s3TeAj6d1/qQX2vgG/UOe50QyzRwBFiGwV4n5Ea9w0JtuF3+9XqHnXbSvtePYxxpsNP2ua6wJuSX154X++me91+gdNBWMyqklGNThPe4GettVV6tgW9sdWh6IR0/IpKSUEhMQ3Bjq8NnLwy35s2tNs1eSNtP5uMGQmIIwc2tNq9fmB36WMdtlum4VcVqxotxu+N93Iy1wT/cGtixEjfOKFoDm6ag40eYhsDsz9Hq+BGmwuhE0zToBlHfZ5+s0w0i5fbI4+giGbeqWM34MG53vI+bsW7eMVt2jhVZzVfdEbQctpkqHV1jquQwWx4+v3+27DBZtAljiR8mQ8Yni/aprbTVaMaRcUsKeNwJF6d3G5iBWskZ2OCrVlIzdmenylx+ZpK1hsdeL6BWsFmccDk7NXw3wzOTRZ6ZKWGZBh0/pORYLE0WODM5fKwBtItEoznMON3xnoT76fSdhUdgpuywUCv2m3wl2ih2t5fmylyYq+BFkrJr4VgGF+YqSu1rp0pJ07RKIaRgm1imoFqwR9JuWLtINJqEcUoKOAn301gb/Dz7yFxaqNAJYna7PpNFh0sLFaV1W17E2ckCfiRp+QEVx+bsKZ67qtGMI+N0x3sSCRdjbfAhn91tve1TbwUsTRZZ6rtc6q1A6cobxpJGL2K67DDd3238/+3deZAcZRnH8e9vN5tkjwSM2QAGcAEFRQoDRAVBCw8svAIqZawCC8oTBSIIHkh5UmVpQYEopRRntERQISAgCgGCYEWQI4EAEUUSJBBzqdnNsVf28Y/3nWV20rM72dnent55PlVT6e2Z7n4yO/v0O+/b/bydNTzvqnN5lZdvvFl0P+V60BbSGfTo6u7HMDq7+1jX1U1ndx+GVTXwk7d5V51z6crigotct/DTGvRom9LI6o3bhkxpuFtzE3OqmCs3b/OuOufSlUX3U64TfpqDHmbG9t5+evoHmDKpoerSyIV5V0XP4MxUY3U2HxgY8OnynMuh8e5+ynXCT2vQo7Df4knMC+tHO09sWmfzgYEBFj3+Eqs3bRtc1/HqFj56+GxP+s65IXKd8NMa9AgDrOFa+cIl/Z3d1ZcyTuNs/tyGrUOSPYRaQNXO6+ucm3hy3QQszJ7Uub2PdZ3ddG7vY2bb5Kq7SfI0wJrWvL6Qr7LLzrmR5bqFP0hFjzGQpwHWtOb19SJUzk08uW7hh0Hbbrq6+9m4pYeu7n42dHWzaWtvVfstDLBOn9rEHvHfWdOm1uTdeoV5fXv6d7C1p4+e/h20Tm6s+g7e4QbEnXP5lOsW/uZtvSz9539YX5SYZk2bwv7tbVX1k+fpbr3CvL69/QNs6e2nbfKkwXl9q7mDN29ll51zI0st4UvaB/gFsCcwAFxpZpeN5TE2bu0dkuwB1nf1sHFrLwdUue+83K1XmNd3RtsUZozhvL55KkLlnKtMml06/cC5ZvZG4EjgDEkHj+UBevp20DJ5aO37lsmN9PTtKLNF5dIYsExjn2kNMHvZZecmnjSnOFwLrI3LXZJWArOBZ8bqGHvu1sysaVPY3reD3v4BJk9qoLmpkT13q67kcBoDlmkNgqY1wJynbi3nXGXG5fu5pA7C/LYPj+V+X9feyn4zW1m9advg9fIdr26pqowxhAHL9Z3dQ5JomCezedRdPGnsE2JLvG3KkD739raxaYnnpVvLOVeZ1BO+pDbgZuBsM+tMeP5zwOcA9t13313ad0NDAx89fPaYlxXo3N4XJjIvqaVzwKzRDwansc8hrOjhnHMJUk34kpoIyf56M1uU9BozuxK4EmDu3Lm7nK4aGho4cI9pY3pXaf+ADUnMAJu391U1EJrGPiF8c9i4pZfpzU2D3Tgbt/T6HJ7OuZ2kNmir0Nl7DbDSzC5J6zhpSGMgNK3B1bzN4emcy06aLfyjgU8CKyQtj+u+YWZ3pnjMMZHGQGhag6t++aRzrlJpXqXzZ8as2MGwxxnzK0nSKGWcVnnkPM3h6ZzLVq6bgWld6pjGJYlpzr/rl0865yqR64Sf5gQoaVySmNZljn75pHOuErkunuYDluny8sjOTSy5buH7gGV6vDyycxNPrlv4Xu8lPV4e2bmJJ9dNYR+wTI+XR3Zu4sl1wgcfsEyLd5c5N/HkukvHpce7y5ybeLy55hJ5d5lzE48nfFeWd5c5N7F4l45zztUJT/jOOVcnPOE751yd8ITvnHN1whO+c87VCdVSQSxJG4AXso6jxExgY9ZBVChPsUK+4vVY05OneGsx1teaWXslL6yphF+LJD1qZnOzjqMSeYoV8hWvx5qePMWbp1iTeJeOc87VCU/4zjlXJzzhj+zKrAPYBXmKFfIVr8eanjzFm6dYd+J9+M45Vye8he+cc3XCE34CSftIWiJppaSnJX0p65hGIqlR0jJJd2Qdy0gk7S7pJkl/i+/xUVnHVI6kc+Jn4ClJN0iamnVMxSRdK2m9pKeK1s2QtFjSP+K/r8oyxmJl4r0ofhaelHSLpN2zjLEgKdai586TZJJmZhHbaHnCT9YPnGtmbwSOBM6QdHDGMY3kS8DKrIOo0GXAH83sDcCbqdG4Jc0GFgBzzewQoBH4RLZR7WQhcHzJuq8D95rZ64F748+1YiE7x7sYOMTMDgX+Dpw/3kGVsZCdY0XSPsBxwL/GO6BqecJPYGZrzezxuNxFSEizs42qPEl7Ax8Ers46lpFImg68E7gGwMx6zex/2UY1rElAs6RJQAvwcsbxDGFmDwD/KVl9AvDzuPxz4MRxDWoYSfGa2d1mVphT8yFg73EPLEGZ9xbgUuCrQO4GQD3hj0BSB3AY8HC2kQzrR4QP4EDWgVRgf2ADcF3sgrpaUmvWQSUxs5eAiwktubXAZjO7O9uoKrKHma2F0HgBZmUcz674FPCHrIMoR9I84CUzeyLrWEbDE/4wJLUBNwNnm1ln1vEkkfQhYL2ZPZZ1LBWaBBwO/MzMDgO2UltdDoNi3/cJwH7Aa4BWSadkG9XEJekCQnfq9VnHkkRSC3AB8K2sYxktT/hlSGoiJPvrzWxR1vEM42hgnqTVwI3AuyX9MtuQhrUGWGNmhW9MNxFOALXovcAqM9tgZn3AIuDtGcdUiXWS9gKI/67POJ4RSToV+BBwstXuteIHEE7+T8S/t72BxyXtmWlUu8ATfgKFiVuvAVaa2SVZxzMcMzvfzPY2sw7CgOJ9ZlazrVAz+zfwoqSD4qr3AM9kGNJw/gUcKaklfibeQ40OMJe4DTg1Lp8K/C7DWEYk6Xjga8A8M9uWdTzlmNkKM5tlZh3x720NcHj8TOeCJ/xkRwOfJLSWl8fHB7IOagI5C7he0pPAHOD7GceTKH4LuQl4HFhB+HupqTstJd0A/AU4SNIaSZ8GfgAcJ+kfhKtJfpBljMXKxHs5MA1YHP/Wrsg0yKhMrLnmd9o651yd8Ba+c87VCU/4zjlXJzzhO+dcnfCE75xzdcITvnPO1QlP+G5MSbpfUupzfkpaECttjstdmZK+I+m8Cl87V9KP046pgjjmSar4LmZJc4ovPy7eXtKJxQUEJS2UdNLYRuzSNinrAJwrkDSpqIjWSL4IvN/MVqUQR6OZ7Rjt9mb2KPDoGIY02jhuI9yEVak5wFzgzoTtTwTuoHZvknMV8BZ+HZLUEVvHV8Va73dLao7PDbbQJc2Mt5Aj6TRJt0q6XdIqSWdK+nIsgPaQpBlFhzhF0tJYQ/6tcfvWWF/8kbjNCUX7/a2k24GdCpPFYzwVH2fHdVcQirDdJumcktffKenQuLxM0rfi8oWSPqPgori/FZLmx+ePVZgD4VeEm6yQdIGkZyXdAxxUdIwFkp5RqN9+Y0LMxyrOSxC/GVwb39fnJS0o8zvZIumHkh6TdI+ktxZtMy++Zqqk62LcyyS9K65/WNKbivZ1v6Qj4nt7eVzXLunm+P4/IunokuNPBr4HzI83P80vbC/p7cA84KL43AEl2x4h6U8x9rsUyzq4GmRm/qizB9BBKFI1J/78G+CUuHw/of47wExgdVw+DXiOcEdkO7AZOD0+dymhwFxh+6vi8juBp+Ly94uOsTuh7nlr3O8aYEZCnEcQkm8r0AY8DRwWn1sNzEzY5uvAGcB04BHgrrh+CSFpf4xQf70R2INQPmEv4FhCIbf9So7dEvf1HHBefO5lYErh/5IQw7HAHXH5O8BSYEp8PzcBTQnbGOEbC8AthJNfE2G+gOVx/bnAdXH5DTH2qcA5wHfj+r2Avxf9zi6Py78CjonL+xLKhpTGMPj6hO0XAicVPbcQOCnGuBRoj+vnA9dm/Rn3R/LDu3Tq1yozWx6XHyOcBEayxML8AF2SNgO3x/UrgEOLXncDhHrikqYrzGD0PkKRt0I/+FRC4gFYbGZJdcePAW4xs60AkhYB7wCWDRPjg4RJS1YBvyeUGGgBOszsWUmnAzdY6LJZJ+lPwFuATuCv9koX0TvisbfFYxd3jTxJKA1xK3DrMLEU/N7MeoAeSesJJ5o1Ja/pBf4Yl1cAPWbWJ2kFr/xujgF+AmBmf5P0AnAg4YS9GPg28HHgtwkxvBc4WFLh5+mSpsXfZzUOAg4hlEWAcCJdW+U+XUo84devnqLlHUBzXO7nla6+0un8ircZKPp5gKGfpdJ6HQYI+JiZPVv8hKS3EVrWSVRm/XAeIfRDP09IgjOBzxJOaiPtszSOcnVHPkj49jIP+KakN9nwYw+l73XS312fxSYyRe+tmQ0oTL5SNnYze0nSptiVNR/4fMLLGoCjzGz7MHGOhoCnzaxmp6l0r/A+fFdqNaE7A8JX9tEo9IsfQ5g0ZDNwF3CWYjNQ0mEV7OcB4ESFapWtwEcILfiyzKwXeJHQ0n0ovv68ou0eIPRTN0pqJyTuv5Y59kckNUuaBnw4xt0A7GNmSwiTzuxO6G4aDw8AJ8c4DiR8QyqcQG+M8exmZisStr0bOLPwg6Q5Ca/pInTZJSn33LNAu+K8xJKaiscTXG3xhO9KXQx8QdJSQut4NP4bt78CKFQYvJDQ3/ukwqTQF460EwvTTC4kJOSHgavNbLjunIIHgXWxO+ZBQt3yQsK/hdAl8wRwH/BVSyhvG4/9a2A5YV6EwvaNwC9jV8sy4FIbvykafwo0xmP/GjgtdhVBqOr5CUL3TpIFwNw40PwMcHrCa5YQun2WFwazi9wIfCUOFg8O2sYT7EnADyU9QXi/8jBnQF3yapnOOVcnvIXvnHN1whO+c87VCU/4zjlXJzzhO+dcnfCE75xzdcITvnPO1QlP+M45Vyc84TvnXJ34P6H00FWGNj6FAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(data.movie_title.apply(lambda title: len(title.split())), data.imdb_score, lw=0, alpha=0.3)\n",
    "plt.xlabel('number of words in movie title')\n",
    "plt.ylabel('imdb score');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# num_critic_for_reviews"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(data.num_critic_for_reviews, data.imdb_score, lw=0, alpha=0.3)\n",
    "plt.xlabel('Number of reviews written by critics')\n",
    "plt.ylabel('imdb score');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# num_users_for_reviews"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(data.num_user_for_reviews, data.imdb_score, lw=0, alpha=0.3)\n",
    "plt.xlabel('Number of reviews written by users')\n",
    "plt.ylabel('imdb score');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# num_voted_users"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(data.num_voted_users, data.imdb_score, lw=0, alpha=0.3)\n",
    "plt.xlabel('Number of voted users')\n",
    "plt.ylabel('imdb score');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# year "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(data.title_year, data.imdb_score, lw=0, alpha=0.3)\n",
    "plt.xlabel('Year')\n",
    "plt.ylabel('imdb score');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x29b26bce668>"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data.title_year.hist()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# colour"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Color               4815\n",
       " Black and White     209\n",
       "Name: color, dtype: int64"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.color.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = data.color.apply(lambda x: 1 if x == 'Color' else 2 if x == ' Black and White' else 0)\n",
    "y = data.imdb_score\n",
    "plt.scatter(x, y, lw=0, alpha=0.5)\n",
    "plt.xlabel('color code')\n",
    "plt.ylabel('imdb score');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "there are certain values which are not mentioned so they are coming corresponding to 0 range"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# country"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "USA                     3807\n",
       "UK                       448\n",
       "France                   154\n",
       "Canada                   126\n",
       "Germany                   97\n",
       "Australia                 55\n",
       "India                     34\n",
       "Spain                     33\n",
       "China                     30\n",
       "Italy                     23\n",
       "Japan                     23\n",
       "Mexico                    17\n",
       "Hong Kong                 17\n",
       "New Zealand               15\n",
       "South Korea               14\n",
       "Ireland                   12\n",
       "Russia                    11\n",
       "Denmark                   11\n",
       "Brazil                     8\n",
       "South Africa               8\n",
       "Norway                     8\n",
       "Sweden                     6\n",
       "Thailand                   5\n",
       "Poland                     5\n",
       "Netherlands                5\n",
       "Romania                    4\n",
       "Argentina                  4\n",
       "Iran                       4\n",
       "Israel                     4\n",
       "Belgium                    4\n",
       "                        ... \n",
       "Greece                     2\n",
       "Hungary                    2\n",
       "Cambodia                   1\n",
       "Libya                      1\n",
       "Indonesia                  1\n",
       "Slovakia                   1\n",
       "Nigeria                    1\n",
       "Colombia                   1\n",
       "Bulgaria                   1\n",
       "Kyrgyzstan                 1\n",
       "Dominican Republic         1\n",
       "Cameroon                   1\n",
       "Georgia                    1\n",
       "Soviet Union               1\n",
       "United Arab Emirates       1\n",
       "Philippines                1\n",
       "Official site              1\n",
       "Kenya                      1\n",
       "Chile                      1\n",
       "New Line                   1\n",
       "Aruba                      1\n",
       "Afghanistan                1\n",
       "Turkey                     1\n",
       "Slovenia                   1\n",
       "Bahamas                    1\n",
       "Peru                       1\n",
       "Pakistan                   1\n",
       "Finland                    1\n",
       "Egypt                      1\n",
       "Panama                     1\n",
       "Name: country, Length: 65, dtype: int64"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.country.value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# example sample"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "actor_1_facebook_likes                                                    1000\n",
       "actor_1_name                                                       CCH Pounder\n",
       "actor_2_facebook_likes                                                     936\n",
       "actor_2_name                                                  Joel David Moore\n",
       "actor_3_facebook_likes                                                     855\n",
       "actor_3_name                                                         Wes Studi\n",
       "aspect_ratio                                                              1.78\n",
       "budget                                                                2.37e+08\n",
       "cast_total_facebook_likes                                                 4834\n",
       "color                                                                    Color\n",
       "content_rating                                                           PG-13\n",
       "country                                                                    USA\n",
       "director_facebook_likes                                                      0\n",
       "director_name                                                    James Cameron\n",
       "duration                                                                   178\n",
       "facenumber_in_poster                                                         0\n",
       "genres                                         Action|Adventure|Fantasy|Sci-Fi\n",
       "gross                                                              7.60506e+08\n",
       "imdb_score                                                                 7.9\n",
       "language                                                               English\n",
       "movie_facebook_likes                                                     33000\n",
       "movie_imdb_link              http://www.imdb.com/title/tt0499549/?ref_=fn_t...\n",
       "movie_title                                                            Avatar \n",
       "num_critic_for_reviews                                                     723\n",
       "num_user_for_reviews                                                      3054\n",
       "num_voted_users                                                         886204\n",
       "plot_keywords                           avatar|future|marine|native|paraplegic\n",
       "title_year                                                                2009\n",
       "Name: 0, dtype: object"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.iloc[0].sort_index()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# scores"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Scores are between 1 and 10. Looks like a normal distribution with a tail towards left."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x29b2651d828>"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data.imdb_score.hist()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# comments"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#The biggest problem with this dataset is its sampling bias.\n",
    "#The data is taken from www.the-numbers.com which has public data about movies.\n",
    "#More information is available about more recent movies.\n",
    "#Less black and white movies than color movies\n",
    "#Less older movies.\n",
    "#Nearly all english movies.\n",
    "#Also old movies and older actors have less or no Facebook likes\n",
    "#movie reviews increase in time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "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>color</th>\n",
       "      <th>director_name</th>\n",
       "      <th>num_critic_for_reviews</th>\n",
       "      <th>duration</th>\n",
       "      <th>director_facebook_likes</th>\n",
       "      <th>actor_3_facebook_likes</th>\n",
       "      <th>actor_2_name</th>\n",
       "      <th>actor_1_facebook_likes</th>\n",
       "      <th>gross</th>\n",
       "      <th>genres</th>\n",
       "      <th>...</th>\n",
       "      <th>num_user_for_reviews</th>\n",
       "      <th>language</th>\n",
       "      <th>country</th>\n",
       "      <th>content_rating</th>\n",
       "      <th>budget</th>\n",
       "      <th>title_year</th>\n",
       "      <th>actor_2_facebook_likes</th>\n",
       "      <th>imdb_score</th>\n",
       "      <th>aspect_ratio</th>\n",
       "      <th>movie_facebook_likes</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Color</td>\n",
       "      <td>James Cameron</td>\n",
       "      <td>723.0</td>\n",
       "      <td>178.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>855.0</td>\n",
       "      <td>Joel David Moore</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>760505847.0</td>\n",
       "      <td>Action|Adventure|Fantasy|Sci-Fi</td>\n",
       "      <td>...</td>\n",
       "      <td>3054.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>237000000.0</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>936.0</td>\n",
       "      <td>7.9</td>\n",
       "      <td>1.78</td>\n",
       "      <td>33000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Color</td>\n",
       "      <td>Gore Verbinski</td>\n",
       "      <td>302.0</td>\n",
       "      <td>169.0</td>\n",
       "      <td>563.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>Orlando Bloom</td>\n",
       "      <td>40000.0</td>\n",
       "      <td>309404152.0</td>\n",
       "      <td>Action|Adventure|Fantasy</td>\n",
       "      <td>...</td>\n",
       "      <td>1238.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>300000000.0</td>\n",
       "      <td>2007.0</td>\n",
       "      <td>5000.0</td>\n",
       "      <td>7.1</td>\n",
       "      <td>2.35</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Color</td>\n",
       "      <td>Sam Mendes</td>\n",
       "      <td>602.0</td>\n",
       "      <td>148.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>161.0</td>\n",
       "      <td>Rory Kinnear</td>\n",
       "      <td>11000.0</td>\n",
       "      <td>200074175.0</td>\n",
       "      <td>Action|Adventure|Thriller</td>\n",
       "      <td>...</td>\n",
       "      <td>994.0</td>\n",
       "      <td>English</td>\n",
       "      <td>UK</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>245000000.0</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>393.0</td>\n",
       "      <td>6.8</td>\n",
       "      <td>2.35</td>\n",
       "      <td>85000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Color</td>\n",
       "      <td>Christopher Nolan</td>\n",
       "      <td>813.0</td>\n",
       "      <td>164.0</td>\n",
       "      <td>22000.0</td>\n",
       "      <td>23000.0</td>\n",
       "      <td>Christian Bale</td>\n",
       "      <td>27000.0</td>\n",
       "      <td>448130642.0</td>\n",
       "      <td>Action|Thriller</td>\n",
       "      <td>...</td>\n",
       "      <td>2701.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>250000000.0</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>23000.0</td>\n",
       "      <td>8.5</td>\n",
       "      <td>2.35</td>\n",
       "      <td>164000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Doug Walker</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>131.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Rob Walker</td>\n",
       "      <td>131.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Documentary</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12.0</td>\n",
       "      <td>7.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Color</td>\n",
       "      <td>Andrew Stanton</td>\n",
       "      <td>462.0</td>\n",
       "      <td>132.0</td>\n",
       "      <td>475.0</td>\n",
       "      <td>530.0</td>\n",
       "      <td>Samantha Morton</td>\n",
       "      <td>640.0</td>\n",
       "      <td>73058679.0</td>\n",
       "      <td>Action|Adventure|Sci-Fi</td>\n",
       "      <td>...</td>\n",
       "      <td>738.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>263700000.0</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>632.0</td>\n",
       "      <td>6.6</td>\n",
       "      <td>2.35</td>\n",
       "      <td>24000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Color</td>\n",
       "      <td>Sam Raimi</td>\n",
       "      <td>392.0</td>\n",
       "      <td>156.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4000.0</td>\n",
       "      <td>James Franco</td>\n",
       "      <td>24000.0</td>\n",
       "      <td>336530303.0</td>\n",
       "      <td>Action|Adventure|Romance</td>\n",
       "      <td>...</td>\n",
       "      <td>1902.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>258000000.0</td>\n",
       "      <td>2007.0</td>\n",
       "      <td>11000.0</td>\n",
       "      <td>6.2</td>\n",
       "      <td>2.35</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Color</td>\n",
       "      <td>Nathan Greno</td>\n",
       "      <td>324.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>284.0</td>\n",
       "      <td>Donna Murphy</td>\n",
       "      <td>799.0</td>\n",
       "      <td>200807262.0</td>\n",
       "      <td>Adventure|Animation|Comedy|Family|Fantasy|Musi...</td>\n",
       "      <td>...</td>\n",
       "      <td>387.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG</td>\n",
       "      <td>260000000.0</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>553.0</td>\n",
       "      <td>7.8</td>\n",
       "      <td>1.85</td>\n",
       "      <td>29000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Color</td>\n",
       "      <td>Joss Whedon</td>\n",
       "      <td>635.0</td>\n",
       "      <td>141.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>19000.0</td>\n",
       "      <td>Robert Downey Jr.</td>\n",
       "      <td>26000.0</td>\n",
       "      <td>458991599.0</td>\n",
       "      <td>Action|Adventure|Sci-Fi</td>\n",
       "      <td>...</td>\n",
       "      <td>1117.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>250000000.0</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>21000.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>2.35</td>\n",
       "      <td>118000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Color</td>\n",
       "      <td>David Yates</td>\n",
       "      <td>375.0</td>\n",
       "      <td>153.0</td>\n",
       "      <td>282.0</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>Daniel Radcliffe</td>\n",
       "      <td>25000.0</td>\n",
       "      <td>301956980.0</td>\n",
       "      <td>Adventure|Family|Fantasy|Mystery</td>\n",
       "      <td>...</td>\n",
       "      <td>973.0</td>\n",
       "      <td>English</td>\n",
       "      <td>UK</td>\n",
       "      <td>PG</td>\n",
       "      <td>250000000.0</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>11000.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>2.35</td>\n",
       "      <td>10000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Color</td>\n",
       "      <td>Zack Snyder</td>\n",
       "      <td>673.0</td>\n",
       "      <td>183.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>Lauren Cohan</td>\n",
       "      <td>15000.0</td>\n",
       "      <td>330249062.0</td>\n",
       "      <td>Action|Adventure|Sci-Fi</td>\n",
       "      <td>...</td>\n",
       "      <td>3018.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>250000000.0</td>\n",
       "      <td>2016.0</td>\n",
       "      <td>4000.0</td>\n",
       "      <td>6.9</td>\n",
       "      <td>2.35</td>\n",
       "      <td>197000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Color</td>\n",
       "      <td>Bryan Singer</td>\n",
       "      <td>434.0</td>\n",
       "      <td>169.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>903.0</td>\n",
       "      <td>Marlon Brando</td>\n",
       "      <td>18000.0</td>\n",
       "      <td>200069408.0</td>\n",
       "      <td>Action|Adventure|Sci-Fi</td>\n",
       "      <td>...</td>\n",
       "      <td>2367.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>209000000.0</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>6.1</td>\n",
       "      <td>2.35</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Color</td>\n",
       "      <td>Marc Forster</td>\n",
       "      <td>403.0</td>\n",
       "      <td>106.0</td>\n",
       "      <td>395.0</td>\n",
       "      <td>393.0</td>\n",
       "      <td>Mathieu Amalric</td>\n",
       "      <td>451.0</td>\n",
       "      <td>168368427.0</td>\n",
       "      <td>Action|Adventure</td>\n",
       "      <td>...</td>\n",
       "      <td>1243.0</td>\n",
       "      <td>English</td>\n",
       "      <td>UK</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>200000000.0</td>\n",
       "      <td>2008.0</td>\n",
       "      <td>412.0</td>\n",
       "      <td>6.7</td>\n",
       "      <td>2.35</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Color</td>\n",
       "      <td>Gore Verbinski</td>\n",
       "      <td>313.0</td>\n",
       "      <td>151.0</td>\n",
       "      <td>563.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>Orlando Bloom</td>\n",
       "      <td>40000.0</td>\n",
       "      <td>423032628.0</td>\n",
       "      <td>Action|Adventure|Fantasy</td>\n",
       "      <td>...</td>\n",
       "      <td>1832.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>225000000.0</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>5000.0</td>\n",
       "      <td>7.3</td>\n",
       "      <td>2.35</td>\n",
       "      <td>5000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Color</td>\n",
       "      <td>Gore Verbinski</td>\n",
       "      <td>450.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>563.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>Ruth Wilson</td>\n",
       "      <td>40000.0</td>\n",
       "      <td>89289910.0</td>\n",
       "      <td>Action|Adventure|Western</td>\n",
       "      <td>...</td>\n",
       "      <td>711.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>215000000.0</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>6.5</td>\n",
       "      <td>2.35</td>\n",
       "      <td>48000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Color</td>\n",
       "      <td>Zack Snyder</td>\n",
       "      <td>733.0</td>\n",
       "      <td>143.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>748.0</td>\n",
       "      <td>Christopher Meloni</td>\n",
       "      <td>15000.0</td>\n",
       "      <td>291021565.0</td>\n",
       "      <td>Action|Adventure|Fantasy|Sci-Fi</td>\n",
       "      <td>...</td>\n",
       "      <td>2536.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>225000000.0</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>3000.0</td>\n",
       "      <td>7.2</td>\n",
       "      <td>2.35</td>\n",
       "      <td>118000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Color</td>\n",
       "      <td>Andrew Adamson</td>\n",
       "      <td>258.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>201.0</td>\n",
       "      <td>Pierfrancesco Favino</td>\n",
       "      <td>22000.0</td>\n",
       "      <td>141614023.0</td>\n",
       "      <td>Action|Adventure|Family|Fantasy</td>\n",
       "      <td>...</td>\n",
       "      <td>438.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG</td>\n",
       "      <td>225000000.0</td>\n",
       "      <td>2008.0</td>\n",
       "      <td>216.0</td>\n",
       "      <td>6.6</td>\n",
       "      <td>2.35</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Color</td>\n",
       "      <td>Joss Whedon</td>\n",
       "      <td>703.0</td>\n",
       "      <td>173.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>19000.0</td>\n",
       "      <td>Robert Downey Jr.</td>\n",
       "      <td>26000.0</td>\n",
       "      <td>623279547.0</td>\n",
       "      <td>Action|Adventure|Sci-Fi</td>\n",
       "      <td>...</td>\n",
       "      <td>1722.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>220000000.0</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>21000.0</td>\n",
       "      <td>8.1</td>\n",
       "      <td>1.85</td>\n",
       "      <td>123000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Color</td>\n",
       "      <td>Rob Marshall</td>\n",
       "      <td>448.0</td>\n",
       "      <td>136.0</td>\n",
       "      <td>252.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>Sam Claflin</td>\n",
       "      <td>40000.0</td>\n",
       "      <td>241063875.0</td>\n",
       "      <td>Action|Adventure|Fantasy</td>\n",
       "      <td>...</td>\n",
       "      <td>484.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>250000000.0</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>11000.0</td>\n",
       "      <td>6.7</td>\n",
       "      <td>2.35</td>\n",
       "      <td>58000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Color</td>\n",
       "      <td>Barry Sonnenfeld</td>\n",
       "      <td>451.0</td>\n",
       "      <td>106.0</td>\n",
       "      <td>188.0</td>\n",
       "      <td>718.0</td>\n",
       "      <td>Michael Stuhlbarg</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>179020854.0</td>\n",
       "      <td>Action|Adventure|Comedy|Family|Fantasy|Sci-Fi</td>\n",
       "      <td>...</td>\n",
       "      <td>341.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>225000000.0</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>816.0</td>\n",
       "      <td>6.8</td>\n",
       "      <td>1.85</td>\n",
       "      <td>40000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Color</td>\n",
       "      <td>Peter Jackson</td>\n",
       "      <td>422.0</td>\n",
       "      <td>164.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>773.0</td>\n",
       "      <td>Adam Brown</td>\n",
       "      <td>5000.0</td>\n",
       "      <td>255108370.0</td>\n",
       "      <td>Adventure|Fantasy</td>\n",
       "      <td>...</td>\n",
       "      <td>802.0</td>\n",
       "      <td>English</td>\n",
       "      <td>New Zealand</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>250000000.0</td>\n",
       "      <td>2014.0</td>\n",
       "      <td>972.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>2.35</td>\n",
       "      <td>65000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Color</td>\n",
       "      <td>Marc Webb</td>\n",
       "      <td>599.0</td>\n",
       "      <td>153.0</td>\n",
       "      <td>464.0</td>\n",
       "      <td>963.0</td>\n",
       "      <td>Andrew Garfield</td>\n",
       "      <td>15000.0</td>\n",
       "      <td>262030663.0</td>\n",
       "      <td>Action|Adventure|Fantasy</td>\n",
       "      <td>...</td>\n",
       "      <td>1225.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>230000000.0</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>2.35</td>\n",
       "      <td>56000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Color</td>\n",
       "      <td>Ridley Scott</td>\n",
       "      <td>343.0</td>\n",
       "      <td>156.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>738.0</td>\n",
       "      <td>William Hurt</td>\n",
       "      <td>891.0</td>\n",
       "      <td>105219735.0</td>\n",
       "      <td>Action|Adventure|Drama|History</td>\n",
       "      <td>...</td>\n",
       "      <td>546.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>200000000.0</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>882.0</td>\n",
       "      <td>6.7</td>\n",
       "      <td>2.35</td>\n",
       "      <td>17000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Color</td>\n",
       "      <td>Peter Jackson</td>\n",
       "      <td>509.0</td>\n",
       "      <td>186.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>773.0</td>\n",
       "      <td>Adam Brown</td>\n",
       "      <td>5000.0</td>\n",
       "      <td>258355354.0</td>\n",
       "      <td>Adventure|Fantasy</td>\n",
       "      <td>...</td>\n",
       "      <td>951.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>225000000.0</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>972.0</td>\n",
       "      <td>7.9</td>\n",
       "      <td>2.35</td>\n",
       "      <td>83000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Color</td>\n",
       "      <td>Chris Weitz</td>\n",
       "      <td>251.0</td>\n",
       "      <td>113.0</td>\n",
       "      <td>129.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>Eva Green</td>\n",
       "      <td>16000.0</td>\n",
       "      <td>70083519.0</td>\n",
       "      <td>Adventure|Family|Fantasy</td>\n",
       "      <td>...</td>\n",
       "      <td>666.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>180000000.0</td>\n",
       "      <td>2007.0</td>\n",
       "      <td>6000.0</td>\n",
       "      <td>6.1</td>\n",
       "      <td>2.35</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Color</td>\n",
       "      <td>Peter Jackson</td>\n",
       "      <td>446.0</td>\n",
       "      <td>201.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>84.0</td>\n",
       "      <td>Thomas Kretschmann</td>\n",
       "      <td>6000.0</td>\n",
       "      <td>218051260.0</td>\n",
       "      <td>Action|Adventure|Drama|Romance</td>\n",
       "      <td>...</td>\n",
       "      <td>2618.0</td>\n",
       "      <td>English</td>\n",
       "      <td>New Zealand</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>207000000.0</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>919.0</td>\n",
       "      <td>7.2</td>\n",
       "      <td>2.35</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Color</td>\n",
       "      <td>James Cameron</td>\n",
       "      <td>315.0</td>\n",
       "      <td>194.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>794.0</td>\n",
       "      <td>Kate Winslet</td>\n",
       "      <td>29000.0</td>\n",
       "      <td>658672302.0</td>\n",
       "      <td>Drama|Romance</td>\n",
       "      <td>...</td>\n",
       "      <td>2528.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>200000000.0</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>14000.0</td>\n",
       "      <td>7.7</td>\n",
       "      <td>2.35</td>\n",
       "      <td>26000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Color</td>\n",
       "      <td>Anthony Russo</td>\n",
       "      <td>516.0</td>\n",
       "      <td>147.0</td>\n",
       "      <td>94.0</td>\n",
       "      <td>11000.0</td>\n",
       "      <td>Scarlett Johansson</td>\n",
       "      <td>21000.0</td>\n",
       "      <td>407197282.0</td>\n",
       "      <td>Action|Adventure|Sci-Fi</td>\n",
       "      <td>...</td>\n",
       "      <td>1022.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>250000000.0</td>\n",
       "      <td>2016.0</td>\n",
       "      <td>19000.0</td>\n",
       "      <td>8.2</td>\n",
       "      <td>2.35</td>\n",
       "      <td>72000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Color</td>\n",
       "      <td>Peter Berg</td>\n",
       "      <td>377.0</td>\n",
       "      <td>131.0</td>\n",
       "      <td>532.0</td>\n",
       "      <td>627.0</td>\n",
       "      <td>Alexander Skarsgård</td>\n",
       "      <td>14000.0</td>\n",
       "      <td>65173160.0</td>\n",
       "      <td>Action|Adventure|Sci-Fi|Thriller</td>\n",
       "      <td>...</td>\n",
       "      <td>751.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>209000000.0</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>5.9</td>\n",
       "      <td>2.35</td>\n",
       "      <td>44000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Color</td>\n",
       "      <td>Colin Trevorrow</td>\n",
       "      <td>644.0</td>\n",
       "      <td>124.0</td>\n",
       "      <td>365.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>Judy Greer</td>\n",
       "      <td>3000.0</td>\n",
       "      <td>652177271.0</td>\n",
       "      <td>Action|Adventure|Sci-Fi|Thriller</td>\n",
       "      <td>...</td>\n",
       "      <td>1290.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>150000000.0</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>150000</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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\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>5013</th>\n",
       "      <td>Color</td>\n",
       "      <td>Eric Eason</td>\n",
       "      <td>28.0</td>\n",
       "      <td>79.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>Panchito Gómez</td>\n",
       "      <td>93.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Drama|Family</td>\n",
       "      <td>...</td>\n",
       "      <td>21.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>24000.0</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1.78</td>\n",
       "      <td>61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5014</th>\n",
       "      <td>Color</td>\n",
       "      <td>Uwe Boll</td>\n",
       "      <td>58.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>892.0</td>\n",
       "      <td>492.0</td>\n",
       "      <td>Katharine Isabelle</td>\n",
       "      <td>986.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Action|Crime|Thriller</td>\n",
       "      <td>...</td>\n",
       "      <td>129.0</td>\n",
       "      <td>English</td>\n",
       "      <td>Canada</td>\n",
       "      <td>R</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>918.0</td>\n",
       "      <td>6.3</td>\n",
       "      <td>2.35</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5015</th>\n",
       "      <td>Black and White</td>\n",
       "      <td>Richard Linklater</td>\n",
       "      <td>61.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Richard Linklater</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1227508.0</td>\n",
       "      <td>Comedy|Drama</td>\n",
       "      <td>...</td>\n",
       "      <td>80.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>R</td>\n",
       "      <td>23000.0</td>\n",
       "      <td>1991.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.1</td>\n",
       "      <td>1.37</td>\n",
       "      <td>2000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5016</th>\n",
       "      <td>Color</td>\n",
       "      <td>Joseph Mazzella</td>\n",
       "      <td>NaN</td>\n",
       "      <td>90.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>Mikaal Bates</td>\n",
       "      <td>313.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Crime|Drama|Thriller</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>25000.0</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>4.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5017</th>\n",
       "      <td>Color</td>\n",
       "      <td>Travis Legge</td>\n",
       "      <td>1.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>138.0</td>\n",
       "      <td>138.0</td>\n",
       "      <td>Suzi Lorraine</td>\n",
       "      <td>370.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Comedy|Romance</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22000.0</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>184.0</td>\n",
       "      <td>3.3</td>\n",
       "      <td>1.78</td>\n",
       "      <td>200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5018</th>\n",
       "      <td>Color</td>\n",
       "      <td>Alex Kendrick</td>\n",
       "      <td>5.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>589.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Lisa Arnold</td>\n",
       "      <td>51.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Drama</td>\n",
       "      <td>...</td>\n",
       "      <td>49.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20000.0</td>\n",
       "      <td>2003.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>6.9</td>\n",
       "      <td>1.85</td>\n",
       "      <td>725</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5019</th>\n",
       "      <td>Color</td>\n",
       "      <td>Marcus Nispel</td>\n",
       "      <td>43.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>158.0</td>\n",
       "      <td>265.0</td>\n",
       "      <td>Brittany Curran</td>\n",
       "      <td>630.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Horror|Mystery|Thriller</td>\n",
       "      <td>...</td>\n",
       "      <td>33.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>R</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015.0</td>\n",
       "      <td>512.0</td>\n",
       "      <td>4.6</td>\n",
       "      <td>1.85</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5020</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Brandon Landers</td>\n",
       "      <td>NaN</td>\n",
       "      <td>143.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>Alana Kaniewski</td>\n",
       "      <td>720.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Drama|Horror|Thriller</td>\n",
       "      <td>...</td>\n",
       "      <td>8.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17350.0</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5021</th>\n",
       "      <td>Color</td>\n",
       "      <td>Jay Duplass</td>\n",
       "      <td>51.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>157.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>Katie Aselton</td>\n",
       "      <td>830.0</td>\n",
       "      <td>192467.0</td>\n",
       "      <td>Comedy|Drama|Romance</td>\n",
       "      <td>...</td>\n",
       "      <td>71.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>R</td>\n",
       "      <td>15000.0</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>224.0</td>\n",
       "      <td>6.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>297</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5022</th>\n",
       "      <td>Black and White</td>\n",
       "      <td>Jim Chuchu</td>\n",
       "      <td>6.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Olwenya Maina</td>\n",
       "      <td>147.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Drama</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Swahili</td>\n",
       "      <td>Kenya</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15000.0</td>\n",
       "      <td>2014.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>7.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5023</th>\n",
       "      <td>Color</td>\n",
       "      <td>Daryl Wein</td>\n",
       "      <td>22.0</td>\n",
       "      <td>88.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>211.0</td>\n",
       "      <td>Heather Burns</td>\n",
       "      <td>331.0</td>\n",
       "      <td>76382.0</td>\n",
       "      <td>Romance</td>\n",
       "      <td>...</td>\n",
       "      <td>8.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15000.0</td>\n",
       "      <td>2009.0</td>\n",
       "      <td>212.0</td>\n",
       "      <td>6.2</td>\n",
       "      <td>2.35</td>\n",
       "      <td>324</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5024</th>\n",
       "      <td>Color</td>\n",
       "      <td>Jason Trost</td>\n",
       "      <td>42.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>86.0</td>\n",
       "      <td>Jason Trost</td>\n",
       "      <td>407.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sci-Fi|Thriller</td>\n",
       "      <td>...</td>\n",
       "      <td>35.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>Unrated</td>\n",
       "      <td>20000.0</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.35</td>\n",
       "      <td>835</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5025</th>\n",
       "      <td>Color</td>\n",
       "      <td>John Waters</td>\n",
       "      <td>73.0</td>\n",
       "      <td>108.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>105.0</td>\n",
       "      <td>Mink Stole</td>\n",
       "      <td>462.0</td>\n",
       "      <td>180483.0</td>\n",
       "      <td>Comedy|Crime|Horror</td>\n",
       "      <td>...</td>\n",
       "      <td>183.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>NC-17</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>1972.0</td>\n",
       "      <td>143.0</td>\n",
       "      <td>6.1</td>\n",
       "      <td>1.37</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5026</th>\n",
       "      <td>Color</td>\n",
       "      <td>Olivier Assayas</td>\n",
       "      <td>81.0</td>\n",
       "      <td>110.0</td>\n",
       "      <td>107.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>Béatrice Dalle</td>\n",
       "      <td>576.0</td>\n",
       "      <td>136007.0</td>\n",
       "      <td>Drama|Music|Romance</td>\n",
       "      <td>...</td>\n",
       "      <td>39.0</td>\n",
       "      <td>French</td>\n",
       "      <td>France</td>\n",
       "      <td>R</td>\n",
       "      <td>4500.0</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>133.0</td>\n",
       "      <td>6.9</td>\n",
       "      <td>2.35</td>\n",
       "      <td>171</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5027</th>\n",
       "      <td>Color</td>\n",
       "      <td>Jafar Panahi</td>\n",
       "      <td>64.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>397.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Nargess Mamizadeh</td>\n",
       "      <td>5.0</td>\n",
       "      <td>673780.0</td>\n",
       "      <td>Drama</td>\n",
       "      <td>...</td>\n",
       "      <td>26.0</td>\n",
       "      <td>Persian</td>\n",
       "      <td>Iran</td>\n",
       "      <td>Not Rated</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>1.85</td>\n",
       "      <td>697</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5028</th>\n",
       "      <td>Black and White</td>\n",
       "      <td>Ivan Kavanagh</td>\n",
       "      <td>12.0</td>\n",
       "      <td>83.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Michael Parle</td>\n",
       "      <td>10.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Horror</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>English</td>\n",
       "      <td>Ireland</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>2007.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>6.7</td>\n",
       "      <td>1.33</td>\n",
       "      <td>105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5029</th>\n",
       "      <td>Color</td>\n",
       "      <td>Kiyoshi Kurosawa</td>\n",
       "      <td>78.0</td>\n",
       "      <td>111.0</td>\n",
       "      <td>62.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>Anna Nakagawa</td>\n",
       "      <td>89.0</td>\n",
       "      <td>94596.0</td>\n",
       "      <td>Crime|Horror|Mystery|Thriller</td>\n",
       "      <td>...</td>\n",
       "      <td>50.0</td>\n",
       "      <td>Japanese</td>\n",
       "      <td>Japan</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1000000.0</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>7.4</td>\n",
       "      <td>1.85</td>\n",
       "      <td>817</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5030</th>\n",
       "      <td>Color</td>\n",
       "      <td>Tadeo Garcia</td>\n",
       "      <td>NaN</td>\n",
       "      <td>84.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>Michael Cortez</td>\n",
       "      <td>21.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Drama</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>6.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5031</th>\n",
       "      <td>Color</td>\n",
       "      <td>Thomas L. Phillips</td>\n",
       "      <td>13.0</td>\n",
       "      <td>82.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>84.0</td>\n",
       "      <td>Joe Coffey</td>\n",
       "      <td>785.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Comedy|Horror|Thriller</td>\n",
       "      <td>...</td>\n",
       "      <td>8.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>200000.0</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>98.0</td>\n",
       "      <td>5.4</td>\n",
       "      <td>16.00</td>\n",
       "      <td>424</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5032</th>\n",
       "      <td>Color</td>\n",
       "      <td>Ash Baron-Cohen</td>\n",
       "      <td>10.0</td>\n",
       "      <td>98.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>152.0</td>\n",
       "      <td>Stanley B. Herman</td>\n",
       "      <td>789.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Crime|Drama</td>\n",
       "      <td>...</td>\n",
       "      <td>14.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1995.0</td>\n",
       "      <td>194.0</td>\n",
       "      <td>6.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5033</th>\n",
       "      <td>Color</td>\n",
       "      <td>Shane Carruth</td>\n",
       "      <td>143.0</td>\n",
       "      <td>77.0</td>\n",
       "      <td>291.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>David Sullivan</td>\n",
       "      <td>291.0</td>\n",
       "      <td>424760.0</td>\n",
       "      <td>Drama|Sci-Fi|Thriller</td>\n",
       "      <td>...</td>\n",
       "      <td>371.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>7000.0</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1.85</td>\n",
       "      <td>19000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5034</th>\n",
       "      <td>Color</td>\n",
       "      <td>Neill Dela Llana</td>\n",
       "      <td>35.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Edgar Tancangco</td>\n",
       "      <td>0.0</td>\n",
       "      <td>70071.0</td>\n",
       "      <td>Thriller</td>\n",
       "      <td>...</td>\n",
       "      <td>35.0</td>\n",
       "      <td>English</td>\n",
       "      <td>Philippines</td>\n",
       "      <td>Not Rated</td>\n",
       "      <td>7000.0</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5035</th>\n",
       "      <td>Color</td>\n",
       "      <td>Robert Rodriguez</td>\n",
       "      <td>56.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>Peter Marquardt</td>\n",
       "      <td>121.0</td>\n",
       "      <td>2040920.0</td>\n",
       "      <td>Action|Crime|Drama|Romance|Thriller</td>\n",
       "      <td>...</td>\n",
       "      <td>130.0</td>\n",
       "      <td>Spanish</td>\n",
       "      <td>USA</td>\n",
       "      <td>R</td>\n",
       "      <td>7000.0</td>\n",
       "      <td>1992.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>6.9</td>\n",
       "      <td>1.37</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5036</th>\n",
       "      <td>Color</td>\n",
       "      <td>Anthony Vallone</td>\n",
       "      <td>NaN</td>\n",
       "      <td>84.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>John Considine</td>\n",
       "      <td>45.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Crime|Drama</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>3250.0</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>7.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5037</th>\n",
       "      <td>Color</td>\n",
       "      <td>Edward Burns</td>\n",
       "      <td>14.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>133.0</td>\n",
       "      <td>Caitlin FitzGerald</td>\n",
       "      <td>296.0</td>\n",
       "      <td>4584.0</td>\n",
       "      <td>Comedy|Drama</td>\n",
       "      <td>...</td>\n",
       "      <td>14.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>Not Rated</td>\n",
       "      <td>9000.0</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>205.0</td>\n",
       "      <td>6.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>413</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5038</th>\n",
       "      <td>Color</td>\n",
       "      <td>Scott Smith</td>\n",
       "      <td>1.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>318.0</td>\n",
       "      <td>Daphne Zuniga</td>\n",
       "      <td>637.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Comedy|Drama</td>\n",
       "      <td>...</td>\n",
       "      <td>6.0</td>\n",
       "      <td>English</td>\n",
       "      <td>Canada</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>470.0</td>\n",
       "      <td>7.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5039</th>\n",
       "      <td>Color</td>\n",
       "      <td>NaN</td>\n",
       "      <td>43.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>319.0</td>\n",
       "      <td>Valorie Curry</td>\n",
       "      <td>841.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Crime|Drama|Mystery|Thriller</td>\n",
       "      <td>...</td>\n",
       "      <td>359.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>TV-14</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>593.0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>16.00</td>\n",
       "      <td>32000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5040</th>\n",
       "      <td>Color</td>\n",
       "      <td>Benjamin Roberds</td>\n",
       "      <td>13.0</td>\n",
       "      <td>76.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Maxwell Moody</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Drama|Horror|Thriller</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1400.0</td>\n",
       "      <td>2013.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5041</th>\n",
       "      <td>Color</td>\n",
       "      <td>Daniel Hsia</td>\n",
       "      <td>14.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>489.0</td>\n",
       "      <td>Daniel Henney</td>\n",
       "      <td>946.0</td>\n",
       "      <td>10443.0</td>\n",
       "      <td>Comedy|Drama|Romance</td>\n",
       "      <td>...</td>\n",
       "      <td>9.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2012.0</td>\n",
       "      <td>719.0</td>\n",
       "      <td>6.3</td>\n",
       "      <td>2.35</td>\n",
       "      <td>660</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5042</th>\n",
       "      <td>Color</td>\n",
       "      <td>Jon Gunn</td>\n",
       "      <td>43.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>Brian Herzlinger</td>\n",
       "      <td>86.0</td>\n",
       "      <td>85222.0</td>\n",
       "      <td>Documentary</td>\n",
       "      <td>...</td>\n",
       "      <td>84.0</td>\n",
       "      <td>English</td>\n",
       "      <td>USA</td>\n",
       "      <td>PG</td>\n",
       "      <td>1100.0</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>6.6</td>\n",
       "      <td>1.85</td>\n",
       "      <td>456</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5043 rows × 28 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 color       director_name  num_critic_for_reviews  duration  \\\n",
       "0                Color       James Cameron                   723.0     178.0   \n",
       "1                Color      Gore Verbinski                   302.0     169.0   \n",
       "2                Color          Sam Mendes                   602.0     148.0   \n",
       "3                Color   Christopher Nolan                   813.0     164.0   \n",
       "4                  NaN         Doug Walker                     NaN       NaN   \n",
       "5                Color      Andrew Stanton                   462.0     132.0   \n",
       "6                Color           Sam Raimi                   392.0     156.0   \n",
       "7                Color        Nathan Greno                   324.0     100.0   \n",
       "8                Color         Joss Whedon                   635.0     141.0   \n",
       "9                Color         David Yates                   375.0     153.0   \n",
       "10               Color         Zack Snyder                   673.0     183.0   \n",
       "11               Color        Bryan Singer                   434.0     169.0   \n",
       "12               Color        Marc Forster                   403.0     106.0   \n",
       "13               Color      Gore Verbinski                   313.0     151.0   \n",
       "14               Color      Gore Verbinski                   450.0     150.0   \n",
       "15               Color         Zack Snyder                   733.0     143.0   \n",
       "16               Color      Andrew Adamson                   258.0     150.0   \n",
       "17               Color         Joss Whedon                   703.0     173.0   \n",
       "18               Color        Rob Marshall                   448.0     136.0   \n",
       "19               Color    Barry Sonnenfeld                   451.0     106.0   \n",
       "20               Color       Peter Jackson                   422.0     164.0   \n",
       "21               Color           Marc Webb                   599.0     153.0   \n",
       "22               Color        Ridley Scott                   343.0     156.0   \n",
       "23               Color       Peter Jackson                   509.0     186.0   \n",
       "24               Color         Chris Weitz                   251.0     113.0   \n",
       "25               Color       Peter Jackson                   446.0     201.0   \n",
       "26               Color       James Cameron                   315.0     194.0   \n",
       "27               Color       Anthony Russo                   516.0     147.0   \n",
       "28               Color          Peter Berg                   377.0     131.0   \n",
       "29               Color     Colin Trevorrow                   644.0     124.0   \n",
       "...                ...                 ...                     ...       ...   \n",
       "5013             Color          Eric Eason                    28.0      79.0   \n",
       "5014             Color            Uwe Boll                    58.0      80.0   \n",
       "5015   Black and White   Richard Linklater                    61.0     100.0   \n",
       "5016             Color     Joseph Mazzella                     NaN      90.0   \n",
       "5017             Color        Travis Legge                     1.0      90.0   \n",
       "5018             Color       Alex Kendrick                     5.0     120.0   \n",
       "5019             Color       Marcus Nispel                    43.0      91.0   \n",
       "5020               NaN     Brandon Landers                     NaN     143.0   \n",
       "5021             Color         Jay Duplass                    51.0      85.0   \n",
       "5022   Black and White          Jim Chuchu                     6.0      60.0   \n",
       "5023             Color          Daryl Wein                    22.0      88.0   \n",
       "5024             Color         Jason Trost                    42.0      78.0   \n",
       "5025             Color         John Waters                    73.0     108.0   \n",
       "5026             Color     Olivier Assayas                    81.0     110.0   \n",
       "5027             Color        Jafar Panahi                    64.0      90.0   \n",
       "5028   Black and White       Ivan Kavanagh                    12.0      83.0   \n",
       "5029             Color    Kiyoshi Kurosawa                    78.0     111.0   \n",
       "5030             Color        Tadeo Garcia                     NaN      84.0   \n",
       "5031             Color  Thomas L. Phillips                    13.0      82.0   \n",
       "5032             Color     Ash Baron-Cohen                    10.0      98.0   \n",
       "5033             Color       Shane Carruth                   143.0      77.0   \n",
       "5034             Color    Neill Dela Llana                    35.0      80.0   \n",
       "5035             Color    Robert Rodriguez                    56.0      81.0   \n",
       "5036             Color     Anthony Vallone                     NaN      84.0   \n",
       "5037             Color        Edward Burns                    14.0      95.0   \n",
       "5038             Color         Scott Smith                     1.0      87.0   \n",
       "5039             Color                 NaN                    43.0      43.0   \n",
       "5040             Color    Benjamin Roberds                    13.0      76.0   \n",
       "5041             Color         Daniel Hsia                    14.0     100.0   \n",
       "5042             Color            Jon Gunn                    43.0      90.0   \n",
       "\n",
       "      director_facebook_likes  actor_3_facebook_likes          actor_2_name  \\\n",
       "0                         0.0                   855.0      Joel David Moore   \n",
       "1                       563.0                  1000.0         Orlando Bloom   \n",
       "2                         0.0                   161.0          Rory Kinnear   \n",
       "3                     22000.0                 23000.0        Christian Bale   \n",
       "4                       131.0                     NaN            Rob Walker   \n",
       "5                       475.0                   530.0       Samantha Morton   \n",
       "6                         0.0                  4000.0          James Franco   \n",
       "7                        15.0                   284.0          Donna Murphy   \n",
       "8                         0.0                 19000.0     Robert Downey Jr.   \n",
       "9                       282.0                 10000.0      Daniel Radcliffe   \n",
       "10                        0.0                  2000.0          Lauren Cohan   \n",
       "11                        0.0                   903.0         Marlon Brando   \n",
       "12                      395.0                   393.0       Mathieu Amalric   \n",
       "13                      563.0                  1000.0         Orlando Bloom   \n",
       "14                      563.0                  1000.0           Ruth Wilson   \n",
       "15                        0.0                   748.0    Christopher Meloni   \n",
       "16                       80.0                   201.0  Pierfrancesco Favino   \n",
       "17                        0.0                 19000.0     Robert Downey Jr.   \n",
       "18                      252.0                  1000.0           Sam Claflin   \n",
       "19                      188.0                   718.0     Michael Stuhlbarg   \n",
       "20                        0.0                   773.0            Adam Brown   \n",
       "21                      464.0                   963.0       Andrew Garfield   \n",
       "22                        0.0                   738.0          William Hurt   \n",
       "23                        0.0                   773.0            Adam Brown   \n",
       "24                      129.0                  1000.0             Eva Green   \n",
       "25                        0.0                    84.0    Thomas Kretschmann   \n",
       "26                        0.0                   794.0          Kate Winslet   \n",
       "27                       94.0                 11000.0    Scarlett Johansson   \n",
       "28                      532.0                   627.0   Alexander Skarsgård   \n",
       "29                      365.0                  1000.0            Judy Greer   \n",
       "...                       ...                     ...                   ...   \n",
       "5013                      3.0                    42.0        Panchito Gómez   \n",
       "5014                    892.0                   492.0    Katharine Isabelle   \n",
       "5015                      0.0                     0.0     Richard Linklater   \n",
       "5016                      0.0                     9.0          Mikaal Bates   \n",
       "5017                    138.0                   138.0         Suzi Lorraine   \n",
       "5018                    589.0                     4.0           Lisa Arnold   \n",
       "5019                    158.0                   265.0       Brittany Curran   \n",
       "5020                      8.0                     8.0       Alana Kaniewski   \n",
       "5021                    157.0                    10.0         Katie Aselton   \n",
       "5022                      0.0                     4.0         Olwenya Maina   \n",
       "5023                     38.0                   211.0         Heather Burns   \n",
       "5024                     91.0                    86.0           Jason Trost   \n",
       "5025                      0.0                   105.0            Mink Stole   \n",
       "5026                    107.0                    45.0        Béatrice Dalle   \n",
       "5027                    397.0                     0.0     Nargess Mamizadeh   \n",
       "5028                     18.0                     0.0         Michael Parle   \n",
       "5029                     62.0                     6.0         Anna Nakagawa   \n",
       "5030                      5.0                    12.0        Michael Cortez   \n",
       "5031                    120.0                    84.0            Joe Coffey   \n",
       "5032                      3.0                   152.0     Stanley B. Herman   \n",
       "5033                    291.0                     8.0        David Sullivan   \n",
       "5034                      0.0                     0.0       Edgar Tancangco   \n",
       "5035                      0.0                     6.0       Peter Marquardt   \n",
       "5036                      2.0                     2.0        John Considine   \n",
       "5037                      0.0                   133.0    Caitlin FitzGerald   \n",
       "5038                      2.0                   318.0         Daphne Zuniga   \n",
       "5039                      NaN                   319.0         Valorie Curry   \n",
       "5040                      0.0                     0.0         Maxwell Moody   \n",
       "5041                      0.0                   489.0         Daniel Henney   \n",
       "5042                     16.0                    16.0      Brian Herzlinger   \n",
       "\n",
       "      actor_1_facebook_likes        gross  \\\n",
       "0                     1000.0  760505847.0   \n",
       "1                    40000.0  309404152.0   \n",
       "2                    11000.0  200074175.0   \n",
       "3                    27000.0  448130642.0   \n",
       "4                      131.0          NaN   \n",
       "5                      640.0   73058679.0   \n",
       "6                    24000.0  336530303.0   \n",
       "7                      799.0  200807262.0   \n",
       "8                    26000.0  458991599.0   \n",
       "9                    25000.0  301956980.0   \n",
       "10                   15000.0  330249062.0   \n",
       "11                   18000.0  200069408.0   \n",
       "12                     451.0  168368427.0   \n",
       "13                   40000.0  423032628.0   \n",
       "14                   40000.0   89289910.0   \n",
       "15                   15000.0  291021565.0   \n",
       "16                   22000.0  141614023.0   \n",
       "17                   26000.0  623279547.0   \n",
       "18                   40000.0  241063875.0   \n",
       "19                   10000.0  179020854.0   \n",
       "20                    5000.0  255108370.0   \n",
       "21                   15000.0  262030663.0   \n",
       "22                     891.0  105219735.0   \n",
       "23                    5000.0  258355354.0   \n",
       "24                   16000.0   70083519.0   \n",
       "25                    6000.0  218051260.0   \n",
       "26                   29000.0  658672302.0   \n",
       "27                   21000.0  407197282.0   \n",
       "28                   14000.0   65173160.0   \n",
       "29                    3000.0  652177271.0   \n",
       "...                      ...          ...   \n",
       "5013                    93.0          NaN   \n",
       "5014                   986.0          NaN   \n",
       "5015                     5.0    1227508.0   \n",
       "5016                   313.0          NaN   \n",
       "5017                   370.0          NaN   \n",
       "5018                    51.0          NaN   \n",
       "5019                   630.0          NaN   \n",
       "5020                   720.0          NaN   \n",
       "5021                   830.0     192467.0   \n",
       "5022                   147.0          NaN   \n",
       "5023                   331.0      76382.0   \n",
       "5024                   407.0          NaN   \n",
       "5025                   462.0     180483.0   \n",
       "5026                   576.0     136007.0   \n",
       "5027                     5.0     673780.0   \n",
       "5028                    10.0          NaN   \n",
       "5029                    89.0      94596.0   \n",
       "5030                    21.0          NaN   \n",
       "5031                   785.0          NaN   \n",
       "5032                   789.0          NaN   \n",
       "5033                   291.0     424760.0   \n",
       "5034                     0.0      70071.0   \n",
       "5035                   121.0    2040920.0   \n",
       "5036                    45.0          NaN   \n",
       "5037                   296.0       4584.0   \n",
       "5038                   637.0          NaN   \n",
       "5039                   841.0          NaN   \n",
       "5040                     0.0          NaN   \n",
       "5041                   946.0      10443.0   \n",
       "5042                    86.0      85222.0   \n",
       "\n",
       "                                                 genres         ...           \\\n",
       "0                       Action|Adventure|Fantasy|Sci-Fi         ...            \n",
       "1                              Action|Adventure|Fantasy         ...            \n",
       "2                             Action|Adventure|Thriller         ...            \n",
       "3                                       Action|Thriller         ...            \n",
       "4                                           Documentary         ...            \n",
       "5                               Action|Adventure|Sci-Fi         ...            \n",
       "6                              Action|Adventure|Romance         ...            \n",
       "7     Adventure|Animation|Comedy|Family|Fantasy|Musi...         ...            \n",
       "8                               Action|Adventure|Sci-Fi         ...            \n",
       "9                      Adventure|Family|Fantasy|Mystery         ...            \n",
       "10                              Action|Adventure|Sci-Fi         ...            \n",
       "11                              Action|Adventure|Sci-Fi         ...            \n",
       "12                                     Action|Adventure         ...            \n",
       "13                             Action|Adventure|Fantasy         ...            \n",
       "14                             Action|Adventure|Western         ...            \n",
       "15                      Action|Adventure|Fantasy|Sci-Fi         ...            \n",
       "16                      Action|Adventure|Family|Fantasy         ...            \n",
       "17                              Action|Adventure|Sci-Fi         ...            \n",
       "18                             Action|Adventure|Fantasy         ...            \n",
       "19        Action|Adventure|Comedy|Family|Fantasy|Sci-Fi         ...            \n",
       "20                                    Adventure|Fantasy         ...            \n",
       "21                             Action|Adventure|Fantasy         ...            \n",
       "22                       Action|Adventure|Drama|History         ...            \n",
       "23                                    Adventure|Fantasy         ...            \n",
       "24                             Adventure|Family|Fantasy         ...            \n",
       "25                       Action|Adventure|Drama|Romance         ...            \n",
       "26                                        Drama|Romance         ...            \n",
       "27                              Action|Adventure|Sci-Fi         ...            \n",
       "28                     Action|Adventure|Sci-Fi|Thriller         ...            \n",
       "29                     Action|Adventure|Sci-Fi|Thriller         ...            \n",
       "...                                                 ...         ...            \n",
       "5013                                       Drama|Family         ...            \n",
       "5014                              Action|Crime|Thriller         ...            \n",
       "5015                                       Comedy|Drama         ...            \n",
       "5016                               Crime|Drama|Thriller         ...            \n",
       "5017                                     Comedy|Romance         ...            \n",
       "5018                                              Drama         ...            \n",
       "5019                            Horror|Mystery|Thriller         ...            \n",
       "5020                              Drama|Horror|Thriller         ...            \n",
       "5021                               Comedy|Drama|Romance         ...            \n",
       "5022                                              Drama         ...            \n",
       "5023                                            Romance         ...            \n",
       "5024                                    Sci-Fi|Thriller         ...            \n",
       "5025                                Comedy|Crime|Horror         ...            \n",
       "5026                                Drama|Music|Romance         ...            \n",
       "5027                                              Drama         ...            \n",
       "5028                                             Horror         ...            \n",
       "5029                      Crime|Horror|Mystery|Thriller         ...            \n",
       "5030                                              Drama         ...            \n",
       "5031                             Comedy|Horror|Thriller         ...            \n",
       "5032                                        Crime|Drama         ...            \n",
       "5033                              Drama|Sci-Fi|Thriller         ...            \n",
       "5034                                           Thriller         ...            \n",
       "5035                Action|Crime|Drama|Romance|Thriller         ...            \n",
       "5036                                        Crime|Drama         ...            \n",
       "5037                                       Comedy|Drama         ...            \n",
       "5038                                       Comedy|Drama         ...            \n",
       "5039                       Crime|Drama|Mystery|Thriller         ...            \n",
       "5040                              Drama|Horror|Thriller         ...            \n",
       "5041                               Comedy|Drama|Romance         ...            \n",
       "5042                                        Documentary         ...            \n",
       "\n",
       "     num_user_for_reviews  language      country  content_rating       budget  \\\n",
       "0                  3054.0   English          USA           PG-13  237000000.0   \n",
       "1                  1238.0   English          USA           PG-13  300000000.0   \n",
       "2                   994.0   English           UK           PG-13  245000000.0   \n",
       "3                  2701.0   English          USA           PG-13  250000000.0   \n",
       "4                     NaN       NaN          NaN             NaN          NaN   \n",
       "5                   738.0   English          USA           PG-13  263700000.0   \n",
       "6                  1902.0   English          USA           PG-13  258000000.0   \n",
       "7                   387.0   English          USA              PG  260000000.0   \n",
       "8                  1117.0   English          USA           PG-13  250000000.0   \n",
       "9                   973.0   English           UK              PG  250000000.0   \n",
       "10                 3018.0   English          USA           PG-13  250000000.0   \n",
       "11                 2367.0   English          USA           PG-13  209000000.0   \n",
       "12                 1243.0   English           UK           PG-13  200000000.0   \n",
       "13                 1832.0   English          USA           PG-13  225000000.0   \n",
       "14                  711.0   English          USA           PG-13  215000000.0   \n",
       "15                 2536.0   English          USA           PG-13  225000000.0   \n",
       "16                  438.0   English          USA              PG  225000000.0   \n",
       "17                 1722.0   English          USA           PG-13  220000000.0   \n",
       "18                  484.0   English          USA           PG-13  250000000.0   \n",
       "19                  341.0   English          USA           PG-13  225000000.0   \n",
       "20                  802.0   English  New Zealand           PG-13  250000000.0   \n",
       "21                 1225.0   English          USA           PG-13  230000000.0   \n",
       "22                  546.0   English          USA           PG-13  200000000.0   \n",
       "23                  951.0   English          USA           PG-13  225000000.0   \n",
       "24                  666.0   English          USA           PG-13  180000000.0   \n",
       "25                 2618.0   English  New Zealand           PG-13  207000000.0   \n",
       "26                 2528.0   English          USA           PG-13  200000000.0   \n",
       "27                 1022.0   English          USA           PG-13  250000000.0   \n",
       "28                  751.0   English          USA           PG-13  209000000.0   \n",
       "29                 1290.0   English          USA           PG-13  150000000.0   \n",
       "...                   ...       ...          ...             ...          ...   \n",
       "5013                 21.0   English          USA             NaN      24000.0   \n",
       "5014                129.0   English       Canada               R          NaN   \n",
       "5015                 80.0   English          USA               R      23000.0   \n",
       "5016                  2.0   English          USA             NaN      25000.0   \n",
       "5017                  3.0   English          USA             NaN      22000.0   \n",
       "5018                 49.0   English          USA             NaN      20000.0   \n",
       "5019                 33.0   English          USA               R          NaN   \n",
       "5020                  8.0   English          USA             NaN      17350.0   \n",
       "5021                 71.0   English          USA               R      15000.0   \n",
       "5022                  1.0   Swahili        Kenya             NaN      15000.0   \n",
       "5023                  8.0   English          USA             NaN      15000.0   \n",
       "5024                 35.0   English          USA         Unrated      20000.0   \n",
       "5025                183.0   English          USA           NC-17      10000.0   \n",
       "5026                 39.0    French       France               R       4500.0   \n",
       "5027                 26.0   Persian         Iran       Not Rated      10000.0   \n",
       "5028                  1.0   English      Ireland             NaN      10000.0   \n",
       "5029                 50.0  Japanese        Japan             NaN    1000000.0   \n",
       "5030                  3.0   English          USA             NaN          NaN   \n",
       "5031                  8.0   English          USA             NaN     200000.0   \n",
       "5032                 14.0   English          USA             NaN          NaN   \n",
       "5033                371.0   English          USA           PG-13       7000.0   \n",
       "5034                 35.0   English  Philippines       Not Rated       7000.0   \n",
       "5035                130.0   Spanish          USA               R       7000.0   \n",
       "5036                  1.0   English          USA           PG-13       3250.0   \n",
       "5037                 14.0   English          USA       Not Rated       9000.0   \n",
       "5038                  6.0   English       Canada             NaN          NaN   \n",
       "5039                359.0   English          USA           TV-14          NaN   \n",
       "5040                  3.0   English          USA             NaN       1400.0   \n",
       "5041                  9.0   English          USA           PG-13          NaN   \n",
       "5042                 84.0   English          USA              PG       1100.0   \n",
       "\n",
       "      title_year actor_2_facebook_likes imdb_score  aspect_ratio  \\\n",
       "0         2009.0                  936.0        7.9          1.78   \n",
       "1         2007.0                 5000.0        7.1          2.35   \n",
       "2         2015.0                  393.0        6.8          2.35   \n",
       "3         2012.0                23000.0        8.5          2.35   \n",
       "4            NaN                   12.0        7.1           NaN   \n",
       "5         2012.0                  632.0        6.6          2.35   \n",
       "6         2007.0                11000.0        6.2          2.35   \n",
       "7         2010.0                  553.0        7.8          1.85   \n",
       "8         2015.0                21000.0        7.5          2.35   \n",
       "9         2009.0                11000.0        7.5          2.35   \n",
       "10        2016.0                 4000.0        6.9          2.35   \n",
       "11        2006.0                10000.0        6.1          2.35   \n",
       "12        2008.0                  412.0        6.7          2.35   \n",
       "13        2006.0                 5000.0        7.3          2.35   \n",
       "14        2013.0                 2000.0        6.5          2.35   \n",
       "15        2013.0                 3000.0        7.2          2.35   \n",
       "16        2008.0                  216.0        6.6          2.35   \n",
       "17        2012.0                21000.0        8.1          1.85   \n",
       "18        2011.0                11000.0        6.7          2.35   \n",
       "19        2012.0                  816.0        6.8          1.85   \n",
       "20        2014.0                  972.0        7.5          2.35   \n",
       "21        2012.0                10000.0        7.0          2.35   \n",
       "22        2010.0                  882.0        6.7          2.35   \n",
       "23        2013.0                  972.0        7.9          2.35   \n",
       "24        2007.0                 6000.0        6.1          2.35   \n",
       "25        2005.0                  919.0        7.2          2.35   \n",
       "26        1997.0                14000.0        7.7          2.35   \n",
       "27        2016.0                19000.0        8.2          2.35   \n",
       "28        2012.0                10000.0        5.9          2.35   \n",
       "29        2015.0                 2000.0        7.0          2.00   \n",
       "...          ...                    ...        ...           ...   \n",
       "5013      2002.0                   46.0        7.0          1.78   \n",
       "5014      2009.0                  918.0        6.3          2.35   \n",
       "5015      1991.0                    0.0        7.1          1.37   \n",
       "5016      2015.0                   25.0        4.8           NaN   \n",
       "5017      2013.0                  184.0        3.3          1.78   \n",
       "5018      2003.0                   49.0        6.9          1.85   \n",
       "5019      2015.0                  512.0        4.6          1.85   \n",
       "5020      2011.0                   19.0        3.0           NaN   \n",
       "5021      2005.0                  224.0        6.6           NaN   \n",
       "5022      2014.0                   19.0        7.4           NaN   \n",
       "5023      2009.0                  212.0        6.2          2.35   \n",
       "5024      2011.0                   91.0        4.0          2.35   \n",
       "5025      1972.0                  143.0        6.1          1.37   \n",
       "5026      2004.0                  133.0        6.9          2.35   \n",
       "5027      2000.0                    0.0        7.5          1.85   \n",
       "5028      2007.0                    5.0        6.7          1.33   \n",
       "5029      1997.0                   13.0        7.4          1.85   \n",
       "5030      2004.0                   20.0        6.1           NaN   \n",
       "5031      2012.0                   98.0        5.4         16.00   \n",
       "5032      1995.0                  194.0        6.4           NaN   \n",
       "5033      2004.0                   45.0        7.0          1.85   \n",
       "5034      2005.0                    0.0        6.3           NaN   \n",
       "5035      1992.0                   20.0        6.9          1.37   \n",
       "5036      2005.0                   44.0        7.8           NaN   \n",
       "5037      2011.0                  205.0        6.4           NaN   \n",
       "5038      2013.0                  470.0        7.7           NaN   \n",
       "5039         NaN                  593.0        7.5         16.00   \n",
       "5040      2013.0                    0.0        6.3           NaN   \n",
       "5041      2012.0                  719.0        6.3          2.35   \n",
       "5042      2004.0                   23.0        6.6          1.85   \n",
       "\n",
       "     movie_facebook_likes  \n",
       "0                   33000  \n",
       "1                       0  \n",
       "2                   85000  \n",
       "3                  164000  \n",
       "4                       0  \n",
       "5                   24000  \n",
       "6                       0  \n",
       "7                   29000  \n",
       "8                  118000  \n",
       "9                   10000  \n",
       "10                 197000  \n",
       "11                      0  \n",
       "12                      0  \n",
       "13                   5000  \n",
       "14                  48000  \n",
       "15                 118000  \n",
       "16                      0  \n",
       "17                 123000  \n",
       "18                  58000  \n",
       "19                  40000  \n",
       "20                  65000  \n",
       "21                  56000  \n",
       "22                  17000  \n",
       "23                  83000  \n",
       "24                      0  \n",
       "25                      0  \n",
       "26                  26000  \n",
       "27                  72000  \n",
       "28                  44000  \n",
       "29                 150000  \n",
       "...                   ...  \n",
       "5013                   61  \n",
       "5014                    0  \n",
       "5015                 2000  \n",
       "5016                   33  \n",
       "5017                  200  \n",
       "5018                  725  \n",
       "5019                    0  \n",
       "5020                   33  \n",
       "5021                  297  \n",
       "5022                   45  \n",
       "5023                  324  \n",
       "5024                  835  \n",
       "5025                    0  \n",
       "5026                  171  \n",
       "5027                  697  \n",
       "5028                  105  \n",
       "5029                  817  \n",
       "5030                   22  \n",
       "5031                  424  \n",
       "5032                   20  \n",
       "5033                19000  \n",
       "5034                   74  \n",
       "5035                    0  \n",
       "5036                    4  \n",
       "5037                  413  \n",
       "5038                   84  \n",
       "5039                32000  \n",
       "5040                   16  \n",
       "5041                  660  \n",
       "5042                  456  \n",
       "\n",
       "[5043 rows x 28 columns]"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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