MovieRecommenderSystems.ipynb

{"cells":[{"cell_type":"code","execution_count":1,"metadata":{"id":"8eEaqXyGPIRx","executionInfo":{"status":"ok","timestamp":1672383965851,"user_tz":-330,"elapsed":525,"user":{"displayName":"Sunil Kumar Gupta","userId":"00545443935213036838"}}},"outputs":[],"source":["# Supress Warnings\n","\n","import warnings\n","warnings.filterwarnings('ignore')"]},{"cell_type":"markdown","metadata":{"id":"ive77mgKPIR1"},"source":["## Importing Basic Libraries"]},{"cell_type":"code","execution_count":2,"metadata":{"scrolled":true,"id":"Yssozcw3PIR2","executionInfo":{"status":"ok","timestamp":1672384038568,"user_tz":-330,"elapsed":2122,"user":{"displayName":"Sunil Kumar Gupta","userId":"00545443935213036838"}}},"outputs":[],"source":["# lets import the basic Libraries\n","import numpy as np\n","import pandas as pd\n","\n","# for data visualization\n","import matplotlib.pyplot as plt\n","import seaborn as sns\n","\n","# for jupyter notebook widgets\n","import ipywidgets as widgets\n","from ipywidgets import interact\n","from ipywidgets import interact_manual\n","\n","# for Interactive Shells\n","from IPython.display import display\n","\n","# setting up the chart size and background\n","plt.rcParams['figure.figsize'] = (16, 8)\n","plt.style.use('fivethirtyeight')"]},{"cell_type":"markdown","metadata":{"id":"U8qOoVaSPIR3"},"source":["## Lets read the Dataset"]},{"cell_type":"code","execution_count":3,"metadata":{"scrolled":true,"id":"5zpSqD_PPIR3","executionInfo":{"status":"ok","timestamp":1672384044058,"user_tz":-330,"elapsed":338,"user":{"displayName":"Sunil Kumar Gupta","userId":"00545443935213036838"}}},"outputs":[],"source":["# lets read the dataset\n","data = pd.read_csv('movie_metadata.csv')"]},{"cell_type":"code","execution_count":4,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"0F9oLcK9PIR4","executionInfo":{"status":"ok","timestamp":1672384055003,"user_tz":-330,"elapsed":357,"user":{"displayName":"Sunil Kumar Gupta","userId":"00545443935213036838"}},"outputId":"afb75dee-cc0c-47b5-dbcb-32948ade3af2"},"outputs":[{"output_type":"stream","name":"stdout","text":["(5043, 28)\n"]}],"source":["# lets check the shape\n","print(data.shape)"]},{"cell_type":"code","execution_count":5,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"K1e3vcz-PIR5","executionInfo":{"status":"ok","timestamp":1672384072274,"user_tz":-330,"elapsed":395,"user":{"displayName":"Sunil Kumar Gupta","userId":"00545443935213036838"}},"outputId":"256a24f9-b079-48f1-8d19-1d02a21f1027"},"outputs":[{"output_type":"stream","name":"stdout","text":["<class 'pandas.core.frame.DataFrame'>\n","RangeIndex: 5043 entries, 0 to 5042\n","Data columns (total 28 columns):\n"," #   Column                     Non-Null Count  Dtype  \n","---  ------                     --------------  -----  \n"," 0   color                      5024 non-null   object \n"," 1   director_name              4939 non-null   object \n"," 2   num_critic_for_reviews     4993 non-null   float64\n"," 3   duration                   5028 non-null   float64\n"," 4   director_facebook_likes    4939 non-null   float64\n"," 5   actor_3_facebook_likes     5020 non-null   float64\n"," 6   actor_2_name               5030 non-null   object \n"," 7   actor_1_facebook_likes     5036 non-null   float64\n"," 8   gross                      4159 non-null   float64\n"," 9   genres                     5043 non-null   object \n"," 10  actor_1_name               5036 non-null   object \n"," 11  movie_title                5043 non-null   object \n"," 12  num_voted_users            5043 non-null   int64  \n"," 13  cast_total_facebook_likes  5043 non-null   int64  \n"," 14  actor_3_name               5020 non-null   object \n"," 15  facenumber_in_poster       5030 non-null   float64\n"," 16  plot_keywords              4890 non-null   object \n"," 17  movie_imdb_link            5043 non-null   object \n"," 18  num_user_for_reviews       5022 non-null   float64\n"," 19  language                   5031 non-null   object \n"," 20  country                    5038 non-null   object \n"," 21  content_rating             4740 non-null   object \n"," 22  budget                     4551 non-null   float64\n"," 23  title_year                 4935 non-null   float64\n"," 24  actor_2_facebook_likes     5030 non-null   float64\n"," 25  imdb_score                 5043 non-null   float64\n"," 26  aspect_ratio               4714 non-null   float64\n"," 27  movie_facebook_likes       5043 non-null   int64  \n","dtypes: float64(13), int64(3), object(12)\n","memory usage: 1.1+ MB\n"]}],"source":["# lets check the column wise info\n","\n","data.info()"]},{"cell_type":"code","execution_count":6,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"jdG_PPE3PIR6","executionInfo":{"status":"ok","timestamp":1672384130640,"user_tz":-330,"elapsed":335,"user":{"displayName":"Sunil Kumar Gupta","userId":"00545443935213036838"}},"outputId":"435a87b1-0819-46c1-ab94-12f1c120d2c2"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["Index(['director_name', 'num_critic_for_reviews', 'duration', 'actor_2_name',\n","       'gross', 'genres', 'actor_1_name', 'movie_title', 'num_voted_users',\n","       'actor_3_name', 'num_user_for_reviews', 'language', 'budget',\n","       'title_year', 'imdb_score', 'movie_facebook_likes'],\n","      dtype='object')"]},"metadata":{},"execution_count":6}],"source":["# lets remove unnecassary columns from the dataset\n","\n","# Use the 'drop()' function to drop the unnecessary columns\n","\n","data = data.drop(['color', \n","                      'director_facebook_likes', \n","                      'actor_3_facebook_likes', \n","                      'actor_1_facebook_likes', \n","                      'cast_total_facebook_likes', \n","                      'actor_2_facebook_likes',  \n","                      'facenumber_in_poster', \n","                      'content_rating', \n","                      'country', \n","                      'movie_imdb_link', \n","                      'aspect_ratio',\n","                      'plot_keywords',\n","                      ], \n","                       axis = 1)\n","data.columns"]},{"cell_type":"markdown","metadata":{"id":"p44ZzLm-PIR6"},"source":["## Missing Values Imputation"]},{"cell_type":"code","execution_count":7,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"ax-vVq9-PIR7","executionInfo":{"status":"ok","timestamp":1672384202092,"user_tz":-330,"elapsed":349,"user":{"displayName":"Sunil Kumar Gupta","userId":"00545443935213036838"}},"outputId":"2c316a99-108c-481a-ffa1-99d02a293df1"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["director_name              2.06\n","num_critic_for_reviews     0.99\n","duration                   0.30\n","actor_2_name               0.26\n","gross                     17.53\n","genres                     0.00\n","actor_1_name               0.14\n","movie_title                0.00\n","num_voted_users            0.00\n","actor_3_name               0.46\n","num_user_for_reviews       0.42\n","language                   0.24\n","budget                     9.76\n","title_year                 2.14\n","imdb_score                 0.00\n","movie_facebook_likes       0.00\n","dtype: float64"]},"metadata":{},"execution_count":7}],"source":["# lets check the rows having high percentage of missing values in the dataset\n","\n","round(100*(data.isnull().sum()/len(data.index)), 2)"]},{"cell_type":"code","execution_count":10,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"gxLVYfhIPIR7","executionInfo":{"status":"ok","timestamp":1672384278243,"user_tz":-330,"elapsed":350,"user":{"displayName":"Sunil Kumar Gupta","userId":"00545443935213036838"}},"outputId":"8a8cf0a0-1b7f-4067-fe4e-57ca394745bc"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["director_name              0\n","num_critic_for_reviews     1\n","duration                   1\n","actor_2_name               5\n","gross                      0\n","genres                     0\n","actor_1_name               3\n","movie_title                0\n","num_voted_users            0\n","actor_3_name              10\n","num_user_for_reviews       0\n","language                   3\n","budget                     0\n","title_year                 0\n","imdb_score                 0\n","movie_facebook_likes       0\n","dtype: int64"]},"metadata":{},"execution_count":10}],"source":["# Since 'gross' and 'budget' columns have large number of NaN values, drop all the rows with NaNs at this column using the\n","# 'isnan' function of NumPy alongwith a negation '~'\n","\n","data = data[~np.isnan(data['gross'])]\n","data = data[~np.isnan(data['budget'])]\n","\n","# we have to remove all the rows where the leading actor's name is missing.\n","#data = data[~np.isnan(data['actor_1_name'])]\n","\n","# Now lets again check the Missing Values column wise\n","data.isnull().sum()"]},{"cell_type":"code","execution_count":11,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"zKCeaWPXPIR8","executionInfo":{"status":"ok","timestamp":1672384291494,"user_tz":-330,"elapsed":318,"user":{"displayName":"Sunil Kumar Gupta","userId":"00545443935213036838"}},"outputId":"5ba8ab42-6120-45ca-aa14-ea1b23991425"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["director_name             0\n","num_critic_for_reviews    1\n","duration                  1\n","actor_2_name              2\n","gross                     0\n","genres                    0\n","actor_1_name              0\n","movie_title               0\n","num_voted_users           0\n","actor_3_name              7\n","num_user_for_reviews      0\n","language                  3\n","budget                    0\n","title_year                0\n","imdb_score                0\n","movie_facebook_likes      0\n","dtype: int64"]},"metadata":{},"execution_count":11}],"source":["# The rows for which the sum of Null is less than two are retained\n","\n","data = data[data.isnull().sum(axis=1) <= 2]\n","data.isnull().sum()"]},{"cell_type":"code","execution_count":12,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"GS-lKUBoPIR8","executionInfo":{"status":"ok","timestamp":1672384331911,"user_tz":-330,"elapsed":349,"user":{"displayName":"Sunil Kumar Gupta","userId":"00545443935213036838"}},"outputId":"f4835bf0-fbb8-44ad-9b38-f18dc96b072b"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["0"]},"metadata":{},"execution_count":12}],"source":["# lets impute the missing values\n","\n","# using mean for numerical columns\n","data['num_critic_for_reviews'].fillna(data['num_critic_for_reviews'].mean(), inplace = True)\n","data['duration'].fillna(data['duration'].mean(), inplace = True)\n","\n","# using mode for categorical column\n","data['language'].fillna(data['language'].mode()[0], inplace = True)\n","\n","# As we know that We cannot use statistical values for imputing the missing values of actor names, so we will replace the \n","# actor names with \"Unknown Actor\"\n","\n","data['actor_2_name'].fillna('Unknown Actor', inplace = True)\n","data['actor_3_name'].fillna('Unknown Actor', inplace = True)\n","\n","# as we imputed all the missing values lets check the no. of total missing values in the dataset\n","data.isnull().sum().sum()"]},{"cell_type":"markdown","metadata":{"id":"Qp_FH38TPIR9"},"source":["## Feature Engineering"]},{"cell_type":"code","execution_count":13,"metadata":{"id":"0H3YdrX-PIR9","executionInfo":{"status":"ok","timestamp":1672384372147,"user_tz":-330,"elapsed":344,"user":{"displayName":"Sunil Kumar Gupta","userId":"00545443935213036838"}}},"outputs":[],"source":["# Lets convert the gross and budget from $ to Million $ to make our analysis easier\n","\n","data['gross'] = data['gross']/1000000\n","data['budget'] = data['budget']/1000000"]},{"cell_type":"code","execution_count":15,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":363},"id":"Yp0V5dT7PIR9","executionInfo":{"status":"ok","timestamp":1672384410042,"user_tz":-330,"elapsed":356,"user":{"displayName":"Sunil Kumar Gupta","userId":"00545443935213036838"}},"outputId":"d9bf9782-14f5-4a57-924c-92ce4b6a2c00"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["          Profit                                 movie_title\n","0     523.505847                                     Avatar \n","29    502.177271                             Jurassic World \n","26    458.672302                                    Titanic \n","3024  449.935665         Star Wars: Episode IV - A New Hope \n","3080  424.449459                 E.T. the Extra-Terrestrial \n","794   403.279547                               The Avengers \n","17    403.279547                               The Avengers \n","509   377.783777                              The Lion King \n","240   359.544677  Star Wars: Episode I - The Phantom Menace \n","66    348.316061                            The Dark Knight "],"text/html":["\n","  <div id=\"df-ef3cb834-e343-413a-95f6-8eb16ad58993\">\n","    <div class=\"colab-df-container\">\n","      <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>Profit</th>\n","      <th>movie_title</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>523.505847</td>\n","      <td>Avatar</td>\n","    </tr>\n","    <tr>\n","      <th>29</th>\n","      <td>502.177271</td>\n","      <td>Jurassic World</td>\n","    </tr>\n","    <tr>\n","      <th>26</th>\n","      <td>458.672302</td>\n","      <td>Titanic</td>\n","    </tr>\n","    <tr>\n","      <th>3024</th>\n","      <td>449.935665</td>\n","      <td>Star Wars: Episode IV - A New Hope</td>\n","    </tr>\n","    <tr>\n","      <th>3080</th>\n","      <td>424.449459</td>\n","      <td>E.T. the Extra-Terrestrial</td>\n","    </tr>\n","    <tr>\n","      <th>794</th>\n","      <td>403.279547</td>\n","      <td>The Avengers</td>\n","    </tr>\n","    <tr>\n","      <th>17</th>\n","      <td>403.279547</td>\n","      <td>The Avengers</td>\n","    </tr>\n","    <tr>\n","      <th>509</th>\n","      <td>377.783777</td>\n","      <td>The Lion King</td>\n","    </tr>\n","    <tr>\n","      <th>240</th>\n","      <td>359.544677</td>\n","      <td>Star Wars: Episode I - The Phantom Menace</td>\n","    </tr>\n","    <tr>\n","      <th>66</th>\n","      <td>348.316061</td>\n","      <td>The Dark Knight</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-ef3cb834-e343-413a-95f6-8eb16ad58993')\"\n","              title=\"Convert this dataframe to an interactive table.\"\n","              style=\"display:none;\">\n","        \n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n","       width=\"24px\">\n","    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n","    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 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Visit the ' +\n","            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n","            + ' to learn more about interactive tables.';\n","          element.innerHTML = '';\n","          dataTable['output_type'] = 'display_data';\n","          await google.colab.output.renderOutput(dataTable, element);\n","          const docLink = document.createElement('div');\n","          docLink.innerHTML = docLinkHtml;\n","          element.appendChild(docLink);\n","        }\n","      </script>\n","    </div>\n","  </div>\n","  "]},"metadata":{},"execution_count":15}],"source":["# lets create a Profit column using the Budget and Gross\n","\n","data['Profit'] = data['gross'] - data['budget']\n","\n","# lets also check the name of Top 10 Profitable Movies\n","data[['Profit','movie_title']].sort_values(by = 'Profit', ascending  = False).head(10)"]},{"cell_type":"code","execution_count":16,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"4npdtrFrPIR-","executionInfo":{"status":"ok","timestamp":1672384459249,"user_tz":-330,"elapsed":324,"user":{"displayName":"Sunil Kumar Gupta","userId":"00545443935213036838"}},"outputId":"74a5f9cd-f721-4218-810f-0ac18705e43f"},"outputs":[{"output_type":"stream","name":"stdout","text":["No. of Rows Before Removing Duplicates:  3888\n","No. of Rows After Removing Duplicates:  3853\n"]}],"source":["# By looking at the above result we can easily analyze that there are some duplicate\n","\n","# lets print the no. of rows before removing Duplicates\n","print(\"No. of Rows Before Removing Duplicates: \",data.shape[0])\n","\n","# so lets remove all the duplicates from the data\n","data.drop_duplicates(subset = None, keep = 'first', inplace = True)\n","\n","# lets print the no. of rows after removing Duplicates\n","print(\"No. of Rows After Removing Duplicates: \",data.shape[0])"]},{"cell_type":"code","execution_count":17,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":363},"id":"KAMfo7eoPIR-","executionInfo":{"status":"ok","timestamp":1672384483393,"user_tz":-330,"elapsed":392,"user":{"displayName":"Sunil Kumar Gupta","userId":"00545443935213036838"}},"outputId":"67c6d26f-154a-4736-b80f-5c633d6201d1"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["                                     movie_title      Profit\n","0                                        Avatar   523.505847\n","29                               Jurassic World   502.177271\n","26                                      Titanic   458.672302\n","3024         Star Wars: Episode IV - A New Hope   449.935665\n","3080                 E.T. the Extra-Terrestrial   424.449459\n","17                                 The Avengers   403.279547\n","509                               The Lion King   377.783777\n","240   Star Wars: Episode I - The Phantom Menace   359.544677\n","66                              The Dark Knight   348.316061\n","439                            The Hunger Games   329.999255"],"text/html":["\n","  <div id=\"df-92f15f81-591a-4bac-ad95-309a0254d681\">\n","    <div class=\"colab-df-container\">\n","      <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>movie_title</th>\n","      <th>Profit</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>Avatar</td>\n","      <td>523.505847</td>\n","    </tr>\n","    <tr>\n","      <th>29</th>\n","      <td>Jurassic World</td>\n","      <td>502.177271</td>\n","    </tr>\n","    <tr>\n","      <th>26</th>\n","      <td>Titanic</td>\n","      <td>458.672302</td>\n","    </tr>\n","    <tr>\n","      <th>3024</th>\n","      <td>Star Wars: Episode IV - A New Hope</td>\n","      <td>449.935665</td>\n","    </tr>\n","    <tr>\n","      <th>3080</th>\n","      <td>E.T. the Extra-Terrestrial</td>\n","      <td>424.449459</td>\n","    </tr>\n","    <tr>\n","      <th>17</th>\n","      <td>The Avengers</td>\n","      <td>403.279547</td>\n","    </tr>\n","    <tr>\n","      <th>509</th>\n","      <td>The Lion King</td>\n","      <td>377.783777</td>\n","    </tr>\n","    <tr>\n","      <th>240</th>\n","      <td>Star Wars: Episode I - The Phantom Menace</td>\n","      <td>359.544677</td>\n","    </tr>\n","    <tr>\n","      <th>66</th>\n","      <td>The Dark Knight</td>\n","      <td>348.316061</td>\n","    </tr>\n","    <tr>\n","      <th>439</th>\n","      <td>The Hunger Games</td>\n","      <td>329.999255</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-92f15f81-591a-4bac-ad95-309a0254d681')\"\n","              title=\"Convert this dataframe to an interactive table.\"\n","              style=\"display:none;\">\n","        \n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n","       width=\"24px\">\n","    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n","    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n","  </svg>\n","      </button>\n","      \n","  <style>\n","    .colab-df-container {\n","      display:flex;\n","      flex-wrap:wrap;\n","      gap: 12px;\n","    }\n","\n","    .colab-df-convert {\n","      background-color: #E8F0FE;\n","      border: none;\n","      border-radius: 50%;\n","      cursor: pointer;\n","      display: none;\n","      fill: #1967D2;\n","      height: 32px;\n","      padding: 0 0 0 0;\n","      width: 32px;\n","    }\n","\n","    .colab-df-convert:hover {\n","      background-color: #E2EBFA;\n","      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n","      fill: #174EA6;\n","    }\n","\n","    [theme=dark] .colab-df-convert {\n","      background-color: #3B4455;\n","      fill: #D2E3FC;\n","    }\n","\n","    [theme=dark] .colab-df-convert:hover {\n","      background-color: #434B5C;\n","      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n","      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n","      fill: #FFFFFF;\n","    }\n","  </style>\n","\n","      <script>\n","        const buttonEl =\n","          document.querySelector('#df-92f15f81-591a-4bac-ad95-309a0254d681 button.colab-df-convert');\n","        buttonEl.style.display =\n","          google.colab.kernel.accessAllowed ? 'block' : 'none';\n","\n","        async function convertToInteractive(key) {\n","          const element = document.querySelector('#df-92f15f81-591a-4bac-ad95-309a0254d681');\n","          const dataTable =\n","            await google.colab.kernel.invokeFunction('convertToInteractive',\n","                                                     [key], {});\n","          if (!dataTable) return;\n","\n","          const docLinkHtml = 'Like what you see? Visit the ' +\n","            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n","            + ' to learn more about interactive tables.';\n","          element.innerHTML = '';\n","          dataTable['output_type'] = 'display_data';\n","          await google.colab.output.renderOutput(dataTable, element);\n","          const docLink = document.createElement('div');\n","          docLink.innerHTML = docLinkHtml;\n","          element.appendChild(docLink);\n","        }\n","      </script>\n","    </div>\n","  </div>\n","  "]},"metadata":{},"execution_count":17}],"source":["# Lets check the Top 10 Profitable Movies Again\n","\n","data[['movie_title','Profit']].sort_values(by = 'Profit', ascending  = False).head(10)"]},{"cell_type":"code","execution_count":18,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"qx1ypLqRPIR-","executionInfo":{"status":"ok","timestamp":1672384508112,"user_tz":-330,"elapsed":322,"user":{"displayName":"Sunil Kumar Gupta","userId":"00545443935213036838"}},"outputId":"57cd836b-02df-4b69-c87c-cc2d86a6c2bc"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["English       3673\n","French          37\n","Spanish         26\n","Mandarin        14\n","German          13\n","Japanese        12\n","Hindi           10\n","Cantonese        8\n","Italian          7\n","Portuguese       5\n","Korean           5\n","Norwegian        4\n","Dutch            3\n","Persian          3\n","Thai             3\n","Hebrew           3\n","Danish           3\n","Aboriginal       2\n","Dari             2\n","Indonesian       2\n","Russian          1\n","Romanian         1\n","Vietnamese       1\n","Arabic           1\n","Dzongkha         1\n","Zulu             1\n","None             1\n","Aramaic          1\n","Czech            1\n","Telugu           1\n","Icelandic        1\n","Filipino         1\n","Hungarian        1\n","Maya             1\n","Bosnian          1\n","Mongolian        1\n","Kazakh           1\n","Swedish          1\n","Name: language, dtype: int64"]},"metadata":{},"execution_count":18}],"source":["# lets check the values in the language column\n","data['language'].value_counts()"]},{"cell_type":"code","execution_count":19,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"u0bIWs9EPIR-","executionInfo":{"status":"ok","timestamp":1672384547300,"user_tz":-330,"elapsed":337,"user":{"displayName":"Sunil Kumar Gupta","userId":"00545443935213036838"}},"outputId":"102ba56d-73d0-4b8e-a3ce-25bf69133999"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["English    3673\n","Foreign     180\n","Name: language, dtype: int64"]},"metadata":{},"execution_count":19}],"source":["# Looking at the above output we can easily observe that out of 3,500 movies only 150 movies are of other languages\n","\n","# so it is better to keep only two languages that is English and Foreign\n","def language(x):\n","    if x == 'English':\n","        return 'English'\n","    else:\n","        return 'Foreign'\n","\n","# lets apply the function on the language column\n","data['language'] = data['language'].apply(language)\n","\n","# lets check the values again\n","data['language'].value_counts()"]},{"cell_type":"code","execution_count":20,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Plv0NmebPIR_","executionInfo":{"status":"ok","timestamp":1672384591647,"user_tz":-330,"elapsed":338,"user":{"displayName":"Sunil Kumar Gupta","userId":"00545443935213036838"}},"outputId":"fffa797e-7fcf-4882-890a-d212924f6d59"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["Short    2936\n","Long      917\n","Name: duration, dtype: int64"]},"metadata":{},"execution_count":20}],"source":["# The Duration of Movies is not varying a lot but we know that most of the users either like watching long movies or short \n","# duration movies. we can categorize the movies in two part i.e., short and long.\n","\n","# lets define a function for categorizing Duration of Movies\n","def duration(x):\n","    if x <= 120:\n","        return 'Short'\n","    else:\n","        return 'Long'\n","    \n","# lets apply this function on the duration column\n","data['duration'] = data['duration'].apply(duration)\n","\n","# lets check the values of Duration column\n","data['duration'].value_counts()"]},{"cell_type":"code","execution_count":21,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"rUTj_hxDPIR_","executionInfo":{"status":"ok","timestamp":1672384600615,"user_tz":-330,"elapsed":350,"user":{"displayName":"Sunil Kumar Gupta","userId":"00545443935213036838"}},"outputId":"6b7e6d75-88a2-497b-ad82-acc60ed035e0"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["Drama                                     153\n","Comedy|Drama|Romance                      151\n","Comedy|Drama                              147\n","Comedy                                    145\n","Comedy|Romance                            135\n","                                         ... \n","Action|Crime|Drama|Thriller|War             1\n","Adventure|Comedy|Family|Musical             1\n","Action|Adventure|Family|Fantasy|Sci-Fi      1\n","Action|Drama|Mystery|Thriller|War           1\n","Comedy|Crime|Horror                         1\n","Name: genres, Length: 762, dtype: int64"]},"metadata":{},"execution_count":21}],"source":["# lets also check the values in the Genres Column\n","\n","data['genres'].value_counts()"]},{"cell_type":"code","execution_count":22,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"LRxAoYydPIR_","executionInfo":{"status":"ok","timestamp":1672384617220,"user_tz":-330,"elapsed":352,"user":{"displayName":"Sunil Kumar Gupta","userId":"00545443935213036838"}},"outputId":"1eae3501-4dd4-4aeb-89bb-850fe3f0ccbd"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["['Action', 'Adventure', 'Fantasy', 'Sci-Fi']"]},"metadata":{},"execution_count":22}],"source":["data['genres'].str.split('|')[0]"]},{"cell_type":"code","execution_count":23,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":206},"id":"LBJRFNYVPISA","executionInfo":{"status":"ok","timestamp":1672384638054,"user_tz":-330,"elapsed":348,"user":{"displayName":"Sunil Kumar Gupta","userId":"00545443935213036838"}},"outputId":"5b3bb164-4c68-4af4-f2d0-11982d869b39"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["                            genres  Genre1     Genre2    Genre3  Genre4\n","0  Action|Adventure|Fantasy|Sci-Fi  Action  Adventure   Fantasy  Sci-Fi\n","1         Action|Adventure|Fantasy  Action  Adventure   Fantasy  Action\n","2        Action|Adventure|Thriller  Action  Adventure  Thriller  Action\n","3                  Action|Thriller  Action   Thriller    Action  Action\n","5          Action|Adventure|Sci-Fi  Action  Adventure    Sci-Fi  Action"],"text/html":["\n","  <div id=\"df-eacd6f80-4aee-4922-bd3e-fc234ef32f13\">\n","    <div class=\"colab-df-container\">\n","      <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>genres</th>\n","      <th>Genre1</th>\n","      <th>Genre2</th>\n","      <th>Genre3</th>\n","      <th>Genre4</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>Action|Adventure|Fantasy|Sci-Fi</td>\n","      <td>Action</td>\n","      <td>Adventure</td>\n","      <td>Fantasy</td>\n","      <td>Sci-Fi</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>Action|Adventure|Fantasy</td>\n","      <td>Action</td>\n","      <td>Adventure</td>\n","      <td>Fantasy</td>\n","      <td>Action</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>Action|Adventure|Thriller</td>\n","      <td>Action</td>\n","      <td>Adventure</td>\n","      <td>Thriller</td>\n","      <td>Action</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>Action|Thriller</td>\n","      <td>Action</td>\n","      <td>Thriller</td>\n","      <td>Action</td>\n","      <td>Action</td>\n","    </tr>\n","    <tr>\n","      <th>5</th>\n","      <td>Action|Adventure|Sci-Fi</td>\n","      <td>Action</td>\n","      <td>Adventure</td>\n","      <td>Sci-Fi</td>\n","      <td>Action</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-eacd6f80-4aee-4922-bd3e-fc234ef32f13')\"\n","              title=\"Convert this dataframe to an interactive table.\"\n","              style=\"display:none;\">\n","        \n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n","       width=\"24px\">\n","    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n","    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n","  </svg>\n","      </button>\n","      \n","  <style>\n","    .colab-df-container {\n","      display:flex;\n","      flex-wrap:wrap;\n","      gap: 12px;\n","    }\n","\n","    .colab-df-convert {\n","      background-color: #E8F0FE;\n","      border: none;\n","      border-radius: 50%;\n","      cursor: pointer;\n","      display: none;\n","      fill: #1967D2;\n","      height: 32px;\n","      padding: 0 0 0 0;\n","      width: 32px;\n","    }\n","\n","    .colab-df-convert:hover {\n","      background-color: #E2EBFA;\n","      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n","      fill: #174EA6;\n","    }\n","\n","    [theme=dark] .colab-df-convert {\n","      background-color: #3B4455;\n","      fill: #D2E3FC;\n","    }\n","\n","    [theme=dark] .colab-df-convert:hover {\n","      background-color: #434B5C;\n","      box-shadow: 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'block' : 'none';\n","\n","        async function convertToInteractive(key) {\n","          const element = document.querySelector('#df-eacd6f80-4aee-4922-bd3e-fc234ef32f13');\n","          const dataTable =\n","            await google.colab.kernel.invokeFunction('convertToInteractive',\n","                                                     [key], {});\n","          if (!dataTable) return;\n","\n","          const docLinkHtml = 'Like what you see? Visit the ' +\n","            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n","            + ' to learn more about interactive tables.';\n","          element.innerHTML = '';\n","          dataTable['output_type'] = 'display_data';\n","          await google.colab.output.renderOutput(dataTable, element);\n","          const docLink = document.createElement('div');\n","          docLink.innerHTML = docLinkHtml;\n","          element.appendChild(docLink);\n","        }\n","      </script>\n","    </div>\n","  </div>\n","  "]},"metadata":{},"execution_count":23}],"source":["# we can see from the above output that most of the movies are having a lot of genres\n","# also, a movie can have so many genres so lets keep four genres\n","\n","data['Moviegenres'] = data['genres'].str.split('|')\n","data['Genre1'] = data['Moviegenres'].apply(lambda x: x[0])\n","\n","# Some of the movies have only one genre. In such cases, assign the same genre to 'genre_2' as well\n","data['Genre2'] = data['Moviegenres'].apply(lambda x: x[1] if len(x) > 1 else x[0])\n","data['Genre3'] = data['Moviegenres'].apply(lambda x: x[2] if len(x) > 2 else x[0])\n","data['Genre4'] = data['Moviegenres'].apply(lambda x: x[3] if len(x) > 3 else x[0])\n","\n","# lets check the head of the  data\n","data[['genres','Genre1','Genre2','Genre3','Genre4']].head(5)"]},{"cell_type":"markdown","metadata":{"id":"gryxds4FPISA"},"source":["## Data Visualization"]},{"cell_type":"code","execution_count":24,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"-9TIq3ZyPISA","executionInfo":{"status":"ok","timestamp":1672384662169,"user_tz":-330,"elapsed":1530,"user":{"displayName":"Sunil Kumar Gupta","userId":"00545443935213036838"}},"outputId":"1a0cf4fe-bcfa-4b76-87a9-ac8bcba29c4f"},"outputs":[{"output_type":"stream","name":"stdout","text":["   index                          movie_title  Social_Media_Popularity\n","0     10  Batman v Superman: Dawn of Justice               1599.794424\n","1    150                        Ghostbusters               1076.336425\n","2   1582                        Ghostbusters               1075.827482\n","3     96                        Interstellar               1024.560802\n","4   3015               10 Days in a Madhouse                828.025478\n","5    945                      Into the Woods                692.937200\n","6     73                       Suicide Squad                652.816996\n","7   1190                Fifty Shades of Grey                624.306881\n","8    108                            Warcraft                622.790277\n","9     92        Independence Day: Resurgence                599.274128\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 1152x576 with 1 Axes>"],"image/png":"iVBORw0KGgoAAAANSUhEUgAABDUAAAMZCAYAAAAQuQ8iAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOzdeXhN1/7H8c/JQIKSiEQSU4SIKZpqmxjaINoQqjWHmq5WxVS0l5ZSQ2lFq1xa19wBMcZcqVLSa7ghHSil1FAkMUVIQkpEkt8fnpyfI4nkkIhz+349j+fe7rX2Od+9z3Ye+3PWXsuQlJSUJQAAAAAAAAtjVdwFAAAAAAAAPAhCDQAAAAAAYJEINQAAAAAAgEUi1AAAAAAAABaJUAMAAAAAAFgkQg0AAAAAAGCRCDUAAECBTJkyRQ4ODtq1a1dxl/JYCw8Pl4ODg8LDw4u7FNylsD6X/4W/BwMHDpSDg4POnDlj3HbmzBk5ODho4MCBxVgZAJiPUAMAHhEHBwez/hTXDdGxY8f00UcfqXv37qpfv76xntu3b993v6tXr2rUqFHy8fGRi4uLateurcGDBys+Pt6s98/+x7aDg4M+/PDDPPstW7bM2K9t27ZmvcfDaNu2rRwcHMzeL/uG6u4/Li4uatCggQYOHKijR48WQbX/e7LPv4ODg5YsWZJnv7CwMGM/btKKT1JSkj788EM999xzqlSpklxcXFSnTh298MILGjNmjH799dfiLrHIZYcgDg4OCg0NzbPf7t27jf18fHweYYUAYNlsirsAAPi7ePfdd3NsmzNnjlJSUjRgwACVK1fOpK24/lG7fft2ffzxx7K2tlaNGjVkZ2enmzdv3nefK1euKCgoSCdOnFBAQIA6deqkP/74Q+Hh4dq6dau2bdsmDw8Ps+qwsbHRsmXLNGrUKFlbW+doX7x4sWxsbPINWx439evXN4YwKSkp2r17t5YvX67169dr48aNevbZZ4u5QstgY2OjJUuWqFevXjnaMjMztXTp0mK7Pl566SU9++yzqlix4iN/78fJ+fPn1apVK509e1YeHh7q0qWLnJyclJSUpAMHDmjOnDmyt7fXk08++UjqKe7PxcbGRhs3btTUqVNzDUaL+zvN3d1dMTExKlu2bLG8PwA8KEINAHhERo8enWPbsmXLlJKSooEDB6patWrFUFVOL774ovz8/FSvXj3Z29vLx8dHsbGx993ngw8+0IkTJzR48GCT0RVz587VqFGj9M9//lNr1qwxq45WrVpp8+bN+v7779WqVSuTtmPHjmnv3r166aWX9M0335j1usXNx8fH5FrIysrSoEGDtHz5ck2cONHijqe4ZF8fv//+u+rUqWPStn37dsXFxRXb9VGuXLkcIeXf0UcffaSzZ8+qZ8+e+uyzz2QwGEzaL1y4oAsXLjyyeor7c8m+ZlevXq033njDpC0pKUkbN25U69ati+07wNbWVrVq1SqW9waAh8HjJwDwmFq3bp2Cg4NVtWpVubq6qkmTJpo+fbrS0tJy9PXx8ZGPj4+Sk5M1cuRI1alTRxUrVpS/v7/mzp2rrKysAr+vl5eXnnnmGdnb2xeo//Xr17Vy5UqVLl1ao0aNMmnr37+/qlSpou3bt+v06dMFrkGSunbtKnt7e3399dc52rK39e7dO8/909LSNGPGDDVp0kRubm6qUqWKgoODtW7dulz7R0ZG6uWXX5a3t7fx8Zk2bdpo4cKFkv7/efM9e/ZIMn2c6GEefzEYDOrXr58k6ZdffjFuz8zM1BdffKEWLVqoUqVKcnd3V4sWLbRo0SJlZmbmeJ3sOs6fP6/+/furZs2acnV1VbNmzbR69eoc/fObX8Cc4/rmm2/Uv39/Pf3003J3d5e7u7uaNWumuXPn5lpr9iNGp0+f1rx589SkSRO5urqadR6zP/u8ro9SpUqpS5cuee6fnJysiRMn6plnnlHFihVVrVo1dezYUT/88INJvzVr1sjBwSHXUFK6c51Vq1ZN3t7exl/Y73du4+PjNXLkSD355JNycXFR9erV1a1bN5PPPtu1a9f08ccfq3HjxqpSpYoqV64sX19f9e3bVwcOHMjz2O518uRJhYaGqk6dOnJ2dlbt2rUVGhqqkydP5uh793wRGzZsUGBgoNzc3OTh4aHXXntN586dK/D7xsTESLrzPXBvoCFJrq6u8vX1zbH9woULGjFihHx8fOTs7KwaNWqoZ8+e9z3mtWvX6uWXX5aHh4cqVqwoHx8fvf7669q/f7+xT16fy86dOzVs2DD5+/urSpUqcnV1VePGjRUWFpbvKDVzvPDCC6pUqZIWL16co23FihW6efOm+vTpc9/X2L59u7p06SJPT0+5uLjI19dX77//vpKSknLt/8MPPyg4OFju7u7y8PDQq6++qj/++CPXvnnNqXHixAlNmDBBzZs3V40aNeTi4qL69etr2LBhZj9eCABFgZEaAPAY+uCDDzR9+nQ5OTmpc+fOKl26tL7//nt98MEH2r59u9atW6cSJUqY7JOenq727dsrOTlZHTt21K1bt7Rp0yaNGjVKJ06c0LRp04qk1p9++kk3btxQYGCgnnjiCZM2KysrtWzZUl999ZV27txp1iMo5cqV0yuvvKKIiAhdvHjROGQ8LS1NK1asUNOmTVWzZs1c971165Y6duyoPXv2qFatWurXr59u3LihDRs2qG/fvjp06JDGjRtn7P/VV19p+PDhqlixolq3bi0nJyclJCTo8OHDCg8PV79+/VSuXDm9++67WrZsmWJjY00eJ6pataoZZyyn7NDp7hu/0NBQrV69WpUrV1avXr1kMBj0zTff6J///Kf27t2rBQsW5HidpKQkBQUFqVy5curRo4eSk5O1bt06vfHGGzp//ryGDh36UHXmZeLEibKysjKGGikpKdq5c6dGjRqlX375RfPnz891v3fffVfR0dFq1aqVgoKCcn3MKC9eXl5q0qSJVq1apYkTJ6pkyZKSpIsXL2rLli3q0qVLnr/KJyUlqXXr1jp69KgaNmyogQMHKjExUevXr1eHDh00ffp09e3bV9KdOTzKli2riIgITZo0STY2pv90ioyMVHJysnr16pWj7V4HDhxQx44ddfXqVbVs2VLt2rVTYmKiNm/erNatW2vp0qUKCgqSdOea6Ny5s/bt2yc/Pz/j6587d067du1S48aNcw0E7vXLL7+offv2unbtmoKDg1W7dm398ccfWrVqlb799lutX79eDRs2zLHfokWL9O233yo4OFhNmzbVTz/9pLVr1+q3337Trl27jOf7fsqXLy/pTqjSoEGDfPtL0unTpxUcHKzz588rICBAnTt3Vnx8vNavX6+tW7dq8eLFat26tbH/3SOdnJyc1K5dO1WoUEHx8fHavXu3atasqaeeeuq+7zlz5kz98ccf8vf3V1BQkG7evKl9+/YpLCxMu3fv1oYNG8y6NvNibW2tHj166OOPP9b+/ftN6lq8eLGqVaum5s2b57l/WFiYwsLC5OjoqFatWsnZ2VmHDx/WZ599pm3btmnr1q0mj45kf9+VKFFCHTp0kKurq/bu3asXX3xR9erVK3DdmzZt0hdffKHnn39efn5+KlGihI4eParFixdry5YtioqKkru7+wOdEwAoDIQaAPCYiYmJ0fTp01W5cmVt377deDM/fvx49ejRQ999950+++wz/fOf/zTZ78KFC/Lw8FB0dLTxhuO9995TixYttHDhQnXo0EFNmzYt9HqPHz8uSapRo0au7dnbc/tVOD99+vTRihUrFB4errffflvSnVEBV65cue8vmp9//rn27NmjF198UcuXLzfebL777rsKDAzU9OnT1apVK/n7+0uSvvzyS5UoUUK7d++Ws7OzyWslJiZKkvHX+t27dys2NjbPX+7NlZWVZRwN8vTTT0uSIiIitHr1ajVo0ECRkZEqU6aMJGns2LFq27atVq9eraCgoBwjEQ4fPqz27dvriy++kJXVncGYw4cPV/PmzTVp0iTjL9mFbdWqVapevbrJtszMTA0aNEgrVqxQ//799cwzz+TY7+DBg2aHXXfr06ePQkNDtWnTJnXu3FnSnUe6bt++rT59+uT5K/uECRN09OhR/eMf/9CMGTOMYdLw4cPVokUL43VSrVo12dnZqWPHjvrqq6/0/fffm9xQS9Ly5cslSd27d79vrbdv31bfvn2VmpqqTZs26bnnnjO2nT9/XoGBgXrzzTd18OBBlSxZUkeOHNG+ffvUtm3bHCMLMjMzlZKSku/5ycrK0oABA5SSkqL58+era9euxra1a9fqtddeU2hoqPbt22e8XrJt375dO3bsMLn57devnyIiIhQZGakOHTrk+/4dOnRQdHS0hg4dqv379yswMFANGjQwhh25efvtt3X+/HmNHTtWI0aMMG5//fXX1aZNGw0cOFCHDh0y/p34+uuvtXz5cjVs2FDr1q0zCbIyMjKUkJCQb52ffvqpqlWrlmM0yeTJkzVt2jRt2LBBHTt2zPd1CqJnz56aNm2avv76a2Oo8eOPP+rIkSMaO3ZsriNapDujScLCwuTn56dVq1aZzMkRHh6uwYMHa8qUKZoyZYqkOyPohg8fLisrK3377bcmAcro0aM1Z86cAtccEhKiQYMG5QiyduzYoc6dO2vatGmaPn16gV8PAAobj58AwGNm6dKlkqQRI0aYTGhnY2OjDz/8UFZWVrkOX5akcePGmfzD09HRUSNHjpSkIltNJfvmKq9fxbN/OUxOTjb7tRs3bqxatWpp8eLFxtEMX3/9tRwcHPTyyy/nud/SpUtlMBj04Ycfmvx67uzsbDwf955DGxsb2dra5ngtJycns+u+n0OHDhlvPkaPHq2AgACtWLFC9vb2ev/99431S3duvrNv3iSpdOnSmjhxYq71S3d+CZ4wYYLJDaqHh4dCQ0OVnp6uFStWFOqxZLs30JDujNIZMGCApDs3yLkZOnToQ4Usr7zyihwcHIyPoGRlZWnx4sXy9vZWo0aNct3n1q1bWrVqlcqUKaPx48eb3ETWqFFD/fv3161bt0zOVXZgkR1gZLt48aK2b9+uBg0a5PvL93fffac///xT/fv3Nwk0JMnNzU1Dhw7VxYsX9Z///MekLbfHwKysrAq0As++ffv0xx9/yM/PzyTQkKSOHTuqcePGOn78uKKjo3PsGxoamuOYsh/5+fnnn/N9b0l644039Pbbbys9PV2zZs1S+/bt5enpqQYNGmjo0KE6dOiQSf/4+Hjt2LFDlStX1rBhw0za/P391alTJ129elWbNm0ybs8eBTRjxowc30HW1tZydXXNt04PD49cw4TBgwdLyvv6fRBVq1ZVYGCg1qxZo9TUVEl3vtOyR3HkZd68eZLujCq597Pv0aOHfHx8TB4zi4yM1NWrV9W5c+ccI1VGjRpl1mSg7u7uuY7MCQwMVO3atQv1/ADAg2CkBgA8ZrKXOAwICMjRVrNmTbm7u+vMmTNKTk42+Ue8jY2NceTB3bJvoA4ePFhEFRet3r17a+zYsdq5c6eqVKmiXbt2qX///rKzs8u1/7Vr13Tq1Cm5u7vnOuld9nm9+3x06dJFY8eOlb+/vzp27KimTZuqUaNGqlChQqEfz2+//abffvtN0p2J+SpWrKiQkBC99dZbql27tqQ714CVlVWOm19Jatq0qaytrXP9PCtXrpxrSPDcc89p6tSpRXYNXLlyRbNmzdLWrVt15swZ481atvPnz+e6X/bIlAdlZ2enrl27asGCBTp16pRiY2P1559/3ncp4OPHj+uvv/5So0aN5OjomKM9ICBA06ZNMzlX/v7+qlmzprZs2aKkpCTjTeWqVauUkZGhV199Nd9af/zxR0lSbGys8df0u506dUrSnUlwg4KCVLt2bfn4+CgiIkKxsbFq06aNGjVqpKeeeirHo2d5ud93iSQ9//zzio6O1sGDB3OM4srt0ZbKlStLUp7zN9zLYDBo3LhxGjp0qHbs2KEff/xRv/76q37++WctXrxY4eHhmj59unHUVfY5b9KkSa4BY0BAgFatWqWDBw+qe/fuSk1N1ZEjR+Ti4vJQK6ikpqZq7ty5+uabb3Ty5Eldu3bNZB6ivK7fB9W7d299//33WrNmjdq3b69169YpKChIbm5uea588uOPP8rW1lbr16/X+vXrc7Snp6fr8uXLunLlisqXL2/87HMbnVeuXDn5+PgY5wfKT1ZWllatWqVly5bpt99+U1JSkjIyMoztBb0eAaCoEGoAwGMme+RDXssOurq6Ki4uLkeo4eTklOtz39mvU5Dh6g8iv5EY+Y3kyE/37t01adIkLV68WFWqVFFWVtZ9Hz0pyPm7t94hQ4bIyclJixYt0rx58zRnzhwZDAY1bdpUkyZNyveZfHOPJ7+h3ykpKXJ0dMz1ZsHGxsY458e9XFxccn29orwGkpKS1KJFC505c0ZPP/20unXrJkdHR1lbWys5OVlz587NdXLb+9Vrjj59+mj+/PlasmSJzpw5o5IlS973UZAHuT6k/78O16xZo9dff13SnZEbtra2952QNNuVK1ckKdcb0rtlB0LW1tbatGmTpk6dqo0bN2r8+PGSpCeeeELdunXT+PHjTUbx5OZBj1XK/e9r9vfL3Te0BeHg4KCOHTsaH+FITU3VjBkzNG3aNL3zzjsKDg6Wi4uL2fVm/6+bm5tZ9dwtPT1dL7/8sn7++WfVrVtXHTp0UIUKFYwjvKZOnZrn9fugso93yZIlun37tlJTU/OdIPTKlSu6ffu2pk6det9+169fV/ny5Y3nMr/vhIJ47733NGfOHLm6uqply5Zyc3MzhsrZcwwBQHEi1ACAx0x2SHDp0qVch/VnL4F47/DhxMREZWRk5Ag2Ll68mGv/wuLl5SUp7zkzsrfnNedGfpycnIxLcz7xxBPy8/NT3bp18+x/9/nLTV7nr3v37urevbuSkpIUExOjb775RkuXLlXHjh31448/FsmojbyULVtWV69eVXp6eo5frG/fvq3ExMQck7JKeR9zbtdA9iMqud2gFvSXeEnGMOHdd9/NMc9ITEyM5s6dm+e+ec0fYI569erp2Wef1ZIlS5SSkqKXX375vnM2POj1ERISog8//FDLly/X66+/rl9//VVHjhxRmzZtCvSIUvbrLVu2TG3atCnQsTk4OBgfVTp16pR2796tr776SgsWLFBycnKeE7De+57Zn/+98jrWola6dGmNHTtWe/bsUXR0tPbu3auXX37Z7Hqzg5eHGUkRGRmpn3/+Wa+++qr+/e9/53i//EKEB2Fra6sePXpoxowZOnfunCpVqqQXX3zxvvuULVtWmZmZBV5FKr/rPK9zfK+EhATNmzdPdevW1XfffZfje8fcpboBoCgwpwYAPGayVwnYtWtXjrZTp07p3LlzqlatWo7nqm/fvq19+/bl2Gf37t0mr1vYspd/3bdvn65du2bSlpmZqR07dkjKewh8QfTu3VtpaWm6fPnyfZdxle78kl29enWdO3cu16Al+7zmNVzdwcFBQUFBmjVrll599VVdvXrVZJj2g/5abY4GDRooMzNT//3vf3O07dmzRxkZGbnWHxcXpzNnzuTYnts1kH39xMXF5ehvznKh2Y9N5DbHSUGHtz+s3r176/Lly7p161a+14eXl5dKlSplHEZ/r7yuj8qVKysgIEA//fSTjh8/XuAJQrM9++yzkpTr/BUF4enpqd69e2vz5s0qU6aMvv3223z3yf688/oc8vu7UNSyR5pkP+qRXe/evXtzfQzj3npLly6tunXr6tKlS8bHLcyVff22a9cuR1tRXr+9e/eWwWBQfHy8evToke/qKs8++6ySkpL0+++/F+j1s89RbseQnJycYz6TvJw+fVqZmZlq0aJFjkAjPj7e7KW6AaAoEGoAwGOmZ8+ekqRp06bp8uXLxu0ZGRkaO3asMjMz1atXr1z3/eCDD0yGSl+9etW4lOv9JqF7GGXKlFFISIhSU1MVFhZm0jZ//nydPXtWLVu2fKgJIQMCArRs2TItXbpUnTp1yrd/z549lZWVpffff98kfEhMTNQnn3xi7JNt586dJs/QZ8t+xKNUqVLGbdmjAIpyyHV2bRMnTtRff/1l3P7XX38ZJwrN7RrIyMjQhAkTlJmZadx2+vRpzZs3TzY2NgoJCTFuf+qpp2RlZaWIiAiT97h69arJcrf5yV7ONjs4yfbrr79qxowZBX6dh9GpUyctXbpUy5Yt0/PPP3/fviVKlFCXLl107dq1HHNv/Pnnn5o3b55sbW1NzlW27LkzlixZojVr1sjJySnHaih5adOmjapXr66FCxdq69atufaJiYkxfhanT5/O9YYxKSlJaWlpec4pc7dGjRrJy8tL0dHR2rBhg0nbhg0bFB0drZo1a6px48YFOgZzzZo1K8+b8OjoaO3atUs2Njby8/OTJFWqVEktWrTQ2bNnczyi9dNPPykiIkIODg566aWXjNtDQ0MlSW+99VaOx2gyMzONozvyktf1e/r0aeMjP0WhevXqWrNmjZYuXWqcUPd+Bg0aJEkaNmxYriNTUlNTjfO2SHeuNwcHB0VERGj//v0mfcPCwgr8KFr2+dm7d6/Jd+n169c1bNiwPOcAAYBHicdPAOAx4+/vr2HDhmnmzJlq3LixXnnlFZUqVUrff/+9jhw5osaNG2vo0KE59nN1dVVaWpoaN26s4OBgpaena+PGjbpw4YL69etX4OVcExMTNXbsWON/Z88FMGTIEOPjAm+99ZbJJJzjxo3T7t27NXv2bB06dEhPP/20jh07psjISDk7OxuDlQdlMBgKPGRfkt588019//33ioyM1HPPPacXX3xRN27c0Pr165WQkKBhw4aZ3Mj17NlTZcqU0TPPPKOqVasqKytL0dHR+uWXX+Tr66vmzZsb+zZr1kzr169Xr169FBQUJDs7O1WpUkXdunV7qGO8W5cuXRQZGal169apUaNGatu2rQwGgzZv3qwzZ86oY8eOOVazkO48ivHTTz+pWbNmCgwMVHJystatW6fk5GR98MEHJo8zubq6qkuXLlq5cqWef/55BQUF6dq1a9q2bZuaNGlS4ElFu3XrplmzZmn06NHatWuXatSooZMnT+q7775Tu3bttHbt2kI7L3kpVaqUyY1ufiZMmKDo6GgtWLBA+/fv1/PPP6/ExEStX79e165d0yeffJJrCPfSSy+pbNmymjNnjtLT09W/f/9cJ7TMja2trZYsWaJOnTqpa9eu8vf3l4+Pj+zt7RUfH69ffvlFp0+f1rFjx4wjSXr16qWGDRuqVq1acnNz0+XLlxUZGan09PQcq4PkxmAwaM6cOerQoYP69u2rNm3aqFatWjp+/Lg2b96sJ554QnPnzs2xnGthWbVqlcaNG6datWrpmWeekaurq1JTU3X06FFjkDh58mSTOTFmzJihVq1a6f3339eOHTv01FNPKS4uThs2bJCVlZVmz55tMmKgd+/e+u9//6uVK1fq6aefVps2bVShQgWdP39eu3btUo8ePe67/HLr1q3l6emp2bNn68iRI2rQoIHi4uL03XffKSgoKNeRTIUlMDCwwH2bNWumCRMmaOLEiXr66af14osvqlq1akpNTVVsbKz27NmjRo0aGR8HKVOmjGbOnKm+ffsqODhYHTp0kKurq/bu3asjR46oSZMmuY4Eu1fFihXVqVMnrVmzRs8//7xatGihlJQURUVFyc7OTj4+PgUe9QEARYVQAwAeQxMnTlSDBg20YMECrVixQunp6apevbrGjh2rIUOG5DqBZPbM+JMmTdLatWuVmJgoDw8PDR8+3PhrZkFcv349x9KVkkyWuHz11VdNQo3y5ctr27ZtCgsL0+bNmxUdHa3y5curR48eeu+991SpUiUzz8DDKVGihNatW6fZs2crIiJC8+fPl42NjerXr68pU6aoc+fOJv0nTJig7du369dff9W2bdtUsmRJValSRRMnTtRrr71mcuP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lets also calculate the Social Media Popularity of a Movie \n","\n","# to calculate popularity of a movie, we can aggregate No. of voted users, No. of Users for Reviews, and Facebook Likes.\n","data['Social_Media_Popularity'] = (data['num_user_for_reviews']/\n","                                   data['num_voted_users'])*data['movie_facebook_likes']\n","\n","# lets also check the Top 10 Most Popular Movies on Social Media\n","x = data[['movie_title','Social_Media_Popularity']].sort_values(by = 'Social_Media_Popularity',\n","                                                                ascending = False).head(10).reset_index()\n","print(x)\n","\n","sns.barplot(x['movie_title'], x['Social_Media_Popularity'], palette = 'magma')\n","plt.title('Top 10 Most Popular Movies on Social Media', fontsize = 20)\n","plt.xticks(rotation = 90, fontsize = 14)\n","plt.xlabel(' ')\n","plt.show()"]},{"cell_type":"code","execution_count":25,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"JG-dtDjFPISA","executionInfo":{"status":"ok","timestamp":1672384717059,"user_tz":-330,"elapsed":1495,"user":{"displayName":"Sunil Kumar Gupta","userId":"00545443935213036838"}},"outputId":"b90d5836-155d-4017-e50d-008f08c8d9d2"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<pandas.io.formats.style.Styler at 0x7ff37e2a0730>"],"text/html":["<style type=\"text/css\">\n","#T_4069e_row0_col0, #T_4069e_row8_col1, #T_4069e_row11_col2 {\n","  background-color: #fc7f00;\n","  color: #f1f1f1;\n","}\n","#T_4069e_row0_col1 {\n","  background-color: #ffbb00;\n","  color: #000000;\n","}\n","#T_4069e_row0_col2, #T_4069e_row1_col2, #T_4069e_row4_col2, #T_4069e_row5_col2, #T_4069e_row6_col2, #T_4069e_row7_col2, #T_4069e_row9_col2, #T_4069e_row10_col2, #T_4069e_row15_col0, #T_4069e_row15_col1, #T_4069e_row15_col2 {\n","  background-color: 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level0\" >&nbsp;</th>\n","      <th class=\"col_heading level0 col0\" colspan=\"3\">gross</th>\n","    </tr>\n","    <tr>\n","      <th class=\"blank level1\" >&nbsp;</th>\n","      <th class=\"col_heading level1 col0\" >max</th>\n","      <th class=\"col_heading level1 col1\" >mean</th>\n","      <th class=\"col_heading level1 col2\" >min</th>\n","    </tr>\n","    <tr>\n","      <th class=\"index_name level0\" >Genre1</th>\n","      <th class=\"blank col0\" >&nbsp;</th>\n","      <th class=\"blank col1\" >&nbsp;</th>\n","      <th class=\"blank col2\" >&nbsp;</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th id=\"T_4069e_level0_row0\" class=\"row_heading level0 row0\" >Action</th>\n","      <td id=\"T_4069e_row0_col0\" class=\"data row0 col0\" >760.505847</td>\n","      <td id=\"T_4069e_row0_col1\" class=\"data row0 col1\" >76.584686</td>\n","      <td id=\"T_4069e_row0_col2\" class=\"data row0 col2\" >0.000162</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_4069e_level0_row1\" class=\"row_heading level0 row1\" >Adventure</th>\n","      <td id=\"T_4069e_row1_col0\" class=\"data row1 col0\" >436.471036</td>\n","      <td id=\"T_4069e_row1_col1\" class=\"data row1 col1\" >87.827145</td>\n","      <td id=\"T_4069e_row1_col2\" class=\"data row1 col2\" >0.004091</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_4069e_level0_row2\" class=\"row_heading level0 row2\" >Animation</th>\n","      <td id=\"T_4069e_row2_col0\" class=\"data row2 col0\" >368.049635</td>\n","      <td id=\"T_4069e_row2_col1\" class=\"data row2 col1\" >89.873480</td>\n","      <td id=\"T_4069e_row2_col2\" class=\"data row2 col2\" >0.071442</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_4069e_level0_row3\" class=\"row_heading level0 row3\" >Biography</th>\n","      <td id=\"T_4069e_row3_col0\" class=\"data row3 col0\" >255.950375</td>\n","      <td id=\"T_4069e_row3_col1\" class=\"data row3 col1\" >36.431983</td>\n","      <td id=\"T_4069e_row3_col2\" class=\"data row3 col2\" >0.012836</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_4069e_level0_row4\" class=\"row_heading level0 row4\" >Comedy</th>\n","      <td id=\"T_4069e_row4_col0\" class=\"data row4 col0\" >329.691196</td>\n","      <td id=\"T_4069e_row4_col1\" class=\"data row4 col1\" >37.611935</td>\n","      <td id=\"T_4069e_row4_col2\" class=\"data row4 col2\" >0.000703</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_4069e_level0_row5\" class=\"row_heading level0 row5\" >Crime</th>\n","      <td id=\"T_4069e_row5_col0\" class=\"data row5 col0\" >183.405771</td>\n","      <td id=\"T_4069e_row5_col1\" class=\"data row5 col1\" >32.223226</td>\n","      <td id=\"T_4069e_row5_col2\" class=\"data row5 col2\" >0.001111</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_4069e_level0_row6\" class=\"row_heading level0 row6\" >Documentary</th>\n","      <td id=\"T_4069e_row6_col0\" class=\"data row6 col0\" >119.078393</td>\n","      <td id=\"T_4069e_row6_col1\" class=\"data row6 col1\" >13.704278</td>\n","      <td id=\"T_4069e_row6_col2\" class=\"data row6 col2\" >0.005858</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_4069e_level0_row7\" class=\"row_heading level0 row7\" >Drama</th>\n","      <td id=\"T_4069e_row7_col0\" class=\"data row7 col0\" >658.672302</td>\n","      <td id=\"T_4069e_row7_col1\" class=\"data row7 col1\" >30.778967</td>\n","      <td id=\"T_4069e_row7_col2\" class=\"data row7 col2\" >0.002580</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_4069e_level0_row8\" class=\"row_heading level0 row8\" >Family</th>\n","      <td id=\"T_4069e_row8_col0\" class=\"data row8 col0\" >434.949459</td>\n","      <td id=\"T_4069e_row8_col1\" class=\"data row8 col1\" >149.160478</td>\n","      <td id=\"T_4069e_row8_col2\" class=\"data row8 col2\" >2.119994</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_4069e_level0_row9\" class=\"row_heading level0 row9\" >Fantasy</th>\n","      <td id=\"T_4069e_row9_col0\" class=\"data row9 col0\" >100.614858</td>\n","      <td id=\"T_4069e_row9_col1\" class=\"data row9 col1\" >40.483059</td>\n","      <td id=\"T_4069e_row9_col2\" class=\"data row9 col2\" >0.003478</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_4069e_level0_row10\" class=\"row_heading level0 row10\" >Horror</th>\n","      <td id=\"T_4069e_row10_col0\" class=\"data row10 col0\" >204.565000</td>\n","      <td id=\"T_4069e_row10_col1\" class=\"data row10 col1\" >34.737117</td>\n","      <td id=\"T_4069e_row10_col2\" class=\"data row10 col2\" >0.005725</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_4069e_level0_row11\" class=\"row_heading level0 row11\" >Musical</th>\n","      <td id=\"T_4069e_row11_col0\" class=\"data row11 col0\" >181.360000</td>\n","      <td id=\"T_4069e_row11_col1\" class=\"data row11 col1\" >92.084000</td>\n","      <td id=\"T_4069e_row11_col2\" class=\"data row11 col2\" >2.808000</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_4069e_level0_row12\" class=\"row_heading level0 row12\" >Mystery</th>\n","      <td id=\"T_4069e_row12_col0\" class=\"data row12 col0\" >217.536138</td>\n","      <td id=\"T_4069e_row12_col1\" class=\"data row12 col1\" >48.822296</td>\n","      <td id=\"T_4069e_row12_col2\" class=\"data row12 col2\" >0.016066</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_4069e_level0_row13\" class=\"row_heading level0 row13\" >Romance</th>\n","      <td id=\"T_4069e_row13_col0\" class=\"data row13 col0\" >62.453315</td>\n","      <td id=\"T_4069e_row13_col1\" class=\"data row13 col1\" >20.886339</td>\n","      <td id=\"T_4069e_row13_col2\" class=\"data row13 col2\" >0.076382</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_4069e_level0_row14\" class=\"row_heading level0 row14\" >Sci-Fi</th>\n","      <td id=\"T_4069e_row14_col0\" class=\"data row14 col0\" >79.568000</td>\n","      <td id=\"T_4069e_row14_col1\" class=\"data row14 col1\" >26.071841</td>\n","      <td id=\"T_4069e_row14_col2\" class=\"data row14 col2\" >0.018195</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_4069e_level0_row15\" class=\"row_heading level0 row15\" >Thriller</th>\n","      <td id=\"T_4069e_row15_col0\" class=\"data row15 col0\" >0.070071</td>\n","      <td id=\"T_4069e_row15_col1\" class=\"data row15 col1\" >0.040513</td>\n","      <td id=\"T_4069e_row15_col2\" class=\"data row15 col2\" >0.002468</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_4069e_level0_row16\" class=\"row_heading level0 row16\" >Western</th>\n","      <td id=\"T_4069e_row16_col0\" class=\"data row16 col0\" >41.400000</td>\n","      <td id=\"T_4069e_row16_col1\" class=\"data row16 col1\" >15.914589</td>\n","      <td id=\"T_4069e_row16_col2\" class=\"data row16 col2\" >0.243768</td>\n","    </tr>\n","  </tbody>\n","</table>\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 1152x576 with 1 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5cyd+++03/P333/jjjz+gq6tb5n5HjRqFKVOm4LPPPoO+vj4++uijN7YvHOvDhw9LnA2Rlpam0g4A3NzcsH37duTm5uLChQs4fPgwVq1ahcDAQDRs2LDEZQ+VycbGBg0aNMCTJ09w/fp1ODk5oaCgAN9++y3MzMxw4sQJtdkSZ8+erdQYvvrqKxw6dAhbtmyBUqnE8uXL1Za6/PTTT8jIyMBPP/2E4cOHq1yLiorCtm3bXtv/w4cP1WZnFBQU4PHjx2/9Xa7I+/v8+XOVPoiISHO4JwUREVVY4WyK48eP4+TJk+jQoYPKBxd7e3uYmZkhNjb2rUs9KkObNm0AADExMVX2jJL4+PjAyMgIZ86cee2a+9ext7eHkZER/vzzzxL3D6gO1R2DiYkJ+vfvj/Xr16Njx464desWrly5Uq6+fH19Ua9ePdy7dw8+Pj5vPfKzMIlW0vG4N2/exP3799G4ceMS+9HV1YW7uztmz54t/MU+OjpauF64hKIsx7WWRkFBgTALoLDvx48fIysrC25ubmoJiuzsbGFZS2WpU6cONm7ciAEDBmDr1q0ICgpSW1py8+ZNAED//v3V7o+Pj39j/yVdP336NORyuUrisyQVeX+bNGmCuXPnCqfcEBGR5jBJQUREFVY4KyI8PByZmZklnmjg5eWF06dP4+jRowCqNkkREBAAqVSKkJAQlaNPC5V0ukdlMDIyEjbDHDVqFA4cOFBiuxcvXqh9iJJKpQgKCkJaWhpmzpyptoYfgNpRrpWtqmPIzc3FH3/8oVafn5+PJ0+eACh5Y8rSMDAwQFRUFDZv3ow5c+a8tf2//vUvAK9Og3j06JFQL5fLMWfOHCgUCowYMUKoP3PmTInfj8IlCEVPKnnvvfcAvNqXoTKtWrUK+fn5eO+99+Do6AjgVaKnbt26uHDhgsoyhvz8fMyaNatcJ6a8jY6ODtasWYOPPvoIUVFRGD16tMr7bG1tDeDV6SFFHTlypMTNSIsKCQlRWRaVk5ODBQsWAIDarIziKvL+Ghsbo2/fvlzqQURUA3C5BxERVVjHjh0hEomQlJQklIvz8vJCVFQUnj9/jmbNmpV4AkZl+eCDD7BkyRJMmTIFHTt2RJ8+fWBra4uMjAz83//9HwwMDLB3794qefawYcOQl5eHmTNnYsiQIXBwcIC7uztMTEyQnZ2N+/fv49ixY8jOzkb79u1V7p0xYwb++usvrF27FgcOHICXlxcsLCyQnp6OGzdu4MyZM/jyyy+Fo1yrQlXG8PLlS/Tq1Qs2NjZwcXGBlZUVcnJycPz4cSQnJ6N3795wcHAod+zt2rUrdVt3d3dMnjwZy5YtQ7t27eDj44O6devi8OHDSEpKQrt27TBp0iSh/bJly4RTaxo3box69erhypUrOHz4MGQymcpGll5eXhCLxViwYAGuXLkizMYofpLG6xQ/gvTZs2e4ePEi4uPjIRaLsWTJEujo6AAAxGIxPv30U4SGhqJ9+/bo06cP8vPzERcXhydPngine1Q2iUSCFStWQE9PDxs3bsS//vUvbNy4Ebq6uggICMCWLVswatQo+Pj4CMcUHz58GAMHDsTOnTtf26+9vT08PDzQv39/6OjoYN++fbh16xZ69uz51uNHgfK/v+fOncOHH36IDh06qMyKISKi6sckBRERVVjDhg3h6OiIy5cvw9jYWPgrb1FFZ1dU5SyKQh9//DGaN2+OsLAwnDx5EtHR0TA2NkaLFi0wcuTIKn32qFGj4O3tjbVr1+L48ePYvXs3srOzUbduXVhZWcHPzw+DBw+Gp6enyn06OjrYunUrtm/fjq1bt+LgwYN4/vw5GjZsiMaNG2P27Nnw8/Or0tirMoZ69eph/vz5iIuLQ0JCAqKjo1G/fn00bdoUP/zwgzC7obrMnz8frVq1ws8//4xffvkF+fn5aNq0KebMmYOJEyeiTp06QtvAwEDIZDKcO3cOf/zxBwoKCmBhYYGAgABMnDhRmD0AAA4ODoiIiEBYWBjWrFmDnJwcAKVPUhQeQVpIR0cHpqamGDx4MCZMmIDWrVurtJ89ezaMjY2xadMmrF+/HoaGhujcuTPmzJmjkuyobGKxGMuWLYOuri5+/vlnDB06FFu2bEHLli2xZ88eLFq0CAcPHoRcLkfLli2xadMmGBkZvTFJsX79eoSEhODXX39FWloaGjVqhFmzZmHKlCkl7qNSXE34HSIioooRZWZmKjUdBBERERERERER96QgIiIiIiIiohqBSQoiIiIiIiIiqhGYpCAiIiIiIiKiGoFJCiIiIiIiIiKqEZikICIiIiIiIqIagUkKIiIiIiIiIqoRmKSooa5du6bpEKocx6gdOMbaT9vHB3CM2oJj1A4co3bgGLUDx6gdtG2MTFIQERERERERUY3AJAURERERERER1QhMUhARERERERFRjcAkBRERERERERHVCFJNB0BEREREREQ1R0FBAZ4/f67pMCqFnp4esrKyNB1GlaqJY5RKpahXr1757q3kWIiIiIiIiKiWKigowLNnzyCTySASiTQdToXp6upCT09P02FUqZo4xufPnyM3Nxe6urplvpfLPYiIiIiIiAjAqw+X2pKgIM2pW7cucnJyynUvkxREREREREQkYIKCKqoi7xCTFERERERERERUIzBJQUREREREREQ1ApMURERERERERFQjMElBRERERERERDUCkxRERERERERUI40bNw4ymQzff/+9Sn1cXBxkMhkeP36socheqenx1UZMUhAREREREVGNpaenh7CwMDx69EjToZSopsdX2zBJQURERERERDWWl5cXrKys1GYrFBUfH49u3brBzMwMzZo1w+eff468vDzhet++fTF16lQsWLAANjY2sLOzw5w5c6BQKIQ2eXl5mDt3LhwdHdGoUSN06dIFR44cqZT4qjLGY8eOvTXG2oRJCiIiIiIiIqqxxGIx5s2bh3Xr1uHWrVtq1+/fvw8/Pz+0atUKsbGxCAsLw44dOzB//nyVdpGRkZBIJDh06BBCQkIQERGBnTt3CtcnTJiA+Ph4/Pzzzzh9+jSGDh2KIUOGIDExsULxVXWMI0eOfGuMtQmTFERERERERFSj9ejRA+7u7li4cKHatTVr1sDc3BxLliyBg4MDevXqhblz5+Lnn3/GixcvhHYODg6YPXs27OzsMHDgQHh5eeHEiRMAgFu3biEqKgrr1q1Dhw4d0KRJEwQFBcHb2xvr16+vUHxVHWO3bt1KFWNtIdV0AERERERERERvM3/+fHh7e2PSpEkq9cnJyWjTpg3E4v/9Db5du3bIy8vD7du38d577wEAWrRooXKfubk50tPTAQAXL16EUqmEh4eHSpvc3Fx07NixQvG9LcabN2+iZcuW1RJjbcAkRU2jUEBy9iwsN2+GfnY2Xq5bp+mIiIiIiIiINM7V1RX9+/fHV199henTp5fqHpFIJPy3jo6O2jWlUgkAUCgUEIlEOHr0qFo7PT29KouvMmLMzc2FkZFRqZ9X0zFJUZM8fw4DV1eI09JQ/79VOYsWQfn++xoNi4iIiIiIqCb46quv4O7urrKhpYODA3bt2gWFQiHMVDh9+jTq1KmDxo0bl6rfVq1aQalU4p9//qnQrISS4ntbjE2bNq1QjDk5OaVOpNQG3JOiJqlXDworK5UqnehoDQVDRERERERUs9jY2GDUqFFYsWKFUBcQEIC0tDRMnToVycnJOHjwIObPn49PPvkEdevWLVW/dnZ2+OijjzB+/Hj8/vvvuH37Ns6fP4+wsDDs3r27QvFVdYzh4eFlirGmY5Kihsnv10+lzCQFERERERHR/8yYMQNS6f8WBVhYWCAyMhKXLl2Cl5cXJk6ciMGDB+Orr74qU78//fQThg8fjq+++gpt27aFv78/4uPjYW1tLbRxcnLCuHHjyhRfVcf4xx9/qMRY24kyMzOVmg6C/kd84wYMXF2FslIiwbPr16Fs0ECDUVWNa9euoVmzZpoOo0pxjNpB28eo7eMDOEZtwTFqB45RO3CM2qGkMWZlZWnV/gaVuRTixYsXsLGxwfLly+Hr61spfVaGmrrco7zvEmdS1DAKW1vIP/hAKIvkckgPHNBgRERERERERBQXFwdXV9calaDQRkxS1EBc8kFERERERFSz9OzZE9H8bFblmKSogYonKaRHjgAvXmgoGiIiIiIiIqLqwSRFDaRwdkaumZlQFr18CenRoxqMiIiIiIiIiKjqMUlRE4lEyOzcWaWKSz6IiIiIiIhI2zFJUUMVT1JIDxwACgo0EwwRERERERFRNWCSooZ65uICRZFjR8VPnkASH6/BiIiIiIiIiIiqFpMUNZVUioJevVSquOSDiIiIiIiItBmTFDWY2lGk+/YBSqWGoiEiIiIiIiKqWkxS1GAFXbpAqa8vlMV370Jy4YIGIyIiIiIiIqqZMjMz0axZM9y6dUvTodRa6enpsLW1xb179zQWA5MUNVnduijo1k2lSsolH0RERERERGqWLFkCb29vNG3aVNOh1FomJiYYMmQIgoODNRYDkxQ1nNqSj717NRQJERERERFRzfTixQts3LgRI0aMqFA/CoUCcrm8kqKqnYYPH47IyEg8efJEI89nkqKGK+jZE0qJRChL/v4b4uvXNRgRERERERG9S4xksmr9Ko+YmBiIRCJ4eHio1bdp0wZmZmbo3bs3duzYAZlMhpSUFADAli1b8P777+PQoUNo164dTExMkJycjMzMTIwdOxaNGzeGubk5fHx8cOXKFaHfrKwsBAUFwc7ODmZmZnB2dkZ4eLhwfd26dXB1dYWZmRlsbGwwaNAgFBQUlHo848aNg7+/P5YuXQp7e3tYW1tj3rx5UCgUCA4Ohp2dHezt7bF06VKV+5YvX4727dvDwsICzZs3x7///W9kZmYK1ydOnAgPDw+8fPkSACCXy9G7d2/4+/sLbRwdHWFubo49e/aUOt7KxCRFDads0AByT0+VOi75ICIiIiIi+p9Tp07BxcUFIpFIqEtNTUVAQAB69OiBkydPYuzYsZg7d67avTk5OQgJCUFoaCjOnDkDKysrjBs3DufOncPWrVtx5MgR6Ovrw9fXV/hwv2jRIiQlJWH79u04e/Ysli9fDgsLCwDA+fPnMW3aNMycORNnz57F77//jm7FlvGXdkwpKSnYu3cvfvjhByxbtgx+fn7Iy8vDgQMHMGvWLMybNw8XL14U7hGLxQgODsbp06fx888/49y5c5gxY4Zw/bvvvkN+fj6+/PJLAMDixYtx48YNLF++XOXZrq6uOHnyZJljrgxSjTyVyiS/Xz9IT5wQyjp79yJv8mQNRkRERERERFRzpKamwtzcXKVu7dq1aNy4Mb755hsAQLNmzXD9+nUsXLhQpZ1cLkdISAhcXFwAADdu3MD+/fsRHR2NDh06AABWrlwJJycnREZGYuTIkUhNTYWzszNcXV0BANbW1iqx1KtXD71794aBgQEAwMnJqcxjMjQ0xOLFiyGRSGBvb4/ly5cjLS0NO3bsAADY2dkhNDQU8fHxcHd3BwCMHz9euL9x48ZYsGABhg0bhhUrVkAsFqNevXr4+eef0bNnTzRo0AChoaHYtm0bTExMVJ5tbm6O8+fPlznmysCZFLVAfp8+KmXp2bMQPXigoWiIiIiIiIhqlpycHOjp6anUXb16Fc7Ozip1bdq0UbtXKpWqJBGSk5MhFovh5uYm1BkZGcHR0RF///03ACAgIAC7du1Chw4dMGfOHJVZB126dIGlpSWcnZ3xySefYOvWrXj27FmZx+Tg4ABJkaX/pqamcHR0VGljamqKR48eCeUTJ05gwIABcHR0hKWlJUaMGIG8vDz8888/QpvWrVtj6tSpCAkJwahRo+Dt7a32bH19fWHWSHXjTIpaQPn++yho3RrS//s/oU5n/37kjRmjwaiIiIiIiOhdkFVkT4OaytjYWGXvhbLQ1dVVSQa8SeFyEm9vbyQmJiImJgYnTpyAv78/fHx8EB4eDgMDA8TGxiI+Ph7Hjx9HaGgoFi5ciKNHj6JRo0aljktHR0ft2VKpVK1OoVAAAO7cuQN/f3+MHDkSX3zxBd577z1cvHgRAQEByMvLE+5RKpX4448/IJFIcOvWLSiVSpVlMgDw5MkTNGzYsNSxVibOpKglCoqd8hAd/w8AACAASURBVCHlKR9EREREREQAgFatWiE5OVmlzt7eXmW/BgA4d+7cW/tycHCAQqFAQkKCUPf06VMkJSXBwcFBqDM2NsaQIUMQERGBsLAwbNu2Dbm5uQBezc7o1KkT5s6di/j4eDx//hwHDx6syBDf6vz588jLy0NwcDDc3NxgZ2eHByXMwF++fDkuXryIffv24ezZs1i5cqVamytXrqjNQqkuTFLUEvl9+6qUpbGxQC3IaBIREREREVW1rl27Ijk5GRkZGULd6NGjkZKSgjlz5uDatWvYvXs31q1bBwBqMweKsrW1RZ8+fTBlyhScOnUKly9fRlBQEAwMDODn5wcA+Prrr7F3717cuHEDycnJ2LNnD5o0aQJdXV0cOHAAERERuHjxIu7cuYPIyEhkZ2fD3t6+Sr8Htra2UCgUCA8Px+3btxEVFYUVK1aotElMTMSiRYuwbNkyuLu7Y8mSJZg3b57KySUvXrzAhQsXyrXZZ2VgkqKWUDg4QN6smVAWFRRAJyZGgxERERERERHVDC1atICrq6uwqSTwajPL1atXY//+/fD09ERERARmzpwJAGr7VxQXHh6O1q1bY+jQoejWrRtevnyJqKgo6OvrA3i1RGTRokXw9PREz549kZ2djV9++QXAq/0roqOjMWDAALi5uWH58uX48ccf0b59ewBAXFwcZDIZ4uLiKvV70LJlS3z77bcIDw+Hh4cHNm7cqLJJaE5ODoKCguDr64v+/fsDAPz8/NC/f38EBgYKs0D27dsHS0tLId7qJsrMzFRq5Mn0RteuXUOzIkkJANCdPx96oaFCOd/HBy82bKju0CpNSWPUNhyjdtD2MWr7+ACOUVtwjNqBY9QOHKN2KGmMWVlZMDIy0lBEFXP48GHMmjULZ86cEfaYKL6hZkREBIKDg5GSkvLG2RRVafPmzZg/fz7Onj0LmUxW4f5K2jS0Irp27Ypx48YJs0bKq7zvEmdS1CIFxZd8HD4MaGjHVSIiIiIiopqke/fuCAwMxL1794S6tWvX4ty5c8Lyh5CQEAwdOlRjCQoAiImJwbx58yolQVHZ0tPT4ePjA19fX43FwNM9ahF569ZQNGoE8X83PxE9fw7piRMo6NVLw5ERERERERFp3tixY1XKt2/fRlhYGDIyMmBhYYExY8ZgxowZGorulQ01eDa8iYkJJk+erNEYmKSoTcRi5PftC93Vq4Uqnb17maQgIiIiIiIqwYIFC/D9999rOgwqAy73qGXUlnzs3w8UFGgoGiIiIiIiIqLKwyRFLVPg6Qllkc1HxI8fQ3LmjAYjIiIiIiIiIqoc1ZqkcHJygkwmU/v66KOPhDarV69Gq1atYGZmhk6dOuHUqVMqfeTm5mL69OmwsbGBhYUFhgwZorIxitbT0UF+z56qVXv3aigYIiIiIiIiospTrUmKY8eOITk5Wfg6ceIERCIRBgwYAADYuXMnZs2ahalTpyI2NhZubm7w8/NDamqq0Mfnn3+OPXv2YM2aNdi3bx+ePXsGf39/yOXy6hyKRuUXW/Khs3cvoORJskRERERERFS7VWuSomHDhjAzMxO+YmJiYGBggIEDBwIAfvrpJwwbNgwff/wxHBwcEBISAjMzM6xduxbAq3NWN23ahAULFqBLly5wcXHBypUrcfnyZRw/frw6h6JRBd27Q1nkHFxxairEiYkajIiIiIiIiIio4kSZmZka+RO8UqmEi4sLevTogZCQEOTl5aFRo0ZYs2aNMLMCAKZNm4akpCTs27cPJ06cgI+PD65fv46GDRsKbTw8PNC/f3988cUXr33etWvXqnQ81c126lQ0iI0VyvcDA3H/0081GBEREREREdV2enp6MDEx0XQYpAXS09ORk5OjVt+sWbM33qexI0iPHTuGlJQUjBw5EgDw+PFjyOVytV8IExMTPHz4EADw8OFDSCQSGBsbv7bN67ztG1HTXLt27Y0x63z0EVAkSWF26hTqLV5cHaFVmreNURtwjNpB28eo7eMDOEZtwTFqB45RO3CM2qGkMWZlZUGvyKzt2iQzMxNt27bFoUOH0LRpUwBATk5OrR1PaWlijF27dsXkyZPh4+Pz2jaGhoawsrIqc98aO91jw4YNaN26NZycnDQVQq1W0Ls3lOL//fgkSUkQ37qlwYiIiIiIiIg0Z8mSJfD29hYSFFR1pk+fjvnz50OhUFR63xpJUqSnp2Pfvn34+OOPhTpjY2NIJBKkp6ertTU1NQUAmJqaQi6X4/Hjx69t865QGhtD3r69Sp2Up3wQEREREdE76MWLF9i4cSNGjBhRoX4UCsU7dShDefXo0QPZ2dmIiYmp9L41kqTYunUrdHV1MXjwYKGuTp06cHFxwbFjx1TaHjt2DO7u7gAAFxcX6OjoqLS5d+8ekpOThTbvErVTPqKjNRQJERERERFpK5lMVq1f5RETEwORSAQPDw+1+jZt2sDMzAy9e/fGjh07IJPJkJKSAgDYsmUL3n//fRw6dAjt2rWDiYkJkpOTkZmZibFjx6Jx48YwNzeHj48Prly5IvSblZWFoKAg2NnZwczMDM7OzggPDxeur1u3Dq6urjAzM4ONjQ0GDRqEgoKCUo9n3Lhx8Pf3x9KlS2Fvbw9ra2vMmzcPCoUCwcHBsLOzg729PZYuXapyX1ZWFiZPngw7OztYWlqiT58+OH/+vHA9IyMDAQEBcHR0hLm5OTw8PLB582aVPvr27YupU6diwYIFsLGxgZ2dHebMmaMya0IikcDb2xs7duwo9ZhKq9r3pFAqldi4cSMGDRqE+vXrq1ybMGECPv30U7i6usLd3R1r165FWloaRo8eDQAwMjLCiBEjMHfuXJiYmKBBgwaYPXs2WrRogc6dO1f3UDQuv29f6H/+uVCWnDkD0cOHUL5js0qIiIiIiOjddurUKbi4uEAkEgl1qampCAgIQGBgIEaPHo2kpCTMnj1b7d6cnByEhIQgNDRUOJEyKCgI169fx9atWyGTybBw4UL4+vrizz//hL6+PhYtWoSkpCRs374dJiYmSElJEWb8nz9/HtOmTUNERAQ8PDyQlZWF2CL7CZZlTBYWFti7dy8uXbqETz75BImJiWjVqhUOHDiA2NhYfPbZZ2jXrh3c3d2hVCrh7+8PQ0NDbN++HQ0aNMDWrVvRv39/nD17Fubm5sjJyYGzszMmT54MQ0NDHD9+HFOmTIGVlRU6deokPDsyMhKffvopDh06hMTERAQGBsLFxQW+vr5CG1dXVyxZsqTM43qbak9SxMXF4caNG1i1apXatUGDBiEjIwMhISH4559/0Lx5c/z666+wtrYW2gQHB0MikWD06NHIyclBx44dsWLFCkgkkuocRo2gtLaG3NkZkosXAQAipRLS/fuRX2QZDRERERERkbZLTU2Fubm5St3atWvRuHFjfPPNNwBeHaZw/fp1LFy4UKWdXC5HSEgIXFxcAAA3btzA/v37ER0djQ4dOgAAVq5cCScnJ0RGRmLkyJFITU2Fs7MzXF1dAUDlM2tqairq1auH3r17w8DAAADKtRejoaEhFi9eDIlEAnt7eyxfvhxpaWnC7AU7OzuEhoYiPj4e7u7uiI2NRWJiIq5fvw59fX0AwJw5c3DgwAFs374dkydPhoWFBSZNmiQ8Y9SoUYiNjUVUVJRKksLBwUFI6NjZ2WHDhg04ceKESpLC3Nwc9+/fR0FBAaTSykstVHuSomPHjsjMzHzt9cDAQAQGBr72uq6uLkJCQhASElIV4dU6+X37CkkKANDZu5dJCiIiIiIieqfk5OSo7VN49epVODs7q9S1adNG7V6pVKqSREhOToZYLIabm5tQZ2RkBEdHR/z9998AgICAAHz88ce4cOECunTpgl69esHT0xMA0KVLF1haWsLZ2RndunVDly5d8OGHHwoJi9JycHBQ+WO8qakpjIyMVNqYmpri0aNHAICLFy/ixYsXsLOzU2mTk5ODW/89ZEEulyM0NBQ7d+7EgwcPkJeXh7y8PCH2Qi1atFApm5ubq+0fqa+vD6VSiZycHLVVEhWhsSNIqXLk9+sHvf9mBgFAeuIE8PQpYGiowaiIiIiIiEhbvOmPzDWFsbFxuePU1dUt9cz8wuUk3t7eSExMRExMDE6cOAF/f3/4+PggPDwcBgYGiI2NRXx8PI4fP47Q0FAsXLgQR48eRaNGjUodl46Ojtqzi89YEIlEwl4RCoUCpqam2L9/v1pfhQmSsLAwLF++HN9++y0cHR1Rv359LFiwQC0BUdKzlUqlSt2TJ0+gp6dXqQkKQINHkFLlUDRvDrmNjVAW5eVB5/BhDUZERERERERUvVq1aoXk5GSVOnt7e1wsMuscAM6dO/fWvhwcHKBQKJCQkCDUPX36FElJSXBwcBDqjI2NMWTIEERERCAsLAzbtm1Dbm4ugFezMzp16oS5c+ciPj4ez58/x8GDBysyxLdydnbGw4cPIRaLYWNjo/JlYmICADh9+jR69eqFIUOGoFWrVmjatCmuX79eruclJSWpzVSpDExS1HYiEQqKnfLBo0iJiIiIiOhd0rVrVyQnJyMjI0OoGz16NFJSUjBnzhxcu3YNu3fvxrp16wBAZYPN4mxtbdGnTx9MmTIFp06dwuXLlxEUFAQDAwP4+fkBAL7++mvs3bsXN27cQHJyMvbs2YMmTZpAV1cXBw4cQEREBC5evIg7d+4gMjIS2dnZsLe3r9LvQefOneHh4YFhw4YhJiYGt2/fRkJCAr755hucOnUKwKv9JWJjY3H69GlcvXoV06dPx507d8r1vNOnT6Nbt26VOQQATFJohfx+/VTKOjExwH8zeERERERERNquRYsWcHV1VTkS09raGqtXr8b+/fvh6emJiIgIzJw5EwCgp6f3xv7Cw8PRunVrDB06FN26dcPLly8RFRUlbEipq6uLRYsWwdPTEz179kR2djZ++eUXAK/2r4iOjsaAAQPg5uaG5cuX48cff0T79u0BvDpMQiaTIS4urlK/ByKRCL/++iu8vLwwefJktG3bFqNHj8b169eFZSbTp09H69at4efnhz59+qBu3bpC4qUs7t+/j4SEBAwfPrxSxwAAoszMTOXbm1F1u3btGpo1a1a6xgoFDD74AOKHD4Wq55GRKPD2rqLoKkeZxlhLcYzaQdvHqO3jAzhGbcExageOUTtwjNqhpDFmZWWpbc5YWxw+fBizZs3CmTNnhD0mcnJyVBISERERCA4ORkpKyhtnU1SlzZs3Y/78+Th79ixkMlmF+ys+xurw5Zdf4unTp1i2bNlr25T3XeJMCm0gFiO/Tx+VKh0u+SAiIiIiondI9+7dERgYiHv37gl1a9euxblz53D79m1ERUUhJCQEQ4cO1ViCAgBiYmIwb968SklQaIqJiYlwRGll4+keWqKgXz/orl8vlKX79gE//ACUcpdaIiIiIiKi2m7s2LEq5du3byMsLAwZGRmwsLDAmDFjMGPGDA1F98qGDRs0+vzKMGnSpCrrm0kKLVHQsSOUhoYQPX0KABCnp0Ny9izkHh4ajoyIiIiIiEgzFixYgO+//17TYVAZcLmHtqhTB/nF9qDgkg8iIiIiIiKqTZik0CIFxU75kEZHA0rui0pERERERES1A5MUWiS/e3co69QRypJbtyBOStJgRERERERERESlxySFNjEwQEHnzipVXPJBREREREREtQWTFFomv9iSD53oaA1FQkRERERERFQ2TFJomYLevaEscuav5NIliFJSNBgRERFVNcn58zD59VeIbt/WdChEREREFcIkhZZRmpioHTvK2RRERNpLEhuL+l26oHFICOp7e0N0966mQyIiItKIzMxMNGvWDLdu3dJ0KBrj5OSEsLCwUrdPT0+Hra0t7t27V4VRlQ2TFFoov29flTKTFERE2qvOunXCf4vT06G7bJkGoyEiItKcJUuWwNvbG02bNtV0KBpz7NgxBAQElLq9iYkJhgwZguDg4CqMqmyYpNBCxfelkJw+DdGjRxqKhoiIqpLk4kWVcp3NmyF6/FhD0RAREWnGixcvsHHjRowYMaJC/SgUCsjl8kqKqvo1bNgQdevWLdM9w4cPR2RkJJ48eVJFUZUNkxRaSNmkCeQtWghlkUIB6f79GoyIiIiqxLNnkNy8qVIlevkSdVav1lBARESkjWQyo2r9Ko+YmBiIRCJ4FFv6HhMTgzZt2sDMzAy9e/fGjh07IJPJkPLfffu2bNmC999/H4cOHUK7du1gYmKC5ORkZGZmYuzYsWjcuDHMzc3h4+ODK1euCP1mZWUhKCgIdnZ2MDMzg7OzM8LDw4Xr69atg6urK8zMzGBjY4NBgwahoKCg1OMZN24c/P39sXTpUtjb28Pa2hrz5s2DQqFAcHAw7OzsYG9vj6VLl6rcV3y5h0wmw/r16/Hxxx/DwsICzs7O2L59u8o9jo6OMDc3x549e0odX1VikkJL8ZQPIiLtJ7l8ucT6Oj//DLx8Wc3REBERac6pU6fg4uICUZFDBFJTUxEQEIAePXrg5MmTGDt2LObOnat2b05ODkJCQhAaGoozZ87AysoK48aNw7lz57B161YcOXIE+vr68PX1xcv//v910aJFSEpKwvbt23H27FksX74cFhYWAIDz589j2rRpmDlzJs6ePYvff/8d3bp1K9eYUlJSsHfvXvzwww9YtmwZ/Pz8kJeXhwMHDmDWrFmYN28eLhabVVnc999/jz59+uDkyZMYNGgQJk6ciNTUVJU2rq6uOHnyZJljrApMUmip4kkK6bFjQHa2hqIhIqKqILl0qcR68aNHqPPLL9UcDRERkeakpqbC3NxcpW7t2rVo3LgxvvnmGzRr1gw+Pj4YPXq02r1yuRwhISHw8PCAnZ0dHj58iP3792Pp0qXo0KEDWrRogZUrV+LZs2eIjIwUnufs7AxXV1dYW1vDy8sLAwYMEK7Vq1cPvXv3hrW1NZycnDBhwgRIpdIyjcnQ0BCLFy+Gvb09fH194ezsjLS0NMydOxd2dnYYM2YMrKysEB8f/8Z+/P394e/vDxsbG8yePRtSqRSnTp1SaWNubq6WuNAUJim0lKJlSyisrYWyKDcX0iNHNBgRERFVNkli4muv1Vm+HKjFa2qJiIjKIicnB3p6eip1V69ehbOzs0pdmzZt1O6VSqVwcnISysnJyRCLxXBzcxPqjIyM4OjoiL///hsAEBAQgF27dqFDhw6YM2eOyiyELl26wNLSEs7Ozvjkk0+wdetWPHv2rMxjcnBwgEQiEcqmpqZwdHRUaWNqaopHb9l/sEWRrQCkUimMjY2Rnp6u0kZfX1+YJaJpZUvlUO0hEiG/Xz/oFlkXpRMdjQIfHw0GRURElel1MykAQHLjBqT79qHgww+rMSIiItJGmZlZmg7hrYyNjZGZmVmue3V1dVWSAW9SuJzE29sbiYmJiImJwYkTJ+Dv7w8fHx+Eh4fDwMAAsbGxiI+Px/HjxxEaGoqFCxfi6NGjaNSoUanj0tHRUXt28dkYIpEICoWizP0olUqVuidPnqBhw4aljq0qcSaFFlPbl+LAASAvT0PREBFRpcrPh7jIBl4AkN+9u0pZtwznpBMREdVmrVq1QnJyskqdvb292n4N586de2tfDg4OUCgUSEhIEOqePn2KpKQkODg4CHXGxsYYMmQIIiIiEBYWhm3btiE3NxfAqxkLnTp1wty5cxEfH4/nz5/j4MGDFRlilbpy5YrarBNNYZJCi8nd3aEokg0TPX0KaQ3ZDIWIiCpGnJwMUZHEc56JCXLmzVNpI01IgOSPP6o5MiIiourXtWtXJCcnIyMjQ6gbPXo0UlJSMGfOHFy7dg27d+/GunXrAEBlg83ibG1t0adPH0yZMgWnTp3C5cuXERQUBAMDA/j5+QEAvv76a+zduxc3btxAcnIy9uzZgyZNmkBXVxcHDhxAREQELl68iDt37iAyMhLZ2dmwt7ev2m9COb148QIXLlwo1+aeVYFJCm0mkaCgd2+VKilP+SAi0grF96N44eAARcuWyC/2DwzdH3+szrCIiIg0okWLFnB1dcWOHTuEOmtra6xevRr79++Hp6cnIiIiMHPmTABQ27+iuPDwcLRu3RpDhw5Ft27d8PLlS0RFRUFfXx/AqyUiixYtgqenJ3r27Ins7Gz88t9Nq42MjBAdHY0BAwbAzc0Ny5cvx48//oj27dsDAOLi4iCTyRAXF1cV34oy27dvHywtLYX4NI17Umi5/H79UGfTJqGsEx2NnJAQQMz8FBFRbaaWpLC3Rz0AuZMmQafIRsnS/fshvnYNimbNqjlCIiKi6jVz5kzMmjULY8aMEfaY6NGjB/r37y+0iYiIgKGhIUxMTAAAw4cPx/Dhw9X6kslkWLFixWufNW3aNEybNq3Ea+3atcPevXtfe29KSgpMTExUNussLiIiQq1u+/btanWHDx9GTk6OUE4s9u+DkvbpKN4mPDwcM2bMeG0s1Y2fVLVcQadOUNavL5TFaWmQlGIdFhER1WzFN8188d81svKOHSFv1UqoFymVqPPTT9UaGxERkSZ0794dgYGBuHfvnlC3du1anDt3Drdv30ZUVBRCQkIwdOjQNy73qGoxMTGYN28eZDKZxmIolJ6eDh8fH/j6+mo6FAFnUmg7PT3kd++OOr/9JlRJo6Mhb9tWg0EREVGFKJVqMyleFq5zFYmQO2kS6gYGCtfqbNuG3C++gNLUtDqjJCIiqnZjx45VKd++fRthYWHIyMiAhYUFxowZo/FZAxs2bNDo84syMTHB5MmTNR2GCs6keAcUFD/lY+9eoNiRM0REVHuI7tyBKOt/x8EpDQ2Ra2EhlPMHDIDC0vJ/7XNzUWfVqmqNkYiIqCZYsGABrly5gn/++Qfnz5/HnDlzUKdOHU2HRW/AJMU7IN/bG8oiZ+NKrl+HuNjxPEREVHsUn0Uhb9FCda8hqRS548ertKmzZg3w/Hl1hEdERERUbkxSvAuMjFDQsaNKlQ5P+SAiqrWK70dRdA+KQnkjR0JpZCSUxU+eoM7mzVUeGxEREVFFMEnxjii+5EP6ht1miYioZlObSVHS7uD16yM3IEClSjc8HCgoqMrQiIhICyi5NJwqqCLvEJMU74j83r2hLLKDrfT8eYju3tVgREREVF6lSlIAyAsKgrLIultxSgp09uyp0tiIiKh2q1evHjIzM5mooAp58eIF9PT0ynUvT/d4RyjNzSFv2xbShAShTmffPuQFBWkwKiIiKitRRgbERZLMSh0dKJo3B1JS1Noqzc2R7++POps2CXV1fvwR+QMGABo8eo2IiGouqVQKAwMDPH36VNOhVIqnT5/C0NBQ02FUqZo4RqlUCl1d3fLdW8mxUA2W36+fapJi714mKYiIahlxsVkUCgcH4A27lOdOnKiSpJCePw/JyZOQe3lVWYxERFS7SaVSGBXZ16g2e/jwIaysrDQdRpXStjFyucc7pKBvX5WyJD4eoowMDUVDRETlUZpNM4tSODggv2dPlTrdsLBKj4uIiIioMjBJ8Q5R2NpC3ry5UBbJ5ZAePKjBiIiIqKxKux9FUbmTJqmUdQ4dgvjKlUqNi4iIiKgyMEnxjskvNptCh6d8EBHVKmpJirfMpAAAefv2KHB1VanTXb68UuMiIiIiqgxMUrxj8osfRXr0KPDihYaiISKiMnn5EuKrV1Wq5C1bvv0+kUh9NsWvv0L04EFlRkdERERUYUxSvGMUzs5QWFoKZdHLl68SFUREVONJrlyBSC4XyvImTYBSbmxW0K8f5E2bCmVRfj7qrFxZ2SESERERVQiTFO8akYhLPoiIaim1kz1KsR+FQCJB3oQJKlW6a9cCz55VRmhERERElYJJindQ8SSF9MABID9fQ9EQEVFpqZ3sUZYkBYC8YcOgeO89oSx6+hR1NmyolNiIiIiIKgOTFO8gefv2Kv9IFWdmQnLqlAYjIiKi0ijPppkq6tZFXmCgSpXuihVMVBMREVGNwSTFu0gqRUGvXipVXPJBRFTDyeWQXL6sWlXGmRQAkBcUBKWenlAW370LnV27KhweERERUWWo9iRFWloaxo4dC1tbW5iZmcHd3R0nT54UriuVSgQHB+ODDz6Aubk5+vbtiyvFznLPzMxEUFAQrK2tYW1tjaCgIGRmZlb3UGo1tX0p9u0DlEoNRUNERG8jvnkToufPhbLC2BhKC4sy96Ns2BB5w4ap1On++CP/H0BEREQ1QrUmKTIzM9GzZ08olUr8+uuvOHPmDL7//nuYmJgIbZYtW4affvoJ3333HY4ePQoTExMMHDgQz4ps7BUYGIhLly4hKioKUVFRuHTpEj799NPqHEqtV9C1K5R16wpl8b17kFy4oMGIiIjoTdSWejg5ASJRufrKmzAByiL3Sv76C9LjxysSHhEREVGlqNYkxY8//ghzc3OsXLkSrq6uaNKkCTp16gQHBwcAr2ZRRERE4D//+Q98fHzg6OiIiIgIZGdnIyoqCgCQnJyMw4cPY+nSpXBzc4ObmxtCQ0Nx8OBBXLt2rTqHU7vp66OgWzeVKimXfBAR1VjiYptmKsq6H0XRe21tUdCvn0pdnR9/LHd/RERERJWlWpMU0dHRcHV1xejRo2FnZwdPT0+sWrUKyv9OMU1JScE///yDrl27Cvfo6+ujffv2OHPmDAAgISEB9evXh7u7u9DGw8MD9erVE9pQ6fAoUiKi2qPEmRQVkDtpkkpZ59gxtUQIERERUXWTVufDbt++jTVr1mD8+PH4z3/+g8TERMycORMAEBQUhH/++QcAVJZ/FJYfPHgAAHj48CGMjY0hKjJNVSQSoWHDhnj48OFrn10bZ1lUdcySZs3gLJFALJe/Kicn405MDHKbNKnS5xZVG38uZcUxagdtH6O2jw+o5WNUKuF8/rxK1U1DQ+QUG1OZxiiTwcHZGQYXLwpVed98g1sLF1Yo1KpWq3+OpcQxageOUTtwjNqBY6xZmjVr9sbr1ZqkUCgU+H//JW27zAAAIABJREFU7/9h7ty5AABnZ2fcvHkTq1evRlBQUJU++23fiJrm2rVr1RKz3MsL4iLrkO0uX0aet3eVPxeovjFqEseoHbR9jNo+PqD2j1GUlgadjAyhrNTXh1X37oBEItSVZ4ziGTOA4cOF8nsxMdBZvBhKS8uKB10FavvPsTQ4Ru3AMWoHjlE7cIy1T7Uu9zAzMxP2nyhkb2+Pu3fvCtcBID09XaVNeno6TE1NAQCmpqZ4/PixsEQEeLWXxaNHj4Q2VHoFXPJBRFTjSYotw5A7OqokKMqroHdvyIv8o0Ykl0M3IqLC/RIRERGVV7UmKTw8PHD9+nWVuuvXr8PKygoA0LhxY5iZmeHYsWPC9ZycHJw+fVrYg8LNzQ3Z2dlISEgQ2iQkJOD58+cq+1RQ6RTfl0L6558Q/XdpDRER1Qxq+1FUYNNMFWIxcidOVKmqs2EDwGO9iYiISEOqNUkxfvx4nD17FosXL8bNmzfx22+/YdWqVQgMDATwam+JcePGYdmyZdi9ezeSkpIwfvx41KtXD76+vgAABwcHdO/eHVOmTEFCQgISEhIwZcoU9OzZU6umuFQXpYUFClxdVep09u3TUDRERFQScbEkhaKCm2YWle/vD0WRmYii7GzUWb++0vonIiIiKotqTVK0bt0aW7Zswa5du9CuXTssXLgQX3zxhZCkAIDJkydj3LhxmD59Orp06YK0tDTs3LkTBgYGQpvVq1ejZcuWGDx4MAYPHoyWLf8/e3ceHlV5vg/8Pme2zEyCEQj7phIIEBB/QEAQKGE1sUVEWtw3jARBQESlFQU3tFYFZEf8VkVEGhApS6JARBAkUKpUNlEEZQlLWEKSyWzn/P5Aj3NmWALOzDvL/bkur6vvc4bMPVARnrzv86Zj9uzZ4fwoMcX/yAevIiUiiiwBxz2CtZMCABIS4PKbC2WZNQtwOoP3HkRERERVFNbBmQDQt29f9O3b94LPJUnCuHHjMG7cuAu+Jjk5GXPmzAlFvLjkvuUWJDz/vLY2rl9/bqtvcrLAVEREBAA4exaGffu0pSrL52ZSBJHrwQdheeMNSBUVAAC5uBimf/0L7rvvDur7EBEREV1KWHdSUGRSmjWDt1kzbS15PDB9+qnARERE9CvDt9/q1kpqKmCzBfU91OrV4fJrSFimTQN8hlQTERERhQObFAQgcIAmb/kgIooMAUMzgziPwpdz2DCo8m9/LDDs3g3jZ5+F5L2IiIiILoRNCgIAeG65Rbc2rlkDOByC0hAR0a8C5lGEqEmhNmkC96236mqWqVND8l5EREREF8ImBQEAvDfcAKVePW0tlZfD+Pnn4gIRERGAwJ0USjCHZvpxPvaYbm3csAGG//43ZO9HRERE5I9NCjpHluHOytKVeOSDiEgwtxvyrl26Uqh2UgCA0rYtPF276mpm7qYgIiKiMGKTgjRu/yMfq1YBHo+gNEREJO/ZA8nl0tZKvXpQa9YM6Xs6R4zQrU2ffAJp//6QvicRERHRr9ikII23SxeoV12lreWTJ2H46iuBiYiI4lu4hmb68vTuDW+LFtpaUhRYZswI+fsSERERAWxSkC+TCe6+ffUlHvkgIhImXEMzdSQJzuHDdSXz/PmQTp4M/XsTERFR3GOTgnT8j3yYVqwAVFVQGiKi+CZiJwUAuAcNglK3rraWKipgnjcvLO9NRERE8Y1NCtLx9OwJNSFBW8s//wzZ7zt5REQUBqoa2KS4/vrwvLfZDOfQofrSnDlAZWV43p+IiIjiFpsUpGe3w9Ojh67EIx9EROEn/fQTpDNntLVarRrURo3C9v6u+++HmpSkreXjx2FauDBs709ERETxiU0KCnDeIx9ERBRWAfMoWrUC5DD+Z/uqq+C6915dyTJtGqAo4ctAREREcYdNCgrguflmqD5/EDbs3An5xx8FJiIiij8BRz3atAl7BmduLlSjUVsbvv8expUrw56DiIiI4gebFBRArV4d3s6ddTUjj3wQEYWVqKGZvtQGDeC+7TZdzTJtWthzEBERUfxgk4LOi0c+iIjEioSdFADgHDFCtzZ+9RUMRUVCshAREVHsY5OCzsudna1bGzZvhnTsmKA0RETxRTp5EvLBg9paNZmgpKUJyaK0bg13ZqauZpk6VUgWIiIiin1sUtB5qQ0b6q66k1SV55CJiMJE9ttFoaSlAWazoDSA87HHdGvjihWQv/9eUBoiIiKKZWxS0AXxyAcRkRgBN3sImEehe//u3XUZJFWFefp0gYmIiIgoVrFJQRfk36QwrlsHlJYKSkNEFD8iZR6FRpICZlOYFyyAdPy4oEBEREQUq9ikoAtS0tLgvfZabS25XDB99pnARERE8SESbvbw5x4wAEqDBtpacjphnjtXYCIiIiKKRWxS0IVJEjz+uyl45IOIKLQcDsjffacredPTBYXxYTLBmZurK5nffhuoqBAUiIiIiGIRmxR0UQFzKT77DHA6BaUhIop9hl27IHm92trbpAlw1VXiAvlw3Xsv1GrVtLV88iTMH3wgMBERERHFGjYp6KK87dtDqV1bW0tnz56bTUFERCERcLNHBBz10CQlwfnQQ7qSefp0wKepQkRERPR7sElBFyfLcGdl6Uq85YOIKHQCbvYQPTTTjysnB6rJpK0N+/fD+O9/C0xEREREsYRNCrqkgLkUK1fyu2ZERCESiUMzfal168L95z/rapapUwFVFZSIiIiIYgmbFHRJnq5d9WeQjx+HoahIYCIiohjl9cLw7bf6UoTtpAAQcB2pcds2GDZuFJSGiIiIYgmbFHRpZjPcffroSjzyQUQUfPK+fZB8bstQatSAWreuwETnp6Slwd23r65mmTpVUBoiIiKKJWxSUJX43/JhXL6cW3uJiIIsYB5F69aAJAlKc3H+uylMBQWQd+8WlIaIiIhiBZsUVCWenj2hWiza2rB/P+QdOwQmIiKKPQE3e0TgUY9febt0gef//T9dzTJtmqA0REREFCvYpKCqSUqC5w9/0JV45IOIKLjOu5MiUkkSXP67KRYtglRcLCgQERERxQI2KajK3NnZurVp+XJBSYiIYpCqRvz1o/7cf/wjlMaNtbXkcsE8e7bARERERBTt2KSgKvPcfDNU+bf/yxj+9z9I+/eLC0REFEOko0chnzihrVWrFUrTpgITVYHRCOejj+pKlnfeAc6eFRSIiIiIoh2bFFRlakoKvB076mqmlSsFpSEiii0BuyhatQIMBkFpqs51111Qrr5aW0tnzsD8/vsCExEREVE0Y5OCLov/LR888kFEFBwGv6GZET2PwpfdDteQIbqSZcYMwO0WFIiIiIiiGZsUdFn851IYvvoKks/2ZCIiujL+Oyki+WYPf66cHKgJCdpaPngQpqVLBSYiIiKiaMUmBV0WtUkTeNPTtbWkKDCuWiUwERFRbPC/fjRqdlLg3HFA1x136GqWqVMBVRWUiIiIiKIVmxR02Xjkg4goyEpLYdi3T1uqsgxvy5YCA10+16OPQpUkbW343/9gWLdOYCIiIiKKRmxS0GXzP/Jh/PxzTnInIvodDDt26NZKaipgswlKc2WUpk3hycrS1SxvvSUoDREREUUrNinosinp6VAaN9bWktMJ49q1AhMREUW3gJs9ouiohy/nY4/p1qY1ayB/+62gNERERBSN2KSgyydJPPJBRBREATd7RNHQTF/ejh3h8buqmrspiIiI6HKwSUFXxP/Ih6mgAHC5BKUhIopu/k0KJUp3UgCAc8QI3dq0eDGkgwcFpSEiIqJowyYFXRFvx45QatbU1lJpKYwbNghMREQUpdxuyLt26UrRetwDADxZWfBed522ljweWGbNEpiIiIiIogmbFHRlDIaAAWlGHvkgIrps8p49kHx2oin16kH1aQJHHVmGa/hwXcn87rvAmTOCAhEREVE0YZOCrljAkY+VKwFFEZSGiCg6xcrQTF+uwYP1u+3Onj3XqCAiIiK6BDYp6Ip5uneHmpioreXiYhj+8x+BiYiIok/A0MwYaFLAaoUrJ0dXssyaxdlFREREdElhbVJMmjQJycnJun+aNWumPVdVFZMmTUJaWhrq1KmD7Oxs7PI7p3v69Gnk5OSgUaNGaNSoEXJycnD69Olwfgz6VUIC3L1760q85YOI6PLE4k4KAHANGQLVZtPW8uHDMOXlCUxERERE0SDsOylSU1OxZ88e7Z+NGzdqz6ZMmYLp06fj1Vdfxdq1a5GSkoIBAwbg7Nmz2muGDBmC7du3Iy8vD3l5edi+fTseeeSRcH8M+oXH78iHcflyQFUFpSEiijKqGriT4vrrBYUJLrV6dbjuuktXs0ybxv9GEBER0UWFvUlhNBpRu3Zt7Z+av5xZVVUVM2fOxKhRo9C/f3+0bNkSM2fORFlZGfJ++c7Lnj17sHr1akyePBkZGRnIyMjAm2++iYKCAuzduzfcH4UAuHv3hmoyaWvDDz9A3rNHYCIiough/fQTpNJSba1Wqwa1USOBiYLL+eijUOXf/qhh2LkTxtWrBSYiIiKiSBf2JsX+/fuRlpaGNm3a4MEHH8T+/fsBAAcOHMDRo0eRmZmpvdZqtaJz587YvHkzAKCoqAiJiYno2LGj9ppOnTrBbrdrr6Ewu+oqeLp315V45IOIqGoCjnqkpwNy7IyLUps0gftPf9LVLFOnCkpDRERE0cAYzjdr3749ZsyYgdTUVJw4cQKvvfYa+vTpg6+++gpHjx4FAKSkpOh+TEpKCo4cOQIAOHbsGGrUqAFJkrTnkiShZs2aOHbs2EXfOxp3WkRL5podOqCJz3fGvIsXY2///lX6sdHyGX8PfsbYEOufMdY/HxCZn7HeunWw+6xLGjbEz78jZyR+Rtutt6Ll0qXa2rh+PQ4tW4aKFi2u6OtF4mcMNn7G2MDPGBv4GWMDP2NkSU1NvejzsDYpevsNWWzfvj3atm2LBQsWoEOHDiF970v9RESavXv3Rk1m6f77ob7yCqRfzhnbd+1CM6sVaoMGF/1x0fQZrxQ/Y2yI9c8Y658PiNzPaDt4ULdO6tbtinNG6mdEaio8XbrA+OWXWqnpJ5/A4bfDoioi9jMGET9jbOBnjA38jLGBnzH6CN1TmpiYiLS0NOzbtw+1a9cGABw/flz3muPHj6NWrVoAgFq1aqGkpASqz9AtVVVx4sQJ7TUUfmrt2vBmZOhqphUrBKUhIooehm+/1a1j5WYPf87HHtOtTUuXQjpwQFAaIiIiimRCmxSVlZXYu3cvateujcaNG6N27dooLCzUPd+0aZM2gyIjIwNlZWUoKirSXlNUVITy8nLdnAoKP7ffLR+cS0FEdHHSyZOQfXZSqCYTlLQ0gYlCx9O7N7w+n03yemGZMUNgIiIiIopUYW1SPPPMM9iwYQP279+PrVu34r777kNFRQXuuOMOSJKE3NxcTJkyBcuWLcPOnTsxbNgw2O123H777QCA5s2bo1evXhg9ejSKiopQVFSE0aNHo2/fvjG1vSUaeW65Rbc2bNwI6eRJQWmIiCKf7Hf1qJKWBpjNgtKEmCzDOXy4rmR+/31Ip04JCkRERESRKqxNisOHD2PIkCHo0KED7rnnHpjNZnz22Wdo9Mt1ayNHjkRubi7Gjh2LHj16oLi4GEuWLEFSUpL2Nd5++22kp6dj4MCBGDhwINLT0zF79uxwfgw6D+Xaa+Ft2VJbS14vjPn5AhMREUW2gJs9YvSox6/cgwZBqVNHW0sVFTDPmycwEREREUWisA7OfOeddy76XJIkjBs3DuPGjbvga5KTkzFnzpxgR6MgcGdlwbBzp7Y2LV8O9513CkxERBS5DH47Kbxt2ghKEiYWC1yPPIKEiRO1knnOnHM7LBISBAYjIiKiSBI7l7GTcG6/Ix/GwkKgokJQGiKiyBbQpIjxnRQA4HzgAaiJidpaPnYMpkWLBCYiIiKiSMMmBQWNcv31UHyuHZUcDhjXrBGYiIgoQjkckL/7TlfypqcLChNGyclw3XuvrmR56y1AUQQFIiIiokjDJgUFjyTxlg8ioiow7NoFyevV1t4mTYCrrhIXKIycublQDQZtbdi7lzOMiIiISMMmBQVVwJGPggLA7RaUhogoMsl+QzOVWJ9H4UNt2BDugQN1NctbbwlKQ0RERJGGTQoKKu+NN0KpXl1by6dPw7Bxo8BERESRJx7nUfjyv47UuGkTDFu2CEpDREREkYRNCgouoxGefv10JR75ICLSi7frR/0pbdrA/Yc/6GrcTUFEREQAmxQUAv5HPkwrVgCqKigNEVGE8Xph2LFDX4qj4x6/cj32mG5t/Pe/Ie/bJygNERERRQo2KSjoPD16QLXZtLV8+DAM//2vwERERJFD/uEHSD7XMys1akCtW1dgIjE8PXrobjSRVBXm6dMFJiIiIqJIwCYFBZ/VCk/PnrqSkUc+iIgAnGceRZs2gCQJSiOQJME5YoSuZP7gA0gnTggKRERERJGATQoKifMe+SAiIsh+TQolzuZR+HLfdhuU+vW1tVRZCfPcuQITERERkWhsUlBIuPv2hWo0amvDnj2Q9+4VmIiIKDIEDM2Mw3kUGpMJzqFDdSXz3LmAz3EYIiIiii9sUlBoJCfDc9NNuhJv+SCiuKeqcX+zhz/XffdBrVZNW8snT8L84YcCExEREZFIbFJQyHj8jnwYeeSDiOKcVFwM2Wfmgmq1QmnaVGCiCFCtGlwPPKArmadNA7xeQYGIiIhIJDYpKGTcWVm6tXHrVkiHDwtKQ0QkXsDQzFatAINBUJrI4Rw6FKrJpK0NP/7IgctERERxik0KChm1Xj142rXT1UwrVwpKQ0QkHo96nJ9aty7cgwbpapa33gJUVVAiIiIiEoVNCgopHvkgIvqN/04KJZ6HZvrxv47UuHUrDJs2CUpDREREorBJQSHlfxWpcf164PRpQWmIiMSSuZPigpQWLeDu00dXs0ydKigNERERicImBYWUkpoKb7Nm2lryeGAqKBCYiIhIkNJSGH78UVuqsgxvy5YCA0Ue5/DhurUpPx/yd98JSkNEREQisElBIee/m8LEIx9EFIcMO3bo1kpqKmCzCUoTmbxdu8LTtq2uZpk2TVAaIiIiEoFNCgq5gLkUq1cDDoegNEREYgQMzeQ8ikCSBNdjj+lKpoULIR09KigQERERhRubFBRy3rZtodSrp62ligoYCwsFJiIiCr+A60c5j+K83H/6E5RGjbS15HLBPGeOwEREREQUTmxSUOjJMtzZ2bqSaflyQWGIiMTw30mhsElxfkYjnI8+qiuZ580DysoEBSIiIqJwYpOCwiLglo/8fMDjEZSGiCjMXC7Iu3frStxJcWGuu++GkpysreXTp2F+/32BiYiIiChc2KSgsPB27qz/A+fJk0j65huBiYiIwkfesweSy6WtlXr1oNasKTBRhLPb4RoyRFeyzJjB5jYREVEcYJOCwsNkgqdvX10pmXMpiChOcB7F5XPl5EC1WLS1/PPPuHrtWoGJiIiIKBzYpKCw8T/ykbxuHaCqgtIQEYUPmxSXT61VC+7Bg3W1Ou+/z/9uEBERxTg2KShsPJmZUBMStLWluBgyj3wQURzg9aNXxjl8OFRJ0tb23bth+OILgYmIiIgo1NikoPCx2+HJzNSVrI8/DnnvXkGBiIjCQFUDd1KwSVElSmoqPDffrKtZ3npLUBoiIiIKBzYpKKwCbvnYtg2JXbvC/NZbgNcrKBURUehIBw5AKi3V1mq1alAbNxaYKLo4H3tMtzatXg15zx5BaYiIiCjU2KSgsHIPGABverquJlVWwjp+POxZWZC//15QMiKi0AjYRZGeDvgcYaCL83bsCE+HDrqaadkyQWmIiIgo1NikoPCyWlG+eDHcWVkBj4ybNyPxpptgnjEDUBQB4YiIgi9gHgWHZl4eSYLrrrt0JeOqVYLCEBERUaixSUFhp9aujYoPPsC+iROhJCfrnkmVlbD+9a+wZ2dD3rdPUEIiouDhPIrfz9Ovn25t3LYN0pEjgtIQERFRKLFJQWJIEk5mZaFs0ya4+/YNeGzctAmJXbrAPHs2d1UQUVTj9aO/n1qnDjzt2ulqxoICQWmIiIgolNikIKHUunVRsXAhKmbOhFqtmu6Z5HDA+tRTsP/xj5D27xcTkIjod5BKSiAfOqStVZMJSlqawETRy/+WDxOPfBAREcUkNilIPEmC+447cParr+Du0yfgsfHLL5HUpQvMc+dyVwURRRX52291ayUtDTCbBaWJbm6/JoXx88+BsjIxYYiIiChk2KSgiKHWq4eKjz5CxbRpgbsqysthHTsW9j/9ibsqiChqBAzN5DyKK6a0bAlnvXraWnI6YSwsFJiIiIiIQoFNCooskgT33Xfj7MaNcPfsGfDYuGHDuV0V8+ZxVwURRTzOowgiScLprl11JR75ICIiij1sUlBEUhs0QEVeHiqmToWalKR7JpWXwzpmDOwDBkD66SdBCYmILo07KYLrdPfuurWxoADwegWlISIiolBgk4IilyTBfe+953ZV/OEPAY+N69YhqXNnmP75T0BVw52OiOjiHA7I332nK3lbtRIUJjaU3XCD7jigXFICw5YtAhMRERFRsLFJQRFPbdgQFR9/jIrJk6EmJuqeSWVlsI0aBdttt0H6+WdBCYmIAhl27oTkcyzN26QJcNVV4gLFANVoDBiwbFq5UlAaIiIiCgU2KSg6SBLc99+Ps19+CU+3bgGPTYWF53ZVvPced1UQUUSQ/eZRKDzqERT+V5EaOZeCiIgoprBJQVFFbdwY5UuXwvH661Dtdt0z6exZ2B57DLZBgyAdOiQoIRHROQHzKDg0MyjcPXtCNRq1tWHvXsh79wpMRERERMFU5SbFnj17sMXn3KfD4cDzzz+PO++8E7Nnzw5JOKLzkmW4Hnro3K6Km24KeGxavRpJN94I0/z53FVBRMIE3OzBnRTBkZwc8Hu/MT9fUBgiIiIKtio3KcaMGYN8nz8EPPvss5g1axacTicmTJiAqVOnhiQg0YWoTZqgfNkyOP7+d6g2m+6ZVFoK2/DhsP3lL5AOHxaUkIjiltcLw44d+hJ3UgSN/5EPzqUgIiKKHVVuUuzatQsdOnQAALjdbnz00UeYNGkSFi9ejPHjx2P+/PkhC0l0QbIMV04Oyr78Ep4bbwx4bPr003O7Kj78kLsqiChs5B9+gFRRoa2VmjWh1q0rMFFscffrp1sbNm+GVFIiKA0REREFU5WbFBUVFUhKSgIAbNmyBeXl5fjjH/8IALj++uvx8xXcrPDGG28gOTkZY8eO1WqqqmLSpElIS0tDnTp1kJ2djV27dul+3OnTp5GTk4NGjRqhUaNGyMnJwenTpy/7/Sl2KNdcg/IVK+B45RWoVqvumXTmDGy5ubDdcQek4mJBCYkongQc9WjdGpAkQWlij9q4se46V0lRYCwoEJiIiIiIgqXKTYrGjRtj69atAIDly5ejTZs2qF69OgCgpKQEiX5XQ17Kli1b8M9//hOt/O6MnzJlCqZPn45XX30Va9euRUpKCgYMGICzZ89qrxkyZAi2b9+OvLw85OXlYfv27XjkkUcu6/0pBskyXEOHomzDBng6dQp4bMrPR2KnTjAtWsRdFUQUUv5DMxUe9Qg6t/+RD97yQUREFBOq3KQYNmwYXnzxRfTo0QOzZ8/WNQU2bNgQ0Gy4mDNnzuDhhx/GtGnTkJycrNVVVcXMmTMxatQo9O/fHy1btsTMmTNRVlaGvLw8AOcGeK5evRqTJ09GRkYGMjIy8Oabb6KgoAB7Od2bACjXXXduV8VLL0FNSNA9k0+fhi0nB7a77oJ09KighEQU6/yvH+XQzODzZGXp1sa1a4HKSkFpiIiIKFiq3KS49957sXTpUtx2221YsmQJBg8erD27+uqrkZubW+U3/bUJ0a1bN139wIEDOHr0KDIzM7Wa1WpF586dsXnzZgBAUVEREhMT0bFjR+01nTp1gt1u115DBIMBrkcfRdn69fBkZAQ8Nq1ceW5XRV4ed1UQUXCpKq8fDQNv27ZQfOZ8SOXlMK5fLzARERERBYPx0i/5TZcuXdClS5eA+rhx46r8Nd59913s27cPc+bMCXh29JfvbKekpOjqKSkpOHLkCADg2LFjqFGjBiSfs72SJKFmzZo4duzYBd83GndZRGPmyxWWzzh1KmovWID6s2ZBdrm0snzqFGxDhuDUBx/gwNNPw/PL8aVg469jbIj1zxjrnw8I32c0HT+O60+c0NZeiwV7VBUIw/vH269joxtvRK0lS7R1+cKF+KlJEwGpgivefh1jFT9jbOBnjA38jJElNTX1os+r3KTYuHEjTp06hezsbADn5lA89dRT2L17N7p3744JEybAZDJd9Gvs3bsXzz//PPLz8y/52mC71E9EpNm7d2/UZb5cYf2Mzz+P8rvvhnXYMBh/ma3yq6sLC3HV9u2o/Mc/4B4wIKhvy1/H2BDrnzHWPx8Q3s9o3LdPt1Zbt0ZqWlrI3zcefx2NgwcDPk2Kmhs3wtK0aVQPKY3HX8dYxM8YG/gZYwM/Y/Sp8nGP5557TnfLxtNPP41169ahQ4cOWLBgASZNmnTJr1FUVISSkhJ06tQJNWrUQI0aNfDll1/i7bffRo0aNbRBnMePH9f9uOPHj6NWrVoAgFq1aqGkpASqzxZ9VVVx4sQJ7TVE56M0a4by/Hw4Jk6EajbrnsklJbA98ACs998Pyec7oERElyvgZg/OowgZT7duUG02bS0fOQLD118LTERERES/V5WbFHv37kXbtm0BnLuOdPny5XjllVfw5ptvYuLEiVji852MC8nOzsbGjRuxfv167Z8bbrgBAwcOxPr169G0aVPUrl0bhYWF2o+prKzEpk2btBkUGRkZKCsrQ1FRkfaaoqIilJeX6+ZUEJ2X0QjXyJEo++ILeP7f/wt4bF66FImdOsH4yScCwhFRLPBvUvBmjxBKSIDHZ44VABhXrhQUhoiIiIKhyk0Kt9sNi8WoboE2AAAgAElEQVQCANi8eTM8Hg/69OkDAGjatKk2T+JikpOT0bJlS90/NpsNV199NVq2bAlJkpCbm4spU6Zg2bJl2LlzJ4YNGwa73Y7bb78dANC8eXP06tULo0ePRlFREYqKijB69Gj07ds3pra4UGgpaWko//RTVD77LFS/o0fyiROw33cfrA8+CKmkRFBCIopWsv/QTO6kCCm33y0fvIqUiIgoulW5SZGamoo1a9YAABYtWoQOHTogKSkJAFBcXIyrr746KIFGjhyJ3NxcjB07Fj169EBxcTGWLFmivRcAvP3220hPT8fAgQMxcOBApKenY/bs2UF5f4ojRiOcjz+OsnXr4Plll5Av85Il53ZV/PvfAsIRUVQqLYXhxx+1pSrL8LZoITBQ7PP06QNV/u2PM4Zvv4X0008CExEREdHvUeXBmU8++STuv/9+vP/++ygtLcWCBQu0Z6tXr0brK9zOumLFCt1akiSMGzfuojeGJCcnn/d2EKIrobRsifLPPoNl8mRY/v53SG639kw+fhz2e+6Ba9AgVL76KtQQ3QBCRLHB8O23urWSmgr4zEyg4FNr1oS3Y0cYN23Saqb8fLhycgSmIiIioitV5Z0UWVlZKCoqwhtvvIFNmzahd+/e2rOMjAw88cQTIQlIFBYmE5xjx6KssBDe8zTczP/6FxJvvJFnnYnoojg0Uwz3zTfr1vy9moiIKHpVuUkBAE2aNEH//v3RtGlTXf3+++9Hhw4dghqMSAQlPR1la9eictw4qEb9RiP56FHY77wT1kceAU6fFpSQiCKZwX8eBYdmhoXHv0mxYQNw5oygNERERPR7XFaTYv/+/Xj88cfRuXNntGjRAp07d8aYMWOwf//+EMUjEsBkgvOpp1C2di28rVoFPDZ/9BGSOnWCMT9fQDgiimTcSSGGkpoKr883UCSPB6Zf5mgRERFRdKlyk+Lrr79G165dsWzZMtxwww0YPHgwbrjhBixbtgzdunXD17yXnGKM0qYNygoLUfnkk1ANBt0zubgY9sGDYc3N5a4KIjrH5YK8e7euxOtHw8fjd8uHkbd8EBERRaUqNymeeeYZtG7dGtu3b8f06dPx3HPPYfr06fjmm2/QunVrjB8/PpQ5icQwm+H8619RtmYNvC1bBj7+8EMkde4M42efCQhHRJFE3rMHksulrZX69aHWqCEwUXzxn0th+vRTwGcQMhEREUWHKjcptm3bhpEjR8LmN6XcZrNhxIgR+M9//hP0cESRQmnbFmWff47KJ54I3FVx+DDsgwbBOnw4z0ATxbGAox7p6YKSxCdvRgYUnxuYpDNnYPC58YOIiIiiQ5WbFAkJCTh58uR5n506dQoWiyVooYgiktkM5zPPoHz1anhbtAh8PH/+uV0Va9cKCEdEogUMzeQ8ivAyGODp21dXMvGWDyIioqhT5SZFnz59MHHiRGzy+67Epk2b8Pzzz6Nfv35BD0cUibw33HBuV8Xjj0OV9f8KyYcOwX7bbbCOHAmUlgpKSEQiBOyk4DyKsAs48rFqFaCqgtIQERHRlahyk+Lll19GkyZNkJ2djebNm6NLly5o3rw5srOz0bhxY7z00kuhzEkUWSwWOJ99FuWffQZv8+YBj83vvoukzp2RtHmzgHBEFHaqyps9IoAnMxOqz85O+cAByLt2CUxEREREl8tY1RdWr14d+fn5WL16NbZt24ajR4+idu3aaN++PTIzM0OZkShiedu1Q9m6dbC88gosU6dCUhTtmXzwIJqNGAGHJMF9110CUxJRqEkHDkDy2T2lVqsGtXFjgYniVGIiPN27nxua+QvTqlVwnmfwMREREUWmKjUpKisr0aVLF7z66qvo1asXevXqFepcRNEjIQHOCRPgyc6GddgwGPbu1R5JqgrrY49BrV4dHr9tyEQUOwLmUaSnA5IkKE1889x8s65JYVy1Cs4xYwQmIiIiostRpeMeCQkJOHPmDGS5yqdDiOKOt0MHlH3xBZwjRkD1+cuJ5PXC9sADMHz1lcB0RBRKPOoROdx+wzONW7dCKi4WlIaIiIguV5W7DoMGDcIHH3wQyixE0c9qReULL6Din//UDdWUKith/8tfIO/cKTAcEYUKh2ZGDrVePXhuuEFXMxYUCEpDREREl6vKMykaNGiApUuXokePHujVqxdq1aoFyfe7xZKEhx56KCQhiaKNp39/ON54A7ZRo7SadOYM7AMHoqygAGqjRgLTEVGwcSdFZPHcfDOM//2vtjatXAn3ffcJTERERERVVeUmxTPPPAMAKC4uxtdffx3wnE0KIj33/ffj0K5dqD97tlaTjxyB/bbbUJ6fD7VmTYHpiChYpJISyIcOaWvVZIJynlt/KHzcWVlIePllbW1ctw4oLwfsdoGpiIiIqCqq3KQ4depUKHMQxaQjDz2EmooCy9y5Ws3w/few/fnPKF+2DEhMFJiOiIJB9ttFobRoAZjNgtIQACitWkFp2BDyzz8DOHfkzvj55/BkZwtORkRERJdyySbF/v37YbVaUbt2ba329ttv616TmJiIwYMHBz8dUbSTJFS++iqkkhKYlyzRysZt22C75x5UfPQR/zJDFOU4jyICSRLcN98My5w5Wsm0ahWbFERERFHgok2KNWvWYNCgQfjwww/R95dp2V6vF2PHjtW9TpIkpKSkoGfPnqFLShStZBmOmTMhnTwJ0+efa2VTYSGsw4bBMWcOwJtziKJWwPWjbFJEBHdWlq5JYczPB7xewGAQmIqIiIgu5aJ/M3rvvffQu3dvrUHhq7CwEKdOncKpU6fwwAMP4L333gtZSKKoZ7Gg4v33AybOm/PykDBuHKCqgoIR0e/FoZmRydu5M9Rq1bS1fOIEDFu3CkxEREREVXHRJsWWLVswcODAS36RzMxMbNmyJWihiGJSUhIq/vUveK+7Tle2zJ4NyxtvCApFRL9LRQXk777Tlbzp6YLCkI7ZDHevXrqScdUqQWGIiIioqi7apDhx4gQaNmyoqxkMBjz//PNo0KCBVqtevTpOnDgRmoREMUStWRPlS5ZAqVNHV0944QWY3n1XUCoiulKGXbsgKYq29l5zDeDz3XsSy5OVpVub2KQgIiKKeBdtUiQmJuLkyZMB9REjRqCmz/WJJSUlSOQtBURVojZujPLFi6FedZWubh09GsZ//1tQKiK6EgE3e3AeRURx9+oF1fjb+C3Dnj2Qf/hBYCIiIiK6lIs2Kdq2bYv8/PxLfpH8/Hy0bds2aKGIYp3SqhXKFy6EmpCg1SRFgW3IEBg2bBCYjIguR8DQTM6jiCzJyfB27qwr8cgHERFRZLtok+LBBx/EggULsHDhwgu+5qOPPsLChQvx0EMPBT0cUSzz3ngjKt55B6rPpHnJ6YT9zjsDvjtLRJGJ149GPvfNN+vWppUrBSUhIiKiqrjoFaS33HILcnJykJubi7fffhs9evRAgwYNIEkSDh06hMLCQmzduhVDhw5FNu8eJ7psnqwsOCZPhm3ECK0mlZbCfvvtKCsogNqkibhwRHRxXi8MO3boS2xSRBz3zTfDOm6ctjZ89RWkkyehVq8uMBURERFdyEWbFAAwadIk3HTTTZg1axbeeustOJ1OAIDFYkGHDh0wf/58ZPkNpiKiqnPfcw8qT5xAwsSJWk0+ehT2AQNQXlAAtVYtgemI6ELkH36AVFGhrZWaNaHWrSswEZ2P2qQJvC1bwrBzJ4BzR+uMn34K9+DBgpMRERHR+VyySQEA2dnZyM7Ohtfr1QZpVq9eHQafbepEdOWco0ZBOnYMlpkztZrhxx/P7ahYvpy3BRBFoIB5FK1bA5IkKA1djDsrS2tSAOdu+WCTgoiIKDJddCaFP4PBgJSUFKSkpLBBQRRMkoTKl16C689/1pUN27fDfvfdwC87mIgocvjPo1A4NDNiefzmUhjXrOHvq0RERBHqspoURBRCsgzH9Olw9+qlKxu/+AK2nBzA6xUUjIjORz7fTgqKSN4bboBSu7a2lsrKYFy/XmAiIiIiuhA2KYgiicmEinffhad9e335k0+Q8OSTgKoKChbH+HNO56OqgTd7cCdF5JJlePr105V4FSkREVFkYpOCKNLY7ahYtAjeZs10Zcu8ebC8+qqgUPFHOnwYtrvuQrW6ddF09GjgzBnRkSiCSMXFkE+c0NaqzQbluusEJqJLCbiKdNUqNiGJiIgiEJsURBFIrV4d5YsXQ6lfX1dPeOUVmOfNE5QqfhhXrEBily4wrVgBqbISyRs2wPr446JjUQQJGJrZqhXAWU0RzdO9O1SbTVvLhw9D/uYbgYmIiIjofNikIIpQasOG5xoVycm6esITT8C4dKmgVDHO4UDCmDGw33UX5FOndI/MixfDlJcnKBhFmoCjHpxHEfmsVnh69NCVTDzyQUREFHHYpCCKYEpaGioWLYJqtWo1SVVhy8mBYd06gclij7xjBxIzM2G5yE4V6+OPQzp4MIypKFL576RQ2KSICuc98kFEREQRhU0KogjnzchAxbvvQvXZSi65XOe+2//11wKTxQhVhXnOHCRmZsKwa5f+kdEI1WzW1lJpKWy5uYCihDslRRiZQzOjkqdvX6iSpK0N27dD+vlngYmIiIjIH5sURFHA06cPHNOn62pSWRnsgwZB3rdPUKroJ5WUwHbHHbA++SQkp1P3zHvNNSgvKEDlhAm6unH9ephnzgxjSoo4Z87A8OOP2lKVZXhbtBAYiKpKTUmBNyNDVzPl5wtKQ0REROfDJgVRlHAPHgzHCy/oavLx47APGACpuFhQquhlWLfu3HDM8/wFxTV4MMq++ALedu3gGjoUpR066J4nPP885J07wxWVIoxhxw7dWmnWDPAZyEiRzZ2VpVvzKlIiIqLIwiYFURRxjRgB52OP6WrygQOwDxwInD4tKFWUcbthmTAB9ltvhezX3FGTklAxdy4cs2YBSUnnirKMH597DupVV2mvk5xO2B5+GPDbfUHxIeBmD86jiCoev7kUxvXrgdJSQWmIiIjIH5sURFGmcuJEuO68U1cz7NgB+513Ag6HoFTRQd63D/a+fZEweTIkVdU987Rvj7Pr18M9aFDAj3PXrg3HG2/oaoYdO5Dw8sshzUuRKeBmD86jiCpKaiq8112nrSW3G8a1awUmIiIiIl9sUhBFG0mCY+pUuPv21ZWNGzfCNmQI4PEIChbZTAsXIrFbNxi3bdPVVUlC5ZgxKF+1CmqTJhf88e6BA+G6/XZdzTx1KgwbNoQiLkUwXj8a5SQpYDeFaeVKQWGIiIjIH5sURNHIaETF//0fPJ066cqmFStgffxxwG+XQFwrLYU1Jwe2oUMhlZXpHin16qH8k0/gHD8eMJku+aUc//gHlPr1tbWkqrANHQqcORP02BShXC7IfrfA8PrR6BNwFWlBAeB2C0pDREREvtikIIpWNhvKFy4MuFXA/N57sLz0kqBQkcWwZQuSunaFedGigGfurCyUbdgAb7duVf+CycmomDFDV5IPHoT1qad+b1SKEvKePZB8/jKr1K8PtUYNgYnoSng7doRy9dXaWjpzBoavvhKYiIiIiH7FJgVRNEtORvnixVAaNNCVE/7xD5hnzRIUKgJ4vbC8/jrs/fpBPnBA90hNSIDjjTdQ8cEHUKtXv/wv3b07nMOG6WrmhQth/OST3xWZokPA0Mz0dEFJ6HcxGuHxOzJn4i0fREREEYFNCqIop9arh/IlS6D4/YXb+vTTMOXlCUoljnT4MOy33oqEF16A5PXqnnlbtkRZYSFcDz4ISNIVv0fls8/C27KlrmYdNQrSkSNX/DUpOnBoZuzwP/JhXLWKR+WIiIgiAJsURDFAadYMFf/6F1S7XVe35ubG1dR644oVSOzS5dyVgn6cDz+MsjVroPgdj7kiCQmomD0bqs8cC/nUKVgffZR/yYlxvH40dngyM6Gazdra8OOPkPfsEZiIiIiIgDA3KebOnYvOnTujYcOGaNiwIXr37o2CggLtuaqqmDRpEtLS0lCnTh1kZ2djl9+AstOnTyMnJweNGjVCo0aNkJOTg9OnT4fzYxBFJG+7dqh4/33dX5wltxu2e+6B4T//EZgsDBwOJIwZA/tdd0E+dUr3SKleHeUffojK114DrNagvaXSujUqn3lGVzOtXQvz3LlBew+KMKoKw7ff6krcSRHFkpLg8ZtJw1s+iIiIxAtrk6JevXqYOHEi1q1bh8LCQnTr1g133XUXvv3lD31TpkzB9OnT8eqrr2Lt2rVISUnBgAEDcPbsWe1rDBkyBNu3b0deXh7y8vKwfft2PPLII+H8GEQRy5OZCcfMmbqaVF4O26BBkPfuFZQqtOQdO5CYmQnLvHkBzzzdu6Psyy8DrhsMFtfw4fB07qyrJTz7LL8bG6OkAwcglZZqa7VaNaiNGwtMRL+X/+8NRs6lICIiEi6sTYrs7Gz07t0b1157LZo2bYrx48cjMTERW7ZsgaqqmDlzJkaNGoX+/fujZcuWmDlzJsrKypD3y7n6PXv2YPXq1Zg8eTIyMjKQkZGBN998EwUFBdgbo38BI7pc7ttvh+OVV3Q1+eRJ2AcMgHT4sKBUIaCqMM+Zg8TMTBj8dlypRiMcEyag/OOPodatG7oMBgMqZs2CmpSklaTKSthycgCXK3TvS0Kc96jH75htQuK5+/XTrQ1bt0I6elRQGiIiIgIEzqTwer1YvHgxysvLkZGRgQMHDuDo0aPIzMzUXmO1WtG5c2ds3rwZAFBUVITExER07NhRe02nTp1gt9u11xAR4Bo6FJVjxuhq8sGDsA8cCMnvOEQ0kkpKYLvjDliffBKS06l75r3mGpQXFMA1ahQgh/63OLVRIzj+/nddzfDNN7D41Sj6BQzN5DyKqKfWrw9P27baWlJVGH2OoRIREVH4GcP9hjt27ECfPn1QWVkJu92O+fPno1WrVlqTISUlRff6lJQUHPllYv6xY8dQo0YNSD7fuZIkCTVr1sSxY8cu+r7RuNMiGjNfLn7GEPrLX9D4+++R4nM1pmHXLsj9++O76dOhJCQE7a3C+RmTiopwzXPPwXTiRMCzE9nZ+GnsWCh2OxDkTBf9jO3a4dqePVF9zRqtZHnjDfyYloby668Pao5Q4b+Ll9Z00yb4/ltzuFYtlETYzxt/HS9f3YwM1P/6a23tzMvDDzfeGNT3uFz8dYwN/IyxgZ8xNvAzRpbU1NSLPg97kyI1NRXr169HaWkpPvnkE+Tm5mL58uVhed9osnfv3qjLfLn4GcNg3jy4PR6YVqzQSonbt6P1iy+iYv58wGfI5pUK22d0u2F56SVYpkyB5HeDhpqUBMcbb8A0aBCuC8FbV+UzSnPnQuncGXJx8bm1oqDZiy+ibP16wOc4SCQS/v/TMAjGZ0z68Ufdumbv3qgeQT9v/HW8MvLddwNz5mjr5C1bkFq/PmCzBfV9qoq/jrGBnzE28DPGBn7G6BP24x5msxnXXnst2rZti+eeew6tW7fGjBkzULt2bQDA8ePHda8/fvw4atWqBQCoVasWSkpKoPr8BUVVVZw4cUJ7DRH5MBpRMW9ewHBHU0EBrCNHRs11mfK+fbD37YuEyZMDGhSe9u1xdv16uAcNEpTuHLV6dTimT9fVDPv3w/rXvwpKRMEklZRAPnRIW6smE5TmzQUmomBRWreG0qCBtpYcDhg//1xcICIiojgnbCbFrxRFgcvlQuPGjVG7dm0UFhZqzyorK7Fp0yZtBkVGRgbKyspQVFSkvaaoqAjl5eW6ORVE5CMhAeULFsDbqpWubF6wAAkTJojJdBlMCxcisVs3GLdt09VVSULlmDEoX7UKapMmYsL58fTsCefDD+tq5vffhzEMu8UotGS/eRRKixaA2SwoDQWVJMHtd8uHibd8EBERCRPWJsWECROwceNGHDhwADt27MDEiROxYcMGDBo0CJIkITc3F1OmTMGyZcuwc+dODBs2DHa7HbfffjsAoHnz5ujVqxdGjx6NoqIiFBUVYfTo0ejbt29MbW8hCrrkZJQvXgzF77pEy5QpML/1lqBQl1BaCmtODmxDh0IqK9M9UurVQ/knn8A5fnxQjqwEU+XEifA2a6arWUeOhHSJuTkU2c57swfFDE9Wlm5tzM8HFEVQGiIiovgW1ibF0aNHkZOTgw4dOqB///7Ytm0b8vLy0Lt3bwDAyJEjkZubi7Fjx6JHjx4oLi7GkiVLkORznvvtt99Geno6Bg4ciIEDByI9PR2zZ88O58cgikpqnTooX7IESs2aurp1/HiYPvxQUKrzM2zZgqSuXWFetCjgmTsrC2UbNsDbrZuAZFVgs6Fizhyoxt9G/sglJbCOGBE1x2soUMDNHm3aCEpCoeDp0kV3lbB8/DgM//mPwERERETxK6yDM2fOnHnR55IkYdy4cRg3btwFX5OcnIw5PgOuiKjqlOuuQ3leHhJvuUW3O8E6fDjUGjXg6dNHYDoAXi8skyfD8vLLkLxe3SM1IQGVL78M1wMPAD43/EQipW1bOJ9+GgkvvqjVTAUFMP/zn+fyU9Th9aMxzmyGu1cvmD/+WCsZV62Ct0MHgaGIiIjik/CZFEQUXkrbtij/4AOoPufpJa8Xtvvug8Fn3ku4SYcPw96/PxJeeCGgQeFt2RJlhYVwPfhgxDcofuUcNQoev1k5CX/7G+QffhCUiK5YRQXk777Tlbzp6YLCUKh4/OdSrFwpKAkREVF8Y5OCKA55u3dHxdy5UH3+wi85HLD9+c+Qd+8Oex7j8uVI7NIFxg0bAp45H34YZWvWnBtUGE2MRlTMng01MVErSRUVsD7yCODxCAxGl8uwaxckn/kE3muuAapVE5iIQsHTuzdUg0FbG3bvhrxvn8BERERE8YlNCqI45enfH5X/+IeuJp8+DfvAgZAOHgxPCIcDCY8/Dvvdd0M+dUr3SKleHeUffojK114DrNbw5AkytUkTOF5+WVczbt0Ki9/PO0U2/6GZCo96xCT16qvh9buu2chbPoiIiMKOTQqiOOZ66CFUPvWUriYfOgT7bbdBOnkypO8t79iBxMxMWN55J+CZp3t3lH35ZcD262jkvuceuLOzdTXLa69xKF8U8b9+lEMzYxevIiUiIhKPTQqiOOd8+mk4H3xQVzN89x1sf/4zUF4e/DdUVZjnzEFiZiYMu3bpHxmNcEyYgPKPP4Zat27w31sESYJjyhQoKSm/lbxeWHNyQvPzS0HH60fjh39j1LBpEyS/XV5EREQUWmxSEMU7SULla6/B3b+/rmzcuhW2++4D3O7gvVVJCWx33AHrk09Ccjp1z7zXXIPyggK4Ro0C5Nj6rUmtWROOadN0NcMPPyBh/HhBiajKvF4YduzQl7iTImYp11wDr8/8G8nrhfGzzwQmIiIiij+x9TcBIroyBgMq5syBp1s3Xdm0ejWsjz4K+AwNvOK3WLcOiV26wJSfH/DMNXgwyr74At527X73+0QqT9++cPpdP2p55x0YP/1UUCKqCvn77yE5HNpaqVkTap06AhNRqPkf+TDylg8iIqKwYpOCiM6xWFA+fz6811+vK5sXLULCM88AqnplX9fthmXCBNhvvRVycbHukZqUhIq5c+GYNQtISrrS5FGj8sUX4b32Wl3NOnw4pBMnBCWiSzGcbx5FlFyDS1cm4CrSNWsAv51fREREFDpsUhDRb6pVQ/m//nXuikUflhkzYJ4y5bK/nLxvH+x9+yJh8mRIfk0OT/v2OLt+PdyDBv2uyFHFbodjzhzdNYfysWOwjhx55U0gCin/JgVv9oh93nbtoNSqpa2ls2dh/PJLgYmIiIjiC5sURKSj1qqF8o8/hlK7tq5unTABpvffr/LXMS1ciMRu3WDctk3/9SUJlWPGoHzVKqhNmgQjclTxtm8P5xNP6GqmFStgmj9fUCK6GNl/aCbnUcQ+WYanXz9diVeREhERhQ+bFEQUQG3SBOV5eVCrVdPVrSNHXvp8dmkprDk5sA0dCqmsTPdIqVcP5Z98Auf48YDJFOzYUcP5xBPw+M3fsI4bB2n/fjGB6PxUNfC4B3dSxIXzXkXK3U5ERERhwSYFEZ2X0ro1yhcsgGqxaDVJUWB78EEYNm48748xbNmCpK5dYV60KOCZOysLZRs2wOs3nDMumUxwzJ4N1WbTSlJZGWxDhwJer8Bg5Es6cgSyz7wQ1WaDct11AhNRuHi6d4dqtWpr+eDBgF01REREFBpsUhDRBXlvugkV8+ZB9bkSVKqshH3wYMi+1zJ6vbC8/jrs/fpBPnBA9zXUhAQ4Xn8dFR98ALV69XBFj3hK06aofPFFXc341VewTJ4sKBH5C9hF0aoV4DNPhGKYzQbPH/6gK5l45IOIiCgs2KQgoovy3HILHH5/cZZKS2EfOBDSgQMwHTsGe//+SHjhBUh+uwC8LVuibO1auB56iDcinIfrgQfg7tNHV7NMmgT5668FJSJfBv95FDzqEVfcWVm6NZsURERE4cEmBRFdkvvee1H5zDO6mlxcjMQ//Qmt7rwTxg0bAn6M8+GHUbZmDZSWLcMVM/pIEhxvvQWlRo3fSh4PbI88AjgcAoMRcIHrRyluePr2herTXDV88w2kQ4cEJiIiIooPbFIQUZU4x4yBMydHV5MPHIDxzBldTaleHeUffojK114DfM500/mptWvD4Xe9q2HPHiQ895ygRPQr/xkEvH40vqi1asHboYOuZsrPF5SGiIgofrBJQURVI0mofOUVuAYOvOBLPN27o+zLL+Hxm4xPF+e55Ra47r5bV7PMmQPj2rWCEhHOnIHB57YVVZbh5a6guOP/exmvIiUiIgo9NimIqOpkGY6ZM+HOzNSVVaMRjgkTUP7xx1Dr1hUULro5Jk2C0rixrmZ99FFIp04JShTfDL6DYQEozZpxZ1Ac8r+K1PjFF8DZs4LSEBERxQc2KYjo8pjNqHjvPbj79QMAVKSmorygAK5RowCZv6VcsaQkVMyerbtJRT5yBAmjRwOqKjBYfOLQTDA78gMAACAASURBVAIApXlzeK+5RltLLhd3OBEREYUY/0ZBRJcvMREVCxfizJEj2PnBB/C2ayc6UUzwduoE5+jRupp56VKYFi0SlCh+cWgmAQAkCR7/Wz5WrhQUhoiIKD6wSUFEV85q5dWiQeZ86il4r79eV7OOHQvpp58EJYpP3ElBvwo48vHpp4DHIygNERFR7GOTgogokpjNqJgzB2pCglaSSkthy80FvF6BweKIywV5925diTd7xC9vp05QkpO1tXzqFAybNwtMREREFNvYpCAiijBK8+aonDhRVzN++SXMM2YIShRf5N27Ibnd2lqpXx9qjRoCE5FQRiM8ffroSjzyQUREFDpsUhARRSDXww8H3KKS8MILkL/9VlCi+BEwj4K7KOKe228uhXHlSg60JSIiChE2KYiIIpEswzFtmm6bueRywZaTA1RWCgwW+9ikIH+enj2hms3a2vDjj5C/+05gIiIiotjFJgURUYRS69WDY/JkXc2wcycSXnxRUKL4EDA0kzd7UFISPF276krGVasEhSEiIoptbFIQEUUwz623wvWXv+hq5unTYfjiC0GJYpyqwuB3pIY7KQgAPH63fJjYpCAiIgoJNimIiCKc4+9/h9KggbaWVBW2YcOA06cFpopN0oEDkEpLtbVarRrUxo0FJqJI4e7XT7c2FBVBOn5cUBoiIqLYxSYFEVGku+oqVMyaBVWStJJ88CCsTz4pMFRsCjjq0bo14PPzTvFLbdBAd/RHUlUY8/MFJiIiIopNbFIQEUUB7003wTVihK5mXrQIpiVLBCWKTedtUhD9ws0jH0RERCHHJgURUZSo/Nvf4G3VSlezjh4N6dAhQYliT8DNHhyaST4CriItLAQcDkFpiIiIYhObFERE0cJiQcWcObqrEKUzZ87Np1AUgcFiB68fpYtR2rSBUr++tpYcDhjXrROYiIiIKPawSUFEFEWUVq1Q+eyzuppx3TqYZ88WlCh2SCdOQD58WFurZjOU5s0FJqKII0k88kFERBRibFIQEUUZ17Bh8HTtqqslTJgAedcuQYlig+x39aiSlgb47FohAgKvIjXm53MnExERURCxSUFEFG1kGRUzZ0KtVk0rSU4nbDk5gMslMFh0CxiayXkUdB6em26CmpSkreWjR2HYtk1gIiIiotjCJgURURRSGzSA4/XXdTXD//4Hy6RJghJFP86joCqxWODu2VNXMvLIBxERUdCwSUFEFKXcgwbBNXCgrmaZPBmGjRsFJYpuvH6Uqsr/yAfnUlBcOX0apo8/RvWCAu7eI6KQYJOCiCiKOV5/HUq9etpaUlXYhg4FSksFpopCFRWQ9+7Vlbzp6YLCUKTz9OkD1WDQ1oadOyHt3y8uEFGoORwwLl0K2513olpqKmwPPIBrn3kG9ltvBdxu0emIKMawSUFEFM2Sk1Exc6auJP/0E6xPPy0oUHQy7NwJyWf4ofeaawCfmR9EvtSrr4a3UyddjbspKOZ4vTAWFsI6bBiqNWsG+/33w7RyJSSfpoRx40ZYJk8WGJKIYhGbFEREUc7bvTucubm6mnnBAhiXLROUKPr4z6NQODSTLiHgKtKVKwUlIQoiVYVh2zYkjBuHpJYtYR8wAOYFCyCdPXvBH2L5+98h79wZxpBEFOvYpCAiigGVzz4Lb1qarmYdNQpScbGgRNFF5jwKukyerCzd2rBxI3D6tKA0RL+P/MMPsLzyChI7dEBiZiYsM2dCPnr0gq9XJUn735LbDevw4YDHE46oRBQH2KQgIooFVisq5syBajJpJfnkSVhHjABUVWCw6BBwswd3UtAlKNdeq2sMSl4vTJ99JjAR0eWRjh6FeeZM2DMzkdSuHRJeeQWG77+/4OuVWrXgHDoUZWvWwPHOO7pnxm3bYJ4+PdSRiShOsElBRBQjlDZtUPm3v+lqps8+g3nePEGJooTXC8OOHfoSd1JQFfgf+eBVpBTxSkthWrAAtgEDkNSiBazjxsG4bdsFX64mJsI1eDDKlyzB2Z07UfnKK/C2awf3rbfiVI8eutcmvPxywABiIqIrwSYFEVEMcY0YAc+NN+pqCePH8w+OFyF//z0kh0NbKykpUOvUEZiIokXAVaSrV/NKxkuQjh+H9fvvgcpK0VHih8sF44oVsN5/P6o1awbbsGEwFRbqhgX7Uk0muG++GRX/938o3bsXjlmz4MnMBIzG314kSTjw5JNQrr76t9L/Z+++w5o6vziAf28mIYA4cOIWi6NqpeK2FvdEiiiuurGtA6kbRCtKUYuiFbdV60YQRW3VVkWrVaRaR922ddQ9EQgJWff3B5ofNwnOkJuE83keH825l9zzGtDk3Pc9b25u3rIPna6wR0QIcXBUpCCEEEciFCJn2TKwrq6GEKNUQhYSQtvEFcBkqceHHwL51lsTUhCdjw/0Hh6Gx0xmZl5vCmKWeMsWuNarhzp9+sCtYkXI27WDU0QERCkp1D/H0vR6CI8ehdPYsXCtWRPyfv0g2bEDzCuKQ9rmzZGzYAGyrl5FzubN0AQEADJZweeXKgXV7NmcmOjECUhWrLDYMAghRZNVixTz58/Hp59+iooVK6J69ero3bs3Lhp1A2ZZFjExMfD29kbZsmXRpUsXXLp0iXNORkYGQkJCUKlSJVSqVAkhISHIoGZVhBACAGArV4ZyzhxOTHT6NKRz5/KUkW0TGjXN1NNSD/KmhEJoO3TghMQ//cRTMrZNnJAA2ZdfGmYtMRoNRH/8AenixZAPHAg3b2+41q8PWUgIJKtW5TWzpTvyb4dlITh/Hk7Tp8O1Xj24dO0K6dq1ELziPbKuTh0oZ8xA5vnzUPz0EzSDBoHNNzvidTS9ekFj9DPgFBUFwfXr7zwMQgixapHi6NGjGDp0KPbt24edO3dCJBKhR48eePbsmeGchQsXYvHixZgzZw4OHjwIDw8PBAQEICvf1kfDhg3DuXPnkJSUhKSkJJw7dw4jRoyw5lAIIcSmafr0gaZbN05MOm8ehH/8wVNGtktATTPJe9AY7fIh3rOHmtUaEW/bllegeM3fi+DmTUi2boVs/Hi4tmoFt8qV4dyjB6TffgvRgQPA8+dWyti+MLduQTp/PlyaNYNrixaQLlwIwe3bBZ6vr1gRqq+/RtaxY8j+/XeoQ0PBenq+48UZKOPiwLq5/T+kVOY1bS5gOQkhhLyO6PWnWE5ycjLn8fLly1GpUiWkpaWhU6dOYFkWS5cuxdixY+Hv7w8AWLp0Kby8vJCUlITBgwfjypUr2L9/P/bu3QtfX18AQFxcHDp16oRr167By8vLmkMihBDbxDBQLlgAYXq6YRs5Rq+HLCQE2UeOAC4uPCdoI1jWZCYFNc0kb0PbujVYJyfDNHrB7dsQnD9PM3JeEKWkQBYSUmD/g1dhsrMhPnQI4kOHAORte6mvVQtaX1/oGjeGrnFj6KtWLZLLs5gnTyDesQPixESI0tJee76+RAloAgKgCQqCztcXEFjuPiVbvjyU0dFwHj3aEBMdPQrJmjVQDx1qsesQQooOJiMjg7dy//379+Ht7Y09e/agadOmuHHjBho0aICDBw+iYcOGhvN69eqFEiVKYNmyZVi/fj2mTJmC//77D8yL/5RYloWnpyfmzJmD/v37m73WNWoaRwgpgtyOHUPN0FBO7FGPHrhptAtIUSV++BD1u3QxPNY5OeH0oUOAUMhfUsTu1Pj6a7gfOWJ4fGfECNwbNozHjGyD+6FDqDZ5MgT5lm2wQiH+nTUL2fXrQ/7XX3A5exYu587B+fJlCLTat76GpnhxZNerB0W9esiuXx8Kb2+wUqklh2EzBEol3H/7DSX27oXb8eOcv1dzdFIpMlq3xtMOHZDZpAlni2qLY1l4jRmDYvkKJjpnZ1zYsgXqcuUK77qEELv0uokFVp1JYWzy5Mn48MMPDTMiHry42+eRrwnVy8f37t0DADx8+BAlS5Y0FCgAgGEYlCpVCg8fPizwWvY2w6IozAqhMToGGqON8/JC7l9/QbpqlSHksWMHnHv3NuxMYNfje0MFjVH0zz+cx+yHH8LL29taaVlUUX4d+SYOCgLyFSnKpKfDxagvzJuy1TG+LdGePXAODweTv0AhEEC5fDme1a+fN8ZmzQAAOgBZSiWEZ85AmJ4O0YkTebPAHj9+7XXEz56h+OHDKH74cN41xGLoGjSAztfXMOOCj916LPY6arUQpaZCnJgI8U8/gVEoXnk6KxRC6+cHTc+e0HTpApGLC0oDKP3+mZgwHiOzYgXYZs3AZGcDAIQ5OagVF4ec5GS7ne3iKD+Pr0JjdAyONkbeihTh4eFIS0vD3r17IaQ7VoQQUmhUUVEQHT4MYb4ZZbIxY5B97BhYo6JwUWOyswf1oyDvwLh5puj0aTB374ItX56njPgl+vVXOA8cCCbfjkIsw0C5ZAk0PXsC5ma3ymTQNW0KXdOmUAN5TSD//RfCFwULUXo6BJcuvbavxcuGnC+bcgKAvnJlaBs3NhQu9HXq2PZsKZaF8I8/8goT27e/UbFG6+ubV5gICODt33W2UiWoZsyAbNw4Q0ycmgrx+vXQfP45LzkRQuwTL0WKKVOmIDk5Gbt27UKVKlUM8TJlygAAHj16hIoVKxrijx49QunSeTXg0qVL48mTJ2BZlrPc4/Hjx4ZzCCGE5OPsDOWKFZC3awfmxXRqwaNHkI0ejZzNm3lOjl9mtx8l5C2xZcpA+/HHEJ08aYiJ9+6FesgQHrPih+jgQTj37w9GrebElYsWQRMc/OZPxDDQV68OffXq0PTtmxfLyIDo1CkI09IgSk+H8OTJ184sAF405Lx5E9i6FQDAurhA5+OTV7ho3BhaHx/A3f3NcyskgqtXId66FeKkJAhv3Hjt+bqaNaEJCoI6KAhsvvfTfFIPHgzx9u0QHT1qiMmmToW2bdsiW7QjhLw9qxcpJk2ahO3bt2PXrl2oWbMm51jlypVRpkwZpKamGnpSqFQqHD9+HFFRUQAAX19fZGdnIz09HY0bNwYApKenQ6FQGB4TQgjh0n30EXInToTTt98aYuK9eyFet84w5booEtD2o8RCtJ07c4oUoj17ilyRQnj4MJz79gWTm8uJ5yxcCE0BPcPeirs7tG3aQNumDXIBQKuF4OLFvIJFejpEaWkQ3Lr12qdhsrMhOnwYopdLRPI35PT1ha5JE6s15GTu3oV42zZIEhNNmviaoy9XDprAQKiDgqCvV8/2llEIBFAuWgSX5s3B5OQAAJjMTMjCwpCzZYvt5UsIsUlWLVKMHz8eCQkJ2LBhA9zd3Q09KORyOVxcXMAwDL788kvMnz8fXl5eqFGjBmJjYyGXy9GzZ08AwAcffIC2bdsiLCwMCxYsAACEhYWhQ4cODrUOhxBCLC33668h+vVXiPJtQyoLD4d0/XqgKP77+fw5524lKxBAV7s2f/kQu6bp1AlOL26oAMj7AJydXWR20hEePQp5cLBhl5OXlPPmQTNwYOFcVCSCvl49qOvVA140KmXu3TMsDxGmp0N45gxn2Yk5DMtCePEihBcvAmvXAgD0pUrlLQ95sUxE99FHgJOTZfLOyIB45868wsTRo69dwsK6uUHj7w91UBB0zZvb9lIVAPqqVaGKjIRsyhRDTLxvH8Rbt0LTuzePmRFC7IVVixSrXjRue7m96EuTJk3ClBf/kIWGhkKpVGLChAnIyMiAj48PkpOT4erqynmeiRMnIjAwEADQqVMnzJ0710qjIIQQOyUSQbliBVxatDBMkWYUClSdPh26Vq0AEa+9lK1OeP4857G+Zk1AJuMpG2Lv9N7e0FWpYih8MWo1RAcPQtu9O7+JWYHw+HHIe/cGo1Ry4so5c6y+BSVbrhy0/v7QvnyvqVJBePr0WzfkFDx+DMHPP0P88895z/u+DTlVKoj27YMkMRGiX34xWQ5jMg6pFNoOHaAOCoK2XTvLFUisRB0SAvGOHRCdOGGIOU2alLdl74vl3YQQUhCrviPNyMh47TkMw2DKlCmGooU57u7uWLFihSVTI4SQIkFftSqUMTFwHjPGEHP56y+o5s9H7sSJPGZmfdQ0k1gUw0DbqROES5caQuI9exy+SCFMT4c8KMikN4QyOhrqESN4yiofJyfThpzXr+c15Dxx4v0aclaq9P++Fr6+0NeuzS326nQQHj0KSWIixDt3gsnMfOU1WIaBrlUrqHv2hKZbN5vok/HOhEIo4+PziuIvlv8IMjIgGzcOOevX07IPQsgrFa3bZoQQQqAZMACaPXsg3rPHEJPOng0mOxuqSZMAuZzH7KzHeP03Nc0k70vTqROk+YoUon37AK3WYWcpCU+dgjww0LDl5EvKqCioR47kKavXYBjoq1WDvlo1aPr0yYu9bMj5cieRkydNxmSO4NYtSG7dAhITAeRryOnrC887d+CamgrBvXuvfR5tgwZ5O3MEBoItV+69hmdL9F5eUIWHQzZ9uiEm3r0b4h07oAkI4DEzQoitc8z/NQkhhBSMYaD8/nsImzWD4NGjvJBeD+n330O8YweU8+dD27Ytz0kWPppJQSxN17Qp9O7uELyYOSp4+hTC9HToHLA5reDMGcgDAsBkZXHiqshIqPPN1LIL+RpyAjBtyHniBAQ3b772afI35HzdQhBd1ap5hYmgoLylZg5KPXIkxCkpEP35pyHmNGECtC1bgi1VisfMCCG2TMB3AoQQQqyP9fCAMj4erID734Dg1i3Ie/aEbOhQMA8f8pSdFajVEFy+zAnRzh7kvYnF0LZvzw3lm7HkKARnz0Leo4fJ8gXV5MnIHTeOp6ws6GVDzmHDoFyxAllnzyLz8mUo1q1D7siR0DZqBFYsfuun1Xt4IDckBNn79yP7zz+RGxHh0AUKAHm9kBYv5vx9CR4/htOkSTwmRQixdVSkIISQIkrboQNytm5FrpkmZpJt2+DaqFHeFqV6PQ/ZFS7B5cucjv96T0+wJUrwmBFxFNpOnTiPRQ5WpBCcPw95QIBhtshLqvHjkevAHzzZsmWh7d4dquhoKH79FZn//YfsvXuhjIqCpnNn6AuYFcC6uEDduzcU27Yh69IlqObOhe7jj4tUTwZ9rVomPY8k27ZBtHs3TxkRQmwdLfcghJAiTNu2La5s3Yo6W7ZAsnw5mHwFCeb5cziPGQPt5s1QLlgA/Qcf8JipZZks9ahbl6dMiKPR+PmBFYsNRTDh339DcO0a9A6wza/g0iXI/f0hePqUE1eNHYvciIgi9cEbTk7QNWkCXZMmectb8jfkPHkSmU+fQt61KzSdOgHOznxny7vcsWMh3rmT82+vbNw4ZDdvDrZ4cR4zI4TYIppJQQghRZze2RmqmBgoDhww2zxSdPw4XFq0gDQmBnjRpd3eUdNMUmiKFYO2RQtOyBFmUwiuXs0rUDx5wonnjhqF3OnTi1aBwpwXDTk1ffpANW8eboaHQxMYSAWKl8Ri5CxeDDZfE1nBgwdwCg/nMSlCiK2iIgUhhBAAgO6jj5CdmgrlzJlgjd5YMxoNnObMgUuLFhAePcpThpZDTTNJYTJe8iH++WeeMrEMwd9/Q969OwRGfWpyv/gCqpkzqUBB3oi+Xj3khoVxYpLNmyH69VeeMiKE2CoqUhBCCPk/kQjq0aORdfw4NO3amRwWXrsGl65dIRs9GsyzZzwkaAF6PYTnz3NCNJOCWJLGqEghPHECzOPHPGXzfgTXr+cVKO7f58Rzhw2DKiaGChTkreSOHw9drVqcmCw0FHj+nKeMCCG2iIoUhBBCTLCVKyNn61bkrF4NfenSJscl69fDxdcX4sREgGV5yPDdMbducXYlYN3cwFauzGNGxNGwFStyCl8My0K0bx+PGb0b5sYNyLt1g+DuXU48d9AgqObOpQIFeXtSad5uH/l2lhLcvQvZtGk8JkUIsTVUpCCEEGIew0Dz2WfISk9H7qBBJocFjx7BefhwOPfsCebGDaun966EZ89yHus+/JA+bBGLM55NYW9bkTK3bsGlWzcIbt/mxNX9+0M1fz4goLeQ5N3oGjaEevRoTkzy448QHjrET0KEEJtD/8MQQgh5NXd3qBYsQPaePdCZ2eFDfOAAXJs2hWThQiDftp62ivpREGvQdO7MeSw6eBBQqXjK5u0wt2/nLfH47z9OXB0cDOX331OBgrw31eTJ0BnteOM8ejSQnc1TRoQQW0L/yxBCCHkjuqZNkf3bb1CFh4OVSDjHGKUSsunT4dK6NYSnTvGU4ZsxKVJQPwpSCPT160NfvrzhMZOTA9Hhwzxm9GaYu3ch794dQqPZUeqgICgXL6YCBbEMmQzK+Hiw+WaxCf77D04zZvCYFCHEVtD/NIQQQt6cVIrciROR/fvvJtssAoDwwgXI27aF08SJQL6+D7aEZlIQq2AYkyUftr4VKXP/fl6B4t9/OXH1Z59BuXQpIBTylBlxRLrGjaH+4gtOTLpyJYS//85TRoQQW0FFCkIIIW9N7+UFxa5dyImPh754cc4xhmUhXbECrk2aQLR7N08Zmsc8fsxpAshKJNDXrMljRsSRmWxFuncvoNfzlM2rMQ8fQu7vD+Hff3Pimu7doVy+HBCJeMqMODJVZCR0VatyYrJRo4CcHJ4yIoTYAipSEEIIeTcMA03//shOT4e6Vy+Tw4K7dyHv3x/O/fuDMdodgC/Gsyj03t6A0dIVQixF27IlWBcXw2PB/fsQnjnDY0bmMY8fQ96jB4RXrnDims6dkfPDD4BYzFNmxOE5O+f1OclHeP06nKKjeUqIEGILqEhBCCHkvbAeHlCuWAFFcjJ0VaqYHBfv3g3Xxo0hWbEC0Omsn2A+AlrqQaxJKoXWz48TEv38M0/JmMc8fZo3g+LiRU5c06EDctaupQIFKXS6li2RO2wYJyZZsgTC9HSeMiKE8I2KFIQQQixC6+eH7GPHoAoLA2u0dp3JyoJs4kTIO3SA4Px5njIEhOfOcR5T00xS2Gx6K9KMjLwZFBcucMKatm2Rs24dzTIiVqOaPh36ihUNjxmWzVv2YSc74hBCLIuKFIQQQizH2Rm506cj+/BhaD/+2OSw6ORJuLRuDek33/Cy5piaZhJr07ZvDzbfjhjCCxfAGO2cwYuMDMgDAkwKd5pPP0XO+vWAVMpTYqRIcnU1XfZx9Sqkc+bwlBAhhE9UpCCEEGJx+rp1odi3D8q5c8G6unKOMVotnBYsgGvTphAdPGi9pHJyILh2jRPS1aljveuT93Lz5k2cOHECKju7s8qWLAldkyacmHjvXp6yeSEzE/KePSE6fZoT1rZsiZyNGwGZjKfESFGm/fRTqAcM4MSk338PodH3KSHE8VGRghBCSOEQCqEOCUFWWho0XbuaHBbcvAn5Z59BFhIC5tGjwk/n4kUw+XZW0FWrBri5Ffp1yftLSUlB48aNMWrUKLRs2RJ37tzhO6W3YlNLPrKyIA8KgujkSU5Y26wZFFu2AM7OPCVGCKCcNQv68uUNjxmdDrKRIwG1msesCCHWRkUKQgghhYqtUAE5GzZAsWED583nS5KtW+Hi6wvx+vUAyxZaHiY7e1A/Crtw4sQJhISEGGZQXLt2DQEBAXj8+DHPmb05befOnMfC338HMjKsn4hCAXmvXhCdOMEJa5s0gSIhAZDLrZ8TIfkVKwZlXBwnJLx4EdJ583hKiBDCBypSEEIIsQpt167ISktDbkgIWIbhHBM8ewbn0aMh79bNZEmGpQioaabduX79Ovr27Yvc3FxO/OrVqwgMDMTz5895yuzt6KtXh65mTcNjRquF+MAB6yaRkwN5cDBEx49zwtpGjaDYuhUwWpZFCF+0HTpA3bs3JyadN89kdyZCiOOiIgUhhBDrcXODau5cKH791Ww/CNHRo3Bp3jyvWZrRB9P3RU0z7cvTp08RFBSEJ0+emD1+9uxZBAcHI4eHBqzvQmu05MOqW5EqlXDu2xeiI0e4OTVsCEVSEi17IjZHNXs29KVLGx4zWi2cR44ENBoesyKEWAsVKQghhFid7uOPkX3oEJQzZoA1atLHqNVwiomBS6tWEB47ZqEL6ky2WaSZFLYrNzcX/fr1w99//82Jl873oQUAjh8/js8//xxqO1ivrjFa8iH+9VfrrLNXqeA8YADEhw5xwrr69aFITgaKFSv8HAh5S2zx4lAaLfEQnjsHqdEOIIQQx0RFCkIIIfwQi6EODUXW8ePQ+PmZHBZeuQKXzp0hCw197/X7TrdugVEqDY/1Hh5gy5Z9r+ckhYNlWYwaNQrHjZYl9OrVC4mJiWjcuDEnvn//fgwfPhw6nc6aab413ccfQ1+qlOExk5kJodEYLS43F84DB0K8fz83l7p1odi+HXB3L9zrE/IetN26QR0QwIlJ58yB4NIlnjIihFgLFSkIIYTwiq1SBTnbtiFn5UrOh7iXJD/+CFdfX4i3bXvnxprOV65wHus+/BAw6otBbENMTAwSExM5sWbNmmHRokVwdnZGQkIC6tatyzmekpKC0NBQ6PPt3mJzhEJoO3TghMSFueRDrYbz4MEQ79vHCetq14YiJQVsiRKFd21CLET13XfQlyxpeMyo1ZCNGgXYeFGSEPJ+qEhBCCGEfwwDTVAQsv/4A+oBA0wOCx4+hPPQoXDu1QvMzZtv/fTOV69yHlM/Ctu0adMmzJ07lxOrUaMGNm7cCKlUCgBwd3fH9u3bUaNGDc55GzZsQEREBNhC3CHmfZndirQw8tVo4Dx0qEkRROftnVegyPehjxBbxpYqBdV333FiolOnIFmyhKeMCCHWQEUKQgghNoMtXhzKRYuQvXs3dF5eJsfFv/4K16ZNIVm0CNBq3/h5jWdS0Pajtue3335DaGgoJ1ayZEkkJiaiePHinLiHhwd27NgBT09PTnzp0qWYM2dOoef6rrSffgr2RbEFAAS3bkFw8aKFL6KFLCQE4l27OGGdl1degcLDw7LXI6SQaQICoOnShRNzio6GwKhnDSHEcVCRghBCiM3RtWiB7KNHoZo0CaxEwjnGwg0WZQAAIABJREFU5ORAFhkJFz8/CE+ffv2TsSxkNJPCpl25cgX9+/eHJl/nfqlUik2bNqFq1apmv8bT0xM7duyAh9GH7tmzZ2OJrd5llcuhbd2aE7Lokg+dDrIvv4Rk+3ZuuHp1KHbuBFumjOWuRYi1MAyU8+ZBn6+HCqNSQTZ6NGDLS7wIIe+MihSEEEJsk1SK3ClTkH3kCLRNm5ocFp47B3mbNnCaPBnIyirwaZh79yDO13iTdXaGvlq1QkmZvL2HDx8iKCgImZmZnPjy5ctNmmQaq1GjBrZv345iRjtUhIeHY/369RbP1RKMd/kQ7dljmSfW6SD76itIjPp56KpUyStQlCtnmesQwgO2bFmoYmI4MdHx45CsXMlTRoSQwkRFCkIIITZN/8EHUPz0E3K+/x6s0YdRRq+HdNkyuDZtClEBd6SF585xHuvq1AGEwkLLl7y5nJwc9OnTB7du3eLEv/nmG/To0eONnqNu3bpITEyEXC7nxENDQ5GSkmKxXC3FuHmm6M8/wdy7935PqtdDNmYMJAkJ3HClSlDs2gW2QoX3e35CbIAmOBia9u05MacZM8DcuMFPQoSQQkNFCkIIIbZPIIDm88+RlZ4OdWCg6eHbtyHv2xfOn39u8oFP+NdfnMe01MM26PV6fPHFFzh16hQn/vnnn5v0pngdX19fbNy4EZJ8S4P0ej2GDRuG/Ubbb/KNLVsWWh8fTkxktAPHW9HrIQsLg2TjRm7Y0xPZu3aBrVjx3Z+bEFvCMFDGxYF1c/t/KCcHzqNHF04DWkIIb6hIQQghxG6wZcpA+cMPUCQlQV+pkslx8c6dcG3cGJIffjCsVTaZSUFNM23C9OnTsXPnTk7Mz88P8+bNA/MO28O2bt0aq1evhjDfLBmNRoMBAwbg+PHj752vJWnN7fLxLlgWThMmQPLjj5ywvnz5vBkUlSu/a4qE2CS2QgUoZ83ixERHjkCydi0/CRFCCgUVKQghhNgdbdu2yDp+HLmjR4M1WrrBZGZCNm4c5B07QnDxIgRGMyn0NJOCd6tXr8aiRYs4sdq1a2PNmjUQi8Xv/Lxdu3bF4sWLOTGlUonevXvjzJkz7/y8lma8Fano0CEgO/vtnoRl4TR5MqQ//MAJ68uWhWLXLugLaDhKiL3TDBgAjVEDWqdp08D89x8/CRFCLI6KFIQQQuyTXA7VzJnITk2F9qOPTA6L0tPh0qoVhPnWK7NCIXS1alkxSWLs119/xfjx4zmxMmXKICEhwaQB5rsIDg7Gd999x4llZmYiMDAQV412eeGLvnZt6PPNcmBycyFKTX3zJ2BZOE2dCuny5dznLV0aip07oa9e3VKpEmJ7GAbKhQvB5utDw2RlQTZ2LC37IMRBUJGCEEKIXdPXqwfF/v1QxsSAdXHhHGO0Wu65NWsCMpk10yP5/PXXXxg8eDD0+bYNdHZ2RkJCAipasHfC8OHDERkZyYk9efIEPXr0wM2bNy12nXfGMCazKd54yQfLQjpjBqRGM0b0pUrlFShq1rRUloTYLLZyZai++YYTEx84ALFRbxZCiH2iIgUhhBD7JxRC/eWXyEpLM/nwlx/1o+DP3bt30bt3b2TnW9bAMAxWrVqFBg0aWPx6X3/9NcaMGWOSQ48ePXD//n2LX+9tmSz52LcP0Ole/UUsC2l0NJwWLOCE9SVKQJGSAr23t6XTJMRmqYcOhbZ5c05MFh7+/rvlEEJ4R0UKQgghDoP19ETOpk1QrFsHfdmyJsdpZw9+ZGVloXfv3rh79y4nHhMTg86dOxfKNRmGwYwZMzBo0CBO/Pr16/jss8/w7NmzQrnum9I1a8bZpUDw5AmEf/zxyq+RzpkDp9hYTkzv7g7Fjh3Q16lTKHkSYrMEAigXLQKbb3Yck5kJWVgYLfsgxM5RkYIQQohjYRhou3dH1okTyB02DOyLnSL0xYtD068fz8kVPVqtFkOHDsVfRg1MR4wYgS+++KJQr80wDObNm4dAo21rL168iJ49eyIrK6tQr/9KYjE07dtzQ69Y8iGNjYXT7NmcGOvmllegoOIbKaL01apBNXUqJybeuxfipCSeMiKEWAIVKQghhDimYsWgio1F9qlT+Cc6Gtl//gm2eHG+sypSWJbF5MmT8csvv3DiHTt2xLfffmuVHIRCIZYtW4YOHTpw4qdOnUK/fv2gUqmskoc5xluRin7+2ex5koUL4WS07SLr5gbF9u3QF8JSGULsifqLL6D19eXEnCZOBPPwIU8ZEULeFxUpCCGEODR9tWp41r49FSh4sGTJEqxatYoTq1+/PlatWgWh0daxhUksFmPt2rVo0aIFJ/7bb79h8ODB0Gg0VsslP03btmBFIsNj4bVrkObbjQYAJPHxkE2fzomxLi5QJCVB5+NjhSwJsXFCIZTx8WClUkNI8OwZZBMm8JgUIeR9UJGCEEIIIRa3a9cuTDWahu3p6YmEhAS4GO3CYg0ymQybN29Gw4YNOfE9e/Zg5MiRnB1HrKZYMWiNCifuR44Y/ixZtgwyo79DVi6HIjEROqM7x4QUZfqaNaGaMoUTE6ekQJSSwlNGhJD3QUUKQgghhFjUqVOnEBISAjZf8zpXV1ckJCSgrJmGptbi6uqKpKQk1KpVixPfunUrJkyYwMnXWoyXfLwsUkhWrYJs8mTOMVYmgyIhAbqmTa2WHyH2Qj1qFLQffcSJycaPB/PkCU8ZEULeFRUpCCGEEGIxN2/eRHBwMJRKpSEmFArx448/oo4N7EBRokQJJCcno0qVKpz4Dz/8gKioKKvno+nYkfPY5exZSOPiIBs/nhNnnZyg2LIFOqOZF4SQF0SivGUfYrEhJHj0CE5GxT5CiO2zepHi999/R3BwMGrVqgV3d3ds3LiRc5xlWcTExMDb2xtly5ZFly5dcOnSJc45GRkZCAkJQaVKlVCpUiWEhIQgIyPDmsMghBBCiJGMjAz07t0bjx494sTnz58PPz8/nrIyVa5cOezYsQPlypXjxOPi4hAXF2fVXNjKlaHLV7xh9Ho4zZjBPUcqRc7mzdB98olVcyPE3ujr1EGuUYFPkphYYFNaQohtsnqRQqFQoHbt2pg9ezZk+fY1fmnhwoVYvHgx5syZg4MHD8LDwwMBAQGcbcKGDRuGc+fOISkpCUlJSTh37hxGjBhhzWEQQgghJB+1Wo2BAwfi8uXLnPjYsWMxcOBAnrIqWJUqVbB9+3aUKFGCE58xYwZ++OEHq+ai6dy5wGOsRIKcDRug/fRTK2ZEiP3K/fpr6OrW5cRkX38N0A1NQuyG1YsU7du3x7Rp0+Dv7w+BgHt5lmWxdOlSjB07Fv7+/qhduzaWLl2K7OxsJL3Y7/jKlSvYv38/FixYAF9fX/j6+iIuLg779u3DtWvXrD0cQgghpMhjWRZhYWE4fPgwJx4QEIBp06bxlNXreXt7Izk5Ga6urpz4+PHjkZCQYLU8tAUUKVixGDnr1kHbrp3VciHE7onFyImPB5tvByHB/fuQRUTwmBQh5G3YVE+Kmzdv4sGDB5wpoTKZDM2aNcOJEycAAOnp6XBxcUHjxo0N5zRp0gRyudxwDiGEEEKsZ968eSbLN319fbFkyRKTGxK2pkGDBtiyZQucnJwMMZZl8dVXX+FnK00R19WvD73R0hNWJELOmjXQGvWsIIS8nr5BA+SGhXFiko0bIdq/n6eMCCFvQ/T6U6znwYMHAAAPDw9O3MPDA/fu3QMAPHz4ECVLlgTDMIbjDMOgVKlSePjwYYHPbY+zLOwx57dFY3QMNEb75+jjA2iMhWXfvn2YNWsWJ1ahQgXMmjULt2/ftvj1CmOMpUuXxuzZszFu3DjodDoAgE6nw6BBgxAXFwdfK2z3WaFjR5RbswYAwAqF+Cc6GhkffAA46Pct/Tw6BlseIxMQgNrbtkF2/bohJho5Ele2bIH+LbZBtuUxWgqN0THY0xi9vLxeedymihSF6XV/Ebbm2rVrdpfz26IxOgYao/1z9PEBNMbCcvz4cZMdMdzd3bFjx45CyaUwx+jl5YVixYph6NCh0Ov1APL6bEycOBEpKSn4+OOPC+W6Bt9+C5WHBxRnz0I6Zgw8mjeHx+u/yi7Rz6NjsIcx6latAtuuHZgXP9PSBw9QZ906qN6wQa49jPF90Rgdg6ON0abmYJYpUwYATLqCP3r0CKVLlwaQd7fjyZMnnL3MWZbF48ePDecQQgghpHD9888/6Nu3L9RqtSEmFouxYcMGu32jFBAQgAULFnBiCoUCPXv2xPnz5wv34jIZcsPDcX3WLOiaNy/ca5FCo1arkZiYiM2bN+PGjRt8p1Pk6Xx8oB41ihOTrlkDoVH/HEKIbbGpmRSVK1dGmTJlkJqaioYNGwIAVCoV506Nr68vsrOzkZ6ebuhLkZ6eDoVCwelTQYilsCwLjUZj+KXVajmPzcW1Wi0AwNnZmefsCSHE8p48eYKgoCA8e/aME4+Pj0eLFi14ysoyPv/8c2RmZmLq1KmGWEZGBj777DPs3bsX1apV4zE7YqtYlsWuXbswffp0XH+xvCAuLg4dOnTAiBEj0Lp1a85SZWI9qilTIPr5Zwj//tsQcx4zBlm//w68xbIPQoj1WL1IkZ2djX///RcAoNfrcfv2bZw7dw7FixdHxYoV8eWXX2L+/Pnw8vJCjRo1EBsbC7lcjp49ewIAPvjgA7Rt2xZhYWGGux1hYWHo0KGD3d65KWpyc3Nx//59XL9+Hbm5udBqtVCr1WYLAAUde9NCgUajgVqtfuevzV9weBcikQhDhgzBuHHjDDOFCCHEnqlUKvTr18/wf/lLU6ZMQe/evXnKyrJGjRqFzMxMzJ071xB7+PAh/P39sWfPHnh6evKYHbE1p0+fRnh4OI4fP86JsyyLvXv3Yu/evfDy8sKwYcPQp08fuLm58ZRpESWTQRkfD3mnTmBezMQW3LwJp6goqPL9jBNCbIfVixSnT59Gt27dDI9jYmIQExODPn36YOnSpQgNDYVSqcSECROQkZEBHx8fk+3BVq1ahYkTJyIwMBAA0KlTJ84bCcIfpVKJe/fu4fbt27h7967h1507d3Dnzh3cvXsXjx8/5jtNq9FqtVixYgU2bNiAL774AmPGjIG7uzvfaRFCyDvR6/UYOXIk0tLSOPHg4GBMnDiRp6wKx5QpU/D8+XMsX77cEPvvv/8QEBCAPXv2oFSpUjxmR2zB7du3ERUVha1bt7723GvXrmHSpEmYOXMm+vTpg+HDh6NmzZpWyJIAgK5JE6hDQiDN9/MsXbECmh49oGvWjMfMCCHmMBkZGezrTyPWZovNTxQKBafoYK4A8fTpU77TtGlubm4IDQ3FiBEj4OIgUwxt8XvV0hx9jI4+PoDGaCmzZs1CbGwsJ9aiRQskJydDIpEU6rUB67+Oer0eo0aNwqZNmzjxevXqYefOnYVSdKbvVduXnZ2NBQsWID4+HiqVyuS4QCBAxYoVcfPmzVc+T+vWrRESEoIOHTpAKBQWVrqFxu5eR4UCrs2aQZDvddFVr47sI0eAApbn2t0Y3wGN0TE42hhtqicF4U9WVpbZokP+gkRGRgbfafJGKBRCLBZDLBZDJBJBIpEY/pw//vLPYrEY//77L+7cucN5nszMTMycORPLli3DuHHjMHjwYEilUp5GRQghb279+vUmBYqaNWtiw4YNVilQ8EEgEOD7779HdnY2du7caYifO3cOwcHBSE5Opt5DRYhOp8PGjRsRHR2NBw8emD2nXbt2iIqKglAoxLNnz7BixQqkpKSYXTp66NAhHDp0CJUqVcKwYcPQv39/lChRorCHUXTJ5chZtAgu3bsbQsJ//oFTTAxUM2fymBghxBgVKRwcy7LIzMzkFBvMFSAyMzOtlhPDMChTpgwkEglcXFxe+UHfXPzlnyUSSYFfW1Ah4U2/3vh8geDtN8LJzc1FbGwsfvzxRzx8+JBz7NGjR5g8eTLi4+MxadIk9OnTByIR/TgSQmzToUOHEBYWxomVKlUKW7dudfglbCKRCCtXrkR2djYOHjxoiKelpWHAgAHYtGkTFZuLgEOHDiEiIgIXLlwwe7x27dqYNWsW/Pz8AOTd1WzcuDEaN26M6OhorFmzBmvXrjVb3Lh16xamTZuGb7/9FkFBQRg+fDjq1atXqOMpqnStWiF3yBBIV682xCSLF0Pj7w9dYW8zTAh5Y7Tcw0a9yZQdlmWRkZFhtuiQP5adnW2lrPPuOpUrVw4VKlRA+fLlDb8qVKhgiJUpUwZisdjhpiWZc+3aNZQvXx4rVqzAggUL8Pz5c7Pn1ahRAxEREfD393+nggifisrr6MhjdPTxATTG93Hp0iV06NCBU8x2cnLCrl270KhRI4tf71X4fB0VCgUCAwNN+nF0794dq1evtlihmb5XbcuVK1cwbdo07Nu3z+zx0qVLIyIiAv379+cs2TA3RrVajZ07d2LlypU4ceLEK6/bpEkThISEoFu3bhCLxe8/kEJgT68jR2Zm3rKP27cNId0HHyD7t98Ao4Kj3Y7xVXQ6CK5fh+DSJQivXcMDlQruY8Y49E4nDvk6GnG0MdKtWxvFsiyePHlSYO+Hl79ycnKslpNIJDIpQLz888vfS5cuTTMCjMjlcoSFhWHw4MGIj4/H0qVLoVAoOOf8/fffGDx4MD788ENERkaiXbt2tFUZIYR3Dx48QFBQkMlsu+XLl1u9QME3uVyOLVu2oFu3bvjrr78M8Z07dyI0NBSLFi2yuyIzKdjjx48xZ84crF69GjqdzuS4k5MTRo0ahdDQUE5z91eRSCTo2bMnevbsiTNnzmDlypVISkpCbm6uyblpaWlIS0tD2bJlMXjwYAwaNIh2CbMUNzcoFy6E/EUDfgAQXrkC6dy5yI2M5DExC9PpILhxI68YcfkyBJcvQ3jpEgR//w0m3/dcZQC65GTkrF8Pfa1a/OVLSD70adIGbdq0CWPHjoVarbbaNSUSCcqVK4fy5cvD09PT7CwIDw8PegP2Htzd3TF16lSEhIRg/vz5WL16tclr/Ndff6FXr15o0qQJIiMj0bx5c56yJYQUdTk5OQgODsbtfHcbASAqKgr+/v48ZcUvd3d3JCcno3Pnzrh27ZohvnHjRri6uiImJoYKzHYuNzcXy5cvR2xsbIFLYXv16oXIyEhUrFjxna/ToEEDLF68GFFRUVi/fj1WrVpl8rMGAPfv30dMTAxiY2PRo0cPDB8+HI0aNaLvs/ekbdMG6n79INm40RCTLlgATbdu0DdowGNm70Cvh+DmTdNixLVrYMw0djVH+PffcGnTBspFi6DJV7whhC9UpLBBbm5uFi1QODk5mRQdjH8vWbIkFSCspHTp0pg9ezZGjhyJuXPnYuPGjdDr9Zxz0tLS0KVLF7Rp0waRkZFoYG//YRJC7JpOp8Pw4cNx+vRpTnzw4MEYPXo0T1nZBg8PD2zfvh0dO3bkfKhctmwZihUrhilTpvCYHXlXLMsiJSUF06dPL3BXjiZNmiA6Oho+Pj4Wu27JkiUxduxYjB49Gnv27MHKlStx+PBhk/M0Gg0SExORmJiIBg0aYPjw4QgMDISTk5PFcilqlNHREB08CMG9ewAARqeD88iRyE5NBWyxGbBeD+bWLQhfFiMuXYLwyhUIrl4Fo1S+99MzOTlwHjoUuX/8kddI1EaXGZGigYoUNqhChQpvfK5MJuMUG8z1gihRogRV3G1QxYoVsWjRIowZMwYxMTFITk42OefAgQM4cOAAunfvjvDwcHh7e/OQKSGkqImMjMRPP/3EibVt2xbfffcd/X8CwNPTEykpKejUqROnMfKcOXPg5uaGkSNH8pgdeVsnT55EREREgX0iqlSpghkzZqB79+6F9v0vFArRtWtXdO3aFZcvX8aqVauwefNmk+WhAHDmzBmMHDkSkZGRGDhwIIYMGfJeszqKLHd3KOPiIA8ONoSEFy5AGheH3EmT+MtLrwfz33/cWRGXL0N49SoYCy3z1pcqBb23N1ipFOIDBzjHpMuWQXjmDHLWrAFbrpxFrkfI26IihQ0qX748AMDFxcVs0SF/QaJYsWL0htHOeXl5YfXq1Rg7diyio6PNNufauXMndu/ejd69e2PSpEmoUqWK9RMlhBQJK1euxJIlSzixOnXqWLQ5pCOoXr06kpOT0aVLF05T5IiICLi5uWHAgAE8ZkfexK1btxAVFYWkpCSzx93c3DBhwgSEhIRYdQcXb29vxMbGIjIyEps3b8bKlSvxzz//mJz39OlTxMXFYeHChejcuTOGDx+OVq1a0fvCt6Dt2BHqXr0g2brVEJPGxkLTtSv0deoU7sVZ9v/FiCtX/l+MuHIFjJni1LvQlywJvbc3dN7e//+9Vi2wpUoZcng2dy4qz5sHJt8sblFaGlw++QQ5q1dD16KFRXIh5G3Quw0bVLp0aaSmpqJBgwb0H00RUq9ePSQkJCAtLQ1RUVE4duwY57her8fmzZuRlJSEQYMGYdy4cShbtixP2RJCHNHevXsxyegOYrly5ZCQkAA3NzeesrJddevWRVJSEnr06MG54/2ymWKPHj14zI4UJDMzEwsWLMDixYvNNq0UCoUYOnQoJk2ahJIlS/KQYZ5ixYrhiy++QEhICFJTU7FixQr88ssvYFnuxnx6vR67d+/G7t274e3tjeHDh6N3795wceDdGixJNXs2RKmpEDx6BABgNBrIRo6EYv9+y1yAZcHcufP/JRovZ0hcuQLGQjvw6YsXzytC1KrFLUZ4eLz6CxkGjz/7DKXatYPz559zdjwRPHwIub8/VN98A/WoUQB9JiFWREUKG8QwDFxcXKhAUUQ1adIEP/30E1JTUxEVFYUzZ85wjms0GqxcuRIbNmzAiBEjEBoaiuLFi/OULSHEUZw9exZDhw7l9Mh5uaOFp6cnj5nZtkaNGmHTpk0ICgoy9JPS6/UYPnw4XFxc0LZtW54zJC9ptVqsX78e3377LR69+EBqrGPHjoiKikLNmjWtnF3BBAIB2rRpgzZt2uD69etYtWoVNmzYYHZb88uXL2PcuHGYMWMG+vbti+HDh6N69eo8ZG0/2BIloIyNhXzgQENMdOYMpIsWAV27vsUTsWDu3v1/ESJ/MaKAJqxvS+/uDn2tWtyZEd7eYEuXfq8igq5hQ2QfPgzZsGEQp6Ya4oxOB1lkJEQnTyInPh54w51sCHlf1CmREBvEMAz8/PyQmpqKdevW4YMPPjA5R6lUYsGCBahfvz6+++47ZGVl8ZApIcQR3LlzB8HBwZzZAAKBAKtXr0b9+vV5zMw+fPLJJ1izZg2EQqEhptFoMGDAAJNZcYQfBw4cQMuWLREWFma2QFG3bl2kpKRgy5YtNlWgMFa1alVER0fj4sWLWLhwIWrXrm32vMzMTCxbtgw+Pj7o2bMnfvnlF5Mm3eT/tP7+UBvNfJLGxMDp+nXTk1kWzL17EKWmQrJkCWRjxkDevj3cKleGW506kAcGQhYRAcn69RD98cc7FShYNzdoGzeGeuBAKGNikL1jBzIvX0bW9etQ7NkDVVwc1CNGQPfJJ2DLlLHILAe2ZEnkJCVBNX68yTFxSgpc2rSB4MqV974OIW+CZlIQYsMYhkH37t3RpUsXbN26FTExMbh16xbnnMzMTERHR2P58uX4+uuvMWTIEOr2TQh5Y5mZmejVqxfuvehw/9KcOXPQoUMHnrKyP126dMGSJUswYsQIQ0ypVKJ3797YtWsX7dLEk0uXLiEyMhL7C5i6X7ZsWUydOhV9+vThFJlsnVwux8CBA/H555/j2LFjWLFiBXbv3g2dTmdy7v79+7F//35UrVoVw4YNQ79+/eDu7s5D1rZN9d13EP32GwRPnwIAGLUaVWbOBKTS//eLeNHIkjEzi+VdsG5uJv0idN7eYMuW5Wd5hVCI3KlTofPxgfOIEZwCi/DqVbj4+UEZHw9NQID1cyNFCs2kIMQOCIVC9OnTBydPnkRsbCzKlCljcs7jx48RHh4OHx8frFu3DlqtlodMCSH2RKvVYsiQIbhw4QIn/tVXX2H48OE8ZWW/evfujdjYWE4sKysLgYGBuEJ3IK3q4cOHCAsLQ/Pmzc0WKGQyGSZOnIiTJ0+if//+dlWgyI9hGDRv3hw//vgjzp07h/Hjx6PUy6aIRq5fv46IiAjUrl0bYWFhJj/3RR3r4QHV3LmcmMtff8HF3x+yyZMhXbsWorS0dypQsK6u0DZqBHX//lDOmgXFtm3IvHABmTdvQvHLL1B+/z3UX30F7aef5u2owfOSb22nTsg+fBi6unU5cUahgPPgwXCaMgXQaHjKjhQFVKQgxI5IJBIMGzYMp0+fxowZM8zeCblz5w7GjBmDxo0bY9u2bTS9kxBiFsuymDBhgskHuM6dO2PmzJk8ZWX/hg0bhmnTpnFiT548QY8ePXDjxg1+kipCVCoV4uLi4OPjgzVr1pj9PzA4OBgnT55EeHi4QzWXrFChAqZOnYoLFy5g2bJlaNiwodnzcnJysGbNGjRv3hxdu3ZFSkoK3dh4QRMYCE2nTu/89ayLC7Q+PlD36wflzJlQJCUh8/x5ZN66BcWvv0IZHw/1qFHQtmkDtkIF3osRr6KvWhXZv/wCdb4tWl+SLl0KeffuYO7f5yEzUhRQkYIQO+Ts7IzQ0FCcPXsWEyZMgFwuNznnn3/+wdChQ9GyZUvs3bvXpBs4IaRoi4+Px5o1azixjz76CCtXrrTbu8q2IiwsDKGhoZzYvXv3EBAQgPv0pr5QsCyLbdu2oVGjRpgxY4bZPk3NmzfHoUOHsGzZMlSoUIGHLK1DKpUiODgYBw8exIEDB9CrVy9IJBKz5x49ehQDBw5E/fr1MW/ePDx+/NjK2doYhoFy/nywxYq98jRWLoe2YUOo+/aFMioKiq1bkXnuHDL/+w+KAwegXLwY6tGjoW3bFqynp00XI17J2RnKpUvz/k7EYs4h0fHjcPnkEwip7w4pBFSkIMSOFStWDBEREThz5gy++upnt9UtAAAgAElEQVQrs/u4X7hwAcHBwejQoQOOHDnCQ5aEEFuTkpKCyMhITqxixYrYsmWL2aIneTsMw+Cbb77BkCFDOPHr168jICAAT1+seSeWkZ6ejvbt22Po0KH477//TI5Xq1YNGzZswO7du4tcbxAfHx+sWLEC58+fR0REBMqXL2/2vDt37mDmzJmoXbs2vvjiC/z5559WztR2sOXKQbFpE3TVqkEnl0PboAHUwcFQzpgBRUICMs+ezStGHDwI5ZIlUI8ZA2379mArVbLfYsSrMAzUQ4ZAsWcP9EbFPcGDB5B36wbJ4sUA3QwjFkRFCkIcgIeHB7799lucOnUKAwcONHsXND09Hd26dUNAQECRfvNBSFH3xx9/cJo7AoCbmxu2bt1qtt8NeTcMwyA2NhZBQUGc+KVLlxAUFEQ7MlnAjRs3MHjwYLRv3x5//PGHyXF3d3fExMQgLS0NXbt2LdJbu5cuXRoTJkzA2bNn8eOPP6JZs2Zmz1Or1diyZQv8/PzQtm1bJCQkIDc318rZ8k/XvDmy//wTpw8dguLQISiXLYM6NBTaDh3AVq4MCIreRyjdxx8j+/BhaFq35sQZnQ6yiAjIhgwB6N81YiFF7yeMEAfm6emJhQsXIj09HT179jR7TmpqKvz8/NC/f39cunTJyhkSQvh048YN9OnTByqVyhATiURYt24datWqxWNmjkkgEGDJkiXo2LEjJ37q1Cn06dMHSqWSp8zs2/PnzzFt2jT4+vpi+/btJsdFIhG+/PJLnD59Gl9++WWBSx2KIrFYDH9/f/z888+GpR4ymczsuSdPnsSIESNQt25dzJo1C3fv3rVytsTWsKVKIWfbNqjGjTM5Jtm+HS5t29I2pcQiqEhBiAOqXr06Vq1ahSNHjpi8OX5p9+7daNasGUaMGEHN3AgpAjIyMtCrVy+TNedxcXFobXRnjFiOWCzG2rVr0bJlS0786NGjGDx4MDTUIf+NabVarFq1Cg0bNsT3338PtVptck6XLl2QlpaGmJgYFC9enIcs7UfdunWxcOFCXLp0CTNnzkTlypXNnvfo0SPExsbiww8/xKBBg3Ds2DHqc1WUCYXIjYyEYtMmsG5u3ENXrsClTRuIUlJ4So44CipSEOLAPvzwQ2zZsgW//PILWrRoYXKcZVkkJCTg448/xrhx43Dv3j0esiSEFDa1Wo3+/fvj6tWrnPi4ceMwYMAAnrIqOpycnLBp0yb4+Phw4nv37sWXX34JnU7HU2b2gWVZ/PLLL2jevDnGjx+PJ0+emJxTv3597N69Gxs3bkSNGjV4yNJ+ubu7Y/To0fjzzz+xZcsWtGnTxux5Op0OO3bsQOfOndGiRQskJyfj0aNHVs6W2Apt587IPnQIutq1OXEmOxvygQPhNHUqQLvGkHdERQpCigBfX1/s2rULO3bsMLslmVarxQ8//ICPPvoI06ZNo6ZuhDgQlmUxZswYHD16lBMPDAxEREQET1kVPa6urkhKSkJtozf0SUlJmDBhAt2ZLsD58+fx2WefoVevXrhiZhp5+fLlsXTpUqSmppotxpM3JxQK0bFjR2zbts3Qu8bV1dXsuRcuXEBMTAy8vLzQqlUrfPPNNzh8+HCR7F9RlOmrVUP2/v1Q9+plckwaH5+3TemDBzxkRuwdFSkIKSIYhkHr1q1x4MABbNiwwez6c5VKhe+//x7169fHnDlzqLEbIQ5g7ty52LJlCyfWpEkTLF68GIIi2PyNT8WLF0dycjKqVq3Kia9evRozZszgKSvb9ODBA4wZMwatWrVCamqqyXFnZ2eEh4fj5MmT6NOnD30vW5iXlxfmzJmDixcvIjY2Fh988EGB5547dw4LFiyAv78/qlSpgqCgICxZsgSXL1+m4ltR4OwM5fLlUMbGmm5TeuxY3jalx4/zlByxV/QvOiFFDMMw6Nq1K44ePYrly5ejSpUqJudkZWUhJiYGDRo0QHx8PDV3I8ROJSQkICYmhhOrVq0aNm7cCCcnJ56yKtrKli2LHTt2mGwFuWDBAsyfP5+nrGyHUqlEbGwsGjZsiHXr1kGv13OOMwyD/v3749SpU5g4cSKcnZ15yrRocHV1xbBhw5CWloaUlBR07tz5lQUhpVKJX3/9FeHh4WjSpAnq1KmDkSNHYtu2bWaX6RAHwTBQDxsGxc8/m25Tev9+3jalS5fSNqXkjVGRgpAiSigUonfv3khPT8f8+fNRtmxZk3OePHmCqVOnwsfHB2vXrqUGb4TYkaNHj2LUqFGcWPHixZGYmIiSJUvylBUBgMqVK2P79u0mr0NUVBQSExN5yopfer0eCQkJaNSoEWbNmgWFQmFyTqtWrXD48GHEx8ejXLlyPGRZdDEMg08++QSbNm3C6dOnMWHCBNSqVeu127revXsXGzduxNChQ1GjRg20bt0aUVFROHLkiNnGp8S+6Ro1QvahQ9C2asWJM1otZFOmQDZ0KJCdzVN2DoplHbL3B5ORkUElLRt07do1eHl58Z1GoaIx2halUolVq1Zh/vz5ePbsmdlzqlativDwcAQGBhrupNjTGN+Vo4/R0ccHFL0xXrt2De3atUNGRobhuEQiQUpKCpo2bcpXiu/N0V7HM2fOoHv37sjMzOTEO3fujOLFi8PNzQ2urq5wc3Pj/Nn4d7lcblfLHYxfx2PHjiEiIgKnT582e76XlxeioqLQsWPH134othWO9r1qzrVr11C8eHEcPnwYBw8eRGpq6lttUyqXy9GiRQt8+umn8PPzg5eXl829vkXldbT4GLVaSKOj4RQXZ3JI5+2NnPXrobfi36sjvo7M06cQb9oEydq1yA0Lw0VfX4cao4jvBAghtkEmk2H06NEYOHAgFi9ejMWLFyPbqNp9/fp1DB8+HHFxcZg6dSo6derEU7bvR6/XQ6fTcX6Zi+l0OrAsi6dPn0KpVMLJycnm3kARYuzx48cICgriFCgAYMmSJXZdoHBEDRo0wJYtWxAYGMhZVvfzzz+/1fMwDGO2gFFQUaOgwodMJrPqv3HXr1/H9OnTsXPnTrPHS5QogcmTJ2Pw4MEQG611J7ahVKlSCAwMRGBgIFiWxZUrVwwFi6NHj75yuahCocC+ffuwb98+AICnp6ehYPHJJ5+gRIkS1hoGsTSRCLnTp0Pn4wPnr74Ck68QK7x8GS5+fsiJj4fW35/HJO0Qy0J44gQkq1dDnJIC5kWjWsmaNYCvL8/JWRbNpLBRjljxM0ZjtG1PnjxBXFwcVq5cWWC37o8//hg+Pj5wd3cv8IP+m8RePn7Xr39VzFz8XYlEIri4uBje/Lu6uhoe5//dzc3ttXGpVGozBQ97/j59U0VljJ6envD390d6ejrnWEREBCZMmMBTZpbjqK/j/v370adPH96X1IlEIrPFjYIKHfn/XKxYMUNMKpW+8jqnTp1CcnIyVqxYYXbMYrEYI0aMwPjx4+Hu7l5Ywy1Ujvq9mt/rxpibm4u0tDSkpqbi4MGDOHfu3Bs/N8Mw+Oijj+Dn5wc/Pz80atSIl0IVvY7vT/DPP3AeMADCixdNjuWOHg3V9OmAqHDvm9v96/j8OSQJCZCsXWv27xEALmzYAM+uXa2cWOGhIoWNsvsfpjdAY7QPd+7cQWxsLNavXw+tA65548vLDwOvK3q8Sfx9Cx6O8H36OkVhjFeuXEFMTAx27NjBifft2xeLFy+2maLY+3Dk1zElJQUjRoyASqXiO5X3JpVKCyxqODs7Izk5Gc+fPzf7tf7+/vjmm29MdkCxN478vfrS247x0aNHOHTokGGmxf3799/4a11cXNCyZUtD0aJatWpW+TeNXkcLUSggCwuDZOtWk0PaFi2Qs3o12NKlC+3y9vo6Ck+fzps1sW0bmJycAs9jxWLcnDgRxR3gZsRLVKSwUfb6w/Q2aIz25d9//8Xs2bORmJhIW4rZGLFY/NqZHK869vTpUzRv3hyiQr6TwSdH+lksyJgxY7Bu3TpOrFWrVkhKSoJEIuEpK8ty9NfxwYMH2Lt3L9zc3JCZmYnMzExkZWWZ/G4cy3nFm1d70bBhQ0RHRzvMkiRH/14F3m+MLMvi0qVLhoLF77///lYFukqVKsHPzw+ffvopPvnkk0KbcUOvowWxLCSrVsEpPByM0QwqfblyyFm7FrrGjQvl0nb1OmZnQ7xtG6SrV0N49uwrT9VXrgz1oEFQ9+uHq8+f288Y3wAVKWyUXf0wvSMao326cOECoqOj33rNtC1hGAYCgQBCodDwy/jxyxjDMMjKykJOTo5DdyJ3cnKCt7c36tSpg/+xd+9xMeX/H8Bf02WKCtGFVC5dlELSZUWRWpevza1FV4p2f1a2Ytfli9U3JLkspcV31yW3woYly24oIdclluiiUEpXl65TTTO/P2abb1PTfep0Tp/n4zGPpnNO9Z7mzMw57/P+vD9GRkYwNjaGsbExY8YEM/G1WKu0tBTHjx/HmjVrRJYbGBjgjz/+oG25vDhMfh5rteUxcrlclJaW4tOnT00mM5pLejQ2tK8jaWpqYsOGDfjyyy9p1fyzOWRfbR0Oh4M7d+4gNjYWsbGxSEpKavHPSklJYcyYMcJ+FmZmZhJLupPnUfKk799Hz4ULIfXunchyvowMOIGBqPr6a0DCVTJ0eB6lnj4FOzwc7NOnwSopaXQ7vrQ0uNOmocrTE1xbW4ChjeyZe9mMIIgOYWRkhIiICDx+/BjXrl1DdnY2VFVVG5zoN3bSX39ZS7Zt7ve29u+1tkS09o2/srISpaWlwoP62vt1l9X/vrF1VI89r4/D4eDx48d4/PixyHINDQ2RxIWRkRH09PQYXXXRVZWVlSE1NRUvXrxAcnIykpOT8eLFC2RlZTXYVlVVFadOnWJUgoJonIyMDPr06dPu57uyslIkadFcBYe4pEdxcXGLev8oKipi+fLlWLp0KXr06NGuuAn6k5eXh62tLWxtbbFp0ybk5uaKDA0pKCho9Gd5PB4ePHiABw8eYNu2bejVq5fI0BC6Dx1imhoLC5TGx6PnokWQuXVLuJzF5aLH6tWQfvAAFSEhgIIChVF2kooKyJ47B/bhw5B58KDJTXkDB6JqwQJUubuDr6HRSQFShxxlEgTRJiYmJjAxMWFc5rYpcnJykJOTQ79+/dr9u2pPBkpLS1FcXNxswqPu17rbl5SUdGivkJycHOTk5ODKlSvCZXJychg2bJgwaVFbdSGJ/wvxv2REbSKiNhmRmZnZop/v0aMHTp48iUGDBnVwpATT1L7HqaiotPl38Pl8cDicRhMYJSUlqKiogJubG1RVVSUYPcEk/fv3h5OTE5ycnMDj8ZCUlCRswHnnzp0mq36Ki4vx+++/4/fffwcADB48WJiwsLa2Ru/evTvrYRCN4Kupoey33yC/aRPkQkJE1rGjoiCdlCSYplRXl6IIO5ZUSgrYhw+DHRkJViP9eQCAz2KB+/nngqqJzz/v8AajXUn3eaQEQRBdiCROBgDBCUH9Cg9x1RziEiG1X9+9e4cPHz60+G9WVlbi77//btCpvX///iKJi9qqCzJ1oHjl5eXCyoiUlBRhhURmZmab+76wWCz8/PPPGDNmjISjJYiWYbFY6NGjB3r06AF1dXWx26SlpZEEBdFiUlJSGDFiBEaMGAEfHx+Ul5cLh4bExcXheSOzHdR6/fo1Dh06hEOHDkFaWhrm5ubCoSGjR49mTGVgdXW1yOd77a3+93WXl5WVAQAmT54MGxubzk1uy8iAExAArpmZYJrSOkMcpF+8gKKtLcr37gXXwaHzYupIlZWQjY4G+9AhyNy+3eSmPHV1VLm7o2rBAvC1tTspwK6FGa9KgiCIborFYkFeXh7y8vJtTnikpaWhd+/eSEpKwrNnz4S31NTUVg1Lyc3NRW5uLq5evSpcxmazMWzYMJGKC2Nj43YnZ+ikNhlRtzIiOTkZb968kUgTWikpKQwdOhRaWlrw9vaGvb29BKImCILomnr27Ak7OzvY2dkBEFT8Xb9+HXFxcYiLi0NhYWGjP1tTU4O7d+/i7t27CAoKQu/evTFhwgRhE87OPEnn8XhiEwctWSZueXt6ykRHRwMQNCS1trYW3gYOHCiph9soroMDSg0NBdOUvnghXM4qKYGCuzs4fn6oXL+etlUEUhkZYIeHQ/bECUgVFTW5bfXEiYKqiX/9C+jmF3jo+WwTBEEQEqWmpgY1NTXY2toKl1VVVSEtLQ3Pnj0TJjCSkpKQl5fX4t9bVVWFp0+f4unTpyLL1dXVRSoujI2NoaenR+tZKCoqKkSSEbUVEq9fv5ZYMmLIkCEwMDAQuenp6UFeXr5bDb0iCIKopaGhARcXF7i4uIDH4+Hp06eIi4vDtWvXcPfu3SaT7Z8+fcKFCxdw4cIFAICOjo4wYTF+/HiRbfl8PioqKlqdUGgsyVBbxdCVZGZm4sSJEzhx4gQAwf+jbtJCrYOmCeXp6qL06lX08PUFOypKZJ387t2QefhQME0pXSqwqqshc+kS2IcPQ/b69SY35fXrh2pXV1R5eIA3dGjnxEcDJElBEARBiMVms4VNM+sqKCgQqbpISkpCSkpKq2Y/ycvLQ15eHmJjY4XLZGVlG1RdGBkZddhBUVtVVFQgLS1NJBmRnJwssWQEi8VqNBlBGgwSBEE0TkpKCqNGjcKoUaPg5+eHsrIyJCQkCIeGpKSkNPnz6enpSE9Pxy+//AIZGRloaGigpqZGODSiJU1hmaT2/xEeHg5AMGtUbcJi/Pjxkp0BTEEBFb/8ghozM8ivXw9WnX5bMjdvQnHCBME0pRYWkvubEsbKzAT76FGwjx2DVDMXdLhWVqhatAjVDg6AnFwnRUgfJElBEARBtIqqqiomTpyIiRMnCpdVV1eLVF3UJjFyc3Nb/Hurq6uFiY9Tp04Jl6upqTWoutDX1+/wqgsOh4PU1FSkpKQ0SEbweLx2/34Wi4XBgwfDwMAAhoaGGDZsGAwMDKCvr0+SEQRBEBKgoKCAyZMnY/LkyQCAt2/fCoeFxMXFNdmPicvltrhhcVcgJSUFRUXFRm9KSkoNlikoKODu3btISkrCgwcPmr3YUJuc/+WXX8BisWBkZARra2vY2NjAysqq/U1JWSxULVmCGhMT9PT0FJmmVConBwrTpwumKf3qK4lPU9pmNTWQiYkBOzwcMjExYDVxsYLfuzeqnJ0FVRMGBp0YJP2QJAVBEATRbrKyshg+fDiGDx8usrywsLBB1UVycnKrqi7y8/ORn5+PuLg44TIZGRno6+uL9LkwMjJqtFFfUzgcjrAyom4Dy1evXkksGTFo0CBhMsLAwADDhg2Dvr4+evbs2e7fTxAEQbSMpqYm3N3d4e7ujpqaGvz999+IjY1FbGws7t2716GzZYnTs2fPFiUTGlted1nPnj1bPcU6AIwYMQJ6enqoqKjA/fv3cfPmTdy8eRMPHz5s8v/B5/OFn+379u0TVrHUJi0+++wzKCoqtun/UvPZZ4JpSj09IZOQIFzOqq5Gj1WrIP3XX6jYtYvSaUpZOTlgHzsmqJp4+7bJbbnm5qjy9ET1rFlAB3zuS6KKs6shSQqCIAiiw6ioqGDChAmYMGGCcFl1dTVevnwp0ufi2bNneFfniklzuFwunj9/jufPn+P06dPC5aqqqsIhKrWJi2HDhgEQzEpSd5hG7S0jI0MiyQgADZIRtZURJBlBEATRtUhLS2P06NEYPXo0vvvuO5SUlIgMDUlLS2vwM3Jyci1KKLQ08SAtLU3BIxevR48eIp/XpaWluHv3rjBp8fjx4yY/K3k8HhITE5GYmIjQ0FDIyMjA1NQUNjY2sLa2hoWFRauqBPlqaig7fx7yGzdCLjRUZB379GlIP3smmKZUR6dtD7gteDzIxMWBffgwZC5fBquJ4T98JSVUzZsnqJoYMUIif/7jx49ITU1FWloa0tLShPdHjx6NlStXSuRvdBUkSUEQBEF0KllZWRgaGsLQ0BBffvmlcHlRUVGDxEVycnKrOpYXFBTg+vXruF6nUZWMjAxUVFRQUFAgsfHE2traIokIQ0ND6OnpQYHCqzoEQRBE2ykpKWHq1KmYOnUqAODdu3d4/PgxjIyMoKSkBAUFBVo3d24tRUVF2NvbC2eM+vTpE27fvi1MWtRviF0fl8vF/fv3cf/+fezYsQNsNhtmZmbCpIWZmRnkmuvFICMDzsaN4I4Zg57e3mCVlgpXST9/LpimdN8+cKdPb/fjbQorPx/sEycge+QIpF+/bnLbmpEjUbl4MaodHYE2VJLU1NQgKysLqampSE1NxcuXL4XJiIKCArE/0+z/kYZIkoIgCILoEvr16wcbGxvY2NgIl3G5XKSnpzeYYSQ7O7vFv5fL5baqN0Zd2traIs0rDQ0Noa+vT5IRBEEQDDdgwACUlpZCW1ub6lC6hN69e2PatGmYNm0aAOD9+/e4deuWMGmRnJzc5M9XVVXh9u3buH37NrZu3YoePXrAwsJCmLQYPXo0ZBuZdpM7c+b/pimt0/yUVVwMBVdXcJYvR+W6dZKdppTPh/TNm4LpQ6OjwWpilhh+z56odnRElacnakaPblG/jNLSUmECom51RHp6equnk01PT5dYRWhXQZIUBEEQRJclIyODYcOGYdiwYXB0dBQuf//+vUiDzqSkJLx48QIcDqdNf0dLS0ukeWVtMqKt42kJgiAIgsn69u2LGTNmYMaMGQAE/aNqkxY3btxAenp6kz9fUVGB+Ph4xMfHAxBUbowdO1Y4e8jIkSNFhsPw9PVReu0aevj4gH32rMjvkt+1SzBN6cGD7Z6mlPX+PWQjIsA+cgTSYob81FUzfDiqPD1RNW8eIKZpKJ/PR3Z2tjABUXeIRk5OTrvirKuiogL5+fnC4a1MQJIUBEEQBO307dtXeCBTi8vlIiMjo0HVxds6Da00NTXFJiOUlJSoeBgEQRAEwQhqamqYM2cO5syZAwDIyckRVlncuHGj2ZlSSktLceXKFVy5cgUA0KtXL4wbN074WW9kZAQpRUVUHDyIGnNzyP/wg+g0pTduQHHiRJQfOYIaM7PWBc/nQ/rePbAPH4bsb7+B1UQlA19ODtWzZgmqJiwtARYLFRUVSH/2TJiEqK2QePnyJcrKyloXSxPYbDZ0dXWhp6cnvOnr60NXV7fNFaNdFUlSEARBEIxQO+OHvr6+8CAJEDSaunv3LsaNG0eSEQRBEATRCTQ0NDB//nzMnz8fAPDmzRth0uLmzZvNVhIUFxfj8uXLuHz5MgDBxYnx48cLkha2thh+4QIUFi2CVJ2Tc6nsbChMmwbO1q2oWrSo+WEXnz6BfeoU2OHhkH7+vMlNuTo6eDt3Lp6PGoXU3Fyknj+PtB07kJaWhszMTInOsKGioiJMQNRNRmhrazfabJUkKQiCIAiCRvr06QMdHR2SoCAIgiAIigwaNAiDBg2Cm5sb+Hw+MjIyRCotGmsKWev9+/e4cOECLly4AEBQuWFtbg67Fy9gn5EBXQAs/DNN6XffQfr+fcE0pWJm15JOTAT70CHInjkDVnm5yLoqAOkAUgC8kJLCC01NvJCXR2puLoq3bpXI/wIQzC4zZMgQkWRE7VdlZWWJ/R26onWS4sCBAwgNDUVeXh4MDAwQFBQEKysrqsMiCIIgCKIePh+oqQGqq4GqKoDLZaG6Gv/cGrsv+n12tjJevJABmw3IygIyMnyx92Vl+ZCRgdh1UlJU/ycIqvD5gv2oshKoqmL98xWorGTVWyb4Km5Z7faiPye6rKoKKCnRQ58+PSEnJ9j35ORQ5/7/lrHZ/Hrr/resZevIPk3QD4vFgo6ODnR0dODh4QE+n4+UlBSRSosPHz40+Tvy8/Nx5vffceaf7zUB2P5zmwRg0KlTwmlKAQClpZA9cwZyhw5B+skTvAeQXOeW8s/XdADCecB4PKCZYSrN6dWrF4YNGwZdXV2RZMTgwYO71WwxrUXbJMXZs2exZs0a7Ny5E5999hkOHDiAuXPn4u7du9DS0qI6vHYpLwdevZIHj8fcTx0+H3jzRh41NQ0fY2PVUq1dLsnf1Za/AQBZWT1RVib+eWyqAq256rS2/mxHrMvMFP88dqQWNE2WqMxMefD5zH09vn7N7PcbQPB+w/TH+OqVPCoqpMDlCk6Sqqv/lwgQJAUEJ/yN3W9pwoDLxT+/v+n7gr8rer/9dNr9G6SkRBMbsrKCZEbt/f/d+CL3/5f0aPp+/d/X2H3B93V/RnA/O5v5+2pGhjzKyqQaTQ6ITxwAHA6rxUmCxn4vn99ZHyANm+h1FBkZfr0EhmhCRNyy+smSphIodRMidZdlZ8ujulr8vtrW46bOXteczMzGj+Oa05WO1Zo7juNyu8Jx3HBYWw+HtfX/gcfj4eXLl3j48CEePnyIxMRElJWVivshobcAjv1zA4CBACySeLD4bBGk9PRwMjUNr6urkAEWXsMYghRIbSCsevdbsk70fv/+A6ClpQ1NTU1oampBS0sLmppa6N27D1gslnA/5POBvDzBre6yWv9bxmqwns9v+DN8PiAvz4eGRpP/Htphffz4UXIDaDqRnZ0djIyMEBoaKlxmamqKmTNnwt/fn8LI2i8hQRrTp5OO8gRBEARBEARBEETjNDV5OHfuEfT09KgORWJomaqvqqrC48ePMWnSJJHlkyZNwr179yiKiiAIgiAIgiAIgiCI9qDlcI+ioiLU1NRAtd48uKqqqsjPzxf7M2nNzHPblbx9qwjAgOowCIIgCEKipKT4/wyLENykpfmQleUJv6+7TlZWsL7u91JSfNTUsP4ZxiL4KrgvJbxf/1Z/O6J7k5bmgc3mg80W7HuiX/lgs3mNfBW/rP7vqF0nJVU7pEqw3wm+slBVJSX82tQ60a/ilwl+luzTBNHdVVdXA6DX+W5zVR+0TFK0BZ3KX0pKpDF4cAXjm6lUV1c1+hgbGzvX2uVNkeTfaGxdZSUHcnLyDZa3Z+xkR4y7bM84z6qqxp/HjiDBGZ5a/Pc6+zF2tt5y/6cAACAASURBVKqqKsjJMffxAcx/DgHBe2rPnux/Tp7QoNeBuD4Lzd9vvDll/fu1PRc6pmmlYMxvWlpavc9z/j83Xot+S2PNO5tu5NnSnh3N/7ygb4fo/fr9O8rLu8e+qqTEbmFvhNY1mZSXb3wdmw00MnufGLVjztu20zbcV9ui+f26M5uB1u33UVnJQnl5FeTlG99X29o/qiv1a2jsOA6gT2+N5n5nZWXnHgN0xnEcj8dDRQUHFcWfUFFWDj6fB7a8POQUFMCWY0NOjg02WxasOk8+i/W/fUHcVxaLL2aZuO0aX9bc32q4jN+i7fr1E9yh0/luc2iZpOjXrx+kpaUbTFVTUFAANTU1iqKSHFPTGvz6azKjdjRxJPMB3rWRx8gMTH+MTH98AHmMhACLJUjeyMgAPXoAggRHra7Roqs7PI/d4TF2FhZLkHwR5LU6d3/uDs8jeYx0pwRA6Z/HOKDO8qp/bsxBoyKKFqFljRibzYaJiQni4uJElsfFxcHS0pKiqAiCIAiCIAiCIAiCaA9aVlIAgLe3N/7v//4PY8aMgaWlJQ4dOoTc3Fx4enpSHRpBEARBEARBEARBEG1A2yTFnDlz8P79e2zfvh15eXkwNDTE6dOnoa2tTXVoBEEQBEEQBEEQBEG0AW2TFADg5eUFLy8vqsMgCIIgCIIgCIIgCEICaNmTgiAIgiAIgiAIgiAI5iFJCoIgCIIgCIIgCIIgugSSpCAIgiAIgiAIgiAIoksgSQqCIAiCIAiCIAiCILoEkqQgCIIgCIIgCIIgCKJLIEkKgiAIgiAIgiAIgiC6BJKkIAiCIAiCIAiCIAiiSyBJCoIgCIIgCIIgCIIgugSSpCAIgiAIgiAIgiAIoksgSQqCIAiCIAiCIAiCILoEkqQgCIIgCIIgCIIgCKJLIEkKgiAIgiAIgiAIgiC6BJKkIAiCIAiCIAiCIAiiS2B9/PiRT3UQBEEQBEEQBEEQBEEQpJKCIAiCIAiCIAiCIIgugSQpCIIgCIIgCIIgCILoEkiSgiAIgiAIgiAIgiCILoEkKQiCIAiCIAiCIAiC6BJIkoIgCIIgCIIgCIIgiC6BJCkIgiAIgiAIgiAI2qqsrMTp06eRnp5OdSiEBJAkBdGp+Hw+3r17By6XS3UoBCHWunXrkJycTHUYnYa8JgmCIAiCoDs5OTn4+Pjg3bt3VIdCSIAM1QEQ3UNMTAyCg4Px9OlT1NTU4Nq1azAxMYGvry+srKwwf/58qkNst8TERERHRyM7OxuVlZUi61gsFg4fPkxRZJK1bt06uLu7w8DAgOpQOsTFixexb98+mJiYwM3NDY6OjujduzfVYUlcd3hNEvRXU1MDaWlpqsPoUP/9738xf/589OnTh+pQOgSHw8G4ceMQHBwMe3t7qsMh2oHp+2pdfD4f2dnZyM7OhrGxMRQUFKgOiWiB4cOHIz09HePHj6c6lA737t07/Pnnn42edwQEBFAUmWSwPn78yKc6iO6suroa+/fvR3R0NHJycsDhcBps8/LlSwoik5zIyEgsW7YMc+fOhY2NDby9vREXFwcTExOEhoYiJiYGFy9epDrMdjl48CBWrlyJvn37QkdHB7Kysg22oftjrDVq1ChkZWUx+iT+xo0bOHHiBC5evAgej4fp06fDzc0NEydOpDo0iegOr0l3d3e4u7vD3t4eUlLMLRosKSnBpUuX8PLlywYHKQCwceNGCqKSHH19fTg5OcHV1RXDhg2jOpwOoampCS6Xi6lTp8LNzQ12dnZgsVhUhyVRurq6+PnnnzFp0iSqQyHaoTvsqwBw4MAB7NixA3l5eWCxWIiNjRUe81hZWWHp0qVUh9gqkyZNwt69e2FgYABbW9tmn7PY2NhOikzy7t69i6VLl2LLli2wt7eHjAwzr8dHR0fDy8sLNTU1UFVVbXDewWKx8OTJE4qikwySpKDYypUrcfjwYUyZMgUGBgZiT27XrFlDQWSSY2ZmBgcHB/j7+6OmpgYqKirCE6KYmBh4e3sjLS2N6jDbxcTEBNbW1ti1axdj3xDrYvpJfK3S0lKcPXsWkZGRuHfvHjQ0NODi4gIXFxcMHjyY6vDarDu8JqdPn447d+5ATU1NeJKrp6dHdVgS9erVK0yePBkcDgdlZWVQUVHBhw8fwOVy0adPH/Tq1Yv2BylBQUE4efIksrKyMHr0aLi7u2POnDno1asX1aFJTFlZGc6dO4eIiAjcvXsX/fv3h7OzM5ydnaGrq0t1eBLx73//G/n5+Th48CDVoUiUjo5Oq07S6X7RqTvsq6GhoQgMDISvry+sra0xY8YM4efj/v37cebMGVy5coXqMFtl6dKlWLVqFQYPHoxvvvmm2X127969nRSZ5Ono6KCiogIcDgcsFgt9+vRp8Hjp/joEAAsLCwwdOhT79u2DsrIy1eF0CJKkoJienh58fHzw7bffUh1Kh1FXV8fp06cxYcKEBidE8fHxmD9/PnJzc6kOs100NTVx4sQJTJgwgepQOhVTT+Lru3HjBoKCgnD37l3IyMiAx+Nh8uTJCA4Ohra2NtXhtVp3eE0CwOvXr3HixAmcOnUKb9++hZmZGdzc3DB79mwoKSlRHV67OTk5gc/nIzw8HBoaGoiLi8OIESNw9uxZBAQE4OjRozA1NaU6TImIj49HREQELl68CD6fj+nTp8PV1ZVxidFXr14J99ns7GxYWlrC1dUVs2bNgqKiItXhtdlPP/2EsLAw9O/fH/b29lBTUxM5cWCxWFi8eDGFEbZNUFBQq5IUdL/oVBdT99URI0bAy8sLvr6+DT4fr127Bi8vL7x69YrqMFvl3r173WbISktek0x4HQ4cOBAnTpxg3GdgXSRJQTFdXV388ssvsLW1pTqUDmNqagpPT098++23Dd7wQ0JCcOrUKdy+fZvqMNvFw8MDI0aMwHfffUd1KJRg2kk8ALx58waRkZGIjIxEdnY2bG1t4ebmhqlTpyI+Ph4BAQHo2bMn7a6oAN3jNVlf7Unu77//Dj6fDwcHB7i6usLa2prq0NpMX18foaGhmDx5Mvr164eYmBiYm5sDAPbv34+zZ88iJiaG4iglq7S0FOfOncPBgwfx999/Y+DAgXBxcYGHhwcGDBhAdXgSk5GRAW9vb9y9excAoKioCBcXF6xdu5aWw+uau9LHYrHw/v37ToqGkCSm7atNJfHj4uLg6uqKnJwcqsNslb59++LKlSsYM2YMAAgrYMPCwqCjo0NxdERbzJ49G//617/w1VdfUR1Kh2HuQF2aWLhwIaKioqgOo0O5u7tj27ZtOHXqFCoqKoTL4+PjERISggULFlAYnWR4eXkhMjISW7duxb1795CcnNzgxjRv3rzB1q1bMWrUKMyZMweKiooIDw/H27dvERkZiczMTFpeGYuMjISDgwNMTU0RGRkJV1dXPHnyBL/++itmzpwJOTk5YQImMTGR6nDbpDu8JuszNzeHtbU1dHV1UV5ejps3b2LGjBkYP348bYdEcDgcKCkpQUpKCsrKyiIdzQ0NDfHs2TMKo+sYiYmJuH37NtLS0tCnTx+MHTsWx44dg6mpKU6dOkV1eO1SXl6OiIgITJ8+Hebm5nj//j02btyIR48ewd/fHxcvXsSiRYuoDrNNPnz40OSNJCjohcn76tChQ3Hr1i2x6xISEmjZG4fP5zf4/u7duygpKaEooo738eNH3L59G7/++is+fvwIQPCZyePxKI5MMgIDAxEeHo6IiAi8e/cO5eXlDW50RyopKLZ//3789NNPGDRoEGxtbRtknelaAlkXn8/HypUrcejQIUhLS4PL5UJWVhY1NTXw9PTEjh07qA6x3epeJapfZsbn8xl1lSgyMhIRERG4ffs2NDU14erqCldXVwwcOFBku1u3bmHWrFkoLCykKNK26d+/P7744gu4u7s3OXwnNzcX4eHhtCwb7A6vyVq3bt1CREQEoqOjIS0tDUdHR7i7u8PExATJyclYtWoVCgsLaVk5MmnSJHz99ddwcnLCrFmzwGKxEBkZCWlpaSxduhQPHz7Eo0ePqA6z3TIzMxEREYGTJ08iMzMTEydOhLu7O6ZPnw42m42amhqsX78eZ8+eRUpKCtXhtlpCQgIiIiJw4cIF8Pl8zJo1CwsWLICFhYXIdrGxsXB2dkZeXh5FkRLNuX//Po4dO9ZoI1s6NyQEuse+evToUXz33XdYtWoVZs6cCUtLS/z666/IycnBmjVrEBISgrlz51IdZqsoKyvj6tWrwkqK+hUiTMLlcrFx40YcOHAAFRUVIo1P582bBxMTE6xdu5bqMNutqfOOWnQ/7yBJCop1pxLIV69eIT4+HkVFRVBWVoaNjQ1jGi01lnWviynTITH9JP7jx4/dYno1QPCavH79Ot6/f8+412RwcDBOnjyJ169fw8rKCu7u7pg1axbk5eVFtrt37x6mTZtGy/fZsLAwvHv3DoGBgXjw4AEcHR1RUVEBKSkp1NTUYO/evZg3bx7VYbbLF198gTt37mDAgAHChKi4IWSPHj2CnZ0dPnz4QEGU7aOsrAxzc3O4ubkJq9LEyczMxNatW2nb1O7jx48IDw/HnTt3hO+zVlZWWLhwISPec+Pi4jB37lxMmDABsbGx+Pzzz1FRUSHs1zRu3Dj89NNPVIfZLt1lXw0NDcW2bdtQXl4urELo2bMnVq9eDR8fH4qja73ulKTw9/dHeHg4AgMDYW1tLRymY2JigvDwcBw6dAg3btygOsx2i4iIaHYbFxeXToik45AkBdGhOBwOtLW1cejQIXzxxRdUh0NIQHc6iSfoy9DQEM7OznBzc8PQoUMb3e7Dhw+4fPky7T/MAeDt27e4evUqOBwObGxsMHz4cKpDajdPT0+4u7s3O21edXU13r17R8seOCkpKbQsIW+NV69e4YsvvkBBQQEsLS2hpqaG/Px83L9/H6qqqoiOjsaQIUOoDrNdPv/8c1haWiIgIEDkBDAzMxOOjo5YsWIFnJ2dqQ6zzXg8Hu7cuYORI0cyovFwc0pKSvDgwQPhhTVzc3Na9tgABEkKHx8faGlpARA8l2vWrIGvr2+DKli6V3APGzYMa9asgaenp9jG4O7u7sjMzKQ6zHaprKzEnj17MGXKFIwYMYLqcDoMSVIQHc7IyAg7d+7E1KlTqQ6lw/31118iV4nGjh0LMzMzqsMimjFy5MhWdWinaw+D+tLS0pCTkyO2LHny5MkURCQZlZWVOHv2LCwsLEhTMIKWUlNTkZqaijFjxjCiIaiTkxMyMzMRFRUFDQ0N4fKcnBzMnTsX2traiIyMpDDC9tPW1saxY8dgY2ODfv364eLFi7CysgIAnDlzBkFBQfjrr78ojrLtuFwu+vfvj5MnT8Le3p7qcIhWaM0UlXSv4K7dRydOnNggSXHlyhV4enri7du3VIfZbhoaGjh9+jRjqrTFkaE6AIL5JZAeHh7473//Czs7O8jKylIdTocoKyuDh4cHrl69ChkZGfTt2xfv379HTU0N7O3tER4ejp49e1IdpkRUV1dj//79iI6ORk5ODjgcToNt6DYH9YwZM0SSFGfPnkV5eTlsbW2hoqKCwsJCxMXFQUFBAXPmzKEwUslISkqCl5cXUlJSGjTUAuh/kCInJ4fly5cjKiqqWyQpmJZsam2jYQMDgw6KpHP4+fmBxWJh165dAATvP19//TVqamqgqKiIqKgoWFpaUhxl+yQkJGDv3r0iCQpAcKC9atUqLFu2jKLIJEdOTg48Hg8sFgv9+/fHq1evhEkKJSUl2s0IUZ+MjAy0tLQY0ZCvKZs2bUJRURF2797dYN3y5cvRr18/rF+/noLI2o6Ow+DaytDQEL///rvYqTmvXLmCkSNHdn5QHcDU1BRPnjwhSQqi49QvgdTU1ER+fj62bNmCX375hRElkJ8+fcKLFy8wcuRI2NjYiJ0fPSAggMII28/f3x/379/H4cOHMWPGDEhJSYHH4+HChQvw8/ODv78/tm/fTnWYErF27VocPnwYU6ZMgbW1NSMST5s3bxbe37lzJwYPHozTp0+LzCleWlqK+fPnM6LMddmyZZCRkcGpU6cwdOhQRjyH9Q0fPhzp6emM/gBnarJp7NixLapsYkpT4qtXr8Lf31/4fWBgIBwdHbFx40asWrUKgYGBuHDhAoURth+LxWq0q37t80h3xsbGSEtLg62tLWxsbLBr1y5oaGhAVlYWW7ZsYcTwKz8/P+zcuRPjxo1Dv379qA6nQ0RFRTXaWHHs2LHYsmUL7ZIU3cn333+PBQsWgMPhCBtKP336FBcvXkR4eDjtK7Zqbdy4EV5eXpCVlcXkyZOhqqra4H2U7hdHyXAPinWHEsjmspYsFov25fP6+vpYu3YtPDw8GqwLDw/Hli1bkJqa2vmBdQA9PT34+Pjg22+/pTqUDmFoaIjdu3djypQpDdb98ccf8PX1peUMAnUNHDgQR48ehZ2dHdWhdJi7d+9i6dKl2LJlC+zt7SEjw7ycvK2tLbhcLjZs2NBosomOPRpa0oi4Lronovr374+zZ8/CysoK6enpMDMzQ0JCAoYPH464uDh4enri9evXVIfZLi4uLnj58iWioqJE9snMzEx8+eWX0NfXx/HjxymMsP1iYmLw5s0bfPXVV8jJyYGTkxOePn0KQPCee/z4cdo3KVy4cCHu3buH4uJijBo1SuxFp8OHD1MYYfupq6vj119/hY2NTYN1N27cwLx585Cbm0tBZJLH4/Ewc+ZM7N69m1FVh+fOncOGDRtEhnVoaGhg8+bNmD17NoWRSU53mN2DeUdtNNMdSiD//vtvqkPocMXFxQ2aD9UaOHAgo+ai5vP5MDY2pjqMDlNSUoL8/Hyx6/Lz81FWVtbJEUmeqakpI8ZkNsXV1RUVFRVwcXEBi8VCnz59GnyQ021YUn2pqamMTDbRPenQWsrKyigoKAAAXL9+Herq6sKr7nw+v9EKBDrZsmULZs6ciTFjxmDUqFFQVVVFYWEhHj9+jIEDByIwMJDqENut7tAqDQ0NxMfHIyMjAxUVFdDX1webzaYwOskoKioSmQGqqKiIwmg6hpqaGp48eSI2SfHkyROoqKhQEFXH4PP5uHXrFqOOUQFg9uzZmD17Nl6+fClsfKqnp8eIiq1aYWFhjHo84pAkBcW6Qwlkd2BsbIyDBw/C3t5e5Dnj8/k4ePAgo07qFy5ciKioKNja2lIdSoeYOnUqNmzYgF69emHatGlgs9moqqrCpUuX4O/vz4gGsCEhIVi8eDF69OgBa2trsR3L6V4m6OXlxfj3z+6QbOoO7O3tsWXLFuTn5yMkJASzZs0Srnv+/LmwIz+dDR48GA8ePMDx48fx6NEj5OXlYdiwYXB1dYWLiwsjTuDrY7FYjLo6DQAXL16kOoQON3v2bGzfvh36+voiFZUxMTHYvn272IpZomvS1dVlzLTq9bm6ulIdQocjwz0o1h1KIA8cONDsNl5eXp0QSceJj48XDs/54osvhFeJLl68iMzMzEZLB+mi7nNYU1ODsLAwDBo0CLa2tg1OcOk+fdWnT5+wdOlSXLp0CSwWC4qKiigtLQWfz8e0adOwb98+2k5DVuvjx4/w9fVFdHR0o9vQvUywO8jIyMDixYvxzTffMCrZpKurizNnzmDUqFHQ0dFpNtlE94qYT58+Ye3atUhMTISxsTF27NiBXr16AQCmTZsGCwsLWvdt4nA4cHZ2xooVK2BtbU11OB3G29sbFRUVOHToUIN1ixcvhoKCAkJDQymIrGPw+Xzk5uZCVVWVUcPpavfX69evo2/fvlBXV0deXh4+fPiASZMm4cSJE5CTk6M6TImoP/sFXbXkPKMW3Y9R60tOTsbjx4+RnZ0NNzc3qKurIyMjA6qqqrTvoUaSFBR78+YNZsyYgZycHLElkOfPn8egQYOoDrNdmpr6qPbgkwknRC9evMD27duFV4nU1dVhZmaG77//nvbd57vT9FW1Xrx4gUePHqGgoABqamowNTWl/fNYa/78+bh//z4WLFjQaC8DFxcXCiIjWoOpyaatW7di4cKFGDBgAIKCgppNUqxZs6aTIiPaatCgQTh69CgmTJhAdSgdxsjICIGBgSKVMLXOnz+PdevW4dmzZxREJlkxMTEIDg7G06dPweVyERsbCxMTE/j4+GDcuHGYP38+1SFKxLVr13Dz5k28f/8effv2xYQJExhZQXrr1i2YmJhAUVGR6lDarDseo5aWlmLZsmU4f/48ZGVlRV6LHh4e0NTUFGkKT0ckSdEFVFVViZRA1p7cMrUEEhAcXMfGxmL37t04ePAg9PT0qA6JILoNDQ0NhISEYO7cuVSH0qHu37+PY8eO4eXLl2Kn54yNjaUgKskhySaCLpYsWQIlJSXGzHIljrq6Ok6fPi02ERMfH4958+YhLy+PgsgkJzIyEsuWLcPcuXNhY2MDb29v4VX40NBQxMTEdIshIQRBNV9fX1y5cgX79+/HZ599BnV1deFr8cSJEwgLC8OdO3eoDrNdmFOfRWNsNhuLFi3CokWLqA6l0/Tp0wdz5sxBcXEx/Pz88Pvvv1MdEkEIFRQUICwsDImJicjJycGxY8dgaGiIffv2YcyYMbCwsKA6xHbR1tZGjx49qA6jQ8XFxWHu3LmYMGEC7t69i88//xwVFRW4d+8eNDQ0MG7cOKpDbLebN292i2RTd3D27FkcOXIE6enp4HA4DdbTfUiLnZ0dNmzYgLy8PHz++ecNZoUARBtP0pGWlhYSEhLEJikSEhIaNEino507d8LHxwf+/v6oqamBt7e3cJ2BgQH27NlDYXSSVVlZiXfv3ol9PdKtqnLDhg34v//7PwwcOBAbNmxoclsWi0Xr4WXdRXR0NLZu3QobGxvU1NSIrNPS0kJWVhZFkUkOSVIQlBo0aBAeP35MdRht4uHhAX9/fwwZMqTZRkpMmJarrqqqKkRERODhw4ci1T/Ozs60r/55+PAhZs+ejX79+mHcuHG4deuW8Cp8Xl4ewsLCcPToUYqjbJ+NGzciKCgII0aMoP1wssZs2bIFS5YsQUBAAFRUVLB27VqYmJggMzMTjo6OjJhBojskmwDBdHIXL15ETk4OIytifv31VyxbtgwuLi64ceMG3NzcwOPxcPnyZfTu3RtOTk5Uh9huX3/9NQDBgbW44UlMKMF2cXFBcHAwVFVV4ezsLOxndPLkSYSGhmL16tVUh9huWVlZmDhxoth1cnJyjJgl4t27d/Dz88OVK1carKttaE+3ffW3337D3LlzMXDgQPz2229NbkvHJEVycnKrtqdbkkkcDoeDvn37il1XWloKKSmpTo5I8kiSggLdrSlYY3Jzc4UNGOmosLAQ1dXVAARX3pk+k0CtlJQUODo6Ijc3FyYmJlBRUcGLFy9w8uRJbN++HVFRUbT+AFi7di3Gjx+P48ePg8fj4cSJE8J1pqamiIqKojA6yQgKCsLbt29hZmYGbW1tsQ0X6X7il5KSgvXr10NKSgosFgvl5eUABCf2a9asQVBQEJydnSmOsn26Q7LpP//5D0JCQmBqatrokBa6Cw0NxcqVK7F8+XKEh4dj8eLFMDExQUlJCWbPnk3L5qf1PXnyhOoQOpyfnx9evXqFVatWYfXq1VBQUEBZWRn4fD48PDzg5+dHdYjtNnDgQPz9999iq0UeP36MoUOHUhCVZPn4+ODJkycIDAyEgYEBI95z/v77b7H3mWLs2LEtOgana5JJnNGjR+PkyZOwt7dvsO78+fOwtLSkICrJIkkKCnh5eUFNTU14n+knt+ISMVVVVSgtLYW8vDyOHTtGUWTtU3fcZXcaruLn54devXrh8uXLIlPjZWVlYf78+Vi+fDkuX75MYYTt8+TJE0REREBKSgp8vmjLnr59+6KgoICiyCTH0NAQhoaGVIfRoeTk5MDj8cBisdC/f3+8evUKVlZWAAAlJSXk5ORQHGH7dYdk0/Hjx/HDDz9gxYoVVIfSYTIyMmBpaQlpaWlIS0sLr0YrKSnB19cXa9euxbfffktxlG3H4XDg6+vL+Nk9pKSksGfPHvj4+Ig0XLSxsWHMNIju7u7Ytm0b1NTUMH36dOHy+Ph4hISEYNWqVRRGJxn37t1DSEgIZs+eTXUoRAs11TyaqdatW4fZs2dj5syZmDVrFlgsFq5cuYK9e/fiwoULuHTpEtUhthtJUlCgbifyf//73xRG0jnEJWLk5eWhoaEBe3v7RsuV6CQ4OBgLFizAgAEDGqzLzc3FkSNHGFHqCQCJiYk4cOCASIICEIyB+/e//42vvvqKosgko1evXigsLBS77vXr11BVVe3kiCRv7969VIfQ4YyNjZGWlgZbW1vY2Nhg165d0NDQgKysLLZs2YLhw4dTHWK7dYdkk6ysLK2nxmsJJSUlVFVVAQAGDBiA1NRU4ck8n8/Hhw8fqAyv3eTl5fHo0SPweDyqQ+kUenp6jG0G7ufnh+zsbHzzzTeQlpYGIOglUlNTA09PTyxZsoTiCNtPRUUF8vLyVIfRYTZt2oSioiLs3r27wbrly5ejX79+WL9+PQWRtR0Thm+2lpWVFc6fP4+AgACsXLkSfD4fQUFBMDc3x2+//QZTU1OqQ2w3kqSgmIODA3bu3Al9ff0G616+fInly5fTPkPYHRIxwcHBsLe3bzRJERwczJgkhba2tthx4YCg0ZSmpmYnRyRZ06ZNQ1BQECwsLISJGBaLhaKiIoSFhcHBwYHiCImW+Oabb/DmzRsAgqZhTk5OmDNnDgBByfLx48epDE8iukOyacmSJTh69ChsbW0ZW3U4evRoJCUlwc7ODtOmTcO2bdsgIyMDWVlZbNu2DWZmZlSH2G7Tpk3DxYsXGTcFaXJyMoYMGQI5ObkWjYun81BIQPBZuGPHDnh7eyM+Ph5FRUVQVlZmVLXI2rVrERISgnHjxqFXr15UhyNxUVFRWLt2rdh1Y8eOxZYtW2iXpOiuPvvsM1y+fBkVFRX4+PEjevfuNTzsKgAAIABJREFUzYjhgbVIkoJit27darTRUElJCW7fvt3JEUneqFGjcPz4cYwYMaLBuufPn8PZ2Zn241Vrx7mJk52djT59+nRyRB3H398f69evx6BBg0QOnh88eIDAwEBs2rSJwujaLyAgADNmzIClpaXwCu6KFSuQkZGBQYMGNfrh3tW1prs3IOh3QGd1ZwrQ0NBAfHw8MjIyUFFRAX19fdo3eO0ufH19sX79epibm2PcuHENhrTQsclbfStWrBB2Yl+7di2ysrKwYsUK8Hg8mJqaYteuXRRH2H5Mnd1j7NixuHr1KsaMGdPkuHimjIVPSEjAqFGjMGTIEAwZMkRkXVlZGR4/fkz7mZOio6Px9u1bjBgxAqampmLfc+jcCD03N1fsBTUA6N+/P3Jzczs5ovbrjr3+vL29sXLlSgwePBg9evQQaaKdmZmJ4OBg/PTTTxRG2H4kSdEFiHsxVVVV4caNG1BXV6cgIsnKzMwUlrLWV1FRQdux4REREYiMjAQgeA5XrFgBJSUlkW0qKyvx/Plz2NraUhFih9ixYwdKSkowefJkqKqqQkVFBYWFhSgoKEDfvn3x448/4scffxRuT7cx8X369MHVq1dx8uRJ3LhxAz179oSysjIWLFgAJycnyMnJUR1im9Tt7n3u3LkmP8RZLBbtkxT1h2CxWCzo6OgAYNYQrDdv3uD06dN4+fKl2Aqn8PDwzg9Kgk6fPo19+/ZBSkoKZWVlDZrYMSFJYW5uDnNzcwCC95/IyEhUVlaisrKSMVdymTq7R3R0NIYNGya8z3QODg64cuUKxowZ02BdWloaHBwcaPk81lVUVITBgwcDAKqrqxsd/klXampqePLkCWxsbBqse/LkCVRUVCiIqn26W68/QHAOsmjRIuG+Wtf79+8RGRlJkhRE623duhXbtm0DIPhgFteZtZaPj09nhSVRxcXF+PTpk/D7vLy8BnP2VlZW4syZM41mdLu6nj17Cvtp8Pl89OrVC8rKyiLbsNls2Nvbw8vLi4oQO0R3GAfPZrOxYMECLFiwgOpQJKZuR++nT59SGEnn6A5DsB4/fox//etf0NTUxMuXL2FkZITi4mJkZmZi4MCBDa500lFAQADmzJmDH3/8sUESmCnqXhGrJScnBzk5OcZcEaN7tWRj6o6F7w7j4us3k66rtLSUEaXmdZuiM9Hs2bOxfft26OvrY8qUKcLlMTEx2L59Ozw8PKgLro1qe/3xeDwsXLgQvXr1gqKiIsVRdbzGkjHPnz+nZbKpPtbHjx8bf8chOsSjR4/w8OFD8Pl8rF69GsuWLYO2trbINmw2G3p6esJu9HSzdetWBAcHN5vN5PP52Lx5M7y9vTspso6xdOlSrFq1SmxGk6AvLpcrtgqIzgdiHA4Hzs7OjO+0r6ysjGvXroltHvX777/j22+/RUZGBgWRSY6DgwM0NTURFhYGFRUVxMXFwcTEBPfu3cPixYuxe/fuJpPgdKCtrY1jx44xrpdBXcrKysIhA/U9fvwYkyZNov3V6e6goKAAZWVlwuMAPp+PI0eOIDk5GRMmTMC0adOoDbCNEhIScOvWLQCCY7sFCxZAQ0NDZJvKykr8+eefUFBQQExMDBVhEi1Uewxw/fp19O3bF+rq6sjLy8OHDx8wadIknDhxgrYVo1wuF/379290ak6627dvH/bv3w9AMKOeurp6g6GrlZWVyM/Ph4uLC8LCwqgIU2JIJQUFTE1NhQfOioqKmDp1KiNmuKhr7ty5GD16NPh8PpydnbFp06YG3a7ZbDZ0dXUbzBJBR92hgV138enTJ2zcuBEXL15EYWGh2CtHdD5hYHKn/e42BOvp06fw8/ODlJQUAAiHe1haWmL16tX4z3/+Q/sDNQcHB9y8eZPRSQqA+VfEAMEJxIULF3Dnzh18/PgRffr0gZWVFRwcHCAjQ//D0aVLl2LIkCHCStnAwEDs2rULQ4cOxS+//ILQ0FC4urpSHGXrPXz4ED///DMAwX7622+/NXi+ai+s0X2YYK2SkhJcunSp0WF0dH6c8vLyOHfuHK5duyYyVe6ECRNo/7koIyMDLS0tlJeXUx1KhzAwMMCMGTPA5/Px008/wdraukFbgNrXIhOm0KX/pwLNjRgxAn/99ZfYhlExMTHQ0NCAsbExBZG1j46OjnD8d3R0NEaNGsXYUt1aTB8bXheTH+vSpUuRkJCAhQsXYujQoQ3GwDMBUzvtd7chWCwWC7KysmCxWFBVVUVWVhYsLS0BAJqamrSvFAEEDRf/85//IC8vDzY2Ng2a2AH0bLhY94oYi8WCq6trk1fE6K6goACzZ89GUlIStLW1oaamhvz8fBw4cADGxsY4d+4c7ZMxT548wcKFCwEIys4PHz6MDRs2wNfXF1u2bMG+fftomaTw8fERDj0eOXIkjh8/jpEjR1IcVcd59eoVJk+eDA6Hg7KyMqioqODDhw/gcrno06cPevXqReskRS07OzvY2dlRHYbE+fn5YefOnRg3bhz69etHdTgSZWtrK0wkKSoqiq1qYhIy3INiDg4OGDt2rNgZA7Zu3Yrbt2/jwoULFETWMWpqasSe1NK5fB5o2dhwpjTVYvpj1dLSwq5du/Dll19SHUqH+fXXX7FhwwaYm5szqtN+Xd1hCNa0adPg7OyMBQsWwNXVFe/evcMvv/wCWVlZ+Pj4ID8/n/YzRNVPMtVH14aLcXFxiI2NFV4Rmzt3bpNXxOhafl3r66+/RkJCAo4ePSoyrOXRo0dYsGABrKyshFfr6ap///44e/YsrKys8OjRI9jb2+PZs2fQ0NDArVu3MH/+fGRnZ1MdJtEMJycn8Pl8hIeHQ0NDA3FxcRgxYgTOnj2LgIAAHD16VOwwQjoqLy/HsWPHkJaWBjU1NTg5OTUYfk43CxcuxL1791BcXIxRo0Y1OL6h++wsTUlNTUVqairGjBlD235/dZFKCoo9efIEy5cvF7vOwsJCeKWFzoqLi7Fp0yZER0ejoKCAceXzAPDDDz9g5syZwrHhe/bsERkb7uvrS3WIEsP0x6qpqSkylRMTMbXTfl3dYQjWwoULkZmZCUAwxeycOXOEs0QoKCjgyJEjVIYnEUxtuNjdrojVNuWr33fD1NQUGzZswKpVqyiKTHI0NDSQkpICKysr/Pnnn9DX1xc+p8XFxbRPNAHA+fPn8enTJ2FT6devX+Prr78W9t3Ys2cP7adcf/ToEUJDQ4XPV3V1NaSlpTF37lwUFRVhzZo1tOu7sW7dOvzxxx94+PChcFlJSQkmTZqE9PR09OnTB8XFxQgLC0NsbCx0dXUpjLZ9ioqKROIvKiqiMJqO4+fnBxaLJZyi+uzZs/jqq6/A4/GgqKiIqKgoYWUlXZEkBcV4PB7KysrErisrK0N1dXUnRyR5y5cvx59//gl3d3cYGBgwsny+O4wNr8X0xxoQEICgoCCMHDmSEf1SxGHqiV99iYmJiI6ORnZ2NuOGJQGCK361hg0bhnv37uHBgweoqKiAubk5VFVVKYxOMuh+Va8lajvTM1lVVVWj3fYVFRUZcazj5uYGf39/XL9+HTExMdiwYYNw3V9//SWcqpTOduzYIfK+s3r1ahQVFWH58uU4fPgwNm/ejB07dlAYYftxOBwoKSlBSkoKysrKePfunXCdoaEhnj17RmF0bXPz5k3MmzdPZNmePXvw8uVLhIaGwt3dHYWFhZg1axa2bdtG66omps/OUuvq1avw9/cXfh8YGIgvv/wSGzduxKpVqxAYGEj7SnySpKDY6NGjceTIETg4ODRYd+TIEZiYmFAQlWRdu3YNW7ZsYdR0jvV1h7HhtZj+WCdPnozr16/D1NQU2traYsfAx8bGUhBZ++Tm5mLlypXw8PBodBzqtWvXEB4ejh9//LGTo5O8gwcP4vvvv0e/fv2go6PDuOSouFlaFBUVad/4rDFcLhdv374Fh8NpsM7AwICCiCTr/PnzTSbU6PieU5eZmRlCQkJgY2MDBQUF4fKysjKEhITAzMyMwugkY8WKFRgwYAAePXqE4OBguLu7C9d9+PBB5Hu6evPmDYyMjAAImkzHxsbi+PHjmDJlCjQ1NREQEED7JIWuri6ysrIACHpwHD58GJMnT4a0tDSOHz+O/v37Uxxh62VmZjY4n4iOjoaBgYFwv1RRUcGyZcsQFBRERYhEKxUWFmLgwIEAgPT0dGRkZODYsWNQV1eHh4cHPD09KY6w/UiSgmJr1qzBrFmzYGdnB2dnZ6ipqSEvLw8nT57E06dP8dtvv1EdYrspKCgwuowVEBwkv379GjY2NjA3N8fevXsxevRoyMrKIiQkhFHj4pn+WNevX499+/bB1NSUUY0z9+zZg9evX2PSpEmNbjNp0iQEBAQgLCwMAQEBnRid5O3Zswdubm7YtWsXI2YOqI/Js7TUVV1djdWrVyMyMlLsyTtA/+GCQUFB2LZtG4yNjRlbbbh582Y4ODjAyMgIkyZNgqqqKgoLC3Ht2jXw+XzGXP10dnaGs7Nzg+W1JdlMUDu+PyEhAdLS0pg4cSIAwXCXwsJCCiOTjDlz5uDp06dwcnLCunXr4OjoCC0tLUhJSaGmpoaWQwlramogLy8v/P7Dhw9ISUlp0EBaW1sb+fn5nR2exL179w5//vlno0lfJjQ+VVZWRkFBAQDg+vXrUFdXx/DhwwEIGocz4diAeUduNDNu3DicPXtWWJ7D5/MhJSUFMzMznD9/nhFXF7y9vXHgwAFMmjRJOESAaRYuXCjMvDN1bHgtpo+DP3r0KH744QesWLGC6lAk6s8//4S3t3ejUx0CgoNPT09P7N27l/ZJisLCQnz55ZeMTFDUYuosLXUFBwfjzz//xJ49e/DVV19hx44d6NmzJ06fPo1Xr14Jp3uks+PHj2P58uUiwwOYZuTIkXj48CHCwsLw6NEjJCUlQV1dHYsWLYK3tzcjuvAnJyc3uw3dq36MjIxw+vRpmJmZ4ejRo7C2thb2bnj79i3tZ2gBgGXLlgnvm5ub4/bt27h69So4HA5sbGyEJ4J0oqOjIzKV8x9//AEADaoqCwoKmm1W3NVFR0fDy8sLNTU1UFVVbZD0ZbFYjEhS2NvbY8uWLcjPz0dISAhmzZolXPf8+XNGDFcms3t0IeXl5cK5w+/fv48zZ84gOjoar1+/pjq0dvnhhx9w7tw5sNlsWFtbNyifZ7FYtD8hqq+0tBT3798Hh8NhzNjwxpSWljJqHLyBgQH27t3bZMUBHamrq+PcuXOwsrJqcruEhATMmTMHeXl5nRRZx/Dw8MCIESPw3XffUR1Kh+kOs7SYmZnBx8cHrq6uUFFRQVxcnLBsecmSJZCXl8fu3bspjrJ9tLW1cezYMUYnm7oDZWXlJpPAAP2rfu7cuQMnJyeUlJRAUVER586dEzZDXbBgAaSkpGjf64eJTpw4AV9fXyxatAhqamr473//C0VFRdy/f1/kJN7Pzw9ZWVk4c+YMhdG2j4WFBYYOHYp9+/bRPuHSlE+fPmHt2rVITEyEsbExtm/fLjy/mjZtGiwsLGh/bsXcS0w0lJSUhKioKJw/fx75+flQVlZmxDSI58+fh5SUFLhcLuLi4hqsZ2KSQlFRkXEnuUD3GAe/ZMkShIeHw9bWttkDTjqRl5dHSUlJs9uVlZWJlIXSlZeXF/z8/FBdXQ1bW1uxvUXoflWzO8zSkp2dDV1dXUhLS0NeXh4fP34Urps3bx68vLxon6RwdHTE1atXGZekaO17KN37boh7DX78+BGxsbG4du0agoODKYhKssaOHYtnz54hPT0dgwcPFpnJw83NDUOHDqUwOslKS0tDTk6O2OECdEv+urq6Ii8vDwcOHMCnT58wcuRI7NixQyRBUVhYiEuXLmH16tUURtp+2dnZ2LZtG6MTFADQu3dv/PTTT2LXXb58uZOj6RgkSUGxpKQknDlzBmfOnEFWVhbYbDaqqqqwefNmfP3114woVf7777+pDqFTcDgcJCQkiP1QY7FYWLx4MUWRSU53GAdfVFSEhw8fwszMDOPHj2dM5c+oUaNw+fJlTJkypcntLl26hFGjRnVSVB2nthlxcHBwgyEBfD6fESfw3WGWFnV1dXz69AkAMGjQICQkJAjHwL969YrCyCRnwoQJ8Pf3R1FRUaMJNbqdFAGCJGDdJAWfz8fJkycxZcoU9O3bl8LIOsb48ePFLv/iiy+wefNmnDt3DlOnTu3kqCSr9jNEXFN3Ou6j4iQlJcHLywspKSng8xsWm9P1s2PFihVNDmNVUVFBampqJ0bUMSwsLJCWlib8nGC65ORkPH78GNnZ2XBzc4O6ujoyMjKgqqoKJSUlqsNrFzLcgwKvX79GVFQUzpw5g5SUFMjIyMDW1haOjo4YN24cjI2NcfHiRYwbN47qUIkWunHjBjw9PRv94KLrh5o4S5YsgZKSErZv3051KB1i5MiRTa5nsVi0PDk8f/48Fi1ahD179sDFxUXsNpGRkfDx8cGhQ4fEzjhEJ7du3Wp2m8ZOKuiAz+cjLi4ODx48EDbPUlVVhaWlJSZMmMCYKqBly5ahb9++2LhxI/bu3YsNGzZg1qxZYLPZOHfuHBwdHREWFkZ1mO3S3BU/pnx+cLlcqKqqigzZ6S7i4+Ph7u4u7OdEV3379oWamhrmz58PFxcXRkyrWp+trS24XC42bNjQaPPs7jA1Mp2Ul5cL779+/RpfffUVvL29G0369uzZszPD6xClpaVYtmwZzp8/D1lZWXC5XMTGxsLExAQeHh7Q1NTE5s2bqQ6zXUiSggK14xbNzMzg5uaGGTNmCEvmPn36hMGDBzMuSfHs2TPs3LkTiYmJyMnJQUxMDExMTLBp0yZ89tln+Pzzz6kOsV0sLS0xYMAABAcHM2pGCHG6wzh4plq3bh327t0LExMT2NnZQUtLCywWC1lZWYiNjUViYiKWLl1K+w82pnvy5AkWL16M9PR0yMjIoF+/fuDz+Xj//j24XC50dXVx8ODBZhNuXdXs2bOxbds26OnpIS8vD0VFRSgoKMCYMWNw5MgRXLhwARUVFbC1tcWqVatEprSko5acuDLhpKimpqZBX5HuYu3atbhw4QKePXtGdSjt8ubNG5w4cQInT57E27dvMWbMGLi5uWH27Nno1asX1eFJxMCBA3H06NFGp+omup76/WBqK2AaS9YzIenr6+uLK1euYP/+/fjss8+grq4ufG89ceIEwsLCcOfOHarDbBf6jyWgIS0tLWRlZeHFixe4desW1NXVYWdnx4ihHeJcuXIFzs7OsLCwgJOTk8i4TDabjZ9//pn2SYrs7GwEBwcz8qpCfd1hHDxTBQYGYvz48di3bx/CwsKEw5Lk5ORgaWmJiIgI2pcj13flyhUkJiYiOzsb33//PbS0tJCQkIChQ4diwIABVIfXavn5+XB0dIS6ujqioqIwfvx4YXf9yspK3LhxA/7+/nB0dMTt27dp2cj2+vXrKC4uBiAY7qGiooLx48cjNjYW3t7e8P7/9u4zLKozfQP4PVgYR1TGAlaMlcRYEBlYYiIiNlSCgJpguUQFSwiumkWNmkRdURQX69rWEqPYKMpgFzCaxDIooiaosRHBKCBFLCCC/D/kYv5BBgVh5swc7t+n5Jzz4fZCmXmf877P4+srcMKqJYYCBP3VrPd1+fn5uHnzJm7fvi2K6S2tW7fGnDlzMGfOHJw6dQohISGYM2cOvv76awwZMgSjR49Gr169hI5ZKdbW1khJSRE6BlVAWb0ZxCwqKgqBgYHo1asXCgsLS9wrXmcaOnGuivXclStXEBcXh9DQUERGRiI0NBSmpqZwcXFB3759RbNNt9iCBQswcuRIrF69GgUFBSWKFF26dMG2bdsETFc1HBwc8Ouvv1aLM3CGeNShopKSkrB69WqcO3cOWVlZkMvlsLe3h5+fH9577z2h41WKs7MznJ2dUVBQoC4mNWzYUHRF0rS0NHh6eiIhIQEWFhb4448/MG7cOLRq1QohISGQSqUIDg4WOmaFbdq0CVKpFEeOHCn15tLY2Bj9+vWDQqHAJ598gk2bNmHu3LkCJa1ams6Gi01BQQFSUlKQl5dX6p6hN3mtDtLT00t9f5NKpbC3t0dAQIDodhg6ODjAwcEBDx48wPjx4xEaGoqwsDC0atUKEydOxKRJkwzyc2XVqlWYMGEC6tSpo3EiHSCO4wJi0rp1a3Tr1g0mJiZCR9GZvLy8Mnv7PH36FEZGRjpOVPUM77eHSCgUCigUCgQGBuL06dMICwuDUqnEjh07IJFIsH37dshkMnTv3l3oqJV28+ZN9fbx1z/A69Wrh6ysLCFiVaniD7W8vLwyP9TE8iVT7G/9EhIS4OLiAmNjYwwYMABmZmZIS0uDUqlEaGgolEqlKLYq16xZE2ZmZkLH0JqZM2fi2bNniIuLg4WFRYkdBb179zbYTvuxsbHw9vZ+49ZqU1NTTJgwAUqlUjRFCjF7+fIlZs2ahd27d2ucJACIY3tyMbG9iCl26NAhoSPo1M8//4yQkBBERUWhZs2a8Pb2xpAhQxATE4PAwEBcunQJmzdvFjpmhTVs2BAWFhaYPHlymc+I6d+jGLi4uODEiRPqcbjVQffu3bFnzx707du31L3IyEjY2dkJkKpqsUghMCMjI/Tu3Ru9e/fGihUrcPz4cURERODQoUMICwtD+/btoVKphI5ZKU2aNEFSUpLGe9evX0fLli11G0gLnj9/jvz8fAQEBJT6AiaWSQLF3rSFzMjICPXq1TPos6nz5s1Dly5dEBYWVuJtyfPnzzF8+HB88803Go+5kH6JiYnBunXr0LZt21JbIZs3b44HDx4IlKxy7ty5U67pK1ZWVgY9mlPTQlasi9ulS5fi2LFjWLNmDXx8fLB8+XLIZDLs27cPd+/eLTWdxlC0a9dO48/M1dVV4xv2W7du6SJWlaposdPQxzveu3cPu3fvxu7du3Hv3j18/PHHWLlypbqwD/y1w0KhUGDSpEkCp303kyZNgkqlgp+fn+h7jIlFddhp97q5c+fCzc0Nrq6uGDp0KCQSCU6cOIF169ZBqVTi8OHDQkesNBYp9EitWrUwePBgDB48GM+fP8ehQ4cQHh4udKxKc3d3x+LFi2FpaQlbW1sAf33ZvHXrFlatWoXRo0cLnLDyJk2ahJSUFCxfvlz0H2pdu3Z962KhZcuWmDRpkkGeHY+Pj8e2bdtKbeeUyWTw8/PD+PHjBUpGFVXWVuOMjAxIpVIdp6kaOTk55SoCmpiY4MmTJzpIpB3u7u6lfn5iWtz+3YEDBzBr1iy4ubnBx8cHPXr0gJWVFTw9PTF58mQcPnzYII8KeHt7i7awVCwwMBB16tSBTCZ760JJIpEYfJHCysoKzZo1g6enJ0aPHl3m8ccPPvgA1tbWug1XRX766SesWrUKw4cPFzoKUQlxcXGwsrJCrVq18NFHH0GpVGL+/Pnw9/dHUVERlixZAoVCgQMHDhjsv7+/Y5FCT8lkMgwfPlwUvyTnzp2LGzduYPDgwTA3NwcAjBo1CqmpqejTpw+++uorgRNWXkJCArZs2YJBgwYJHUXrNm/ejO+++w6dOnWCs7MzGjVqhIyMDBw+fBjXrl3DjBkzcOnSJXz33XcAYHCFCqlUWuaul6ysLPXbItJv9vb22LhxY4nFXfGCKSQkxGCbuxXvzCrvs4bI0BdyFXX//n20b98eNWrUgFQqRXZ2tvreiBEj4O3tbZC7Yr7++muhI2hdmzZtkJycDCsrK7i7u8PFxQX16tUTOpbW7N27F05OTm89796+fXscPHhQR6mqloWFBerUqSN0DKqg48eP4/fffy/Xs56enlpOox39+/eHVCqFlZUV7OzsYGdnh5CQENSpUwfZ2dlo0KCBqPqlcAQp6cypU6dw6tQpZGRkQC6Xw8HBAY6OjkLHqhKOjo7w9fXFsGHDhI6idX5+fpBKpQgKCip1z9/fHzk5Odi4cSNmz56N6OhoXLhwQYCU727y5Mn48ccfsW3bNtjb26uvnz17FuPHj0fv3r2xfv16ARNSeSQmJmLgwIFo2rQphgwZgpUrV2LcuHG4du0aEhMTER0djfbt2wsds8LkcjkaNGjw1oZ0BQUFyMnJEc0xMzGzsrLCkiVL4OzsjH/84x9wcXFR9xLZsmULAgICcOfOHYFTUlkuXbqE8PBwHDhwABkZGXBycsKwYcMwYMAAUSx2K3KkRSKRYObMmVpMo33Hjx/HkiVL8P3336N169ZCx6FykMvl5X7WkI9fnzx5EiqVCiqVChcuXEBOTg4kEgnatWunLlrY2dmhY8eOQketEixSEFWBixcvYtq0aVi2bFmJha0YWVhY4IcfftA4yeTkyZMYO3Ys7t27h5iYGIwcORKpqam6D1kJmZmZGDlyJFQqFZo0aYLGjRvj0aNHSEtLU4/pLKujMumXu3fvYsmSJTh9+nSJ4ujs2bPRrl07oeO9k8DAwAo9P3v2bC0loary5ZdfomHDhli4cCHWrVuHb7/9FkOHDkXt2rWxf/9+eHh4YO3atULHpHL45ZdfEBERAaVSidzcXDg7O8PLyws9e/YUOto7k8vlFTrSYujHrxwdHZGSkoLs7GxYWFhobIQeGxsrQDIqi1wuR1RUVLmHDdStW1fLibSvqKgI165dw/nz53H+/HnExcXhzp07kEgkMDU1ha2tLfbs2SN0zEphkYK0rkuXLnB3d4e7u3u5Gr4Zonbt2iE3Nxd5eXmoXbu2xjFIhv7BXaxDhw6YMGGCxsXPkiVLsHXrVty8eRPR0dHw8fHB3bt3BUhZedHR0YiPj0dqairMzc1hY2ODPn36CB2LiETAzc0Ny5YtQ4cOHZCamoqMjAykp6ejR48e2L59u3qR6+joiJkzZ4riS3V1kp+fj3//+99Yt24dnJ2dsXPnTqEjvTNra2skJyfDwcGhWhxp+eKLL976zLp163SQhMpLLpcjOjq6Wk330OSnn37C2rVrceLECQDiq4yBAAAShElEQVSGP4WGPSlI64YOHYqIiAisWbMGbdq0gbu7O9zc3NCpUyeho1WZ6tAgrNjYsWMRFBSEzMzMUj0ptm7dihkzZgAAzp8/j86dOwuctnwePnwIf39/eHl5wcnJCQDQt2/fEqOdYmJiMGbMGAQHB5cYZ0lEVFE//vgjcnJyAADm5uZo3LgxPv74Y8TGxsLX19fgevnQX86dO4fw8HAolUo8ffoUrq6uBt9sOT4+Xn2kZfHixfjqq69Ed6Tl71iAIEPw7NkzXLhwQX38Iy4uDk+fPoWlpSXGjh0LhUIhdMRK404K0hmVSqXeBvnw4UNYWlrCzc0NHh4eBrv1urr673//izVr1iA1NRUSiQRFRUUwNzeHn5+f+sv1tWvXIJPJDOJM59y5c3H69GmcPn26zGJTUVGRuo/KggULdJyQ3sX+/ftx8OBB/Pnnn3jx4kWp+9yyS0J5/c1fYWEhGjdujJMnT8LKykrgdFQRCQkJiIiIQEREBNLT0+Hk5AQPDw84OzuLqoldMTEeaSlLZmYmsrKyIJfLecxTj1WXnRShoaFQqVQ4f/48EhMTUb9+fSgUCtjY2MDW1hbW1tai2uXEIgXpXFFREc6ePYv9+/dj//79yMrKQkZGhtCxqIJevXqF5ORkpKenw8zMDC1btnxrx299ZWNjA19fX4wbN+6Nz23btg3r1q1DXFycjpLRu5o/fz5WrVoFa2vrMscC840ZCYVFCnGwsbHBH3/8gV69eqmPQpRnRLAYiOlIy+siIiIQGBhY4phu+/btMWfOHAwdOlTAZFSdyeVy1K1bF59//jkmTJiADz74QOhIWsXjHqRzz549Q0pKCu7du4ecnByDHeno5eWF7777Dm3atIGXl9dbn//++++1nkmXjIyM0Lp1azRv3lzjAtCQJCcnw9LS8q3PdezYEffu3dNBIqqsnTt34ptvvlEfPyLSN5p2bVWXY4Nicfv2bUilUiQkJODy5cvq0dtlEUNvKjEeafm7sLAw+Pj4oF+/fpg+fTrMzMyQlpaG/fv3Y/z48SgsLISHh4fQMakamjp1KlQqFUJCQrBr1y5069YNtra2UCgUsLOzE91RZBYpSCdyc3Nx9OhRREREIDo6Gq9evYKjoyPWrl2LQYMGCR3vnTx69AgvX74EAKSnp1erL5fnz59HUFAQzp07h+fPn0Mmk8He3h7+/v6wtbUVOl6FSaVSPHny5K3PPXv2DFKpVAeJqLJq1arFN9Kk19zd3UuNknV1ddU4XlYMi1sxmjVrltARdELTkZbFixeL8kjLf/7zH3h5eWHFihUlrnt6emL69OlYvnw5ixQkiOKjxgUFBbhy5Yq6H0V4eDju37+P1q1bq4sWCoXC4L8D8bgHaZ2Xlxeio6ORl5en3hI5ZMgQmJqaCh2N3sHJkycxYsQIdOjQAa6uruq3DJGRkbh16xb27duncTypPvv000/Rtm1brFy58o3PTZs2DXfu3IFSqdRRMnpXq1atwqVLl7Bt27ZqVUAkw8BRsmQoqtuRFnNzc+zZsweOjo6l7p08eRKff/65wY1WJ/H7888/oVKpsHv3bkRHRwOAwR+lZ5GCtG7IkCFwd3eHq6srGjVqJHQcqqQ+ffqgZcuW2L59e6nF35gxY3D//n2Da0gYGRmJ8ePHY82aNRg5cqTGZ3bv3o2pU6di69atcHFx0XFCehfz5s3D0aNH0bNnz1Kz7iUSCRugEhG9hVwuh1QqhUwmK1fB19B3/XTu3Bnjx4/XeFQwODgYW7duxa+//ipAMqKSXrx4gfj4eHUzzbi4ODx69AgA0LJlS1y9elXghJXD4x6kdQcPHhQ6gk48ePAAx44dw/379zVOEli4cKEAqapeYmIi5s6dq/HLipeXF0aNGiVAqspxdXXF5MmT4evri//9739wcnJCq1atIJFIkJycjNjYWFy6dAlffPEFCxQGYt++fVi/fj2MjIzw7NmzUn1TWKQgInq76nKkpdioUaMQGBiIwsJC9W7R9PR0HDhwAEFBQexzRIJ58OCBuiChUqlw9epV5Ofno2bNmujSpQuGDRsGOzs72Nraonnz5kLHrTTupCCt+OWXXyr0vKGProqKioK3tzcKCwvRpEkTjQuiy5cvC5SuallaWsLf3x/e3t6l7m3evBlBQUG4ceOGAMkq78iRI1i/fj1UKpW60GRsbAw7OztMmTIFAwcOFDghldeHH36Ijz76CMHBwaIayUVERNrz6tUrBAQEYMOGDcjNzVVfr1OnDqZMmVLmSxoibZPL5ZBIJDA1NVU3y7Szs4O1tTXq1KkjdLwqxyIFaUXxP6Sior/+ev39F3pRUVGpX/CZmZk6zVfVbG1t0bZtW6xfvx5yuVzoOFo1c+ZM7NmzB0FBQXB1dYVUKkVeXh4iIyPh7+8PT09PLF26VOiYlVJQUKD+O9mwYUONjexIv1lYWGDHjh1wcHAQOgoRERmY7OxsJCYmIjU1Febm5ujUqRMuX76MNWvWICwsTOh4VA3t2LEDdnZ26Nixo9BRdIJFCtKKa9euqf87NTUVX375JZycnODi4oLGjRvj0aNHUCqViI2Nxdq1aw2u0eLrWrRogZCQEIP/c5RHbm4upk6divDwcACAiYkJnj59CgAYNmwYVq9ezQkYJDhfX180a9YM8+bNEzoKERHpuezsbMTExKinJAwaNEi9K/bAgQNYuXIlrly5gnbt2iEuLk7gtETixyIFaZ2npyc+/PBDjYuFRYsW4erVq9i7d68AyaqOm5sbBg0aBB8fH6Gj6Mzvv/+O+Ph49VsGa2vralPdJf0XERGB+fPnw8HBAb169SrVOBMA+vfvL0AyIiLSJ7/99hvc3d2RlpamvtatWzf88MMP8PHxQVxcHN5//33MmDED7u7uMDIyEjAtUfXAIgVpXYsWLbBz584yxzmNHj0a9+/fFyBZ1UlMTISPjw98fX3h6OiocUEktlniRPrsbceuJBKJwR8zIyKiyvvss89w+/ZtbNiwAZ07d0ZycjJmzpypbkwYFBSEzz77TOiYRNUKD1qT1snlchw+fFhjkeLgwYOi6OFQ3PjT19e3zIZKhrwgun79Otq0aQNjY2Ncv379rc+///77OkhFVDaxNKolIiLtSkhIQGBgIGxsbAAAHTp0QHBwMKytrbFq1SoWKIgEwCIFad20adPg7++Pe/fuwdnZWd2T4vDhwzhx4gSCgoKEjlhpa9eufWO355cvX+owTdWzt7dHdHQ0evToAXt7+zL/rMVNUQ25IEPiYGFhIXQEIiIyAGlpaaU+M4r/v3PnzkJEIqr2WKQgrfP29kazZs0QHByMf/3rXygsLESNGjXQtWtX7Ny5UxTnwkeNGlXqWlFREU6fPo2wsDBERUVh7NixAiSrGlFRUbC0tAQAKJVKjt8ivccdP0REVF5lfa+pUaOGjpMQEcCeFKRjhYWFyMjIgKmpKc6cOYPw8HBERUUhKSlJ6GhVJi4uDmFhYYiMjERaWhrkcjnc3NywfPlyoaNpRXZ2NpKSktCiRQs0adJE6DhEAP5/DPKbcMcPERHJ5XI0aNCg1LjxjIwMjddv3bqly3hE1RJ3UpBOxcfHl1rADxs2TOhYlfbbb78hPDwc4eHhSE5ORu3atZGfn4+AgAD4+PiU+oAzROHh4Th06BBevnwJFxcXjBgxAsuWLUNwcDDy8/MBAIMHD8aGDRtQt25dgdNSdRcVFVXqWnZ2NmJjYxETE4OlS5cKkIqIiPTNrFmzhI5ARK/hTgrSurIW8IsWLcLEiRMNdgGflJSEsLAwhIeH48aNG6hZsyYcHR3h4eGBnj17onPnzjh48KC6qaYh2759O6ZNmwZra2uYmJjgzJkz8Pb2xq5duzBz5kxYWloiMTERy5cvh7e3N7799luhIxOVadGiRUhOTsbGjRuFjkJERERErzHM1SHpvbIW8HPnzlUv4Lt162awBQoA6N69OyQSCWxsbLBy5Up8+umnMDU1BQA8fvxY4HRVa+PGjZgyZQoWL14MANi7dy+mTJmCwMBATJw4EQDQt29f1KhRA9u2bWORgvTaJ598gjFjxggdg4iIiIg0MNwVIum16rCAb9WqFZKTk3Ht2jX8/PPPMDc3h5OTk0EXXsqSlJSEgQMHqv9/0KBBKCoqgpWVVYnnunfvjoULF+o6HlGFHDt2DPXr1xc6BhERERFpIL7VFOmF6rCAv3LlCuLi4hAaGorIyEiEhobC1NQULi4u6Nu3r6gmYOTm5pboMyGTyQAAtWvXLvFc7dq1DX7cKomDl5dXqWv5+fm4efMmbt++zd0+RERERHpKPCtG0ivVZQGvUCigUCgQGBioHjeqVCqxY8cOSCQSbN++HTKZDN27dxc6aqVp+pmJ5edI4vPo0aNS16RSKezt7REQECCK0cdEREREYsTGmaR1r169Ui/gDx48iMePH0MikWDYsGGYMmWKKBbwf/fy5UscP34cEREROHr0KHJzc9G+fXuoVCqho70zTeO5NI3mKigoQE5ODkc7EhERERHRO2GRgnRKjAv4N3n+/DkOHTqE8PBw7NmzR+g47ywwMLBCz8+ePVtLSYjK58mTJ3j27BmaNm1a6t7Dhw9hYmICExMTAZIRERER0ZuwSEGCEcsCnoj0j5eXF+rXr4/Vq1eXujdt2jTk5ORg69atAiQjIiIiojcxEjoAVV8ymQzDhw9ngYKIqtyZM2fK7DvRr18/nDlzRseJiIiIiKg8WKQgIiLRycnJUU+heZ1UKkV2draOExERERFRebBIQUREotO2bVscO3ZM473jx4+jTZs2Ok5EREREROXBEaRERCQ6kyZNwvTp01G7dm2MHDkSTZs2xcOHD7F7925s3rwZwcHBQkckIiIiIg3YOJOIiEQpKCgIK1asQF5envqaVCqFv78/pk+fLmAyIiIiIioLixRERCRajx8/hkqlQlZWFho2bAiFQoEGDRoIHYuIiIiIysAiBRERERERERHpBfakICIiUUpKSsLq1atx7tw5ZGVlQS6Xw97eHn5+fnjvvfeEjkdEREREGnAnBRERiU5CQgJcXFxgbGyMAQMGwMzMDGlpaTh+/DhevHgBpVIJKysroWMSERER0WtYpCAiItEZMmQIXr16hbCwMMhkMvX158+fY/jw4TAyMkJUVJSACYmIiIhIEyOhAxAREVW1+Ph4/POf/yxRoAAAmUwGPz8/XLx4UaBkRERERPQmLFIQEZHoSKVSZGZmaryXlZUFY2NjHSciIiIiovJgkYKIiESnf//+WLBgAc6ePVvi+tmzZ7Fw4UIMHDhQoGRERERE9CbsSUFERKKTmZmJkSNH4vz58zAzM0Pjxo3x6NEjpKenw9bWFrt27ULDhg2FjklEREREr2GRgoiIRCsmJgYXL15EamoqzM3NYWNjgz59+ggdi4iIiIjKUFPoAERERFWpqKgIJ0+eRFxcHNLT0wEAZmZmUCgU6N27t7DhiIiIiOiNWKQgIiLRuHz5MiZMmIDbt2+jZs2aaNSoEYqKipCZmYnCwkK0a9cOW7ZsQdeuXYWOSkREREQasHEmERGJQlpaGjw8PGBsbIywsDCkpKTg+vXruHHjBlJSUrB3717UqlULHh4e6h0WRERERKRfWKQgIiJR2LRpE6RSKY4cOQInJ6cSY0aNjY3Rr18/HD58GFKpFJs2bRIwKRERERGVhUUKIiIShdjYWHh7e6N+/fplPmNqaooJEyYgJiZGh8mIiIiIqLxYpCAiIlG4c+cOunXr9tbnrKyscOfOHR0kIiIiIqKKYpGCiIhEIScn5427KIqZmJjgyZMnOkhERERERBXFIgUREYlCUVERJBJJuZ8lIiIiIv0jyc7O5jc1IiIyeHK5HA0aNEDNmm+erl1QUICcnBxkZmbqKBkRERERldebv8kREREZiFmzZgkdgYiIiIgqiTspiIiIiIiIiEgvsCcFEREREREREekFFimIiIiIiIiISC+wSEFEREREREREeoFFCiIiIiIiIiLSCyxSEBEREREREZFeYJGCiIiIiIiIiPQCixREREREREREpBdYpCAiIiIiIiIivcAiBRERERERERHpBRYpiIiIiIiIiEgvsEhBRERERERERHqBRQoiIiIiIiIi0gssUhARERERERGRXmCRgoiIiIiIiIj0AosURERERERERKQXWKQgIiIiIiIiIr3AIgURERERERER6QUWKYiIiIiIiIhIL7BIQURERERERER6gUUKIiIiIiIiItILLFIQERERERERkV5gkYKIiIiIiIiI9AKLFERERERERESkF1ikICIiIiIiIiK9wCIFEREREREREekFFimIiIiIiIiISC/8HwjA75meHsykAAAAAElFTkSuQmCC\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":["The Most Profitable Movie from each Genre\n"]},{"output_type":"display_data","data":{"text/plain":["<pandas.io.formats.style.Styler at 0x7ff37c6dce20>"],"text/html":["<style type=\"text/css\">\n","#T_14d7f_row0_col2 {\n","  background-color: #ffc77f;\n","  color: #000000;\n","}\n","#T_14d7f_row1_col2 {\n","  background-color: #af6f47;\n","  color: #f1f1f1;\n","}\n","#T_14d7f_row2_col2 {\n","  background-color: #98603d;\n","  color: #f1f1f1;\n","}\n","#T_14d7f_row3_col2 {\n","  background-color: #6a432b;\n","  color: #f1f1f1;\n","}\n","#T_14d7f_row4_col2 {\n","  background-color: #885637;\n","  color: #f1f1f1;\n","}\n","#T_14d7f_row5_col2 {\n","  background-color: #382316;\n","  color: #f1f1f1;\n","}\n","#T_14d7f_row6_col2 {\n","  background-color: #311f14;\n","  color: #f1f1f1;\n","}\n","#T_14d7f_row7_col2 {\n","  background-color: #ffad6e;\n","  color: #000000;\n","}\n","#T_14d7f_row8_col2 {\n","  background-color: #b47249;\n","  color: #f1f1f1;\n","}\n","#T_14d7f_row9_col2 {\n","  background-color: #281910;\n","  color: #f1f1f1;\n","}\n","#T_14d7f_row10_col2 {\n","  background-color: #543522;\n","  color: #f1f1f1;\n","}\n","#T_14d7f_row11_col2 {\n","  background-color: #4b301e;\n","  color: #f1f1f1;\n","}\n","#T_14d7f_row12_col2 {\n","  background-color: #5a3924;\n","  color: #f1f1f1;\n","}\n","#T_14d7f_row13_col2 {\n","  background-color: #1a100a;\n","  color: #f1f1f1;\n","}\n","#T_14d7f_row14_col2 {\n","  background-color: #20140d;\n","  color: #f1f1f1;\n","}\n","#T_14d7f_row15_col2 {\n","  background-color: #000000;\n","  color: #f1f1f1;\n","}\n","#T_14d7f_row16_col2 {\n","  background-color: #100a06;\n","  color: #f1f1f1;\n","}\n","</style>\n","<table id=\"T_14d7f_\" class=\"dataframe\">\n","  <thead>\n","    <tr>\n","      <th class=\"blank level0\" >&nbsp;</th>\n","      <th class=\"col_heading level0 col0\" >Genre1</th>\n","      <th class=\"col_heading level0 col1\" >movie_title</th>\n","      <th class=\"col_heading level0 col2\" >gross</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th id=\"T_14d7f_level0_row0\" class=\"row_heading level0 row0\" >0</th>\n","      <td id=\"T_14d7f_row0_col0\" class=\"data row0 col0\" >Action</td>\n","      <td id=\"T_14d7f_row0_col1\" class=\"data row0 col1\" >Avatar </td>\n","      <td id=\"T_14d7f_row0_col2\" class=\"data row0 col2\" >760.505847</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_14d7f_level0_row1\" class=\"row_heading level0 row1\" >509</th>\n","      <td id=\"T_14d7f_row1_col0\" class=\"data row1 col0\" >Adventure</td>\n","      <td id=\"T_14d7f_row1_col1\" class=\"data row1 col1\" >The Lion King </td>\n","      <td id=\"T_14d7f_row1_col2\" class=\"data row1 col2\" >422.783777</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_14d7f_level0_row2\" class=\"row_heading level0 row2\" >521</th>\n","      <td id=\"T_14d7f_row2_col0\" class=\"data row2 col0\" >Animation</td>\n","      <td id=\"T_14d7f_row2_col1\" class=\"data row2 col1\" >Despicable Me 2 </td>\n","      <td id=\"T_14d7f_row2_col2\" class=\"data row2 col2\" >368.049635</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_14d7f_level0_row3\" class=\"row_heading level0 row3\" >1403</th>\n","      <td id=\"T_14d7f_row3_col0\" class=\"data row3 col0\" >Biography</td>\n","      <td id=\"T_14d7f_row3_col1\" class=\"data row3 col1\" >The Blind Side </td>\n","      <td id=\"T_14d7f_row3_col2\" class=\"data row3 col2\" >255.950375</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_14d7f_level0_row4\" class=\"row_heading level0 row4\" >836</th>\n","      <td id=\"T_14d7f_row4_col0\" class=\"data row4 col0\" >Comedy</td>\n","      <td id=\"T_14d7f_row4_col1\" class=\"data row4 col1\" >Forrest Gump </td>\n","      <td id=\"T_14d7f_row4_col2\" class=\"data row4 col2\" >329.691196</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_14d7f_level0_row5\" class=\"row_heading level0 row5\" >3466</th>\n","      <td id=\"T_14d7f_row5_col0\" class=\"data row5 col0\" >Crime</td>\n","      <td id=\"T_14d7f_row5_col1\" class=\"data row5 col1\" >The Godfather </td>\n","      <td id=\"T_14d7f_row5_col2\" class=\"data row5 col2\" >134.821952</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_14d7f_level0_row6\" class=\"row_heading level0 row6\" >3583</th>\n","      <td id=\"T_14d7f_row6_col0\" class=\"data row6 col0\" >Documentary</td>\n","      <td id=\"T_14d7f_row6_col1\" class=\"data row6 col1\" >Fahrenheit 9/11 </td>\n","      <td id=\"T_14d7f_row6_col2\" class=\"data row6 col2\" >119.078393</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_14d7f_level0_row7\" class=\"row_heading level0 row7\" >26</th>\n","      <td id=\"T_14d7f_row7_col0\" class=\"data row7 col0\" >Drama</td>\n","      <td id=\"T_14d7f_row7_col1\" class=\"data row7 col1\" >Titanic </td>\n","      <td id=\"T_14d7f_row7_col2\" class=\"data row7 col2\" >658.672302</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_14d7f_level0_row8\" class=\"row_heading level0 row8\" >3080</th>\n","      <td id=\"T_14d7f_row8_col0\" class=\"data row8 col0\" >Family</td>\n","      <td id=\"T_14d7f_row8_col1\" class=\"data row8 col1\" >E.T. the Extra-Terrestrial </td>\n","      <td id=\"T_14d7f_row8_col2\" class=\"data row8 col2\" >434.949459</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_14d7f_level0_row9\" class=\"row_heading level0 row9\" >2485</th>\n","      <td id=\"T_14d7f_row9_col0\" class=\"data row9 col0\" >Fantasy</td>\n","      <td id=\"T_14d7f_row9_col1\" class=\"data row9 col1\" >The Others </td>\n","      <td id=\"T_14d7f_row9_col2\" class=\"data row9 col2\" >96.471845</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_14d7f_level0_row10\" class=\"row_heading level0 row10\" >2916</th>\n","      <td id=\"T_14d7f_row10_col0\" class=\"data row10 col0\" >Horror</td>\n","      <td id=\"T_14d7f_row10_col1\" class=\"data row10 col1\" >The Exorcist </td>\n","      <td id=\"T_14d7f_row10_col2\" class=\"data row10 col2\" >204.565000</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_14d7f_level0_row11\" class=\"row_heading level0 row11\" >3581</th>\n","      <td id=\"T_14d7f_row11_col0\" class=\"data row11 col0\" >Musical</td>\n","      <td id=\"T_14d7f_row11_col1\" class=\"data row11 col1\" >Grease </td>\n","      <td id=\"T_14d7f_row11_col2\" class=\"data row11 col2\" >181.360000</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_14d7f_level0_row12\" class=\"row_heading level0 row12\" >208</th>\n","      <td id=\"T_14d7f_row12_col0\" class=\"data row12 col0\" >Mystery</td>\n","      <td id=\"T_14d7f_row12_col1\" class=\"data row12 col1\" >The Da Vinci Code </td>\n","      <td id=\"T_14d7f_row12_col2\" class=\"data row12 col2\" >217.536138</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_14d7f_level0_row13\" class=\"row_heading level0 row13\" >928</th>\n","      <td id=\"T_14d7f_row13_col0\" class=\"data row13 col0\" >Romance</td>\n","      <td id=\"T_14d7f_row13_col1\" class=\"data row13 col1\" >The Adjustment Bureau </td>\n","      <td id=\"T_14d7f_row13_col2\" class=\"data row13 col2\" >62.453315</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_14d7f_level0_row14\" class=\"row_heading level0 row14\" >2925</th>\n","      <td id=\"T_14d7f_row14_col0\" class=\"data row14 col0\" >Sci-Fi</td>\n","      <td id=\"T_14d7f_row14_col1\" class=\"data row14 col1\" >WarGames </td>\n","      <td id=\"T_14d7f_row14_col2\" class=\"data row14 col2\" >79.568000</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_14d7f_level0_row15\" class=\"row_heading level0 row15\" >5034</th>\n","      <td id=\"T_14d7f_row15_col0\" class=\"data row15 col0\" >Thriller</td>\n","      <td id=\"T_14d7f_row15_col1\" class=\"data row15 col1\" >Cavite </td>\n","      <td id=\"T_14d7f_row15_col2\" class=\"data row15 col2\" >0.070071</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_14d7f_level0_row16\" class=\"row_heading level0 row16\" >3540</th>\n","      <td id=\"T_14d7f_row16_col0\" class=\"data row16 col0\" >Western</td>\n","      <td id=\"T_14d7f_row16_col1\" class=\"data row16 col1\" >Pale Rider </td>\n","      <td id=\"T_14d7f_row16_col2\" class=\"data row16 col2\" >41.400000</td>\n","    </tr>\n","  </tbody>\n","</table>\n"]},"metadata":{}}],"source":["# Lets compare the Gross with Genres\n","\n","# first group the genres and get max, min, and avg gross of the movies of that genre.)\n","display(data[['Genre1','gross',]].groupby(['Genre1']).agg(['max','mean','min']).style.background_gradient(cmap = 'Wistia'))\n","\n","# lets plot these values using lineplot\n","data[['Genre1','gross']].groupby(['Genre1']).agg(['max','mean','min']).plot(kind = 'line', color = ['red','black','blue'])\n","plt.title('Which Genre is Most Bankable?', fontsize = 20)\n","plt.xticks(np.arange(17), ['Action', 'Adventure', 'Animation', 'Biography', 'Comedy', 'Crime',\n","       'Documentary', 'Drama', 'Family', 'Fantasy', 'Horror', 'Musical',\n","       'Mystery', 'Romance', 'Sci-Fi', 'Thriller', 'Western'], rotation = 90, fontsize = 15)\n","plt.ylabel('Gross', fontsize = 15)\n","plt.xlabel(' ',)\n","plt.show()\n","\n","print('The Most Profitable Movie from each Genre')\n","display(data.loc[data.groupby(data['Genre1'])['Profit'].idxmax()][['Genre1',\n","                                    'movie_title','gross']].style.background_gradient(cmap = 'copper'))"]},{"cell_type":"code","execution_count":26,"metadata":{"scrolled":false,"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"33Eck7tBPISB","executionInfo":{"status":"ok","timestamp":1672384788878,"user_tz":-330,"elapsed":4185,"user":{"displayName":"Sunil Kumar Gupta","userId":"00545443935213036838"}},"outputId":"5b48f0b6-5916-40c9-f363-dccb1e2b7d90"},"outputs":[{"output_type":"stream","name":"stdout","text":["Most Profitable Years in Box Office\n"]},{"output_type":"display_data","data":{"text/plain":["<pandas.io.formats.style.Styler at 0x7ff38d6a5790>"],"text/html":["<style type=\"text/css\">\n","#T_2fd39_row0_col0 {\n","  background-color: #00441b;\n","  color: #f1f1f1;\n","}\n","#T_2fd39_row1_col0 {\n","  background-color: #004c1e;\n","  color: #f1f1f1;\n","}\n","#T_2fd39_row2_col0 {\n","  background-color: #349d53;\n","  color: #f1f1f1;\n","}\n","#T_2fd39_row3_col0 {\n","  background-color: #4eb264;\n","  color: #f1f1f1;\n","}\n","#T_2fd39_row4_col0 {\n","  background-color: #7fc97f;\n","  color: #000000;\n","}\n","#T_2fd39_row5_col0 {\n","  background-color: #90d18d;\n","  color: #000000;\n","}\n","#T_2fd39_row6_col0 {\n","  background-color: #bce4b5;\n","  color: #000000;\n","}\n","#T_2fd39_row7_col0 {\n","  background-color: #e2f4dd;\n","  color: #000000;\n","}\n","#T_2fd39_row8_col0 {\n","  background-color: #eff9eb;\n","  color: #000000;\n","}\n","#T_2fd39_row9_col0 {\n","  background-color: #f7fcf5;\n","  color: #000000;\n","}\n","</style>\n","<table id=\"T_2fd39_\" class=\"dataframe\">\n","  <thead>\n","    <tr>\n","      <th class=\"blank\" >&nbsp;</th>\n","      <th class=\"blank level0\" >&nbsp;</th>\n","      <th class=\"col_heading level0 col0\" >Profit</th>\n","    </tr>\n","    <tr>\n","      <th class=\"index_name level0\" >language</th>\n","      <th class=\"index_name level1\" >title_year</th>\n","      <th class=\"blank col0\" >&nbsp;</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th id=\"T_2fd39_level0_row0\" class=\"row_heading level0 row0\" rowspan=\"10\">English</th>\n","      <th id=\"T_2fd39_level1_row0\" class=\"row_heading level1 row0\" >2014</th>\n","      <td id=\"T_2fd39_row0_col0\" class=\"data row0 col0\" >2729.797944</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_2fd39_level1_row1\" class=\"row_heading level1 row1\" >2012</th>\n","      <td id=\"T_2fd39_row1_col0\" class=\"data row1 col0\" >2701.504634</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_2fd39_level1_row2\" class=\"row_heading level1 row2\" >2015</th>\n","      <td id=\"T_2fd39_row2_col0\" class=\"data row2 col0\" >2364.554417</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_2fd39_level1_row3\" class=\"row_heading level1 row3\" >2002</th>\n","      <td id=\"T_2fd39_row3_col0\" class=\"data row3 col0\" >2268.274235</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_2fd39_level1_row4\" class=\"row_heading level1 row4\" >2009</th>\n","      <td id=\"T_2fd39_row4_col0\" class=\"data row4 col0\" >2133.449256</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_2fd39_level1_row5\" class=\"row_heading level1 row5\" >2013</th>\n","      <td id=\"T_2fd39_row5_col0\" class=\"data row5 col0\" >2080.782304</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_2fd39_level1_row6\" class=\"row_heading level1 row6\" >2003</th>\n","      <td id=\"T_2fd39_row6_col0\" class=\"data row6 col0\" >1924.411513</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_2fd39_level1_row7\" class=\"row_heading level1 row7\" >2007</th>\n","      <td id=\"T_2fd39_row7_col0\" class=\"data row7 col0\" >1754.855579</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_2fd39_level1_row8\" class=\"row_heading level1 row8\" >2001</th>\n","      <td id=\"T_2fd39_row8_col0\" class=\"data row8 col0\" >1666.984435</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_2fd39_level1_row9\" class=\"row_heading level1 row9\" >1994</th>\n","      <td id=\"T_2fd39_row9_col0\" class=\"data row9 col0\" >1600.413059</td>\n","    </tr>\n","  </tbody>\n","</table>\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<Figure size 1152x576 with 1 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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Movies that Made Huge Losses\n"]},{"output_type":"display_data","data":{"text/plain":["<pandas.io.formats.style.Styler at 0x7ff37e980d00>"],"text/html":["<style type=\"text/css\">\n","#T_612bf_row0_col2 {\n","  background-color: #73030f;\n","  color: #f1f1f1;\n","}\n","#T_612bf_row1_col2 {\n","  background-color: #67000d;\n","  color: #f1f1f1;\n","}\n","#T_612bf_row2_col2 {\n","  background-color: #fff5f0;\n","  color: #000000;\n","}\n","#T_612bf_row3_col2 {\n","  background-color: #79040f;\n","  color: #f1f1f1;\n","}\n","#T_612bf_row4_col2 {\n","  background-color: #bd151a;\n","  color: #f1f1f1;\n","}\n","</style>\n","<table id=\"T_612bf_\" class=\"dataframe\">\n","  <thead>\n","    <tr>\n","      <th class=\"blank level0\" >&nbsp;</th>\n","      <th class=\"col_heading level0 col0\" >movie_title</th>\n","      <th class=\"col_heading level0 col1\" >language</th>\n","      <th class=\"col_heading level0 col2\" >Profit</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th id=\"T_612bf_level0_row0\" class=\"row_heading level0 row0\" >2323</th>\n","      <td id=\"T_612bf_row0_col0\" class=\"data row0 col0\" >Princess Mononoke </td>\n","      <td id=\"T_612bf_row0_col1\" class=\"data row0 col1\" >Foreign</td>\n","      <td id=\"T_612bf_row0_col2\" class=\"data row0 col2\" >-2397.701809</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_612bf_level0_row1\" class=\"row_heading level0 row1\" >2334</th>\n","      <td id=\"T_612bf_row1_col0\" class=\"data row1 col0\" >Steamboy </td>\n","      <td id=\"T_612bf_row1_col1\" class=\"data row1 col1\" >Foreign</td>\n","      <td id=\"T_612bf_row1_col2\" class=\"data row1 col2\" >-2127.109510</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_612bf_level0_row2\" class=\"row_heading level0 row2\" >2988</th>\n","      <td id=\"T_612bf_row2_col0\" class=\"data row2 col0\" >The Host </td>\n","      <td id=\"T_612bf_row2_col1\" class=\"data row2 col1\" >Foreign</td>\n","      <td id=\"T_612bf_row2_col2\" class=\"data row2 col2\" >-12213.298588</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_612bf_level0_row3\" class=\"row_heading level0 row3\" >3005</th>\n","      <td id=\"T_612bf_row3_col0\" class=\"data row3 col0\" >Fateless </td>\n","      <td id=\"T_612bf_row3_col1\" class=\"data row3 col1\" >Foreign</td>\n","      <td id=\"T_612bf_row3_col2\" class=\"data row3 col2\" >-2499.804112</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_612bf_level0_row4\" class=\"row_heading level0 row4\" >3859</th>\n","      <td id=\"T_612bf_row4_col0\" class=\"data row4 col0\" >Lady Vengeance </td>\n","      <td id=\"T_612bf_row4_col1\" class=\"data row4 col1\" >Foreign</td>\n","      <td id=\"T_612bf_row4_col2\" class=\"data row4 col2\" >-4199.788333</td>\n","    </tr>\n","  </tbody>\n","</table>\n"]},"metadata":{}}],"source":["# lets convert year into integer\n","data['title_year'] = data['title_year'].astype('int')\n","\n","print('Most Profitable Years in Box Office')\n","display(data[['title_year','language','Profit']].groupby(['language',\n","                                    'title_year']).agg('sum').sort_values(by = 'Profit',\n","                                     ascending = False).head(10).style.background_gradient(cmap = 'Greens'))\n","\n","# lets plot them\n","sns.lineplot(data['title_year'], data['Profit'], hue = data['language'])\n","plt.title('Time Series for Box Office Profit for English vs Foreign Movies', fontsize = 20)\n","plt.xticks(fontsize = 18)\n","plt.xlabel(' ')\n","plt.show()\n","\n","print(\"Movies that Made Huge Losses\")\n","display(data[data['Profit'] < -2000][['movie_title',\n","                        'language','Profit']].style.background_gradient(cmap = 'Reds'))"]},{"cell_type":"code","execution_count":27,"metadata":{"scrolled":false,"colab":{"base_uri":"https://localhost:8080/","height":954},"id":"JHSBj_7QPISB","executionInfo":{"status":"ok","timestamp":1672384812410,"user_tz":-330,"elapsed":1139,"user":{"displayName":"Sunil Kumar Gupta","userId":"00545443935213036838"}},"outputId":"822e953a-63ed-4cf3-8eb6-470fb9f00005"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<pandas.io.formats.style.Styler at 0x7ff37c6a4910>"],"text/html":["<style type=\"text/css\">\n","#T_fe506_row0_col2, #T_fe506_row0_col3 {\n","  background-color: #ffff00;\n","  color: #000000;\n","}\n","#T_fe506_row1_col2 {\n","  background-color: #ffa35c;\n","  color: #000000;\n","}\n","#T_fe506_row1_col3 {\n","  background-color: #ffd22d;\n","  color: #000000;\n","}\n","#T_fe506_row2_col2 {\n","  background-color: #ffa857;\n","  color: #000000;\n","}\n","#T_fe506_row2_col3 {\n","  background-color: #ff758a;\n","  color: #f1f1f1;\n","}\n","#T_fe506_row3_col2, #T_fe506_row4_col3 {\n","  background-color: #ff00ff;\n","  color: #f1f1f1;\n","}\n","#T_fe506_row3_col3 {\n","  background-color: #ff639c;\n","  color: #f1f1f1;\n","}\n","#T_fe506_row4_col2 {\n","  background-color: #ff8a75;\n","  color: #f1f1f1;\n","}\n","</style>\n","<table id=\"T_fe506_\" class=\"dataframe\">\n","  <thead>\n","    <tr>\n","      <th class=\"blank level0\" >&nbsp;</th>\n","      <th class=\"col_heading level0 col0\" >movie_title</th>\n","      <th class=\"col_heading level0 col1\" >duration</th>\n","      <th class=\"col_heading level0 col2\" >gross</th>\n","      <th class=\"col_heading level0 col3\" >Profit</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th id=\"T_fe506_level0_row0\" class=\"row_heading level0 row0\" >0</th>\n","      <td id=\"T_fe506_row0_col0\" class=\"data row0 col0\" >Avatar </td>\n","      <td id=\"T_fe506_row0_col1\" class=\"data row0 col1\" >Long</td>\n","      <td id=\"T_fe506_row0_col2\" class=\"data row0 col2\" >760.505847</td>\n","      <td id=\"T_fe506_row0_col3\" class=\"data row0 col3\" >523.505847</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_fe506_level0_row1\" class=\"row_heading level0 row1\" >29</th>\n","      <td id=\"T_fe506_row1_col0\" class=\"data row1 col0\" >Jurassic World </td>\n","      <td id=\"T_fe506_row1_col1\" class=\"data row1 col1\" >Long</td>\n","      <td id=\"T_fe506_row1_col2\" class=\"data row1 col2\" >652.177271</td>\n","      <td id=\"T_fe506_row1_col3\" class=\"data row1 col3\" >502.177271</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_fe506_level0_row2\" class=\"row_heading level0 row2\" >26</th>\n","      <td id=\"T_fe506_row2_col0\" class=\"data row2 col0\" >Titanic </td>\n","      <td id=\"T_fe506_row2_col1\" class=\"data row2 col1\" >Long</td>\n","      <td id=\"T_fe506_row2_col2\" class=\"data row2 col2\" >658.672302</td>\n","      <td id=\"T_fe506_row2_col3\" class=\"data row2 col3\" >458.672302</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_fe506_level0_row3\" class=\"row_heading level0 row3\" >3024</th>\n","      <td id=\"T_fe506_row3_col0\" class=\"data row3 col0\" >Star Wars: Episode IV - A New Hope </td>\n","      <td id=\"T_fe506_row3_col1\" class=\"data row3 col1\" >Long</td>\n","      <td id=\"T_fe506_row3_col2\" class=\"data row3 col2\" >460.935665</td>\n","      <td id=\"T_fe506_row3_col3\" class=\"data row3 col3\" >449.935665</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_fe506_level0_row4\" class=\"row_heading level0 row4\" >17</th>\n","      <td id=\"T_fe506_row4_col0\" class=\"data row4 col0\" >The Avengers </td>\n","      <td id=\"T_fe506_row4_col1\" class=\"data row4 col1\" >Long</td>\n","      <td id=\"T_fe506_row4_col2\" class=\"data row4 col2\" >623.279547</td>\n","      <td id=\"T_fe506_row4_col3\" class=\"data row4 col3\" >403.279547</td>\n","    </tr>\n","  </tbody>\n","</table>\n"]},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["<pandas.io.formats.style.Styler at 0x7ff37e791700>"],"text/html":["<style type=\"text/css\">\n","#T_1a50f_row0_col2, #T_1a50f_row0_col3 {\n","  background-color: #ffff00;\n","  color: #000000;\n","}\n","#T_1a50f_row1_col2 {\n","  background-color: #ffd42b;\n","  color: #000000;\n","}\n","#T_1a50f_row1_col3 {\n","  background-color: #ffa956;\n","  color: #000000;\n","}\n","#T_1a50f_row2_col2, #T_1a50f_row4_col3 {\n","  background-color: #ff00ff;\n","  color: #f1f1f1;\n","}\n","#T_1a50f_row2_col3 {\n","  background-color: #ff21de;\n","  color: #f1f1f1;\n","}\n","#T_1a50f_row3_col2 {\n","  background-color: #ff11ee;\n","  color: #f1f1f1;\n","}\n","#T_1a50f_row3_col3 {\n","  background-color: #ff09f6;\n","  color: #f1f1f1;\n","}\n","#T_1a50f_row4_col2 {\n","  background-color: #ff3fc0;\n","  color: #f1f1f1;\n","}\n","</style>\n","<table id=\"T_1a50f_\" class=\"dataframe\">\n","  <thead>\n","    <tr>\n","      <th class=\"blank level0\" >&nbsp;</th>\n","      <th class=\"col_heading level0 col0\" >movie_title</th>\n","      <th class=\"col_heading level0 col1\" >duration</th>\n","      <th class=\"col_heading level0 col2\" >gross</th>\n","      <th class=\"col_heading level0 col3\" >Profit</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th id=\"T_1a50f_level0_row0\" class=\"row_heading level0 row0\" >3080</th>\n","      <td id=\"T_1a50f_row0_col0\" class=\"data row0 col0\" >E.T. the Extra-Terrestrial </td>\n","      <td id=\"T_1a50f_row0_col1\" class=\"data row0 col1\" >Short</td>\n","      <td id=\"T_1a50f_row0_col2\" class=\"data row0 col2\" >434.949459</td>\n","      <td id=\"T_1a50f_row0_col3\" class=\"data row0 col3\" >424.449459</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_1a50f_level0_row1\" class=\"row_heading level0 row1\" >509</th>\n","      <td id=\"T_1a50f_row1_col0\" class=\"data row1 col0\" >The Lion King </td>\n","      <td id=\"T_1a50f_row1_col1\" class=\"data row1 col1\" >Short</td>\n","      <td id=\"T_1a50f_row1_col2\" class=\"data row1 col2\" >422.783777</td>\n","      <td id=\"T_1a50f_row1_col3\" class=\"data row1 col3\" >377.783777</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_1a50f_level0_row2\" class=\"row_heading level0 row2\" >812</th>\n","      <td id=\"T_1a50f_row2_col0\" class=\"data row2 col0\" >Deadpool </td>\n","      <td id=\"T_1a50f_row2_col1\" class=\"data row2 col1\" >Short</td>\n","      <td id=\"T_1a50f_row2_col2\" class=\"data row2 col2\" >363.024263</td>\n","      <td id=\"T_1a50f_row2_col3\" class=\"data row2 col3\" >305.024263</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_1a50f_level0_row3\" class=\"row_heading level0 row3\" >521</th>\n","      <td id=\"T_1a50f_row3_col0\" class=\"data row3 col0\" >Despicable Me 2 </td>\n","      <td id=\"T_1a50f_row3_col1\" class=\"data row3 col1\" >Short</td>\n","      <td id=\"T_1a50f_row3_col2\" class=\"data row3 col2\" >368.049635</td>\n","      <td id=\"T_1a50f_row3_col3\" class=\"data row3 col3\" >292.049635</td>\n","    </tr>\n","    <tr>\n","      <th id=\"T_1a50f_level0_row4\" class=\"row_heading level0 row4\" >338</th>\n","      <td id=\"T_1a50f_row4_col0\" class=\"data row4 col0\" >Finding Nemo </td>\n","      <td id=\"T_1a50f_row4_col1\" class=\"data row4 col1\" >Short</td>\n","      <td id=\"T_1a50f_row4_col2\" class=\"data row4 col2\" >380.838870</td>\n","      <td id=\"T_1a50f_row4_col3\" class=\"data row4 col3\" >286.838870</td>\n","    </tr>\n","  </tbody>\n","</table>\n"]},"metadata":{}},{"output_type":"execute_result","data":{"text/plain":["Text(0.5, 1.0, 'Gross Comparison')"]},"metadata":{},"execution_count":27},{"output_type":"display_data","data":{"text/plain":["<Figure size 1152x576 with 1 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\n"},"metadata":{}}],"source":["display(data[data['duration'] == 'Long'][['movie_title', 'duration', 'gross',\n","                    'Profit']].sort_values(by = 'Profit',ascending = False).head(5).style.background_gradient(cmap = 'spring'))\n","\n","display(data[data['duration'] == 'Short'][['movie_title', 'duration', 'gross',\n","                    'Profit']].sort_values(by = 'Profit',ascending = False).head(5).style.background_gradient(cmap = 'spring'))\n","\n","sns.barplot(data['duration'], data['gross'], hue = data['language'], palette = 'spring')\n","plt.title('Gross Comparison')"]},{"cell_type":"code","execution_count":28,"metadata":{"scrolled":false,"colab":{"base_uri":"https://localhost:8080/","height":727},"id":"13g3kNfhPISB","executionInfo":{"status":"ok","timestamp":1672384841012,"user_tz":-330,"elapsed":423,"user":{"displayName":"Sunil Kumar Gupta","userId":"00545443935213036838"}},"outputId":"d458ebbc-3f69-4564-a7ac-bbae34286419"},"outputs":[{"output_type":"stream","name":"stdout","text":["Average IMDB Score for Long Duration Movies is 7.06\n","Average IMDB Score for Short Duration Movies is 6.28\n","\n","Highest Rated Long Duration Movie\n","                     movie_title  imdb_score\n","1937  The Shawshank Redemption          9.3\n","\n","Highest Rated Short Duration Movie\n","               movie_title  imdb_score\n","3592  The Usual Suspects          8.6\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 1152x576 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}],"source":["print(\"Average IMDB Score for Long Duration Movies is {0:.2f}\".format(data[data['duration'] == 'Long']['imdb_score'].mean()))\n","print(\"Average IMDB Score for Short Duration Movies is {0:.2f}\".format(data[data['duration'] == 'Short']['imdb_score'].mean()))\n","\n","print(\"\\nHighest Rated Long Duration Movie\\n\", \n","    data[data['duration'] == 'Long'][['movie_title','imdb_score']].sort_values(by = 'imdb_score', ascending = False).head(1))\n","print(\"\\nHighest Rated Short Duration Movie\\n\", \n","    data[data['duration'] == 'Short'][['movie_title','imdb_score']].sort_values(by = 'imdb_score', ascending = False).head(1))\n","\n","sns.boxplot(data['imdb_score'], data['duration'], palette = 'copper')\n","plt.title('IMDB Ratings vs Gross', fontsize = 20)\n","plt.xticks(rotation = 90)\n","plt.show()"]},{"cell_type":"code","execution_count":29,"metadata":{"id":"Cya0IONaPISB","executionInfo":{"status":"ok","timestamp":1672384870232,"user_tz":-330,"elapsed":329,"user":{"displayName":"Sunil Kumar Gupta","userId":"00545443935213036838"}}},"outputs":[],"source":["def query_actors(x):\n","    a = data[data['actor_1_name'] == x]\n","    b = data[data['actor_2_name'] == x]\n","    c = data[data['actor_3_name'] == x]\n","    x = a.append(b)\n","    y = x.append(c)\n","    \n","    y = y[['movie_title',\n","       'budget',\n","       'gross',\n","       'title_year',\n","       'genres',\n","       'language',\n","       'imdb_score',\n","        ]]\n","    return y"]},{"cell_type":"code","execution_count":30,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":927},"id":"I4EEBmKaPISB","executionInfo":{"status":"ok","timestamp":1672384874581,"user_tz":-330,"elapsed":362,"user":{"displayName":"Sunil Kumar Gupta","userId":"00545443935213036838"}},"outputId":"a2c698c3-6977-4ba9-e855-c6d652d44366"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["                                            movie_title  budget       gross  \\\n","75                                    Edge of Tomorrow    178.0  100.189501   \n","135                 Mission: Impossible - Rogue Nation    150.0  195.000874   \n","155               Mission: Impossible - Ghost Protocol    145.0  209.364921   \n","158                                   The Last Samurai    140.0  111.110575   \n","189                                  War of the Worlds    132.0  234.277056   \n","220                             Mission: Impossible II    125.0  215.397307   \n","234                                     Knight and Day    117.0   76.418654   \n","284                                    Minority Report    102.0  132.014112   \n","370                                           Valkyrie     75.0   83.077470   \n","438                                Mission: Impossible     80.0  180.965237   \n","594                                        Vanilla Sky     68.0  100.614858   \n","671                                     Eyes Wide Shut     65.0   55.637680   \n","728                                    Days of Thunder     60.0   82.670733   \n","736                                         Collateral     65.0  100.003492   \n","739                                       Jack Reacher     60.0   80.033643   \n","930                                      Jerry Maguire     50.0  153.620822   \n","1151                                          The Firm     42.0  158.348400   \n","1524                                    A Few Good Men     40.0  141.340178   \n","1868                                          Rain Man     25.0  172.825435   \n","2604                                           Top Gun     15.0  176.781728   \n","2768                        Born on the Fourth of July     14.0   70.001698   \n","3100                                The Color of Money     13.8   52.293982   \n","3128                                     The Outsiders     10.0   25.600000   \n","4446                                      Jack Reacher     60.0   80.033643   \n","141                            Mission: Impossible III    150.0  133.382309   \n","235                                           Oblivion    120.0   89.021735   \n","940   Interview with the Vampire: The Vampire Chroni...    60.0  105.264608   \n","1483                                   Lions for Lambs     35.0   14.998070   \n","\n","      title_year                                   genres language  imdb_score  \n","75          2014                  Action|Adventure|Sci-Fi  English         7.9  \n","135         2015                Action|Adventure|Thriller  English         7.4  \n","155         2011                Action|Adventure|Thriller  English         7.4  \n","158         2003                 Action|Drama|History|War  English         7.7  \n","189         2005                Adventure|Sci-Fi|Thriller  English         6.5  \n","220         2000                Action|Adventure|Thriller  English         6.1  \n","234         2010                    Action|Comedy|Romance  English         6.3  \n","284         2002           Action|Mystery|Sci-Fi|Thriller  English         7.7  \n","370         2008               Drama|History|Thriller|War  English         7.1  \n","438         1996                Action|Adventure|Thriller  English         7.1  \n","594         2001  Fantasy|Mystery|Romance|Sci-Fi|Thriller  English         6.9  \n","671         1999                   Drama|Mystery|Thriller  English         7.3  \n","728         1990                       Action|Drama|Sport  English         5.9  \n","736         2004                     Crime|Drama|Thriller  English         7.6  \n","739         2012            Action|Crime|Mystery|Thriller  English         7.0  \n","930         1996               Comedy|Drama|Romance|Sport  English         7.3  \n","1151        1993                   Drama|Mystery|Thriller  English         6.8  \n","1524        1992                           Drama|Thriller  English         7.6  \n","1868        1988                                    Drama  English         8.0  \n","2604        1986                     Action|Drama|Romance  English         6.9  \n","2768        1989                      Biography|Drama|War  English         7.2  \n","3100        1986                              Drama|Sport  English         7.0  \n","3128        1983                              Crime|Drama  English         7.2  \n","4446        2012            Action|Crime|Mystery|Thriller  English         7.0  \n","141         2006                Action|Adventure|Thriller  English         6.9  \n","235         2013          Action|Adventure|Mystery|Sci-Fi  English         7.0  \n","940         1994                     Drama|Fantasy|Horror  English         7.6  \n","1483        2007                       Drama|Thriller|War  English         6.2  "],"text/html":["\n","  <div id=\"df-b515738f-b8f6-4b68-b3af-431b9a70e9ac\">\n","    <div class=\"colab-df-container\">\n","      <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: 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<td>Action|Adventure|Thriller</td>\n","      <td>English</td>\n","      <td>7.4</td>\n","    </tr>\n","    <tr>\n","      <th>155</th>\n","      <td>Mission: Impossible - Ghost Protocol</td>\n","      <td>145.0</td>\n","      <td>209.364921</td>\n","      <td>2011</td>\n","      <td>Action|Adventure|Thriller</td>\n","      <td>English</td>\n","      <td>7.4</td>\n","    </tr>\n","    <tr>\n","      <th>158</th>\n","      <td>The Last Samurai</td>\n","      <td>140.0</td>\n","      <td>111.110575</td>\n","      <td>2003</td>\n","      <td>Action|Drama|History|War</td>\n","      <td>English</td>\n","      <td>7.7</td>\n","    </tr>\n","    <tr>\n","      <th>189</th>\n","      <td>War of the Worlds</td>\n","      <td>132.0</td>\n","      <td>234.277056</td>\n","      <td>2005</td>\n","      <td>Adventure|Sci-Fi|Thriller</td>\n","      <td>English</td>\n","      <td>6.5</td>\n","    </tr>\n","    <tr>\n","      <th>220</th>\n","      <td>Mission: Impossible II</td>\n","      <td>125.0</td>\n","      <td>215.397307</td>\n","      <td>2000</td>\n","      <td>Action|Adventure|Thriller</td>\n","      <td>English</td>\n","      <td>6.1</td>\n","    </tr>\n","    <tr>\n","      <th>234</th>\n","      <td>Knight and Day</td>\n","      <td>117.0</td>\n","      <td>76.418654</td>\n","      <td>2010</td>\n","      <td>Action|Comedy|Romance</td>\n","      <td>English</td>\n","      <td>6.3</td>\n","    </tr>\n","    <tr>\n","      <th>284</th>\n","      <td>Minority Report</td>\n","      <td>102.0</td>\n","      <td>132.014112</td>\n","      <td>2002</td>\n","      <td>Action|Mystery|Sci-Fi|Thriller</td>\n","      <td>English</td>\n","      <td>7.7</td>\n","    </tr>\n","    <tr>\n","      <th>370</th>\n","      <td>Valkyrie</td>\n","      <td>75.0</td>\n","      <td>83.077470</td>\n","      <td>2008</td>\n","      <td>Drama|History|Thriller|War</td>\n","      <td>English</td>\n","      <td>7.1</td>\n","    </tr>\n","    <tr>\n","      <th>438</th>\n","      <td>Mission: Impossible</td>\n","      <td>80.0</td>\n","      <td>180.965237</td>\n","      <td>1996</td>\n","      <td>Action|Adventure|Thriller</td>\n","      <td>English</td>\n","      <td>7.1</td>\n","    </tr>\n","    <tr>\n","      <th>594</th>\n","      <td>Vanilla Sky</td>\n","      <td>68.0</td>\n","      <td>100.614858</td>\n","      <td>2001</td>\n","      <td>Fantasy|Mystery|Romance|Sci-Fi|Thriller</td>\n","      <td>English</td>\n","      <td>6.9</td>\n","    </tr>\n","    <tr>\n","      <th>671</th>\n","      <td>Eyes Wide Shut</td>\n","      <td>65.0</td>\n","      <td>55.637680</td>\n","      <td>1999</td>\n","      <td>Drama|Mystery|Thriller</td>\n","      <td>English</td>\n","      <td>7.3</td>\n","    </tr>\n","    <tr>\n","      <th>728</th>\n","      <td>Days of Thunder</td>\n","      <td>60.0</td>\n","      <td>82.670733</td>\n","      <td>1990</td>\n","      <td>Action|Drama|Sport</td>\n","      <td>English</td>\n","      <td>5.9</td>\n","    </tr>\n","    <tr>\n","      <th>736</th>\n","      <td>Collateral</td>\n","      <td>65.0</td>\n","      <td>100.003492</td>\n","      <td>2004</td>\n","      <td>Crime|Drama|Thriller</td>\n","      <td>English</td>\n","      <td>7.6</td>\n","    </tr>\n","    <tr>\n","      <th>739</th>\n","      <td>Jack Reacher</td>\n","      <td>60.0</td>\n","      <td>80.033643</td>\n","      <td>2012</td>\n","      <td>Action|Crime|Mystery|Thriller</td>\n","      <td>English</td>\n","      <td>7.0</td>\n","    </tr>\n","    <tr>\n","      <th>930</th>\n","      <td>Jerry Maguire</td>\n","      <td>50.0</td>\n","      <td>153.620822</td>\n","      <td>1996</td>\n","      <td>Comedy|Drama|Romance|Sport</td>\n","      <td>English</td>\n","      <td>7.3</td>\n","    </tr>\n","    <tr>\n","      <th>1151</th>\n","      <td>The Firm</td>\n","      <td>42.0</td>\n","      <td>158.348400</td>\n","      <td>1993</td>\n","      <td>Drama|Mystery|Thriller</td>\n","      <td>English</td>\n","      <td>6.8</td>\n","    </tr>\n","    <tr>\n","      <th>1524</th>\n","      <td>A Few Good Men</td>\n","      <td>40.0</td>\n","      <td>141.340178</td>\n","      <td>1992</td>\n","      <td>Drama|Thriller</td>\n","      <td>English</td>\n","      <td>7.6</td>\n","    </tr>\n","    <tr>\n","      <th>1868</th>\n","      <td>Rain Man</td>\n","      <td>25.0</td>\n","      <td>172.825435</td>\n","      <td>1988</td>\n","      <td>Drama</td>\n","      <td>English</td>\n","      <td>8.0</td>\n","    </tr>\n","    <tr>\n","      <th>2604</th>\n","      <td>Top Gun</td>\n","      <td>15.0</td>\n","      <td>176.781728</td>\n","      <td>1986</td>\n","      <td>Action|Drama|Romance</td>\n","      <td>English</td>\n","      <td>6.9</td>\n","    </tr>\n","    <tr>\n","      <th>2768</th>\n","      <td>Born on the Fourth of July</td>\n","      <td>14.0</td>\n","      <td>70.001698</td>\n","      <td>1989</td>\n","      <td>Biography|Drama|War</td>\n","      <td>English</td>\n","      <td>7.2</td>\n","    </tr>\n","    <tr>\n","      <th>3100</th>\n","      <td>The Color of Money</td>\n","      <td>13.8</td>\n","      <td>52.293982</td>\n","      <td>1986</td>\n","      <td>Drama|Sport</td>\n","      <td>English</td>\n","      <td>7.0</td>\n","    </tr>\n","    <tr>\n","      <th>3128</th>\n","      <td>The Outsiders</td>\n","      <td>10.0</td>\n","      <td>25.600000</td>\n","      <td>1983</td>\n","      <td>Crime|Drama</td>\n","      <td>English</td>\n","      <td>7.2</td>\n","    </tr>\n","    <tr>\n","      <th>4446</th>\n","      <td>Jack Reacher</td>\n","      <td>60.0</td>\n","      <td>80.033643</td>\n","      <td>2012</td>\n","      <td>Action|Crime|Mystery|Thriller</td>\n","      <td>English</td>\n","      <td>7.0</td>\n","    </tr>\n","    <tr>\n","      <th>141</th>\n","      <td>Mission: Impossible III</td>\n","      <td>150.0</td>\n","      <td>133.382309</td>\n","      <td>2006</td>\n","      <td>Action|Adventure|Thriller</td>\n","      <td>English</td>\n","      <td>6.9</td>\n","    </tr>\n","    <tr>\n","      <th>235</th>\n","      <td>Oblivion</td>\n","      <td>120.0</td>\n","      <td>89.021735</td>\n","      <td>2013</td>\n","      <td>Action|Adventure|Mystery|Sci-Fi</td>\n","      <td>English</td>\n","      <td>7.0</td>\n","    </tr>\n","    <tr>\n","      <th>940</th>\n","      <td>Interview with the Vampire: The Vampire Chroni...</td>\n","      <td>60.0</td>\n","      <td>105.264608</td>\n","      <td>1994</td>\n","      <td>Drama|Fantasy|Horror</td>\n","      <td>English</td>\n","      <td>7.6</td>\n","    </tr>\n","    <tr>\n","      <th>1483</th>\n","      <td>Lions for Lambs</td>\n","      <td>35.0</td>\n","      <td>14.998070</td>\n","      <td>2007</td>\n","      <td>Drama|Thriller|War</td>\n","      <td>English</td>\n","      <td>6.2</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-b515738f-b8f6-4b68-b3af-431b9a70e9ac')\"\n","              title=\"Convert this 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Gupta","userId":"00545443935213036838"}},"outputId":"462e6ec1-205e-4ff8-f196-b93daf945e39"},"outputs":[{"output_type":"stream","name":"stdout","text":["Time: 1983 2015\n","Max Gross : 234.28 Millions\n","Avg Gross : 118.94 Millions\n","Min Gross : 15.00 Millions\n","Number of 100 Million Movies : 17\n","Avg IMDB Score : 7.09\n","Most Common Genres:\n"," Action       14\n","Drama         8\n","Crime         2\n","Adventure     1\n","Fantasy       1\n","Name: Genre1, dtype: int64\n"]}],"source":["def actors_report(x):\n","    a = data[data['actor_1_name'] == x]\n","    b = data[data['actor_2_name'] == x]\n","    c = data[data['actor_3_name'] == x]\n","    x = a.append(b)\n","    y = x.append(c)\n","    print(\"Time:\",y['title_year'].min(), y['title_year'].max())\n","    print(\"Max Gross : {0:.2f} Millions\".format(y['gross'].max()))\n","    print(\"Avg Gross : {0:.2f} Millions\".format(y['gross'].mean()))\n","    print(\"Min Gross : {0:.2f} Millions\".format(y['gross'].min()))\n","    print(\"Number of 100 Million Movies :\", y[y['gross'] > 100].shape[0])\n","    print(\"Avg IMDB Score : {0:.2f}\".format(y['imdb_score'].mean()))\n","    print(\"Most Common Genres:\\n\",y['Genre1'].value_counts().head())\n","    \n","actors_report('Tom Cruise')"]},{"cell_type":"code","execution_count":32,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":121},"id":"HweHD7fAPISC","executionInfo":{"status":"ok","timestamp":1672384943024,"user_tz":-330,"elapsed":364,"user":{"displayName":"Sunil Kumar Gupta","userId":"00545443935213036838"}},"outputId":"393532a1-6cad-40bb-ebe1-876ee11a5504"},"outputs":[{"output_type":"stream","name":"stdout","text":["Number of Critics Reviews for Brad Pitt\n"]},{"output_type":"display_data","data":{"text/plain":["7814"]},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Number of Critics Reviews for Leonardo DiCaprio\n"]},{"output_type":"display_data","data":{"text/plain":["7014"]},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Number of Critics Reviews for Tom Cruise\n"]},{"output_type":"display_data","data":{"text/plain":["6740"]},"metadata":{}}],"source":["# Lets compare Brad Pitt, Leonardo Caprio and Tom Cruise\n","\n","def critically_acclaimed_actors(m):\n","    a = data[data['actor_1_name'] == m]\n","    b = data[data['actor_2_name'] == m]\n","    c = data[data['actor_3_name'] == m]\n","    x = a.append(b)\n","    y = x.append(c)\n","    return y['num_critic_for_reviews'].sum().astype('int')\n","\n","\n","print(\"Number of Critics Reviews for Brad Pitt\")\n","display(critically_acclaimed_actors('Brad Pitt'))\n","\n","print(\"Number of Critics Reviews for Leonardo DiCaprio\")\n","display(critically_acclaimed_actors('Leonardo DiCaprio'))\n","\n","print(\"Number of Critics Reviews for Tom Cruise\")\n","display(critically_acclaimed_actors('Tom Cruise'))"]},{"cell_type":"code","execution_count":33,"metadata":{"scrolled":true,"colab":{"base_uri":"https://localhost:8080/","height":1000,"referenced_widgets":["8cdacfa80a7f44f9ad6eb272fe31262b","1dbb4ac120c24837804abad280d72146","fa0d6ad9e7b343e4b5d9d413fa9c7f31","2bf5278efd094f5e9f5bbfe03587c5ea","c3b8a7282054436a967d20212d5a5e53","e794152fd8b84f8495f1c2024e6f9e5d","53c00bad57754662a7421fb6c6d32b58","1252b3807416479aab819c1e07c719de","c4210556808443fc8ff887fd6f4ad7cb","1270461ae8c944ec97d2a739591e85fd"]},"id":"ZQmyie3cPISC","executionInfo":{"status":"ok","timestamp":1672384966648,"user_tz":-330,"elapsed":361,"user":{"displayName":"Sunil Kumar Gupta","userId":"00545443935213036838"}},"outputId":"247b902c-ed16-4937-a797-d414aef933cd"},"outputs":[{"output_type":"display_data","data":{"text/plain":["interactive(children=(Text(value='imdb_score', description='column'), FloatSlider(value=9.0, description='scor…"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"8cdacfa80a7f44f9ad6eb272fe31262b"}},"metadata":{}}],"source":["pd.set_option('max_rows', 3000)\n","\n","@interact\n","def show_movies_more_than(column='imdb_score', score=9.0):\n","    x = data.loc[data[column] > score][[ 'title_year','movie_title',\n","                                       'director_name',\n","                                       'actor_1_name',\n","                                       'actor_2_name',\n","                                       'actor_3_name',\n","                                       'Profit',\n","                                       'imdb_score',\n","                                    ]]\n","    x = x.sort_values(by = 'imdb_score', ascending = False)\n","    x = x.drop_duplicates(keep = 'first')\n","    return x"]},{"cell_type":"code","execution_count":null,"metadata":{"scrolled":false,"colab":{"base_uri":"https://localhost:8080/","height":1000,"referenced_widgets":["e7b44fbb677245faacadb1bd7472cf3a","44cc0e2571d3432dba89495d6a1bc51a","7a37cd6550ad45579ef40ccebeaf267b","54bd84b2e9644a2dad64e2f731d44efc","4a42f919680e49159f8b2658f5923481","ca65792b7530488ab704028c390ec2e5","c81056ac508a40bba3431aaec7ef50f9","c2e68db45ee34e88b6b8978af953016b","7b3621f8b0f54d8daf01b1b7e33ffba2","29c8f5503ed74277b52dbca4d6dc4fa1"]},"id":"qVTiAcKXPISC","executionInfo":{"status":"ok","timestamp":1655447917006,"user_tz":-330,"elapsed":607,"user":{"displayName":"Sunil Kumar Gupta","userId":"00545443935213036838"}},"outputId":"0f0da074-b241-48cc-b8b8-a0da3e5bdc11"},"outputs":[{"output_type":"display_data","data":{"text/plain":["interactive(children=(Dropdown(description='column', options=('budget', 'gross'), value='budget'), IntSlider(v…"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"e7b44fbb677245faacadb1bd7472cf3a"}},"metadata":{}}],"source":["pd.set_option('max_rows', 30000)\n","\n","@interact\n","def show_articles_more_than(column=['budget','gross'], x=1000):\n","    return data.loc[data[column] > x][['movie_title','duration','gross','Profit','imdb_score']]"]},{"cell_type":"markdown","metadata":{"id":"2KX1qRW-PISD"},"source":["## Recommending Movies based on Languages"]},{"cell_type":"code","execution_count":34,"metadata":{"scrolled":true,"id":"jZe6vhMvPISD","executionInfo":{"status":"ok","timestamp":1672385007656,"user_tz":-330,"elapsed":335,"user":{"displayName":"Sunil Kumar Gupta","userId":"00545443935213036838"}}},"outputs":[],"source":["def recommend_lang(x):\n","    y = data[['language','movie_title','imdb_score']][data['language'] == x]\n","    y = y.sort_values(by = 'imdb_score', ascending = False)\n","    return y.head(15)\n"]},{"cell_type":"code","execution_count":35,"metadata":{"scrolled":false,"colab":{"base_uri":"https://localhost:8080/","height":520},"id":"k06N7n0gPISD","executionInfo":{"status":"ok","timestamp":1672385010799,"user_tz":-330,"elapsed":9,"user":{"displayName":"Sunil Kumar Gupta","userId":"00545443935213036838"}},"outputId":"22f83c1c-31eb-493a-86ab-797847b72390"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["     language                                        movie_title  imdb_score\n","1937  English                          The Shawshank Redemption          9.3\n","3466  English                                     The Godfather          9.2\n","2837  English                            The Godfather: Part II          9.0\n","66    English                                   The Dark Knight          9.0\n","3355  English                                      Pulp Fiction          8.9\n","1874  English                                  Schindler's List          8.9\n","339   English     The Lord of the Rings: The Return of the King          8.9\n","683   English                                        Fight Club          8.8\n","270   English  The Lord of the Rings: The Fellowship of the R...         8.8\n","2051  English    Star Wars: Episode V - The Empire Strikes Back          8.8\n","97    English                                         Inception          8.8\n","836   English                                      Forrest Gump          8.8\n","3867  English                   One Flew Over the Cuckoo's Nest          8.7\n","340   English             The Lord of the Rings: The Two Towers          8.7\n","3024  English                Star Wars: Episode IV - A New Hope          8.7"],"text/html":["\n","  <div id=\"df-ab7f051f-f38a-4c1c-baff-74835188f4ce\">\n","    <div class=\"colab-df-container\">\n","      <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>language</th>\n","      <th>movie_title</th>\n","      <th>imdb_score</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>1937</th>\n","      <td>English</td>\n","      <td>The Shawshank Redemption</td>\n","      <td>9.3</td>\n","    </tr>\n","    <tr>\n","      <th>3466</th>\n","      <td>English</td>\n","      <td>The Godfather</td>\n","      <td>9.2</td>\n","    </tr>\n","    <tr>\n","      <th>2837</th>\n","      <td>English</td>\n","      <td>The Godfather: Part II</td>\n","      <td>9.0</td>\n","    </tr>\n","    <tr>\n","      <th>66</th>\n","      <td>English</td>\n","      <td>The Dark Knight</td>\n","      <td>9.0</td>\n","    </tr>\n","    <tr>\n","      <th>3355</th>\n","      <td>English</td>\n","      <td>Pulp Fiction</td>\n","      <td>8.9</td>\n","    </tr>\n","    <tr>\n","      <th>1874</th>\n","      <td>English</td>\n","      <td>Schindler's List</td>\n","      <td>8.9</td>\n","    </tr>\n","    <tr>\n","      <th>339</th>\n","      <td>English</td>\n","      <td>The Lord of the Rings: The Return of the King</td>\n","      <td>8.9</td>\n","    </tr>\n","    <tr>\n","      <th>683</th>\n","      <td>English</td>\n","      <td>Fight Club</td>\n","      <td>8.8</td>\n","    </tr>\n","    <tr>\n","      <th>270</th>\n","      <td>English</td>\n","      <td>The Lord of the Rings: The Fellowship of the R...</td>\n","      <td>8.8</td>\n","    </tr>\n","    <tr>\n","      <th>2051</th>\n","      <td>English</td>\n","      <td>Star Wars: Episode V - The Empire Strikes Back</td>\n","      <td>8.8</td>\n","    </tr>\n","    <tr>\n","      <th>97</th>\n","      <td>English</td>\n","      <td>Inception</td>\n","      <td>8.8</td>\n","    </tr>\n","    <tr>\n","      <th>836</th>\n","      <td>English</td>\n","      <td>Forrest Gump</td>\n","      <td>8.8</td>\n","    </tr>\n","    <tr>\n","      <th>3867</th>\n","      <td>English</td>\n","      <td>One Flew Over the Cuckoo's Nest</td>\n","      <td>8.7</td>\n","    </tr>\n","    <tr>\n","      <th>340</th>\n","      <td>English</td>\n","      <td>The Lord of the Rings: The Two Towers</td>\n","      <td>8.7</td>\n","    </tr>\n","    <tr>\n","      <th>3024</th>\n","      <td>English</td>\n","      <td>Star Wars: Episode IV - A New Hope</td>\n","      <td>8.7</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-ab7f051f-f38a-4c1c-baff-74835188f4ce')\"\n","              title=\"Convert this dataframe to an interactive table.\"\n","              style=\"display:none;\">\n","        \n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n","       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Ghost Protocol          7.4\n","135                 Mission: Impossible - Rogue Nation          7.4\n","671                                     Eyes Wide Shut          7.3\n","930                                      Jerry Maguire          7.3\n","3128                                     The Outsiders          7.2\n","2768                        Born on the Fourth of July          7.2\n","370                                           Valkyrie          7.1\n","438                                Mission: Impossible          7.1"],"text/html":["\n","  <div id=\"df-5cb2291d-f657-4380-96f9-611e3c608eda\">\n","    <div class=\"colab-df-container\">\n","      <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>movie_title</th>\n","      <th>imdb_score</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>1868</th>\n","      <td>Rain Man</td>\n","      <td>8.0</td>\n","    </tr>\n","    <tr>\n","      <th>75</th>\n","      <td>Edge of Tomorrow</td>\n","      <td>7.9</td>\n","    </tr>\n","    <tr>\n","      <th>284</th>\n","      <td>Minority Report</td>\n","      <td>7.7</td>\n","    </tr>\n","    <tr>\n","      <th>158</th>\n","      <td>The Last Samurai</td>\n","      <td>7.7</td>\n","    </tr>\n","    <tr>\n","      <th>736</th>\n","      <td>Collateral</td>\n","      <td>7.6</td>\n","    </tr>\n","    <tr>\n","      <th>1524</th>\n","      <td>A Few Good Men</td>\n","      <td>7.6</td>\n","    </tr>\n","    <tr>\n","      <th>940</th>\n","      <td>Interview with the Vampire: The Vampire Chroni...</td>\n","      <td>7.6</td>\n","    </tr>\n","    <tr>\n","      <th>155</th>\n","      <td>Mission: Impossible - Ghost Protocol</td>\n","      <td>7.4</td>\n","    </tr>\n","    <tr>\n","      <th>135</th>\n","      <td>Mission: Impossible - Rogue Nation</td>\n","      <td>7.4</td>\n","    </tr>\n","    <tr>\n","      <th>671</th>\n","      <td>Eyes Wide Shut</td>\n","      <td>7.3</td>\n","    </tr>\n","    <tr>\n","      <th>930</th>\n","      <td>Jerry Maguire</td>\n","      <td>7.3</td>\n","    </tr>\n","    <tr>\n","      <th>3128</th>\n","      <td>The Outsiders</td>\n","      <td>7.2</td>\n","    </tr>\n","    <tr>\n","      <th>2768</th>\n","      <td>Born on the Fourth of July</td>\n","      <td>7.2</td>\n","    </tr>\n","    <tr>\n","      <th>370</th>\n","      <td>Valkyrie</td>\n","      <td>7.1</td>\n","    </tr>\n","    <tr>\n","      <th>438</th>\n","      <td>Mission: Impossible</td>\n","      <td>7.1</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-5cb2291d-f657-4380-96f9-611e3c608eda')\"\n","              title=\"Convert this dataframe to an interactive table.\"\n","              style=\"display:none;\">\n","        \n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n","       width=\"24px\">\n","    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n","    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n","  </svg>\n","      </button>\n","      \n","  <style>\n","    .colab-df-container {\n","      display:flex;\n","      flex-wrap:wrap;\n","      gap: 12px;\n","    }\n","\n","    .colab-df-convert {\n","      background-color: #E8F0FE;\n","      border: none;\n","      border-radius: 50%;\n","      cursor: pointer;\n","      display: none;\n","      fill: #1967D2;\n","      height: 32px;\n","      padding: 0 0 0 0;\n","      width: 32px;\n","    }\n","\n","    .colab-df-convert:hover {\n","      background-color: #E2EBFA;\n","      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n","      fill: #174EA6;\n","    }\n","\n","    [theme=dark] .colab-df-convert {\n","      background-color: #3B4455;\n","      fill: #D2E3FC;\n","    }\n","\n","    [theme=dark] .colab-df-convert:hover {\n","      background-color: #434B5C;\n","      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n","      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n","      fill: #FFFFFF;\n","    }\n","  </style>\n","\n","      <script>\n","        const buttonEl =\n","          document.querySelector('#df-5cb2291d-f657-4380-96f9-611e3c608eda button.colab-df-convert');\n","        buttonEl.style.display =\n","          google.colab.kernel.accessAllowed ? 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Music  Musical  Mystery  Romance  Sci-Fi  Short  \\\n","0   False     True  ...  False    False    False    False    True  False   \n","1   False     True  ...  False    False    False    False   False  False   \n","2   False    False  ...  False    False    False    False   False  False   \n","3   False    False  ...  False    False    False    False   False  False   \n","4   False    False  ...  False    False    False    False    True  False   \n","\n","   Sport  Thriller    War  Western  \n","0  False     False  False    False  \n","1  False     False  False    False  \n","2  False      True  False    False  \n","3  False      True  False    False  \n","4  False     False  False    False  \n","\n","[5 rows x 23 columns]"],"text/html":["\n","  <div id=\"df-df3444a9-6e1d-4228-90fe-ce7f7818c25b\">\n","    <div class=\"colab-df-container\">\n","      <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>Action</th>\n","      <th>Adventure</th>\n","      <th>Animation</th>\n","      <th>Biography</th>\n","      <th>Comedy</th>\n","      <th>Crime</th>\n","      <th>Documentary</th>\n","      <th>Drama</th>\n","      <th>Family</th>\n","      <th>Fantasy</th>\n","      <th>...</th>\n","      <th>Music</th>\n","      <th>Musical</th>\n","      <th>Mystery</th>\n","      <th>Romance</th>\n","      <th>Sci-Fi</th>\n","      <th>Short</th>\n","      <th>Sport</th>\n","      <th>Thriller</th>\n","      <th>War</th>\n","      <th>Western</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>True</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>...</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>True</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>...</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>True</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>...</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>False</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>...</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>False</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>True</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>...</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>True</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","      <td>False</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>5 rows × 23 columns</p>\n","</div>\n","      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-df3444a9-6e1d-4228-90fe-ce7f7818c25b')\"\n","              title=\"Convert this dataframe to an interactive table.\"\n","              style=\"display:none;\">\n","        \n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n","       width=\"24px\">\n","    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n","    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 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Music  Musical  \\\n","0          0       0      0            0      0       0  ...      0        0   \n","1          0       0      0            0      0       0  ...      0        0   \n","2          0       0      0            0      0       0  ...      0        0   \n","3          0       0      0            0      0       0  ...      0        0   \n","4          0       0      0            0      0       0  ...      0        0   \n","\n","   Mystery  Romance  Sci-Fi  Short  Sport  Thriller  War  Western  \n","0        0        0       1      0      0         0    0        0  \n","1        0        0       0      0      0         0    0        0  \n","2        0        0       0      0      0         1    0        0  \n","3        0        0       0      0      0         1    0        0  \n","4        0        0       1      0      0         0    0        0  \n","\n","[5 rows x 24 columns]"],"text/html":["\n","  <div id=\"df-f4596010-4dae-4bcf-9ba5-9cf2b4b99096\">\n","    <div 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<th>Western</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>Avatar</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>...</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>Pirates of the Caribbean: At World's End</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>...</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>Spectre</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>...</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>The Dark Knight Rises</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>...</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>NaN</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>...</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>5 rows × 24 columns</p>\n","</div>\n","      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-f4596010-4dae-4bcf-9ba5-9cf2b4b99096')\"\n","              title=\"Convert this dataframe to an interactive table.\"\n","              style=\"display:none;\">\n","        \n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 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Visit the ' +\n","            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n","            + ' to learn more about interactive tables.';\n","          element.innerHTML = '';\n","          dataTable['output_type'] = 'display_data';\n","          await google.colab.output.renderOutput(dataTable, element);\n","          const docLink = document.createElement('div');\n","          docLink.innerHTML = docLinkHtml;\n","          element.appendChild(docLink);\n","        }\n","      </script>\n","    </div>\n","  </div>\n","  "]},"metadata":{},"execution_count":40}],"source":["# now, lets insert the movie titles in the first column, so that we can better understand the data\n","genres.insert(0, 'movie_title', data['movie_title'])\n","\n","genres.head()"]},{"cell_type":"code","execution_count":41,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":418},"id":"jklgayY7PISE","executionInfo":{"status":"ok","timestamp":1672385056058,"user_tz":-330,"elapsed":420,"user":{"displayName":"Sunil Kumar Gupta","userId":"00545443935213036838"}},"outputId":"143058a3-e7ab-411e-f846-f2fc9c6efee5"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["                                           Action  Adventure  Animation  \\\n","movie_title                                                               \n","Avatar                                          1          1          0   \n","Pirates of the Caribbean: At World's End        1          1          0   \n","Spectre                                         1          1          0   \n","The Dark Knight Rises                           1          0          0   \n","NaN                                             1          1          0   \n","\n","                                           Biography  Comedy  Crime  \\\n","movie_title                                                           \n","Avatar                                             0       0      0   \n","Pirates of the Caribbean: At World's End           0       0      0   \n","Spectre                                            0       0      0   \n","The Dark Knight Rises                              0       0      0   \n","NaN                                                0       0      0   \n","\n","                                           Documentary  Drama  Family  \\\n","movie_title                                                             \n","Avatar                                               0      0       0   \n","Pirates of the Caribbean: At World's End             0      0       0   \n","Spectre                                              0      0       0   \n","The Dark Knight Rises                                0      0       0   \n","NaN                                                  0      0       0   \n","\n","                                           Fantasy  ...  Music  Musical  \\\n","movie_title                                         ...                   \n","Avatar                                           1  ...      0        0   \n","Pirates of the Caribbean: At World's End         1  ...      0        0   \n","Spectre                                          0  ...      0        0   \n","The Dark Knight Rises                            0  ...      0        0   \n","NaN                                              0  ...      0        0   \n","\n","                                           Mystery  Romance  Sci-Fi  Short  \\\n","movie_title                                                                  \n","Avatar                                           0        0       1      0   \n","Pirates of the Caribbean: At World's End         0        0       0      0   \n","Spectre                                          0        0       0      0   \n","The Dark Knight Rises                            0        0       0      0   \n","NaN                                              0        0       1      0   \n","\n","                                           Sport  Thriller  War  Western  \n","movie_title                                                               \n","Avatar                                         0         0    0        0  \n","Pirates of the Caribbean: At World's End       0         0    0        0  \n","Spectre                                        0         1    0        0  \n","The Dark Knight Rises                          0         1    0        0  \n","NaN                                            0         0    0        0  \n","\n","[5 rows x 23 columns]"],"text/html":["\n","  <div id=\"df-75771c15-fe4d-4d13-a2bc-aa46167ff41b\">\n","    <div class=\"colab-df-container\">\n","      <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","    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Gupta","userId":"00545443935213036838"}}},"outputs":[],"source":["# making a recommendation engine for getting similar genres\n","\n","def recommendation_genres(gen):\n","    gen = genres[gen]\n","    similar_genres = genres.corrwith(gen)\n","    similar_genres = similar_genres.sort_values(ascending=False)\n","    similar_genres = similar_genres.iloc[1:]\n","    return similar_genres.head(3)"]},{"cell_type":"code","execution_count":43,"metadata":{"scrolled":false,"colab":{"base_uri":"https://localhost:8080/"},"id":"ZIy9MRavPISF","executionInfo":{"status":"ok","timestamp":1672385064776,"user_tz":-330,"elapsed":363,"user":{"displayName":"Sunil Kumar Gupta","userId":"00545443935213036838"}},"outputId":"18efcccd-fb1f-4d45-e9e6-f0ec06223796"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["Adventure    0.320532\n","Thriller     0.303708\n","Sci-Fi       0.295018\n","dtype: float64"]},"metadata":{},"execution_count":43}],"source":["recommendation_genres('Action')"]},{"cell_type":"markdown","metadata":{"id":"Xtn0ntsIPISF"},"source":["## Recommending similar Movies"]},{"cell_type":"code","execution_count":44,"metadata":{"scrolled":false,"colab":{"base_uri":"https://localhost:8080/","height":404},"id":"PUNLQRoZPISF","executionInfo":{"status":"ok","timestamp":1672385082881,"user_tz":-330,"elapsed":379,"user":{"displayName":"Sunil Kumar Gupta","userId":"00545443935213036838"}},"outputId":"3e81a308-2d60-4367-f568-ad416a815296"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["movie_title  Avatar   Pirates of the Caribbean: At World's End   Spectre   \\\n","Action             1                                          1         1   \n","Adventure          1                                          1         1   \n","Animation          0                                          0         0   \n","Biography          0                                          0         0   \n","Comedy             0                                          0         0   \n","\n","movie_title  The Dark Knight Rises   NaN  John Carter   Spider-Man 3   \\\n","Action                            1    1             1              0   \n","Adventure                         0    1             1              1   \n","Animation                         0    0             0              1   \n","Biography                         0    0             0              0   \n","Comedy                            0    0             0              1   \n","\n","movie_title  Tangled   Avengers: Age of Ultron   \\\n","Action              1                         0   \n","Adventure           1                         1   \n","Animation           0                         0   \n","Biography           0                         0   \n","Comedy              0                         0   \n","\n","movie_title  Harry Potter and the Half-Blood Prince   ...  \\\n","Action                                             1  ...   \n","Adventure                                          1  ...   \n","Animation                                          0  ...   \n","Biography                                          0  ...   \n","Comedy                                             0  ...   \n","\n","movie_title  Four Weddings and a Funeral   NaN  NaN  25th Hour   NaN  Bound   \\\n","Action                                  0    0    0           0    0       0   \n","Adventure                               0    0    0           0    0       0   \n","Animation                               0    0    0           0    0       0   \n","Biography                               0    0    0           0    0       0   \n","Comedy                                  0    1    0           0    0       0   \n","\n","movie_title  Requiem for a Dream   NaN  Tango   NaN  \n","Action                          0    1       0    0  \n","Adventure                       0    0       0    0  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Gupta","userId":"00545443935213036838"}}},"outputs":[],"source":["# making a recommendation engine for getting similar movies\n","\n","def recommendation_movie(movie):    \n","    movie = x[movie+'\\xa0']\n","    similar_movies = x.corrwith(movie)\n","    similar_movies = similar_movies.sort_values(ascending=False)\n","    similar_movies = similar_movies.iloc[1:]\n","    return similar_movies.head(20)"]},{"cell_type":"code","execution_count":46,"metadata":{"scrolled":false,"colab":{"base_uri":"https://localhost:8080/"},"id":"ZLDGyCItPISF","executionInfo":{"status":"ok","timestamp":1672385095975,"user_tz":-330,"elapsed":1655,"user":{"displayName":"Sunil Kumar Gupta","userId":"00545443935213036838"}},"outputId":"6f87b991-9782-4b5e-f571-8863f4730f0f"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["movie_title\n","Bad Boys                             1.0\n","You, Me and Dupree                   1.0\n","The Apparition                       1.0\n","Blast from the Past                  1.0\n","The Constant Gardener                1.0\n","NaN                                  1.0\n","Something Borrowed                   1.0\n","How to Deal                          1.0\n","Earth to Echo                        1.0\n","The Best of Me                       1.0\n","Predator                             1.0\n","Scooby-Doo 2: Monsters Unleashed     1.0\n","Doogal                               1.0\n","The Wedding Date                     1.0\n","Cloverfield                          1.0\n","Bottle Rocket                        1.0\n","Henry V                              1.0\n","21 & Over                            1.0\n","Resurrecting the Champ               1.0\n","Conan the Barbarian                  1.0\n","dtype: float64"]},"metadata":{},"execution_count":46}],"source":["# lets test on some results\n","recommendation_movie('The Expendables')"]}],"metadata":{"kernelspec":{"display_name":"Python 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             Man of Steel      Long  291.021565   \n17                                        The Avengers      Long  623.279547   \n18         Pirates of the Caribbean: On Stranger Tides      Long  241.063875   \n20           The Hobbit: The Battle of the Five Armies      Long  255.108370   \n21                              The Amazing Spider-Man      Long  262.030663   \n23                 The Hobbit: The Desolation of Smaug      Long  258.355354   \n25                                           King Kong      Long  218.051260   \n26                                             Titanic      Long  658.672302   \n27                          Captain America: Civil War      Long  407.197282   \n29                                      Jurassic World      Long  652.177271   \n30                                             Skyfall      Long  304.360277   \n31                                        Spider-Man 2      Long  373.377893   \n32                                          Iron Man 3      Long  408.992272   \n33                                 Alice in Wonderland     Short  334.185206   \n34                               X-Men: The Last Stand     Short  234.360014   \n35                                 Monsters University     Short  268.488329   \n36                 Transformers: Revenge of the Fallen      Long  402.076689   \n37                     Transformers: Age of Extinction      Long  245.428137   \n38                           Oz the Great and Powerful      Long  234.903076   \n39                            The Amazing Spider-Man 2      Long  202.853933   \n43                                         Toy Story 3     Short  414.984497   \n45                                           Furious 7      Long  350.034110   \n46                                         World War Z      Long  202.351611   \n47                          X-Men: Days of Future Past      Long  233.914986   \n48                             Star Trek Into Darkness      Long  228.756232   \n53                      Transformers: Dark of the Moon      Long  352.358779   \n54    Indiana Jones and the Kingdom of the Crystal S...     Long  317.011114   \n56                                               Brave     Short  237.282182   \n58                                              WALL·E     Short  223.806889   \n64    The Chronicles of Narnia: The Lion, the Witch ...     Long  291.709845   \n66                                     The Dark Knight      Long  533.316061   \n67                                                  Up     Short  292.979556   \n68                                 Monsters vs. Aliens     Short  198.332128   \n69                                            Iron Man      Long  318.298180   \n78                                          Inside Out     Short  356.454367   \n79                                     The Jungle Book     Short  362.645141   \n80                                          Iron Man 2      Long  312.057433   \n82                                          Maleficent     Short  241.407328   \n83                      Dawn of the Planet of the Apes      Long  208.543795   \n86                 Captain America: The Winter Soldier      Long  259.746958   \n87                                 Shrek Forever After     Short  238.371987   \n89                                          Big Hero 6     Short  222.487711   \n93                            How to Train Your Dragon     Short  217.387997   \n95                             Guardians of the Galaxy      Long  333.130696   \n97                                           Inception      Long  292.568851   \n99                   The Hobbit: An Unexpected Journey      Long  303.001229   \n103              The Hunger Games: Mockingjay - Part 2      Long  281.666058   \n107                                    Shrek the Third     Short  320.706665   \n111                                       Pearl Harbor      Long  198.539855   \n112                                       Transformers      Long  318.759914   \n114          Harry Potter and the Order of the Phoenix      Long  292.000866   \n115                Harry Potter and the Goblet of Fire      Long  289.994397   \n116                                            Hancock     Short  227.946274   \n117                                        I Am Legend     Short  256.386216   \n118                  Charlie and the Chocolate Factory     Short  206.456431   \n119                                        Ratatouille     Short  206.435493   \n120                                      Batman Begins      Long  205.343774   \n125                                             Frozen     Short  400.736600   \n126                                The Matrix Reloaded      Long  281.492479   \n127                               Thor: The Dark World     Short  206.360018   \n148                 Madagascar 3: Europe's Most Wanted     Short  216.366733   \n151                                         Armageddon      Long  201.573391   \n155               Mission: Impossible - Ghost Protocol      Long  209.364921   \n160                                          Star Trek      Long  257.704099   \n161                                         Spider-Man      Long  403.706375   \n174          The Twilight Saga: Breaking Dawn - Part 2     Short  292.298923   \n183                               The Bourne Ultimatum     Short  227.137090   \n184                                      Kung Fu Panda     Short  215.395021   \n186                    The Hunger Games: Catching Fire      Long  424.645577   \n189                                  War of the Worlds     Short  234.277056   \n195           Harry Potter and the Prisoner of Azkaban      Long  249.358727   \n202              Harry Potter and the Sorcerer's Stone      Long  317.557891   \n205   Pirates of the Caribbean: The Curse of the Bla...     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                               Sherlock Holmes      Long  209.019489   \n394                                            Twister     Short  241.688385   \n396                                          Cast Away      Long  233.630478   \n436                                     Bruce Almighty     Short  242.589580   \n439                                   The Hunger Games      Long  407.999255   \n440                               The Hangover Part II     Short  254.455986   \n509                                      The Lion King     Short  422.783777   \n519                            The Secret Life of Pets     Short  323.505540   \n521                                    Despicable Me 2     Short  368.049635   \n522                                   Independence Day      Long  306.124059   \n523                      The Lost World: Jurassic Park      Long  229.074524   \n563                                            Minions     Short  336.029560   \n581                                              Signs     Short  227.965690   \n582                                            Shrek 2     Short  436.471036   \n583                                               Cars     Short  244.052771   \n597            Alvin and the Chipmunks: The Squeakquel     Short  219.613391   \n631                         The Twilight Saga: Eclipse      Long  300.523113   \n633                                      Despicable Me     Short  251.501645   \n648                                Saving Private Ryan      Long  216.119491   \n695                        Austin Powers in Goldmember     Short  213.079163   \n697                                      Jurassic Park      Long  356.784000   \n709                                                300     Short  210.592590   \n710                                   Meet the Fockers     Short  279.167575   \n767                                     The Lego Movie     Short  257.756197   \n812                                           Deadpool     Short  363.024263   \n814                                    American Sniper      Long  350.123553   \n836                                       Forrest Gump      Long  329.691196   \n837                            Alvin and the Chipmunks     Short  217.326336   \n926                        The Twilight Saga: New Moon      Long  296.623634   \n927                                              Shrek     Short  267.652016   \n931                                                Ted     Short  218.628680   \n1181                                   The Sixth Sense     Short  293.501675   \n1397                                      The Hangover     Short  277.313371   \n1399             Austin Powers: The Spy Who Shagged Me     Short  205.399422   \n1400                                            Batman      Long  251.188924   \n1403                                    The Blind Side      Long  255.950375   \n1536        Star Wars: Episode VI - Return of the Jedi      Long  309.125409   \n1747                                           Aladdin     Short  217.350219   \n1805                                   The Jungle Book     Short  362.645141   \n1867                                    Mrs. Doubtfire      Long  219.200000   \n2049                                         King Kong      Long  218.051260   \n2051    Star Wars: Episode V - The Empire Strikes Back      Long  290.158751   \n2081                                             Ghost      Long  217.631306   \n2152                           Raiders of the Lost Ark     Short  242.374454   \n2363                                Back to the Future     Short  210.609762   \n2600                                 Beverly Hills Cop     Short  234.760500   \n2601                                        Home Alone     Short  285.761243   \n2916                                      The Exorcist      Long  204.565000   \n2917                                              Jaws      Long  260.000000   \n3024                Star Wars: Episode IV - A New Hope      Long  460.935665   \n3080                        E.T. the Extra-Terrestrial     Short  434.949459   \n3461                                      Spider-Man 3      Long  336.530303   \n3493                                           Skyfall      Long  304.360277   \n3737                          My Big Fat Greek Wedding     Short  241.437427   \n3970                                Gone with the Wind      Long  198.655278   \n4128                               Alice in Wonderland     Short  334.185206   \n4141                                        Cinderella     Short  201.148159   \n4694                                         King Kong      Long  218.051260   \n4778                         Oz the Great and Powerful      Long  234.903076   \n\n          Profit  imdb_score  \n0     523.505847         7.9  \n1       9.404152         7.1  \n2     -44.925825         6.8  \n3     198.130642         8.5  \n6      78.530303         6.2  \n7     -59.192738         7.8  \n8     208.991599         7.5  \n9      51.956980         7.5  \n10     80.249062         6.9  \n11     -8.930592         6.1  \n13    198.032628         7.3  \n15     66.021565         7.2  \n17    403.279547         8.1  \n18     -8.936125         6.7  \n20      5.108370         7.5  \n21     32.030663         7.0  \n23     33.355354         7.9  \n25     11.051260         7.2  \n26    458.672302         7.7  \n27    157.197282         8.2  \n29    502.177271         7.0  \n30    104.360277         7.8  \n31    173.377893         7.3  \n32    208.992272         7.2  \n33    134.185206         6.5  \n34     24.360014         6.8  \n35     68.488329         7.3  \n36    202.076689         6.0  \n37     35.428137         5.7  \n38     19.903076         6.4  \n39      2.853933         6.7  \n43    214.984497         8.3  \n45    160.034110         7.2  \n46     12.351611         7.0  \n47     33.914986         8.0  \n48     38.756232         7.8  \n53    157.358779         6.3  \n54    132.011114         6.2  \n56     52.282182         7.2  \n58     43.806889         8.4  \n64    111.709845         6.9  \n66    348.316061         9.0  \n67    117.979556         8.3  \n68     23.332128         6.5  \n69    178.298180         7.9  \n78    181.454367         8.3  \n79    187.645141         7.8  \n80    112.057433         7.0  \n82     61.407328         7.0  \n83     38.543795         7.6  \n86     89.746958         7.8  \n87     73.371987         6.4  \n89     57.487711         7.9  \n93     52.387997         8.2  \n95    163.130696         8.1  \n97    132.568851         8.8  \n99    123.001229         7.9  \n103   121.666058         6.6  \n107   160.706665         6.1  \n111    58.539855         6.1  \n112   168.759914         7.1  \n114   142.000866         7.5  \n115   139.994397         7.6  \n116    77.946274         6.4  \n117   106.386216         7.2  \n118    56.456431         6.7  \n119    56.435493         8.0  \n120    55.343774         8.3  \n125   250.736600         7.6  \n126   131.492479         7.2  \n127    36.360018         7.1  \n148    71.366733         6.9  \n151    61.573391         6.6  \n155    64.364921         7.4  \n160   107.704099         8.0  \n161   264.706375         7.3  \n174   172.298923         5.5  \n183   117.137090         8.1  \n184    85.395021         7.6  \n186   294.645577         7.6  \n189   102.277056         6.5  \n195   119.358727         7.8  \n202   192.557891         7.5  \n205   165.388685         8.1  \n207   212.103873         6.7  \n208    92.536138         6.6  \n210   104.948780         7.5  \n211    84.805005         7.3  \n218   137.031035         6.0  \n220    90.397307         6.1  \n236   267.262555         7.6  \n237   195.675583         6.7  \n238   174.907418         8.1  \n240   359.544677         6.5  \n246   174.084951         7.8  \n250   140.863268         6.4  \n270   220.837577         8.8  \n278   120.430993         8.1  \n285   161.970615         7.4  \n288   102.843350         8.5  \n325   104.007640         6.3  \n336   106.148159         7.0  \n338   286.838870         8.2  \n339   283.019252         8.9  \n340   246.478898         8.7  \n349   169.437578         8.0  \n352   160.147615         7.3  \n353   155.823397         7.9  \n355   136.138454         6.6  \n366   119.019489         7.6  \n394   149.688385         6.3  \n396   143.630478         7.7  \n436   161.589580         6.7  \n439   329.999255         7.3  \n440   174.455986         6.5  \n509   377.783777         8.5  \n519   248.505540         6.8  \n521   292.049635         7.5  \n522   231.124059         6.9  \n523   156.074524         6.5  \n563   262.029560         6.4  \n581   155.965690         6.7  \n582   286.471036         7.2  \n583   124.052771         7.2  \n597   144.613391         4.5  \n631   232.523113         4.9  \n633   182.501645         7.7  \n648   146.119491         8.6  \n695   150.079163         6.2  \n697   293.784000         8.1  \n709   145.592590         7.7  \n710   199.167575         6.3  \n767   197.756197         7.8  \n812   305.024263         8.1  \n814   291.323553         7.3  \n836   274.691196         8.8  \n837   157.326336         5.2  \n926   246.623634         4.6  \n927   207.652016         7.9  \n931   168.628680         7.0  \n1181  253.501675         8.1  \n1397  242.313371         7.8  \n1399  172.399422         6.6  \n1400  216.188924         7.6  \n1403  226.950375         7.7  \n1536  276.625409         8.4  \n1747  189.350219         8.0  \n1805  187.645141         7.8  \n1867  194.200000         6.9  \n2049   11.051260         7.2  \n2051  272.158751         8.8  \n2081  195.631306         7.0  \n2152  224.374454         8.5  \n2363  191.609762         8.5  \n2600  220.760500         7.3  \n2601  267.761243         7.5  \n2916  196.565000         8.0  \n2917  252.000000         8.0  \n3024  449.935665         8.7  \n3080  424.449459         7.9  \n3461   78.530303         6.2  \n3493  104.360277         7.8  \n3737  236.437427         6.6  \n3970  194.678278         8.2  \n4128  134.185206         6.5  \n4141  106.148159         7.0  \n4694   11.051260         7.2  \n4778   19.903076         6.4  ","text/html":"\n  <div id=\"df-a8bebb9b-3757-4045-9b8f-f7a3a2f2733d\">\n    <div class=\"colab-df-container\">\n      <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>movie_title</th>\n      <th>duration</th>\n      <th>gross</th>\n      <th>Profit</th>\n      <th>imdb_score</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>Avatar</td>\n      <td>Long</td>\n      <td>760.505847</td>\n      <td>523.505847</td>\n      <td>7.9</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>Pirates of the Caribbean: At World's End</td>\n      <td>Long</td>\n      <td>309.404152</td>\n      <td>9.404152</td>\n      <td>7.1</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>Spectre</td>\n      <td>Long</td>\n      <td>200.074175</td>\n      <td>-44.925825</td>\n      <td>6.8</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>The Dark Knight Rises</td>\n      <td>Long</td>\n      <td>448.130642</td>\n      <td>198.130642</td>\n      <td>8.5</td>\n    </tr>\n    <tr>\n      <th>6</th>\n      <td>Spider-Man 3</td>\n      <td>Long</td>\n      <td>336.530303</td>\n      <td>78.530303</td>\n      <td>6.2</td>\n    </tr>\n    <tr>\n      <th>7</th>\n      <td>Tangled</td>\n      <td>Short</td>\n      <td>200.807262</td>\n      <td>-59.192738</td>\n      <td>7.8</td>\n    </tr>\n    <tr>\n      <th>8</th>\n      <td>Avengers: Age of Ultron</td>\n      <td>Long</td>\n      <td>458.991599</td>\n      <td>208.991599</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>9</th>\n      <td>Harry Potter and the Half-Blood Prince</td>\n      <td>Long</td>\n      <td>301.956980</td>\n      <td>51.956980</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>10</th>\n      <td>Batman v Superman: Dawn of Justice</td>\n      <td>Long</td>\n      <td>330.249062</td>\n      <td>80.249062</td>\n      <td>6.9</td>\n    </tr>\n    <tr>\n      <th>11</th>\n      <td>Superman Returns</td>\n      <td>Long</td>\n      <td>200.069408</td>\n      <td>-8.930592</td>\n      <td>6.1</td>\n    </tr>\n    <tr>\n      <th>13</th>\n      <td>Pirates of the Caribbean: Dead Man's Chest</td>\n      <td>Long</td>\n      <td>423.032628</td>\n      <td>198.032628</td>\n      <td>7.3</td>\n    </tr>\n    <tr>\n      <th>15</th>\n      <td>Man of Steel</td>\n      <td>Long</td>\n      <td>291.021565</td>\n      <td>66.021565</td>\n      <td>7.2</td>\n    </tr>\n    <tr>\n      <th>17</th>\n      <td>The Avengers</td>\n      <td>Long</td>\n      <td>623.279547</td>\n      <td>403.279547</td>\n      <td>8.1</td>\n    </tr>\n    <tr>\n      <th>18</th>\n      <td>Pirates of the Caribbean: On Stranger Tides</td>\n      <td>Long</td>\n      <td>241.063875</td>\n      <td>-8.936125</td>\n      <td>6.7</td>\n    </tr>\n    <tr>\n      <th>20</th>\n      <td>The Hobbit: The Battle of the Five Armies</td>\n      <td>Long</td>\n      <td>255.108370</td>\n      <td>5.108370</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>21</th>\n      <td>The Amazing Spider-Man</td>\n      <td>Long</td>\n      <td>262.030663</td>\n      <td>32.030663</td>\n      <td>7.0</td>\n    </tr>\n    <tr>\n      <th>23</th>\n      <td>The Hobbit: The Desolation of Smaug</td>\n      <td>Long</td>\n      <td>258.355354</td>\n      <td>33.355354</td>\n      <td>7.9</td>\n    </tr>\n    <tr>\n      <th>25</th>\n      <td>King Kong</td>\n      <td>Long</td>\n      <td>218.051260</td>\n      <td>11.051260</td>\n      <td>7.2</td>\n    </tr>\n    <tr>\n      <th>26</th>\n      <td>Titanic</td>\n      <td>Long</td>\n      <td>658.672302</td>\n      <td>458.672302</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>27</th>\n      <td>Captain America: Civil War</td>\n      <td>Long</td>\n      <td>407.197282</td>\n      <td>157.197282</td>\n      <td>8.2</td>\n    </tr>\n    <tr>\n      <th>29</th>\n      <td>Jurassic World</td>\n      <td>Long</td>\n      <td>652.177271</td>\n      <td>502.177271</td>\n      <td>7.0</td>\n    </tr>\n    <tr>\n      <th>30</th>\n      <td>Skyfall</td>\n      <td>Long</td>\n      <td>304.360277</td>\n      <td>104.360277</td>\n      <td>7.8</td>\n    </tr>\n    <tr>\n      <th>31</th>\n      <td>Spider-Man 2</td>\n      <td>Long</td>\n      <td>373.377893</td>\n      <td>173.377893</td>\n      <td>7.3</td>\n    </tr>\n    <tr>\n      <th>32</th>\n      <td>Iron Man 3</td>\n      <td>Long</td>\n      <td>408.992272</td>\n      <td>208.992272</td>\n      <td>7.2</td>\n    </tr>\n    <tr>\n      <th>33</th>\n      <td>Alice in Wonderland</td>\n      <td>Short</td>\n      <td>334.185206</td>\n      <td>134.185206</td>\n      <td>6.5</td>\n    </tr>\n    <tr>\n      <th>34</th>\n      <td>X-Men: The Last Stand</td>\n      <td>Short</td>\n      <td>234.360014</td>\n      <td>24.360014</td>\n      <td>6.8</td>\n    </tr>\n    <tr>\n      <th>35</th>\n      <td>Monsters University</td>\n      <td>Short</td>\n      <td>268.488329</td>\n      <td>68.488329</td>\n      <td>7.3</td>\n    </tr>\n    <tr>\n      <th>36</th>\n      <td>Transformers: Revenge of the Fallen</td>\n      <td>Long</td>\n      <td>402.076689</td>\n      <td>202.076689</td>\n      <td>6.0</td>\n    </tr>\n    <tr>\n      <th>37</th>\n      <td>Transformers: Age of Extinction</td>\n      <td>Long</td>\n      <td>245.428137</td>\n      <td>35.428137</td>\n      <td>5.7</td>\n    </tr>\n    <tr>\n      <th>38</th>\n      <td>Oz the Great and Powerful</td>\n      <td>Long</td>\n      <td>234.903076</td>\n      <td>19.903076</td>\n      <td>6.4</td>\n    </tr>\n    <tr>\n      <th>39</th>\n      <td>The Amazing Spider-Man 2</td>\n      <td>Long</td>\n      <td>202.853933</td>\n      <td>2.853933</td>\n      <td>6.7</td>\n    </tr>\n    <tr>\n      <th>43</th>\n      <td>Toy Story 3</td>\n      <td>Short</td>\n      <td>414.984497</td>\n      <td>214.984497</td>\n      <td>8.3</td>\n    </tr>\n    <tr>\n      <th>45</th>\n      <td>Furious 7</td>\n      <td>Long</td>\n      <td>350.034110</td>\n      <td>160.034110</td>\n      <td>7.2</td>\n    </tr>\n    <tr>\n      <th>46</th>\n      <td>World War Z</td>\n      <td>Long</td>\n      <td>202.351611</td>\n      <td>12.351611</td>\n      <td>7.0</td>\n    </tr>\n    <tr>\n      <th>47</th>\n      <td>X-Men: Days of Future Past</td>\n      <td>Long</td>\n      <td>233.914986</td>\n      <td>33.914986</td>\n      <td>8.0</td>\n    </tr>\n    <tr>\n      <th>48</th>\n      <td>Star Trek Into Darkness</td>\n      <td>Long</td>\n      <td>228.756232</td>\n      <td>38.756232</td>\n      <td>7.8</td>\n    </tr>\n    <tr>\n      <th>53</th>\n      <td>Transformers: Dark of the Moon</td>\n      <td>Long</td>\n      <td>352.358779</td>\n      <td>157.358779</td>\n      <td>6.3</td>\n    </tr>\n    <tr>\n      <th>54</th>\n      <td>Indiana Jones and the Kingdom of the Crystal S...</td>\n      <td>Long</td>\n      <td>317.011114</td>\n      <td>132.011114</td>\n      <td>6.2</td>\n    </tr>\n    <tr>\n      <th>56</th>\n      <td>Brave</td>\n      <td>Short</td>\n      <td>237.282182</td>\n      <td>52.282182</td>\n      <td>7.2</td>\n    </tr>\n    <tr>\n      <th>58</th>\n      <td>WALL·E</td>\n      <td>Short</td>\n      <td>223.806889</td>\n      <td>43.806889</td>\n      <td>8.4</td>\n    </tr>\n    <tr>\n      <th>64</th>\n      <td>The Chronicles of Narnia: The Lion, the Witch ...</td>\n      <td>Long</td>\n      <td>291.709845</td>\n      <td>111.709845</td>\n      <td>6.9</td>\n    </tr>\n    <tr>\n      <th>66</th>\n      <td>The Dark Knight</td>\n      <td>Long</td>\n      <td>533.316061</td>\n      <td>348.316061</td>\n      <td>9.0</td>\n    </tr>\n    <tr>\n      <th>67</th>\n      <td>Up</td>\n      <td>Short</td>\n      <td>292.979556</td>\n      <td>117.979556</td>\n      <td>8.3</td>\n    </tr>\n    <tr>\n      <th>68</th>\n      <td>Monsters vs. Aliens</td>\n      <td>Short</td>\n      <td>198.332128</td>\n      <td>23.332128</td>\n      <td>6.5</td>\n    </tr>\n    <tr>\n      <th>69</th>\n      <td>Iron Man</td>\n      <td>Long</td>\n      <td>318.298180</td>\n      <td>178.298180</td>\n      <td>7.9</td>\n    </tr>\n    <tr>\n      <th>78</th>\n      <td>Inside Out</td>\n      <td>Short</td>\n      <td>356.454367</td>\n      <td>181.454367</td>\n      <td>8.3</td>\n    </tr>\n    <tr>\n      <th>79</th>\n      <td>The Jungle Book</td>\n      <td>Short</td>\n      <td>362.645141</td>\n      <td>187.645141</td>\n      <td>7.8</td>\n    </tr>\n    <tr>\n      <th>80</th>\n      <td>Iron Man 2</td>\n      <td>Long</td>\n      <td>312.057433</td>\n      <td>112.057433</td>\n      <td>7.0</td>\n    </tr>\n    <tr>\n      <th>82</th>\n      <td>Maleficent</td>\n      <td>Short</td>\n      <td>241.407328</td>\n      <td>61.407328</td>\n      <td>7.0</td>\n    </tr>\n    <tr>\n      <th>83</th>\n      <td>Dawn of the Planet of the Apes</td>\n      <td>Long</td>\n      <td>208.543795</td>\n      <td>38.543795</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>86</th>\n      <td>Captain America: The Winter Soldier</td>\n      <td>Long</td>\n      <td>259.746958</td>\n      <td>89.746958</td>\n      <td>7.8</td>\n    </tr>\n    <tr>\n      <th>87</th>\n      <td>Shrek Forever After</td>\n      <td>Short</td>\n      <td>238.371987</td>\n      <td>73.371987</td>\n      <td>6.4</td>\n    </tr>\n    <tr>\n      <th>89</th>\n      <td>Big Hero 6</td>\n      <td>Short</td>\n      <td>222.487711</td>\n      <td>57.487711</td>\n      <td>7.9</td>\n    </tr>\n    <tr>\n      <th>93</th>\n      <td>How to Train Your Dragon</td>\n      <td>Short</td>\n      <td>217.387997</td>\n      <td>52.387997</td>\n      <td>8.2</td>\n    </tr>\n    <tr>\n      <th>95</th>\n      <td>Guardians of the Galaxy</td>\n      <td>Long</td>\n      <td>333.130696</td>\n      <td>163.130696</td>\n      <td>8.1</td>\n    </tr>\n    <tr>\n      <th>97</th>\n      <td>Inception</td>\n      <td>Long</td>\n      <td>292.568851</td>\n      <td>132.568851</td>\n      <td>8.8</td>\n    </tr>\n    <tr>\n      <th>99</th>\n      <td>The Hobbit: An Unexpected Journey</td>\n      <td>Long</td>\n      <td>303.001229</td>\n      <td>123.001229</td>\n      <td>7.9</td>\n    </tr>\n    <tr>\n      <th>103</th>\n      <td>The Hunger Games: Mockingjay - Part 2</td>\n      <td>Long</td>\n      <td>281.666058</td>\n      <td>121.666058</td>\n      <td>6.6</td>\n    </tr>\n    <tr>\n      <th>107</th>\n      <td>Shrek the Third</td>\n      <td>Short</td>\n      <td>320.706665</td>\n      <td>160.706665</td>\n      <td>6.1</td>\n    </tr>\n    <tr>\n      <th>111</th>\n      <td>Pearl Harbor</td>\n      <td>Long</td>\n      <td>198.539855</td>\n      <td>58.539855</td>\n      <td>6.1</td>\n    </tr>\n    <tr>\n      <th>112</th>\n      <td>Transformers</td>\n      <td>Long</td>\n      <td>318.759914</td>\n      <td>168.759914</td>\n      <td>7.1</td>\n    </tr>\n    <tr>\n      <th>114</th>\n      <td>Harry Potter and the Order of the Phoenix</td>\n      <td>Long</td>\n      <td>292.000866</td>\n      <td>142.000866</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>115</th>\n      <td>Harry Potter and the Goblet of Fire</td>\n      <td>Long</td>\n      <td>289.994397</td>\n      <td>139.994397</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>116</th>\n      <td>Hancock</td>\n      <td>Short</td>\n      <td>227.946274</td>\n      <td>77.946274</td>\n      <td>6.4</td>\n    </tr>\n    <tr>\n      <th>117</th>\n      <td>I Am Legend</td>\n      <td>Short</td>\n      <td>256.386216</td>\n      <td>106.386216</td>\n      <td>7.2</td>\n    </tr>\n    <tr>\n      <th>118</th>\n      <td>Charlie and the Chocolate Factory</td>\n      <td>Short</td>\n      <td>206.456431</td>\n      <td>56.456431</td>\n      <td>6.7</td>\n    </tr>\n    <tr>\n      <th>119</th>\n      <td>Ratatouille</td>\n      <td>Short</td>\n      <td>206.435493</td>\n      <td>56.435493</td>\n      <td>8.0</td>\n    </tr>\n    <tr>\n      <th>120</th>\n      <td>Batman Begins</td>\n      <td>Long</td>\n      <td>205.343774</td>\n      <td>55.343774</td>\n      <td>8.3</td>\n    </tr>\n    <tr>\n      <th>125</th>\n      <td>Frozen</td>\n      <td>Short</td>\n      <td>400.736600</td>\n      <td>250.736600</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>126</th>\n      <td>The Matrix Reloaded</td>\n      <td>Long</td>\n      <td>281.492479</td>\n      <td>131.492479</td>\n      <td>7.2</td>\n    </tr>\n    <tr>\n      <th>127</th>\n      <td>Thor: The Dark World</td>\n      <td>Short</td>\n      <td>206.360018</td>\n      <td>36.360018</td>\n      <td>7.1</td>\n    </tr>\n    <tr>\n      <th>148</th>\n      <td>Madagascar 3: Europe's Most Wanted</td>\n      <td>Short</td>\n      <td>216.366733</td>\n      <td>71.366733</td>\n      <td>6.9</td>\n    </tr>\n    <tr>\n      <th>151</th>\n      <td>Armageddon</td>\n      <td>Long</td>\n      <td>201.573391</td>\n      <td>61.573391</td>\n      <td>6.6</td>\n    </tr>\n    <tr>\n      <th>155</th>\n      <td>Mission: Impossible - Ghost Protocol</td>\n      <td>Long</td>\n      <td>209.364921</td>\n      <td>64.364921</td>\n      <td>7.4</td>\n    </tr>\n    <tr>\n      <th>160</th>\n      <td>Star Trek</td>\n      <td>Long</td>\n      <td>257.704099</td>\n      <td>107.704099</td>\n      <td>8.0</td>\n    </tr>\n    <tr>\n      <th>161</th>\n      <td>Spider-Man</td>\n      <td>Long</td>\n      <td>403.706375</td>\n      <td>264.706375</td>\n      <td>7.3</td>\n    </tr>\n    <tr>\n      <th>174</th>\n      <td>The Twilight Saga: Breaking Dawn - Part 2</td>\n      <td>Short</td>\n      <td>292.298923</td>\n      <td>172.298923</td>\n      <td>5.5</td>\n    </tr>\n    <tr>\n      <th>183</th>\n      <td>The Bourne Ultimatum</td>\n      <td>Short</td>\n      <td>227.137090</td>\n      <td>117.137090</td>\n      <td>8.1</td>\n    </tr>\n    <tr>\n      <th>184</th>\n      <td>Kung Fu Panda</td>\n      <td>Short</td>\n      <td>215.395021</td>\n      <td>85.395021</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>186</th>\n      <td>The Hunger Games: Catching Fire</td>\n      <td>Long</td>\n      <td>424.645577</td>\n      <td>294.645577</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>189</th>\n      <td>War of the Worlds</td>\n      <td>Short</td>\n      <td>234.277056</td>\n      <td>102.277056</td>\n      <td>6.5</td>\n    </tr>\n    <tr>\n      <th>195</th>\n      <td>Harry Potter and the Prisoner of Azkaban</td>\n      <td>Long</td>\n      <td>249.358727</td>\n      <td>119.358727</td>\n      <td>7.8</td>\n    </tr>\n    <tr>\n      <th>202</th>\n      <td>Harry Potter and the Sorcerer's Stone</td>\n      <td>Long</td>\n      <td>317.557891</td>\n      <td>192.557891</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>205</th>\n      <td>Pirates of the Caribbean: The Curse of the Bla...</td>\n      <td>Long</td>\n      <td>305.388685</td>\n      <td>165.388685</td>\n      <td>8.1</td>\n    </tr>\n    <tr>\n      <th>207</th>\n      <td>The Hunger Games: Mockingjay - Part 1</td>\n      <td>Long</td>\n      <td>337.103873</td>\n      <td>212.103873</td>\n      <td>6.7</td>\n    </tr>\n    <tr>\n      <th>208</th>\n      <td>The Da Vinci Code</td>\n      <td>Long</td>\n      <td>217.536138</td>\n      <td>92.536138</td>\n      <td>6.6</td>\n    </tr>\n    <tr>\n      <th>210</th>\n      <td>X-Men 2</td>\n      <td>Long</td>\n      <td>214.948780</td>\n      <td>104.948780</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>211</th>\n      <td>Fast Five</td>\n      <td>Long</td>\n      <td>209.805005</td>\n      <td>84.805005</td>\n      <td>7.3</td>\n    </tr>\n    <tr>\n      <th>218</th>\n      <td>How the Grinch Stole Christmas</td>\n      <td>Short</td>\n      <td>260.031035</td>\n      <td>137.031035</td>\n      <td>6.0</td>\n    </tr>\n    <tr>\n      <th>220</th>\n      <td>Mission: Impossible II</td>\n      <td>Long</td>\n      <td>215.397307</td>\n      <td>90.397307</td>\n      <td>6.1</td>\n    </tr>\n    <tr>\n      <th>236</th>\n      <td>Star Wars: Episode III - Revenge of the Sith</td>\n      <td>Long</td>\n      <td>380.262555</td>\n      <td>267.262555</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>237</th>\n      <td>Star Wars: Episode II - Attack of the Clones</td>\n      <td>Long</td>\n      <td>310.675583</td>\n      <td>195.675583</td>\n      <td>6.7</td>\n    </tr>\n    <tr>\n      <th>238</th>\n      <td>Monsters, Inc.</td>\n      <td>Short</td>\n      <td>289.907418</td>\n      <td>174.907418</td>\n      <td>8.1</td>\n    </tr>\n    <tr>\n      <th>240</th>\n      <td>Star Wars: Episode I - The Phantom Menace</td>\n      <td>Long</td>\n      <td>474.544677</td>\n      <td>359.544677</td>\n      <td>6.5</td>\n    </tr>\n    <tr>\n      <th>246</th>\n      <td>Gravity</td>\n      <td>Short</td>\n      <td>274.084951</td>\n      <td>174.084951</td>\n      <td>7.8</td>\n    </tr>\n    <tr>\n      <th>250</th>\n      <td>Night at the Museum</td>\n      <td>Short</td>\n      <td>250.863268</td>\n      <td>140.863268</td>\n      <td>6.4</td>\n    </tr>\n    <tr>\n      <th>270</th>\n      <td>The Lord of the Rings: The Fellowship of the R...</td>\n      <td>Long</td>\n      <td>313.837577</td>\n      <td>220.837577</td>\n      <td>8.8</td>\n    </tr>\n    <tr>\n      <th>278</th>\n      <td>The Martian</td>\n      <td>Long</td>\n      <td>228.430993</td>\n      <td>120.430993</td>\n      <td>8.1</td>\n    </tr>\n    <tr>\n      <th>285</th>\n      <td>Harry Potter and the Chamber of Secrets</td>\n      <td>Long</td>\n      <td>261.970615</td>\n      <td>161.970615</td>\n      <td>7.4</td>\n    </tr>\n    <tr>\n      <th>288</th>\n      <td>Terminator 2: Judgment Day</td>\n      <td>Long</td>\n      <td>204.843350</td>\n      <td>102.843350</td>\n      <td>8.5</td>\n    </tr>\n    <tr>\n      <th>325</th>\n      <td>The Mummy Returns</td>\n      <td>Long</td>\n      <td>202.007640</td>\n      <td>104.007640</td>\n      <td>6.3</td>\n    </tr>\n    <tr>\n      <th>336</th>\n      <td>Cinderella</td>\n      <td>Short</td>\n      <td>201.148159</td>\n      <td>106.148159</td>\n      <td>7.0</td>\n    </tr>\n    <tr>\n      <th>338</th>\n      <td>Finding Nemo</td>\n      <td>Short</td>\n      <td>380.838870</td>\n      <td>286.838870</td>\n      <td>8.2</td>\n    </tr>\n    <tr>\n      <th>339</th>\n      <td>The Lord of the Rings: The Return of the King</td>\n      <td>Long</td>\n      <td>377.019252</td>\n      <td>283.019252</td>\n      <td>8.9</td>\n    </tr>\n    <tr>\n      <th>340</th>\n      <td>The Lord of the Rings: The Two Towers</td>\n      <td>Long</td>\n      <td>340.478898</td>\n      <td>246.478898</td>\n      <td>8.7</td>\n    </tr>\n    <tr>\n      <th>349</th>\n      <td>The Incredibles</td>\n      <td>Short</td>\n      <td>261.437578</td>\n      <td>169.437578</td>\n      <td>8.0</td>\n    </tr>\n    <tr>\n      <th>352</th>\n      <td>Men in Black</td>\n      <td>Short</td>\n      <td>250.147615</td>\n      <td>160.147615</td>\n      <td>7.3</td>\n    </tr>\n    <tr>\n      <th>353</th>\n      <td>Toy Story 2</td>\n      <td>Short</td>\n      <td>245.823397</td>\n      <td>155.823397</td>\n      <td>7.9</td>\n    </tr>\n    <tr>\n      <th>355</th>\n      <td>Rush Hour 2</td>\n      <td>Short</td>\n      <td>226.138454</td>\n      <td>136.138454</td>\n      <td>6.6</td>\n    </tr>\n    <tr>\n      <th>366</th>\n      <td>Sherlock Holmes</td>\n      <td>Long</td>\n      <td>209.019489</td>\n      <td>119.019489</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>394</th>\n      <td>Twister</td>\n      <td>Short</td>\n      <td>241.688385</td>\n      <td>149.688385</td>\n      <td>6.3</td>\n    </tr>\n    <tr>\n      <th>396</th>\n      <td>Cast Away</td>\n      <td>Long</td>\n      <td>233.630478</td>\n      <td>143.630478</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>436</th>\n      <td>Bruce Almighty</td>\n      <td>Short</td>\n      <td>242.589580</td>\n      <td>161.589580</td>\n      <td>6.7</td>\n    </tr>\n    <tr>\n      <th>439</th>\n      <td>The Hunger Games</td>\n      <td>Long</td>\n      <td>407.999255</td>\n      <td>329.999255</td>\n      <td>7.3</td>\n    </tr>\n    <tr>\n      <th>440</th>\n      <td>The Hangover Part II</td>\n      <td>Short</td>\n      <td>254.455986</td>\n      <td>174.455986</td>\n      <td>6.5</td>\n    </tr>\n    <tr>\n      <th>509</th>\n      <td>The Lion King</td>\n      <td>Short</td>\n      <td>422.783777</td>\n      <td>377.783777</td>\n      <td>8.5</td>\n    </tr>\n    <tr>\n      <th>519</th>\n      <td>The Secret Life of Pets</td>\n      <td>Short</td>\n      <td>323.505540</td>\n      <td>248.505540</td>\n      <td>6.8</td>\n    </tr>\n    <tr>\n      <th>521</th>\n      <td>Despicable Me 2</td>\n      <td>Short</td>\n      <td>368.049635</td>\n      <td>292.049635</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>522</th>\n      <td>Independence Day</td>\n      <td>Long</td>\n      <td>306.124059</td>\n      <td>231.124059</td>\n      <td>6.9</td>\n    </tr>\n    <tr>\n      <th>523</th>\n      <td>The Lost World: Jurassic Park</td>\n      <td>Long</td>\n      <td>229.074524</td>\n      <td>156.074524</td>\n      <td>6.5</td>\n    </tr>\n    <tr>\n      <th>563</th>\n      <td>Minions</td>\n      <td>Short</td>\n      <td>336.029560</td>\n      <td>262.029560</td>\n      <td>6.4</td>\n    </tr>\n    <tr>\n      <th>581</th>\n      <td>Signs</td>\n      <td>Short</td>\n      <td>227.965690</td>\n      <td>155.965690</td>\n      <td>6.7</td>\n    </tr>\n    <tr>\n      <th>582</th>\n      <td>Shrek 2</td>\n      <td>Short</td>\n      <td>436.471036</td>\n      <td>286.471036</td>\n      <td>7.2</td>\n    </tr>\n    <tr>\n      <th>583</th>\n      <td>Cars</td>\n      <td>Short</td>\n      <td>244.052771</td>\n      <td>124.052771</td>\n      <td>7.2</td>\n    </tr>\n    <tr>\n      <th>597</th>\n      <td>Alvin and the Chipmunks: The Squeakquel</td>\n      <td>Short</td>\n      <td>219.613391</td>\n      <td>144.613391</td>\n      <td>4.5</td>\n    </tr>\n    <tr>\n      <th>631</th>\n      <td>The Twilight Saga: Eclipse</td>\n      <td>Long</td>\n      <td>300.523113</td>\n      <td>232.523113</td>\n      <td>4.9</td>\n    </tr>\n    <tr>\n      <th>633</th>\n      <td>Despicable Me</td>\n      <td>Short</td>\n      <td>251.501645</td>\n      <td>182.501645</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>648</th>\n      <td>Saving Private Ryan</td>\n      <td>Long</td>\n      <td>216.119491</td>\n      <td>146.119491</td>\n      <td>8.6</td>\n    </tr>\n    <tr>\n      <th>695</th>\n      <td>Austin Powers in Goldmember</td>\n      <td>Short</td>\n      <td>213.079163</td>\n      <td>150.079163</td>\n      <td>6.2</td>\n    </tr>\n    <tr>\n      <th>697</th>\n      <td>Jurassic Park</td>\n      <td>Long</td>\n      <td>356.784000</td>\n      <td>293.784000</td>\n      <td>8.1</td>\n    </tr>\n    <tr>\n      <th>709</th>\n      <td>300</td>\n      <td>Short</td>\n      <td>210.592590</td>\n      <td>145.592590</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>710</th>\n      <td>Meet the Fockers</td>\n      <td>Short</td>\n      <td>279.167575</td>\n      <td>199.167575</td>\n      <td>6.3</td>\n    </tr>\n    <tr>\n      <th>767</th>\n      <td>The Lego Movie</td>\n      <td>Short</td>\n      <td>257.756197</td>\n      <td>197.756197</td>\n      <td>7.8</td>\n    </tr>\n    <tr>\n      <th>812</th>\n      <td>Deadpool</td>\n      <td>Short</td>\n      <td>363.024263</td>\n      <td>305.024263</td>\n      <td>8.1</td>\n    </tr>\n    <tr>\n      <th>814</th>\n      <td>American Sniper</td>\n      <td>Long</td>\n      <td>350.123553</td>\n      <td>291.323553</td>\n      <td>7.3</td>\n    </tr>\n    <tr>\n      <th>836</th>\n      <td>Forrest Gump</td>\n      <td>Long</td>\n      <td>329.691196</td>\n      <td>274.691196</td>\n      <td>8.8</td>\n    </tr>\n    <tr>\n      <th>837</th>\n      <td>Alvin and the Chipmunks</td>\n      <td>Short</td>\n      <td>217.326336</td>\n      <td>157.326336</td>\n      <td>5.2</td>\n    </tr>\n    <tr>\n      <th>926</th>\n      <td>The Twilight Saga: New Moon</td>\n      <td>Long</td>\n      <td>296.623634</td>\n      <td>246.623634</td>\n      <td>4.6</td>\n    </tr>\n    <tr>\n      <th>927</th>\n      <td>Shrek</td>\n      <td>Short</td>\n      <td>267.652016</td>\n      <td>207.652016</td>\n      <td>7.9</td>\n    </tr>\n    <tr>\n      <th>931</th>\n      <td>Ted</td>\n      <td>Short</td>\n      <td>218.628680</td>\n      <td>168.628680</td>\n      <td>7.0</td>\n    </tr>\n    <tr>\n      <th>1181</th>\n      <td>The Sixth Sense</td>\n      <td>Short</td>\n      <td>293.501675</td>\n      <td>253.501675</td>\n      <td>8.1</td>\n    </tr>\n    <tr>\n      <th>1397</th>\n      <td>The Hangover</td>\n      <td>Short</td>\n      <td>277.313371</td>\n      <td>242.313371</td>\n      <td>7.8</td>\n    </tr>\n    <tr>\n      <th>1399</th>\n      <td>Austin Powers: The Spy Who Shagged Me</td>\n      <td>Short</td>\n      <td>205.399422</td>\n      <td>172.399422</td>\n      <td>6.6</td>\n    </tr>\n    <tr>\n      <th>1400</th>\n      <td>Batman</td>\n      <td>Long</td>\n      <td>251.188924</td>\n      <td>216.188924</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>1403</th>\n      <td>The Blind Side</td>\n      <td>Long</td>\n      <td>255.950375</td>\n      <td>226.950375</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>1536</th>\n      <td>Star Wars: Episode VI - Return of the Jedi</td>\n      <td>Long</td>\n      <td>309.125409</td>\n      <td>276.625409</td>\n      <td>8.4</td>\n    </tr>\n    <tr>\n      <th>1747</th>\n      <td>Aladdin</td>\n      <td>Short</td>\n      <td>217.350219</td>\n      <td>189.350219</td>\n      <td>8.0</td>\n    </tr>\n    <tr>\n      <th>1805</th>\n      <td>The Jungle Book</td>\n      <td>Short</td>\n      <td>362.645141</td>\n      <td>187.645141</td>\n      <td>7.8</td>\n    </tr>\n    <tr>\n      <th>1867</th>\n      <td>Mrs. Doubtfire</td>\n      <td>Long</td>\n      <td>219.200000</td>\n      <td>194.200000</td>\n      <td>6.9</td>\n    </tr>\n    <tr>\n      <th>2049</th>\n      <td>King Kong</td>\n      <td>Long</td>\n      <td>218.051260</td>\n      <td>11.051260</td>\n      <td>7.2</td>\n    </tr>\n    <tr>\n      <th>2051</th>\n      <td>Star Wars: Episode V - The Empire Strikes Back</td>\n      <td>Long</td>\n      <td>290.158751</td>\n      <td>272.158751</td>\n      <td>8.8</td>\n    </tr>\n    <tr>\n      <th>2081</th>\n      <td>Ghost</td>\n      <td>Long</td>\n      <td>217.631306</td>\n      <td>195.631306</td>\n      <td>7.0</td>\n    </tr>\n    <tr>\n      <th>2152</th>\n      <td>Raiders of the Lost Ark</td>\n      <td>Short</td>\n      <td>242.374454</td>\n      <td>224.374454</td>\n      <td>8.5</td>\n    </tr>\n    <tr>\n      <th>2363</th>\n      <td>Back to the Future</td>\n      <td>Short</td>\n      <td>210.609762</td>\n      <td>191.609762</td>\n      <td>8.5</td>\n    </tr>\n    <tr>\n      <th>2600</th>\n      <td>Beverly Hills Cop</td>\n      <td>Short</td>\n      <td>234.760500</td>\n      <td>220.760500</td>\n      <td>7.3</td>\n    </tr>\n    <tr>\n      <th>2601</th>\n      <td>Home Alone</td>\n      <td>Short</td>\n      <td>285.761243</td>\n      <td>267.761243</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>2916</th>\n      <td>The Exorcist</td>\n      <td>Long</td>\n      <td>204.565000</td>\n      <td>196.565000</td>\n      <td>8.0</td>\n    </tr>\n    <tr>\n      <th>2917</th>\n      <td>Jaws</td>\n      <td>Long</td>\n      <td>260.000000</td>\n      <td>252.000000</td>\n      <td>8.0</td>\n    </tr>\n    <tr>\n      <th>3024</th>\n      <td>Star Wars: Episode IV - A New Hope</td>\n      <td>Long</td>\n      <td>460.935665</td>\n      <td>449.935665</td>\n      <td>8.7</td>\n    </tr>\n    <tr>\n      <th>3080</th>\n      <td>E.T. the Extra-Terrestrial</td>\n      <td>Short</td>\n      <td>434.949459</td>\n      <td>424.449459</td>\n      <td>7.9</td>\n    </tr>\n    <tr>\n      <th>3461</th>\n      <td>Spider-Man 3</td>\n      <td>Long</td>\n      <td>336.530303</td>\n      <td>78.530303</td>\n      <td>6.2</td>\n    </tr>\n    <tr>\n      <th>3493</th>\n      <td>Skyfall</td>\n      <td>Long</td>\n      <td>304.360277</td>\n      <td>104.360277</td>\n      <td>7.8</td>\n    </tr>\n    <tr>\n      <th>3737</th>\n      <td>My Big Fat Greek Wedding</td>\n      <td>Short</td>\n      <td>241.437427</td>\n      <td>236.437427</td>\n      <td>6.6</td>\n    </tr>\n    <tr>\n      <th>3970</th>\n      <td>Gone with the Wind</td>\n      <td>Long</td>\n      <td>198.655278</td>\n      <td>194.678278</td>\n      <td>8.2</td>\n    </tr>\n    <tr>\n      <th>4128</th>\n      <td>Alice in Wonderland</td>\n      <td>Short</td>\n      <td>334.185206</td>\n      <td>134.185206</td>\n      <td>6.5</td>\n    </tr>\n    <tr>\n      <th>4141</th>\n      <td>Cinderella</td>\n      <td>Short</td>\n      <td>201.148159</td>\n      <td>106.148159</td>\n      <td>7.0</td>\n    </tr>\n    <tr>\n      <th>4694</th>\n      <td>King Kong</td>\n      <td>Long</td>\n      <td>218.051260</td>\n      <td>11.051260</td>\n      <td>7.2</td>\n    </tr>\n    <tr>\n      <th>4778</th>\n      <td>Oz the Great and Powerful</td>\n      <td>Long</td>\n      <td>234.903076</td>\n      <td>19.903076</td>\n      <td>6.4</td>\n    </tr>\n  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     title_year                                        movie_title  \\\n1937        1994                          The Shawshank Redemption    \n3466        1972                                     The Godfather    \n66          2008                                   The Dark Knight    \n2837        1974                            The Godfather: Part II    \n339         2003     The Lord of the Rings: The Return of the King    \n3355        1994                                      Pulp Fiction    \n4498        1966                    The Good, the Bad and the Ugly    \n1874        1993                                  Schindler's List    \n683         1999                                        Fight Club    \n2051        1980    Star Wars: Episode V - The Empire Strikes Back    \n270         2001  The Lord of the Rings: The Fellowship of the R...   \n97          2010                                         Inception    \n836         1994                                      Forrest Gump    \n1903        1990                                        Goodfellas    \n340         2002             The Lord of the Rings: The Two Towers    \n4029        2002                                       City of God    \n3024        1977                Star Wars: Episode IV - A New Hope    \n4747        1954                                     Seven Samurai    \n654         1999                                        The Matrix    \n3867        1975                   One Flew Over the Cuckoo's Nest    \n4427        1936                                      Modern Times    \n3592        1995                                The Usual Suspects    \n1600        1995                                             Se7en    \n96          2014                                      Interstellar    \n2373        2001                                     Spirited Away    \n2158        1991                          The Silence of the Lambs    \n3175        1998                                American History X    \n648         1998                               Saving Private Ryan    \n2363        1985                                Back to the Future    \n509         1994                                     The Lion King    \n4259        2006                               The Lives of Others    \n4921        1997                                Children of Heaven    \n283         2000                                         Gladiator    \n288         1991                        Terminator 2: Judgment Day    \n1448        2002                                       The Pianist    \n3           2012                             The Dark Knight Rises    \n296         2012                                  Django Unchained    \n1233        2006                                      The Prestige    \n3716        2000                                           Memento    \n4028        2014                                          Whiplash    \n712         1999                                    The Green Mile    \n1571        1979                                    Apocalypse Now    \n3277        1979                                             Alien    \n361         2006                                      The Departed    \n2152        1981                           Raiders of the Lost Ark    \n2242        1960                                            Psycho    \n3931        2011                                           Samsara    \n2606        1999                                   American Beauty    \n3849        2000                               Requiem for a Dream    \n4105        2003                                            Oldboy    \n2644        1962                                Lawrence of Arabia    \n2970        1981                                          Das Boot    \n573         1995                                        Braveheart    \n4496        1992                                    Reservoir Dogs    \n1714        1984                       Once Upon a Time in America    \n2323        1997                                 Princess Mononoke    \n1536        1983        Star Wars: Episode VI - Return of the Jedi    \n4659        2011                                      A Separation    \n4748        2012                              The Other Dream Team    \n58          2008                                            WALL·E    \n2486        1986                                            Aliens    \n1329        2015                          Baahubali: The Beginning    \n1298        2001                                            Amélie    \n4795        1975                   Monty Python and the Holy Grail    \n1906        1983                                          Scarface    \n43          2010                                       Toy Story 3    \n1588        1995                                         Toy Story    \n67          2009                                                Up    \n4688        1994                                       Hoop Dreams    \n3668        1973                                         The Sting    \n3089        1997                                 Good Will Hunting    \n588         2009                              Inglourious Basterds    \n78          2015                                        Inside Out    \n2223        2004             Eternal Sunshine of the Spotless Mind    \n3079        1968                             2001: A Space Odyssey    \n4155        1959                                  Some Like It Hot    \n4286        2007                                   No End in Sight    \n2866        2015                                              Room    \n2760        1992                                        Unforgiven    \n1416        1997                                 L.A. Confidential    \n2829        2004                                          Downfall    \n2425        1980                                       Raging Bull    \n2407        1984                                           Amadeus    \n2734        1927                                        Metropolis    \n1039        1989                Indiana Jones and the Last Crusade    \n4033        2012                                          The Hunt    \n120         2005                                     Batman Begins    \n3017        2000                                            Snatch    \n3550        2010                                         Incendies    \n2703        1998                                  The Big Lebowski    \n2551        2006                                   Pan's Labyrinth    \n1869        2008                                       Gran Torino    \n2250        2007                                     Into the Wild    \n1978        2011                                           Warrior    \n1754        1988                                          Die Hard    \n920         1995                                            Casino    \n2047        2004                              Howl's Moving Castle    \n960         2005                                    V for Vendetta    \n1359        1982                                         The Thing    \n1777        1982                                      Blade Runner    \n4050        1996                                     Trainspotting    \n338         2003                                      Finding Nemo    \n4066        1957                      The Bridge on the River Kwai    \n27          2016                        Captain America: Civil War    \n4585        2012                                The Act of Killing    \n308         2013                           The Wolf of Wall Street    \n4000        2009                          The Secret in Their Eyes    \n4638        1954                                 On the Waterfront    \n3970        1939                                Gone with the Wind    \n4458        1998               Lock, Stock and Two Smoking Barrels    \n508         2001                                  A Beautiful Mind    \n93          2010                          How to Train Your Dragon    \n183         2007                              The Bourne Ultimatum    \n128         2015                                Mad Max: Fury Road    \n4289        2007                         In the Shadow of the Moon    \n4267        2000                                     Amores Perros    \n2914        2004                Tae Guk Gi: The Brotherhood of War    \n179         2015                                      The Revenant    \n3584        1969                Butch Cassidy and the Sundance Kid    \n1084        2013                                         Prisoners    \n2480        2004                                      Hotel Rwanda    \n4461        1998                                   The Celebration    \n1373        2013                                              Rush    \n2830        2004                                    The Sea Inside    \n4238        1946                       The Best Years of Our Lives    \n278         2015                                       The Martian    \n1181        1999                                   The Sixth Sense    \n2755        1993                                     Groundhog Day    \n4190        1995                                    Before Sunrise    \n205         2003  Pirates of the Caribbean: The Curse of the Bla...   \n238         2001                                    Monsters, Inc.    \n3582        1986                                           Platoon    \n4157        1939                                  The Wizard of Oz    \n1213        2005                                          Sin City    \n2651        1987                                The Princess Bride    \n1578        2014                          The Grand Budapest Hotel    \n2614        2014                                The Imitation Game    \n3889        1977                                        Annie Hall    \n4838        1964                                 Nothing But a Man    \n3362        1986                                       Stand by Me    \n697         1993                                     Jurassic Park    \n1885        2007                            No Country for Old Men    \n1911        2007                               There Will Be Blood    \n452         2010                                    Shutter Island    \n95          2014                           Guardians of the Galaxy    \n4708        1970                                         Woodstock    \n715         2014                                         Gone Girl    \n719         1998                                   The Truman Show    \n1875        2011                                          The Help    \n4530        1976                                             Rocky    \n17          2012                                      The Avengers    \n2174        2013                                  12 Years a Slave    \n3553        2007                                       Elite Squad    \n2194        2015                                         Spotlight    \n812         2016                                          Deadpool    \n1604        2004                               Million Dollar Baby    \n3854        2001                                      Donnie Darko    \n3575        1984                                    The Terminator    \n855         2003                                 Kill Bill: Vol. 1    \n3423        1988                                             Akira    \n4158        1974                                Young Frankenstein    \n1334        2005                                          Serenity    \n1747        1992                                           Aladdin    \n4897        1964                              A Fistful of Dollars    \n2607        2010                                 The King's Speech    \n1868        1988                                          Rain Man    \n47          2014                        X-Men: Days of Future Past    \n2545        2011                                        The Artist    \n1374        1999                                          Magnolia    \n2539        1989                                Dead Poets Society    \n4266        2004                                     Before Sunset    \n2058        2013                                               Her    \n4284        2008                                 Waltz with Bashir    \n1501        1993                               Blood In, Blood Out    \n160         2009                                         Star Trek    \n1603        2003                                      Mystic River    \n1601        2009                                        District 9    \n2356        1990                                Dances with Wolves    \n223         2012                                        Life of Pi    \n119         2007                                       Ratatouille    \n3344        2010                                   My Name Is Khan    \n4144        1998                                   Central Station    \n2916        1973                                      The Exorcist    \n2917        1975                                              Jaws    \n2944        2006                                     Casino Royale    \n3026        1965                                    Doctor Zhivago    \n911         2002                               Catch Me If You Can    \n349         2004                                   The Incredibles    \n1217        1991                                               JFK    \n3179        1999                                The Straight Story    \n858         2004                                 Kill Bill: Vol. 2    \n851         2006                          The Pursuit of Happyness    \n391         2005                                    Cinderella Man    \n3280        1971                               Fiddler on the Roof    \n3287        2007                                             Sicko    \n1782        2001                                  Winged Migration    \n3821        1996                                       Sling Blade    \n3359        1965                                The Sound of Music    \n3741        2004                                 Shaun of the Dead    \n3456        2007                                        Persepolis    \n3714        2013                                Dallas Buyers Club    \n602         2003                                          Big Fish    \n1008        1999                                    The Iron Giant    \n3906        2014                                           Boyhood    \n2723        2001                                  Mulholland Drive    \n2712        2008                                         In Bruges    \n307         2006                                     Blood Diamond    \n2898        1993                                      True Romance    \n2907        2000                                Dancer in the Dark    \n2884        2012                   The Perks of Being a Wallflower    \n2762        2008                               Slumdog Millionaire    \n2835        2010                                        Black Swan    \n4054        2002                             Bowling for Columbine    \n2700        1985                                            Brazil    \n1884        1987                                  The Untouchables    \n3361        2006                              Little Miss Sunshine    \n4821        1978                                         Halloween    \n2605        2000                    Crouching Tiger, Hidden Dragon    \n2418        1989                                             Glory    \n3680        1989                                Do the Right Thing    \n3768        2009                                              Moon    \n3677        2004                                        The Chorus    \n2666        1993                            The Remains of the Day    \n1871        2008                                             Taken    \n4931        2007                                              Once    \n3595        2008                                      The Wrestler    \n1813        1983                                   The Right Stuff    \n1807        1980                                The Blues Brothers    \n3510        2004                                        Veer-Zaara    \n2558        2007                                          Hot Fuzz    \n1993        2005                        The World's Fastest Indian    \n2919        2012                                Ernest & Celestine    \n2449        1994                                           Ed Wood    \n3029        2010                                       The Fighter    \n4415        2000                                       Nine Queens    \n3080        1982                        E.T. the Extra-Terrestrial    \n2487        1964                                      My Fair Lady    \n4499        2015                                 The Second Mother    \n4640        2007                      4 Months, 3 Weeks and 2 Days    \n2863        2006                             Letters from Iwo Jima    \n3193        2004                                             Crash    \n3264        2012                                             Amour    \n2177        1990                               Edward Scissorhands    \n4082        2013                                   Before Midnight    \n3357        2014                                      Nightcrawler    \n2667        1997                                     Boogie Nights    \n0           2009                                            Avatar    \n69          2008                                          Iron Man    \n353         1999                                       Toy Story 2    \n23          2013               The Hobbit: The Desolation of Smaug    \n845         2013                                  Captain Phillips    \n99          2012                 The Hobbit: An Unexpected Journey    \n788         2000                                     Almost Famous    \n89          2014                                        Big Hero 6    \n716         2002                               The Bourne Identity    \n706         2015                                 The Hateful Eight    \n1606        2004                                      The Notebook    \n639         1999                                       The Insider    \n525         2006                                   Children of Men    \n1735        2005                                     Walk the Line    \n1171        2002                                              Hero    \n162         2014                        How to Train Your Dragon 2    \n1748        2015                            Straight Outta Compton    \n927         2001                                             Shrek    \n75          2014                                  Edge of Tomorrow    \n79          2016                                   The Jungle Book    \n2959        2013                                          Nebraska    \n2454        1996                                            Hamlet    \n2460        2009                                  The White Ribbon    \n1397        2009                                      The Hangover    \n90          2012                                    Wreck-It Ralph    \n1393        1997                                           Gattaca    \n2542        1982                                       The Verdict    \n2973        2013                                        About Time    \n2547        2012                                  Moonrise Kingdom    \n1295        2009                                 Fantastic Mr. Fox    \n2611        1985                                  The Color Purple    \n1236        2006                                        Apocalypto    \n2947        2014                            The Fault in Our Stars    \n1196        2016                                   The Conjuring 2    \n1211        1992                          The Last of the Mohicans    \n975         1997                                          The Game    \n86          2014               Captain America: The Winter Soldier    \n2906        2008                    The Boy in the Striped Pajamas    \n2900        1992                               Glengarry Glen Ross    \n1052        2007                                      3:10 to Yuma    \n2859        1999                              Being John Malkovich    \n1138        1993                                      The Fugitive    \n4493        2006                               Lucky Number Slevin    \n1188        1989                        Back to the Future Part II    \n2653        2011                                             Drive    \n3058        1993                       What's Eating Gilbert Grape    \n4047        1964                                        Goldfinger    \n3856        1997                                         Character    \n3888        2003                               Lost in Translation    \n364         2011                   The Girl with the Dragon Tattoo    \n4318        2008                   Gangster's Paradise: Jerusalema    \n3985        1980                                         Airplane!    \n4003        1987                                      Evil Dead II    \n4263        2003                        The Triplets of Belleville    \n3161        1999                                      Office Space    \n290         2007                                 American Gangster    \n4102        1998                                         Happiness    \n246         2013                                           Gravity    \n4168        1974                                   Blazing Saddles    \n4171        1987                                           Maurice    \n4225        1940                                          Fantasia    \n398         2004                              The Bourne Supremacy    \n400         2001                                    Ocean's Eleven    \n4353        2008                                       Man on Wire    \n504         2009                                            Oceans    \n3624        2001                         Hedwig and the Angry Inch    \n516         2015                                 The Little Prince    \n4375        1998                                      Run Lola Run    \n3586        1980                                   Ordinary People    \n3585        1964                                      Mary Poppins    \n3556        1991                                   Boyz n the Hood    \n4385        2013                                      The Lunchbox    \n3493        2012                                           Skyfall    \n767         2014                                    The Lego Movie    \n102         2011                                X-Men: First Class    \n4706        1935                                           Top Hat    \n101         2008               The Curious Case of Benjamin Button    \n877         2008                                        Changeling    \n1776        2005                                 Pride & Prejudice    \n195         2004          Harry Potter and the Prisoner of Azkaban    \n1638        2007                                         Atonement    \n1756        2015                                     The Big Short    \n48          2013                           Star Trek Into Darkness    \n1892        1993                                         Tombstone    \n5008        1994                                            Clerks    \n1592        2000                               Remember the Titans    \n2137        2012                           Silver Linings Playbook    \n2133        1999                 South Park: Bigger Longer & Uncut    \n2119        2005                                       Joyeux Noel    \n2118        2006                                        Black Book    \n4816        2005                                        Murderball    \n1908        1987                                  The Last Emperor    \n2004        2013                                    The Best Offer    \n1898        2004                                 Finding Neverland    \n7           2010                                           Tangled    \n1436        1997                                     Donnie Brasco    \n2406        1987                                          Predator    \n2414        2014   Birdman or (The Unexpected Virtue of Ignorance)    \n2256        2004                                    Kung Fu Hustle    \n1846        2000                        O Brother, Where Art Thou?    \n4491        2000                               You Can Count on Me    \n3771        1997                               The Sweet Hereafter    \n3759        2003                           The Barbarian Invasions    \n3671        1996                                             Shine    \n2154        1977                Close Encounters of the Third Kind    \n457         2002                                 Road to Perdition    \n1627        2011                                 Midnight in Paris    \n2943        1992                        The Muppet Christmas Carol    \n2923        1982                   Star Trek II: The Wrath of Khan    \n434         2007                                            Zodiac    \n3740        2001                                 Y Tu Mamá También    \n932         1997                                As Good as It Gets    \n3719        2000                                      Billy Elliot    \n3009        2009                            City of Life and Death    \n4922        2011                                           Weekend    \n4516        2004                                  Dead Man's Shoes    \n2992        2013                                  The Great Beauty    \n26          1997                                           Titanic    \n3139        1998                                          Rushmore    \n4485        2004                                               Saw    \n3059        2003              The Visual Bible: The Gospel of John    \n3060        2004                                        Vera Drake    \n2048        2009                                        Zombieland    \n3542        1993                                Dazed and Confused    \n633         2010                                     Despicable Me    \n3468        2009                                500 Days of Summer    \n610         2007                                          Stardust    \n2016        1988                                Dangerous Liaisons    \n3565        2001                                 Nowhere in Africa    \n3574        2007                                           Control    \n3408        2009                               The Secret of Kells    \n3576        2003                                   Good Bye Lenin!    \n3368        2011                                             50/50    \n4449        1937                   Snow White and the Seven Dwarfs    \n709         2006                                               300    \n744         2009                                          Coraline    \n3296        1989                                           Henry V    \n746         2004                                       Man on Fire    \n1980        1993                                        Gettysburg    \n1816        1998                                         Dark City    \n3178        1998                                    The Red Violin    \n889         2004                            A Very Long Engagement    \n1772        2010                                          Kick-Ass    \n893         2008                                      Seven Pounds    \n3607        2006                         The Last King of Scotland    \n3779        2004                                     The Machinist    \n1014        2007                                  Eastern Promises    \n4786        1933                                       42nd Street    \n3949        2002                                Mondays in the Sun    \n2664        2005                                       Match Point    \n4730        2003                                 The Station Agent    \n1230        2002                         The Count of Monte Cristo    \n2641        2014                          The Theory of Everything    \n4328        1947                            The Lady from Shanghai    \n4719        1964                                A Hard Day's Night    \n1739        2008                                       Frost/Nixon    \n1517        2008                                             Ponyo    \n3943        2013                                   Buen Día, Ramón    \n4199        2008                                        Religulous    \n2572        1993                                      Philadelphia    \n1368        2015                                             Creed    \n284         2002                                   Minority Report    \n158         2003                                  The Last Samurai    \n2386        2002                                       Adaptation.    \n2389        1998                    Fear and Loathing in Las Vegas    \n332         1997                                 The Fifth Element    \n2535        1995                             Sense and Sensibility    \n4216        2006                                   This Is England    \n330         2001                                   Black Hawk Down    \n1403        2009                                    The Blind Side    \n1407        2010                                         True Grit    \n165         2009                                          Watchmen    \n1429        1992                                         Malcolm X    \n1212        2004                                               Ray    \n2638        2012                                      End of Watch    \n4566        2006                      Who Killed the Electric Car?    \n396         2000                                         Cast Away    \n1085        2001                                      Training Day    \n1094        2003                                     Love Actually    \n4781        2002                                     Bloody Sunday    \n2858        2015                                        Ex Machina    \n2849        2004                              The Butterfly Effect    \n1137        2012                                              Argo    \n1197        2010                                The Social Network    \n2819        2005                                Brokeback Mountain    \n2818        2010                                           Flipped    \n3846        2002                                         25th Hour    \n4915        2006                         The Trials of Darryl Hunt    \n3859        2005                                    Lady Vengeance    \n4586        2007                             Taxi to the Dark Side    \n2260        2003                                          21 Grams    \n3925        1996                               Waiting for Guffman    \n3690        2011                                       Headhunters    \n414         2001                                Enemy at the Gates    \n4024        2005                             March of the Penguins    \n606         1989                                         The Abyss    \n3743        1996                                         Lone Star    \n1655        1988                                      Midnight Run    \n545         2005                                            Munich    \n327         2011                                The Flowers of War    \n186         2013                   The Hunger Games: Catching Fire    \n4255        1994                      The Legend of Drunken Master    \n184         2008                                     Kung Fu Panda    \n470         2014                                              Fury    \n2027        1991                                   The Fisher King    \n3577        2009                                 The Damned United    \n3894        1995                                 Leaving Las Vegas    \n3692        2004                                       Saint Ralph    \n4257        1999                                    Boys Don't Cry    \n1749        1984              Indiana Jones and the Temple of Doom    \n365         1995                         Die Hard with a Vengeance    \n1925        2002                                         The Hours    \n4998        1999                       Smiling Fish & Goat on Fire    \n1648        2003                                  Secondhand Lions    \n345         2011                    Rise of the Planet of the Apes    \n236         2005      Star Wars: Episode III - Revenge of the Sith    \n3588        1961                                   West Side Story    \n3705        2013                         Instructions Not Included    \n1651        2006                             Stranger Than Fiction    \n366         2009                                   Sherlock Holmes    \n125         2013                                            Frozen    \n3876        2002                                       Whale Rider    \n4523        2011                              The Raid: Redemption    \n3501        1988                     The Last Temptation of Christ    \n2259        2007                                   The Kite Runner    \n4733        1999                                    Beyond the Mat    \n2680        2008                                   The Hurt Locker    \n4590        2013                         Antarctica: A Year on Ice    \n2721        2005                               Kiss Kiss Bang Bang    \n1194        2013                                     Lone Survivor    \n83          2014                    Dawn of the Planet of the Apes    \n1170        2005                                       Lord of War    \n1224        2015                                   Bridge of Spies    \n2803        2006                                   Little Children    \n4196        2003                                My Life Without Me    \n1067        1996                          Star Trek: First Contact    \n1593        1990                          The Hunt for Red October    \n1038        2000                                           Traffic    \n2219        2000                                     High Fidelity    \n2652        2007                                The Great Debaters    \n1538        2008                                        The Reader    \n3500        2009                                      A Single Man    \n2538        2003                             House of Sand and Fog    \n2416        2006                                         United 93    \n2475        2007                                          Superbad    \n2485        2001                                        The Others    \n1400        1989                                            Batman    \n4200        2008                                              Fuel    \n2523        2006                                   The Illusionist    \n2541        1989                           When Harry Met Sally...    \n1524        1992                                    A Few Good Men    \n1369        2010                                          The Town    \n2376        2013                                    The Book Thief    \n1348        1999                                     The Hurricane    \n2567        1987                                        Radio Days    \n1328        1994                                          The Crow    \n1293        2012                                    The Impossible    \n2212        2008                                              Milk    \n956         2011                                         Moneyball    \n4240        2001                                            Elling    \n3383        2000                                   American Psycho    \n2429        2010                                         127 Hours    \n3314        2002                                    All or Nothing    \n736         2004                                        Collateral    \n1644        2015                                           Sicario    \n3363        2002                                  28 Days Later...    \n3365        1979                              Escape from Alcatraz    \n658         2012                                    Les Misérables    \n946         2006                                        Inside Man    \n3438        2005                             Thank You for Smoking    \n655         1995                                         Apollo 13    \n4254        1981                       Mad Max 2: The Road Warrior    \n651         2002                                           Ice Age    \n3469        1993                                         The Piano    \n115         2005               Harry Potter and the Goblet of Fire    \n2091        2001                                          I Am Sam    \n3267        1963                   It's a Mad, Mad, Mad, Mad World    \n1762        2001                              The Royal Tenenbaums    \n895         1990                           The Godfather: Part III    \n903         2001                                     Moulin Rouge!    \n4189        2004                                      Garden State    \n3056        1992                                  Army of Darkness    \n3038        1995                                  Dead Man Walking    \n908         2007                                        Grindhouse    \n917         1998                                 The Thin Red Line    \n1629        2001                                              Blow    \n2178        2016                                     Me Before You    \n2974        2004                           House of Flying Daggers    \n940         1994  Interview with the Vampire: The Vampire Chroni...   \n4789        2004                                As It Is in Heaven    \n2953        2013                                         Philomena    \n4046        1978                                      Animal House    \n4247        1963                             From Russia with Love    \n57          2016                                  Star Trek Beyond    \n4997        2000                                 George Washington    \n4973        1998                                                Pi    \n4674        1973                                 American Graffiti    \n4661        1995                          Welcome to the Dollhouse    \n70          2011                                              Hugo    \n4645        2013                                 Fruitvale Station    \n4557        2007                                              Juno    \n4788        1990                                      Metropolitan    \n20          2014         The Hobbit: The Battle of the Five Armies    \n4890        2012                                              Burn    \n9           2009            Harry Potter and the Half-Blood Prince    \n114         2007         Harry Potter and the Order of the Phoenix    \n4412        1998                                       Buffalo '66    \n4381        2001                                    In the Bedroom    \n8           2015                           Avengers: Age of Ultron    \n4368        2003                           Travelers and Magicians    \n4352        1984                         A Nightmare on Elm Street    \n4936        1974                      The Texas Chain Saw Massacre    \n4941        1989                                        Roger & Me    \n4904        2008                                   Call + Response    \n3271        1995                                       Richard III    \n202         2001             Harry Potter and the Sorcerer's Stone    \n2204        2006                                             Babel    \n2249        2007                                     Reign Over Me    \n1558        2005                             A History of Violence    \n2275        1994                             Bullets Over Broadway    \n2322        2008                              Synecdoche, New York    \n1552        2011                                       Source Code    \n2329        2002                                       Equilibrium    \n2354        2006                                  The Painted Veil    \n1428        2013                                  Saving Mr. Banks    \n2434        2001                                   Life as a House    \n2442        1997                                     The Ice Storm    \n2490        2004                                          Sideways    \n2509        1998                                     A Simple Plan    \n2601        1990                                        Home Alone    \n2623        1988                                       Beetlejuice    \n2206        2008                                             Doubt    \n2184        2014                                             Selma    \n1203        1992                             Bram Stoker's Dracula    \n1611        1994                               Legends of the Fall    \n1840        2003                                        Open Range    \n1865        2005                             The Constant Gardener    \n1758        2004                                           Miracle    \n1743        1987                                       Cry Freedom    \n1722        2007  The Assassination of Jesse James by the Coward...   \n1930        2007                                       August Rush    \n1931        1998                                         Elizabeth    \n1933        1970                                 Tora! Tora! Tora!    \n1944        2016                                   Eddie the Eagle    \n1645        2015                                          Southpaw    \n2086        1995                     The Bridges of Madison County    \n2138        2007                                   Freedom Writers    \n1635        2005                      The Curse of the Were-Rabbit    \n2163        2013                                     The Conjuring    \n1205        2013                                                42    \n2719        2005                                     Three Burials    \n210         2003                                           X-Men 2    \n3516        2011                       We Need to Talk About Kevin    \n521         2013                                   Despicable Me 2    \n3597        2000                                      Best in Show    \n424         2010                       Scott Pilgrim vs. the World    \n3733        2014                                       Still Alice    \n3808        2014                                        Rudderless    \n362         1998                                             Mulan    \n3916        2007                                     The Orphanage    \n3988        1993                                 Menace II Society    \n3999        1998                                 Gods and Monsters    \n326         2002                                 Gangs of New York    \n4043        2004                               Maria Full of Grace    \n311         2012                                       Cloud Atlas    \n257         2004                                       The Aviator    \n214         1990                                      Total Recall    \n212         2011                Sherlock Holmes: A Game of Shadows    \n3583        2004                                   Fahrenheit 9/11    \n3504        2002                                Rabbit-Proof Fence    \n2758        2010                                       Sarah's Key    \n3477        2005                        Good Night, and Good Luck.    \n1143        1940                                         Pinocchio    \n1140        1996                                          Sleepers    \n1011        2003                            The Life of David Gale    \n2930        1997                                      Jackie Brown    \n2995        2004                                              2046    \n3004        2007                                             Trade    \n3015        2015                             10 Days in a Madhouse    \n3020        1993                                          Madadayo    \n3031        1992                                   My Cousin Vinny    \n3047        2015                                          Brooklyn    \n3107        1968                                           Oliver!    \n827         1997                              The Devil's Advocate    \n694         2006                  Perfume: The Story of a Murderer    \n5027        2000                                        The Circle    \n\n                         director_name              actor_1_name  \\\n1937                    Frank Darabont            Morgan Freeman   \n3466              Francis Ford Coppola                 Al Pacino   \n66                   Christopher Nolan            Christian Bale   \n2837              Francis Ford Coppola            Robert De Niro   \n339                      Peter Jackson             Orlando Bloom   \n3355                 Quentin Tarantino              Bruce Willis   \n4498                      Sergio Leone            Clint Eastwood   \n1874                  Steven Spielberg               Liam Neeson   \n683                      David Fincher                 Brad Pitt   \n2051                    Irvin Kershner             Harrison Ford   \n270                      Peter Jackson           Christopher Lee   \n97                   Christopher Nolan         Leonardo DiCaprio   \n836                    Robert Zemeckis                 Tom Hanks   \n1903                   Martin Scorsese            Robert De Niro   \n340                      Peter Jackson           Christopher Lee   \n4029                Fernando Meirelles               Alice Braga   \n3024                      George Lucas             Harrison Ford   \n4747                    Akira Kurosawa           Takashi Shimura   \n654                     Lana Wachowski              Keanu Reeves   \n3867                      Milos Forman          Scatman Crothers   \n4427                   Charles Chaplin          Paulette Goddard   \n3592                      Bryan Singer              Kevin Spacey   \n1600                     David Fincher            Morgan Freeman   \n96                   Christopher Nolan       Matthew McConaughey   \n2373                    Hayao Miyazaki            Bunta Sugawara   \n2158                    Jonathan Demme           Anthony Hopkins   \n3175                         Tony Kaye              Ethan Suplee   \n648                   Steven Spielberg                 Tom Hanks   \n2363                   Robert Zemeckis              Lea Thompson   \n509                       Roger Allers         Matthew Broderick   \n4259  Florian Henckel von Donnersmarck            Sebastian Koch   \n4921                      Majid Majidi            Bahare Seddiqi   \n283                       Ridley Scott            Djimon Hounsou   \n288                      James Cameron                Joe Morton   \n1448                    Roman Polanski                Emilia Fox   \n3                    Christopher Nolan                 Tom Hardy   \n296                  Quentin Tarantino         Leonardo DiCaprio   \n1233                 Christopher Nolan            Christian Bale   \n3716                 Christopher Nolan             Callum Rennie   \n4028                   Damien Chazelle              J.K. Simmons   \n712                     Frank Darabont                 Tom Hanks   \n1571              Francis Ford Coppola             Harrison Ford   \n3277                      Ridley Scott              Tom Skerritt   \n361                    Martin Scorsese         Leonardo DiCaprio   \n2152                  Steven Spielberg             Harrison Ford   \n2242                  Alfred Hitchcock               Janet Leigh   \n3931                        Ron Fricke    Collin Alfredo St. Dic   \n2606                        Sam Mendes              Kevin Spacey   \n3849                  Darren Aronofsky             Ellen Burstyn   \n4105                    Chan-wook Park              Min-sik Choi   \n2644                        David Lean              Claude Rains   \n2970                 Wolfgang Petersen           Jürgen Prochnow   \n573                         Mel Gibson             Mhairi Calvey   \n4496                 Quentin Tarantino         Quentin Tarantino   \n1714                      Sergio Leone            Robert De Niro   \n2323                    Hayao Miyazaki             Minnie Driver   \n1536                  Richard Marquand             Harrison Ford   \n4659                    Asghar Farhadi           Shahab Hosseini   \n4748             Marius A. Markevicius            Tommy Sheppard   \n58                      Andrew Stanton         John Ratzenberger   \n2486                     James Cameron             Michael Biehn   \n1329                    S.S. Rajamouli          Tamannaah Bhatia   \n1298                Jean-Pierre Jeunet         Mathieu Kassovitz   \n4795                     Terry Gilliam                 Eric Idle   \n1906                    Brian De Palma                 Al Pacino   \n43                         Lee Unkrich                 Tom Hanks   \n1588                     John Lasseter                 Tom Hanks   \n67                         Pete Docter         John Ratzenberger   \n4688                       Steve James             William Gates   \n3668                   George Roy Hill            Eileen Brennan   \n3089                      Gus Van Sant            Robin Williams   \n588                  Quentin Tarantino        Michael Fassbender   \n78                         Pete Docter               Amy Poehler   \n2223                     Michel Gondry              Kate Winslet   \n3079                   Stanley Kubrick               Keir Dullea   \n4155                      Billy Wilder          Nehemiah Persoff   \n4286                  Charles Ferguson            Campbell Scott   \n2866                  Lenny Abrahamson                Joan Allen   \n2760                    Clint Eastwood            Clint Eastwood   \n1416                     Curtis Hanson              Kevin Spacey   \n2829               Oliver Hirschbiegel        Thomas Kretschmann   \n2425                   Martin Scorsese            Robert De Niro   \n2407                      Milos Forman             Jeffrey Jones   \n2734                        Fritz Lang             Brigitte Helm   \n1039                  Steven Spielberg             Harrison Ford   \n4033                 Thomas Vinterberg          Thomas Bo Larsen   \n120                  Christopher Nolan            Christian Bale   \n3017                       Guy Ritchie             Jason Statham   \n3550                  Denis Villeneuve              Lubna Azabal   \n2703                         Joel Coen    Philip Seymour Hoffman   \n2551                Guillermo del Toro             Ivana Baquero   \n1869                    Clint Eastwood            Clint Eastwood   \n2250                         Sean Penn           Kristen Stewart   \n1978                    Gavin O'Connor                 Tom Hardy   \n1754                    John McTiernan              Alan Rickman   \n920                    Martin Scorsese            Robert De Niro   \n2047                    Hayao Miyazaki            Christian Bale   \n960                     James McTeigue           Natalie Portman   \n1359                    John Carpenter           Wilford Brimley   \n1777                      Ridley Scott             Harrison Ford   \n4050                       Danny Boyle           Kelly Macdonald   \n338                     Andrew Stanton           Alexander Gould   \n4066                        David Lean            William Holden   \n27                       Anthony Russo         Robert Downey Jr.   \n4585                Joshua Oppenheimer               Anwar Congo   \n308                    Martin Scorsese         Leonardo DiCaprio   \n4000              Juan José Campanella             Ricardo Darín   \n4638                        Elia Kazan             Marlon Brando   \n3970                    Victor Fleming           Hattie McDaniel   \n4458                       Guy Ritchie             Jason Statham   \n508                         Ron Howard             Adam Goldberg   \n93                        Dean DeBlois             Gerard Butler   \n183                    Paul Greengrass                Matt Damon   \n128                      George Miller                 Tom Hardy   \n4289                     David Sington           John F. Kennedy   \n4267             Alejandro G. Iñárritu           Adriana Barraza   \n2914                       Je-kyu Kang              Min-sik Choi   \n179              Alejandro G. Iñárritu         Leonardo DiCaprio   \n3584                   George Roy Hill            Katharine Ross   \n1084                  Denis Villeneuve              Hugh Jackman   \n2480                      Terry George               Don Cheadle   \n4461                 Thomas Vinterberg            Ulrich Thomsen   \n1373                        Ron Howard           Chris Hemsworth   \n2830                Alejandro Amenábar               Belén Rueda   \n4238                     William Wyler                 Myrna Loy   \n278                       Ridley Scott                Matt Damon   \n1181                M. Night Shyamalan              Bruce Willis   \n2755                      Harold Ramis               Bill Murray   \n4190                 Richard Linklater              Hanno Pöschl   \n205                     Gore Verbinski               Johnny Depp   \n238                        Pete Docter             Steve Buscemi   \n3582                      Oliver Stone               Johnny Depp   \n4157                    Victor Fleming         Margaret Hamilton   \n1213                      Frank Miller            Rosario Dawson   \n2651                        Rob Reiner              Robin Wright   \n1578                      Wes Anderson               Bill Murray   \n2614                     Morten Tyldum      Benedict Cumberbatch   \n3889                       Woody Allen               Woody Allen   \n4838                    Michael Roemer              Yaphet Kotto   \n3362                        Rob Reiner             Marshall Bell   \n697                   Steven Spielberg              Wayne Knight   \n1885                        Ethan Coen           Kelly Macdonald   \n1911              Paul Thomas Anderson              Jim Meskimen   \n452                    Martin Scorsese         Leonardo DiCaprio   \n95                          James Gunn            Bradley Cooper   \n4708                  Michael Wadleigh                Joe Cocker   \n715                      David Fincher             Patrick Fugit   \n719                         Peter Weir         Natascha McElhone   \n1875                       Tate Taylor                Emma Stone   \n4530                  John G. Avildsen        Sylvester Stallone   \n17                         Joss Whedon           Chris Hemsworth   \n2174                     Steve McQueen         Quvenzhané Wallis   \n3553                      José Padilha              Wagner Moura   \n2194                      Tom McCarthy              Billy Crudup   \n812                         Tim Miller             Ryan Reynolds   \n1604                    Clint Eastwood            Clint Eastwood   \n3854                     Richard Kelly           Jake Gyllenhaal   \n3575                     James Cameron             Michael Biehn   \n855                  Quentin Tarantino           David Carradine   \n3423                   Katsuhiro Ôtomo              Mitsuo Iwata   \n4158                        Mel Brooks             Madeline Kahn   \n1334                       Joss Whedon              Adam Baldwin   \n1747                      Ron Clements            Robin Williams   \n4897                      Sergio Leone            Clint Eastwood   \n2607                        Tom Hooper               Colin Firth   \n1868                    Barry Levinson                Tom Cruise   \n47                        Bryan Singer         Jennifer Lawrence   \n2545               Michel Hazanavicius             Bérénice Bejo   \n1374              Paul Thomas Anderson             Patton Oswalt   \n2539                        Peter Weir            Robin Williams   \n4266                 Richard Linklater          Vernon Dobtcheff   \n2058                       Spike Jonze        Scarlett Johansson   \n4284                        Ari Folman                Ari Folman   \n1501                   Taylor Hackford              Delroy Lindo   \n160                        J.J. Abrams           Chris Hemsworth   \n1603                    Clint Eastwood                John Doman   \n1601                    Neill Blomkamp            Sharlto Copley   \n2356                     Kevin Costner            Mary McDonnell   \n223                            Ang Lee              Suraj Sharma   \n119                          Brad Bird          Janeane Garofalo   \n3344                       Karan Johar            Shah Rukh Khan   \n4144                     Walter Salles       Fernanda Montenegro   \n2916                  William Friedkin             Ellen Burstyn   \n2917                  Steven Spielberg              Roy Scheider   \n2944                   Martin Campbell                 Eva Green   \n3026                        David Lean            Julie Christie   \n911                   Steven Spielberg         Leonardo DiCaprio   \n349                          Brad Bird              Holly Hunter   \n1217                      Oliver Stone            Sally Kirkland   \n3179                       David Lynch              Sissy Spacek   \n858                  Quentin Tarantino             Vivica A. Fox   \n851                   Gabriele Muccino                Will Smith   \n391                         Ron Howard           Paddy Considine   \n3280                    Norman Jewison                     Topol   \n3287                     Michael Moore             Michael Moore   \n1782                    Jacques Perrin            Jacques Perrin   \n3821                Billy Bob Thornton             Robert Duvall   \n3359                       Robert Wise            Eleanor Parker   \n3741                      Edgar Wright        Peter Serafinowicz   \n3456                 Vincent Paronnaud         Catherine Deneuve   \n3714                  Jean-Marc Vallée       Matthew McConaughey   \n602                         Tim Burton             Steve Buscemi   \n1008                         Brad Bird                Vin Diesel   \n3906                 Richard Linklater            Ellar Coltrane   \n2723                       David Lynch               Naomi Watts   \n2712                   Martin McDonagh      Elizabeth Berrington   \n307                       Edward Zwick         Leonardo DiCaprio   \n2898                        Tony Scott                 Brad Pitt   \n2907                    Lars von Trier         Catherine Deneuve   \n2884                   Stephen Chbosky              Logan Lerman   \n2762                       Danny Boyle               Anil Kapoor   \n2835                  Darren Aronofsky           Natalie Portman   \n4054                     Michael Moore             Michael Moore   \n2700                     Terry Gilliam            Robert De Niro   \n1884                    Brian De Palma            Robert De Niro   \n3361                   Jonathan Dayton              Steve Carell   \n4821                    John Carpenter          Jamie Lee Curtis   \n2605                           Ang Lee                Chen Chang   \n2418                      Edward Zwick         Denzel Washington   \n3680                         Spike Lee                  Ruby Dee   \n3768                      Duncan Jones              Kevin Spacey   \n3677              Christophe Barratier     Jean-Baptiste Maunier   \n2666                       James Ivory           Anthony Hopkins   \n1871                      Pierre Morel               Liam Neeson   \n4931                       John Carney              Glen Hansard   \n3595                  Darren Aronofsky             Mark Margolis   \n1813                    Philip Kaufman              Dennis Quaid   \n1807                       John Landis              John Belushi   \n3510                       Yash Chopra            Shah Rukh Khan   \n2558                      Edgar Wright               Bill Bailey   \n1993                   Roger Donaldson           Anthony Hopkins   \n2919                   Stéphane Aubier             Mackenzie Foy   \n2449                        Tim Burton               Johnny Depp   \n3029                  David O. Russell            Christian Bale   \n4415                  Fabián Bielinsky             Ricardo Darín   \n3080                  Steven Spielberg              Henry Thomas   \n2487                      George Cukor              Jeremy Brett   \n4499                     Anna Muylaert               Alex Huszar   \n4640                   Cristian Mungiu          Anamaria Marinca   \n2863                    Clint Eastwood            Yuki Matsuzaki   \n3193                       Paul Haggis               Don Cheadle   \n3264                    Michael Haneke          Isabelle Huppert   \n2177                        Tim Burton               Johnny Depp   \n4082                 Richard Linklater  Seamus Davey-Fitzpatrick   \n3357                        Dan Gilroy           Jake Gyllenhaal   \n2667              Paul Thomas Anderson               Don Cheadle   \n0                        James Cameron               CCH Pounder   \n69                         Jon Favreau         Robert Downey Jr.   \n353                      John Lasseter                 Tom Hanks   \n23                       Peter Jackson              Aidan Turner   \n845                    Paul Greengrass                 Tom Hanks   \n99                       Peter Jackson              Aidan Turner   \n788                      Cameron Crowe    Philip Seymour Hoffman   \n89                            Don Hall          Damon Wayans Jr.   \n716                         Doug Liman                Matt Damon   \n706                  Quentin Tarantino               Craig Stark   \n1606                   Nick Cassavetes              Ryan Gosling   \n639                       Michael Mann                 Al Pacino   \n525                     Alfonso Cuarón            Charlie Hunnam   \n1735                     James Mangold     Sandra Ellis Lafferty   \n1171                       Yimou Zhang                    Jet Li   \n162                       Dean DeBlois             Gerard Butler   \n1748                      F. Gary Gray               Aldis Hodge   \n927                     Andrew Adamson          Kathleen Freeman   \n75                          Doug Liman                Tom Cruise   \n79                         Jon Favreau        Scarlett Johansson   \n2959                   Alexander Payne              Devin Ratray   \n2454                   Kenneth Branagh            Julie Christie   \n2460                    Michael Haneke              Ulrich Tukur   \n1397                     Todd Phillips            Bradley Cooper   \n90                          Rich Moore             Jack McBrayer   \n1393                     Andrew Niccol           Blair Underwood   \n2542                      Sidney Lumet        Charlotte Rampling   \n2973                    Richard Curtis                Tom Hughes   \n2547                      Wes Anderson              Bruce Willis   \n1295                      Wes Anderson               Bill Murray   \n2611                  Steven Spielberg             Oprah Winfrey   \n1236                        Mel Gibson           Rudy Youngblood   \n2947                        Josh Boone          Shailene Woodley   \n1196                         James Wan              Javier Botet   \n1211                      Michael Mann                 Wes Studi   \n975                      David Fincher        Deborah Kara Unger   \n86                       Anthony Russo        Scarlett Johansson   \n2906                       Mark Herman           Richard Johnson   \n2900                       James Foley              Kevin Spacey   \n1052                     James Mangold            Christian Bale   \n2859                       Spike Jonze             Willie Garson   \n1138                      Andrew Davis             Harrison Ford   \n4493                     Paul McGuigan              Bruce Willis   \n1188                   Robert Zemeckis              Lea Thompson   \n2653              Nicolas Winding Refn              Ryan Gosling   \n3058                   Lasse Hallström               Johnny Depp   \n4047                      Guy Hamilton            Honor Blackman   \n3856                     Mike van Diem               Jan Decleir   \n3888                     Sofia Coppola        Scarlett Johansson   \n364                      David Fincher              Robin Wright   \n4318                       Ralph Ziman         Rapulana Seiphemo   \n3985                      Jim Abrahams              Peter Graves   \n4003                         Sam Raimi                 Ted Raimi   \n4263                    Sylvain Chomet              Michel Robin   \n3161                        Mike Judge                 Gary Cole   \n290                       Ridley Scott         Denzel Washington   \n4102                      Todd Solondz    Philip Seymour Hoffman   \n246                     Alfonso Cuarón            Phaldut Sharma   \n4168                        Mel Brooks             Madeline Kahn   \n4171                       James Ivory             Rupert Graves   \n4225                       James Algar         Leopold Stokowski   \n398                    Paul Greengrass                Matt Damon   \n400                  Steven Soderbergh                 Brad Pitt   \n4353                       James Marsh               Paul McGill   \n504                     Jacques Perrin      Pedro Armendáriz Jr.   \n3624             John Cameron Mitchell     John Cameron Mitchell   \n516                       Mark Osborne              Jeff Bridges   \n4375                        Tom Tykwer          Moritz Bleibtreu   \n3586                    Robert Redford              Adam Baldwin   \n3585                  Robert Stevenson                   Ed Wynn   \n3556                    John Singleton              John Cothran   \n4385                      Ritesh Batra       Nawazuddin Siddiqui   \n3493                        Sam Mendes             Albert Finney   \n767                          Phil Lord            Morgan Freeman   \n102                     Matthew Vaughn         Jennifer Lawrence   \n4706                     Mark Sandrich             Ginger Rogers   \n101                      David Fincher                 Brad Pitt   \n877                     Clint Eastwood       Angelina Jolie Pitt   \n1776                        Joe Wright             Talulah Riley   \n195                     Alfonso Cuarón          Daniel Radcliffe   \n1638                        Joe Wright      Benedict Cumberbatch   \n1756                        Adam McKay              Ryan Gosling   \n48                         J.J. Abrams      Benedict Cumberbatch   \n1892                George P. Cosmatos             Michael Biehn   \n5008                       Kevin Smith               Jason Mewes   \n1592                        Boaz Yakin              Ryan Gosling   \n2137                  David O. Russell         Jennifer Lawrence   \n2133                       Trey Parker             Minnie Driver   \n2119                  Christian Carion                Gary Lewis   \n2118                    Paul Verhoeven           Michiel Huisman   \n4816                  Henry Alex Rubin                Mark Zupan   \n1908               Bernardo Bertolucci      Cary-Hiroyuki Tagawa   \n2004                Giuseppe Tornatore              Jim Sturgess   \n1898                      Marc Forster               Johnny Depp   \n7                         Nathan Greno              Brad Garrett   \n1436                       Mike Newell               Johnny Depp   \n2406                    John McTiernan               Shane Black   \n2414             Alejandro G. Iñárritu                Emma Stone   \n2256                      Stephen Chow             Shengyi Huang   \n1846                         Joel Coen              Holly Hunter   \n4491                  Kenneth Lonergan         Matthew Broderick   \n3771                       Atom Egoyan           Bruce Greenwood   \n3759                      Denys Arcand         Marie-Josée Croze   \n3671                       Scott Hicks               Noah Taylor   \n2154                  Steven Spielberg               Bob Balaban   \n457                         Sam Mendes                 Tom Hanks   \n1627                       Woody Allen               Kurt Fuller   \n2943                      Brian Henson         Steven Mackintosh   \n2923                    Nicholas Meyer             Leonard Nimoy   \n434                      David Fincher         Robert Downey Jr.   \n3740                    Alfonso Cuarón             Maribel Verdú   \n932                    James L. Brooks            Lupe Ontiveros   \n3719                    Stephen Daldry             Julie Walters   \n3009                          Chuan Lu                    Ye Liu   \n4922                      Andrew Haigh                Tom Cullen   \n4516                     Shane Meadows           Paddy Considine   \n2992                  Paolo Sorrentino             Toni Servillo   \n26                       James Cameron         Leonardo DiCaprio   \n3139                      Wes Anderson               Bill Murray   \n4485                         James Wan           Michael Emerson   \n3059                    Philip Saville          Henry Ian Cusick   \n3060                        Mike Leigh              Eddie Marsan   \n2048                   Ruben Fleischer                Emma Stone   \n3542                 Richard Linklater            Milla Jovovich   \n633                      Pierre Coffin              Steve Carell   \n3468                         Marc Webb      Joseph Gordon-Levitt   \n610                     Matthew Vaughn              Henry Cavill   \n2016                    Stephen Frears              Keanu Reeves   \n3565                     Caroline Link             Merab Ninidze   \n3574                     Anton Corbijn                 Sam Riley   \n3408                        Tomm Moore               Sean Lennon   \n3576                   Wolfgang Becker             Florian Lukas   \n3368                   Jonathan Levine      Joseph Gordon-Levitt   \n4449                  William Cottrell         Adriana Caselotti   \n709                        Zack Snyder             Gerard Butler   \n744                       Henry Selick         Jennifer Saunders   \n3296                   Kenneth Branagh             Brian Blessed   \n746                         Tony Scott         Denzel Washington   \n1980                       Ron Maxwell              Tom Berenger   \n1816                       Alex Proyas              Rufus Sewell   \n3178                   François Girard  Johannes Silberschneider   \n889                 Jean-Pierre Jeunet              Denis Lavant   \n1772                    Matthew Vaughn        Elizabeth McGovern   \n893                   Gabriele Muccino                Will Smith   \n3607                   Kevin Macdonald             David Oyelowo   \n3779                     Brad Anderson            Christian Bale   \n1014                  David Cronenberg           Viggo Mortensen   \n4786                       Lloyd Bacon             Ginger Rogers   \n3949           Fernando León de Aranoa                Luis Tosar   \n2664                       Woody Allen        Scarlett Johansson   \n4730                      Tom McCarthy            Peter Dinklage   \n1230                    Kevin Reynolds              Henry Cavill   \n2641                       James Marsh            Eddie Redmayne   \n4328                      Orson Welles             Rita Hayworth   \n4719                    Richard Lester            Paul McCartney   \n1739                        Ron Howard                Toby Jones   \n1517                    Hayao Miyazaki              Rumi Hiiragi   \n3943              Jorge Ramírez Suárez         Hector Kotsifakis   \n4199                     Larry Charles                Bill Maher   \n2572                    Jonathan Demme         Denzel Washington   \n1368                      Ryan Coogler        Sylvester Stallone   \n284                   Steven Spielberg                Tom Cruise   \n158                       Edward Zwick                Tom Cruise   \n2386                       Spike Jonze              Nicolas Cage   \n2389                     Terry Gilliam               Johnny Depp   \n332                         Luc Besson            Milla Jovovich   \n2535                           Ang Lee              Alan Rickman   \n4216                     Shane Meadows            Stephen Graham   \n330                       Ridley Scott             Ioan Gruffudd   \n1403                  John Lee Hancock            Catherine Dyer   \n1407                        Ethan Coen                Matt Damon   \n165                        Zack Snyder               Matt Frewer   \n1429                         Spike Lee         Denzel Washington   \n1212                   Taylor Hackford           Bokeem Woodbine   \n2638                        David Ayer           Jake Gyllenhaal   \n4566                       Chris Paine             Ed Begley Jr.   \n396                    Robert Zemeckis                 Tom Hanks   \n1085                     Antoine Fuqua         Denzel Washington   \n1094                    Richard Curtis               Colin Firth   \n4781                   Paul Greengrass             James Nesbitt   \n2858                      Alex Garland             Elina Alminas   \n2849                        Eric Bress              Logan Lerman   \n1137                       Ben Affleck               Clea DuVall   \n1197                     David Fincher           Andrew Garfield   \n2819                           Ang Lee           Jake Gyllenhaal   \n2818                        Rob Reiner          Madeline Carroll   \n3846                         Spike Lee    Philip Seymour Hoffman   \n4915                       Ricki Stern               Darryl Hunt   \n3859                    Chan-wook Park              Min-sik Choi   \n4586                       Alex Gibney               Alex Gibney   \n2260             Alejandro G. Iñárritu               Naomi Watts   \n3925                 Christopher Guest          Catherine O'Hara   \n3690                     Morten Tyldum              Aksel Hennie   \n414                Jean-Jacques Annaud               Bob Hoskins   \n4024                       Luc Jacquet            Morgan Freeman   \n606                      James Cameron             Michael Biehn   \n3743                       John Sayles       Matthew McConaughey   \n1655                      Martin Brest            Robert De Niro   \n545                   Steven Spielberg              Ayelet Zurer   \n327                        Yimou Zhang            Christian Bale   \n186                   Francis Lawrence         Jennifer Lawrence   \n4255                    Chia-Liang Liu                  Andy Lau   \n184                       Mark Osborne       Angelina Jolie Pitt   \n470                         David Ayer                 Brad Pitt   \n2027                     Terry Gilliam              Jeff Bridges   \n3577                        Tom Hooper            Stephen Graham   \n3894                       Mike Figgis              Nicolas Cage   \n3692                   Michael McGowan            Campbell Scott   \n4257                   Kimberly Peirce           Alicia Goranson   \n1749                  Steven Spielberg             Harrison Ford   \n365                     John McTiernan              Bruce Willis   \n1925                    Stephen Daldry              Meryl Streep   \n4998                      Kevin Jordan            Derick Martini   \n1648                     Tim McCanlies         Haley Joel Osment   \n345                       Rupert Wyatt              James Franco   \n236                       George Lucas           Natalie Portman   \n3588                    Jerome Robbins               Rita Moreno   \n3705                    Eugenio Derbez            Eugenio Derbez   \n1651                      Marc Forster              Will Ferrell   \n366                        Guy Ritchie         Robert Downey Jr.   \n125                         Chris Buck                  Josh Gad   \n3876                         Niki Caro      Keisha Castle-Hughes   \n4523                      Gareth Evans                 Iko Uwais   \n3501                   Martin Scorsese            Irvin Kershner   \n2259                      Marc Forster           Mustafa Haidari   \n4733                Barry W. Blaustein                Terry Funk   \n2680                   Kathryn Bigelow             Jeremy Renner   \n4590                    Anthony Powell              Josh Swanson   \n2721                       Shane Black         Robert Downey Jr.   \n1194                        Peter Berg             Jerry Ferrara   \n83                         Matt Reeves               Gary Oldman   \n1170                     Andrew Niccol              Nicolas Cage   \n1224                  Steven Spielberg                 Tom Hanks   \n2803                        Todd Field              Kate Winslet   \n4196                     Isabel Coixet              Sarah Polley   \n1067                   Jonathan Frakes              LeVar Burton   \n1593                    John McTiernan               Scott Glenn   \n1038                 Steven Soderbergh           Michael O'Neill   \n2219                    Stephen Frears                Drake Bell   \n2652                 Denzel Washington         Denzel Washington   \n1538                    Stephen Daldry              Kate Winslet   \n3500                          Tom Ford               Colin Firth   \n2538                    Vadim Perelman            Frances Fisher   \n2416                   Paul Greengrass       Christian Clemenson   \n2475                      Greg Mottola                Emma Stone   \n2485                Alejandro Amenábar         Fionnula Flanagan   \n1400                        Tim Burton             Michael Gough   \n4200                    Joshua Tickell               Larry David   \n2523                       Neil Burger              Rufus Sewell   \n2541                        Rob Reiner               Bruno Kirby   \n1524                        Rob Reiner                Tom Cruise   \n1369                       Ben Affleck             Jeremy Renner   \n2376                    Brian Percival              Emily Watson   \n1348                    Norman Jewison         Denzel Washington   \n2567                       Woody Allen                Mike Starr   \n1328                       Alex Proyas           Michael Wincott   \n1293                       J.A. Bayona               Naomi Watts   \n2212                      Gus Van Sant              James Franco   \n956                     Bennett Miller    Philip Seymour Hoffman   \n4240                       Petter Næss          Jørgen Langhelle   \n3383                       Mary Harron            Christian Bale   \n2429                       Danny Boyle              James Franco   \n3314                        Mike Leigh           Lesley Manville   \n736                       Michael Mann                Tom Cruise   \n1644                  Denis Villeneuve             Edgar Arreola   \n3363                       Danny Boyle              Noah Huntley   \n3365                        Don Siegel            Clint Eastwood   \n658                         Tom Hooper              Hugh Jackman   \n946                          Spike Lee         Denzel Washington   \n3438                     Jason Reitman              J.K. Simmons   \n655                         Ron Howard                 Tom Hanks   \n4254                     George Miller              Vernon Wells   \n651                        Chris Wedge             Goran Visnjic   \n3469                      Jane Campion              Holly Hunter   \n115                        Mike Newell          Robert Pattinson   \n2091                     Jessie Nelson              Dianne Wiest   \n3267                    Stanley Kramer          Jonathan Winters   \n1762                      Wes Anderson               Bill Murray   \n895               Francis Ford Coppola                 Al Pacino   \n903                       Baz Luhrmann             Jim Broadbent   \n4189                        Zach Braff            Armando Riesco   \n3056                         Sam Raimi          Patricia Tallman   \n3038                       Tim Robbins                Lois Smith   \n908                   Robert Rodriguez         Quentin Tarantino   \n917                    Terrence Malick                Nick Stahl   \n1629                         Ted Demme               Johnny Depp   \n2178                     Thea Sharrock               Sam Claflin   \n2974                       Yimou Zhang         Takeshi Kaneshiro   \n940                        Neil Jordan                 Brad Pitt   \n4789                        Kay Pollak           Michael Nyqvist   \n2953                    Stephen Frears              Steve Coogan   \n4046                       John Landis              John Belushi   \n4247                     Terence Young               Robert Shaw   \n57                          Justin Lin            Sofia Boutella   \n4997                David Gordon Green            Paul Schneider   \n4973                  Darren Aronofsky             Mark Margolis   \n4674                      George Lucas             Harrison Ford   \n4661                      Todd Solondz         Heather Matarazzo   \n70                     Martin Scorsese        Chloë Grace Moretz   \n4645                      Ryan Coogler             Ahna O'Reilly   \n4557                     Jason Reitman              J.K. Simmons   \n4788                     Whit Stillman             Chris Eigeman   \n20                       Peter Jackson              Aidan Turner   \n4890                        Tom Putnam   Brendan Doogie Milewski   \n9                          David Yates              Alan Rickman   \n114                        David Yates          Robert Pattinson   \n4412                     Vincent Gallo           Anjelica Huston   \n4381                        Todd Field             Tom Wilkinson   \n8                          Joss Whedon           Chris Hemsworth   \n4368                    Khyentse Norbu           Tshewang Dendup   \n4352                        Wes Craven               Johnny Depp   \n4936                       Tobe Hooper             Gunnar Hansen   \n4941                     Michael Moore             Michael Moore   \n4904                     Justin Dillon                 Matisyahu   \n3271                 Richard Loncraine         Robert Downey Jr.   \n202                     Chris Columbus          Daniel Radcliffe   \n2204             Alejandro G. Iñárritu                 Brad Pitt   \n2249                       Mike Binder              Adam Sandler   \n1558                  David Cronenberg           Viggo Mortensen   \n2275                       Woody Allen             Jim Broadbent   \n2322                   Charlie Kaufman    Philip Seymour Hoffman   \n1552                      Duncan Jones           Jake Gyllenhaal   \n2329                       Kurt Wimmer            Christian Bale   \n2354                       John Curran                Toby Jones   \n1428                  John Lee Hancock                 Tom Hanks   \n2434                     Irwin Winkler           Ian Somerhalder   \n2442                           Ang Lee                Joan Allen   \n2490                   Alexander Payne           Virginia Madsen   \n2509                         Sam Raimi                 Gary Cole   \n2601                    Chris Columbus           Macaulay Culkin   \n2623                        Tim Burton          Catherine O'Hara   \n2206              John Patrick Shanley    Philip Seymour Hoffman   \n2184                      Ava DuVernay             David Oyelowo   \n1203              Francis Ford Coppola              Keanu Reeves   \n1611                      Edward Zwick           Anthony Hopkins   \n1840                     Kevin Costner             Robert Duvall   \n1865                Fernando Meirelles            Archie Panjabi   \n1758                    Gavin O'Connor              Eddie Cahill   \n1743              Richard Attenborough         Denzel Washington   \n1722                    Andrew Dominik                 Brad Pitt   \n1930                  Kirsten Sheridan            Robin Williams   \n1931                     Shekhar Kapur              Fanny Ardant   \n1933                 Richard Fleischer             Joseph Cotten   \n1944                   Dexter Fletcher              Hugh Jackman   \n1645                     Antoine Fuqua           Jake Gyllenhaal   \n2086                    Clint Eastwood            Clint Eastwood   \n2138               Richard LaGravenese            Hunter Parrish   \n1635                         Steve Box               Mark Gatiss   \n2163                         James Wan             Mackenzie Foy   \n1205                   Brian Helgeland             Harrison Ford   \n2719                   Tommy Lee Jones                Levon Helm   \n210                       Bryan Singer              Hugh Jackman   \n3516                      Lynne Ramsay               Ezra Miller   \n521                      Pierre Coffin              Steve Carell   \n3597                 Christopher Guest      John Michael Higgins   \n424                       Edgar Wright             Anna Kendrick   \n3733                   Richard Glatzer           Kristen Stewart   \n3808                   William H. Macy              Billy Crudup   \n362                      Tony Bancroft               Ming-Na Wen   \n3916                       J.A. Bayona         Geraldine Chaplin   \n3988                     Albert Hughes        Jada Pinkett Smith   \n3999                       Bill Condon            Brendan Fraser   \n326                    Martin Scorsese         Leonardo DiCaprio   \n4043                    Joshua Marston   Catalina Sandino Moreno   \n311                         Tom Tykwer                 Tom Hanks   \n257                    Martin Scorsese         Leonardo DiCaprio   \n214                     Paul Verhoeven                 Ronny Cox   \n212                        Guy Ritchie         Robert Downey Jr.   \n3583                     Michael Moore           Osama bin Laden   \n3504                     Phillip Noyce               Roy Billing   \n2758             Gilles Paquet-Brenner      Kristin Scott Thomas   \n3477                    George Clooney         Robert Downey Jr.   \n1143                   Norman Ferguson                 Mel Blanc   \n1140                    Barry Levinson            Robert De Niro   \n1011                       Alan Parker              Kevin Spacey   \n2930                 Quentin Tarantino            Robert De Niro   \n2995                      Kar-Wai Wong                   Li Gong   \n3004               Marco Kreuzpaintner                 Zack Ward   \n3015                     Timothy Hines       Christopher Lambert   \n3020                    Akira Kurosawa          Tatsuo Matsumura   \n3031                     Jonathan Lynn               Fred Gwynne   \n3047                      John Crowley             Julie Walters   \n3107                        Carol Reed               Oliver Reed   \n827                    Taylor Hackford              Keanu Reeves   \n694                         Tom Tykwer            Michael Smiley   \n5027                      Jafar Panahi   Fereshteh Sadre Orafaiy   \n\n                      actor_2_name                 actor_3_name       Profit  \\\n1937                Jeffrey DeMunn                   Bob Gunton     3.341469   \n3466                 Marlon Brando                Robert Duvall   128.821952   \n66                    Heath Ledger               Morgan Freeman   348.316061   \n2837                     Al Pacino                Robert Duvall    44.300000   \n339                     Billy Boyd                 Bernard Hill   283.019252   \n3355                   Eric Stoltz                  Phil LaMarr    99.930000   \n4498                Luigi Pistilli                  Enzo Petito     4.900000   \n1874                Embeth Davidtz             Caroline Goodall    74.067179   \n683                      Meat Loaf            Eugenie Bondurant   -25.976605   \n2051                   Kenny Baker              Anthony Daniels   272.158751   \n270                  Orlando Bloom                   Billy Boyd   220.837577   \n97                       Tom Hardy         Joseph Gordon-Levitt   132.568851   \n836           Siobhan Fallon Hogan                 Sam Anderson   274.691196   \n1903                    Mike Starr                 Paul Sorvino    21.836394   \n340                  Orlando Bloom                   Billy Boyd   246.478898   \n4029                     Seu Jorge          Alexandre Rodrigues     4.263397   \n3024                 Peter Cushing                  Kenny Baker   449.935665   \n4747                 Minoru Chiaki            Kamatari Fujiwara    -1.730939   \n654                   Marcus Chong                Gloria Foster   108.383253   \n3867              Michael Berryman              Louise Fletcher   107.600000   \n4427              Stanley Blystone               Fred Malatesta    -1.336755   \n3592              Chazz Palminteri                 Kevin Pollak    17.272306   \n1600                     Brad Pitt                Reg E. Cathey    67.125340   \n96                   Anne Hathaway                Mackenzie Foy    22.991439   \n2373              Ryûnosuke Kamiki                   Miyu Irino    -8.950114   \n2158                   Scott Glenn                Anthony Heald   111.727000   \n3175              Beverly D'Angelo                  Stacy Keach    -0.787759   \n648                     Vin Diesel                   Matt Damon   146.119491   \n2363              Thomas F. Wilson                   J.J. Cohen   191.609762   \n509                    Nathan Lane                Niketa Calame   377.783777   \n4259                   Ulrich Mühe               Martina Gedeck     9.284657   \n4921        Amir Farrokh Hashemian           Mohammad Amir Naji     0.745402   \n283                 Connie Nielsen                  Oliver Reed    84.670866   \n288              Jenette Goldstein          S. Epatha Merkerson   102.843350   \n1448                  Frank Finlay                  Ed Stoppard    -2.480678   \n3                   Christian Bale         Joseph Gordon-Levitt   198.130642   \n296                Christoph Waltz                 Ato Essandoh    62.804648   \n1233                  Hugh Jackman           Scarlett Johansson    13.082743   \n3716                 Thomas Lennon                    Jorja Fox    16.530884   \n4028               Melissa Benoist                 Chris Mulkey     9.792000   \n712                 Jeffrey DeMunn                Michael Jeter    76.801374   \n1571                 Marlon Brando                Robert Duvall    47.300000   \n3277                  Yaphet Kotto                Bolaji Badejo    67.900000   \n361                     Matt Damon                 Ray Winstone    42.373442   \n2152                   Karen Allen             William Hootkins   224.374454   \n2242                    Vera Miles                   John Gavin    31.193053   \n3931  Balinese Tari Legong Dancers         Puti Sri Candra Dewi    -1.398153   \n2606               Peter Gallagher                     Ara Celi   115.058047   \n3849                 Mark Margolis                Louise Lasser    -0.890722   \n4105                     Ji-tae Yu               Hye-jeong Kang    -0.818710   \n2644                   José Ferrer                 Jack Hawkins    -9.000000   \n2970            Martin Semmelrogge           Herbert Grönemeyer    -2.566866   \n573               Patrick McGoohan               James Robinson     3.600000   \n4496                 Steve Buscemi                   Chris Penn     1.612029   \n1714                    Burt Young               Treat Williams   -24.700000   \n2323            Jada Pinkett Smith                 Billy Crudup -2397.701809   \n1536                 Ian McDiarmid                  Kenny Baker   276.625409   \n4659                  Leila Hatami                Peyman Moaadi     6.598492   \n4748                   Greg Speirs                  Mickey Hart    -0.366222   \n58                    Fred Willard                  Jeff Garlin    43.806889   \n2486                   Carrie Henn            Jenette Goldstein    66.700000   \n1329                Anushka Shetty                      Prabhas   -11.528148   \n1298                Jamel Debbouze               Isabelle Nanty   -43.798339   \n4795                 Michael Palin                  Terry Jones     0.999622   \n1906             F. Murray Abraham  Mary Elizabeth Mastrantonio    19.700000   \n43               John Ratzenberger                  Don Rickles   214.984497   \n1588             John Ratzenberger                   Jim Varney   161.796233   \n67                    Delroy Lindo                 Jess Harnell   117.979556   \n4688                   Arthur Agee                 Isiah Thomas     7.130611   \n3668                   Robert Shaw                  Ray Walston   154.100000   \n3089                    Matt Damon                Minnie Driver   128.339411   \n588                      Brad Pitt              Christoph Waltz    45.523073   \n78                    Mindy Kaling                Phyllis Smith   181.454367   \n2223                 Kirsten Dunst                Tom Wilkinson    14.126138   \n3079                 Gary Lockwood                   Glenn Beck    44.715371   \n4155                  Joe E. Brown                  George Raft    22.116152   \n4286                   Dick Cheney              Donald Rumsfeld    -0.569815   \n2866                Jacob Tremblay                    Cas Anvar     1.677654   \n2760                Morgan Freeman               Frances Fisher    86.757447   \n1416                    Matt McCoy               Paul Guilfoyle    29.604977   \n2829                    Bruno Ganz         Alexandra Maria Lara    -7.998060   \n2425                Cathy Moriarty                Frank Vincent   -17.954750   \n2407             F. Murray Abraham                    Tom Hulce    33.600000   \n2734               Gustav Fröhlich           Rudolf Klein-Rogge    -5.973565   \n1039                 Julian Glover                 Alison Doody   149.171806   \n4033            Alexandra Rapaport                   Hana Shuan    -3.189032   \n120                    Liam Neeson               Morgan Freeman    55.343774   \n3017                     Brad Pitt                Jason Flemyng    24.093107   \n3550     Mélissa Désormeaux-Poulin                 Ahmad Massad     0.057096   \n2703                  Jeff Bridges                Steve Buscemi     2.439163   \n2551                 Maribel Verdú                  Sergi López    24.123143   \n1869                 Dreama Walker                    Ahney Her   115.085755   \n2250                  William Hurt                 Hal Holbrook     3.352454   \n1978                  Frank Grillo                   Kevin Dunn   -11.348338   \n1754                  Bruce Willis          Reginald VelJohnson    53.350242   \n920                    Don Rickles                 Kevin Pollak    -9.561700   \n2047                 Blythe Danner                 Jean Simmons   -19.289545   \n960                   Eddie Marsan                Rupert Graves    16.496802   \n1359                 Richard Masur                David Clennon    -1.217162   \n1777                    Sean Young               M. Emmet Walsh    -1.000000   \n4050             Shirley Henderson                 Ewen Bremner    13.001785   \n338                   Stephen Root                 Brad Garrett   286.838870   \n4066               Sessue Hayakawa                 Jack Hawkins    24.200000   \n27              Scarlett Johansson                  Chris Evans   157.197282   \n4585                   Herman Koto               Syamsul Arifin    -0.515779   \n308            Matthew McConaughey                  Jon Favreau    16.866727   \n4000              Soledad Villamil          Guillermo Francella    18.167424   \n4638                   Karl Malden                  Rod Steiger     8.690000   \n3970                 George Reeves              Thomas Mitchell   194.678278   \n4458                 Jason Flemyng              Dexter Fletcher     2.690677   \n508               Austin Pendleton                  Judd Hirsch   112.708996   \n93                 America Ferrera               Craig Ferguson    52.387997   \n183                  Edgar Ramírez                Albert Finney   117.137090   \n128                Charlize Theron                  Zoë Kravitz     3.629485   \n4289                   Buzz Aldrin               Neil Armstrong    -0.865951   \n4267                 Jorge Salinas                  Goya Toledo     3.383834   \n2914                       Bin Won                Dong-gun Jang   -11.689814   \n179                      Tom Hardy                   Lukas Haas    48.635922   \n3584                   Ted Cassidy                 Kenneth Mars    96.308900   \n1084               Jake Gyllenhaal               Dylan Minnette    14.962878   \n2480                Sophie Okonedo             Hakeem Kae-Kazim     5.972900   \n4461                 Paprika Steen                Trine Dyrholm     0.347780   \n1373                  Olivia Wilde         Alexandra Maria Lara   -11.096291   \n2830                   Lola Dueñas                  Tamar Novas    -7.913655   \n4238                 Teresa Wright                 Dana Andrews    21.550000   \n278                  Donald Glover                Benedict Wong   120.430993   \n1181             Haley Joel Osment              Olivia Williams   253.501675   \n2755                 Chris Elliott                Willie Garson    56.306973   \n4190              Hans Weingartner              Dominik Castell     2.900000   \n205                  Orlando Bloom               Jack Davenport   165.388685   \n238              John Ratzenberger                 James Coburn   174.907418   \n3582                  Tom Berenger                 Kevin Dillon   131.963328   \n4157                         Terry                 Billie Burke    19.402612   \n1213                 Powers Boothe                Jason Douglas    34.098862   \n2651                    Carol Kane              André the Giant    14.857814   \n1578                 Tom Wilkinson            F. Murray Abraham    34.073773   \n2614                  Rory Kinnear                  Allen Leech    77.121452   \n3889                    Carol Kane               Shelley Duvall    35.200000   \n4838                 Gloria Foster                   Ivan Dixon    -0.147562   \n3362            Frances Lee McCain              Casey Siemaszko    44.287414   \n697                Ariana Richards                     Bob Peck   293.784000   \n1885                  Stephen Root                 Barry Corbin    49.273505   \n1911              Paul F. Tompkins              Kevin Breznahan    15.218903   \n452                  Joseph Sikora               Nellie Sciutto    47.968405   \n95                      Vin Diesel               Djimon Hounsou   163.130696   \n4708                  Jimi Hendrix                    Joan Baez    12.700000   \n715                      Sela Ward            Emily Ratajkowski   106.735396   \n719                  Noah Emmerich                 Peter Krause    65.603360   \n1875           Bryce Dallas Howard                   Mike Vogel   144.705587   \n4530              Burgess Meredith                Carl Weathers   116.275247   \n17               Robert Downey Jr.           Scarlett Johansson   403.279547   \n2174                 Scoot McNairy                 Taran Killam    36.667870   \n3553              Fernanda Machado                 André Ramiro    -3.991940   \n2194                Jamey Sheridan           Brian d'Arcy James    24.988180   \n812                      Ed Skrein               Stefan Kapicic   305.024263   \n1604                Morgan Freeman                  Mike Colter    70.422786   \n3854                Mary McDonnell                  James Duval    -3.772117   \n3575                Brian Thompson                Paul Winfield    31.900000   \n855                  Vivica A. Fox              Chiaki Kuriyama    40.098138   \n3423                 Takeshi Kusao                 Tesshô Genda -1099.560838   \n4158                   Peter Boyle                    Teri Garr    83.500000   \n1334                    Sean Maher            Michael Hitchcock   -14.664065   \n1747                  Frank Welker                Scott Weinger   189.350219   \n4897            Gian Maria Volontè                Aldo Sambrell     3.300000   \n2607                 Jennifer Ehle                 Derek Jacobi   123.795342   \n1868                Valeria Golino                   Beth Grant   147.825435   \n47                  Peter Dinklage                 Hugh Jackman    33.914986   \n2545                     Ed Lauter                   Beth Grant    29.667095   \n1374                    Neil Flynn                 Jim Meskimen   -14.549025   \n2539                  Josh Charles               Kurtwood Smith    79.460116   \n4266                  Albert Delpy                 Marie Pillet     3.092822   \n2058                 Brian Johnson                Matt Letscher     2.556065   \n4284                   Ronny Dayag               Zahava Solomon     0.783276   \n1501                 Jesse Borrego                 Raymond Cruz   -30.503417   \n160                  Leonard Nimoy              Bruce Greenwood   107.704099   \n1603           Spencer Treat Clark                    Tom Guiry    65.135191   \n1601                    Jed Brophy                   Jason Cope    85.646235   \n2356                Michael Spears                Maury Chaykin   162.208848   \n223                     Rafe Spall                         Tabu     4.976634   \n119              John Ratzenberger                Brian Dennehy    56.435493   \n3344                Jimmy Shergill        Christopher B. Duncan    -7.981305   \n4144          Matheus Nachtergaele                 Othon Bastos     2.695428   \n2916                   Linda Blair                  Lee J. Cobb   196.565000   \n2917                   Robert Shaw              Murray Hamilton   252.000000   \n2944                Tobias Menzies              Ivana Milicevic    17.007184   \n3026                  Klaus Kinski            Geraldine Chaplin   100.722000   \n911                      Tom Hanks              Jennifer Garner   112.435221   \n349                Craig T. Nelson                   Lou Romano   169.437578   \n1217                Jay O. Sanders               Cheryl Penland    30.405498   \n3179            Richard Farnsworth               Everett McGill    -3.802134   \n858                  Michael Parks                Michael Bowen    36.207920   \n851                    Kurt Fuller                  James Karen   107.586036   \n391                   Bruce McGill             Rosemarie DeWitt   -26.355679   \n3280           Paul Michael Glaser              Rosalind Harris    41.000000   \n3287               Tucker Albrizzi                 Bill Clinton    15.530513   \n1782                Philippe Labro                Unknown Actor  -149.237822   \n3821                 Dwight Yoakam                   J.T. Walsh    23.585416   \n3359             Angela Cartwright             Nicholas Hammond   155.014286   \n3741                   Dylan Moran                   Rafe Spall     9.464388   \n3456                 Gena Rowlands            Danielle Darrieux    -2.856597   \n3714               Jennifer Garner                 Denis O'Hare    22.296514   \n602                  Alison Lohman                Albert Finney    -3.742998   \n1008             Harry Connick Jr.               M. Emmet Walsh   -46.840695   \n3906             Lorelei Linklater                Libby Villari    21.359200   \n2723                Robert Forster                Laura Harring    -7.780422   \n2712                  Anna Madeley                   Eric Godon    -7.242870   \n307                 Djimon Hounsou              Stephen Collins   -42.633738   \n2898                   Gary Oldman             Michael Rapaport    -0.718500   \n2907                      Udo Kier                        Björk    -8.642509   \n2884                   Ezra Miller                   Kate Walsh     4.738570   \n2762                Saurabh Shukla        Ayush Mahesh Khedekar   126.319195   \n2835                    Mila Kunis                Mark Margolis    93.952327   \n4054                    Dick Clark                 Bill Clinton    17.244913   \n2700                   Bob Hoskins                Jim Broadbent    -5.071000   \n1884                   Billy Drago         Charles Martin Smith    51.270454   \n3361     Steven Christopher Parker                  Jill Talley    51.889948   \n4821              Donald Pleasence                   P.J. Soles    46.700000   \n2605                 Pei-Pei Cheng                  Sihung Lung   113.067808   \n2418                Morgan Freeman            Matthew Broderick     8.830000   \n3680                   John Savage                 Danny Aiello    21.045445   \n3768                    Matt Berry                Benedict Wong     0.009677   \n3677             François Berléand                Gérard Jugnot    -1.870242   \n2666                 Peter Vaughan                  Ben Chaplin    11.454968   \n1871                 Holly Valance              Xander Berkeley   120.000989   \n4931               Markéta Irglová                 Darren Healy     9.257933   \n3595                    John D'Leo                   Ajay Naidu    20.236603   \n1813                   Scott Glenn                  Sam Shepard    -5.500000   \n1807               Aretha Franklin                  Ray Charles    27.200000   \n3510                  Preity Zinta                  Anupam Kher    -4.078262   \n2558                   Joe Cornish              Billie Whitelaw    15.618786   \n1993                  Antony Starr                   Craig Hall   -19.871876   \n2919                Megan Mullally               Lambert Wilson    -9.528558   \n2449                   Bill Murray                Martin Landau   -12.112543   \n3029                    Jack McGee             Melissa McMeekin    68.571803   \n4415                  Gastón Pauls              Leticia Brédice    -0.278739   \n3080                   Dee Wallace                 Peter Coyote   424.449459   \n2487                  Rex Harrison               Theodore Bikel    55.000000   \n4499                   Regina Casé                 Luis Miranda    -3.624277   \n4640                   Vlad Ivanov           Alexandru Potocean     0.595783   \n2863             Kazunari Ninomiya               Shidô Nakamura    -5.246069   \n3193                Loretta Devine            Jennifer Esposito    48.057348   \n3264               Emmanuelle Riva       Jean-Louis Trintignant    -8.674623   \n2177                  Dianne Wiest             Conchata Ferrell    36.362352   \n4082                  Ariane Labed       Athina Rachel Tsangari     5.114507   \n3357              Michael Papajohn                  James Huang    23.779955   \n2667             Nicole Ari Parker                 Nina Hartley    11.384919   \n0                 Joel David Moore                    Wes Studi   523.505847   \n69                    Jeff Bridges                  Jon Favreau   178.298180   \n353              John Ratzenberger                 Wayne Knight   155.823397   \n23                      Adam Brown                James Nesbitt    33.355354   \n845                   Chris Mulkey              Michael Chernus    52.100855   \n99                      Adam Brown                James Nesbitt   123.001229   \n788                Zooey Deschanel             Michael Angarano   -27.477648   \n89                   Daniel Henney              Abraham Benrubi    57.487711   \n716                  Josh Hamilton                  Nicky Naudé    61.468960   \n706           Jennifer Jason Leigh                     Zoë Bell    10.116191   \n1606                Kevin Connolly                Gena Rowlands   -28.935714   \n639                       Rip Torn                   Debi Mazar   -39.034803   \n525                   Danny Huston                  Rita Davies   -40.713572   \n1735                Dallas Roberts                 Tyler Hilton    91.518352   \n1171           Tony Chiu Wai Leung                Maggie Cheung   -30.915039   \n162                 Djimon Hounsou              America Ferrera    31.997107   \n1748                Neil Brown Jr.             R. Marcos Taylor   133.029270   \n927                   Chris Miller                  Bobby Block   207.652016   \n75                     Lara Pulver                  Noah Taylor   -77.810499   \n79                     Bill Murray              Garry Shandling   187.645141   \n2959                    Bruce Dern                   Will Forte     5.613460   \n2454                 Brian Blessed               Richard Briers   -13.585465   \n2460             Burghart Klaußner               Leonie Benesch    -9.777353   \n1397                    Rob Riggle                    Mike Epps   242.313371   \n90                 Sarah Silverman               Joe Lo Truglio    24.412677   \n1393               Xander Berkeley                 Mason Gamble   -23.660367   \n2542                   James Mason                  Jack Warden    38.000000   \n2973                 Tom Hollander               Lindsay Duncan     3.294553   \n2547                   Bill Murray                  Bob Balaban    29.507053   \n1295                  Meryl Streep                Helen McCrory   -19.000897   \n2611                Rae Dawn Chong                    Dana Ivey    79.175854   \n1236               Dalia Hernández              Jonathan Brewer    10.859889   \n2947                  Sam Trammell                    Nat Wolff   112.868837   \n1196              Frances O'Connor           Robin Atkin Downes    62.310175   \n1211                  Terry Kinney                 Eric Schweig    32.455275   \n975            Armin Mueller-Stahl             Charles Martinet    -1.734419   \n86                     Chris Evans                Hayley Atwell    89.746958   \n2906                Sheila Hancock                  Cara Horgan    -3.469419   \n2900                     Al Pacino              Jude Ciccolella    -1.774772   \n1052                  Logan Lerman                 Gretchen Mol    -1.425912   \n2859                    Orson Bean               Mary Kay Place     9.858926   \n1138                Daniel Roebuck                    Sela Ward   139.875760   \n4493                Morgan Freeman               Dorian Missick    -4.505513   \n1188              Jeffrey Weissman             Thomas F. Wilson    78.500000   \n2653                 Albert Brooks                 Russ Tamblyn    20.054909   \n3058             Leonardo DiCaprio                  Kevin Tighe    -1.829786   \n4047                    Gert Fröbe                 Lois Maxwell    48.100000   \n3856                Fedja van Huêt                 Hans Kesting    -3.786587   \n3888                   Bill Murray            Catherine Lambert    40.566004   \n364                  Goran Visnjic             Joely Richardson    12.515793   \n4318                 Kenneth Nkosi                 Robert Hobbs    -1.995042   \n3985                 Lloyd Bridges          Barbara Billingsley    79.900000   \n4003                     Dan Hicks        Kassie Wesley DePaiva     2.323044   \n4263                Charles Linton           Béatrice Bonifassi    -2.497745   \n3161                  Stephen Root               Diedrich Bader     0.824921   \n290                       Ruby Dee                          RZA    30.127620   \n4102                    Jon Lovitz                  Dylan Baker     0.000000   \n246                  Basher Savage                   Amy Warren   174.084951   \n4168              David Huddleston                Harvey Korman   116.900000   \n4171               Denholm Elliott                 Simon Callow     0.530592   \n4225                  Deems Taylor                Unknown Actor    74.120000   \n398                     Joan Allen             Oksana Akinshina   101.049130   \n400                     Bernie Mac                Elliott Gould    98.405771   \n4353                Philippe Petit          Jean-Louis Blondeau     1.957978   \n504                 Jacques Perrin                 Rie Miyazawa   -20.593594   \n3624                   Miriam Shor                Andrea Martin    -2.970919   \n516                   James Franco                Mackenzie Foy   -79.860848   \n4375                 Ludger Pistor                  Armin Rohde     3.767324   \n3586            Elizabeth McGovern                  Judd Hirsch    48.800000   \n3585                  Glynis Johns              Elsa Lanchester    96.300000   \n3556                Lloyd Avery II             Na'Blonka Durden    51.504069   \n4385                   Nimrat Kaur                Lillete Dubey     3.231500   \n3493                 Helen McCrory                 Rory Kinnear   104.360277   \n767                   Will Ferrell                  Alison Brie   197.756197   \n102             Michael Fassbender                 Oliver Platt   -13.594629   \n4706         Edward Everett Horton                   Eric Blore     2.391000   \n101                  Jason Flemyng                 Julia Ormond   -22.509198   \n877                  Michael Kelly                   Colm Feore   -19.292673   \n1776                Brenda Blethyn                  Simon Woods    10.372662   \n195                    Gary Oldman                 Rupert Grint   119.358727   \n1638                   Alfie Allen               Brenda Blethyn    20.921738   \n1756                Christian Bale              Charlie Talbert    42.235322   \n48                 Bruce Greenwood                  Noel Clarke    38.756232   \n1892                   Dana Delany                Powers Boothe    31.505065   \n5008              Brian O'Halloran                Jeff Anderson     2.921130   \n1592             Denzel Washington                 Ethan Suplee    85.648585   \n2137                Robert De Niro               Bradley Cooper   111.088910   \n2133                     Eric Idle                  Trey Parker    31.008288   \n2119                     Dany Boon               Ian Richardson   -20.949555   \n2118                Sebastian Koch             Christian Berkel   -16.601608   \n4816                    Joe Bishop                    Andy Cohn    -0.226328   \n1908                     Joan Chen                  Victor Wong    20.984230   \n2004                 Sean Buchanan                  Liya Kebede   -13.414567   \n1898                  Kate Winslet              Kelly Macdonald    26.676606   \n7                     Donna Murphy                  M.C. Gainey   -59.192738   \n1436                     Al Pacino                   Anne Heche     6.954997   \n2406                     Bill Duke                Carl Weathers    44.735548   \n2414                   Naomi Watts                Merritt Wever    24.335698   \n2256                 Chi Ling Chiu                     Qiu Yuen    -2.895331   \n1846              Tim Blake Nelson            Daniel von Bargen    19.506619   \n4491                   Rory Culkin                Gaby Hoffmann     7.980275   \n3771                  Sarah Polley                  Simon Baker    -0.693303   \n3759             Stéphane Rousseau                 Marina Hands    -2.567658   \n3671           Armin Mueller-Stahl                Nicholas Bell    30.311509   \n2154                     Teri Garr               Melinda Dillon   108.899130   \n457           Jennifer Jason Leigh                   Liam Aiken    24.054514   \n1627                Audrey Fleurot                 Nina Arianda    39.816662   \n2943                  Jerry Nelson               Steve Whitmire    15.281507   \n2923                 Kirstie Alley             Nichelle Nichols    67.900000   \n434                Jake Gyllenhaal              Anthony Edwards   -31.951647   \n3740          Daniel Giménez Cacho                   María Aura    11.622333   \n932                 Yeardley Smith               Shirley Knight    97.637474   \n3719                    Gary Lewis                 Jamie Draven    16.994911   \n3009                  Yuanyuan Gao                   Ryu Kohata   -11.880078   \n4922                     Chris New            Vauxhall Jermaine     0.349947   \n4516                  Gary Stretch                George Newton    -0.689380   \n2992               Sabrina Ferilli                Serena Grandi    -6.364114   \n26                    Kate Winslet                Gloria Stuart   458.672302   \n3139                Connie Nielsen              Olivia Williams     8.096053   \n4485                 Monica Potter                Shawnee Smith    53.953403   \n3059               Alan Van Sprang                  Scott Handy   -12.931913   \n3060                 Sally Hawkins              Imelda Staunton    -7.246194   \n2048                   Bill Murray                   Derek Graf    51.990286   \n3542                 Adam Goldberg                  Cole Hauser     1.093039   \n633               Miranda Cosgrove                Jack McBrayer   182.501645   \n3468            Chloë Grace Moretz              Zooey Deschanel    24.891374   \n610                    David Kelly             Nathaniel Parker   -31.654597   \n2016                 Peter Capaldi                Swoosie Kurtz    20.700000   \n3565                Juliane Köhler              Matthias Habich    -0.826515   \n3574               Samantha Morton         Alexandra Maria Lara    -3.628423   \n3408                    Mick Lally                 Evan McGuire    -5.813617   \n3576             Chulpan Khamatova            Burghart Klaußner    -0.736141   \n3368                 Anna Kendrick          Bryce Dallas Howard    26.963967   \n4449                 Billy Gilbert             Lucille La Verne   182.925485   \n709             Michael Fassbender                Vincent Regan   145.592590   \n744                    Dawn French                 John Hodgman    15.280058   \n3296                  Derek Jacobi                   Danny Webb     1.161099   \n746                 Radha Mitchell           Giancarlo Giannini     7.862546   \n1980       William Morgan Sheppard         James Patrick Stuart   -14.230040   \n1816                  William Hurt                 Bruce Spence   -12.662421   \n3178               Clotilde Mollet                 Carlo Cecchi    -0.526618   \n889               André Dussollier              Albert Dupontel   -40.832183   \n1772                 Deborah Twiss              Michael Rispoli    18.043505   \n893                 Rosario Dawson               Madison Pettis    14.951824   \n3607                Simon McBurney          Abby Mukiibi Nkaaga    11.605861   \n3779          Jennifer Jason Leigh                Reg E. Cathey    -3.917956   \n1014                   Naomi Watts                 Raza Jaffrey    -7.885118   \n4786                   Dick Powell                 George Brent     1.861000   \n3949                Enrique Villén                   Aida Folch    -3.853598   \n2664                   Mark Gatiss              Penelope Wilton     8.089926   \n4730                Joe Lo Truglio                 Paula Garcés     5.239376   \n1230                   James Frain              Michael Wincott    19.228104   \n2641                  Emily Watson               Simon McBurney    20.887263   \n4328                Everett Sloane                Ted de Corsia    -2.292073   \n4719                   Ringo Starr              George Harrison    -0.044995   \n1739                  Clint Howard                 Oliver Platt   -16.406844   \n1517                    Yûki Amami                   Yuria Nara   -18.918217   \n3943               Adriana Barraza              Arcelia Ramírez    -3.899588   \n4199                   Tal Bachman                   Steve Burg    10.495673   \n2572                     Tom Hanks                Jason Robards    51.324422   \n1368               Phylicia Rashad              Graham McTavish    74.712885   \n284                   Frank Grillo              Jessica Capshaw    30.014112   \n158                   Tony Goldwyn                Chad Lindberg   -28.889425   \n2386                  Meryl Streep                 Roger Willie     3.245861   \n2389                 Michael Jeter                 Ellen Barkin    -7.937613   \n332                   Bruce Willis                  Gary Oldman   -29.459980   \n2535                  Kate Winslet                Tom Wilkinson    26.200000   \n4216                 Joseph Gilgun               Jack O'Connell    -1.172081   \n330                    Sam Shepard                 Ewen Bremner    16.638745   \n1403                 Quinton Aaron                  Kim Dickens   226.950375   \n1407                  Jeff Bridges                  Bruce Green   133.031347   \n165                   Billy Crudup             Stephen McHattie   -22.496684   \n1429                  Delroy Lindo               Al Freeman Jr.    15.169908   \n1212              Curtis Armstrong                 Harry Lennix    35.305995   \n2638                 Anna Kendrick              America Ferrera    33.983001   \n4566                Phyllis Diller               Colette Divine     0.677838   \n396                   Paul Sanchez                  Nick Searcy   143.630478   \n1085                    Snoop Dogg                 Tom Berenger    31.261036   \n1094                   Liam Neeson                Kris Marshall    14.365105   \n4781              Nicholas Farrell             Tim Pigott-Smith    -1.231955   \n2858                 Sonoya Mizuno                Corey Johnson    10.440971   \n2849                   Eric Stoltz               Cameron Bright   -12.976053   \n1137                 Scoot McNairy                 Tate Donovan    91.519448   \n1197             Dustin Fitzsimons          Marcella Lentz-Pope    56.917897   \n2819                  Heath Ledger                Anne Hathaway    69.025853   \n2818             Rebecca De Mornay                  Aidan Quinn   -12.247786   \n3846                Rosario Dawson               Aaron Stanford    -1.939157   \n4915              Evelyn Jefferson                  John Reeves    -0.198889   \n3859                  Yeong-ae Lee               Hye-jeong Kang -4199.788333   \n4586                George W. Bush              Greg D'Agostino    -0.725339   \n2260                  Eddie Marsan                 Danny Huston    -3.751299   \n3925                  Fred Willard                 Larry Miller    -1.107418   \n3690           Synnøve Macody Lund             Julie R. Ølgaard   -29.103248   \n414                Gabriel Thomson               Clemens Schick   -16.603219   \n4024                  Sofie Gråbøl             Romane Bohringer    69.413017   \n606                     Todd Graff  Mary Elizabeth Mastrantonio   -15.278000   \n3743                 Clifton James                 Miriam Colon     8.269963   \n1655                  Yaphet Kotto            Philip Baker Hall     8.413606   \n545               Moritz Bleibtreu              Mathieu Amalric   -22.620910   \n327                          Ni Ni             Shigeo Kobayashi   -93.990787   \n186                Josh Hutcherson        Sandra Ellis Lafferty   294.645577   \n4255                     Anita Mui                  Ho-Sung Pak     9.546543   \n184                   Wayne Knight                   Dan Fogler    85.395021   \n470                   Logan Lerman                  Jim Parrack    17.707116   \n2027             David Hyde Pierce                Harry Shearer    17.895491   \n3577                  Mark Bazeley               Maurice Roëves    -9.550442   \n3894                Valeria Golino                 Julian Sands    28.368347   \n3692                  Adam Butcher               Gordon Pinsent    -5.204874   \n4257            Brendan Sexton III            Jeannetta Arnette     9.533945   \n1749                   Amrish Puri                 Kate Capshaw   151.870271   \n365                    Aldis Hodge             Kevin Chamberlin    10.012500   \n1925               Stephen Dillane           Miranda Richardson    16.597830   \n4998                Christa Miller                  Ion Overman     0.237233   \n1648                 Robert Duvall           Emmanuelle Vaugier    11.407470   \n345                  David Oyelowo                 Tyler Labine    83.740650   \n236                Christopher Lee           Hayden Christensen   267.262555   \n3588               George Chakiris               Richard Beymer    37.650000   \n3705               Jessica Lindsey                Hugo Stiglitz    39.456509   \n1651              Christian Stolte                 Danny Rhodes     2.137776   \n366                   Eddie Marsan               Robert Maillet   119.019489   \n125               Maurice LaMarche            Livvy Stubenrauch   250.736600   \n3876               Rawiri Paratene                  Tammy Davis    14.772796   \n4523                  Yayan Ruhian               Donny Alamsyah     3.005123   \n3501               Barbara Hershey              Roberts Blossom     1.373585   \n2259                    Shaun Toub               Khalid Abdalla    -4.202093   \n4733                 Vince McMahon                   Mick Foley     1.547570   \n2680             Christian Camargo               Brian Geraghty     0.700000   \n4590                    Tom Hamann               Anthony Powell    -0.712239   \n2721                Corbin Bernsen                 Larry Miller   -10.764163   \n1194                   Scott Elrod                Dan Bilzerian    85.069696   \n83                      Judy Greer             Kodi Smit-McPhee    38.543795   \n1170              Jeremy Crutchley                  Jared Burke   -25.872105   \n1224                  Mark Rylance                     Amy Ryan    32.306065   \n2803                 Noah Emmerich                   Jane Adams   -20.540176   \n4196               Julian Richings               Amanda Plummer    -1.604408   \n1067                 Alfre Woodard              Jonathan Frakes    47.001027   \n1593                 Jeffrey Jones            Courtney B. Vance    92.012643   \n1038                  Jacob Vargas                    James Lew    76.107476   \n2219                   Lili Taylor                   Lisa Bonet     7.277055   \n2652          Jurnee Smollett-Bell                   John Heard    15.226144   \n1538                   David Kross               Susanne Lothar     2.180954   \n3500                   Teddy Sears              Keri Lynn Pratt     2.166863   \n2538                   Kim Dickens                   Ron Eldard    -1.994515   \n2416             David Alan Basche              Susan Blommaert    16.471430   \n2475                Joe Lo Truglio               Kevin Corrigan   101.463226   \n2485                Elaine Cassidy                   Eric Sykes    79.471845   \n1400                  Jack Palance             William Hootkins   216.188924   \n4200                   Sheryl Crow               George W. Bush    -2.326217   \n2523                  Eddie Marsan                    Jake Wood    23.825798   \n2541               Gretchen Palmer            Harley Jane Kozak    76.823600   \n1524                    Demi Moore                 Kevin Pollak   101.340178   \n1369                      Jon Hamm                   Owen Burke    55.173235   \n2376                Sophie Nélisse                  Roger Allam     2.483154   \n1348               Vincent Pastore           Deborah Kara Unger    12.668906   \n2567                     Don Pardo                 Julie Kavner    -1.207221   \n1328                      Bai Ling          David Patrick Kelly    27.693162   \n1293             Geraldine Chaplin            Oaklee Pendergast   -26.003245   \n2212                  Denis O'Hare                Lucas Grabeel    11.838002   \n956                   Robin Wright                    Brad Pitt    25.605492   \n4240        Per Christian Ellefsen                  Sven Nordin   -15.186564   \n3383                Justin Theroux              Samantha Mathis     8.047419   \n2429                Treat Williams                  Kate Burton     0.329466   \n3314                    Ruth Sheen                Gary McDonald    -8.887065   \n736             Jada Pinkett Smith                   Debi Mazar    35.003492   \n1644             Bernardo Saracino               Daniel Kaluuya    16.875468   \n3363                   Megan Burns              David Schneider    37.063889   \n3365              Patrick McGoohan                    Fred Ward    28.500000   \n658                 Eddie Redmayne                Anne Hathaway    87.775460   \n946                  James Ransone                 Peter Gerety    43.504640   \n3438                Cameron Bright                  Todd Louiso    18.292061   \n655                    Miko Hughes             Kathleen Quinlan   110.071312   \n4254                  Bruce Spence                Kjell Nilsson     7.003011   \n651                   Stephen Root                  Denis Leary   117.387405   \n3469                      Ian Mune              Geneviève Lemon    33.158000   \n115               Daniel Radcliffe                 Rupert Grint   139.994397   \n2091                Loretta Devine               Richard Schiff    18.270895   \n3267                    Sid Caesar                Spencer Tracy    36.900000   \n1762               Anjelica Huston               Seymour Cassel    31.353636   \n895                   Joe Mantegna                Bridget Fonda    12.676062   \n903                  Kylie Minogue             Richard Roxburgh     4.886369   \n4189                Michael Weston                   Jill Flint    24.281723   \n3056                 Bridget Fonda               Embeth Davidtz    -1.498907   \n3038                  Celia Weston                Robert Prosky    28.025000   \n908                 Rosario Dawson                     Zoë Bell   -27.968963   \n917                   Miranda Otto                   Dash Mihok   -15.614237   \n1629                  Ethan Suplee                  Jordi Mollà    22.937130   \n2178                 Emilia Clarke                Brendan Coyle    36.154094   \n2974                      Andy Lau              Zhengyong Zhang   -88.958772   \n940                     Tom Cruise                Kirsten Dunst    45.264608   \n4789                Frida Hallgren        Nils-Anders Vallgårda   -24.990090   \n2953               Mare Winningham                Peter Hermann    25.707719   \n4046                   Karen Allen                 Tim Matheson   138.600000   \n4247               Daniela Bianchi                 Lois Maxwell    22.800000   \n57                Melissa Roxburgh                 Lydia Wilson   -54.531374   \n4997                   Eddie Rouse             Damian Jewan Lee     0.199816   \n4973                 Clint Mansell            Stanley B. Herman     3.156970   \n4674                    Ron Howard           Mackenzie Phillips   114.223000   \n4661                     Ken Leung              Christina Vidal     3.971000   \n70                 Christopher Lee                 Ray Winstone   -96.179906   \n4645                  Melonie Diaz                  Ariana Neal    15.197842   \n4557               Jennifer Garner                 Rainn Wilson   135.992840   \n4788                Taylor Nichols               Ellia Thompson     2.713208   \n20                      Adam Brown                James Nesbitt     5.108370   \n4890                 Donald Austin              Craig Dougherty    -0.113700   \n9                 Daniel Radcliffe                 Rupert Grint    51.956980   \n114               Daniel Radcliffe                   Fiona Shaw   142.000866   \n4412                 Vincent Gallo          Jan-Michael Vincent     0.865931   \n4381                  Sissy Spacek                  Karen Allen    34.218429   \n8                Robert Downey Jr.           Scarlett Johansson   208.991599   \n4368                  Lhakpa Dorji                  Sonam Kinga    -1.294705   \n4352                     Lin Shaye                  Amanda Wyss    24.705000   \n4936                    Edwin Neal                Marilyn Burns    30.775468   \n4941                     Pat Boone                  Bob Eubanks     6.546368   \n4904           Natasha Bedingfield           Madeleine Albright     0.015185   \n3271                 Jim Broadbent         Kristin Scott Thomas    -3.400000   \n202                     Fiona Shaw                 Verne Troyer   192.557891   \n2204                Harriet Walter               Dermot Crowley     9.300771   \n2249                   Don Cheadle               John de Lancie    -0.338013   \n1558                   Kyle Schmid                 William Hurt    -0.506218   \n2275              Chazz Palminteri                 Dianne Wiest    -6.616263   \n2322          Jennifer Jason Leigh              Samantha Morton   -17.918075   \n1552                     Cas Anvar               Russell Peters    22.696902   \n2329                  Emily Watson                 Sean Pertwee   -18.809982   \n2354                 Sally Hawkins                   Alan David   -11.352310   \n1428                   Ruth Wilson                   B.J. Novak    48.299761   \n2434            Hayden Christensen         Kristin Scott Thomas    -2.438373   \n2442                   Kate Burton                 Henry Czerny   -10.162368   \n2490             Patrick Gallagher                  M.C. Gainey    59.502303   \n2509                 Bridget Fonda                 Chelcie Ross    -0.688237   \n2601                  Devin Ratray             Catherine O'Hara   267.761243   \n2623                 Jeffrey Jones                 Glenn Shadix    58.326666   \n2206                  Meryl Streep               Carrie Preston    13.422556   \n2184                 Tom Wilkinson                Oprah Winfrey    32.066000   \n1203               Anthony Hopkins                  Gary Oldman    42.522790   \n1611                     Brad Pitt                 Julia Ormond    36.528842   \n1840                 Michael Jeter              Julian Richings    36.328680   \n1865                  Danny Huston               Donald Sumpter    18.565375   \n1758                 Noah Emmerich             Kenneth Mitchell    36.371181   \n1743                 Kevin McNally              Penelope Wilton   -23.100203   \n1722                 Jeremy Renner                  Sam Shepard   -26.095018   \n1930                  Aaron Staton                Marian Seldes     1.655091   \n1931                  John Gielgud                 Eric Cantona     5.012990   \n1933              Richard Anderson               James Whitmore   -10.500000   \n1944                 Taron Egerton                Tim McInnerny    -7.214368   \n1645                       50 Cent                Oona Laurence    22.418902   \n2086                  Meryl Streep                   Debra Monk    35.960517   \n2138                   Scott Glenn              Imelda Staunton    15.581633   \n1635              Geraldine McEwan                 Peter Sallis    26.068547   \n2163                   Lili Taylor             Hayley McFarland   117.387272   \n1205            Christopher Meloni               Nicole Beharie    55.001343   \n2719                 Dwight Yoakam            Guillermo Arriaga    -9.976725   \n210                  Bruce Davison               Aaron Stanford   104.948780   \n3516          Siobhan Fallon Hogan          Ashley Gerasimovich    -5.261308   \n521               Miranda Cosgrove                 Steve Coogan   292.049635   \n3597              Catherine O'Hara               Michael McKean    12.621249   \n424                  Kieran Culkin                   Ellen Wong   -28.505730   \n3733                Hunter Parrish                 Seth Gilliam    13.656400   \n3808              Felicity Huffman          David Adam Flannery    -4.962560   \n362               Harvey Fierstein                   June Foray    30.618403   \n3916                   Belén Rueda                Fernando Cayo     3.759147   \n3988                   Larenz Tate             Khandi Alexander    24.400000   \n3999                 Lynn Redgrave            Kevin J. O'Connor     2.890032   \n326                    Liam Neeson                Jim Broadbent   -22.320362   \n4043               Wilson Guerrero             Yenny Paola Vega     3.517198   \n311                   Jim Sturgess                Jim Broadbent   -74.901420   \n257                     Adam Scott               Frances Conroy    -7.391173   \n214                 Rachel Ticotin                Marshall Bell    54.412921   \n212                   Eddie Marsan                Paul Anderson    61.830669   \n3583                 Stevie Wonder                 Ricky Martin   113.078393   \n3504                David Gulpilil              Deborah Mailman     0.165429   \n2758                   Aidan Quinn            Arben Bajraktaraj    -2.308300   \n3477                  Tate Donovan                Alex Borstein    24.001218   \n1143                  Dickie Jones                Cliff Edwards    81.700000   \n1140                     Brad Pitt                Minnie Driver     9.300852   \n1011                  Kate Winslet                  Matt Craven   -30.406260   \n2930                      Sid Haig               Robert Forster    27.647595   \n2995           Tony Chiu Wai Leung                Maggie Cheung   -11.738519   \n3004             Kate del Castillo              Alicja Bachleda   -11.785798   \n3015                 Kelly LeBrock             Alexandra Callas   -11.985384   \n3020                Tetsu Watanabe                  Akira Terao   -11.851144   \n3031                  Bruce McGill                   Lane Smith    41.929168   \n3047                Fiona Glascott               Eva Birthistle    27.317535   \n3107                     Ron Moody                    Jack Wild     6.800000   \n827                      Al Pacino              Charlize Theron     3.984028   \n694                   David Calder               Simon Chandler   -47.791061   \n5027             Nargess Mamizadeh             Mojgan Faramarzi     0.663780   \n\n      imdb_score  \n1937         9.3  \n3466         9.2  \n66           9.0  \n2837         9.0  \n339          8.9  \n3355         8.9  \n4498         8.9  \n1874         8.9  \n683          8.8  \n2051         8.8  \n270          8.8  \n97           8.8  \n836          8.8  \n1903         8.7  \n340          8.7  \n4029         8.7  \n3024         8.7  \n4747         8.7  \n654          8.7  \n3867         8.7  \n4427         8.6  \n3592         8.6  \n1600         8.6  \n96           8.6  \n2373         8.6  \n2158         8.6  \n3175         8.6  \n648          8.6  \n2363         8.5  \n509          8.5  \n4259         8.5  \n4921         8.5  \n283          8.5  \n288          8.5  \n1448         8.5  \n3            8.5  \n296          8.5  \n1233         8.5  \n3716         8.5  \n4028         8.5  \n712          8.5  \n1571         8.5  \n3277         8.5  \n361          8.5  \n2152         8.5  \n2242         8.5  \n3931         8.5  \n2606         8.4  \n3849         8.4  \n4105         8.4  \n2644         8.4  \n2970         8.4  \n573          8.4  \n4496         8.4  \n1714         8.4  \n2323         8.4  \n1536         8.4  \n4659         8.4  \n4748         8.4  \n58           8.4  \n2486         8.4  \n1329         8.4  \n1298         8.4  \n4795         8.3  \n1906         8.3  \n43           8.3  \n1588         8.3  \n67           8.3  \n4688         8.3  \n3668         8.3  \n3089         8.3  \n588          8.3  \n78           8.3  \n2223         8.3  \n3079         8.3  \n4155         8.3  \n4286         8.3  \n2866         8.3  \n2760         8.3  \n1416         8.3  \n2829         8.3  \n2425         8.3  \n2407         8.3  \n2734         8.3  \n1039         8.3  \n4033         8.3  \n120          8.3  \n3017         8.3  \n3550         8.2  \n2703         8.2  \n2551         8.2  \n1869         8.2  \n2250         8.2  \n1978         8.2  \n1754         8.2  \n920          8.2  \n2047         8.2  \n960          8.2  \n1359         8.2  \n1777         8.2  \n4050         8.2  \n338          8.2  \n4066         8.2  \n27           8.2  \n4585         8.2  \n308          8.2  \n4000         8.2  \n4638         8.2  \n3970         8.2  \n4458         8.2  \n508          8.2  \n93           8.2  \n183          8.1  \n128          8.1  \n4289         8.1  \n4267         8.1  \n2914         8.1  \n179          8.1  \n3584         8.1  \n1084         8.1  \n2480         8.1  \n4461         8.1  \n1373         8.1  \n2830         8.1  \n4238         8.1  \n278          8.1  \n1181         8.1  \n2755         8.1  \n4190         8.1  \n205          8.1  \n238          8.1  \n3582         8.1  \n4157         8.1  \n1213         8.1  \n2651         8.1  \n1578         8.1  \n2614         8.1  \n3889         8.1  \n4838         8.1  \n3362         8.1  \n697          8.1  \n1885         8.1  \n1911         8.1  \n452          8.1  \n95           8.1  \n4708         8.1  \n715          8.1  \n719          8.1  \n1875         8.1  \n4530         8.1  \n17           8.1  \n2174         8.1  \n3553         8.1  \n2194         8.1  \n812          8.1  \n1604         8.1  \n3854         8.1  \n3575         8.1  \n855          8.1  \n3423         8.1  \n4158         8.0  \n1334         8.0  \n1747         8.0  \n4897         8.0  \n2607         8.0  \n1868         8.0  \n47           8.0  \n2545         8.0  \n1374         8.0  \n2539         8.0  \n4266         8.0  \n2058         8.0  \n4284         8.0  \n1501         8.0  \n160          8.0  \n1603         8.0  \n1601         8.0  \n2356         8.0  \n223          8.0  \n119          8.0  \n3344         8.0  \n4144         8.0  \n2916         8.0  \n2917         8.0  \n2944         8.0  \n3026         8.0  \n911          8.0  \n349          8.0  \n1217         8.0  \n3179         8.0  \n858          8.0  \n851          8.0  \n391          8.0  \n3280         8.0  \n3287         8.0  \n1782         8.0  \n3821         8.0  \n3359         8.0  \n3741         8.0  \n3456         8.0  \n3714         8.0  \n602          8.0  \n1008         8.0  \n3906         8.0  \n2723         8.0  \n2712         8.0  \n307          8.0  \n2898         8.0  \n2907         8.0  \n2884         8.0  \n2762         8.0  \n2835         8.0  \n4054         8.0  \n2700         8.0  \n1884         7.9  \n3361         7.9  \n4821         7.9  \n2605         7.9  \n2418         7.9  \n3680         7.9  \n3768         7.9  \n3677         7.9  \n2666         7.9  \n1871         7.9  \n4931         7.9  \n3595         7.9  \n1813         7.9  \n1807         7.9  \n3510         7.9  \n2558         7.9  \n1993         7.9  \n2919         7.9  \n2449         7.9  \n3029         7.9  \n4415         7.9  \n3080         7.9  \n2487         7.9  \n4499         7.9  \n4640         7.9  \n2863         7.9  \n3193         7.9  \n3264         7.9  \n2177         7.9  \n4082         7.9  \n3357         7.9  \n2667         7.9  \n0            7.9  \n69           7.9  \n353          7.9  \n23           7.9  \n845          7.9  \n99           7.9  \n788          7.9  \n89           7.9  \n716          7.9  \n706          7.9  \n1606         7.9  \n639          7.9  \n525          7.9  \n1735         7.9  \n1171         7.9  \n162          7.9  \n1748         7.9  \n927          7.9  \n75           7.9  \n79           7.8  \n2959         7.8  \n2454         7.8  \n2460         7.8  \n1397         7.8  \n90           7.8  \n1393         7.8  \n2542         7.8  \n2973         7.8  \n2547         7.8  \n1295         7.8  \n2611         7.8  \n1236         7.8  \n2947         7.8  \n1196         7.8  \n1211         7.8  \n975          7.8  \n86           7.8  \n2906         7.8  \n2900         7.8  \n1052         7.8  \n2859         7.8  \n1138         7.8  \n4493         7.8  \n1188         7.8  \n2653         7.8  \n3058         7.8  \n4047         7.8  \n3856         7.8  \n3888         7.8  \n364          7.8  \n4318         7.8  \n3985         7.8  \n4003         7.8  \n4263         7.8  \n3161         7.8  \n290          7.8  \n4102         7.8  \n246          7.8  \n4168         7.8  \n4171         7.8  \n4225         7.8  \n398          7.8  \n400          7.8  \n4353         7.8  \n504          7.8  \n3624         7.8  \n516          7.8  \n4375         7.8  \n3586         7.8  \n3585         7.8  \n3556         7.8  \n4385         7.8  \n3493         7.8  \n767          7.8  \n102          7.8  \n4706         7.8  \n101          7.8  \n877          7.8  \n1776         7.8  \n195          7.8  \n1638         7.8  \n1756         7.8  \n48           7.8  \n1892         7.8  \n5008         7.8  \n1592         7.8  \n2137         7.8  \n2133         7.8  \n2119         7.8  \n2118         7.8  \n4816         7.8  \n1908         7.8  \n2004         7.8  \n1898         7.8  \n7            7.8  \n1436         7.8  \n2406         7.8  \n2414         7.8  \n2256         7.8  \n1846         7.8  \n4491         7.7  \n3771         7.7  \n3759         7.7  \n3671         7.7  \n2154         7.7  \n457          7.7  \n1627         7.7  \n2943         7.7  \n2923         7.7  \n434          7.7  \n3740         7.7  \n932          7.7  \n3719         7.7  \n3009         7.7  \n4922         7.7  \n4516         7.7  \n2992         7.7  \n26           7.7  \n3139         7.7  \n4485         7.7  \n3059         7.7  \n3060         7.7  \n2048         7.7  \n3542         7.7  \n633          7.7  \n3468         7.7  \n610          7.7  \n2016         7.7  \n3565         7.7  \n3574         7.7  \n3408         7.7  \n3576         7.7  \n3368         7.7  \n4449         7.7  \n709          7.7  \n744          7.7  \n3296         7.7  \n746          7.7  \n1980         7.7  \n1816         7.7  \n3178         7.7  \n889          7.7  \n1772         7.7  \n893          7.7  \n3607         7.7  \n3779         7.7  \n1014         7.7  \n4786         7.7  \n3949         7.7  \n2664         7.7  \n4730         7.7  \n1230         7.7  \n2641         7.7  \n4328         7.7  \n4719         7.7  \n1739         7.7  \n1517         7.7  \n3943         7.7  \n4199         7.7  \n2572         7.7  \n1368         7.7  \n284          7.7  \n158          7.7  \n2386         7.7  \n2389         7.7  \n332          7.7  \n2535         7.7  \n4216         7.7  \n330          7.7  \n1403         7.7  \n1407         7.7  \n165          7.7  \n1429         7.7  \n1212         7.7  \n2638         7.7  \n4566         7.7  \n396          7.7  \n1085         7.7  \n1094         7.7  \n4781         7.7  \n2858         7.7  \n2849         7.7  \n1137         7.7  \n1197         7.7  \n2819         7.7  \n2818         7.7  \n3846         7.7  \n4915         7.7  \n3859         7.7  \n4586         7.7  \n2260         7.7  \n3925         7.6  \n3690         7.6  \n414          7.6  \n4024         7.6  \n606          7.6  \n3743         7.6  \n1655         7.6  \n545          7.6  \n327          7.6  \n186          7.6  \n4255         7.6  \n184          7.6  \n470          7.6  \n2027         7.6  \n3577         7.6  \n3894         7.6  \n3692         7.6  \n4257         7.6  \n1749         7.6  \n365          7.6  \n1925         7.6  \n4998         7.6  \n1648         7.6  \n345          7.6  \n236          7.6  \n3588         7.6  \n3705         7.6  \n1651         7.6  \n366          7.6  \n125          7.6  \n3876         7.6  \n4523         7.6  \n3501         7.6  \n2259         7.6  \n4733         7.6  \n2680         7.6  \n4590         7.6  \n2721         7.6  \n1194         7.6  \n83           7.6  \n1170         7.6  \n1224         7.6  \n2803         7.6  \n4196         7.6  \n1067         7.6  \n1593         7.6  \n1038         7.6  \n2219         7.6  \n2652         7.6  \n1538         7.6  \n3500         7.6  \n2538         7.6  \n2416         7.6  \n2475         7.6  \n2485         7.6  \n1400         7.6  \n4200         7.6  \n2523         7.6  \n2541         7.6  \n1524         7.6  \n1369         7.6  \n2376         7.6  \n1348         7.6  \n2567         7.6  \n1328         7.6  \n1293         7.6  \n2212         7.6  \n956          7.6  \n4240         7.6  \n3383         7.6  \n2429         7.6  \n3314         7.6  \n736          7.6  \n1644         7.6  \n3363         7.6  \n3365         7.6  \n658          7.6  \n946          7.6  \n3438         7.6  \n655          7.6  \n4254         7.6  \n651          7.6  \n3469         7.6  \n115          7.6  \n2091         7.6  \n3267         7.6  \n1762         7.6  \n895          7.6  \n903          7.6  \n4189         7.6  \n3056         7.6  \n3038         7.6  \n908          7.6  \n917          7.6  \n1629         7.6  \n2178         7.6  \n2974         7.6  \n940          7.6  \n4789         7.6  \n2953         7.6  \n4046         7.6  \n4247         7.5  \n57           7.5  \n4997         7.5  \n4973         7.5  \n4674         7.5  \n4661         7.5  \n70           7.5  \n4645         7.5  \n4557         7.5  \n4788         7.5  \n20           7.5  \n4890         7.5  \n9            7.5  \n114          7.5  \n4412         7.5  \n4381         7.5  \n8            7.5  \n4368         7.5  \n4352         7.5  \n4936         7.5  \n4941         7.5  \n4904         7.5  \n3271         7.5  \n202          7.5  \n2204         7.5  \n2249         7.5  \n1558         7.5  \n2275         7.5  \n2322         7.5  \n1552         7.5  \n2329         7.5  \n2354         7.5  \n1428         7.5  \n2434         7.5  \n2442         7.5  \n2490         7.5  \n2509         7.5  \n2601         7.5  \n2623         7.5  \n2206         7.5  \n2184         7.5  \n1203         7.5  \n1611         7.5  \n1840         7.5  \n1865         7.5  \n1758         7.5  \n1743         7.5  \n1722         7.5  \n1930         7.5  \n1931         7.5  \n1933         7.5  \n1944         7.5  \n1645         7.5  \n2086         7.5  \n2138         7.5  \n1635         7.5  \n2163         7.5  \n1205         7.5  \n2719         7.5  \n210          7.5  \n3516         7.5  \n521          7.5  \n3597         7.5  \n424          7.5  \n3733         7.5  \n3808         7.5  \n362          7.5  \n3916         7.5  \n3988         7.5  \n3999         7.5  \n326          7.5  \n4043         7.5  \n311          7.5  \n257          7.5  \n214          7.5  \n212          7.5  \n3583         7.5  \n3504         7.5  \n2758         7.5  \n3477         7.5  \n1143         7.5  \n1140         7.5  \n1011         7.5  \n2930         7.5  \n2995         7.5  \n3004         7.5  \n3015         7.5  \n3020         7.5  \n3031         7.5  \n3047         7.5  \n3107         7.5  \n827          7.5  \n694          7.5  \n5027         7.5  ","text/html":"\n  <div id=\"df-7c9e34e9-0de4-4184-b170-28655f38bd3b\">\n    <div class=\"colab-df-container\">\n      <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>title_year</th>\n      <th>movie_title</th>\n      <th>director_name</th>\n      <th>actor_1_name</th>\n      <th>actor_2_name</th>\n      <th>actor_3_name</th>\n      <th>Profit</th>\n      <th>imdb_score</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>1937</th>\n      <td>1994</td>\n      <td>The Shawshank Redemption</td>\n      <td>Frank Darabont</td>\n      <td>Morgan Freeman</td>\n      <td>Jeffrey DeMunn</td>\n      <td>Bob Gunton</td>\n      <td>3.341469</td>\n      <td>9.3</td>\n    </tr>\n    <tr>\n      <th>3466</th>\n      <td>1972</td>\n      <td>The Godfather</td>\n      <td>Francis Ford Coppola</td>\n      <td>Al Pacino</td>\n      <td>Marlon Brando</td>\n      <td>Robert Duvall</td>\n      <td>128.821952</td>\n      <td>9.2</td>\n    </tr>\n    <tr>\n      <th>66</th>\n      <td>2008</td>\n      <td>The Dark Knight</td>\n      <td>Christopher Nolan</td>\n      <td>Christian Bale</td>\n      <td>Heath Ledger</td>\n      <td>Morgan Freeman</td>\n      <td>348.316061</td>\n      <td>9.0</td>\n    </tr>\n    <tr>\n      <th>2837</th>\n      <td>1974</td>\n      <td>The Godfather: Part II</td>\n      <td>Francis Ford Coppola</td>\n      <td>Robert De Niro</td>\n      <td>Al Pacino</td>\n      <td>Robert Duvall</td>\n      <td>44.300000</td>\n      <td>9.0</td>\n    </tr>\n    <tr>\n      <th>339</th>\n      <td>2003</td>\n      <td>The Lord of the Rings: The Return of the King</td>\n      <td>Peter Jackson</td>\n      <td>Orlando Bloom</td>\n      <td>Billy Boyd</td>\n      <td>Bernard Hill</td>\n      <td>283.019252</td>\n      <td>8.9</td>\n    </tr>\n    <tr>\n      <th>3355</th>\n      <td>1994</td>\n      <td>Pulp Fiction</td>\n      <td>Quentin Tarantino</td>\n      <td>Bruce Willis</td>\n      <td>Eric Stoltz</td>\n      <td>Phil LaMarr</td>\n      <td>99.930000</td>\n      <td>8.9</td>\n    </tr>\n    <tr>\n      <th>4498</th>\n      <td>1966</td>\n      <td>The Good, the Bad and the Ugly</td>\n      <td>Sergio Leone</td>\n      <td>Clint Eastwood</td>\n      <td>Luigi Pistilli</td>\n      <td>Enzo Petito</td>\n      <td>4.900000</td>\n      <td>8.9</td>\n    </tr>\n    <tr>\n      <th>1874</th>\n      <td>1993</td>\n      <td>Schindler's List</td>\n      <td>Steven Spielberg</td>\n      <td>Liam Neeson</td>\n      <td>Embeth Davidtz</td>\n      <td>Caroline Goodall</td>\n      <td>74.067179</td>\n      <td>8.9</td>\n    </tr>\n    <tr>\n      <th>683</th>\n      <td>1999</td>\n      <td>Fight Club</td>\n      <td>David Fincher</td>\n      <td>Brad Pitt</td>\n      <td>Meat Loaf</td>\n      <td>Eugenie Bondurant</td>\n      <td>-25.976605</td>\n      <td>8.8</td>\n    </tr>\n    <tr>\n      <th>2051</th>\n      <td>1980</td>\n      <td>Star Wars: Episode V - The Empire Strikes Back</td>\n      <td>Irvin Kershner</td>\n      <td>Harrison Ford</td>\n      <td>Kenny Baker</td>\n      <td>Anthony Daniels</td>\n      <td>272.158751</td>\n      <td>8.8</td>\n    </tr>\n    <tr>\n      <th>270</th>\n      <td>2001</td>\n      <td>The Lord of the Rings: The Fellowship of the R...</td>\n      <td>Peter Jackson</td>\n      <td>Christopher Lee</td>\n      <td>Orlando Bloom</td>\n      <td>Billy Boyd</td>\n      <td>220.837577</td>\n      <td>8.8</td>\n    </tr>\n    <tr>\n      <th>97</th>\n      <td>2010</td>\n      <td>Inception</td>\n      <td>Christopher Nolan</td>\n      <td>Leonardo DiCaprio</td>\n      <td>Tom Hardy</td>\n      <td>Joseph Gordon-Levitt</td>\n      <td>132.568851</td>\n      <td>8.8</td>\n    </tr>\n    <tr>\n      <th>836</th>\n      <td>1994</td>\n      <td>Forrest Gump</td>\n      <td>Robert Zemeckis</td>\n      <td>Tom Hanks</td>\n      <td>Siobhan Fallon Hogan</td>\n      <td>Sam Anderson</td>\n      <td>274.691196</td>\n      <td>8.8</td>\n    </tr>\n    <tr>\n      <th>1903</th>\n      <td>1990</td>\n      <td>Goodfellas</td>\n      <td>Martin Scorsese</td>\n      <td>Robert De Niro</td>\n      <td>Mike Starr</td>\n      <td>Paul Sorvino</td>\n      <td>21.836394</td>\n      <td>8.7</td>\n    </tr>\n    <tr>\n      <th>340</th>\n      <td>2002</td>\n      <td>The Lord of the Rings: The Two Towers</td>\n      <td>Peter Jackson</td>\n      <td>Christopher Lee</td>\n      <td>Orlando Bloom</td>\n      <td>Billy Boyd</td>\n      <td>246.478898</td>\n      <td>8.7</td>\n    </tr>\n    <tr>\n      <th>4029</th>\n      <td>2002</td>\n      <td>City of God</td>\n      <td>Fernando Meirelles</td>\n      <td>Alice Braga</td>\n      <td>Seu Jorge</td>\n      <td>Alexandre Rodrigues</td>\n      <td>4.263397</td>\n      <td>8.7</td>\n    </tr>\n    <tr>\n      <th>3024</th>\n      <td>1977</td>\n      <td>Star Wars: Episode IV - A New Hope</td>\n      <td>George Lucas</td>\n      <td>Harrison Ford</td>\n      <td>Peter Cushing</td>\n      <td>Kenny Baker</td>\n      <td>449.935665</td>\n      <td>8.7</td>\n    </tr>\n    <tr>\n      <th>4747</th>\n      <td>1954</td>\n      <td>Seven Samurai</td>\n      <td>Akira Kurosawa</td>\n      <td>Takashi Shimura</td>\n      <td>Minoru Chiaki</td>\n      <td>Kamatari Fujiwara</td>\n      <td>-1.730939</td>\n      <td>8.7</td>\n    </tr>\n    <tr>\n      <th>654</th>\n      <td>1999</td>\n      <td>The Matrix</td>\n      <td>Lana Wachowski</td>\n      <td>Keanu Reeves</td>\n      <td>Marcus Chong</td>\n      <td>Gloria Foster</td>\n      <td>108.383253</td>\n      <td>8.7</td>\n    </tr>\n    <tr>\n      <th>3867</th>\n      <td>1975</td>\n      <td>One Flew Over the Cuckoo's Nest</td>\n      <td>Milos Forman</td>\n      <td>Scatman Crothers</td>\n      <td>Michael Berryman</td>\n      <td>Louise Fletcher</td>\n      <td>107.600000</td>\n      <td>8.7</td>\n    </tr>\n    <tr>\n      <th>4427</th>\n      <td>1936</td>\n      <td>Modern Times</td>\n      <td>Charles Chaplin</td>\n      <td>Paulette Goddard</td>\n      <td>Stanley Blystone</td>\n      <td>Fred Malatesta</td>\n      <td>-1.336755</td>\n      <td>8.6</td>\n    </tr>\n    <tr>\n      <th>3592</th>\n      <td>1995</td>\n      <td>The Usual Suspects</td>\n      <td>Bryan Singer</td>\n      <td>Kevin Spacey</td>\n      <td>Chazz Palminteri</td>\n      <td>Kevin Pollak</td>\n      <td>17.272306</td>\n      <td>8.6</td>\n    </tr>\n    <tr>\n      <th>1600</th>\n      <td>1995</td>\n      <td>Se7en</td>\n      <td>David Fincher</td>\n      <td>Morgan Freeman</td>\n      <td>Brad Pitt</td>\n      <td>Reg E. Cathey</td>\n      <td>67.125340</td>\n      <td>8.6</td>\n    </tr>\n    <tr>\n      <th>96</th>\n      <td>2014</td>\n      <td>Interstellar</td>\n      <td>Christopher Nolan</td>\n      <td>Matthew McConaughey</td>\n      <td>Anne Hathaway</td>\n      <td>Mackenzie Foy</td>\n      <td>22.991439</td>\n      <td>8.6</td>\n    </tr>\n    <tr>\n      <th>2373</th>\n      <td>2001</td>\n      <td>Spirited Away</td>\n      <td>Hayao Miyazaki</td>\n      <td>Bunta Sugawara</td>\n      <td>Ryûnosuke Kamiki</td>\n      <td>Miyu Irino</td>\n      <td>-8.950114</td>\n      <td>8.6</td>\n    </tr>\n    <tr>\n      <th>2158</th>\n      <td>1991</td>\n      <td>The Silence of the Lambs</td>\n      <td>Jonathan Demme</td>\n      <td>Anthony Hopkins</td>\n      <td>Scott Glenn</td>\n      <td>Anthony Heald</td>\n      <td>111.727000</td>\n      <td>8.6</td>\n    </tr>\n    <tr>\n      <th>3175</th>\n      <td>1998</td>\n      <td>American History X</td>\n      <td>Tony Kaye</td>\n      <td>Ethan Suplee</td>\n      <td>Beverly D'Angelo</td>\n      <td>Stacy Keach</td>\n      <td>-0.787759</td>\n      <td>8.6</td>\n    </tr>\n    <tr>\n      <th>648</th>\n      <td>1998</td>\n      <td>Saving Private Ryan</td>\n      <td>Steven Spielberg</td>\n      <td>Tom Hanks</td>\n      <td>Vin Diesel</td>\n      <td>Matt Damon</td>\n      <td>146.119491</td>\n      <td>8.6</td>\n    </tr>\n    <tr>\n      <th>2363</th>\n      <td>1985</td>\n      <td>Back to the Future</td>\n      <td>Robert Zemeckis</td>\n      <td>Lea Thompson</td>\n      <td>Thomas F. Wilson</td>\n      <td>J.J. Cohen</td>\n      <td>191.609762</td>\n      <td>8.5</td>\n    </tr>\n    <tr>\n      <th>509</th>\n      <td>1994</td>\n      <td>The Lion King</td>\n      <td>Roger Allers</td>\n      <td>Matthew Broderick</td>\n      <td>Nathan Lane</td>\n      <td>Niketa Calame</td>\n      <td>377.783777</td>\n      <td>8.5</td>\n    </tr>\n    <tr>\n      <th>4259</th>\n      <td>2006</td>\n      <td>The Lives of Others</td>\n      <td>Florian Henckel von Donnersmarck</td>\n      <td>Sebastian Koch</td>\n      <td>Ulrich Mühe</td>\n      <td>Martina Gedeck</td>\n      <td>9.284657</td>\n      <td>8.5</td>\n    </tr>\n    <tr>\n      <th>4921</th>\n      <td>1997</td>\n      <td>Children of Heaven</td>\n      <td>Majid Majidi</td>\n      <td>Bahare Seddiqi</td>\n      <td>Amir Farrokh Hashemian</td>\n      <td>Mohammad Amir Naji</td>\n      <td>0.745402</td>\n      <td>8.5</td>\n    </tr>\n    <tr>\n      <th>283</th>\n      <td>2000</td>\n      <td>Gladiator</td>\n      <td>Ridley Scott</td>\n      <td>Djimon Hounsou</td>\n      <td>Connie Nielsen</td>\n      <td>Oliver Reed</td>\n      <td>84.670866</td>\n      <td>8.5</td>\n    </tr>\n    <tr>\n      <th>288</th>\n      <td>1991</td>\n      <td>Terminator 2: Judgment Day</td>\n      <td>James Cameron</td>\n      <td>Joe Morton</td>\n      <td>Jenette Goldstein</td>\n      <td>S. Epatha Merkerson</td>\n      <td>102.843350</td>\n      <td>8.5</td>\n    </tr>\n    <tr>\n      <th>1448</th>\n      <td>2002</td>\n      <td>The Pianist</td>\n      <td>Roman Polanski</td>\n      <td>Emilia Fox</td>\n      <td>Frank Finlay</td>\n      <td>Ed Stoppard</td>\n      <td>-2.480678</td>\n      <td>8.5</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>2012</td>\n      <td>The Dark Knight Rises</td>\n      <td>Christopher Nolan</td>\n      <td>Tom Hardy</td>\n      <td>Christian Bale</td>\n      <td>Joseph Gordon-Levitt</td>\n      <td>198.130642</td>\n      <td>8.5</td>\n    </tr>\n    <tr>\n      <th>296</th>\n      <td>2012</td>\n      <td>Django Unchained</td>\n      <td>Quentin Tarantino</td>\n      <td>Leonardo DiCaprio</td>\n      <td>Christoph Waltz</td>\n      <td>Ato Essandoh</td>\n      <td>62.804648</td>\n      <td>8.5</td>\n    </tr>\n    <tr>\n      <th>1233</th>\n      <td>2006</td>\n      <td>The Prestige</td>\n      <td>Christopher Nolan</td>\n      <td>Christian Bale</td>\n      <td>Hugh Jackman</td>\n      <td>Scarlett Johansson</td>\n      <td>13.082743</td>\n      <td>8.5</td>\n    </tr>\n    <tr>\n      <th>3716</th>\n      <td>2000</td>\n      <td>Memento</td>\n      <td>Christopher Nolan</td>\n      <td>Callum Rennie</td>\n      <td>Thomas Lennon</td>\n      <td>Jorja Fox</td>\n      <td>16.530884</td>\n      <td>8.5</td>\n    </tr>\n    <tr>\n      <th>4028</th>\n      <td>2014</td>\n      <td>Whiplash</td>\n      <td>Damien Chazelle</td>\n      <td>J.K. Simmons</td>\n      <td>Melissa Benoist</td>\n      <td>Chris Mulkey</td>\n      <td>9.792000</td>\n      <td>8.5</td>\n    </tr>\n    <tr>\n      <th>712</th>\n      <td>1999</td>\n      <td>The Green Mile</td>\n      <td>Frank Darabont</td>\n      <td>Tom Hanks</td>\n      <td>Jeffrey DeMunn</td>\n      <td>Michael Jeter</td>\n      <td>76.801374</td>\n      <td>8.5</td>\n    </tr>\n    <tr>\n      <th>1571</th>\n      <td>1979</td>\n      <td>Apocalypse Now</td>\n      <td>Francis Ford Coppola</td>\n      <td>Harrison Ford</td>\n      <td>Marlon Brando</td>\n      <td>Robert Duvall</td>\n      <td>47.300000</td>\n      <td>8.5</td>\n    </tr>\n    <tr>\n      <th>3277</th>\n      <td>1979</td>\n      <td>Alien</td>\n      <td>Ridley Scott</td>\n      <td>Tom Skerritt</td>\n      <td>Yaphet Kotto</td>\n      <td>Bolaji Badejo</td>\n      <td>67.900000</td>\n      <td>8.5</td>\n    </tr>\n    <tr>\n      <th>361</th>\n      <td>2006</td>\n      <td>The Departed</td>\n      <td>Martin Scorsese</td>\n      <td>Leonardo DiCaprio</td>\n      <td>Matt Damon</td>\n      <td>Ray Winstone</td>\n      <td>42.373442</td>\n      <td>8.5</td>\n    </tr>\n    <tr>\n      <th>2152</th>\n      <td>1981</td>\n      <td>Raiders of the Lost Ark</td>\n      <td>Steven Spielberg</td>\n      <td>Harrison Ford</td>\n      <td>Karen Allen</td>\n      <td>William Hootkins</td>\n      <td>224.374454</td>\n      <td>8.5</td>\n    </tr>\n    <tr>\n      <th>2242</th>\n      <td>1960</td>\n      <td>Psycho</td>\n      <td>Alfred Hitchcock</td>\n      <td>Janet Leigh</td>\n      <td>Vera Miles</td>\n      <td>John Gavin</td>\n      <td>31.193053</td>\n      <td>8.5</td>\n    </tr>\n    <tr>\n      <th>3931</th>\n      <td>2011</td>\n      <td>Samsara</td>\n      <td>Ron Fricke</td>\n      <td>Collin Alfredo St. Dic</td>\n      <td>Balinese Tari Legong Dancers</td>\n      <td>Puti Sri Candra Dewi</td>\n      <td>-1.398153</td>\n      <td>8.5</td>\n    </tr>\n    <tr>\n      <th>2606</th>\n      <td>1999</td>\n      <td>American Beauty</td>\n      <td>Sam Mendes</td>\n      <td>Kevin Spacey</td>\n      <td>Peter Gallagher</td>\n      <td>Ara Celi</td>\n      <td>115.058047</td>\n      <td>8.4</td>\n    </tr>\n    <tr>\n      <th>3849</th>\n      <td>2000</td>\n      <td>Requiem for a Dream</td>\n      <td>Darren Aronofsky</td>\n      <td>Ellen Burstyn</td>\n      <td>Mark Margolis</td>\n      <td>Louise Lasser</td>\n      <td>-0.890722</td>\n      <td>8.4</td>\n    </tr>\n    <tr>\n      <th>4105</th>\n      <td>2003</td>\n      <td>Oldboy</td>\n      <td>Chan-wook Park</td>\n      <td>Min-sik Choi</td>\n      <td>Ji-tae Yu</td>\n      <td>Hye-jeong Kang</td>\n      <td>-0.818710</td>\n      <td>8.4</td>\n    </tr>\n    <tr>\n      <th>2644</th>\n      <td>1962</td>\n      <td>Lawrence of Arabia</td>\n      <td>David Lean</td>\n      <td>Claude Rains</td>\n      <td>José Ferrer</td>\n      <td>Jack Hawkins</td>\n      <td>-9.000000</td>\n      <td>8.4</td>\n    </tr>\n    <tr>\n      <th>2970</th>\n      <td>1981</td>\n      <td>Das Boot</td>\n      <td>Wolfgang Petersen</td>\n      <td>Jürgen Prochnow</td>\n      <td>Martin Semmelrogge</td>\n      <td>Herbert Grönemeyer</td>\n      <td>-2.566866</td>\n      <td>8.4</td>\n    </tr>\n    <tr>\n      <th>573</th>\n      <td>1995</td>\n      <td>Braveheart</td>\n      <td>Mel Gibson</td>\n      <td>Mhairi Calvey</td>\n      <td>Patrick McGoohan</td>\n      <td>James Robinson</td>\n      <td>3.600000</td>\n      <td>8.4</td>\n    </tr>\n    <tr>\n      <th>4496</th>\n      <td>1992</td>\n      <td>Reservoir Dogs</td>\n      <td>Quentin Tarantino</td>\n      <td>Quentin Tarantino</td>\n      <td>Steve Buscemi</td>\n      <td>Chris Penn</td>\n      <td>1.612029</td>\n      <td>8.4</td>\n    </tr>\n    <tr>\n      <th>1714</th>\n      <td>1984</td>\n      <td>Once Upon a Time in America</td>\n      <td>Sergio Leone</td>\n      <td>Robert De Niro</td>\n      <td>Burt Young</td>\n      <td>Treat Williams</td>\n      <td>-24.700000</td>\n      <td>8.4</td>\n    </tr>\n    <tr>\n      <th>2323</th>\n      <td>1997</td>\n      <td>Princess Mononoke</td>\n      <td>Hayao Miyazaki</td>\n      <td>Minnie Driver</td>\n      <td>Jada Pinkett Smith</td>\n      <td>Billy Crudup</td>\n      <td>-2397.701809</td>\n      <td>8.4</td>\n    </tr>\n    <tr>\n      <th>1536</th>\n      <td>1983</td>\n      <td>Star Wars: Episode VI - Return of the Jedi</td>\n      <td>Richard Marquand</td>\n      <td>Harrison Ford</td>\n      <td>Ian McDiarmid</td>\n      <td>Kenny Baker</td>\n      <td>276.625409</td>\n      <td>8.4</td>\n    </tr>\n    <tr>\n      <th>4659</th>\n      <td>2011</td>\n      <td>A Separation</td>\n      <td>Asghar Farhadi</td>\n      <td>Shahab Hosseini</td>\n      <td>Leila Hatami</td>\n      <td>Peyman Moaadi</td>\n      <td>6.598492</td>\n      <td>8.4</td>\n    </tr>\n    <tr>\n      <th>4748</th>\n      <td>2012</td>\n      <td>The Other Dream Team</td>\n      <td>Marius A. Markevicius</td>\n      <td>Tommy Sheppard</td>\n      <td>Greg Speirs</td>\n      <td>Mickey Hart</td>\n      <td>-0.366222</td>\n      <td>8.4</td>\n    </tr>\n    <tr>\n      <th>58</th>\n      <td>2008</td>\n      <td>WALL·E</td>\n      <td>Andrew Stanton</td>\n      <td>John Ratzenberger</td>\n      <td>Fred Willard</td>\n      <td>Jeff Garlin</td>\n      <td>43.806889</td>\n      <td>8.4</td>\n    </tr>\n    <tr>\n      <th>2486</th>\n      <td>1986</td>\n      <td>Aliens</td>\n      <td>James Cameron</td>\n      <td>Michael Biehn</td>\n      <td>Carrie Henn</td>\n      <td>Jenette Goldstein</td>\n      <td>66.700000</td>\n      <td>8.4</td>\n    </tr>\n    <tr>\n      <th>1329</th>\n      <td>2015</td>\n      <td>Baahubali: The Beginning</td>\n      <td>S.S. Rajamouli</td>\n      <td>Tamannaah Bhatia</td>\n      <td>Anushka Shetty</td>\n      <td>Prabhas</td>\n      <td>-11.528148</td>\n      <td>8.4</td>\n    </tr>\n    <tr>\n      <th>1298</th>\n      <td>2001</td>\n      <td>Amélie</td>\n      <td>Jean-Pierre Jeunet</td>\n      <td>Mathieu Kassovitz</td>\n      <td>Jamel Debbouze</td>\n      <td>Isabelle Nanty</td>\n      <td>-43.798339</td>\n      <td>8.4</td>\n    </tr>\n    <tr>\n      <th>4795</th>\n      <td>1975</td>\n      <td>Monty Python and the Holy Grail</td>\n      <td>Terry Gilliam</td>\n      <td>Eric Idle</td>\n      <td>Michael Palin</td>\n      <td>Terry Jones</td>\n      <td>0.999622</td>\n      <td>8.3</td>\n    </tr>\n    <tr>\n      <th>1906</th>\n      <td>1983</td>\n      <td>Scarface</td>\n      <td>Brian De Palma</td>\n      <td>Al Pacino</td>\n      <td>F. Murray Abraham</td>\n      <td>Mary Elizabeth Mastrantonio</td>\n      <td>19.700000</td>\n      <td>8.3</td>\n    </tr>\n    <tr>\n      <th>43</th>\n      <td>2010</td>\n      <td>Toy Story 3</td>\n      <td>Lee Unkrich</td>\n      <td>Tom Hanks</td>\n      <td>John Ratzenberger</td>\n      <td>Don Rickles</td>\n      <td>214.984497</td>\n      <td>8.3</td>\n    </tr>\n    <tr>\n      <th>1588</th>\n      <td>1995</td>\n      <td>Toy Story</td>\n      <td>John Lasseter</td>\n      <td>Tom Hanks</td>\n      <td>John Ratzenberger</td>\n      <td>Jim Varney</td>\n      <td>161.796233</td>\n      <td>8.3</td>\n    </tr>\n    <tr>\n      <th>67</th>\n      <td>2009</td>\n      <td>Up</td>\n      <td>Pete Docter</td>\n      <td>John Ratzenberger</td>\n      <td>Delroy Lindo</td>\n      <td>Jess Harnell</td>\n      <td>117.979556</td>\n      <td>8.3</td>\n    </tr>\n    <tr>\n      <th>4688</th>\n      <td>1994</td>\n      <td>Hoop Dreams</td>\n      <td>Steve James</td>\n      <td>William Gates</td>\n      <td>Arthur Agee</td>\n      <td>Isiah Thomas</td>\n      <td>7.130611</td>\n      <td>8.3</td>\n    </tr>\n    <tr>\n      <th>3668</th>\n      <td>1973</td>\n      <td>The Sting</td>\n      <td>George Roy Hill</td>\n      <td>Eileen Brennan</td>\n      <td>Robert Shaw</td>\n      <td>Ray Walston</td>\n      <td>154.100000</td>\n      <td>8.3</td>\n    </tr>\n    <tr>\n      <th>3089</th>\n      <td>1997</td>\n      <td>Good Will Hunting</td>\n      <td>Gus Van Sant</td>\n      <td>Robin Williams</td>\n      <td>Matt Damon</td>\n      <td>Minnie Driver</td>\n      <td>128.339411</td>\n      <td>8.3</td>\n    </tr>\n    <tr>\n      <th>588</th>\n      <td>2009</td>\n      <td>Inglourious Basterds</td>\n      <td>Quentin Tarantino</td>\n      <td>Michael Fassbender</td>\n      <td>Brad Pitt</td>\n      <td>Christoph Waltz</td>\n      <td>45.523073</td>\n      <td>8.3</td>\n    </tr>\n    <tr>\n      <th>78</th>\n      <td>2015</td>\n      <td>Inside Out</td>\n      <td>Pete Docter</td>\n      <td>Amy Poehler</td>\n      <td>Mindy Kaling</td>\n      <td>Phyllis Smith</td>\n      <td>181.454367</td>\n      <td>8.3</td>\n    </tr>\n    <tr>\n      <th>2223</th>\n      <td>2004</td>\n      <td>Eternal Sunshine of the Spotless Mind</td>\n      <td>Michel Gondry</td>\n      <td>Kate Winslet</td>\n      <td>Kirsten Dunst</td>\n      <td>Tom Wilkinson</td>\n      <td>14.126138</td>\n      <td>8.3</td>\n    </tr>\n    <tr>\n      <th>3079</th>\n      <td>1968</td>\n      <td>2001: A Space Odyssey</td>\n      <td>Stanley Kubrick</td>\n      <td>Keir Dullea</td>\n      <td>Gary Lockwood</td>\n      <td>Glenn Beck</td>\n      <td>44.715371</td>\n      <td>8.3</td>\n    </tr>\n    <tr>\n      <th>4155</th>\n      <td>1959</td>\n      <td>Some Like It Hot</td>\n      <td>Billy Wilder</td>\n      <td>Nehemiah Persoff</td>\n      <td>Joe E. Brown</td>\n      <td>George Raft</td>\n      <td>22.116152</td>\n      <td>8.3</td>\n    </tr>\n    <tr>\n      <th>4286</th>\n      <td>2007</td>\n      <td>No End in Sight</td>\n      <td>Charles Ferguson</td>\n      <td>Campbell Scott</td>\n      <td>Dick Cheney</td>\n      <td>Donald Rumsfeld</td>\n      <td>-0.569815</td>\n      <td>8.3</td>\n    </tr>\n    <tr>\n      <th>2866</th>\n      <td>2015</td>\n      <td>Room</td>\n      <td>Lenny Abrahamson</td>\n      <td>Joan Allen</td>\n      <td>Jacob Tremblay</td>\n      <td>Cas Anvar</td>\n      <td>1.677654</td>\n      <td>8.3</td>\n    </tr>\n    <tr>\n      <th>2760</th>\n      <td>1992</td>\n      <td>Unforgiven</td>\n      <td>Clint Eastwood</td>\n      <td>Clint Eastwood</td>\n      <td>Morgan Freeman</td>\n      <td>Frances Fisher</td>\n      <td>86.757447</td>\n      <td>8.3</td>\n    </tr>\n    <tr>\n      <th>1416</th>\n      <td>1997</td>\n      <td>L.A. Confidential</td>\n      <td>Curtis Hanson</td>\n      <td>Kevin Spacey</td>\n      <td>Matt McCoy</td>\n      <td>Paul Guilfoyle</td>\n      <td>29.604977</td>\n      <td>8.3</td>\n    </tr>\n    <tr>\n      <th>2829</th>\n      <td>2004</td>\n      <td>Downfall</td>\n      <td>Oliver Hirschbiegel</td>\n      <td>Thomas Kretschmann</td>\n      <td>Bruno Ganz</td>\n      <td>Alexandra Maria Lara</td>\n      <td>-7.998060</td>\n      <td>8.3</td>\n    </tr>\n    <tr>\n      <th>2425</th>\n      <td>1980</td>\n      <td>Raging Bull</td>\n      <td>Martin Scorsese</td>\n      <td>Robert De Niro</td>\n      <td>Cathy Moriarty</td>\n      <td>Frank Vincent</td>\n      <td>-17.954750</td>\n      <td>8.3</td>\n    </tr>\n    <tr>\n      <th>2407</th>\n      <td>1984</td>\n      <td>Amadeus</td>\n      <td>Milos Forman</td>\n      <td>Jeffrey Jones</td>\n      <td>F. Murray Abraham</td>\n      <td>Tom Hulce</td>\n      <td>33.600000</td>\n      <td>8.3</td>\n    </tr>\n    <tr>\n      <th>2734</th>\n      <td>1927</td>\n      <td>Metropolis</td>\n      <td>Fritz Lang</td>\n      <td>Brigitte Helm</td>\n      <td>Gustav Fröhlich</td>\n      <td>Rudolf Klein-Rogge</td>\n      <td>-5.973565</td>\n      <td>8.3</td>\n    </tr>\n    <tr>\n      <th>1039</th>\n      <td>1989</td>\n      <td>Indiana Jones and the Last Crusade</td>\n      <td>Steven Spielberg</td>\n      <td>Harrison Ford</td>\n      <td>Julian Glover</td>\n      <td>Alison Doody</td>\n      <td>149.171806</td>\n      <td>8.3</td>\n    </tr>\n    <tr>\n      <th>4033</th>\n      <td>2012</td>\n      <td>The Hunt</td>\n      <td>Thomas Vinterberg</td>\n      <td>Thomas Bo Larsen</td>\n      <td>Alexandra Rapaport</td>\n      <td>Hana Shuan</td>\n      <td>-3.189032</td>\n      <td>8.3</td>\n    </tr>\n    <tr>\n      <th>120</th>\n      <td>2005</td>\n      <td>Batman Begins</td>\n      <td>Christopher Nolan</td>\n      <td>Christian Bale</td>\n      <td>Liam Neeson</td>\n      <td>Morgan Freeman</td>\n      <td>55.343774</td>\n      <td>8.3</td>\n    </tr>\n    <tr>\n      <th>3017</th>\n      <td>2000</td>\n      <td>Snatch</td>\n      <td>Guy Ritchie</td>\n      <td>Jason Statham</td>\n      <td>Brad Pitt</td>\n      <td>Jason Flemyng</td>\n      <td>24.093107</td>\n      <td>8.3</td>\n    </tr>\n    <tr>\n      <th>3550</th>\n      <td>2010</td>\n      <td>Incendies</td>\n      <td>Denis Villeneuve</td>\n      <td>Lubna Azabal</td>\n      <td>Mélissa Désormeaux-Poulin</td>\n      <td>Ahmad Massad</td>\n      <td>0.057096</td>\n      <td>8.2</td>\n    </tr>\n    <tr>\n      <th>2703</th>\n      <td>1998</td>\n      <td>The Big Lebowski</td>\n      <td>Joel Coen</td>\n      <td>Philip Seymour Hoffman</td>\n      <td>Jeff Bridges</td>\n      <td>Steve Buscemi</td>\n      <td>2.439163</td>\n      <td>8.2</td>\n    </tr>\n    <tr>\n      <th>2551</th>\n      <td>2006</td>\n      <td>Pan's Labyrinth</td>\n      <td>Guillermo del Toro</td>\n      <td>Ivana Baquero</td>\n      <td>Maribel Verdú</td>\n      <td>Sergi López</td>\n      <td>24.123143</td>\n      <td>8.2</td>\n    </tr>\n    <tr>\n      <th>1869</th>\n      <td>2008</td>\n      <td>Gran Torino</td>\n      <td>Clint Eastwood</td>\n      <td>Clint Eastwood</td>\n      <td>Dreama Walker</td>\n      <td>Ahney Her</td>\n      <td>115.085755</td>\n      <td>8.2</td>\n    </tr>\n    <tr>\n      <th>2250</th>\n      <td>2007</td>\n      <td>Into the Wild</td>\n      <td>Sean Penn</td>\n      <td>Kristen Stewart</td>\n      <td>William Hurt</td>\n      <td>Hal Holbrook</td>\n      <td>3.352454</td>\n      <td>8.2</td>\n    </tr>\n    <tr>\n      <th>1978</th>\n      <td>2011</td>\n      <td>Warrior</td>\n      <td>Gavin O'Connor</td>\n      <td>Tom Hardy</td>\n      <td>Frank Grillo</td>\n      <td>Kevin Dunn</td>\n      <td>-11.348338</td>\n      <td>8.2</td>\n    </tr>\n    <tr>\n      <th>1754</th>\n      <td>1988</td>\n      <td>Die Hard</td>\n      <td>John McTiernan</td>\n      <td>Alan Rickman</td>\n      <td>Bruce Willis</td>\n      <td>Reginald VelJohnson</td>\n      <td>53.350242</td>\n      <td>8.2</td>\n    </tr>\n    <tr>\n      <th>920</th>\n      <td>1995</td>\n      <td>Casino</td>\n      <td>Martin Scorsese</td>\n      <td>Robert De Niro</td>\n      <td>Don Rickles</td>\n      <td>Kevin Pollak</td>\n      <td>-9.561700</td>\n      <td>8.2</td>\n    </tr>\n    <tr>\n      <th>2047</th>\n      <td>2004</td>\n      <td>Howl's Moving Castle</td>\n      <td>Hayao Miyazaki</td>\n      <td>Christian Bale</td>\n      <td>Blythe Danner</td>\n      <td>Jean Simmons</td>\n      <td>-19.289545</td>\n      <td>8.2</td>\n    </tr>\n    <tr>\n      <th>960</th>\n      <td>2005</td>\n      <td>V for Vendetta</td>\n      <td>James McTeigue</td>\n      <td>Natalie Portman</td>\n      <td>Eddie Marsan</td>\n      <td>Rupert Graves</td>\n      <td>16.496802</td>\n      <td>8.2</td>\n    </tr>\n    <tr>\n      <th>1359</th>\n      <td>1982</td>\n      <td>The Thing</td>\n      <td>John Carpenter</td>\n      <td>Wilford Brimley</td>\n      <td>Richard Masur</td>\n      <td>David Clennon</td>\n      <td>-1.217162</td>\n      <td>8.2</td>\n    </tr>\n    <tr>\n      <th>1777</th>\n      <td>1982</td>\n      <td>Blade Runner</td>\n      <td>Ridley Scott</td>\n      <td>Harrison Ford</td>\n      <td>Sean Young</td>\n      <td>M. Emmet Walsh</td>\n      <td>-1.000000</td>\n      <td>8.2</td>\n    </tr>\n    <tr>\n      <th>4050</th>\n      <td>1996</td>\n      <td>Trainspotting</td>\n      <td>Danny Boyle</td>\n      <td>Kelly Macdonald</td>\n      <td>Shirley Henderson</td>\n      <td>Ewen Bremner</td>\n      <td>13.001785</td>\n      <td>8.2</td>\n    </tr>\n    <tr>\n      <th>338</th>\n      <td>2003</td>\n      <td>Finding Nemo</td>\n      <td>Andrew Stanton</td>\n      <td>Alexander Gould</td>\n      <td>Stephen Root</td>\n      <td>Brad Garrett</td>\n      <td>286.838870</td>\n      <td>8.2</td>\n    </tr>\n    <tr>\n      <th>4066</th>\n      <td>1957</td>\n      <td>The Bridge on the River Kwai</td>\n      <td>David Lean</td>\n      <td>William Holden</td>\n      <td>Sessue Hayakawa</td>\n      <td>Jack Hawkins</td>\n      <td>24.200000</td>\n      <td>8.2</td>\n    </tr>\n    <tr>\n      <th>27</th>\n      <td>2016</td>\n      <td>Captain America: Civil War</td>\n      <td>Anthony Russo</td>\n      <td>Robert Downey Jr.</td>\n      <td>Scarlett Johansson</td>\n      <td>Chris Evans</td>\n      <td>157.197282</td>\n      <td>8.2</td>\n    </tr>\n    <tr>\n      <th>4585</th>\n      <td>2012</td>\n      <td>The Act of Killing</td>\n      <td>Joshua Oppenheimer</td>\n      <td>Anwar Congo</td>\n      <td>Herman Koto</td>\n      <td>Syamsul Arifin</td>\n      <td>-0.515779</td>\n      <td>8.2</td>\n    </tr>\n    <tr>\n      <th>308</th>\n      <td>2013</td>\n      <td>The Wolf of Wall Street</td>\n      <td>Martin Scorsese</td>\n      <td>Leonardo DiCaprio</td>\n      <td>Matthew McConaughey</td>\n      <td>Jon Favreau</td>\n      <td>16.866727</td>\n      <td>8.2</td>\n    </tr>\n    <tr>\n      <th>4000</th>\n      <td>2009</td>\n      <td>The Secret in Their Eyes</td>\n      <td>Juan José Campanella</td>\n      <td>Ricardo Darín</td>\n      <td>Soledad Villamil</td>\n      <td>Guillermo Francella</td>\n      <td>18.167424</td>\n      <td>8.2</td>\n    </tr>\n    <tr>\n      <th>4638</th>\n      <td>1954</td>\n      <td>On the Waterfront</td>\n      <td>Elia Kazan</td>\n      <td>Marlon Brando</td>\n      <td>Karl Malden</td>\n      <td>Rod Steiger</td>\n      <td>8.690000</td>\n      <td>8.2</td>\n    </tr>\n    <tr>\n      <th>3970</th>\n      <td>1939</td>\n      <td>Gone with the Wind</td>\n      <td>Victor Fleming</td>\n      <td>Hattie McDaniel</td>\n      <td>George Reeves</td>\n      <td>Thomas Mitchell</td>\n      <td>194.678278</td>\n      <td>8.2</td>\n    </tr>\n    <tr>\n      <th>4458</th>\n      <td>1998</td>\n      <td>Lock, Stock and Two Smoking Barrels</td>\n      <td>Guy Ritchie</td>\n      <td>Jason Statham</td>\n      <td>Jason Flemyng</td>\n      <td>Dexter Fletcher</td>\n      <td>2.690677</td>\n      <td>8.2</td>\n    </tr>\n    <tr>\n      <th>508</th>\n      <td>2001</td>\n      <td>A Beautiful Mind</td>\n      <td>Ron Howard</td>\n      <td>Adam Goldberg</td>\n      <td>Austin Pendleton</td>\n      <td>Judd Hirsch</td>\n      <td>112.708996</td>\n      <td>8.2</td>\n    </tr>\n    <tr>\n      <th>93</th>\n      <td>2010</td>\n      <td>How to Train Your Dragon</td>\n      <td>Dean DeBlois</td>\n      <td>Gerard Butler</td>\n      <td>America Ferrera</td>\n      <td>Craig Ferguson</td>\n      <td>52.387997</td>\n      <td>8.2</td>\n    </tr>\n    <tr>\n      <th>183</th>\n      <td>2007</td>\n      <td>The Bourne Ultimatum</td>\n      <td>Paul Greengrass</td>\n      <td>Matt Damon</td>\n      <td>Edgar Ramírez</td>\n      <td>Albert Finney</td>\n      <td>117.137090</td>\n      <td>8.1</td>\n    </tr>\n    <tr>\n      <th>128</th>\n      <td>2015</td>\n      <td>Mad Max: Fury Road</td>\n      <td>George Miller</td>\n      <td>Tom Hardy</td>\n      <td>Charlize Theron</td>\n      <td>Zoë Kravitz</td>\n      <td>3.629485</td>\n      <td>8.1</td>\n    </tr>\n    <tr>\n      <th>4289</th>\n      <td>2007</td>\n      <td>In the Shadow of the Moon</td>\n      <td>David Sington</td>\n      <td>John F. Kennedy</td>\n      <td>Buzz Aldrin</td>\n      <td>Neil Armstrong</td>\n      <td>-0.865951</td>\n      <td>8.1</td>\n    </tr>\n    <tr>\n      <th>4267</th>\n      <td>2000</td>\n      <td>Amores Perros</td>\n      <td>Alejandro G. Iñárritu</td>\n      <td>Adriana Barraza</td>\n      <td>Jorge Salinas</td>\n      <td>Goya Toledo</td>\n      <td>3.383834</td>\n      <td>8.1</td>\n    </tr>\n    <tr>\n      <th>2914</th>\n      <td>2004</td>\n      <td>Tae Guk Gi: The Brotherhood of War</td>\n      <td>Je-kyu Kang</td>\n      <td>Min-sik Choi</td>\n      <td>Bin Won</td>\n      <td>Dong-gun Jang</td>\n      <td>-11.689814</td>\n      <td>8.1</td>\n    </tr>\n    <tr>\n      <th>179</th>\n      <td>2015</td>\n      <td>The Revenant</td>\n      <td>Alejandro G. Iñárritu</td>\n      <td>Leonardo DiCaprio</td>\n      <td>Tom Hardy</td>\n      <td>Lukas Haas</td>\n      <td>48.635922</td>\n      <td>8.1</td>\n    </tr>\n    <tr>\n      <th>3584</th>\n      <td>1969</td>\n      <td>Butch Cassidy and the Sundance Kid</td>\n      <td>George Roy Hill</td>\n      <td>Katharine Ross</td>\n      <td>Ted Cassidy</td>\n      <td>Kenneth Mars</td>\n      <td>96.308900</td>\n      <td>8.1</td>\n    </tr>\n    <tr>\n      <th>1084</th>\n      <td>2013</td>\n      <td>Prisoners</td>\n      <td>Denis Villeneuve</td>\n      <td>Hugh Jackman</td>\n      <td>Jake Gyllenhaal</td>\n      <td>Dylan Minnette</td>\n      <td>14.962878</td>\n      <td>8.1</td>\n    </tr>\n    <tr>\n      <th>2480</th>\n      <td>2004</td>\n      <td>Hotel Rwanda</td>\n      <td>Terry George</td>\n      <td>Don Cheadle</td>\n      <td>Sophie Okonedo</td>\n      <td>Hakeem Kae-Kazim</td>\n      <td>5.972900</td>\n      <td>8.1</td>\n    </tr>\n    <tr>\n      <th>4461</th>\n      <td>1998</td>\n      <td>The Celebration</td>\n      <td>Thomas Vinterberg</td>\n      <td>Ulrich Thomsen</td>\n      <td>Paprika Steen</td>\n      <td>Trine Dyrholm</td>\n      <td>0.347780</td>\n      <td>8.1</td>\n    </tr>\n    <tr>\n      <th>1373</th>\n      <td>2013</td>\n      <td>Rush</td>\n      <td>Ron Howard</td>\n      <td>Chris Hemsworth</td>\n      <td>Olivia Wilde</td>\n      <td>Alexandra Maria Lara</td>\n      <td>-11.096291</td>\n      <td>8.1</td>\n    </tr>\n    <tr>\n      <th>2830</th>\n      <td>2004</td>\n      <td>The Sea Inside</td>\n      <td>Alejandro Amenábar</td>\n      <td>Belén Rueda</td>\n      <td>Lola Dueñas</td>\n      <td>Tamar Novas</td>\n      <td>-7.913655</td>\n      <td>8.1</td>\n    </tr>\n    <tr>\n      <th>4238</th>\n      <td>1946</td>\n      <td>The Best Years of Our Lives</td>\n      <td>William Wyler</td>\n      <td>Myrna Loy</td>\n      <td>Teresa Wright</td>\n      <td>Dana Andrews</td>\n      <td>21.550000</td>\n      <td>8.1</td>\n    </tr>\n    <tr>\n      <th>278</th>\n      <td>2015</td>\n      <td>The Martian</td>\n      <td>Ridley Scott</td>\n      <td>Matt Damon</td>\n      <td>Donald Glover</td>\n      <td>Benedict Wong</td>\n      <td>120.430993</td>\n      <td>8.1</td>\n    </tr>\n    <tr>\n      <th>1181</th>\n      <td>1999</td>\n      <td>The Sixth Sense</td>\n      <td>M. Night Shyamalan</td>\n      <td>Bruce Willis</td>\n      <td>Haley Joel Osment</td>\n      <td>Olivia Williams</td>\n      <td>253.501675</td>\n      <td>8.1</td>\n    </tr>\n    <tr>\n      <th>2755</th>\n      <td>1993</td>\n      <td>Groundhog Day</td>\n      <td>Harold Ramis</td>\n      <td>Bill Murray</td>\n      <td>Chris Elliott</td>\n      <td>Willie Garson</td>\n      <td>56.306973</td>\n      <td>8.1</td>\n    </tr>\n    <tr>\n      <th>4190</th>\n      <td>1995</td>\n      <td>Before Sunrise</td>\n      <td>Richard Linklater</td>\n      <td>Hanno Pöschl</td>\n      <td>Hans Weingartner</td>\n      <td>Dominik Castell</td>\n      <td>2.900000</td>\n      <td>8.1</td>\n    </tr>\n    <tr>\n      <th>205</th>\n      <td>2003</td>\n      <td>Pirates of the Caribbean: The Curse of the Bla...</td>\n      <td>Gore Verbinski</td>\n      <td>Johnny Depp</td>\n      <td>Orlando Bloom</td>\n      <td>Jack Davenport</td>\n      <td>165.388685</td>\n      <td>8.1</td>\n    </tr>\n    <tr>\n      <th>238</th>\n      <td>2001</td>\n      <td>Monsters, Inc.</td>\n      <td>Pete Docter</td>\n      <td>Steve Buscemi</td>\n      <td>John Ratzenberger</td>\n      <td>James Coburn</td>\n      <td>174.907418</td>\n      <td>8.1</td>\n    </tr>\n    <tr>\n      <th>3582</th>\n      <td>1986</td>\n      <td>Platoon</td>\n      <td>Oliver Stone</td>\n      <td>Johnny Depp</td>\n      <td>Tom Berenger</td>\n      <td>Kevin Dillon</td>\n      <td>131.963328</td>\n      <td>8.1</td>\n    </tr>\n    <tr>\n      <th>4157</th>\n      <td>1939</td>\n      <td>The Wizard of Oz</td>\n      <td>Victor Fleming</td>\n      <td>Margaret Hamilton</td>\n      <td>Terry</td>\n      <td>Billie Burke</td>\n      <td>19.402612</td>\n      <td>8.1</td>\n    </tr>\n    <tr>\n      <th>1213</th>\n      <td>2005</td>\n      <td>Sin City</td>\n      <td>Frank Miller</td>\n      <td>Rosario Dawson</td>\n      <td>Powers Boothe</td>\n      <td>Jason Douglas</td>\n      <td>34.098862</td>\n      <td>8.1</td>\n    </tr>\n    <tr>\n      <th>2651</th>\n      <td>1987</td>\n      <td>The Princess Bride</td>\n      <td>Rob Reiner</td>\n      <td>Robin Wright</td>\n      <td>Carol Kane</td>\n      <td>André the Giant</td>\n      <td>14.857814</td>\n      <td>8.1</td>\n    </tr>\n    <tr>\n      <th>1578</th>\n      <td>2014</td>\n      <td>The Grand Budapest Hotel</td>\n      <td>Wes Anderson</td>\n      <td>Bill Murray</td>\n      <td>Tom Wilkinson</td>\n      <td>F. Murray Abraham</td>\n      <td>34.073773</td>\n      <td>8.1</td>\n    </tr>\n    <tr>\n      <th>2614</th>\n      <td>2014</td>\n      <td>The Imitation Game</td>\n      <td>Morten Tyldum</td>\n      <td>Benedict Cumberbatch</td>\n      <td>Rory Kinnear</td>\n      <td>Allen Leech</td>\n      <td>77.121452</td>\n      <td>8.1</td>\n    </tr>\n    <tr>\n      <th>3889</th>\n      <td>1977</td>\n      <td>Annie Hall</td>\n      <td>Woody Allen</td>\n      <td>Woody Allen</td>\n      <td>Carol Kane</td>\n      <td>Shelley Duvall</td>\n      <td>35.200000</td>\n      <td>8.1</td>\n    </tr>\n    <tr>\n      <th>4838</th>\n      <td>1964</td>\n      <td>Nothing But a Man</td>\n      <td>Michael Roemer</td>\n      <td>Yaphet Kotto</td>\n      <td>Gloria Foster</td>\n      <td>Ivan Dixon</td>\n      <td>-0.147562</td>\n      <td>8.1</td>\n    </tr>\n    <tr>\n      <th>3362</th>\n      <td>1986</td>\n      <td>Stand by Me</td>\n      <td>Rob Reiner</td>\n      <td>Marshall Bell</td>\n      <td>Frances Lee McCain</td>\n      <td>Casey Siemaszko</td>\n      <td>44.287414</td>\n      <td>8.1</td>\n    </tr>\n    <tr>\n      <th>697</th>\n      <td>1993</td>\n      <td>Jurassic Park</td>\n      <td>Steven Spielberg</td>\n      <td>Wayne Knight</td>\n      <td>Ariana Richards</td>\n      <td>Bob Peck</td>\n      <td>293.784000</td>\n      <td>8.1</td>\n    </tr>\n    <tr>\n      <th>1885</th>\n      <td>2007</td>\n      <td>No Country for Old Men</td>\n      <td>Ethan Coen</td>\n      <td>Kelly Macdonald</td>\n      <td>Stephen Root</td>\n      <td>Barry Corbin</td>\n      <td>49.273505</td>\n      <td>8.1</td>\n    </tr>\n    <tr>\n      <th>1911</th>\n      <td>2007</td>\n      <td>There Will Be Blood</td>\n      <td>Paul Thomas Anderson</td>\n      <td>Jim Meskimen</td>\n      <td>Paul F. Tompkins</td>\n      <td>Kevin Breznahan</td>\n      <td>15.218903</td>\n      <td>8.1</td>\n    </tr>\n    <tr>\n      <th>452</th>\n      <td>2010</td>\n      <td>Shutter Island</td>\n      <td>Martin Scorsese</td>\n      <td>Leonardo DiCaprio</td>\n      <td>Joseph Sikora</td>\n      <td>Nellie Sciutto</td>\n      <td>47.968405</td>\n      <td>8.1</td>\n    </tr>\n    <tr>\n      <th>95</th>\n      <td>2014</td>\n      <td>Guardians of the Galaxy</td>\n      <td>James Gunn</td>\n      <td>Bradley Cooper</td>\n      <td>Vin Diesel</td>\n      <td>Djimon Hounsou</td>\n      <td>163.130696</td>\n      <td>8.1</td>\n    </tr>\n    <tr>\n      <th>4708</th>\n      <td>1970</td>\n      <td>Woodstock</td>\n      <td>Michael Wadleigh</td>\n      <td>Joe Cocker</td>\n      <td>Jimi Hendrix</td>\n      <td>Joan Baez</td>\n      <td>12.700000</td>\n      <td>8.1</td>\n    </tr>\n    <tr>\n      <th>715</th>\n      <td>2014</td>\n      <td>Gone Girl</td>\n      <td>David Fincher</td>\n      <td>Patrick Fugit</td>\n      <td>Sela Ward</td>\n      <td>Emily Ratajkowski</td>\n      <td>106.735396</td>\n      <td>8.1</td>\n    </tr>\n    <tr>\n      <th>719</th>\n      <td>1998</td>\n      <td>The Truman Show</td>\n      <td>Peter Weir</td>\n      <td>Natascha McElhone</td>\n      <td>Noah Emmerich</td>\n      <td>Peter Krause</td>\n      <td>65.603360</td>\n      <td>8.1</td>\n    </tr>\n    <tr>\n      <th>1875</th>\n      <td>2011</td>\n      <td>The Help</td>\n      <td>Tate Taylor</td>\n      <td>Emma Stone</td>\n      <td>Bryce Dallas Howard</td>\n      <td>Mike Vogel</td>\n      <td>144.705587</td>\n      <td>8.1</td>\n    </tr>\n    <tr>\n      <th>4530</th>\n      <td>1976</td>\n      <td>Rocky</td>\n      <td>John G. Avildsen</td>\n      <td>Sylvester Stallone</td>\n      <td>Burgess Meredith</td>\n      <td>Carl Weathers</td>\n      <td>116.275247</td>\n      <td>8.1</td>\n    </tr>\n    <tr>\n      <th>17</th>\n      <td>2012</td>\n      <td>The Avengers</td>\n      <td>Joss Whedon</td>\n      <td>Chris Hemsworth</td>\n      <td>Robert Downey Jr.</td>\n      <td>Scarlett Johansson</td>\n      <td>403.279547</td>\n      <td>8.1</td>\n    </tr>\n    <tr>\n      <th>2174</th>\n      <td>2013</td>\n      <td>12 Years a Slave</td>\n      <td>Steve McQueen</td>\n      <td>Quvenzhané Wallis</td>\n      <td>Scoot McNairy</td>\n      <td>Taran Killam</td>\n      <td>36.667870</td>\n      <td>8.1</td>\n    </tr>\n    <tr>\n      <th>3553</th>\n      <td>2007</td>\n      <td>Elite Squad</td>\n      <td>José Padilha</td>\n      <td>Wagner Moura</td>\n      <td>Fernanda Machado</td>\n      <td>André Ramiro</td>\n      <td>-3.991940</td>\n      <td>8.1</td>\n    </tr>\n    <tr>\n      <th>2194</th>\n      <td>2015</td>\n      <td>Spotlight</td>\n      <td>Tom McCarthy</td>\n      <td>Billy Crudup</td>\n      <td>Jamey Sheridan</td>\n      <td>Brian d'Arcy James</td>\n      <td>24.988180</td>\n      <td>8.1</td>\n    </tr>\n    <tr>\n      <th>812</th>\n      <td>2016</td>\n      <td>Deadpool</td>\n      <td>Tim Miller</td>\n      <td>Ryan Reynolds</td>\n      <td>Ed Skrein</td>\n      <td>Stefan Kapicic</td>\n      <td>305.024263</td>\n      <td>8.1</td>\n    </tr>\n    <tr>\n      <th>1604</th>\n      <td>2004</td>\n      <td>Million Dollar Baby</td>\n      <td>Clint Eastwood</td>\n      <td>Clint Eastwood</td>\n      <td>Morgan Freeman</td>\n      <td>Mike Colter</td>\n      <td>70.422786</td>\n      <td>8.1</td>\n    </tr>\n    <tr>\n      <th>3854</th>\n      <td>2001</td>\n      <td>Donnie Darko</td>\n      <td>Richard Kelly</td>\n      <td>Jake Gyllenhaal</td>\n      <td>Mary McDonnell</td>\n      <td>James Duval</td>\n      <td>-3.772117</td>\n      <td>8.1</td>\n    </tr>\n    <tr>\n      <th>3575</th>\n      <td>1984</td>\n      <td>The Terminator</td>\n      <td>James Cameron</td>\n      <td>Michael Biehn</td>\n      <td>Brian Thompson</td>\n      <td>Paul Winfield</td>\n      <td>31.900000</td>\n      <td>8.1</td>\n    </tr>\n    <tr>\n      <th>855</th>\n      <td>2003</td>\n      <td>Kill Bill: Vol. 1</td>\n      <td>Quentin Tarantino</td>\n      <td>David Carradine</td>\n      <td>Vivica A. Fox</td>\n      <td>Chiaki Kuriyama</td>\n      <td>40.098138</td>\n      <td>8.1</td>\n    </tr>\n    <tr>\n      <th>3423</th>\n      <td>1988</td>\n      <td>Akira</td>\n      <td>Katsuhiro Ôtomo</td>\n      <td>Mitsuo Iwata</td>\n      <td>Takeshi Kusao</td>\n      <td>Tesshô Genda</td>\n      <td>-1099.560838</td>\n      <td>8.1</td>\n    </tr>\n    <tr>\n      <th>4158</th>\n      <td>1974</td>\n      <td>Young Frankenstein</td>\n      <td>Mel Brooks</td>\n      <td>Madeline Kahn</td>\n      <td>Peter Boyle</td>\n      <td>Teri Garr</td>\n      <td>83.500000</td>\n      <td>8.0</td>\n    </tr>\n    <tr>\n      <th>1334</th>\n      <td>2005</td>\n      <td>Serenity</td>\n      <td>Joss Whedon</td>\n      <td>Adam Baldwin</td>\n      <td>Sean Maher</td>\n      <td>Michael Hitchcock</td>\n      <td>-14.664065</td>\n      <td>8.0</td>\n    </tr>\n    <tr>\n      <th>1747</th>\n      <td>1992</td>\n      <td>Aladdin</td>\n      <td>Ron Clements</td>\n      <td>Robin Williams</td>\n      <td>Frank Welker</td>\n      <td>Scott Weinger</td>\n      <td>189.350219</td>\n      <td>8.0</td>\n    </tr>\n    <tr>\n      <th>4897</th>\n      <td>1964</td>\n      <td>A Fistful of Dollars</td>\n      <td>Sergio Leone</td>\n      <td>Clint Eastwood</td>\n      <td>Gian Maria Volontè</td>\n      <td>Aldo Sambrell</td>\n      <td>3.300000</td>\n      <td>8.0</td>\n    </tr>\n    <tr>\n      <th>2607</th>\n      <td>2010</td>\n      <td>The King's Speech</td>\n      <td>Tom Hooper</td>\n      <td>Colin Firth</td>\n      <td>Jennifer Ehle</td>\n      <td>Derek Jacobi</td>\n      <td>123.795342</td>\n      <td>8.0</td>\n    </tr>\n    <tr>\n      <th>1868</th>\n      <td>1988</td>\n      <td>Rain Man</td>\n      <td>Barry Levinson</td>\n      <td>Tom Cruise</td>\n      <td>Valeria Golino</td>\n      <td>Beth Grant</td>\n      <td>147.825435</td>\n      <td>8.0</td>\n    </tr>\n    <tr>\n      <th>47</th>\n      <td>2014</td>\n      <td>X-Men: Days of Future Past</td>\n      <td>Bryan Singer</td>\n      <td>Jennifer Lawrence</td>\n      <td>Peter Dinklage</td>\n      <td>Hugh Jackman</td>\n      <td>33.914986</td>\n      <td>8.0</td>\n    </tr>\n    <tr>\n      <th>2545</th>\n      <td>2011</td>\n      <td>The Artist</td>\n      <td>Michel Hazanavicius</td>\n      <td>Bérénice Bejo</td>\n      <td>Ed Lauter</td>\n      <td>Beth Grant</td>\n      <td>29.667095</td>\n      <td>8.0</td>\n    </tr>\n    <tr>\n      <th>1374</th>\n      <td>1999</td>\n      <td>Magnolia</td>\n      <td>Paul Thomas Anderson</td>\n      <td>Patton Oswalt</td>\n      <td>Neil Flynn</td>\n      <td>Jim Meskimen</td>\n      <td>-14.549025</td>\n      <td>8.0</td>\n    </tr>\n    <tr>\n      <th>2539</th>\n      <td>1989</td>\n      <td>Dead Poets Society</td>\n      <td>Peter Weir</td>\n      <td>Robin Williams</td>\n      <td>Josh Charles</td>\n      <td>Kurtwood Smith</td>\n      <td>79.460116</td>\n      <td>8.0</td>\n    </tr>\n    <tr>\n      <th>4266</th>\n      <td>2004</td>\n      <td>Before Sunset</td>\n      <td>Richard Linklater</td>\n      <td>Vernon Dobtcheff</td>\n      <td>Albert Delpy</td>\n      <td>Marie Pillet</td>\n      <td>3.092822</td>\n      <td>8.0</td>\n    </tr>\n    <tr>\n      <th>2058</th>\n      <td>2013</td>\n      <td>Her</td>\n      <td>Spike Jonze</td>\n      <td>Scarlett Johansson</td>\n      <td>Brian Johnson</td>\n      <td>Matt Letscher</td>\n      <td>2.556065</td>\n      <td>8.0</td>\n    </tr>\n    <tr>\n      <th>4284</th>\n      <td>2008</td>\n      <td>Waltz with Bashir</td>\n      <td>Ari Folman</td>\n      <td>Ari Folman</td>\n      <td>Ronny Dayag</td>\n      <td>Zahava Solomon</td>\n      <td>0.783276</td>\n      <td>8.0</td>\n    </tr>\n    <tr>\n      <th>1501</th>\n      <td>1993</td>\n      <td>Blood In, Blood Out</td>\n      <td>Taylor Hackford</td>\n      <td>Delroy Lindo</td>\n      <td>Jesse Borrego</td>\n      <td>Raymond Cruz</td>\n      <td>-30.503417</td>\n      <td>8.0</td>\n    </tr>\n    <tr>\n      <th>160</th>\n      <td>2009</td>\n      <td>Star Trek</td>\n      <td>J.J. Abrams</td>\n      <td>Chris Hemsworth</td>\n      <td>Leonard Nimoy</td>\n      <td>Bruce Greenwood</td>\n      <td>107.704099</td>\n      <td>8.0</td>\n    </tr>\n    <tr>\n      <th>1603</th>\n      <td>2003</td>\n      <td>Mystic River</td>\n      <td>Clint Eastwood</td>\n      <td>John Doman</td>\n      <td>Spencer Treat Clark</td>\n      <td>Tom Guiry</td>\n      <td>65.135191</td>\n      <td>8.0</td>\n    </tr>\n    <tr>\n      <th>1601</th>\n      <td>2009</td>\n      <td>District 9</td>\n      <td>Neill Blomkamp</td>\n      <td>Sharlto Copley</td>\n      <td>Jed Brophy</td>\n      <td>Jason Cope</td>\n      <td>85.646235</td>\n      <td>8.0</td>\n    </tr>\n    <tr>\n      <th>2356</th>\n      <td>1990</td>\n      <td>Dances with Wolves</td>\n      <td>Kevin Costner</td>\n      <td>Mary McDonnell</td>\n      <td>Michael Spears</td>\n      <td>Maury Chaykin</td>\n      <td>162.208848</td>\n      <td>8.0</td>\n    </tr>\n    <tr>\n      <th>223</th>\n      <td>2012</td>\n      <td>Life of Pi</td>\n      <td>Ang Lee</td>\n      <td>Suraj Sharma</td>\n      <td>Rafe Spall</td>\n      <td>Tabu</td>\n      <td>4.976634</td>\n      <td>8.0</td>\n    </tr>\n    <tr>\n      <th>119</th>\n      <td>2007</td>\n      <td>Ratatouille</td>\n      <td>Brad Bird</td>\n      <td>Janeane Garofalo</td>\n      <td>John Ratzenberger</td>\n      <td>Brian Dennehy</td>\n      <td>56.435493</td>\n      <td>8.0</td>\n    </tr>\n    <tr>\n      <th>3344</th>\n      <td>2010</td>\n      <td>My Name Is Khan</td>\n      <td>Karan Johar</td>\n      <td>Shah Rukh Khan</td>\n      <td>Jimmy Shergill</td>\n      <td>Christopher B. Duncan</td>\n      <td>-7.981305</td>\n      <td>8.0</td>\n    </tr>\n    <tr>\n      <th>4144</th>\n      <td>1998</td>\n      <td>Central Station</td>\n      <td>Walter Salles</td>\n      <td>Fernanda Montenegro</td>\n      <td>Matheus Nachtergaele</td>\n      <td>Othon Bastos</td>\n      <td>2.695428</td>\n      <td>8.0</td>\n    </tr>\n    <tr>\n      <th>2916</th>\n      <td>1973</td>\n      <td>The Exorcist</td>\n      <td>William Friedkin</td>\n      <td>Ellen Burstyn</td>\n      <td>Linda Blair</td>\n      <td>Lee J. Cobb</td>\n      <td>196.565000</td>\n      <td>8.0</td>\n    </tr>\n    <tr>\n      <th>2917</th>\n      <td>1975</td>\n      <td>Jaws</td>\n      <td>Steven Spielberg</td>\n      <td>Roy Scheider</td>\n      <td>Robert Shaw</td>\n      <td>Murray Hamilton</td>\n      <td>252.000000</td>\n      <td>8.0</td>\n    </tr>\n    <tr>\n      <th>2944</th>\n      <td>2006</td>\n      <td>Casino Royale</td>\n      <td>Martin Campbell</td>\n      <td>Eva Green</td>\n      <td>Tobias Menzies</td>\n      <td>Ivana Milicevic</td>\n      <td>17.007184</td>\n      <td>8.0</td>\n    </tr>\n    <tr>\n      <th>3026</th>\n      <td>1965</td>\n      <td>Doctor Zhivago</td>\n      <td>David Lean</td>\n      <td>Julie Christie</td>\n      <td>Klaus Kinski</td>\n      <td>Geraldine Chaplin</td>\n      <td>100.722000</td>\n      <td>8.0</td>\n    </tr>\n    <tr>\n      <th>911</th>\n      <td>2002</td>\n      <td>Catch Me If You Can</td>\n      <td>Steven Spielberg</td>\n      <td>Leonardo DiCaprio</td>\n      <td>Tom Hanks</td>\n      <td>Jennifer Garner</td>\n      <td>112.435221</td>\n      <td>8.0</td>\n    </tr>\n    <tr>\n      <th>349</th>\n      <td>2004</td>\n      <td>The Incredibles</td>\n      <td>Brad Bird</td>\n      <td>Holly Hunter</td>\n      <td>Craig T. Nelson</td>\n      <td>Lou Romano</td>\n      <td>169.437578</td>\n      <td>8.0</td>\n    </tr>\n    <tr>\n      <th>1217</th>\n      <td>1991</td>\n      <td>JFK</td>\n      <td>Oliver Stone</td>\n      <td>Sally Kirkland</td>\n      <td>Jay O. Sanders</td>\n      <td>Cheryl Penland</td>\n      <td>30.405498</td>\n      <td>8.0</td>\n    </tr>\n    <tr>\n      <th>3179</th>\n      <td>1999</td>\n      <td>The Straight Story</td>\n      <td>David Lynch</td>\n      <td>Sissy Spacek</td>\n      <td>Richard Farnsworth</td>\n      <td>Everett McGill</td>\n      <td>-3.802134</td>\n      <td>8.0</td>\n    </tr>\n    <tr>\n      <th>858</th>\n      <td>2004</td>\n      <td>Kill Bill: Vol. 2</td>\n      <td>Quentin Tarantino</td>\n      <td>Vivica A. Fox</td>\n      <td>Michael Parks</td>\n      <td>Michael Bowen</td>\n      <td>36.207920</td>\n      <td>8.0</td>\n    </tr>\n    <tr>\n      <th>851</th>\n      <td>2006</td>\n      <td>The Pursuit of Happyness</td>\n      <td>Gabriele Muccino</td>\n      <td>Will Smith</td>\n      <td>Kurt Fuller</td>\n      <td>James Karen</td>\n      <td>107.586036</td>\n      <td>8.0</td>\n    </tr>\n    <tr>\n      <th>391</th>\n      <td>2005</td>\n      <td>Cinderella Man</td>\n      <td>Ron Howard</td>\n      <td>Paddy Considine</td>\n      <td>Bruce McGill</td>\n      <td>Rosemarie DeWitt</td>\n      <td>-26.355679</td>\n      <td>8.0</td>\n    </tr>\n    <tr>\n      <th>3280</th>\n      <td>1971</td>\n      <td>Fiddler on the Roof</td>\n      <td>Norman Jewison</td>\n      <td>Topol</td>\n      <td>Paul Michael Glaser</td>\n      <td>Rosalind Harris</td>\n      <td>41.000000</td>\n      <td>8.0</td>\n    </tr>\n    <tr>\n      <th>3287</th>\n      <td>2007</td>\n      <td>Sicko</td>\n      <td>Michael Moore</td>\n      <td>Michael Moore</td>\n      <td>Tucker Albrizzi</td>\n      <td>Bill Clinton</td>\n      <td>15.530513</td>\n      <td>8.0</td>\n    </tr>\n    <tr>\n      <th>1782</th>\n      <td>2001</td>\n      <td>Winged Migration</td>\n      <td>Jacques Perrin</td>\n      <td>Jacques Perrin</td>\n      <td>Philippe Labro</td>\n      <td>Unknown Actor</td>\n      <td>-149.237822</td>\n      <td>8.0</td>\n    </tr>\n    <tr>\n      <th>3821</th>\n      <td>1996</td>\n      <td>Sling Blade</td>\n      <td>Billy Bob Thornton</td>\n      <td>Robert Duvall</td>\n      <td>Dwight Yoakam</td>\n      <td>J.T. Walsh</td>\n      <td>23.585416</td>\n      <td>8.0</td>\n    </tr>\n    <tr>\n      <th>3359</th>\n      <td>1965</td>\n      <td>The Sound of Music</td>\n      <td>Robert Wise</td>\n      <td>Eleanor Parker</td>\n      <td>Angela Cartwright</td>\n      <td>Nicholas Hammond</td>\n      <td>155.014286</td>\n      <td>8.0</td>\n    </tr>\n    <tr>\n      <th>3741</th>\n      <td>2004</td>\n      <td>Shaun of the Dead</td>\n      <td>Edgar Wright</td>\n      <td>Peter Serafinowicz</td>\n      <td>Dylan Moran</td>\n      <td>Rafe Spall</td>\n      <td>9.464388</td>\n      <td>8.0</td>\n    </tr>\n    <tr>\n      <th>3456</th>\n      <td>2007</td>\n      <td>Persepolis</td>\n      <td>Vincent Paronnaud</td>\n      <td>Catherine Deneuve</td>\n      <td>Gena Rowlands</td>\n      <td>Danielle Darrieux</td>\n      <td>-2.856597</td>\n      <td>8.0</td>\n    </tr>\n    <tr>\n      <th>3714</th>\n      <td>2013</td>\n      <td>Dallas Buyers Club</td>\n      <td>Jean-Marc Vallée</td>\n      <td>Matthew McConaughey</td>\n      <td>Jennifer Garner</td>\n      <td>Denis O'Hare</td>\n      <td>22.296514</td>\n      <td>8.0</td>\n    </tr>\n    <tr>\n      <th>602</th>\n      <td>2003</td>\n      <td>Big Fish</td>\n      <td>Tim Burton</td>\n      <td>Steve Buscemi</td>\n      <td>Alison Lohman</td>\n      <td>Albert Finney</td>\n      <td>-3.742998</td>\n      <td>8.0</td>\n    </tr>\n    <tr>\n      <th>1008</th>\n      <td>1999</td>\n      <td>The Iron Giant</td>\n      <td>Brad Bird</td>\n      <td>Vin Diesel</td>\n      <td>Harry Connick Jr.</td>\n      <td>M. Emmet Walsh</td>\n      <td>-46.840695</td>\n      <td>8.0</td>\n    </tr>\n    <tr>\n      <th>3906</th>\n      <td>2014</td>\n      <td>Boyhood</td>\n      <td>Richard Linklater</td>\n      <td>Ellar Coltrane</td>\n      <td>Lorelei Linklater</td>\n      <td>Libby Villari</td>\n      <td>21.359200</td>\n      <td>8.0</td>\n    </tr>\n    <tr>\n      <th>2723</th>\n      <td>2001</td>\n      <td>Mulholland Drive</td>\n      <td>David Lynch</td>\n      <td>Naomi Watts</td>\n      <td>Robert Forster</td>\n      <td>Laura Harring</td>\n      <td>-7.780422</td>\n      <td>8.0</td>\n    </tr>\n    <tr>\n      <th>2712</th>\n      <td>2008</td>\n      <td>In Bruges</td>\n      <td>Martin McDonagh</td>\n      <td>Elizabeth Berrington</td>\n      <td>Anna Madeley</td>\n      <td>Eric Godon</td>\n      <td>-7.242870</td>\n      <td>8.0</td>\n    </tr>\n    <tr>\n      <th>307</th>\n      <td>2006</td>\n      <td>Blood Diamond</td>\n      <td>Edward Zwick</td>\n      <td>Leonardo DiCaprio</td>\n      <td>Djimon Hounsou</td>\n      <td>Stephen Collins</td>\n      <td>-42.633738</td>\n      <td>8.0</td>\n    </tr>\n    <tr>\n      <th>2898</th>\n      <td>1993</td>\n      <td>True Romance</td>\n      <td>Tony Scott</td>\n      <td>Brad Pitt</td>\n      <td>Gary Oldman</td>\n      <td>Michael Rapaport</td>\n      <td>-0.718500</td>\n      <td>8.0</td>\n    </tr>\n    <tr>\n      <th>2907</th>\n      <td>2000</td>\n      <td>Dancer in the Dark</td>\n      <td>Lars von Trier</td>\n      <td>Catherine Deneuve</td>\n      <td>Udo Kier</td>\n      <td>Björk</td>\n      <td>-8.642509</td>\n      <td>8.0</td>\n    </tr>\n    <tr>\n      <th>2884</th>\n      <td>2012</td>\n      <td>The Perks of Being a Wallflower</td>\n      <td>Stephen Chbosky</td>\n      <td>Logan Lerman</td>\n      <td>Ezra Miller</td>\n      <td>Kate Walsh</td>\n      <td>4.738570</td>\n      <td>8.0</td>\n    </tr>\n    <tr>\n      <th>2762</th>\n      <td>2008</td>\n      <td>Slumdog Millionaire</td>\n      <td>Danny Boyle</td>\n      <td>Anil Kapoor</td>\n      <td>Saurabh Shukla</td>\n      <td>Ayush Mahesh Khedekar</td>\n      <td>126.319195</td>\n      <td>8.0</td>\n    </tr>\n    <tr>\n      <th>2835</th>\n      <td>2010</td>\n      <td>Black Swan</td>\n      <td>Darren Aronofsky</td>\n      <td>Natalie Portman</td>\n      <td>Mila Kunis</td>\n      <td>Mark Margolis</td>\n      <td>93.952327</td>\n      <td>8.0</td>\n    </tr>\n    <tr>\n      <th>4054</th>\n      <td>2002</td>\n      <td>Bowling for Columbine</td>\n      <td>Michael Moore</td>\n      <td>Michael Moore</td>\n      <td>Dick Clark</td>\n      <td>Bill Clinton</td>\n      <td>17.244913</td>\n      <td>8.0</td>\n    </tr>\n    <tr>\n      <th>2700</th>\n      <td>1985</td>\n      <td>Brazil</td>\n      <td>Terry Gilliam</td>\n      <td>Robert De Niro</td>\n      <td>Bob Hoskins</td>\n      <td>Jim Broadbent</td>\n      <td>-5.071000</td>\n      <td>8.0</td>\n    </tr>\n    <tr>\n      <th>1884</th>\n      <td>1987</td>\n      <td>The Untouchables</td>\n      <td>Brian De Palma</td>\n      <td>Robert De Niro</td>\n      <td>Billy Drago</td>\n      <td>Charles Martin Smith</td>\n      <td>51.270454</td>\n      <td>7.9</td>\n    </tr>\n    <tr>\n      <th>3361</th>\n      <td>2006</td>\n      <td>Little Miss Sunshine</td>\n      <td>Jonathan Dayton</td>\n      <td>Steve Carell</td>\n      <td>Steven Christopher Parker</td>\n      <td>Jill Talley</td>\n      <td>51.889948</td>\n      <td>7.9</td>\n    </tr>\n    <tr>\n      <th>4821</th>\n      <td>1978</td>\n      <td>Halloween</td>\n      <td>John Carpenter</td>\n      <td>Jamie Lee Curtis</td>\n      <td>Donald Pleasence</td>\n      <td>P.J. Soles</td>\n      <td>46.700000</td>\n      <td>7.9</td>\n    </tr>\n    <tr>\n      <th>2605</th>\n      <td>2000</td>\n      <td>Crouching Tiger, Hidden Dragon</td>\n      <td>Ang Lee</td>\n      <td>Chen Chang</td>\n      <td>Pei-Pei Cheng</td>\n      <td>Sihung Lung</td>\n      <td>113.067808</td>\n      <td>7.9</td>\n    </tr>\n    <tr>\n      <th>2418</th>\n      <td>1989</td>\n      <td>Glory</td>\n      <td>Edward Zwick</td>\n      <td>Denzel Washington</td>\n      <td>Morgan Freeman</td>\n      <td>Matthew Broderick</td>\n      <td>8.830000</td>\n      <td>7.9</td>\n    </tr>\n    <tr>\n      <th>3680</th>\n      <td>1989</td>\n      <td>Do the Right Thing</td>\n      <td>Spike Lee</td>\n      <td>Ruby Dee</td>\n      <td>John Savage</td>\n      <td>Danny Aiello</td>\n      <td>21.045445</td>\n      <td>7.9</td>\n    </tr>\n    <tr>\n      <th>3768</th>\n      <td>2009</td>\n      <td>Moon</td>\n      <td>Duncan Jones</td>\n      <td>Kevin Spacey</td>\n      <td>Matt Berry</td>\n      <td>Benedict Wong</td>\n      <td>0.009677</td>\n      <td>7.9</td>\n    </tr>\n    <tr>\n      <th>3677</th>\n      <td>2004</td>\n      <td>The Chorus</td>\n      <td>Christophe Barratier</td>\n      <td>Jean-Baptiste Maunier</td>\n      <td>François Berléand</td>\n      <td>Gérard Jugnot</td>\n      <td>-1.870242</td>\n      <td>7.9</td>\n    </tr>\n    <tr>\n      <th>2666</th>\n      <td>1993</td>\n      <td>The Remains of the Day</td>\n      <td>James Ivory</td>\n      <td>Anthony Hopkins</td>\n      <td>Peter Vaughan</td>\n      <td>Ben Chaplin</td>\n      <td>11.454968</td>\n      <td>7.9</td>\n    </tr>\n    <tr>\n      <th>1871</th>\n      <td>2008</td>\n      <td>Taken</td>\n      <td>Pierre Morel</td>\n      <td>Liam Neeson</td>\n      <td>Holly Valance</td>\n      <td>Xander Berkeley</td>\n      <td>120.000989</td>\n      <td>7.9</td>\n    </tr>\n    <tr>\n      <th>4931</th>\n      <td>2007</td>\n      <td>Once</td>\n      <td>John Carney</td>\n      <td>Glen Hansard</td>\n      <td>Markéta Irglová</td>\n      <td>Darren Healy</td>\n      <td>9.257933</td>\n      <td>7.9</td>\n    </tr>\n    <tr>\n      <th>3595</th>\n      <td>2008</td>\n      <td>The Wrestler</td>\n      <td>Darren Aronofsky</td>\n      <td>Mark Margolis</td>\n      <td>John D'Leo</td>\n      <td>Ajay Naidu</td>\n      <td>20.236603</td>\n      <td>7.9</td>\n    </tr>\n    <tr>\n      <th>1813</th>\n      <td>1983</td>\n      <td>The Right Stuff</td>\n      <td>Philip Kaufman</td>\n      <td>Dennis Quaid</td>\n      <td>Scott Glenn</td>\n      <td>Sam Shepard</td>\n      <td>-5.500000</td>\n      <td>7.9</td>\n    </tr>\n    <tr>\n      <th>1807</th>\n      <td>1980</td>\n      <td>The Blues Brothers</td>\n      <td>John Landis</td>\n      <td>John Belushi</td>\n      <td>Aretha Franklin</td>\n      <td>Ray Charles</td>\n      <td>27.200000</td>\n      <td>7.9</td>\n    </tr>\n    <tr>\n      <th>3510</th>\n      <td>2004</td>\n      <td>Veer-Zaara</td>\n      <td>Yash Chopra</td>\n      <td>Shah Rukh Khan</td>\n      <td>Preity Zinta</td>\n      <td>Anupam Kher</td>\n      <td>-4.078262</td>\n      <td>7.9</td>\n    </tr>\n    <tr>\n      <th>2558</th>\n      <td>2007</td>\n      <td>Hot Fuzz</td>\n      <td>Edgar Wright</td>\n      <td>Bill Bailey</td>\n      <td>Joe Cornish</td>\n      <td>Billie Whitelaw</td>\n      <td>15.618786</td>\n      <td>7.9</td>\n    </tr>\n    <tr>\n      <th>1993</th>\n      <td>2005</td>\n      <td>The World's Fastest Indian</td>\n      <td>Roger Donaldson</td>\n      <td>Anthony Hopkins</td>\n      <td>Antony Starr</td>\n      <td>Craig Hall</td>\n      <td>-19.871876</td>\n      <td>7.9</td>\n    </tr>\n    <tr>\n      <th>2919</th>\n      <td>2012</td>\n      <td>Ernest &amp; Celestine</td>\n      <td>Stéphane Aubier</td>\n      <td>Mackenzie Foy</td>\n      <td>Megan Mullally</td>\n      <td>Lambert Wilson</td>\n      <td>-9.528558</td>\n      <td>7.9</td>\n    </tr>\n    <tr>\n      <th>2449</th>\n      <td>1994</td>\n      <td>Ed Wood</td>\n      <td>Tim Burton</td>\n      <td>Johnny Depp</td>\n      <td>Bill Murray</td>\n      <td>Martin Landau</td>\n      <td>-12.112543</td>\n      <td>7.9</td>\n    </tr>\n    <tr>\n      <th>3029</th>\n      <td>2010</td>\n      <td>The Fighter</td>\n      <td>David O. Russell</td>\n      <td>Christian Bale</td>\n      <td>Jack McGee</td>\n      <td>Melissa McMeekin</td>\n      <td>68.571803</td>\n      <td>7.9</td>\n    </tr>\n    <tr>\n      <th>4415</th>\n      <td>2000</td>\n      <td>Nine Queens</td>\n      <td>Fabián Bielinsky</td>\n      <td>Ricardo Darín</td>\n      <td>Gastón Pauls</td>\n      <td>Leticia Brédice</td>\n      <td>-0.278739</td>\n      <td>7.9</td>\n    </tr>\n    <tr>\n      <th>3080</th>\n      <td>1982</td>\n      <td>E.T. the Extra-Terrestrial</td>\n      <td>Steven Spielberg</td>\n      <td>Henry Thomas</td>\n      <td>Dee Wallace</td>\n      <td>Peter Coyote</td>\n      <td>424.449459</td>\n      <td>7.9</td>\n    </tr>\n    <tr>\n      <th>2487</th>\n      <td>1964</td>\n      <td>My Fair Lady</td>\n      <td>George Cukor</td>\n      <td>Jeremy Brett</td>\n      <td>Rex Harrison</td>\n      <td>Theodore Bikel</td>\n      <td>55.000000</td>\n      <td>7.9</td>\n    </tr>\n    <tr>\n      <th>4499</th>\n      <td>2015</td>\n      <td>The Second Mother</td>\n      <td>Anna Muylaert</td>\n      <td>Alex Huszar</td>\n      <td>Regina Casé</td>\n      <td>Luis Miranda</td>\n      <td>-3.624277</td>\n      <td>7.9</td>\n    </tr>\n    <tr>\n      <th>4640</th>\n      <td>2007</td>\n      <td>4 Months, 3 Weeks and 2 Days</td>\n      <td>Cristian Mungiu</td>\n      <td>Anamaria Marinca</td>\n      <td>Vlad Ivanov</td>\n      <td>Alexandru Potocean</td>\n      <td>0.595783</td>\n      <td>7.9</td>\n    </tr>\n    <tr>\n      <th>2863</th>\n      <td>2006</td>\n      <td>Letters from Iwo Jima</td>\n      <td>Clint Eastwood</td>\n      <td>Yuki Matsuzaki</td>\n      <td>Kazunari Ninomiya</td>\n      <td>Shidô Nakamura</td>\n      <td>-5.246069</td>\n      <td>7.9</td>\n    </tr>\n    <tr>\n      <th>3193</th>\n      <td>2004</td>\n      <td>Crash</td>\n      <td>Paul Haggis</td>\n      <td>Don Cheadle</td>\n      <td>Loretta Devine</td>\n      <td>Jennifer Esposito</td>\n      <td>48.057348</td>\n      <td>7.9</td>\n    </tr>\n    <tr>\n      <th>3264</th>\n      <td>2012</td>\n      <td>Amour</td>\n      <td>Michael Haneke</td>\n      <td>Isabelle Huppert</td>\n      <td>Emmanuelle Riva</td>\n      <td>Jean-Louis Trintignant</td>\n      <td>-8.674623</td>\n      <td>7.9</td>\n    </tr>\n    <tr>\n      <th>2177</th>\n      <td>1990</td>\n      <td>Edward Scissorhands</td>\n      <td>Tim Burton</td>\n      <td>Johnny Depp</td>\n      <td>Dianne Wiest</td>\n      <td>Conchata Ferrell</td>\n      <td>36.362352</td>\n      <td>7.9</td>\n    </tr>\n    <tr>\n      <th>4082</th>\n      <td>2013</td>\n      <td>Before Midnight</td>\n      <td>Richard Linklater</td>\n      <td>Seamus Davey-Fitzpatrick</td>\n      <td>Ariane Labed</td>\n      <td>Athina Rachel Tsangari</td>\n      <td>5.114507</td>\n      <td>7.9</td>\n    </tr>\n    <tr>\n      <th>3357</th>\n      <td>2014</td>\n      <td>Nightcrawler</td>\n      <td>Dan Gilroy</td>\n      <td>Jake Gyllenhaal</td>\n      <td>Michael Papajohn</td>\n      <td>James Huang</td>\n      <td>23.779955</td>\n      <td>7.9</td>\n    </tr>\n    <tr>\n      <th>2667</th>\n      <td>1997</td>\n      <td>Boogie Nights</td>\n      <td>Paul Thomas Anderson</td>\n      <td>Don Cheadle</td>\n      <td>Nicole Ari Parker</td>\n      <td>Nina Hartley</td>\n      <td>11.384919</td>\n      <td>7.9</td>\n    </tr>\n    <tr>\n      <th>0</th>\n      <td>2009</td>\n      <td>Avatar</td>\n      <td>James Cameron</td>\n      <td>CCH Pounder</td>\n      <td>Joel David Moore</td>\n      <td>Wes Studi</td>\n      <td>523.505847</td>\n      <td>7.9</td>\n    </tr>\n    <tr>\n      <th>69</th>\n      <td>2008</td>\n      <td>Iron Man</td>\n      <td>Jon Favreau</td>\n      <td>Robert Downey Jr.</td>\n      <td>Jeff Bridges</td>\n      <td>Jon Favreau</td>\n      <td>178.298180</td>\n      <td>7.9</td>\n    </tr>\n    <tr>\n      <th>353</th>\n      <td>1999</td>\n      <td>Toy Story 2</td>\n      <td>John Lasseter</td>\n      <td>Tom Hanks</td>\n      <td>John Ratzenberger</td>\n      <td>Wayne Knight</td>\n      <td>155.823397</td>\n      <td>7.9</td>\n    </tr>\n    <tr>\n      <th>23</th>\n      <td>2013</td>\n      <td>The Hobbit: The Desolation of Smaug</td>\n      <td>Peter Jackson</td>\n      <td>Aidan Turner</td>\n      <td>Adam Brown</td>\n      <td>James Nesbitt</td>\n      <td>33.355354</td>\n      <td>7.9</td>\n    </tr>\n    <tr>\n      <th>845</th>\n      <td>2013</td>\n      <td>Captain Phillips</td>\n      <td>Paul Greengrass</td>\n      <td>Tom Hanks</td>\n      <td>Chris Mulkey</td>\n      <td>Michael Chernus</td>\n      <td>52.100855</td>\n      <td>7.9</td>\n    </tr>\n    <tr>\n      <th>99</th>\n      <td>2012</td>\n      <td>The Hobbit: An Unexpected Journey</td>\n      <td>Peter Jackson</td>\n      <td>Aidan Turner</td>\n      <td>Adam Brown</td>\n      <td>James Nesbitt</td>\n      <td>123.001229</td>\n      <td>7.9</td>\n    </tr>\n    <tr>\n      <th>788</th>\n      <td>2000</td>\n      <td>Almost Famous</td>\n      <td>Cameron Crowe</td>\n      <td>Philip Seymour Hoffman</td>\n      <td>Zooey Deschanel</td>\n      <td>Michael Angarano</td>\n      <td>-27.477648</td>\n      <td>7.9</td>\n    </tr>\n    <tr>\n      <th>89</th>\n      <td>2014</td>\n      <td>Big Hero 6</td>\n      <td>Don Hall</td>\n      <td>Damon Wayans Jr.</td>\n      <td>Daniel Henney</td>\n      <td>Abraham Benrubi</td>\n      <td>57.487711</td>\n      <td>7.9</td>\n    </tr>\n    <tr>\n      <th>716</th>\n      <td>2002</td>\n      <td>The Bourne Identity</td>\n      <td>Doug Liman</td>\n      <td>Matt Damon</td>\n      <td>Josh Hamilton</td>\n      <td>Nicky Naudé</td>\n      <td>61.468960</td>\n      <td>7.9</td>\n    </tr>\n    <tr>\n      <th>706</th>\n      <td>2015</td>\n      <td>The Hateful Eight</td>\n      <td>Quentin Tarantino</td>\n      <td>Craig Stark</td>\n      <td>Jennifer Jason Leigh</td>\n      <td>Zoë Bell</td>\n      <td>10.116191</td>\n      <td>7.9</td>\n    </tr>\n    <tr>\n      <th>1606</th>\n      <td>2004</td>\n      <td>The Notebook</td>\n      <td>Nick Cassavetes</td>\n      <td>Ryan Gosling</td>\n      <td>Kevin Connolly</td>\n      <td>Gena Rowlands</td>\n      <td>-28.935714</td>\n      <td>7.9</td>\n    </tr>\n    <tr>\n      <th>639</th>\n      <td>1999</td>\n      <td>The Insider</td>\n      <td>Michael Mann</td>\n      <td>Al Pacino</td>\n      <td>Rip Torn</td>\n      <td>Debi Mazar</td>\n      <td>-39.034803</td>\n      <td>7.9</td>\n    </tr>\n    <tr>\n      <th>525</th>\n      <td>2006</td>\n      <td>Children of Men</td>\n      <td>Alfonso Cuarón</td>\n      <td>Charlie Hunnam</td>\n      <td>Danny Huston</td>\n      <td>Rita Davies</td>\n      <td>-40.713572</td>\n      <td>7.9</td>\n    </tr>\n    <tr>\n      <th>1735</th>\n      <td>2005</td>\n      <td>Walk the Line</td>\n      <td>James Mangold</td>\n      <td>Sandra Ellis Lafferty</td>\n      <td>Dallas Roberts</td>\n      <td>Tyler Hilton</td>\n      <td>91.518352</td>\n      <td>7.9</td>\n    </tr>\n    <tr>\n      <th>1171</th>\n      <td>2002</td>\n      <td>Hero</td>\n      <td>Yimou Zhang</td>\n      <td>Jet Li</td>\n      <td>Tony Chiu Wai Leung</td>\n      <td>Maggie Cheung</td>\n      <td>-30.915039</td>\n      <td>7.9</td>\n    </tr>\n    <tr>\n      <th>162</th>\n      <td>2014</td>\n      <td>How to Train Your Dragon 2</td>\n      <td>Dean DeBlois</td>\n      <td>Gerard Butler</td>\n      <td>Djimon Hounsou</td>\n      <td>America Ferrera</td>\n      <td>31.997107</td>\n      <td>7.9</td>\n    </tr>\n    <tr>\n      <th>1748</th>\n      <td>2015</td>\n      <td>Straight Outta Compton</td>\n      <td>F. Gary Gray</td>\n      <td>Aldis Hodge</td>\n      <td>Neil Brown Jr.</td>\n      <td>R. Marcos Taylor</td>\n      <td>133.029270</td>\n      <td>7.9</td>\n    </tr>\n    <tr>\n      <th>927</th>\n      <td>2001</td>\n      <td>Shrek</td>\n      <td>Andrew Adamson</td>\n      <td>Kathleen Freeman</td>\n      <td>Chris Miller</td>\n      <td>Bobby Block</td>\n      <td>207.652016</td>\n      <td>7.9</td>\n    </tr>\n    <tr>\n      <th>75</th>\n      <td>2014</td>\n      <td>Edge of Tomorrow</td>\n      <td>Doug Liman</td>\n      <td>Tom Cruise</td>\n      <td>Lara Pulver</td>\n      <td>Noah Taylor</td>\n      <td>-77.810499</td>\n      <td>7.9</td>\n    </tr>\n    <tr>\n      <th>79</th>\n      <td>2016</td>\n      <td>The Jungle Book</td>\n      <td>Jon Favreau</td>\n      <td>Scarlett Johansson</td>\n      <td>Bill Murray</td>\n      <td>Garry Shandling</td>\n      <td>187.645141</td>\n      <td>7.8</td>\n    </tr>\n    <tr>\n      <th>2959</th>\n      <td>2013</td>\n      <td>Nebraska</td>\n      <td>Alexander Payne</td>\n      <td>Devin Ratray</td>\n      <td>Bruce Dern</td>\n      <td>Will Forte</td>\n      <td>5.613460</td>\n      <td>7.8</td>\n    </tr>\n    <tr>\n      <th>2454</th>\n      <td>1996</td>\n      <td>Hamlet</td>\n      <td>Kenneth Branagh</td>\n      <td>Julie Christie</td>\n      <td>Brian Blessed</td>\n      <td>Richard Briers</td>\n      <td>-13.585465</td>\n      <td>7.8</td>\n    </tr>\n    <tr>\n      <th>2460</th>\n      <td>2009</td>\n      <td>The White Ribbon</td>\n      <td>Michael Haneke</td>\n      <td>Ulrich Tukur</td>\n      <td>Burghart Klaußner</td>\n      <td>Leonie Benesch</td>\n      <td>-9.777353</td>\n      <td>7.8</td>\n    </tr>\n    <tr>\n      <th>1397</th>\n      <td>2009</td>\n      <td>The Hangover</td>\n      <td>Todd Phillips</td>\n      <td>Bradley Cooper</td>\n      <td>Rob Riggle</td>\n      <td>Mike Epps</td>\n      <td>242.313371</td>\n      <td>7.8</td>\n    </tr>\n    <tr>\n      <th>90</th>\n      <td>2012</td>\n      <td>Wreck-It Ralph</td>\n      <td>Rich Moore</td>\n      <td>Jack McBrayer</td>\n      <td>Sarah Silverman</td>\n      <td>Joe Lo Truglio</td>\n      <td>24.412677</td>\n      <td>7.8</td>\n    </tr>\n    <tr>\n      <th>1393</th>\n      <td>1997</td>\n      <td>Gattaca</td>\n      <td>Andrew Niccol</td>\n      <td>Blair Underwood</td>\n      <td>Xander Berkeley</td>\n      <td>Mason Gamble</td>\n      <td>-23.660367</td>\n      <td>7.8</td>\n    </tr>\n    <tr>\n      <th>2542</th>\n      <td>1982</td>\n      <td>The Verdict</td>\n      <td>Sidney Lumet</td>\n      <td>Charlotte Rampling</td>\n      <td>James Mason</td>\n      <td>Jack Warden</td>\n      <td>38.000000</td>\n      <td>7.8</td>\n    </tr>\n    <tr>\n      <th>2973</th>\n      <td>2013</td>\n      <td>About Time</td>\n      <td>Richard Curtis</td>\n      <td>Tom Hughes</td>\n      <td>Tom Hollander</td>\n      <td>Lindsay Duncan</td>\n      <td>3.294553</td>\n      <td>7.8</td>\n    </tr>\n    <tr>\n      <th>2547</th>\n      <td>2012</td>\n      <td>Moonrise Kingdom</td>\n      <td>Wes Anderson</td>\n      <td>Bruce Willis</td>\n      <td>Bill Murray</td>\n      <td>Bob Balaban</td>\n      <td>29.507053</td>\n      <td>7.8</td>\n    </tr>\n    <tr>\n      <th>1295</th>\n      <td>2009</td>\n      <td>Fantastic Mr. Fox</td>\n      <td>Wes Anderson</td>\n      <td>Bill Murray</td>\n      <td>Meryl Streep</td>\n      <td>Helen McCrory</td>\n      <td>-19.000897</td>\n      <td>7.8</td>\n    </tr>\n    <tr>\n      <th>2611</th>\n      <td>1985</td>\n      <td>The Color Purple</td>\n      <td>Steven Spielberg</td>\n      <td>Oprah Winfrey</td>\n      <td>Rae Dawn Chong</td>\n      <td>Dana Ivey</td>\n      <td>79.175854</td>\n      <td>7.8</td>\n    </tr>\n    <tr>\n      <th>1236</th>\n      <td>2006</td>\n      <td>Apocalypto</td>\n      <td>Mel Gibson</td>\n      <td>Rudy Youngblood</td>\n      <td>Dalia Hernández</td>\n      <td>Jonathan Brewer</td>\n      <td>10.859889</td>\n      <td>7.8</td>\n    </tr>\n    <tr>\n      <th>2947</th>\n      <td>2014</td>\n      <td>The Fault in Our Stars</td>\n      <td>Josh Boone</td>\n      <td>Shailene Woodley</td>\n      <td>Sam Trammell</td>\n      <td>Nat Wolff</td>\n      <td>112.868837</td>\n      <td>7.8</td>\n    </tr>\n    <tr>\n      <th>1196</th>\n      <td>2016</td>\n      <td>The Conjuring 2</td>\n      <td>James Wan</td>\n      <td>Javier Botet</td>\n      <td>Frances O'Connor</td>\n      <td>Robin Atkin Downes</td>\n      <td>62.310175</td>\n      <td>7.8</td>\n    </tr>\n    <tr>\n      <th>1211</th>\n      <td>1992</td>\n      <td>The Last of the Mohicans</td>\n      <td>Michael Mann</td>\n      <td>Wes Studi</td>\n      <td>Terry Kinney</td>\n      <td>Eric Schweig</td>\n      <td>32.455275</td>\n      <td>7.8</td>\n    </tr>\n    <tr>\n      <th>975</th>\n      <td>1997</td>\n      <td>The Game</td>\n      <td>David Fincher</td>\n      <td>Deborah Kara Unger</td>\n      <td>Armin Mueller-Stahl</td>\n      <td>Charles Martinet</td>\n      <td>-1.734419</td>\n      <td>7.8</td>\n    </tr>\n    <tr>\n      <th>86</th>\n      <td>2014</td>\n      <td>Captain America: The Winter Soldier</td>\n      <td>Anthony Russo</td>\n      <td>Scarlett Johansson</td>\n      <td>Chris Evans</td>\n      <td>Hayley Atwell</td>\n      <td>89.746958</td>\n      <td>7.8</td>\n    </tr>\n    <tr>\n      <th>2906</th>\n      <td>2008</td>\n      <td>The Boy in the Striped Pajamas</td>\n      <td>Mark Herman</td>\n      <td>Richard Johnson</td>\n      <td>Sheila Hancock</td>\n      <td>Cara Horgan</td>\n      <td>-3.469419</td>\n      <td>7.8</td>\n    </tr>\n    <tr>\n      <th>2900</th>\n      <td>1992</td>\n      <td>Glengarry Glen Ross</td>\n      <td>James Foley</td>\n      <td>Kevin Spacey</td>\n      <td>Al Pacino</td>\n      <td>Jude Ciccolella</td>\n      <td>-1.774772</td>\n      <td>7.8</td>\n    </tr>\n    <tr>\n      <th>1052</th>\n      <td>2007</td>\n      <td>3:10 to Yuma</td>\n      <td>James Mangold</td>\n      <td>Christian Bale</td>\n      <td>Logan Lerman</td>\n      <td>Gretchen Mol</td>\n      <td>-1.425912</td>\n      <td>7.8</td>\n    </tr>\n    <tr>\n      <th>2859</th>\n      <td>1999</td>\n      <td>Being John Malkovich</td>\n      <td>Spike Jonze</td>\n      <td>Willie Garson</td>\n      <td>Orson Bean</td>\n      <td>Mary Kay Place</td>\n      <td>9.858926</td>\n      <td>7.8</td>\n    </tr>\n    <tr>\n      <th>1138</th>\n      <td>1993</td>\n      <td>The Fugitive</td>\n      <td>Andrew Davis</td>\n      <td>Harrison Ford</td>\n      <td>Daniel Roebuck</td>\n      <td>Sela Ward</td>\n      <td>139.875760</td>\n      <td>7.8</td>\n    </tr>\n    <tr>\n      <th>4493</th>\n      <td>2006</td>\n      <td>Lucky Number Slevin</td>\n      <td>Paul McGuigan</td>\n      <td>Bruce Willis</td>\n      <td>Morgan Freeman</td>\n      <td>Dorian Missick</td>\n      <td>-4.505513</td>\n      <td>7.8</td>\n    </tr>\n    <tr>\n      <th>1188</th>\n      <td>1989</td>\n      <td>Back to the Future Part II</td>\n      <td>Robert Zemeckis</td>\n      <td>Lea Thompson</td>\n      <td>Jeffrey Weissman</td>\n      <td>Thomas F. Wilson</td>\n      <td>78.500000</td>\n      <td>7.8</td>\n    </tr>\n    <tr>\n      <th>2653</th>\n      <td>2011</td>\n      <td>Drive</td>\n      <td>Nicolas Winding Refn</td>\n      <td>Ryan Gosling</td>\n      <td>Albert Brooks</td>\n      <td>Russ Tamblyn</td>\n      <td>20.054909</td>\n      <td>7.8</td>\n    </tr>\n    <tr>\n      <th>3058</th>\n      <td>1993</td>\n      <td>What's Eating Gilbert Grape</td>\n      <td>Lasse Hallström</td>\n      <td>Johnny Depp</td>\n      <td>Leonardo DiCaprio</td>\n      <td>Kevin Tighe</td>\n      <td>-1.829786</td>\n      <td>7.8</td>\n    </tr>\n    <tr>\n      <th>4047</th>\n      <td>1964</td>\n      <td>Goldfinger</td>\n      <td>Guy Hamilton</td>\n      <td>Honor Blackman</td>\n      <td>Gert Fröbe</td>\n      <td>Lois Maxwell</td>\n      <td>48.100000</td>\n      <td>7.8</td>\n    </tr>\n    <tr>\n      <th>3856</th>\n      <td>1997</td>\n      <td>Character</td>\n      <td>Mike van Diem</td>\n      <td>Jan Decleir</td>\n      <td>Fedja van Huêt</td>\n      <td>Hans Kesting</td>\n      <td>-3.786587</td>\n      <td>7.8</td>\n    </tr>\n    <tr>\n      <th>3888</th>\n      <td>2003</td>\n      <td>Lost in Translation</td>\n      <td>Sofia Coppola</td>\n      <td>Scarlett Johansson</td>\n      <td>Bill Murray</td>\n      <td>Catherine Lambert</td>\n      <td>40.566004</td>\n      <td>7.8</td>\n    </tr>\n    <tr>\n      <th>364</th>\n      <td>2011</td>\n      <td>The Girl with the Dragon Tattoo</td>\n      <td>David Fincher</td>\n      <td>Robin Wright</td>\n      <td>Goran Visnjic</td>\n      <td>Joely Richardson</td>\n      <td>12.515793</td>\n      <td>7.8</td>\n    </tr>\n    <tr>\n      <th>4318</th>\n      <td>2008</td>\n      <td>Gangster's Paradise: Jerusalema</td>\n      <td>Ralph Ziman</td>\n      <td>Rapulana Seiphemo</td>\n      <td>Kenneth Nkosi</td>\n      <td>Robert Hobbs</td>\n      <td>-1.995042</td>\n      <td>7.8</td>\n    </tr>\n    <tr>\n      <th>3985</th>\n      <td>1980</td>\n      <td>Airplane!</td>\n      <td>Jim Abrahams</td>\n      <td>Peter Graves</td>\n      <td>Lloyd Bridges</td>\n      <td>Barbara Billingsley</td>\n      <td>79.900000</td>\n      <td>7.8</td>\n    </tr>\n    <tr>\n      <th>4003</th>\n      <td>1987</td>\n      <td>Evil Dead II</td>\n      <td>Sam Raimi</td>\n      <td>Ted Raimi</td>\n      <td>Dan Hicks</td>\n      <td>Kassie Wesley DePaiva</td>\n      <td>2.323044</td>\n      <td>7.8</td>\n    </tr>\n    <tr>\n      <th>4263</th>\n      <td>2003</td>\n      <td>The Triplets of Belleville</td>\n      <td>Sylvain Chomet</td>\n      <td>Michel Robin</td>\n      <td>Charles Linton</td>\n      <td>Béatrice Bonifassi</td>\n      <td>-2.497745</td>\n      <td>7.8</td>\n    </tr>\n    <tr>\n      <th>3161</th>\n      <td>1999</td>\n      <td>Office Space</td>\n      <td>Mike Judge</td>\n      <td>Gary Cole</td>\n      <td>Stephen Root</td>\n      <td>Diedrich Bader</td>\n      <td>0.824921</td>\n      <td>7.8</td>\n    </tr>\n    <tr>\n      <th>290</th>\n      <td>2007</td>\n      <td>American Gangster</td>\n      <td>Ridley Scott</td>\n      <td>Denzel Washington</td>\n      <td>Ruby Dee</td>\n      <td>RZA</td>\n      <td>30.127620</td>\n      <td>7.8</td>\n    </tr>\n    <tr>\n      <th>4102</th>\n      <td>1998</td>\n      <td>Happiness</td>\n      <td>Todd Solondz</td>\n      <td>Philip Seymour Hoffman</td>\n      <td>Jon Lovitz</td>\n      <td>Dylan Baker</td>\n      <td>0.000000</td>\n      <td>7.8</td>\n    </tr>\n    <tr>\n      <th>246</th>\n      <td>2013</td>\n      <td>Gravity</td>\n      <td>Alfonso Cuarón</td>\n      <td>Phaldut Sharma</td>\n      <td>Basher Savage</td>\n      <td>Amy Warren</td>\n      <td>174.084951</td>\n      <td>7.8</td>\n    </tr>\n    <tr>\n      <th>4168</th>\n      <td>1974</td>\n      <td>Blazing Saddles</td>\n      <td>Mel Brooks</td>\n      <td>Madeline Kahn</td>\n      <td>David Huddleston</td>\n      <td>Harvey Korman</td>\n      <td>116.900000</td>\n      <td>7.8</td>\n    </tr>\n    <tr>\n      <th>4171</th>\n      <td>1987</td>\n      <td>Maurice</td>\n      <td>James Ivory</td>\n      <td>Rupert Graves</td>\n      <td>Denholm Elliott</td>\n      <td>Simon Callow</td>\n      <td>0.530592</td>\n      <td>7.8</td>\n    </tr>\n    <tr>\n      <th>4225</th>\n      <td>1940</td>\n      <td>Fantasia</td>\n      <td>James Algar</td>\n      <td>Leopold Stokowski</td>\n      <td>Deems Taylor</td>\n      <td>Unknown Actor</td>\n      <td>74.120000</td>\n      <td>7.8</td>\n    </tr>\n    <tr>\n      <th>398</th>\n      <td>2004</td>\n      <td>The Bourne Supremacy</td>\n      <td>Paul Greengrass</td>\n      <td>Matt Damon</td>\n      <td>Joan Allen</td>\n      <td>Oksana Akinshina</td>\n      <td>101.049130</td>\n      <td>7.8</td>\n    </tr>\n    <tr>\n      <th>400</th>\n      <td>2001</td>\n      <td>Ocean's Eleven</td>\n      <td>Steven Soderbergh</td>\n      <td>Brad Pitt</td>\n      <td>Bernie Mac</td>\n      <td>Elliott Gould</td>\n      <td>98.405771</td>\n      <td>7.8</td>\n    </tr>\n    <tr>\n      <th>4353</th>\n      <td>2008</td>\n      <td>Man on Wire</td>\n      <td>James Marsh</td>\n      <td>Paul McGill</td>\n      <td>Philippe Petit</td>\n      <td>Jean-Louis Blondeau</td>\n      <td>1.957978</td>\n      <td>7.8</td>\n    </tr>\n    <tr>\n      <th>504</th>\n      <td>2009</td>\n      <td>Oceans</td>\n      <td>Jacques Perrin</td>\n      <td>Pedro Armendáriz Jr.</td>\n      <td>Jacques Perrin</td>\n      <td>Rie Miyazawa</td>\n      <td>-20.593594</td>\n      <td>7.8</td>\n    </tr>\n    <tr>\n      <th>3624</th>\n      <td>2001</td>\n      <td>Hedwig and the Angry Inch</td>\n      <td>John Cameron Mitchell</td>\n      <td>John Cameron Mitchell</td>\n      <td>Miriam Shor</td>\n      <td>Andrea Martin</td>\n      <td>-2.970919</td>\n      <td>7.8</td>\n    </tr>\n    <tr>\n      <th>516</th>\n      <td>2015</td>\n      <td>The Little Prince</td>\n      <td>Mark Osborne</td>\n      <td>Jeff Bridges</td>\n      <td>James Franco</td>\n      <td>Mackenzie Foy</td>\n      <td>-79.860848</td>\n      <td>7.8</td>\n    </tr>\n    <tr>\n      <th>4375</th>\n      <td>1998</td>\n      <td>Run Lola Run</td>\n      <td>Tom Tykwer</td>\n      <td>Moritz Bleibtreu</td>\n      <td>Ludger Pistor</td>\n      <td>Armin Rohde</td>\n      <td>3.767324</td>\n      <td>7.8</td>\n    </tr>\n    <tr>\n      <th>3586</th>\n      <td>1980</td>\n      <td>Ordinary People</td>\n      <td>Robert Redford</td>\n      <td>Adam Baldwin</td>\n      <td>Elizabeth McGovern</td>\n      <td>Judd Hirsch</td>\n      <td>48.800000</td>\n      <td>7.8</td>\n    </tr>\n    <tr>\n      <th>3585</th>\n      <td>1964</td>\n      <td>Mary Poppins</td>\n      <td>Robert Stevenson</td>\n      <td>Ed Wynn</td>\n      <td>Glynis Johns</td>\n      <td>Elsa Lanchester</td>\n      <td>96.300000</td>\n      <td>7.8</td>\n    </tr>\n    <tr>\n      <th>3556</th>\n      <td>1991</td>\n      <td>Boyz n the Hood</td>\n      <td>John Singleton</td>\n      <td>John Cothran</td>\n      <td>Lloyd Avery II</td>\n      <td>Na'Blonka Durden</td>\n      <td>51.504069</td>\n      <td>7.8</td>\n    </tr>\n    <tr>\n      <th>4385</th>\n      <td>2013</td>\n      <td>The Lunchbox</td>\n      <td>Ritesh Batra</td>\n      <td>Nawazuddin Siddiqui</td>\n      <td>Nimrat Kaur</td>\n      <td>Lillete Dubey</td>\n      <td>3.231500</td>\n      <td>7.8</td>\n    </tr>\n    <tr>\n      <th>3493</th>\n      <td>2012</td>\n      <td>Skyfall</td>\n      <td>Sam Mendes</td>\n      <td>Albert Finney</td>\n      <td>Helen McCrory</td>\n      <td>Rory Kinnear</td>\n      <td>104.360277</td>\n      <td>7.8</td>\n    </tr>\n    <tr>\n      <th>767</th>\n      <td>2014</td>\n      <td>The Lego Movie</td>\n      <td>Phil Lord</td>\n      <td>Morgan Freeman</td>\n      <td>Will Ferrell</td>\n      <td>Alison Brie</td>\n      <td>197.756197</td>\n      <td>7.8</td>\n    </tr>\n    <tr>\n      <th>102</th>\n      <td>2011</td>\n      <td>X-Men: First Class</td>\n      <td>Matthew Vaughn</td>\n      <td>Jennifer Lawrence</td>\n      <td>Michael Fassbender</td>\n      <td>Oliver Platt</td>\n      <td>-13.594629</td>\n      <td>7.8</td>\n    </tr>\n    <tr>\n      <th>4706</th>\n      <td>1935</td>\n      <td>Top Hat</td>\n      <td>Mark Sandrich</td>\n      <td>Ginger Rogers</td>\n      <td>Edward Everett Horton</td>\n      <td>Eric Blore</td>\n      <td>2.391000</td>\n      <td>7.8</td>\n    </tr>\n    <tr>\n      <th>101</th>\n      <td>2008</td>\n      <td>The Curious Case of Benjamin Button</td>\n      <td>David Fincher</td>\n      <td>Brad Pitt</td>\n      <td>Jason Flemyng</td>\n      <td>Julia Ormond</td>\n      <td>-22.509198</td>\n      <td>7.8</td>\n    </tr>\n    <tr>\n      <th>877</th>\n      <td>2008</td>\n      <td>Changeling</td>\n      <td>Clint Eastwood</td>\n      <td>Angelina Jolie Pitt</td>\n      <td>Michael Kelly</td>\n      <td>Colm Feore</td>\n      <td>-19.292673</td>\n      <td>7.8</td>\n    </tr>\n    <tr>\n      <th>1776</th>\n      <td>2005</td>\n      <td>Pride &amp; Prejudice</td>\n      <td>Joe Wright</td>\n      <td>Talulah Riley</td>\n      <td>Brenda Blethyn</td>\n      <td>Simon Woods</td>\n      <td>10.372662</td>\n      <td>7.8</td>\n    </tr>\n    <tr>\n      <th>195</th>\n      <td>2004</td>\n      <td>Harry Potter and the Prisoner of Azkaban</td>\n      <td>Alfonso Cuarón</td>\n      <td>Daniel Radcliffe</td>\n      <td>Gary Oldman</td>\n      <td>Rupert Grint</td>\n      <td>119.358727</td>\n      <td>7.8</td>\n    </tr>\n    <tr>\n      <th>1638</th>\n      <td>2007</td>\n      <td>Atonement</td>\n      <td>Joe Wright</td>\n      <td>Benedict Cumberbatch</td>\n      <td>Alfie Allen</td>\n      <td>Brenda Blethyn</td>\n      <td>20.921738</td>\n      <td>7.8</td>\n    </tr>\n    <tr>\n      <th>1756</th>\n      <td>2015</td>\n      <td>The Big Short</td>\n      <td>Adam McKay</td>\n      <td>Ryan Gosling</td>\n      <td>Christian Bale</td>\n      <td>Charlie Talbert</td>\n      <td>42.235322</td>\n      <td>7.8</td>\n    </tr>\n    <tr>\n      <th>48</th>\n      <td>2013</td>\n      <td>Star Trek Into Darkness</td>\n      <td>J.J. Abrams</td>\n      <td>Benedict Cumberbatch</td>\n      <td>Bruce Greenwood</td>\n      <td>Noel Clarke</td>\n      <td>38.756232</td>\n      <td>7.8</td>\n    </tr>\n    <tr>\n      <th>1892</th>\n      <td>1993</td>\n      <td>Tombstone</td>\n      <td>George P. Cosmatos</td>\n      <td>Michael Biehn</td>\n      <td>Dana Delany</td>\n      <td>Powers Boothe</td>\n      <td>31.505065</td>\n      <td>7.8</td>\n    </tr>\n    <tr>\n      <th>5008</th>\n      <td>1994</td>\n      <td>Clerks</td>\n      <td>Kevin Smith</td>\n      <td>Jason Mewes</td>\n      <td>Brian O'Halloran</td>\n      <td>Jeff Anderson</td>\n      <td>2.921130</td>\n      <td>7.8</td>\n    </tr>\n    <tr>\n      <th>1592</th>\n      <td>2000</td>\n      <td>Remember the Titans</td>\n      <td>Boaz Yakin</td>\n      <td>Ryan Gosling</td>\n      <td>Denzel Washington</td>\n      <td>Ethan Suplee</td>\n      <td>85.648585</td>\n      <td>7.8</td>\n    </tr>\n    <tr>\n      <th>2137</th>\n      <td>2012</td>\n      <td>Silver Linings Playbook</td>\n      <td>David O. Russell</td>\n      <td>Jennifer Lawrence</td>\n      <td>Robert De Niro</td>\n      <td>Bradley Cooper</td>\n      <td>111.088910</td>\n      <td>7.8</td>\n    </tr>\n    <tr>\n      <th>2133</th>\n      <td>1999</td>\n      <td>South Park: Bigger Longer &amp; Uncut</td>\n      <td>Trey Parker</td>\n      <td>Minnie Driver</td>\n      <td>Eric Idle</td>\n      <td>Trey Parker</td>\n      <td>31.008288</td>\n      <td>7.8</td>\n    </tr>\n    <tr>\n      <th>2119</th>\n      <td>2005</td>\n      <td>Joyeux Noel</td>\n      <td>Christian Carion</td>\n      <td>Gary Lewis</td>\n      <td>Dany Boon</td>\n      <td>Ian Richardson</td>\n      <td>-20.949555</td>\n      <td>7.8</td>\n    </tr>\n    <tr>\n      <th>2118</th>\n      <td>2006</td>\n      <td>Black Book</td>\n      <td>Paul Verhoeven</td>\n      <td>Michiel Huisman</td>\n      <td>Sebastian Koch</td>\n      <td>Christian Berkel</td>\n      <td>-16.601608</td>\n      <td>7.8</td>\n    </tr>\n    <tr>\n      <th>4816</th>\n      <td>2005</td>\n      <td>Murderball</td>\n      <td>Henry Alex Rubin</td>\n      <td>Mark Zupan</td>\n      <td>Joe Bishop</td>\n      <td>Andy Cohn</td>\n      <td>-0.226328</td>\n      <td>7.8</td>\n    </tr>\n    <tr>\n      <th>1908</th>\n      <td>1987</td>\n      <td>The Last Emperor</td>\n      <td>Bernardo Bertolucci</td>\n      <td>Cary-Hiroyuki Tagawa</td>\n      <td>Joan Chen</td>\n      <td>Victor Wong</td>\n      <td>20.984230</td>\n      <td>7.8</td>\n    </tr>\n    <tr>\n      <th>2004</th>\n      <td>2013</td>\n      <td>The Best Offer</td>\n      <td>Giuseppe Tornatore</td>\n      <td>Jim Sturgess</td>\n      <td>Sean Buchanan</td>\n      <td>Liya Kebede</td>\n      <td>-13.414567</td>\n      <td>7.8</td>\n    </tr>\n    <tr>\n      <th>1898</th>\n      <td>2004</td>\n      <td>Finding Neverland</td>\n      <td>Marc Forster</td>\n      <td>Johnny Depp</td>\n      <td>Kate Winslet</td>\n      <td>Kelly Macdonald</td>\n      <td>26.676606</td>\n      <td>7.8</td>\n    </tr>\n    <tr>\n      <th>7</th>\n      <td>2010</td>\n      <td>Tangled</td>\n      <td>Nathan Greno</td>\n      <td>Brad Garrett</td>\n      <td>Donna Murphy</td>\n      <td>M.C. Gainey</td>\n      <td>-59.192738</td>\n      <td>7.8</td>\n    </tr>\n    <tr>\n      <th>1436</th>\n      <td>1997</td>\n      <td>Donnie Brasco</td>\n      <td>Mike Newell</td>\n      <td>Johnny Depp</td>\n      <td>Al Pacino</td>\n      <td>Anne Heche</td>\n      <td>6.954997</td>\n      <td>7.8</td>\n    </tr>\n    <tr>\n      <th>2406</th>\n      <td>1987</td>\n      <td>Predator</td>\n      <td>John McTiernan</td>\n      <td>Shane Black</td>\n      <td>Bill Duke</td>\n      <td>Carl Weathers</td>\n      <td>44.735548</td>\n      <td>7.8</td>\n    </tr>\n    <tr>\n      <th>2414</th>\n      <td>2014</td>\n      <td>Birdman or (The Unexpected Virtue of Ignorance)</td>\n      <td>Alejandro G. Iñárritu</td>\n      <td>Emma Stone</td>\n      <td>Naomi Watts</td>\n      <td>Merritt Wever</td>\n      <td>24.335698</td>\n      <td>7.8</td>\n    </tr>\n    <tr>\n      <th>2256</th>\n      <td>2004</td>\n      <td>Kung Fu Hustle</td>\n      <td>Stephen Chow</td>\n      <td>Shengyi Huang</td>\n      <td>Chi Ling Chiu</td>\n      <td>Qiu Yuen</td>\n      <td>-2.895331</td>\n      <td>7.8</td>\n    </tr>\n    <tr>\n      <th>1846</th>\n      <td>2000</td>\n      <td>O Brother, Where Art Thou?</td>\n      <td>Joel Coen</td>\n      <td>Holly Hunter</td>\n      <td>Tim Blake Nelson</td>\n      <td>Daniel von Bargen</td>\n      <td>19.506619</td>\n      <td>7.8</td>\n    </tr>\n    <tr>\n      <th>4491</th>\n      <td>2000</td>\n      <td>You Can Count on Me</td>\n      <td>Kenneth Lonergan</td>\n      <td>Matthew Broderick</td>\n      <td>Rory Culkin</td>\n      <td>Gaby Hoffmann</td>\n      <td>7.980275</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>3771</th>\n      <td>1997</td>\n      <td>The Sweet Hereafter</td>\n      <td>Atom Egoyan</td>\n      <td>Bruce Greenwood</td>\n      <td>Sarah Polley</td>\n      <td>Simon Baker</td>\n      <td>-0.693303</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>3759</th>\n      <td>2003</td>\n      <td>The Barbarian Invasions</td>\n      <td>Denys Arcand</td>\n      <td>Marie-Josée Croze</td>\n      <td>Stéphane Rousseau</td>\n      <td>Marina Hands</td>\n      <td>-2.567658</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>3671</th>\n      <td>1996</td>\n      <td>Shine</td>\n      <td>Scott Hicks</td>\n      <td>Noah Taylor</td>\n      <td>Armin Mueller-Stahl</td>\n      <td>Nicholas Bell</td>\n      <td>30.311509</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>2154</th>\n      <td>1977</td>\n      <td>Close Encounters of the Third Kind</td>\n      <td>Steven Spielberg</td>\n      <td>Bob Balaban</td>\n      <td>Teri Garr</td>\n      <td>Melinda Dillon</td>\n      <td>108.899130</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>457</th>\n      <td>2002</td>\n      <td>Road to Perdition</td>\n      <td>Sam Mendes</td>\n      <td>Tom Hanks</td>\n      <td>Jennifer Jason Leigh</td>\n      <td>Liam Aiken</td>\n      <td>24.054514</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>1627</th>\n      <td>2011</td>\n      <td>Midnight in Paris</td>\n      <td>Woody Allen</td>\n      <td>Kurt Fuller</td>\n      <td>Audrey Fleurot</td>\n      <td>Nina Arianda</td>\n      <td>39.816662</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>2943</th>\n      <td>1992</td>\n      <td>The Muppet Christmas Carol</td>\n      <td>Brian Henson</td>\n      <td>Steven Mackintosh</td>\n      <td>Jerry Nelson</td>\n      <td>Steve Whitmire</td>\n      <td>15.281507</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>2923</th>\n      <td>1982</td>\n      <td>Star Trek II: The Wrath of Khan</td>\n      <td>Nicholas Meyer</td>\n      <td>Leonard Nimoy</td>\n      <td>Kirstie Alley</td>\n      <td>Nichelle Nichols</td>\n      <td>67.900000</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>434</th>\n      <td>2007</td>\n      <td>Zodiac</td>\n      <td>David Fincher</td>\n      <td>Robert Downey Jr.</td>\n      <td>Jake Gyllenhaal</td>\n      <td>Anthony Edwards</td>\n      <td>-31.951647</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>3740</th>\n      <td>2001</td>\n      <td>Y Tu Mamá También</td>\n      <td>Alfonso Cuarón</td>\n      <td>Maribel Verdú</td>\n      <td>Daniel Giménez Cacho</td>\n      <td>María Aura</td>\n      <td>11.622333</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>932</th>\n      <td>1997</td>\n      <td>As Good as It Gets</td>\n      <td>James L. Brooks</td>\n      <td>Lupe Ontiveros</td>\n      <td>Yeardley Smith</td>\n      <td>Shirley Knight</td>\n      <td>97.637474</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>3719</th>\n      <td>2000</td>\n      <td>Billy Elliot</td>\n      <td>Stephen Daldry</td>\n      <td>Julie Walters</td>\n      <td>Gary Lewis</td>\n      <td>Jamie Draven</td>\n      <td>16.994911</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>3009</th>\n      <td>2009</td>\n      <td>City of Life and Death</td>\n      <td>Chuan Lu</td>\n      <td>Ye Liu</td>\n      <td>Yuanyuan Gao</td>\n      <td>Ryu Kohata</td>\n      <td>-11.880078</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>4922</th>\n      <td>2011</td>\n      <td>Weekend</td>\n      <td>Andrew Haigh</td>\n      <td>Tom Cullen</td>\n      <td>Chris New</td>\n      <td>Vauxhall Jermaine</td>\n      <td>0.349947</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>4516</th>\n      <td>2004</td>\n      <td>Dead Man's Shoes</td>\n      <td>Shane Meadows</td>\n      <td>Paddy Considine</td>\n      <td>Gary Stretch</td>\n      <td>George Newton</td>\n      <td>-0.689380</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>2992</th>\n      <td>2013</td>\n      <td>The Great Beauty</td>\n      <td>Paolo Sorrentino</td>\n      <td>Toni Servillo</td>\n      <td>Sabrina Ferilli</td>\n      <td>Serena Grandi</td>\n      <td>-6.364114</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>26</th>\n      <td>1997</td>\n      <td>Titanic</td>\n      <td>James Cameron</td>\n      <td>Leonardo DiCaprio</td>\n      <td>Kate Winslet</td>\n      <td>Gloria Stuart</td>\n      <td>458.672302</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>3139</th>\n      <td>1998</td>\n      <td>Rushmore</td>\n      <td>Wes Anderson</td>\n      <td>Bill Murray</td>\n      <td>Connie Nielsen</td>\n      <td>Olivia Williams</td>\n      <td>8.096053</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>4485</th>\n      <td>2004</td>\n      <td>Saw</td>\n      <td>James Wan</td>\n      <td>Michael Emerson</td>\n      <td>Monica Potter</td>\n      <td>Shawnee Smith</td>\n      <td>53.953403</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>3059</th>\n      <td>2003</td>\n      <td>The Visual Bible: The Gospel of John</td>\n      <td>Philip Saville</td>\n      <td>Henry Ian Cusick</td>\n      <td>Alan Van Sprang</td>\n      <td>Scott Handy</td>\n      <td>-12.931913</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>3060</th>\n      <td>2004</td>\n      <td>Vera Drake</td>\n      <td>Mike Leigh</td>\n      <td>Eddie Marsan</td>\n      <td>Sally Hawkins</td>\n      <td>Imelda Staunton</td>\n      <td>-7.246194</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>2048</th>\n      <td>2009</td>\n      <td>Zombieland</td>\n      <td>Ruben Fleischer</td>\n      <td>Emma Stone</td>\n      <td>Bill Murray</td>\n      <td>Derek Graf</td>\n      <td>51.990286</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>3542</th>\n      <td>1993</td>\n      <td>Dazed and Confused</td>\n      <td>Richard Linklater</td>\n      <td>Milla Jovovich</td>\n      <td>Adam Goldberg</td>\n      <td>Cole Hauser</td>\n      <td>1.093039</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>633</th>\n      <td>2010</td>\n      <td>Despicable Me</td>\n      <td>Pierre Coffin</td>\n      <td>Steve Carell</td>\n      <td>Miranda Cosgrove</td>\n      <td>Jack McBrayer</td>\n      <td>182.501645</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>3468</th>\n      <td>2009</td>\n      <td>500 Days of Summer</td>\n      <td>Marc Webb</td>\n      <td>Joseph Gordon-Levitt</td>\n      <td>Chloë Grace Moretz</td>\n      <td>Zooey Deschanel</td>\n      <td>24.891374</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>610</th>\n      <td>2007</td>\n      <td>Stardust</td>\n      <td>Matthew Vaughn</td>\n      <td>Henry Cavill</td>\n      <td>David Kelly</td>\n      <td>Nathaniel Parker</td>\n      <td>-31.654597</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>2016</th>\n      <td>1988</td>\n      <td>Dangerous Liaisons</td>\n      <td>Stephen Frears</td>\n      <td>Keanu Reeves</td>\n      <td>Peter Capaldi</td>\n      <td>Swoosie Kurtz</td>\n      <td>20.700000</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>3565</th>\n      <td>2001</td>\n      <td>Nowhere in Africa</td>\n      <td>Caroline Link</td>\n      <td>Merab Ninidze</td>\n      <td>Juliane Köhler</td>\n      <td>Matthias Habich</td>\n      <td>-0.826515</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>3574</th>\n      <td>2007</td>\n      <td>Control</td>\n      <td>Anton Corbijn</td>\n      <td>Sam Riley</td>\n      <td>Samantha Morton</td>\n      <td>Alexandra Maria Lara</td>\n      <td>-3.628423</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>3408</th>\n      <td>2009</td>\n      <td>The Secret of Kells</td>\n      <td>Tomm Moore</td>\n      <td>Sean Lennon</td>\n      <td>Mick Lally</td>\n      <td>Evan McGuire</td>\n      <td>-5.813617</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>3576</th>\n      <td>2003</td>\n      <td>Good Bye Lenin!</td>\n      <td>Wolfgang Becker</td>\n      <td>Florian Lukas</td>\n      <td>Chulpan Khamatova</td>\n      <td>Burghart Klaußner</td>\n      <td>-0.736141</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>3368</th>\n      <td>2011</td>\n      <td>50/50</td>\n      <td>Jonathan Levine</td>\n      <td>Joseph Gordon-Levitt</td>\n      <td>Anna Kendrick</td>\n      <td>Bryce Dallas Howard</td>\n      <td>26.963967</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>4449</th>\n      <td>1937</td>\n      <td>Snow White and the Seven Dwarfs</td>\n      <td>William Cottrell</td>\n      <td>Adriana Caselotti</td>\n      <td>Billy Gilbert</td>\n      <td>Lucille La Verne</td>\n      <td>182.925485</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>709</th>\n      <td>2006</td>\n      <td>300</td>\n      <td>Zack Snyder</td>\n      <td>Gerard Butler</td>\n      <td>Michael Fassbender</td>\n      <td>Vincent Regan</td>\n      <td>145.592590</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>744</th>\n      <td>2009</td>\n      <td>Coraline</td>\n      <td>Henry Selick</td>\n      <td>Jennifer Saunders</td>\n      <td>Dawn French</td>\n      <td>John Hodgman</td>\n      <td>15.280058</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>3296</th>\n      <td>1989</td>\n      <td>Henry V</td>\n      <td>Kenneth Branagh</td>\n      <td>Brian Blessed</td>\n      <td>Derek Jacobi</td>\n      <td>Danny Webb</td>\n      <td>1.161099</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>746</th>\n      <td>2004</td>\n      <td>Man on Fire</td>\n      <td>Tony Scott</td>\n      <td>Denzel Washington</td>\n      <td>Radha Mitchell</td>\n      <td>Giancarlo Giannini</td>\n      <td>7.862546</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>1980</th>\n      <td>1993</td>\n      <td>Gettysburg</td>\n      <td>Ron Maxwell</td>\n      <td>Tom Berenger</td>\n      <td>William Morgan Sheppard</td>\n      <td>James Patrick Stuart</td>\n      <td>-14.230040</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>1816</th>\n      <td>1998</td>\n      <td>Dark City</td>\n      <td>Alex Proyas</td>\n      <td>Rufus Sewell</td>\n      <td>William Hurt</td>\n      <td>Bruce Spence</td>\n      <td>-12.662421</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>3178</th>\n      <td>1998</td>\n      <td>The Red Violin</td>\n      <td>François Girard</td>\n      <td>Johannes Silberschneider</td>\n      <td>Clotilde Mollet</td>\n      <td>Carlo Cecchi</td>\n      <td>-0.526618</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>889</th>\n      <td>2004</td>\n      <td>A Very Long Engagement</td>\n      <td>Jean-Pierre Jeunet</td>\n      <td>Denis Lavant</td>\n      <td>André Dussollier</td>\n      <td>Albert Dupontel</td>\n      <td>-40.832183</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>1772</th>\n      <td>2010</td>\n      <td>Kick-Ass</td>\n      <td>Matthew Vaughn</td>\n      <td>Elizabeth McGovern</td>\n      <td>Deborah Twiss</td>\n      <td>Michael Rispoli</td>\n      <td>18.043505</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>893</th>\n      <td>2008</td>\n      <td>Seven Pounds</td>\n      <td>Gabriele Muccino</td>\n      <td>Will Smith</td>\n      <td>Rosario Dawson</td>\n      <td>Madison Pettis</td>\n      <td>14.951824</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>3607</th>\n      <td>2006</td>\n      <td>The Last King of Scotland</td>\n      <td>Kevin Macdonald</td>\n      <td>David Oyelowo</td>\n      <td>Simon McBurney</td>\n      <td>Abby Mukiibi Nkaaga</td>\n      <td>11.605861</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>3779</th>\n      <td>2004</td>\n      <td>The Machinist</td>\n      <td>Brad Anderson</td>\n      <td>Christian Bale</td>\n      <td>Jennifer Jason Leigh</td>\n      <td>Reg E. Cathey</td>\n      <td>-3.917956</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>1014</th>\n      <td>2007</td>\n      <td>Eastern Promises</td>\n      <td>David Cronenberg</td>\n      <td>Viggo Mortensen</td>\n      <td>Naomi Watts</td>\n      <td>Raza Jaffrey</td>\n      <td>-7.885118</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>4786</th>\n      <td>1933</td>\n      <td>42nd Street</td>\n      <td>Lloyd Bacon</td>\n      <td>Ginger Rogers</td>\n      <td>Dick Powell</td>\n      <td>George Brent</td>\n      <td>1.861000</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>3949</th>\n      <td>2002</td>\n      <td>Mondays in the Sun</td>\n      <td>Fernando León de Aranoa</td>\n      <td>Luis Tosar</td>\n      <td>Enrique Villén</td>\n      <td>Aida Folch</td>\n      <td>-3.853598</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>2664</th>\n      <td>2005</td>\n      <td>Match Point</td>\n      <td>Woody Allen</td>\n      <td>Scarlett Johansson</td>\n      <td>Mark Gatiss</td>\n      <td>Penelope Wilton</td>\n      <td>8.089926</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>4730</th>\n      <td>2003</td>\n      <td>The Station Agent</td>\n      <td>Tom McCarthy</td>\n      <td>Peter Dinklage</td>\n      <td>Joe Lo Truglio</td>\n      <td>Paula Garcés</td>\n      <td>5.239376</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>1230</th>\n      <td>2002</td>\n      <td>The Count of Monte Cristo</td>\n      <td>Kevin Reynolds</td>\n      <td>Henry Cavill</td>\n      <td>James Frain</td>\n      <td>Michael Wincott</td>\n      <td>19.228104</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>2641</th>\n      <td>2014</td>\n      <td>The Theory of Everything</td>\n      <td>James Marsh</td>\n      <td>Eddie Redmayne</td>\n      <td>Emily Watson</td>\n      <td>Simon McBurney</td>\n      <td>20.887263</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>4328</th>\n      <td>1947</td>\n      <td>The Lady from Shanghai</td>\n      <td>Orson Welles</td>\n      <td>Rita Hayworth</td>\n      <td>Everett Sloane</td>\n      <td>Ted de Corsia</td>\n      <td>-2.292073</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>4719</th>\n      <td>1964</td>\n      <td>A Hard Day's Night</td>\n      <td>Richard Lester</td>\n      <td>Paul McCartney</td>\n      <td>Ringo Starr</td>\n      <td>George Harrison</td>\n      <td>-0.044995</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>1739</th>\n      <td>2008</td>\n      <td>Frost/Nixon</td>\n      <td>Ron Howard</td>\n      <td>Toby Jones</td>\n      <td>Clint Howard</td>\n      <td>Oliver Platt</td>\n      <td>-16.406844</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>1517</th>\n      <td>2008</td>\n      <td>Ponyo</td>\n      <td>Hayao Miyazaki</td>\n      <td>Rumi Hiiragi</td>\n      <td>Yûki Amami</td>\n      <td>Yuria Nara</td>\n      <td>-18.918217</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>3943</th>\n      <td>2013</td>\n      <td>Buen Día, Ramón</td>\n      <td>Jorge Ramírez Suárez</td>\n      <td>Hector Kotsifakis</td>\n      <td>Adriana Barraza</td>\n      <td>Arcelia Ramírez</td>\n      <td>-3.899588</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>4199</th>\n      <td>2008</td>\n      <td>Religulous</td>\n      <td>Larry Charles</td>\n      <td>Bill Maher</td>\n      <td>Tal Bachman</td>\n      <td>Steve Burg</td>\n      <td>10.495673</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>2572</th>\n      <td>1993</td>\n      <td>Philadelphia</td>\n      <td>Jonathan Demme</td>\n      <td>Denzel Washington</td>\n      <td>Tom Hanks</td>\n      <td>Jason Robards</td>\n      <td>51.324422</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>1368</th>\n      <td>2015</td>\n      <td>Creed</td>\n      <td>Ryan Coogler</td>\n      <td>Sylvester Stallone</td>\n      <td>Phylicia Rashad</td>\n      <td>Graham McTavish</td>\n      <td>74.712885</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>284</th>\n      <td>2002</td>\n      <td>Minority Report</td>\n      <td>Steven Spielberg</td>\n      <td>Tom Cruise</td>\n      <td>Frank Grillo</td>\n      <td>Jessica Capshaw</td>\n      <td>30.014112</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>158</th>\n      <td>2003</td>\n      <td>The Last Samurai</td>\n      <td>Edward Zwick</td>\n      <td>Tom Cruise</td>\n      <td>Tony Goldwyn</td>\n      <td>Chad Lindberg</td>\n      <td>-28.889425</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>2386</th>\n      <td>2002</td>\n      <td>Adaptation.</td>\n      <td>Spike Jonze</td>\n      <td>Nicolas Cage</td>\n      <td>Meryl Streep</td>\n      <td>Roger Willie</td>\n      <td>3.245861</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>2389</th>\n      <td>1998</td>\n      <td>Fear and Loathing in Las Vegas</td>\n      <td>Terry Gilliam</td>\n      <td>Johnny Depp</td>\n      <td>Michael Jeter</td>\n      <td>Ellen Barkin</td>\n      <td>-7.937613</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>332</th>\n      <td>1997</td>\n      <td>The Fifth Element</td>\n      <td>Luc Besson</td>\n      <td>Milla Jovovich</td>\n      <td>Bruce Willis</td>\n      <td>Gary Oldman</td>\n      <td>-29.459980</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>2535</th>\n      <td>1995</td>\n      <td>Sense and Sensibility</td>\n      <td>Ang Lee</td>\n      <td>Alan Rickman</td>\n      <td>Kate Winslet</td>\n      <td>Tom Wilkinson</td>\n      <td>26.200000</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>4216</th>\n      <td>2006</td>\n      <td>This Is England</td>\n      <td>Shane Meadows</td>\n      <td>Stephen Graham</td>\n      <td>Joseph Gilgun</td>\n      <td>Jack O'Connell</td>\n      <td>-1.172081</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>330</th>\n      <td>2001</td>\n      <td>Black Hawk Down</td>\n      <td>Ridley Scott</td>\n      <td>Ioan Gruffudd</td>\n      <td>Sam Shepard</td>\n      <td>Ewen Bremner</td>\n      <td>16.638745</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>1403</th>\n      <td>2009</td>\n      <td>The Blind Side</td>\n      <td>John Lee Hancock</td>\n      <td>Catherine Dyer</td>\n      <td>Quinton Aaron</td>\n      <td>Kim Dickens</td>\n      <td>226.950375</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>1407</th>\n      <td>2010</td>\n      <td>True Grit</td>\n      <td>Ethan Coen</td>\n      <td>Matt Damon</td>\n      <td>Jeff Bridges</td>\n      <td>Bruce Green</td>\n      <td>133.031347</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>165</th>\n      <td>2009</td>\n      <td>Watchmen</td>\n      <td>Zack Snyder</td>\n      <td>Matt Frewer</td>\n      <td>Billy Crudup</td>\n      <td>Stephen McHattie</td>\n      <td>-22.496684</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>1429</th>\n      <td>1992</td>\n      <td>Malcolm X</td>\n      <td>Spike Lee</td>\n      <td>Denzel Washington</td>\n      <td>Delroy Lindo</td>\n      <td>Al Freeman Jr.</td>\n      <td>15.169908</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>1212</th>\n      <td>2004</td>\n      <td>Ray</td>\n      <td>Taylor Hackford</td>\n      <td>Bokeem Woodbine</td>\n      <td>Curtis Armstrong</td>\n      <td>Harry Lennix</td>\n      <td>35.305995</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>2638</th>\n      <td>2012</td>\n      <td>End of Watch</td>\n      <td>David Ayer</td>\n      <td>Jake Gyllenhaal</td>\n      <td>Anna Kendrick</td>\n      <td>America Ferrera</td>\n      <td>33.983001</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>4566</th>\n      <td>2006</td>\n      <td>Who Killed the Electric Car?</td>\n      <td>Chris Paine</td>\n      <td>Ed Begley Jr.</td>\n      <td>Phyllis Diller</td>\n      <td>Colette Divine</td>\n      <td>0.677838</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>396</th>\n      <td>2000</td>\n      <td>Cast Away</td>\n      <td>Robert Zemeckis</td>\n      <td>Tom Hanks</td>\n      <td>Paul Sanchez</td>\n      <td>Nick Searcy</td>\n      <td>143.630478</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>1085</th>\n      <td>2001</td>\n      <td>Training Day</td>\n      <td>Antoine Fuqua</td>\n      <td>Denzel Washington</td>\n      <td>Snoop Dogg</td>\n      <td>Tom Berenger</td>\n      <td>31.261036</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>1094</th>\n      <td>2003</td>\n      <td>Love Actually</td>\n      <td>Richard Curtis</td>\n      <td>Colin Firth</td>\n      <td>Liam Neeson</td>\n      <td>Kris Marshall</td>\n      <td>14.365105</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>4781</th>\n      <td>2002</td>\n      <td>Bloody Sunday</td>\n      <td>Paul Greengrass</td>\n      <td>James Nesbitt</td>\n      <td>Nicholas Farrell</td>\n      <td>Tim Pigott-Smith</td>\n      <td>-1.231955</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>2858</th>\n      <td>2015</td>\n      <td>Ex Machina</td>\n      <td>Alex Garland</td>\n      <td>Elina Alminas</td>\n      <td>Sonoya Mizuno</td>\n      <td>Corey Johnson</td>\n      <td>10.440971</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>2849</th>\n      <td>2004</td>\n      <td>The Butterfly Effect</td>\n      <td>Eric Bress</td>\n      <td>Logan Lerman</td>\n      <td>Eric Stoltz</td>\n      <td>Cameron Bright</td>\n      <td>-12.976053</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>1137</th>\n      <td>2012</td>\n      <td>Argo</td>\n      <td>Ben Affleck</td>\n      <td>Clea DuVall</td>\n      <td>Scoot McNairy</td>\n      <td>Tate Donovan</td>\n      <td>91.519448</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>1197</th>\n      <td>2010</td>\n      <td>The Social Network</td>\n      <td>David Fincher</td>\n      <td>Andrew Garfield</td>\n      <td>Dustin Fitzsimons</td>\n      <td>Marcella Lentz-Pope</td>\n      <td>56.917897</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>2819</th>\n      <td>2005</td>\n      <td>Brokeback Mountain</td>\n      <td>Ang Lee</td>\n      <td>Jake Gyllenhaal</td>\n      <td>Heath Ledger</td>\n      <td>Anne Hathaway</td>\n      <td>69.025853</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>2818</th>\n      <td>2010</td>\n      <td>Flipped</td>\n      <td>Rob Reiner</td>\n      <td>Madeline Carroll</td>\n      <td>Rebecca De Mornay</td>\n      <td>Aidan Quinn</td>\n      <td>-12.247786</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>3846</th>\n      <td>2002</td>\n      <td>25th Hour</td>\n      <td>Spike Lee</td>\n      <td>Philip Seymour Hoffman</td>\n      <td>Rosario Dawson</td>\n      <td>Aaron Stanford</td>\n      <td>-1.939157</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>4915</th>\n      <td>2006</td>\n      <td>The Trials of Darryl Hunt</td>\n      <td>Ricki Stern</td>\n      <td>Darryl Hunt</td>\n      <td>Evelyn Jefferson</td>\n      <td>John Reeves</td>\n      <td>-0.198889</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>3859</th>\n      <td>2005</td>\n      <td>Lady Vengeance</td>\n      <td>Chan-wook Park</td>\n      <td>Min-sik Choi</td>\n      <td>Yeong-ae Lee</td>\n      <td>Hye-jeong Kang</td>\n      <td>-4199.788333</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>4586</th>\n      <td>2007</td>\n      <td>Taxi to the Dark Side</td>\n      <td>Alex Gibney</td>\n      <td>Alex Gibney</td>\n      <td>George W. Bush</td>\n      <td>Greg D'Agostino</td>\n      <td>-0.725339</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>2260</th>\n      <td>2003</td>\n      <td>21 Grams</td>\n      <td>Alejandro G. Iñárritu</td>\n      <td>Naomi Watts</td>\n      <td>Eddie Marsan</td>\n      <td>Danny Huston</td>\n      <td>-3.751299</td>\n      <td>7.7</td>\n    </tr>\n    <tr>\n      <th>3925</th>\n      <td>1996</td>\n      <td>Waiting for Guffman</td>\n      <td>Christopher Guest</td>\n      <td>Catherine O'Hara</td>\n      <td>Fred Willard</td>\n      <td>Larry Miller</td>\n      <td>-1.107418</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>3690</th>\n      <td>2011</td>\n      <td>Headhunters</td>\n      <td>Morten Tyldum</td>\n      <td>Aksel Hennie</td>\n      <td>Synnøve Macody Lund</td>\n      <td>Julie R. Ølgaard</td>\n      <td>-29.103248</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>414</th>\n      <td>2001</td>\n      <td>Enemy at the Gates</td>\n      <td>Jean-Jacques Annaud</td>\n      <td>Bob Hoskins</td>\n      <td>Gabriel Thomson</td>\n      <td>Clemens Schick</td>\n      <td>-16.603219</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>4024</th>\n      <td>2005</td>\n      <td>March of the Penguins</td>\n      <td>Luc Jacquet</td>\n      <td>Morgan Freeman</td>\n      <td>Sofie Gråbøl</td>\n      <td>Romane Bohringer</td>\n      <td>69.413017</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>606</th>\n      <td>1989</td>\n      <td>The Abyss</td>\n      <td>James Cameron</td>\n      <td>Michael Biehn</td>\n      <td>Todd Graff</td>\n      <td>Mary Elizabeth Mastrantonio</td>\n      <td>-15.278000</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>3743</th>\n      <td>1996</td>\n      <td>Lone Star</td>\n      <td>John Sayles</td>\n      <td>Matthew McConaughey</td>\n      <td>Clifton James</td>\n      <td>Miriam Colon</td>\n      <td>8.269963</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>1655</th>\n      <td>1988</td>\n      <td>Midnight Run</td>\n      <td>Martin Brest</td>\n      <td>Robert De Niro</td>\n      <td>Yaphet Kotto</td>\n      <td>Philip Baker Hall</td>\n      <td>8.413606</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>545</th>\n      <td>2005</td>\n      <td>Munich</td>\n      <td>Steven Spielberg</td>\n      <td>Ayelet Zurer</td>\n      <td>Moritz Bleibtreu</td>\n      <td>Mathieu Amalric</td>\n      <td>-22.620910</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>327</th>\n      <td>2011</td>\n      <td>The Flowers of War</td>\n      <td>Yimou Zhang</td>\n      <td>Christian Bale</td>\n      <td>Ni Ni</td>\n      <td>Shigeo Kobayashi</td>\n      <td>-93.990787</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>186</th>\n      <td>2013</td>\n      <td>The Hunger Games: Catching Fire</td>\n      <td>Francis Lawrence</td>\n      <td>Jennifer Lawrence</td>\n      <td>Josh Hutcherson</td>\n      <td>Sandra Ellis Lafferty</td>\n      <td>294.645577</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>4255</th>\n      <td>1994</td>\n      <td>The Legend of Drunken Master</td>\n      <td>Chia-Liang Liu</td>\n      <td>Andy Lau</td>\n      <td>Anita Mui</td>\n      <td>Ho-Sung Pak</td>\n      <td>9.546543</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>184</th>\n      <td>2008</td>\n      <td>Kung Fu Panda</td>\n      <td>Mark Osborne</td>\n      <td>Angelina Jolie Pitt</td>\n      <td>Wayne Knight</td>\n      <td>Dan Fogler</td>\n      <td>85.395021</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>470</th>\n      <td>2014</td>\n      <td>Fury</td>\n      <td>David Ayer</td>\n      <td>Brad Pitt</td>\n      <td>Logan Lerman</td>\n      <td>Jim Parrack</td>\n      <td>17.707116</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>2027</th>\n      <td>1991</td>\n      <td>The Fisher King</td>\n      <td>Terry Gilliam</td>\n      <td>Jeff Bridges</td>\n      <td>David Hyde Pierce</td>\n      <td>Harry Shearer</td>\n      <td>17.895491</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>3577</th>\n      <td>2009</td>\n      <td>The Damned United</td>\n      <td>Tom Hooper</td>\n      <td>Stephen Graham</td>\n      <td>Mark Bazeley</td>\n      <td>Maurice Roëves</td>\n      <td>-9.550442</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>3894</th>\n      <td>1995</td>\n      <td>Leaving Las Vegas</td>\n      <td>Mike Figgis</td>\n      <td>Nicolas Cage</td>\n      <td>Valeria Golino</td>\n      <td>Julian Sands</td>\n      <td>28.368347</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>3692</th>\n      <td>2004</td>\n      <td>Saint Ralph</td>\n      <td>Michael McGowan</td>\n      <td>Campbell Scott</td>\n      <td>Adam Butcher</td>\n      <td>Gordon Pinsent</td>\n      <td>-5.204874</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>4257</th>\n      <td>1999</td>\n      <td>Boys Don't Cry</td>\n      <td>Kimberly Peirce</td>\n      <td>Alicia Goranson</td>\n      <td>Brendan Sexton III</td>\n      <td>Jeannetta Arnette</td>\n      <td>9.533945</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>1749</th>\n      <td>1984</td>\n      <td>Indiana Jones and the Temple of Doom</td>\n      <td>Steven Spielberg</td>\n      <td>Harrison Ford</td>\n      <td>Amrish Puri</td>\n      <td>Kate Capshaw</td>\n      <td>151.870271</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>365</th>\n      <td>1995</td>\n      <td>Die Hard with a Vengeance</td>\n      <td>John McTiernan</td>\n      <td>Bruce Willis</td>\n      <td>Aldis Hodge</td>\n      <td>Kevin Chamberlin</td>\n      <td>10.012500</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>1925</th>\n      <td>2002</td>\n      <td>The Hours</td>\n      <td>Stephen Daldry</td>\n      <td>Meryl Streep</td>\n      <td>Stephen Dillane</td>\n      <td>Miranda Richardson</td>\n      <td>16.597830</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>4998</th>\n      <td>1999</td>\n      <td>Smiling Fish &amp; Goat on Fire</td>\n      <td>Kevin Jordan</td>\n      <td>Derick Martini</td>\n      <td>Christa Miller</td>\n      <td>Ion Overman</td>\n      <td>0.237233</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>1648</th>\n      <td>2003</td>\n      <td>Secondhand Lions</td>\n      <td>Tim McCanlies</td>\n      <td>Haley Joel Osment</td>\n      <td>Robert Duvall</td>\n      <td>Emmanuelle Vaugier</td>\n      <td>11.407470</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>345</th>\n      <td>2011</td>\n      <td>Rise of the Planet of the Apes</td>\n      <td>Rupert Wyatt</td>\n      <td>James Franco</td>\n      <td>David Oyelowo</td>\n      <td>Tyler Labine</td>\n      <td>83.740650</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>236</th>\n      <td>2005</td>\n      <td>Star Wars: Episode III - Revenge of the Sith</td>\n      <td>George Lucas</td>\n      <td>Natalie Portman</td>\n      <td>Christopher Lee</td>\n      <td>Hayden Christensen</td>\n      <td>267.262555</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>3588</th>\n      <td>1961</td>\n      <td>West Side Story</td>\n      <td>Jerome Robbins</td>\n      <td>Rita Moreno</td>\n      <td>George Chakiris</td>\n      <td>Richard Beymer</td>\n      <td>37.650000</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>3705</th>\n      <td>2013</td>\n      <td>Instructions Not Included</td>\n      <td>Eugenio Derbez</td>\n      <td>Eugenio Derbez</td>\n      <td>Jessica Lindsey</td>\n      <td>Hugo Stiglitz</td>\n      <td>39.456509</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>1651</th>\n      <td>2006</td>\n      <td>Stranger Than Fiction</td>\n      <td>Marc Forster</td>\n      <td>Will Ferrell</td>\n      <td>Christian Stolte</td>\n      <td>Danny Rhodes</td>\n      <td>2.137776</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>366</th>\n      <td>2009</td>\n      <td>Sherlock Holmes</td>\n      <td>Guy Ritchie</td>\n      <td>Robert Downey Jr.</td>\n      <td>Eddie Marsan</td>\n      <td>Robert Maillet</td>\n      <td>119.019489</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>125</th>\n      <td>2013</td>\n      <td>Frozen</td>\n      <td>Chris Buck</td>\n      <td>Josh Gad</td>\n      <td>Maurice LaMarche</td>\n      <td>Livvy Stubenrauch</td>\n      <td>250.736600</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>3876</th>\n      <td>2002</td>\n      <td>Whale Rider</td>\n      <td>Niki Caro</td>\n      <td>Keisha Castle-Hughes</td>\n      <td>Rawiri Paratene</td>\n      <td>Tammy Davis</td>\n      <td>14.772796</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>4523</th>\n      <td>2011</td>\n      <td>The Raid: Redemption</td>\n      <td>Gareth Evans</td>\n      <td>Iko Uwais</td>\n      <td>Yayan Ruhian</td>\n      <td>Donny Alamsyah</td>\n      <td>3.005123</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>3501</th>\n      <td>1988</td>\n      <td>The Last Temptation of Christ</td>\n      <td>Martin Scorsese</td>\n      <td>Irvin Kershner</td>\n      <td>Barbara Hershey</td>\n      <td>Roberts Blossom</td>\n      <td>1.373585</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>2259</th>\n      <td>2007</td>\n      <td>The Kite Runner</td>\n      <td>Marc Forster</td>\n      <td>Mustafa Haidari</td>\n      <td>Shaun Toub</td>\n      <td>Khalid Abdalla</td>\n      <td>-4.202093</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>4733</th>\n      <td>1999</td>\n      <td>Beyond the Mat</td>\n      <td>Barry W. Blaustein</td>\n      <td>Terry Funk</td>\n      <td>Vince McMahon</td>\n      <td>Mick Foley</td>\n      <td>1.547570</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>2680</th>\n      <td>2008</td>\n      <td>The Hurt Locker</td>\n      <td>Kathryn Bigelow</td>\n      <td>Jeremy Renner</td>\n      <td>Christian Camargo</td>\n      <td>Brian Geraghty</td>\n      <td>0.700000</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>4590</th>\n      <td>2013</td>\n      <td>Antarctica: A Year on Ice</td>\n      <td>Anthony Powell</td>\n      <td>Josh Swanson</td>\n      <td>Tom Hamann</td>\n      <td>Anthony Powell</td>\n      <td>-0.712239</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>2721</th>\n      <td>2005</td>\n      <td>Kiss Kiss Bang Bang</td>\n      <td>Shane Black</td>\n      <td>Robert Downey Jr.</td>\n      <td>Corbin Bernsen</td>\n      <td>Larry Miller</td>\n      <td>-10.764163</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>1194</th>\n      <td>2013</td>\n      <td>Lone Survivor</td>\n      <td>Peter Berg</td>\n      <td>Jerry Ferrara</td>\n      <td>Scott Elrod</td>\n      <td>Dan Bilzerian</td>\n      <td>85.069696</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>83</th>\n      <td>2014</td>\n      <td>Dawn of the Planet of the Apes</td>\n      <td>Matt Reeves</td>\n      <td>Gary Oldman</td>\n      <td>Judy Greer</td>\n      <td>Kodi Smit-McPhee</td>\n      <td>38.543795</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>1170</th>\n      <td>2005</td>\n      <td>Lord of War</td>\n      <td>Andrew Niccol</td>\n      <td>Nicolas Cage</td>\n      <td>Jeremy Crutchley</td>\n      <td>Jared Burke</td>\n      <td>-25.872105</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>1224</th>\n      <td>2015</td>\n      <td>Bridge of Spies</td>\n      <td>Steven Spielberg</td>\n      <td>Tom Hanks</td>\n      <td>Mark Rylance</td>\n      <td>Amy Ryan</td>\n      <td>32.306065</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>2803</th>\n      <td>2006</td>\n      <td>Little Children</td>\n      <td>Todd Field</td>\n      <td>Kate Winslet</td>\n      <td>Noah Emmerich</td>\n      <td>Jane Adams</td>\n      <td>-20.540176</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>4196</th>\n      <td>2003</td>\n      <td>My Life Without Me</td>\n      <td>Isabel Coixet</td>\n      <td>Sarah Polley</td>\n      <td>Julian Richings</td>\n      <td>Amanda Plummer</td>\n      <td>-1.604408</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>1067</th>\n      <td>1996</td>\n      <td>Star Trek: First Contact</td>\n      <td>Jonathan Frakes</td>\n      <td>LeVar Burton</td>\n      <td>Alfre Woodard</td>\n      <td>Jonathan Frakes</td>\n      <td>47.001027</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>1593</th>\n      <td>1990</td>\n      <td>The Hunt for Red October</td>\n      <td>John McTiernan</td>\n      <td>Scott Glenn</td>\n      <td>Jeffrey Jones</td>\n      <td>Courtney B. Vance</td>\n      <td>92.012643</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>1038</th>\n      <td>2000</td>\n      <td>Traffic</td>\n      <td>Steven Soderbergh</td>\n      <td>Michael O'Neill</td>\n      <td>Jacob Vargas</td>\n      <td>James Lew</td>\n      <td>76.107476</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>2219</th>\n      <td>2000</td>\n      <td>High Fidelity</td>\n      <td>Stephen Frears</td>\n      <td>Drake Bell</td>\n      <td>Lili Taylor</td>\n      <td>Lisa Bonet</td>\n      <td>7.277055</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>2652</th>\n      <td>2007</td>\n      <td>The Great Debaters</td>\n      <td>Denzel Washington</td>\n      <td>Denzel Washington</td>\n      <td>Jurnee Smollett-Bell</td>\n      <td>John Heard</td>\n      <td>15.226144</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>1538</th>\n      <td>2008</td>\n      <td>The Reader</td>\n      <td>Stephen Daldry</td>\n      <td>Kate Winslet</td>\n      <td>David Kross</td>\n      <td>Susanne Lothar</td>\n      <td>2.180954</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>3500</th>\n      <td>2009</td>\n      <td>A Single Man</td>\n      <td>Tom Ford</td>\n      <td>Colin Firth</td>\n      <td>Teddy Sears</td>\n      <td>Keri Lynn Pratt</td>\n      <td>2.166863</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>2538</th>\n      <td>2003</td>\n      <td>House of Sand and Fog</td>\n      <td>Vadim Perelman</td>\n      <td>Frances Fisher</td>\n      <td>Kim Dickens</td>\n      <td>Ron Eldard</td>\n      <td>-1.994515</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>2416</th>\n      <td>2006</td>\n      <td>United 93</td>\n      <td>Paul Greengrass</td>\n      <td>Christian Clemenson</td>\n      <td>David Alan Basche</td>\n      <td>Susan Blommaert</td>\n      <td>16.471430</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>2475</th>\n      <td>2007</td>\n      <td>Superbad</td>\n      <td>Greg Mottola</td>\n      <td>Emma Stone</td>\n      <td>Joe Lo Truglio</td>\n      <td>Kevin Corrigan</td>\n      <td>101.463226</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>2485</th>\n      <td>2001</td>\n      <td>The Others</td>\n      <td>Alejandro Amenábar</td>\n      <td>Fionnula Flanagan</td>\n      <td>Elaine Cassidy</td>\n      <td>Eric Sykes</td>\n      <td>79.471845</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>1400</th>\n      <td>1989</td>\n      <td>Batman</td>\n      <td>Tim Burton</td>\n      <td>Michael Gough</td>\n      <td>Jack Palance</td>\n      <td>William Hootkins</td>\n      <td>216.188924</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>4200</th>\n      <td>2008</td>\n      <td>Fuel</td>\n      <td>Joshua Tickell</td>\n      <td>Larry David</td>\n      <td>Sheryl Crow</td>\n      <td>George W. Bush</td>\n      <td>-2.326217</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>2523</th>\n      <td>2006</td>\n      <td>The Illusionist</td>\n      <td>Neil Burger</td>\n      <td>Rufus Sewell</td>\n      <td>Eddie Marsan</td>\n      <td>Jake Wood</td>\n      <td>23.825798</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>2541</th>\n      <td>1989</td>\n      <td>When Harry Met Sally...</td>\n      <td>Rob Reiner</td>\n      <td>Bruno Kirby</td>\n      <td>Gretchen Palmer</td>\n      <td>Harley Jane Kozak</td>\n      <td>76.823600</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>1524</th>\n      <td>1992</td>\n      <td>A Few Good Men</td>\n      <td>Rob Reiner</td>\n      <td>Tom Cruise</td>\n      <td>Demi Moore</td>\n      <td>Kevin Pollak</td>\n      <td>101.340178</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>1369</th>\n      <td>2010</td>\n      <td>The Town</td>\n      <td>Ben Affleck</td>\n      <td>Jeremy Renner</td>\n      <td>Jon Hamm</td>\n      <td>Owen Burke</td>\n      <td>55.173235</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>2376</th>\n      <td>2013</td>\n      <td>The Book Thief</td>\n      <td>Brian Percival</td>\n      <td>Emily Watson</td>\n      <td>Sophie Nélisse</td>\n      <td>Roger Allam</td>\n      <td>2.483154</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>1348</th>\n      <td>1999</td>\n      <td>The Hurricane</td>\n      <td>Norman Jewison</td>\n      <td>Denzel Washington</td>\n      <td>Vincent Pastore</td>\n      <td>Deborah Kara Unger</td>\n      <td>12.668906</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>2567</th>\n      <td>1987</td>\n      <td>Radio Days</td>\n      <td>Woody Allen</td>\n      <td>Mike Starr</td>\n      <td>Don Pardo</td>\n      <td>Julie Kavner</td>\n      <td>-1.207221</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>1328</th>\n      <td>1994</td>\n      <td>The Crow</td>\n      <td>Alex Proyas</td>\n      <td>Michael Wincott</td>\n      <td>Bai Ling</td>\n      <td>David Patrick Kelly</td>\n      <td>27.693162</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>1293</th>\n      <td>2012</td>\n      <td>The Impossible</td>\n      <td>J.A. Bayona</td>\n      <td>Naomi Watts</td>\n      <td>Geraldine Chaplin</td>\n      <td>Oaklee Pendergast</td>\n      <td>-26.003245</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>2212</th>\n      <td>2008</td>\n      <td>Milk</td>\n      <td>Gus Van Sant</td>\n      <td>James Franco</td>\n      <td>Denis O'Hare</td>\n      <td>Lucas Grabeel</td>\n      <td>11.838002</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>956</th>\n      <td>2011</td>\n      <td>Moneyball</td>\n      <td>Bennett Miller</td>\n      <td>Philip Seymour Hoffman</td>\n      <td>Robin Wright</td>\n      <td>Brad Pitt</td>\n      <td>25.605492</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>4240</th>\n      <td>2001</td>\n      <td>Elling</td>\n      <td>Petter Næss</td>\n      <td>Jørgen Langhelle</td>\n      <td>Per Christian Ellefsen</td>\n      <td>Sven Nordin</td>\n      <td>-15.186564</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>3383</th>\n      <td>2000</td>\n      <td>American Psycho</td>\n      <td>Mary Harron</td>\n      <td>Christian Bale</td>\n      <td>Justin Theroux</td>\n      <td>Samantha Mathis</td>\n      <td>8.047419</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>2429</th>\n      <td>2010</td>\n      <td>127 Hours</td>\n      <td>Danny Boyle</td>\n      <td>James Franco</td>\n      <td>Treat Williams</td>\n      <td>Kate Burton</td>\n      <td>0.329466</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>3314</th>\n      <td>2002</td>\n      <td>All or Nothing</td>\n      <td>Mike Leigh</td>\n      <td>Lesley Manville</td>\n      <td>Ruth Sheen</td>\n      <td>Gary McDonald</td>\n      <td>-8.887065</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>736</th>\n      <td>2004</td>\n      <td>Collateral</td>\n      <td>Michael Mann</td>\n      <td>Tom Cruise</td>\n      <td>Jada Pinkett Smith</td>\n      <td>Debi Mazar</td>\n      <td>35.003492</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>1644</th>\n      <td>2015</td>\n      <td>Sicario</td>\n      <td>Denis Villeneuve</td>\n      <td>Edgar Arreola</td>\n      <td>Bernardo Saracino</td>\n      <td>Daniel Kaluuya</td>\n      <td>16.875468</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>3363</th>\n      <td>2002</td>\n      <td>28 Days Later...</td>\n      <td>Danny Boyle</td>\n      <td>Noah Huntley</td>\n      <td>Megan Burns</td>\n      <td>David Schneider</td>\n      <td>37.063889</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>3365</th>\n      <td>1979</td>\n      <td>Escape from Alcatraz</td>\n      <td>Don Siegel</td>\n      <td>Clint Eastwood</td>\n      <td>Patrick McGoohan</td>\n      <td>Fred Ward</td>\n      <td>28.500000</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>658</th>\n      <td>2012</td>\n      <td>Les Misérables</td>\n      <td>Tom Hooper</td>\n      <td>Hugh Jackman</td>\n      <td>Eddie Redmayne</td>\n      <td>Anne Hathaway</td>\n      <td>87.775460</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>946</th>\n      <td>2006</td>\n      <td>Inside Man</td>\n      <td>Spike Lee</td>\n      <td>Denzel Washington</td>\n      <td>James Ransone</td>\n      <td>Peter Gerety</td>\n      <td>43.504640</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>3438</th>\n      <td>2005</td>\n      <td>Thank You for Smoking</td>\n      <td>Jason Reitman</td>\n      <td>J.K. Simmons</td>\n      <td>Cameron Bright</td>\n      <td>Todd Louiso</td>\n      <td>18.292061</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>655</th>\n      <td>1995</td>\n      <td>Apollo 13</td>\n      <td>Ron Howard</td>\n      <td>Tom Hanks</td>\n      <td>Miko Hughes</td>\n      <td>Kathleen Quinlan</td>\n      <td>110.071312</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>4254</th>\n      <td>1981</td>\n      <td>Mad Max 2: The Road Warrior</td>\n      <td>George Miller</td>\n      <td>Vernon Wells</td>\n      <td>Bruce Spence</td>\n      <td>Kjell Nilsson</td>\n      <td>7.003011</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>651</th>\n      <td>2002</td>\n      <td>Ice Age</td>\n      <td>Chris Wedge</td>\n      <td>Goran Visnjic</td>\n      <td>Stephen Root</td>\n      <td>Denis Leary</td>\n      <td>117.387405</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>3469</th>\n      <td>1993</td>\n      <td>The Piano</td>\n      <td>Jane Campion</td>\n      <td>Holly Hunter</td>\n      <td>Ian Mune</td>\n      <td>Geneviève Lemon</td>\n      <td>33.158000</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>115</th>\n      <td>2005</td>\n      <td>Harry Potter and the Goblet of Fire</td>\n      <td>Mike Newell</td>\n      <td>Robert Pattinson</td>\n      <td>Daniel Radcliffe</td>\n      <td>Rupert Grint</td>\n      <td>139.994397</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>2091</th>\n      <td>2001</td>\n      <td>I Am Sam</td>\n      <td>Jessie Nelson</td>\n      <td>Dianne Wiest</td>\n      <td>Loretta Devine</td>\n      <td>Richard Schiff</td>\n      <td>18.270895</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>3267</th>\n      <td>1963</td>\n      <td>It's a Mad, Mad, Mad, Mad World</td>\n      <td>Stanley Kramer</td>\n      <td>Jonathan Winters</td>\n      <td>Sid Caesar</td>\n      <td>Spencer Tracy</td>\n      <td>36.900000</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>1762</th>\n      <td>2001</td>\n      <td>The Royal Tenenbaums</td>\n      <td>Wes Anderson</td>\n      <td>Bill Murray</td>\n      <td>Anjelica Huston</td>\n      <td>Seymour Cassel</td>\n      <td>31.353636</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>895</th>\n      <td>1990</td>\n      <td>The Godfather: Part III</td>\n      <td>Francis Ford Coppola</td>\n      <td>Al Pacino</td>\n      <td>Joe Mantegna</td>\n      <td>Bridget Fonda</td>\n      <td>12.676062</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>903</th>\n      <td>2001</td>\n      <td>Moulin Rouge!</td>\n      <td>Baz Luhrmann</td>\n      <td>Jim Broadbent</td>\n      <td>Kylie Minogue</td>\n      <td>Richard Roxburgh</td>\n      <td>4.886369</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>4189</th>\n      <td>2004</td>\n      <td>Garden State</td>\n      <td>Zach Braff</td>\n      <td>Armando Riesco</td>\n      <td>Michael Weston</td>\n      <td>Jill Flint</td>\n      <td>24.281723</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>3056</th>\n      <td>1992</td>\n      <td>Army of Darkness</td>\n      <td>Sam Raimi</td>\n      <td>Patricia Tallman</td>\n      <td>Bridget Fonda</td>\n      <td>Embeth Davidtz</td>\n      <td>-1.498907</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>3038</th>\n      <td>1995</td>\n      <td>Dead Man Walking</td>\n      <td>Tim Robbins</td>\n      <td>Lois Smith</td>\n      <td>Celia Weston</td>\n      <td>Robert Prosky</td>\n      <td>28.025000</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>908</th>\n      <td>2007</td>\n      <td>Grindhouse</td>\n      <td>Robert Rodriguez</td>\n      <td>Quentin Tarantino</td>\n      <td>Rosario Dawson</td>\n      <td>Zoë Bell</td>\n      <td>-27.968963</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>917</th>\n      <td>1998</td>\n      <td>The Thin Red Line</td>\n      <td>Terrence Malick</td>\n      <td>Nick Stahl</td>\n      <td>Miranda Otto</td>\n      <td>Dash Mihok</td>\n      <td>-15.614237</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>1629</th>\n      <td>2001</td>\n      <td>Blow</td>\n      <td>Ted Demme</td>\n      <td>Johnny Depp</td>\n      <td>Ethan Suplee</td>\n      <td>Jordi Mollà</td>\n      <td>22.937130</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>2178</th>\n      <td>2016</td>\n      <td>Me Before You</td>\n      <td>Thea Sharrock</td>\n      <td>Sam Claflin</td>\n      <td>Emilia Clarke</td>\n      <td>Brendan Coyle</td>\n      <td>36.154094</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>2974</th>\n      <td>2004</td>\n      <td>House of Flying Daggers</td>\n      <td>Yimou Zhang</td>\n      <td>Takeshi Kaneshiro</td>\n      <td>Andy Lau</td>\n      <td>Zhengyong Zhang</td>\n      <td>-88.958772</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>940</th>\n      <td>1994</td>\n      <td>Interview with the Vampire: The Vampire Chroni...</td>\n      <td>Neil Jordan</td>\n      <td>Brad Pitt</td>\n      <td>Tom Cruise</td>\n      <td>Kirsten Dunst</td>\n      <td>45.264608</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>4789</th>\n      <td>2004</td>\n      <td>As It Is in Heaven</td>\n      <td>Kay Pollak</td>\n      <td>Michael Nyqvist</td>\n      <td>Frida Hallgren</td>\n      <td>Nils-Anders Vallgårda</td>\n      <td>-24.990090</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>2953</th>\n      <td>2013</td>\n      <td>Philomena</td>\n      <td>Stephen Frears</td>\n      <td>Steve Coogan</td>\n      <td>Mare Winningham</td>\n      <td>Peter Hermann</td>\n      <td>25.707719</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>4046</th>\n      <td>1978</td>\n      <td>Animal House</td>\n      <td>John Landis</td>\n      <td>John Belushi</td>\n      <td>Karen Allen</td>\n      <td>Tim Matheson</td>\n      <td>138.600000</td>\n      <td>7.6</td>\n    </tr>\n    <tr>\n      <th>4247</th>\n      <td>1963</td>\n      <td>From Russia with Love</td>\n      <td>Terence Young</td>\n      <td>Robert Shaw</td>\n      <td>Daniela Bianchi</td>\n      <td>Lois Maxwell</td>\n      <td>22.800000</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>57</th>\n      <td>2016</td>\n      <td>Star Trek Beyond</td>\n      <td>Justin Lin</td>\n      <td>Sofia Boutella</td>\n      <td>Melissa Roxburgh</td>\n      <td>Lydia Wilson</td>\n      <td>-54.531374</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>4997</th>\n      <td>2000</td>\n      <td>George Washington</td>\n      <td>David Gordon Green</td>\n      <td>Paul Schneider</td>\n      <td>Eddie Rouse</td>\n      <td>Damian Jewan Lee</td>\n      <td>0.199816</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>4973</th>\n      <td>1998</td>\n      <td>Pi</td>\n      <td>Darren Aronofsky</td>\n      <td>Mark Margolis</td>\n      <td>Clint Mansell</td>\n      <td>Stanley B. Herman</td>\n      <td>3.156970</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>4674</th>\n      <td>1973</td>\n      <td>American Graffiti</td>\n      <td>George Lucas</td>\n      <td>Harrison Ford</td>\n      <td>Ron Howard</td>\n      <td>Mackenzie Phillips</td>\n      <td>114.223000</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>4661</th>\n      <td>1995</td>\n      <td>Welcome to the Dollhouse</td>\n      <td>Todd Solondz</td>\n      <td>Heather Matarazzo</td>\n      <td>Ken Leung</td>\n      <td>Christina Vidal</td>\n      <td>3.971000</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>70</th>\n      <td>2011</td>\n      <td>Hugo</td>\n      <td>Martin Scorsese</td>\n      <td>Chloë Grace Moretz</td>\n      <td>Christopher Lee</td>\n      <td>Ray Winstone</td>\n      <td>-96.179906</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>4645</th>\n      <td>2013</td>\n      <td>Fruitvale Station</td>\n      <td>Ryan Coogler</td>\n      <td>Ahna O'Reilly</td>\n      <td>Melonie Diaz</td>\n      <td>Ariana Neal</td>\n      <td>15.197842</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>4557</th>\n      <td>2007</td>\n      <td>Juno</td>\n      <td>Jason Reitman</td>\n      <td>J.K. Simmons</td>\n      <td>Jennifer Garner</td>\n      <td>Rainn Wilson</td>\n      <td>135.992840</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>4788</th>\n      <td>1990</td>\n      <td>Metropolitan</td>\n      <td>Whit Stillman</td>\n      <td>Chris Eigeman</td>\n      <td>Taylor Nichols</td>\n      <td>Ellia Thompson</td>\n      <td>2.713208</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>20</th>\n      <td>2014</td>\n      <td>The Hobbit: The Battle of the Five Armies</td>\n      <td>Peter Jackson</td>\n      <td>Aidan Turner</td>\n      <td>Adam Brown</td>\n      <td>James Nesbitt</td>\n      <td>5.108370</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>4890</th>\n      <td>2012</td>\n      <td>Burn</td>\n      <td>Tom Putnam</td>\n      <td>Brendan Doogie Milewski</td>\n      <td>Donald Austin</td>\n      <td>Craig Dougherty</td>\n      <td>-0.113700</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>9</th>\n      <td>2009</td>\n      <td>Harry Potter and the Half-Blood Prince</td>\n      <td>David Yates</td>\n      <td>Alan Rickman</td>\n      <td>Daniel Radcliffe</td>\n      <td>Rupert Grint</td>\n      <td>51.956980</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>114</th>\n      <td>2007</td>\n      <td>Harry Potter and the Order of the Phoenix</td>\n      <td>David Yates</td>\n      <td>Robert Pattinson</td>\n      <td>Daniel Radcliffe</td>\n      <td>Fiona Shaw</td>\n      <td>142.000866</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>4412</th>\n      <td>1998</td>\n      <td>Buffalo '66</td>\n      <td>Vincent Gallo</td>\n      <td>Anjelica Huston</td>\n      <td>Vincent Gallo</td>\n      <td>Jan-Michael Vincent</td>\n      <td>0.865931</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>4381</th>\n      <td>2001</td>\n      <td>In the Bedroom</td>\n      <td>Todd Field</td>\n      <td>Tom Wilkinson</td>\n      <td>Sissy Spacek</td>\n      <td>Karen Allen</td>\n      <td>34.218429</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>8</th>\n      <td>2015</td>\n      <td>Avengers: Age of Ultron</td>\n      <td>Joss Whedon</td>\n      <td>Chris Hemsworth</td>\n      <td>Robert Downey Jr.</td>\n      <td>Scarlett Johansson</td>\n      <td>208.991599</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>4368</th>\n      <td>2003</td>\n      <td>Travelers and Magicians</td>\n      <td>Khyentse Norbu</td>\n      <td>Tshewang Dendup</td>\n      <td>Lhakpa Dorji</td>\n      <td>Sonam Kinga</td>\n      <td>-1.294705</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>4352</th>\n      <td>1984</td>\n      <td>A Nightmare on Elm Street</td>\n      <td>Wes Craven</td>\n      <td>Johnny Depp</td>\n      <td>Lin Shaye</td>\n      <td>Amanda Wyss</td>\n      <td>24.705000</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>4936</th>\n      <td>1974</td>\n      <td>The Texas Chain Saw Massacre</td>\n      <td>Tobe Hooper</td>\n      <td>Gunnar Hansen</td>\n      <td>Edwin Neal</td>\n      <td>Marilyn Burns</td>\n      <td>30.775468</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>4941</th>\n      <td>1989</td>\n      <td>Roger &amp; Me</td>\n      <td>Michael Moore</td>\n      <td>Michael Moore</td>\n      <td>Pat Boone</td>\n      <td>Bob Eubanks</td>\n      <td>6.546368</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>4904</th>\n      <td>2008</td>\n      <td>Call + Response</td>\n      <td>Justin Dillon</td>\n      <td>Matisyahu</td>\n      <td>Natasha Bedingfield</td>\n      <td>Madeleine Albright</td>\n      <td>0.015185</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>3271</th>\n      <td>1995</td>\n      <td>Richard III</td>\n      <td>Richard Loncraine</td>\n      <td>Robert Downey Jr.</td>\n      <td>Jim Broadbent</td>\n      <td>Kristin Scott Thomas</td>\n      <td>-3.400000</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>202</th>\n      <td>2001</td>\n      <td>Harry Potter and the Sorcerer's Stone</td>\n      <td>Chris Columbus</td>\n      <td>Daniel Radcliffe</td>\n      <td>Fiona Shaw</td>\n      <td>Verne Troyer</td>\n      <td>192.557891</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>2204</th>\n      <td>2006</td>\n      <td>Babel</td>\n      <td>Alejandro G. Iñárritu</td>\n      <td>Brad Pitt</td>\n      <td>Harriet Walter</td>\n      <td>Dermot Crowley</td>\n      <td>9.300771</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>2249</th>\n      <td>2007</td>\n      <td>Reign Over Me</td>\n      <td>Mike Binder</td>\n      <td>Adam Sandler</td>\n      <td>Don Cheadle</td>\n      <td>John de Lancie</td>\n      <td>-0.338013</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>1558</th>\n      <td>2005</td>\n      <td>A History of Violence</td>\n      <td>David Cronenberg</td>\n      <td>Viggo Mortensen</td>\n      <td>Kyle Schmid</td>\n      <td>William Hurt</td>\n      <td>-0.506218</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>2275</th>\n      <td>1994</td>\n      <td>Bullets Over Broadway</td>\n      <td>Woody Allen</td>\n      <td>Jim Broadbent</td>\n      <td>Chazz Palminteri</td>\n      <td>Dianne Wiest</td>\n      <td>-6.616263</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>2322</th>\n      <td>2008</td>\n      <td>Synecdoche, New York</td>\n      <td>Charlie Kaufman</td>\n      <td>Philip Seymour Hoffman</td>\n      <td>Jennifer Jason Leigh</td>\n      <td>Samantha Morton</td>\n      <td>-17.918075</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>1552</th>\n      <td>2011</td>\n      <td>Source Code</td>\n      <td>Duncan Jones</td>\n      <td>Jake Gyllenhaal</td>\n      <td>Cas Anvar</td>\n      <td>Russell Peters</td>\n      <td>22.696902</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>2329</th>\n      <td>2002</td>\n      <td>Equilibrium</td>\n      <td>Kurt Wimmer</td>\n      <td>Christian Bale</td>\n      <td>Emily Watson</td>\n      <td>Sean Pertwee</td>\n      <td>-18.809982</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>2354</th>\n      <td>2006</td>\n      <td>The Painted Veil</td>\n      <td>John Curran</td>\n      <td>Toby Jones</td>\n      <td>Sally Hawkins</td>\n      <td>Alan David</td>\n      <td>-11.352310</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>1428</th>\n      <td>2013</td>\n      <td>Saving Mr. Banks</td>\n      <td>John Lee Hancock</td>\n      <td>Tom Hanks</td>\n      <td>Ruth Wilson</td>\n      <td>B.J. Novak</td>\n      <td>48.299761</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>2434</th>\n      <td>2001</td>\n      <td>Life as a House</td>\n      <td>Irwin Winkler</td>\n      <td>Ian Somerhalder</td>\n      <td>Hayden Christensen</td>\n      <td>Kristin Scott Thomas</td>\n      <td>-2.438373</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>2442</th>\n      <td>1997</td>\n      <td>The Ice Storm</td>\n      <td>Ang Lee</td>\n      <td>Joan Allen</td>\n      <td>Kate Burton</td>\n      <td>Henry Czerny</td>\n      <td>-10.162368</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>2490</th>\n      <td>2004</td>\n      <td>Sideways</td>\n      <td>Alexander Payne</td>\n      <td>Virginia Madsen</td>\n      <td>Patrick Gallagher</td>\n      <td>M.C. Gainey</td>\n      <td>59.502303</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>2509</th>\n      <td>1998</td>\n      <td>A Simple Plan</td>\n      <td>Sam Raimi</td>\n      <td>Gary Cole</td>\n      <td>Bridget Fonda</td>\n      <td>Chelcie Ross</td>\n      <td>-0.688237</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>2601</th>\n      <td>1990</td>\n      <td>Home Alone</td>\n      <td>Chris Columbus</td>\n      <td>Macaulay Culkin</td>\n      <td>Devin Ratray</td>\n      <td>Catherine O'Hara</td>\n      <td>267.761243</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>2623</th>\n      <td>1988</td>\n      <td>Beetlejuice</td>\n      <td>Tim Burton</td>\n      <td>Catherine O'Hara</td>\n      <td>Jeffrey Jones</td>\n      <td>Glenn Shadix</td>\n      <td>58.326666</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>2206</th>\n      <td>2008</td>\n      <td>Doubt</td>\n      <td>John Patrick Shanley</td>\n      <td>Philip Seymour Hoffman</td>\n      <td>Meryl Streep</td>\n      <td>Carrie Preston</td>\n      <td>13.422556</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>2184</th>\n      <td>2014</td>\n      <td>Selma</td>\n      <td>Ava DuVernay</td>\n      <td>David Oyelowo</td>\n      <td>Tom Wilkinson</td>\n      <td>Oprah Winfrey</td>\n      <td>32.066000</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>1203</th>\n      <td>1992</td>\n      <td>Bram Stoker's Dracula</td>\n      <td>Francis Ford Coppola</td>\n      <td>Keanu Reeves</td>\n      <td>Anthony Hopkins</td>\n      <td>Gary Oldman</td>\n      <td>42.522790</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>1611</th>\n      <td>1994</td>\n      <td>Legends of the Fall</td>\n      <td>Edward Zwick</td>\n      <td>Anthony Hopkins</td>\n      <td>Brad Pitt</td>\n      <td>Julia Ormond</td>\n      <td>36.528842</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>1840</th>\n      <td>2003</td>\n      <td>Open Range</td>\n      <td>Kevin Costner</td>\n      <td>Robert Duvall</td>\n      <td>Michael Jeter</td>\n      <td>Julian Richings</td>\n      <td>36.328680</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>1865</th>\n      <td>2005</td>\n      <td>The Constant Gardener</td>\n      <td>Fernando Meirelles</td>\n      <td>Archie Panjabi</td>\n      <td>Danny Huston</td>\n      <td>Donald Sumpter</td>\n      <td>18.565375</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>1758</th>\n      <td>2004</td>\n      <td>Miracle</td>\n      <td>Gavin O'Connor</td>\n      <td>Eddie Cahill</td>\n      <td>Noah Emmerich</td>\n      <td>Kenneth Mitchell</td>\n      <td>36.371181</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>1743</th>\n      <td>1987</td>\n      <td>Cry Freedom</td>\n      <td>Richard Attenborough</td>\n      <td>Denzel Washington</td>\n      <td>Kevin McNally</td>\n      <td>Penelope Wilton</td>\n      <td>-23.100203</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>1722</th>\n      <td>2007</td>\n      <td>The Assassination of Jesse James by the Coward...</td>\n      <td>Andrew Dominik</td>\n      <td>Brad Pitt</td>\n      <td>Jeremy Renner</td>\n      <td>Sam Shepard</td>\n      <td>-26.095018</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>1930</th>\n      <td>2007</td>\n      <td>August Rush</td>\n      <td>Kirsten Sheridan</td>\n      <td>Robin Williams</td>\n      <td>Aaron Staton</td>\n      <td>Marian Seldes</td>\n      <td>1.655091</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>1931</th>\n      <td>1998</td>\n      <td>Elizabeth</td>\n      <td>Shekhar Kapur</td>\n      <td>Fanny Ardant</td>\n      <td>John Gielgud</td>\n      <td>Eric Cantona</td>\n      <td>5.012990</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>1933</th>\n      <td>1970</td>\n      <td>Tora! Tora! Tora!</td>\n      <td>Richard Fleischer</td>\n      <td>Joseph Cotten</td>\n      <td>Richard Anderson</td>\n      <td>James Whitmore</td>\n      <td>-10.500000</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>1944</th>\n      <td>2016</td>\n      <td>Eddie the Eagle</td>\n      <td>Dexter Fletcher</td>\n      <td>Hugh Jackman</td>\n      <td>Taron Egerton</td>\n      <td>Tim McInnerny</td>\n      <td>-7.214368</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>1645</th>\n      <td>2015</td>\n      <td>Southpaw</td>\n      <td>Antoine Fuqua</td>\n      <td>Jake Gyllenhaal</td>\n      <td>50 Cent</td>\n      <td>Oona Laurence</td>\n      <td>22.418902</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>2086</th>\n      <td>1995</td>\n      <td>The Bridges of Madison County</td>\n      <td>Clint Eastwood</td>\n      <td>Clint Eastwood</td>\n      <td>Meryl Streep</td>\n      <td>Debra Monk</td>\n      <td>35.960517</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>2138</th>\n      <td>2007</td>\n      <td>Freedom Writers</td>\n      <td>Richard LaGravenese</td>\n      <td>Hunter Parrish</td>\n      <td>Scott Glenn</td>\n      <td>Imelda Staunton</td>\n      <td>15.581633</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>1635</th>\n      <td>2005</td>\n      <td>The Curse of the Were-Rabbit</td>\n      <td>Steve Box</td>\n      <td>Mark Gatiss</td>\n      <td>Geraldine McEwan</td>\n      <td>Peter Sallis</td>\n      <td>26.068547</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>2163</th>\n      <td>2013</td>\n      <td>The Conjuring</td>\n      <td>James Wan</td>\n      <td>Mackenzie Foy</td>\n      <td>Lili Taylor</td>\n      <td>Hayley McFarland</td>\n      <td>117.387272</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>1205</th>\n      <td>2013</td>\n      <td>42</td>\n      <td>Brian Helgeland</td>\n      <td>Harrison Ford</td>\n      <td>Christopher Meloni</td>\n      <td>Nicole Beharie</td>\n      <td>55.001343</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>2719</th>\n      <td>2005</td>\n      <td>Three Burials</td>\n      <td>Tommy Lee Jones</td>\n      <td>Levon Helm</td>\n      <td>Dwight Yoakam</td>\n      <td>Guillermo Arriaga</td>\n      <td>-9.976725</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>210</th>\n      <td>2003</td>\n      <td>X-Men 2</td>\n      <td>Bryan Singer</td>\n      <td>Hugh Jackman</td>\n      <td>Bruce Davison</td>\n      <td>Aaron Stanford</td>\n      <td>104.948780</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>3516</th>\n      <td>2011</td>\n      <td>We Need to Talk About Kevin</td>\n      <td>Lynne Ramsay</td>\n      <td>Ezra Miller</td>\n      <td>Siobhan Fallon Hogan</td>\n      <td>Ashley Gerasimovich</td>\n      <td>-5.261308</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>521</th>\n      <td>2013</td>\n      <td>Despicable Me 2</td>\n      <td>Pierre Coffin</td>\n      <td>Steve Carell</td>\n      <td>Miranda Cosgrove</td>\n      <td>Steve Coogan</td>\n      <td>292.049635</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>3597</th>\n      <td>2000</td>\n      <td>Best in Show</td>\n      <td>Christopher Guest</td>\n      <td>John Michael Higgins</td>\n      <td>Catherine O'Hara</td>\n      <td>Michael McKean</td>\n      <td>12.621249</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>424</th>\n      <td>2010</td>\n      <td>Scott Pilgrim vs. the World</td>\n      <td>Edgar Wright</td>\n      <td>Anna Kendrick</td>\n      <td>Kieran Culkin</td>\n      <td>Ellen Wong</td>\n      <td>-28.505730</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>3733</th>\n      <td>2014</td>\n      <td>Still Alice</td>\n      <td>Richard Glatzer</td>\n      <td>Kristen Stewart</td>\n      <td>Hunter Parrish</td>\n      <td>Seth Gilliam</td>\n      <td>13.656400</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>3808</th>\n      <td>2014</td>\n      <td>Rudderless</td>\n      <td>William H. Macy</td>\n      <td>Billy Crudup</td>\n      <td>Felicity Huffman</td>\n      <td>David Adam Flannery</td>\n      <td>-4.962560</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>362</th>\n      <td>1998</td>\n      <td>Mulan</td>\n      <td>Tony Bancroft</td>\n      <td>Ming-Na Wen</td>\n      <td>Harvey Fierstein</td>\n      <td>June Foray</td>\n      <td>30.618403</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>3916</th>\n      <td>2007</td>\n      <td>The Orphanage</td>\n      <td>J.A. Bayona</td>\n      <td>Geraldine Chaplin</td>\n      <td>Belén Rueda</td>\n      <td>Fernando Cayo</td>\n      <td>3.759147</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>3988</th>\n      <td>1993</td>\n      <td>Menace II Society</td>\n      <td>Albert Hughes</td>\n      <td>Jada Pinkett Smith</td>\n      <td>Larenz Tate</td>\n      <td>Khandi Alexander</td>\n      <td>24.400000</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>3999</th>\n      <td>1998</td>\n      <td>Gods and Monsters</td>\n      <td>Bill Condon</td>\n      <td>Brendan Fraser</td>\n      <td>Lynn Redgrave</td>\n      <td>Kevin J. O'Connor</td>\n      <td>2.890032</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>326</th>\n      <td>2002</td>\n      <td>Gangs of New York</td>\n      <td>Martin Scorsese</td>\n      <td>Leonardo DiCaprio</td>\n      <td>Liam Neeson</td>\n      <td>Jim Broadbent</td>\n      <td>-22.320362</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>4043</th>\n      <td>2004</td>\n      <td>Maria Full of Grace</td>\n      <td>Joshua Marston</td>\n      <td>Catalina Sandino Moreno</td>\n      <td>Wilson Guerrero</td>\n      <td>Yenny Paola Vega</td>\n      <td>3.517198</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>311</th>\n      <td>2012</td>\n      <td>Cloud Atlas</td>\n      <td>Tom Tykwer</td>\n      <td>Tom Hanks</td>\n      <td>Jim Sturgess</td>\n      <td>Jim Broadbent</td>\n      <td>-74.901420</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>257</th>\n      <td>2004</td>\n      <td>The Aviator</td>\n      <td>Martin Scorsese</td>\n      <td>Leonardo DiCaprio</td>\n      <td>Adam Scott</td>\n      <td>Frances Conroy</td>\n      <td>-7.391173</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>214</th>\n      <td>1990</td>\n      <td>Total Recall</td>\n      <td>Paul Verhoeven</td>\n      <td>Ronny Cox</td>\n      <td>Rachel Ticotin</td>\n      <td>Marshall Bell</td>\n      <td>54.412921</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>212</th>\n      <td>2011</td>\n      <td>Sherlock Holmes: A Game of Shadows</td>\n      <td>Guy Ritchie</td>\n      <td>Robert Downey Jr.</td>\n      <td>Eddie Marsan</td>\n      <td>Paul Anderson</td>\n      <td>61.830669</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>3583</th>\n      <td>2004</td>\n      <td>Fahrenheit 9/11</td>\n      <td>Michael Moore</td>\n      <td>Osama bin Laden</td>\n      <td>Stevie Wonder</td>\n      <td>Ricky Martin</td>\n      <td>113.078393</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>3504</th>\n      <td>2002</td>\n      <td>Rabbit-Proof Fence</td>\n      <td>Phillip Noyce</td>\n      <td>Roy Billing</td>\n      <td>David Gulpilil</td>\n      <td>Deborah Mailman</td>\n      <td>0.165429</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>2758</th>\n      <td>2010</td>\n      <td>Sarah's Key</td>\n      <td>Gilles Paquet-Brenner</td>\n      <td>Kristin Scott Thomas</td>\n      <td>Aidan Quinn</td>\n      <td>Arben Bajraktaraj</td>\n      <td>-2.308300</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>3477</th>\n      <td>2005</td>\n      <td>Good Night, and Good Luck.</td>\n      <td>George Clooney</td>\n      <td>Robert Downey Jr.</td>\n      <td>Tate Donovan</td>\n      <td>Alex Borstein</td>\n      <td>24.001218</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>1143</th>\n      <td>1940</td>\n      <td>Pinocchio</td>\n      <td>Norman Ferguson</td>\n      <td>Mel Blanc</td>\n      <td>Dickie Jones</td>\n      <td>Cliff Edwards</td>\n      <td>81.700000</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>1140</th>\n      <td>1996</td>\n      <td>Sleepers</td>\n      <td>Barry Levinson</td>\n      <td>Robert De Niro</td>\n      <td>Brad Pitt</td>\n      <td>Minnie Driver</td>\n      <td>9.300852</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>1011</th>\n      <td>2003</td>\n      <td>The Life of David Gale</td>\n      <td>Alan Parker</td>\n      <td>Kevin Spacey</td>\n      <td>Kate Winslet</td>\n      <td>Matt Craven</td>\n      <td>-30.406260</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>2930</th>\n      <td>1997</td>\n      <td>Jackie Brown</td>\n      <td>Quentin Tarantino</td>\n      <td>Robert De Niro</td>\n      <td>Sid Haig</td>\n      <td>Robert Forster</td>\n      <td>27.647595</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>2995</th>\n      <td>2004</td>\n      <td>2046</td>\n      <td>Kar-Wai Wong</td>\n      <td>Li Gong</td>\n      <td>Tony Chiu Wai Leung</td>\n      <td>Maggie Cheung</td>\n      <td>-11.738519</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>3004</th>\n      <td>2007</td>\n      <td>Trade</td>\n      <td>Marco Kreuzpaintner</td>\n      <td>Zack Ward</td>\n      <td>Kate del Castillo</td>\n      <td>Alicja Bachleda</td>\n      <td>-11.785798</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>3015</th>\n      <td>2015</td>\n      <td>10 Days in a Madhouse</td>\n      <td>Timothy Hines</td>\n      <td>Christopher Lambert</td>\n      <td>Kelly LeBrock</td>\n      <td>Alexandra Callas</td>\n      <td>-11.985384</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>3020</th>\n      <td>1993</td>\n      <td>Madadayo</td>\n      <td>Akira Kurosawa</td>\n      <td>Tatsuo Matsumura</td>\n      <td>Tetsu Watanabe</td>\n      <td>Akira Terao</td>\n      <td>-11.851144</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>3031</th>\n      <td>1992</td>\n      <td>My Cousin Vinny</td>\n      <td>Jonathan Lynn</td>\n      <td>Fred Gwynne</td>\n      <td>Bruce McGill</td>\n      <td>Lane Smith</td>\n      <td>41.929168</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>3047</th>\n      <td>2015</td>\n      <td>Brooklyn</td>\n      <td>John Crowley</td>\n      <td>Julie Walters</td>\n      <td>Fiona Glascott</td>\n      <td>Eva Birthistle</td>\n      <td>27.317535</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>3107</th>\n      <td>1968</td>\n      <td>Oliver!</td>\n      <td>Carol Reed</td>\n      <td>Oliver Reed</td>\n      <td>Ron Moody</td>\n      <td>Jack Wild</td>\n      <td>6.800000</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>827</th>\n      <td>1997</td>\n      <td>The Devil's Advocate</td>\n      <td>Taylor Hackford</td>\n      <td>Keanu Reeves</td>\n      <td>Al Pacino</td>\n      <td>Charlize Theron</td>\n      <td>3.984028</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>694</th>\n      <td>2006</td>\n      <td>Perfume: The Story of a Murderer</td>\n      <td>Tom Tykwer</td>\n      <td>Michael Smiley</td>\n      <td>David Calder</td>\n      <td>Simon Chandler</td>\n      <td>-47.791061</td>\n      <td>7.5</td>\n    </tr>\n    <tr>\n      <th>5027</th>\n      <td>2000</td>\n      <td>The Circle</td>\n      <td>Jafar Panahi</td>\n      <td>Fereshteh Sadre Orafaiy</td>\n      <td>Nargess Mamizadeh</td>\n      <td>Mojgan Faramarzi</td>\n      <td>0.663780</td>\n      <td>7.5</td>\n    </tr>\n  </tbody>\n</table>\n</div>\n      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-7c9e34e9-0de4-4184-b170-28655f38bd3b')\"\n              title=\"Convert this dataframe to an interactive table.\"\n              style=\"display:none;\">\n        \n  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n       width=\"24px\">\n    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 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