{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# MIS 665 Final Project\n", "\n", "\n", "**Jace Bothner**\n", "\n", "\n", "Watch the video presentation here:
\n", "https://youtu.be/QsSIUkY10kY\n", "\n", "If you're not able to view the interactive visuals try viewing the project on my github page:
\n", "https://github.com/jbothner21/MIS_665_Final_Project" ] }, { "cell_type": "markdown", "metadata": { "toc": true }, "source": [ "

Table of Contents

\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. Project Introduction and Problem Definition" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The goal of this project is to analyze an IMDb movie dataset and use the x variables to predict the y variable, IMDb score. We will accomplish this using data analytics methods data visualization, correlation analysis, regression, classification, and clustering." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "## Import packages\n", "import pandas as pd\n", "import numpy as np\n", "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "from scipy import stats\n", "import statsmodels.api as sm\n", "from statsmodels.formula.api import ols\n", "import pingouin as pg\n", "import plotly.graph_objects as go\n", "import plotly.offline as py\n", "import plotly.express as px\n", "import sklearn.linear_model as lm\n", "from sklearn.metrics import mean_squared_error\n", "from sklearn.metrics import explained_variance_score\n", "from sklearn.model_selection import train_test_split\n", "from sklearn.feature_selection import f_regression\n", "from sklearn.feature_selection import SelectKBest\n", "from sklearn.feature_selection import RFE\n", "pd.set_option('display.max_columns', 500)\n", "from sklearn import tree\n", "from sklearn.tree import DecisionTreeClassifier\n", "from sklearn.linear_model import LogisticRegression\n", "from sklearn.neighbors import KNeighborsClassifier\n", "from sklearn.model_selection import cross_val_score\n", "from sklearn import metrics\n", "from sklearn.ensemble import RandomForestClassifier\n", "from sklearn.ensemble import ExtraTreesClassifier\n", "from sklearn.feature_selection import chi2\n", "from sklearn.model_selection import GridSearchCV\n", "import scikitplot as skplt\n", "from graphviz import Source\n", "from sklearn.cluster import KMeans\n", "from sklearn.cluster import AgglomerativeClustering\n", "from sklearn.metrics import pairwise_distances\n", "from sklearn.metrics.pairwise import euclidean_distances\n", "from sklearn.externals.six import StringIO\n", "import pydotplus\n", "from sklearn.cluster import ward_tree\n", "from scipy.cluster.hierarchy import dendrogram, linkage, ward\n", "from scipy.spatial.distance import cdist\n", "from math import sqrt\n", "import warnings\n", "warnings.filterwarnings(\"ignore\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2. Import and Clean Data" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
colordirector_namenum_critic_for_reviewsdurationdirector_facebook_likesactor_3_facebook_likesactor_2_nameactor_1_facebook_likesgrossgenresactor_1_namemovie_titlenum_voted_userscast_total_facebook_likesactor_3_namefacenumber_in_posterplot_keywordsmovie_imdb_linknum_user_for_reviewslanguagecountrycontent_ratingbudgettitle_yearactor_2_facebook_likesimdb_scoreaspect_ratiomovie_facebook_likes
0ColorJames Cameron723.0178.00.0855.0Joel David Moore1000.0760505847.0Action|Adventure|Fantasy|Sci-FiCCH PounderAvatar8862044834Wes Studi0.0avatar|future|marine|native|paraplegichttp://www.imdb.com/title/tt0499549/?ref_=fn_t...3054.0EnglishUSAPG-13237000000.02009.0936.07.91.7833000
\n", "
" ], "text/plain": [ " color director_name num_critic_for_reviews duration \\\n", "0 Color James Cameron 723.0 178.0 \n", "\n", " director_facebook_likes actor_3_facebook_likes actor_2_name \\\n", "0 0.0 855.0 Joel David Moore \n", "\n", " actor_1_facebook_likes gross genres \\\n", "0 1000.0 760505847.0 Action|Adventure|Fantasy|Sci-Fi \n", "\n", " actor_1_name movie_title num_voted_users cast_total_facebook_likes \\\n", "0 CCH Pounder Avatar  886204 4834 \n", "\n", " actor_3_name facenumber_in_poster plot_keywords \\\n", "0 Wes Studi 0.0 avatar|future|marine|native|paraplegic \n", "\n", " movie_imdb_link num_user_for_reviews \\\n", "0 http://www.imdb.com/title/tt0499549/?ref_=fn_t... 3054.0 \n", "\n", " language country content_rating budget title_year \\\n", "0 English USA PG-13 237000000.0 2009.0 \n", "\n", " actor_2_facebook_likes imdb_score aspect_ratio movie_facebook_likes \n", "0 936.0 7.9 1.78 33000 " ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "## Import data\n", "df = pd.read_csv(\"data/movie_metadata.csv\")\n", "df.head(1)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "5043" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "## Number of rows in dataset\n", "len(df)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['color', 'director_name', 'num_critic_for_reviews', 'duration',\n", " 'director_facebook_likes', 'actor_3_facebook_likes', 'actor_2_name',\n", " 'actor_1_facebook_likes', 'gross', 'genres', 'actor_1_name',\n", " 'movie_title', 'num_voted_users', 'cast_total_facebook_likes',\n", " 'actor_3_name', 'facenumber_in_poster', 'plot_keywords',\n", " 'movie_imdb_link', 'num_user_for_reviews', 'language', 'country',\n", " 'content_rating', 'budget', 'title_year', 'actor_2_facebook_likes',\n", " 'imdb_score', 'aspect_ratio', 'movie_facebook_likes'],\n", " dtype='object')" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "## Check column names\n", "df.columns" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Some columns will clearly not be useful in our analysis. The columns 'IMDb link', 'plot keywords', and 'aspect ratio' won't be meaningful in analysis, so we'll drop these extraneous columns." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
colordirector_namenum_critic_for_reviewsdurationdirector_facebook_likesactor_3_facebook_likesactor_2_nameactor_1_facebook_likesgrossgenresactor_1_namemovie_titlenum_voted_userscast_total_facebook_likesactor_3_namefacenumber_in_posternum_user_for_reviewslanguagecountrycontent_ratingbudgettitle_yearactor_2_facebook_likesimdb_scoremovie_facebook_likes
0ColorJames Cameron723.0178.00.0855.0Joel David Moore1000.0760505847.0Action|Adventure|Fantasy|Sci-FiCCH PounderAvatar8862044834Wes Studi0.03054.0EnglishUSAPG-13237000000.02009.0936.07.933000
\n", "
" ], "text/plain": [ " color director_name num_critic_for_reviews duration \\\n", "0 Color James Cameron 723.0 178.0 \n", "\n", " director_facebook_likes actor_3_facebook_likes actor_2_name \\\n", "0 0.0 855.0 Joel David Moore \n", "\n", " actor_1_facebook_likes gross genres \\\n", "0 1000.0 760505847.0 Action|Adventure|Fantasy|Sci-Fi \n", "\n", " actor_1_name movie_title num_voted_users cast_total_facebook_likes \\\n", "0 CCH Pounder Avatar  886204 4834 \n", "\n", " actor_3_name facenumber_in_poster num_user_for_reviews language country \\\n", "0 Wes Studi 0.0 3054.0 English USA \n", "\n", " content_rating budget title_year actor_2_facebook_likes imdb_score \\\n", "0 PG-13 237000000.0 2009.0 936.0 7.9 \n", "\n", " movie_facebook_likes \n", "0 33000 " ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "## Drop unnecessary columns\n", "columns = ['movie_imdb_link','plot_keywords','aspect_ratio']\n", "df.drop(columns, inplace=True, axis=1)\n", "df.head(1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are 45 duplicate rows in the dataset. We'll drop these duplicated rows to avoid repeated information that could influence our results." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "45" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "## Check for duplicates\n", "len(df[df.duplicated()])" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "4998" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "## Drop duplicates and check number of rows\n", "df = df.drop_duplicates()\n", "len(df)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Below are all the values for each column that are null or missing. We'll have to deal with these null values in various ways because some methods of analysis will not allow null values." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "gross 874\n", "budget 487\n", "content_rating 301\n", "title_year 107\n", "director_facebook_likes 103\n", "director_name 103\n", "num_critic_for_reviews 49\n", "actor_3_facebook_likes 23\n", "actor_3_name 23\n", "num_user_for_reviews 21\n", "color 19\n", "duration 15\n", "facenumber_in_poster 13\n", "actor_2_facebook_likes 13\n", "actor_2_name 13\n", "language 12\n", "actor_1_name 7\n", "actor_1_facebook_likes 7\n", "country 5\n", "dtype: int64" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "## Check for missing values\n", "df.isnull().sum().sort_values(ascending=False).head(19)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The three variables missing the most data are gross, budget, and content rating. Because of the nature of these variables, it's difficult to find a solution to fill the null values. There is too much variation in the dataset to replace with mean, median, or mode. Therefore we'll have to drop all rows that have null values for these three variables." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "gross 874\n", "budget 487\n", "content_rating 301\n", "dtype: int64" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "## Check for missing values\n", "df.isnull().sum().sort_values(ascending=False).head(3)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "3806" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "## Drop null gross/budget\n", "df.dropna(subset=['gross'], how='all', inplace = True)\n", "df.dropna(subset=['budget'], how='all', inplace = True)\n", "df.dropna(subset=['content_rating'], how='all', inplace = True)\n", "len(df)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Even after dropping the null values in gross, budget, and content rating, there are still 3,806 observations in the dataset. This is still a sufficient sample size to analyze and draw conclusions from. Now there are still 11 columns that have null values." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "actor_3_facebook_likes 6\n", "facenumber_in_poster 6\n", "actor_3_name 6\n", "color 2\n", "actor_2_facebook_likes 2\n", "language 2\n", "actor_2_name 2\n", "num_critic_for_reviews 1\n", "actor_1_facebook_likes 1\n", "actor_1_name 1\n", "dtype: int64" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "## Check for missing values\n", "df.isnull().sum().sort_values(ascending=False).head(10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "One method of filling missing data, especially categorical data, is to replace the null value with the most commonly observed value." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Color 3680\n", " Black and White 124\n", "Name: color, dtype: int64" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "## Majority of movies are in color\n", "df['color'].value_counts()" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "English 3644\n", "French 34\n", "Spanish 24\n", "Mandarin 14\n", "German 11\n", "Name: language, dtype: int64" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "## Majority of movies are in English\n", "df['language'].value_counts().sort_values(ascending=False).head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the case of the color and language columns, each variable has one value that occurs more frequently than others. So we'll replace the missing color values with color, and the missing language values with English. Now only 8 columns have missing values." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "actor_3_facebook_likes 6\n", "facenumber_in_poster 6\n", "actor_3_name 6\n", "actor_2_facebook_likes 2\n", "actor_2_name 2\n", "actor_1_name 1\n", "num_critic_for_reviews 1\n", "actor_1_facebook_likes 1\n", "dtype: int64" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Replace null values with the most popular value in a categorial columns\n", "df = df.fillna({'color': 'Color'})\n", "df = df.fillna({'language': 'English'})\n", "\n", "df.isnull().sum().sort_values(ascending=False).head(8)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Another technique for filling missing data is by calculating the central tendency, like mean or median, for each column and replacing the null values with that specific central tendency. This is the methodology we'll use for missing integer variables, number of faces in the movie poster, the number of reviews given by critics, and actors Facebook likes. Since there is some variation in the data, and since all the numbers are whole numbers, we'll fill the missing values with the median." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "num_critic_for_reviews 136.0\n", "duration 106.0\n", "director_facebook_likes 59.0\n", "actor_3_facebook_likes 432.0\n", "actor_1_facebook_likes 1000.0\n", "gross 28749642.5\n", "num_voted_users 52312.5\n", "cast_total_facebook_likes 3951.0\n", "facenumber_in_poster 1.0\n", "num_user_for_reviews 205.0\n", "budget 25000000.0\n", "title_year 2005.0\n", "actor_2_facebook_likes 670.0\n", "imdb_score 6.6\n", "movie_facebook_likes 218.0\n", "dtype: float64" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "## Median replace because of variation\n", "df.median()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "actor_3_name 6\n", "actor_2_name 2\n", "actor_1_name 1\n", "dtype: int64" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Replace null values with median\n", "newposter = df['facenumber_in_poster'].median()\n", "df = df.fillna({'facenumber_in_poster': newposter})\n", "newcritic = df['num_critic_for_reviews'].median()\n", "df = df.fillna({'num_critic_for_reviews': newcritic})\n", "newact1 = df['actor_1_facebook_likes'].median()\n", "df = df.fillna({'actor_1_facebook_likes': newact1})\n", "newact2 = df['actor_2_facebook_likes'].median()\n", "df = df.fillna({'actor_2_facebook_likes': newact2})\n", "newact3 = df['actor_3_facebook_likes'].median()\n", "df = df.fillna({'actor_3_facebook_likes': newact3})\n", "df.isnull().sum().sort_values(ascending=False).head(3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "After filling these values with the median three columns have null values: the names of actors one, two, and three. We could fill these missing values, but since there are numerous actors in the dataset, and since these few missing values won't affect our analysis, we'll leave these null values." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "After filling null values, we'll want to handle any outliers in the data that might influence analysis. Since the median budget is 25 million dollars, some outrageously high budgets in the dataset are present and will be considered outliers. We need to remove these values that are either typos or inaccurate information since there are no movies that have had a budget even close to 12 billion dollars." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "25000000.0" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "## Median budget for context\n", "df['budget'].median()" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "2988 12,215,500,000\n", "3859 4,200,000,000\n", "3005 2,500,000,000\n", "2323 2,400,000,000\n", "2334 2,127,519,898\n", "Name: budget, dtype: float64" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "## Check for outliers\n", "pd.options.display.float_format = '{:,.0f}'.format\n", "df['budget'].sort_values(ascending=False).head()" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "## Reset scientific notation\n", "pd.reset_option('^display.', silent=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We'll treat any budget above 300 million dollars as an outlier, and drop the row. After doing so, 12 outliers were dropped from the dataset." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "3794" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "## Drop outliers\n", "df.drop( df[ df['budget'] >= 300000001 ].index , inplace=True)\n", "len(df)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we'll sort out the content rating category. There are 12 different options in the content rating column. We can consolidate these ratings and organize them into more manageable categories." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "R 1715\n", "PG-13 1311\n", "PG 572\n", "G 91\n", "Not Rated 42\n", "Unrated 24\n", "Approved 17\n", "X 10\n", "NC-17 6\n", "Passed 3\n", "M 2\n", "GP 1\n", "Name: content_rating, dtype: int64" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "## Check content ratings\n", "df['content_rating'].value_counts()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We'll redistribute the content rating categories the following way:\n", "* GP -> PG \n", "* Approved -> PG\n", "* Passed -> PG\n", "* M -> R\n", "* Not Rated -> Unrated\n", "* X -> Unrated\n", "* NC-17 -> Unrated\n", "\n", "Now we have 5 different content ratings that follow a natural scale, from movies that are more family friendly to movies that have mature themes." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "R 1717\n", "PG-13 1311\n", "PG 593\n", "G 91\n", "Unrated 82\n", "Name: content_rating, dtype: int64" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "## Redistribute into more managable groups\n", "df = df.replace('GP', 'PG')\n", "df = df.replace('Approved', 'PG')\n", "df = df.replace('Passed', 'PG')\n", "df = df.replace('M', 'R')\n", "df = df.replace('Not Rated', 'Unrated')\n", "df = df.replace('X', 'Unrated')\n", "df = df.replace('NC-17', 'Unrated')\n", "df['content_rating'].value_counts()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In order to analyze categorical columns with certain methodologies, we'll have to convert those columns from objects to integers. We'll do this for the following columns; color, language, country, and content rating. For color, we'll convert the column into dummy variables since there are only two options for the color column. The movie is either in black and white, which is assigned a 0, or in color, which is assigned a 1." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1 3670\n", "0 124\n", "Name: color, dtype: int64" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "## Convert color to dummy variable\n", "df = pd.get_dummies(df, columns=['color'])\n", "df = df.drop(['color_ Black and White'], axis=1)\n", "df = df.rename(columns={'color_Color':'color'})\n", "df['color'].value_counts()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since we already redistributed the content rating column into 5 groups that follow a natural scale, we can assign each of the ratings a number. G will be 1, PG will be 2, etc. In other words, a 1 will be a more family friendly movie, and a 5 will have more adult themes." ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "4 1717\n", "3 1311\n", "2 593\n", "1 91\n", "5 82\n", "Name: content_rating, dtype: int64" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "## Remap content rating from categorical to integer\n", "df['content_rating'] = df['content_rating'].map({'G': 1, 'PG': 2, 'PG-13':3, 'R': 4, 'Unrated': 5})\n", "df['content_rating'].value_counts()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We've already established that the categorical columns language and country have a logical most frequent value: English is the most occurring language and the United States is the most common country. Therefore, we can create a new column with dummy variables for each of these categories. For language, 1 means the movie is in English, 0 means the movie is in a different language. For country, 1 means the movie is from the United States, and 0 means the movie is outside the USA." ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1.0 3645\n", "0.0 149\n", "Name: in_english, dtype: int64" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "## Remap language and country to dummy variables\n", "df.loc[df.language == 'English', 'in_english'] = 1 \n", "df.loc[df.language != 'English', 'in_english'] = 0\n", "df.loc[df.country == 'USA', 'from_USA'] = 1 \n", "df.loc[df.country != 'USA', 'from_USA'] = 0\n", "df['in_english'].value_counts()" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1.0 3025\n", "0.0 769\n", "Name: from_USA, dtype: int64" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df['from_USA'].value_counts()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we need to focus on the genres column. Since it's difficult to sum a single movie up into just one genre, many movies list multiple genres. We'll have to split each movie's listed genres so we can analyze them individually." ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Comedy|Drama|Romance 150\n", "Drama 147\n", "Comedy 143\n", "Comedy|Drama 142\n", "Comedy|Romance 136\n", "Name: genres, dtype: int64" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "## Check genres in dataframe\n", "df['genres'].value_counts().head()" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
genresimdb_score
0Action|Adventure|Fantasy|Sci-Fi7.9
1Action|Adventure|Fantasy7.1
2Action|Adventure|Thriller6.8
\n", "
" ], "text/plain": [ " genres imdb_score\n", "0 Action|Adventure|Fantasy|Sci-Fi 7.9\n", "1 Action|Adventure|Fantasy 7.1\n", "2 Action|Adventure|Thriller 6.8" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "## Create a new data frame\n", "gen = df[['genres','imdb_score']]\n", "gen.head(3)" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "3794" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "## Check number of rows\n", "len(gen)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since we're splitting up the genres, each movie could have multiple rows depending on the number of genres listed. For instance, if a certain movie has 5 genres listed, that movie will have 5 separate rows. For this reason, there are 11,325 rows after splitting the genres." ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
genresimdb_score
0Action7.9
1Adventure7.9
2Fantasy7.9
\n", "
" ], "text/plain": [ " genres imdb_score\n", "0 Action 7.9\n", "1 Adventure 7.9\n", "2 Fantasy 7.9" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "## Split genres into multiple rows\n", "spl = pd.DataFrame(gen.genres.str.split('|').tolist(), index=gen.imdb_score).stack()\n", "spl = spl.reset_index()[[0, 'imdb_score']]\n", "spl.columns = ['genres', 'imdb_score']\n", "spl.head(3)" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "11281" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(spl)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It may provide some insight to create a new column based on gross and budget. Subtracting budget from gross will yield the total profit of the movie." ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['director_name', 'num_critic_for_reviews', 'duration',\n", " 'director_facebook_likes', 'actor_3_facebook_likes', 'actor_2_name',\n", " 'actor_1_facebook_likes', 'gross', 'genres', 'actor_1_name',\n", " 'movie_title', 'num_voted_users', 'cast_total_facebook_likes',\n", " 'actor_3_name', 'facenumber_in_poster', 'num_user_for_reviews',\n", " 'language', 'country', 'content_rating', 'budget', 'title_year',\n", " 'actor_2_facebook_likes', 'imdb_score', 'movie_facebook_likes', 'color',\n", " 'in_english', 'from_USA', 'profit'],\n", " dtype='object')" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "## Calculate profit column\n", "df['profit'] = df['gross'] - df['budget']\n", "df.columns" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For analysis later in the project, we'll set custom bins based on the IMDb score of the movie. The movies in each bin represent the following:\n", "* Bin 1: 'bad' movies\n", "* Bin 2: 'ok' movies\n", "* Bin 3: 'good' movies\n", "* Bin 4: 'excellent' movies" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1 95\n", "2 1067\n", "3 2476\n", "4 156\n", "Name: movie_quality, dtype: int64" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "## Set bins\n", "df['movie_quality'] = pd.cut(df['imdb_score'], [0, 4, 6, 8, 10], labels=['1', '2', '3', '4'])\n", "df['movie_quality'].value_counts().sort_index()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we'll reorder the columns so that similar variables are next to each other for easier analysis. We'll also create a copy of the dataframe with only integer columns for use later in the project." ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
imdb_scoremovie_qualitymovie_titletitle_yearcontent_ratingdurationcountryfrom_USAlanguagein_english...movie_facebook_likesdirector_facebook_likesactor_1_facebook_likesactor_2_facebook_likesactor_3_facebook_likescast_total_facebook_likesnum_critic_for_reviewsnum_user_for_reviewsnum_voted_usersfacenumber_in_poster
07.93Avatar2009.03178.0USA1.0English1.0...330000.01000.0936.0855.04834723.03054.08862040.0
\n", "

1 rows × 28 columns

\n", "
" ], "text/plain": [ " imdb_score movie_quality movie_title title_year content_rating duration \\\n", "0 7.9 3 Avatar  2009.0 3 178.0 \n", "\n", " country from_USA language in_english ... movie_facebook_likes \\\n", "0 USA 1.0 English 1.0 ... 33000 \n", "\n", " director_facebook_likes actor_1_facebook_likes actor_2_facebook_likes \\\n", "0 0.0 1000.0 936.0 \n", "\n", " actor_3_facebook_likes cast_total_facebook_likes num_critic_for_reviews \\\n", "0 855.0 4834 723.0 \n", "\n", " num_user_for_reviews num_voted_users facenumber_in_poster \n", "0 3054.0 886204 0.0 \n", "\n", "[1 rows x 28 columns]" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "## Reorder columns\n", "df = df[['imdb_score', 'movie_quality', 'movie_title', 'title_year', 'content_rating', 'duration', 'country', 'from_USA', 'language', 'in_english', 'color', 'gross', 'budget', 'profit', 'director_name', 'actor_1_name', 'actor_2_name', 'actor_3_name', 'movie_facebook_likes', 'director_facebook_likes', 'actor_1_facebook_likes', 'actor_2_facebook_likes', 'actor_3_facebook_likes', 'cast_total_facebook_likes', 'num_critic_for_reviews', 'num_user_for_reviews', 'num_voted_users', 'facenumber_in_poster']]\n", "df.head(1)" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Int64Index: 3794 entries, 0 to 5042\n", "Data columns (total 21 columns):\n", "imdb_score 3794 non-null float64\n", "movie_quality 3794 non-null category\n", "title_year 3794 non-null float64\n", "content_rating 3794 non-null int64\n", "duration 3794 non-null float64\n", "from_USA 3794 non-null float64\n", "in_english 3794 non-null float64\n", "color 3794 non-null uint8\n", "gross 3794 non-null float64\n", "budget 3794 non-null float64\n", "profit 3794 non-null float64\n", "movie_facebook_likes 3794 non-null int64\n", "director_facebook_likes 3794 non-null float64\n", "actor_1_facebook_likes 3794 non-null float64\n", "actor_2_facebook_likes 3794 non-null float64\n", "actor_3_facebook_likes 3794 non-null float64\n", "cast_total_facebook_likes 3794 non-null int64\n", "num_critic_for_reviews 3794 non-null float64\n", "num_user_for_reviews 3794 non-null float64\n", "num_voted_users 3794 non-null int64\n", "facenumber_in_poster 3794 non-null float64\n", "dtypes: category(1), float64(15), int64(4), uint8(1)\n", "memory usage: 600.4 KB\n" ] } ], "source": [ "## New dataframe for integer columns\n", "df1 = df.drop(['movie_title', 'country', 'language', 'director_name', 'actor_1_name', 'actor_2_name', 'actor_3_name'], axis =1)\n", "df1.info()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3. Data Visualization" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "While the ultimate goal of this analysis is to predict the IMDb score of certain movies, it may help to first get a better understanding of our data through visualization." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### a. Movie Characterisitics" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This first figure shows the distribution of the IMDb scores in the form of a box plot. The median IMDb score is 6.6, the first quartile is a score of 5.9, and the third quartile is 7.2." ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/html": [ " \n", " " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "alignmentgroup": "True", "boxpoints": "all", "hoverlabel": { "namelength": 0 }, "hovertemplate": "%{hovertext}

imdb_score=%{y}", "hovertext": [ "Avatar ", "Pirates of the Caribbean: At World's End ", "Spectre ", "The Dark Knight Rises ", "John Carter ", "Spider-Man 3 ", "Tangled ", "Avengers: Age of Ultron ", "Harry Potter and the Half-Blood Prince ", "Batman v Superman: Dawn of Justice ", "Superman Returns ", "Quantum of Solace ", "Pirates of the Caribbean: Dead Man's Chest ", "The Lone Ranger ", "Man of Steel ", "The Chronicles of Narnia: Prince Caspian ", "The Avengers ", "Pirates of the Caribbean: On Stranger Tides ", "Men in Black 3 ", "The Hobbit: The Battle of the Five Armies ", "The Amazing Spider-Man ", "Robin Hood ", "The Hobbit: The Desolation of Smaug ", "The Golden Compass ", "King Kong ", "Titanic ", "Captain America: Civil War ", "Battleship ", "Jurassic World ", "Skyfall ", "Spider-Man 2 ", "Iron Man 3 ", "Alice in Wonderland ", "X-Men: The Last Stand ", "Monsters University ", "Transformers: Revenge of the Fallen ", "Transformers: Age of Extinction ", "Oz the Great and Powerful ", "The Amazing Spider-Man 2 ", "TRON: Legacy ", "Cars 2 ", "Green Lantern ", "Toy Story 3 ", "Terminator Salvation ", "Furious 7 ", "World War Z ", "X-Men: Days of Future Past ", "Star Trek Into Darkness ", "Jack the Giant Slayer ", "The Great Gatsby ", "Prince of Persia: The Sands of Time ", "Pacific Rim ", "Transformers: Dark of the Moon ", "Indiana Jones and the Kingdom of the Crystal Skull ", "Brave ", "Star Trek Beyond ", "WALL·E ", "Rush Hour 3 ", "2012 ", "A Christmas Carol ", "Jupiter Ascending ", "The Legend of Tarzan ", "The Chronicles of Narnia: The Lion, the Witch and the Wardrobe ", "X-Men: Apocalypse ", "The Dark Knight ", "Up ", "Monsters vs. Aliens ", "Iron Man ", "Hugo ", "Wild Wild West ", "The Mummy: Tomb of the Dragon Emperor ", "Suicide Squad ", "Evan Almighty ", "Edge of Tomorrow ", "Waterworld ", "G.I. Joe: The Rise of Cobra ", "Inside Out ", "The Jungle Book ", "Iron Man 2 ", "Snow White and the Huntsman ", "Maleficent ", "Dawn of the Planet of the Apes ", "47 Ronin ", "Captain America: The Winter Soldier ", "Shrek Forever After ", "Tomorrowland ", "Big Hero 6 ", "Wreck-It Ralph ", "The Polar Express ", "Independence Day: Resurgence ", "How to Train Your Dragon ", "Terminator 3: Rise of the Machines ", "Guardians of the Galaxy ", "Interstellar ", "Inception ", "The Hobbit: An Unexpected Journey ", "The Fast and the Furious ", "The Curious Case of Benjamin Button ", "X-Men: First Class ", "The Hunger Games: Mockingjay - Part 2 ", "The Sorcerer's Apprentice ", "Poseidon ", "Alice Through the Looking Glass ", "Shrek the Third ", "Warcraft ", "Terminator Genisys ", "The Chronicles of Narnia: The Voyage of the Dawn Treader ", "Pearl Harbor ", "Transformers ", "Alexander ", "Harry Potter and the Order of the Phoenix ", "Harry Potter and the Goblet of Fire ", "Hancock ", "I Am Legend ", "Charlie and the Chocolate Factory ", "Ratatouille ", "Batman Begins ", "Madagascar: Escape 2 Africa ", "Night at the Museum: Battle of the Smithsonian ", "X-Men Origins: Wolverine ", "The Matrix Revolutions ", "Frozen ", "The Matrix Reloaded ", "Thor: The Dark World ", "Mad Max: Fury Road ", "Angels & Demons ", "Thor ", "Bolt ", "G-Force ", "Wrath of the Titans ", "Dark Shadows ", "Mission: Impossible - Rogue Nation ", "The Wolfman ", "Bee Movie ", "Kung Fu Panda 2 ", "The Last Airbender ", "Mission: Impossible III ", "White House Down ", "Mars Needs Moms ", "Flushed Away ", "Pan ", "Mr. Peabody & Sherman ", "Troy ", "Madagascar 3: Europe's Most Wanted ", "Die Another Day ", "Ghostbusters ", "Armageddon ", "Men in Black II ", "Beowulf ", "Kung Fu Panda 3 ", "Mission: Impossible - Ghost Protocol ", "Rise of the Guardians ", "Fun with Dick and Jane ", "The Last Samurai ", "Exodus: Gods and Kings ", "Star Trek ", "Spider-Man ", "How to Train Your Dragon 2 ", "Gods of Egypt ", "Stealth ", "Watchmen ", "Lethal Weapon 4 ", "Hulk ", "G.I. Joe: Retaliation ", "Sahara ", "Final Fantasy: The Spirits Within ", "Captain America: The First Avenger ", "The World Is Not Enough ", "Master and Commander: The Far Side of the World ", "The Twilight Saga: Breaking Dawn - Part 2 ", "Happy Feet 2 ", "The Incredible Hulk ", "The BFG ", "The Revenant ", "Turbo ", "Rango ", "Penguins of Madagascar ", "The Bourne Ultimatum ", "Kung Fu Panda ", "Ant-Man ", "The Hunger Games: Catching Fire ", "Home ", "War of the Worlds ", "Bad Boys II ", "Puss in Boots ", "Salt ", "Noah ", "The Adventures of Tintin ", "Harry Potter and the Prisoner of Azkaban ", "Australia ", "After Earth ", "Dinosaur ", "Night at the Museum: Secret of the Tomb ", "Megamind ", "Harry Potter and the Sorcerer's Stone ", "R.I.P.D. ", "Pirates of the Caribbean: The Curse of the Black Pearl ", "The Hunger Games: Mockingjay - Part 1 ", "The Da Vinci Code ", "Rio 2 ", "X-Men 2 ", "Fast Five ", "Sherlock Holmes: A Game of Shadows ", "Clash of the Titans ", "Total Recall ", "The 13th Warrior ", "The Bourne Legacy ", "Batman & Robin ", "How the Grinch Stole Christmas ", "The Day After Tomorrow ", "Mission: Impossible II ", "The Perfect Storm ", "Fantastic 4: Rise of the Silver Surfer ", "Life of Pi ", "Ghost Rider ", "Jason Bourne ", "Charlie's Angels: Full Throttle ", "Prometheus ", "Stuart Little 2 ", "Elysium ", "The Chronicles of Riddick ", "RoboCop ", "Speed Racer ", "How Do You Know ", "Knight and Day ", "Oblivion ", "Star Wars: Episode III - Revenge of the Sith ", "Star Wars: Episode II - Attack of the Clones ", "Monsters, Inc. ", "The Wolverine ", "Star Wars: Episode I - The Phantom Menace ", "The Croods ", "Windtalkers ", "The Huntsman: Winter's War ", "Teenage Mutant Ninja Turtles ", "Gravity ", "Dante's Peak ", "Teenage Mutant Ninja Turtles: Out of the Shadows ", "Fantastic Four ", "Night at the Museum ", "San Andreas ", "Tomorrow Never Dies ", "The Patriot ", "Ocean's Twelve ", "Mr. & Mrs. Smith ", "Insurgent ", "The Aviator ", "Gulliver's Travels ", "The Green Hornet ", "300: Rise of an Empire ", "The Smurfs ", "Home on the Range ", "Allegiant ", "Real Steel ", "The Smurfs 2 ", "Speed 2: Cruise Control ", "Ender's Game ", "Live Free or Die Hard ", "The Lord of the Rings: The Fellowship of the Ring ", "Around the World in 80 Days ", "Ali ", "The Cat in the Hat ", "I, Robot ", "Kingdom of Heaven ", "Stuart Little ", "The Princess and the Frog ", "The Martian ", "The Island ", "Town & Country ", "Gone in Sixty Seconds ", "Gladiator ", "Minority Report ", "Harry Potter and the Chamber of Secrets ", "Casino Royale ", "Planet of the Apes ", "Terminator 2: Judgment Day ", "Public Enemies ", "American Gangster ", "True Lies ", "The Taking of Pelham 1 2 3 ", "Little Fockers ", "The Other Guys ", "Eraser ", "Django Unchained ", "The Hunchback of Notre Dame ", "The Emperor's New Groove ", "The Expendables 2 ", "National Treasure ", "Eragon ", "Where the Wild Things Are ", "Epic ", "The Tourist ", "End of Days ", "Blood Diamond ", "The Wolf of Wall Street ", "Batman Forever ", "Starship Troopers ", "Cloud Atlas ", "Legend of the Guardians: The Owls of Ga'Hoole ", "Catwoman ", "Hercules ", "Treasure Planet ", "Land of the Lost ", "The Expendables 3 ", "Point Break ", "Son of the Mask ", "In the Heart of the Sea ", "The Adventures of Pluto Nash ", "Green Zone ", "The Peanuts Movie ", "The Spanish Prisoner ", "The Mummy Returns ", "Gangs of New York ", "The Flowers of War ", "Surf's Up ", "The Stepford Wives ", "Black Hawk Down ", "The Campaign ", "The Fifth Element ", "Sex and the City 2 ", "The Road to El Dorado ", "Ice Age: Continental Drift ", "Cinderella ", "The Lovely Bones ", "Finding Nemo ", "The Lord of the Rings: The Return of the King ", "The Lord of the Rings: The Two Towers ", "Seventh Son ", "Lara Croft: Tomb Raider ", "Transcendence ", "Jurassic Park III ", "Rise of the Planet of the Apes ", "The Spiderwick Chronicles ", "A Good Day to Die Hard ", "The Alamo ", "The Incredibles ", "Cutthroat Island ", "Percy Jackson & the Olympians: The Lightning Thief ", "Men in Black ", "Toy Story 2 ", "Unstoppable ", "Rush Hour 2 ", "What Lies Beneath ", "Cloudy with a Chance of Meatballs ", "Ice Age: Dawn of the Dinosaurs ", "The Secret Life of Walter Mitty ", "Charlie's Angels ", "The Departed ", "Mulan ", "Tropic Thunder ", "The Girl with the Dragon Tattoo ", "Die Hard with a Vengeance ", "Sherlock Holmes ", "Atlantis: The Lost Empire ", "Alvin and the Chipmunks: The Road Chip ", "Valkyrie ", "You Don't Mess with the Zohan ", "Pixels ", "A.I. Artificial Intelligence ", "The Haunted Mansion ", "Contact ", "Hollow Man ", "The Interpreter ", "Percy Jackson: Sea of Monsters ", "Lara Croft Tomb Raider: The Cradle of Life ", "Now You See Me 2 ", "The Saint ", "Spy Game ", "Mission to Mars ", "Rio ", "Bicentennial Man ", "Volcano ", "The Devil's Own ", "K-19: The Widowmaker ", "Conan the Barbarian ", "Cinderella Man ", "The Nutcracker in 3D ", "Seabiscuit ", "Twister ", "Cast Away ", "Happy Feet ", "The Bourne Supremacy ", "Air Force One ", "Ocean's Eleven ", "The Three Musketeers ", "Hotel Transylvania ", "Enchanted ", "Safe House ", "102 Dalmatians ", "Tower Heist ", "The Holiday ", "Enemy of the State ", "It's Complicated ", "Ocean's Thirteen ", "Open Season ", "Divergent ", "Enemy at the Gates ", "The Rundown ", "Last Action Hero ", "Memoirs of a Geisha ", "The Fast and the Furious: Tokyo Drift ", "Arthur Christmas ", "Meet Joe Black ", "Collateral Damage ", "Mirror Mirror ", "Scott Pilgrim vs. the World ", "The Core ", "Nutty Professor II: The Klumps ", "Scooby-Doo ", "Dredd ", "Click ", "Cats & Dogs: The Revenge of Kitty Galore ", "Jumper ", "Hellboy II: The Golden Army ", "Zodiac ", "The 6th Day ", "Bruce Almighty ", "The Expendables ", "Mission: Impossible ", "The Hunger Games ", "The Hangover Part II ", "Batman Returns ", "Over the Hedge ", "Lilo & Stitch ", "Deep Impact ", "RED 2 ", "The Longest Yard ", "Alvin and the Chipmunks: Chipwrecked ", "Grown Ups 2 ", "Get Smart ", "Something's Gotta Give ", "Shutter Island ", "Four Christmases ", "Robots ", "Face/Off ", "Bedtime Stories ", "Road to Perdition ", "Just Go with It ", "Con Air ", "Eagle Eye ", "Cold Mountain ", "The Book of Eli ", "Flubber ", "The Haunting ", "Space Jam ", "The Pink Panther ", "The Day the Earth Stood Still ", "Conspiracy Theory ", "Fury ", "Six Days Seven Nights ", "Yogi Bear ", "Spirit: Stallion of the Cimarron ", "Zookeeper ", "Lost in Space ", "The Manchurian Candidate ", "Hotel Transylvania 2 ", "Fantasia 2000 ", "The Time Machine ", "Mighty Joe Young ", "Swordfish ", "The Legend of Zorro ", "What Dreams May Come ", "Little Nicky ", "The Brothers Grimm ", "Mars Attacks! ", "Surrogates ", "Thirteen Days ", "Daylight ", "Walking with Dinosaurs 3D ", "Battlefield Earth ", "Looney Tunes: Back in Action ", "Nine ", "Timeline ", "The Postman ", "Babe: Pig in the City ", "The Last Witch Hunter ", "Red Planet ", "Arthur and the Invisibles ", "Oceans ", "A Sound of Thunder ", "Pompeii ", "A Beautiful Mind ", "The Lion King ", "Journey 2: The Mysterious Island ", "Cloudy with a Chance of Meatballs 2 ", "Red Dragon ", "Hidalgo ", "Jack and Jill ", "2 Fast 2 Furious ", "The Little Prince ", "The Invasion ", "The Adventures of Rocky & Bullwinkle ", "The Secret Life of Pets ", "The League of Extraordinary Gentlemen ", "Despicable Me 2 ", "Independence Day ", "The Lost World: Jurassic Park ", "Madagascar ", "Children of Men ", "X-Men ", "Wanted ", "The Rock ", "Ice Age: The Meltdown ", "50 First Dates ", "Hairspray ", "Exorcist: The Beginning ", "Inspector Gadget ", "Now You See Me ", "Grown Ups ", "The Terminal ", "Hotel for Dogs ", "Vertical Limit ", "Charlie Wilson's War ", "Shark Tale ", "Dreamgirls ", "Be Cool ", "Munich ", "Tears of the Sun ", "Killers ", "The Man from U.N.C.L.E. ", "Spanglish ", "Monster House ", "Bandits ", "First Knight ", "Anna and the King ", "Immortals ", "Hostage ", "Titan A.E. ", "Hollywood Homicide ", "Soldier ", "Monkeybone ", "Flight of the Phoenix ", "Unbreakable ", "Minions ", "Sucker Punch ", "Snake Eyes ", "Sphere ", "The Angry Birds Movie ", "Fool's Gold ", "Funny People ", "The Kingdom ", "Talladega Nights: The Ballad of Ricky Bobby ", "Dr. Dolittle 2 ", "Braveheart ", "Jarhead ", "The Simpsons Movie ", "The Majestic ", "Driven ", "Two Brothers ", "The Village ", "Doctor Dolittle ", "Signs ", "Shrek 2 ", "Cars ", "Runaway Bride ", "xXx ", "The SpongeBob Movie: Sponge Out of Water ", "Ransom ", "Inglourious Basterds ", "Hook ", "Die Hard 2 ", "S.W.A.T. ", "Vanilla Sky ", "Lady in the Water ", "AVP: Alien vs. Predator ", "Alvin and the Chipmunks: The Squeakquel ", "We Were Soldiers ", "Olympus Has Fallen ", "Star Trek: Insurrection ", "Battle Los Angeles ", "Big Fish ", "Wolf ", "War Horse ", "The Monuments Men ", "The Abyss ", "Wall Street: Money Never Sleeps ", "Dracula Untold ", "The Siege ", "Stardust ", "Seven Years in Tibet ", "The Dilemma ", "Bad Company ", "Doom ", "I Spy ", "Underworld: Awakening ", "Rock of Ages ", "Hart's War ", "Killer Elite ", "Rollerball ", "Ballistic: Ecks vs. Sever ", "Hard Rain ", "Osmosis Jones ", "Legends of Oz: Dorothy's Return ", "Blackhat ", "Sky Captain and the World of Tomorrow ", "Basic Instinct 2 ", "Escape Plan ", "The Legend of Hercules ", "The Sum of All Fears ", "The Twilight Saga: Eclipse ", "The Score ", "Despicable Me ", "Money Train ", "Ted 2 ", "Agora ", "Mystery Men ", "Hall Pass ", "The Insider ", "Body of Lies ", "Abraham Lincoln: Vampire Hunter ", "Entrapment ", "The X Files ", "The Last Legion ", "Saving Private Ryan ", "Need for Speed ", "What Women Want ", "Ice Age ", "Dreamcatcher ", "Lincoln ", "The Matrix ", "Apollo 13 ", "The Santa Clause 2 ", "Les Misérables ", "You've Got Mail ", "Step Brothers ", "The Mask of Zorro ", "Due Date ", "Unbroken ", "Space Cowboys ", "Cliffhanger ", "Broken Arrow ", "The Kid ", "World Trade Center ", "Mona Lisa Smile ", "The Dictator ", "Eyes Wide Shut ", "Annie ", "Focus ", "This Means War ", "Blade: Trinity ", "Primary Colors ", "Resident Evil: Retribution ", "Death Race ", "The Long Kiss Goodnight ", "Proof of Life ", "Zathura: A Space Adventure ", "Fight Club ", "We Are Marshall ", "Hudson Hawk ", "Lucky Numbers ", "I, Frankenstein ", "Oliver Twist ", "Elektra ", "Sin City: A Dame to Kill For ", "Random Hearts ", "Everest ", "Perfume: The Story of a Murderer ", "Austin Powers in Goldmember ", "Astro Boy ", "Jurassic Park ", "Wyatt Earp ", "Clear and Present Danger ", "Dragon Blade ", "Littleman ", "U-571 ", "The American President ", "The Love Guru ", "3000 Miles to Graceland ", "The Hateful Eight ", "Blades of Glory ", "Hop ", "300 ", "Meet the Fockers ", "Marley & Me ", "The Green Mile ", "Chicken Little ", "Gone Girl ", "The Bourne Identity ", "GoldenEye ", "The General's Daughter ", "The Truman Show ", "The Prince of Egypt ", "Daddy Day Care ", "2 Guns ", "Cats & Dogs ", "The Italian Job ", "Two Weeks Notice ", "Antz ", "Couples Retreat ", "Days of Thunder ", "Cheaper by the Dozen 2 ", "The Scorch Trials ", "Eat Pray Love ", "The Family Man ", "RED ", "Any Given Sunday ", "The Horse Whisperer ", "Collateral ", "The Scorpion King ", "Ladder 49 ", "Jack Reacher ", "Deep Blue Sea ", "This Is It ", "Contagion ", "Kangaroo Jack ", "Coraline ", "The Happening ", "Man on Fire ", "The Shaggy Dog ", "Starsky & Hutch ", "Jingle All the Way ", "Hellboy ", "A Civil Action ", "ParaNorman ", "The Jackal ", "Paycheck ", "Up Close & Personal ", "The Tale of Despereaux ", "The Tuxedo ", "Under Siege 2: Dark Territory ", "Jack Ryan: Shadow Recruit ", "Joy ", "London Has Fallen ", "Alien: Resurrection ", "Shooter ", "The Boxtrolls ", "Practical Magic ", "The Lego Movie ", "Miss Congeniality 2: Armed and Fabulous ", "Reign of Fire ", "Gangster Squad ", "Year One ", "Invictus ", "Duplicity ", "My Favorite Martian ", "The Sentinel ", "Planet 51 ", "Star Trek: Nemesis ", "Intolerable Cruelty ", "Edge of Darkness ", "The Relic ", "Analyze That ", "Righteous Kill ", "Mercury Rising ", "The Soloist ", "The Legend of Bagger Vance ", "Almost Famous ", "xXx: State of the Union ", "Priest ", "Sinbad: Legend of the Seven Seas ", "Event Horizon ", "Dragonfly ", "The Black Dahlia ", "Flyboys ", "The Last Castle ", "Supernova ", "Winter's Tale ", "The Mortal Instruments: City of Bones ", "Meet Dave ", "Dark Water ", "Edtv ", "Inkheart ", "The Spirit ", "Mortdecai ", "In the Name of the King: A Dungeon Siege Tale ", "Beyond Borders ", "The Great Raid ", "Deadpool ", "Holy Man ", "American Sniper ", "Goosebumps ", "Just Like Heaven ", "The Flintstones in Viva Rock Vegas ", "Rambo III ", "Leatherheads ", "Did You Hear About the Morgans? ", "The Internship ", "Resident Evil: Afterlife ", "Red Tails ", "The Devil's Advocate ", "That's My Boy ", "DragonHeart ", "After the Sunset ", "Ghost Rider: Spirit of Vengeance ", "Captain Corelli's Mandolin ", "The Pacifier ", "Walking Tall ", "Forrest Gump ", "Alvin and the Chipmunks ", "Meet the Parents ", "Pocahontas ", "Superman ", "The Nutty Professor ", "Hitch ", "George of the Jungle ", "American Wedding ", "Captain Phillips ", "Date Night ", "Casper ", "The Equalizer ", "Maid in Manhattan ", "Crimson Tide ", "The Pursuit of Happyness ", "Flightplan ", "Disclosure ", "City of Angels ", "Kill Bill: Vol. 1 ", "Bowfinger ", "Kill Bill: Vol. 2 ", "Tango & Cash ", "Death Becomes Her ", "Shanghai Noon ", "Executive Decision ", "Mr. Popper's Penguins ", "The Forbidden Kingdom ", "Free Birds ", "Alien 3 ", "Evita ", "Ronin ", "The Ghost and the Darkness ", "Paddington ", "The Watch ", "The Hunted ", "Instinct ", "Stuck on You ", "Semi-Pro ", "The Pirates! Band of Misfits ", "Changeling ", "Chain Reaction ", "The Fan ", "The Phantom of the Opera ", "Elizabeth: The Golden Age ", "Æon Flux ", "Gods and Generals ", "Turbulence ", "Imagine That ", "Muppets Most Wanted ", "Thunderbirds ", "Burlesque ", "A Very Long Engagement ", "Blade II ", "Seven Pounds ", "Bullet to the Head ", "The Godfather: Part III ", "Elizabethtown ", "You, Me and Dupree ", "Superman II ", "Gigli ", "All the King's Men ", "Shaft ", "Anastasia ", "Moulin Rouge! ", "Domestic Disturbance ", "Black Mass ", "Flags of Our Fathers ", "Law Abiding Citizen ", "Grindhouse ", "Beloved ", "Lucky You ", "Catch Me If You Can ", "Zero Dark Thirty ", "The Break-Up ", "Mamma Mia! ", "Valentine's Day ", "The Dukes of Hazzard ", "The Thin Red Line ", "The Change-Up ", "Man on the Moon ", "Casino ", "From Paris with Love ", "Bulletproof Monk ", "Me, Myself & Irene ", "Barnyard ", "The Twilight Saga: New Moon ", "Shrek ", "The Adjustment Bureau ", "Robin Hood: Prince of Thieves ", "Jerry Maguire ", "Ted ", "As Good as It Gets ", "Patch Adams ", "Anchorman 2: The Legend Continues ", "Mr. Deeds ", "Super 8 ", "Erin Brockovich ", "How to Lose a Guy in 10 Days ", "22 Jump Street ", "Interview with the Vampire: The Vampire Chronicles ", "Yes Man ", "Central Intelligence ", "Stepmom ", "Daddy's Home ", "Into the Woods ", "Inside Man ", "Payback ", "Congo ", "Knowing ", "Failure to Launch ", "Crazy, Stupid, Love. ", "Garfield ", "Christmas with the Kranks ", "Moneyball ", "Outbreak ", "Non-Stop ", "Race to Witch Mountain ", "V for Vendetta ", "Shanghai Knights ", "Curious George ", "Herbie Fully Loaded ", "Don't Say a Word ", "Hansel & Gretel: Witch Hunters ", "Unfaithful ", "I Am Number Four ", "Syriana ", "13 Hours ", "The Book of Life ", "Firewall ", "Absolute Power ", "G.I. Jane ", "The Game ", "Silent Hill ", "The Replacements ", "American Reunion ", "The Negotiator ", "Into the Storm ", "Beverly Hills Cop III ", "Gremlins 2: The New Batch ", "The Judge ", "The Peacemaker ", "Resident Evil: Apocalypse ", "Bridget Jones: The Edge of Reason ", "Out of Time ", "On Deadly Ground ", "The Adventures of Sharkboy and Lavagirl 3-D ", "The Beach ", "Raising Helen ", "Ninja Assassin ", "For Love of the Game ", "Striptease ", "Marmaduke ", "Hereafter ", "Murder by Numbers ", "Assassins ", "Hannibal Rising ", "The Story of Us ", "The Host ", "Basic ", "Blood Work ", "The International ", "Escape from L.A. ", "The Iron Giant ", "The Life Aquatic with Steve Zissou ", "Free State of Jones ", "The Life of David Gale ", "Man of the House ", "Run All Night ", "Eastern Promises ", "Into the Blue ", "Your Highness ", "Dream House ", "Mad City ", "Baby's Day Out ", "The Scarlet Letter ", "Fair Game ", "Domino ", "Jade ", "Gamer ", "Beautiful Creatures ", "Death to Smoochy ", "Zoolander 2 ", "The Big Bounce ", "What Planet Are You From? ", "Drive Angry ", "Street Fighter: The Legend of Chun-Li ", "The One ", "The Adventures of Ford Fairlane ", "Traffic ", "Indiana Jones and the Last Crusade ", "Chappie ", "The Bone Collector ", "Panic Room ", "Three Kings ", "Child 44 ", "Rat Race ", "K-PAX ", "Kate & Leopold ", "Bedazzled ", "The Cotton Club ", "3:10 to Yuma ", "Taken 3 ", "Out of Sight ", "The Cable Guy ", "Dick Tracy ", "The Thomas Crown Affair ", "Riding in Cars with Boys ", "Happily N'Ever After ", "Mary Reilly ", "My Best Friend's Wedding ", "America's Sweethearts ", "Insomnia ", "Star Trek: First Contact ", "Jonah Hex ", "Courage Under Fire ", "Liar Liar ", "The Infiltrator ", "The Flintstones ", "Taken 2 ", "Scary Movie 3 ", "Miss Congeniality ", "Journey to the Center of the Earth ", "The Princess Diaries 2: Royal Engagement ", "The Pelican Brief ", "The Client ", "The Bucket List ", "Patriot Games ", "Monster-in-Law ", "Prisoners ", "Training Day ", "Galaxy Quest ", "Scary Movie 2 ", "The Muppets ", "Blade ", "Coach Carter ", "Changing Lanes ", "Anaconda ", "Coyote Ugly ", "Love Actually ", "A Bug's Life ", "From Hell ", "The Specialist ", "Tin Cup ", "Kicking & Screaming ", "The Hitchhiker's Guide to the Galaxy ", "Fat Albert ", "Resident Evil: Extinction ", "Blended ", "Last Holiday ", "The River Wild ", "The Indian in the Cupboard ", "Savages ", "Cellular ", "Johnny English ", "The Ant Bully ", "Dune ", "Across the Universe ", "Revolutionary Road ", "16 Blocks ", "Babylon A.D. ", "The Glimmer Man ", "Multiplicity ", "Aliens in the Attic ", "The Pledge ", "The Producers ", "Dredd ", "The Phantom ", "All the Pretty Horses ", "Nixon ", "The Ghost Writer ", "Deep Rising ", "Miracle at St. Anna ", "Curse of the Golden Flower ", "Bangkok Dangerous ", "Big Trouble ", "Love in the Time of Cholera ", "Shadow Conspiracy ", "Johnny English Reborn ", "Argo ", "The Fugitive ", "The Bounty Hunter ", "Sleepers ", "Rambo: First Blood Part II ", "The Juror ", "Pinocchio ", "Heaven's Gate ", "Underworld: Evolution ", "Victor Frankenstein ", "Finding Forrester ", "28 Days ", "Unleashed ", "The Sweetest Thing ", "The Firm ", "Charlie St. Cloud ", "The Mechanic ", "21 Jump Street ", "Notting Hill ", "Chicken Run ", "Along Came Polly ", "Boomerang ", "The Heat ", "Cleopatra ", "Here Comes the Boom ", "High Crimes ", "The Mirror Has Two Faces ", "The Mothman Prophecies ", "Brüno ", "Licence to Kill ", "Red Riding Hood ", "15 Minutes ", "Super Mario Bros. ", "Lord of War ", "Hero ", "One for the Money ", "The Interview ", "The Warrior's Way ", "Micmacs ", "8 Mile ", "A Knight's Tale ", "The Medallion ", "The Sixth Sense ", "Man on a Ledge ", "The Big Year ", "The Karate Kid ", "American Hustle ", "The Proposal ", "Double Jeopardy ", "Back to the Future Part II ", "Lucy ", "Fifty Shades of Grey ", "Spy Kids 3-D: Game Over ", "A Time to Kill ", "Cheaper by the Dozen ", "Lone Survivor ", "A League of Their Own ", "The Conjuring 2 ", "The Social Network ", "He's Just Not That Into You ", "Scary Movie 4 ", "Scream 3 ", "Back to the Future Part III ", "Get Hard ", "Bram Stoker's Dracula ", "Julie & Julia ", "42 ", "The Talented Mr. Ripley ", "Dumb and Dumber To ", "Eight Below ", "The Intern ", "Ride Along 2 ", "The Last of the Mohicans ", "Ray ", "Sin City ", "Vantage Point ", "I Love You, Man ", "Shallow Hal ", "JFK ", "Big Momma's House 2 ", "The Mexican ", "17 Again ", "The Other Woman ", "The Final Destination ", "Bridge of Spies ", "Behind Enemy Lines ", "Shall We Dance ", "Small Soldiers ", "Spawn ", "The Count of Monte Cristo ", "The Lincoln Lawyer ", "Unknown ", "The Prestige ", "Horrible Bosses 2 ", "Escape from Planet Earth ", "Apocalypto ", "The Living Daylights ", "Predators ", "Legal Eagles ", "Secret Window ", "The Lake House ", "The Skeleton Key ", "The Odd Life of Timothy Green ", "Made of Honor ", "Jersey Boys ", "The Rainmaker ", "Gothika ", "Amistad ", "Medicine Man ", "Aliens vs. Predator: Requiem ", "Ri¢hie Ri¢h ", "Autumn in New York ", "Paul ", "The Guilt Trip ", "Scream 4 ", "8MM ", "The Doors ", "Sex Tape ", "Hanging Up ", "Final Destination 5 ", "Mickey Blue Eyes ", "Pay It Forward ", "Fever Pitch ", "Drillbit Taylor ", "A Million Ways to Die in the West ", "The Shadow ", "Extremely Loud & Incredibly Close ", "Morning Glory ", "Get Rich or Die Tryin' ", "The Art of War ", "Rent ", "Bless the Child ", "The Out-of-Towners ", "The Island of Dr. Moreau ", "The Musketeer ", "The Other Boleyn Girl ", "Sweet November ", "The Reaping ", "Mean Streets ", "Renaissance Man ", "Colombiana ", "The Magic Sword: Quest for Camelot ", "City by the Sea ", "At First Sight ", "Torque ", "City Hall ", "Showgirls ", "Marie Antoinette ", "Kiss of Death ", "Get Carter ", "The Impossible ", "Ishtar ", "Fantastic Mr. Fox ", "Life or Something Like It ", "Memoirs of an Invisible Man ", "Amélie ", "New York Minute ", "Alfie ", "Big Miracle ", "The Deep End of the Ocean ", "Feardotcom ", "Cirque du Freak: The Vampire's Assistant ", "Duplex ", "Raise the Titanic ", "Universal Soldier: The Return ", "Pandorum ", "Impostor ", "Extreme Ops ", "Just Visiting ", "Sunshine ", "A Thousand Words ", "Delgo ", "The Gunman ", "Alex Rider: Operation Stormbreaker ", "Disturbia ", "Hackers ", "The Hunting Party ", "The Hudsucker Proxy ", "The Warlords ", "Nomad: The Warrior ", "Snowpiercer ", "The Crow ", "The Time Traveler's Wife ", "The Fast and the Furious ", "Frankenweenie ", "Serenity ", "Against the Ropes ", "Superman III ", "Grudge Match ", "Sweet Home Alabama ", "The Ugly Truth ", "Sgt. Bilko ", "Spy Kids 2: Island of Lost Dreams ", "Star Trek: Generations ", "The Grandmaster ", "Water for Elephants ", "The Hurricane ", "Enough ", "Heartbreakers ", "Paul Blart: Mall Cop 2 ", "Angel Eyes ", "Joe Somebody ", "The Ninth Gate ", "Extreme Measures ", "Rock Star ", "Precious ", "White Squall ", "The Thing ", "Riddick ", "Switchback ", "Texas Rangers ", "City of Ember ", "The Master ", "The Express ", "The 5th Wave ", "Creed ", "The Town ", "What to Expect When You're Expecting ", "Burn After Reading ", "Nim's Island ", "Rush ", "Magnolia ", "Cop Out ", "How to Be Single ", "Dolphin Tale ", "Twilight ", "John Q ", "Blue Streak ", "We're the Millers ", "Breakdown ", "Never Say Never Again ", "Hot Tub Time Machine ", "Dolphin Tale 2 ", "Reindeer Games ", "A Man Apart ", "Aloha ", "Ghosts of Mississippi ", "Snow Falling on Cedars ", "The Rite ", "Gattaca ", "Isn't She Great ", "Space Chimps ", "Head of State ", "The Hangover ", "Ip Man 3 ", "Austin Powers: The Spy Who Shagged Me ", "Batman ", "There Be Dragons ", "Lethal Weapon 3 ", "The Blind Side ", "Spy Kids ", "Horrible Bosses ", "True Grit ", "The Devil Wears Prada ", "Star Trek: The Motion Picture ", "Identity Thief ", "Cape Fear ", "21 ", "Trainwreck ", "Guess Who ", "The English Patient ", "L.A. Confidential ", "Sky High ", "In & Out ", "Species ", "A Nightmare on Elm Street ", "The Cell ", "The Man in the Iron Mask ", "Secretariat ", "TMNT ", "Radio ", "Friends with Benefits ", "Neighbors 2: Sorority Rising ", "Saving Mr. Banks ", "Malcolm X ", "This Is 40 ", "Old Dogs ", "Underworld: Rise of the Lycans ", "License to Wed ", "The Benchwarmers ", "Must Love Dogs ", "Donnie Brasco ", "Resident Evil ", "Poltergeist ", "The Ladykillers ", "Max Payne ", "In Time ", "The Back-up Plan ", "Something Borrowed ", "Black Knight ", "Street Fighter ", "The Pianist ", "The Nativity Story ", "House of Wax ", "Closer ", "J. Edgar ", "Mirrors ", "Queen of the Damned ", "Predator 2 ", "Untraceable ", "Blast from the Past ", "Jersey Girl ", "Alex Cross ", "Midnight in the Garden of Good and Evil ", "Nanny McPhee Returns ", "Hoffa ", "The X Files: I Want to Believe ", "Ella Enchanted ", "Concussion ", "Abduction ", "Valiant ", "Wonder Boys ", "Superhero Movie ", "Broken City ", "Cursed ", "Premium Rush ", "Hot Pursuit ", "The Four Feathers ", "Parker ", "Wimbledon ", "Furry Vengeance ", "Lions for Lambs ", "Flight of the Intruder ", "Walk Hard: The Dewey Cox Story ", "The Shipping News ", "American Outlaws ", "The Young Victoria ", "Whiteout ", "The Tree of Life ", "Knock Off ", "Sabotage ", "The Order ", "Punisher: War Zone ", "Zoom ", "The Walk ", "Warriors of Virtue ", "A Good Year ", "Radio Flyer ", "Blood In, Blood Out ", "Smilla's Sense of Snow ", "Femme Fatale ", "Ride with the Devil ", "The Maze Runner ", "Unfinished Business ", "The Age of Innocence ", "The Fountain ", "Chill Factor ", "Stolen ", "Ponyo ", "The Longest Ride ", "The Astronaut's Wife ", "I Dreamed of Africa ", "Playing for Keeps ", "Mandela: Long Walk to Freedom ", "A Few Good Men ", "Exit Wounds ", "Big Momma's House ", "The Darkest Hour ", "Step Up Revolution ", "Snakes on a Plane ", "The Watcher ", "The Punisher ", "Goal! The Dream Begins ", "Safe ", "Pushing Tin ", "Star Wars: Episode VI - Return of the Jedi ", "Doomsday ", "The Reader ", "Elf ", "Phenomenon ", "Snow Dogs ", "Scrooged ", "Nacho Libre ", "Bridesmaids ", "This Is the End ", "Stigmata ", "Men of Honor ", "Takers ", "The Big Wedding ", "Big Mommas: Like Father, Like Son ", "Source Code ", "Alive ", "The Number 23 ", "The Young and Prodigious T.S. Spivet ", "Dreamer: Inspired by a True Story ", "A History of Violence ", "Transporter 2 ", "The Quick and the Dead ", "Laws of Attraction ", "Bringing Out the Dead ", "Repo Men ", "Dragon Wars: D-War ", "Bogus ", "The Incredible Burt Wonderstone ", "Cats Don't Dance ", "Cradle Will Rock ", "The Good German ", "Apocalypse Now ", "Going the Distance ", "Mr. Holland's Opus ", "Criminal ", "Out of Africa ", "Flight ", "Moonraker ", "The Grand Budapest Hotel ", "Hearts in Atlantis ", "Arachnophobia ", "Frequency ", "Ghostbusters ", "Vacation ", "Get Shorty ", "Chicago ", "Big Daddy ", "American Pie 2 ", "Toy Story ", "Speed ", "The Vow ", "Extraordinary Measures ", "Remember the Titans ", "The Hunt for Red October ", "Lee Daniels' The Butler ", "Dodgeball: A True Underdog Story ", "The Addams Family ", "Ace Ventura: When Nature Calls ", "The Princess Diaries ", "The First Wives Club ", "Se7en ", "District 9 ", "The SpongeBob SquarePants Movie ", "Mystic River ", "Million Dollar Baby ", "Analyze This ", "The Notebook ", "27 Dresses ", "Hannah Montana: The Movie ", "Rugrats in Paris: The Movie ", "The Prince of Tides ", "Legends of the Fall ", "Up in the Air ", "About Schmidt ", "Warm Bodies ", "Looper ", "Down to Earth ", "Babe ", "Hope Springs ", "Forgetting Sarah Marshall ", "Four Brothers ", "Baby Mama ", "Hope Floats ", "Bride Wars ", "Without a Paddle ", "13 Going on 30 ", "Midnight in Paris ", "The Nut Job ", "Blow ", "Message in a Bottle ", "Star Trek V: The Final Frontier ", "Like Mike ", "Naked Gun 33 1/3: The Final Insult ", "A View to a Kill ", "The Curse of the Were-Rabbit ", "P.S. I Love You ", "Atonement ", "Letters to Juliet ", "Black Rain ", "Corpse Bride ", "Sicario ", "Southpaw ", "Drag Me to Hell ", "The Age of Adaline ", "Secondhand Lions ", "Step Up 3D ", "Blue Crush ", "Stranger Than Fiction ", "30 Days of Night ", "The Cabin in the Woods ", "Meet the Spartans ", "Midnight Run ", "The Running Man ", "Little Shop of Horrors ", "Hanna ", "Mortal Kombat: Annihilation ", "Larry Crowne ", "Carrie ", "Take the Lead ", "Gridiron Gang ", "What's the Worst That Could Happen? ", "9 ", "Side Effects ", "Winnie the Pooh ", "Dumb and Dumberer: When Harry Met Lloyd ", "Bulworth ", "Get on Up ", "One True Thing ", "Virtuosity ", "My Super Ex-Girlfriend ", "Deliver Us from Evil ", "Sanctum ", "Little Black Book ", "The Five-Year Engagement ", "Mr 3000 ", "The Next Three Days ", "Ultraviolet ", "Assault on Precinct 13 ", "The Replacement Killers ", "Fled ", "Eight Legged Freaks ", "Love & Other Drugs ", "88 Minutes ", "North Country ", "The Whole Ten Yards ", "Splice ", "Howard the Duck ", "Pride and Glory ", "The Cave ", "Alex & Emma ", "Wicker Park ", "Fright Night ", "The New World ", "Wing Commander ", "In Dreams ", "Dragonball: Evolution ", "The Last Stand ", "Godsend ", "Chasing Liberty ", "Hoodwinked Too! Hood vs. Evil ", "An Unfinished Life ", "The Imaginarium of Doctor Parnassus ", "Runner Runner ", "Antitrust ", "Glory ", "Once Upon a Time in America ", "Dead Man Down ", "The Merchant of Venice ", "The Good Thief ", "Miss Potter ", "The Promise ", "DOA: Dead or Alive ", "The Assassination of Jesse James by the Coward Robert Ford ", "1911 ", "Machine Gun Preacher ", "Pitch Perfect 2 ", "Walk the Line ", "Keeping the Faith ", "The Borrowers ", "Frost/Nixon ", "Serving Sara ", "The Boss ", "Cry Freedom ", "Mumford ", "Seed of Chucky ", "The Jacket ", "Aladdin ", "Straight Outta Compton ", "Indiana Jones and the Temple of Doom ", "The Rugrats Movie ", "Along Came a Spider ", "Once Upon a Time in Mexico ", "Die Hard ", "Role Models ", "The Big Short ", "Taking Woodstock ", "Miracle ", "Dawn of the Dead ", "The Wedding Planner ", "The Royal Tenenbaums ", "Identity ", "Last Vegas ", "For Your Eyes Only ", "Serendipity ", "Timecop ", "Zoolander ", "Safe Haven ", "Hocus Pocus ", "No Reservations ", "Kick-Ass ", "30 Minutes or Less ", "Dracula 2000 ", "Alexander and the Terrible, Horrible, No Good, Very Bad Day ", "Pride & Prejudice ", "Blade Runner ", "Rob Roy ", "3 Days to Kill ", "We Own the Night ", "Lost Souls ", "Winged Migration ", "Just My Luck ", "Mystery, Alaska ", "The Spy Next Door ", "A Simple Wish ", "Ghosts of Mars ", "Our Brand Is Crisis ", "Pride and Prejudice and Zombies ", "Kundun ", "How to Lose Friends & Alienate People ", "Kick-Ass 2 ", "Brick Mansions ", "Octopussy ", "Knocked Up ", "My Sister's Keeper ", "Welcome Home, Roscoe Jenkins ", "A Passage to India ", "Notes on a Scandal ", "Rendition ", "Star Trek VI: The Undiscovered Country ", "Divine Secrets of the Ya-Ya Sisterhood ", "The Jungle Book ", "Kiss the Girls ", "The Blues Brothers ", "Joyful Noise ", "About a Boy ", "Lake Placid ", "Lucky Number Slevin ", "The Right Stuff ", "Anonymous ", "Dark City ", "The Duchess ", "The Newton Boys ", "Case 39 ", "Suspect Zero ", "Martian Child ", "Spy Kids: All the Time in the World in 4D ", "Money Monster ", "Formula 51 ", "Flawless ", "Mindhunters ", "What Just Happened ", "The Statement ", "Paul Blart: Mall Cop ", "Freaky Friday ", "The 40-Year-Old Virgin ", "Shakespeare in Love ", "A Walk Among the Tombstones ", "Kindergarten Cop ", "Pineapple Express ", "Ever After: A Cinderella Story ", "Open Range ", "Flatliners ", "A Bridge Too Far ", "Red Eye ", "Final Destination 2 ", "O Brother, Where Art Thou? ", "Legion ", "Pain & Gain ", "In Good Company ", "Clockstoppers ", "Silverado ", "Brothers ", "Agent Cody Banks 2: Destination London ", "New Year's Eve ", "Original Sin ", "The Raven ", "Welcome to Mooseport ", "Highlander: The Final Dimension ", "Blood and Wine ", "The Curse of the Jade Scorpion ", "Flipper ", "Self/less ", "The Constant Gardener ", "The Passion of the Christ ", "Mrs. Doubtfire ", "Rain Man ", "Gran Torino ", "W. ", "Taken ", "The Best of Me ", "The Bodyguard ", "Schindler's List ", "The Help ", "The Fifth Estate ", "Scooby-Doo 2: Monsters Unleashed ", "Freddy vs. Jason ", "Jimmy Neutron: Boy Genius ", "Cloverfield ", "Teenage Mutant Ninja Turtles II: The Secret of the Ooze ", "The Untouchables ", "No Country for Old Men ", "Ride Along ", "Bridget Jones's Diary ", "Chocolat ", "Legally Blonde 2: Red, White & Blonde ", "Parental Guidance ", "No Strings Attached ", "Tombstone ", "Romeo Must Die ", "Final Destination 3 ", "The Lucky One ", "Bridge to Terabithia ", "Finding Neverland ", "A Madea Christmas ", "The Grey ", "Hide and Seek ", "Anchorman: The Legend of Ron Burgundy ", "Goodfellas ", "Agent Cody Banks ", "Nanny McPhee ", "Scarface ", "Nothing to Lose ", "The Last Emperor ", "Contraband ", "Money Talks ", "There Will Be Blood ", "The Wild Thornberrys Movie ", "Rugrats Go Wild ", "Undercover Brother ", "The Sisterhood of the Traveling Pants ", "Kiss of the Dragon ", "The House Bunny ", "Million Dollar Arm ", "The Giver ", "What a Girl Wants ", "Jeepers Creepers II ", "Good Luck Chuck ", "Cradle 2 the Grave ", "The Hours ", "She's the Man ", "Mr. Bean's Holiday ", "Anacondas: The Hunt for the Blood Orchid ", "Blood Ties ", "August Rush ", "Elizabeth ", "Bride of Chucky ", "Tora! Tora! Tora! ", "Spice World ", "Dance Flick ", "The Shawshank Redemption ", "Crocodile Dundee in Los Angeles ", "Kingpin ", "The Gambler ", "August: Osage County ", "A Lot Like Love ", "Eddie the Eagle ", "He Got Game ", "Don Juan DeMarco ", "Dear John ", "The Losers ", "Don't Be Afraid of the Dark ", "War ", "Punch-Drunk Love ", "EuroTrip ", "Half Past Dead ", "Unaccompanied Minors ", "Bright Lights, Big City ", "The Adventures of Pinocchio ", "The Box ", "The Ruins ", "The Next Best Thing ", "My Soul to Take ", "The Girl Next Door ", "Maximum Risk ", "Stealing Harvard ", "Legend ", "Shark Night 3D ", "Angela's Ashes ", "Draft Day ", "The Conspirator ", "Lords of Dogtown ", "The 33 ", "Big Trouble in Little China ", "Warrior ", "Michael Collins ", "Gettysburg ", "Stop-Loss ", "Abandon ", "Brokedown Palace ", "The Possession ", "Mrs. Winterbourne ", "Straw Dogs ", "The Hoax ", "Stone Cold ", "The Road ", "Underclassman ", "Say It Isn't So ", "The World's Fastest Indian ", "Snakes on a Plane ", "Tank Girl ", "King's Ransom ", "Blindness ", "BloodRayne ", "Where the Truth Lies ", "Without Limits ", "Me and Orson Welles ", "The Best Offer ", "Bad Lieutenant: Port of Call New Orleans ", "Little White Lies ", "Love Ranch ", "The Counselor ", "Dangerous Liaisons ", "On the Road ", "Star Trek IV: The Voyage Home ", "Rocky Balboa ", "Point Break ", "Scream 2 ", "Jane Got a Gun ", "Think Like a Man Too ", "The Whole Nine Yards ", "Footloose ", "Old School ", "The Fisher King ", "I Still Know What You Did Last Summer ", "Return to Me ", "Zack and Miri Make a Porno ", "Nurse Betty ", "The Men Who Stare at Goats ", "Double Take ", "Girl, Interrupted ", "Win a Date with Tad Hamilton! ", "Muppets from Space ", "The Wiz ", "Ready to Rumble ", "Play It to the Bone ", "I Don't Know How She Does It ", "Piranha 3D ", "Beyond the Sea ", "Meet the Deedles ", "The Princess and the Cobbler ", "The Bridge of San Luis Rey ", "Faster ", "Howl's Moving Castle ", "Zombieland ", "King Kong ", "The Waterboy ", "Star Wars: Episode V - The Empire Strikes Back ", "Bad Boys ", "The Naked Gun 2½: The Smell of Fear ", "Final Destination ", "The Ides of March ", "Pitch Black ", "Someone Like You... ", "Her ", "Eddie the Eagle ", "Joy Ride ", "The Adventurer: The Curse of the Midas Box ", "Anywhere But Here ", "Chasing Liberty ", "The Crew ", "Haywire ", "Jaws: The Revenge ", "Marvin's Room ", "The Longshots ", "The End of the Affair ", "Harley Davidson and the Marlboro Man ", "Coco Before Chanel ", "Chéri ", "Vanity Fair ", "1408 ", "Spaceballs ", "The Water Diviner ", "Ghost ", "There's Something About Mary ", "The Santa Clause ", "The Rookie ", "The Game Plan ", "The Bridges of Madison County ", "The Animal ", "The Hundred-Foot Journey ", "The Net ", "I Am Sam ", "Son of God ", "Underworld ", "Derailed ", "The Informant! ", "Shadowlands ", "Deuce Bigalow: European Gigolo ", "Delivery Man ", "Victor Frankenstein ", "Saving Silverman ", "Diary of a Wimpy Kid: Dog Days ", "Summer of Sam ", "Jay and Silent Bob Strike Back ", "The Island ", "The Glass House ", "Hail, Caesar! ", "Josie and the Pussycats ", "Homefront ", "The Little Vampire ", "I Heart Huckabees ", "RoboCop 3 ", "Megiddo: The Omega Code 2 ", "Darling Lili ", "Dudley Do-Right ", "The Transporter Refueled ", "Black Book ", "Joyeux Noel ", "Hit and Run ", "Mad Money ", "Before I Go to Sleep ", "Stone ", "Molière ", "Out of the Furnace ", "Michael Clayton ", "My Fellow Americans ", "Arlington Road ", "To Rome with Love ", "Firefox ", "South Park: Bigger Longer & Uncut ", "Death at a Funeral ", "Teenage Mutant Ninja Turtles III ", "Hardball ", "Silver Linings Playbook ", "Freedom Writers ", "The Transporter ", "Never Back Down ", "The Rage: Carrie 2 ", "Away We Go ", "Swing Vote ", "Moonlight Mile ", "Tinker Tailor Soldier Spy ", "Molly ", "The Beaver ", "The Best Little Whorehouse in Texas ", "eXistenZ ", "Raiders of the Lost Ark ", "Home Alone 2: Lost in New York ", "Close Encounters of the Third Kind ", "Pulse ", "Beverly Hills Cop II ", "Bringing Down the House ", "The Silence of the Lambs ", "Wayne's World ", "Jackass 3D ", "Jaws 2 ", "Beverly Hills Chihuahua ", "The Conjuring ", "Are We There Yet? ", "Tammy ", "Disturbia ", "School of Rock ", "Mortal Kombat ", "White Chicks ", "The Descendants ", "Holes ", "The Last Song ", "12 Years a Slave ", "Drumline ", "Why Did I Get Married Too? ", "Edward Scissorhands ", "Me Before You ", "Madea's Witness Protection ", "Bad Moms ", "Date Movie ", "Return to Never Land ", "Selma ", "The Jungle Book 2 ", "Boogeyman ", "Premonition ", "The Tigger Movie ", "Max ", "Epic Movie ", "Conan the Barbarian ", "Spotlight ", "Lakeview Terrace ", "The Grudge 2 ", "How Stella Got Her Groove Back ", "Bill & Ted's Bogus Journey ", "Man of the Year ", "The American ", "Selena ", "Vampires Suck ", "Babel ", "This Is Where I Leave You ", "Doubt ", "Team America: World Police ", "Texas Chainsaw 3D ", "Copycat ", "Scary Movie 5 ", "Milk ", "Risen ", "Ghost Ship ", "A Very Harold & Kumar 3D Christmas ", "Wild Things ", "The Debt ", "High Fidelity ", "One Missed Call ", "Eye for an Eye ", "The Bank Job ", "Eternal Sunshine of the Spotless Mind ", "You Again ", "Street Kings ", "The World's End ", "Nancy Drew ", "Daybreakers ", "She's Out of My League ", "Monte Carlo ", "Stay Alive ", "Quigley Down Under ", "Alpha and Omega ", "The Covenant ", "Shorts ", "To Die For ", "Nerve ", "Vampires ", "Psycho ", "My Best Friend's Girl ", "Endless Love ", "Georgia Rule ", "Under the Rainbow ", "Simon Birch ", "Reign Over Me ", "Into the Wild ", "School for Scoundrels ", "Silent Hill: Revelation 3D ", "From Dusk Till Dawn ", "Pooh's Heffalump Movie ", "Home for the Holidays ", "Kung Fu Hustle ", "The Country Bears ", "The Kite Runner ", "21 Grams ", "Paparazzi ", "Twilight ", "A Guy Thing ", "Loser ", "The Greatest Story Ever Told ", "Disaster Movie ", "Armored ", "The Man Who Knew Too Little ", "What's Your Number? ", "Lockout ", "Envy ", "Crank: High Voltage ", "Bullets Over Broadway ", "One Night with the King ", "The Quiet American ", "The Weather Man ", "Undisputed ", "Ghost Town ", "12 Rounds ", "Let Me In ", "3 Ninjas Kick Back ", "Be Kind Rewind ", "Mrs Henderson Presents ", "Triple 9 ", "Deconstructing Harry ", "Three to Tango ", "Burnt ", "We're No Angels ", "Everyone Says I Love You ", "Death Sentence ", "Everybody's Fine ", "Superbabies: Baby Geniuses 2 ", "The Man ", "Code Name: The Cleaner ", "Connie and Carla ", "Inherent Vice ", "Doogal ", "Battle of the Year ", "An American Carol ", "Machete Kills ", "Willard ", "Strange Wilderness ", "Topsy-Turvy ", "Little Boy ", "A Dangerous Method ", "A Scanner Darkly ", "Chasing Mavericks ", "Alone in the Dark ", "Bandslam ", "Birth ", "A Most Violent Year ", "Flash of Genius ", "I'm Not There. ", "The Cold Light of Day ", "The Brothers Bloom ", "Synecdoche, New York ", "Bon voyage ", "Can't Stop the Music ", "The Proposition ", "Courage ", "Marci X ", "Equilibrium ", "The Children of Huang Shi ", "The Yards ", "The Oogieloves in the Big Balloon Adventure ", "By the Sea ", "The Game of Their Lives ", "Rapa Nui ", "Dylan Dog: Dead of Night ", "People I Know ", "The Tempest ", "The Painted Veil ", "The Baader Meinhof Complex ", "Dances with Wolves ", "Bad Teacher ", "Sea of Love ", "A Cinderella Story ", "Scream ", "Thir13en Ghosts ", "Back to the Future ", "House on Haunted Hill ", "I Can Do Bad All by Myself ", "The Switch ", "Just Married ", "The Devil's Double ", "Thomas and the Magic Railroad ", "The Crazies ", "Spirited Away ", "The Bounty ", "The Book Thief ", "Sex Drive ", "Leap Year ", "Take Me Home Tonight ", "The Nutcracker ", "Kansas City ", "The Amityville Horror ", "Adaptation. ", "Land of the Dead ", "Fear and Loathing in Las Vegas ", "The Invention of Lying ", "Neighbors ", "The Mask ", "Big ", "Borat: Cultural Learnings of America for Make Benefit Glorious Nation of Kazakhstan ", "Legally Blonde ", "Star Trek III: The Search for Spock ", "The Exorcism of Emily Rose ", "Deuce Bigalow: Male Gigolo ", "Left Behind ", "The Family Stone ", "Barbershop 2: Back in Business ", "Bad Santa ", "Austin Powers: International Man of Mystery ", "My Big Fat Greek Wedding 2 ", "Diary of a Wimpy Kid: Rodrick Rules ", "Predator ", "Amadeus ", "Prom Night ", "Mean Girls ", "Under the Tuscan Sun ", "Gosford Park ", "Peggy Sue Got Married ", "Birdman or (The Unexpected Virtue of Ignorance) ", "Blue Jasmine ", "United 93 ", "Honey ", "Glory ", "Spy Hard ", "The Fog ", "Soul Surfer ", "Observe and Report ", "Conan the Destroyer ", "Raging Bull ", "Love Happens ", "Young Sherlock Holmes ", "Fame ", "127 Hours ", "Small Time Crooks ", "Center Stage ", "Love the Coopers ", "Catch That Kid ", "Life as a House ", "Steve Jobs ", "I Love You, Beth Cooper ", "Youth in Revolt ", "The Legend of the Lone Ranger ", "The Tailor of Panama ", "Getaway ", "The Ice Storm ", "And So It Goes ", "Troop Beverly Hills ", "Being Julia ", "9½ Weeks ", "Dragonslayer ", "The Last Station ", "Ed Wood ", "Labor Day ", "Mongol: The Rise of Genghis Khan ", "RocknRolla ", "Megaforce ", "Hamlet ", "Midnight Special ", "Anything Else ", "The Railway Man ", "The White Ribbon ", "The Wraith ", "The Salton Sea ", "One Man's Hero ", "Renaissance ", "Superbad ", "Step Up 2: The Streets ", "Hoodwinked! ", "Hotel Rwanda ", "Hitman ", "Black Nativity ", "City of Ghosts ", "The Others ", "Aliens ", "My Fair Lady ", "I Know What You Did Last Summer ", "Let's Be Cops ", "Sideways ", "Beerfest ", "Halloween ", "Good Boy! ", "The Best Man Holiday ", "Smokin' Aces ", "Saw 3D: The Final Chapter ", "40 Days and 40 Nights ", "TRON: Legacy ", "A Night at the Roxbury ", "Beastly ", "The Hills Have Eyes ", "Dickie Roberts: Former Child Star ", "McFarland, USA ", "Pitch Perfect ", "Summer Catch ", "A Simple Plan ", "They ", "Larry the Cable Guy: Health Inspector ", "The Adventures of Elmo in Grouchland ", "Brooklyn's Finest ", "Evil Dead ", "My Life in Ruins ", "American Dreamz ", "Superman IV: The Quest for Peace ", "Running Scared ", "Shanghai Surprise ", "The Illusionist ", "Roar ", "Veronica Guerin ", "Escobar: Paradise Lost ", "Southland Tales ", "The Apparition ", "My Girl ", "Fur: An Imaginary Portrait of Diane Arbus ", "Wall Street ", "Sense and Sensibility ", "Becoming Jane ", "Sydney White ", "House of Sand and Fog ", "Dead Poets Society ", "Dumb & Dumber ", "When Harry Met Sally... ", "The Verdict ", "Road Trip ", "Varsity Blues ", "The Artist ", "The Unborn ", "Moonrise Kingdom ", "The Texas Chainsaw Massacre: The Beginning ", "The Young Messiah ", "The Master of Disguise ", "Pan's Labyrinth ", "See Spot Run ", "Baby Boy ", "The Roommate ", "Joe Dirt ", "Double Impact ", "Hot Fuzz ", "The Women ", "Vicky Cristina Barcelona ", "Boys and Girls ", "White Oleander ", "Jennifer's Body ", "Drowning Mona ", "Radio Days ", "Remember Me ", "How to Deal ", "My Stepmother Is an Alien ", "Philadelphia ", "The Thirteenth Floor ", "Duets ", "Hollywood Ending ", "Detroit Rock City ", "Highlander ", "Things We Lost in the Fire ", "Steel ", "The Immigrant ", "The White Countess ", "Trance ", "Soul Plane ", "Good ", "Enter the Void ", "Vamps ", "The Homesman ", "Juwanna Mann ", "Slow Burn ", "Wasabi ", "Slither ", "Beverly Hills Cop ", "Home Alone ", "3 Men and a Baby ", "Tootsie ", "Top Gun ", "Crouching Tiger, Hidden Dragon ", "American Beauty ", "The King's Speech ", "Twins ", "The Yellow Handkerchief ", "The Color Purple ", "The Imitation Game ", "Private Benjamin ", "Diary of a Wimpy Kid ", "Mama ", "National Lampoon's Vacation ", "Bad Grandpa ", "The Queen ", "Beetlejuice ", "Why Did I Get Married? ", "Little Women ", "The Woman in Black ", "When a Stranger Calls ", "Big Fat Liar ", "Wag the Dog ", "The Lizzie McGuire Movie ", "Snitch ", "Krampus ", "The Faculty ", "Cop Land ", "Not Another Teen Movie ", "End of Watch ", "Aloha ", "The Skulls ", "The Theory of Everything ", "Malibu's Most Wanted ", "Where the Heart Is ", "Lawrence of Arabia ", "Halloween II ", "Wild ", "The Last House on the Left ", "The Wedding Date ", "Halloween: Resurrection ", "Clash of the Titans ", "The Princess Bride ", "The Great Debaters ", "Drive ", "Confessions of a Teenage Drama Queen ", "The Object of My Affection ", "28 Weeks Later ", "When the Game Stands Tall ", "Because of Winn-Dixie ", "Love & Basketball ", "Grosse Pointe Blank ", "All About Steve ", "Book of Shadows: Blair Witch 2 ", "The Craft ", "Match Point ", "Ramona and Beezus ", "The Remains of the Day ", "Boogie Nights ", "Nowhere to Run ", "Flicka ", "The Hills Have Eyes II ", "Urban Legends: Final Cut ", "Tuck Everlasting ", "The Marine ", "Keanu ", "Country Strong ", "Disturbing Behavior ", "The Place Beyond the Pines ", "The November Man ", "Eye of the Beholder ", "The Hurt Locker ", "Firestarter ", "Killing Them Softly ", "A Most Wanted Man ", "Freddy Got Fingered ", "The Pirates Who Don't Do Anything: A VeggieTales Movie ", "Highlander: Endgame ", "Idlewild ", "One Day ", "Whip It ", "Confidence ", "The Muse ", "De-Lovely ", "New York Stories ", "Barney's Great Adventure ", "The Man with the Iron Fists ", "Home Fries ", "Here on Earth ", "Brazil ", "Raise Your Voice ", "The Big Lebowski ", "Black Snake Moan ", "Dark Blue ", "A Mighty Heart ", "Whatever It Takes ", "Boat Trip ", "The Importance of Being Earnest ", "Hoot ", "In Bruges ", "Peeples ", "The Rocker ", "Post Grad ", "Promised Land ", "Whatever Works ", "The In Crowd ", "Three Burials ", "Jakob the Liar ", "Kiss Kiss Bang Bang ", "Idle Hands ", "Mulholland Drive ", "You Will Meet a Tall Dark Stranger ", "Never Let Me Go ", "Transsiberian ", "The Clan of the Cave Bear ", "Crazy in Alabama ", "Funny Games ", "Metropolis ", "District B13 ", "Things to Do in Denver When You're Dead ", "The Assassin ", "Buffalo Soldiers ", "Ong-bak 2 ", "The Midnight Meat Train ", "The Son of No One ", "All the Queen's Men ", "The Good Night ", "Groundhog Day ", "Magic Mike XXL ", "Romeo + Juliet ", "Sarah's Key ", "Unforgiven ", "Manderlay ", "Slumdog Millionaire ", "Fatal Attraction ", "Pretty Woman ", "Crocodile Dundee II ", "Born on the Fourth of July ", "Cool Runnings ", "My Bloody Valentine ", "Stomp the Yard ", "The Spy Who Loved Me ", "Urban Legend ", "White Fang ", "Superstar ", "The Iron Lady ", "Jonah: A VeggieTales Movie ", "Poetic Justice ", "All About the Benjamins ", "Vampire in Brooklyn ", "An American Haunting ", "My Boss's Daughter ", "A Perfect Getaway ", "Our Family Wedding ", "Dead Man on Campus ", "Tea with Mussolini ", "Thinner ", "Crooklyn ", "Jason X ", "Bobby ", "Head Over Heels ", "Fun Size ", "Little Children ", "Gossip ", "A Walk on the Moon ", "Catch a Fire ", "Soul Survivors ", "Jefferson in Paris ", "Caravans ", "Mr. Turner ", "Amen. ", "The Lucky Ones ", "Margaret ", "Flipped ", "Brokeback Mountain ", "Teenage Mutant Ninja Turtles ", "Clueless ", "Far from Heaven ", "Hot Tub Time Machine 2 ", "Quills ", "Seven Psychopaths ", "Downfall ", "The Sea Inside ", "Good Morning, Vietnam ", "The Last Godfather ", "Justin Bieber: Never Say Never ", "Black Swan ", "RoboCop ", "The Godfather: Part II ", "Save the Last Dance ", "A Nightmare on Elm Street 4: The Dream Master ", "Miracles from Heaven ", "Dude, Where's My Car? ", "Young Guns ", "St. Vincent ", "About Last Night ", "10 Things I Hate About You ", "The New Guy ", "Loaded Weapon 1 ", "The Shallows ", "The Butterfly Effect ", "Snow Day ", "This Christmas ", "Baby Geniuses ", "The Big Hit ", "Harriet the Spy ", "Child's Play 2 ", "No Good Deed ", "The Mist ", "Ex Machina ", "Being John Malkovich ", "Two Can Play That Game ", "Earth to Echo ", "Crazy/Beautiful ", "Letters from Iwo Jima ", "The Astronaut Farmer ", "Woo ", "Room ", "Dirty Work ", "Serial Mom ", "Dick ", "Light It Up ", "54 ", "Bubble Boy ", "Birthday Girl ", "21 & Over ", "Paris, je t'aime ", "Resurrecting the Champ ", "Admission ", "The Widow of Saint-Pierre ", "Chloe ", "Faithful ", "Brothers ", "Find Me Guilty ", "The Perks of Being a Wallflower ", "Excessive Force ", "Infamous ", "The Claim ", "The Vatican Tapes ", "Attack the Block ", "In the Land of Blood and Honey ", "The Call ", "The Crocodile Hunter: Collision Course ", "I Love You Phillip Morris ", "Antwone Fisher ", "The Emperor's Club ", "True Romance ", "Glengarry Glen Ross ", "The Killer Inside Me ", "Sorority Row ", "Lars and the Real Girl ", "The Boy in the Striped Pajamas ", "Dancer in the Dark ", "Oscar and Lucinda ", "The Funeral ", "Solitary Man ", "Machete ", "Casino Jack ", "The Land Before Time ", "Tae Guk Gi: The Brotherhood of War ", "The Perfect Game ", "The Exorcist ", "Jaws ", "American Pie ", "Ernest & Celestine ", "The Golden Child ", "Think Like a Man ", "Barbershop ", "Star Trek II: The Wrath of Khan ", "Ace Ventura: Pet Detective ", "WarGames ", "Witness ", "Act of Valor ", "Step Up ", "Beavis and Butt-Head Do America ", "Jackie Brown ", "Harold & Kumar Escape from Guantanamo Bay ", "Chronicle ", "Yentl ", "Time Bandits ", "Crossroads ", "Project X ", "One Hour Photo ", "Quarantine ", "The Eye ", "Johnson Family Vacation ", "How High ", "The Muppet Christmas Carol ", "Casino Royale ", "Frida ", "Katy Perry: Part of Me ", "The Fault in Our Stars ", "Rounders ", "Top Five ", "Stir of Echoes ", "Philomena ", "The Upside of Anger ", "Aquamarine ", "Paper Towns ", "Nebraska ", "Tales from the Crypt: Demon Knight ", "Max Keeble's Big Move ", "Young Adult ", "Crank ", "Living Out Loud ", "Das Boot ", "Sorority Boys ", "About Time ", "House of Flying Daggers ", "Arbitrage ", "Project Almanac ", "Cadillac Records ", "Screwed ", "Fortress ", "For Your Consideration ", "Celebrity ", "Running with Scissors ", "From Justin to Kelly ", "Girl 6 ", "In the Cut ", "Two Lovers ", "Last Orders ", "Ravenous ", "Charlie Bartlett ", "The Great Beauty ", "The Dangerous Lives of Altar Boys ", "Stoker ", "2046 ", "Married Life ", "Duma ", "Ondine ", "Brother ", "Welcome to Collinwood ", "Critical Care ", "The Life Before Her Eyes ", "Trade ", "Breakfast of Champions ", "City of Life and Death ", "Home ", "5 Days of War ", "10 Days in a Madhouse ", "Heaven Is for Real ", "Snatch ", "Pet Sematary ", "Gremlins ", "Star Wars: Episode IV - A New Hope ", "Dirty Grandpa ", "Doctor Zhivago ", "High School Musical 3: Senior Year ", "The Fighter ", "My Cousin Vinny ", "If I Stay ", "Major League ", "Phone Booth ", "A Walk to Remember ", "Dead Man Walking ", "Cruel Intentions ", "Saw VI ", "The Secret Life of Bees ", "Corky Romano ", "Raising Cain ", "Invaders from Mars ", "Brooklyn ", "Out Cold ", "The Ladies Man ", "Quartet ", "Tomcats ", "Frailty ", "Woman in Gold ", "Kinsey ", "Army of Darkness ", "Slackers ", "What's Eating Gilbert Grape ", "The Visual Bible: The Gospel of John ", "Vera Drake ", "The Guru ", "The Perez Family ", "Inside Llewyn Davis ", "O ", "Return to the Blue Lagoon ", "Copying Beethoven ", "Poltergeist ", "Saw V ", "Jindabyne ", "An Ideal Husband ", "The Last Days on Mars ", "Darkness ", "2001: A Space Odyssey ", "E.T. the Extra-Terrestrial ", "In the Land of Women ", "There Goes My Baby ", "September Dawn ", "For Greater Glory: The True Story of Cristiada ", "Good Will Hunting ", "Saw III ", "Stripes ", "Bring It On ", "The Purge: Election Year ", "She's All That ", "Precious ", "Saw IV ", "White Noise ", "Madea's Family Reunion ", "The Color of Money ", "The Mighty Ducks ", "The Grudge ", "Happy Gilmore ", "Jeepers Creepers ", "Bill & Ted's Excellent Adventure ", "Oliver! ", "The Best Exotic Marigold Hotel ", "Recess: School's Out ", "Mad Max Beyond Thunderdome ", "The Boy ", "Devil ", "Friday After Next ", "Insidious: Chapter 3 ", "The Last Dragon ", "The Lawnmower Man ", "Nick and Norah's Infinite Playlist ", "Dogma ", "The Banger Sisters ", "Twilight Zone: The Movie ", "Road House ", "A Low Down Dirty Shame ", "Swimfan ", "Employee of the Month ", "Can't Hardly Wait ", "The Outsiders ", "Sinister 2 ", "Sparkle ", "Valentine ", "The Fourth Kind ", "A Prairie Home Companion ", "Sugar Hill ", "Rushmore ", "Skyline ", "The Second Best Exotic Marigold Hotel ", "Kit Kittredge: An American Girl ", "The Perfect Man ", "Mo' Better Blues ", "Kung Pow: Enter the Fist ", "Tremors ", "Wrong Turn ", "The Corruptor ", "Mud ", "Reno 911!: Miami ", "One Direction: This Is Us ", "Hey Arnold! The Movie ", "My Week with Marilyn ", "The Matador ", "Love Jones ", "The Gift ", "End of the Spear ", "Get Over It ", "Office Space ", "Drop Dead Gorgeous ", "Big Eyes ", "Very Bad Things ", "Sleepover ", "MacGruber ", "Dirty Pretty Things ", "Movie 43 ", "The Tourist ", "Over Her Dead Body ", "Seeking a Friend for the End of the World ", "American History X ", "The Collection ", "Teacher's Pet ", "The Red Violin ", "The Straight Story ", "Deuces Wild ", "Bad Words ", "Black or White ", "On the Line ", "Rescue Dawn ", "Danny Collins ", "Jeff, Who Lives at Home ", "I Am Love ", "Atlas Shrugged II: The Strike ", "Romeo Is Bleeding ", "The Limey ", "Crash ", "The House of Mirth ", "Malone ", "Peaceful Warrior ", "Bucky Larson: Born to Be a Star ", "Bamboozled ", "The Forest ", "Sphinx ", "While We're Young ", "A Better Life ", "Spider ", "Gun Shy ", "Nicholas Nickleby ", "The Iceman ", "Cecil B. DeMented ", "Killer Joe ", "The Joneses ", "Owning Mahowny ", "The Brothers Solomon ", "My Blueberry Nights ", "Swept Away ", "War, Inc. ", "Shaolin Soccer ", "The Brown Bunny ", "Rosewater ", "Imaginary Heroes ", "High Heels and Low Lifes ", "Severance ", "Edmond ", "Police Academy: Mission to Moscow ", "Cinco de Mayo, La Batalla ", "An Alan Smithee Film: Burn Hollywood Burn ", "The Open Road ", "The Good Guy ", "Motherhood ", "Blonde Ambition ", "The Oxford Murders ", "Eulogy ", "The Good, the Bad, the Weird ", "The Lost City ", "Next Friday ", "You Only Live Twice ", "Amour ", "Poltergeist III ", "It's a Mad, Mad, Mad, Mad World ", "Richard III ", "Melancholia ", "Jab Tak Hai Jaan ", "Alien ", "The Texas Chain Saw Massacre ", "The Runaways ", "Fiddler on the Roof ", "Thunderball ", "Set It Off ", "The Best Man ", "Child's Play ", "Sicko ", "The Purge: Anarchy ", "Down to You ", "Harold & Kumar Go to White Castle ", "The Contender ", "Boiler Room ", "Black Christmas ", "Henry V ", "The Way of the Gun ", "Igby Goes Down ", "PCU ", "Gracie ", "Trust the Man ", "Hamlet 2 ", "Glee: The 3D Concert Movie ", "Two Evil Eyes ", "All or Nothing ", "Princess Kaiulani ", "Opal Dream ", "Flame and Citron ", "Undiscovered ", "Crocodile Dundee ", "Awake ", "Skin Trade ", "Crazy Heart ", "The Rose ", "Baggage Claim ", "Election ", "The DUFF ", "Glitter ", "Bright Star ", "My Name Is Khan ", "All Is Lost ", "Limbo ", "The Karate Kid ", "Repo! The Genetic Opera ", "Pulp Fiction ", "Nightcrawler ", "Club Dread ", "The Sound of Music ", "Splash ", "Little Miss Sunshine ", "Stand by Me ", "28 Days Later... ", "You Got Served ", "Escape from Alcatraz ", "Brown Sugar ", "A Thin Line Between Love and Hate ", "50/50 ", "Shutter ", "That Awkward Moment ", "Much Ado About Nothing ", "On Her Majesty's Secret Service ", "New Nightmare ", "Drive Me Crazy ", "Half Baked ", "New in Town ", "Syriana ", "American Psycho ", "The Good Girl ", "The Boondock Saints II: All Saints Day ", "Enough Said ", "Easy A ", "Shadow of the Vampire ", "Prom ", "Held Up ", "Woman on Top ", "Anomalisa ", "Another Year ", "8 Women ", "Showdown in Little Tokyo ", "Clay Pigeons ", "It's Kind of a Funny Story ", "Made in Dagenham ", "When Did You Last See Your Father? ", "Prefontaine ", "The Secret of Kells ", "Begin Again ", "Down in the Valley ", "Brooklyn Rules ", "The Singing Detective ", "Fido ", "The Wendell Baker Story ", "Wild Target ", "Pathology ", "10th & Wolf ", "Dear Wendy ", "Aloft ", "Imagine Me & You ", "The Blood of Heroes ", "Driving Miss Daisy ", "Soul Food ", "Rumble in the Bronx ", "Thank You for Smoking ", "Hostel: Part II ", "An Education ", "The Hotel New Hampshire ", "Narc ", "Men with Brooms ", "Witless Protection ", "The Work and the Glory ", "Extract ", "Code 46 ", "Albert Nobbs ", "Persepolis ", "The Neon Demon ", "Harry Brown ", "Spider-Man 3 ", "The Omega Code ", "Juno ", "Diamonds Are Forever ", "The Godfather ", "Flashdance ", "500 Days of Summer ", "The Piano ", "Magic Mike ", "Darkness Falls ", "Live and Let Die ", "My Dog Skip ", "Jumping the Broom ", "The Great Gatsby ", "Good Night, and Good Luck. ", "Capote ", "Desperado ", "Logan's Run ", "The Man with the Golden Gun ", "Action Jackson ", "The Descent ", "Devil's Due ", "Flirting with Disaster ", "The Devil's Rejects ", "Dope ", "In Too Deep ", "Skyfall ", "House of 1000 Corpses ", "A Serious Man ", "Get Low ", "Warlock ", "Beyond the Lights ", "A Single Man ", "The Last Temptation of Christ ", "Outside Providence ", "Bride & Prejudice ", "Rabbit-Proof Fence ", "Who's Your Caddy? ", "Split Second ", "The Other Side of Heaven ", "Redbelt ", "Cyrus ", "A Dog of Flanders ", "Auto Focus ", "Factory Girl ", "We Need to Talk About Kevin ", "The Mighty Macs ", "Mother and Child ", "March or Die ", "Les visiteurs ", "Somewhere ", "Chairman of the Board ", "Hesher ", "Gerry ", "The Heart of Me ", "Freeheld ", "The Extra Man ", "Ca$h ", "Wah-Wah ", "Pale Rider ", "Dazed and Confused ", "The Chumscrubber ", "Shade ", "House at the End of the Street ", "Incendies ", "Remember Me, My Love ", "Elite Squad ", "Annabelle ", "Bran Nue Dae ", "Boyz n the Hood ", "La Bamba ", "Dressed to Kill ", "The Adventures of Huck Finn ", "Go ", "Friends with Money ", "Bats ", "Nowhere in Africa ", "Shame ", "Layer Cake ", "The Work and the Glory II: American Zion ", "The East ", "A Home at the End of the World ", "The Messenger ", "Control ", "The Terminator ", "Good Bye Lenin! ", "The Damned United ", "Mallrats ", "Grease ", "Platoon ", "Fahrenheit 9/11 ", "Butch Cassidy and the Sundance Kid ", "Mary Poppins ", "Ordinary People ", "Around the World in 80 Days ", "West Side Story ", "Caddyshack ", "The Brothers ", "The Wood ", "The Usual Suspects ", "A Nightmare on Elm Street 5: The Dream Child ", "Van Wilder: Party Liaison ", "The Wrestler ", "Duel in the Sun ", "Best in Show ", "Escape from New York ", "School Daze ", "Daddy Day Camp ", "Mystic Pizza ", "Sliding Doors ", "Tales from the Hood ", "The Last King of Scotland ", "Halloween 5 ", "Bernie ", "Pollock ", "200 Cigarettes ", "The Words ", "Casa de mi Padre ", "City Island ", "The Guard ", "College ", "The Virgin Suicides ", "Miss March ", "Wish I Was Here ", "Simply Irresistible ", "Hedwig and the Angry Inch ", "Only the Strong ", "Shattered Glass ", "Novocaine ", "The Wackness ", "Beastmaster 2: Through the Portal of Time ", "The 5th Quarter ", "The Greatest ", "Snow Flower and the Secret Fan ", "Come Early Morning ", "Lucky Break ", "Surfer, Dude ", "Deadfall ", "L'auberge espagnole ", "Song One ", "Murder by Numbers ", "Winter in Wartime ", "The Protector ", "Bend It Like Beckham ", "Sunshine State ", "Crossover ", "[Rec] 2 ", "The Sting ", "Chariots of Fire ", "Diary of a Mad Black Woman ", "Shine ", "Don Jon ", "Ghost World ", "Iris ", "The Chorus ", "Mambo Italiano ", "Wonderland ", "Do the Right Thing ", "Harvard Man ", "Le Havre ", "R100 ", "Salvation Boulevard ", "The Ten ", "Headhunters ", "Saint Ralph ", "Insidious: Chapter 2 ", "Saw II ", "10 Cloverfield Lane ", "Jackass: The Movie ", "Lights Out ", "Paranormal Activity 3 ", "Ouija ", "A Nightmare on Elm Street 3: Dream Warriors ", "The Gift ", "Instructions Not Included ", "Paranormal Activity 4 ", "The Robe ", "Freddy's Dead: The Final Nightmare ", "Monster ", "Paranormal Activity: The Marked Ones ", "Dallas Buyers Club ", "The Lazarus Effect ", "Memento ", "Oculus ", "Clerks II ", "Billy Elliot ", "The Way Way Back ", "House Party 2 ", "Doug's 1st Movie ", "The Apostle ", "Our Idiot Brother ", "The Players Club ", "As Above, So Below ", "Addicted ", "Eve's Bayou ", "Still Alice ", "Friday the 13th Part VIII: Jason Takes Manhattan ", "My Big Fat Greek Wedding ", "Spring Breakers ", "Halloween: The Curse of Michael Myers ", "Y Tu Mamá También ", "Shaun of the Dead ", "The Haunting of Molly Hartley ", "Lone Star ", "Halloween 4: The Return of Michael Myers ", "April Fool's Day ", "Diner ", "Lone Wolf McQuade ", "Apollo 18 ", "Sunshine Cleaning ", "No Escape ", "Fifty Shades of Black ", "Not Easily Broken ", "The Perfect Match ", "Digimon: The Movie ", "Saved! ", "The Barbarian Invasions ", "The Forsaken ", "UHF ", "Slums of Beverly Hills ", "Made ", "Moon ", "The Sweet Hereafter ", "Of Gods and Men ", "Bottle Shock ", "Heavenly Creatures ", "90 Minutes in Heaven ", "Everything Must Go ", "Zero Effect ", "The Machinist ", "Light Sleeper ", "Kill the Messenger ", "Rabbit Hole ", "Party Monster ", "Green Room ", "Atlas Shrugged: Who Is John Galt? ", "Bottle Rocket ", "Albino Alligator ", "Lovely, Still ", "Desert Blue ", "The Visit ", "Redacted ", "Fascination ", "Rudderless ", "I Served the King of England ", "Sling Blade ", "Hostel ", "Tristram Shandy: A Cock and Bull Story ", "Take Shelter ", "Lady in White ", "The Texas Chainsaw Massacre 2 ", "Only God Forgives ", "The Names of Love ", "Savage Grace ", "Police Academy ", "Four Weddings and a Funeral ", "25th Hour ", "Bound ", "Requiem for a Dream ", "Moms' Night Out ", "Donnie Darko ", "Character ", "Spun ", "Mean Machine ", "Exiled ", "After.Life ", "One Flew Over the Cuckoo's Nest ", "Falcon Rising ", "The Sweeney ", "Whale Rider ", "Pan ", "Night Watch ", "The Crying Game ", "Porky's ", "Survival of the Dead ", "Lost in Translation ", "Annie Hall ", "The Greatest Show on Earth ", "Exodus: Gods and Kings ", "Monster's Ball ", "Maggie ", "Leaving Las Vegas ", "The Boy Next Door ", "The Kids Are All Right ", "They Live ", "The Last Exorcism Part II ", "Boyhood ", "Scoop ", "Planet of the Apes ", "The Wash ", "3 Strikes ", "The Cooler ", "The Night Listener ", "The Orphanage ", "A Haunted House 2 ", "The Rules of Attraction ", "Four Rooms ", "Secretary ", "The Real Cancun ", "Talk Radio ", "Waiting for Guffman ", "Love Stinks ", "You Kill Me ", "Thumbsucker ", "Mirrormask ", "Samsara ", "The Barbarians ", "Poolhall Junkies ", "The Loss of Sexual Innocence ", "Joe ", "Shooting Fish ", "Prison ", "Psycho Beach Party ", "The Big Tease ", "Buen Día, Ramón ", "Trust ", "An Everlasting Piece ", "Among Giants ", "Adore ", "Mondays in the Sun ", "Stake Land ", "The Last Time I Committed Suicide ", "Futuro Beach ", "Inescapable ", "Gone with the Wind ", "Desert Dancer ", "Major Dundee ", "Annie Get Your Gun ", "Defendor ", "The Pirate ", "The Good Heart ", "The History Boys ", "Unknown ", "The Full Monty ", "Airplane! ", "Friday ", "Menace II Society ", "Creepshow 2 ", "The Witch ", "I Got the Hook Up ", "She's the One ", "Gods and Monsters ", "The Secret in Their Eyes ", "Evil Dead II ", "Pootie Tang ", "La otra conquista ", "Trollhunter ", "Ira & Abby ", "The Watch ", "Winter Passing ", "D.E.B.S. ", "The Masked Saint ", "March of the Penguins ", "Margin Call ", "Choke ", "Whiplash ", "City of God ", "Human Traffic ", "The Hunt ", "Bella ", "Dreaming of Joseph Lees ", "Maria Full of Grace ", "Beginners ", "Animal House ", "Goldfinger ", "Trainspotting ", "The Original Kings of Comedy ", "Paranormal Activity 2 ", "Waking Ned Devine ", "Bowling for Columbine ", "A Nightmare on Elm Street 2: Freddy's Revenge ", "A Room with a View ", "The Purge ", "Sinister ", "Martin Lawrence Live: Runteldat ", "Air Bud ", "Jason Lives: Friday the 13th Part VI ", "The Bridge on the River Kwai ", "Spaced Invaders ", "Jason Goes to Hell: The Final Friday ", "Dave Chappelle's Block Party ", "Next Day Air ", "Phat Girlz ", "Before Midnight ", "Teen Wolf Too ", "Phantasm II ", "Real Women Have Curves ", "East Is East ", "Whipped ", "Kama Sutra: A Tale of Love ", "Warlock: The Armageddon ", "8 Heads in a Duffel Bag ", "Thirteen Conversations About One Thing ", "Jawbreaker ", "Basquiat ", "Tsotsi ", "DysFunktional Family ", "Tusk ", "Oldboy ", "Letters to God ", "Hobo with a Shotgun ", "Compadres ", "Love's Abiding Joy ", "Bachelorette ", "Tim and Eric's Billion Dollar Movie ", "The Gambler ", "Summer Storm ", "Fort McCoy ", "Chain Letter ", "Just Looking ", "The Divide ", "Alice in Wonderland ", "Tanner Hall ", "Cinderella ", "Central Station ", "Boynton Beach Club ", "Freakonomics ", "High Tension ", "Hustle & Flow ", "Some Like It Hot ", "Friday the 13th Part VII: The New Blood ", "The Wizard of Oz ", "Young Frankenstein ", "Diary of the Dead ", "Ulee's Gold ", "Blazing Saddles ", "Friday the 13th: The Final Chapter ", "Maurice ", "Beer League ", "The Astronaut's Wife ", "Timecrimes ", "A Haunted House ", "2016: Obama's America ", "That Thing You Do! ", "Halloween III: Season of the Witch ", "Kevin Hart: Let Me Explain ", "My Own Private Idaho ", "Garden State ", "Before Sunrise ", "Jesus' Son ", "Robot & Frank ", "My Life Without Me ", "The Spectacular Now ", "Religulous ", "Fuel ", "Dodgeball: A True Underdog Story ", "Eye of the Dolphin ", "8: The Mormon Proposition ", "The Other End of the Line ", "Anatomy ", "Sleep Dealer ", "Super ", "Get on the Bus ", "Thr3e ", "This Is England ", "Go for It! ", "Fantasia ", "Friday the 13th Part III ", "Friday the 13th: A New Beginning ", "The Last Sin Eater ", "Do You Believe? ", "The Best Years of Our Lives ", "Elling ", "Mi America ", "From Russia with Love ", "The Toxic Avenger Part II ", "It Follows ", "Mad Max 2: The Road Warrior ", "The Legend of Drunken Master ", "Boys Don't Cry ", "Silent House ", "The Lives of Others ", "Courageous ", "The Triplets of Belleville ", "Smoke Signals ", "Before Sunset ", "Amores Perros ", "Thirteen ", "Winter's Bone ", "Me and You and Everyone We Know ", "We Are Your Friends ", "Harsh Times ", "Captive ", "Full Frontal ", "Witchboard ", "Shortbus ", "Waltz with Bashir ", "The Book of Mormon Movie, Volume 1: The Journey ", "The Diary of a Teenage Girl ", "In the Shadow of the Moon ", "Inside Deep Throat ", "The Virginity Hit ", "House of D ", "Six-String Samurai ", "Saint John of Las Vegas ", "Stonewall ", "London ", "Sherrybaby ", "Gangster's Paradise: Jerusalema ", "The Lady from Shanghai ", "The Ghastly Love of Johnny X ", "River's Edge ", "Northfork ", "Buried ", "One to Another ", "Carrie ", "A Nightmare on Elm Street ", "Man on Wire ", "Brotherly Love ", "The Last Exorcism ", "El crimen del padre Amaro ", "Beasts of the Southern Wild ", "Songcatcher ", "The Greatest Movie Ever Sold ", "Run Lola Run ", "May ", "In the Bedroom ", "I Spit on Your Grave ", "Happy, Texas ", "My Summer of Love ", "The Lunchbox ", "Yes ", "Foolish ", "Caramel ", "The Bubble ", "Mississippi Mermaid ", "I Love Your Work ", "Dawn of the Dead ", "Waitress ", "Bloodsport ", "The Squid and the Whale ", "Kissing Jessica Stein ", "Exotica ", "Buffalo '66 ", "Insidious ", "Nine Queens ", "The Ballad of Jack and Rose ", "The To Do List ", "Killing Zoe ", "The Believer ", "Session 9 ", "I Want Someone to Eat Cheese With ", "Modern Times ", "Stolen Summer ", "My Name Is Bruce ", "The Salon ", "Amigo ", "Pontypool ", "Trucker ", "The Lords of Salem ", "Jack Reacher ", "Snow White and the Seven Dwarfs ", "The Holy Girl ", "Incident at Loch Ness ", "Lock, Stock and Two Smoking Barrels ", "The Celebration ", "Trees Lounge ", "Journey from the Fall ", "The Basket ", "Eddie: The Sleepwalking Cannibal ", "Mercury Rising ", "The Hebrew Hammer ", "Friday the 13th Part 2 ", "Filly Brown ", "Sex, Lies, and Videotape ", "Saw ", "Super Troopers ", "The Day the Earth Stood Still ", "Monsoon Wedding ", "You Can Count on Me ", "Lucky Number Slevin ", "But I'm a Cheerleader ", "Home Run ", "Reservoir Dogs ", "The Good, the Bad and the Ugly ", "The Second Mother ", "Blue Like Jazz ", "Down and Out with the Dolls ", "Pink Ribbons, Inc. ", "Airborne ", "Waiting... ", "From a Whisper to a Scream ", "Beyond the Black Rainbow ", "The Raid: Redemption ", "Rocky ", "The Fog ", "Unfriended ", "The Howling ", "Dr. No ", "Chernobyl Diaries ", "Hellraiser ", "God's Not Dead 2 ", "Cry_Wolf ", "Blue Valentine ", "Transamerica ", "The Devil Inside ", "Beyond the Valley of the Dolls ", "The Green Inferno ", "The Sessions ", "Next Stop Wonderland ", "Juno ", "Frozen River ", "20 Feet from Stardom ", "Two Girls and a Guy ", "Walking and Talking ", "Who Killed the Electric Car? ", "The Broken Hearts Club: A Romantic Comedy ", "Goosebumps ", "Slam ", "Brigham City ", "Orgazmo ", "All the Real Girls ", "Dream with the Fishes ", "Blue Car ", "Luminarias ", "Wristcutters: A Love Story ", "The Battle of Shaker Heights ", "The Lovely Bones ", "The Act of Killing ", "Taxi to the Dark Side ", "Once in a Lifetime: The Extraordinary Story of the New York Cosmos ", "Antarctica: A Year on Ice ", "A Lego Brickumentary ", "Hardflip ", "The House of the Devil ", "The Perfect Host ", "Safe Men ", "The Specials ", "Alone with Her ", "Creative Control ", "Special ", "In Her Line of Fire ", "The Jimmy Show ", "On the Waterfront ", "L!fe Happens ", "4 Months, 3 Weeks and 2 Days ", "Hard Candy ", "The Quiet ", "Fruitvale Station ", "The Brass Teapot ", "The Hammer ", "Snitch ", "Latter Days ", "For a Good Time, Call... ", "Time Changer ", "A Separation ", "Welcome to the Dollhouse ", "Ruby in Paradise ", "Raising Victor Vargas ", "Deterrence ", "Not Cool ", "Dead Snow ", "Saints and Soldiers ", "American Graffiti ", "Aqua Teen Hunger Force Colon Movie Film for Theaters ", "Safety Not Guaranteed ", "Kill List ", "The Innkeepers ", "The Unborn ", "Interview with the Assassin ", "Donkey Punch ", "Hoop Dreams ", "L.I.E. ", "King Kong ", "House of Wax ", "Half Nelson ", "Naturally Native ", "Hav Plenty ", "Top Hat ", "The Blair Witch Project ", "Woodstock ", "Mercy Streets ", "Arnolds Park ", "Broken Vessels ", "A Hard Day's Night ", "Fireproof ", "Benji ", "Open Water ", "Kingdom of the Spiders ", "The Station Agent ", "To Save a Life ", "Beyond the Mat ", "The Singles Ward ", "Osama ", "Sholem Aleichem: Laughing in the Darkness ", "Groove ", "The R.M. ", "Twin Falls Idaho ", "Mean Creek ", "Hurricane Streets ", "Never Again ", "Civil Brand ", "Lonesome Jim ", "Seven Samurai ", "The Other Dream Team ", "Finishing the Game: The Search for a New Bruce Lee ", "Rubber ", "Home ", "Kiss the Bride ", "The Slaughter Rule ", "Monsters ", "The Living Wake ", "Detention of the Dead ", "Oz the Great and Powerful ", "Straight Out of Brooklyn ", "Bloody Sunday ", "Conversations with Other Women ", "Poultrygeist: Night of the Chicken Dead ", "42nd Street ", "Metropolitan ", "Napoleon Dynamite ", "Blue Ruin ", "Paranormal Activity ", "Monty Python and the Holy Grail ", "Quinceañera ", "Tarnation ", "I Want Your Money ", "The Beyond ", "What Happens in Vegas ", "Trekkies ", "The Broadway Melody ", "Maniac ", "Murderball ", "American Ninja 2: The Confrontation ", "Halloween ", "Tumbleweeds ", "The Prophecy ", "When the Cat's Away ", "Pieces of April ", "Old Joy ", "Wendy and Lucy ", "Nothing But a Man ", "First Love, Last Rites ", "Fighting Tommy Riley ", "Across the Universe ", "Locker 13 ", "Compliance ", "Chasing Amy ", "Lovely & Amazing ", "Better Luck Tomorrow ", "The Incredibly True Adventure of Two Girls in Love ", "Chuck & Buck ", "American Desi ", "Cube ", "Love and Other Catastrophes ", "I Married a Strange Person! ", "November ", "Like Crazy ", "Sugar Town ", "The Canyons ", "Burn ", "Urbania ", "The Beast from 20,000 Fathoms ", "Swingers ", "A Fistful of Dollars ", "Short Cut to Nirvana: Kumbh Mela ", "The Grace Card ", "Middle of Nowhere ", "Call + Response ", "Side Effects ", "The Trials of Darryl Hunt ", "Children of Heaven ", "Weekend ", "She's Gotta Have It ", "Another Earth ", "Sweet Sweetback's Baadasssss Song ", "Tadpole ", "Once ", "The Horse Boy ", "The Texas Chain Saw Massacre ", "Roger & Me ", "Your Sister's Sister ", "Facing the Giants ", "The Gallows ", "Hollywood Shuffle ", "The Lost Skeleton of Cadavra ", "Cheap Thrills ", "The Last House on the Left ", "Pi ", "20 Dates ", "Super Size Me ", "The FP ", "Happy Christmas ", "The Brothers McMullen ", "Tiny Furniture ", "George Washington ", "Smiling Fish & Goat on Fire ", "The Legend of God's Gun ", "Clerks ", "Pink Narcissus ", "In the Company of Men ", "Sabotage ", "Slacker ", "The Puffy Chair ", "Pink Flamingos ", "Clean ", "The Circle ", "Primer ", "Cavite ", "El Mariachi ", "Newlyweds ", "My Date with Drew " ], "legendgroup": "", "marker": { "color": "blue", "line": { "color": "blue" } }, "name": "", "notched": false, "offsetgroup": "", "opacity": 0.6, "orientation": "v", "showlegend": false, "type": "box", "x0": " ", "xaxis": "x", "y": [ 7.9, 7.1, 6.8, 8.5, 6.6, 6.2, 7.8, 7.5, 7.5, 6.9, 6.1, 6.7, 7.3, 6.5, 7.2, 6.6, 8.1, 6.7, 6.8, 7.5, 7, 6.7, 7.9, 6.1, 7.2, 7.7, 8.2, 5.9, 7, 7.8, 7.3, 7.2, 6.5, 6.8, 7.3, 6, 5.7, 6.4, 6.7, 6.8, 6.3, 5.6, 8.3, 6.6, 7.2, 7, 8, 7.8, 6.3, 7.3, 6.6, 7, 6.3, 6.2, 7.2, 7.5, 8.4, 6.2, 5.8, 6.8, 5.4, 6.6, 6.9, 7.3, 9, 8.3, 6.5, 7.9, 7.5, 4.8, 5.2, 6.9, 5.4, 7.9, 6.1, 5.8, 8.3, 7.8, 7, 6.1, 7, 7.6, 6.3, 7.8, 6.4, 6.5, 7.9, 7.8, 6.6, 5.5, 8.2, 6.4, 8.1, 8.6, 8.8, 7.9, 6.7, 7.8, 7.8, 6.6, 6.1, 5.6, 6.4, 6.1, 7.3, 6.6, 6.3, 6.1, 7.1, 5.5, 7.5, 7.6, 6.4, 7.2, 6.7, 8, 8.3, 6.7, 5.9, 6.7, 6.7, 7.6, 7.2, 7.1, 8.1, 6.7, 7, 6.9, 5.1, 5.8, 6.2, 7.4, 5.8, 6.2, 7.3, 4.2, 6.9, 6.4, 5.4, 6.7, 5.8, 6.9, 7.2, 6.9, 6.1, 5.5, 6.6, 6.1, 6.3, 7.2, 7.4, 7.3, 6.1, 7.7, 6.1, 8, 7.3, 7.9, 5.5, 5, 7.7, 6.6, 5.7, 5.8, 6, 6.4, 6.9, 6.4, 7.4, 5.5, 5.9, 6.8, 6.8, 8.1, 6.5, 7.2, 6.7, 8.1, 7.6, 7.4, 7.6, 6.7, 6.5, 6.6, 6.7, 6.4, 5.8, 7.4, 7.8, 6.6, 4.9, 6.5, 6.2, 7.3, 7.5, 5.6, 8.1, 6.7, 6.6, 6.4, 7.5, 7.3, 7.5, 5.8, 7.5, 6.6, 6.7, 3.7, 6, 6.4, 6.1, 6.4, 5.6, 8, 5.2, 7.1, 4.8, 7, 5.4, 6.6, 6.7, 6.2, 6.1, 5.3, 6.3, 7, 7.6, 6.7, 8.1, 6.7, 6.5, 7.3, 6, 6.1, 5.9, 7.8, 5.8, 6.3, 4.3, 6.4, 6.1, 6.5, 7.1, 6.4, 6.5, 6.3, 7.5, 4.9, 5.8, 6.2, 5.5, 5.4, 5.8, 7.1, 5.4, 3.7, 6.7, 7.2, 8.8, 5.8, 6.8, 3.8, 7.1, 7.2, 5.9, 7.1, 8.1, 6.9, 4.4, 6.5, 8.5, 7.7, 7.4, 8, 5.7, 8.5, 7, 7.8, 7.2, 6.4, 5.5, 6.7, 6.1, 8.5, 6.9, 7.3, 6.7, 6.9, 5.1, 6.8, 6.7, 6, 5.7, 8, 8.2, 5.4, 7.2, 7.5, 7, 3.3, 6, 7.1, 5.4, 6.1, 5.3, 2.2, 7, 3.8, 6.9, 7.2, 7.3, 6.3, 7.5, 7.6, 6.8, 5.2, 7.7, 6.2, 7.7, 4.3, 6.9, 6.6, 7, 6.7, 8.2, 8.9, 8.7, 5.5, 5.7, 6.3, 5.9, 7.6, 6.6, 5.3, 6, 8, 5.6, 5.9, 7.3, 7.9, 6.8, 6.6, 6.6, 7, 7, 7.3, 5.5, 8.5, 7.5, 7, 7.8, 7.6, 7.6, 6.8, 5, 7.1, 5.5, 5.6, 7.1, 4.9, 7.4, 5.7, 6.4, 5.9, 5.5, 6.9, 6.2, 7, 5.6, 7, 6.8, 5.4, 6.1, 6.7, 6.9, 8, 4.4, 7.3, 6.3, 7.7, 6.5, 7.8, 6.4, 7.8, 5.8, 7.1, 7.1, 6.8, 4.8, 6.2, 6.9, 7.3, 6.6, 6.9, 6.2, 6.7, 7.6, 6.7, 6.2, 7.3, 6, 7.1, 7.1, 5.5, 5.6, 7.5, 5.4, 4.3, 4.9, 7.1, 6.4, 4.3, 6.1, 7, 7.7, 5.9, 6.7, 6.5, 7.1, 7.3, 6.5, 7, 6.8, 7.2, 6.1, 6.7, 6.4, 4.4, 5.4, 6.5, 6.7, 8.1, 5.6, 6.3, 7.3, 6.1, 7.7, 6.4, 6.8, 6.6, 7.2, 6.9, 5.2, 4.9, 6.3, 5.6, 5.5, 6.7, 7.6, 5.7, 4.6, 7, 5.2, 5.1, 6.6, 6.7, 7.3, 5.9, 5.6, 6.5, 5.9, 7, 5.3, 5.9, 6.3, 6.3, 7.3, 5.8, 5.2, 2.4, 5.7, 5.8, 5.6, 6, 5.8, 6, 5.7, 6, 7.8, 4.2, 5.6, 8.2, 8.5, 5.8, 6.5, 7.2, 6.7, 3.4, 5.9, 7.8, 5.9, 4.1, 6.8, 5.8, 7.5, 6.9, 6.5, 6.9, 7.9, 7.4, 6.7, 7.4, 6.9, 6.8, 6.7, 5.1, 4.1, 7.3, 6, 7.3, 5.4, 5.9, 7.1, 6, 6.5, 5.7, 7.6, 6.6, 5.4, 7.3, 6.5, 6.6, 6.6, 5.9, 6.7, 6.1, 6.6, 6.6, 5.3, 6, 4.7, 6.1, 7.2, 6.4, 6.1, 5.9, 6, 6.3, 5.6, 6.4, 7.1, 6.6, 4.6, 8.4, 7.1, 7.4, 6.9, 4.5, 7.1, 6.5, 5.3, 6.7, 7.2, 7.2, 5.5, 5.8, 6, 6.6, 8.3, 6.7, 7.1, 6, 6.9, 5.6, 5.6, 4.5, 7.1, 6.5, 6.4, 5.8, 8, 6.2, 7.2, 6.1, 7.6, 6.3, 6.3, 6.3, 7.7, 7, 5.3, 5.6, 5.2, 5.4, 6.4, 5.9, 6.3, 6.5, 3, 3.6, 5.8, 6.2, 5.6, 5.4, 6.1, 4.2, 6.7, 4.2, 6.4, 4.9, 6.8, 7.7, 5.6, 6.4, 7.2, 6, 5.9, 7.9, 7.1, 5.9, 6.2, 7, 5.4, 8.6, 6.5, 6.4, 7.6, 5.5, 7.4, 8.7, 7.6, 5.5, 7.6, 6.5, 6.9, 6.7, 6.6, 7.2, 6.4, 6.4, 6, 6.1, 6, 6.4, 6.4, 7.3, 5.2, 6.6, 6.3, 5.9, 6.7, 5.4, 6.4, 6.7, 6.2, 6.1, 8.8, 7.1, 5.7, 5, 5.1, 6.9, 4.8, 6.5, 5.1, 7.1, 7.5, 6.2, 6.3, 8.1, 6.6, 6.9, 6.1, 4.3, 6.6, 6.8, 3.8, 5.9, 7.9, 6.3, 5.5, 7.7, 6.3, 7.1, 8.5, 5.8, 8.1, 7.9, 7.2, 6.3, 8.1, 7, 5.5, 6.7, 5.2, 7, 6.1, 6.6, 5.5, 5.9, 5.4, 6.4, 5.7, 6.7, 7.1, 6.8, 6.5, 7.6, 5.5, 6.5, 7, 5.8, 7.3, 6.6, 4.4, 7.7, 5, 7.7, 4.4, 6.1, 5.4, 6.8, 6.5, 7, 6.3, 6.3, 6.1, 6.1, 5.3, 5.4, 6.2, 6.6, 5.9, 6.3, 7.2, 6.8, 6.1, 7.8, 5, 6.2, 6.7, 4.9, 7.4, 6.2, 4.9, 6.1, 6.1, 6.4, 6.3, 6.6, 5.7, 5.9, 6, 6.1, 6.7, 6.7, 7.9, 4.3, 5.7, 6.7, 6.7, 6.1, 5.6, 6.6, 6.9, 4.8, 6.2, 6, 4.9, 5.6, 6.1, 6.1, 4.8, 5.5, 3.8, 6.5, 6.7, 8.1, 4.9, 7.3, 6.4, 6.7, 3.6, 5.7, 6, 4.7, 6.3, 5.9, 5.9, 7.5, 5.6, 6.4, 6.3, 4.3, 5.9, 5.5, 6.2, 8.8, 5.2, 7, 6.6, 7.3, 5.6, 6.6, 5.4, 6.3, 7.9, 6.3, 6, 7.2, 5.1, 7.3, 8, 6.2, 6, 6.7, 8.1, 6.4, 8, 6.3, 6.4, 6.6, 6.4, 6, 6.6, 5.9, 6.4, 6.3, 7.3, 6.8, 7.2, 5.7, 6, 6.5, 5.8, 5.8, 6.7, 7.8, 5.6, 5.8, 7.4, 6.9, 5.5, 6.3, 4.7, 5.6, 6.4, 4.2, 6.4, 7.7, 6.7, 7.7, 5.7, 7.6, 6.4, 5.6, 6.8, 2.4, 6.2, 5.9, 7.1, 7.6, 5.5, 7, 7.1, 7.4, 7.6, 5.9, 5.9, 8, 7.4, 5.8, 6.3, 5.7, 5.1, 7.6, 6.4, 7.4, 8.2, 6.5, 5.5, 6.5, 5.6, 4.6, 7.9, 7.1, 6.9, 7.3, 7, 7.7, 6.7, 6.3, 5.8, 7.1, 7.3, 6.4, 7.1, 7.6, 6.8, 6.6, 6.7, 6.1, 6, 7.6, 7.1, 5, 6.2, 5.6, 7.4, 5, 5.2, 7.6, 6.6, 7, 5.7, 8.2, 6.2, 6.6, 4.7, 6.3, 6.1, 6.7, 6.1, 7, 7.4, 7.3, 5.8, 6.7, 5.8, 7.8, 6.6, 6.5, 6.7, 7.3, 5.8, 5.5, 6.3, 7.4, 5.9, 6.2, 5.9, 6.5, 4.4, 3.5, 6.6, 6, 6.4, 6.5, 4.3, 4.2, 6.5, 6.1, 6.3, 6.2, 5.9, 5.9, 6.5, 6.4, 6.5, 5.7, 8, 7.3, 6.7, 7.5, 5.4, 6.6, 7.7, 5.8, 5.6, 6, 6.2, 5.9, 5.1, 6.8, 6, 5.1, 5.8, 6.2, 6.4, 4.8, 4.9, 5.6, 5.5, 3.7, 5.9, 6.3, 7.6, 8.3, 6.9, 6.7, 6.8, 7.1, 6.4, 6.4, 7.4, 6.4, 6, 6.5, 7.8, 6, 7, 6, 6.1, 6.8, 6.4, 4.5, 5.8, 6.3, 5.7, 7.2, 7.6, 4.7, 6.6, 6.8, 7.3, 4.8, 6.3, 5.5, 6.2, 5.8, 5.7, 6.5, 6.7, 7.4, 6.9, 5.5, 8.1, 7.7, 7.3, 5.2, 7.1, 7.1, 7.2, 6.5, 4.6, 5.6, 7.7, 7.2, 6.8, 5.4, 6.3, 5.6, 6.8, 4.3, 6.3, 6.5, 6.4, 6.3, 5.9, 6.5, 6.5, 6.1, 5.9, 6.6, 7.4, 7.3, 6.6, 5.6, 5.3, 6, 5.4, 6.8, 6.4, 7.1, 4.9, 5.8, 7.1, 7.2, 6, 6, 7, 5.4, 6.5, 6.4, 4.9, 6.3, 7.7, 7.8, 5.5, 7.5, 6.4, 5.6, 7.5, 6.8, 6.8, 6, 7.3, 6, 7, 5.1, 6.8, 6.5, 6.6, 7.2, 7, 7, 5.9, 5.4, 6.6, 7, 6.5, 6.3, 6.5, 6.5, 5.8, 6.6, 5.4, 6.1, 4, 7.6, 7.9, 5.3, 6.6, 6.3, 7.2, 7, 6.9, 5.2, 8.1, 6.6, 6.2, 7.2, 7.3, 6.7, 6.4, 7.8, 6.4, 4.1, 4.1, 7.4, 5.8, 7.6, 7.2, 7.8, 7.7, 6.4, 5.1, 5.5, 7.4, 6, 7.5, 7, 7.5, 7.3, 5.7, 7.3, 7.2, 5.9, 7.8, 7.7, 8.1, 6.6, 7.1, 5.9, 8, 4.6, 6.1, 6.4, 6, 5.2, 7.6, 6.4, 6.1, 6.1, 5.2, 7.7, 7.3, 6.9, 8.5, 6.3, 5.9, 7.8, 6.7, 6.4, 5.9, 6.6, 6.8, 6.5, 6.6, 5.8, 6.9, 7.1, 5.8, 7.2, 6, 4.7, 5.2, 5.5, 7, 5.8, 6.2, 6.5, 7.2, 5.1, 4.7, 5.9, 5.8, 7.2, 6.2, 5.7, 6.1, 6, 6.9, 6.5, 5, 5.7, 7, 5.1, 5.3, 4.4, 4.7, 6.7, 6.7, 5.7, 7.4, 6.1, 6.4, 6.2, 6.2, 5.9, 4, 6.2, 4.6, 6.4, 5.9, 5.1, 7.6, 4.2, 7.8, 5.8, 5.9, 8.4, 4.8, 6.2, 6.5, 6.3, 3.3, 5.9, 5.8, 4.7, 4.1, 6.8, 6.2, 4.5, 5.8, 7.3, 5.9, 4.4, 5.8, 5.1, 6.9, 6.2, 6.9, 7.3, 7.1, 6, 7, 7.6, 7.1, 6.7, 7, 8, 5.3, 4.9, 6.4, 6.1, 6.5, 5.7, 5.1, 6.6, 6.5, 6.9, 7.6, 5.6, 6.2, 4.4, 5.6, 5.5, 6.7, 6.1, 6.2, 7.3, 6.6, 8.2, 6.4, 6.4, 5.2, 6.5, 7.1, 7.3, 5.2, 7.7, 7.6, 5.7, 7, 6, 8.1, 8, 5.6, 6.1, 6.9, 5.2, 7, 6.3, 7, 6.9, 6.2, 6.4, 6.4, 5.7, 6.1, 5.4, 6.7, 6.8, 6, 7.8, 5.3, 4.5, 5.4, 7.8, 7.2, 6.6, 7.6, 5.9, 6.7, 7.7, 5.4, 6.9, 7.7, 6.8, 6.4, 5.7, 7.3, 6.8, 6.3, 5.9, 7.4, 8.3, 6.2, 6.3, 5.8, 7.5, 6.3, 6.4, 7.2, 6.3, 6.9, 6.6, 6, 7.5, 7.7, 6.2, 5.4, 6.6, 5.3, 5.6, 5.9, 7.8, 6.7, 7.4, 6.2, 5.4, 6.7, 5.3, 5.9, 4.8, 3.8, 8.5, 6.8, 5.3, 7.3, 6.6, 6.2, 5.2, 6.2, 6.2, 6.6, 6.2, 5.1, 6.6, 6.1, 6.6, 5.9, 6.3, 7.1, 5, 5.6, 7.4, 4.5, 6.2, 5, 6.5, 5.1, 6.5, 6.2, 6.3, 3.8, 6.2, 5.7, 6.7, 6.8, 6, 7.3, 5.5, 6.7, 4.8, 5.7, 5.1, 6, 4.2, 7.4, 4.6, 6.9, 6.9, 8, 6.4, 6.3, 6.8, 6.8, 5.4, 7.2, 7.3, 5.2, 5.5, 7.7, 7.1, 5.3, 5.6, 5.7, 7.1, 7.6, 5.5, 5.1, 4.9, 6.5, 5.6, 5.3, 6.5, 6.8, 6.5, 6, 8.4, 6, 7.6, 6.9, 6.4, 5.1, 7, 5.7, 6.8, 6.7, 6.2, 7.2, 6.2, 5.6, 4.4, 7.5, 7.1, 6.4, 7.1, 6.9, 7.5, 6.3, 6.4, 5.9, 6.8, 6.3, 3.6, 5.3, 5.9, 6.9, 6.9, 6.1, 8.5, 6.3, 7.3, 6.3, 7.2, 7.3, 6.3, 8.1, 6.9, 6.3, 7.3, 5.5, 6.1, 6.9, 7.2, 6.4, 6.4, 8.3, 7.2, 6.8, 6.5, 7.8, 7.6, 7.2, 6.7, 6.8, 6.3, 6.2, 6.2, 8.6, 8, 7, 8, 8.1, 6.7, 7.9, 6.1, 4.2, 6.1, 6.6, 7.5, 7.4, 7.2, 6.9, 7.4, 5.4, 6.8, 6.3, 7.2, 6.9, 6, 5.9, 5.4, 5.9, 6.1, 7.7, 5.8, 7.6, 6.1, 5.4, 5.1, 6.4, 6.3, 7.5, 7.1, 7.8, 6.5, 6.6, 7.4, 7.6, 7.5, 6.6, 7.2, 7.6, 6.2, 5.6, 7.6, 6.6, 7, 2.7, 7.6, 6.6, 6.9, 6.8, 3.7, 6.1, 5.9, 6.7, 6.9, 5.5, 7.1, 7.1, 7.3, 3.4, 6.8, 6.9, 7, 5.5, 5.1, 6.2, 5.9, 5.2, 6.2, 5.5, 7.4, 4.4, 6.3, 6.1, 5.3, 5.4, 6.7, 5.9, 7.3, 5.5, 5.8, 4.6, 6.7, 5.1, 5.6, 7, 6.4, 6.7, 4.1, 5.5, 2.7, 6.4, 4.8, 6.1, 4.8, 7, 6.8, 5.6, 6.1, 7.9, 8.4, 6.5, 7.1, 6.6, 7, 5.6, 4.8, 7.5, 6, 6.8, 6.5, 7.9, 6.4, 5.8, 7.7, 5.3, 5.3, 7.5, 6.9, 4.9, 7.1, 8, 7.9, 7.6, 5.9, 6.3, 6.4, 8.2, 6.9, 7.8, 6.7, 7.5, 7.4, 5.2, 7.6, 7.3, 6.6, 6.8, 6.9, 5.8, 6.6, 6.7, 6.7, 6.3, 7.7, 6.1, 4.9, 6.2, 7.8, 8.2, 6.9, 6.2, 6.9, 4.8, 8, 5.3, 6.7, 5.4, 5.4, 4.9, 6.1, 5.8, 7, 6.5, 6.6, 5.7, 6.6, 7, 7.4, 5.3, 7.4, 7.4, 6.8, 7.2, 6, 7.8, 6.6, 7.9, 5.7, 7.1, 5.6, 7.8, 7.9, 6.9, 7.7, 6.9, 6, 6.2, 5.9, 6.8, 3.6, 6.7, 6.3, 6.4, 6.4, 5.7, 6.2, 5.2, 6.1, 7.1, 7.2, 6.5, 6, 7, 7, 7.5, 6.6, 7.4, 6.5, 6.2, 7.8, 5.2, 6.5, 6.5, 5.2, 7.2, 7.1, 4.5, 5.7, 6, 6.4, 5.2, 4.3, 6.1, 6.8, 5.2, 6.5, 7.5, 7.1, 6.9, 8, 8.2, 6.4, 7.9, 6.7, 6.1, 8.9, 8.1, 6.2, 4.9, 5.8, 6, 7, 6, 7.9, 8.1, 6.2, 6.7, 7.3, 4.6, 6.1, 6.2, 7.8, 6.1, 5.8, 6.5, 7.2, 7.8, 4.7, 6.8, 5.9, 7.2, 8.7, 5, 6.6, 8.3, 6.7, 7.8, 6.5, 6.1, 8.1, 5.2, 5.6, 5.8, 6.6, 6.6, 5.5, 7, 6.5, 5.8, 5.6, 5.6, 5.8, 7.6, 6.4, 6.3, 4.6, 6.5, 7.5, 7.5, 5.3, 7.5, 3.3, 3.5, 9.3, 4.8, 6.9, 6, 7.3, 6.6, 7.5, 6.9, 6.8, 6.3, 6.4, 5.6, 6.3, 7.3, 6.6, 4.6, 5.1, 5.6, 5.3, 5.6, 5.9, 4.7, 4.8, 6.8, 5.4, 5.1, 7, 4, 7.3, 6.8, 7, 7.1, 6.9, 7.3, 8.2, 7.1, 7.7, 6.5, 4.9, 6.4, 5.9, 6.2, 5.8, 6.7, 5.9, 7.3, 4.1, 4.9, 7.9, 5.6, 5.2, 4.1, 6.6, 2.9, 6.5, 7.2, 6.8, 7.8, 6.7, 7.1, 5.7, 5.3, 7.7, 6.1, 7.3, 7.2, 5.3, 6.1, 5.8, 5.7, 6.7, 6.5, 7.2, 7.6, 4.6, 6.9, 6.6, 6.3, 6.2, 5.3, 7.3, 5.6, 6.2, 5.2, 5.3, 5.4, 4.9, 5.5, 6.7, 3.9, 7.2, 5.1, 6.5, 8.2, 7.7, 7.2, 6.1, 8.8, 6.8, 6.8, 6.7, 7.1, 7.1, 6.1, 8, 7.5, 6.6, 5.4, 6.1, 6.1, 5.6, 5.8, 2.8, 6.7, 5.1, 7.2, 6, 6.7, 6.2, 6.2, 6.8, 7.1, 7.1, 7, 7.1, 6.4, 7, 6.2, 7.5, 4.8, 7.3, 5.8, 7.6, 5.6, 7, 6.6, 6.5, 7.4, 4.6, 6.4, 6, 5.9, 6.4, 6.6, 6.9, 6.9, 5.8, 6.4, 5.3, 6.5, 5.7, 6.7, 3.9, 4.1, 6.2, 3.8, 5.1, 7.8, 7.8, 6.1, 5.8, 6.3, 5.4, 7.3, 6.8, 7.3, 6.5, 7.2, 6.3, 5.9, 7.8, 7.4, 4.8, 6.3, 7.8, 7.5, 6.8, 6.6, 4.6, 7.1, 6.1, 6.7, 7.1, 5.8, 6.7, 5.8, 6.8, 8.5, 6.6, 7.7, 4.7, 6.4, 5.5, 8.6, 7, 7.1, 5.7, 3.7, 7.5, 4.6, 4.9, 6.9, 7.1, 5.8, 5.4, 7.3, 7.1, 5.8, 8.1, 5.7, 4.4, 7.9, 7.6, 4.8, 6.7, 2.7, 5.8, 7.5, 5.4, 4.1, 5.9, 6.3, 6.8, 2.3, 6.9, 8.1, 6.1, 5, 5.5, 6.2, 6.2, 6.3, 6.7, 3.5, 7.5, 6.6, 7.5, 7.2, 4.8, 6.6, 3.5, 7.6, 6.3, 5.5, 6.3, 6.5, 6.9, 7.6, 3.9, 6.1, 7.3, 8.3, 5.8, 6.8, 7, 5.9, 6.5, 6.4, 5.8, 5.1, 6.8, 5.3, 5.3, 4.9, 6.8, 7.1, 6.1, 8.5, 5.9, 6.3, 5.9, 5.4, 6.9, 7.5, 8.2, 5.9, 5, 7.3, 6.4, 6.6, 7.8, 4, 7.6, 7.7, 5.8, 5.2, 5.6, 5.3, 6.6, 1.9, 5.7, 6.6, 6, 6.1, 4.8, 6.2, 7.5, 6.3, 7.1, 6.6, 6.1, 6.7, 5.6, 7.2, 4.3, 6.4, 7.1, 6.3, 7.4, 6.1, 6.6, 6, 6.8, 6.8, 7.2, 1.9, 5.5, 4.5, 6.3, 6.7, 2.8, 5, 4.3, 5.6, 6.2, 5.3, 7.4, 7.4, 6.5, 7.1, 7.2, 2.3, 6.4, 6.1, 7, 7, 7, 4.9, 6.9, 7.5, 6.9, 4.5, 7.4, 7, 2.8, 7.5, 7.1, 6.4, 6.7, 5.3, 6.2, 6.4, 5.1, 5.5, 5.4, 7.5, 7.4, 8, 5.7, 6.8, 5.9, 7.2, 5.5, 8.5, 5.6, 4.1, 6.1, 5.4, 7.1, 3.6, 6.5, 8.6, 7, 7.6, 6.5, 6.4, 6.3, 5.7, 6.3, 6, 7.7, 6.2, 7.7, 6.4, 6.4, 6.9, 7.3, 7.3, 6.2, 6.6, 6.7, 5.7, 3.1, 6.3, 5.7, 7.1, 7, 6.1, 6.6, 7.8, 8.3, 3.9, 7, 6.7, 7.3, 6.3, 7.8, 7.3, 7.6, 5.3, 7.9, 5.3, 6.8, 7.1, 5.8, 5.8, 8.3, 5.6, 6.8, 5, 7.6, 6.7, 6.7, 5.7, 5.2, 7.5, 7.2, 5.3, 6.5, 5, 6.1, 4.4, 7.5, 5.7, 5.5, 7.1, 5.9, 6.7, 7, 7.9, 6.9, 7.3, 7.3, 3.5, 7.8, 6.7, 6.4, 7.1, 7.8, 5.9, 7.2, 6.2, 6.7, 7.6, 6.2, 6.5, 8.1, 6.3, 4.4, 6, 7.6, 8.4, 7.9, 5.6, 6.5, 7.5, 6.3, 7.9, 5.1, 6.7, 6.7, 5.6, 5.6, 6.8, 6.2, 5.6, 6.4, 5.6, 7.4, 7.2, 4.9, 7.5, 4.8, 3.1, 5.8, 6.7, 6.5, 5.9, 5.5, 3.6, 7.4, 3, 7.6, 6.4, 6.9, 6.6, 5.5, 4.1, 6.8, 6.5, 7.4, 7.7, 7.1, 6.3, 7.6, 8, 7.3, 7.6, 7.8, 6.5, 6.4, 8, 4.8, 7.8, 5.9, 5.4, 3.3, 8.2, 5.4, 6.4, 4.8, 5.9, 5.5, 7.9, 4.9, 7.2, 5.3, 7.2, 5.1, 5.6, 7.6, 7.2, 5.7, 5.2, 7.7, 7, 6, 6.6, 6.8, 7.2, 7.2, 2.8, 6.6, 6.7, 7, 4.4, 6.2, 7.3, 5.1, 6.6, 4.5, 5.9, 6.6, 6.5, 7.3, 7.5, 5.9, 7.4, 6.9, 7.9, 8.4, 8, 6, 6.8, 7.8, 8.1, 6.1, 6.2, 6.2, 7.4, 6.6, 7.3, 7.5, 5.6, 7.3, 6.4, 5, 5.4, 7.1, 5.3, 6.5, 6.2, 6.4, 6.9, 5.7, 7.7, 5.4, 5.6, 7.7, 5.1, 6.8, 8.4, 4.9, 7.1, 6.6, 6.1, 4.1, 5.8, 8.1, 7.6, 7.8, 4.6, 6, 7, 6.7, 6.4, 7.2, 7.4, 4.8, 4, 6.2, 7.7, 6.7, 7.9, 7.9, 5.5, 6.2, 5.1, 4.1, 6.7, 4.7, 6.4, 6.3, 5.5, 7.3, 6.3, 4.9, 7.6, 6, 6.2, 6.8, 4.5, 5.7, 4.6, 6.2, 7, 6.9, 6.7, 5.6, 6.6, 6.4, 2.8, 5.4, 5, 5.1, 8, 5.9, 8.2, 7, 6.6, 6.7, 5.5, 4.9, 6.9, 5.6, 8, 5.3, 6.2, 5.3, 6.6, 7.2, 4.6, 7.5, 6.5, 7.6, 6.2, 8, 6.3, 7.2, 6.7, 5.3, 6.3, 6.5, 8.3, 7.2, 6.8, 6.4, 6.9, 6.2, 6.1, 5.1, 4.5, 5.9, 8.1, 5.7, 6.8, 7.5, 8.3, 7.4, 8, 6.9, 6.9, 5.5, 7.2, 6.9, 5.5, 5.2, 7.1, 5.5, 6.7, 5, 6.4, 6.6, 5.9, 5.7, 4.5, 5, 4.6, 6.5, 4.9, 6, 6.9, 5.7, 6.9, 4.4, 7, 5.4, 5.4, 7.6, 5.9, 6.6, 6.7, 3.9, 5.7, 6.5, 6.8, 7.3, 7, 6.5, 7.7, 7.7, 5.9, 6.8, 7.4, 5.1, 7.4, 7.2, 8.3, 8.1, 7.3, 3.6, 1.6, 8, 6.2, 9, 6.1, 5.7, 6.8, 5.5, 6.8, 7.3, 6.1, 7.2, 5.9, 6.1, 6.8, 7.7, 4.9, 6.1, 2.5, 6.1, 5.9, 5.7, 5.6, 7.2, 7.7, 7.8, 6.1, 5.8, 6.5, 7.9, 6.3, 3.8, 8.3, 6.4, 6.7, 6.1, 6, 5.8, 5.6, 6.1, 5.9, 7.3, 6.8, 5.7, 7.3, 6.3, 5.9, 7.1, 7.1, 8, 5.1, 7.1, 6.5, 4.5, 6.6, 4.3, 6.7, 5.4, 6.6, 7.3, 6.9, 8, 7.8, 6.1, 5.1, 7.4, 7.8, 8, 6.7, 6.6, 6.4, 6.7, 6.2, 7.3, 8.1, 7, 8, 8, 7, 7.9, 5.9, 6.6, 6.3, 7.7, 6.9, 7.1, 7.4, 6.5, 6.5, 6.8, 7.5, 6.6, 7.1, 6.6, 7, 3.3, 6.7, 6.8, 6, 5.4, 4.3, 6.2, 7.7, 8, 7.4, 5.9, 7.8, 7.4, 6.5, 7, 7.6, 6.9, 5.3, 6.4, 7.8, 6.7, 5.3, 6.3, 7, 6.6, 8.4, 5.4, 7.8, 7.6, 6.6, 6.4, 7, 5.7, 5.9, 6.3, 6.3, 6.2, 2.1, 5, 5.3, 7.1, 7, 7.1, 7, 7.7, 7.1, 6.8, 7.5, 6.3, 7.3, 6.8, 7.2, 6.4, 6, 6.4, 7.5, 4.6, 7.7, 6.7, 5.6, 7.5, 5.8, 8.3, 6.6, 7.2, 8.7, 6, 8, 4.5, 7.9, 7.5, 6.8, 7.2, 7.1, 7.4, 7.6, 6.9, 6, 7.3, 4.6, 6, 5.5, 7.5, 6.3, 5.1, 6.8, 5.3, 7.3, 7.3, 7.1, 7.6, 5.3, 7.8, 7.7, 7.7, 5.4, 6.2, 7.4, 6.2, 5.1, 6.8, 7.4, 5.8, 6.4, 6.9, 5.5, 5.4, 8.3, 7.9, 6.5, 6.4, 5.8, 6.6, 8.3, 6.2, 6.9, 5.9, 6.1, 5.8, 7.3, 5.9, 5.5, 5, 7, 6.4, 5.9, 7, 6.1, 6.9, 7.5, 7.3, 6.5, 6.2, 6, 6.3, 5.8, 6.1, 6.9, 5.4, 6.7, 7.4, 5.6, 6.5, 6.5, 5.8, 5, 5.5, 6.5, 7.2, 5.2, 5.7, 4.7, 5.9, 6.8, 5.9, 7.7, 4.4, 6.6, 6.7, 5.5, 6.5, 6.2, 7.1, 6.1, 6, 7.4, 5.9, 4.1, 5.9, 7, 6.8, 7.4, 7.1, 7, 5.8, 7.8, 6.5, 7, 6.3, 5.3, 5.5, 7.4, 4.3, 6, 5.2, 6.7, 8.6, 6.1, 5.8, 7.7, 8, 5.6, 6.7, 6.6, 4.1, 7.3, 7.1, 6.5, 7, 5.5, 6.6, 7.1, 7.9, 7.1, 5.6, 7.3, 3.3, 6.5, 4.8, 5.2, 6.3, 7.2, 6.8, 5.7, 7.2, 6.9, 6.2, 6.7, 6.5, 7.2, 5.3, 6.7, 3.6, 5.7, 7.3, 5, 6.6, 7.3, 6.2, 6.6, 6.3, 3.3, 6.2, 3.5, 5.5, 5.9, 4.7, 3.9, 6.1, 6.7, 7.3, 6.7, 6.1, 6.9, 7.9, 4.5, 7.6, 7.5, 7.1, 6.9, 8.5, 7.5, 6.6, 8, 7, 6.8, 6.7, 6.5, 8, 6.5, 4.9, 7.1, 7, 7, 4.5, 7.7, 6.7, 7, 6.5, 6.2, 5.7, 6.4, 5.4, 6.1, 7.6, 6.2, 6.6, 7.3, 4.2, 6.5, 6.5, 5.7, 7.3, 6.9, 5, 7.3, 6.5, 2.1, 7, 8, 6.9, 7.1, 7.2, 6.7, 8.9, 7.9, 5.6, 8, 6.2, 7.9, 8.1, 7.6, 3.5, 7.6, 6.5, 5.6, 7.7, 5.2, 6.1, 7.4, 6.8, 6.4, 5.7, 6.7, 5.6, 7, 7.6, 6.5, 6.3, 7.1, 7.1, 6.9, 5.4, 5.1, 5.3, 7.3, 7.3, 7.1, 6, 6.6, 7.2, 7.2, 6.9, 6.8, 7.7, 7.4, 6.5, 6.4, 5.6, 6.8, 5.5, 6.9, 6, 6.4, 6.6, 5.3, 6.9, 6.5, 7.4, 6.9, 6.7, 7.6, 5.4, 7.3, 6, 7.2, 6, 3.1, 6.9, 6.2, 6.3, 6.7, 8, 7, 7.2, 6.2, 3.5, 7.5, 6.7, 9.2, 6.1, 7.7, 7.6, 6.1, 4.9, 6.8, 7, 5.7, 7.3, 7.5, 7.4, 7.2, 6.8, 6.8, 5.2, 7.2, 4, 6.8, 6.9, 7.3, 6.1, 7.8, 6, 7, 7.1, 6.2, 6.9, 7.6, 7.6, 6.4, 6.2, 7.5, 2, 6.2, 6.5, 6.8, 6.3, 6.3, 6.6, 6.4, 7.5, 6.5, 7.2, 6.3, 7, 6.3, 2.3, 7.1, 6.2, 6.7, 6.5, 5.9, 6, 6.9, 7.3, 7.7, 7, 6.4, 5.6, 8.2, 6.5, 8.1, 5.4, 6.3, 7.8, 6.8, 7.1, 6.2, 7.3, 5.9, 3.6, 7.7, 7.3, 7.4, 6.6, 6.9, 6.8, 7.2, 7.7, 8.1, 7.7, 7.6, 7.2, 7.2, 8.1, 7.5, 8.1, 7.8, 7.8, 5.8, 7.6, 7.4, 6.3, 6.9, 8.6, 5.1, 6.4, 7.9, 6.9, 7.5, 7.2, 5.8, 2.9, 6.2, 6.8, 6.1, 7.7, 5.2, 6.8, 7, 5.9, 7.1, 5.5, 7.4, 7.3, 4.6, 7.2, 5.1, 6.7, 5.3, 7.8, 6.7, 7.2, 5.8, 7, 3.8, 5.7, 6.7, 6.1, 6.2, 6.2, 4.7, 6.3, 7.3, 5.8, 6.1, 7.1, 7.1, 6.7, 6.9, 2.1, 6.6, 8.3, 7.2, 5.6, 7.7, 6.6, 7.4, 7.1, 7.9, 6.7, 6.6, 7.9, 4.9, 7.2, 6.1, 5.3, 5, 7.6, 7.6, 6.6, 6.6, 7.3, 6.6, 6.9, 5.8, 4.4, 6.6, 7.1, 7.6, 4.6, 6.8, 4.9, 7.3, 5, 8, 5.2, 8.5, 6.5, 7.4, 7.7, 7.4, 5.1, 5, 7.2, 6.4, 5.6, 6.1, 5.2, 7.3, 7.5, 4.5, 6.6, 5.3, 4.9, 7.7, 8, 3.8, 7.6, 5.9, 6.2, 7.2, 6.3, 5.2, 6.9, 6.8, 3.5, 6.1, 4.5, 5.9, 6.9, 7.7, 5.3, 7, 6.6, 6.4, 7.9, 7.7, 7.2, 6.8, 7.4, 4.6, 6.4, 7, 7.7, 6.8, 7, 7, 6.3, 7.1, 4.4, 7.1, 6.1, 7.3, 6.2, 6.2, 6.2, 3.3, 7.5, 7.4, 8, 5.9, 6.8, 7.4, 6.7, 5.5, 5.7, 7.2, 5.9, 6.7, 7.1, 7.7, 7.4, 8.4, 5.4, 8.1, 7.8, 6.8, 6.5, 7.3, 5.9, 8.7, 5.8, 6.1, 7.6, 5.8, 6.5, 7.3, 6.2, 5, 7.8, 8.1, 6.7, 6.1, 7.1, 5.6, 7.6, 4.6, 7.1, 7.3, 4, 8, 6.7, 5.7, 4.6, 4, 7, 5.9, 7.5, 4.7, 6.7, 6.7, 7.1, 2.7, 7.3, 7.6, 5.8, 6.5, 6.6, 6.9, 8.5, 4.8, 7, 5.4, 6.9, 6.6, 5.9, 6.3, 6.3, 7.7, 7, 6.3, 5.9, 6.2, 7.7, 6.5, 5.8, 6.1, 5.2, 8.2, 6, 6.8, 7, 6.8, 7.1, 6.9, 6.9, 6.9, 7.2, 7.8, 7.3, 7.5, 6, 6.8, 3.9, 6.1, 7.5, 8.2, 7.8, 5.2, 6.8, 7, 6.5, 5.7, 6.4, 5.3, 4.7, 7.6, 7.1, 6.5, 8.5, 8.7, 7.1, 8.3, 7.4, 6.4, 7.5, 7.2, 7.6, 7.8, 8.2, 6.6, 5.7, 7.4, 8, 5.4, 7.4, 5.7, 6.8, 5.4, 5.1, 5.9, 8.2, 5.3, 4.3, 7.2, 5.9, 3, 7.9, 3.2, 6.5, 7, 6.9, 4.4, 6, 5.3, 5.3, 7.1, 5.4, 6.9, 7.3, 6.6, 5.4, 8.4, 6.3, 6.1, 5, 7.2, 5.3, 5.3, 6, 7.4, 5.9, 4.1, 6.7, 5.8, 6.5, 5.9, 7, 8, 6.5, 6.4, 6.8, 7.4, 8.3, 5.3, 8.1, 8, 5.7, 7.1, 7.8, 5.9, 7.8, 6, 5.3, 7.2, 5.1, 5.1, 6.9, 4.6, 6.7, 7.1, 7.6, 8.1, 7, 7.1, 7.6, 7.1, 7.7, 7.6, 6.7, 5.7, 7.1, 6.2, 6.1, 5.9, 6.8, 6.8, 5.1, 7.7, 3.9, 7.8, 5.7, 4.7, 5.9, 5.9, 8.1, 7.6, 7.2, 7.5, 5.1, 6.9, 7.6, 7.6, 7.6, 5.3, 8.5, 7, 7.8, 7.2, 8, 8.1, 6.8, 7.2, 7.4, 6.1, 7, 5.3, 4.7, 5.7, 6.5, 8, 3.3, 6.9, 8.1, 6.8, 4.6, 7, 6.7, 5.8, 4.5, 6.6, 6.6, 7.8, 7.7, 5.7, 7.1, 6.4, 7, 5.8, 5.9, 7.5, 7.8, 7.2, 5.6, 6.8, 7.3, 7.3, 6.6, 7.8, 6.7, 7.5, 6.3, 6.3, 6.8, 7.8, 6.9, 4.3, 7.2, 7.3, 7.2, 5.4, 7.4, 7.1, 6.8, 7.4, 6.7, 7.2, 7.5, 6.8, 7.9, 6.7, 5.8, 6.5, 7.2, 6.5, 6.2, 8.6, 6.5, 6.3, 4.3, 5.8, 6.7, 6.7, 5.1, 7, 7.7, 6.7, 6.6, 8.2, 8.1, 7.2, 7.4, 6.5, 5.7, 6.1, 6.2, 6.1, 5.7, 7.2, 7.7, 7.1, 5.5, 7.4, 7.7, 7.8, 6.6, 6, 8.4, 8.9, 7.9, 6, 6.1, 7.4, 6.2, 6.8, 5.9, 6.1, 7.6, 8.1, 6.8, 5.7, 6.6, 7.3, 5, 7, 3.4, 5.9, 7.4, 7.4, 4.2, 6.2, 5.4, 7.2, 6.7, 7.5, 7.2, 7.4, 5.6, 6.8, 7.7, 7, 6.4, 7.2, 7.2, 6.2, 6.9, 7, 6.7, 3.6, 7.4, 6.1, 6.7, 8.2, 7.7, 7.3, 7.6, 6.8, 5.6, 6.4, 6.8, 6.1, 6, 6.1, 5.5, 6.9, 4.1, 5.4, 8.2, 5.7, 7.9, 7.1, 6.4, 7.5, 6.4, 7.3, 6.5, 7.2, 6, 5.6, 8.4, 7.5, 7.2, 7.2, 6.5, 5.1, 6.4, 6.8, 7.5, 6.9, 7, 6.3, 5.5, 4.8, 6.6, 5.2, 8.3, 7.2, 7.2, 5.3, 7.2, 6.5, 6.5, 7.8, 6.4, 8.1, 5.6, 5.6, 6.6, 7.7, 6.5, 6.1, 5.7, 5.9, 7.7, 7.1, 7.6, 6.4, 7.4, 6.8, 6.5, 6, 7.3, 7.3, 6.5, 6, 5.3, 6.6, 8.7, 8.4, 6.2, 5.8, 6.7, 5.7, 6.1, 6.4, 6.5, 4.6, 6.4, 5.9, 7.7, 7.1, 6.2, 7.7, 7.5, 6.9, 7.1, 6.3, 8.3, 7.1, 7.2, 5.1, 6.9, 6.1, 7, 6.3, 6.1, 7.8, 4.7, 7.9, 6.7, 6.6, 6.9, 7.1, 6.7, 7.1, 8.1, 5.5, 6.6, 7.4, 4.8, 6.4, 7.3, 6.9, 7.2, 6.5, 6.6, 6.7, 7.3, 6.4, 7, 5.5, 6.7, 6.1, 3.9, 7.5, 7, 6.7, 7.4, 8, 7.2, 6.4, 6.5, 7.5, 7.1, 7.7, 8.5, 7.7, 6.5, 7, 5.5, 6.3, 7.9, 7.4, 7.5, 7.5, 6.7, 6.7, 4.2, 7, 7, 6.8, 6.6, 7.5, 5.3, 7.3, 5.6, 5.6, 6.6, 6.3, 7.5, 7.6, 4.1, 7.8, 6.7, 7.3, 5.7, 7.1, 6.6, 6.1, 6.9, 7.5, 7, 6.3, 6.9, 6.4, 6.6 ], "y0": " ", "yaxis": "y" } ], "layout": { "boxmode": "group", "height": 600, "legend": { "tracegroupgap": 0 }, "margin": { "t": 60 }, "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "scatter": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "colorscale": { "diverging": [ [ 0, "#8e0152" ], [ 0.1, "#c51b7d" ], [ 0.2, "#de77ae" ], [ 0.3, "#f1b6da" ], [ 0.4, "#fde0ef" ], [ 0.5, "#f7f7f7" ], [ 0.6, "#e6f5d0" ], [ 0.7, "#b8e186" ], [ 0.8, "#7fbc41" ], [ 0.9, "#4d9221" ], [ 1, "#276419" ] ], "sequential": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "sequentialminus": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "IMDb Score Boxplot" }, "xaxis": { "anchor": "y", "domain": [ 0, 0.98 ] }, "yaxis": { "anchor": "x", "domain": [ 0, 1 ], "title": { "text": "imdb_score" } } } }, "text/html": [ "
\n", " \n", " \n", "
\n", " \n", "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "## IMDb score\n", "fig = px.box(df, y=\"imdb_score\", points='all', hover_name='movie_title')\n", "fig.update_traces(marker_color='blue', marker_line_color='blue', opacity=0.6)\n", "fig.update_layout(title_text='IMDb Score Boxplot')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we'll visualize the data by year. We can see from the histogram that we have more data from movies made in the late 1990s and onward. This might be because we had to drop the rows that were missing gross and budget values, and that information is less readily available for older movies. Alternatively, it's also possible that the barrier to entry for making films has been reduced due to an increase in technology leading to more films being made." ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "alignmentgroup": "True", "bingroup": "x", "hoverlabel": { "namelength": 0 }, "hovertemplate": "title_year=%{x}
count=%{y}", "legendgroup": "", "marker": { "color": "blue", "line": { "color": "blue" } }, "name": "", "offsetgroup": "", "opacity": 0.6, "orientation": "v", "showlegend": false, "type": "histogram", "x": [ 2009, 2007, 2015, 2012, 2012, 2007, 2010, 2015, 2009, 2016, 2006, 2008, 2006, 2013, 2013, 2008, 2012, 2011, 2012, 2014, 2012, 2010, 2013, 2007, 2005, 1997, 2016, 2012, 2015, 2012, 2004, 2013, 2010, 2006, 2013, 2009, 2014, 2013, 2014, 2010, 2011, 2011, 2010, 2009, 2015, 2013, 2014, 2013, 2013, 2013, 2010, 2013, 2011, 2008, 2012, 2016, 2008, 2007, 2009, 2009, 2015, 2016, 2005, 2016, 2008, 2009, 2009, 2008, 2011, 1999, 2008, 2016, 2007, 2014, 1995, 2009, 2015, 2016, 2010, 2012, 2014, 2014, 2013, 2014, 2010, 2015, 2014, 2012, 2004, 2016, 2010, 2003, 2014, 2014, 2010, 2012, 2001, 2008, 2011, 2015, 2010, 2006, 2016, 2007, 2016, 2015, 2010, 2001, 2007, 2004, 2007, 2005, 2008, 2007, 2005, 2007, 2005, 2008, 2009, 2009, 2003, 2013, 2003, 2013, 2015, 2009, 2011, 2008, 2009, 2012, 2012, 2015, 2010, 2007, 2011, 2010, 2006, 2013, 2011, 2006, 2015, 2014, 2004, 2012, 2002, 2016, 1998, 2002, 2007, 2016, 2011, 2012, 2005, 2003, 2014, 2009, 2002, 2014, 2016, 2005, 2009, 1998, 2003, 2013, 2005, 2001, 2011, 1999, 2003, 2012, 2011, 2008, 2016, 2015, 2013, 2011, 2014, 2007, 2008, 2015, 2013, 2015, 2005, 2003, 2011, 2010, 2014, 2011, 2004, 2008, 2013, 2000, 2014, 2010, 2001, 2013, 2003, 2014, 2006, 2014, 2003, 2011, 2011, 2010, 1990, 1999, 2012, 1997, 2000, 2004, 2000, 2000, 2007, 2012, 2007, 2016, 2003, 2012, 2002, 2013, 2004, 2014, 2008, 2010, 2010, 2013, 2005, 2002, 2001, 2013, 1999, 2013, 2002, 2016, 2014, 2013, 1997, 2016, 2015, 2006, 2015, 1997, 2000, 2004, 2005, 2015, 2004, 2010, 2011, 2014, 2011, 2004, 2016, 2011, 2013, 1997, 2013, 2007, 2001, 2004, 2001, 2003, 2004, 2005, 1999, 2009, 2015, 2005, 2001, 2000, 2000, 2002, 2002, 2006, 2001, 1991, 2009, 2007, 1994, 2009, 2010, 2010, 1996, 2012, 1996, 2000, 2012, 2004, 2006, 2009, 2013, 2010, 1999, 2006, 2013, 1995, 1997, 2012, 2010, 2004, 2014, 2002, 2009, 2014, 2015, 2005, 2015, 2002, 2010, 2015, 1997, 2001, 2002, 2011, 2007, 2004, 2001, 2012, 1997, 2010, 2000, 2012, 2015, 2009, 2003, 2003, 2002, 2014, 2001, 2014, 2001, 2011, 2008, 2013, 2004, 2004, 1995, 2010, 1997, 1999, 2010, 2001, 2000, 2009, 2009, 2013, 2000, 2006, 1998, 2008, 2011, 1995, 2009, 2001, 2015, 2008, 2008, 2015, 2001, 2003, 1997, 2000, 2005, 2013, 2003, 2016, 1997, 2001, 2000, 2011, 1999, 1997, 1997, 2002, 1982, 2005, 2010, 2003, 1996, 2000, 2006, 2004, 1997, 2001, 2011, 2012, 2007, 2012, 2000, 2011, 2006, 1998, 2009, 2007, 2006, 2014, 2001, 2003, 1993, 2005, 2006, 2011, 1998, 2002, 2012, 2010, 2003, 2000, 2002, 2012, 2006, 2010, 2008, 2008, 2007, 2000, 2003, 2010, 1996, 2012, 2011, 1992, 2006, 2002, 1998, 2013, 2005, 2011, 2013, 2008, 2003, 2010, 2008, 2005, 1997, 2008, 2002, 2011, 1997, 2008, 2003, 2010, 1997, 1999, 1996, 2006, 2008, 1997, 2014, 1998, 2010, 2002, 2011, 1998, 2004, 2015, 1999, 2002, 1998, 2001, 2005, 1998, 2000, 2005, 1996, 2009, 2000, 1996, 2013, 2000, 2003, 2009, 2003, 1997, 1998, 2015, 2000, 2006, 2009, 2005, 2014, 2001, 1994, 2012, 2013, 2002, 2004, 2011, 2003, 2015, 2007, 2000, 2016, 2003, 2013, 1996, 1997, 2005, 2006, 2000, 2008, 1996, 2006, 2004, 2007, 2004, 1999, 2013, 2010, 2004, 2009, 2000, 2007, 2004, 2006, 2005, 2005, 2003, 2010, 2015, 2004, 2006, 2001, 1995, 1999, 2011, 2005, 2000, 2003, 1998, 2001, 2004, 2000, 2015, 2011, 1998, 1998, 2016, 2008, 2009, 2007, 2006, 2001, 1995, 2005, 2007, 2001, 2001, 2004, 2004, 1998, 2002, 2004, 2006, 1999, 2002, 2015, 1996, 2009, 1991, 1990, 2003, 2001, 2006, 2004, 2009, 2002, 2013, 1998, 2011, 2003, 1994, 2011, 2014, 1989, 2010, 2014, 1998, 2007, 1997, 2011, 2002, 2005, 2002, 2012, 2012, 2002, 2011, 2002, 2002, 1998, 2001, 2013, 2015, 2004, 2006, 2013, 2014, 2002, 2010, 2001, 2010, 1995, 2015, 2009, 1999, 2011, 1999, 2008, 2012, 1999, 1998, 2007, 1998, 2014, 2000, 2002, 2003, 2012, 1999, 1995, 2002, 2012, 1998, 2008, 1998, 2010, 2014, 2000, 1993, 1996, 2000, 2006, 2003, 2012, 1999, 2014, 2015, 2012, 2004, 1998, 2012, 2008, 1996, 2000, 2005, 1999, 2006, 1991, 2000, 2014, 2005, 2005, 2014, 1999, 2015, 2006, 2002, 2009, 1993, 1994, 1994, 2015, 2006, 2000, 1995, 2008, 2001, 2015, 2007, 2011, 2006, 2004, 2008, 1999, 2005, 2014, 2002, 1995, 1999, 1998, 1998, 2003, 2013, 2001, 2003, 2002, 1998, 2009, 1990, 2005, 2015, 2010, 2000, 2010, 1999, 1998, 2004, 2002, 2004, 2012, 1999, 2009, 2011, 2003, 2009, 2008, 2004, 2006, 2004, 1996, 2004, 1998, 2012, 1997, 2003, 1996, 2008, 2002, 1995, 2014, 2015, 2016, 1997, 2007, 2014, 1998, 2014, 2005, 2002, 2013, 2009, 2009, 2009, 1999, 2006, 2009, 2002, 2003, 2010, 1997, 2002, 2008, 1998, 2009, 2000, 2000, 2005, 2011, 2003, 1997, 2002, 2006, 2006, 2001, 2000, 2014, 2013, 2008, 2005, 1999, 2008, 2008, 2015, 2007, 2003, 2005, 2016, 1998, 2014, 2015, 2005, 2000, 1988, 2008, 2009, 2013, 2010, 2012, 1997, 2012, 1996, 2004, 2011, 2001, 2005, 2004, 1994, 2007, 2000, 1995, 1978, 1996, 2005, 1997, 2003, 2013, 2010, 1995, 2014, 2002, 1995, 2006, 2005, 1994, 1998, 2003, 1999, 2004, 1989, 1992, 2000, 1996, 2011, 2008, 2013, 1992, 1996, 1998, 1996, 2014, 2012, 2003, 1999, 2003, 2008, 2012, 2008, 1996, 1996, 2004, 2007, 2005, 2003, 1997, 2009, 2014, 2004, 2010, 2004, 2002, 2008, 2012, 1990, 2005, 2006, 1980, 2003, 2006, 2000, 1997, 2001, 2001, 2015, 2006, 2009, 2007, 1998, 2007, 2002, 2012, 2006, 2008, 2010, 2005, 1998, 2011, 1999, 1995, 2010, 2003, 2000, 2006, 2009, 2001, 2011, 1991, 1996, 2012, 1997, 1998, 2013, 2002, 2011, 2000, 2003, 2014, 1994, 2008, 2016, 1998, 2015, 2014, 2006, 1999, 1995, 2009, 2006, 2011, 2004, 2004, 2011, 1995, 2014, 2009, 2005, 2003, 2006, 2005, 2001, 2013, 2002, 2011, 2005, 2016, 2014, 2006, 1997, 1997, 1997, 2006, 2000, 2012, 1998, 2014, 1994, 1990, 2014, 1997, 2004, 2004, 2003, 1994, 2005, 2000, 2004, 2009, 1999, 1996, 2010, 2010, 2002, 1995, 2007, 1999, 2013, 2003, 2002, 2009, 1996, 1999, 2004, 2016, 2003, 2005, 2015, 2007, 2005, 2011, 2011, 1997, 1994, 1995, 2010, 2005, 1995, 2009, 2013, 2002, 2016, 2004, 2000, 2011, 2009, 2001, 1990, 2000, 1989, 2015, 1999, 2002, 1999, 2015, 2001, 2001, 2001, 2000, 1984, 2007, 2014, 1998, 1996, 1990, 1999, 2001, 2006, 1996, 1997, 2001, 2002, 1996, 2010, 1996, 1997, 2016, 1994, 2012, 2003, 2000, 2008, 2004, 1993, 1994, 2007, 1992, 2005, 2013, 2001, 1999, 2001, 2011, 1998, 2005, 2002, 1997, 2000, 2003, 1998, 2001, 1994, 1996, 2005, 2005, 2004, 2007, 2014, 2006, 1994, 1995, 2012, 2004, 2003, 2006, 1984, 2007, 2008, 2006, 2008, 1996, 1996, 2009, 2001, 2005, 2012, 1996, 2000, 1995, 2010, 1998, 2008, 2006, 2008, 2002, 2007, 1997, 2011, 2012, 1993, 2010, 1996, 1985, 1996, 1940, 1980, 2006, 2015, 2000, 2000, 2005, 2002, 1993, 2010, 2011, 2012, 1999, 2000, 2004, 1992, 2013, 1963, 2012, 2002, 1996, 2002, 2009, 1989, 2011, 2001, 1993, 2005, 2002, 2012, 2014, 2010, 2009, 2002, 2001, 2003, 1999, 2012, 2011, 1984, 2013, 2009, 1999, 1989, 2014, 2015, 2003, 1996, 2003, 2013, 1992, 2016, 2010, 2009, 2006, 2000, 1990, 2015, 1992, 2009, 2013, 1999, 2014, 2006, 2015, 2016, 1992, 2004, 2005, 2008, 2009, 2001, 1991, 2006, 2001, 2009, 2014, 2009, 2015, 2001, 2004, 1998, 1997, 2002, 2011, 2011, 2006, 2014, 2013, 2006, 1987, 2010, 1986, 2004, 2006, 2005, 2012, 2008, 2014, 1997, 2003, 1997, 1992, 2007, 1994, 2000, 2011, 2012, 2011, 1999, 1991, 2014, 2000, 2011, 1999, 2000, 2005, 2008, 2014, 1994, 2011, 2010, 2005, 2000, 2005, 2000, 1999, 1996, 2001, 2008, 2001, 2007, 1973, 1994, 2011, 1998, 2002, 1999, 2004, 1996, 1995, 2006, 1995, 2000, 2012, 1987, 2009, 2002, 1992, 2001, 2004, 2004, 2012, 1999, 2002, 2009, 2003, 1980, 1999, 2009, 2001, 2002, 2001, 2007, 2012, 2008, 2015, 2006, 2007, 1995, 2007, 1994, 2007, 2005, 2013, 1994, 2009, 2001, 2012, 2005, 2004, 1983, 2013, 2002, 2009, 1996, 2002, 1994, 2013, 2011, 1999, 2002, 2001, 2015, 2001, 2001, 1999, 1996, 2001, 2009, 1996, 1982, 2013, 1997, 2001, 2008, 2012, 2008, 2016, 2015, 2010, 2012, 2008, 2008, 2013, 1999, 2010, 2016, 2011, 2008, 2002, 1999, 2013, 1997, 1983, 2010, 2014, 2000, 2003, 2015, 1996, 1999, 2011, 1997, 2000, 2008, 2003, 2009, 2015, 1999, 1989, 2011, 1992, 2009, 2001, 2011, 2010, 2006, 1979, 2013, 1991, 2008, 2015, 2005, 1996, 1997, 2005, 1997, 1995, 1984, 2000, 1998, 2010, 2007, 2003, 2011, 2016, 2013, 1992, 2012, 2009, 2009, 2007, 2006, 2005, 1997, 2002, 1982, 2004, 2008, 2011, 2010, 2011, 2001, 1994, 2002, 2006, 2005, 2004, 2011, 2008, 2002, 1990, 2008, 1999, 2004, 2012, 1997, 2010, 1992, 2008, 2004, 2015, 2011, 2005, 2000, 2008, 2013, 2005, 2012, 2015, 2002, 2013, 2004, 2010, 2007, 1991, 2007, 2001, 2001, 2009, 2009, 2011, 1998, 2014, 2003, 2008, 2006, 2015, 1997, 2006, 1992, 1993, 1997, 2002, 1999, 2014, 2015, 1993, 2006, 1999, 2012, 2008, 2015, 1999, 2000, 2012, 2013, 1992, 2001, 2000, 2011, 2012, 2006, 2000, 2004, 2005, 2012, 1999, 1983, 2008, 2008, 2003, 1996, 2002, 1988, 2006, 2011, 2013, 1999, 2000, 2010, 2013, 2011, 2011, 1993, 2007, 2013, 2005, 2005, 2005, 1995, 2004, 1999, 2010, 2007, 1996, 2013, 1997, 1999, 2006, 1979, 2010, 1995, 2016, 1985, 2012, 1979, 2014, 2001, 1990, 2000, 2016, 2015, 1995, 2002, 1999, 2001, 1995, 1994, 2012, 2010, 2000, 1990, 2013, 2004, 1991, 1995, 2001, 1996, 1995, 2009, 2004, 2003, 2004, 1999, 2004, 2008, 2009, 2000, 1991, 1994, 2009, 2002, 2013, 2012, 2001, 1995, 2012, 2008, 2005, 2008, 1998, 2009, 2004, 2004, 2011, 2014, 2001, 1999, 1989, 2002, 1994, 1985, 2005, 2007, 2007, 2010, 1989, 2005, 2015, 2015, 2009, 2015, 2003, 2010, 2002, 2006, 2007, 2012, 2008, 1988, 1987, 1986, 2011, 1997, 2011, 2013, 2006, 2006, 2001, 2009, 2013, 2011, 2003, 1998, 2014, 1998, 1995, 2006, 2014, 2011, 2004, 2012, 2004, 2010, 2006, 2005, 1998, 1996, 2002, 2010, 2007, 2005, 2004, 2009, 1986, 2008, 2005, 2003, 2004, 2011, 2005, 1999, 1999, 2009, 2013, 2004, 2004, 2011, 2005, 2009, 2013, 2001, 1989, 1984, 2013, 2004, 2002, 2006, 2005, 2006, 2007, 2011, 2011, 2015, 2005, 2000, 1997, 2008, 2002, 2016, 1987, 1999, 2004, 2005, 1992, 2015, 1984, 1998, 2001, 2003, 1988, 2008, 2015, 2009, 2004, 2004, 2001, 2001, 2003, 2013, 1981, 2001, 1994, 2001, 2013, 1993, 2007, 2010, 2011, 2000, 2014, 2005, 1982, 1995, 2014, 2007, 2000, 2001, 2006, 1999, 2010, 1997, 2001, 2015, 2016, 1997, 2008, 2013, 2014, 1983, 2007, 2009, 2008, 1984, 2006, 2007, 1991, 2002, 2016, 1997, 1980, 2012, 2002, 1999, 2006, 1983, 2011, 1998, 2008, 1998, 2009, 2004, 2007, 2011, 2016, 2001, 1999, 2004, 2008, 2003, 2009, 2003, 2005, 1998, 2014, 1990, 2008, 1998, 2003, 1990, 1977, 2005, 2003, 2000, 2010, 2013, 2004, 2002, 1985, 2009, 2004, 2011, 2001, 2012, 2004, 1994, 1996, 2001, 1996, 2015, 2005, 2004, 1993, 1988, 2008, 2008, 2008, 2014, 1992, 1993, 2011, 2013, 2004, 2003, 2001, 2008, 1991, 1987, 2007, 2014, 2001, 2000, 2003, 2012, 2011, 1993, 2000, 2006, 2012, 2007, 2004, 2013, 2011, 2005, 2004, 1990, 2003, 2005, 1983, 1997, 1987, 2012, 1997, 2007, 2002, 2003, 2002, 2005, 2001, 2008, 2014, 2014, 2003, 2003, 2007, 2003, 2002, 2006, 2007, 2004, 2013, 2007, 1998, 1998, 1970, 1997, 2009, 1994, 2001, 1996, 2014, 2013, 2005, 2016, 1998, 1994, 2010, 2010, 2010, 2007, 2002, 2004, 2002, 2006, 1988, 1996, 2009, 2008, 2000, 2010, 2004, 1996, 2002, 2015, 2011, 1999, 2014, 2010, 2005, 2015, 1986, 2011, 1996, 1993, 2008, 2002, 1999, 2012, 1996, 2011, 2006, 1991, 2009, 2005, 2001, 2005, 2006, 1995, 2005, 2008, 2005, 2005, 1998, 2008, 2013, 2009, 2010, 2010, 2013, 1988, 2012, 1986, 2006, 2015, 1997, 2016, 2014, 2000, 1984, 2003, 1991, 1998, 2000, 2008, 2000, 2009, 2001, 1999, 2004, 1999, 1978, 2000, 1999, 2011, 2010, 2004, 1998, 1993, 2004, 2010, 2004, 2009, 2005, 1998, 1980, 1995, 1991, 2000, 2011, 2000, 2001, 2013, 2016, 2001, 2013, 1999, 2004, 2000, 2011, 1987, 1996, 2008, 1999, 1991, 2009, 2009, 2004, 2007, 1987, 2014, 1990, 1998, 1994, 2002, 2007, 1995, 2001, 2014, 1995, 2001, 2014, 2003, 2005, 2009, 1993, 2005, 2013, 2015, 2001, 2012, 1999, 2001, 2005, 2001, 2016, 2001, 2013, 2000, 2004, 1993, 2001, 1970, 1999, 2015, 2006, 2005, 2012, 2008, 2014, 2010, 2007, 2013, 2007, 1996, 1999, 2012, 1982, 1999, 2007, 1993, 2001, 2012, 2007, 2002, 2008, 1999, 2009, 2008, 2002, 2011, 1999, 2011, 1982, 1999, 1981, 1992, 1977, 2006, 1987, 2003, 1991, 1992, 2010, 1978, 2008, 2013, 2005, 2014, 2007, 2003, 1995, 2004, 2011, 2003, 2010, 2013, 2002, 2010, 1990, 2016, 2012, 2016, 2006, 2002, 2014, 2003, 2005, 2007, 2000, 2015, 2007, 1982, 2015, 2008, 2006, 1998, 1991, 2006, 2010, 1997, 2010, 2006, 2014, 2008, 2004, 2013, 1995, 2013, 2008, 2016, 2002, 2011, 1998, 2010, 2000, 2008, 1996, 2008, 2004, 2010, 2008, 2013, 2007, 2009, 2010, 2011, 2006, 1990, 2010, 2006, 2009, 1995, 2016, 1998, 1960, 2008, 2014, 2007, 1981, 1998, 2007, 2007, 2006, 2012, 1996, 2005, 1995, 2004, 2002, 2007, 2003, 2004, 2008, 2003, 2000, 1965, 2008, 2009, 1997, 2011, 2012, 2004, 2009, 1994, 2006, 2002, 2005, 2002, 2008, 2009, 2010, 1994, 2008, 2005, 2016, 1997, 1999, 2015, 1989, 1996, 2007, 2009, 2004, 2005, 2007, 2004, 2014, 2006, 2013, 2008, 2013, 2003, 2008, 1999, 2015, 2011, 2006, 2012, 2005, 2009, 2004, 2014, 2008, 2007, 2012, 2008, 2008, 2003, 1980, 2005, 2015, 2003, 2002, 2008, 2000, 2012, 2015, 2005, 1994, 2010, 2002, 2010, 2006, 2008, 1990, 2011, 1989, 2004, 1996, 2001, 1985, 1999, 2009, 2010, 2003, 2011, 2000, 2010, 2001, 1984, 2013, 2008, 2010, 2011, 1993, 1996, 2005, 2002, 2005, 1998, 2009, 2014, 1994, 1988, 2006, 2001, 1984, 2005, 1999, 2014, 2005, 2004, 2003, 1997, 2016, 2011, 1987, 1984, 2008, 2004, 2003, 2001, 1986, 2014, 2013, 2006, 2003, 1989, 1996, 1980, 2011, 2009, 1984, 1980, 2009, 1985, 2009, 2010, 2000, 2000, 2015, 2004, 2001, 2015, 2009, 2009, 1981, 2001, 2013, 1997, 2014, 1989, 2004, 1986, 1981, 2009, 1994, 2013, 2007, 2008, 1982, 1996, 2016, 2003, 2013, 2009, 1986, 2002, 1999, 2006, 2007, 2008, 2005, 2004, 2007, 2013, 2002, 2001, 1986, 1964, 1997, 2014, 2004, 2006, 1978, 2003, 2013, 2006, 2010, 2002, 2010, 1998, 2011, 2006, 2003, 2015, 2012, 2001, 1998, 2002, 2006, 1999, 2009, 2013, 2009, 2006, 1987, 2006, 1986, 2006, 1981, 2003, 2014, 2006, 2012, 1991, 2006, 1987, 1995, 2007, 2007, 2003, 1989, 1994, 1989, 1982, 2000, 1999, 2011, 2009, 2012, 2006, 2016, 2002, 2006, 2001, 2001, 2011, 2001, 1991, 2007, 2008, 2008, 2000, 2002, 2009, 2000, 1987, 2010, 2003, 1988, 1993, 1999, 2000, 2002, 1999, 1986, 2007, 1997, 2013, 2005, 2013, 2004, 2008, 2009, 2012, 2014, 2002, 2005, 2001, 2006, 1984, 1990, 1987, 1982, 1986, 2000, 1999, 2010, 1988, 2008, 1985, 2014, 1980, 2010, 2013, 1983, 2013, 2006, 1988, 2007, 1994, 2012, 2006, 2002, 1997, 2003, 2013, 2015, 1998, 1997, 2001, 2012, 2015, 2000, 2014, 2003, 2000, 1962, 2009, 2014, 2009, 2005, 2002, 2010, 1987, 2007, 2011, 2004, 1998, 2007, 2014, 2005, 2000, 1997, 2009, 2000, 1996, 2005, 2010, 1993, 1997, 1993, 2006, 2007, 2000, 2002, 2006, 2016, 2010, 1998, 2012, 2014, 1999, 2008, 1984, 2012, 2014, 2001, 2008, 2000, 2006, 2011, 2009, 2003, 1999, 2004, 1989, 1998, 2012, 1998, 2000, 1985, 2004, 1998, 2006, 2002, 2007, 2000, 2002, 2002, 2006, 2008, 2013, 2008, 2009, 2012, 2009, 2000, 2005, 1999, 2005, 1999, 2001, 2010, 2010, 2008, 1986, 1999, 2007, 1927, 2004, 1995, 2015, 2001, 2008, 2008, 2011, 2001, 2007, 1993, 2015, 1996, 2010, 1992, 2005, 2008, 1987, 1990, 1988, 1989, 1993, 2009, 2007, 1977, 1998, 1991, 1999, 2011, 2002, 1993, 2002, 1995, 2005, 2003, 2009, 2010, 1998, 1999, 1996, 1994, 2001, 2006, 2001, 2012, 2006, 2000, 1999, 2006, 2001, 1995, 1978, 2014, 2002, 2008, 2011, 2010, 2005, 2014, 1995, 2002, 2015, 2000, 2012, 2004, 2004, 1987, 2010, 2011, 2010, 2014, 1974, 2001, 1988, 2016, 2000, 1988, 2014, 2014, 1999, 2002, 1993, 2016, 2004, 2000, 2007, 1999, 1998, 1996, 1990, 2014, 2007, 2015, 1999, 2001, 2014, 2001, 2006, 2006, 1998, 2015, 1998, 1994, 1999, 1999, 1998, 2001, 2001, 2013, 2006, 2007, 2013, 2000, 2009, 1996, 2009, 2006, 2012, 1993, 2006, 2000, 2015, 2011, 2011, 2013, 2002, 2009, 2002, 2002, 1993, 1992, 2010, 2009, 2007, 2008, 2000, 1997, 1996, 2009, 2010, 2010, 1988, 2004, 2009, 1973, 1975, 1999, 2012, 1986, 2012, 2002, 1982, 1994, 1983, 1985, 2012, 2006, 1996, 1997, 2008, 2012, 1983, 1981, 2002, 2012, 2002, 2008, 2008, 2004, 2001, 1992, 2006, 2002, 2012, 2014, 1998, 2014, 1999, 2013, 2005, 2006, 2015, 2013, 1995, 2001, 2011, 2006, 1998, 1981, 2002, 2013, 2004, 2012, 2015, 2008, 2000, 1992, 2006, 1998, 2006, 2003, 1996, 2003, 2008, 2001, 1999, 2007, 2013, 2002, 2013, 2004, 2007, 2005, 2009, 2000, 2002, 1997, 2007, 2007, 1999, 2009, 2015, 2011, 2015, 2014, 2000, 1989, 1984, 1977, 2016, 1965, 2008, 2010, 1992, 2014, 1989, 2002, 2002, 1995, 1999, 2009, 2008, 2001, 1992, 1986, 2015, 2001, 2000, 2012, 2001, 2001, 2015, 2004, 1992, 2002, 1993, 2003, 2004, 2002, 1995, 2013, 2001, 1991, 2006, 1982, 2008, 2006, 1999, 2013, 2002, 1968, 1982, 2007, 1994, 2007, 2012, 1997, 2006, 1981, 2000, 2016, 1999, 2009, 2007, 2005, 2006, 1986, 1992, 2004, 1996, 2001, 1989, 1968, 2011, 2001, 1985, 2016, 2010, 2002, 2015, 1985, 1992, 2008, 1999, 2002, 1983, 1989, 1994, 2002, 2006, 1998, 1983, 2015, 2012, 2001, 2009, 2006, 1993, 1998, 2010, 2015, 2008, 2005, 1990, 2002, 1990, 2003, 1999, 2012, 2007, 2013, 2002, 2011, 2005, 1997, 2015, 2005, 2001, 1999, 1999, 2014, 1998, 2004, 2010, 2002, 2013, 2010, 2008, 2012, 1998, 2012, 2004, 1998, 1999, 2002, 2013, 2014, 2001, 2006, 2015, 2011, 2009, 2012, 1993, 1999, 2004, 2000, 1987, 2006, 2011, 2000, 2016, 1981, 2014, 2011, 2002, 2000, 2002, 2012, 2000, 2011, 2009, 2003, 2007, 2007, 2002, 2008, 2001, 2003, 2014, 2004, 2001, 2006, 2005, 1994, 2013, 1997, 2009, 2009, 2009, 2007, 2008, 2004, 2008, 2005, 2000, 1967, 2012, 1988, 1963, 1995, 2011, 2012, 1979, 1974, 2010, 1971, 1965, 1996, 1999, 1988, 2007, 2014, 2000, 2004, 2000, 2000, 2006, 1989, 2000, 2002, 1994, 2007, 2005, 2008, 2011, 1990, 2002, 2009, 2006, 2008, 2005, 1986, 2007, 2014, 2009, 1979, 2013, 1999, 2015, 2001, 2009, 2010, 2013, 1999, 1984, 2008, 1994, 2014, 2004, 1965, 1984, 2006, 1986, 2002, 2004, 1979, 2002, 1996, 2011, 2008, 2014, 1993, 1969, 1994, 1999, 1998, 2009, 2005, 2000, 2002, 2009, 2013, 2010, 2000, 2011, 1999, 2000, 2015, 2010, 2002, 1991, 1998, 2010, 2010, 2007, 1997, 2009, 2013, 2005, 2007, 2003, 2006, 2005, 2010, 2008, 2006, 2004, 2014, 2005, 1989, 1989, 1997, 1995, 2005, 2007, 2009, 1984, 2002, 2002, 2008, 2004, 2009, 2003, 2011, 2007, 2016, 2009, 2007, 1999, 2007, 1971, 1972, 1983, 2009, 1993, 2012, 2003, 1973, 2000, 2011, 2013, 2005, 2005, 1995, 1976, 1974, 1988, 2005, 2014, 1996, 2005, 2015, 1999, 2012, 2003, 2009, 2009, 1989, 2014, 2009, 1988, 1999, 2004, 2002, 2007, 1992, 2001, 2008, 2010, 1999, 2002, 2006, 2011, 2009, 2009, 1977, 1993, 2010, 1998, 2010, 2002, 2002, 2015, 2010, 2010, 2005, 1985, 1993, 2005, 2003, 2012, 2010, 2003, 2007, 2014, 2009, 1991, 1987, 1980, 1993, 1999, 2006, 1999, 2001, 2011, 2004, 2005, 2013, 2004, 2009, 2007, 1984, 2003, 2009, 1995, 1978, 1986, 2004, 1969, 1964, 1980, 2004, 1961, 1980, 2001, 1999, 1995, 1989, 2002, 2008, 1946, 2000, 1981, 1988, 2007, 1988, 1998, 1995, 2006, 1989, 2011, 2000, 1999, 2012, 2012, 2009, 2011, 2008, 1999, 2009, 2014, 1999, 2001, 1993, 2003, 2001, 2008, 1991, 2010, 2009, 2011, 2006, 2001, 2008, 2012, 2002, 2014, 2002, 2008, 2005, 2002, 2002, 2006, 2009, 1973, 1981, 2005, 1996, 2013, 2001, 2001, 2004, 2003, 2003, 1989, 2001, 2011, 2013, 2011, 2007, 2011, 2004, 2013, 2005, 2016, 2002, 2016, 2011, 2014, 1987, 2015, 2013, 2012, 1953, 1991, 2003, 2014, 2013, 2015, 2000, 2013, 2006, 2000, 2013, 1991, 1999, 1997, 2011, 1998, 2014, 2014, 1997, 2014, 1989, 2002, 2012, 1995, 2001, 2004, 2008, 1996, 1988, 1986, 1982, 1983, 2011, 2008, 2015, 2016, 2009, 2016, 2000, 2004, 2003, 2001, 1989, 1998, 2001, 2009, 1997, 2010, 2008, 1994, 2015, 2010, 1998, 2004, 1992, 2014, 2010, 2003, 2015, 2014, 1996, 1996, 2008, 1998, 2015, 2007, 2004, 2014, 2006, 1996, 2005, 2005, 2011, 1988, 1986, 2013, 2010, 2007, 1984, 1994, 2002, 1996, 2000, 2014, 2001, 1997, 2002, 2001, 2006, 2009, 1975, 2014, 2012, 2002, 2015, 2004, 1992, 1981, 2009, 2003, 1977, 1952, 2014, 2001, 2015, 1995, 2015, 2010, 1988, 2013, 2014, 2006, 2001, 2001, 2000, 2003, 2006, 2007, 2014, 2002, 1995, 2002, 2003, 1988, 1996, 1999, 2007, 2005, 2005, 2011, 1987, 2002, 1999, 2013, 1997, 1987, 2000, 1999, 2013, 2010, 2000, 1998, 2013, 2002, 2010, 1997, 2014, 2012, 1939, 2014, 1965, 1950, 2009, 1948, 2009, 2006, 2011, 1997, 1980, 1995, 1993, 1987, 2015, 1998, 1996, 1998, 2009, 1987, 2001, 1998, 2010, 2006, 2012, 2005, 2004, 2016, 2005, 2011, 2008, 2014, 2002, 1999, 2012, 2006, 1999, 2004, 2010, 1978, 1964, 1996, 2000, 2010, 1998, 2002, 1985, 1985, 2013, 2012, 2002, 1997, 1986, 1957, 1990, 1993, 2005, 2009, 2006, 2013, 1987, 1988, 2002, 1999, 2000, 1996, 1993, 1997, 2001, 1999, 1996, 2005, 2003, 2014, 2003, 2010, 2011, 2016, 2006, 2012, 2012, 2014, 2004, 2011, 2009, 1999, 2011, 2010, 2009, 2015, 1998, 2005, 2010, 2003, 2005, 1959, 1988, 1939, 1974, 2007, 1997, 1974, 1984, 1987, 2006, 1999, 2007, 2013, 2012, 1996, 1982, 2013, 1991, 2004, 1995, 1999, 2012, 2003, 2013, 2008, 2008, 2004, 2006, 2010, 2008, 2000, 2008, 2010, 1996, 2006, 2006, 2011, 1940, 1982, 1985, 2007, 2015, 1946, 2001, 2015, 1963, 1989, 2014, 1981, 1994, 1999, 2011, 2006, 2011, 2003, 1998, 2004, 2000, 2003, 2010, 2005, 2015, 2005, 2015, 2002, 1986, 2006, 2008, 2003, 2015, 2007, 2005, 2010, 2004, 1998, 2009, 2015, 2005, 2006, 2008, 1947, 2012, 1986, 2003, 2010, 2006, 2013, 1984, 2008, 2015, 2010, 2002, 2012, 2000, 2011, 1998, 2002, 2001, 2010, 1999, 2004, 2013, 2004, 1999, 2007, 2006, 1969, 2003, 2004, 2007, 1988, 2005, 2001, 1994, 1998, 2010, 2000, 2005, 2013, 1993, 2001, 2001, 2006, 1936, 2002, 2007, 2005, 2010, 2008, 2008, 2012, 2012, 1937, 2004, 2004, 1998, 1998, 1996, 2006, 1999, 2012, 1998, 2003, 1981, 2012, 1989, 2004, 2001, 2008, 2001, 2000, 2006, 1999, 2013, 1992, 1966, 2015, 2012, 2001, 2011, 1993, 2005, 1987, 2010, 2011, 1976, 1980, 2014, 1981, 1962, 2012, 1987, 2016, 2005, 2010, 2005, 2012, 1970, 2013, 2012, 1998, 2007, 2008, 2013, 1997, 1996, 2006, 2000, 2015, 1998, 2001, 1997, 2003, 1997, 2002, 2000, 2006, 2003, 2009, 2012, 2007, 2006, 2013, 2014, 2012, 2009, 2010, 1998, 2000, 2006, 2015, 2006, 2006, 2001, 1954, 2011, 2007, 2005, 2005, 2013, 2012, 2007, 2013, 2003, 2012, 2002, 2011, 1995, 1993, 2002, 1999, 2014, 2009, 2003, 1973, 2007, 2012, 2011, 2011, 2009, 2002, 2008, 1994, 2001, 2005, 2005, 2006, 1998, 1997, 1935, 1999, 1970, 2000, 2007, 1998, 1964, 2008, 1974, 2003, 1977, 2003, 2009, 1999, 2002, 2003, 2011, 2000, 2003, 1999, 2004, 1997, 2001, 2002, 2005, 1954, 2012, 2007, 2010, 2015, 2007, 2002, 2010, 2007, 2012, 2013, 1991, 2002, 2005, 2006, 1933, 1990, 2004, 2013, 2007, 1975, 2006, 2003, 2010, 1981, 2008, 1997, 1929, 2012, 2005, 1987, 1978, 1999, 1995, 1996, 2003, 2006, 2008, 1964, 1997, 2004, 2007, 2014, 2012, 1997, 2001, 2002, 1995, 2000, 2001, 1997, 1996, 1997, 2004, 2011, 1999, 2013, 2012, 2000, 1953, 1996, 1964, 2004, 2010, 2012, 2008, 2013, 2006, 1997, 2011, 1986, 2011, 1971, 2000, 2007, 2009, 1974, 1989, 2011, 2006, 2015, 1987, 2001, 2013, 2009, 1998, 1998, 2004, 2011, 2014, 1995, 2010, 2000, 1999, 2007, 1994, 1971, 1997, 2014, 1991, 2005, 1972, 2004, 2000, 2004, 2005, 1992, 2011, 2004 ], "xaxis": "x", "yaxis": "y" } ], "layout": { "barmode": "relative", "height": 600, "legend": { "tracegroupgap": 0 }, "margin": { "t": 60 }, "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "scatter": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "colorscale": { "diverging": [ [ 0, "#8e0152" ], [ 0.1, "#c51b7d" ], [ 0.2, "#de77ae" ], [ 0.3, "#f1b6da" ], [ 0.4, "#fde0ef" ], [ 0.5, "#f7f7f7" ], [ 0.6, "#e6f5d0" ], [ 0.7, "#b8e186" ], [ 0.8, "#7fbc41" ], [ 0.9, "#4d9221" ], [ 1, "#276419" ] ], "sequential": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "sequentialminus": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "Movies by Year" }, "xaxis": { "anchor": "y", "domain": [ 0, 0.98 ], "title": { "text": "title_year" } }, "yaxis": { "anchor": "x", "domain": [ 0, 1 ], "title": { "text": "count" } } } }, "text/html": [ "
\n", " \n", " \n", "
\n", " \n", "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "## Year\n", "fig = px.histogram(df, x=\"title_year\")\n", "fig.update_traces(marker_color='blue', marker_line_color='blue', opacity=0.6)\n", "fig.update_layout(title_text='Movies by Year')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Drama and comedy are the most popular movie genres shown by the bar chart below." ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "alignmentgroup": "True", "hoverlabel": { "namelength": 0 }, "hovertemplate": "genres=%{x}", "legendgroup": "", "marker": { "color": "blue", "line": { "color": "blue" } }, "name": "", "offsetgroup": "", "opacity": 0.6, "orientation": "v", "showlegend": false, "textposition": "auto", "type": "bar", "x": [ "Action", "Adventure", "Fantasy", "Sci-Fi", "Action", "Adventure", "Fantasy", "Action", "Adventure", "Thriller", "Action", "Thriller", "Action", "Adventure", "Sci-Fi", "Action", "Adventure", "Romance", "Adventure", "Animation", "Comedy", "Family", "Fantasy", "Musical", "Romance", "Action", "Adventure", "Sci-Fi", "Adventure", "Family", "Fantasy", "Mystery", "Action", "Adventure", "Sci-Fi", "Action", "Adventure", "Sci-Fi", "Action", "Adventure", "Action", "Adventure", "Fantasy", "Action", "Adventure", "Western", "Action", "Adventure", "Fantasy", "Sci-Fi", "Action", "Adventure", "Family", "Fantasy", "Action", "Adventure", "Sci-Fi", "Action", "Adventure", "Fantasy", "Action", "Adventure", "Comedy", "Family", "Fantasy", "Sci-Fi", "Adventure", "Fantasy", "Action", "Adventure", "Fantasy", "Action", "Adventure", "Drama", "History", "Adventure", "Fantasy", "Adventure", "Family", "Fantasy", "Action", "Adventure", "Drama", "Romance", "Drama", "Romance", "Action", "Adventure", "Sci-Fi", "Action", "Adventure", "Sci-Fi", "Thriller", "Action", "Adventure", "Sci-Fi", "Thriller", "Action", "Adventure", "Thriller", "Action", "Adventure", "Fantasy", "Romance", "Action", "Adventure", "Sci-Fi", "Adventure", "Family", "Fantasy", "Action", "Adventure", "Fantasy", "Sci-Fi", "Thriller", "Adventure", "Animation", "Comedy", "Family", "Fantasy", "Action", "Adventure", "Sci-Fi", "Action", "Adventure", "Sci-Fi", "Adventure", "Family", "Fantasy", "Action", "Adventure", "Fantasy", "Sci-Fi", "Action", "Adventure", "Sci-Fi", "Adventure", "Animation", "Comedy", "Family", "Sport", "Action", "Adventure", "Sci-Fi", "Adventure", "Animation", "Comedy", "Family", "Fantasy", "Action", "Adventure", "Sci-Fi", "Action", "Crime", "Thriller", "Action", "Adventure", "Horror", "Sci-Fi", "Thriller", "Action", "Adventure", "Fantasy", "Sci-Fi", "Thriller", "Action", "Adventure", "Sci-Fi", "Adventure", "Fantasy", "Drama", "Romance", "Action", "Adventure", "Fantasy", "Romance", "Action", "Adventure", "Sci-Fi", "Action", "Adventure", "Sci-Fi", "Action", "Adventure", "Fantasy", "Adventure", "Animation", "Comedy", "Family", "Fantasy", "Action", "Adventure", "Sci-Fi", "Thriller", "Adventure", "Animation", "Family", "Sci-Fi", "Action", "Comedy", "Crime", "Thriller", "Action", "Adventure", "Sci-Fi", "Animation", "Drama", "Family", "Fantasy", "Action", "Adventure", "Sci-Fi", "Action", "Adventure", "Drama", "Romance", "Adventure", "Family", "Fantasy", "Action", "Adventure", "Sci-Fi", "Action", "Crime", "Drama", "Thriller", "Adventure", "Animation", "Comedy", "Family", "Action", "Adventure", "Animation", "Comedy", "Family", "Sci-Fi", "Action", "Adventure", "Sci-Fi", "Adventure", "Drama", "Family", "Mystery", "Action", "Comedy", "Sci-Fi", "Western", "Action", "Adventure", "Fantasy", "Horror", "Thriller", "Action", "Adventure", "Comedy", "Sci-Fi", "Comedy", "Family", "Fantasy", "Action", "Adventure", "Sci-Fi", "Action", "Adventure", "Sci-Fi", "Thriller", "Action", "Adventure", "Sci-Fi", "Thriller", "Adventure", "Animation", "Comedy", "Drama", "Family", "Fantasy", "Adventure", "Drama", "Family", "Fantasy", "Action", "Adventure", "Sci-Fi", "Action", "Adventure", "Drama", "Fantasy", "Action", "Adventure", "Family", "Fantasy", "Romance", "Action", "Adventure", "Drama", "Sci-Fi", "Action", "Adventure", "Drama", "Fantasy", "Action", "Adventure", "Sci-Fi", "Adventure", "Animation", "Comedy", "Family", "Fantasy", "Action", "Adventure", "Family", "Mystery", "Sci-Fi", "Action", "Adventure", "Animation", "Comedy", "Drama", "Family", "Sci-Fi", "Adventure", "Animation", "Comedy", "Family", "Sci-Fi", "Adventure", "Animation", "Family", "Fantasy", "Action", "Adventure", "Sci-Fi", "Adventure", "Animation", "Family", "Fantasy", "Action", "Sci-Fi", "Action", "Adventure", "Sci-Fi", "Adventure", "Drama", "Sci-Fi", "Action", "Adventure", "Sci-Fi", "Thriller", "Adventure", "Fantasy", "Action", "Crime", "Thriller", "Drama", "Fantasy", "Romance", "Action", "Adventure", "Sci-Fi", "Adventure", "Sci-Fi", "Action", "Adventure", "Family", "Fantasy", "Action", "Adventure", "Drama", "Thriller", "Adventure", "Family", "Fantasy", "Adventure", "Animation", "Comedy", "Family", "Fantasy", "Action", "Adventure", "Fantasy", "Action", "Adventure", "Sci-Fi", "Adventure", "Family", "Fantasy", "Action", "Drama", "History", "Romance", "War", "Action", "Adventure", "Sci-Fi", "Action", "Adventure", "Biography", "Drama", "History", "Romance", "War", "Adventure", "Family", "Fantasy", "Mystery", "Adventure", "Family", "Fantasy", "Mystery", "Action", "Drama", "Drama", "Horror", "Sci-Fi", "Adventure", "Comedy", "Family", "Fantasy", "Animation", "Comedy", "Family", "Fantasy", "Action", "Adventure", "Action", "Adventure", "Animation", "Comedy", "Family", "Adventure", "Comedy", "Family", "Fantasy", "Action", "Adventure", "Fantasy", "Sci-Fi", "Thriller", "Action", "Sci-Fi", "Adventure", "Animation", "Comedy", "Family", "Fantasy", "Musical", "Action", "Sci-Fi", "Action", "Adventure", "Fantasy", "Action", "Adventure", "Sci-Fi", "Thriller", "Mystery", "Thriller", "Action", "Adventure", "Fantasy", "Adventure", "Animation", "Comedy", "Drama", "Family", "Action", "Adventure", "Animation", "Comedy", "Family", "Fantasy", "Sci-Fi", "Action", "Adventure", "Fantasy", "Comedy", "Fantasy", "Horror", "Action", "Adventure", "Thriller", "Drama", "Fantasy", "Horror", "Thriller", "Adventure", "Animation", "Comedy", "Family", "Action", "Adventure", "Animation", "Comedy", "Family", "Action", "Adventure", "Family", "Fantasy", "Action", "Adventure", "Thriller", "Action", "Drama", "Thriller", "Action", "Adventure", "Animation", "Comedy", "Family", "Sci-Fi", "Adventure", "Animation", "Comedy", "Family", "Adventure", "Family", "Fantasy", "Adventure", "Animation", "Comedy", "Family", "Sci-Fi", "Adventure", "Adventure", "Animation", "Comedy", "Family", "Action", "Adventure", "Thriller", "Action", "Comedy", "Fantasy", "Sci-Fi", "Action", "Adventure", "Sci-Fi", "Thriller", "Action", "Adventure", "Comedy", "Family", "Fantasy", "Mystery", "Sci-Fi", "Action", "Adventure", "Animation", "Fantasy", "Action", "Adventure", "Animation", "Comedy", "Family", "Action", "Adventure", "Thriller", "Adventure", "Animation", "Family", "Fantasy", "Comedy", "Crime", "Action", "Drama", "History", "War", "Action", "Adventure", "Drama", "Action", "Adventure", "Sci-Fi", "Action", "Adventure", "Fantasy", "Romance", "Action", "Adventure", "Animation", "Comedy", "Family", "Fantasy", "Action", "Adventure", "Fantasy", "Action", "Adventure", "Sci-Fi", "Thriller", "Action", "Drama", "Mystery", "Sci-Fi", "Action", "Crime", "Thriller", "Action", "Sci-Fi", "Action", "Adventure", "Sci-Fi", "Thriller", "Action", "Adventure", "Comedy", "Thriller", "Action", "Adventure", "Animation", "Fantasy", "Romance", "Sci-Fi", "Action", "Adventure", "Sci-Fi", "Action", "Adventure", "Thriller", "Action", "Adventure", "Drama", "History", "War", "Adventure", "Drama", "Fantasy", "Romance", "Animation", "Comedy", "Family", "Musical", "Action", "Adventure", "Sci-Fi", "Adventure", "Family", "Fantasy", "Adventure", "Drama", "Thriller", "Western", "Adventure", "Animation", "Comedy", "Family", "Sport", "Adventure", "Animation", "Comedy", "Family", "Western", "Adventure", "Animation", "Comedy", "Family", "Action", "Mystery", "Thriller", "Action", "Adventure", "Animation", "Comedy", "Family", "Action", "Adventure", "Comedy", "Sci-Fi", "Adventure", "Sci-Fi", "Thriller", "Adventure", "Animation", "Comedy", "Family", "Fantasy", "Sci-Fi", "Adventure", "Sci-Fi", "Thriller", "Action", "Comedy", "Crime", "Thriller", "Action", "Adventure", "Animation", "Comedy", "Family", "Fantasy", "Action", "Crime", "Mystery", "Thriller", "Action", "Adventure", "Drama", "Action", "Adventure", "Family", "Mystery", "Adventure", "Family", "Fantasy", "Mystery", "Adventure", "Drama", "Romance", "War", "Action", "Adventure", "Sci-Fi", "Adventure", "Animation", "Family", "Thriller", "Adventure", "Comedy", "Family", "Fantasy", "Action", "Animation", "Comedy", "Family", "Sci-Fi", "Adventure", "Family", "Fantasy", "Action", "Comedy", "Fantasy", "Action", "Adventure", "Fantasy", "Adventure", "Sci-Fi", "Thriller", "Mystery", "Thriller", "Adventure", "Animation", "Comedy", "Family", "Musical", "Action", "Adventure", "Fantasy", "Sci-Fi", "Thriller", "Action", "Crime", "Thriller", "Action", "Adventure", "Crime", "Mystery", "Thriller", "Action", "Adventure", "Fantasy", "Action", "Sci-Fi", "Action", "Adventure", "History", "Action", "Adventure", "Thriller", "Action", "Comedy", "Family", "Fantasy", "Action", "Adventure", "Sci-Fi", "Thriller", "Action", "Adventure", "Thriller", "Action", "Adventure", "Drama", "Thriller", "Action", "Adventure", "Sci-Fi", "Thriller", "Adventure", "Drama", "Fantasy", "Action", "Fantasy", "Thriller", "Action", "Thriller", "Action", "Adventure", "Comedy", "Crime", "Adventure", "Mystery", "Sci-Fi", "Adventure", "Animation", "Comedy", "Family", "Fantasy", "Action", "Drama", "Sci-Fi", "Thriller", "Action", "Adventure", "Sci-Fi", "Thriller", "Action", "Crime", "Sci-Fi", "Thriller", "Action", "Family", "Sport", "Comedy", "Drama", "Romance", "Action", "Comedy", "Romance", "Action", "Adventure", "Mystery", "Sci-Fi", "Action", "Adventure", "Fantasy", "Sci-Fi", "Action", "Adventure", "Fantasy", "Sci-Fi", "Adventure", "Animation", "Comedy", "Family", "Fantasy", "Action", "Adventure", "Sci-Fi", "Thriller", "Action", "Adventure", "Fantasy", "Sci-Fi", "Adventure", "Animation", "Comedy", "Family", "Fantasy", "Action", "Drama", "War", "Action", "Adventure", "Drama", "Fantasy", "Action", "Adventure", "Comedy", "Sci-Fi", "Adventure", "Drama", "Sci-Fi", "Thriller", "Action", "Adventure", "Thriller", "Action", "Adventure", "Comedy", "Sci-Fi", "Action", "Adventure", "Sci-Fi", "Action", "Adventure", "Comedy", "Family", "Fantasy", "Action", "Adventure", "Drama", "Thriller", "Action", "Adventure", "Thriller", "Action", "Drama", "History", "War", "Crime", "Thriller", "Action", "Comedy", "Crime", "Romance", "Thriller", "Adventure", "Sci-Fi", "Thriller", "Biography", "Drama", "Adventure", "Comedy", "Family", "Fantasy", "Action", "Comedy", "Crime", "Sci-Fi", "Thriller", "Action", "Drama", "Fantasy", "War", "Adventure", "Animation", "Comedy", "Family", "Fantasy", "Animation", "Comedy", "Family", "Music", "Western", "Action", "Adventure", "Mystery", "Sci-Fi", "Thriller", "Action", "Drama", "Sci-Fi", "Sport", "Adventure", "Animation", "Comedy", "Family", "Fantasy", "Action", "Crime", "Romance", "Thriller", "Action", "Sci-Fi", "Action", "Adventure", "Thriller", "Action", "Adventure", "Drama", "Fantasy", "Action", "Adventure", "Comedy", "Biography", "Drama", "Sport", "Adventure", "Comedy", "Family", "Fantasy", "Action", "Mystery", "Sci-Fi", "Thriller", "Action", "Adventure", "Drama", "History", "War", "Adventure", "Comedy", "Family", "Fantasy", "Animation", "Family", "Fantasy", "Musical", "Romance", "Adventure", "Drama", "Sci-Fi", "Action", "Adventure", "Romance", "Sci-Fi", "Thriller", "Comedy", "Romance", "Action", "Crime", "Thriller", "Action", "Drama", "Romance", "Action", "Mystery", "Sci-Fi", "Thriller", "Adventure", "Family", "Fantasy", "Mystery", "Action", "Adventure", "Thriller", "Action", "Adventure", "Sci-Fi", "Thriller", "Action", "Sci-Fi", "Biography", "Crime", "Drama", "History", "Romance", "Biography", "Crime", "Drama", "Action", "Comedy", "Thriller", "Action", "Crime", "Thriller", "Comedy", "Romance", "Action", "Comedy", "Crime", "Action", "Drama", "Mystery", "Thriller", "Drama", "Western", "Animation", "Drama", "Family", "Musical", "Romance", "Adventure", "Animation", "Comedy", "Family", "Fantasy", "Action", "Adventure", "Thriller", "Action", "Adventure", "Comedy", "Family", "Mystery", "Action", "Adventure", "Family", "Fantasy", "Adventure", "Drama", "Family", "Fantasy", "Adventure", "Animation", "Family", "Fantasy", "Action", "Romance", "Thriller", "Action", "Fantasy", "Horror", "Mystery", "Adventure", "Drama", "Thriller", "Biography", "Comedy", "Crime", "Drama", "Action", "Adventure", "Fantasy", "Action", "Sci-Fi", "War", "Drama", "Sci-Fi", "Action", "Adventure", "Animation", "Family", "Fantasy", "Action", "Crime", "Fantasy", "Romance", "Thriller", "Action", "Adventure", "Adventure", "Animation", "Family", "Sci-Fi", "Adventure", "Comedy", "Sci-Fi", "Action", "Adventure", "Thriller", "Action", "Crime", "Sport", "Thriller", "Comedy", "Family", "Fantasy", "Action", "Adventure", "Biography", "Drama", "History", "Thriller", "Action", "Comedy", "Sci-Fi", "Action", "Drama", "Thriller", "War", "Adventure", "Animation", "Comedy", "Family", "Drama", "Mystery", "Thriller", "Action", "Adventure", "Fantasy", "Thriller", "Crime", "Drama", "Drama", "History", "Romance", "War", "Animation", "Comedy", "Family", "Sport", "Comedy", "Sci-Fi", "Thriller", "Drama", "History", "War", "Comedy", "Action", "Adventure", "Sci-Fi", "Comedy", "Drama", "Romance", "Adventure", "Animation", "Comedy", "Family", "Romance", "Adventure", "Animation", "Comedy", "Family", "Drama", "Family", "Fantasy", "Romance", "Drama", "Fantasy", "Thriller", "Adventure", "Animation", "Comedy", "Family", "Action", "Adventure", "Drama", "Fantasy", "Action", "Adventure", "Drama", "Fantasy", "Action", "Adventure", "Fantasy", "Action", "Adventure", "Fantasy", "Thriller", "Drama", "Mystery", "Romance", "Sci-Fi", "Thriller", "Action", "Adventure", "Sci-Fi", "Thriller", "Action", "Drama", "Sci-Fi", "Thriller", "Adventure", "Family", "Fantasy", "Action", "Thriller", "Drama", "History", "War", "Western", "Action", "Adventure", "Animation", "Family", "Action", "Adventure", "Comedy", "Adventure", "Family", "Fantasy", "Adventure", "Comedy", "Family", "Mystery", "Sci-Fi", "Adventure", "Animation", "Comedy", "Family", "Fantasy", "Action", "Thriller", "Action", "Comedy", "Crime", "Thriller", "Drama", "Fantasy", "Horror", "Mystery", "Thriller", "Animation", "Comedy", "Family", "Sci-Fi", "Action", "Adventure", "Animation", "Comedy", "Family", "Adventure", "Comedy", "Drama", "Fantasy", "Romance", "Action", "Adventure", "Comedy", "Crime", "Thriller", "Crime", "Drama", "Thriller", "Adventure", "Animation", "Family", "Fantasy", "Musical", "War", "Action", "Comedy", "Crime", "Drama", "Mystery", "Thriller", "Action", "Adventure", "Thriller", "Action", "Adventure", "Crime", "Mystery", "Thriller", "Action", "Adventure", "Animation", "Family", "Fantasy", "Sci-Fi", "Adventure", "Animation", "Comedy", "Family", "Fantasy", "Music", "Drama", "History", "Thriller", "War", "Action", "Comedy", "Action", "Animation", "Comedy", "Sci-Fi", "Adventure", "Drama", "Sci-Fi", "Comedy", "Family", "Fantasy", "Horror", "Mystery", "Drama", "Mystery", "Sci-Fi", "Thriller", "Action", "Horror", "Sci-Fi", "Thriller", "Crime", "Mystery", "Thriller", "Adventure", "Family", "Fantasy", "Action", "Adventure", "Fantasy", "Action", "Adventure", "Comedy", "Crime", "Mystery", "Thriller", "Action", "Adventure", "Romance", "Sci-Fi", "Thriller", "Action", "Crime", "Thriller", "Adventure", "Sci-Fi", "Thriller", "Adventure", "Animation", "Comedy", "Family", "Musical", "Comedy", "Drama", "Sci-Fi", "Action", "Drama", "Sci-Fi", "Thriller", "Action", "Crime", "Drama", "Thriller", "Drama", "History", "Thriller", "War", "Adventure", "Fantasy", "Biography", "Drama", "Sport", "Action", "Family", "Fantasy", "Musical", "Drama", "History", "Sport", "Action", "Adventure", "Drama", "Thriller", "Adventure", "Drama", "Romance", "Animation", "Comedy", "Family", "Music", "Romance", "Action", "Mystery", "Thriller", "Action", "Adventure", "Drama", "Thriller", "Crime", "Thriller", "Action", "Adventure", "Romance", "Animation", "Comedy", "Family", "Fantasy", "Animation", "Comedy", "Family", "Fantasy", "Musical", "Romance", "Action", "Crime", "Mystery", "Thriller", "Adventure", "Comedy", "Family", "Action", "Comedy", "Crime", "Comedy", "Romance", "Action", "Crime", "Drama", "Mystery", "Thriller", "Comedy", "Drama", "Romance", "Crime", "Thriller", "Adventure", "Animation", "Comedy", "Family", "Adventure", "Mystery", "Sci-Fi", "Drama", "History", "War", "Action", "Adventure", "Comedy", "Thriller", "Action", "Adventure", "Comedy", "Fantasy", "Drama", "Romance", "Action", "Crime", "Thriller", "Adventure", "Animation", "Comedy", "Family", "Fantasy", "Drama", "Fantasy", "Romance", "Action", "Drama", "Thriller", "Adventure", "Comedy", "Drama", "Family", "Fantasy", "Action", "Comedy", "Fantasy", "Romance", "Action", "Adventure", "Sci-Fi", "Thriller", "Comedy", "Romance", "Sci-Fi", "Adventure", "Comedy", "Mystery", "Action", "Sci-Fi", "Comedy", "Drama", "Fantasy", "Romance", "Action", "Comedy", "Family", "Fantasy", "Action", "Adventure", "Sci-Fi", "Thriller", "Action", "Adventure", "Fantasy", "Horror", "Sci-Fi", "Crime", "Drama", "History", "Mystery", "Thriller", "Action", "Mystery", "Sci-Fi", "Thriller", "Comedy", "Drama", "Action", "Adventure", "Thriller", "Action", "Adventure", "Thriller", "Adventure", "Drama", "Sci-Fi", "Thriller", "Comedy", "Action", "Adventure", "Animation", "Comedy", "Family", "Adventure", "Animation", "Comedy", "Drama", "Family", "Fantasy", "Sci-Fi", "Action", "Drama", "Romance", "Sci-Fi", "Thriller", "Action", "Comedy", "Crime", "Thriller", "Comedy", "Crime", "Sport", "Adventure", "Animation", "Comedy", "Family", "Fantasy", "Music", "Comedy", "Action", "Adventure", "Comedy", "Comedy", "Drama", "Romance", "Mystery", "Thriller", "Comedy", "Drama", "Romance", "Adventure", "Animation", "Comedy", "Family", "Sci-Fi", "Action", "Crime", "Sci-Fi", "Thriller", "Comedy", "Family", "Fantasy", "Romance", "Crime", "Drama", "Thriller", "Comedy", "Romance", "Action", "Crime", "Thriller", "Action", "Mystery", "Thriller", "Adventure", "Drama", "History", "Romance", "War", "Action", "Adventure", "Drama", "Thriller", "Comedy", "Family", "Sci-Fi", "Fantasy", "Horror", "Mystery", "Thriller", "Adventure", "Animation", "Comedy", "Family", "Fantasy", "Sci-Fi", "Sport", "Adventure", "Comedy", "Crime", "Family", "Mystery", "Drama", "Sci-Fi", "Thriller", "Action", "Crime", "Mystery", "Romance", "Thriller", "Action", "Drama", "War", "Action", "Adventure", "Comedy", "Romance", "Adventure", "Animation", "Comedy", "Family", "Adventure", "Animation", "Family", "Western", "Comedy", "Family", "Romance", "Action", "Adventure", "Family", "Sci-Fi", "Thriller", "Drama", "Mystery", "Sci-Fi", "Thriller", "Animation", "Comedy", "Family", "Fantasy", "Animation", "Family", "Fantasy", "Music", "Action", "Adventure", "Sci-Fi", "Action", "Adventure", "Family", "Fantasy", "Thriller", "Action", "Crime", "Thriller", "Action", "Adventure", "Western", "Drama", "Fantasy", "Romance", "Comedy", "Fantasy", "Action", "Adventure", "Comedy", "Fantasy", "Thriller", "Action", "Comedy", "Sci-Fi", "Action", "Sci-Fi", "Thriller", "Drama", "History", "Thriller", "Action", "Adventure", "Drama", "Thriller", "Adventure", "Animation", "Family", "Action", "Adventure", "Sci-Fi", "Adventure", "Animation", "Comedy", "Family", "Fantasy", "Sci-Fi", "Drama", "Musical", "Romance", "Action", "Adventure", "Sci-Fi", "Action", "Adventure", "Drama", "Sci-Fi", "Adventure", "Comedy", "Drama", "Family", "Fantasy", "Action", "Adventure", "Fantasy", "Action", "Sci-Fi", "Thriller", "Adventure", "Animation", "Family", "Fantasy", "Documentary", "Drama", "Action", "Adventure", "Horror", "Sci-Fi", "Thriller", "Action", "Adventure", "Drama", "History", "Romance", "Biography", "Drama", "Adventure", "Animation", "Drama", "Family", "Musical", "Action", "Adventure", "Comedy", "Family", "Fantasy", "Sci-Fi", "Animation", "Comedy", "Family", "Fantasy", "Sci-Fi", "Crime", "Drama", "Thriller", "Action", "Adventure", "Western", "Comedy", "Action", "Crime", "Thriller", "Adventure", "Animation", "Drama", "Family", "Fantasy", "Sci-Fi", "Thriller", "Adventure", "Animation", "Comedy", "Family", "Fantasy", "Animation", "Comedy", "Family", "Action", "Adventure", "Fantasy", "Sci-Fi", "Animation", "Comedy", "Family", "Sci-Fi", "Action", "Adventure", "Sci-Fi", "Action", "Adventure", "Sci-Fi", "Adventure", "Animation", "Comedy", "Family", "Drama", "Sci-Fi", "Thriller", "Action", "Adventure", "Sci-Fi", "Action", "Crime", "Fantasy", "Thriller", "Action", "Adventure", "Thriller", "Action", "Adventure", "Animation", "Comedy", "Family", "Fantasy", "Comedy", "Romance", "Comedy", "Drama", "Family", "Music", "Musical", "Romance", "Horror", "Mystery", "Thriller", "Action", "Adventure", "Comedy", "Family", "Sci-Fi", "Crime", "Mystery", "Thriller", "Comedy", "Comedy", "Drama", "Comedy", "Family", "Action", "Adventure", "Drama", "Thriller", "Biography", "Comedy", "Drama", "History", "Adventure", "Animation", "Comedy", "Family", "Drama", "Music", "Musical", "Comedy", "Crime", "Music", "Drama", "History", "Thriller", "Action", "Drama", "Thriller", "War", "Action", "Comedy", "Romance", "Thriller", "Action", "Adventure", "Comedy", "Comedy", "Drama", "Romance", "Animation", "Comedy", "Family", "Fantasy", "Mystery", "Comedy", "Crime", "Drama", "Romance", "Action", "Adventure", "Romance", "Thriller", "Drama", "History", "Romance", "Action", "Drama", "Fantasy", "Romance", "Action", "Crime", "Drama", "Mystery", "Thriller", "Action", "Adventure", "Animation", "Family", "Sci-Fi", "Action", "Comedy", "Crime", "Thriller", "Action", "Drama", "Sci-Fi", "Animation", "Comedy", "Fantasy", "Action", "Adventure", "Drama", "Thriller", "Drama", "Mystery", "Sci-Fi", "Thriller", "Action", "Animation", "Comedy", "Family", "Sci-Fi", "Action", "Fantasy", "Crime", "Mystery", "Thriller", "Drama", "Mystery", "Sci-Fi", "Thriller", "Action", "Animation", "Comedy", "Family", "Action", "Adventure", "Comedy", "Romance", "Thriller", "Comedy", "Drama", "Action", "Drama", "Thriller", "Action", "Comedy", "Sport", "Comedy", "Family", "Fantasy", "Biography", "Drama", "History", "War", "Action", "Drama", "War", "Adventure", "Animation", "Comedy", "Drama", "Romance", "Action", "Drama", "Sport", "Adventure", "Drama", "Family", "Drama", "Mystery", "Romance", "Thriller", "Comedy", "Family", "Fantasy", "Drama", "Sci-Fi", "Thriller", "Adventure", "Animation", "Comedy", "Family", "Fantasy", "Romance", "Adventure", "Animation", "Comedy", "Family", "Sport", "Comedy", "Romance", "Action", "Adventure", "Thriller", "Adventure", "Animation", "Comedy", "Family", "Fantasy", "Crime", "Thriller", "Adventure", "Drama", "War", "Adventure", "Comedy", "Family", "Fantasy", "Action", "Thriller", "Action", "Adventure", "Crime", "Thriller", "Fantasy", "Mystery", "Romance", "Sci-Fi", "Thriller", "Drama", "Fantasy", "Mystery", "Thriller", "Action", "Horror", "Sci-Fi", "Thriller", "Animation", "Comedy", "Family", "Fantasy", "Music", "Action", "Drama", "History", "War", "Action", "Thriller", "Action", "Adventure", "Sci-Fi", "Thriller", "Action", "Sci-Fi", "Adventure", "Drama", "Fantasy", "Drama", "Horror", "Romance", "Thriller", "Drama", "War", "Drama", "War", "Adventure", "Drama", "Sci-Fi", "Thriller", "Drama", "Action", "Drama", "Fantasy", "Horror", "War", "Action", "Thriller", "Adventure", "Family", "Fantasy", "Romance", "Adventure", "Biography", "Drama", "History", "War", "Comedy", "Drama", "Action", "Adventure", "Comedy", "Thriller", "Action", "Adventure", "Horror", "Sci-Fi", "Action", "Adventure", "Comedy", "Thriller", "Action", "Fantasy", "Horror", "Comedy", "Drama", "Musical", "Romance", "Drama", "War", "Action", "Crime", "Thriller", "Action", "Sci-Fi", "Sport", "Action", "Crime", "Sci-Fi", "Thriller", "Action", "Crime", "Drama", "Thriller", "Action", "Adventure", "Animation", "Comedy", "Crime", "Family", "Fantasy", "Adventure", "Animation", "Family", "Fantasy", "Musical", "Action", "Crime", "Drama", "Mystery", "Thriller", "Action", "Adventure", "Mystery", "Sci-Fi", "Thriller", "Crime", "Mystery", "Thriller", "Action", "Crime", "Mystery", "Sci-Fi", "Thriller", "Action", "Adventure", "Fantasy", "Action", "Drama", "Thriller", "Adventure", "Drama", "Fantasy", "Romance", "Crime", "Drama", "Thriller", "Animation", "Comedy", "Family", "Action", "Comedy", "Crime", "Drama", "Thriller", "Comedy", "Adventure", "Drama", "History", "Romance", "Action", "Comedy", "Fantasy", "Sci-Fi", "Comedy", "Romance", "Biography", "Drama", "Thriller", "Action", "Drama", "Thriller", "Action", "Fantasy", "Horror", "Action", "Crime", "Romance", "Thriller", "Drama", "Mystery", "Sci-Fi", "Thriller", "Action", "Adventure", "Fantasy", "War", "Action", "Drama", "War", "Action", "Crime", "Drama", "Thriller", "Comedy", "Fantasy", "Romance", "Adventure", "Animation", "Comedy", "Family", "Drama", "Horror", "Sci-Fi", "Thriller", "Biography", "Drama", "History", "War", "Action", "Sci-Fi", "Adventure", "Drama", "History", "Comedy", "Family", "Fantasy", "Drama", "Musical", "Romance", "Comedy", "Drama", "Romance", "Comedy", "Action", "Adventure", "Comedy", "Romance", "Thriller", "Western", "Comedy", "Drama", "Biography", "Drama", "Sport", "War", "Action", "Adventure", "Thriller", "Action", "Adventure", "Thriller", "Action", "Crime", "Thriller", "Comedy", "Family", "Fantasy", "Drama", "History", "Thriller", "Drama", "Comedy", "Romance", "Drama", "Mystery", "Thriller", "Comedy", "Drama", "Family", "Musical", "Comedy", "Crime", "Drama", "Romance", "Action", "Comedy", "Romance", "Action", "Adventure", "Fantasy", "Horror", "Sci-Fi", "Thriller", "Comedy", "Drama", "Action", "Horror", "Sci-Fi", "Thriller", "Action", "Sci-Fi", "Thriller", "Action", "Crime", "Drama", "Mystery", "Thriller", "Action", "Drama", "Thriller", "Action", "Adventure", "Comedy", "Family", "Fantasy", "Sci-Fi", "Drama", "Drama", "Sport", "Action", "Adventure", "Comedy", "Comedy", "Crime", "Action", "Fantasy", "Sci-Fi", "Thriller", "Crime", "Drama", "Action", "Crime", "Fantasy", "Thriller", "Action", "Crime", "Thriller", "Drama", "Mystery", "Romance", "Adventure", "Biography", "Drama", "History", "Sport", "Thriller", "Crime", "Drama", "Fantasy", "Action", "Comedy", "Crime", "Action", "Animation", "Comedy", "Family", "Sci-Fi", "Adventure", "Sci-Fi", "Thriller", "Adventure", "Biography", "Crime", "Drama", "Western", "Action", "Crime", "Drama", "Thriller", "Action", "Adventure", "Drama", "History", "Comedy", "Crime", "Action", "War", "Comedy", "Drama", "Romance", "Comedy", "Romance", "Sport", "Action", "Comedy", "Crime", "Thriller", "Crime", "Drama", "Mystery", "Thriller", "Western", "Comedy", "Sport", "Adventure", "Animation", "Comedy", "Family", "Fantasy", "Action", "Drama", "Fantasy", "War", "Comedy", "Romance", "Comedy", "Drama", "Family", "Crime", "Drama", "Fantasy", "Mystery", "Adventure", "Animation", "Comedy", "Family", "Sci-Fi", "Crime", "Drama", "Mystery", "Thriller", "Action", "Mystery", "Thriller", "Action", "Adventure", "Thriller", "Drama", "Mystery", "Thriller", "Comedy", "Drama", "Sci-Fi", "Adventure", "Animation", "Biography", "Drama", "Family", "Fantasy", "Musical", "Comedy", "Family", "Action", "Comedy", "Crime", "Drama", "Thriller", "Action", "Comedy", "Family", "Fantasy", "Action", "Crime", "Thriller", "Comedy", "Romance", "Adventure", "Animation", "Comedy", "Family", "Comedy", "Action", "Drama", "Sport", "Adventure", "Comedy", "Family", "Action", "Sci-Fi", "Thriller", "Drama", "Romance", "Comedy", "Drama", "Fantasy", "Romance", "Action", "Comedy", "Crime", "Thriller", "Drama", "Sport", "Drama", "Romance", "Western", "Crime", "Drama", "Thriller", "Action", "Adventure", "Fantasy", "Thriller", "Action", "Drama", "Thriller", "Action", "Crime", "Mystery", "Thriller", "Action", "Sci-Fi", "Thriller", "Documentary", "Music", "Drama", "Thriller", "Action", "Adventure", "Comedy", "Crime", "Animation", "Family", "Fantasy", "Sci-Fi", "Thriller", "Action", "Crime", "Drama", "Thriller", "Comedy", "Family", "Fantasy", "Comedy", "Crime", "Comedy", "Family", "Action", "Fantasy", "Horror", "Sci-Fi", "Drama", "Adventure", "Animation", "Comedy", "Family", "Fantasy", "Action", "Adventure", "Crime", "Thriller", "Action", "Mystery", "Sci-Fi", "Thriller", "Drama", "Romance", "Adventure", "Animation", "Comedy", "Family", "Fantasy", "Action", "Comedy", "Sci-Fi", "Action", "Thriller", "Action", "Drama", "Thriller", "Biography", "Comedy", "Drama", "Action", "Crime", "Drama", "Thriller", "Action", "Horror", "Sci-Fi", "Action", "Crime", "Drama", "Mystery", "Thriller", "Adventure", "Animation", "Comedy", "Family", "Fantasy", "Comedy", "Drama", "Fantasy", "Romance", "Action", "Adventure", "Animation", "Comedy", "Family", "Fantasy", "Action", "Comedy", "Crime", "Action", "Adventure", "Fantasy", "Sci-Fi", "Thriller", "Action", "Crime", "Drama", "Thriller", "Adventure", "Comedy", "Biography", "Drama", "History", "Sport", "Comedy", "Crime", "Romance", "Thriller", "Comedy", "Family", "Sci-Fi", "Action", "Crime", "Thriller", "Adventure", "Animation", "Comedy", "Family", "Sci-Fi", "Action", "Adventure", "Sci-Fi", "Thriller", "Comedy", "Crime", "Romance", "Crime", "Drama", "Mystery", "Thriller", "Horror", "Mystery", "Sci-Fi", "Thriller", "Comedy", "Crime", "Action", "Crime", "Drama", "Mystery", "Thriller", "Action", "Crime", "Drama", "Thriller", "Biography", "Drama", "Music", "Drama", "Fantasy", "Sport", "Adventure", "Comedy", "Drama", "Music", "Action", "Adventure", "Crime", "Thriller", "Action", "Fantasy", "Horror", "Sci-Fi", "Thriller", "Adventure", "Animation", "Comedy", "Drama", "Family", "Fantasy", "Romance", "Horror", "Sci-Fi", "Thriller", "Drama", "Fantasy", "Mystery", "Romance", "Thriller", "Crime", "Drama", "Mystery", "Thriller", "Action", "Adventure", "Drama", "History", "Romance", "War", "Action", "Drama", "Thriller", "Horror", "Sci-Fi", "Thriller", "Drama", "Fantasy", "Mystery", "Romance", "Fantasy", "Horror", "Mystery", "Romance", "Adventure", "Comedy", "Family", "Romance", "Sci-Fi", "Drama", "Horror", "Thriller", "Comedy", "Drama", "Adventure", "Family", "Fantasy", "Action", "Crime", "Fantasy", "Thriller", "Action", "Comedy", "Mystery", "Romance", "Action", "Adventure", "Fantasy", "Thriller", "Adventure", "Drama", "Romance", "War", "Action", "Drama", "War", "Action", "Adventure", "Comedy", "Romance", "Sci-Fi", "Comedy", "Drama", "Action", "Biography", "Drama", "History", "Thriller", "War", "Adventure", "Comedy", "Family", "Fantasy", "Horror", "Comedy", "Fantasy", "Romance", "Comedy", "Family", "Romance", "Sci-Fi", "Action", "Adventure", "Thriller", "War", "Comedy", "Drama", "Romance", "Sport", "Comedy", "Drama", "Romance", "Comedy", "Action", "Adventure", "Horror", "Sci-Fi", "Action", "Adventure", "Drama", "History", "War", "Drama", "Mystery", "Thriller", "Comedy", "Action", "Adventure", "Fantasy", "Action", "Comedy", "Crime", "Drama", "Action", "Fantasy", "Thriller", "Drama", "Music", "Romance", "War", "Action", "Comedy", "Drama", "Family", "Thriller", "Action", "Crime", "Comedy", "Drama", "Animation", "Comedy", "Family", "Fantasy", "Music", "Comedy", "Adventure", "Animation", "Drama", "Family", "History", "Musical", "Romance", "Action", "Adventure", "Drama", "Romance", "Sci-Fi", "Comedy", "Romance", "Sci-Fi", "Comedy", "Romance", "Action", "Adventure", "Comedy", "Family", "Romance", "Comedy", "Romance", "Biography", "Drama", "Thriller", "Comedy", "Crime", "Romance", "Thriller", "Comedy", "Family", "Fantasy", "Action", "Crime", "Thriller", "Comedy", "Drama", "Romance", "Action", "Drama", "Thriller", "War", "Biography", "Drama", "Drama", "Mystery", "Thriller", "Drama", "Thriller", "Drama", "Fantasy", "Romance", "Action", "Comedy", "Action", "Crime", "Drama", "Thriller", "Action", "Comedy", "Crime", "Thriller", "Comedy", "Fantasy", "Horror", "Action", "Adventure", "Comedy", "Western", "Action", "Adventure", "Thriller", "Comedy", "Family", "Fantasy", "Action", "Adventure", "Fantasy", "Adventure", "Animation", "Comedy", "Family", "Action", "Horror", "Sci-Fi", "Biography", "Drama", "History", "Musical", "Action", "Adventure", "Crime", "Thriller", "Adventure", "Drama", "Horror", "Thriller", "Animation", "Comedy", "Family", "Fantasy", "Action", "Comedy", "Sci-Fi", "Action", "Crime", "Drama", "Thriller", "Drama", "Thriller", "Comedy", "Comedy", "Sport", "Adventure", "Animation", "Comedy", "Family", "Crime", "Drama", "Mystery", "Thriller", "Action", "Drama", "Sci-Fi", "Thriller", "Action", "Drama", "Sport", "Thriller", "Drama", "Musical", "Romance", "Thriller", "Biography", "Drama", "History", "War", "Action", "Sci-Fi", "Drama", "History", "War", "Action", "Thriller", "Comedy", "Drama", "Family", "Fantasy", "Adventure", "Comedy", "Crime", "Family", "Musical", "Action", "Adventure", "Comedy", "Family", "Sci-Fi", "Drama", "Music", "Musical", "Romance", "Drama", "Mystery", "Romance", "War", "Action", "Horror", "Sci-Fi", "Thriller", "Drama", "Romance", "Action", "Thriller", "Crime", "Drama", "Comedy", "Drama", "Romance", "Comedy", "Romance", "Action", "Adventure", "Romance", "Sci-Fi", "Comedy", "Crime", "Romance", "Drama", "Thriller", "Action", "Crime", "Thriller", "Adventure", "Animation", "Drama", "Family", "Fantasy", "Musical", "Mystery", "Romance", "Drama", "Musical", "Romance", "Crime", "Mystery", "Thriller", "Biography", "Crime", "Drama", "Drama", "History", "War", "Crime", "Drama", "Thriller", "Action", "Horror", "Thriller", "Drama", "History", "Horror", "Drama", "Romance", "Sport", "Biography", "Crime", "Drama", "Drama", "History", "Thriller", "Comedy", "Drama", "Romance", "Comedy", "Family", "Musical", "Romance", "Comedy", "Romance", "Action", "Adventure", "Comedy", "Drama", "War", "Comedy", "Fantasy", "Biography", "Comedy", "Drama", "Biography", "Crime", "Drama", "Action", "Thriller", "Action", "Comedy", "Fantasy", "Comedy", "Animation", "Comedy", "Family", "Adventure", "Drama", "Fantasy", "Romance", "Adventure", "Animation", "Comedy", "Family", "Fantasy", "Romance", "Sci-Fi", "Thriller", "Action", "Adventure", "Drama", "Romance", "Comedy", "Drama", "Romance", "Sport", "Comedy", "Fantasy", "Comedy", "Drama", "Romance", "Biography", "Comedy", "Drama", "Romance", "Comedy", "Comedy", "Romance", "Mystery", "Sci-Fi", "Thriller", "Biography", "Drama", "Comedy", "Romance", "Action", "Comedy", "Crime", "Drama", "Fantasy", "Horror", "Comedy", "Romance", "Action", "Comedy", "Crime", "Comedy", "Drama", "Comedy", "Family", "Adventure", "Comedy", "Drama", "Fantasy", "Musical", "Crime", "Drama", "Mystery", "Thriller", "Action", "Crime", "Drama", "Thriller", "Action", "Adventure", "Mystery", "Sci-Fi", "Drama", "Mystery", "Sci-Fi", "Thriller", "Comedy", "Romance", "Comedy", "Drama", "Romance", "Animation", "Comedy", "Family", "Fantasy", "Comedy", "Family", "Biography", "Drama", "Sport", "Action", "Drama", "Thriller", "Action", "Mystery", "Thriller", "Action", "Adventure", "Family", "Fantasy", "Sci-Fi", "Thriller", "Action", "Drama", "Thriller", "Action", "Adventure", "Comedy", "Adventure", "Animation", "Comedy", "Family", "Adventure", "Comedy", "Family", "Fantasy", "Romance", "Sport", "Crime", "Drama", "Mystery", "Thriller", "Action", "Fantasy", "Horror", "Drama", "Thriller", "Action", "Adventure", "Sci-Fi", "Thriller", "Drama", "Thriller", "Action", "Drama", "Thriller", "War", "Adventure", "Animation", "Comedy", "Family", "Fantasy", "Romance", "Crime", "Thriller", "Action", "Crime", "Drama", "Thriller", "Action", "Drama", "War", "Drama", "Mystery", "Thriller", "Adventure", "Horror", "Mystery", "Comedy", "Sport", "Comedy", "Action", "Crime", "Drama", "Mystery", "Thriller", "Action", "Thriller", "Action", "Comedy", "Crime", "Thriller", "Comedy", "Fantasy", "Horror", "Crime", "Drama", "Action", "Thriller", "Action", "Horror", "Sci-Fi", "Thriller", "Comedy", "Drama", "Romance", "Crime", "Drama", "Romance", "Thriller", "Action", "Adventure", "Thriller", "Action", "Adventure", "Family", "Fantasy", "Adventure", "Drama", "Thriller", "Comedy", "Drama", "Romance", "Action", "Crime", "Thriller", "Drama", "Romance", "Sport", "Comedy", "Crime", "Drama", "Thriller", "Comedy", "Family", "Drama", "Fantasy", "Crime", "Mystery", "Thriller", "Action", "Crime", "Thriller", "Crime", "Drama", "Thriller", "Comedy", "Drama", "Romance", "Action", "Adventure", "Romance", "Sci-Fi", "Thriller", "Action", "Crime", "Drama", "Mystery", "Thriller", "Action", "Crime", "Drama", "Mystery", "Thriller", "Action", "Crime", "Drama", "Mystery", "Thriller", "Action", "Adventure", "Sci-Fi", "Thriller", "Action", "Adventure", "Animation", "Comedy", "Drama", "Family", "Sci-Fi", "Adventure", "Comedy", "Drama", "Action", "Biography", "Drama", "History", "War", "Crime", "Drama", "Thriller", "Action", "Comedy", "Action", "Crime", "Drama", "Thriller", "Crime", "Mystery", "Thriller", "Action", "Adventure", "Crime", "Thriller", "Adventure", "Comedy", "Fantasy", "Drama", "Mystery", "Thriller", "Crime", "Drama", "Thriller", "Adventure", "Comedy", "Crime", "Drama", "Family", "Drama", "Romance", "Biography", "Drama", "Thriller", "Action", "Biography", "Crime", "Drama", "Thriller", "Crime", "Drama", "Thriller", "Action", "Sci-Fi", "Thriller", "Drama", "Fantasy", "Romance", "Comedy", "Crime", "Drama", "Thriller", "Comedy", "Comedy", "Crime", "Comedy", "Sci-Fi", "Action", "Fantasy", "Thriller", "Action", "Crime", "Drama", "Mystery", "Thriller", "Action", "Sci-Fi", "Thriller", "Action", "Adventure", "Comedy", "Crime", "Music", "Mystery", "Crime", "Drama", "Thriller", "Action", "Adventure", "Fantasy", "Action", "Crime", "Drama", "Sci-Fi", "Thriller", "Crime", "Drama", "Mystery", "Thriller", "Crime", "Drama", "Thriller", "Action", "Adventure", "Comedy", "Drama", "War", "Crime", "Drama", "Thriller", "Adventure", "Comedy", "Drama", "Mystery", "Sci-Fi", "Comedy", "Fantasy", "Romance", "Comedy", "Fantasy", "Romance", "Crime", "Drama", "Music", "Adventure", "Crime", "Drama", "Western", "Action", "Thriller", "Crime", "Drama", "Romance", "Thriller", "Comedy", "Drama", "Thriller", "Action", "Comedy", "Crime", "Music", "Romance", "Thriller", "Crime", "Romance", "Thriller", "Biography", "Comedy", "Drama", "Adventure", "Animation", "Comedy", "Family", "Fantasy", "Drama", "Horror", "Romance", "Thriller", "Comedy", "Romance", "Comedy", "Romance", "Drama", "Mystery", "Thriller", "Action", "Adventure", "Drama", "Sci-Fi", "Thriller", "Action", "Drama", "Fantasy", "Thriller", "Western", "Action", "Drama", "Mystery", "Thriller", "War", "Comedy", "Fantasy", "Romance", "Biography", "Crime", "Drama", "Thriller", "Comedy", "Family", "Fantasy", "Action", "Crime", "Thriller", "Comedy", "Action", "Comedy", "Crime", "Romance", "Action", "Adventure", "Family", "Fantasy", "Sci-Fi", "Comedy", "Family", "Romance", "Crime", "Drama", "Mystery", "Thriller", "Crime", "Drama", "Mystery", "Thriller", "Adventure", "Comedy", "Drama", "Action", "Thriller", "Comedy", "Romance", "Crime", "Drama", "Mystery", "Thriller", "Crime", "Drama", "Thriller", "Adventure", "Comedy", "Sci-Fi", "Comedy", "Adventure", "Comedy", "Family", "Musical", "Action", "Horror", "Drama", "Sport", "Drama", "Thriller", "Action", "Adventure", "Horror", "Thriller", "Comedy", "Drama", "Music", "Romance", "Comedy", "Drama", "Romance", "Adventure", "Animation", "Comedy", "Family", "Fantasy", "Horror", "Mystery", "Thriller", "Action", "Crime", "Drama", "Romance", "Thriller", "Comedy", "Drama", "Romance", "Sport", "Comedy", "Family", "Romance", "Sport", "Adventure", "Comedy", "Sci-Fi", "Comedy", "Family", "Fantasy", "Romance", "Action", "Horror", "Sci-Fi", "Thriller", "Comedy", "Romance", "Adventure", "Comedy", "Drama", "Action", "Adventure", "Crime", "Thriller", "Drama", "Family", "Fantasy", "Crime", "Drama", "Thriller", "Action", "Crime", "Thriller", "Action", "Adventure", "Comedy", "Adventure", "Animation", "Comedy", "Family", "Fantasy", "Action", "Adventure", "Sci-Fi", "Drama", "Fantasy", "Musical", "Romance", "Drama", "Romance", "Action", "Crime", "Drama", "Thriller", "Action", "Adventure", "Sci-Fi", "Thriller", "Action", "Comedy", "Crime", "Drama", "Thriller", "Comedy", "Romance", "Sci-Fi", "Adventure", "Comedy", "Family", "Fantasy", "Sci-Fi", "Crime", "Drama", "Mystery", "Thriller", "Comedy", "Musical", "Action", "Sci-Fi", "Action", "Adventure", "Comedy", "Fantasy", "Drama", "Romance", "Western", "Biography", "Drama", "History", "Mystery", "Thriller", "Action", "Adventure", "Horror", "Sci-Fi", "Action", "Crime", "Drama", "Thriller", "War", "Drama", "Romance", "Action", "Crime", "Thriller", "Comedy", "Crime", "Thriller", "Drama", "Romance", "Action", "Thriller", "Action", "Adventure", "Comedy", "Crime", "Biography", "Drama", "History", "Thriller", "Action", "Adventure", "Crime", "Drama", "Mystery", "Thriller", "Action", "Comedy", "Romance", "Crime", "Drama", "Thriller", "Action", "Adventure", "Thriller", "War", "Drama", "Thriller", "Animation", "Family", "Fantasy", "Musical", "Adventure", "Drama", "Western", "Action", "Adventure", "Fantasy", "Sci-Fi", "Thriller", "Drama", "Horror", "Sci-Fi", "Thriller", "Drama", "Comedy", "Drama", "Action", "Crime", "Drama", "Thriller", "Comedy", "Romance", "Drama", "Mystery", "Thriller", "Drama", "Fantasy", "Romance", "Action", "Crime", "Thriller", "Action", "Comedy", "Crime", "Comedy", "Drama", "Romance", "Adventure", "Animation", "Comedy", "Drama", "Family", "Comedy", "Romance", "Comedy", "Drama", "Romance", "Action", "Comedy", "Crime", "Biography", "Drama", "History", "Romance", "Action", "Comedy", "Sport", "Crime", "Drama", "Mystery", "Thriller", "Comedy", "Drama", "Romance", "Drama", "Horror", "Mystery", "Thriller", "Comedy", "Action", "Adventure", "Thriller", "Fantasy", "Horror", "Mystery", "Thriller", "Action", "Crime", "Drama", "Thriller", "Adventure", "Comedy", "Family", "Fantasy", "Sci-Fi", "Crime", "Drama", "Thriller", "Action", "Adventure", "History", "Action", "Comedy", "Crime", "Romance", "Thriller", "Comedy", "Action", "Fantasy", "Western", "Action", "Comedy", "Crime", "Drama", "Music", "Action", "Adventure", "Romance", "Action", "Comedy", "Fantasy", "Drama", "Mystery", "Thriller", "Action", "Crime", "Thriller", "Comedy", "Action", "Drama", "Family", "Sport", "Crime", "Drama", "Comedy", "Drama", "Romance", "Crime", "Mystery", "Thriller", "Adventure", "Comedy", "Sci-Fi", "Action", "Sci-Fi", "Thriller", "Drama", "Romance", "Action", "Adventure", "Comedy", "Family", "Sci-Fi", "Crime", "Drama", "Thriller", "Comedy", "Family", "Action", "Biography", "Drama", "Thriller", "War", "Comedy", "Drama", "Sport", "Horror", "Mystery", "Thriller", "Biography", "Drama", "Comedy", "Drama", "Romance", "Comedy", "Horror", "Mystery", "Adventure", "Comedy", "Sci-Fi", "Western", "Comedy", "Crime", "Fantasy", "Horror", "Romance", "Biography", "Drama", "Romance", "Biography", "Drama", "Sport", "Crime", "Drama", "Thriller", "Comedy", "Adventure", "Drama", "Family", "Comedy", "Drama", "Action", "Comedy", "Action", "Adventure", "Drama", "Romance", "War", "Biography", "Drama", "Music", "Crime", "Thriller", "Crime", "Drama", "Mystery", "Thriller", "Comedy", "Romance", "Comedy", "Drama", "Fantasy", "Romance", "Drama", "History", "Thriller", "Comedy", "Crime", "Adventure", "Comedy", "Crime", "Romance", "Comedy", "Drama", "Family", "Fantasy", "Romance", "Comedy", "Romance", "Horror", "Drama", "History", "Thriller", "Action", "Drama", "Thriller", "War", "Comedy", "Drama", "Romance", "Action", "Adventure", "Comedy", "Family", "Sci-Fi", "Action", "Horror", "Action", "Adventure", "Drama", "Romance", "Thriller", "Crime", "Drama", "Thriller", "Action", "Mystery", "Thriller", "Drama", "Mystery", "Sci-Fi", "Thriller", "Comedy", "Crime", "Adventure", "Animation", "Comedy", "Family", "Sci-Fi", "Action", "Adventure", "Drama", "Thriller", "Action", "Adventure", "Thriller", "Action", "Adventure", "Sci-Fi", "Thriller", "Comedy", "Crime", "Romance", "Mystery", "Thriller", "Drama", "Fantasy", "Romance", "Horror", "Mystery", "Thriller", "Comedy", "Drama", "Family", "Fantasy", "Comedy", "Romance", "Biography", "Drama", "Music", "Musical", "Crime", "Drama", "Thriller", "Horror", "Mystery", "Thriller", "Drama", "History", "Adventure", "Drama", "Romance", "Action", "Horror", "Sci-Fi", "Thriller", "Comedy", "Family", "Drama", "Romance", "Adventure", "Comedy", "Sci-Fi", "Comedy", "Drama", "Horror", "Mystery", "Mystery", "Thriller", "Biography", "Drama", "Music", "Musical", "Comedy", "Comedy", "Drama", "Horror", "Comedy", "Crime", "Romance", "Drama", "Comedy", "Drama", "Romance", "Sport", "Comedy", "Drama", "Comedy", "Western", "Action", "Adventure", "Crime", "Fantasy", "Mystery", "Thriller", "Adventure", "Drama", "Mystery", "Comedy", "Drama", "Romance", "Biography", "Crime", "Drama", "Music", "Action", "Adventure", "Crime", "Thriller", "Drama", "Musical", "Romance", "Crime", "Drama", "Horror", "Thriller", "Comedy", "Horror", "Sci-Fi", "Thriller", "Action", "Adventure", "Romance", "Biography", "Drama", "History", "Romance", "Drama", "Romance", "Horror", "Thriller", "Crime", "Drama", "Romance", "Thriller", "Comedy", "Drama", "Action", "Crime", "Drama", "Thriller", "Adventure", "Animation", "Comedy", "Drama", "Family", "Fantasy", "Musical", "Crime", "Drama", "Mystery", "Thriller", "Drama", "Romance", "Action", "Comedy", "Crime", "Drama", "Thriller", "Drama", "Biography", "Drama", "History", "Romance", "Action", "Crime", "Thriller", "Action", "Crime", "Drama", "Thriller", "Drama", "Thriller", "Action", "Adventure", "Comedy", "Music", "Thriller", "Adventure", "Animation", "Comedy", "Crime", "Family", "Comedy", "Romance", "Comedy", "Romance", "Sci-Fi", "Thriller", "Comedy", "Romance", "Comedy", "Crime", "Family", "Romance", "Comedy", "Drama", "Romance", "Biography", "Drama", "Romance", "Drama", "Crime", "Horror", "Thriller", "Action", "Adventure", "Fantasy", "Thriller", "Comedy", "Action", "Adventure", "Drama", "Thriller", "Action", "Sci-Fi", "Action", "Horror", "Mystery", "Sci-Fi", "Thriller", "Drama", "Mystery", "Sci-Fi", "Thriller", "Action", "Adventure", "Thriller", "Comedy", "Fantasy", "Sci-Fi", "Adventure", "Sci-Fi", "Thriller", "Comedy", "Drama", "Adventure", "Animation", "Comedy", "Fantasy", "Romance", "Action", "Crime", "Drama", "Mystery", "Thriller", "Action", "Adventure", "Family", "Thriller", "Drama", "Mystery", "Thriller", "Comedy", "Crime", "Drama", "Thriller", "Adventure", "Comedy", "Drama", "Romance", "Thriller", "War", "Comedy", "Fantasy", "Action", "Drama", "History", "Romance", "War", "Drama", "History", "War", "Action", "Drama", "Sci-Fi", "Thriller", "Action", "Drama", "Fantasy", "Drama", "Fantasy", "Romance", "Sci-Fi", "Action", "Crime", "Thriller", "Animation", "Comedy", "Family", "Horror", "Sci-Fi", "Action", "Adventure", "Sci-Fi", "Thriller", "Biography", "Drama", "Romance", "Sport", "Action", "Comedy", "Sci-Fi", "Comedy", "Sport", "Comedy", "Romance", "Comedy", "Romance", "Comedy", "Action", "Adventure", "Comedy", "Family", "Sci-Fi", "Action", "Adventure", "Mystery", "Sci-Fi", "Thriller", "Action", "Biography", "Drama", "Drama", "Romance", "Biography", "Drama", "Sport", "Crime", "Drama", "Thriller", "Comedy", "Crime", "Romance", "Action", "Comedy", "Crime", "Drama", "Romance", "Comedy", "Drama", "Mystery", "Thriller", "Crime", "Drama", "Mystery", "Thriller", "Drama", "Music", "Drama", "Adventure", "Drama", "Horror", "Mystery", "Sci-Fi", "Action", "Sci-Fi", "Thriller", "Crime", "Mystery", "Thriller", "Action", "Adventure", "Drama", "Thriller", "Western", "Adventure", "Family", "Fantasy", "Sci-Fi", "Drama", "Biography", "Drama", "Sport", "Action", "Adventure", "Sci-Fi", "Thriller", "Drama", "Sport", "Crime", "Drama", "Thriller", "Comedy", "Drama", "Romance", "Comedy", "Drama", "Adventure", "Comedy", "Family", "Fantasy", "Action", "Biography", "Drama", "Sport", "Drama", "Action", "Comedy", "Crime", "Comedy", "Romance", "Drama", "Family", "Drama", "Fantasy", "Romance", "Crime", "Drama", "Thriller", "Action", "Comedy", "Crime", "Thriller", "Comedy", "Crime", "Action", "Crime", "Drama", "Mystery", "Thriller", "Action", "Adventure", "Thriller", "Comedy", "Sci-Fi", "Drama", "Family", "Action", "Adventure", "Crime", "Drama", "Family", "Fantasy", "Romance", "Thriller", "Action", "Crime", "Drama", "Thriller", "Comedy", "Drama", "Romance", "Drama", "History", "Drama", "Mystery", "Romance", "Thriller", "Drama", "Horror", "Mystery", "Thriller", "Drama", "Sci-Fi", "Thriller", "Biography", "Comedy", "Romance", "Adventure", "Animation", "Comedy", "Family", "Sci-Fi", "Comedy", "Comedy", "Action", "Biography", "Drama", "History", "Action", "Adventure", "Comedy", "Crime", "Action", "Adventure", "Biography", "Drama", "War", "Action", "Crime", "Thriller", "Biography", "Drama", "Sport", "Action", "Adventure", "Comedy", "Family", "Sci-Fi", "Comedy", "Crime", "Adventure", "Drama", "Western", "Comedy", "Drama", "Romance", "Adventure", "Mystery", "Sci-Fi", "Comedy", "Crime", "Crime", "Thriller", "Crime", "Drama", "Thriller", "Comedy", "Romance", "Comedy", "Romance", "Drama", "Romance", "War", "Crime", "Drama", "Mystery", "Thriller", "Adventure", "Comedy", "Family", "Sci-Fi", "Comedy", "Action", "Horror", "Sci-Fi", "Thriller", "Horror", "Horror", "Sci-Fi", "Thriller", "Action", "Adventure", "Biography", "Drama", "Family", "History", "Sport", "Action", "Adventure", "Animation", "Comedy", "Family", "Fantasy", "Sci-Fi", "Biography", "Drama", "Sport", "Comedy", "Romance", "Comedy", "Biography", "Comedy", "Drama", "History", "Music", "Biography", "Drama", "History", "Romance", "Comedy", "Comedy", "Family", "Action", "Adventure", "Fantasy", "Sci-Fi", "Thriller", "Comedy", "Romance", "Comedy", "Romance", "Sport", "Comedy", "Romance", "Biography", "Crime", "Drama", "Action", "Horror", "Sci-Fi", "Fantasy", "Horror", "Comedy", "Crime", "Thriller", "Action", "Crime", "Drama", "Mystery", "Thriller", "Action", "Sci-Fi", "Thriller", "Comedy", "Romance", "Comedy", "Drama", "Romance", "Adventure", "Comedy", "Fantasy", "Action", "Adventure", "Comedy", "Thriller", "Biography", "Drama", "War", "Drama", "Family", "Fantasy", "Horror", "Drama", "Romance", "Biography", "Crime", "Drama", "Horror", "Mystery", "Drama", "Fantasy", "Horror", "Action", "Horror", "Sci-Fi", "Crime", "Drama", "Thriller", "Comedy", "Drama", "Romance", "Sci-Fi", "Comedy", "Drama", "Romance", "Action", "Crime", "Mystery", "Thriller", "Crime", "Drama", "Mystery", "Thriller", "Comedy", "Family", "Fantasy", "Biography", "Crime", "Drama", "Drama", "Mystery", "Sci-Fi", "Thriller", "Comedy", "Family", "Fantasy", "Romance", "Biography", "Drama", "Sport", "Action", "Mystery", "Thriller", "Adventure", "Animation", "Comedy", "Family", "War", "Comedy", "Drama", "Action", "Comedy", "Sci-Fi", "Thriller", "Crime", "Drama", "Thriller", "Comedy", "Horror", "Action", "Crime", "Thriller", "Action", "Comedy", "Crime", "Adventure", "Drama", "Romance", "War", "Action", "Crime", "Romance", "Thriller", "Comedy", "Romance", "Sport", "Comedy", "Family", "Drama", "Thriller", "War", "Action", "Drama", "Thriller", "War", "Comedy", "Music", "Drama", "Action", "Western", "Biography", "Drama", "History", "Romance", "Action", "Crime", "Mystery", "Thriller", "Drama", "Fantasy", "Action", "Comedy", "Thriller", "Action", "Crime", "Drama", "Thriller", "Action", "Mystery", "Thriller", "Action", "Crime", "Drama", "Thriller", "Action", "Adventure", "Family", "Sci-Fi", "Adventure", "Biography", "Drama", "Thriller", "Action", "Adventure", "Fantasy", "Comedy", "Drama", "Romance", "Drama", "Crime", "Drama", "Action", "Drama", "Sci-Fi", "Thriller", "Crime", "Drama", "Mystery", "Thriller", "Drama", "Romance", "War", "Western", "Action", "Mystery", "Sci-Fi", "Thriller", "Comedy", "Drama", "Romance", "Drama", "Sci-Fi", "Action", "Adventure", "Comedy", "Drama", "Thriller", "Action", "Crime", "Drama", "Thriller", "Adventure", "Animation", "Family", "Fantasy", "Drama", "Romance", "Drama", "Sci-Fi", "Thriller", "Adventure", "Drama", "Romance", "Comedy", "Romance", "Sport", "Biography", "Drama", "History", "Drama", "Thriller", "Action", "Comedy", "Crime", "Drama", "Thriller", "Action", "Comedy", "Crime", "Action", "Adventure", "Horror", "Sci-Fi", "Thriller", "Drama", "Music", "Romance", "Action", "Adventure", "Crime", "Drama", "Thriller", "Crime", "Horror", "Mystery", "Thriller", "Action", "Crime", "Drama", "Thriller", "Drama", "Romance", "Sport", "Action", "Crime", "Thriller", "Comedy", "Drama", "Romance", "Action", "Adventure", "Fantasy", "Sci-Fi", "Action", "Sci-Fi", "Thriller", "Drama", "Romance", "Comedy", "Family", "Fantasy", "Romance", "Drama", "Fantasy", "Romance", "Sci-Fi", "Adventure", "Comedy", "Family", "Sport", "Comedy", "Drama", "Fantasy", "Comedy", "Family", "Sport", "Comedy", "Romance", "Comedy", "Fantasy", "Horror", "Biography", "Drama", "Action", "Crime", "Thriller", "Comedy", "Action", "Comedy", "Crime", "Mystery", "Sci-Fi", "Thriller", "Adventure", "Biography", "Drama", "Thriller", "Mystery", "Thriller", "Action", "Adventure", "Drama", "Family", "Drama", "Family", "Sport", "Crime", "Drama", "Thriller", "Action", "Crime", "Thriller", "Action", "Thriller", "Western", "Comedy", "Romance", "Drama", "Thriller", "Action", "Crime", "Sci-Fi", "Thriller", "Action", "Drama", "Fantasy", "Horror", "Thriller", "Comedy", "Family", "Fantasy", "Comedy", "Animation", "Comedy", "Family", "Fantasy", "Musical", "Drama", "Drama", "Mystery", "Thriller", "Drama", "War", "Comedy", "Romance", "Drama", "Music", "Action", "Crime", "Drama", "Mystery", "Sci-Fi", "Thriller", "Biography", "Drama", "Romance", "Drama", "Thriller", "Action", "Adventure", "Sci-Fi", "Thriller", "Adventure", "Comedy", "Crime", "Drama", "Drama", "Mystery", "Comedy", "Fantasy", "Horror", "Thriller", "Crime", "Drama", "Mystery", "Sci-Fi", "Thriller", "Action", "Comedy", "Fantasy", "Sci-Fi", "Adventure", "Comedy", "Comedy", "Crime", "Thriller", "Comedy", "Crime", "Musical", "Comedy", "Drama", "Comedy", "Adventure", "Animation", "Comedy", "Family", "Fantasy", "Action", "Adventure", "Crime", "Thriller", "Drama", "Romance", "Drama", "Biography", "Drama", "Sport", "Action", "Adventure", "Thriller", "Biography", "Drama", "Comedy", "Sport", "Comedy", "Fantasy", "Adventure", "Comedy", "Comedy", "Family", "Romance", "Comedy", "Crime", "Drama", "Mystery", "Thriller", "Action", "Sci-Fi", "Thriller", "Adventure", "Animation", "Comedy", "Family", "Fantasy", "Crime", "Drama", "Mystery", "Thriller", "Drama", "Sport", "Comedy", "Crime", "Drama", "Romance", "Comedy", "Romance", "Comedy", "Drama", "Family", "Music", "Romance", "Adventure", "Animation", "Comedy", "Family", "Romance", "Drama", "Romance", "Drama", "Romance", "War", "Western", "Drama", "Romance", "Comedy", "Drama", "Comedy", "Horror", "Romance", "Action", "Crime", "Drama", "Sci-Fi", "Thriller", "Comedy", "Fantasy", "Comedy", "Drama", "Family", "Comedy", "Drama", "Romance", "Comedy", "Drama", "Romance", "Action", "Crime", "Drama", "Mystery", "Thriller", "Comedy", "Romance", "Drama", "Romance", "Comedy", "Romance", "Adventure", "Comedy", "Mystery", "Comedy", "Fantasy", "Romance", "Comedy", "Fantasy", "Romance", "Adventure", "Animation", "Comedy", "Family", "Biography", "Crime", "Drama", "Drama", "Romance", "Action", "Adventure", "Sci-Fi", "Thriller", "Comedy", "Family", "Fantasy", "Sport", "Comedy", "Crime", "Action", "Adventure", "Thriller", "Animation", "Comedy", "Family", "Mystery", "Sci-Fi", "Drama", "Romance", "Drama", "Mystery", "Romance", "War", "Comedy", "Drama", "Romance", "Action", "Crime", "Thriller", "Animation", "Drama", "Family", "Fantasy", "Musical", "Romance", "Action", "Crime", "Drama", "Mystery", "Thriller", "Drama", "Sport", "Horror", "Thriller", "Drama", "Fantasy", "Romance", "Comedy", "Drama", "Family", "Drama", "Music", "Romance", "Drama", "Romance", "Sport", "Comedy", "Drama", "Fantasy", "Romance", "Horror", "Fantasy", "Horror", "Mystery", "Thriller", "Comedy", "Action", "Comedy", "Crime", "Thriller", "Action", "Crime", "Sci-Fi", "Thriller", "Comedy", "Horror", "Musical", "Sci-Fi", "Action", "Drama", "Thriller", "Action", "Adventure", "Fantasy", "Sci-Fi", "Thriller", "Comedy", "Drama", "Romance", "Drama", "Fantasy", "Horror", "Drama", "Music", "Crime", "Drama", "Sport", "Comedy", "Crime", "Action", "Adventure", "Animation", "Drama", "Mystery", "Sci-Fi", "Thriller", "Crime", "Drama", "Thriller", "Adventure", "Animation", "Comedy", "Family", "Musical", "Comedy", "Comedy", "Drama", "Romance", "Biography", "Drama", "Music", "Drama", "Action", "Crime", "Sci-Fi", "Thriller", "Comedy", "Romance", "Sci-Fi", "Horror", "Mystery", "Thriller", "Adventure", "Drama", "Thriller", "Comedy", "Drama", "Romance", "Comedy", "Romance", "Comedy", "Drama", "Romance", "Sport", "Crime", "Drama", "Romance", "Thriller", "Action", "Horror", "Sci-Fi", "Thriller", "Action", "Crime", "Drama", "Thriller", "Action", "Crime", "Thriller", "Action", "Adventure", "Crime", "Drama", "Romance", "Action", "Comedy", "Horror", "Comedy", "Drama", "Romance", "Crime", "Drama", "Mystery", "Thriller", "Drama", "Comedy", "Crime", "Thriller", "Drama", "Horror", "Sci-Fi", "Action", "Adventure", "Comedy", "Romance", "Sci-Fi", "Crime", "Drama", "Thriller", "Adventure", "Horror", "Thriller", "Comedy", "Romance", "Drama", "Mystery", "Romance", "Thriller", "Comedy", "Horror", "Biography", "Drama", "History", "Romance", "Action", "Adventure", "Sci-Fi", "Drama", "Fantasy", "Thriller", "Action", "Adventure", "Fantasy", "Sci-Fi", "Thriller", "Action", "Crime", "Thriller", "Drama", "Horror", "Sci-Fi", "Thriller", "Comedy", "Romance", "Animation", "Comedy", "Family", "Drama", "Adventure", "Fantasy", "Mystery", "Crime", "Thriller", "Action", "Crime", "Drama", "Thriller", "Drama", "History", "War", "Crime", "Drama", "Action", "Crime", "Drama", "Thriller", "Drama", "Romance", "Action", "Crime", "Drama", "Romance", "Thriller", "Biography", "Drama", "Romance", "Action", "Drama", "Fantasy", "Action", "Adventure", "Biography", "Crime", "Drama", "History", "Western", "Action", "Adventure", "Drama", "History", "War", "Action", "Biography", "Crime", "Drama", "Comedy", "Music", "Biography", "Drama", "Music", "Romance", "Comedy", "Drama", "Romance", "Adventure", "Comedy", "Family", "Fantasy", "Drama", "Comedy", "Romance", "Comedy", "Biography", "Drama", "History", "Comedy", "Drama", "Comedy", "Fantasy", "Horror", "Thriller", "Drama", "Mystery", "Sci-Fi", "Thriller", "Adventure", "Animation", "Comedy", "Family", "Fantasy", "Musical", "Romance", "Biography", "Crime", "Drama", "History", "Music", "Action", "Adventure", "Adventure", "Animation", "Comedy", "Drama", "Family", "Musical", "Crime", "Drama", "Thriller", "Action", "Crime", "Thriller", "Action", "Thriller", "Comedy", "Biography", "Comedy", "Drama", "History", "Comedy", "Drama", "Music", "Biography", "Drama", "History", "Sport", "Action", "Horror", "Thriller", "Comedy", "Romance", "Comedy", "Drama", "Mystery", "Thriller", "Comedy", "Romance", "Action", "Adventure", "Thriller", "Comedy", "Romance", "Action", "Crime", "Sci-Fi", "Thriller", "Comedy", "Drama", "Romance", "Thriller", "Comedy", "Family", "Fantasy", "Comedy", "Drama", "Romance", "Action", "Comedy", "Action", "Comedy", "Crime", "Action", "Fantasy", "Horror", "Thriller", "Comedy", "Family", "Drama", "Romance", "Sci-Fi", "Thriller", "Adventure", "Biography", "Action", "Drama", "Thriller", "Crime", "Drama", "Thriller", "Drama", "Horror", "Thriller", "Documentary", "Comedy", "Fantasy", "Romance", "Comedy", "Drama", "Sport", "Action", "Comedy", "Family", "Comedy", "Family", "Fantasy", "Action", "Horror", "Sci-Fi", "Comedy", "Drama", "Action", "Horror", "Romance", "Biography", "Drama", "History", "War", "Comedy", "Drama", "Romance", "Action", "Comedy", "Crime", "Action", "Crime", "Drama", "Thriller", "Action", "Adventure", "Thriller", "Comedy", "Romance", "Drama", "Comedy", "Drama", "Romance", "Adventure", "Drama", "History", "Crime", "Drama", "Romance", "Thriller", "Drama", "Thriller", "Action", "Adventure", "Sci-Fi", "Thriller", "Drama", "Adventure", "Drama", "Family", "Fantasy", "Crime", "Drama", "Mystery", "Thriller", "Action", "Comedy", "Crime", "Music", "Comedy", "Music", "Comedy", "Drama", "Romance", "Action", "Comedy", "Horror", "Crime", "Drama", "Mystery", "Thriller", "Adventure", "Drama", "History", "Drama", "History", "Thriller", "Action", "Drama", "Fantasy", "Mystery", "Sci-Fi", "Thriller", "Biography", "Drama", "History", "Romance", "Action", "Crime", "Drama", "History", "Western", "Horror", "Mystery", "Thriller", "Crime", "Drama", "Mystery", "Thriller", "Comedy", "Drama", "Family", "Action", "Adventure", "Comedy", "Family", "Sci-Fi", "Crime", "Drama", "Thriller", "Action", "Comedy", "Crime", "Thriller", "Comedy", "Crime", "Drama", "Crime", "Horror", "Mystery", "Thriller", "Comedy", "Drama", "Drama", "Thriller", "Action", "Comedy", "Crime", "Comedy", "Family", "Fantasy", "Music", "Romance", "Comedy", "Romance", "Comedy", "Drama", "Romance", "Crime", "Drama", "Mystery", "Thriller", "Action", "Comedy", "Crime", "Action", "Comedy", "Crime", "Comedy", "Drama", "Romance", "Drama", "Romance", "Western", "Drama", "Horror", "Sci-Fi", "Thriller", "Drama", "History", "War", "Mystery", "Thriller", "Horror", "Thriller", "Adventure", "Comedy", "Crime", "Music", "Action", "Fantasy", "Horror", "Comedy", "Crime", "Drama", "Comedy", "Drama", "Romance", "Action", "Adventure", "Comedy", "Sci-Fi", "Thriller", "Action", "Crime", "Drama", "Western", "Drama", "Thriller", "Action", "Adventure", "Comedy", "Family", "Romance", "Sci-Fi", "Comedy", "Romance", "Drama", "Mystery", "Romance", "Thriller", "Crime", "Mystery", "Thriller", "Comedy", "Romance", "Action", "Fantasy", "Romance", "Sci-Fi", "Crime", "Drama", "Thriller", "Comedy", "Crime", "Mystery", "Romance", "Adventure", "Family", "Action", "Mystery", "Sci-Fi", "Thriller", "Drama", "Mystery", "Romance", "Thriller", "Drama", "Comedy", "Drama", "Family", "Romance", "Drama", "Drama", "Biography", "Drama", "History", "Action", "Thriller", "Drama", "Romance", "Action", "Drama", "Music", "Romance", "Biography", "Drama", "History", "Drama", "Biography", "Drama", "Thriller", "Adventure", "Comedy", "Family", "Fantasy", "Horror", "Mystery", "Action", "Horror", "Thriller", "Action", "Adventure", "Animation", "Comedy", "Family", "Sci-Fi", "Action", "Adventure", "Horror", "Sci-Fi", "Action", "Adventure", "Comedy", "Family", "Sci-Fi", "Crime", "Drama", "Thriller", "Crime", "Drama", "Thriller", "Action", "Comedy", "Crime", "Romance", "Comedy", "Drama", "Romance", "Drama", "Romance", "Comedy", "Comedy", "Family", "Comedy", "Romance", "Action", "Biography", "Drama", "History", "Romance", "Western", "Action", "Crime", "Thriller", "Horror", "Drama", "Romance", "Adventure", "Drama", "Family", "Fantasy", "Biography", "Drama", "Family", "Comedy", "Drama", "Action", "Adventure", "Drama", "Thriller", "Drama", "Horror", "Mystery", "Thriller", "Comedy", "Biography", "Crime", "Drama", "Action", "Adventure", "Comedy", "Crime", "Family", "Romance", "Thriller", "Comedy", "Family", "Fantasy", "Crime", "Drama", "Action", "Adventure", "Comedy", "Crime", "Biography", "Drama", "History", "Action", "Crime", "Drama", "Thriller", "Action", "Comedy", "Crime", "Thriller", "Drama", "Adventure", "Animation", "Comedy", "Family", "Fantasy", "Adventure", "Animation", "Comedy", "Family", "Fantasy", "Musical", "Action", "Comedy", "Comedy", "Drama", "Family", "Romance", "Action", "Crime", "Drama", "Thriller", "Comedy", "Romance", "Biography", "Drama", "Sport", "Drama", "Romance", "Sci-Fi", "Comedy", "Drama", "Family", "Romance", "Horror", "Comedy", "Romance", "Action", "Crime", "Drama", "Thriller", "Drama", "Romance", "Comedy", "Romance", "Comedy", "Family", "Action", "Adventure", "Horror", "Thriller", "Crime", "Drama", "Thriller", "Drama", "Music", "Biography", "Drama", "History", "Comedy", "Fantasy", "Horror", "Romance", "Action", "Drama", "History", "War", "Comedy", "Family", "Music", "Action", "Comedy", "Music", "Crime", "Drama", "Adventure", "Comedy", "Crime", "Comedy", "Sport", "Crime", "Drama", "Thriller", "Drama", "Comedy", "Drama", "Romance", "Biography", "Comedy", "Drama", "Sport", "Drama", "Sport", "Comedy", "Drama", "Romance", "Drama", "Romance", "War", "Action", "Crime", "Drama", "Mystery", "Thriller", "Fantasy", "Horror", "Thriller", "Action", "Crime", "Thriller", "Comedy", "Drama", "Romance", "Thriller", "Comedy", "Action", "Crime", "Thriller", "Adventure", "Comedy", "Family", "Romance", "Drama", "Adventure", "Family", "Fantasy", "Musical", "Drama", "Fantasy", "Mystery", "Thriller", "Horror", "Comedy", "Drama", "Romance", "Horror", "Mystery", "Thriller", "Comedy", "Drama", "Romance", "Action", "Crime", "Mystery", "Romance", "Thriller", "Comedy", "Crime", "Biography", "Crime", "Drama", "History", "Thriller", "Horror", "Thriller", "Drama", "Drama", "Sport", "Crime", "Drama", "History", "Biography", "Drama", "Sport", "Biography", "Drama", "History", "Action", "Adventure", "Comedy", "Fantasy", "Drama", "Sport", "Biography", "Drama", "Thriller", "War", "Drama", "History", "War", "Drama", "War", "Drama", "Music", "Mystery", "Romance", "Thriller", "Drama", "Mystery", "Thriller", "Horror", "Thriller", "Comedy", "Drama", "Romance", "Action", "Drama", "Thriller", "Comedy", "Drama", "Action", "Crime", "Drama", "Thriller", "Adventure", "Drama", "Action", "Comedy", "Crime", "Drama", "Thriller", "Comedy", "Romance", "Biography", "Drama", "Sport", "Action", "Adventure", "Crime", "Drama", "Thriller", "Action", "Comedy", "Sci-Fi", "Comedy", "Crime", "Drama", "Mystery", "Sci-Fi", "Thriller", "Action", "Adventure", "Fantasy", "Horror", "Crime", "Drama", "Mystery", "Thriller", "Biography", "Drama", "Sport", "Drama", "Crime", "Drama", "Mystery", "Romance", "Crime", "Drama", "Comedy", "Drama", "Comedy", "Drama", "Romance", "Sport", "Crime", "Drama", "Thriller", "Drama", "Romance", "Adventure", "Drama", "Adventure", "Comedy", "Sci-Fi", "Drama", "Sport", "Action", "Crime", "Sport", "Thriller", "Horror", "Mystery", "Action", "Drama", "Western", "Comedy", "Romance", "Comedy", "Crime", "Drama", "Music", "Romance", "Comedy", "Comedy", "Drama", "Fantasy", "Horror", "Mystery", "Comedy", "Drama", "Romance", "Comedy", "Romance", "Comedy", "Crime", "Drama", "Comedy", "War", "Action", "Comedy", "Crime", "Thriller", "Biography", "Drama", "Comedy", "Romance", "Adventure", "Comedy", "Family", "Fantasy", "Music", "Sci-Fi", "Adventure", "Family", "Fantasy", "Music", "Musical", "Comedy", "Sport", "Comedy", "Drama", "Sport", "Comedy", "Romance", "Comedy", "Horror", "Biography", "Drama", "Music", "Musical", "Comedy", "Family", "Action", "Adventure", "Animation", "Comedy", "Fantasy", "Drama", "Romance", "Action", "Crime", "Drama", "Thriller", "Adventure", "Animation", "Family", "Fantasy", "Adventure", "Comedy", "Horror", "Sci-Fi", "Action", "Adventure", "Drama", "Romance", "Comedy", "Sport", "Action", "Adventure", "Fantasy", "Sci-Fi", "Action", "Comedy", "Crime", "Drama", "Thriller", "Comedy", "Crime", "Horror", "Thriller", "Drama", "Horror", "Sci-Fi", "Comedy", "Romance", "Drama", "Romance", "Sci-Fi", "Biography", "Comedy", "Drama", "Sport", "Mystery", "Thriller", "Adventure", "Family", "Fantasy", "Comedy", "Drama", "Comedy", "Romance", "Comedy", "Crime", "Action", "Thriller", "Adventure", "Horror", "Thriller", "Drama", "Biography", "Comedy", "Drama", "Family", "Sport", "Drama", "Romance", "Action", "Crime", "Drama", "Thriller", "Western", "Biography", "Drama", "Comedy", "Drama", "Romance", "Drama", "Fantasy", "Horror", "Adventure", "Comedy", "Sci-Fi", "Drama", "War", "Drama", "Fantasy", "Romance", "Thriller", "Comedy", "Romance", "Comedy", "Drama", "Family", "Fantasy", "Drama", "Family", "Sport", "Comedy", "Family", "Sport", "Drama", "Romance", "Comedy", "Sci-Fi", "Comedy", "Drama", "Action", "Crime", "Drama", "Mystery", "Thriller", "Drama", "Biography", "Drama", "History", "Action", "Fantasy", "Thriller", "Drama", "Thriller", "Comedy", "Crime", "Drama", "Thriller", "Biography", "Drama", "Romance", "Comedy", "Comedy", "Drama", "Drama", "Horror", "Sci-Fi", "Thriller", "Comedy", "Crime", "Romance", "Comedy", "Family", "Crime", "Drama", "Romance", "Thriller", "Comedy", "Action", "Adventure", "Romance", "Sci-Fi", "Thriller", "Crime", "Drama", "Mystery", "Thriller", "Comedy", "Mystery", "Comedy", "Music", "Action", "Crime", "Drama", "Thriller", "Adventure", "Comedy", "Family", "Fantasy", "Comedy", "Action", "Crime", "Sci-Fi", "Thriller", "Action", "Adventure", "Fantasy", "Sci-Fi", "Thriller", "Comedy", "Drama", "Musical", "Romance", "War", "Comedy", "Family", "Romance", "Action", "Crime", "Thriller", "Drama", "Thriller", "War", "Drama", "History", "Music", "Romance", "War", "Action", "Comedy", "Romance", "Comedy", "Crime", "Thriller", "Drama", "Mystery", "Thriller", "Drama", "Thriller", "Comedy", "History", "Crime", "Drama", "Thriller", "Crime", "Drama", "Mystery", "Thriller", "Adventure", "Comedy", "Crime", "Drama", "Thriller", "Comedy", "Romance", "Action", "Adventure", "Thriller", "Animation", "Comedy", "Fantasy", "Musical", "Comedy", "Action", "Adventure", "Comedy", "Family", "Fantasy", "Sci-Fi", "Drama", "Sport", "Comedy", "Drama", "Romance", "Biography", "Crime", "Drama", "Action", "Crime", "Thriller", "Action", "Drama", "Sport", "Horror", "Sci-Fi", "Thriller", "Comedy", "Drama", "Romance", "Comedy", "Drama", "Drama", "Romance", "Drama", "Mystery", "Thriller", "Comedy", "Drama", "Romance", "Drama", "Comedy", "Musical", "Horror", "Sci-Fi", "Thriller", "Action", "Adventure", "Adventure", "Comedy", "Family", "Drama", "Sci-Fi", "Drama", "Horror", "Sci-Fi", "Thriller", "Action", "Comedy", "Crime", "Thriller", "Comedy", "Crime", "Drama", "Horror", "Thriller", "Comedy", "Music", "Action", "Comedy", "Documentary", "Adventure", "Horror", "Thriller", "Adventure", "Comedy", "Drama", "Family", "Romance", "Horror", "Mystery", "Thriller", "Adventure", "Comedy", "Family", "Romance", "Comedy", "Drama", "Mystery", "Thriller", "Comedy", "Music", "Action", "Adventure", "Fantasy", "Sci-Fi", "Thriller", "Comedy", "Crime", "Comedy", "Drama", "Adventure", "Comedy", "Drama", "Family", "Mystery", "Drama", "Family", "Music", "Romance", "Biography", "Drama", "History", "Comedy", "Drama", "Music", "Romance", "Comedy", "Drama", "Romance", "Fantasy", "Romance", "Drama", "Romance", "Comedy", "Crime", "Drama", "Comedy", "Comedy", "Romance", "Adventure", "Animation", "Family", "Fantasy", "Biography", "Drama", "History", "Adventure", "Animation", "Family", "Musical", "Drama", "Horror", "Mystery", "Thriller", "Drama", "Mystery", "Thriller", "Animation", "Comedy", "Drama", "Family", "Musical", "Adventure", "Family", "Adventure", "Comedy", "Adventure", "Fantasy", "Biography", "Crime", "Drama", "History", "Crime", "Drama", "Thriller", "Horror", "Thriller", "Comedy", "Drama", "Romance", "Adventure", "Comedy", "Fantasy", "Music", "Sci-Fi", "Comedy", "Drama", "Romance", "Thriller", "Crime", "Drama", "Thriller", "Biography", "Drama", "Music", "Comedy", "Drama", "Comedy", "Drama", "Drama", "Mystery", "Action", "Comedy", "Horror", "Thriller", "Crime", "Drama", "Mystery", "Thriller", "Comedy", "Biography", "Drama", "History", "Action", "Adventure", "Drama", "Mystery", "Horror", "Adventure", "Comedy", "Crime", "Drama", "Mystery", "Thriller", "Drama", "Thriller", "Comedy", "Drama", "Music", "Romance", "Horror", "Mystery", "Crime", "Drama", "Thriller", "Crime", "Drama", "Romance", "Thriller", "Drama", "Fantasy", "Romance", "Sci-Fi", "Comedy", "Family", "Romance", "Action", "Crime", "Drama", "Thriller", "Action", "Comedy", "Sci-Fi", "Comedy", "Crime", "Family", "Mystery", "Romance", "Thriller", "Action", "Horror", "Sci-Fi", "Thriller", "Comedy", "Romance", "Adventure", "Comedy", "Family", "Romance", "Horror", "Thriller", "Action", "Adventure", "Drama", "Romance", "Western", "Adventure", "Animation", "Comedy", "Family", "Romance", "Action", "Fantasy", "Horror", "Thriller", "Comedy", "Family", "Fantasy", "Comedy", "Crime", "Drama", "Adventure", "Crime", "Mystery", "Sci-Fi", "Thriller", "Action", "Horror", "Thriller", "Horror", "Mystery", "Thriller", "Comedy", "Romance", "Drama", "Romance", "Comedy", "Drama", "Comedy", "Comedy", "Drama", "Family", "Drama", "Adventure", "Biography", "Drama", "Comedy", "Adventure", "Drama", "Horror", "Mystery", "Thriller", "Crime", "Fantasy", "Horror", "Animation", "Family", "Fantasy", "Mystery", "Comedy", "Drama", "Romance", "Action", "Comedy", "Crime", "Fantasy", "Comedy", "Family", "Music", "Musical", "Drama", "Drama", "Action", "Crime", "Drama", "Thriller", "Drama", "Fantasy", "Romance", "Comedy", "Romance", "Comedy", "Romance", "Biography", "Drama", "History", "Comedy", "Action", "Crime", "Thriller", "Action", "Comedy", "Crime", "Thriller", "Comedy", "Romance", "Action", "Adventure", "Sci-Fi", "Thriller", "Comedy", "Action", "Crime", "Sci-Fi", "Thriller", "Comedy", "Crime", "Biography", "Drama", "History", "Drama", "Mystery", "Romance", "Thriller", "War", "Comedy", "Drama", "Action", "Crime", "Drama", "Sport", "Comedy", "Drama", "Fantasy", "Romance", "Action", "Crime", "Thriller", "Drama", "Fantasy", "Horror", "Mystery", "Action", "Comedy", "Family", "Comedy", "Comedy", "Drama", "Music", "War", "Action", "Crime", "Drama", "Thriller", "Comedy", "Comedy", "Romance", "Comedy", "Drama", "Comedy", "Crime", "Comedy", "Musical", "Romance", "Action", "Crime", "Thriller", "Adventure", "Drama", "Comedy", "Family", "Sci-Fi", "Action", "Comedy", "Crime", "Action", "Comedy", "Crime", "Comedy", "Crime", "Music", "Comedy", "Crime", "Drama", "Mystery", "Romance", "Adventure", "Animation", "Comedy", "Family", "Fantasy", "Drama", "Music", "Comedy", "Fantasy", "Action", "Comedy", "Crime", "Thriller", "Drama", "Horror", "Sci-Fi", "Thriller", "Adventure", "Comedy", "Biography", "Comedy", "Drama", "History", "Music", "Musical", "Drama", "War", "Biography", "Drama", "Thriller", "Animation", "Drama", "Mystery", "Sci-Fi", "Thriller", "Biography", "Drama", "Sport", "Horror", "Sci-Fi", "Comedy", "Drama", "Family", "Music", "Romance", "Drama", "Mystery", "Romance", "Thriller", "Action", "Crime", "Drama", "Thriller", "Biography", "Drama", "Biography", "Drama", "Music", "Action", "Thriller", "Adventure", "Comedy", "Drama", "Romance", "Comedy", "Drama", "Romance", "Comedy", "Drama", "Mystery", "Romance", "Thriller", "War", "Biography", "Comedy", "Musical", "Crime", "Drama", "Western", "Biography", "Drama", "Sport", "Comedy", "Music", "Action", "Drama", "Sci-Fi", "Thriller", "Drama", "War", "Crime", "Drama", "Romance", "Thriller", "Adventure", "Family", "Fantasy", "Musical", "Drama", "Romance", "Drama", "History", "Sport", "Action", "Adventure", "Drama", "History", "Romance", "Action", "Comedy", "Crime", "Fantasy", "Horror", "Mystery", "Sci-Fi", "Thriller", "Crime", "Drama", "Mystery", "Comedy", "Drama", "Fantasy", "Romance", "Drama", "Romance", "Action", "Biography", "Crime", "Drama", "Adventure", "Drama", "Western", "Comedy", "Crime", "Drama", "Mystery", "Thriller", "Comedy", "Family", "Romance", "Horror", "Mystery", "Horror", "Adventure", "Comedy", "Sci-Fi", "Horror", "Mystery", "Thriller", "Comedy", "Drama", "Comedy", "Drama", "Romance", "Comedy", "Romance", "Biography", "Drama", "Thriller", "Adventure", "Comedy", "Drama", "Family", "Fantasy", "Horror", "Thriller", "Adventure", "Animation", "Family", "Fantasy", "Action", "Adventure", "Drama", "History", "Romance", "Drama", "War", "Adventure", "Comedy", "Romance", "Comedy", "Romance", "Comedy", "Drama", "Romance", "Family", "Fantasy", "Music", "Crime", "Drama", "Music", "Thriller", "Drama", "Horror", "Mystery", "Thriller", "Comedy", "Drama", "Horror", "Adventure", "Comedy", "Drama", "Comedy", "Fantasy", "Romance", "Comedy", "Action", "Comedy", "Crime", "Fantasy", "Comedy", "Drama", "Family", "Fantasy", "Romance", "Comedy", "Comedy", "Romance", "Action", "Adventure", "Sci-Fi", "Drama", "Horror", "Thriller", "Comedy", "Romance", "Action", "Drama", "Fantasy", "Mystery", "Thriller", "Comedy", "Drama", "Romance", "Comedy", "Drama", "Comedy", "Crime", "Drama", "Comedy", "Crime", "Comedy", "Family", "Romance", "Comedy", "Family", "Action", "Horror", "Sci-Fi", "Biography", "Drama", "History", "Music", "Horror", "Mystery", "Comedy", "Comedy", "Drama", "Romance", "Drama", "Mystery", "Comedy", "Drama", "Fantasy", "Romance", "Comedy", "Drama", "Romance", "Drama", "Drama", "History", "Thriller", "Drama", "Music", "Romance", "Drama", "History", "War", "Action", "Comedy", "Fantasy", "Horror", "Biography", "Drama", "Family", "Sport", "Comedy", "Crime", "Drama", "Action", "Adventure", "Fantasy", "Biography", "Drama", "Sport", "Drama", "Romance", "Adventure", "Fantasy", "Mystery", "Thriller", "Comedy", "Drama", "Musical", "Romance", "Adventure", "Biography", "Drama", "Thriller", "Comedy", "Crime", "Drama", "Music", "Romance", "Comedy", "Comedy", "Crime", "Drama", "Biography", "Drama", "Comedy", "Romance", "Comedy", "Drama", "Romance", "Action", "Adventure", "Western", "Drama", "Thriller", "Action", "Crime", "Thriller", "Drama", "Comedy", "Drama", "Romance", "Adventure", "Comedy", "Comedy", "Drama", "Romance", "Drama", "Romance", "Action", "Adventure", "Fantasy", "Biography", "Drama", "Romance", "Biography", "Comedy", "Drama", "Drama", "Adventure", "Biography", "Drama", "History", "War", "Action", "Crime", "Thriller", "Action", "Sci-Fi", "Drama", "Adventure", "Drama", "Sci-Fi", "Thriller", "Comedy", "Romance", "Biography", "Drama", "Romance", "War", "Drama", "Mystery", "Action", "Horror", "Romance", "Sci-Fi", "Thriller", "Crime", "Drama", "Mystery", "Thriller", "Action", "Drama", "History", "Romance", "War", "Western", "Action", "Animation", "Sci-Fi", "Thriller", "Comedy", "Drama", "Music", "Musical", "Romance", "Action", "Animation", "Comedy", "Crime", "Family", "Drama", "History", "War", "Action", "Crime", "Drama", "Thriller", "Drama", "Family", "Music", "Musical", "Crime", "Drama", "Thriller", "Fantasy", "Horror", "Thriller", "Action", "Adventure", "Sci-Fi", "Drama", "Family", "Musical", "Romance", "Horror", "Mystery", "Thriller", "Comedy", "Adventure", "Comedy", "Drama", "Romance", "Comedy", "Horror", "Thriller", "Comedy", "Drama", "Family", "Fantasy", "Sci-Fi", "Comedy", "Drama", "Action", "Crime", "Drama", "Thriller", "Horror", "Mystery", "Comedy", "Romance", "Action", "Adventure", "Sci-Fi", "Comedy", "Music", "Romance", "Drama", "Fantasy", "Romance", "Horror", "Comedy", "Biography", "Drama", "Sport", "Comedy", "Music", "Romance", "Comedy", "Drama", "Romance", "Sport", "Crime", "Drama", "Thriller", "Horror", "Mystery", "Thriller", "Comedy", "Romance", "Adventure", "Comedy", "Family", "Fantasy", "Musical", "Crime", "Drama", "Thriller", "Horror", "Comedy", "Romance", "Comedy", "Music", "Action", "Adventure", "Family", "Sci-Fi", "Action", "Crime", "Drama", "Thriller", "Adventure", "Crime", "Drama", "Romance", "Drama", "Mystery", "Romance", "Thriller", "Adventure", "Horror", "Thriller", "Biography", "Crime", "Drama", "Thriller", "Crime", "Drama", "Romance", "Thriller", "Comedy", "Mystery", "Sci-Fi", "Thriller", "Horror", "Thriller", "Comedy", "Drama", "Family", "Romance", "Biography", "Drama", "Romance", "Crime", "Drama", "Drama", "Romance", "Biography", "Drama", "Romance", "Comedy", "Romance", "Drama", "Comedy", "Drama", "Comedy", "Comedy", "Drama", "Romance", "Drama", "Comedy", "Comedy", "Drama", "Romance", "Sport", "Comedy", "Drama", "Romance", "Drama", "Fantasy", "Horror", "Mystery", "Thriller", "Adventure", "Comedy", "Drama", "Romance", "Horror", "Drama", "Comedy", "Family", "Drama", "Fantasy", "War", "Action", "Comedy", "Crime", "Family", "Crime", "Drama", "Romance", "Thriller", "Drama", "Horror", "Thriller", "Adventure", "Comedy", "Drama", "Action", "Crime", "Action", "Comedy", "Mystery", "Comedy", "Drama", "Drama", "Romance", "Comedy", "Drama", "Romance", "Drama", "Comedy", "Fantasy", "Horror", "Comedy", "Crime", "Mystery", "Comedy", "Drama", "Romance", "Comedy", "Drama", "Romance", "Comedy", "Romance", "Sci-Fi", "Drama", "Mystery", "Sci-Fi", "Thriller", "Comedy", "Drama", "Music", "Comedy", "Romance", "Comedy", "Music", "Action", "Adventure", "Fantasy", "Drama", "Action", "Crime", "Sci-Fi", "Drama", "Romance", "Drama", "History", "Romance", "War", "Crime", "Drama", "Mystery", "Thriller", "Comedy", "Drama", "Romance", "War", "Drama", "Fantasy", "Comedy", "Horror", "Romance", "Drama", "Western", "Comedy", "Drama", "Romance", "Sport", "Drama", "Mystery", "Thriller", "Action", "Comedy", "Crime", "Drama", "Thriller", "Comedy", "Horror", "Sci-Fi", "Action", "Comedy", "Crime", "Comedy", "Family", "Comedy", "Drama", "Family", "Comedy", "Drama", "Romance", "Action", "Drama", "Romance", "Action", "Drama", "Romance", "Drama", "Biography", "Drama", "History", "Romance", "Comedy", "Crime", "Drama", "Romance", "Drama", "Biography", "Drama", "Thriller", "War", "Comedy", "War", "Comedy", "Family", "Fantasy", "Horror", "Adventure", "Comedy", "Comedy", "Biography", "Drama", "Comedy", "Fantasy", "Comedy", "Drama", "Drama", "Family", "Romance", "Drama", "Fantasy", "Horror", "Thriller", "Horror", "Thriller", "Adventure", "Comedy", "Family", "Comedy", "Drama", "Adventure", "Comedy", "Family", "Music", "Romance", "Action", "Drama", "Thriller", "Comedy", "Fantasy", "Horror", "Horror", "Mystery", "Sci-Fi", "Crime", "Drama", "Thriller", "Comedy", "Crime", "Drama", "Thriller", "Comedy", "Drama", "Romance", "Action", "Crime", "Drama", "Thriller", "Biography", "Drama", "Romance", "Comedy", "Crime", "Comedy", "Drama", "Romance", "Adventure", "Biography", "Drama", "History", "War", "Horror", "Adventure", "Biography", "Drama", "Crime", "Horror", "Thriller", "Comedy", "Romance", "Comedy", "Horror", "Thriller", "Action", "Adventure", "Fantasy", "Adventure", "Family", "Fantasy", "Romance", "Biography", "Drama", "Crime", "Drama", "Comedy", "Family", "Music", "Romance", "Comedy", "Drama", "Romance", "Drama", "Horror", "Sci-Fi", "Drama", "Family", "Sport", "Comedy", "Drama", "Family", "Drama", "Romance", "Sport", "Action", "Comedy", "Crime", "Romance", "Thriller", "Comedy", "Romance", "Adventure", "Fantasy", "Horror", "Mystery", "Thriller", "Drama", "Fantasy", "Horror", "Thriller", "Drama", "Romance", "Thriller", "Adventure", "Comedy", "Family", "Fantasy", "Drama", "Romance", "Drama", "Action", "Crime", "Drama", "Romance", "Thriller", "Adventure", "Drama", "Family", "Horror", "Horror", "Mystery", "Thriller", "Drama", "Family", "Fantasy", "Romance", "Action", "Drama", "Thriller", "Action", "Comedy", "Drama", "Music", "Horror", "Mystery", "Sci-Fi", "Thriller", "Crime", "Drama", "Thriller", "Action", "Crime", "Thriller", "Drama", "Mystery", "Thriller", "Drama", "History", "Thriller", "War", "Action", "Horror", "Sci-Fi", "Thriller", "Crime", "Thriller", "Crime", "Drama", "Thriller", "Comedy", "Adventure", "Animation", "Comedy", "Family", "Action", "Adventure", "Fantasy", "Sci-Fi", "Crime", "Drama", "Musical", "Romance", "Drama", "Romance", "Drama", "Sport", "Crime", "Thriller", "Comedy", "Biography", "Drama", "Music", "Musical", "Comedy", "Drama", "Romance", "Adventure", "Family", "Action", "Comedy", "Drama", "Romance", "Drama", "Romance", "Drama", "Sci-Fi", "Family", "Music", "Romance", "Comedy", "Crime", "Drama", "Music", "Crime", "Drama", "Romance", "Thriller", "Biography", "Drama", "History", "Thriller", "War", "Comedy", "Drama", "Romance", "Comedy", "Comedy", "Drama", "Romance", "Adventure", "Comedy", "Family", "Comedy", "Crime", "Drama", "Comedy", "Romance", "Comedy", "Music", "Comedy", "Romance", "Drama", "Comedy", "Romance", "Drama", "Mystery", "Thriller", "Adventure", "Crime", "Drama", "Mystery", "Western", "Drama", "War", "Comedy", "Crime", "Mystery", "Comedy", "Fantasy", "Horror", "Thriller", "Drama", "Mystery", "Thriller", "Comedy", "Drama", "Romance", "Drama", "Romance", "Sci-Fi", "Crime", "Drama", "Mystery", "Thriller", "Adventure", "Drama", "Fantasy", "Comedy", "Crime", "Drama", "Crime", "Drama", "Horror", "Thriller", "Drama", "Sci-Fi", "Action", "Crime", "Thriller", "Crime", "Drama", "Action", "Drama", "Comedy", "Crime", "Drama", "Thriller", "War", "Action", "Fantasy", "Horror", "Mystery", "Crime", "Drama", "Thriller", "Action", "Comedy", "Drama", "War", "Comedy", "Drama", "Fantasy", "Music", "Romance", "Comedy", "Fantasy", "Romance", "Comedy", "Drama", "Music", "Drama", "Romance", "Drama", "War", "Drama", "Western", "Drama", "Drama", "Romance", "Drama", "Romance", "Thriller", "Comedy", "Romance", "Action", "Adventure", "Comedy", "Biography", "Drama", "War", "Adventure", "Comedy", "Family", "Sport", "Horror", "Thriller", "Drama", "Music", "Romance", "Action", "Adventure", "Sci-Fi", "Thriller", "Horror", "Mystery", "Thriller", "Adventure", "Drama", "Comedy", "Romance", "Biography", "Drama", "History", "Adventure", "Animation", "Comedy", "Drama", "Family", "Musical", "Drama", "Romance", "Action", "Comedy", "Crime", "Thriller", "Comedy", "Fantasy", "Horror", "Romance", "Horror", "Mystery", "Thriller", "Comedy", "Romance", "Adventure", "Mystery", "Thriller", "Comedy", "Romance", "Comedy", "Comedy", "Drama", "War", "Fantasy", "Horror", "Comedy", "Drama", "Action", "Horror", "Sci-Fi", "Thriller", "Drama", "History", "Comedy", "Mystery", "Romance", "Adventure", "Comedy", "Drama", "Romance", "Drama", "Mystery", "Thriller", "Drama", "Biography", "Drama", "History", "Drama", "Horror", "Mystery", "Thriller", "Biography", "Drama", "History", "Romance", "Action", "Adventure", "History", "Biography", "Drama", "History", "Biography", "Crime", "Drama", "War", "Comedy", "Drama", "War", "Drama", "Comedy", "Drama", "Romance", "Drama", "Romance", "Action", "Adventure", "Comedy", "Sci-Fi", "Comedy", "Romance", "Drama", "Romance", "Comedy", "Sci-Fi", "Biography", "Drama", "Comedy", "Crime", "Biography", "Drama", "History", "War", "Biography", "Drama", "Romance", "Biography", "Comedy", "Drama", "War", "Comedy", "Documentary", "Music", "Drama", "Thriller", "Action", "Crime", "Sci-Fi", "Thriller", "Crime", "Drama", "Drama", "Music", "Romance", "Fantasy", "Horror", "Thriller", "Drama", "Comedy", "Mystery", "Action", "Crime", "Drama", "Thriller", "Western", "Comedy", "Drama", "Comedy", "Romance", "Comedy", "Drama", "Romance", "Comedy", "Action", "Comedy", "Crime", "Drama", "Horror", "Thriller", "Sci-Fi", "Thriller", "Adventure", "Comedy", "Family", "Comedy", "Drama", "Romance", "Comedy", "Crime", "Family", "Sci-Fi", "Action", "Comedy", "Crime", "Thriller", "Comedy", "Drama", "Family", "Fantasy", "Horror", "Crime", "Thriller", "Horror", "Drama", "Mystery", "Sci-Fi", "Thriller", "Comedy", "Drama", "Fantasy", "Comedy", "Romance", "Adventure", "Family", "Sci-Fi", "Drama", "Romance", "Drama", "History", "War", "Adventure", "Drama", "Sci-Fi", "Comedy", "Romance", "Drama", "Comedy", "Comedy", "Crime", "Thriller", "Comedy", "Drama", "Thriller", "Drama", "Music", "Adventure", "Comedy", "Romance", "Sci-Fi", "Comedy", "Crime", "Thriller", "Comedy", "Comedy", "Drama", "Romance", "Drama", "Sport", "Comedy", "Drama", "Romance", "Drama", "Romance", "Drama", "Mystery", "Romance", "Thriller", "Comedy", "Crime", "Drama", "Drama", "Thriller", "Biography", "Comedy", "Crime", "Drama", "Drama", "Romance", "Action", "Biography", "Crime", "Drama", "Drama", "Romance", "Western", "Horror", "Thriller", "Action", "Comedy", "Sci-Fi", "Thriller", "Drama", "Romance", "War", "Crime", "Thriller", "Action", "Adventure", "Comedy", "Family", "Biography", "Comedy", "Crime", "Drama", "Romance", "Biography", "Drama", "Drama", "Action", "Crime", "Drama", "Romance", "Thriller", "Crime", "Drama", "Mystery", "Crime", "Drama", "Thriller", "Horror", "Mystery", "Comedy", "Drama", "Romance", "Drama", "War", "Crime", "Drama", "Musical", "Drama", "Romance", "Crime", "Drama", "Comedy", "Drama", "Romance", "Action", "Crime", "Thriller", "Biography", "Comedy", "Crime", "Drama", "Adventure", "Animation", "Family", "Action", "Drama", "War", "Comedy", "Drama", "Family", "Sport", "Horror", "Adventure", "Drama", "Thriller", "Comedy", "Animation", "Comedy", "Crime", "Drama", "Family", "Action", "Adventure", "Comedy", "Fantasy", "Mystery", "Comedy", "Romance", "Comedy", "Drama", "Action", "Adventure", "Sci-Fi", "Comedy", "Sci-Fi", "Thriller", "Crime", "Drama", "Romance", "Thriller", "Action", "Adventure", "Drama", "Thriller", "War", "Crime", "Drama", "Music", "Romance", "Adventure", "Animation", "Comedy", "Crime", "Crime", "Thriller", "Adventure", "Comedy", "Drama", "Sci-Fi", "Thriller", "Drama", "Musical", "Romance", "Adventure", "Comedy", "Fantasy", "Sci-Fi", "Comedy", "Drama", "Comedy", "Crime", "Drama", "Thriller", "Horror", "Sci-Fi", "Thriller", "Horror", "Mystery", "Comedy", "Comedy", "Fantasy", "Comedy", "Drama", "Family", "Fantasy", "Musical", "Action", "Adventure", "Thriller", "Biography", "Drama", "Romance", "Documentary", "Music", "Drama", "Romance", "Crime", "Drama", "Comedy", "Romance", "Horror", "Mystery", "Thriller", "Biography", "Drama", "Comedy", "Drama", "Comedy", "Family", "Fantasy", "Romance", "Drama", "Mystery", "Romance", "Adventure", "Comedy", "Drama", "Action", "Fantasy", "Horror", "Thriller", "Comedy", "Crime", "Family", "Comedy", "Drama", "Action", "Crime", "Thriller", "Comedy", "Drama", "Romance", "Adventure", "Drama", "Thriller", "War", "Comedy", "Drama", "Fantasy", "Romance", "Action", "Adventure", "Drama", "Romance", "Drama", "Thriller", "Sci-Fi", "Thriller", "Biography", "Drama", "Music", "Comedy", "Crime", "Action", "Crime", "Sci-Fi", "Thriller", "Comedy", "Comedy", "Drama", "Comedy", "Drama", "Comedy", "Musical", "Romance", "Comedy", "Drama", "Mystery", "Thriller", "Drama", "Romance", "Drama", "Fantasy", "Horror", "Thriller", "Comedy", "Drama", "Romance", "Drama", "Comedy", "Drama", "Drama", "Thriller", "Drama", "Romance", "Sci-Fi", "Crime", "Drama", "Romance", "Adventure", "Drama", "Family", "Drama", "Mystery", "Romance", "Crime", "Drama", "Thriller", "Comedy", "Crime", "Comedy", "Drama", "Drama", "Mystery", "Thriller", "Crime", "Drama", "Thriller", "Comedy", "Drama", "History", "War", "Adventure", "Animation", "Comedy", "Family", "Fantasy", "Sci-Fi", "Action", "Drama", "War", "Drama", "Biography", "Drama", "Comedy", "Crime", "Fantasy", "Horror", "Comedy", "Fantasy", "Horror", "Action", "Adventure", "Fantasy", "Sci-Fi", "Comedy", "Drama", "Romance", "War", "Comedy", "Drama", "Family", "Music", "Musical", "Romance", "Biography", "Drama", "Sport", "Comedy", "Crime", "Drama", "Fantasy", "Music", "Romance", "Comedy", "Sport", "Crime", "Thriller", "Drama", "Romance", "Crime", "Drama", "Drama", "Romance", "Horror", "Mystery", "Drama", "Comedy", "Crime", "Crime", "Drama", "Thriller", "Horror", "Sci-Fi", "Drama", "Romance", "Comedy", "Sport", "Comedy", "Comedy", "Drama", "Comedy", "Crime", "Drama", "Thriller", "Biography", "Drama", "History", "Biography", "Drama", "Comedy", "Fantasy", "Horror", "Comedy", "Romance", "Drama", "Romance", "Biography", "Drama", "History", "Crime", "Drama", "Comedy", "Music", "Romance", "Comedy", "Drama", "Romance", "Drama", "Music", "Drama", "Romance", "Thriller", "Adventure", "Drama", "Romance", "Biography", "Drama", "Music", "Fantasy", "Horror", "Horror", "Mystery", "Crime", "Drama", "Mystery", "Thriller", "Comedy", "Romance", "Horror", "Sci-Fi", "Thriller", "Horror", "Adventure", "Mystery", "Sci-Fi", "Family", "Sci-Fi", "Comedy", "Drama", "Romance", "Comedy", "Drama", "Drama", "History", "Romance", "Western", "Drama", "History", "War", "Drama", "Horror", "Mystery", "Action", "Comedy", "War", "Comedy", "Sport", "Action", "Horror", "Sci-Fi", "Thriller", "Comedy", "Romance", "Drama", "Horror", "Mystery", "Drama", "Horror", "Mystery", "Thriller", "Comedy", "Drama", "Romance", "Drama", "Sport", "Comedy", "Drama", "Family", "Sport", "Horror", "Mystery", "Thriller", "Comedy", "Sport", "Horror", "Mystery", "Adventure", "Comedy", "Music", "Sci-Fi", "Drama", "Family", "Musical", "Comedy", "Drama", "Animation", "Comedy", "Family", "Mystery", "Sci-Fi", "Action", "Adventure", "Sci-Fi", "Thriller", "Horror", "Mystery", "Thriller", "Horror", "Mystery", "Thriller", "Comedy", "Drama", "Fantasy", "Horror", "Thriller", "Action", "Comedy", "Drama", "Music", "Horror", "Sci-Fi", "Comedy", "Drama", "Music", "Romance", "Adventure", "Comedy", "Drama", "Fantasy", "Comedy", "Drama", "Fantasy", "Horror", "Sci-Fi", "Action", "Thriller", "Action", "Comedy", "Crime", "Drama", "Thriller", "Comedy", "Romance", "Comedy", "Romance", "Crime", "Drama", "Horror", "Mystery", "Thriller", "Drama", "Music", "Horror", "Mystery", "Thriller", "Mystery", "Sci-Fi", "Thriller", "Comedy", "Drama", "Music", "Drama", "Thriller", "Comedy", "Drama", "Action", "Sci-Fi", "Thriller", "Comedy", "Drama", "Drama", "Family", "Comedy", "Family", "Romance", "Drama", "Music", "Romance", "Action", "Comedy", "Comedy", "Horror", "Sci-Fi", "Horror", "Thriller", "Action", "Crime", "Drama", "Mystery", "Thriller", "Drama", "Comedy", "Crime", "Documentary", "Music", "Adventure", "Animation", "Comedy", "Family", "Biography", "Drama", "Comedy", "Crime", "Drama", "Thriller", "Drama", "Romance", "Mystery", "Thriller", "Adventure", "Drama", "Comedy", "Romance", "Comedy", "Comedy", "Romance", "Thriller", "Biography", "Crime", "Drama", "Romance", "Comedy", "Crime", "Thriller", "Comedy", "Romance", "Action", "Comedy", "Romance", "Crime", "Drama", "Thriller", "Comedy", "Action", "Romance", "Thriller", "Comedy", "Fantasy", "Romance", "Adventure", "Comedy", "Drama", "Romance", "Sci-Fi", "Crime", "Drama", "Action", "Horror", "Thriller", "Animation", "Comedy", "Family", "Fantasy", "Musical", "Drama", "Music", "Mystery", "Romance", "Biography", "Drama", "Action", "Crime", "Drama", "Comedy", "Drama", "Drama", "Comedy", "Family", "Romance", "Adventure", "Biography", "Drama", "War", "Comedy", "Drama", "Music", "Comedy", "Drama", "Drama", "Romance", "Drama", "Mystery", "Sci-Fi", "Action", "Crime", "Drama", "Thriller", "Crime", "Drama", "Mystery", "Thriller", "Crime", "Drama", "Thriller", "Drama", "Romance", "Action", "Drama", "Thriller", "Drama", "Romance", "Sport", "Comedy", "Comedy", "Drama", "Music", "Horror", "Mystery", "Thriller", "Adventure", "Mystery", "Thriller", "Comedy", "Drama", "Drama", "Romance", "Drama", "Mystery", "Thriller", "Comedy", "Crime", "Romance", "Drama", "Romance", "Biography", "Crime", "Drama", "Comedy", "Crime", "Thriller", "Crime", "Drama", "Romance", "Thriller", "Comedy", "Drama", "Crime", "Drama", "Thriller", "Comedy", "Drama", "Romance", "Comedy", "Romance", "Action", "Comedy", "Thriller", "Action", "Comedy", "Sport", "Drama", "Biography", "Drama", "Comedy", "Drama", "Action", "Comedy", "Drama", "Comedy", "Horror", "Thriller", "Drama", "Thriller", "Comedy", "Crime", "Drama", "History", "War", "Comedy", "Comedy", "Drama", "Comedy", "Romance", "Comedy", "Drama", "Comedy", "Romance", "Crime", "Mystery", "Thriller", "Comedy", "Drama", "Action", "Adventure", "Comedy", "Western", "Drama", "Romance", "Comedy", "Action", "Adventure", "Thriller", "Drama", "Romance", "Horror", "Thriller", "Action", "Adventure", "Comedy", "Crime", "Drama", "War", "Drama", "Sci-Fi", "Drama", "Romance", "Horror", "Sci-Fi", "Horror", "Thriller", "Biography", "Drama", "Music", "Drama", "Family", "Musical", "Romance", "Action", "Adventure", "Thriller", "Action", "Crime", "Drama", "Romance", "Thriller", "Comedy", "Drama", "Fantasy", "Horror", "Documentary", "Drama", "Action", "Horror", "Sci-Fi", "Thriller", "Comedy", "Drama", "Romance", "Adventure", "Comedy", "Drama", "Thriller", "Crime", "Drama", "Thriller", "Horror", "Action", "Biography", "Drama", "History", "Romance", "War", "Action", "Crime", "Drama", "Thriller", "Comedy", "Drama", "Comedy", "Biography", "Drama", "Sport", "Comedy", "Drama", "Romance", "Comedy", "Music", "Documentary", "Music", "Horror", "Drama", "Drama", "Drama", "Family", "Drama", "History", "Thriller", "War", "Comedy", "Music", "Romance", "Adventure", "Comedy", "Crime", "Mystery", "Thriller", "Action", "Crime", "Thriller", "Drama", "Music", "Romance", "Drama", "Music", "Romance", "Comedy", "Comedy", "Drama", "Comedy", "Drama", "Music", "Romance", "Biography", "Drama", "Romance", "Adventure", "Drama", "Thriller", "Action", "Adventure", "Drama", "Adventure", "Drama", "Thriller", "Action", "Drama", "Family", "Sport", "Horror", "Musical", "Sci-Fi", "Crime", "Drama", "Crime", "Drama", "Thriller", "Comedy", "Horror", "Thriller", "Biography", "Drama", "Family", "Musical", "Romance", "Comedy", "Fantasy", "Romance", "Comedy", "Drama", "Adventure", "Drama", "Drama", "Horror", "Sci-Fi", "Thriller", "Drama", "Music", "Biography", "Crime", "Drama", "Comedy", "Drama", "Music", "Romance", "Comedy", "Crime", "Drama", "Romance", "Thriller", "Comedy", "Drama", "Romance", "Horror", "Mystery", "Thriller", "Comedy", "Romance", "Comedy", "Drama", "Romance", "Action", "Adventure", "Thriller", "Fantasy", "Horror", "Mystery", "Thriller", "Comedy", "Drama", "Romance", "Comedy", "Crime", "Comedy", "Romance", "Drama", "Thriller", "Crime", "Drama", "Drama", "Romance", "Action", "Crime", "Thriller", "Comedy", "Drama", "Romance", "Comedy", "Romance", "Drama", "Horror", "Comedy", "Drama", "Comedy", "Comedy", "Fantasy", "Romance", "Animation", "Comedy", "Drama", "Romance", "Comedy", "Drama", "Comedy", "Crime", "Musical", "Romance", "Action", "Comedy", "Crime", "Thriller", "Comedy", "Crime", "Comedy", "Drama", "Romance", "Biography", "Comedy", "Drama", "History", "Biography", "Drama", "Biography", "Drama", "Romance", "Sport", "Adventure", "Animation", "Family", "Fantasy", "Drama", "Music", "Drama", "Romance", "Thriller", "Crime", "Drama", "Comedy", "Crime", "Musical", "Mystery", "Comedy", "Drama", "Horror", "Sci-Fi", "Comedy", "Drama", "Romance", "Action", "Comedy", "Crime", "Crime", "Horror", "Thriller", "Crime", "Drama", "Thriller", "Comedy", "Crime", "Drama", "Romance", "Drama", "Comedy", "Drama", "Romance", "Action", "Sci-Fi", "Sport", "Comedy", "Drama", "Family", "Comedy", "Drama", "Action", "Comedy", "Comedy", "Drama", "Horror", "Drama", "Comedy", "Drama", "Romance", "Crime", "Drama", "Mystery", "Thriller", "Comedy", "Drama", "Romance", "Sport", "Comedy", "Crime", "Drama", "Romance", "Comedy", "Crime", "Romance", "Drama", "Romance", "Sci-Fi", "Thriller", "Drama", "Animation", "Biography", "Drama", "War", "Horror", "Thriller", "Action", "Crime", "Drama", "Thriller", "Action", "Adventure", "Romance", "Action", "Adventure", "Fantasy", "Sci-Fi", "Thriller", "Comedy", "Drama", "Romance", "Action", "Adventure", "Thriller", "Crime", "Drama", "Drama", "Music", "Romance", "Comedy", "Drama", "Romance", "Drama", "Music", "Romance", "Comedy", "Drama", "Horror", "Mystery", "Thriller", "Action", "Adventure", "Thriller", "Drama", "Family", "Sport", "Comedy", "Drama", "Drama", "Romance", "Biography", "Drama", "History", "Biography", "Crime", "Drama", "Action", "Crime", "Thriller", "Action", "Adventure", "Sci-Fi", "Action", "Adventure", "Thriller", "Action", "Comedy", "Crime", "Thriller", "Adventure", "Horror", "Thriller", "Horror", "Mystery", "Comedy", "Crime", "Horror", "Comedy", "Crime", "Drama", "Crime", "Drama", "Thriller", "Action", "Adventure", "Thriller", "Horror", "Comedy", "Drama", "Drama", "Mystery", "Action", "Fantasy", "Horror", "Thriller", "Drama", "Music", "Drama", "Romance", "Drama", "Comedy", "Drama", "Romance", "Comedy", "Drama", "Musical", "Romance", "Adventure", "Biography", "Drama", "History", "Comedy", "Sport", "Action", "Crime", "Horror", "Sci-Fi", "Thriller", "Adventure", "Biography", "Drama", "Drama", "Sport", "Comedy", "Drama", "Romance", "Drama", "Family", "Biography", "Crime", "Drama", "Biography", "Drama", "Drama", "Thriller", "Drama", "Sport", "Drama", "Romance", "Adventure", "Drama", "Romance", "War", "Comedy", "Fantasy", "Sci-Fi", "Comedy", "Drama", "Comedy", "Drama", "Adventure", "Drama", "Mystery", "Drama", "Romance", "Biography", "Drama", "Romance", "Comedy", "Comedy", "Crime", "Thriller", "Drama", "Western", "Comedy", "Comedy", "Drama", "Crime", "Thriller", "Drama", "Horror", "Thriller", "Drama", "Mystery", "War", "Comedy", "Drama", "Romance", "Action", "Crime", "Drama", "Thriller", "Horror", "Mystery", "Comedy", "Drama", "Musical", "Crime", "Drama", "Biography", "Drama", "Music", "Mystery", "Romance", "Thriller", "Adventure", "Comedy", "Drama", "Family", "Comedy", "Crime", "Comedy", "Drama", "Romance", "Horror", "Sci-Fi", "Thriller", "Biography", "Drama", "Drama", "Crime", "Drama", "Thriller", "Drama", "Western", "Drama", "Thriller", "Drama", "Romance", "Drama", "Romance", "War", "Biography", "Drama", "Music", "Action", "Sci-Fi", "Drama", "Romance", "Biography", "Drama", "Sport", "Comedy", "Romance", "Musical", "Romance", "Drama", "War", "Documentary", "Drama", "War", "Biography", "Crime", "Drama", "Western", "Comedy", "Family", "Fantasy", "Musical", "Drama", "Action", "Adventure", "Comedy", "Crime", "Drama", "Musical", "Romance", "Thriller", "Comedy", "Sport", "Comedy", "Drama", "Comedy", "Drama", "Romance", "Crime", "Drama", "Mystery", "Thriller", "Fantasy", "Horror", "Romance", "Thriller", "Comedy", "Romance", "Drama", "Sport", "Drama", "Romance", "Western", "Comedy", "Action", "Sci-Fi", "Comedy", "Drama", "Musical", "Comedy", "Family", "Comedy", "Drama", "Romance", "Comedy", "Drama", "Fantasy", "Romance", "Comedy", "Horror", "Thriller", "Biography", "Drama", "History", "Thriller", "Horror", "Thriller", "Comedy", "Crime", "Drama", "Biography", "Drama", "Comedy", "Drama", "Romance", "Drama", "Mystery", "Romance", "Thriller", "Comedy", "Western", "Comedy", "Drama", "Comedy", "Crime", "Thriller", "Comedy", "Drama", "Romance", "Comedy", "Romance", "Comedy", "Drama", "Comedy", "Drama", "Fantasy", "Romance", "Comedy", "Drama", "Music", "Musical", "Action", "Drama", "Drama", "History", "Comedy", "Crime", "Drama", "Thriller", "Comedy", "Drama", "Romance", "Action", "Adventure", "Fantasy", "Sci-Fi", "Biography", "Drama", "Sport", "Drama", "Romance", "Drama", "History", "Drama", "Romance", "Comedy", "Crime", "Romance", "Comedy", "Crime", "Drama", "Thriller", "Comedy", "Drama", "Drama", "Music", "Crime", "Mystery", "Thriller", "Drama", "History", "War", "Action", "Crime", "Drama", "Thriller", "Comedy", "Drama", "Romance", "Sport", "Drama", "Romance", "Action", "Sport", "Horror", "Comedy", "Crime", "Drama", "Biography", "Drama", "Sport", "Comedy", "Drama", "Romance", "Biography", "Drama", "Music", "Romance", "Comedy", "Drama", "Romance", "Comedy", "Drama", "Biography", "Drama", "Romance", "Drama", "Music", "Comedy", "Drama", "Crime", "Drama", "Mystery", "Thriller", "Drama", "Comedy", "Crime", "Drama", "Romance", "Thriller", "Comedy", "Drama", "Comedy", "Drama", "Action", "Comedy", "Drama", "Thriller", "Comedy", "Romance", "Crime", "Drama", "Thriller", "Comedy", "Drama", "Sport", "Fantasy", "Horror", "Thriller", "Horror", "Mystery", "Drama", "Horror", "Mystery", "Sci-Fi", "Thriller", "Comedy", "Documentary", "Horror", "Horror", "Fantasy", "Horror", "Action", "Fantasy", "Horror", "Thriller", "Mystery", "Thriller", "Comedy", "Drama", "Horror", "Drama", "History", "Comedy", "Fantasy", "Horror", "Thriller", "Biography", "Crime", "Drama", "Thriller", "Fantasy", "Horror", "Thriller", "Biography", "Drama", "Horror", "Sci-Fi", "Thriller", "Mystery", "Thriller", "Horror", "Mystery", "Comedy", "Drama", "Music", "Comedy", "Drama", "Comedy", "Drama", "Music", "Romance", "Animation", "Comedy", "Family", "Drama", "Comedy", "Drama", "Comedy", "Drama", "Horror", "Mystery", "Thriller", "Drama", "Thriller", "Drama", "Drama", "Adventure", "Horror", "Comedy", "Family", "Romance", "Crime", "Drama", "Horror", "Thriller", "Adventure", "Comedy", "Drama", "Romance", "Comedy", "Horror", "Drama", "Horror", "Thriller", "Drama", "Mystery", "Horror", "Thriller", "Horror", "Mystery", "Comedy", "Drama", "Action", "Crime", "Drama", "Thriller", "Western", "Horror", "Mystery", "Sci-Fi", "Thriller", "Comedy", "Drama", "Action", "Thriller", "Comedy", "Drama", "Romance", "Comedy", "Romance", "Action", "Adventure", "Animation", "Family", "Sci-Fi", "Comedy", "Drama", "Comedy", "Crime", "Drama", "Mystery", "Romance", "Horror", "Thriller", "Comedy", "Drama", "Comedy", "Drama", "Comedy", "Crime", "Drama", "Thriller", "Drama", "Mystery", "Sci-Fi", "Drama", "Drama", "Comedy", "Drama", "Biography", "Crime", "Drama", "Romance", "Thriller", "Drama", "Comedy", "Drama", "Comedy", "Crime", "Drama", "Mystery", "Thriller", "Drama", "Thriller", "Crime", "Drama", "Biography", "Crime", "Drama", "Mystery", "Thriller", "Drama", "Biography", "Crime", "Drama", "Thriller", "Crime", "Horror", "Music", "Thriller", "Drama", "Mystery", "Sci-Fi", "Comedy", "Crime", "Drama", "Crime", "Drama", "Thriller", "Drama", "Romance", "Drama", "Horror", "Thriller", "Crime", "Thriller", "War", "Mystery", "Romance", "Thriller", "Comedy", "Drama", "Music", "Comedy", "Drama", "Romance", "War", "Drama", "Horror", "Comedy", "Drama", "Drama", "Thriller", "Fantasy", "Horror", "Mystery", "Thriller", "Comedy", "Horror", "Crime", "Drama", "Comedy", "Drama", "Romance", "Drama", "Comedy", "Comedy", "Drama", "Romance", "Drama", "Crime", "Drama", "Romance", "Thriller", "Drama", "Comedy", "Drama", "Sci-Fi", "Thriller", "Crime", "Drama", "Mystery", "Comedy", "Crime", "Drama", "Comedy", "Drama", "Sport", "Action", "Crime", "Thriller", "Drama", "Horror", "Mystery", "Thriller", "Drama", "Action", "Adventure", "Action", "Crime", "Drama", "Drama", "Family", "Adventure", "Family", "Fantasy", "Fantasy", "Thriller", "Crime", "Drama", "Romance", "Thriller", "Comedy", "Horror", "Drama", "Comedy", "Romance", "Drama", "Family", "Romance", "Action", "Adventure", "Drama", "Drama", "Romance", "Drama", "Horror", "Drama", "Romance", "Mystery", "Thriller", "Comedy", "Drama", "Horror", "Sci-Fi", "Thriller", "Drama", "Horror", "Thriller", "Drama", "Comedy", "Crime", "Mystery", "Action", "Adventure", "Sci-Fi", "Thriller", "Comedy", "Comedy", "Crime", "Drama", "Fantasy", "Romance", "Crime", "Mystery", "Thriller", "Drama", "Mystery", "Thriller", "Comedy", "Fantasy", "Comedy", "Drama", "Romance", "Comedy", "Fantasy", "Comedy", "Drama", "Romance", "Documentary", "Drama", "Comedy", "Comedy", "Comedy", "Crime", "Romance", "Thriller", "Comedy", "Drama", "Adventure", "Fantasy", "Documentary", "Music", "Adventure", "Fantasy", "Drama", "Thriller", "Drama", "Drama", "Comedy", "Crime", "Romance", "Crime", "Drama", "Horror", "Thriller", "Comedy", "Horror", "Mystery", "Comedy", "Drama", "Crime", "Drama", "Thriller", "Comedy", "Comedy", "Romance", "Drama", "Romance", "Comedy", "Drama", "Drama", "Horror", "Sci-Fi", "Biography", "Drama", "Drama", "Drama", "Mystery", "Romance", "Thriller", "Drama", "History", "Romance", "War", "Biography", "Drama", "Adventure", "War", "Western", "Biography", "Comedy", "Musical", "Romance", "Western", "Comedy", "Crime", "Drama", "Adventure", "Comedy", "Musical", "Romance", "Drama", "Comedy", "Drama", "Action", "Mystery", "Thriller", "Comedy", "Drama", "Music", "Comedy", "Comedy", "Drama", "Crime", "Drama", "Thriller", "Comedy", "Fantasy", "Horror", "Thriller", "Horror", "Mystery", "Comedy", "Comedy", "Drama", "Romance", "Biography", "Drama", "Drama", "Mystery", "Thriller", "Comedy", "Fantasy", "Horror", "Thriller", "Action", "Adventure", "Comedy", "Musical", "Drama", "History", "Comedy", "Drama", "Fantasy", "Horror", "Comedy", "Romance", "Action", "Comedy", "Sci-Fi", "Comedy", "Drama", "Action", "Comedy", "Romance", "Action", "Biography", "Crime", "Drama", "Family", "Fantasy", "Documentary", "Biography", "Drama", "Thriller", "Comedy", "Drama", "Drama", "Music", "Crime", "Drama", "Comedy", "Music", "Drama", "Drama", "Romance", "Drama", "Romance", "Crime", "Drama", "Comedy", "Drama", "Romance", "Comedy", "Action", "Adventure", "Thriller", "Drama", "Comedy", "Documentary", "Horror", "Comedy", "Crime", "Documentary", "Drama", "Fantasy", "Horror", "Drama", "Romance", "Horror", "Sci-Fi", "Thriller", "Horror", "Mystery", "Biography", "Comedy", "Documentary", "Comedy", "Drama", "Family", "Sport", "Horror", "Thriller", "Adventure", "Drama", "War", "Adventure", "Comedy", "Sci-Fi", "Fantasy", "Horror", "Thriller", "Comedy", "Documentary", "Music", "Action", "Comedy", "Crime", "Comedy", "Drama", "Romance", "Comedy", "Fantasy", "Action", "Fantasy", "Horror", "Sci-Fi", "Thriller", "Comedy", "Drama", "Comedy", "Drama", "Comedy", "Romance", "Crime", "Drama", "History", "Romance", "Fantasy", "Horror", "Comedy", "Crime", "Drama", "Comedy", "Crime", "Thriller", "Biography", "Drama", "Crime", "Drama", "Comedy", "Documentary", "Comedy", "Drama", "Horror", "Drama", "Mystery", "Thriller", "Drama", "Family", "Action", "Comedy", "Thriller", "Action", "Comedy", "Drama", "Family", "Western", "Comedy", "Romance", "Comedy", "Crime", "Drama", "Thriller", "Comedy", "Drama", "Romance", "Sport", "Drama", "History", "War", "Horror", "Thriller", "Comedy", "Drama", "Drama", "Sci-Fi", "Thriller", "Adventure", "Family", "Fantasy", "Drama", "Drama", "Family", "Fantasy", "Romance", "Drama", "Comedy", "Romance", "Documentary", "Horror", "Crime", "Drama", "Music", "Comedy", "Music", "Romance", "Horror", "Adventure", "Family", "Fantasy", "Musical", "Comedy", "Horror", "Drama", "Comedy", "Western", "Horror", "Thriller", "Drama", "Romance", "Comedy", "Sport", "Drama", "Sci-Fi", "Thriller", "Horror", "Mystery", "Sci-Fi", "Thriller", "Comedy", "Fantasy", "Documentary", "Comedy", "Drama", "Music", "Horror", "Mystery", "Sci-Fi", "Comedy", "Documentary", "Drama", "Comedy", "Drama", "Romance", "Drama", "Romance", "Drama", "Comedy", "Crime", "Drama", "Sci-Fi", "Drama", "Romance", "Comedy", "Drama", "Romance", "Comedy", "Documentary", "War", "Documentary", "Comedy", "Sport", "Comedy", "Drama", "Family", "Documentary", "Comedy", "Drama", "Romance", "Horror", "Thriller", "Drama", "Romance", "Sci-Fi", "Thriller", "Comedy", "Crime", "Drama", "Drama", "History", "Drama", "Horror", "Mystery", "Thriller", "Crime", "Drama", "Drama", "Musical", "Animation", "Family", "Fantasy", "Music", "Horror", "Thriller", "Horror", "Mystery", "Thriller", "Drama", "Drama", "Drama", "Romance", "War", "Comedy", "Drama", "Crime", "Drama", "Action", "Adventure", "Thriller", "Action", "Comedy", "Horror", "Sci-Fi", "Horror", "Mystery", "Action", "Adventure", "Sci-Fi", "Thriller", "Action", "Comedy", "Biography", "Crime", "Drama", "Romance", "Drama", "Horror", "Mystery", "Thriller", "Drama", "Thriller", "Drama", "Animation", "Comedy", "Drama", "Comedy", "Drama", "Drama", "Romance", "Drama", "Thriller", "Drama", "Drama", "Comedy", "Drama", "Drama", "Music", "Romance", "Action", "Crime", "Drama", "Thriller", "Crime", "Drama", "Thriller", "Comedy", "Romance", "Horror", "Mystery", "Thriller", "Comedy", "Drama", "Romance", "Animation", "Biography", "Documentary", "Drama", "History", "War", "Adventure", "Drama", "Romance", "Documentary", "History", "Biography", "Documentary", "History", "Comedy", "Comedy", "Drama", "Action", "Adventure", "Comedy", "Drama", "Music", "Sci-Fi", "Comedy", "Drama", "Drama", "Drama", "Romance", "Drama", "Action", "Crime", "Drama", "Crime", "Drama", "Film-Noir", "Mystery", "Thriller", "Comedy", "Fantasy", "Musical", "Sci-Fi", "Crime", "Drama", "Drama", "Fantasy", "Drama", "Mystery", "Thriller", "Drama", "Drama", "Fantasy", "Horror", "Horror", "Biography", "Crime", "Documentary", "History", "Thriller", "Drama", "Drama", "Horror", "Thriller", "Drama", "Romance", "Drama", "Fantasy", "Drama", "Music", "Comedy", "Documentary", "Crime", "Drama", "Drama", "Horror", "Crime", "Drama", "Horror", "Thriller", "Comedy", "Crime", "Romance", "Drama", "Romance", "Drama", "Romance", "Drama", "Romance", "Comedy", "Drama", "Comedy", "Drama", "Romance", "Comedy", "Drama", "Romance", "Crime", "Drama", "Romance", "Drama", "Mystery", "Action", "Horror", "Thriller", "Comedy", "Drama", "Romance", "Action", "Biography", "Drama", "Sport", "Comedy", "Drama", "Comedy", "Drama", "Romance", "Drama", "Mystery", "Romance", "Comedy", "Crime", "Drama", "Romance", "Fantasy", "Horror", "Mystery", "Thriller", "Crime", "Drama", "Thriller", "Drama", "Comedy", "Romance", "Crime", "Drama", "Thriller", "Drama", "Horror", "Mystery", "Comedy", "Romance", "Comedy", "Drama", "Family", "Drama", "Comedy", "Fantasy", "Comedy", "Drama", "Drama", "War", "Fantasy", "Horror", "Drama", "Drama", "Fantasy", "Horror", "Thriller", "Action", "Crime", "Mystery", "Thriller", "Animation", "Family", "Fantasy", "Musical", "Drama", "Adventure", "Comedy", "Horror", "Comedy", "Crime", "Drama", "Comedy", "Drama", "Drama", "Drama", "Comedy", "Horror", "Action", "Crime", "Drama", "Thriller", "Comedy", "Horror", "Mystery", "Thriller", "Drama", "Music", "Drama", "Horror", "Mystery", "Thriller", "Comedy", "Crime", "Mystery", "Drama", "Sci-Fi", "Thriller", "Comedy", "Drama", "Romance", "Drama", "Crime", "Drama", "Mystery", "Thriller", "Comedy", "Drama", "Drama", "Sport", "Crime", "Drama", "Thriller", "Western", "Comedy", "Drama", "Comedy", "Drama", "Comedy", "Music", "Documentary", "Adventure", "Comedy", "Sport", "Comedy", "Action", "Drama", "Horror", "Thriller", "Sci-Fi", "Thriller", "Action", "Crime", "Thriller", "Drama", "Sport", "Fantasy", "Horror", "Horror", "Mystery", "Thriller", "Horror", "Action", "Adventure", "Thriller", "Horror", "Mystery", "Sci-Fi", "Thriller", "Fantasy", "Horror", "Drama", "Drama", "Horror", "Mystery", "Thriller", "Drama", "Romance", "Adventure", "Comedy", "Drama", "Horror", "Comedy", "Drama", "Music", "Adventure", "Horror", "Biography", "Comedy", "Drama", "Romance", "Comedy", "Drama", "Romance", "Comedy", "Drama", "Romance", "Crime", "Drama", "Documentary", "Music", "Comedy", "Drama", "Comedy", "Drama", "Romance", "Documentary", "Comedy", "Drama", "Romance", "Sport", "Adventure", "Comedy", "Family", "Fantasy", "Horror", "Drama", "Crime", "Drama", "Mystery", "Comedy", "Sci-Fi", "Drama", "Romance", "Comedy", "Drama", "Drama", "Comedy", "Romance", "Comedy", "Drama", "Fantasy", "Romance", "Comedy", "Drama", "Romance", "Drama", "Fantasy", "Thriller", "Biography", "Crime", "Documentary", "History", "Crime", "Documentary", "War", "Documentary", "Sport", "Adventure", "Biography", "Documentary", "Drama", "Documentary", "Action", "Drama", "Horror", "Comedy", "Crime", "Thriller", "Comedy", "Crime", "Action", "Comedy", "Fantasy", "Sci-Fi", "Crime", "Drama", "Thriller", "Drama", "Sci-Fi", "Comedy", "Drama", "Sci-Fi", "Action", "Drama", "Comedy", "Drama", "Crime", "Drama", "Romance", "Comedy", "Drama", "Crime", "Drama", "Thriller", "Drama", "Thriller", "Biography", "Drama", "Romance", "Comedy", "Fantasy", "Thriller", "Comedy", "Romance", "Sport", "Action", "Drama", "Thriller", "Comedy", "Drama", "Romance", "Comedy", "Drama", "Fantasy", "Sci-Fi", "Drama", "Mystery", "Comedy", "Drama", "Drama", "Romance", "Drama", "Romance", "Drama", "Thriller", "Comedy", "Comedy", "Horror", "Action", "Adventure", "Drama", "War", "Comedy", "Drama", "Music", "Action", "Adventure", "Animation", "Comedy", "Fantasy", "Sci-Fi", "Comedy", "Drama", "Romance", "Crime", "Horror", "Thriller", "Horror", "Drama", "Fantasy", "Horror", "Mystery", "Thriller", "Drama", "Crime", "Drama", "Horror", "Thriller", "Documentary", "Drama", "Sport", "Crime", "Drama", "Action", "Adventure", "Drama", "Romance", "Horror", "Drama", "Drama", "Comedy", "Comedy", "Musical", "Romance", "Horror", "Documentary", "History", "Music", "Action", "Crime", "Drama", "Mystery", "Thriller", "Drama", "Comedy", "Musical", "Drama", "Romance", "Adventure", "Family", "Romance", "Adventure", "Biography", "Drama", "Horror", "Thriller", "Horror", "Sci-Fi", "Comedy", "Drama", "Drama", "Biography", "Documentary", "Sport", "Comedy", "Drama", "Romance", "Drama", "Documentary", "Drama", "Music", "Comedy", "Crime", "Family", "Drama", "Crime", "Drama", "Crime", "Drama", "Romance", "Comedy", "Romance", "Crime", "Drama", "Thriller", "Comedy", "Drama", "Action", "Adventure", "Drama", "Documentary", "Sport", "Comedy", "Comedy", "Fantasy", "Horror", "Adventure", "Animation", "Comedy", "Family", "Fantasy", "Sci-Fi", "Comedy", "Romance", "Drama", "Sport", "Drama", "Sci-Fi", "Thriller", "Comedy", "Comedy", "Horror", "Adventure", "Family", "Fantasy", "Crime", "Drama", "Drama", "History", "War", "Comedy", "Drama", "Romance", "Comedy", "Horror", "Musical", "Comedy", "Musical", "Romance", "Comedy", "Drama", "Romance", "Comedy", "Crime", "Drama", "Thriller", "Horror", "Adventure", "Comedy", "Fantasy", "Drama", "Biography", "Documentary", "Documentary", "Horror", "Comedy", "Romance", "Documentary", "Musical", "Romance", "Horror", "Thriller", "Documentary", "Sport", "Action", "Drama", "Horror", "Thriller", "Comedy", "Drama", "Action", "Fantasy", "Horror", "Mystery", "Thriller", "Comedy", "Romance", "Comedy", "Drama", "Drama", "Drama", "Drama", "Romance", "Drama", "Romance", "Drama", "Sport", "Drama", "Fantasy", "Musical", "Romance", "Thriller", "Biography", "Crime", "Drama", "Thriller", "Comedy", "Drama", "Romance", "Comedy", "Drama", "Romance", "Crime", "Drama", "Romance", "Comedy", "Drama", "Romance", "Comedy", "Drama", "Comedy", "Drama", "Romance", "Mystery", "Sci-Fi", "Thriller", "Comedy", "Romance", "Animation", "Comedy", "Drama", "Fantasy", "Sci-Fi", "Drama", "Mystery", "Thriller", "Drama", "Romance", "Comedy", "Music", "Drama", "Thriller", "Documentary", "Drama", "Adventure", "Horror", "Sci-Fi", "Comedy", "Drama", "Action", "Drama", "Western", "Documentary", "Drama", "Drama", "Documentary", "History", "Music", "Crime", "Drama", "Thriller", "Crime", "Documentary", "Drama", "Family", "Drama", "Romance", "Comedy", "Romance", "Drama", "Romance", "Sci-Fi", "Crime", "Drama", "Thriller", "Comedy", "Drama", "Romance", "Drama", "Music", "Romance", "Documentary", "Horror", "Thriller", "Documentary", "Comedy", "Drama", "Drama", "Sport", "Horror", "Thriller", "Comedy", "Comedy", "Horror", "Sci-Fi", "Comedy", "Crime", "Drama", "Horror", "Thriller", "Crime", "Horror", "Thriller", "Drama", "Mystery", "Thriller", "Biography", "Comedy", "Romance", "Comedy", "Documentary", "Drama", "Comedy", "Comedy", "Drama", "Comedy", "Drama", "Romance", "Comedy", "Drama", "Romance", "Drama", "Comedy", "Romance", "Western", "Comedy", "Drama", "Fantasy", "Comedy", "Drama", "Action", "Crime", "Drama", "Thriller", "Comedy", "Drama", "Comedy", "Drama", "Romance", "Comedy", "Crime", "Horror", "Drama", "Music", "Romance", "Drama", "Drama", "Sci-Fi", "Thriller", "Thriller", "Action", "Crime", "Drama", "Romance", "Thriller", "Comedy", "Drama", "Documentary" ], "xaxis": "x", "yaxis": "y" } ], "layout": { "barmode": "relative", "height": 600, "legend": { "tracegroupgap": 0 }, "margin": { "t": 60 }, "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "scatter": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "colorscale": { "diverging": [ [ 0, "#8e0152" ], [ 0.1, "#c51b7d" ], [ 0.2, "#de77ae" ], [ 0.3, "#f1b6da" ], [ 0.4, "#fde0ef" ], [ 0.5, "#f7f7f7" ], [ 0.6, "#e6f5d0" ], [ 0.7, "#b8e186" ], [ 0.8, "#7fbc41" ], [ 0.9, "#4d9221" ], [ 1, "#276419" ] ], "sequential": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "sequentialminus": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "Movies by Genre" }, "xaxis": { "anchor": "y", "domain": [ 0, 0.98 ], "title": { "text": "genres" } }, "yaxis": { "anchor": "x", "domain": [ 0, 1 ] } } }, "text/html": [ "
\n", " \n", " \n", "
\n", " \n", "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "## Genre\n", "fig = px.bar(spl, x=\"genres\")\n", "fig.update_traces(marker_color='blue', marker_line_color='blue', opacity=0.6)\n", "fig.update_layout(title_text='Movies by Genre')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We've already seen the numbers for content rating while cleaning the data, but by visualizing the content rating in a pie chart, we can see just how prevalent PG-13 and R rated movies are. In fact, almost 80% of the movies in the dataset are represented in these two ratings." ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "linkText": "Export to plot.ly", "plotlyServerURL": "https://plot.ly", "showLink": false }, "data": [ { "labels": [ "R", "PG-13", "PG", "G", "Unrated" ], "type": "pie", "values": [ 1717, 1311, 593, 91, 82 ] } ], "layout": { "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "scatter": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "colorscale": { "diverging": [ [ 0, "#8e0152" ], [ 0.1, "#c51b7d" ], [ 0.2, "#de77ae" ], [ 0.3, "#f1b6da" ], [ 0.4, "#fde0ef" ], [ 0.5, "#f7f7f7" ], [ 0.6, "#e6f5d0" ], [ 0.7, "#b8e186" ], [ 0.8, "#7fbc41" ], [ 0.9, "#4d9221" ], [ 1, "#276419" ] ], "sequential": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "sequentialminus": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "zerolinecolor": "white", "zerolinewidth": 2 } } } } }, "text/html": [ "
\n", " \n", " \n", "
\n", " \n", "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "## Content rating\n", "labels = ['R','PG-13','PG','G','Unrated']\n", "values = df['content_rating'].value_counts().values\n", "trace=go.Pie(labels=labels,values=values)\n", "py.iplot([trace])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A histogram of duration shows us that most movies are clustered around 100 minutes (1 hour and 40 minutes). However, the duration histogram is skewed right, meaning there are more values above the center." ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "scrolled": false }, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "alignmentgroup": "True", "bingroup": "x", "hoverlabel": { "namelength": 0 }, "hovertemplate": "duration=%{x}
count=%{y}", "legendgroup": "", "marker": { "color": "blue", "line": { "color": "blue" } }, "name": "", "offsetgroup": "", "opacity": 0.6, "orientation": "v", "showlegend": false, "type": "histogram", "x": [ 178, 169, 148, 164, 132, 156, 100, 141, 153, 183, 169, 106, 151, 150, 143, 150, 173, 136, 106, 164, 153, 156, 186, 113, 201, 194, 147, 131, 124, 143, 135, 195, 108, 104, 104, 150, 165, 130, 142, 125, 106, 123, 103, 118, 140, 123, 149, 132, 114, 143, 116, 131, 154, 122, 93, 122, 98, 91, 158, 96, 127, 110, 150, 144, 152, 96, 94, 126, 126, 106, 112, 123, 96, 113, 176, 118, 95, 106, 124, 132, 97, 130, 128, 136, 93, 130, 102, 101, 100, 120, 98, 109, 121, 169, 148, 182, 106, 166, 132, 137, 109, 98, 113, 93, 123, 126, 113, 184, 144, 206, 138, 157, 102, 104, 115, 111, 128, 89, 105, 119, 129, 102, 138, 112, 120, 146, 115, 96, 88, 99, 113, 131, 119, 91, 90, 103, 124, 131, 88, 85, 111, 92, 196, 93, 133, 116, 153, 88, 115, 95, 133, 97, 90, 154, 150, 127, 121, 102, 126, 121, 215, 127, 138, 122, 124, 106, 124, 128, 138, 115, 100, 135, 117, 156, 96, 107, 92, 115, 92, 117, 146, 94, 116, 147, 90, 101, 138, 107, 142, 165, 100, 82, 98, 95, 159, 96, 143, 123, 174, 101, 134, 132, 129, 106, 113, 102, 135, 125, 110, 124, 123, 130, 92, 127, 123, 123, 107, 124, 77, 109, 134, 117, 135, 121, 117, 124, 140, 142, 92, 138, 136, 98, 153, 120, 101, 91, 108, 112, 100, 108, 114, 119, 142, 125, 126, 119, 170, 85, 119, 102, 103, 76, 120, 127, 105, 121, 114, 129, 171, 120, 165, 82, 115, 194, 84, 97, 151, 136, 104, 127, 171, 145, 174, 144, 119, 153, 140, 176, 141, 106, 98, 116, 115, 165, 91, 78, 103, 131, 104, 101, 102, 103, 121, 143, 240, 121, 129, 172, 101, 87, 101, 95, 102, 131, 114, 94, 122, 95, 115, 88, 110, 130, 216, 146, 85, 93, 152, 85, 126, 146, 89, 88, 105, 135, 100, 192, 172, 102, 100, 119, 92, 105, 107, 101, 137, 115, 124, 118, 98, 82, 98, 90, 130, 90, 94, 114, 94, 151, 88, 121, 158, 128, 128, 95, 92, 121, 113, 106, 146, 88, 150, 119, 128, 106, 117, 129, 116, 114, 114, 96, 132, 104, 111, 138, 129, 144, 110, 140, 113, 143, 108, 108, 124, 116, 110, 91, 107, 115, 100, 104, 138, 140, 120, 122, 83, 139, 131, 104, 130, 145, 104, 97, 178, 108, 106, 112, 135, 109, 86, 95, 107, 82, 88, 120, 162, 123, 101, 113, 110, 142, 102, 126, 83, 85, 120, 116, 113, 87, 101, 110, 128, 138, 88, 91, 138, 99, 117, 117, 123, 118, 154, 118, 90, 113, 88, 93, 104, 135, 134, 98, 80, 83, 102, 130, 129, 89, 74, 96, 114, 99, 129, 113, 90, 118, 106, 89, 145, 114, 87, 119, 91, 118, 116, 177, 97, 106, 106, 94, 104, 102, 105, 135, 73, 94, 95, 124, 136, 91, 107, 108, 99, 92, 87, 110, 98, 154, 129, 86, 109, 104, 110, 136, 115, 99, 117, 125, 110, 125, 102, 128, 100, 124, 102, 90, 130, 118, 163, 142, 100, 116, 131, 91, 123, 134, 148, 110, 113, 94, 116, 99, 93, 113, 106, 91, 128, 98, 134, 97, 112, 153, 110, 122, 87, 178, 125, 87, 152, 116, 109, 108, 85, 106, 93, 117, 116, 132, 92, 139, 153, 142, 124, 117, 141, 110, 109, 88, 124, 119, 103, 116, 125, 125, 146, 118, 171, 136, 92, 116, 127, 136, 111, 116, 113, 97, 88, 136, 125, 116, 98, 91, 97, 95, 88, 133, 106, 116, 115, 99, 124, 124, 124, 87, 105, 125, 141, 121, 111, 157, 128, 105, 113, 121, 102, 169, 132, 127, 103, 136, 150, 136, 140, 104, 158, 119, 106, 136, 95, 137, 130, 124, 108, 104, 129, 117, 99, 159, 118, 105, 103, 122, 143, 96, 111, 121, 135, 101, 151, 131, 100, 105, 92, 130, 100, 102, 133, 121, 147, 94, 94, 127, 212, 141, 103, 98, 116, 114, 87, 125, 187, 93, 95, 117, 106, 115, 189, 81, 149, 119, 130, 116, 103, 99, 92, 109, 87, 111, 101, 83, 113, 107, 94, 132, 140, 125, 111, 156, 170, 120, 100, 115, 130, 105, 111, 106, 89, 100, 91, 146, 98, 101, 94, 132, 115, 92, 124, 119, 124, 93, 98, 92, 105, 124, 99, 116, 124, 96, 104, 100, 115, 101, 113, 100, 134, 125, 94, 107, 91, 116, 100, 117, 110, 96, 101, 111, 117, 126, 152, 101, 87, 85, 130, 104, 121, 140, 131, 91, 118, 130, 90, 103, 122, 106, 103, 107, 156, 127, 132, 108, 114, 133, 103, 95, 90, 87, 114, 103, 125, 97, 125, 136, 116, 103, 97, 96, 131, 95, 86, 142, 92, 108, 84, 188, 95, 118, 92, 74, 134, 101, 100, 132, 105, 123, 117, 98, 128, 114, 111, 85, 137, 97, 104, 110, 133, 94, 104, 91, 145, 135, 122, 110, 95, 102, 94, 126, 118, 99, 88, 141, 107, 116, 143, 114, 93, 280, 100, 107, 119, 95, 119, 133, 117, 123, 92, 170, 123, 110, 116, 121, 128, 99, 94, 127, 89, 123, 135, 118, 189, 172, 124, 141, 157, 106, 108, 125, 107, 215, 118, 118, 178, 92, 104, 116, 90, 130, 90, 106, 155, 139, 112, 139, 115, 143, 96, 112, 131, 116, 112, 123, 104, 107, 124, 96, 125, 129, 90, 109, 121, 95, 118, 80, 99, 133, 127, 106, 98, 132, 114, 78, 101, 113, 98, 124, 109, 128, 144, 95, 105, 121, 125, 129, 132, 118, 113, 140, 89, 104, 106, 141, 124, 98, 108, 114, 101, 93, 119, 119, 99, 137, 117, 87, 129, 115, 132, 131, 95, 125, 98, 110, 118, 101, 90, 119, 139, 130, 100, 114, 96, 110, 102, 84, 115, 99, 135, 108, 127, 107, 95, 124, 109, 102, 88, 87, 104, 96, 85, 104, 190, 127, 120, 118, 112, 114, 137, 112, 120, 123, 93, 123, 122, 115, 123, 96, 105, 113, 132, 75, 108, 105, 102, 118, 111, 81, 116, 86, 127, 91, 98, 84, 109, 93, 113, 141, 119, 97, 117, 101, 153, 122, 102, 83, 103, 110, 136, 91, 89, 107, 129, 95, 122, 110, 135, 95, 109, 93, 94, 117, 112, 111, 96, 141, 94, 87, 88, 177, 133, 119, 102, 101, 91, 117, 86, 124, 134, 95, 100, 220, 212, 128, 106, 160, 114, 99, 74, 139, 103, 101, 130, 130, 110, 147, 96, 118, 88, 325, 102, 110, 136, 103, 103, 90, 154, 99, 93, 109, 124, 84, 90, 117, 123, 251, 105, 115, 122, 119, 81, 133, 100, 120, 104, 122, 80, 91, 112, 100, 105, 110, 144, 108, 107, 102, 100, 126, 138, 108, 105, 108, 89, 129, 84, 149, 94, 121, 128, 134, 120, 129, 89, 116, 118, 107, 155, 123, 128, 139, 109, 120, 121, 102, 117, 178, 147, 90, 105, 114, 206, 99, 123, 102, 109, 82, 142, 106, 106, 108, 98, 131, 118, 113, 130, 116, 89, 139, 130, 107, 116, 96, 99, 104, 105, 101, 134, 135, 98, 155, 106, 102, 95, 103, 109, 95, 111, 123, 140, 94, 94, 92, 102, 123, 104, 102, 136, 93, 129, 107, 117, 116, 135, 107, 90, 99, 104, 115, 119, 99, 112, 128, 112, 86, 108, 128, 84, 111, 131, 123, 101, 102, 114, 107, 87, 103, 99, 122, 91, 103, 107, 106, 101, 109, 89, 119, 83, 108, 102, 93, 84, 107, 91, 94, 115, 93, 105, 107, 101, 111, 113, 112, 126, 98, 107, 106, 87, 119, 110, 125, 113, 108, 96, 93, 100, 118, 122, 120, 146, 115, 123, 94, 102, 98, 133, 118, 105, 109, 129, 109, 127, 118, 110, 90, 144, 130, 112, 133, 150, 110, 96, 96, 123, 188, 107, 110, 113, 122, 116, 93, 118, 93, 121, 101, 107, 124, 109, 105, 130, 127, 114, 106, 95, 81, 95, 108, 105, 95, 126, 102, 121, 129, 88, 106, 110, 109, 143, 120, 128, 123, 129, 105, 162, 138, 100, 90, 108, 101, 109, 132, 123, 87, 109, 109, 92, 125, 202, 134, 88, 92, 91, 75, 98, 147, 100, 120, 104, 103, 109, 104, 112, 95, 102, 150, 101, 108, 98, 137, 112, 101, 103, 101, 112, 102, 101, 155, 109, 140, 108, 96, 123, 106, 76, 107, 82, 109, 99, 91, 87, 125, 118, 98, 92, 92, 115, 120, 111, 94, 100, 101, 139, 91, 109, 102, 103, 83, 123, 101, 117, 114, 330, 121, 114, 148, 113, 91, 139, 96, 102, 96, 101, 128, 109, 114, 105, 141, 138, 101, 99, 89, 99, 105, 97, 140, 118, 94, 124, 134, 113, 124, 97, 123, 99, 101, 92, 131, 107, 103, 129, 107, 89, 113, 93, 120, 98, 105, 98, 96, 87, 107, 90, 121, 119, 107, 110, 100, 75, 132, 105, 289, 102, 143, 113, 161, 138, 126, 99, 101, 103, 118, 116, 99, 105, 113, 93, 108, 74, 116, 104, 106, 120, 135, 132, 92, 99, 90, 111, 103, 127, 112, 87, 138, 132, 103, 123, 111, 102, 78, 132, 133, 108, 125, 98, 119, 87, 91, 100, 118, 109, 99, 114, 89, 95, 98, 94, 85, 124, 131, 107, 99, 83, 131, 85, 126, 123, 105, 125, 77, 121, 124, 99, 112, 111, 107, 104, 113, 113, 95, 86, 126, 101, 102, 111, 95, 98, 100, 118, 125, 94, 79, 106, 63, 85, 108, 139, 127, 106, 95, 118, 108, 105, 131, 104, 133, 94, 109, 96, 105, 99, 112, 108, 126, 98, 104, 110, 130, 93, 96, 114, 106, 150, 100, 100, 100, 107, 102, 101, 86, 108, 123, 88, 109, 122, 251, 118, 131, 109, 88, 103, 87, 160, 121, 129, 115, 153, 128, 89, 122, 99, 99, 147, 112, 88, 94, 90, 167, 118, 83, 104, 102, 131, 101, 130, 120, 135, 110, 103, 110, 91, 105, 127, 82, 99, 90, 115, 96, 104, 117, 83, 99, 81, 135, 117, 139, 123, 117, 97, 81, 103, 119, 94, 89, 98, 107, 108, 134, 110, 103, 100, 131, 133, 109, 114, 164, 92, 122, 110, 116, 106, 115, 148, 118, 101, 82, 110, 193, 130, 111, 110, 123, 109, 99, 106, 89, 98, 93, 112, 101, 104, 120, 91, 97, 133, 123, 114, 111, 117, 121, 139, 115, 175, 85, 90, 107, 100, 129, 109, 94, 133, 105, 100, 113, 118, 110, 110, 99, 101, 103, 95, 117, 129, 120, 125, 133, 116, 129, 93, 118, 129, 185, 146, 128, 93, 97, 82, 85, 88, 119, 122, 99, 97, 121, 95, 105, 108, 134, 115, 86, 101, 96, 101, 100, 117, 101, 98, 146, 102, 97, 142, 98, 219, 109, 97, 158, 85, 80, 86, 119, 98, 97, 124, 97, 105, 104, 101, 101, 114, 105, 90, 97, 144, 114, 124, 89, 160, 93, 88, 142, 92, 117, 111, 121, 107, 106, 136, 97, 108, 97, 99, 103, 95, 93, 98, 90, 107, 90, 115, 93, 99, 107, 110, 101, 85, 132, 90, 145, 110, 122, 107, 127, 99, 140, 133, 271, 112, 99, 100, 92, 105, 110, 116, 88, 111, 95, 95, 127, 105, 104, 95, 121, 92, 107, 117, 107, 131, 122, 134, 117, 138, 119, 137, 119, 139, 114, 120, 98, 106, 98, 107, 88, 137, 100, 115, 101, 110, 94, 88, 127, 95, 87, 118, 107, 124, 89, 88, 118, 93, 80, 120, 98, 119, 88, 201, 90, 127, 119, 85, 98, 101, 112, 97, 126, 106, 97, 100, 114, 101, 88, 93, 92, 98, 94, 102, 98, 111, 100, 141, 114, 96, 111, 127, 107, 97, 127, 110, 135, 84, 122, 114, 132, 170, 133, 112, 108, 115, 83, 105, 110, 96, 94, 142, 104, 136, 106, 106, 98, 100, 95, 107, 104, 104, 143, 77, 96, 145, 116, 100, 104, 92, 105, 120, 116, 119, 101, 117, 112, 136, 81, 87, 96, 106, 122, 123, 92, 110, 104, 98, 120, 112, 127, 102, 91, 114, 115, 115, 120, 135, 90, 100, 105, 138, 94, 101, 131, 91, 112, 95, 100, 105, 108, 101, 109, 115, 117, 107, 134, 118, 121, 105, 110, 114, 100, 85, 72, 128, 72, 89, 96, 77, 111, 93, 129, 128, 110, 137, 124, 93, 115, 105, 127, 82, 143, 103, 104, 98, 92, 123, 88, 128, 107, 91, 90, 115, 113, 113, 87, 101, 111, 108, 105, 109, 109, 99, 98, 104, 109, 75, 119, 90, 97, 89, 106, 96, 104, 108, 112, 104, 113, 98, 114, 124, 148, 108, 95, 108, 68, 103, 99, 88, 128, 124, 84, 122, 101, 98, 225, 88, 88, 94, 117, 95, 99, 96, 98, 123, 101, 102, 94, 102, 108, 116, 93, 102, 103, 115, 96, 98, 101, 106, 101, 111, 99, 88, 83, 91, 108, 148, 77, 110, 83, 107, 100, 87, 154, 106, 99, 100, 116, 94, 111, 100, 125, 119, 135, 93, 114, 124, 114, 124, 104, 118, 80, 107, 125, 115, 88, 122, 101, 107, 107, 100, 110, 125, 184, 236, 97, 113, 95, 103, 91, 116, 93, 113, 101, 95, 109, 85, 101, 125, 132, 131, 129, 100, 97, 92, 116, 90, 81, 97, 118, 100, 97, 114, 130, 82, 96, 105, 122, 88, 110, 103, 106, 98, 68, 94, 99, 107, 180, 89, 97, 113, 131, 103, 119, 98, 111, 94, 122, 81, 89, 106, 86, 103, 121, 109, 109, 123, 94, 94, 115, 107, 91, 125, 122, 102, 90, 98, 109, 90, 112, 94, 105, 104, 112, 108, 112, 127, 111, 126, 114, 99, 150, 112, 108, 116, 144, 93, 103, 121, 105, 119, 98, 80, 121, 94, 93, 116, 101, 154, 170, 99, 104, 126, 110, 101, 87, 123, 109, 90, 96, 125, 82, 86, 108, 98, 129, 112, 108, 121, 89, 89, 73, 132, 96, 98, 107, 134, 122, 97, 110, 102, 98, 120, 160, 83, 102, 122, 126, 136, 120, 108, 126, 128, 113, 89, 129, 94, 106, 100, 89, 94, 83, 111, 80, 112, 94, 130, 91, 91, 110, 121, 114, 96, 94, 109, 107, 96, 88, 113, 101, 105, 125, 100, 112, 112, 95, 110, 118, 97, 120, 135, 101, 92, 92, 161, 92, 122, 91, 93, 94, 95, 105, 103, 102, 116, 110, 120, 122, 118, 107, 102, 154, 114, 109, 94, 100, 98, 102, 94, 92, 113, 115, 95, 87, 88, 97, 94, 112, 98, 104, 120, 99, 109, 105, 106, 123, 86, 120, 227, 119, 115, 114, 90, 94, 106, 98, 126, 100, 89, 111, 100, 115, 106, 124, 107, 99, 90, 101, 119, 103, 134, 155, 94, 95, 89, 97, 90, 92, 100, 117, 84, 140, 108, 109, 131, 114, 97, 122, 87, 85, 101, 121, 107, 111, 97, 97, 125, 124, 76, 107, 91, 96, 142, 103, 117, 116, 118, 108, 94, 97, 97, 91, 107, 95, 102, 88, 106, 92, 105, 107, 120, 103, 92, 147, 98, 103, 111, 98, 111, 111, 145, 84, 115, 105, 98, 110, 103, 90, 105, 93, 101, 115, 120, 111, 131, 139, 120, 119, 125, 108, 145, 98, 101, 109, 123, 99, 107, 81, 105, 82, 109, 95, 100, 91, 90, 108, 103, 96, 117, 93, 115, 85, 112, 86, 86, 137, 90, 107, 98, 84, 139, 127, 150, 132, 115, 186, 90, 134, 101, 97, 107, 99, 124, 110, 178, 125, 121, 100, 115, 108, 117, 220, 112, 99, 109, 83, 107, 102, 100, 97, 92, 84, 86, 120, 89, 117, 97, 91, 100, 72, 84, 126, 108, 112, 90, 91, 135, 141, 104, 84, 118, 82, 95, 94, 99, 121, 84, 93, 93, 120, 112, 107, 112, 96, 91, 105, 125, 102, 87, 118, 115, 91, 88, 127, 94, 90, 102, 117, 109, 121, 100, 109, 101, 106, 94, 140, 132, 99, 90, 105, 108, 69, 148, 118, 132, 130, 95, 80, 94, 122, 102, 116, 78, 114, 112, 110, 104, 81, 154, 102, 89, 132, 103, 93, 93, 96, 89, 92, 97, 93, 89, 144, 123, 93, 133, 121, 102, 99, 98, 118, 104, 109, 115, 92, 91, 94, 93, 100, 293, 93, 123, 119, 107, 106, 109, 81, 95, 86, 113, 122, 90, 108, 113, 110, 109, 101, 97, 172, 104, 99, 129, 91, 100, 111, 114, 86, 107, 90, 120, 110, 132, 94, 113, 111, 99, 104, 103, 106, 125, 109, 200, 112, 116, 120, 107, 107, 81, 101, 122, 97, 92, 110, 86, 91, 100, 111, 89, 84, 98, 95, 100, 109, 118, 88, 86, 118, 125, 125, 94, 113, 104, 95, 102, 104, 120, 95, 118, 97, 98, 103, 161, 120, 97, 99, 111, 145, 126, 121, 117, 98, 109, 95, 109, 96, 101, 107, 119, 100, 98, 92, 90, 90, 153, 124, 82, 107, 97, 80, 85, 97, 109, 140, 90, 130, 98, 101, 114, 100, 85, 103, 100, 114, 97, 116, 96, 98, 105, 123, 93, 97, 122, 101, 100, 129, 81, 96, 84, 110, 130, 84, 106, 76, 99, 96, 104, 108, 108, 87, 89, 97, 106, 100, 89, 95, 97, 94, 103, 95, 101, 101, 82, 74, 130, 112, 96, 89, 121, 85, 120, 106, 83, 120, 111, 100, 89, 115, 135, 92, 120, 97, 135, 93, 118, 97, 98, 98, 101, 132, 106, 87, 98, 96, 104, 93, 95, 89, 107, 85, 93, 103, 111, 86, 90, 82, 83, 125, 86, 91, 90, 90, 93, 104, 85, 135, 144, 98, 117, 127, 98, 197, 104, 130, 176, 116, 88, 106, 181, 130, 123, 120, 87, 123, 103, 91, 88, 126, 120, 94, 137, 119, 99, 79, 95, 103, 92, 84, 120, 121, 97, 86, 45, 97, 93, 84, 96, 112, 125, 96, 103, 101, 104, 119, 128, 106, 126, 126, 150, 178, 117, 119, 174, 111, 101, 89, 113, 95, 112, 109, 108, 100, 90, 94, 111, 142, 107, 91, 82, 97, 128, 102, 93, 138, 93, 92, 92, 104, 89, 92, 90, 129, 111, 79, 104, 101, 113, 92, 106, 75, 104, 108, 99, 109, 93, 99, 98, 95, 107, 102, 97, 90, 90, 99, 115, 89, 92, 94, 100, 109, 105, 102, 97, 118, 92, 93, 113, 89, 118, 97, 156, 100, 96, 120, 175, 95, 95, 121, 110, 96, 121, 95, 112, 143, 93, 110, 104, 119, 125, 96, 100, 89, 92, 109, 103, 95, 143, 105, 106, 100, 103, 116, 99, 164, 96, 122, 94, 93, 96, 113, 99, 91, 100, 105, 99, 112, 99, 125, 107, 107, 97, 95, 106, 103, 96, 103, 108, 118, 97, 115, 102, 108, 101, 101, 139, 125, 115, 99, 88, 112, 108, 104, 108, 102, 88, 91, 141, 101, 105, 100, 116, 97, 105, 122, 107, 121, 98, 123, 110, 120, 122, 110, 139, 124, 120, 152, 98, 106, 106, 106, 89, 94, 109, 144, 90, 106, 121, 89, 104, 99, 98, 121, 96, 99, 122, 101, 102, 84, 104, 96, 94, 90, 90, 106, 96, 95, 99, 99, 95, 99, 107, 90, 96, 104, 97, 107, 85, 95, 111, 86, 115, 103, 111, 112, 141, 95, 85, 129, 125, 116, 105, 90, 111, 91, 97, 92, 104, 120, 99, 93, 99, 96, 96, 100, 98, 106, 95, 104, 87, 81, 94, 89, 88, 108, 115, 96, 135, 93, 109, 101, 117, 83, 113, 104, 97, 110, 103, 94, 77, 134, 90, 104, 93, 106, 109, 101, 100, 95, 94, 93, 106, 99, 82, 135, 88, 89, 110, 107, 86, 91, 103, 92, 99, 96, 82, 92, 112, 90, 150, 91, 95, 97, 112, 122, 110, 108, 121, 97, 116, 94, 103, 112, 91, 98, 95, 99, 91, 97, 90, 90, 94, 90, 103, 105, 113, 148, 93, 94, 121, 118, 101, 90, 100, 97, 96, 117, 108, 109, 102, 98, 133, 122, 106, 99, 110, 104, 133, 103, 112, 101, 111, 104, 112, 94, 90, 101, 93, 152, 150, 112, 95, 111, 91, 106, 93, 93, 165, 96, 119, 93, 82, 101, 81, 105, 86, 110, 110, 104, 96, 110, 84, 94, 93, 96, 101, 102, 87, 99, 106, 117, 99, 102, 85, 86, 120, 106, 103, 93, 112, 113, 98, 92, 106, 93, 226, 104, 152, 107, 95, 102, 99, 109, 113, 91, 88, 97, 97, 85, 92, 93, 96, 105, 129, 37, 81, 106, 103, 101, 102, 98, 91, 105, 80, 107, 92, 107, 135, 99, 115, 91, 92, 101, 105, 109, 110, 94, 115, 98, 91, 120, 87, 117, 85, 110, 113, 98, 86, 161, 100, 91, 100, 84, 99, 109, 95, 97, 90, 96, 82, 109, 98, 95, 104, 87, 108, 94, 89, 102, 120, 110, 86, 101, 87, 87, 93, 111, 98, 100, 88, 97, 122, 108, 96, 105, 113, 105, 93, 89, 116, 120, 88, 102, 106, 95, 113, 93, 97, 140, 86, 109, 66, 86, 87, 149, 98, 75, 104, 102, 105, 107, 89, 106, 95, 101, 112, 92, 100, 80, 106, 103, 90, 96, 120, 101, 101, 105, 120, 91, 92, 117, 120, 172, 89, 125, 115, 96, 100, 87, 102, 118, 86, 137, 129, 80, 89, 80, 115, 100, 100, 91, 96, 116, 97, 101, 98, 101, 90, 120, 102, 100, 89, 86, 96, 91, 85, 129, 92, 96, 119, 92, 106, 99, 103, 95, 95, 100, 101, 90, 89, 87, 118, 93, 109, 90, 81, 93, 138, 105, 98, 86, 104, 100, 84, 95, 90, 123, 111, 110, 108, 92, 88, 97, 103, 110, 103, 114, 112, 104, 99, 98, 100, 80, 87, 91, 84, 90, 124, 95, 90, 101, 130, 83, 106, 94, 120, 105, 95, 135, 105, 83, 111, 87, 87, 80, 100, 103, 100, 104, 114, 111, 110, 85, 113, 99, 142, 112, 108, 88, 97, 91, 94, 92, 110, 102, 145, 89, 83, 91, 110, 86, 86, 120, 90, 112, 103, 83, 109, 100, 95, 104, 96, 97, 91, 84, 86, 92, 94, 103, 100, 119, 92, 108, 97, 88, 100, 88, 79, 135, 96, 53, 97, 91, 93, 112, 95, 93, 88, 82, 78, 97, 81, 88, 96, 108, 100, 113, 104, 91, 85, 101, 88, 112, 107, 88, 95, 123, 88, 114, 88, 104, 93, 91, 90, 112, 86, 86, 95, 101, 89, 88, 99, 170, 97, 201, 108, 106, 107, 84, 81, 81, 215, 106, 103, 90, 87, 122, 86, 79, 97, 89, 120, 108, 102, 83, 93, 86, 101, 111, 90, 86, 98, 91, 91, 202, 89, 84, 82, 94, 100, 112, 94, 91, 87, 130, 91, 107, 84, 103, 89, 98, 92, 90, 84, 91, 90, 88, 92, 82, 101, 86, 100, 89, 88, 90, 101, 102, 98, 91, 80, 76, 80, 95, 94, 109, 133, 95, 90, 113, 91, 98, 94, 96, 100, 90, 76, 75, 78, 90, 92, 99, 86, 106, 80, 96, 99, 85, 101, 97, 86, 106, 106, 89, 97, 88, 92, 97, 78, 85, 93, 88, 91, 90, 111, 81, 81, 90, 88, 114, 84, 87, 100, 82, 82, 98, 98, 90, 90, 78, 102, 65, 97, 109, 100, 85, 108, 110, 90, 77, 80, 81, 95, 90 ], "xaxis": "x", "yaxis": "y" } ], "layout": { "barmode": "relative", "height": 600, "legend": { "tracegroupgap": 0 }, "margin": { "t": 60 }, "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "scatter": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "colorscale": { "diverging": [ [ 0, "#8e0152" ], [ 0.1, "#c51b7d" ], [ 0.2, "#de77ae" ], [ 0.3, "#f1b6da" ], [ 0.4, "#fde0ef" ], [ 0.5, "#f7f7f7" ], [ 0.6, "#e6f5d0" ], [ 0.7, "#b8e186" ], [ 0.8, "#7fbc41" ], [ 0.9, "#4d9221" ], [ 1, "#276419" ] ], "sequential": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "sequentialminus": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "Movie Duration" }, "xaxis": { "anchor": "y", "domain": [ 0, 0.98 ], "title": { "text": "duration" } }, "yaxis": { "anchor": "x", "domain": [ 0, 1 ], "title": { "text": "count" } } } }, "text/html": [ "
\n", " \n", " \n", "
\n", " \n", "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "## Duration\n", "fig = px.histogram(df, x=\"duration\")\n", "fig.update_traces(marker_color='blue', marker_line_color='blue', opacity=0.6)\n", "fig.update_layout(title_text='Movie Duration')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### b. Financials" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The histogram of movie gross shown below is severely right-skewed. This means that it's fairly rare for a movie to gross more than 50 million dollars and a decent portion of the movies in the dataset gross below 10 million dollars." ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "alignmentgroup": "True", "bingroup": "x", "hoverlabel": { "namelength": 0 }, "hovertemplate": "gross=%{x}
count=%{y}", "legendgroup": "", "marker": { "color": "blue", "line": { "color": "blue" } }, "name": "", "offsetgroup": "", "opacity": 0.6, "orientation": "v", "showlegend": false, "type": "histogram", "x": [ 760505847, 309404152, 200074175, 448130642, 73058679, 336530303, 200807262, 458991599, 301956980, 330249062, 200069408, 168368427, 423032628, 89289910, 291021565, 141614023, 623279547, 241063875, 179020854, 255108370, 262030663, 105219735, 258355354, 70083519, 218051260, 658672302, 407197282, 65173160, 652177271, 304360277, 373377893, 408992272, 334185206, 234360014, 268488329, 402076689, 245428137, 234903076, 202853933, 172051787, 191450875, 116593191, 414984497, 125320003, 350034110, 202351611, 233914986, 228756232, 65171860, 144812796, 90755643, 101785482, 352358779, 317011114, 237282182, 130468626, 223806889, 140080850, 166112167, 137850096, 47375327, 124051759, 291709845, 154985087, 533316061, 292979556, 198332128, 318298180, 73820094, 113745408, 102176165, 161087183, 100289690, 100189501, 88246220, 150167630, 356454367, 362645141, 312057433, 155111815, 241407328, 208543795, 38297305, 259746958, 238371987, 93417865, 222487711, 189412677, 665426, 102315545, 217387997, 150350192, 333130696, 187991439, 292568851, 303001229, 144512310, 127490802, 146405371, 281666058, 63143812, 60655503, 76846624, 320706665, 46978995, 89732035, 104383624, 198539855, 318759914, 34293771, 292000866, 289994397, 227946274, 256386216, 206456431, 206435493, 205343774, 179982968, 177243721, 179883016, 139259759, 400736600, 281492479, 206360018, 153629485, 133375846, 181015141, 114053579, 119420252, 83640426, 79711678, 195000874, 61937495, 126597121, 165230261, 131564731, 133382309, 73103784, 21379315, 64459316, 34964818, 111505642, 133228348, 216366733, 160201106, 118099659, 201573391, 190418803, 82161969, 143523463, 209364921, 103400692, 110332737, 111110575, 65007045, 257704099, 403706375, 176997107, 31141074, 31704416, 107503316, 129734803, 132122995, 122512052, 68642452, 32131830, 176636816, 126930660, 93926386, 292298923, 63992328, 134518390, 52792307, 183635922, 83024900, 123207194, 83348920, 227137090, 215395021, 180191634, 424645577, 177343675, 234277056, 138396624, 149234747, 118311368, 101160529, 77564037, 249358727, 49551662, 60522097, 137748063, 113733726, 148337537, 317557891, 33592415, 305388685, 337103873, 217536138, 131536019, 214948780, 209805005, 186830669, 163192114, 119412921, 32694788, 113165635, 107285004, 260031035, 186739919, 215397307, 182618434, 131920333, 124976634, 115802596, 108521835, 100685880, 126464904, 64736114, 93050117, 57637485, 58607007, 43929341, 30212620, 76418654, 89021735, 380262555, 310675583, 289907418, 132550960, 474544677, 187165546, 40911830, 47952020, 190871240, 274084951, 67155742, 81638674, 56114221, 250863268, 155181732, 125332007, 113330342, 125531634, 186336103, 129995817, 102608827, 42776259, 98780042, 106369117, 142614158, 50026353, 66002193, 85463309, 71017784, 48068396, 61656849, 134520804, 313837577, 24004159, 58183966, 100446895, 144795350, 47396698, 140015224, 104374107, 228430993, 35799026, 6712451, 101643008, 187670866, 132014112, 261970615, 167007184, 180011740, 204843350, 97030725, 130127620, 146282411, 65452312, 148383780, 119219978, 101228120, 162804648, 100117603, 89296573, 85017401, 173005002, 75030163, 77222184, 107515297, 67631157, 66862068, 57366262, 116866727, 184031112, 54700065, 27098580, 55673333, 40198710, 72660029, 38120554, 49392095, 39292022, 28772222, 17010646, 24985612, 4411102, 35024475, 130174897, 10200000, 202007640, 77679638, 9213, 58867694, 59475623, 108638745, 86897182, 63540020, 95328937, 50802661, 161317423, 201148159, 43982842, 380838870, 377019252, 340478898, 17176900, 131144183, 23014504, 181166115, 176740650, 71148699, 67344392, 22406362, 261437578, 11000000, 88761720, 250147615, 245823397, 81557479, 226138454, 155370362, 124870275, 196573705, 58229120, 125305545, 132373442, 120618403, 110416702, 102515793, 100012500, 209019489, 84037039, 85884815, 83077470, 100018837, 78747585, 78616689, 75817994, 100853835, 73209340, 72515360, 68558662, 65653758, 64685359, 61355436, 26871, 60874615, 143618384, 58220776, 47474112, 42877165, 35168677, 37567440, 61644321, 190562, 120147445, 241688385, 233630478, 197992827, 176049130, 172620724, 183405771, 20315324, 148313048, 127706877, 126149655, 66941559, 78009155, 63224849, 111544445, 112703470, 117144465, 84303558, 150832203, 51396781, 47592825, 50016394, 57010853, 62494975, 46440491, 44606335, 40048332, 64933670, 31494270, 31111260, 123307945, 153288182, 13401683, 137340146, 43575716, 80170146, 75754670, 33048353, 34543701, 242589580, 102981571, 180965237, 407999255, 254455986, 162831698, 155019340, 145771527, 140459099, 53215979, 158115031, 133103929, 133668525, 130313314, 124590960, 127968405, 120136047, 128200012, 112225777, 109993847, 104054514, 103028109, 101087161, 101111837, 95632614, 94822707, 92969824, 91188905, 90443603, 82226474, 79363785, 76081498, 85707116, 74329966, 100169068, 73215310, 80360866, 69102910, 65948711, 169692572, 60507228, 56684819, 50628009, 69772969, 45356386, 55350897, 39442871, 37899638, 37754208, 38542418, 34566746, 32885565, 36073232, 21471685, 20950820, 19673424, 19480739, 17593391, 18318000, 27356090, 17473245, 15131330, 19406406, 1891821, 23219748, 170708996, 422783777, 103812241, 119793567, 92930005, 67286731, 74158157, 127083765, 1339152, 15071514, 26000610, 323505540, 66462600, 368049635, 306124059, 229074524, 193136719, 35286428, 157299717, 134568845, 134006721, 195329763, 120776832, 118823091, 41814863, 97360069, 117698894, 162001186, 77032279, 73023275, 68473360, 66636385, 160762022, 103338338, 55808744, 47379090, 43426961, 47000485, 45434443, 42044321, 73661010, 41523271, 37600435, 39251128, 83503161, 34636443, 22751979, 30013346, 14567883, 5409517, 21009180, 94999143, 336029560, 36381716, 55585389, 36976367, 107225164, 70224196, 51814190, 47456450, 148213377, 112950721, 75600000, 62647540, 183132370, 27796042, 32616869, 18947630, 114195633, 144156464, 227965690, 436471036, 244052771, 152149590, 141204016, 162495848, 136448821, 120523073, 119654900, 117541000, 116643346, 100614858, 42272747, 80281096, 219613391, 78120196, 98895417, 70117571, 83552429, 66257002, 65012000, 79883359, 78031620, 54222000, 52474616, 55942830, 40932372, 38345403, 37901509, 48430355, 30157016, 28031250, 33105600, 62321039, 38509342, 19076815, 25093607, 18990542, 14294842, 19819494, 13596911, 8460990, 7097125, 37760080, 5851188, 25121291, 18821279, 118471320, 300523113, 71069884, 251501645, 35324232, 81257500, 617840, 29655590, 45045037, 28965197, 39380442, 37516013, 87704396, 83892374, 5932060, 216119491, 43568507, 182805123, 176387405, 33685268, 182204440, 171383253, 172071312, 139225854, 148775460, 115731542, 100468793, 93771072, 100448498, 115603980, 90454043, 84049211, 70450000, 69688384, 70236496, 63695760, 59617068, 55637680, 85911262, 53846915, 54758461, 52397389, 38966057, 42345531, 36064910, 33328051, 32598931, 28045540, 37023395, 43532294, 17218080, 10014234, 19059018, 1987287, 24407944, 13750556, 31054924, 43247140, 2208939, 213079163, 19548064, 356784000, 25052000, 122012710, 72413, 58255287, 77086030, 65000000, 32178777, 15738632, 54116191, 118153533, 108012170, 210592590, 279167575, 143151473, 136801374, 135381507, 167735396, 121468960, 106635996, 102678089, 125603360, 101217900, 104148781, 75573300, 93375151, 106126012, 93307796, 90646554, 109176215, 82670733, 82569532, 81687587, 80574010, 75764085, 90356857, 75530832, 75370763, 100003492, 90341670, 74540762, 80033643, 73648142, 71844424, 75638743, 66734992, 75280058, 64505912, 77862546, 61112916, 88200225, 60573641, 59035104, 56702901, 55994557, 54910560, 53789313, 51045801, 50818750, 50189179, 50024083, 50549107, 56443482, 62401264, 47748610, 46975183, 50807639, 46611204, 257756197, 48472213, 43060566, 45996718, 43337279, 37479778, 40559930, 36830057, 36279230, 42194060, 43119879, 35096190, 43290977, 33927476, 32122249, 40076438, 32940507, 31670931, 30695227, 32522352, 26082914, 29136626, 26288320, 26616590, 30063805, 22518325, 13082288, 18208078, 14218868, 22451, 31165421, 11802056, 25472967, 22362500, 17281832, 19781879, 7605668, 4535117, 4426297, 10166502, 363024263, 12065985, 350123553, 80021740, 48291624, 35231365, 53715611, 31199215, 29580087, 44665963, 60128566, 49875589, 60984028, 36931089, 51317350, 28328132, 51774002, 25528495, 113006880, 45860039, 329691196, 217326336, 166225040, 141600000, 134218018, 128769345, 177575142, 105263257, 104354205, 107100855, 98711404, 100328194, 101530738, 93815117, 91400000, 162586036, 89706988, 83000000, 78745923, 70098138, 66365290, 66207920, 63408614, 58422650, 56932305, 68750000, 68218041, 25040293, 55747724, 55473600, 49994804, 41609593, 38553833, 76137505, 34350553, 34238611, 34098563, 33828318, 33472850, 31051126, 35707327, 20550712, 18573791, 51225796, 16264475, 25857987, 12870569, 11466088, 16088610, 51178893, 6768055, 39440655, 6167817, 81645152, 69951824, 9483821, 66676062, 26838389, 75604320, 108200000, 5660084, 7221458, 70327868, 58297830, 57386369, 45207112, 62563543, 33574332, 73343413, 25031037, 22843047, 5755286, 164435221, 95720716, 118683135, 143704210, 110476776, 80270227, 36385763, 37035845, 34580635, 42438300, 23324666, 23020488, 90567722, 72601713, 296623634, 267652016, 62453315, 165500000, 153620822, 218628680, 147637474, 135014968, 2175312, 126203320, 126975169, 125548685, 105807520, 191616238, 105264608, 97680195, 126088877, 91030827, 150315155, 127997349, 88504640, 81517441, 81022333, 79948113, 88658172, 84244877, 75367693, 73701902, 75605492, 67823573, 91439400, 67128202, 70496802, 60470220, 58336565, 66002004, 54997476, 55682070, 52752475, 55092830, 50815288, 52822418, 50150619, 48745150, 50007168, 48154732, 48265581, 46982632, 44737059, 56724080, 44484065, 47553512, 42610000, 41482207, 47105085, 41256277, 50740078, 40203020, 40905277, 38590500, 39177541, 39778599, 37486138, 38105077, 35168395, 32800000, 33643461, 32741596, 31874869, 30306268, 27667947, 27067160, 26616999, 26536120, 26199517, 25450527, 25407250, 23159305, 24006726, 20389967, 19593740, 19118247, 26442251, 17114882, 18472363, 21557240, 21283440, 10556196, 16671505, 10400000, 9528092, 10137232, 9795017, 20488579, 19445217, 8355815, 28837115, 6471394, 6291602, 10706786, 8742261, 43905746, 21413502, 124107476, 197171806, 31569268, 66488090, 95308367, 60652036, 1206135, 56607223, 50173190, 47095453, 37879996, 25900000, 53574088, 89253340, 37339525, 60154431, 103738726, 69304264, 29781453, 15519841, 5600000, 126805112, 93607673, 67263182, 92001027, 10539414, 58918501, 181395380, 14946229, 130512915, 139852971, 110000082, 106807667, 101702060, 95149435, 100768056, 92115211, 93452056, 83287363, 82931301, 60962878, 76261036, 71423726, 71277420, 88625922, 70001065, 67253092, 66790248, 65557989, 60786269, 59365105, 162792677, 31598308, 57362581, 53854588, 52580895, 51019112, 48114556, 50648679, 46280507, 38360195, 46815748, 35617599, 47307550, 32003620, 27972410, 28133159, 27400000, 24343673, 22877808, 36883539, 22531698, 20400913, 20101861, 25200412, 19719930, 19377727, 13401683, 17300889, 15527125, 13560960, 15523168, 11146409, 7916887, 6565495, 15279680, 7262288, 4584886, 2154540, 8129455, 136019448, 183875760, 67061228, 53300852, 150415432, 44834712, 84300000, 1500000, 62318875, 5773519, 51768623, 37035515, 24520892, 24430272, 158348400, 31136950, 29113588, 138447667, 116006080, 106793915, 87856565, 70100000, 159578352, 57750000, 45290318, 41543207, 41252428, 35228696, 59992760, 34667015, 37652565, 24375436, 20915465, 24127895, 84961, 26404753, 6105175, 5664251, 1260917, 116724075, 56083966, 22108977, 293501675, 18600911, 7204138, 90800000, 150117807, 163947053, 116735231, 118500000, 126546825, 166147885, 111760631, 108706165, 138614544, 125069696, 107458785, 102310175, 96917897, 93952276, 90703745, 89138076, 87666629, 90353764, 82522790, 94125426, 95001343, 81292135, 86208010, 81593527, 75274748, 90835030, 72455275, 75305995, 74098862, 72266306, 71347010, 70836296, 70405498, 70163652, 66808615, 64149837, 83906114, 66466372, 72306065, 59068786, 57887882, 53955614, 54967359, 54228104, 57981889, 61094903, 53082743, 54414716, 57011847, 50859889, 51185897, 52000688, 49851591, 47781388, 52320979, 47806295, 51853450, 46012734, 47034272, 45856732, 59588068, 44175394, 45500797, 41797066, 38087756, 37752931, 37371385, 37101011, 38176892, 36283504, 35183792, 38543473, 36037909, 42575718, 33864342, 33508922, 42071069, 32853640, 42615685, 32055248, 31836745, 30993544, 30981850, 30199105, 29077547, 29374178, 28535768, 27663982, 27053815, 26814957, 25178165, 25117498, 32645, 24332324, 36665854, 22717758, 22433915, 22326247, 21176322, 20300000, 20302961, 15962471, 14942422, 14967182, 18996755, 14375181, 20999103, 14448589, 14358033, 33201661, 14018364, 13395939, 20113965, 13376506, 13208023, 13838130, 9652000, 7000000, 10431220, 10326062, 6114237, 4835968, 4777007, 3675072, 18438149, 511920, 10640645, 652526, 80050171, 7564000, 876671, 2869369, 128978, 77231, 4563029, 50693162, 63411478, 144512310, 35287788, 25335935, 5881504, 60000000, 29802761, 127214072, 88915214, 30400000, 85570368, 75668868, 6594136, 58700247, 50668906, 39177215, 40334024, 71038190, 24044532, 22770864, 18653746, 17305211, 16991902, 47536959, 10300000, 13782838, 41997790, 6482195, 623374, 7871693, 16377274, 9589875, 34912982, 109712885, 92173235, 41102171, 60338891, 48006503, 26903709, 22450975, 44867349, 46813366, 72279690, 191449475, 71026631, 68208190, 150368971, 50129186, 55500000, 50213619, 42019483, 23360779, 26183197, 20991497, 13052741, 14378353, 33037754, 12339633, 2954405, 30105968, 37788228, 277313371, 2126511, 205399422, 251188924, 1068392, 144731527, 255950375, 112692062, 117528646, 171031347, 124732962, 82300000, 134455175, 79100000, 81159365, 110008260, 67962333, 78651430, 64604977, 63939454, 63826569, 60054449, 26505000, 61280963, 56876365, 59699513, 54132596, 52277485, 55802754, 55291815, 83299761, 48169908, 67523385, 49474048, 45802315, 43792641, 57651794, 43894863, 41954997, 39532308, 76600000, 39692139, 40687294, 37553932, 37481242, 39026186, 33422806, 33423521, 32519322, 37617947, 32048809, 33987757, 37304950, 30691439, 30307804, 30669413, 28687835, 26494611, 25266129, 25863915, 25078937, 28995450, 24276500, 20981633, 22913677, 34531832, 28064226, 19447478, 19389454, 25871834, 19692608, 19294901, 20275446, 34507079, 18306166, 17609982, 16831505, 17596256, 14998070, 14587732, 18317151, 11405825, 13264986, 10991381, 10268846, 13303319, 10076136, 10499968, 7659747, 7948159, 11631245, 10137502, 6448817, 7458269, 4651977, 4496583, 2221994, 6592103, 630779, 102413606, 10214013, 32000000, 10139254, 11227940, 183125, 15081783, 37432299, 10654581, 6543194, 13101142, 8324748, 141340178, 51758599, 117559438, 21426805, 35057332, 34014398, 28927720, 33682273, 4280577, 17120019, 8406264, 309125409, 10955425, 34180954, 173381405, 104632573, 81150692, 60328558, 80197993, 169076745, 101470202, 50041732, 48814909, 57744720, 21784432, 37911876, 54696902, 36733909, 35063732, 99462, 32701088, 31493782, 43095600, 18636537, 17848322, 16640210, 13763130, 10956379, 4357000, 22525921, 3562749, 2899970, 1304837, 78800000, 17797316, 82528097, 14268533, 87100000, 93749203, 62700000, 59073773, 24185781, 53133888, 44983704, 118099659, 58879132, 72077000, 170684505, 163479795, 145096820, 191796233, 121248145, 125014030, 11854694, 115648585, 122012643, 116631310, 114324072, 113502246, 108360000, 108244774, 105444419, 100125340, 115646235, 85416609, 90135191, 100422786, 106694016, 64286, 76806312, 79566871, 76501438, 74787599, 66528842, 83813460, 65010106, 66359959, 66468315, 64172251, 66600000, 63536011, 62877175, 74484168, 60269340, 60033780, 58715510, 58156435, 56044241, 56816662, 64238770, 52937130, 52799004, 55210049, 51432423, 51109400, 50300000, 56068547, 53680848, 50921738, 53021560, 45645204, 53337608, 46875468, 52418902, 42057340, 42478175, 41407470, 42385520, 40118420, 40137776, 39568996, 42043633, 38232624, 38413606, 38122105, 38747385, 40247512, 35927406, 35565975, 35266619, 34703228, 38432823, 32095318, 31743332, 32154410, 26687172, 26096584, 26525834, 30513940, 23209440, 24048000, 22526144, 30523568, 23070045, 20422207, 28644770, 21800302, 21129348, 18500966, 19976073, 18967571, 17100000, 17266505, 32357532, 16930884, 18324242, 16323969, 16999046, 16295774, 15709385, 14888028, 14208384, 12831121, 18298649, 12712093, 11576087, 11900000, 9353573, 12026670, 14334645, 12189514, 10134754, 8535575, 7689458, 19316646, 10965209, 26830000, 5300000, 10880926, 3752725, 3517797, 2975649, 668171, 480314, 3904982, 127437, 537580, 183436380, 119518352, 37036404, 22359293, 18593156, 16930185, 63034755, 5899797, 4554569, 17016190, 6301131, 217350219, 161029270, 179870271, 100491683, 74058698, 55845943, 81350242, 67266300, 70235322, 7443007, 64371181, 58885635, 60400856, 52353636, 51475962, 63910583, 62300000, 49968653, 44450000, 45162741, 71346930, 39514713, 43097652, 48043505, 37053924, 33000377, 66950483, 38372662, 27000000, 31600000, 30688364, 28563179, 16779636, 10762178, 17324744, 8888143, 24268828, 8119205, 8434601, 6998324, 10907291, 5532301, 2775593, 28751715, 20285518, 67900000, 148734225, 49185998, 42168445, 26400000, 17508670, 9664316, 74888996, 69586544, 362645141, 60491560, 54200000, 30920167, 40566655, 31768374, 22494487, 21500000, 4463292, 14337579, 13823741, 10297897, 13248477, 8712564, 7486906, 38536376, 41008532, 5204007, 4485485, 4476235, 1089365, 763044, 20819129, 110222438, 109243478, 100241322, 25977365, 91457688, 87341380, 65703412, 58328680, 61490000, 50800000, 57859105, 46455802, 45506619, 40168080, 49874933, 45489752, 36985501, 33200000, 28501651, 23222861, 54540525, 16252765, 16005978, 14469428, 13829734, 1075288, 7496522, 20047715, 12276810, 33565375, 499263, 219200000, 172825435, 148085755, 25517500, 145000989, 26761283, 121945720, 96067179, 169705587, 3254172, 84185387, 82163317, 80920948, 80034302, 78656813, 76270454, 74273505, 134141530, 71500556, 71309760, 89808372, 77264926, 70625986, 56505065, 55973336, 54098051, 60443237, 82234139, 51676606, 52528330, 51533608, 51097664, 84136909, 46836394, 47285499, 47124400, 44700000, 44455658, 43984230, 66489425, 41067398, 40218903, 39880476, 39399750, 38230435, 39008741, 36833473, 48237389, 36447959, 45089048, 35990505, 35143332, 35000629, 34604054, 41597830, 33687630, 32553210, 31526393, 41229, 31655091, 30012990, 32368960, 14500000, 29247405, 25615792, 28341469, 25590119, 24944213, 33631221, 37738400, 21835784, 15785632, 21554585, 22200000, 80014842, 23527955, 24042490, 22466994, 17791031, 17718223, 15361537, 16647384, 16118077, 15091542, 15045676, 17427926, 14983572, 14637490, 14589444, 14095303, 13973532, 1865774, 18860403, 13038660, 28831145, 11538204, 11008432, 12188642, 11100000, 13651662, 11030963, 10769960, 10911750, 10719367, 10114315, 49122319, 10070000, 10324441, 7156933, 9286314, 56692, 5654777, 5516708, 5128124, 34014398, 4064333, 4006906, 3073392, 1550000, 871527, 777423, 1186957, 85433, 1697956, 183662, 134904, 16969390, 34700000, 717753, 109713132, 70269171, 28772222, 101334374, 1512815, 65182182, 57262492, 80000000, 74608545, 41895491, 39989008, 32662299, 31452765, 25167270, 32416109, 20218, 28871190, 16964743, 16290976, 13000000, 12372410, 8427204, 9639242, 25003072, 6144806, 4308981, 669276, 42880, 23225911, 4710455, 75590286, 218051260, 161487252, 290158751, 65807024, 86930411, 53302314, 40962534, 39235088, 27338033, 25556065, 15785632, 21973182, 4756, 18653615, 12189514, 13019253, 18934858, 20763013, 12782508, 11508423, 10660147, 7434726, 6109075, 2708188, 16123851, 71975611, 38119483, 4190530, 217631306, 176483808, 144833357, 75597042, 90636983, 70960517, 55762229, 54235441, 50728000, 40270895, 59696176, 51483949, 36020063, 33313582, 25842000, 22264487, 30659817, 5773519, 19351569, 49002815, 19283782, 30059386, 35799026, 17951431, 29997095, 14252830, 19783777, 13555988, 12784713, 10696210, 5974653, 5000000, 9694105, 16027866, 4398392, 1050445, 13746550, 20668843, 2963012, 1796024, 634277, 11326836, 49024969, 22294341, 24362501, 16684352, 46700000, 52008288, 8579684, 42660000, 40219708, 132088910, 36581633, 25296447, 24848292, 17757087, 9430988, 16284360, 6830957, 24104113, 15593, 958319, 69700000, 2840417, 242374454, 173585516, 128300000, 20259297, 153665036, 132541238, 130727000, 121697350, 117224271, 102922376, 94497271, 137387272, 82301521, 84518155, 80050171, 81257845, 70360285, 69148997, 82624961, 67325559, 62933793, 56667870, 56398162, 60072596, 56362352, 56154094, 65623128, 55461307, 48546578, 48423368, 52066000, 47887943, 46363118, 47852604, 45542421, 42652003, 39737645, 37567440, 44988180, 39263506, 39143839, 37672350, 38037513, 37442180, 35596227, 35422828, 36658108, 34300771, 34290142, 33422556, 32774834, 34334256, 32051917, 32014289, 31838002, 36874745, 30079316, 35033759, 29753944, 31146570, 27277055, 26876529, 53146000, 30028592, 34126138, 25677801, 26415649, 26003149, 25584685, 29975979, 31584722, 23179303, 23078294, 21413105, 25077977, 23292105, 20916309, 21200000, 28876924, 20241395, 32000000, 19151864, 23393765, 18882880, 8500000, 18252684, 19661987, 18352454, 17803796, 17529157, 25753840, 18081626, 17518220, 17104669, 16988996, 15797907, 16248701, 15712072, 191449475, 15408822, 15464026, 8000000, 14174654, 15988876, 13801755, 13987482, 14291570, 12181484, 13630226, 13383737, 13391174, 12987647, 12469811, 12398628, 13214030, 12232937, 12134420, 11784000, 11169531, 11034436, 12626905, 10569071, 10544143, 13650738, 10555348, 9714482, 9525276, 8855646, 9109322, 8326035, 8104069, 8054280, 8093318, 7382993, 8888355, 7001720, 7268659, 6852144, 6563357, 6201757, 6420319, 5702083, 5480996, 6002756, 5132655, 5205343, 5005883, 5749134, 4234040, 4001121, 3749061, 3519627, 3081925, 2353728, 2000000, 1900725, 2246000, 1646664, 1190018, 1027749, 882710, 1064277, 531009, 375474, 305070, 1183354, 121972, 263365, 8047690, 476270, 184208848, 100292856, 58571513, 51431160, 103001286, 41867960, 210609762, 40846082, 51697449, 27758465, 56127162, 1357042, 15911333, 39103378, 10049886, 8600000, 21483154, 8396942, 12561, 6923891, 2119994, 1292527, 64255243, 22245861, 20433940, 10562387, 18439082, 150056505, 119938730, 114968774, 128505958, 95001351, 76400000, 75072454, 65535067, 13998282, 6061759, 64955956, 60057639, 53868030, 59573085, 52691009, 59735548, 51600000, 43818159, 86049418, 43601508, 41300105, 41382841, 42335698, 33404871, 31471430, 30222640, 26830000, 26906039, 21378000, 43853424, 23993605, 26400000, 45250, 22927390, 4250320, 22452209, 18329466, 17071230, 17174870, 26284475, 16702864, 15561627, 17750583, 14793904, 15281286, 8000000, 13491653, 10494494, 7837632, 15155772, 8508843, 7739049, 6734844, 6000000, 6615578, 5887457, 13362308, 5701643, 5694401, 5333658, 4414535, 3707794, 3203044, 4435083, 2222647, 3500000, 676698, 229311, 63260, 121463226, 58006147, 51053787, 23472900, 39687528, 7017178, 325491, 96471845, 85200000, 72000000, 72219395, 82389560, 71502303, 19179969, 47000000, 37566230, 70492685, 35635046, 45670855, 37939782, 172051787, 30324946, 27854896, 41777564, 22734486, 44469602, 64998368, 19693891, 16311763, 12693621, 15655665, 11634458, 27154426, 54239856, 8662318, 7156725, 15681020, 6855137, 2315683, 39825798, 2000000, 1569918, 106869, 273420, 4930798, 59847242, 220914, 43848100, 42700000, 18663911, 11702090, 13005485, 95860116, 127175354, 92823600, 54000000, 68525609, 52885587, 44667095, 42638165, 45507053, 39511038, 6462576, 40363530, 37623143, 33357476, 28734552, 37300107, 27087695, 30102717, 23618786, 26896744, 23213577, 20627372, 16346122, 16204793, 15427192, 14792779, 19057024, 14108518, 13854000, 77324422, 15500000, 4734235, 4839383, 4193025, 5900000, 2849142, 1686429, 1984743, 1666262, 2319187, 13922211, 23091, 336467, 2964, 2428883, 13571817, 1181197, 81525, 7774730, 234760500, 285761243, 167780960, 177200000, 176781728, 128067808, 130058047, 138795342, 111936400, 317040, 94175854, 91121452, 69800000, 64001297, 71588220, 61400000, 101978840, 56437947, 73326666, 55184721, 50003300, 54322273, 47860214, 47811275, 43022524, 42672630, 42919096, 42592530, 40064955, 44886089, 37882551, 40983001, 20991497, 35007180, 35887263, 34308901, 33771174, 6000000, 33386128, 37877959, 32721635, 31585300, 30259652, 163192114, 30857814, 30226144, 35054909, 29302097, 29106737, 28637507, 30127963, 32645546, 27441122, 28014536, 33860010, 26421314, 24881000, 23089926, 26161406, 22954968, 26384919, 22189039, 20998709, 20801344, 21468807, 19158074, 18843314, 20566327, 20218921, 17411331, 21383298, 24984868, 16459004, 15700000, 15100000, 14938570, 17237244, 14249005, 12701880, 12801190, 12549485, 13766014, 13034417, 12212417, 11614236, 13337299, 10763469, 11144518, 15608545, 10443316, 10494147, 9929000, 10411980, 17439163, 9396487, 9059588, 9172810, 8735529, 8586376, 8378141, 8080116, 7757130, 9123834, 6409206, 6373693, 7556708, 5306447, 5217498, 5023275, 4956401, 4235837, 4002955, 7219578, 3247816, 2412045, 2203641, 1953732, 1954202, 1294640, 26435, 1197786, 529766, 613556, 353743, 102055, 73548, 28870, 22723, 20380, 70906973, 66009973, 46338728, 7691700, 101157447, 74205, 141319195, 156645693, 178406268, 109306210, 70001698, 68856263, 51527787, 61356221, 46800000, 38048637, 34793160, 30628981, 29959436, 25571351, 27515786, 25482931, 19900000, 16298046, 15549702, 15483540, 20246959, 15062898, 14348123, 15171475, 13640000, 12610731, 11204499, 10397365, 9402410, 5459824, 5108820, 4741987, 4291965, 3100650, 2474000, 1000000, 3958500, 274299, 183088, 46495, 1752214, 83025853, 190871240, 56631572, 15854988, 12282677, 7060876, 14989761, 5501940, 2086345, 123922370, 163591, 73000942, 106952327, 58607007, 57300000, 91038276, 49369900, 61693523, 46729374, 44726644, 44134898, 48637684, 38176108, 28972187, 27979400, 54257433, 23947, 60008303, 49121934, 27141959, 27052167, 26539321, 28501605, 52543632, 25592632, 25440971, 22858926, 22235901, 38916903, 16929123, 13753931, 10996440, 8026971, 14677654, 9975684, 7881335, 6241697, 5871603, 16574731, 5002310, 4919896, 25675765, 4857376, 3169424, 18004225, 3058380, 3074838, 2104000, 28501651, 1172769, 17738570, 1200000, 1150403, 403932, 1712111, 1024175, 301305, 51872378, 28399192, 2035566, 21078145, 14060950, 12281500, 10725228, 214966, 11956207, 5949693, 9030581, 4157491, 1508689, 1227324, 4360548, 26589953, 1039869, 48092846, 1110186, 1089445, 204565000, 260000000, 101736215, 71442, 79817937, 91547205, 75074950, 78900000, 72217000, 79568000, 65500000, 70011073, 65269010, 63071133, 39647595, 38087366, 64572496, 30400000, 42365600, 37188667, 54724272, 31597131, 31691811, 31397498, 31179516, 31155435, 27281507, 167007184, 25776062, 25240988, 124868837, 22905674, 25277561, 21133087, 37707719, 18761993, 18595716, 31990064, 17613460, 21088568, 17292381, 16300302, 27829874, 12902790, 11433134, 10198766, 15294553, 11041228, 7918283, 22331028, 8134217, 6982680, 6739141, 5542025, 5032496, 6754898, 4922166, 4903000, 4717455, 3148482, 2326407, 2060953, 3950294, 2835886, 1779284, 1702277, 261481, 1506998, 860002, 548934, 447750, 333976, 141853, 303439, 214202, 175370, 119922, 177343675, 17149, 14616, 91443253, 30093107, 57469179, 148170000, 460935665, 35537564, 111722000, 90556401, 93571803, 52929168, 50461335, 49797148, 46563158, 41227069, 39025000, 38201895, 27669413, 37766350, 23978402, 21370057, 4884663, 38317535, 13903262, 13592872, 18381787, 13558739, 13103828, 33305037, 10214647, 11501093, 4814244, 9170214, 4068087, 3753806, 3034181, 2832826, 13214255, 16017403, 2807854, 352786, 76600000, 56729973, 399879, 18535191, 23838, 22160085, 56715371, 434949459, 11043445, 125169, 1066555, 5669081, 138339411, 80150343, 85300000, 68353550, 78845130, 63319509, 47536959, 63270259, 55865715, 63231524, 52293982, 50752337, 110175871, 38624000, 37470017, 40485039, 16800000, 46377022, 36696761, 36200000, 35794166, 33583175, 32983713, 52200504, 33000000, 32101000, 31487293, 30651422, 30306281, 29500000, 30050028, 29392418, 28563926, 28435406, 25339117, 25600000, 27736779, 24397469, 20384136, 25464480, 20338609, 18272447, 17096053, 21371425, 33071558, 17655201, 16247775, 16153600, 16033556, 16667084, 15417771, 15156200, 21589307, 20339754, 28873374, 13684949, 14597405, 12570442, 12514138, 43771291, 11703287, 11560259, 10824921, 10561238, 14479776, 9801782, 8070311, 8460995, 8111360, 8828771, 67631157, 7563670, 6619173, 6712241, 6842058, 6491350, 9473382, 6197866, 6044618, 7764027, 21569041, 4356743, 5484375, 5348317, 4244155, 5004648, 3333823, 3275585, 3193102, 54557348, 3041803, 3060858, 1055654, 2331318, 2185266, 26583369, 800000, 7574066, 1754319, 1641788, 1631839, 1309849, 1939441, 1276984, 1987762, 1474508, 1011054, 900926, 866778, 598645, 578527, 488872, 365734, 3093491, 228524, 226792, 136432, 131617, 126247, 169379, 15447, 19348, 100503, 92900, 5561, 3607, 70527, 128486, 2483955, 57176582, 43100000, 225377, 14114488, 46300000, 2600000, 3029870, 3047539, 78900000, 30859000, 3571735, 50000000, 63600000, 36049108, 34074895, 33244684, 24530513, 71519230, 20035310, 18225165, 17804273, 16938179, 16235293, 10161099, 6047856, 4681503, 4350774, 2955039, 1530535, 4881867, 11860839, 349618, 112935, 883887, 13751, 145109, 1046166, 174635000, 14373825, 162, 39462438, 29200000, 21564616, 14879556, 34017854, 4273372, 4440055, 4018695, 6262942, 1997807, 90800000, 140244, 107930000, 32279955, 4992159, 163214286, 69800000, 59889948, 52287414, 45063889, 40066497, 36500000, 27362712, 34746109, 34963967, 25926543, 26049082, 22551000, 22800000, 18090181, 17843379, 17278980, 16699684, 50815288, 15047419, 14015786, 10269307, 17536788, 58401464, 8279017, 10106233, 4692814, 5018450, 3442820, 3205244, 3076425, 2275557, 1789892, 6350058, 1094798, 1071240, 532190, 686383, 16168741, 568695, 398420, 336456, 298110, 127144, 117190, 108662, 53481, 23106, 52961, 671240, 882290, 106593296, 43490057, 32333860, 24792061, 17544812, 12574715, 5100000, 10460089, 4239767, 4131640, 3347439, 10814185, 197148, 3014541, 4443403, 1330827, 1818681, 336530303, 12610552, 143492840, 43800000, 134821952, 94900000, 32391374, 40158000, 113709992, 32131483, 35400000, 34099640, 37295394, 144812796, 31501218, 28747570, 25625110, 25000000, 21000000, 20257000, 26005908, 15818967, 14891000, 16901126, 17474107, 14003141, 304360277, 12583510, 9190525, 9176553, 9094451, 14612840, 9166863, 8373585, 7292175, 6601079, 6165429, 5694308, 5430822, 4720371, 2344847, 7455447, 2148212, 2062066, 1654367, 1738692, 1889522, 1110286, 1000000, 700000, 1768416, 306715, 382946, 236266, 196067, 532988, 453079, 46451, 233103, 41400000, 7993039, 49526, 10696, 31607598, 6857096, 223878, 8060, 84263837, 110029, 57504069, 54215416, 31899000, 24103594, 16842303, 13367101, 10149779, 6173485, 4000304, 2338695, 2024854, 2268296, 1029017, 66637, 871577, 38400000, 4063859, 449558, 2122561, 181360000, 137963328, 119078393, 102308900, 102300000, 54800000, 24004159, 43650000, 39800000, 27457409, 25047631, 23272306, 22168359, 21005329, 26236603, 20400000, 18621249, 25244700, 14545844, 13235267, 12793213, 11883495, 11797927, 17605861, 11642254, 9203192, 8596914, 6851636, 11434867, 5895238, 6670712, 5359774, 4693919, 4859475, 4542775, 3588432, 4394936, 3029081, 3273588, 2207975, 2025238, 2077046, 869325, 399611, 115862, 1346503, 117560, 54606, 36497, 65804, 3895664, 20200, 31874869, 542860, 11905519, 32541719, 3064356, 7009668, 27024, 159600000, 58800000, 50382128, 35811509, 24475193, 6200756, 1292119, 3629758, 6239558, 1056102, 27545445, 56007, 611709, 22770, 27445, 766487, 1196752, 795126, 83574831, 87025093, 71897215, 64267897, 56536016, 104007828, 50820940, 44793200, 43771291, 44456509, 53884821, 36000000, 34872293, 34468224, 32453345, 27296514, 25799043, 25530884, 27689474, 24138847, 21994911, 21501098, 19281235, 19421271, 20733485, 24809547, 23031390, 21197315, 17382982, 14821531, 18656400, 14343976, 241437427, 14123773, 15126948, 13622333, 13464388, 13350177, 13269963, 17768000, 12947763, 14100000, 12200000, 17683670, 12055108, 27285953, 11675178, 10572742, 9658370, 9628751, 8786715, 3432342, 6755271, 6157157, 5480318, 5308707, 5009677, 4306697, 3950029, 4040588, 3049135, 4700361, 2711210, 1980338, 1082044, 1100000, 2445646, 2221809, 296665, 3219029, 830210, 1040879, 326308, 124720, 99147, 65069140, 65087, 16066, 37440, 617228, 24475416, 47277326, 1247453, 1729969, 1705139, 8025872, 778565, 513836, 434417, 81200000, 52700832, 13060843, 3798532, 3609278, 10429707, 727883, 713413, 410241, 92191, 49413, 108229, 112000000, 8691, 26345, 20772796, 34964818, 1487477, 62549000, 105500000, 101055, 44566004, 39200000, 36000000, 65007045, 31252964, 131175, 31968347, 35385560, 20803237, 13008928, 15152879, 25359200, 10515579, 180011740, 10097096, 9821335, 8243880, 7825820, 7159147, 17314483, 6525762, 4301331, 4046737, 3713002, 3468572, 2892582, 2800000, 2426851, 1325073, 864959, 2601847, 800000, 562059, 399793, 371897, 302204, 354704, 265107, 185577, 100412, 58214, 75078, 64359, 317125, 146402, 18469, 12836, 20262, 4063, 198655278, 143653, 14873, 8000000, 37606, 2956000, 19959, 2706659, 61094903, 45857453, 83400000, 27900000, 27900000, 14000000, 25138292, 10305534, 9449219, 6390032, 20167424, 5923044, 3293258, 886410, 252652, 220234, 34350553, 101228, 96793, 123777, 77413017, 5354039, 2926565, 13092000, 7563397, 104257, 610968, 8108247, 7680, 6517198, 5776314, 141600000, 51100000, 16501785, 38168022, 84749884, 24788807, 21244913, 30000000, 20966644, 64423650, 48056940, 19184015, 24629916, 19472057, 27200000, 15369573, 15935068, 11694528, 10017041, 7059537, 8114507, 7888703, 7282851, 5844929, 4170647, 4142507, 4109095, 3902679, 3559990, 3287435, 3071947, 2961991, 2912363, 2223990, 1821983, 2181290, 2848578, 703002, 3105269, 252726, 418268, 200803, 33631221, 95016, 73678, 143000, 39852, 22000, 334185206, 5005, 201148159, 5595428, 3123749, 100675, 3645438, 22201636, 25000000, 19170001, 22202612, 86300000, 952620, 9054736, 119500000, 32600000, 3130592, 475000, 10654581, 38108, 40041683, 33349949, 25809813, 14400000, 32230907, 6401336, 26781723, 5400000, 1282084, 3325638, 395592, 6851969, 12995673, 173783, 114324072, 71904, 99851, 115504, 5725, 75727, 322157, 5731103, 978908, 327919, 178739, 76400000, 36200000, 21300000, 379643, 12985267, 23650000, 313436, 3330, 24800000, 792966, 14673301, 9003011, 11546543, 11533945, 12555230, 11284657, 34522221, 7002255, 6719300, 5792822, 5383834, 4599680, 6531491, 3885134, 3590010, 3335839, 2557668, 2506446, 7369373, 1984378, 2283276, 1098224, 1477002, 1134049, 653621, 535249, 371081, 124494, 100669, 186354, 12667, 198407, 4958, 7927, 2436, 4600000, 1420578, 1028658, 18435, 35266619, 26505000, 2957978, 444044, 40990055, 5709616, 12784397, 3050934, 638476, 7267324, 145540, 35918429, 92401, 1943649, 992238, 4231500, 396035, 6026908, 1060591, 155972, 26893, 2580, 58885635, 19067631, 11806119, 7362100, 7022940, 5132222, 2365931, 53991137, 1221261, 712294, 3447339, 418953, 406035, 373967, 194568, 163245, 119841, 173066, 92362, 183490, 3478, 52166, 1163508, 80033643, 184925485, 304124, 36830, 3650677, 1647780, 695229, 638951, 609042, 1521, 32940507, 19539, 19100000, 2833383, 24741700, 55153403, 18488314, 79363785, 13876974, 9180275, 22494487, 2199853, 2859955, 2812029, 6100000, 375723, 594904, 58936, 24784, 2850263, 16101109, 1400000, 56129, 4105123, 117235247, 21378000, 31537320, 17986000, 16067035, 18112929, 14564027, 20773070, 10042266, 9701559, 9013113, 53245055, 9000000, 7186670, 5997134, 3386698, 143492840, 2508841, 4946250, 1950218, 1277257, 1677838, 1744858, 80021740, 982214, 798341, 582024, 548712, 464655, 464126, 428535, 104077, 279282, 43982842, 484221, 274661, 144431, 287761, 100240, 96734, 100659, 48430, 21210, 12996, 10018, 62480, 6387, 721, 703, 9600000, 20186, 1185783, 1007962, 381186, 16097842, 6643, 442638, 42919096, 819939, 1243961, 15278, 7098492, 4771000, 1001437, 2073984, 144583, 35688, 41709, 1310270, 115000000, 5518918, 4007792, 26297, 77501, 42638165, 47329, 18378, 7830611, 1141829, 218051260, 32048809, 2694973, 10508, 2301777, 3000000, 140530114, 13300000, 171988, 23616, 13493, 515005, 33451479, 39552600, 30500882, 17000000, 5739376, 3773863, 2047570, 1250798, 1127331, 906666, 1114943, 1111615, 985341, 603943, 334041, 295468, 243347, 154077, 269061, 133778, 52850, 98017, 177343675, 31937, 13134, 237301, 12055, 1332, 234903076, 2712293, 768045, 379122, 23000, 2300000, 2938208, 44540956, 258113, 107917283, 1229197, 1689999, 592014, 425899, 126387, 80276912, 617172, 2808000, 12843, 1523883, 4000000, 47000000, 1281176, 16115878, 1652472, 2360184, 255352, 856942, 12438, 40542, 5199, 24343673, 2468, 318622, 12006514, 4186931, 3799339, 1977544, 1050600, 902835, 489220, 212285, 203134, 191309, 3388210, 177840, 49494, 111300, 1027119, 5000000, 4505922, 3500000, 381225, 2428241, 78030, 215185, 32154410, 1111, 925402, 469947, 7137502, 1316074, 15180000, 2882062, 9437933, 155984, 30859000, 6706368, 1573712, 10174663, 22757819, 5228617, 110536, 59379, 32721635, 3216970, 536767, 11529368, 40557, 30084, 10246600, 389804, 241816, 277233, 243768, 3151130, 8231, 2856622, 10499968, 1227508, 192467, 180483, 136007, 673780, 424760, 70071, 2040920, 4584, 85222 ], "xaxis": "x", "yaxis": "y" } ], "layout": { "barmode": "relative", "height": 600, "legend": { "tracegroupgap": 0 }, "margin": { "t": 60 }, "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "scatter": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "colorscale": { "diverging": [ [ 0, "#8e0152" ], [ 0.1, "#c51b7d" ], [ 0.2, "#de77ae" ], [ 0.3, "#f1b6da" ], [ 0.4, "#fde0ef" ], [ 0.5, "#f7f7f7" ], [ 0.6, "#e6f5d0" ], [ 0.7, "#b8e186" ], [ 0.8, "#7fbc41" ], [ 0.9, "#4d9221" ], [ 1, "#276419" ] ], "sequential": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "sequentialminus": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "Movie Gross" }, "xaxis": { "anchor": "y", "domain": [ 0, 0.98 ], "title": { "text": "gross" } }, "yaxis": { "anchor": "x", "domain": [ 0, 1 ], "title": { "text": "count" } } } }, "text/html": [ "
\n", " \n", " \n", "
\n", " \n", "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "## Gross\n", "fig = px.histogram(df, x=\"gross\")\n", "fig.update_traces(marker_color='blue', marker_line_color='blue', opacity=0.6)\n", "fig.update_layout(title_text='Movie Gross')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The histogram displaying movie budget tells a similar story to that of movie gross. The histogram is skewed right, although less drastic, meaning it's more common for a movie to have a lower budget as opposed to a higher budget. It's actually fairly common for a movie to have a budget of fewer than 5 million dollars." ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "alignmentgroup": "True", "bingroup": "x", "hoverlabel": { "namelength": 0 }, "hovertemplate": "budget=%{x}
count=%{y}", "legendgroup": "", "marker": { "color": "blue", "line": { "color": "blue" } }, "name": "", "offsetgroup": "", "opacity": 0.6, "orientation": "v", "showlegend": false, "type": "histogram", "x": [ 237000000, 300000000, 245000000, 250000000, 263700000, 258000000, 260000000, 250000000, 250000000, 250000000, 209000000, 200000000, 225000000, 215000000, 225000000, 225000000, 220000000, 250000000, 225000000, 250000000, 230000000, 200000000, 225000000, 180000000, 207000000, 200000000, 250000000, 209000000, 150000000, 200000000, 200000000, 200000000, 200000000, 210000000, 200000000, 200000000, 210000000, 215000000, 200000000, 170000000, 200000000, 200000000, 200000000, 200000000, 190000000, 190000000, 200000000, 190000000, 195000000, 105000000, 200000000, 190000000, 195000000, 185000000, 185000000, 185000000, 180000000, 140000000, 200000000, 200000000, 176000000, 180000000, 180000000, 178000000, 185000000, 175000000, 175000000, 140000000, 170000000, 170000000, 145000000, 175000000, 175000000, 178000000, 175000000, 175000000, 175000000, 175000000, 200000000, 170000000, 180000000, 170000000, 175000000, 170000000, 165000000, 190000000, 165000000, 165000000, 165000000, 165000000, 165000000, 200000000, 170000000, 165000000, 160000000, 180000000, 38000000, 150000000, 160000000, 160000000, 150000000, 160000000, 170000000, 160000000, 160000000, 155000000, 155000000, 140000000, 150000000, 155000000, 150000000, 150000000, 150000000, 150000000, 150000000, 150000000, 150000000, 150000000, 150000000, 150000000, 150000000, 150000000, 150000000, 170000000, 150000000, 150000000, 150000000, 150000000, 150000000, 150000000, 100000000, 150000000, 150000000, 150000000, 150000000, 150000000, 150000000, 150000000, 150000000, 149000000, 150000000, 145000000, 175000000, 145000000, 142000000, 144000000, 140000000, 140000000, 150000000, 145000000, 145000000, 145000000, 100000000, 140000000, 140000000, 150000000, 139000000, 145000000, 140000000, 135000000, 130000000, 140000000, 137000000, 130000000, 130000000, 137000000, 140000000, 135000000, 150000000, 120000000, 135000000, 150000000, 140000000, 135000000, 135000000, 135000000, 132000000, 110000000, 130000000, 130000000, 130000000, 135000000, 132000000, 130000000, 130000000, 110000000, 125000000, 135000000, 130000000, 130000000, 130000000, 127500000, 127000000, 130000000, 125000000, 130000000, 140000000, 125000000, 125000000, 103000000, 110000000, 125000000, 125000000, 125000000, 65000000, 85000000, 125000000, 125000000, 123000000, 125000000, 125000000, 140000000, 130000000, 120000000, 110000000, 120000000, 120000000, 130000000, 120000000, 115000000, 105000000, 100000000, 120000000, 120000000, 117000000, 120000000, 113000000, 115000000, 115000000, 120000000, 115000000, 135000000, 115000000, 115000000, 125000000, 100000000, 116000000, 135000000, 120000000, 110000000, 110000000, 110000000, 110000000, 110000000, 120000000, 110000000, 110000000, 112000000, 120000000, 110000000, 110000000, 110000000, 110000000, 110000000, 105000000, 160000000, 110000000, 110000000, 93000000, 110000000, 107000000, 109000000, 120000000, 130000000, 133000000, 105000000, 108000000, 126000000, 90000000, 90000000, 103000000, 102000000, 100000000, 150000000, 100000000, 102000000, 100000000, 100000000, 115000000, 100000000, 100000000, 100000000, 100000000, 100000000, 100000000, 100000000, 92000000, 100000000, 100000000, 100000000, 100000000, 100000000, 83000000, 100000000, 100000000, 100000000, 105000000, 102000000, 80000000, 100000000, 100000000, 140000000, 100000000, 90000000, 105000000, 84000000, 100000000, 100000000, 100000000, 99000000, 10000000, 98000000, 100000000, 94000000, 100000000, 90000000, 92000000, 95000000, 93000000, 100000000, 95000000, 95000000, 95000000, 65000000, 94000000, 94000000, 94000000, 95000000, 115000000, 100000000, 93000000, 93000000, 90000000, 92000000, 107000000, 92000000, 98000000, 95000000, 90000000, 90000000, 100000000, 90000000, 100000000, 100000000, 90000000, 90000000, 92000000, 90000000, 90000000, 92000000, 90000000, 90000000, 90000000, 120000000, 90000000, 75000000, 90000000, 88000000, 100000000, 90000000, 90000000, 95000000, 80000000, 90000000, 95000000, 90000000, 68000000, 92000000, 90000000, 90000000, 100000000, 90000000, 86000000, 100000000, 20000000, 88000000, 90000000, 87000000, 92000000, 90000000, 100000000, 75000000, 85000000, 85000000, 75000000, 85000000, 85000000, 85000000, 85000000, 75000000, 85000000, 90000000, 85000000, 85000000, 85000000, 85000000, 68000000, 85000000, 70000000, 85000000, 85000000, 100000000, 90000000, 85000000, 85000000, 60000000, 60000000, 65000000, 84000000, 35000000, 70000000, 85000000, 85000000, 85000000, 65000000, 82000000, 81000000, 80000000, 80000000, 78000000, 80000000, 80000000, 80000000, 80000000, 75000000, 84000000, 82000000, 75000000, 80000000, 80000000, 80000000, 80000000, 80000000, 75000000, 80000000, 80000000, 80000000, 80000000, 75000000, 80000000, 79000000, 80000000, 80000000, 80000000, 80000000, 65000000, 80000000, 75000000, 68000000, 70000000, 80000000, 80000000, 80000000, 80000000, 80000000, 80000000, 80000000, 80000000, 90000000, 80000000, 75000000, 85000000, 80000000, 88000000, 70000000, 80000000, 80000000, 80000000, 80000000, 44000000, 80000000, 80000000, 80000000, 80000000, 80000000, 90000000, 70000000, 86000000, 40000000, 52000000, 80000000, 58000000, 45000000, 79000000, 78000000, 78000000, 100000000, 79000000, 76000000, 81200000, 80000000, 76000000, 75000000, 78000000, 76000000, 75000000, 73000000, 75000000, 76000000, 75000000, 75000000, 75000000, 80000000, 75000000, 75000000, 50000000, 75000000, 75000000, 80000000, 60000000, 35000000, 75000000, 75000000, 75000000, 70000000, 53000000, 70000000, 70000000, 75000000, 75000000, 80000000, 75000000, 80000000, 55000000, 75000000, 75000000, 52000000, 75000000, 75000000, 75000000, 75000000, 45000000, 75000000, 74000000, 82000000, 69000000, 75000000, 73000000, 70000000, 75000000, 70000000, 73000000, 72000000, 72000000, 70000000, 75000000, 72000000, 72000000, 59660000, 60000000, 71500000, 72000000, 150000000, 120000000, 70000000, 70000000, 74000000, 80000000, 75000000, 70000000, 70000000, 80000000, 68000000, 70000000, 60000000, 75000000, 75000000, 70000000, 58000000, 70000000, 70000000, 70000000, 66000000, 70000000, 69500000, 70000000, 70000000, 70000000, 70000000, 70000000, 70000000, 70000000, 60000000, 70000000, 70000000, 75000000, 60000000, 35000000, 70000000, 70000000, 70000000, 70000000, 70000000, 70000000, 70000000, 70000000, 50000000, 70000000, 68000000, 68000000, 68000000, 69000000, 68000000, 68000000, 70000000, 65000000, 36000000, 68000000, 70000000, 69000000, 66000000, 66000000, 35000000, 70000000, 66000000, 70000000, 59000000, 68000000, 65000000, 63000000, 62000000, 60000000, 61000000, 65000000, 65000000, 65000000, 65000000, 65000000, 65000000, 70000000, 50000000, 60000000, 63000000, 65000000, 65000000, 65000000, 65000000, 50100000, 65000000, 65000000, 65000000, 65000000, 45000000, 65000000, 65000000, 65000000, 63000000, 65000000, 70000000, 65000000, 65000000, 50000000, 43000000, 65000000, 64000000, 55000000, 50000000, 63000000, 65000000, 63000000, 63000000, 62000000, 65000000, 64000000, 62000000, 62000000, 62000000, 42000000, 44000000, 61000000, 63000000, 65000000, 80000000, 60000000, 60000000, 150000000, 61000000, 60000000, 58000000, 95000000, 60000000, 70000000, 60000000, 61000000, 60000000, 60000000, 60000000, 105000000, 60000000, 60000000, 60000000, 61000000, 60000000, 60000000, 58000000, 55000000, 60000000, 65000000, 60000000, 55000000, 60000000, 60000000, 60000000, 60000000, 60000000, 60000000, 48000000, 70000000, 50000000, 60000000, 60000000, 66000000, 60000000, 60000000, 60000000, 60000000, 60000000, 60000000, 60000000, 60000000, 60000000, 60000000, 60000000, 75000000, 61000000, 60000000, 48000000, 60000000, 45000000, 60000000, 60000000, 60000000, 60000000, 60000000, 65000000, 60000000, 70000000, 60000000, 60000000, 80000000, 40000000, 60000000, 60000000, 60000000, 60000000, 60000000, 60000000, 87000000, 60000000, 60000000, 60000000, 60000000, 50000000, 60000000, 60000000, 65000000, 60000000, 60000000, 60000000, 30000000, 55000000, 60000000, 60000000, 60000000, 60000000, 35000000, 80000000, 58000000, 60000000, 58800000, 58000000, 58000000, 60000000, 63000000, 58000000, 58000000, 58000000, 60000000, 58000000, 57000000, 70000000, 57000000, 58000000, 57000000, 57000000, 56000000, 56000000, 55000000, 60000000, 55000000, 55000000, 55000000, 54000000, 70000000, 55000000, 55000000, 55000000, 55000000, 50000000, 55000000, 55000000, 53000000, 55000000, 55000000, 55000000, 55000000, 30000000, 55000000, 30000000, 55000000, 55000000, 55000000, 55000000, 55000000, 55000000, 55000000, 50000000, 55000000, 55000000, 55000000, 55000000, 68000000, 55000000, 55000000, 55000000, 55000000, 55000000, 55000000, 50000000, 55000000, 70000000, 55000000, 62000000, 56000000, 71000000, 55000000, 50000000, 57000000, 55000000, 47000000, 54000000, 55000000, 55000000, 54000000, 57000000, 54000000, 54000000, 54000000, 55000000, 46000000, 50000000, 52500000, 53000000, 53000000, 90000000, 50000000, 53000000, 55000000, 55000000, 52000000, 40000000, 52000000, 52000000, 52000000, 50000000, 52000000, 52000000, 52000000, 52000000, 52000000, 52000000, 51000000, 51000000, 50000000, 60000000, 50200000, 48000000, 50000000, 50000000, 50000000, 50000000, 50000000, 50000000, 50000000, 52000000, 50000000, 50000000, 60000000, 70000000, 50000000, 50000000, 50000000, 50000000, 45000000, 50000000, 50000000, 50000000, 50000000, 50000000, 35000000, 60000000, 50000000, 50000000, 50000000, 65000000, 54000000, 50000000, 50000000, 50000000, 50000000, 50000000, 50000000, 60000000, 50000000, 50000000, 50000000, 50000000, 50000000, 50000000, 50000000, 50000000, 50000000, 50000000, 50000000, 50000000, 55000000, 50000000, 50000000, 50000000, 45000000, 40000000, 50000000, 50000000, 50000000, 50000000, 50000000, 40000000, 50000000, 40000000, 50000000, 50000000, 50000000, 50000000, 50000000, 50000000, 40000000, 50000000, 50000000, 50000000, 50000000, 70000000, 50000000, 50000000, 50000000, 40000000, 50000000, 25000000, 50000000, 49900000, 55000000, 50000000, 50000000, 50000000, 22000000, 50000000, 50000000, 50000000, 60000000, 55000000, 50000000, 50000000, 50000000, 50000000, 18000000, 49000000, 40000000, 48000000, 48000000, 49000000, 48000000, 48000000, 48000000, 50000000, 48000000, 48000000, 48000000, 48000000, 58000000, 55000000, 48000000, 48000000, 47000000, 100000000, 48000000, 48000000, 47000000, 47000000, 46000000, 48000000, 46000000, 45000000, 47000000, 46000000, 45000000, 25000000, 45000000, 45000000, 48000000, 45000000, 45000000, 40000000, 45000000, 45000000, 45000000, 45000000, 60000000, 46000000, 45000000, 45000000, 45000000, 45000000, 45000000, 30000000, 45000000, 45000000, 45000000, 45000000, 120000000, 35000000, 45000000, 45000000, 45000000, 50000000, 26000000, 45000000, 40000000, 45000000, 45000000, 45000000, 45000000, 25000000, 35000000, 50000000, 40000000, 45000000, 35000000, 52000000, 70000000, 45000000, 45000000, 45000000, 45000000, 45000000, 35000000, 45000000, 57000000, 50000000, 45000000, 45000000, 45000000, 45000000, 40000000, 40000000, 45000000, 45000000, 45000000, 44500000, 44000000, 40000000, 44000000, 44000000, 44000000, 2600000, 44000000, 50000000, 40000000, 43000000, 43000000, 45000000, 43000000, 42000000, 44000000, 40000000, 42000000, 42000000, 45000000, 42000000, 40000000, 43000000, 31115000, 42000000, 42000000, 42000000, 32000000, 42000000, 32000000, 42000000, 42000000, 42000000, 50000000, 31000000, 40000000, 44000000, 45000000, 27000000, 41000000, 65000000, 41000000, 40000000, 42000000, 41000000, 8000000, 40000000, 40000000, 70000000, 40000000, 40000000, 40000000, 38000000, 40000000, 40000000, 40000000, 40000000, 40000000, 40000000, 40000000, 45000000, 40000000, 40000000, 40000000, 40000000, 40000000, 40000000, 40000000, 35000000, 40000000, 35000000, 40000000, 40000000, 40000000, 40000000, 40000000, 40000000, 40000000, 40000000, 40000000, 34000000, 20000000, 40000000, 40000000, 40000000, 40000000, 50000000, 40000000, 40000000, 35000000, 40000000, 30000000, 40000000, 42000000, 40000000, 40000000, 30000000, 40000000, 40000000, 40000000, 40000000, 43000000, 25000000, 40000000, 40000000, 40000000, 40000000, 36000000, 40000000, 40000000, 40000000, 40000000, 40000000, 40000000, 40000000, 40000000, 38000000, 40000000, 60000000, 40000000, 40000000, 40000000, 30000000, 40000000, 40000000, 25000000, 40000000, 40000000, 40000000, 40000000, 40000000, 40000000, 40000000, 40000000, 40000000, 35000000, 40000000, 40000000, 500000, 40000000, 40000000, 40000000, 60000000, 60000000, 40000000, 40000000, 45000000, 40000000, 40000000, 40000000, 45000000, 51000000, 40000000, 40000000, 40000000, 77000000, 30000000, 60000000, 40000000, 40000000, 42000000, 40000000, 40000000, 36000000, 24000000, 33000000, 40000000, 40000000, 40000000, 26000000, 40000000, 40000000, 40000000, 40000000, 20000000, 20000000, 25000000, 30000000, 40000000, 25000000, 39200000, 23000000, 39000000, 38000000, 39000000, 40000000, 39000000, 39000000, 40000000, 38000000, 38000000, 39000000, 38000000, 35000000, 38600000, 38000000, 38000000, 38000000, 35000000, 30000000, 38000000, 38000000, 38000000, 38000000, 57000000, 10000000, 38000000, 15000000, 38000000, 37000000, 38000000, 55000000, 32000000, 40000000, 38000000, 35000000, 37000000, 40000000, 37000000, 37000000, 38000000, 37000000, 37000000, 38000000, 37000000, 37000000, 36000000, 65000000, 37000000, 36000000, 36000000, 36000000, 36000000, 34000000, 36000000, 37000000, 36000000, 36000000, 37000000, 36000000, 36000000, 37000000, 35200000, 35000000, 36000000, 33000000, 35000000, 36000000, 35000000, 29000000, 35000000, 35000000, 38000000, 35000000, 35000000, 35000000, 35000000, 35000000, 35000000, 35000000, 27000000, 35000000, 35000000, 35000000, 35000000, 1800000, 33000000, 35000000, 35000000, 34000000, 35000000, 35000000, 35000000, 35000000, 33000000, 35000000, 35000000, 35000000, 35000000, 33000000, 30000000, 35000000, 33000000, 10700000, 35000000, 35000000, 40000000, 35000000, 35000000, 50000000, 35000000, 35000000, 30000000, 30000000, 27000000, 35000000, 35000000, 35000000, 35000000, 35000000, 35000000, 35000000, 35000000, 30000000, 35000000, 35000000, 30000000, 35000000, 35000000, 35000000, 35000000, 55000000, 35000000, 35000000, 35000000, 35000000, 35000000, 35000000, 35000000, 31000000, 35000000, 35000000, 35000000, 35000000, 35000000, 35000000, 35000000, 35000000, 32000000, 35000000, 35000000, 38000000, 35000000, 35000000, 35000000, 35000000, 35000000, 35000000, 35000000, 35000000, 35000000, 35000000, 34000000, 35000000, 30000000, 35000000, 34000000, 35000000, 34000000, 34000000, 34000000, 34000000, 35000000, 35000000, 40000000, 33000000, 30000000, 30000000, 33000000, 33000000, 33000000, 33000000, 10000000, 30000000, 38000000, 32500000, 30000000, 32000000, 33000000, 32000000, 35000000, 32000000, 32000000, 32500000, 32000000, 29000000, 32000000, 20000000, 35000000, 32000000, 32000000, 32000000, 32000000, 33000000, 32000000, 32000000, 32000000, 32000000, 28000000, 55000000, 32000000, 35000000, 30000000, 30000000, 32000000, 32000000, 32000000, 31500000, 32000000, 6500000, 31500000, 31000000, 31000000, 34000000, 25000000, 31000000, 31000000, 31000000, 144000000, 31000000, 30250000, 45000000, 34200000, 30000000, 30000000, 25000000, 30000000, 31000000, 30000000, 30000000, 30000000, 20000000, 38000000, 30000000, 37000000, 26000000, 33000000, 30000000, 30000000, 25000000, 30000000, 30000000, 29000000, 30000000, 30000000, 30000000, 30000000, 30000000, 25000000, 30000000, 35000000, 30000000, 30000000, 30000000, 30000000, 30000000, 45000000, 30000000, 30000000, 30000000, 19000000, 37000000, 17000000, 42000000, 30000000, 55000000, 27800000, 30000000, 30000000, 30000000, 30000000, 30000000, 30000000, 30000000, 30000000, 40000000, 30000000, 30000000, 30000000, 25000000, 30000000, 30000000, 30000000, 38000000, 32000000, 30000000, 30000000, 30000000, 27000000, 25000000, 30000000, 30000000, 30000000, 30000000, 30000000, 30000000, 45000000, 30000000, 30000000, 30000000, 19000000, 30000000, 30000000, 30000000, 30000000, 30000000, 30000000, 30000000, 35000000, 30000000, 30000000, 35000000, 30000000, 20000000, 30000000, 25000000, 30000000, 30000000, 30000000, 35000000, 40000000, 26000000, 35000000, 30000000, 30000000, 30000000, 30000000, 30000000, 30000000, 30000000, 30000000, 45000000, 45000000, 25000000, 23000000, 30000000, 30000000, 40000000, 30000000, 30000000, 18000000, 30000000, 30000000, 18000000, 25000000, 30000000, 60000000, 21000000, 30000000, 18000000, 30000000, 29000000, 28000000, 30000000, 29000000, 35000000, 29000000, 29000000, 29000000, 28000000, 12000000, 29000000, 28000000, 28000000, 28000000, 24000000, 60000000, 29000000, 28000000, 28000000, 28000000, 30000000, 28000000, 26000000, 35000000, 21000000, 30000000, 28000000, 28000000, 28000000, 27000000, 28000000, 28000000, 28000000, 28000000, 30000000, 28000000, 28000000, 28000000, 28000000, 28000000, 28000000, 28000000, 21000000, 28000000, 160000000, 28000000, 28000000, 28000000, 28000000, 28000000, 28000000, 28000000, 28000000, 27000000, 28000000, 28000000, 27500000, 30000000, 30000000, 35000000, 16000000, 15000000, 27500000, 30000000, 27000000, 175000000, 27000000, 27000000, 25000000, 30000000, 27000000, 27000000, 27000000, 30000000, 27000000, 13500000, 27000000, 27000000, 27000000, 27000000, 27000000, 27000000, 28000000, 15000000, 27000000, 25000000, 23000000, 26000000, 26000000, 26000000, 25000000, 28000000, 26000000, 27000000, 26000000, 22000000, 26000000, 26000000, 26000000, 26000000, 26000000, 26000000, 26000000, 26000000, 26000000, 26000000, 26000000, 26000000, 56000000, 42000000, 26000000, 26000000, 26000000, 22000000, 26000000, 25530000, 26000000, 15000000, 30000000, 25000000, 25000000, 33000000, 25100000, 25000000, 26000000, 25000000, 22000000, 25000000, 28000000, 80000000, 30000000, 30000000, 25000000, 25000000, 25000000, 25000000, 25000000, 26000000, 25000000, 45000000, 25000000, 25000000, 25000000, 25000000, 25000000, 25000000, 17000000, 25000000, 25000000, 25000000, 30000000, 26000000, 25000000, 26000000, 25000000, 25000000, 25000000, 23000000, 25000000, 25000000, 25000000, 25000000, 25000000, 25000000, 25000000, 25000000, 25000000, 25000000, 25000000, 20000000, 17000000, 25000000, 30000000, 25000000, 20000000, 25000000, 25000000, 25500000, 30000000, 25000000, 25000000, 25000000, 25000000, 25000000, 25000000, 21150000, 27000000, 25000000, 25000000, 30000000, 23000000, 25000000, 25000000, 25000000, 25000000, 25000000, 25000000, 25000000, 25000000, 13000000, 26000000, 25000000, 25000000, 16000000, 8000000, 25000000, 25000000, 25000000, 25000000, 25000000, 30000000, 25000000, 25000000, 25000000, 25000000, 25000000, 26000000, 25000000, 25000000, 28000000, 25000000, 25000000, 25000000, 25000000, 14000000, 25000000, 25000000, 25000000, 17000000, 25000000, 25000000, 25000000, 25000000, 33000000, 25000000, 15000000, 25000000, 25000000, 25000000, 25000000, 25000000, 13500000, 20000000, 25000000, 25000000, 25000000, 14000000, 25000000, 25000000, 24000000, 105000000, 24000000, 25000000, 24000000, 24000000, 8200000, 24000000, 24000000, 24000000, 24000000, 24000000, 24000000, 25000000, 24000000, 24000000, 24000000, 24000000, 24000000, 24000000, 24000000, 24000000, 24000000, 23000000, 24000000, 28000000, 24000000, 24000000, 24000000, 23600000, 207000000, 20000000, 18000000, 19000000, 23000000, 23000000, 12500000, 23000000, 23000000, 23000000, 23000000, 23000000, 25000000, 23000000, 23000000, 23000000, 23000000, 23000000, 23000000, 23000000, 23000000, 23000000, 19430000, 23000000, 23000000, 25000000, 22700000, 22500000, 22000000, 23000000, 22000000, 20000000, 22000000, 35000000, 22000000, 22000000, 22000000, 22000000, 22000000, 22000000, 22000000, 21000000, 22000000, 22000000, 26000000, 40000000, 22000000, 22000000, 22000000, 22000000, 126000000, 30000000, 22000000, 22000000, 22000000, 22000000, 22000000, 23500000, 22000000, 25000000, 22000000, 25000000, 21000000, 22000000, 2000000, 22000000, 22000000, 22000000, 16000000, 22000000, 25000000, 21500000, 21500000, 17000000, 21000000, 21000000, 9000000, 17000000, 21000000, 21000000, 21000000, 21000000, 20000000, 21000000, 17000000, 21000000, 21000000, 20000000, 21000000, 21000000, 35000000, 31000000, 18000000, 18000000, 19400870, 20000000, 28000000, 33000000, 19000000, 20000000, 20000000, 20000000, 20000000, 20000000, 32000000, 20000000, 20000000, 35000000, 18000000, 37000000, 20000000, 20000000, 20000000, 20000000, 20000000, 20000000, 20000000, 20000000, 20000000, 20000000, 20000000, 20000000, 20000000, 20000000, 20000000, 20000000, 30000000, 20000000, 20000000, 20000000, 20000000, 22000000, 20000000, 20000000, 20000000, 20000000, 20000000, 20000000, 20000000, 25000000, 19800000, 20000000, 30000000, 11000000, 20000000, 20000000, 20000000, 20000000, 35000000, 19000000, 20000000, 20000000, 20000000, 27000000, 20000000, 20000000, 20000000, 20000000, 20000000, 20000000, 20000000, 20000000, 20000000, 20000000, 9000000, 20000000, 20000000, 20000000, 40000000, 20000000, 20000000, 20000000, 806947, 40000000, 20000000, 20000000, 20000000, 30000000, 20000000, 15000000, 20000000, 20000000, 19000000, 20000000, 20000000, 20000000, 35000000, 20000000, 20000000, 20000000, 37000000, 20000000, 20000000, 20000000, 25000000, 27000000, 20000000, 20000000, 20000000, 40000000, 20000000, 20000000, 20000000, 30000000, 22000000, 20000000, 20000000, 22000000, 20000000, 20000000, 20000000, 20000000, 20000000, 20000000, 20000000, 20000000, 20000000, 20000000, 20000000, 21000000, 20000000, 33000000, 20000000, 20000000, 20000000, 20000000, 20000000, 12000000, 20000000, 22000000, 20000000, 10000000, 20000000, 15000000, 8700000, 20000000, 20000000, 20000000, 20000000, 20000000, 20000000, 20000000, 20000000, 20000000, 21000000, 20000000, 20000000, 2000000, 20000000, 20000000, 20000000, 40000000, 24000000, 20000000, 10000000, 20000000, 20000000, 20000000, 22000000, 20000000, 19400000, 20000000, 22000000, 20000000, 19000000, 20000000, 15000000, 20000000, 19000000, 19000000, 13000000, 19000000, 18000000, 15000000, 19000000, 20000000, 19000000, 25000000, 19000000, 19000000, 19000000, 23000000, 19000000, 19000000, 19000000, 19000000, 15000000, 18500000, 18500000, 18000000, 18000000, 18000000, 18000000, 18000000, 17000000, 20000000, 17000000, 16000000, 17000000, 18000000, 18000000, 17000000, 18000000, 21000000, 15000000, 18000000, 20000000, 17000000, 18000000, 19800000, 18000000, 18000000, 18000000, 15000000, 25000000, 18000000, 18000000, 1000000, 18000000, 18000000, 18000000, 18000000, 18000000, 18000000, 18000000, 18000000, 18000000, 18000000, 17000000, 18000000, 18000000, 30000000, 18000000, 18000000, 18000000, 18000000, 18000000, 18000000, 18000000, 18000000, 18000000, 17000000, 18000000, 13000000, 18000000, 18000000, 20000000, 18000000, 20000000, 18000000, 18000000, 18000000, 18000000, 12000000, 2700000, 18000000, 11350000, 14000000, 20000000, 23000000, 17500000, 17500000, 24000000, 17500000, 17500000, 17000000, 18500000, 17000000, 17000000, 17000000, 12000000, 17500000, 300000, 17000000, 17000000, 17000000, 20000000, 17000000, 170000000, 17000000, 17000000, 15000000, 17000000, 17000000, 17000000, 34000000, 17000000, 17000000, 4000000, 17000000, 17000000, 17000000, 17000000, 19000000, 17000000, 17000000, 17000000, 16000000, 17000000, 17000000, 17000000, 17000000, 17000000, 16500000, 16800000, 15000000, 16500000, 16500000, 16500000, 15000000, 16400000, 16000000, 16000000, 16000000, 15600000, 16000000, 15000000, 16000000, 16000000, 16000000, 18500000, 16000000, 13500000, 35000000, 16000000, 16000000, 17700000, 15000000, 8000000, 16500000, 15500000, 16000000, 16000000, 16000000, 16000000, 16000000, 16000000, 16000000, 20000000, 26000000, 16000000, 15000000, 16000000, 15000000, 16000000, 16000000, 16000000, 16000000, 16000000, 20000000, 16000000, 15000000, 13000000, 16000000, 16000000, 15600000, 15500000, 15300000, 15500000, 14000000, 18000000, 11000000, 22000000, 15000000, 15000000, 15000000, 15000000, 15000000, 15500000, 15000000, 14000000, 10000000, 15000000, 20000000, 15000000, 15000000, 9800000, 15000000, 15000000, 15000000, 17000000, 15000000, 15000000, 15000000, 17000000, 15000000, 15000000, 15000000, 10000000, 16000000, 7000000, 37000000, 15000000, 15000000, 16000000, 15000000, 15000000, 15000000, 15000000, 15000000, 15000000, 15000000, 125000000, 16000000, 15000000, 15000000, 15000000, 15000000, 15000000, 15000000, 14000000, 15000000, 15000000, 15000000, 15000000, 15000000, 15000000, 15000000, 11500000, 15000000, 15000000, 15000000, 15000000, 14000000, 15000000, 20000000, 15000000, 15000000, 15000000, 15000000, 15000000, 15000000, 15000000, 15000000, 15000000, 15000000, 15000000, 15000000, 15000000, 15000000, 15000000, 15000000, 15000000, 15000000, 20000000, 15000000, 15000000, 15000000, 15000000, 15000000, 15000000, 15000000, 15000000, 15000000, 15000000, 16000000, 15000000, 20000000, 15000000, 15000000, 15000000, 15000000, 15000000, 15000000, 15000000, 15000000, 15000000, 15000000, 15000000, 15000000, 20000000, 15000000, 22000000, 15000000, 15000000, 15000000, 15000000, 15000000, 6000000, 12000000, 7000000, 15000000, 15000000, 300000000, 15000000, 15000000, 25000000, 15000000, 14600000, 14800000, 14500000, 10000000, 14400000, 14200000, 15000000, 14000000, 14000000, 15800000, 14000000, 15000000, 15000000, 14000000, 14000000, 14000000, 14000000, 14000000, 13000000, 14000000, 14000000, 14000000, 20000000, 14000000, 14000000, 14000000, 14000000, 14000000, 12000000, 8500000, 14000000, 11000000, 14000000, 14000000, 14000000, 26000000, 24000000, 14000000, 14000000, 14000000, 14000000, 14000000, 8200000, 103000000, 15000000, 14000000, 14000000, 14000000, 125000000, 12000000, 13500000, 14000000, 13500000, 15000000, 13500000, 10000000, 13000000, 13400000, 13000000, 13000000, 100000000, 13000000, 13000000, 7000000, 13000000, 13000000, 13000000, 13000000, 12500000, 16000000, 13000000, 8200000, 17000000, 13000000, 13000000, 13000000, 18000000, 13000000, 13000000, 13000000, 13200000, 18000000, 15000000, 13000000, 6000000, 13000000, 14000000, 19000000, 13000000, 13000000, 13000000, 13000000, 13000000, 13000000, 13000000, 13000000, 13000000, 13000000, 13000000, 13000000, 13000000, 13000000, 100000000, 11000000, 13000000, 26000000, 13000000, 13000000, 3000000, 13000000, 20000000, 8495000, 13000000, 13000000, 13000000, 13000000, 13000000, 12500000, 12500000, 13000000, 12500000, 13000000, 16000000, 12000000, 12500000, 12800000, 16000000, 12500000, 15000000, 10500000, 15000000, 12500000, 12800000, 12500000, 8000000, 8000000, 11000000, 9600000, 25000000, 12000000, 12000000, 11000000, 12000000, 12000000, 12000000, 12000000, 12000000, 12000000, 12000000, 12000000, 12000000, 12000000, 5000000, 12000000, 12000000, 12000000, 12000000, 12000000, 12000000, 12000000, 12000000, 150000000, 12000000, 12000000, 12000000, 12000000, 12000000, 12000000, 12000000, 9000000, 12000000, 12000000, 12000000, 13000000, 12000000, 12000000, 12000000, 12000000, 14000000, 12000000, 12000000, 100000000, 12000000, 12000000, 12000000, 10000000, 8000000, 12000000, 12000000, 12000000, 12000000, 12000000, 12000000, 12000000, 12000000, 12000000, 12000000, 9200000, 12000000, 12000000, 12000000, 12000000, 12000000, 12000000, 10000000, 12000000, 12000000, 8000000, 12000000, 12000000, 12000000, 135000000, 20000000, 12000000, 12000000, 6000000, 11500000, 11000000, 11000000, 11500000, 11000000, 11000000, 25000000, 11000000, 11000000, 11000000, 13000000, 11000000, 11000000, 10500000, 11000000, 11000000, 11000000, 12000000, 12000000, 11000000, 11000000, 11000000, 11000000, 11000000, 11000000, 11000000, 11000000, 13000000, 11000000, 11000000, 17000000, 11000000, 11000000, 11000000, 11000000, 5000000, 11000000, 11000000, 10700000, 10800000, 15000000, 14000000, 7000000, 10600000, 12000000, 10500000, 10000000, 10500000, 11000000, 10818775, 10000000, 10000000, 10000000, 10000000, 10000000, 10000000, 10000000, 10000000, 10000000, 6000000, 13800000, 10000000, 10000000, 12000000, 10000000, 10000000, 10000000, 10000000, 23000000, 12305523, 10000000, 10000000, 20000000, 10000000, 10000000, 10000000, 9000000, 10000000, 10000000, 10000000, 17000000, 10000000, 8500000, 12000000, 10000000, 10000000, 10000000, 17000000, 10000000, 10000000, 10000000, 10000000, 9000000, 10000000, 10000000, 10000000, 25000000, 10000000, 10000000, 11000000, 12600000, 30000000, 10000000, 10000000, 10000000, 3000000, 6400000, 10000000, 10000000, 5000000, 10000000, 22000000, 10000000, 10000000, 10000000, 10000000, 10000000, 10000000, 10000000, 6000000, 100000000, 10000000, 10000000, 7500000, 10000000, 10000000, 10000000, 10000000, 10000000, 10000000, 9000000, 16000000, 10000000, 10000000, 10000000, 10000000, 10000000, 11500000, 9000000, 6500000, 10000000, 10000000, 10000000, 10000000, 10000000, 10000000, 14000000, 10000000, 10000000, 8000000, 10000000, 10000000, 10000000, 10000000, 11000000, 5000000, 10000000, 10000000, 10000000, 10000000, 10000000, 10000000, 10000000, 5000000, 4000000, 10000000, 5000000, 10000000, 6200000, 10000000, 10000000, 10000000, 8000000, 5000000, 10000000, 10000000, 6500000, 10000000, 9600000, 9500000, 9500000, 8900000, 10500000, 9400000, 6000000, 7400000, 7217600, 11000000, 83532, 10000000, 9000000, 9000000, 9000000, 9000000, 9000000, 9000000, 9000000, 9000000, 9000000, 20000000, 8000000, 9000000, 9000000, 8500000, 9000000, 8000000, 9000000, 9000000, 9000000, 9000000, 9000000, 9000000, 9000000, 11400000, 45000000, 9000000, 8800000, 8600000, 9000000, 7000000, 8500000, 8500000, 8000000, 8500000, 22000000, 8500000, 12000000, 9000000, 8000000, 8000000, 8500000, 8000000, 8500000, 8550000, 8200000, 8000000, 8000000, 8000000, 8000000, 8000000, 8000000, 8000000, 8000000, 8000000, 8000000, 8000000, 8000000, 7000000, 8000000, 8000000, 8000000, 8000000, 50000000, 7000000, 5000000, 8000000, 8000000, 8000000, 8000000, 8000000, 8000000, 8000000, 8000000, 10000000, 8000000, 8000000, 8000000, 8000000, 7200000, 8000000, 8000000, 6500000, 8000000, 8000000, 8000000, 8000000, 8000000, 8000000, 8000000, 8000000, 8000000, 50000000, 8000000, 7900000, 10000000, 7500000, 7500000, 7500000, 6500000, 10000000, 4500000, 7500000, 7500000, 7500000, 7500000, 7500000, 8000000, 7500000, 8000000, 7300000, 7000000, 7300000, 258000000, 7500000, 7500000, 7200000, 6000000, 4000000, 7500000, 7000000, 7000000, 11000000, 7000000, 5000000, 6600000, 105000000, 7500000, 7000000, 7000000, 9000000, 13000000, 7000000, 3500000, 7000000, 7000000, 7000000, 7000000, 7000000, 200000000, 7000000, 7000000, 7500000, 7000000, 7000000, 7000000, 7000000, 7000000, 7000000, 6000000, 7000000, 7000000, 7000000, 7000000, 7000000, 7000000, 7000000, 7000000, 7000000, 7000000, 4825000, 9000000, 50000000, 7000000, 10000000, 7000000, 3500000, 7000000, 7000000, 7000000, 7000000, 7000000, 6900000, 6900000, 6800000, 6800000, 6900000, 6800000, 5000000, 4000000, 6500000, 6500000, 6000000, 6500000, 6500000, 6500000, 6500000, 6500000, 6500000, 7000000, 6500000, 4000000, 6500000, 6500000, 6500000, 6500000, 4500000, 6500000, 4800000, 10000000, 6000000, 6000000, 6000000, 6000000, 6000000, 6000000, 6000000, 110000000, 6000000, 6000000, 6000000, 6000000, 6000000, 8000000, 6000000, 6000000, 8000000, 6000000, 6000000, 6500000, 6000000, 6000000, 9000000, 6000000, 6000000, 3000000, 5000000, 6000000, 6000000, 6000000, 6000000, 6000000, 6000000, 6500000, 6000000, 6000000, 6000000, 6000000, 6000000, 6000000, 6000000, 6000000, 6000000, 6000000, 6000000, 6000000, 6000000, 6000000, 6000000, 6000000, 12000000, 5300000, 6000000, 50000000, 4000000, 200000000, 3500159, 5600000, 5600000, 5600000, 5500000, 5500000, 5500000, 5500000, 3000000, 7000000, 5500000, 5500000, 5000000, 5000000, 6500000, 5500000, 3850000, 5500000, 9000000, 5250000, 30300000, 6000000, 5000000, 4000000, 15000000, 5000000, 4900000, 5000000, 5000000, 4500000, 5000000, 5000000, 5000000, 5000000, 8500000, 4500000, 5000000, 5000000, 3300000, 9000000, 5000000, 5000000, 5000000, 5000000, 5000000, 5000000, 5000000, 5000000, 4500000, 5000000, 5000000, 6000000, 5000000, 5000000, 5000000, 5000000, 5000000, 2000000, 4000000, 5000000, 5000000, 5000000, 5000000, 5000000, 5000000, 5000000, 8000000, 5000000, 5000000, 8000000, 5000000, 5000000, 5000000, 6000000, 5000000, 5000000, 5000000, 5000000, 5000000, 5000000, 4000000, 5000000, 5000000, 5000000, 5000000, 5000000, 5000000, 5000000, 5000000, 5000000, 5000000, 5000000, 5000000, 7000000, 5000000, 5000000, 2000000, 5000000, 5000000, 5000000, 5000000, 84450000, 890000, 4800000, 2800000, 5000000, 4700000, 4700000, 4800000, 4600000, 4600000, 4500000, 4500000, 15000000, 4500000, 4500000, 5000000, 4500000, 4500000, 2000000, 2500000, 35000000, 4500000, 4400000, 4500000, 3000000, 6000000, 150000000, 4200000, 2300000, 4000000, 4000000, 4000000, 4000000, 4000000, 140000000, 4000000, 8500000, 3600000, 4000000, 3500000, 4000000, 5000000, 4000000, 4000000, 100000000, 4000000, 6000000, 3200000, 4000000, 3400000, 4000000, 4000000, 4000000, 4000000, 8000000, 4000000, 4000000, 4000000, 4000000, 4000000, 4000000, 4000000, 4000000, 4000000, 4000000, 4000000, 3000000, 1300000, 1500000, 4000000, 4000000, 9500000, 14000000, 2500000, 16000000, 4000000, 650000, 4000000, 4000000, 4000000, 3977000, 4000000, 3800000, 3768785, 3500000, 3700000, 3800000, 2000000, 30000000, 3500000, 3500000, 3500000, 3500000, 3500000, 3500000, 3500000, 3500000, 3500000, 2000000, 3600000, 3000000, 3500000, 19900000, 3500000, 68000000, 3500000, 3500000, 3500000, 8000000, 3500000, 3000000, 3300000, 3300000, 2200000, 3800000, 3300000, 2000000, 3000000, 3200000, 3000000, 3000000, 3500000, 3000000, 3000000, 3000000, 4000000, 2200000, 3000000, 3000000, 3000000, 3000000, 3000000, 3000000, 3000000, 3000000, 2500000, 3000000, 3000000, 3000000, 3000000, 3000000, 3000000, 3000000, 1900000, 3000000, 3000000, 3000000, 3000000, 4500000, 3500000, 3300000, 3000000, 3000000, 3000000, 3000000, 3500000, 3000000, 3000000, 3000000, 3000000, 3000000, 25000000, 2700000, 3000000, 5000000, 3000000, 3000000, 200000000, 3000000, 95000000, 2900000, 1500000, 3000000, 2200000, 8000000, 2883848, 2800000, 2800000, 2800000, 2000000, 2700000, 2600000, 1800000, 2600000, 2800000, 34000000, 2600000, 2500000, 2500000, 26000000, 2500000, 2500000, 2500000, 2500000, 2500000, 2500000, 2500000, 2000000, 2500000, 2500000, 2500000, 20000000, 2500000, 2500000, 14000000, 8400000, 2500000, 2500000, 2400000, 2400000, 1500000, 2450000, 2280000, 4000000, 2200000, 2200000, 2300000, 2100000, 15500000, 2100000, 2000000, 2300000, 2000000, 2000000, 2000000, 2000000, 2000000, 2000000, 2000000, 9500000, 2000000, 2700000, 2000000, 1500000, 2000000, 2000000, 2000000, 2000000, 2000000, 2000000, 2000000, 2000000, 1500000, 2000000, 2000000, 2000000, 2000000, 3400000, 6000000, 2000000, 3800000, 13500000, 14000, 2000000, 2000000, 2300000, 2000000, 1900000, 1900000, 3000000, 1400000, 30000000, 1800000, 1000000, 1900000, 1800000, 1800000, 1800000, 1800000, 1500000, 3500000, 500000, 1700000, 2000000, 1700000, 1700000, 1000000, 1000000, 2000000, 1300000, 1500000, 1600000, 1650000, 26000000, 2000000, 1100000, 1500000, 1000000, 2000000, 1500000, 1500000, 1500000, 1500000, 1500000, 1500000, 1500000, 1500000, 1500000, 1500000, 1500000, 1500000, 1500000, 1700000, 1500000, 2000000, 2500000, 60000000, 2000000, 1400000, 1400000, 960000, 1300000, 1300000, 1592000, 1300000, 1500000, 60000000, 1000000, 1250000, 427000, 1200000, 1200000, 1200000, 80000000, 7000000, 1200000, 27000000, 1200000, 1200000, 1200000, 1200000, 4000000, 1200000, 1200000, 1200000, 2600000, 3000000, 1100000, 1100000, 1100000, 960000, 1000000, 1000000, 1000000, 1100000, 1000000, 1000000, 5000000, 1000000, 3500000, 1000000, 1000000, 900000, 6000000, 1000000, 1000000, 7500000, 1000000, 1000000, 1000000, 1000000, 1000000, 1000000, 58000000, 1000000, 1000000, 1000000, 2500000, 1000000, 1000000, 1000000, 1000000, 1000000, 65000000, 1000000, 1000000, 1000000, 1000000, 1000000, 1000000, 900000, 500000, 1000000, 1000000, 1000000, 1000000, 1000000, 1000000, 1500000, 910000, 930000, 590000, 950000, 900000, 900000, 900000, 850000, 15000000, 850000, 850000, 825000, 500000, 800000, 800000, 800000, 800000, 600000, 800000, 780000, 777000, 750000, 750000, 500000, 750000, 16000000, 750000, 900000, 700000, 700000, 207000000, 30000000, 700000, 700000, 650000, 609000, 60000, 600000, 600000, 600000, 600000, 560000, 500000, 500000, 500000, 500000, 500000, 1000000, 500000, 500000, 46000, 500000, 500000, 500000, 500000, 500000, 500000, 500000, 500000, 500000, 2000000, 500000, 500000, 500000, 135000000, 500000, 500000, 500000, 500000, 500000, 215000000, 450000, 2000000, 450000, 500000, 439000, 225000, 400000, 1066167, 15000, 229575, 400000, 218, 400000, 400000, 35000000, 375000, 379000, 6000000, 1750211, 350000, 300000, 312000, 8000000, 300000, 300000, 300000, 200000, 160000, 300000, 200000, 45000000, 300000, 270000, 250000, 250000, 250000, 250000, 250000, 250000, 365000, 250000, 250000, 150000, 250000, 250000, 250000, 225000, 225000, 210000, 200000, 200000, 200000, 200000, 200000, 200000, 30000000, 200000, 180000, 120000, 175000, 100000, 500000, 150000, 180000, 160000, 83532, 160000, 125000, 100000, 100000, 100000, 40000, 200000, 15000000, 60000, 60000, 65000, 60000, 70000, 25000, 65000, 42000, 40000, 30000, 230000, 27000, 25000, 35000000, 23000, 15000, 10000, 4500, 10000, 7000, 7000, 7000, 9000, 1100 ], "xaxis": "x", "yaxis": "y" } ], "layout": { "barmode": "relative", "height": 600, "legend": { "tracegroupgap": 0 }, "margin": { "t": 60 }, "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "scatter": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "colorscale": { "diverging": [ [ 0, "#8e0152" ], [ 0.1, "#c51b7d" ], [ 0.2, "#de77ae" ], [ 0.3, "#f1b6da" ], [ 0.4, "#fde0ef" ], [ 0.5, "#f7f7f7" ], [ 0.6, "#e6f5d0" ], [ 0.7, "#b8e186" ], [ 0.8, "#7fbc41" ], [ 0.9, "#4d9221" ], [ 1, "#276419" ] ], "sequential": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "sequentialminus": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "Movie Budget" }, "xaxis": { "anchor": "y", "domain": [ 0, 0.98 ], "title": { "text": "budget" } }, "yaxis": { "anchor": "x", "domain": [ 0, 1 ], "title": { "text": "count" } } } }, "text/html": [ "
\n", " \n", " \n", "
\n", " \n", "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "## Budget\n", "fig = px.histogram(df, x=\"budget\")\n", "fig.update_traces(marker_color='blue', marker_line_color='blue', opacity=0.6)\n", "fig.update_layout(title_text='Movie Budget')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The relationship between movie gross and its budget is shown below. There is a moderate positive correlation between these two, which is fairly intuitive due to the similarities between the two histograms above. Essentially, as the movie budget increases, the movie's gross should increase too, the extent of which will be discussed in the correlation analysis section." ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hoverlabel": { "namelength": 0 }, "hovertemplate": "%{hovertext}

budget=%{x}
gross=%{y}", "hovertext": [ "Avatar ", "Pirates of the Caribbean: At World's End ", "Spectre ", "The Dark Knight Rises ", "John Carter ", "Spider-Man 3 ", "Tangled ", "Avengers: Age of Ultron ", "Harry Potter and the Half-Blood Prince ", "Batman v Superman: Dawn of Justice ", "Superman Returns ", "Quantum of Solace ", "Pirates of the Caribbean: Dead Man's Chest ", "The Lone Ranger ", "Man of Steel ", "The Chronicles of Narnia: Prince Caspian ", "The Avengers ", "Pirates of the Caribbean: On Stranger Tides ", "Men in Black 3 ", "The Hobbit: The Battle of the Five Armies ", "The Amazing Spider-Man ", "Robin Hood ", "The Hobbit: The Desolation of Smaug ", "The Golden Compass ", "King Kong ", "Titanic ", "Captain America: Civil War ", "Battleship ", "Jurassic World ", "Skyfall ", "Spider-Man 2 ", "Iron Man 3 ", "Alice in Wonderland ", "X-Men: The Last Stand ", "Monsters University ", "Transformers: Revenge of the Fallen ", "Transformers: Age of Extinction ", "Oz the Great and Powerful ", "The Amazing Spider-Man 2 ", "TRON: Legacy ", "Cars 2 ", "Green Lantern ", "Toy Story 3 ", "Terminator Salvation ", "Furious 7 ", "World War Z ", "X-Men: Days of Future Past ", "Star Trek Into Darkness ", "Jack the Giant Slayer ", "The Great Gatsby ", "Prince of Persia: The Sands of Time ", "Pacific Rim ", "Transformers: Dark of the Moon ", "Indiana Jones and the Kingdom of the Crystal Skull ", "Brave ", "Star Trek Beyond ", "WALL·E ", "Rush Hour 3 ", "2012 ", "A Christmas Carol ", "Jupiter Ascending ", "The Legend of Tarzan ", "The Chronicles of Narnia: The Lion, the Witch and the Wardrobe ", "X-Men: Apocalypse ", "The Dark Knight ", "Up ", "Monsters vs. Aliens ", "Iron Man ", "Hugo ", "Wild Wild West ", "The Mummy: Tomb of the Dragon Emperor ", "Suicide Squad ", "Evan Almighty ", "Edge of Tomorrow ", "Waterworld ", "G.I. Joe: The Rise of Cobra ", "Inside Out ", "The Jungle Book ", "Iron Man 2 ", "Snow White and the Huntsman ", "Maleficent ", "Dawn of the Planet of the Apes ", "47 Ronin ", "Captain America: The Winter Soldier ", "Shrek Forever After ", "Tomorrowland ", "Big Hero 6 ", "Wreck-It Ralph ", "The Polar Express ", "Independence Day: Resurgence ", "How to Train Your Dragon ", "Terminator 3: Rise of the Machines ", "Guardians of the Galaxy ", "Interstellar ", "Inception ", "The Hobbit: An Unexpected Journey ", "The Fast and the Furious ", "The Curious Case of Benjamin Button ", "X-Men: First Class ", "The Hunger Games: Mockingjay - Part 2 ", "The Sorcerer's Apprentice ", "Poseidon ", "Alice Through the Looking Glass ", "Shrek the Third ", "Warcraft ", "Terminator Genisys ", "The Chronicles of Narnia: The Voyage of the Dawn Treader ", "Pearl Harbor ", "Transformers ", "Alexander ", "Harry Potter and the Order of the Phoenix ", "Harry Potter and the Goblet of Fire ", "Hancock ", "I Am Legend ", "Charlie and the Chocolate Factory ", "Ratatouille ", "Batman Begins ", "Madagascar: Escape 2 Africa ", "Night at the Museum: Battle of the Smithsonian ", "X-Men Origins: Wolverine ", "The Matrix Revolutions ", "Frozen ", "The Matrix Reloaded ", "Thor: The Dark World ", "Mad Max: Fury Road ", "Angels & Demons ", "Thor ", "Bolt ", "G-Force ", "Wrath of the Titans ", "Dark Shadows ", "Mission: Impossible - Rogue Nation ", "The Wolfman ", "Bee Movie ", "Kung Fu Panda 2 ", "The Last Airbender ", "Mission: Impossible III ", "White House Down ", "Mars Needs Moms ", "Flushed Away ", "Pan ", "Mr. Peabody & Sherman ", "Troy ", "Madagascar 3: Europe's Most Wanted ", "Die Another Day ", "Ghostbusters ", "Armageddon ", "Men in Black II ", "Beowulf ", "Kung Fu Panda 3 ", "Mission: Impossible - Ghost Protocol ", "Rise of the Guardians ", "Fun with Dick and Jane ", "The Last Samurai ", "Exodus: Gods and Kings ", "Star Trek ", "Spider-Man ", "How to Train Your Dragon 2 ", "Gods of Egypt ", "Stealth ", "Watchmen ", "Lethal Weapon 4 ", "Hulk ", "G.I. Joe: Retaliation ", "Sahara ", "Final Fantasy: The Spirits Within ", "Captain America: The First Avenger ", "The World Is Not Enough ", "Master and Commander: The Far Side of the World ", "The Twilight Saga: Breaking Dawn - Part 2 ", "Happy Feet 2 ", "The Incredible Hulk ", "The BFG ", "The Revenant ", "Turbo ", "Rango ", "Penguins of Madagascar ", "The Bourne Ultimatum ", "Kung Fu Panda ", "Ant-Man ", "The Hunger Games: Catching Fire ", "Home ", "War of the Worlds ", "Bad Boys II ", "Puss in Boots ", "Salt ", "Noah ", "The Adventures of Tintin ", "Harry Potter and the Prisoner of Azkaban ", "Australia ", "After Earth ", "Dinosaur ", "Night at the Museum: Secret of the Tomb ", "Megamind ", "Harry Potter and the Sorcerer's Stone ", "R.I.P.D. ", "Pirates of the Caribbean: The Curse of the Black Pearl ", "The Hunger Games: Mockingjay - Part 1 ", "The Da Vinci Code ", "Rio 2 ", "X-Men 2 ", "Fast Five ", "Sherlock Holmes: A Game of Shadows ", "Clash of the Titans ", "Total Recall ", "The 13th Warrior ", "The Bourne Legacy ", "Batman & Robin ", "How the Grinch Stole Christmas ", "The Day After Tomorrow ", "Mission: Impossible II ", "The Perfect Storm ", "Fantastic 4: Rise of the Silver Surfer ", "Life of Pi ", "Ghost Rider ", "Jason Bourne ", "Charlie's Angels: Full Throttle ", "Prometheus ", "Stuart Little 2 ", "Elysium ", "The Chronicles of Riddick ", "RoboCop ", "Speed Racer ", "How Do You Know ", "Knight and Day ", "Oblivion ", "Star Wars: Episode III - Revenge of the Sith ", "Star Wars: Episode II - Attack of the Clones ", "Monsters, Inc. ", "The Wolverine ", "Star Wars: Episode I - The Phantom Menace ", "The Croods ", "Windtalkers ", "The Huntsman: Winter's War ", "Teenage Mutant Ninja Turtles ", "Gravity ", "Dante's Peak ", "Teenage Mutant Ninja Turtles: Out of the Shadows ", "Fantastic Four ", "Night at the Museum ", "San Andreas ", "Tomorrow Never Dies ", "The Patriot ", "Ocean's Twelve ", "Mr. & Mrs. Smith ", "Insurgent ", "The Aviator ", "Gulliver's Travels ", "The Green Hornet ", "300: Rise of an Empire ", "The Smurfs ", "Home on the Range ", "Allegiant ", "Real Steel ", "The Smurfs 2 ", "Speed 2: Cruise Control ", "Ender's Game ", "Live Free or Die Hard ", "The Lord of the Rings: The Fellowship of the Ring ", "Around the World in 80 Days ", "Ali ", "The Cat in the Hat ", "I, Robot ", "Kingdom of Heaven ", "Stuart Little ", "The Princess and the Frog ", "The Martian ", "The Island ", "Town & Country ", "Gone in Sixty Seconds ", "Gladiator ", "Minority Report ", "Harry Potter and the Chamber of Secrets ", "Casino Royale ", "Planet of the Apes ", "Terminator 2: Judgment Day ", "Public Enemies ", "American Gangster ", "True Lies ", "The Taking of Pelham 1 2 3 ", "Little Fockers ", "The Other Guys ", "Eraser ", "Django Unchained ", "The Hunchback of Notre Dame ", "The Emperor's New Groove ", "The Expendables 2 ", "National Treasure ", "Eragon ", "Where the Wild Things Are ", "Epic ", "The Tourist ", "End of Days ", "Blood Diamond ", "The Wolf of Wall Street ", "Batman Forever ", "Starship Troopers ", "Cloud Atlas ", "Legend of the Guardians: The Owls of Ga'Hoole ", "Catwoman ", "Hercules ", "Treasure Planet ", "Land of the Lost ", "The Expendables 3 ", "Point Break ", "Son of the Mask ", "In the Heart of the Sea ", "The Adventures of Pluto Nash ", "Green Zone ", "The Peanuts Movie ", "The Spanish Prisoner ", "The Mummy Returns ", "Gangs of New York ", "The Flowers of War ", "Surf's Up ", "The Stepford Wives ", "Black Hawk Down ", "The Campaign ", "The Fifth Element ", "Sex and the City 2 ", "The Road to El Dorado ", "Ice Age: Continental Drift ", "Cinderella ", "The Lovely Bones ", "Finding Nemo ", "The Lord of the Rings: The Return of the King ", "The Lord of the Rings: The Two Towers ", "Seventh Son ", "Lara Croft: Tomb Raider ", "Transcendence ", "Jurassic Park III ", "Rise of the Planet of the Apes ", "The Spiderwick Chronicles ", "A Good Day to Die Hard ", "The Alamo ", "The Incredibles ", "Cutthroat Island ", "Percy Jackson & the Olympians: The Lightning Thief ", "Men in Black ", "Toy Story 2 ", "Unstoppable ", "Rush Hour 2 ", "What Lies Beneath ", "Cloudy with a Chance of Meatballs ", "Ice Age: Dawn of the Dinosaurs ", "The Secret Life of Walter Mitty ", "Charlie's Angels ", "The Departed ", "Mulan ", "Tropic Thunder ", "The Girl with the Dragon Tattoo ", "Die Hard with a Vengeance ", "Sherlock Holmes ", "Atlantis: The Lost Empire ", "Alvin and the Chipmunks: The Road Chip ", "Valkyrie ", "You Don't Mess with the Zohan ", "Pixels ", "A.I. Artificial Intelligence ", "The Haunted Mansion ", "Contact ", "Hollow Man ", "The Interpreter ", "Percy Jackson: Sea of Monsters ", "Lara Croft Tomb Raider: The Cradle of Life ", "Now You See Me 2 ", "The Saint ", "Spy Game ", "Mission to Mars ", "Rio ", "Bicentennial Man ", "Volcano ", "The Devil's Own ", "K-19: The Widowmaker ", "Conan the Barbarian ", "Cinderella Man ", "The Nutcracker in 3D ", "Seabiscuit ", "Twister ", "Cast Away ", "Happy Feet ", "The Bourne Supremacy ", "Air Force One ", "Ocean's Eleven ", "The Three Musketeers ", "Hotel Transylvania ", "Enchanted ", "Safe House ", "102 Dalmatians ", "Tower Heist ", "The Holiday ", "Enemy of the State ", "It's Complicated ", "Ocean's Thirteen ", "Open Season ", "Divergent ", "Enemy at the Gates ", "The Rundown ", "Last Action Hero ", "Memoirs of a Geisha ", "The Fast and the Furious: Tokyo Drift ", "Arthur Christmas ", "Meet Joe Black ", "Collateral Damage ", "Mirror Mirror ", "Scott Pilgrim vs. the World ", "The Core ", "Nutty Professor II: The Klumps ", "Scooby-Doo ", "Dredd ", "Click ", "Cats & Dogs: The Revenge of Kitty Galore ", "Jumper ", "Hellboy II: The Golden Army ", "Zodiac ", "The 6th Day ", "Bruce Almighty ", "The Expendables ", "Mission: Impossible ", "The Hunger Games ", "The Hangover Part II ", "Batman Returns ", "Over the Hedge ", "Lilo & Stitch ", "Deep Impact ", "RED 2 ", "The Longest Yard ", "Alvin and the Chipmunks: Chipwrecked ", "Grown Ups 2 ", "Get Smart ", "Something's Gotta Give ", "Shutter Island ", "Four Christmases ", "Robots ", "Face/Off ", "Bedtime Stories ", "Road to Perdition ", "Just Go with It ", "Con Air ", "Eagle Eye ", "Cold Mountain ", "The Book of Eli ", "Flubber ", "The Haunting ", "Space Jam ", "The Pink Panther ", "The Day the Earth Stood Still ", "Conspiracy Theory ", "Fury ", "Six Days Seven Nights ", "Yogi Bear ", "Spirit: Stallion of the Cimarron ", "Zookeeper ", "Lost in Space ", "The Manchurian Candidate ", "Hotel Transylvania 2 ", "Fantasia 2000 ", "The Time Machine ", "Mighty Joe Young ", "Swordfish ", "The Legend of Zorro ", "What Dreams May Come ", "Little Nicky ", "The Brothers Grimm ", "Mars Attacks! ", "Surrogates ", "Thirteen Days ", "Daylight ", "Walking with Dinosaurs 3D ", "Battlefield Earth ", "Looney Tunes: Back in Action ", "Nine ", "Timeline ", "The Postman ", "Babe: Pig in the City ", "The Last Witch Hunter ", "Red Planet ", "Arthur and the Invisibles ", "Oceans ", "A Sound of Thunder ", "Pompeii ", "A Beautiful Mind ", "The Lion King ", "Journey 2: The Mysterious Island ", "Cloudy with a Chance of Meatballs 2 ", "Red Dragon ", "Hidalgo ", "Jack and Jill ", "2 Fast 2 Furious ", "The Little Prince ", "The Invasion ", "The Adventures of Rocky & Bullwinkle ", "The Secret Life of Pets ", "The League of Extraordinary Gentlemen ", "Despicable Me 2 ", "Independence Day ", "The Lost World: Jurassic Park ", "Madagascar ", "Children of Men ", "X-Men ", "Wanted ", "The Rock ", "Ice Age: The Meltdown ", "50 First Dates ", "Hairspray ", "Exorcist: The Beginning ", "Inspector Gadget ", "Now You See Me ", "Grown Ups ", "The Terminal ", "Hotel for Dogs ", "Vertical Limit ", "Charlie Wilson's War ", "Shark Tale ", "Dreamgirls ", "Be Cool ", "Munich ", "Tears of the Sun ", "Killers ", "The Man from U.N.C.L.E. ", "Spanglish ", "Monster House ", "Bandits ", "First Knight ", "Anna and the King ", "Immortals ", "Hostage ", "Titan A.E. ", "Hollywood Homicide ", "Soldier ", "Monkeybone ", "Flight of the Phoenix ", "Unbreakable ", "Minions ", "Sucker Punch ", "Snake Eyes ", "Sphere ", "The Angry Birds Movie ", "Fool's Gold ", "Funny People ", "The Kingdom ", "Talladega Nights: The Ballad of Ricky Bobby ", "Dr. Dolittle 2 ", "Braveheart ", "Jarhead ", "The Simpsons Movie ", "The Majestic ", "Driven ", "Two Brothers ", "The Village ", "Doctor Dolittle ", "Signs ", "Shrek 2 ", "Cars ", "Runaway Bride ", "xXx ", "The SpongeBob Movie: Sponge Out of Water ", "Ransom ", "Inglourious Basterds ", "Hook ", "Die Hard 2 ", "S.W.A.T. ", "Vanilla Sky ", "Lady in the Water ", "AVP: Alien vs. Predator ", "Alvin and the Chipmunks: The Squeakquel ", "We Were Soldiers ", "Olympus Has Fallen ", "Star Trek: Insurrection ", "Battle Los Angeles ", "Big Fish ", "Wolf ", "War Horse ", "The Monuments Men ", "The Abyss ", "Wall Street: Money Never Sleeps ", "Dracula Untold ", "The Siege ", "Stardust ", "Seven Years in Tibet ", "The Dilemma ", "Bad Company ", "Doom ", "I Spy ", "Underworld: Awakening ", "Rock of Ages ", "Hart's War ", "Killer Elite ", "Rollerball ", "Ballistic: Ecks vs. Sever ", "Hard Rain ", "Osmosis Jones ", "Legends of Oz: Dorothy's Return ", "Blackhat ", "Sky Captain and the World of Tomorrow ", "Basic Instinct 2 ", "Escape Plan ", "The Legend of Hercules ", "The Sum of All Fears ", "The Twilight Saga: Eclipse ", "The Score ", "Despicable Me ", "Money Train ", "Ted 2 ", "Agora ", "Mystery Men ", "Hall Pass ", "The Insider ", "Body of Lies ", "Abraham Lincoln: Vampire Hunter ", "Entrapment ", "The X Files ", "The Last Legion ", "Saving Private Ryan ", "Need for Speed ", "What Women Want ", "Ice Age ", "Dreamcatcher ", "Lincoln ", "The Matrix ", "Apollo 13 ", "The Santa Clause 2 ", "Les Misérables ", "You've Got Mail ", "Step Brothers ", "The Mask of Zorro ", "Due Date ", "Unbroken ", "Space Cowboys ", "Cliffhanger ", "Broken Arrow ", "The Kid ", "World Trade Center ", "Mona Lisa Smile ", "The Dictator ", "Eyes Wide Shut ", "Annie ", "Focus ", "This Means War ", "Blade: Trinity ", "Primary Colors ", "Resident Evil: Retribution ", "Death Race ", "The Long Kiss Goodnight ", "Proof of Life ", "Zathura: A Space Adventure ", "Fight Club ", "We Are Marshall ", "Hudson Hawk ", "Lucky Numbers ", "I, Frankenstein ", "Oliver Twist ", "Elektra ", "Sin City: A Dame to Kill For ", "Random Hearts ", "Everest ", "Perfume: The Story of a Murderer ", "Austin Powers in Goldmember ", "Astro Boy ", "Jurassic Park ", "Wyatt Earp ", "Clear and Present Danger ", "Dragon Blade ", "Littleman ", "U-571 ", "The American President ", "The Love Guru ", "3000 Miles to Graceland ", "The Hateful Eight ", "Blades of Glory ", "Hop ", "300 ", "Meet the Fockers ", "Marley & Me ", "The Green Mile ", "Chicken Little ", "Gone Girl ", "The Bourne Identity ", "GoldenEye ", "The General's Daughter ", "The Truman Show ", "The Prince of Egypt ", "Daddy Day Care ", "2 Guns ", "Cats & Dogs ", "The Italian Job ", "Two Weeks Notice ", "Antz ", "Couples Retreat ", "Days of Thunder ", "Cheaper by the Dozen 2 ", "The Scorch Trials ", "Eat Pray Love ", "The Family Man ", "RED ", "Any Given Sunday ", "The Horse Whisperer ", "Collateral ", "The Scorpion King ", "Ladder 49 ", "Jack Reacher ", "Deep Blue Sea ", "This Is It ", "Contagion ", "Kangaroo Jack ", "Coraline ", "The Happening ", "Man on Fire ", "The Shaggy Dog ", "Starsky & Hutch ", "Jingle All the Way ", "Hellboy ", "A Civil Action ", "ParaNorman ", "The Jackal ", "Paycheck ", "Up Close & Personal ", "The Tale of Despereaux ", "The Tuxedo ", "Under Siege 2: Dark Territory ", "Jack Ryan: Shadow Recruit ", "Joy ", "London Has Fallen ", "Alien: Resurrection ", "Shooter ", "The Boxtrolls ", "Practical Magic ", "The Lego Movie ", "Miss Congeniality 2: Armed and Fabulous ", "Reign of Fire ", "Gangster Squad ", "Year One ", "Invictus ", "Duplicity ", "My Favorite Martian ", "The Sentinel ", "Planet 51 ", "Star Trek: Nemesis ", "Intolerable Cruelty ", "Edge of Darkness ", "The Relic ", "Analyze That ", "Righteous Kill ", "Mercury Rising ", "The Soloist ", "The Legend of Bagger Vance ", "Almost Famous ", "xXx: State of the Union ", "Priest ", "Sinbad: Legend of the Seven Seas ", "Event Horizon ", "Dragonfly ", "The Black Dahlia ", "Flyboys ", "The Last Castle ", "Supernova ", "Winter's Tale ", "The Mortal Instruments: City of Bones ", "Meet Dave ", "Dark Water ", "Edtv ", "Inkheart ", "The Spirit ", "Mortdecai ", "In the Name of the King: A Dungeon Siege Tale ", "Beyond Borders ", "The Great Raid ", "Deadpool ", "Holy Man ", "American Sniper ", "Goosebumps ", "Just Like Heaven ", "The Flintstones in Viva Rock Vegas ", "Rambo III ", "Leatherheads ", "Did You Hear About the Morgans? ", "The Internship ", "Resident Evil: Afterlife ", "Red Tails ", "The Devil's Advocate ", "That's My Boy ", "DragonHeart ", "After the Sunset ", "Ghost Rider: Spirit of Vengeance ", "Captain Corelli's Mandolin ", "The Pacifier ", "Walking Tall ", "Forrest Gump ", "Alvin and the Chipmunks ", "Meet the Parents ", "Pocahontas ", "Superman ", "The Nutty Professor ", "Hitch ", "George of the Jungle ", "American Wedding ", "Captain Phillips ", "Date Night ", "Casper ", "The Equalizer ", "Maid in Manhattan ", "Crimson Tide ", "The Pursuit of Happyness ", "Flightplan ", "Disclosure ", "City of Angels ", "Kill Bill: Vol. 1 ", "Bowfinger ", "Kill Bill: Vol. 2 ", "Tango & Cash ", "Death Becomes Her ", "Shanghai Noon ", "Executive Decision ", "Mr. Popper's Penguins ", "The Forbidden Kingdom ", "Free Birds ", "Alien 3 ", "Evita ", "Ronin ", "The Ghost and the Darkness ", "Paddington ", "The Watch ", "The Hunted ", "Instinct ", "Stuck on You ", "Semi-Pro ", "The Pirates! Band of Misfits ", "Changeling ", "Chain Reaction ", "The Fan ", "The Phantom of the Opera ", "Elizabeth: The Golden Age ", "Æon Flux ", "Gods and Generals ", "Turbulence ", "Imagine That ", "Muppets Most Wanted ", "Thunderbirds ", "Burlesque ", "A Very Long Engagement ", "Blade II ", "Seven Pounds ", "Bullet to the Head ", "The Godfather: Part III ", "Elizabethtown ", "You, Me and Dupree ", "Superman II ", "Gigli ", "All the King's Men ", "Shaft ", "Anastasia ", "Moulin Rouge! ", "Domestic Disturbance ", "Black Mass ", "Flags of Our Fathers ", "Law Abiding Citizen ", "Grindhouse ", "Beloved ", "Lucky You ", "Catch Me If You Can ", "Zero Dark Thirty ", "The Break-Up ", "Mamma Mia! ", "Valentine's Day ", "The Dukes of Hazzard ", "The Thin Red Line ", "The Change-Up ", "Man on the Moon ", "Casino ", "From Paris with Love ", "Bulletproof Monk ", "Me, Myself & Irene ", "Barnyard ", "The Twilight Saga: New Moon ", "Shrek ", "The Adjustment Bureau ", "Robin Hood: Prince of Thieves ", "Jerry Maguire ", "Ted ", "As Good as It Gets ", "Patch Adams ", "Anchorman 2: The Legend Continues ", "Mr. Deeds ", "Super 8 ", "Erin Brockovich ", "How to Lose a Guy in 10 Days ", "22 Jump Street ", "Interview with the Vampire: The Vampire Chronicles ", "Yes Man ", "Central Intelligence ", "Stepmom ", "Daddy's Home ", "Into the Woods ", "Inside Man ", "Payback ", "Congo ", "Knowing ", "Failure to Launch ", "Crazy, Stupid, Love. ", "Garfield ", "Christmas with the Kranks ", "Moneyball ", "Outbreak ", "Non-Stop ", "Race to Witch Mountain ", "V for Vendetta ", "Shanghai Knights ", "Curious George ", "Herbie Fully Loaded ", "Don't Say a Word ", "Hansel & Gretel: Witch Hunters ", "Unfaithful ", "I Am Number Four ", "Syriana ", "13 Hours ", "The Book of Life ", "Firewall ", "Absolute Power ", "G.I. Jane ", "The Game ", "Silent Hill ", "The Replacements ", "American Reunion ", "The Negotiator ", "Into the Storm ", "Beverly Hills Cop III ", "Gremlins 2: The New Batch ", "The Judge ", "The Peacemaker ", "Resident Evil: Apocalypse ", "Bridget Jones: The Edge of Reason ", "Out of Time ", "On Deadly Ground ", "The Adventures of Sharkboy and Lavagirl 3-D ", "The Beach ", "Raising Helen ", "Ninja Assassin ", "For Love of the Game ", "Striptease ", "Marmaduke ", "Hereafter ", "Murder by Numbers ", "Assassins ", "Hannibal Rising ", "The Story of Us ", "The Host ", "Basic ", "Blood Work ", "The International ", "Escape from L.A. ", "The Iron Giant ", "The Life Aquatic with Steve Zissou ", "Free State of Jones ", "The Life of David Gale ", "Man of the House ", "Run All Night ", "Eastern Promises ", "Into the Blue ", "Your Highness ", "Dream House ", "Mad City ", "Baby's Day Out ", "The Scarlet Letter ", "Fair Game ", "Domino ", "Jade ", "Gamer ", "Beautiful Creatures ", "Death to Smoochy ", "Zoolander 2 ", "The Big Bounce ", "What Planet Are You From? ", "Drive Angry ", "Street Fighter: The Legend of Chun-Li ", "The One ", "The Adventures of Ford Fairlane ", "Traffic ", "Indiana Jones and the Last Crusade ", "Chappie ", "The Bone Collector ", "Panic Room ", "Three Kings ", "Child 44 ", "Rat Race ", "K-PAX ", "Kate & Leopold ", "Bedazzled ", "The Cotton Club ", "3:10 to Yuma ", "Taken 3 ", "Out of Sight ", "The Cable Guy ", "Dick Tracy ", "The Thomas Crown Affair ", "Riding in Cars with Boys ", "Happily N'Ever After ", "Mary Reilly ", "My Best Friend's Wedding ", "America's Sweethearts ", "Insomnia ", "Star Trek: First Contact ", "Jonah Hex ", "Courage Under Fire ", "Liar Liar ", "The Infiltrator ", "The Flintstones ", "Taken 2 ", "Scary Movie 3 ", "Miss Congeniality ", "Journey to the Center of the Earth ", "The Princess Diaries 2: Royal Engagement ", "The Pelican Brief ", "The Client ", "The Bucket List ", "Patriot Games ", "Monster-in-Law ", "Prisoners ", "Training Day ", "Galaxy Quest ", "Scary Movie 2 ", "The Muppets ", "Blade ", "Coach Carter ", "Changing Lanes ", "Anaconda ", "Coyote Ugly ", "Love Actually ", "A Bug's Life ", "From Hell ", "The Specialist ", "Tin Cup ", "Kicking & Screaming ", "The Hitchhiker's Guide to the Galaxy ", "Fat Albert ", "Resident Evil: Extinction ", "Blended ", "Last Holiday ", "The River Wild ", "The Indian in the Cupboard ", "Savages ", "Cellular ", "Johnny English ", "The Ant Bully ", "Dune ", "Across the Universe ", "Revolutionary Road ", "16 Blocks ", "Babylon A.D. ", "The Glimmer Man ", "Multiplicity ", "Aliens in the Attic ", "The Pledge ", "The Producers ", "Dredd ", "The Phantom ", "All the Pretty Horses ", "Nixon ", "The Ghost Writer ", "Deep Rising ", "Miracle at St. Anna ", "Curse of the Golden Flower ", "Bangkok Dangerous ", "Big Trouble ", "Love in the Time of Cholera ", "Shadow Conspiracy ", "Johnny English Reborn ", "Argo ", "The Fugitive ", "The Bounty Hunter ", "Sleepers ", "Rambo: First Blood Part II ", "The Juror ", "Pinocchio ", "Heaven's Gate ", "Underworld: Evolution ", "Victor Frankenstein ", "Finding Forrester ", "28 Days ", "Unleashed ", "The Sweetest Thing ", "The Firm ", "Charlie St. Cloud ", "The Mechanic ", "21 Jump Street ", "Notting Hill ", "Chicken Run ", "Along Came Polly ", "Boomerang ", "The Heat ", "Cleopatra ", "Here Comes the Boom ", "High Crimes ", "The Mirror Has Two Faces ", "The Mothman Prophecies ", "Brüno ", "Licence to Kill ", "Red Riding Hood ", "15 Minutes ", "Super Mario Bros. ", "Lord of War ", "Hero ", "One for the Money ", "The Interview ", "The Warrior's Way ", "Micmacs ", "8 Mile ", "A Knight's Tale ", "The Medallion ", "The Sixth Sense ", "Man on a Ledge ", "The Big Year ", "The Karate Kid ", "American Hustle ", "The Proposal ", "Double Jeopardy ", "Back to the Future Part II ", "Lucy ", "Fifty Shades of Grey ", "Spy Kids 3-D: Game Over ", "A Time to Kill ", "Cheaper by the Dozen ", "Lone Survivor ", "A League of Their Own ", "The Conjuring 2 ", "The Social Network ", "He's Just Not That Into You ", "Scary Movie 4 ", "Scream 3 ", "Back to the Future Part III ", "Get Hard ", "Bram Stoker's Dracula ", "Julie & Julia ", "42 ", "The Talented Mr. Ripley ", "Dumb and Dumber To ", "Eight Below ", "The Intern ", "Ride Along 2 ", "The Last of the Mohicans ", "Ray ", "Sin City ", "Vantage Point ", "I Love You, Man ", "Shallow Hal ", "JFK ", "Big Momma's House 2 ", "The Mexican ", "17 Again ", "The Other Woman ", "The Final Destination ", "Bridge of Spies ", "Behind Enemy Lines ", "Shall We Dance ", "Small Soldiers ", "Spawn ", "The Count of Monte Cristo ", "The Lincoln Lawyer ", "Unknown ", "The Prestige ", "Horrible Bosses 2 ", "Escape from Planet Earth ", "Apocalypto ", "The Living Daylights ", "Predators ", "Legal Eagles ", "Secret Window ", "The Lake House ", "The Skeleton Key ", "The Odd Life of Timothy Green ", "Made of Honor ", "Jersey Boys ", "The Rainmaker ", "Gothika ", "Amistad ", "Medicine Man ", "Aliens vs. Predator: Requiem ", "Ri¢hie Ri¢h ", "Autumn in New York ", "Paul ", "The Guilt Trip ", "Scream 4 ", "8MM ", "The Doors ", "Sex Tape ", "Hanging Up ", "Final Destination 5 ", "Mickey Blue Eyes ", "Pay It Forward ", "Fever Pitch ", "Drillbit Taylor ", "A Million Ways to Die in the West ", "The Shadow ", "Extremely Loud & Incredibly Close ", "Morning Glory ", "Get Rich or Die Tryin' ", "The Art of War ", "Rent ", "Bless the Child ", "The Out-of-Towners ", "The Island of Dr. Moreau ", "The Musketeer ", "The Other Boleyn Girl ", "Sweet November ", "The Reaping ", "Mean Streets ", "Renaissance Man ", "Colombiana ", "The Magic Sword: Quest for Camelot ", "City by the Sea ", "At First Sight ", "Torque ", "City Hall ", "Showgirls ", "Marie Antoinette ", "Kiss of Death ", "Get Carter ", "The Impossible ", "Ishtar ", "Fantastic Mr. Fox ", "Life or Something Like It ", "Memoirs of an Invisible Man ", "Amélie ", "New York Minute ", "Alfie ", "Big Miracle ", "The Deep End of the Ocean ", "Feardotcom ", "Cirque du Freak: The Vampire's Assistant ", "Duplex ", "Raise the Titanic ", "Universal Soldier: The Return ", "Pandorum ", "Impostor ", "Extreme Ops ", "Just Visiting ", "Sunshine ", "A Thousand Words ", "Delgo ", "The Gunman ", "Alex Rider: Operation Stormbreaker ", "Disturbia ", "Hackers ", "The Hunting Party ", "The Hudsucker Proxy ", "The Warlords ", "Nomad: The Warrior ", "Snowpiercer ", "The Crow ", "The Time Traveler's Wife ", "The Fast and the Furious ", "Frankenweenie ", "Serenity ", "Against the Ropes ", "Superman III ", "Grudge Match ", "Sweet Home Alabama ", "The Ugly Truth ", "Sgt. Bilko ", "Spy Kids 2: Island of Lost Dreams ", "Star Trek: Generations ", "The Grandmaster ", "Water for Elephants ", "The Hurricane ", "Enough ", "Heartbreakers ", "Paul Blart: Mall Cop 2 ", "Angel Eyes ", "Joe Somebody ", "The Ninth Gate ", "Extreme Measures ", "Rock Star ", "Precious ", "White Squall ", "The Thing ", "Riddick ", "Switchback ", "Texas Rangers ", "City of Ember ", "The Master ", "The Express ", "The 5th Wave ", "Creed ", "The Town ", "What to Expect When You're Expecting ", "Burn After Reading ", "Nim's Island ", "Rush ", "Magnolia ", "Cop Out ", "How to Be Single ", "Dolphin Tale ", "Twilight ", "John Q ", "Blue Streak ", "We're the Millers ", "Breakdown ", "Never Say Never Again ", "Hot Tub Time Machine ", "Dolphin Tale 2 ", "Reindeer Games ", "A Man Apart ", "Aloha ", "Ghosts of Mississippi ", "Snow Falling on Cedars ", "The Rite ", "Gattaca ", "Isn't She Great ", "Space Chimps ", "Head of State ", "The Hangover ", "Ip Man 3 ", "Austin Powers: The Spy Who Shagged Me ", "Batman ", "There Be Dragons ", "Lethal Weapon 3 ", "The Blind Side ", "Spy Kids ", "Horrible Bosses ", "True Grit ", "The Devil Wears Prada ", "Star Trek: The Motion Picture ", "Identity Thief ", "Cape Fear ", "21 ", "Trainwreck ", "Guess Who ", "The English Patient ", "L.A. Confidential ", "Sky High ", "In & Out ", "Species ", "A Nightmare on Elm Street ", "The Cell ", "The Man in the Iron Mask ", "Secretariat ", "TMNT ", "Radio ", "Friends with Benefits ", "Neighbors 2: Sorority Rising ", "Saving Mr. Banks ", "Malcolm X ", "This Is 40 ", "Old Dogs ", "Underworld: Rise of the Lycans ", "License to Wed ", "The Benchwarmers ", "Must Love Dogs ", "Donnie Brasco ", "Resident Evil ", "Poltergeist ", "The Ladykillers ", "Max Payne ", "In Time ", "The Back-up Plan ", "Something Borrowed ", "Black Knight ", "Street Fighter ", "The Pianist ", "The Nativity Story ", "House of Wax ", "Closer ", "J. Edgar ", "Mirrors ", "Queen of the Damned ", "Predator 2 ", "Untraceable ", "Blast from the Past ", "Jersey Girl ", "Alex Cross ", "Midnight in the Garden of Good and Evil ", "Nanny McPhee Returns ", "Hoffa ", "The X Files: I Want to Believe ", "Ella Enchanted ", "Concussion ", "Abduction ", "Valiant ", "Wonder Boys ", "Superhero Movie ", "Broken City ", "Cursed ", "Premium Rush ", "Hot Pursuit ", "The Four Feathers ", "Parker ", "Wimbledon ", "Furry Vengeance ", "Lions for Lambs ", "Flight of the Intruder ", "Walk Hard: The Dewey Cox Story ", "The Shipping News ", "American Outlaws ", "The Young Victoria ", "Whiteout ", "The Tree of Life ", "Knock Off ", "Sabotage ", "The Order ", "Punisher: War Zone ", "Zoom ", "The Walk ", "Warriors of Virtue ", "A Good Year ", "Radio Flyer ", "Blood In, Blood Out ", "Smilla's Sense of Snow ", "Femme Fatale ", "Ride with the Devil ", "The Maze Runner ", "Unfinished Business ", "The Age of Innocence ", "The Fountain ", "Chill Factor ", "Stolen ", "Ponyo ", "The Longest Ride ", "The Astronaut's Wife ", "I Dreamed of Africa ", "Playing for Keeps ", "Mandela: Long Walk to Freedom ", "A Few Good Men ", "Exit Wounds ", "Big Momma's House ", "The Darkest Hour ", "Step Up Revolution ", "Snakes on a Plane ", "The Watcher ", "The Punisher ", "Goal! The Dream Begins ", "Safe ", "Pushing Tin ", "Star Wars: Episode VI - Return of the Jedi ", "Doomsday ", "The Reader ", "Elf ", "Phenomenon ", "Snow Dogs ", "Scrooged ", "Nacho Libre ", "Bridesmaids ", "This Is the End ", "Stigmata ", "Men of Honor ", "Takers ", "The Big Wedding ", "Big Mommas: Like Father, Like Son ", "Source Code ", "Alive ", "The Number 23 ", "The Young and Prodigious T.S. Spivet ", "Dreamer: Inspired by a True Story ", "A History of Violence ", "Transporter 2 ", "The Quick and the Dead ", "Laws of Attraction ", "Bringing Out the Dead ", "Repo Men ", "Dragon Wars: D-War ", "Bogus ", "The Incredible Burt Wonderstone ", "Cats Don't Dance ", "Cradle Will Rock ", "The Good German ", "Apocalypse Now ", "Going the Distance ", "Mr. Holland's Opus ", "Criminal ", "Out of Africa ", "Flight ", "Moonraker ", "The Grand Budapest Hotel ", "Hearts in Atlantis ", "Arachnophobia ", "Frequency ", "Ghostbusters ", "Vacation ", "Get Shorty ", "Chicago ", "Big Daddy ", "American Pie 2 ", "Toy Story ", "Speed ", "The Vow ", "Extraordinary Measures ", "Remember the Titans ", "The Hunt for Red October ", "Lee Daniels' The Butler ", "Dodgeball: A True Underdog Story ", "The Addams Family ", "Ace Ventura: When Nature Calls ", "The Princess Diaries ", "The First Wives Club ", "Se7en ", "District 9 ", "The SpongeBob SquarePants Movie ", "Mystic River ", "Million Dollar Baby ", "Analyze This ", "The Notebook ", "27 Dresses ", "Hannah Montana: The Movie ", "Rugrats in Paris: The Movie ", "The Prince of Tides ", "Legends of the Fall ", "Up in the Air ", "About Schmidt ", "Warm Bodies ", "Looper ", "Down to Earth ", "Babe ", "Hope Springs ", "Forgetting Sarah Marshall ", "Four Brothers ", "Baby Mama ", "Hope Floats ", "Bride Wars ", "Without a Paddle ", "13 Going on 30 ", "Midnight in Paris ", "The Nut Job ", "Blow ", "Message in a Bottle ", "Star Trek V: The Final Frontier ", "Like Mike ", "Naked Gun 33 1/3: The Final Insult ", "A View to a Kill ", "The Curse of the Were-Rabbit ", "P.S. I Love You ", "Atonement ", "Letters to Juliet ", "Black Rain ", "Corpse Bride ", "Sicario ", "Southpaw ", "Drag Me to Hell ", "The Age of Adaline ", "Secondhand Lions ", "Step Up 3D ", "Blue Crush ", "Stranger Than Fiction ", "30 Days of Night ", "The Cabin in the Woods ", "Meet the Spartans ", "Midnight Run ", "The Running Man ", "Little Shop of Horrors ", "Hanna ", "Mortal Kombat: Annihilation ", "Larry Crowne ", "Carrie ", "Take the Lead ", "Gridiron Gang ", "What's the Worst That Could Happen? ", "9 ", "Side Effects ", "Winnie the Pooh ", "Dumb and Dumberer: When Harry Met Lloyd ", "Bulworth ", "Get on Up ", "One True Thing ", "Virtuosity ", "My Super Ex-Girlfriend ", "Deliver Us from Evil ", "Sanctum ", "Little Black Book ", "The Five-Year Engagement ", "Mr 3000 ", "The Next Three Days ", "Ultraviolet ", "Assault on Precinct 13 ", "The Replacement Killers ", "Fled ", "Eight Legged Freaks ", "Love & Other Drugs ", "88 Minutes ", "North Country ", "The Whole Ten Yards ", "Splice ", "Howard the Duck ", "Pride and Glory ", "The Cave ", "Alex & Emma ", "Wicker Park ", "Fright Night ", "The New World ", "Wing Commander ", "In Dreams ", "Dragonball: Evolution ", "The Last Stand ", "Godsend ", "Chasing Liberty ", "Hoodwinked Too! Hood vs. Evil ", "An Unfinished Life ", "The Imaginarium of Doctor Parnassus ", "Runner Runner ", "Antitrust ", "Glory ", "Once Upon a Time in America ", "Dead Man Down ", "The Merchant of Venice ", "The Good Thief ", "Miss Potter ", "The Promise ", "DOA: Dead or Alive ", "The Assassination of Jesse James by the Coward Robert Ford ", "1911 ", "Machine Gun Preacher ", "Pitch Perfect 2 ", "Walk the Line ", "Keeping the Faith ", "The Borrowers ", "Frost/Nixon ", "Serving Sara ", "The Boss ", "Cry Freedom ", "Mumford ", "Seed of Chucky ", "The Jacket ", "Aladdin ", "Straight Outta Compton ", "Indiana Jones and the Temple of Doom ", "The Rugrats Movie ", "Along Came a Spider ", "Once Upon a Time in Mexico ", "Die Hard ", "Role Models ", "The Big Short ", "Taking Woodstock ", "Miracle ", "Dawn of the Dead ", "The Wedding Planner ", "The Royal Tenenbaums ", "Identity ", "Last Vegas ", "For Your Eyes Only ", "Serendipity ", "Timecop ", "Zoolander ", "Safe Haven ", "Hocus Pocus ", "No Reservations ", "Kick-Ass ", "30 Minutes or Less ", "Dracula 2000 ", "Alexander and the Terrible, Horrible, No Good, Very Bad Day ", "Pride & Prejudice ", "Blade Runner ", "Rob Roy ", "3 Days to Kill ", "We Own the Night ", "Lost Souls ", "Winged Migration ", "Just My Luck ", "Mystery, Alaska ", "The Spy Next Door ", "A Simple Wish ", "Ghosts of Mars ", "Our Brand Is Crisis ", "Pride and Prejudice and Zombies ", "Kundun ", "How to Lose Friends & Alienate People ", "Kick-Ass 2 ", "Brick Mansions ", "Octopussy ", "Knocked Up ", "My Sister's Keeper ", "Welcome Home, Roscoe Jenkins ", "A Passage to India ", "Notes on a Scandal ", "Rendition ", "Star Trek VI: The Undiscovered Country ", "Divine Secrets of the Ya-Ya Sisterhood ", "The Jungle Book ", "Kiss the Girls ", "The Blues Brothers ", "Joyful Noise ", "About a Boy ", "Lake Placid ", "Lucky Number Slevin ", "The Right Stuff ", "Anonymous ", "Dark City ", "The Duchess ", "The Newton Boys ", "Case 39 ", "Suspect Zero ", "Martian Child ", "Spy Kids: All the Time in the World in 4D ", "Money Monster ", "Formula 51 ", "Flawless ", "Mindhunters ", "What Just Happened ", "The Statement ", "Paul Blart: Mall Cop ", "Freaky Friday ", "The 40-Year-Old Virgin ", "Shakespeare in Love ", "A Walk Among the Tombstones ", "Kindergarten Cop ", "Pineapple Express ", "Ever After: A Cinderella Story ", "Open Range ", "Flatliners ", "A Bridge Too Far ", "Red Eye ", "Final Destination 2 ", "O Brother, Where Art Thou? ", "Legion ", "Pain & Gain ", "In Good Company ", "Clockstoppers ", "Silverado ", "Brothers ", "Agent Cody Banks 2: Destination London ", "New Year's Eve ", "Original Sin ", "The Raven ", "Welcome to Mooseport ", "Highlander: The Final Dimension ", "Blood and Wine ", "The Curse of the Jade Scorpion ", "Flipper ", "Self/less ", "The Constant Gardener ", "The Passion of the Christ ", "Mrs. Doubtfire ", "Rain Man ", "Gran Torino ", "W. ", "Taken ", "The Best of Me ", "The Bodyguard ", "Schindler's List ", "The Help ", "The Fifth Estate ", "Scooby-Doo 2: Monsters Unleashed ", "Freddy vs. Jason ", "Jimmy Neutron: Boy Genius ", "Cloverfield ", "Teenage Mutant Ninja Turtles II: The Secret of the Ooze ", "The Untouchables ", "No Country for Old Men ", "Ride Along ", "Bridget Jones's Diary ", "Chocolat ", "Legally Blonde 2: Red, White & Blonde ", "Parental Guidance ", "No Strings Attached ", "Tombstone ", "Romeo Must Die ", "Final Destination 3 ", "The Lucky One ", "Bridge to Terabithia ", "Finding Neverland ", "A Madea Christmas ", "The Grey ", "Hide and Seek ", "Anchorman: The Legend of Ron Burgundy ", "Goodfellas ", "Agent Cody Banks ", "Nanny McPhee ", "Scarface ", "Nothing to Lose ", "The Last Emperor ", "Contraband ", "Money Talks ", "There Will Be Blood ", "The Wild Thornberrys Movie ", "Rugrats Go Wild ", "Undercover Brother ", "The Sisterhood of the Traveling Pants ", "Kiss of the Dragon ", "The House Bunny ", "Million Dollar Arm ", "The Giver ", "What a Girl Wants ", "Jeepers Creepers II ", "Good Luck Chuck ", "Cradle 2 the Grave ", "The Hours ", "She's the Man ", "Mr. Bean's Holiday ", "Anacondas: The Hunt for the Blood Orchid ", "Blood Ties ", "August Rush ", "Elizabeth ", "Bride of Chucky ", "Tora! Tora! Tora! ", "Spice World ", "Dance Flick ", "The Shawshank Redemption ", "Crocodile Dundee in Los Angeles ", "Kingpin ", "The Gambler ", "August: Osage County ", "A Lot Like Love ", "Eddie the Eagle ", "He Got Game ", "Don Juan DeMarco ", "Dear John ", "The Losers ", "Don't Be Afraid of the Dark ", "War ", "Punch-Drunk Love ", "EuroTrip ", "Half Past Dead ", "Unaccompanied Minors ", "Bright Lights, Big City ", "The Adventures of Pinocchio ", "The Box ", "The Ruins ", "The Next Best Thing ", "My Soul to Take ", "The Girl Next Door ", "Maximum Risk ", "Stealing Harvard ", "Legend ", "Shark Night 3D ", "Angela's Ashes ", "Draft Day ", "The Conspirator ", "Lords of Dogtown ", "The 33 ", "Big Trouble in Little China ", "Warrior ", "Michael Collins ", "Gettysburg ", "Stop-Loss ", "Abandon ", "Brokedown Palace ", "The Possession ", "Mrs. Winterbourne ", "Straw Dogs ", "The Hoax ", "Stone Cold ", "The Road ", "Underclassman ", "Say It Isn't So ", "The World's Fastest Indian ", "Snakes on a Plane ", "Tank Girl ", "King's Ransom ", "Blindness ", "BloodRayne ", "Where the Truth Lies ", "Without Limits ", "Me and Orson Welles ", "The Best Offer ", "Bad Lieutenant: Port of Call New Orleans ", "Little White Lies ", "Love Ranch ", "The Counselor ", "Dangerous Liaisons ", "On the Road ", "Star Trek IV: The Voyage Home ", "Rocky Balboa ", "Point Break ", "Scream 2 ", "Jane Got a Gun ", "Think Like a Man Too ", "The Whole Nine Yards ", "Footloose ", "Old School ", "The Fisher King ", "I Still Know What You Did Last Summer ", "Return to Me ", "Zack and Miri Make a Porno ", "Nurse Betty ", "The Men Who Stare at Goats ", "Double Take ", "Girl, Interrupted ", "Win a Date with Tad Hamilton! ", "Muppets from Space ", "The Wiz ", "Ready to Rumble ", "Play It to the Bone ", "I Don't Know How She Does It ", "Piranha 3D ", "Beyond the Sea ", "Meet the Deedles ", "The Princess and the Cobbler ", "The Bridge of San Luis Rey ", "Faster ", "Howl's Moving Castle ", "Zombieland ", "King Kong ", "The Waterboy ", "Star Wars: Episode V - The Empire Strikes Back ", "Bad Boys ", "The Naked Gun 2½: The Smell of Fear ", "Final Destination ", "The Ides of March ", "Pitch Black ", "Someone Like You... ", "Her ", "Eddie the Eagle ", "Joy Ride ", "The Adventurer: The Curse of the Midas Box ", "Anywhere But Here ", "Chasing Liberty ", "The Crew ", "Haywire ", "Jaws: The Revenge ", "Marvin's Room ", "The Longshots ", "The End of the Affair ", "Harley Davidson and the Marlboro Man ", "Coco Before Chanel ", "Chéri ", "Vanity Fair ", "1408 ", "Spaceballs ", "The Water Diviner ", "Ghost ", "There's Something About Mary ", "The Santa Clause ", "The Rookie ", "The Game Plan ", "The Bridges of Madison County ", "The Animal ", "The Hundred-Foot Journey ", "The Net ", "I Am Sam ", "Son of God ", "Underworld ", "Derailed ", "The Informant! ", "Shadowlands ", "Deuce Bigalow: European Gigolo ", "Delivery Man ", "Victor Frankenstein ", "Saving Silverman ", "Diary of a Wimpy Kid: Dog Days ", "Summer of Sam ", "Jay and Silent Bob Strike Back ", "The Island ", "The Glass House ", "Hail, Caesar! ", "Josie and the Pussycats ", "Homefront ", "The Little Vampire ", "I Heart Huckabees ", "RoboCop 3 ", "Megiddo: The Omega Code 2 ", "Darling Lili ", "Dudley Do-Right ", "The Transporter Refueled ", "Black Book ", "Joyeux Noel ", "Hit and Run ", "Mad Money ", "Before I Go to Sleep ", "Stone ", "Molière ", "Out of the Furnace ", "Michael Clayton ", "My Fellow Americans ", "Arlington Road ", "To Rome with Love ", "Firefox ", "South Park: Bigger Longer & Uncut ", "Death at a Funeral ", "Teenage Mutant Ninja Turtles III ", "Hardball ", "Silver Linings Playbook ", "Freedom Writers ", "The Transporter ", "Never Back Down ", "The Rage: Carrie 2 ", "Away We Go ", "Swing Vote ", "Moonlight Mile ", "Tinker Tailor Soldier Spy ", "Molly ", "The Beaver ", "The Best Little Whorehouse in Texas ", "eXistenZ ", "Raiders of the Lost Ark ", "Home Alone 2: Lost in New York ", "Close Encounters of the Third Kind ", "Pulse ", "Beverly Hills Cop II ", "Bringing Down the House ", "The Silence of the Lambs ", "Wayne's World ", "Jackass 3D ", "Jaws 2 ", "Beverly Hills Chihuahua ", "The Conjuring ", "Are We There Yet? ", "Tammy ", "Disturbia ", "School of Rock ", "Mortal Kombat ", "White Chicks ", "The Descendants ", "Holes ", "The Last Song ", "12 Years a Slave ", "Drumline ", "Why Did I Get Married Too? ", "Edward Scissorhands ", "Me Before You ", "Madea's Witness Protection ", "Bad Moms ", "Date Movie ", "Return to Never Land ", "Selma ", "The Jungle Book 2 ", "Boogeyman ", "Premonition ", "The Tigger Movie ", "Max ", "Epic Movie ", "Conan the Barbarian ", "Spotlight ", "Lakeview Terrace ", "The Grudge 2 ", "How Stella Got Her Groove Back ", "Bill & Ted's Bogus Journey ", "Man of the Year ", "The American ", "Selena ", "Vampires Suck ", "Babel ", "This Is Where I Leave You ", "Doubt ", "Team America: World Police ", "Texas Chainsaw 3D ", "Copycat ", "Scary Movie 5 ", "Milk ", "Risen ", "Ghost Ship ", "A Very Harold & Kumar 3D Christmas ", "Wild Things ", "The Debt ", "High Fidelity ", "One Missed Call ", "Eye for an Eye ", "The Bank Job ", "Eternal Sunshine of the Spotless Mind ", "You Again ", "Street Kings ", "The World's End ", "Nancy Drew ", "Daybreakers ", "She's Out of My League ", "Monte Carlo ", "Stay Alive ", "Quigley Down Under ", "Alpha and Omega ", "The Covenant ", "Shorts ", "To Die For ", "Nerve ", "Vampires ", "Psycho ", "My Best Friend's Girl ", "Endless Love ", "Georgia Rule ", "Under the Rainbow ", "Simon Birch ", "Reign Over Me ", "Into the Wild ", "School for Scoundrels ", "Silent Hill: Revelation 3D ", "From Dusk Till Dawn ", "Pooh's Heffalump Movie ", "Home for the Holidays ", "Kung Fu Hustle ", "The Country Bears ", "The Kite Runner ", "21 Grams ", "Paparazzi ", "Twilight ", "A Guy Thing ", "Loser ", "The Greatest Story Ever Told ", "Disaster Movie ", "Armored ", "The Man Who Knew Too Little ", "What's Your Number? ", "Lockout ", "Envy ", "Crank: High Voltage ", "Bullets Over Broadway ", "One Night with the King ", "The Quiet American ", "The Weather Man ", "Undisputed ", "Ghost Town ", "12 Rounds ", "Let Me In ", "3 Ninjas Kick Back ", "Be Kind Rewind ", "Mrs Henderson Presents ", "Triple 9 ", "Deconstructing Harry ", "Three to Tango ", "Burnt ", "We're No Angels ", "Everyone Says I Love You ", "Death Sentence ", "Everybody's Fine ", "Superbabies: Baby Geniuses 2 ", "The Man ", "Code Name: The Cleaner ", "Connie and Carla ", "Inherent Vice ", "Doogal ", "Battle of the Year ", "An American Carol ", "Machete Kills ", "Willard ", "Strange Wilderness ", "Topsy-Turvy ", "Little Boy ", "A Dangerous Method ", "A Scanner Darkly ", "Chasing Mavericks ", "Alone in the Dark ", "Bandslam ", "Birth ", "A Most Violent Year ", "Flash of Genius ", "I'm Not There. ", "The Cold Light of Day ", "The Brothers Bloom ", "Synecdoche, New York ", "Bon voyage ", "Can't Stop the Music ", "The Proposition ", "Courage ", "Marci X ", "Equilibrium ", "The Children of Huang Shi ", "The Yards ", "The Oogieloves in the Big Balloon Adventure ", "By the Sea ", "The Game of Their Lives ", "Rapa Nui ", "Dylan Dog: Dead of Night ", "People I Know ", "The Tempest ", "The Painted Veil ", "The Baader Meinhof Complex ", "Dances with Wolves ", "Bad Teacher ", "Sea of Love ", "A Cinderella Story ", "Scream ", "Thir13en Ghosts ", "Back to the Future ", "House on Haunted Hill ", "I Can Do Bad All by Myself ", "The Switch ", "Just Married ", "The Devil's Double ", "Thomas and the Magic Railroad ", "The Crazies ", "Spirited Away ", "The Bounty ", "The Book Thief ", "Sex Drive ", "Leap Year ", "Take Me Home Tonight ", "The Nutcracker ", "Kansas City ", "The Amityville Horror ", "Adaptation. ", "Land of the Dead ", "Fear and Loathing in Las Vegas ", "The Invention of Lying ", "Neighbors ", "The Mask ", "Big ", "Borat: Cultural Learnings of America for Make Benefit Glorious Nation of Kazakhstan ", "Legally Blonde ", "Star Trek III: The Search for Spock ", "The Exorcism of Emily Rose ", "Deuce Bigalow: Male Gigolo ", "Left Behind ", "The Family Stone ", "Barbershop 2: Back in Business ", "Bad Santa ", "Austin Powers: International Man of Mystery ", "My Big Fat Greek Wedding 2 ", "Diary of a Wimpy Kid: Rodrick Rules ", "Predator ", "Amadeus ", "Prom Night ", "Mean Girls ", "Under the Tuscan Sun ", "Gosford Park ", "Peggy Sue Got Married ", "Birdman or (The Unexpected Virtue of Ignorance) ", "Blue Jasmine ", "United 93 ", "Honey ", "Glory ", "Spy Hard ", "The Fog ", "Soul Surfer ", "Observe and Report ", "Conan the Destroyer ", "Raging Bull ", "Love Happens ", "Young Sherlock Holmes ", "Fame ", "127 Hours ", "Small Time Crooks ", "Center Stage ", "Love the Coopers ", "Catch That Kid ", "Life as a House ", "Steve Jobs ", "I Love You, Beth Cooper ", "Youth in Revolt ", "The Legend of the Lone Ranger ", "The Tailor of Panama ", "Getaway ", "The Ice Storm ", "And So It Goes ", "Troop Beverly Hills ", "Being Julia ", "9½ Weeks ", "Dragonslayer ", "The Last Station ", "Ed Wood ", "Labor Day ", "Mongol: The Rise of Genghis Khan ", "RocknRolla ", "Megaforce ", "Hamlet ", "Midnight Special ", "Anything Else ", "The Railway Man ", "The White Ribbon ", "The Wraith ", "The Salton Sea ", "One Man's Hero ", "Renaissance ", "Superbad ", "Step Up 2: The Streets ", "Hoodwinked! ", "Hotel Rwanda ", "Hitman ", "Black Nativity ", "City of Ghosts ", "The Others ", "Aliens ", "My Fair Lady ", "I Know What You Did Last Summer ", "Let's Be Cops ", "Sideways ", "Beerfest ", "Halloween ", "Good Boy! ", "The Best Man Holiday ", "Smokin' Aces ", "Saw 3D: The Final Chapter ", "40 Days and 40 Nights ", "TRON: Legacy ", "A Night at the Roxbury ", "Beastly ", "The Hills Have Eyes ", "Dickie Roberts: Former Child Star ", "McFarland, USA ", "Pitch Perfect ", "Summer Catch ", "A Simple Plan ", "They ", "Larry the Cable Guy: Health Inspector ", "The Adventures of Elmo in Grouchland ", "Brooklyn's Finest ", "Evil Dead ", "My Life in Ruins ", "American Dreamz ", "Superman IV: The Quest for Peace ", "Running Scared ", "Shanghai Surprise ", "The Illusionist ", "Roar ", "Veronica Guerin ", "Escobar: Paradise Lost ", "Southland Tales ", "The Apparition ", "My Girl ", "Fur: An Imaginary Portrait of Diane Arbus ", "Wall Street ", "Sense and Sensibility ", "Becoming Jane ", "Sydney White ", "House of Sand and Fog ", "Dead Poets Society ", "Dumb & Dumber ", "When Harry Met Sally... ", "The Verdict ", "Road Trip ", "Varsity Blues ", "The Artist ", "The Unborn ", "Moonrise Kingdom ", "The Texas Chainsaw Massacre: The Beginning ", "The Young Messiah ", "The Master of Disguise ", "Pan's Labyrinth ", "See Spot Run ", "Baby Boy ", "The Roommate ", "Joe Dirt ", "Double Impact ", "Hot Fuzz ", "The Women ", "Vicky Cristina Barcelona ", "Boys and Girls ", "White Oleander ", "Jennifer's Body ", "Drowning Mona ", "Radio Days ", "Remember Me ", "How to Deal ", "My Stepmother Is an Alien ", "Philadelphia ", "The Thirteenth Floor ", "Duets ", "Hollywood Ending ", "Detroit Rock City ", "Highlander ", "Things We Lost in the Fire ", "Steel ", "The Immigrant ", "The White Countess ", "Trance ", "Soul Plane ", "Good ", "Enter the Void ", "Vamps ", "The Homesman ", "Juwanna Mann ", "Slow Burn ", "Wasabi ", "Slither ", "Beverly Hills Cop ", "Home Alone ", "3 Men and a Baby ", "Tootsie ", "Top Gun ", "Crouching Tiger, Hidden Dragon ", "American Beauty ", "The King's Speech ", "Twins ", "The Yellow Handkerchief ", "The Color Purple ", "The Imitation Game ", "Private Benjamin ", "Diary of a Wimpy Kid ", "Mama ", "National Lampoon's Vacation ", "Bad Grandpa ", "The Queen ", "Beetlejuice ", "Why Did I Get Married? ", "Little Women ", "The Woman in Black ", "When a Stranger Calls ", "Big Fat Liar ", "Wag the Dog ", "The Lizzie McGuire Movie ", "Snitch ", "Krampus ", "The Faculty ", "Cop Land ", "Not Another Teen Movie ", "End of Watch ", "Aloha ", "The Skulls ", "The Theory of Everything ", "Malibu's Most Wanted ", "Where the Heart Is ", "Lawrence of Arabia ", "Halloween II ", "Wild ", "The Last House on the Left ", "The Wedding Date ", "Halloween: Resurrection ", "Clash of the Titans ", "The Princess Bride ", "The Great Debaters ", "Drive ", "Confessions of a Teenage Drama Queen ", "The Object of My Affection ", "28 Weeks Later ", "When the Game Stands Tall ", "Because of Winn-Dixie ", "Love & Basketball ", "Grosse Pointe Blank ", "All About Steve ", "Book of Shadows: Blair Witch 2 ", "The Craft ", "Match Point ", "Ramona and Beezus ", "The Remains of the Day ", "Boogie Nights ", "Nowhere to Run ", "Flicka ", "The Hills Have Eyes II ", "Urban Legends: Final Cut ", "Tuck Everlasting ", "The Marine ", "Keanu ", "Country Strong ", "Disturbing Behavior ", "The Place Beyond the Pines ", "The November Man ", "Eye of the Beholder ", "The Hurt Locker ", "Firestarter ", "Killing Them Softly ", "A Most Wanted Man ", "Freddy Got Fingered ", "The Pirates Who Don't Do Anything: A VeggieTales Movie ", "Highlander: Endgame ", "Idlewild ", "One Day ", "Whip It ", "Confidence ", "The Muse ", "De-Lovely ", "New York Stories ", "Barney's Great Adventure ", "The Man with the Iron Fists ", "Home Fries ", "Here on Earth ", "Brazil ", "Raise Your Voice ", "The Big Lebowski ", "Black Snake Moan ", "Dark Blue ", "A Mighty Heart ", "Whatever It Takes ", "Boat Trip ", "The Importance of Being Earnest ", "Hoot ", "In Bruges ", "Peeples ", "The Rocker ", "Post Grad ", "Promised Land ", "Whatever Works ", "The In Crowd ", "Three Burials ", "Jakob the Liar ", "Kiss Kiss Bang Bang ", "Idle Hands ", "Mulholland Drive ", "You Will Meet a Tall Dark Stranger ", "Never Let Me Go ", "Transsiberian ", "The Clan of the Cave Bear ", "Crazy in Alabama ", "Funny Games ", "Metropolis ", "District B13 ", "Things to Do in Denver When You're Dead ", "The Assassin ", "Buffalo Soldiers ", "Ong-bak 2 ", "The Midnight Meat Train ", "The Son of No One ", "All the Queen's Men ", "The Good Night ", "Groundhog Day ", "Magic Mike XXL ", "Romeo + Juliet ", "Sarah's Key ", "Unforgiven ", "Manderlay ", "Slumdog Millionaire ", "Fatal Attraction ", "Pretty Woman ", "Crocodile Dundee II ", "Born on the Fourth of July ", "Cool Runnings ", "My Bloody Valentine ", "Stomp the Yard ", "The Spy Who Loved Me ", "Urban Legend ", "White Fang ", "Superstar ", "The Iron Lady ", "Jonah: A VeggieTales Movie ", "Poetic Justice ", "All About the Benjamins ", "Vampire in Brooklyn ", "An American Haunting ", "My Boss's Daughter ", "A Perfect Getaway ", "Our Family Wedding ", "Dead Man on Campus ", "Tea with Mussolini ", "Thinner ", "Crooklyn ", "Jason X ", "Bobby ", "Head Over Heels ", "Fun Size ", "Little Children ", "Gossip ", "A Walk on the Moon ", "Catch a Fire ", "Soul Survivors ", "Jefferson in Paris ", "Caravans ", "Mr. Turner ", "Amen. ", "The Lucky Ones ", "Margaret ", "Flipped ", "Brokeback Mountain ", "Teenage Mutant Ninja Turtles ", "Clueless ", "Far from Heaven ", "Hot Tub Time Machine 2 ", "Quills ", "Seven Psychopaths ", "Downfall ", "The Sea Inside ", "Good Morning, Vietnam ", "The Last Godfather ", "Justin Bieber: Never Say Never ", "Black Swan ", "RoboCop ", "The Godfather: Part II ", "Save the Last Dance ", "A Nightmare on Elm Street 4: The Dream Master ", "Miracles from Heaven ", "Dude, Where's My Car? ", "Young Guns ", "St. Vincent ", "About Last Night ", "10 Things I Hate About You ", "The New Guy ", "Loaded Weapon 1 ", "The Shallows ", "The Butterfly Effect ", "Snow Day ", "This Christmas ", "Baby Geniuses ", "The Big Hit ", "Harriet the Spy ", "Child's Play 2 ", "No Good Deed ", "The Mist ", "Ex Machina ", "Being John Malkovich ", "Two Can Play That Game ", "Earth to Echo ", "Crazy/Beautiful ", "Letters from Iwo Jima ", "The Astronaut Farmer ", "Woo ", "Room ", "Dirty Work ", "Serial Mom ", "Dick ", "Light It Up ", "54 ", "Bubble Boy ", "Birthday Girl ", "21 & Over ", "Paris, je t'aime ", "Resurrecting the Champ ", "Admission ", "The Widow of Saint-Pierre ", "Chloe ", "Faithful ", "Brothers ", "Find Me Guilty ", "The Perks of Being a Wallflower ", "Excessive Force ", "Infamous ", "The Claim ", "The Vatican Tapes ", "Attack the Block ", "In the Land of Blood and Honey ", "The Call ", "The Crocodile Hunter: Collision Course ", "I Love You Phillip Morris ", "Antwone Fisher ", "The Emperor's Club ", "True Romance ", "Glengarry Glen Ross ", "The Killer Inside Me ", "Sorority Row ", "Lars and the Real Girl ", "The Boy in the Striped Pajamas ", "Dancer in the Dark ", "Oscar and Lucinda ", "The Funeral ", "Solitary Man ", "Machete ", "Casino Jack ", "The Land Before Time ", "Tae Guk Gi: The Brotherhood of War ", "The Perfect Game ", "The Exorcist ", "Jaws ", "American Pie ", "Ernest & Celestine ", "The Golden Child ", "Think Like a Man ", "Barbershop ", "Star Trek II: The Wrath of Khan ", "Ace Ventura: Pet Detective ", "WarGames ", "Witness ", "Act of Valor ", "Step Up ", "Beavis and Butt-Head Do America ", "Jackie Brown ", "Harold & Kumar Escape from Guantanamo Bay ", "Chronicle ", "Yentl ", "Time Bandits ", "Crossroads ", "Project X ", "One Hour Photo ", "Quarantine ", "The Eye ", "Johnson Family Vacation ", "How High ", "The Muppet Christmas Carol ", "Casino Royale ", "Frida ", "Katy Perry: Part of Me ", "The Fault in Our Stars ", "Rounders ", "Top Five ", "Stir of Echoes ", "Philomena ", "The Upside of Anger ", "Aquamarine ", "Paper Towns ", "Nebraska ", "Tales from the Crypt: Demon Knight ", "Max Keeble's Big Move ", "Young Adult ", "Crank ", "Living Out Loud ", "Das Boot ", "Sorority Boys ", "About Time ", "House of Flying Daggers ", "Arbitrage ", "Project Almanac ", "Cadillac Records ", "Screwed ", "Fortress ", "For Your Consideration ", "Celebrity ", "Running with Scissors ", "From Justin to Kelly ", "Girl 6 ", "In the Cut ", "Two Lovers ", "Last Orders ", "Ravenous ", "Charlie Bartlett ", "The Great Beauty ", "The Dangerous Lives of Altar Boys ", "Stoker ", "2046 ", "Married Life ", "Duma ", "Ondine ", "Brother ", "Welcome to Collinwood ", "Critical Care ", "The Life Before Her Eyes ", "Trade ", "Breakfast of Champions ", "City of Life and Death ", "Home ", "5 Days of War ", "10 Days in a Madhouse ", "Heaven Is for Real ", "Snatch ", "Pet Sematary ", "Gremlins ", "Star Wars: Episode IV - A New Hope ", "Dirty Grandpa ", "Doctor Zhivago ", "High School Musical 3: Senior Year ", "The Fighter ", "My Cousin Vinny ", "If I Stay ", "Major League ", "Phone Booth ", "A Walk to Remember ", "Dead Man Walking ", "Cruel Intentions ", "Saw VI ", "The Secret Life of Bees ", "Corky Romano ", "Raising Cain ", "Invaders from Mars ", "Brooklyn ", "Out Cold ", "The Ladies Man ", "Quartet ", "Tomcats ", "Frailty ", "Woman in Gold ", "Kinsey ", "Army of Darkness ", "Slackers ", "What's Eating Gilbert Grape ", "The Visual Bible: The Gospel of John ", "Vera Drake ", "The Guru ", "The Perez Family ", "Inside Llewyn Davis ", "O ", "Return to the Blue Lagoon ", "Copying Beethoven ", "Poltergeist ", "Saw V ", "Jindabyne ", "An Ideal Husband ", "The Last Days on Mars ", "Darkness ", "2001: A Space Odyssey ", "E.T. the Extra-Terrestrial ", "In the Land of Women ", "There Goes My Baby ", "September Dawn ", "For Greater Glory: The True Story of Cristiada ", "Good Will Hunting ", "Saw III ", "Stripes ", "Bring It On ", "The Purge: Election Year ", "She's All That ", "Precious ", "Saw IV ", "White Noise ", "Madea's Family Reunion ", "The Color of Money ", "The Mighty Ducks ", "The Grudge ", "Happy Gilmore ", "Jeepers Creepers ", "Bill & Ted's Excellent Adventure ", "Oliver! ", "The Best Exotic Marigold Hotel ", "Recess: School's Out ", "Mad Max Beyond Thunderdome ", "The Boy ", "Devil ", "Friday After Next ", "Insidious: Chapter 3 ", "The Last Dragon ", "The Lawnmower Man ", "Nick and Norah's Infinite Playlist ", "Dogma ", "The Banger Sisters ", "Twilight Zone: The Movie ", "Road House ", "A Low Down Dirty Shame ", "Swimfan ", "Employee of the Month ", "Can't Hardly Wait ", "The Outsiders ", "Sinister 2 ", "Sparkle ", "Valentine ", "The Fourth Kind ", "A Prairie Home Companion ", "Sugar Hill ", "Rushmore ", "Skyline ", "The Second Best Exotic Marigold Hotel ", "Kit Kittredge: An American Girl ", "The Perfect Man ", "Mo' Better Blues ", "Kung Pow: Enter the Fist ", "Tremors ", "Wrong Turn ", "The Corruptor ", "Mud ", "Reno 911!: Miami ", "One Direction: This Is Us ", "Hey Arnold! The Movie ", "My Week with Marilyn ", "The Matador ", "Love Jones ", "The Gift ", "End of the Spear ", "Get Over It ", "Office Space ", "Drop Dead Gorgeous ", "Big Eyes ", "Very Bad Things ", "Sleepover ", "MacGruber ", "Dirty Pretty Things ", "Movie 43 ", "The Tourist ", "Over Her Dead Body ", "Seeking a Friend for the End of the World ", "American History X ", "The Collection ", "Teacher's Pet ", "The Red Violin ", "The Straight Story ", "Deuces Wild ", "Bad Words ", "Black or White ", "On the Line ", "Rescue Dawn ", "Danny Collins ", "Jeff, Who Lives at Home ", "I Am Love ", "Atlas Shrugged II: The Strike ", "Romeo Is Bleeding ", "The Limey ", "Crash ", "The House of Mirth ", "Malone ", "Peaceful Warrior ", "Bucky Larson: Born to Be a Star ", "Bamboozled ", "The Forest ", "Sphinx ", "While We're Young ", "A Better Life ", "Spider ", "Gun Shy ", "Nicholas Nickleby ", "The Iceman ", "Cecil B. DeMented ", "Killer Joe ", "The Joneses ", "Owning Mahowny ", "The Brothers Solomon ", "My Blueberry Nights ", "Swept Away ", "War, Inc. ", "Shaolin Soccer ", "The Brown Bunny ", "Rosewater ", "Imaginary Heroes ", "High Heels and Low Lifes ", "Severance ", "Edmond ", "Police Academy: Mission to Moscow ", "Cinco de Mayo, La Batalla ", "An Alan Smithee Film: Burn Hollywood Burn ", "The Open Road ", "The Good Guy ", "Motherhood ", "Blonde Ambition ", "The Oxford Murders ", "Eulogy ", "The Good, the Bad, the Weird ", "The Lost City ", "Next Friday ", "You Only Live Twice ", "Amour ", "Poltergeist III ", "It's a Mad, Mad, Mad, Mad World ", "Richard III ", "Melancholia ", "Jab Tak Hai Jaan ", "Alien ", "The Texas Chain Saw Massacre ", "The Runaways ", "Fiddler on the Roof ", "Thunderball ", "Set It Off ", "The Best Man ", "Child's Play ", "Sicko ", "The Purge: Anarchy ", "Down to You ", "Harold & Kumar Go to White Castle ", "The Contender ", "Boiler Room ", "Black Christmas ", "Henry V ", "The Way of the Gun ", "Igby Goes Down ", "PCU ", "Gracie ", "Trust the Man ", "Hamlet 2 ", "Glee: The 3D Concert Movie ", "Two Evil Eyes ", "All or Nothing ", "Princess Kaiulani ", "Opal Dream ", "Flame and Citron ", "Undiscovered ", "Crocodile Dundee ", "Awake ", "Skin Trade ", "Crazy Heart ", "The Rose ", "Baggage Claim ", "Election ", "The DUFF ", "Glitter ", "Bright Star ", "My Name Is Khan ", "All Is Lost ", "Limbo ", "The Karate Kid ", "Repo! The Genetic Opera ", "Pulp Fiction ", "Nightcrawler ", "Club Dread ", "The Sound of Music ", "Splash ", "Little Miss Sunshine ", "Stand by Me ", "28 Days Later... ", "You Got Served ", "Escape from Alcatraz ", "Brown Sugar ", "A Thin Line Between Love and Hate ", "50/50 ", "Shutter ", "That Awkward Moment ", "Much Ado About Nothing ", "On Her Majesty's Secret Service ", "New Nightmare ", "Drive Me Crazy ", "Half Baked ", "New in Town ", "Syriana ", "American Psycho ", "The Good Girl ", "The Boondock Saints II: All Saints Day ", "Enough Said ", "Easy A ", "Shadow of the Vampire ", "Prom ", "Held Up ", "Woman on Top ", "Anomalisa ", "Another Year ", "8 Women ", "Showdown in Little Tokyo ", "Clay Pigeons ", "It's Kind of a Funny Story ", "Made in Dagenham ", "When Did You Last See Your Father? ", "Prefontaine ", "The Secret of Kells ", "Begin Again ", "Down in the Valley ", "Brooklyn Rules ", "The Singing Detective ", "Fido ", "The Wendell Baker Story ", "Wild Target ", "Pathology ", "10th & Wolf ", "Dear Wendy ", "Aloft ", "Imagine Me & You ", "The Blood of Heroes ", "Driving Miss Daisy ", "Soul Food ", "Rumble in the Bronx ", "Thank You for Smoking ", "Hostel: Part II ", "An Education ", "The Hotel New Hampshire ", "Narc ", "Men with Brooms ", "Witless Protection ", "The Work and the Glory ", "Extract ", "Code 46 ", "Albert Nobbs ", "Persepolis ", "The Neon Demon ", "Harry Brown ", "Spider-Man 3 ", "The Omega Code ", "Juno ", "Diamonds Are Forever ", "The Godfather ", "Flashdance ", "500 Days of Summer ", "The Piano ", "Magic Mike ", "Darkness Falls ", "Live and Let Die ", "My Dog Skip ", "Jumping the Broom ", "The Great Gatsby ", "Good Night, and Good Luck. ", "Capote ", "Desperado ", "Logan's Run ", "The Man with the Golden Gun ", "Action Jackson ", "The Descent ", "Devil's Due ", "Flirting with Disaster ", "The Devil's Rejects ", "Dope ", "In Too Deep ", "Skyfall ", "House of 1000 Corpses ", "A Serious Man ", "Get Low ", "Warlock ", "Beyond the Lights ", "A Single Man ", "The Last Temptation of Christ ", "Outside Providence ", "Bride & Prejudice ", "Rabbit-Proof Fence ", "Who's Your Caddy? ", "Split Second ", "The Other Side of Heaven ", "Redbelt ", "Cyrus ", "A Dog of Flanders ", "Auto Focus ", "Factory Girl ", "We Need to Talk About Kevin ", "The Mighty Macs ", "Mother and Child ", "March or Die ", "Les visiteurs ", "Somewhere ", "Chairman of the Board ", "Hesher ", "Gerry ", "The Heart of Me ", "Freeheld ", "The Extra Man ", "Ca$h ", "Wah-Wah ", "Pale Rider ", "Dazed and Confused ", "The Chumscrubber ", "Shade ", "House at the End of the Street ", "Incendies ", "Remember Me, My Love ", "Elite Squad ", "Annabelle ", "Bran Nue Dae ", "Boyz n the Hood ", "La Bamba ", "Dressed to Kill ", "The Adventures of Huck Finn ", "Go ", "Friends with Money ", "Bats ", "Nowhere in Africa ", "Shame ", "Layer Cake ", "The Work and the Glory II: American Zion ", "The East ", "A Home at the End of the World ", "The Messenger ", "Control ", "The Terminator ", "Good Bye Lenin! ", "The Damned United ", "Mallrats ", "Grease ", "Platoon ", "Fahrenheit 9/11 ", "Butch Cassidy and the Sundance Kid ", "Mary Poppins ", "Ordinary People ", "Around the World in 80 Days ", "West Side Story ", "Caddyshack ", "The Brothers ", "The Wood ", "The Usual Suspects ", "A Nightmare on Elm Street 5: The Dream Child ", "Van Wilder: Party Liaison ", "The Wrestler ", "Duel in the Sun ", "Best in Show ", "Escape from New York ", "School Daze ", "Daddy Day Camp ", "Mystic Pizza ", "Sliding Doors ", "Tales from the Hood ", "The Last King of Scotland ", "Halloween 5 ", "Bernie ", "Pollock ", "200 Cigarettes ", "The Words ", "Casa de mi Padre ", "City Island ", "The Guard ", "College ", "The Virgin Suicides ", "Miss March ", "Wish I Was Here ", "Simply Irresistible ", "Hedwig and the Angry Inch ", "Only the Strong ", "Shattered Glass ", "Novocaine ", "The Wackness ", "Beastmaster 2: Through the Portal of Time ", "The 5th Quarter ", "The Greatest ", "Snow Flower and the Secret Fan ", "Come Early Morning ", "Lucky Break ", "Surfer, Dude ", "Deadfall ", "L'auberge espagnole ", "Song One ", "Murder by Numbers ", "Winter in Wartime ", "The Protector ", "Bend It Like Beckham ", "Sunshine State ", "Crossover ", "[Rec] 2 ", "The Sting ", "Chariots of Fire ", "Diary of a Mad Black Woman ", "Shine ", "Don Jon ", "Ghost World ", "Iris ", "The Chorus ", "Mambo Italiano ", "Wonderland ", "Do the Right Thing ", "Harvard Man ", "Le Havre ", "R100 ", "Salvation Boulevard ", "The Ten ", "Headhunters ", "Saint Ralph ", "Insidious: Chapter 2 ", "Saw II ", "10 Cloverfield Lane ", "Jackass: The Movie ", "Lights Out ", "Paranormal Activity 3 ", "Ouija ", "A Nightmare on Elm Street 3: Dream Warriors ", "The Gift ", "Instructions Not Included ", "Paranormal Activity 4 ", "The Robe ", "Freddy's Dead: The Final Nightmare ", "Monster ", "Paranormal Activity: The Marked Ones ", "Dallas Buyers Club ", "The Lazarus Effect ", "Memento ", "Oculus ", "Clerks II ", "Billy Elliot ", "The Way Way Back ", "House Party 2 ", "Doug's 1st Movie ", "The Apostle ", "Our Idiot Brother ", "The Players Club ", "As Above, So Below ", "Addicted ", "Eve's Bayou ", "Still Alice ", "Friday the 13th Part VIII: Jason Takes Manhattan ", "My Big Fat Greek Wedding ", "Spring Breakers ", "Halloween: The Curse of Michael Myers ", "Y Tu Mamá También ", "Shaun of the Dead ", "The Haunting of Molly Hartley ", "Lone Star ", "Halloween 4: The Return of Michael Myers ", "April Fool's Day ", "Diner ", "Lone Wolf McQuade ", "Apollo 18 ", "Sunshine Cleaning ", "No Escape ", "Fifty Shades of Black ", "Not Easily Broken ", "The Perfect Match ", "Digimon: The Movie ", "Saved! ", "The Barbarian Invasions ", "The Forsaken ", "UHF ", "Slums of Beverly Hills ", "Made ", "Moon ", "The Sweet Hereafter ", "Of Gods and Men ", "Bottle Shock ", "Heavenly Creatures ", "90 Minutes in Heaven ", "Everything Must Go ", "Zero Effect ", "The Machinist ", "Light Sleeper ", "Kill the Messenger ", "Rabbit Hole ", "Party Monster ", "Green Room ", "Atlas Shrugged: Who Is John Galt? ", "Bottle Rocket ", "Albino Alligator ", "Lovely, Still ", "Desert Blue ", "The Visit ", "Redacted ", "Fascination ", "Rudderless ", "I Served the King of England ", "Sling Blade ", "Hostel ", "Tristram Shandy: A Cock and Bull Story ", "Take Shelter ", "Lady in White ", "The Texas Chainsaw Massacre 2 ", "Only God Forgives ", "The Names of Love ", "Savage Grace ", "Police Academy ", "Four Weddings and a Funeral ", "25th Hour ", "Bound ", "Requiem for a Dream ", "Moms' Night Out ", "Donnie Darko ", "Character ", "Spun ", "Mean Machine ", "Exiled ", "After.Life ", "One Flew Over the Cuckoo's Nest ", "Falcon Rising ", "The Sweeney ", "Whale Rider ", "Pan ", "Night Watch ", "The Crying Game ", "Porky's ", "Survival of the Dead ", "Lost in Translation ", "Annie Hall ", "The Greatest Show on Earth ", "Exodus: Gods and Kings ", "Monster's Ball ", "Maggie ", "Leaving Las Vegas ", "The Boy Next Door ", "The Kids Are All Right ", "They Live ", "The Last Exorcism Part II ", "Boyhood ", "Scoop ", "Planet of the Apes ", "The Wash ", "3 Strikes ", "The Cooler ", "The Night Listener ", "The Orphanage ", "A Haunted House 2 ", "The Rules of Attraction ", "Four Rooms ", "Secretary ", "The Real Cancun ", "Talk Radio ", "Waiting for Guffman ", "Love Stinks ", "You Kill Me ", "Thumbsucker ", "Mirrormask ", "Samsara ", "The Barbarians ", "Poolhall Junkies ", "The Loss of Sexual Innocence ", "Joe ", "Shooting Fish ", "Prison ", "Psycho Beach Party ", "The Big Tease ", "Buen Día, Ramón ", "Trust ", "An Everlasting Piece ", "Among Giants ", "Adore ", "Mondays in the Sun ", "Stake Land ", "The Last Time I Committed Suicide ", "Futuro Beach ", "Inescapable ", "Gone with the Wind ", "Desert Dancer ", "Major Dundee ", "Annie Get Your Gun ", "Defendor ", "The Pirate ", "The Good Heart ", "The History Boys ", "Unknown ", "The Full Monty ", "Airplane! ", "Friday ", "Menace II Society ", "Creepshow 2 ", "The Witch ", "I Got the Hook Up ", "She's the One ", "Gods and Monsters ", "The Secret in Their Eyes ", "Evil Dead II ", "Pootie Tang ", "La otra conquista ", "Trollhunter ", "Ira & Abby ", "The Watch ", "Winter Passing ", "D.E.B.S. ", "The Masked Saint ", "March of the Penguins ", "Margin Call ", "Choke ", "Whiplash ", "City of God ", "Human Traffic ", "The Hunt ", "Bella ", "Dreaming of Joseph Lees ", "Maria Full of Grace ", "Beginners ", "Animal House ", "Goldfinger ", "Trainspotting ", "The Original Kings of Comedy ", "Paranormal Activity 2 ", "Waking Ned Devine ", "Bowling for Columbine ", "A Nightmare on Elm Street 2: Freddy's Revenge ", "A Room with a View ", "The Purge ", "Sinister ", "Martin Lawrence Live: Runteldat ", "Air Bud ", "Jason Lives: Friday the 13th Part VI ", "The Bridge on the River Kwai ", "Spaced Invaders ", "Jason Goes to Hell: The Final Friday ", "Dave Chappelle's Block Party ", "Next Day Air ", "Phat Girlz ", "Before Midnight ", "Teen Wolf Too ", "Phantasm II ", "Real Women Have Curves ", "East Is East ", "Whipped ", "Kama Sutra: A Tale of Love ", "Warlock: The Armageddon ", "8 Heads in a Duffel Bag ", "Thirteen Conversations About One Thing ", "Jawbreaker ", "Basquiat ", "Tsotsi ", "DysFunktional Family ", "Tusk ", "Oldboy ", "Letters to God ", "Hobo with a Shotgun ", "Compadres ", "Love's Abiding Joy ", "Bachelorette ", "Tim and Eric's Billion Dollar Movie ", "The Gambler ", "Summer Storm ", "Fort McCoy ", "Chain Letter ", "Just Looking ", "The Divide ", "Alice in Wonderland ", "Tanner Hall ", "Cinderella ", "Central Station ", "Boynton Beach Club ", "Freakonomics ", "High Tension ", "Hustle & Flow ", "Some Like It Hot ", "Friday the 13th Part VII: The New Blood ", "The Wizard of Oz ", "Young Frankenstein ", "Diary of the Dead ", "Ulee's Gold ", "Blazing Saddles ", "Friday the 13th: The Final Chapter ", "Maurice ", "Beer League ", "The Astronaut's Wife ", "Timecrimes ", "A Haunted House ", "2016: Obama's America ", "That Thing You Do! ", "Halloween III: Season of the Witch ", "Kevin Hart: Let Me Explain ", "My Own Private Idaho ", "Garden State ", "Before Sunrise ", "Jesus' Son ", "Robot & Frank ", "My Life Without Me ", "The Spectacular Now ", "Religulous ", "Fuel ", "Dodgeball: A True Underdog Story ", "Eye of the Dolphin ", "8: The Mormon Proposition ", "The Other End of the Line ", "Anatomy ", "Sleep Dealer ", "Super ", "Get on the Bus ", "Thr3e ", "This Is England ", "Go for It! ", "Fantasia ", "Friday the 13th Part III ", "Friday the 13th: A New Beginning ", "The Last Sin Eater ", "Do You Believe? ", "The Best Years of Our Lives ", "Elling ", "Mi America ", "From Russia with Love ", "The Toxic Avenger Part II ", "It Follows ", "Mad Max 2: The Road Warrior ", "The Legend of Drunken Master ", "Boys Don't Cry ", "Silent House ", "The Lives of Others ", "Courageous ", "The Triplets of Belleville ", "Smoke Signals ", "Before Sunset ", "Amores Perros ", "Thirteen ", "Winter's Bone ", "Me and You and Everyone We Know ", "We Are Your Friends ", "Harsh Times ", "Captive ", "Full Frontal ", "Witchboard ", "Shortbus ", "Waltz with Bashir ", "The Book of Mormon Movie, Volume 1: The Journey ", "The Diary of a Teenage Girl ", "In the Shadow of the Moon ", "Inside Deep Throat ", "The Virginity Hit ", "House of D ", "Six-String Samurai ", "Saint John of Las Vegas ", "Stonewall ", "London ", "Sherrybaby ", "Gangster's Paradise: Jerusalema ", "The Lady from Shanghai ", "The Ghastly Love of Johnny X ", "River's Edge ", "Northfork ", "Buried ", "One to Another ", "Carrie ", "A Nightmare on Elm Street ", "Man on Wire ", "Brotherly Love ", "The Last Exorcism ", "El crimen del padre Amaro ", "Beasts of the Southern Wild ", "Songcatcher ", "The Greatest Movie Ever Sold ", "Run Lola Run ", "May ", "In the Bedroom ", "I Spit on Your Grave ", "Happy, Texas ", "My Summer of Love ", "The Lunchbox ", "Yes ", "Foolish ", "Caramel ", "The Bubble ", "Mississippi Mermaid ", "I Love Your Work ", "Dawn of the Dead ", "Waitress ", "Bloodsport ", "The Squid and the Whale ", "Kissing Jessica Stein ", "Exotica ", "Buffalo '66 ", "Insidious ", "Nine Queens ", "The Ballad of Jack and Rose ", "The To Do List ", "Killing Zoe ", "The Believer ", "Session 9 ", "I Want Someone to Eat Cheese With ", "Modern Times ", "Stolen Summer ", "My Name Is Bruce ", "The Salon ", "Amigo ", "Pontypool ", "Trucker ", "The Lords of Salem ", "Jack Reacher ", "Snow White and the Seven Dwarfs ", "The Holy Girl ", "Incident at Loch Ness ", "Lock, Stock and Two Smoking Barrels ", "The Celebration ", "Trees Lounge ", "Journey from the Fall ", "The Basket ", "Eddie: The Sleepwalking Cannibal ", "Mercury Rising ", "The Hebrew Hammer ", "Friday the 13th Part 2 ", "Filly Brown ", "Sex, Lies, and Videotape ", "Saw ", "Super Troopers ", "The Day the Earth Stood Still ", "Monsoon Wedding ", "You Can Count on Me ", "Lucky Number Slevin ", "But I'm a Cheerleader ", "Home Run ", "Reservoir Dogs ", "The Good, the Bad and the Ugly ", "The Second Mother ", "Blue Like Jazz ", "Down and Out with the Dolls ", "Pink Ribbons, Inc. ", "Airborne ", "Waiting... ", "From a Whisper to a Scream ", "Beyond the Black Rainbow ", "The Raid: Redemption ", "Rocky ", "The Fog ", "Unfriended ", "The Howling ", "Dr. No ", "Chernobyl Diaries ", "Hellraiser ", "God's Not Dead 2 ", "Cry_Wolf ", "Blue Valentine ", "Transamerica ", "The Devil Inside ", "Beyond the Valley of the Dolls ", "The Green Inferno ", "The Sessions ", "Next Stop Wonderland ", "Juno ", "Frozen River ", "20 Feet from Stardom ", "Two Girls and a Guy ", "Walking and Talking ", "Who Killed the Electric Car? ", "The Broken Hearts Club: A Romantic Comedy ", "Goosebumps ", "Slam ", "Brigham City ", "Orgazmo ", "All the Real Girls ", "Dream with the Fishes ", "Blue Car ", "Luminarias ", "Wristcutters: A Love Story ", "The Battle of Shaker Heights ", "The Lovely Bones ", "The Act of Killing ", "Taxi to the Dark Side ", "Once in a Lifetime: The Extraordinary Story of the New York Cosmos ", "Antarctica: A Year on Ice ", "A Lego Brickumentary ", "Hardflip ", "The House of the Devil ", "The Perfect Host ", "Safe Men ", "The Specials ", "Alone with Her ", "Creative Control ", "Special ", "In Her Line of Fire ", "The Jimmy Show ", "On the Waterfront ", "L!fe Happens ", "4 Months, 3 Weeks and 2 Days ", "Hard Candy ", "The Quiet ", "Fruitvale Station ", "The Brass Teapot ", "The Hammer ", "Snitch ", "Latter Days ", "For a Good Time, Call... ", "Time Changer ", "A Separation ", "Welcome to the Dollhouse ", "Ruby in Paradise ", "Raising Victor Vargas ", "Deterrence ", "Not Cool ", "Dead Snow ", "Saints and Soldiers ", "American Graffiti ", "Aqua Teen Hunger Force Colon Movie Film for Theaters ", "Safety Not Guaranteed ", "Kill List ", "The Innkeepers ", "The Unborn ", "Interview with the Assassin ", "Donkey Punch ", "Hoop Dreams ", "L.I.E. ", "King Kong ", "House of Wax ", "Half Nelson ", "Naturally Native ", "Hav Plenty ", "Top Hat ", "The Blair Witch Project ", "Woodstock ", "Mercy Streets ", "Arnolds Park ", "Broken Vessels ", "A Hard Day's Night ", "Fireproof ", "Benji ", "Open Water ", "Kingdom of the Spiders ", "The Station Agent ", "To Save a Life ", "Beyond the Mat ", "The Singles Ward ", "Osama ", "Sholem Aleichem: Laughing in the Darkness ", "Groove ", "The R.M. ", "Twin Falls Idaho ", "Mean Creek ", "Hurricane Streets ", "Never Again ", "Civil Brand ", "Lonesome Jim ", "Seven Samurai ", "The Other Dream Team ", "Finishing the Game: The Search for a New Bruce Lee ", "Rubber ", "Home ", "Kiss the Bride ", "The Slaughter Rule ", "Monsters ", "The Living Wake ", "Detention of the Dead ", "Oz the Great and Powerful ", "Straight Out of Brooklyn ", "Bloody Sunday ", "Conversations with Other Women ", "Poultrygeist: Night of the Chicken Dead ", "42nd Street ", "Metropolitan ", "Napoleon Dynamite ", "Blue Ruin ", "Paranormal Activity ", "Monty Python and the Holy Grail ", "Quinceañera ", "Tarnation ", "I Want Your Money ", "The Beyond ", "What Happens in Vegas ", "Trekkies ", "The Broadway Melody ", "Maniac ", "Murderball ", "American Ninja 2: The Confrontation ", "Halloween ", "Tumbleweeds ", "The Prophecy ", "When the Cat's Away ", "Pieces of April ", "Old Joy ", "Wendy and Lucy ", "Nothing But a Man ", "First Love, Last Rites ", "Fighting Tommy Riley ", "Across the Universe ", "Locker 13 ", "Compliance ", "Chasing Amy ", "Lovely & Amazing ", "Better Luck Tomorrow ", "The Incredibly True Adventure of Two Girls in Love ", "Chuck & Buck ", "American Desi ", "Cube ", "Love and Other Catastrophes ", "I Married a Strange Person! ", "November ", "Like Crazy ", "Sugar Town ", "The Canyons ", "Burn ", "Urbania ", "The Beast from 20,000 Fathoms ", "Swingers ", "A Fistful of Dollars ", "Short Cut to Nirvana: Kumbh Mela ", "The Grace Card ", "Middle of Nowhere ", "Call + Response ", "Side Effects ", "The Trials of Darryl Hunt ", "Children of Heaven ", "Weekend ", "She's Gotta Have It ", "Another Earth ", "Sweet Sweetback's Baadasssss Song ", "Tadpole ", "Once ", "The Horse Boy ", "The Texas Chain Saw Massacre ", "Roger & Me ", "Your Sister's Sister ", "Facing the Giants ", "The Gallows ", "Hollywood Shuffle ", "The Lost Skeleton of Cadavra ", "Cheap Thrills ", "The Last House on the Left ", "Pi ", "20 Dates ", "Super Size Me ", "The FP ", "Happy Christmas ", "The Brothers McMullen ", "Tiny Furniture ", "George Washington ", "Smiling Fish & Goat on Fire ", "The Legend of God's Gun ", "Clerks ", "Pink Narcissus ", "In the Company of Men ", "Sabotage ", "Slacker ", "The Puffy Chair ", "Pink Flamingos ", "Clean ", "The Circle ", "Primer ", "Cavite ", "El Mariachi ", "Newlyweds ", "My Date with Drew " ], "legendgroup": "", "marker": { "color": "blue", "line": { "color": "blue" }, "symbol": "circle" }, "mode": "markers", "name": "", "opacity": 0.6, "showlegend": false, "type": "scattergl", "x": [ 237000000, 300000000, 245000000, 250000000, 263700000, 258000000, 260000000, 250000000, 250000000, 250000000, 209000000, 200000000, 225000000, 215000000, 225000000, 225000000, 220000000, 250000000, 225000000, 250000000, 230000000, 200000000, 225000000, 180000000, 207000000, 200000000, 250000000, 209000000, 150000000, 200000000, 200000000, 200000000, 200000000, 210000000, 200000000, 200000000, 210000000, 215000000, 200000000, 170000000, 200000000, 200000000, 200000000, 200000000, 190000000, 190000000, 200000000, 190000000, 195000000, 105000000, 200000000, 190000000, 195000000, 185000000, 185000000, 185000000, 180000000, 140000000, 200000000, 200000000, 176000000, 180000000, 180000000, 178000000, 185000000, 175000000, 175000000, 140000000, 170000000, 170000000, 145000000, 175000000, 175000000, 178000000, 175000000, 175000000, 175000000, 175000000, 200000000, 170000000, 180000000, 170000000, 175000000, 170000000, 165000000, 190000000, 165000000, 165000000, 165000000, 165000000, 165000000, 200000000, 170000000, 165000000, 160000000, 180000000, 38000000, 150000000, 160000000, 160000000, 150000000, 160000000, 170000000, 160000000, 160000000, 155000000, 155000000, 140000000, 150000000, 155000000, 150000000, 150000000, 150000000, 150000000, 150000000, 150000000, 150000000, 150000000, 150000000, 150000000, 150000000, 150000000, 150000000, 170000000, 150000000, 150000000, 150000000, 150000000, 150000000, 150000000, 100000000, 150000000, 150000000, 150000000, 150000000, 150000000, 150000000, 150000000, 150000000, 149000000, 150000000, 145000000, 175000000, 145000000, 142000000, 144000000, 140000000, 140000000, 150000000, 145000000, 145000000, 145000000, 100000000, 140000000, 140000000, 150000000, 139000000, 145000000, 140000000, 135000000, 130000000, 140000000, 137000000, 130000000, 130000000, 137000000, 140000000, 135000000, 150000000, 120000000, 135000000, 150000000, 140000000, 135000000, 135000000, 135000000, 132000000, 110000000, 130000000, 130000000, 130000000, 135000000, 132000000, 130000000, 130000000, 110000000, 125000000, 135000000, 130000000, 130000000, 130000000, 127500000, 127000000, 130000000, 125000000, 130000000, 140000000, 125000000, 125000000, 103000000, 110000000, 125000000, 125000000, 125000000, 65000000, 85000000, 125000000, 125000000, 123000000, 125000000, 125000000, 140000000, 130000000, 120000000, 110000000, 120000000, 120000000, 130000000, 120000000, 115000000, 105000000, 100000000, 120000000, 120000000, 117000000, 120000000, 113000000, 115000000, 115000000, 120000000, 115000000, 135000000, 115000000, 115000000, 125000000, 100000000, 116000000, 135000000, 120000000, 110000000, 110000000, 110000000, 110000000, 110000000, 120000000, 110000000, 110000000, 112000000, 120000000, 110000000, 110000000, 110000000, 110000000, 110000000, 105000000, 160000000, 110000000, 110000000, 93000000, 110000000, 107000000, 109000000, 120000000, 130000000, 133000000, 105000000, 108000000, 126000000, 90000000, 90000000, 103000000, 102000000, 100000000, 150000000, 100000000, 102000000, 100000000, 100000000, 115000000, 100000000, 100000000, 100000000, 100000000, 100000000, 100000000, 100000000, 92000000, 100000000, 100000000, 100000000, 100000000, 100000000, 83000000, 100000000, 100000000, 100000000, 105000000, 102000000, 80000000, 100000000, 100000000, 140000000, 100000000, 90000000, 105000000, 84000000, 100000000, 100000000, 100000000, 99000000, 10000000, 98000000, 100000000, 94000000, 100000000, 90000000, 92000000, 95000000, 93000000, 100000000, 95000000, 95000000, 95000000, 65000000, 94000000, 94000000, 94000000, 95000000, 115000000, 100000000, 93000000, 93000000, 90000000, 92000000, 107000000, 92000000, 98000000, 95000000, 90000000, 90000000, 100000000, 90000000, 100000000, 100000000, 90000000, 90000000, 92000000, 90000000, 90000000, 92000000, 90000000, 90000000, 90000000, 120000000, 90000000, 75000000, 90000000, 88000000, 100000000, 90000000, 90000000, 95000000, 80000000, 90000000, 95000000, 90000000, 68000000, 92000000, 90000000, 90000000, 100000000, 90000000, 86000000, 100000000, 20000000, 88000000, 90000000, 87000000, 92000000, 90000000, 100000000, 75000000, 85000000, 85000000, 75000000, 85000000, 85000000, 85000000, 85000000, 75000000, 85000000, 90000000, 85000000, 85000000, 85000000, 85000000, 68000000, 85000000, 70000000, 85000000, 85000000, 100000000, 90000000, 85000000, 85000000, 60000000, 60000000, 65000000, 84000000, 35000000, 70000000, 85000000, 85000000, 85000000, 65000000, 82000000, 81000000, 80000000, 80000000, 78000000, 80000000, 80000000, 80000000, 80000000, 75000000, 84000000, 82000000, 75000000, 80000000, 80000000, 80000000, 80000000, 80000000, 75000000, 80000000, 80000000, 80000000, 80000000, 75000000, 80000000, 79000000, 80000000, 80000000, 80000000, 80000000, 65000000, 80000000, 75000000, 68000000, 70000000, 80000000, 80000000, 80000000, 80000000, 80000000, 80000000, 80000000, 80000000, 90000000, 80000000, 75000000, 85000000, 80000000, 88000000, 70000000, 80000000, 80000000, 80000000, 80000000, 44000000, 80000000, 80000000, 80000000, 80000000, 80000000, 90000000, 70000000, 86000000, 40000000, 52000000, 80000000, 58000000, 45000000, 79000000, 78000000, 78000000, 100000000, 79000000, 76000000, 81200000, 80000000, 76000000, 75000000, 78000000, 76000000, 75000000, 73000000, 75000000, 76000000, 75000000, 75000000, 75000000, 80000000, 75000000, 75000000, 50000000, 75000000, 75000000, 80000000, 60000000, 35000000, 75000000, 75000000, 75000000, 70000000, 53000000, 70000000, 70000000, 75000000, 75000000, 80000000, 75000000, 80000000, 55000000, 75000000, 75000000, 52000000, 75000000, 75000000, 75000000, 75000000, 45000000, 75000000, 74000000, 82000000, 69000000, 75000000, 73000000, 70000000, 75000000, 70000000, 73000000, 72000000, 72000000, 70000000, 75000000, 72000000, 72000000, 59660000, 60000000, 71500000, 72000000, 150000000, 120000000, 70000000, 70000000, 74000000, 80000000, 75000000, 70000000, 70000000, 80000000, 68000000, 70000000, 60000000, 75000000, 75000000, 70000000, 58000000, 70000000, 70000000, 70000000, 66000000, 70000000, 69500000, 70000000, 70000000, 70000000, 70000000, 70000000, 70000000, 70000000, 60000000, 70000000, 70000000, 75000000, 60000000, 35000000, 70000000, 70000000, 70000000, 70000000, 70000000, 70000000, 70000000, 70000000, 50000000, 70000000, 68000000, 68000000, 68000000, 69000000, 68000000, 68000000, 70000000, 65000000, 36000000, 68000000, 70000000, 69000000, 66000000, 66000000, 35000000, 70000000, 66000000, 70000000, 59000000, 68000000, 65000000, 63000000, 62000000, 60000000, 61000000, 65000000, 65000000, 65000000, 65000000, 65000000, 65000000, 70000000, 50000000, 60000000, 63000000, 65000000, 65000000, 65000000, 65000000, 50100000, 65000000, 65000000, 65000000, 65000000, 45000000, 65000000, 65000000, 65000000, 63000000, 65000000, 70000000, 65000000, 65000000, 50000000, 43000000, 65000000, 64000000, 55000000, 50000000, 63000000, 65000000, 63000000, 63000000, 62000000, 65000000, 64000000, 62000000, 62000000, 62000000, 42000000, 44000000, 61000000, 63000000, 65000000, 80000000, 60000000, 60000000, 150000000, 61000000, 60000000, 58000000, 95000000, 60000000, 70000000, 60000000, 61000000, 60000000, 60000000, 60000000, 105000000, 60000000, 60000000, 60000000, 61000000, 60000000, 60000000, 58000000, 55000000, 60000000, 65000000, 60000000, 55000000, 60000000, 60000000, 60000000, 60000000, 60000000, 60000000, 48000000, 70000000, 50000000, 60000000, 60000000, 66000000, 60000000, 60000000, 60000000, 60000000, 60000000, 60000000, 60000000, 60000000, 60000000, 60000000, 60000000, 75000000, 61000000, 60000000, 48000000, 60000000, 45000000, 60000000, 60000000, 60000000, 60000000, 60000000, 65000000, 60000000, 70000000, 60000000, 60000000, 80000000, 40000000, 60000000, 60000000, 60000000, 60000000, 60000000, 60000000, 87000000, 60000000, 60000000, 60000000, 60000000, 50000000, 60000000, 60000000, 65000000, 60000000, 60000000, 60000000, 30000000, 55000000, 60000000, 60000000, 60000000, 60000000, 35000000, 80000000, 58000000, 60000000, 58800000, 58000000, 58000000, 60000000, 63000000, 58000000, 58000000, 58000000, 60000000, 58000000, 57000000, 70000000, 57000000, 58000000, 57000000, 57000000, 56000000, 56000000, 55000000, 60000000, 55000000, 55000000, 55000000, 54000000, 70000000, 55000000, 55000000, 55000000, 55000000, 50000000, 55000000, 55000000, 53000000, 55000000, 55000000, 55000000, 55000000, 30000000, 55000000, 30000000, 55000000, 55000000, 55000000, 55000000, 55000000, 55000000, 55000000, 50000000, 55000000, 55000000, 55000000, 55000000, 68000000, 55000000, 55000000, 55000000, 55000000, 55000000, 55000000, 50000000, 55000000, 70000000, 55000000, 62000000, 56000000, 71000000, 55000000, 50000000, 57000000, 55000000, 47000000, 54000000, 55000000, 55000000, 54000000, 57000000, 54000000, 54000000, 54000000, 55000000, 46000000, 50000000, 52500000, 53000000, 53000000, 90000000, 50000000, 53000000, 55000000, 55000000, 52000000, 40000000, 52000000, 52000000, 52000000, 50000000, 52000000, 52000000, 52000000, 52000000, 52000000, 52000000, 51000000, 51000000, 50000000, 60000000, 50200000, 48000000, 50000000, 50000000, 50000000, 50000000, 50000000, 50000000, 50000000, 52000000, 50000000, 50000000, 60000000, 70000000, 50000000, 50000000, 50000000, 50000000, 45000000, 50000000, 50000000, 50000000, 50000000, 50000000, 35000000, 60000000, 50000000, 50000000, 50000000, 65000000, 54000000, 50000000, 50000000, 50000000, 50000000, 50000000, 50000000, 60000000, 50000000, 50000000, 50000000, 50000000, 50000000, 50000000, 50000000, 50000000, 50000000, 50000000, 50000000, 50000000, 55000000, 50000000, 50000000, 50000000, 45000000, 40000000, 50000000, 50000000, 50000000, 50000000, 50000000, 40000000, 50000000, 40000000, 50000000, 50000000, 50000000, 50000000, 50000000, 50000000, 40000000, 50000000, 50000000, 50000000, 50000000, 70000000, 50000000, 50000000, 50000000, 40000000, 50000000, 25000000, 50000000, 49900000, 55000000, 50000000, 50000000, 50000000, 22000000, 50000000, 50000000, 50000000, 60000000, 55000000, 50000000, 50000000, 50000000, 50000000, 18000000, 49000000, 40000000, 48000000, 48000000, 49000000, 48000000, 48000000, 48000000, 50000000, 48000000, 48000000, 48000000, 48000000, 58000000, 55000000, 48000000, 48000000, 47000000, 100000000, 48000000, 48000000, 47000000, 47000000, 46000000, 48000000, 46000000, 45000000, 47000000, 46000000, 45000000, 25000000, 45000000, 45000000, 48000000, 45000000, 45000000, 40000000, 45000000, 45000000, 45000000, 45000000, 60000000, 46000000, 45000000, 45000000, 45000000, 45000000, 45000000, 30000000, 45000000, 45000000, 45000000, 45000000, 120000000, 35000000, 45000000, 45000000, 45000000, 50000000, 26000000, 45000000, 40000000, 45000000, 45000000, 45000000, 45000000, 25000000, 35000000, 50000000, 40000000, 45000000, 35000000, 52000000, 70000000, 45000000, 45000000, 45000000, 45000000, 45000000, 35000000, 45000000, 57000000, 50000000, 45000000, 45000000, 45000000, 45000000, 40000000, 40000000, 45000000, 45000000, 45000000, 44500000, 44000000, 40000000, 44000000, 44000000, 44000000, 2600000, 44000000, 50000000, 40000000, 43000000, 43000000, 45000000, 43000000, 42000000, 44000000, 40000000, 42000000, 42000000, 45000000, 42000000, 40000000, 43000000, 31115000, 42000000, 42000000, 42000000, 32000000, 42000000, 32000000, 42000000, 42000000, 42000000, 50000000, 31000000, 40000000, 44000000, 45000000, 27000000, 41000000, 65000000, 41000000, 40000000, 42000000, 41000000, 8000000, 40000000, 40000000, 70000000, 40000000, 40000000, 40000000, 38000000, 40000000, 40000000, 40000000, 40000000, 40000000, 40000000, 40000000, 45000000, 40000000, 40000000, 40000000, 40000000, 40000000, 40000000, 40000000, 35000000, 40000000, 35000000, 40000000, 40000000, 40000000, 40000000, 40000000, 40000000, 40000000, 40000000, 40000000, 34000000, 20000000, 40000000, 40000000, 40000000, 40000000, 50000000, 40000000, 40000000, 35000000, 40000000, 30000000, 40000000, 42000000, 40000000, 40000000, 30000000, 40000000, 40000000, 40000000, 40000000, 43000000, 25000000, 40000000, 40000000, 40000000, 40000000, 36000000, 40000000, 40000000, 40000000, 40000000, 40000000, 40000000, 40000000, 40000000, 38000000, 40000000, 60000000, 40000000, 40000000, 40000000, 30000000, 40000000, 40000000, 25000000, 40000000, 40000000, 40000000, 40000000, 40000000, 40000000, 40000000, 40000000, 40000000, 35000000, 40000000, 40000000, 500000, 40000000, 40000000, 40000000, 60000000, 60000000, 40000000, 40000000, 45000000, 40000000, 40000000, 40000000, 45000000, 51000000, 40000000, 40000000, 40000000, 77000000, 30000000, 60000000, 40000000, 40000000, 42000000, 40000000, 40000000, 36000000, 24000000, 33000000, 40000000, 40000000, 40000000, 26000000, 40000000, 40000000, 40000000, 40000000, 20000000, 20000000, 25000000, 30000000, 40000000, 25000000, 39200000, 23000000, 39000000, 38000000, 39000000, 40000000, 39000000, 39000000, 40000000, 38000000, 38000000, 39000000, 38000000, 35000000, 38600000, 38000000, 38000000, 38000000, 35000000, 30000000, 38000000, 38000000, 38000000, 38000000, 57000000, 10000000, 38000000, 15000000, 38000000, 37000000, 38000000, 55000000, 32000000, 40000000, 38000000, 35000000, 37000000, 40000000, 37000000, 37000000, 38000000, 37000000, 37000000, 38000000, 37000000, 37000000, 36000000, 65000000, 37000000, 36000000, 36000000, 36000000, 36000000, 34000000, 36000000, 37000000, 36000000, 36000000, 37000000, 36000000, 36000000, 37000000, 35200000, 35000000, 36000000, 33000000, 35000000, 36000000, 35000000, 29000000, 35000000, 35000000, 38000000, 35000000, 35000000, 35000000, 35000000, 35000000, 35000000, 35000000, 27000000, 35000000, 35000000, 35000000, 35000000, 1800000, 33000000, 35000000, 35000000, 34000000, 35000000, 35000000, 35000000, 35000000, 33000000, 35000000, 35000000, 35000000, 35000000, 33000000, 30000000, 35000000, 33000000, 10700000, 35000000, 35000000, 40000000, 35000000, 35000000, 50000000, 35000000, 35000000, 30000000, 30000000, 27000000, 35000000, 35000000, 35000000, 35000000, 35000000, 35000000, 35000000, 35000000, 30000000, 35000000, 35000000, 30000000, 35000000, 35000000, 35000000, 35000000, 55000000, 35000000, 35000000, 35000000, 35000000, 35000000, 35000000, 35000000, 31000000, 35000000, 35000000, 35000000, 35000000, 35000000, 35000000, 35000000, 35000000, 32000000, 35000000, 35000000, 38000000, 35000000, 35000000, 35000000, 35000000, 35000000, 35000000, 35000000, 35000000, 35000000, 35000000, 34000000, 35000000, 30000000, 35000000, 34000000, 35000000, 34000000, 34000000, 34000000, 34000000, 35000000, 35000000, 40000000, 33000000, 30000000, 30000000, 33000000, 33000000, 33000000, 33000000, 10000000, 30000000, 38000000, 32500000, 30000000, 32000000, 33000000, 32000000, 35000000, 32000000, 32000000, 32500000, 32000000, 29000000, 32000000, 20000000, 35000000, 32000000, 32000000, 32000000, 32000000, 33000000, 32000000, 32000000, 32000000, 32000000, 28000000, 55000000, 32000000, 35000000, 30000000, 30000000, 32000000, 32000000, 32000000, 31500000, 32000000, 6500000, 31500000, 31000000, 31000000, 34000000, 25000000, 31000000, 31000000, 31000000, 144000000, 31000000, 30250000, 45000000, 34200000, 30000000, 30000000, 25000000, 30000000, 31000000, 30000000, 30000000, 30000000, 20000000, 38000000, 30000000, 37000000, 26000000, 33000000, 30000000, 30000000, 25000000, 30000000, 30000000, 29000000, 30000000, 30000000, 30000000, 30000000, 30000000, 25000000, 30000000, 35000000, 30000000, 30000000, 30000000, 30000000, 30000000, 45000000, 30000000, 30000000, 30000000, 19000000, 37000000, 17000000, 42000000, 30000000, 55000000, 27800000, 30000000, 30000000, 30000000, 30000000, 30000000, 30000000, 30000000, 30000000, 40000000, 30000000, 30000000, 30000000, 25000000, 30000000, 30000000, 30000000, 38000000, 32000000, 30000000, 30000000, 30000000, 27000000, 25000000, 30000000, 30000000, 30000000, 30000000, 30000000, 30000000, 45000000, 30000000, 30000000, 30000000, 19000000, 30000000, 30000000, 30000000, 30000000, 30000000, 30000000, 30000000, 35000000, 30000000, 30000000, 35000000, 30000000, 20000000, 30000000, 25000000, 30000000, 30000000, 30000000, 35000000, 40000000, 26000000, 35000000, 30000000, 30000000, 30000000, 30000000, 30000000, 30000000, 30000000, 30000000, 45000000, 45000000, 25000000, 23000000, 30000000, 30000000, 40000000, 30000000, 30000000, 18000000, 30000000, 30000000, 18000000, 25000000, 30000000, 60000000, 21000000, 30000000, 18000000, 30000000, 29000000, 28000000, 30000000, 29000000, 35000000, 29000000, 29000000, 29000000, 28000000, 12000000, 29000000, 28000000, 28000000, 28000000, 24000000, 60000000, 29000000, 28000000, 28000000, 28000000, 30000000, 28000000, 26000000, 35000000, 21000000, 30000000, 28000000, 28000000, 28000000, 27000000, 28000000, 28000000, 28000000, 28000000, 30000000, 28000000, 28000000, 28000000, 28000000, 28000000, 28000000, 28000000, 21000000, 28000000, 160000000, 28000000, 28000000, 28000000, 28000000, 28000000, 28000000, 28000000, 28000000, 27000000, 28000000, 28000000, 27500000, 30000000, 30000000, 35000000, 16000000, 15000000, 27500000, 30000000, 27000000, 175000000, 27000000, 27000000, 25000000, 30000000, 27000000, 27000000, 27000000, 30000000, 27000000, 13500000, 27000000, 27000000, 27000000, 27000000, 27000000, 27000000, 28000000, 15000000, 27000000, 25000000, 23000000, 26000000, 26000000, 26000000, 25000000, 28000000, 26000000, 27000000, 26000000, 22000000, 26000000, 26000000, 26000000, 26000000, 26000000, 26000000, 26000000, 26000000, 26000000, 26000000, 26000000, 26000000, 56000000, 42000000, 26000000, 26000000, 26000000, 22000000, 26000000, 25530000, 26000000, 15000000, 30000000, 25000000, 25000000, 33000000, 25100000, 25000000, 26000000, 25000000, 22000000, 25000000, 28000000, 80000000, 30000000, 30000000, 25000000, 25000000, 25000000, 25000000, 25000000, 26000000, 25000000, 45000000, 25000000, 25000000, 25000000, 25000000, 25000000, 25000000, 17000000, 25000000, 25000000, 25000000, 30000000, 26000000, 25000000, 26000000, 25000000, 25000000, 25000000, 23000000, 25000000, 25000000, 25000000, 25000000, 25000000, 25000000, 25000000, 25000000, 25000000, 25000000, 25000000, 20000000, 17000000, 25000000, 30000000, 25000000, 20000000, 25000000, 25000000, 25500000, 30000000, 25000000, 25000000, 25000000, 25000000, 25000000, 25000000, 21150000, 27000000, 25000000, 25000000, 30000000, 23000000, 25000000, 25000000, 25000000, 25000000, 25000000, 25000000, 25000000, 25000000, 13000000, 26000000, 25000000, 25000000, 16000000, 8000000, 25000000, 25000000, 25000000, 25000000, 25000000, 30000000, 25000000, 25000000, 25000000, 25000000, 25000000, 26000000, 25000000, 25000000, 28000000, 25000000, 25000000, 25000000, 25000000, 14000000, 25000000, 25000000, 25000000, 17000000, 25000000, 25000000, 25000000, 25000000, 33000000, 25000000, 15000000, 25000000, 25000000, 25000000, 25000000, 25000000, 13500000, 20000000, 25000000, 25000000, 25000000, 14000000, 25000000, 25000000, 24000000, 105000000, 24000000, 25000000, 24000000, 24000000, 8200000, 24000000, 24000000, 24000000, 24000000, 24000000, 24000000, 25000000, 24000000, 24000000, 24000000, 24000000, 24000000, 24000000, 24000000, 24000000, 24000000, 23000000, 24000000, 28000000, 24000000, 24000000, 24000000, 23600000, 207000000, 20000000, 18000000, 19000000, 23000000, 23000000, 12500000, 23000000, 23000000, 23000000, 23000000, 23000000, 25000000, 23000000, 23000000, 23000000, 23000000, 23000000, 23000000, 23000000, 23000000, 23000000, 19430000, 23000000, 23000000, 25000000, 22700000, 22500000, 22000000, 23000000, 22000000, 20000000, 22000000, 35000000, 22000000, 22000000, 22000000, 22000000, 22000000, 22000000, 22000000, 21000000, 22000000, 22000000, 26000000, 40000000, 22000000, 22000000, 22000000, 22000000, 126000000, 30000000, 22000000, 22000000, 22000000, 22000000, 22000000, 23500000, 22000000, 25000000, 22000000, 25000000, 21000000, 22000000, 2000000, 22000000, 22000000, 22000000, 16000000, 22000000, 25000000, 21500000, 21500000, 17000000, 21000000, 21000000, 9000000, 17000000, 21000000, 21000000, 21000000, 21000000, 20000000, 21000000, 17000000, 21000000, 21000000, 20000000, 21000000, 21000000, 35000000, 31000000, 18000000, 18000000, 19400870, 20000000, 28000000, 33000000, 19000000, 20000000, 20000000, 20000000, 20000000, 20000000, 32000000, 20000000, 20000000, 35000000, 18000000, 37000000, 20000000, 20000000, 20000000, 20000000, 20000000, 20000000, 20000000, 20000000, 20000000, 20000000, 20000000, 20000000, 20000000, 20000000, 20000000, 20000000, 30000000, 20000000, 20000000, 20000000, 20000000, 22000000, 20000000, 20000000, 20000000, 20000000, 20000000, 20000000, 20000000, 25000000, 19800000, 20000000, 30000000, 11000000, 20000000, 20000000, 20000000, 20000000, 35000000, 19000000, 20000000, 20000000, 20000000, 27000000, 20000000, 20000000, 20000000, 20000000, 20000000, 20000000, 20000000, 20000000, 20000000, 20000000, 9000000, 20000000, 20000000, 20000000, 40000000, 20000000, 20000000, 20000000, 806947, 40000000, 20000000, 20000000, 20000000, 30000000, 20000000, 15000000, 20000000, 20000000, 19000000, 20000000, 20000000, 20000000, 35000000, 20000000, 20000000, 20000000, 37000000, 20000000, 20000000, 20000000, 25000000, 27000000, 20000000, 20000000, 20000000, 40000000, 20000000, 20000000, 20000000, 30000000, 22000000, 20000000, 20000000, 22000000, 20000000, 20000000, 20000000, 20000000, 20000000, 20000000, 20000000, 20000000, 20000000, 20000000, 20000000, 21000000, 20000000, 33000000, 20000000, 20000000, 20000000, 20000000, 20000000, 12000000, 20000000, 22000000, 20000000, 10000000, 20000000, 15000000, 8700000, 20000000, 20000000, 20000000, 20000000, 20000000, 20000000, 20000000, 20000000, 20000000, 21000000, 20000000, 20000000, 2000000, 20000000, 20000000, 20000000, 40000000, 24000000, 20000000, 10000000, 20000000, 20000000, 20000000, 22000000, 20000000, 19400000, 20000000, 22000000, 20000000, 19000000, 20000000, 15000000, 20000000, 19000000, 19000000, 13000000, 19000000, 18000000, 15000000, 19000000, 20000000, 19000000, 25000000, 19000000, 19000000, 19000000, 23000000, 19000000, 19000000, 19000000, 19000000, 15000000, 18500000, 18500000, 18000000, 18000000, 18000000, 18000000, 18000000, 17000000, 20000000, 17000000, 16000000, 17000000, 18000000, 18000000, 17000000, 18000000, 21000000, 15000000, 18000000, 20000000, 17000000, 18000000, 19800000, 18000000, 18000000, 18000000, 15000000, 25000000, 18000000, 18000000, 1000000, 18000000, 18000000, 18000000, 18000000, 18000000, 18000000, 18000000, 18000000, 18000000, 18000000, 17000000, 18000000, 18000000, 30000000, 18000000, 18000000, 18000000, 18000000, 18000000, 18000000, 18000000, 18000000, 18000000, 17000000, 18000000, 13000000, 18000000, 18000000, 20000000, 18000000, 20000000, 18000000, 18000000, 18000000, 18000000, 12000000, 2700000, 18000000, 11350000, 14000000, 20000000, 23000000, 17500000, 17500000, 24000000, 17500000, 17500000, 17000000, 18500000, 17000000, 17000000, 17000000, 12000000, 17500000, 300000, 17000000, 17000000, 17000000, 20000000, 17000000, 170000000, 17000000, 17000000, 15000000, 17000000, 17000000, 17000000, 34000000, 17000000, 17000000, 4000000, 17000000, 17000000, 17000000, 17000000, 19000000, 17000000, 17000000, 17000000, 16000000, 17000000, 17000000, 17000000, 17000000, 17000000, 16500000, 16800000, 15000000, 16500000, 16500000, 16500000, 15000000, 16400000, 16000000, 16000000, 16000000, 15600000, 16000000, 15000000, 16000000, 16000000, 16000000, 18500000, 16000000, 13500000, 35000000, 16000000, 16000000, 17700000, 15000000, 8000000, 16500000, 15500000, 16000000, 16000000, 16000000, 16000000, 16000000, 16000000, 16000000, 20000000, 26000000, 16000000, 15000000, 16000000, 15000000, 16000000, 16000000, 16000000, 16000000, 16000000, 20000000, 16000000, 15000000, 13000000, 16000000, 16000000, 15600000, 15500000, 15300000, 15500000, 14000000, 18000000, 11000000, 22000000, 15000000, 15000000, 15000000, 15000000, 15000000, 15500000, 15000000, 14000000, 10000000, 15000000, 20000000, 15000000, 15000000, 9800000, 15000000, 15000000, 15000000, 17000000, 15000000, 15000000, 15000000, 17000000, 15000000, 15000000, 15000000, 10000000, 16000000, 7000000, 37000000, 15000000, 15000000, 16000000, 15000000, 15000000, 15000000, 15000000, 15000000, 15000000, 15000000, 125000000, 16000000, 15000000, 15000000, 15000000, 15000000, 15000000, 15000000, 14000000, 15000000, 15000000, 15000000, 15000000, 15000000, 15000000, 15000000, 11500000, 15000000, 15000000, 15000000, 15000000, 14000000, 15000000, 20000000, 15000000, 15000000, 15000000, 15000000, 15000000, 15000000, 15000000, 15000000, 15000000, 15000000, 15000000, 15000000, 15000000, 15000000, 15000000, 15000000, 15000000, 15000000, 20000000, 15000000, 15000000, 15000000, 15000000, 15000000, 15000000, 15000000, 15000000, 15000000, 15000000, 16000000, 15000000, 20000000, 15000000, 15000000, 15000000, 15000000, 15000000, 15000000, 15000000, 15000000, 15000000, 15000000, 15000000, 15000000, 20000000, 15000000, 22000000, 15000000, 15000000, 15000000, 15000000, 15000000, 6000000, 12000000, 7000000, 15000000, 15000000, 300000000, 15000000, 15000000, 25000000, 15000000, 14600000, 14800000, 14500000, 10000000, 14400000, 14200000, 15000000, 14000000, 14000000, 15800000, 14000000, 15000000, 15000000, 14000000, 14000000, 14000000, 14000000, 14000000, 13000000, 14000000, 14000000, 14000000, 20000000, 14000000, 14000000, 14000000, 14000000, 14000000, 12000000, 8500000, 14000000, 11000000, 14000000, 14000000, 14000000, 26000000, 24000000, 14000000, 14000000, 14000000, 14000000, 14000000, 8200000, 103000000, 15000000, 14000000, 14000000, 14000000, 125000000, 12000000, 13500000, 14000000, 13500000, 15000000, 13500000, 10000000, 13000000, 13400000, 13000000, 13000000, 100000000, 13000000, 13000000, 7000000, 13000000, 13000000, 13000000, 13000000, 12500000, 16000000, 13000000, 8200000, 17000000, 13000000, 13000000, 13000000, 18000000, 13000000, 13000000, 13000000, 13200000, 18000000, 15000000, 13000000, 6000000, 13000000, 14000000, 19000000, 13000000, 13000000, 13000000, 13000000, 13000000, 13000000, 13000000, 13000000, 13000000, 13000000, 13000000, 13000000, 13000000, 13000000, 100000000, 11000000, 13000000, 26000000, 13000000, 13000000, 3000000, 13000000, 20000000, 8495000, 13000000, 13000000, 13000000, 13000000, 13000000, 12500000, 12500000, 13000000, 12500000, 13000000, 16000000, 12000000, 12500000, 12800000, 16000000, 12500000, 15000000, 10500000, 15000000, 12500000, 12800000, 12500000, 8000000, 8000000, 11000000, 9600000, 25000000, 12000000, 12000000, 11000000, 12000000, 12000000, 12000000, 12000000, 12000000, 12000000, 12000000, 12000000, 12000000, 12000000, 5000000, 12000000, 12000000, 12000000, 12000000, 12000000, 12000000, 12000000, 12000000, 150000000, 12000000, 12000000, 12000000, 12000000, 12000000, 12000000, 12000000, 9000000, 12000000, 12000000, 12000000, 13000000, 12000000, 12000000, 12000000, 12000000, 14000000, 12000000, 12000000, 100000000, 12000000, 12000000, 12000000, 10000000, 8000000, 12000000, 12000000, 12000000, 12000000, 12000000, 12000000, 12000000, 12000000, 12000000, 12000000, 9200000, 12000000, 12000000, 12000000, 12000000, 12000000, 12000000, 10000000, 12000000, 12000000, 8000000, 12000000, 12000000, 12000000, 135000000, 20000000, 12000000, 12000000, 6000000, 11500000, 11000000, 11000000, 11500000, 11000000, 11000000, 25000000, 11000000, 11000000, 11000000, 13000000, 11000000, 11000000, 10500000, 11000000, 11000000, 11000000, 12000000, 12000000, 11000000, 11000000, 11000000, 11000000, 11000000, 11000000, 11000000, 11000000, 13000000, 11000000, 11000000, 17000000, 11000000, 11000000, 11000000, 11000000, 5000000, 11000000, 11000000, 10700000, 10800000, 15000000, 14000000, 7000000, 10600000, 12000000, 10500000, 10000000, 10500000, 11000000, 10818775, 10000000, 10000000, 10000000, 10000000, 10000000, 10000000, 10000000, 10000000, 10000000, 6000000, 13800000, 10000000, 10000000, 12000000, 10000000, 10000000, 10000000, 10000000, 23000000, 12305523, 10000000, 10000000, 20000000, 10000000, 10000000, 10000000, 9000000, 10000000, 10000000, 10000000, 17000000, 10000000, 8500000, 12000000, 10000000, 10000000, 10000000, 17000000, 10000000, 10000000, 10000000, 10000000, 9000000, 10000000, 10000000, 10000000, 25000000, 10000000, 10000000, 11000000, 12600000, 30000000, 10000000, 10000000, 10000000, 3000000, 6400000, 10000000, 10000000, 5000000, 10000000, 22000000, 10000000, 10000000, 10000000, 10000000, 10000000, 10000000, 10000000, 6000000, 100000000, 10000000, 10000000, 7500000, 10000000, 10000000, 10000000, 10000000, 10000000, 10000000, 9000000, 16000000, 10000000, 10000000, 10000000, 10000000, 10000000, 11500000, 9000000, 6500000, 10000000, 10000000, 10000000, 10000000, 10000000, 10000000, 14000000, 10000000, 10000000, 8000000, 10000000, 10000000, 10000000, 10000000, 11000000, 5000000, 10000000, 10000000, 10000000, 10000000, 10000000, 10000000, 10000000, 5000000, 4000000, 10000000, 5000000, 10000000, 6200000, 10000000, 10000000, 10000000, 8000000, 5000000, 10000000, 10000000, 6500000, 10000000, 9600000, 9500000, 9500000, 8900000, 10500000, 9400000, 6000000, 7400000, 7217600, 11000000, 83532, 10000000, 9000000, 9000000, 9000000, 9000000, 9000000, 9000000, 9000000, 9000000, 9000000, 20000000, 8000000, 9000000, 9000000, 8500000, 9000000, 8000000, 9000000, 9000000, 9000000, 9000000, 9000000, 9000000, 9000000, 11400000, 45000000, 9000000, 8800000, 8600000, 9000000, 7000000, 8500000, 8500000, 8000000, 8500000, 22000000, 8500000, 12000000, 9000000, 8000000, 8000000, 8500000, 8000000, 8500000, 8550000, 8200000, 8000000, 8000000, 8000000, 8000000, 8000000, 8000000, 8000000, 8000000, 8000000, 8000000, 8000000, 8000000, 7000000, 8000000, 8000000, 8000000, 8000000, 50000000, 7000000, 5000000, 8000000, 8000000, 8000000, 8000000, 8000000, 8000000, 8000000, 8000000, 10000000, 8000000, 8000000, 8000000, 8000000, 7200000, 8000000, 8000000, 6500000, 8000000, 8000000, 8000000, 8000000, 8000000, 8000000, 8000000, 8000000, 8000000, 50000000, 8000000, 7900000, 10000000, 7500000, 7500000, 7500000, 6500000, 10000000, 4500000, 7500000, 7500000, 7500000, 7500000, 7500000, 8000000, 7500000, 8000000, 7300000, 7000000, 7300000, 258000000, 7500000, 7500000, 7200000, 6000000, 4000000, 7500000, 7000000, 7000000, 11000000, 7000000, 5000000, 6600000, 105000000, 7500000, 7000000, 7000000, 9000000, 13000000, 7000000, 3500000, 7000000, 7000000, 7000000, 7000000, 7000000, 200000000, 7000000, 7000000, 7500000, 7000000, 7000000, 7000000, 7000000, 7000000, 7000000, 6000000, 7000000, 7000000, 7000000, 7000000, 7000000, 7000000, 7000000, 7000000, 7000000, 7000000, 4825000, 9000000, 50000000, 7000000, 10000000, 7000000, 3500000, 7000000, 7000000, 7000000, 7000000, 7000000, 6900000, 6900000, 6800000, 6800000, 6900000, 6800000, 5000000, 4000000, 6500000, 6500000, 6000000, 6500000, 6500000, 6500000, 6500000, 6500000, 6500000, 7000000, 6500000, 4000000, 6500000, 6500000, 6500000, 6500000, 4500000, 6500000, 4800000, 10000000, 6000000, 6000000, 6000000, 6000000, 6000000, 6000000, 6000000, 110000000, 6000000, 6000000, 6000000, 6000000, 6000000, 8000000, 6000000, 6000000, 8000000, 6000000, 6000000, 6500000, 6000000, 6000000, 9000000, 6000000, 6000000, 3000000, 5000000, 6000000, 6000000, 6000000, 6000000, 6000000, 6000000, 6500000, 6000000, 6000000, 6000000, 6000000, 6000000, 6000000, 6000000, 6000000, 6000000, 6000000, 6000000, 6000000, 6000000, 6000000, 6000000, 6000000, 12000000, 5300000, 6000000, 50000000, 4000000, 200000000, 3500159, 5600000, 5600000, 5600000, 5500000, 5500000, 5500000, 5500000, 3000000, 7000000, 5500000, 5500000, 5000000, 5000000, 6500000, 5500000, 3850000, 5500000, 9000000, 5250000, 30300000, 6000000, 5000000, 4000000, 15000000, 5000000, 4900000, 5000000, 5000000, 4500000, 5000000, 5000000, 5000000, 5000000, 8500000, 4500000, 5000000, 5000000, 3300000, 9000000, 5000000, 5000000, 5000000, 5000000, 5000000, 5000000, 5000000, 5000000, 4500000, 5000000, 5000000, 6000000, 5000000, 5000000, 5000000, 5000000, 5000000, 2000000, 4000000, 5000000, 5000000, 5000000, 5000000, 5000000, 5000000, 5000000, 8000000, 5000000, 5000000, 8000000, 5000000, 5000000, 5000000, 6000000, 5000000, 5000000, 5000000, 5000000, 5000000, 5000000, 4000000, 5000000, 5000000, 5000000, 5000000, 5000000, 5000000, 5000000, 5000000, 5000000, 5000000, 5000000, 5000000, 7000000, 5000000, 5000000, 2000000, 5000000, 5000000, 5000000, 5000000, 84450000, 890000, 4800000, 2800000, 5000000, 4700000, 4700000, 4800000, 4600000, 4600000, 4500000, 4500000, 15000000, 4500000, 4500000, 5000000, 4500000, 4500000, 2000000, 2500000, 35000000, 4500000, 4400000, 4500000, 3000000, 6000000, 150000000, 4200000, 2300000, 4000000, 4000000, 4000000, 4000000, 4000000, 140000000, 4000000, 8500000, 3600000, 4000000, 3500000, 4000000, 5000000, 4000000, 4000000, 100000000, 4000000, 6000000, 3200000, 4000000, 3400000, 4000000, 4000000, 4000000, 4000000, 8000000, 4000000, 4000000, 4000000, 4000000, 4000000, 4000000, 4000000, 4000000, 4000000, 4000000, 4000000, 3000000, 1300000, 1500000, 4000000, 4000000, 9500000, 14000000, 2500000, 16000000, 4000000, 650000, 4000000, 4000000, 4000000, 3977000, 4000000, 3800000, 3768785, 3500000, 3700000, 3800000, 2000000, 30000000, 3500000, 3500000, 3500000, 3500000, 3500000, 3500000, 3500000, 3500000, 3500000, 2000000, 3600000, 3000000, 3500000, 19900000, 3500000, 68000000, 3500000, 3500000, 3500000, 8000000, 3500000, 3000000, 3300000, 3300000, 2200000, 3800000, 3300000, 2000000, 3000000, 3200000, 3000000, 3000000, 3500000, 3000000, 3000000, 3000000, 4000000, 2200000, 3000000, 3000000, 3000000, 3000000, 3000000, 3000000, 3000000, 3000000, 2500000, 3000000, 3000000, 3000000, 3000000, 3000000, 3000000, 3000000, 1900000, 3000000, 3000000, 3000000, 3000000, 4500000, 3500000, 3300000, 3000000, 3000000, 3000000, 3000000, 3500000, 3000000, 3000000, 3000000, 3000000, 3000000, 25000000, 2700000, 3000000, 5000000, 3000000, 3000000, 200000000, 3000000, 95000000, 2900000, 1500000, 3000000, 2200000, 8000000, 2883848, 2800000, 2800000, 2800000, 2000000, 2700000, 2600000, 1800000, 2600000, 2800000, 34000000, 2600000, 2500000, 2500000, 26000000, 2500000, 2500000, 2500000, 2500000, 2500000, 2500000, 2500000, 2000000, 2500000, 2500000, 2500000, 20000000, 2500000, 2500000, 14000000, 8400000, 2500000, 2500000, 2400000, 2400000, 1500000, 2450000, 2280000, 4000000, 2200000, 2200000, 2300000, 2100000, 15500000, 2100000, 2000000, 2300000, 2000000, 2000000, 2000000, 2000000, 2000000, 2000000, 2000000, 9500000, 2000000, 2700000, 2000000, 1500000, 2000000, 2000000, 2000000, 2000000, 2000000, 2000000, 2000000, 2000000, 1500000, 2000000, 2000000, 2000000, 2000000, 3400000, 6000000, 2000000, 3800000, 13500000, 14000, 2000000, 2000000, 2300000, 2000000, 1900000, 1900000, 3000000, 1400000, 30000000, 1800000, 1000000, 1900000, 1800000, 1800000, 1800000, 1800000, 1500000, 3500000, 500000, 1700000, 2000000, 1700000, 1700000, 1000000, 1000000, 2000000, 1300000, 1500000, 1600000, 1650000, 26000000, 2000000, 1100000, 1500000, 1000000, 2000000, 1500000, 1500000, 1500000, 1500000, 1500000, 1500000, 1500000, 1500000, 1500000, 1500000, 1500000, 1500000, 1500000, 1700000, 1500000, 2000000, 2500000, 60000000, 2000000, 1400000, 1400000, 960000, 1300000, 1300000, 1592000, 1300000, 1500000, 60000000, 1000000, 1250000, 427000, 1200000, 1200000, 1200000, 80000000, 7000000, 1200000, 27000000, 1200000, 1200000, 1200000, 1200000, 4000000, 1200000, 1200000, 1200000, 2600000, 3000000, 1100000, 1100000, 1100000, 960000, 1000000, 1000000, 1000000, 1100000, 1000000, 1000000, 5000000, 1000000, 3500000, 1000000, 1000000, 900000, 6000000, 1000000, 1000000, 7500000, 1000000, 1000000, 1000000, 1000000, 1000000, 1000000, 58000000, 1000000, 1000000, 1000000, 2500000, 1000000, 1000000, 1000000, 1000000, 1000000, 65000000, 1000000, 1000000, 1000000, 1000000, 1000000, 1000000, 900000, 500000, 1000000, 1000000, 1000000, 1000000, 1000000, 1000000, 1500000, 910000, 930000, 590000, 950000, 900000, 900000, 900000, 850000, 15000000, 850000, 850000, 825000, 500000, 800000, 800000, 800000, 800000, 600000, 800000, 780000, 777000, 750000, 750000, 500000, 750000, 16000000, 750000, 900000, 700000, 700000, 207000000, 30000000, 700000, 700000, 650000, 609000, 60000, 600000, 600000, 600000, 600000, 560000, 500000, 500000, 500000, 500000, 500000, 1000000, 500000, 500000, 46000, 500000, 500000, 500000, 500000, 500000, 500000, 500000, 500000, 500000, 2000000, 500000, 500000, 500000, 135000000, 500000, 500000, 500000, 500000, 500000, 215000000, 450000, 2000000, 450000, 500000, 439000, 225000, 400000, 1066167, 15000, 229575, 400000, 218, 400000, 400000, 35000000, 375000, 379000, 6000000, 1750211, 350000, 300000, 312000, 8000000, 300000, 300000, 300000, 200000, 160000, 300000, 200000, 45000000, 300000, 270000, 250000, 250000, 250000, 250000, 250000, 250000, 365000, 250000, 250000, 150000, 250000, 250000, 250000, 225000, 225000, 210000, 200000, 200000, 200000, 200000, 200000, 200000, 30000000, 200000, 180000, 120000, 175000, 100000, 500000, 150000, 180000, 160000, 83532, 160000, 125000, 100000, 100000, 100000, 40000, 200000, 15000000, 60000, 60000, 65000, 60000, 70000, 25000, 65000, 42000, 40000, 30000, 230000, 27000, 25000, 35000000, 23000, 15000, 10000, 4500, 10000, 7000, 7000, 7000, 9000, 1100 ], "xaxis": "x", "y": [ 760505847, 309404152, 200074175, 448130642, 73058679, 336530303, 200807262, 458991599, 301956980, 330249062, 200069408, 168368427, 423032628, 89289910, 291021565, 141614023, 623279547, 241063875, 179020854, 255108370, 262030663, 105219735, 258355354, 70083519, 218051260, 658672302, 407197282, 65173160, 652177271, 304360277, 373377893, 408992272, 334185206, 234360014, 268488329, 402076689, 245428137, 234903076, 202853933, 172051787, 191450875, 116593191, 414984497, 125320003, 350034110, 202351611, 233914986, 228756232, 65171860, 144812796, 90755643, 101785482, 352358779, 317011114, 237282182, 130468626, 223806889, 140080850, 166112167, 137850096, 47375327, 124051759, 291709845, 154985087, 533316061, 292979556, 198332128, 318298180, 73820094, 113745408, 102176165, 161087183, 100289690, 100189501, 88246220, 150167630, 356454367, 362645141, 312057433, 155111815, 241407328, 208543795, 38297305, 259746958, 238371987, 93417865, 222487711, 189412677, 665426, 102315545, 217387997, 150350192, 333130696, 187991439, 292568851, 303001229, 144512310, 127490802, 146405371, 281666058, 63143812, 60655503, 76846624, 320706665, 46978995, 89732035, 104383624, 198539855, 318759914, 34293771, 292000866, 289994397, 227946274, 256386216, 206456431, 206435493, 205343774, 179982968, 177243721, 179883016, 139259759, 400736600, 281492479, 206360018, 153629485, 133375846, 181015141, 114053579, 119420252, 83640426, 79711678, 195000874, 61937495, 126597121, 165230261, 131564731, 133382309, 73103784, 21379315, 64459316, 34964818, 111505642, 133228348, 216366733, 160201106, 118099659, 201573391, 190418803, 82161969, 143523463, 209364921, 103400692, 110332737, 111110575, 65007045, 257704099, 403706375, 176997107, 31141074, 31704416, 107503316, 129734803, 132122995, 122512052, 68642452, 32131830, 176636816, 126930660, 93926386, 292298923, 63992328, 134518390, 52792307, 183635922, 83024900, 123207194, 83348920, 227137090, 215395021, 180191634, 424645577, 177343675, 234277056, 138396624, 149234747, 118311368, 101160529, 77564037, 249358727, 49551662, 60522097, 137748063, 113733726, 148337537, 317557891, 33592415, 305388685, 337103873, 217536138, 131536019, 214948780, 209805005, 186830669, 163192114, 119412921, 32694788, 113165635, 107285004, 260031035, 186739919, 215397307, 182618434, 131920333, 124976634, 115802596, 108521835, 100685880, 126464904, 64736114, 93050117, 57637485, 58607007, 43929341, 30212620, 76418654, 89021735, 380262555, 310675583, 289907418, 132550960, 474544677, 187165546, 40911830, 47952020, 190871240, 274084951, 67155742, 81638674, 56114221, 250863268, 155181732, 125332007, 113330342, 125531634, 186336103, 129995817, 102608827, 42776259, 98780042, 106369117, 142614158, 50026353, 66002193, 85463309, 71017784, 48068396, 61656849, 134520804, 313837577, 24004159, 58183966, 100446895, 144795350, 47396698, 140015224, 104374107, 228430993, 35799026, 6712451, 101643008, 187670866, 132014112, 261970615, 167007184, 180011740, 204843350, 97030725, 130127620, 146282411, 65452312, 148383780, 119219978, 101228120, 162804648, 100117603, 89296573, 85017401, 173005002, 75030163, 77222184, 107515297, 67631157, 66862068, 57366262, 116866727, 184031112, 54700065, 27098580, 55673333, 40198710, 72660029, 38120554, 49392095, 39292022, 28772222, 17010646, 24985612, 4411102, 35024475, 130174897, 10200000, 202007640, 77679638, 9213, 58867694, 59475623, 108638745, 86897182, 63540020, 95328937, 50802661, 161317423, 201148159, 43982842, 380838870, 377019252, 340478898, 17176900, 131144183, 23014504, 181166115, 176740650, 71148699, 67344392, 22406362, 261437578, 11000000, 88761720, 250147615, 245823397, 81557479, 226138454, 155370362, 124870275, 196573705, 58229120, 125305545, 132373442, 120618403, 110416702, 102515793, 100012500, 209019489, 84037039, 85884815, 83077470, 100018837, 78747585, 78616689, 75817994, 100853835, 73209340, 72515360, 68558662, 65653758, 64685359, 61355436, 26871, 60874615, 143618384, 58220776, 47474112, 42877165, 35168677, 37567440, 61644321, 190562, 120147445, 241688385, 233630478, 197992827, 176049130, 172620724, 183405771, 20315324, 148313048, 127706877, 126149655, 66941559, 78009155, 63224849, 111544445, 112703470, 117144465, 84303558, 150832203, 51396781, 47592825, 50016394, 57010853, 62494975, 46440491, 44606335, 40048332, 64933670, 31494270, 31111260, 123307945, 153288182, 13401683, 137340146, 43575716, 80170146, 75754670, 33048353, 34543701, 242589580, 102981571, 180965237, 407999255, 254455986, 162831698, 155019340, 145771527, 140459099, 53215979, 158115031, 133103929, 133668525, 130313314, 124590960, 127968405, 120136047, 128200012, 112225777, 109993847, 104054514, 103028109, 101087161, 101111837, 95632614, 94822707, 92969824, 91188905, 90443603, 82226474, 79363785, 76081498, 85707116, 74329966, 100169068, 73215310, 80360866, 69102910, 65948711, 169692572, 60507228, 56684819, 50628009, 69772969, 45356386, 55350897, 39442871, 37899638, 37754208, 38542418, 34566746, 32885565, 36073232, 21471685, 20950820, 19673424, 19480739, 17593391, 18318000, 27356090, 17473245, 15131330, 19406406, 1891821, 23219748, 170708996, 422783777, 103812241, 119793567, 92930005, 67286731, 74158157, 127083765, 1339152, 15071514, 26000610, 323505540, 66462600, 368049635, 306124059, 229074524, 193136719, 35286428, 157299717, 134568845, 134006721, 195329763, 120776832, 118823091, 41814863, 97360069, 117698894, 162001186, 77032279, 73023275, 68473360, 66636385, 160762022, 103338338, 55808744, 47379090, 43426961, 47000485, 45434443, 42044321, 73661010, 41523271, 37600435, 39251128, 83503161, 34636443, 22751979, 30013346, 14567883, 5409517, 21009180, 94999143, 336029560, 36381716, 55585389, 36976367, 107225164, 70224196, 51814190, 47456450, 148213377, 112950721, 75600000, 62647540, 183132370, 27796042, 32616869, 18947630, 114195633, 144156464, 227965690, 436471036, 244052771, 152149590, 141204016, 162495848, 136448821, 120523073, 119654900, 117541000, 116643346, 100614858, 42272747, 80281096, 219613391, 78120196, 98895417, 70117571, 83552429, 66257002, 65012000, 79883359, 78031620, 54222000, 52474616, 55942830, 40932372, 38345403, 37901509, 48430355, 30157016, 28031250, 33105600, 62321039, 38509342, 19076815, 25093607, 18990542, 14294842, 19819494, 13596911, 8460990, 7097125, 37760080, 5851188, 25121291, 18821279, 118471320, 300523113, 71069884, 251501645, 35324232, 81257500, 617840, 29655590, 45045037, 28965197, 39380442, 37516013, 87704396, 83892374, 5932060, 216119491, 43568507, 182805123, 176387405, 33685268, 182204440, 171383253, 172071312, 139225854, 148775460, 115731542, 100468793, 93771072, 100448498, 115603980, 90454043, 84049211, 70450000, 69688384, 70236496, 63695760, 59617068, 55637680, 85911262, 53846915, 54758461, 52397389, 38966057, 42345531, 36064910, 33328051, 32598931, 28045540, 37023395, 43532294, 17218080, 10014234, 19059018, 1987287, 24407944, 13750556, 31054924, 43247140, 2208939, 213079163, 19548064, 356784000, 25052000, 122012710, 72413, 58255287, 77086030, 65000000, 32178777, 15738632, 54116191, 118153533, 108012170, 210592590, 279167575, 143151473, 136801374, 135381507, 167735396, 121468960, 106635996, 102678089, 125603360, 101217900, 104148781, 75573300, 93375151, 106126012, 93307796, 90646554, 109176215, 82670733, 82569532, 81687587, 80574010, 75764085, 90356857, 75530832, 75370763, 100003492, 90341670, 74540762, 80033643, 73648142, 71844424, 75638743, 66734992, 75280058, 64505912, 77862546, 61112916, 88200225, 60573641, 59035104, 56702901, 55994557, 54910560, 53789313, 51045801, 50818750, 50189179, 50024083, 50549107, 56443482, 62401264, 47748610, 46975183, 50807639, 46611204, 257756197, 48472213, 43060566, 45996718, 43337279, 37479778, 40559930, 36830057, 36279230, 42194060, 43119879, 35096190, 43290977, 33927476, 32122249, 40076438, 32940507, 31670931, 30695227, 32522352, 26082914, 29136626, 26288320, 26616590, 30063805, 22518325, 13082288, 18208078, 14218868, 22451, 31165421, 11802056, 25472967, 22362500, 17281832, 19781879, 7605668, 4535117, 4426297, 10166502, 363024263, 12065985, 350123553, 80021740, 48291624, 35231365, 53715611, 31199215, 29580087, 44665963, 60128566, 49875589, 60984028, 36931089, 51317350, 28328132, 51774002, 25528495, 113006880, 45860039, 329691196, 217326336, 166225040, 141600000, 134218018, 128769345, 177575142, 105263257, 104354205, 107100855, 98711404, 100328194, 101530738, 93815117, 91400000, 162586036, 89706988, 83000000, 78745923, 70098138, 66365290, 66207920, 63408614, 58422650, 56932305, 68750000, 68218041, 25040293, 55747724, 55473600, 49994804, 41609593, 38553833, 76137505, 34350553, 34238611, 34098563, 33828318, 33472850, 31051126, 35707327, 20550712, 18573791, 51225796, 16264475, 25857987, 12870569, 11466088, 16088610, 51178893, 6768055, 39440655, 6167817, 81645152, 69951824, 9483821, 66676062, 26838389, 75604320, 108200000, 5660084, 7221458, 70327868, 58297830, 57386369, 45207112, 62563543, 33574332, 73343413, 25031037, 22843047, 5755286, 164435221, 95720716, 118683135, 143704210, 110476776, 80270227, 36385763, 37035845, 34580635, 42438300, 23324666, 23020488, 90567722, 72601713, 296623634, 267652016, 62453315, 165500000, 153620822, 218628680, 147637474, 135014968, 2175312, 126203320, 126975169, 125548685, 105807520, 191616238, 105264608, 97680195, 126088877, 91030827, 150315155, 127997349, 88504640, 81517441, 81022333, 79948113, 88658172, 84244877, 75367693, 73701902, 75605492, 67823573, 91439400, 67128202, 70496802, 60470220, 58336565, 66002004, 54997476, 55682070, 52752475, 55092830, 50815288, 52822418, 50150619, 48745150, 50007168, 48154732, 48265581, 46982632, 44737059, 56724080, 44484065, 47553512, 42610000, 41482207, 47105085, 41256277, 50740078, 40203020, 40905277, 38590500, 39177541, 39778599, 37486138, 38105077, 35168395, 32800000, 33643461, 32741596, 31874869, 30306268, 27667947, 27067160, 26616999, 26536120, 26199517, 25450527, 25407250, 23159305, 24006726, 20389967, 19593740, 19118247, 26442251, 17114882, 18472363, 21557240, 21283440, 10556196, 16671505, 10400000, 9528092, 10137232, 9795017, 20488579, 19445217, 8355815, 28837115, 6471394, 6291602, 10706786, 8742261, 43905746, 21413502, 124107476, 197171806, 31569268, 66488090, 95308367, 60652036, 1206135, 56607223, 50173190, 47095453, 37879996, 25900000, 53574088, 89253340, 37339525, 60154431, 103738726, 69304264, 29781453, 15519841, 5600000, 126805112, 93607673, 67263182, 92001027, 10539414, 58918501, 181395380, 14946229, 130512915, 139852971, 110000082, 106807667, 101702060, 95149435, 100768056, 92115211, 93452056, 83287363, 82931301, 60962878, 76261036, 71423726, 71277420, 88625922, 70001065, 67253092, 66790248, 65557989, 60786269, 59365105, 162792677, 31598308, 57362581, 53854588, 52580895, 51019112, 48114556, 50648679, 46280507, 38360195, 46815748, 35617599, 47307550, 32003620, 27972410, 28133159, 27400000, 24343673, 22877808, 36883539, 22531698, 20400913, 20101861, 25200412, 19719930, 19377727, 13401683, 17300889, 15527125, 13560960, 15523168, 11146409, 7916887, 6565495, 15279680, 7262288, 4584886, 2154540, 8129455, 136019448, 183875760, 67061228, 53300852, 150415432, 44834712, 84300000, 1500000, 62318875, 5773519, 51768623, 37035515, 24520892, 24430272, 158348400, 31136950, 29113588, 138447667, 116006080, 106793915, 87856565, 70100000, 159578352, 57750000, 45290318, 41543207, 41252428, 35228696, 59992760, 34667015, 37652565, 24375436, 20915465, 24127895, 84961, 26404753, 6105175, 5664251, 1260917, 116724075, 56083966, 22108977, 293501675, 18600911, 7204138, 90800000, 150117807, 163947053, 116735231, 118500000, 126546825, 166147885, 111760631, 108706165, 138614544, 125069696, 107458785, 102310175, 96917897, 93952276, 90703745, 89138076, 87666629, 90353764, 82522790, 94125426, 95001343, 81292135, 86208010, 81593527, 75274748, 90835030, 72455275, 75305995, 74098862, 72266306, 71347010, 70836296, 70405498, 70163652, 66808615, 64149837, 83906114, 66466372, 72306065, 59068786, 57887882, 53955614, 54967359, 54228104, 57981889, 61094903, 53082743, 54414716, 57011847, 50859889, 51185897, 52000688, 49851591, 47781388, 52320979, 47806295, 51853450, 46012734, 47034272, 45856732, 59588068, 44175394, 45500797, 41797066, 38087756, 37752931, 37371385, 37101011, 38176892, 36283504, 35183792, 38543473, 36037909, 42575718, 33864342, 33508922, 42071069, 32853640, 42615685, 32055248, 31836745, 30993544, 30981850, 30199105, 29077547, 29374178, 28535768, 27663982, 27053815, 26814957, 25178165, 25117498, 32645, 24332324, 36665854, 22717758, 22433915, 22326247, 21176322, 20300000, 20302961, 15962471, 14942422, 14967182, 18996755, 14375181, 20999103, 14448589, 14358033, 33201661, 14018364, 13395939, 20113965, 13376506, 13208023, 13838130, 9652000, 7000000, 10431220, 10326062, 6114237, 4835968, 4777007, 3675072, 18438149, 511920, 10640645, 652526, 80050171, 7564000, 876671, 2869369, 128978, 77231, 4563029, 50693162, 63411478, 144512310, 35287788, 25335935, 5881504, 60000000, 29802761, 127214072, 88915214, 30400000, 85570368, 75668868, 6594136, 58700247, 50668906, 39177215, 40334024, 71038190, 24044532, 22770864, 18653746, 17305211, 16991902, 47536959, 10300000, 13782838, 41997790, 6482195, 623374, 7871693, 16377274, 9589875, 34912982, 109712885, 92173235, 41102171, 60338891, 48006503, 26903709, 22450975, 44867349, 46813366, 72279690, 191449475, 71026631, 68208190, 150368971, 50129186, 55500000, 50213619, 42019483, 23360779, 26183197, 20991497, 13052741, 14378353, 33037754, 12339633, 2954405, 30105968, 37788228, 277313371, 2126511, 205399422, 251188924, 1068392, 144731527, 255950375, 112692062, 117528646, 171031347, 124732962, 82300000, 134455175, 79100000, 81159365, 110008260, 67962333, 78651430, 64604977, 63939454, 63826569, 60054449, 26505000, 61280963, 56876365, 59699513, 54132596, 52277485, 55802754, 55291815, 83299761, 48169908, 67523385, 49474048, 45802315, 43792641, 57651794, 43894863, 41954997, 39532308, 76600000, 39692139, 40687294, 37553932, 37481242, 39026186, 33422806, 33423521, 32519322, 37617947, 32048809, 33987757, 37304950, 30691439, 30307804, 30669413, 28687835, 26494611, 25266129, 25863915, 25078937, 28995450, 24276500, 20981633, 22913677, 34531832, 28064226, 19447478, 19389454, 25871834, 19692608, 19294901, 20275446, 34507079, 18306166, 17609982, 16831505, 17596256, 14998070, 14587732, 18317151, 11405825, 13264986, 10991381, 10268846, 13303319, 10076136, 10499968, 7659747, 7948159, 11631245, 10137502, 6448817, 7458269, 4651977, 4496583, 2221994, 6592103, 630779, 102413606, 10214013, 32000000, 10139254, 11227940, 183125, 15081783, 37432299, 10654581, 6543194, 13101142, 8324748, 141340178, 51758599, 117559438, 21426805, 35057332, 34014398, 28927720, 33682273, 4280577, 17120019, 8406264, 309125409, 10955425, 34180954, 173381405, 104632573, 81150692, 60328558, 80197993, 169076745, 101470202, 50041732, 48814909, 57744720, 21784432, 37911876, 54696902, 36733909, 35063732, 99462, 32701088, 31493782, 43095600, 18636537, 17848322, 16640210, 13763130, 10956379, 4357000, 22525921, 3562749, 2899970, 1304837, 78800000, 17797316, 82528097, 14268533, 87100000, 93749203, 62700000, 59073773, 24185781, 53133888, 44983704, 118099659, 58879132, 72077000, 170684505, 163479795, 145096820, 191796233, 121248145, 125014030, 11854694, 115648585, 122012643, 116631310, 114324072, 113502246, 108360000, 108244774, 105444419, 100125340, 115646235, 85416609, 90135191, 100422786, 106694016, 64286, 76806312, 79566871, 76501438, 74787599, 66528842, 83813460, 65010106, 66359959, 66468315, 64172251, 66600000, 63536011, 62877175, 74484168, 60269340, 60033780, 58715510, 58156435, 56044241, 56816662, 64238770, 52937130, 52799004, 55210049, 51432423, 51109400, 50300000, 56068547, 53680848, 50921738, 53021560, 45645204, 53337608, 46875468, 52418902, 42057340, 42478175, 41407470, 42385520, 40118420, 40137776, 39568996, 42043633, 38232624, 38413606, 38122105, 38747385, 40247512, 35927406, 35565975, 35266619, 34703228, 38432823, 32095318, 31743332, 32154410, 26687172, 26096584, 26525834, 30513940, 23209440, 24048000, 22526144, 30523568, 23070045, 20422207, 28644770, 21800302, 21129348, 18500966, 19976073, 18967571, 17100000, 17266505, 32357532, 16930884, 18324242, 16323969, 16999046, 16295774, 15709385, 14888028, 14208384, 12831121, 18298649, 12712093, 11576087, 11900000, 9353573, 12026670, 14334645, 12189514, 10134754, 8535575, 7689458, 19316646, 10965209, 26830000, 5300000, 10880926, 3752725, 3517797, 2975649, 668171, 480314, 3904982, 127437, 537580, 183436380, 119518352, 37036404, 22359293, 18593156, 16930185, 63034755, 5899797, 4554569, 17016190, 6301131, 217350219, 161029270, 179870271, 100491683, 74058698, 55845943, 81350242, 67266300, 70235322, 7443007, 64371181, 58885635, 60400856, 52353636, 51475962, 63910583, 62300000, 49968653, 44450000, 45162741, 71346930, 39514713, 43097652, 48043505, 37053924, 33000377, 66950483, 38372662, 27000000, 31600000, 30688364, 28563179, 16779636, 10762178, 17324744, 8888143, 24268828, 8119205, 8434601, 6998324, 10907291, 5532301, 2775593, 28751715, 20285518, 67900000, 148734225, 49185998, 42168445, 26400000, 17508670, 9664316, 74888996, 69586544, 362645141, 60491560, 54200000, 30920167, 40566655, 31768374, 22494487, 21500000, 4463292, 14337579, 13823741, 10297897, 13248477, 8712564, 7486906, 38536376, 41008532, 5204007, 4485485, 4476235, 1089365, 763044, 20819129, 110222438, 109243478, 100241322, 25977365, 91457688, 87341380, 65703412, 58328680, 61490000, 50800000, 57859105, 46455802, 45506619, 40168080, 49874933, 45489752, 36985501, 33200000, 28501651, 23222861, 54540525, 16252765, 16005978, 14469428, 13829734, 1075288, 7496522, 20047715, 12276810, 33565375, 499263, 219200000, 172825435, 148085755, 25517500, 145000989, 26761283, 121945720, 96067179, 169705587, 3254172, 84185387, 82163317, 80920948, 80034302, 78656813, 76270454, 74273505, 134141530, 71500556, 71309760, 89808372, 77264926, 70625986, 56505065, 55973336, 54098051, 60443237, 82234139, 51676606, 52528330, 51533608, 51097664, 84136909, 46836394, 47285499, 47124400, 44700000, 44455658, 43984230, 66489425, 41067398, 40218903, 39880476, 39399750, 38230435, 39008741, 36833473, 48237389, 36447959, 45089048, 35990505, 35143332, 35000629, 34604054, 41597830, 33687630, 32553210, 31526393, 41229, 31655091, 30012990, 32368960, 14500000, 29247405, 25615792, 28341469, 25590119, 24944213, 33631221, 37738400, 21835784, 15785632, 21554585, 22200000, 80014842, 23527955, 24042490, 22466994, 17791031, 17718223, 15361537, 16647384, 16118077, 15091542, 15045676, 17427926, 14983572, 14637490, 14589444, 14095303, 13973532, 1865774, 18860403, 13038660, 28831145, 11538204, 11008432, 12188642, 11100000, 13651662, 11030963, 10769960, 10911750, 10719367, 10114315, 49122319, 10070000, 10324441, 7156933, 9286314, 56692, 5654777, 5516708, 5128124, 34014398, 4064333, 4006906, 3073392, 1550000, 871527, 777423, 1186957, 85433, 1697956, 183662, 134904, 16969390, 34700000, 717753, 109713132, 70269171, 28772222, 101334374, 1512815, 65182182, 57262492, 80000000, 74608545, 41895491, 39989008, 32662299, 31452765, 25167270, 32416109, 20218, 28871190, 16964743, 16290976, 13000000, 12372410, 8427204, 9639242, 25003072, 6144806, 4308981, 669276, 42880, 23225911, 4710455, 75590286, 218051260, 161487252, 290158751, 65807024, 86930411, 53302314, 40962534, 39235088, 27338033, 25556065, 15785632, 21973182, 4756, 18653615, 12189514, 13019253, 18934858, 20763013, 12782508, 11508423, 10660147, 7434726, 6109075, 2708188, 16123851, 71975611, 38119483, 4190530, 217631306, 176483808, 144833357, 75597042, 90636983, 70960517, 55762229, 54235441, 50728000, 40270895, 59696176, 51483949, 36020063, 33313582, 25842000, 22264487, 30659817, 5773519, 19351569, 49002815, 19283782, 30059386, 35799026, 17951431, 29997095, 14252830, 19783777, 13555988, 12784713, 10696210, 5974653, 5000000, 9694105, 16027866, 4398392, 1050445, 13746550, 20668843, 2963012, 1796024, 634277, 11326836, 49024969, 22294341, 24362501, 16684352, 46700000, 52008288, 8579684, 42660000, 40219708, 132088910, 36581633, 25296447, 24848292, 17757087, 9430988, 16284360, 6830957, 24104113, 15593, 958319, 69700000, 2840417, 242374454, 173585516, 128300000, 20259297, 153665036, 132541238, 130727000, 121697350, 117224271, 102922376, 94497271, 137387272, 82301521, 84518155, 80050171, 81257845, 70360285, 69148997, 82624961, 67325559, 62933793, 56667870, 56398162, 60072596, 56362352, 56154094, 65623128, 55461307, 48546578, 48423368, 52066000, 47887943, 46363118, 47852604, 45542421, 42652003, 39737645, 37567440, 44988180, 39263506, 39143839, 37672350, 38037513, 37442180, 35596227, 35422828, 36658108, 34300771, 34290142, 33422556, 32774834, 34334256, 32051917, 32014289, 31838002, 36874745, 30079316, 35033759, 29753944, 31146570, 27277055, 26876529, 53146000, 30028592, 34126138, 25677801, 26415649, 26003149, 25584685, 29975979, 31584722, 23179303, 23078294, 21413105, 25077977, 23292105, 20916309, 21200000, 28876924, 20241395, 32000000, 19151864, 23393765, 18882880, 8500000, 18252684, 19661987, 18352454, 17803796, 17529157, 25753840, 18081626, 17518220, 17104669, 16988996, 15797907, 16248701, 15712072, 191449475, 15408822, 15464026, 8000000, 14174654, 15988876, 13801755, 13987482, 14291570, 12181484, 13630226, 13383737, 13391174, 12987647, 12469811, 12398628, 13214030, 12232937, 12134420, 11784000, 11169531, 11034436, 12626905, 10569071, 10544143, 13650738, 10555348, 9714482, 9525276, 8855646, 9109322, 8326035, 8104069, 8054280, 8093318, 7382993, 8888355, 7001720, 7268659, 6852144, 6563357, 6201757, 6420319, 5702083, 5480996, 6002756, 5132655, 5205343, 5005883, 5749134, 4234040, 4001121, 3749061, 3519627, 3081925, 2353728, 2000000, 1900725, 2246000, 1646664, 1190018, 1027749, 882710, 1064277, 531009, 375474, 305070, 1183354, 121972, 263365, 8047690, 476270, 184208848, 100292856, 58571513, 51431160, 103001286, 41867960, 210609762, 40846082, 51697449, 27758465, 56127162, 1357042, 15911333, 39103378, 10049886, 8600000, 21483154, 8396942, 12561, 6923891, 2119994, 1292527, 64255243, 22245861, 20433940, 10562387, 18439082, 150056505, 119938730, 114968774, 128505958, 95001351, 76400000, 75072454, 65535067, 13998282, 6061759, 64955956, 60057639, 53868030, 59573085, 52691009, 59735548, 51600000, 43818159, 86049418, 43601508, 41300105, 41382841, 42335698, 33404871, 31471430, 30222640, 26830000, 26906039, 21378000, 43853424, 23993605, 26400000, 45250, 22927390, 4250320, 22452209, 18329466, 17071230, 17174870, 26284475, 16702864, 15561627, 17750583, 14793904, 15281286, 8000000, 13491653, 10494494, 7837632, 15155772, 8508843, 7739049, 6734844, 6000000, 6615578, 5887457, 13362308, 5701643, 5694401, 5333658, 4414535, 3707794, 3203044, 4435083, 2222647, 3500000, 676698, 229311, 63260, 121463226, 58006147, 51053787, 23472900, 39687528, 7017178, 325491, 96471845, 85200000, 72000000, 72219395, 82389560, 71502303, 19179969, 47000000, 37566230, 70492685, 35635046, 45670855, 37939782, 172051787, 30324946, 27854896, 41777564, 22734486, 44469602, 64998368, 19693891, 16311763, 12693621, 15655665, 11634458, 27154426, 54239856, 8662318, 7156725, 15681020, 6855137, 2315683, 39825798, 2000000, 1569918, 106869, 273420, 4930798, 59847242, 220914, 43848100, 42700000, 18663911, 11702090, 13005485, 95860116, 127175354, 92823600, 54000000, 68525609, 52885587, 44667095, 42638165, 45507053, 39511038, 6462576, 40363530, 37623143, 33357476, 28734552, 37300107, 27087695, 30102717, 23618786, 26896744, 23213577, 20627372, 16346122, 16204793, 15427192, 14792779, 19057024, 14108518, 13854000, 77324422, 15500000, 4734235, 4839383, 4193025, 5900000, 2849142, 1686429, 1984743, 1666262, 2319187, 13922211, 23091, 336467, 2964, 2428883, 13571817, 1181197, 81525, 7774730, 234760500, 285761243, 167780960, 177200000, 176781728, 128067808, 130058047, 138795342, 111936400, 317040, 94175854, 91121452, 69800000, 64001297, 71588220, 61400000, 101978840, 56437947, 73326666, 55184721, 50003300, 54322273, 47860214, 47811275, 43022524, 42672630, 42919096, 42592530, 40064955, 44886089, 37882551, 40983001, 20991497, 35007180, 35887263, 34308901, 33771174, 6000000, 33386128, 37877959, 32721635, 31585300, 30259652, 163192114, 30857814, 30226144, 35054909, 29302097, 29106737, 28637507, 30127963, 32645546, 27441122, 28014536, 33860010, 26421314, 24881000, 23089926, 26161406, 22954968, 26384919, 22189039, 20998709, 20801344, 21468807, 19158074, 18843314, 20566327, 20218921, 17411331, 21383298, 24984868, 16459004, 15700000, 15100000, 14938570, 17237244, 14249005, 12701880, 12801190, 12549485, 13766014, 13034417, 12212417, 11614236, 13337299, 10763469, 11144518, 15608545, 10443316, 10494147, 9929000, 10411980, 17439163, 9396487, 9059588, 9172810, 8735529, 8586376, 8378141, 8080116, 7757130, 9123834, 6409206, 6373693, 7556708, 5306447, 5217498, 5023275, 4956401, 4235837, 4002955, 7219578, 3247816, 2412045, 2203641, 1953732, 1954202, 1294640, 26435, 1197786, 529766, 613556, 353743, 102055, 73548, 28870, 22723, 20380, 70906973, 66009973, 46338728, 7691700, 101157447, 74205, 141319195, 156645693, 178406268, 109306210, 70001698, 68856263, 51527787, 61356221, 46800000, 38048637, 34793160, 30628981, 29959436, 25571351, 27515786, 25482931, 19900000, 16298046, 15549702, 15483540, 20246959, 15062898, 14348123, 15171475, 13640000, 12610731, 11204499, 10397365, 9402410, 5459824, 5108820, 4741987, 4291965, 3100650, 2474000, 1000000, 3958500, 274299, 183088, 46495, 1752214, 83025853, 190871240, 56631572, 15854988, 12282677, 7060876, 14989761, 5501940, 2086345, 123922370, 163591, 73000942, 106952327, 58607007, 57300000, 91038276, 49369900, 61693523, 46729374, 44726644, 44134898, 48637684, 38176108, 28972187, 27979400, 54257433, 23947, 60008303, 49121934, 27141959, 27052167, 26539321, 28501605, 52543632, 25592632, 25440971, 22858926, 22235901, 38916903, 16929123, 13753931, 10996440, 8026971, 14677654, 9975684, 7881335, 6241697, 5871603, 16574731, 5002310, 4919896, 25675765, 4857376, 3169424, 18004225, 3058380, 3074838, 2104000, 28501651, 1172769, 17738570, 1200000, 1150403, 403932, 1712111, 1024175, 301305, 51872378, 28399192, 2035566, 21078145, 14060950, 12281500, 10725228, 214966, 11956207, 5949693, 9030581, 4157491, 1508689, 1227324, 4360548, 26589953, 1039869, 48092846, 1110186, 1089445, 204565000, 260000000, 101736215, 71442, 79817937, 91547205, 75074950, 78900000, 72217000, 79568000, 65500000, 70011073, 65269010, 63071133, 39647595, 38087366, 64572496, 30400000, 42365600, 37188667, 54724272, 31597131, 31691811, 31397498, 31179516, 31155435, 27281507, 167007184, 25776062, 25240988, 124868837, 22905674, 25277561, 21133087, 37707719, 18761993, 18595716, 31990064, 17613460, 21088568, 17292381, 16300302, 27829874, 12902790, 11433134, 10198766, 15294553, 11041228, 7918283, 22331028, 8134217, 6982680, 6739141, 5542025, 5032496, 6754898, 4922166, 4903000, 4717455, 3148482, 2326407, 2060953, 3950294, 2835886, 1779284, 1702277, 261481, 1506998, 860002, 548934, 447750, 333976, 141853, 303439, 214202, 175370, 119922, 177343675, 17149, 14616, 91443253, 30093107, 57469179, 148170000, 460935665, 35537564, 111722000, 90556401, 93571803, 52929168, 50461335, 49797148, 46563158, 41227069, 39025000, 38201895, 27669413, 37766350, 23978402, 21370057, 4884663, 38317535, 13903262, 13592872, 18381787, 13558739, 13103828, 33305037, 10214647, 11501093, 4814244, 9170214, 4068087, 3753806, 3034181, 2832826, 13214255, 16017403, 2807854, 352786, 76600000, 56729973, 399879, 18535191, 23838, 22160085, 56715371, 434949459, 11043445, 125169, 1066555, 5669081, 138339411, 80150343, 85300000, 68353550, 78845130, 63319509, 47536959, 63270259, 55865715, 63231524, 52293982, 50752337, 110175871, 38624000, 37470017, 40485039, 16800000, 46377022, 36696761, 36200000, 35794166, 33583175, 32983713, 52200504, 33000000, 32101000, 31487293, 30651422, 30306281, 29500000, 30050028, 29392418, 28563926, 28435406, 25339117, 25600000, 27736779, 24397469, 20384136, 25464480, 20338609, 18272447, 17096053, 21371425, 33071558, 17655201, 16247775, 16153600, 16033556, 16667084, 15417771, 15156200, 21589307, 20339754, 28873374, 13684949, 14597405, 12570442, 12514138, 43771291, 11703287, 11560259, 10824921, 10561238, 14479776, 9801782, 8070311, 8460995, 8111360, 8828771, 67631157, 7563670, 6619173, 6712241, 6842058, 6491350, 9473382, 6197866, 6044618, 7764027, 21569041, 4356743, 5484375, 5348317, 4244155, 5004648, 3333823, 3275585, 3193102, 54557348, 3041803, 3060858, 1055654, 2331318, 2185266, 26583369, 800000, 7574066, 1754319, 1641788, 1631839, 1309849, 1939441, 1276984, 1987762, 1474508, 1011054, 900926, 866778, 598645, 578527, 488872, 365734, 3093491, 228524, 226792, 136432, 131617, 126247, 169379, 15447, 19348, 100503, 92900, 5561, 3607, 70527, 128486, 2483955, 57176582, 43100000, 225377, 14114488, 46300000, 2600000, 3029870, 3047539, 78900000, 30859000, 3571735, 50000000, 63600000, 36049108, 34074895, 33244684, 24530513, 71519230, 20035310, 18225165, 17804273, 16938179, 16235293, 10161099, 6047856, 4681503, 4350774, 2955039, 1530535, 4881867, 11860839, 349618, 112935, 883887, 13751, 145109, 1046166, 174635000, 14373825, 162, 39462438, 29200000, 21564616, 14879556, 34017854, 4273372, 4440055, 4018695, 6262942, 1997807, 90800000, 140244, 107930000, 32279955, 4992159, 163214286, 69800000, 59889948, 52287414, 45063889, 40066497, 36500000, 27362712, 34746109, 34963967, 25926543, 26049082, 22551000, 22800000, 18090181, 17843379, 17278980, 16699684, 50815288, 15047419, 14015786, 10269307, 17536788, 58401464, 8279017, 10106233, 4692814, 5018450, 3442820, 3205244, 3076425, 2275557, 1789892, 6350058, 1094798, 1071240, 532190, 686383, 16168741, 568695, 398420, 336456, 298110, 127144, 117190, 108662, 53481, 23106, 52961, 671240, 882290, 106593296, 43490057, 32333860, 24792061, 17544812, 12574715, 5100000, 10460089, 4239767, 4131640, 3347439, 10814185, 197148, 3014541, 4443403, 1330827, 1818681, 336530303, 12610552, 143492840, 43800000, 134821952, 94900000, 32391374, 40158000, 113709992, 32131483, 35400000, 34099640, 37295394, 144812796, 31501218, 28747570, 25625110, 25000000, 21000000, 20257000, 26005908, 15818967, 14891000, 16901126, 17474107, 14003141, 304360277, 12583510, 9190525, 9176553, 9094451, 14612840, 9166863, 8373585, 7292175, 6601079, 6165429, 5694308, 5430822, 4720371, 2344847, 7455447, 2148212, 2062066, 1654367, 1738692, 1889522, 1110286, 1000000, 700000, 1768416, 306715, 382946, 236266, 196067, 532988, 453079, 46451, 233103, 41400000, 7993039, 49526, 10696, 31607598, 6857096, 223878, 8060, 84263837, 110029, 57504069, 54215416, 31899000, 24103594, 16842303, 13367101, 10149779, 6173485, 4000304, 2338695, 2024854, 2268296, 1029017, 66637, 871577, 38400000, 4063859, 449558, 2122561, 181360000, 137963328, 119078393, 102308900, 102300000, 54800000, 24004159, 43650000, 39800000, 27457409, 25047631, 23272306, 22168359, 21005329, 26236603, 20400000, 18621249, 25244700, 14545844, 13235267, 12793213, 11883495, 11797927, 17605861, 11642254, 9203192, 8596914, 6851636, 11434867, 5895238, 6670712, 5359774, 4693919, 4859475, 4542775, 3588432, 4394936, 3029081, 3273588, 2207975, 2025238, 2077046, 869325, 399611, 115862, 1346503, 117560, 54606, 36497, 65804, 3895664, 20200, 31874869, 542860, 11905519, 32541719, 3064356, 7009668, 27024, 159600000, 58800000, 50382128, 35811509, 24475193, 6200756, 1292119, 3629758, 6239558, 1056102, 27545445, 56007, 611709, 22770, 27445, 766487, 1196752, 795126, 83574831, 87025093, 71897215, 64267897, 56536016, 104007828, 50820940, 44793200, 43771291, 44456509, 53884821, 36000000, 34872293, 34468224, 32453345, 27296514, 25799043, 25530884, 27689474, 24138847, 21994911, 21501098, 19281235, 19421271, 20733485, 24809547, 23031390, 21197315, 17382982, 14821531, 18656400, 14343976, 241437427, 14123773, 15126948, 13622333, 13464388, 13350177, 13269963, 17768000, 12947763, 14100000, 12200000, 17683670, 12055108, 27285953, 11675178, 10572742, 9658370, 9628751, 8786715, 3432342, 6755271, 6157157, 5480318, 5308707, 5009677, 4306697, 3950029, 4040588, 3049135, 4700361, 2711210, 1980338, 1082044, 1100000, 2445646, 2221809, 296665, 3219029, 830210, 1040879, 326308, 124720, 99147, 65069140, 65087, 16066, 37440, 617228, 24475416, 47277326, 1247453, 1729969, 1705139, 8025872, 778565, 513836, 434417, 81200000, 52700832, 13060843, 3798532, 3609278, 10429707, 727883, 713413, 410241, 92191, 49413, 108229, 112000000, 8691, 26345, 20772796, 34964818, 1487477, 62549000, 105500000, 101055, 44566004, 39200000, 36000000, 65007045, 31252964, 131175, 31968347, 35385560, 20803237, 13008928, 15152879, 25359200, 10515579, 180011740, 10097096, 9821335, 8243880, 7825820, 7159147, 17314483, 6525762, 4301331, 4046737, 3713002, 3468572, 2892582, 2800000, 2426851, 1325073, 864959, 2601847, 800000, 562059, 399793, 371897, 302204, 354704, 265107, 185577, 100412, 58214, 75078, 64359, 317125, 146402, 18469, 12836, 20262, 4063, 198655278, 143653, 14873, 8000000, 37606, 2956000, 19959, 2706659, 61094903, 45857453, 83400000, 27900000, 27900000, 14000000, 25138292, 10305534, 9449219, 6390032, 20167424, 5923044, 3293258, 886410, 252652, 220234, 34350553, 101228, 96793, 123777, 77413017, 5354039, 2926565, 13092000, 7563397, 104257, 610968, 8108247, 7680, 6517198, 5776314, 141600000, 51100000, 16501785, 38168022, 84749884, 24788807, 21244913, 30000000, 20966644, 64423650, 48056940, 19184015, 24629916, 19472057, 27200000, 15369573, 15935068, 11694528, 10017041, 7059537, 8114507, 7888703, 7282851, 5844929, 4170647, 4142507, 4109095, 3902679, 3559990, 3287435, 3071947, 2961991, 2912363, 2223990, 1821983, 2181290, 2848578, 703002, 3105269, 252726, 418268, 200803, 33631221, 95016, 73678, 143000, 39852, 22000, 334185206, 5005, 201148159, 5595428, 3123749, 100675, 3645438, 22201636, 25000000, 19170001, 22202612, 86300000, 952620, 9054736, 119500000, 32600000, 3130592, 475000, 10654581, 38108, 40041683, 33349949, 25809813, 14400000, 32230907, 6401336, 26781723, 5400000, 1282084, 3325638, 395592, 6851969, 12995673, 173783, 114324072, 71904, 99851, 115504, 5725, 75727, 322157, 5731103, 978908, 327919, 178739, 76400000, 36200000, 21300000, 379643, 12985267, 23650000, 313436, 3330, 24800000, 792966, 14673301, 9003011, 11546543, 11533945, 12555230, 11284657, 34522221, 7002255, 6719300, 5792822, 5383834, 4599680, 6531491, 3885134, 3590010, 3335839, 2557668, 2506446, 7369373, 1984378, 2283276, 1098224, 1477002, 1134049, 653621, 535249, 371081, 124494, 100669, 186354, 12667, 198407, 4958, 7927, 2436, 4600000, 1420578, 1028658, 18435, 35266619, 26505000, 2957978, 444044, 40990055, 5709616, 12784397, 3050934, 638476, 7267324, 145540, 35918429, 92401, 1943649, 992238, 4231500, 396035, 6026908, 1060591, 155972, 26893, 2580, 58885635, 19067631, 11806119, 7362100, 7022940, 5132222, 2365931, 53991137, 1221261, 712294, 3447339, 418953, 406035, 373967, 194568, 163245, 119841, 173066, 92362, 183490, 3478, 52166, 1163508, 80033643, 184925485, 304124, 36830, 3650677, 1647780, 695229, 638951, 609042, 1521, 32940507, 19539, 19100000, 2833383, 24741700, 55153403, 18488314, 79363785, 13876974, 9180275, 22494487, 2199853, 2859955, 2812029, 6100000, 375723, 594904, 58936, 24784, 2850263, 16101109, 1400000, 56129, 4105123, 117235247, 21378000, 31537320, 17986000, 16067035, 18112929, 14564027, 20773070, 10042266, 9701559, 9013113, 53245055, 9000000, 7186670, 5997134, 3386698, 143492840, 2508841, 4946250, 1950218, 1277257, 1677838, 1744858, 80021740, 982214, 798341, 582024, 548712, 464655, 464126, 428535, 104077, 279282, 43982842, 484221, 274661, 144431, 287761, 100240, 96734, 100659, 48430, 21210, 12996, 10018, 62480, 6387, 721, 703, 9600000, 20186, 1185783, 1007962, 381186, 16097842, 6643, 442638, 42919096, 819939, 1243961, 15278, 7098492, 4771000, 1001437, 2073984, 144583, 35688, 41709, 1310270, 115000000, 5518918, 4007792, 26297, 77501, 42638165, 47329, 18378, 7830611, 1141829, 218051260, 32048809, 2694973, 10508, 2301777, 3000000, 140530114, 13300000, 171988, 23616, 13493, 515005, 33451479, 39552600, 30500882, 17000000, 5739376, 3773863, 2047570, 1250798, 1127331, 906666, 1114943, 1111615, 985341, 603943, 334041, 295468, 243347, 154077, 269061, 133778, 52850, 98017, 177343675, 31937, 13134, 237301, 12055, 1332, 234903076, 2712293, 768045, 379122, 23000, 2300000, 2938208, 44540956, 258113, 107917283, 1229197, 1689999, 592014, 425899, 126387, 80276912, 617172, 2808000, 12843, 1523883, 4000000, 47000000, 1281176, 16115878, 1652472, 2360184, 255352, 856942, 12438, 40542, 5199, 24343673, 2468, 318622, 12006514, 4186931, 3799339, 1977544, 1050600, 902835, 489220, 212285, 203134, 191309, 3388210, 177840, 49494, 111300, 1027119, 5000000, 4505922, 3500000, 381225, 2428241, 78030, 215185, 32154410, 1111, 925402, 469947, 7137502, 1316074, 15180000, 2882062, 9437933, 155984, 30859000, 6706368, 1573712, 10174663, 22757819, 5228617, 110536, 59379, 32721635, 3216970, 536767, 11529368, 40557, 30084, 10246600, 389804, 241816, 277233, 243768, 3151130, 8231, 2856622, 10499968, 1227508, 192467, 180483, 136007, 673780, 424760, 70071, 2040920, 4584, 85222 ], "yaxis": "y" } ], "layout": { "height": 600, "legend": { "tracegroupgap": 0 }, "margin": { "t": 60 }, "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "scatter": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "colorscale": { "diverging": [ [ 0, "#8e0152" ], [ 0.1, "#c51b7d" ], [ 0.2, "#de77ae" ], [ 0.3, "#f1b6da" ], [ 0.4, "#fde0ef" ], [ 0.5, "#f7f7f7" ], [ 0.6, "#e6f5d0" ], [ 0.7, "#b8e186" ], [ 0.8, "#7fbc41" ], [ 0.9, "#4d9221" ], [ 1, "#276419" ] ], "sequential": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "sequentialminus": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "Movie Gross by Budget" }, "xaxis": { "anchor": "y", "domain": [ 0, 0.98 ], "title": { "text": "budget" } }, "yaxis": { "anchor": "x", "domain": [ 0, 1 ], "title": { "text": "gross" } } } }, "text/html": [ "
\n", " \n", " \n", "
\n", " \n", "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "## Gross by Budget\n", "fig = px.scatter(df, x=\"budget\", y=\"gross\", hover_name='movie_title')\n", "fig.update_traces(marker_color='blue', marker_line_color='blue', opacity=0.6)\n", "fig.update_layout(title_text='Movie Gross by Budget')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The profit histogram below shows that movie profit is fairly normally distributed, with the center around 0 dollars. This means that a large portion of movies will just breakeven in terms of profit. However, profit isn't perfectly normally distributed as the graph is slightly right-skewed, meaning that some movies make a huge profit." ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "alignmentgroup": "True", "bingroup": "x", "hoverlabel": { "namelength": 0 }, "hovertemplate": "profit=%{x}
count=%{y}", "legendgroup": "", "marker": { "color": "blue", "line": { "color": "blue" } }, "name": "", "offsetgroup": "", "opacity": 0.6, "orientation": "v", "showlegend": false, "type": "histogram", "x": [ 523505847, 9404152, -44925825, 198130642, -190641321, 78530303, -59192738, 208991599, 51956980, 80249062, -8930592, -31631573, 198032628, -125710090, 66021565, -83385977, 403279547, -8936125, -45979146, 5108370, 32030663, -94780265, 33355354, -109916481, 11051260, 458672302, 157197282, -143826840, 502177271, 104360277, 173377893, 208992272, 134185206, 24360014, 68488329, 202076689, 35428137, 19903076, 2853933, 2051787, -8549125, -83406809, 214984497, -74679997, 160034110, 12351611, 33914986, 38756232, -129828140, 39812796, -109244357, -88214518, 157358779, 132011114, 52282182, -54531374, 43806889, 80850, -33887833, -62149904, -128624673, -55948241, 111709845, -23014913, 348316061, 117979556, 23332128, 178298180, -96179906, -56254592, -42823835, -13912817, -74710310, -77810499, -86753780, -24832370, 181454367, 187645141, 112057433, -14888185, 61407328, 38543795, -136702695, 89746958, 73371987, -96582135, 57487711, 24412677, -164334574, -62684455, 52387997, -49649808, 163130696, 22991439, 132568851, 123001229, 106512310, -22509198, -13594629, 121666058, -86856188, -99344497, -93153376, 160706665, -113021005, -65267965, -50616376, 58539855, 168759914, -120706229, 142000866, 139994397, 77946274, 106386216, 56456431, 56435493, 55343774, 29982968, 27243721, 29883016, -10740241, 250736600, 131492479, 36360018, 3629485, -16624154, 31015141, -35946421, -30579748, -66359574, -20288322, 45000874, -88062505, -23402879, 15230261, -18435269, -16617691, -76896216, -128620685, -84540684, -115035182, -33494358, -41771652, 71366733, 18201106, -25900341, 61573391, 50418803, -67838031, -1476537, 64364921, -41599308, 10332737, -28889425, -74992955, 107704099, 264706375, 31997107, -108858926, -103295584, -22496684, -10265197, -4877005, -7487948, -61357548, -104868170, 36636816, -8069340, -56073614, 172298923, -71007672, -15481610, -87207693, 48635922, -51975100, -11792806, -48651080, 117137090, 85395021, 50191634, 294645577, 42343675, 102277056, 8396624, 19234747, 8311368, -23839471, -57435963, 119358727, -80448338, -69477903, 10248063, -13266274, 18337537, 192557891, -96407585, 165388685, 212103873, 92536138, 28536019, 104948780, 84805005, 61830669, 38192114, 54412921, -52305212, -11834365, -17714996, 137031035, 61739919, 90397307, 42618434, 1920333, 4976634, 5802596, -11478165, -19314120, -3535096, -55263886, -21949883, -47362515, -41392993, -76070659, -89787380, -40581346, -30978265, 267262555, 195675583, 174907418, 12550960, 359544677, 52165546, -74088170, -67047980, 65871240, 174084951, -48844258, -53361326, -63885779, 140863268, 45181732, 15332007, 3330342, 15531634, 66336103, 19995817, -7391173, -69223741, -21219958, -3630883, 32614158, -59973647, -43997807, -24536691, -33982216, -111931604, -48343151, 24520804, 220837577, -85995841, -48816034, -8553105, 24795350, -82603302, 7015224, -625893, 120430993, -90200974, -83287549, 11643008, 84670866, 30014112, 161970615, 17007184, 80011740, 102843350, -2969275, 30127620, 31282411, -34547688, 48383780, 19219978, 1228120, 62804648, 117603, -10703427, -6982599, 73005002, -24969837, -22777816, 7515297, -32368843, -16137932, -42633738, 16866727, 84031112, -50299935, -74901420, -24326667, -59801290, -27339971, -101879446, -50607905, -50707978, -76227778, -66989354, -75014388, -95588898, -64975525, 31174897, 200000, 104007640, -22320362, -93990787, -41132306, -30524377, 16638745, -8102818, -29459980, -4671063, -44197339, 66317423, 106148159, -21017158, 286838870, 283019252, 246478898, -77823100, 16144183, -76985496, 88166115, 83740650, -18851301, -24655608, -84593638, 169437578, -87000000, -6238280, 160147615, 155823397, -18442521, 136138454, 55370362, 24870275, 106573705, -31770880, 33305545, 42373442, 30618403, 18416702, 12515793, 10012500, 119019489, -35962961, -4115185, 8077470, 10018837, -9252415, -21383311, -14182006, 10853835, -21790660, -7484640, -21441338, -29346242, -25314641, -6644564, -91973129, -29125385, 53618384, -41779224, -42525888, -43122835, -64831323, 17567440, -26355679, -89809438, 33147445, 149688385, 143630478, 97992827, 101049130, 87620724, 98405771, -54684676, 63313048, 42706877, 41149655, -18058441, 3009155, -21775151, 21544445, 27703470, 32144465, -696442, 65832203, -16603219, -37407175, -19983606, -27989147, -22505025, -53559509, -45393665, -44951668, -20066330, -28505730, -28888740, 58307945, 69288182, -21598317, 67340146, -41424284, -4829854, -9245330, -31951647, -47456299, 161589580, 22981571, 100965237, 329999255, 174455986, 82831698, 75019340, 65771527, 65459099, -30784021, 76115031, 58103929, 53668525, 50313314, 44590960, 47968405, 40136047, 53200012, 32225777, 29993847, 24054514, 23028109, 26087161, 21111837, 16632614, 14822707, 12969824, 11188905, 10443603, 17226474, -636215, 1081498, 17707116, 4329966, 20169068, -6784690, 360866, -10897090, -14051289, 89692572, -19492772, -23315181, -39371991, -10227031, -29643614, -29649103, -40557129, -50100362, -32245792, -41457582, -45433254, -47114435, -43926768, -22528315, -59049180, -60326576, -60519261, -62406609, -61682000, -62643910, -52526755, -70868670, -20593594, -50108179, -56780252, 112708996, 377783777, 24812241, 41793567, 14930005, -32713269, -4841843, 51083765, -79860848, -64928486, -49999390, 248505540, -11537400, 292049635, 231124059, 156074524, 118136719, -40713572, 82299717, 59568845, 59006721, 115329763, 45776832, 43823091, -8185137, 22360069, 42698894, 82001186, 17032279, 38023275, -6526640, -8363615, 85762022, 33338338, 2808744, -22620910, -26573039, -27999515, -29565557, -37955679, -1338990, -38476729, -17399565, -35748872, 8503161, -17363557, -52248021, -44986654, -60432117, -69590483, -23990820, 19999143, 262029560, -45618284, -13414611, -38023633, 34225164, 224196, -23185810, -22543550, 75213377, 40950721, 3600000, -7352460, 108132370, -44203958, -39383131, -40712370, 54195633, 72656464, 155965690, 286471036, 124052771, 82149590, 71204016, 88495848, 56448821, 45523073, 49654900, 47541000, 36643346, 32614858, -27727253, 20281096, 144613391, 3120196, 28895417, 12117571, 13552429, -3742998, -4988000, 13883359, 8031620, -15278000, -17525384, -14057170, -29067628, -31654597, -32098491, -21569645, -39842984, -31968750, -36894400, -7678961, -36490658, -40923185, -9906393, -51009458, -55705158, -50180506, -56403089, -61539010, -62902875, -32239920, -64148812, -24878709, -51178721, 50471320, 232523113, 3069884, 182501645, -32675768, 13257500, -69382160, -35344410, 9045037, -39034803, -30619558, -31483987, 21704396, 17892374, -29067940, 146119491, -22431493, 112805123, 117387405, -34314732, 117204440, 108383253, 110071312, 79225854, 87775460, 50731542, 35468793, 28771072, 35448498, 50603980, 25454043, 14049211, 20450000, 9688384, 7236496, -1304240, -5382932, -9362320, 20911262, 3746915, -10241539, -12602611, -26033943, -22654469, -8935090, -31671949, -32401069, -36954460, -25976605, -21467706, -52781920, -54985766, -45940982, -48012713, -18592056, -51249444, -32945076, -11752860, -47791061, 150079163, -45451936, 293784000, -37948000, 60012710, -64927587, -5744713, 15086030, 3000000, -29821223, -26261368, 10116191, 57153533, 45012170, 145592590, 199167575, 83151473, 76801374, -14618493, 106735396, 61468960, 48635996, 7678089, 65603360, 31217900, 44148781, 14573300, 33375151, 46126012, 33307796, -14353446, 49176215, 22670733, 22569532, 20687587, 20574010, 15764085, 32356857, 20530832, 15370763, 35003492, 30341670, 19540762, 20033643, 13648142, 11844424, 15638743, 6734992, 15280058, 16505912, 7862546, 11112916, 28200225, 573641, -6964896, -3297099, -4005443, -5089440, -6210687, -8954199, -9181250, -9810821, -9975917, -9450893, -3556518, 2401264, -27251390, -14024817, -9192361, -1388796, 197756197, 3472213, -16939434, -14003282, -16662721, -22520222, -19440070, -28169943, -23720770, -27805940, -16880121, -24903810, -36709023, -6072524, -27877751, -19923562, -27059493, -28329069, -29304773, -27477648, -60917086, -30863374, -33711680, -33383410, -29936195, -27481675, -46917712, -41791922, -50781132, -59977549, -28834579, -48197944, -4527033, -32637500, -42718168, -40218121, -52394332, -55464883, -30573703, -69833498, 305024263, -47934015, 291323553, 22021740, -9708376, -24768635, -9284389, -26800785, -28419913, -13334037, 128566, -8124411, 3984028, -33068911, -5682650, -29671868, -5225998, -31471505, 57006880, -10139961, 274691196, 157326336, 111225040, 86600000, 79218018, 74769345, 107575142, 50263257, 49354205, 52100855, 43711404, 50328194, 46530738, 38815117, 38400000, 107586036, 34706988, 28000000, 23745923, 40098138, 11365290, 36207920, 8408614, 3422650, 1932305, 13750000, 13218041, -29959707, 747724, 5473600, -5005196, -13390407, -16446167, 21137505, -33649447, -20761389, -20901437, -21171682, -21527150, -23948874, -19292673, -29449288, -36426209, -18774204, -38735525, -36142013, -43129431, -59533912, -38911390, 1178893, -50231945, -15559345, -40832183, 27645152, 14951824, -45516179, 12676062, -30161611, 21604320, 54200000, -48339916, -47778542, 24327868, 8297830, 4886369, -7792888, 9563543, -56425668, 23343413, -27968963, -32156953, -49244714, 112435221, 55720716, 66683135, 91704210, 58476776, 30270227, -15614237, -14964155, -17419365, -9561700, -28675334, -28979512, 39567722, 21601713, 246623634, 207652016, 12253315, 117500000, 103620822, 168628680, 97637474, 85014968, -47824688, 76203320, 76975169, 73548685, 55807520, 141616238, 45264608, 27680195, 76088877, 41030827, 100315155, 77997349, 43504640, 31517441, 31022333, 29948113, 38658172, 34244877, 40367693, 13701902, 25605492, 17823573, 41439400, 2128202, 16496802, 10470220, 8336565, 16002004, 4997476, 5682070, 2752475, -4907170, 815288, 2822418, 150619, -1254850, 7168, -1845268, -1734419, -3017368, -5262941, 6724080, -5515935, -2446488, -12390000, -8517793, -2894915, -8743723, 5740078, 203020, -9094723, -11409500, -10822459, -10221401, -12513862, -1894923, -14831605, -7200000, -16356539, -17258404, -18125131, -19693732, -22332053, -22932840, -13383001, -23463880, -23800483, -24549473, -24592750, -46840695, -25993274, -29610033, -30406260, -20881753, -23557749, -7885118, -31527637, -28342760, -33716560, -39443804, -33328495, -39600000, -12471908, -39862768, -40204983, -29511421, -40554783, -46644185, -21162885, -43528606, -43708398, -39293214, -9257739, -5094254, -18586498, 76107476, 149171806, -17430732, 18488090, 47308367, 12652036, -48793865, 8607223, 2173190, -904547, -10120004, -32100000, -1425912, 41253340, -10660475, 13154431, 3738726, 21304264, -18218547, -31480159, -41400000, 80805112, 45607673, 21263182, 47001027, -36460586, 12918501, 136395380, -10053771, 85512915, 94852971, 62000082, 61807667, 56702060, 55149435, 55768056, 47115211, 48452056, 38287363, 22931301, 14962878, 31261036, 26423726, 26277420, 43625922, 25001065, 37253092, 21790248, 20557989, 15786269, 14365105, 42792677, -3401692, 12362581, 8854588, 7580895, 1019112, 22114556, 5648679, 6280507, -6639805, 1815748, -9382401, 2307550, 7003620, -7027590, -21866841, -12600000, -20656327, -12122192, -15116461, -47468302, -24599087, -24898139, -19799588, -25280070, -25622273, -21598317, -27699111, -41472875, -36439040, -29476832, -33853591, -37083113, -38434505, -24720320, -32737712, -40415114, -42845460, -36870545, 91519448, 139875760, 27061228, 9300852, 106415432, 834712, 81700000, -42500000, 12318875, -34226481, 8768623, -5964485, -20479108, -18569728, 116348400, -12863050, -10886412, 96447667, 74006080, 61793915, 45856565, 30100000, 116578352, 26635000, 3290318, -456793, -747572, 3228696, 17992760, 2667015, -4347435, -17624564, -21084535, -25872105, -30915039, -13595247, -37894825, -39335749, -25739083, 75724075, -8916034, -18891023, 253501675, -23399089, -33795862, 82800000, 110117807, 123947053, 46735231, 78500000, 86546825, 126147885, 73760631, 68706165, 98614544, 85069696, 67458785, 62310175, 56917897, 53952276, 45703745, 49138076, 47666629, 50353764, 42522790, 54125426, 55001343, 41292135, 51208010, 41593527, 40274748, 50835030, 32455275, 35305995, 34098862, 32266306, 31347010, 30836296, 30405498, 30163652, 32808615, 44149837, 43906114, 26466372, 32306065, 19068786, 7887882, 13955614, 14967359, 19228104, 17981889, 31094903, 13082743, 12414716, 17011847, 10859889, 21185897, 12000688, 9851591, 7781388, 12320979, 4806295, 26853450, 6012734, 7034272, 5856732, 19588068, 8175394, 5500797, 1797066, -1912244, -2247069, -2628615, -2898989, -1823108, -3716496, -2816208, -1456527, -23962091, 2575718, -6135658, -6491078, 12071069, -7146360, 2615685, 7055248, -8163255, -9006456, -9018150, -9800895, -10922453, -10625822, -11464232, -12336018, -12946185, -8185043, -14821835, -14882502, -467355, -15667676, -3334146, -17282242, -37566085, -37673753, -18823678, -19700000, -24697039, -24037529, -25057578, -25032818, -26003245, -36624819, -19000897, -25551411, -25641967, -43798339, -15981636, -46604061, -19886035, -26623494, -28791977, -26161870, -30348000, -29000000, -13568780, -22673938, -33885763, -35164032, -35222993, -22324928, -21561851, -39488080, -29359355, -39347474, 60050171, -12436000, -24123329, -27130631, -39871022, -24922769, -34636971, 27693162, 24411478, 106512310, -3712212, -14664065, -33118496, 21000000, -10197239, 89214072, 50915214, -8600000, 47570368, 40668868, -32005864, 20700247, 12668906, 1177215, 5334024, 41038190, -13955468, -15229136, -19346254, -20694789, -40008098, 37536959, -27700000, -1217162, 3997790, -30517805, -37376626, -47128307, -15622726, -30410125, -3087018, 74712885, 55173235, 1102171, 23338891, 11006503, -11096291, -14549025, 7867349, 8813366, 35279690, 154449475, 35026631, 3208190, 113368971, 14129186, 19500000, 14213619, 6019483, -10639221, -9816803, -16008503, -22947259, -21621647, -3962246, -23660367, -33045595, -6894032, 2588228, 242313371, -33873489, 172399422, 216188924, -34931608, 109731527, 226950375, 77692062, 82528646, 133031347, 89732962, 47300000, 99455175, 44100000, 46159365, 75008260, 32962333, 51651430, 29604977, 28939454, 28826569, 25054449, 24705000, 28280963, 21876365, 24699513, 20132596, 17277485, 20802754, 20291815, 48299761, 15169908, 32523385, 14474048, 10802315, 8792641, 24651794, 13894863, 6954997, 6532308, 65900000, 4692139, 5687294, -2446068, 2481242, 4026186, -16577194, -1576479, -2480678, 7617947, 2048809, 6987757, 2304950, -4308561, -4692196, -4330587, -6312165, -8505389, -9733871, -9136085, -4921063, -6004550, -10723500, -9018367, -12086323, -468168, -6935774, -15552522, -35610546, -9128166, -15307392, -15705099, -14724554, -492921, -16693834, -17390018, -14168495, -17403744, -20001930, -20412268, -16682849, -23594175, -21735014, -24008619, -24731154, -18696681, -24923864, -24500032, -30340253, -27051841, -23368755, -24862498, -28551183, -27541731, -30348023, -30503417, -32778006, -28407897, -34369221, 68413606, -24785987, 2000000, -24860746, -22772060, -34816875, -18918217, 3432299, -23345419, -27456806, -21898858, -26675252, 101340178, 18758599, 87559438, -8573195, 2057332, 1014398, -4072280, 682273, -5719423, -12879981, -29593736, 276625409, -19044575, 2180954, 140381405, 72632573, 46150692, 28328558, 48197993, 136576745, 69470202, 21041732, 16814909, 37744720, -13215568, 5911876, 22696902, 4733909, 3063732, -32900538, 701088, -506218, 11095600, -13363463, -10151678, -38359790, -18236870, -24043621, -25643000, -7474079, -28437251, -29100030, -30695163, 47300000, -14202684, 76028097, -17231467, 56100000, 62749203, 28700000, 34073773, -6814219, 22133888, 13983704, -25900341, 27879132, 41827000, 125684505, 129279795, 115096820, 161796233, 96248145, 95014030, -19145306, 85648585, 92012643, 86631310, 94324072, 75502246, 78360000, 71244774, 79444419, 67125340, 85646235, 55416609, 65135191, 70422786, 76694016, -28935714, 46806312, 49566871, 46501438, 44787599, 36528842, 58813460, 35010106, 31359959, 36468315, 34172251, 36600000, 33536011, 32877175, 29484168, 30269340, 30033780, 28715510, 39156435, 19044241, 39816662, 22238770, 22937130, -2200996, 27410049, 21432423, 21109400, 20300000, 26068547, 23680848, 20921738, 23021560, 15645204, 13337608, 16875468, 22418902, 12057340, 17478175, 11407470, 12385520, 10118420, 2137776, 7568996, 12043633, 8232624, 8413606, 11122105, 13747385, 10247512, 5927406, 5565975, 5266619, 4703228, 8432823, -12904682, 1743332, 2154410, -3312828, 7096584, -3474166, 513940, -6790560, -5952000, -7473856, 523568, -6929955, -14577793, -1355230, -8199698, -13870652, -11499034, -23927, -11032429, -7900000, -12733495, 2357532, -13069116, -16675758, -23676031, -9000954, -18704226, -14290615, -15111972, -15791616, -17168879, -11701351, -17287907, -18423913, -18100000, -35646427, -32973330, -10665355, -10810486, -19865246, -21464425, -32310542, -10683354, -19034791, 8830000, -24700000, -19119074, -14247275, -21482203, -27024351, -59331829, -20519686, -26095018, -17872563, -29462420, 154436380, 91518352, 7036404, -6640707, -16406844, -12069815, 34034755, -23100203, -23445431, 5016190, -22698869, 189350219, 133029270, 151870271, 76491683, 14058698, 26845943, 53350242, 39266300, 42235322, -22556993, 36371181, 32885635, 25400856, 31353636, 21475962, 35910583, 34300000, 21968653, 17450000, 17162741, 43346930, 11514713, 15097652, 18043505, 9053924, 5000377, 38950483, 10372662, -1000000, 3600000, 2688364, 7563179, -11220364, -149237822, -10675256, -19111857, -3731172, -19880795, -19565399, -21001676, -17092709, -22467699, -24224407, 751715, -7714482, 40400000, 118734225, 19185998, 7168445, 10400000, 2508670, -17835684, 44888996, 42586544, 187645141, 33491560, 27200000, 5920167, 10566655, 4768374, -4505513, -5500000, -25536708, -12662421, 323741, -16702103, -13751523, -18287436, -19513094, 11536376, 14008532, -22795993, -10514515, -22523765, -23910635, -22236956, -5180871, 84222438, 83243478, 75241322, -2022635, 65457688, 60341380, 39703412, 36328680, 35490000, 24800000, 31859105, 20455802, 19506619, 14168080, 23874933, 19489752, 10985501, 7200000, 2501651, -2777139, -1459475, -25747235, -9994022, -11530572, -12170266, -20924712, -18503478, -5482285, -13723190, 18565375, -29500737, 194200000, 147825435, 115085755, 417500, 120000989, 761283, 96945720, 74067179, 144705587, -24745828, 4185387, 52163317, 50920948, 55034302, 53656813, 51270454, 49273505, 109141530, 45500556, 46309760, 44808372, 52264926, 45625986, 31505065, 30973336, 29098051, 35443237, 65234139, 26676606, 27528330, 26533608, 21097664, 58136909, 21836394, 21285499, 22124400, 19700000, 19455658, 20984230, 41489425, 16067398, 15218903, 14880476, 14399750, 13230435, 14008741, 11833473, 23237389, 11447959, 20089048, 15990505, 18143332, 10000629, 4604054, 16597830, 13687630, 7553210, 6526393, -25458771, 1655091, 5012990, 7368960, -10500000, 4247405, 615792, 3341469, 4440119, -2055787, 8631221, 12738400, -8164216, -7214368, -3445415, -2800000, 55014842, -1472045, -957510, -2533006, -7208969, -7281777, 2361537, -9352616, -8881923, -9908458, -954324, 9427926, -10016428, -10362510, -10410556, -10904697, -11026468, -28134226, -6139597, -11961340, 3831145, -13461796, -13991568, -13811358, -13900000, -11348338, -16969037, -14230040, -14088250, -14280633, -14885685, 35122319, -14930000, -14675559, -17843067, -7713686, -24943308, -19345223, -19483292, -19871876, 1014398, -20935667, -10993094, -21926608, -23450000, -24128473, -24222577, -23813043, -13414567, -18302044, -24816338, -24865096, -8030610, 20700000, -24282247, 84713132, 46269171, -76227778, 77334374, -23487185, 41182182, 33262492, 71800000, 50608545, 17895491, 15989008, 8662299, 7452765, 1167270, 7416109, -23979782, 4871190, -7035257, -7709024, -11000000, -11627590, -15572796, -14360758, 1003072, -16855194, -19691019, -27330724, -23957120, -774089, -19289545, 51990286, 11051260, 141487252, 272158751, 46807024, 63930411, 30302314, 28462534, 16235088, 4338033, 2556065, -7214368, -1026818, -24995244, -4346385, -10810486, -9980747, -4065142, -2236987, -10217492, -11491577, -12339853, -15565274, -13320925, -20291812, -6876149, 46975611, 15419483, -18309470, 195631306, 153483808, 122833357, 55597042, 68636983, 35960517, 33762229, 32235441, 28728000, 18270895, 37696176, 29483949, 14020063, 12313582, 3842000, 264487, 4659817, -34226481, -2648431, 27002815, -2716218, 8059386, -90200974, -12048569, 7997095, -7747170, -2216223, -8444012, -9215287, -12803790, -16025347, -20000000, -12305895, -8972134, -16601608, -20949555, 11746550, -1331157, -19036988, -20203976, -15365723, -10673164, 24024969, 794341, 2862501, -315648, 25700000, 31008288, -420316, 25660000, 19219708, 111088910, 15581633, 4296447, 4848292, -3242913, -7569012, -4715640, -14169043, 4104113, -20984407, -20041681, 34700000, -28159583, 224374454, 155585516, 108899130, 259297, 125665036, 99541238, 111727000, 101697350, 97224271, 82922376, 74497271, 117387272, 50301521, 64518155, 60050171, 46257845, 52360285, 32148997, 62624961, 47325559, 42933793, 36667870, 36398162, 40072596, 36362352, 36154094, 45623128, 35461307, 28546578, 28423368, 32066000, 27887943, 26363118, 27852604, 15542421, 22652003, 19737645, 17567440, 24988180, 17263506, 19143839, 17672350, 18037513, 17442180, 15596227, 15422828, 16658108, 9300771, 14490142, 13422556, 2774834, 23334256, 12051917, 12014289, 11838002, 16874745, -4920684, 16033759, 9753944, 11146570, 7277055, -123471, 33146000, 10028592, 14126138, 5677801, 6415649, 6003149, 5584685, 9975979, 11584722, 3179303, 14078294, 1413105, 5077977, 3292105, -19083691, 1200000, 8876924, 241395, 31193053, -20848136, 3393765, -1117120, -11500000, -11747316, -338013, 3352454, -2196204, -2470843, 6753840, -1918374, -2481780, -2895331, -18011004, -4202093, -3751299, -4287928, 154449475, -4591178, -4535974, -12000000, -10825346, -11011124, -6198245, -6012518, -5708430, -27818516, -6369774, -6616263, -6608826, -17012353, -9530189, -7601372, -6785970, -9767063, -7865580, -8216000, -8830469, -8965564, -7373095, -9430929, -9455857, -6349262, -9444652, -10285518, -10474724, -12144354, -10890678, -24673965, -11895931, -11945720, -11906682, -12617007, -11111645, -4998280, -12731341, -15147856, -13436643, -3798243, -13579681, -9297917, -3219004, -13997244, -14867345, -14794657, -14994117, -14250866, -15765960, -15998879, -16250939, -16480373, -17918075, -17646272, -18000000, -99275, -17754000, -18353336, -18809982, -38972251, -23117290, -18935723, -9468991, -19624526, -19694930, -18816646, -21878028, -19736635, -11352310, -19523730, 162208848, 80292856, 39571513, 31431160, 88001286, 21867960, 191609762, 21846082, 38697449, 8758465, 38127162, -13642958, -3088667, 19103378, -8950114, -16400000, 2483154, -10603058, -18987439, -16076109, -16880006, -17707473, 45255243, 3245861, 5433940, -7937613, -60918, 132056505, 101938730, 96968774, 110505958, 77001351, 59400000, 55072454, 48535067, -2001718, -10938241, 46955956, 42057639, 36868030, 41573085, 31691009, 44735548, 33600000, 23818159, 69049418, 25601508, 21500105, 23382841, 24335698, 15404871, 16471430, 5222640, 8830000, 8906039, 20378000, 25853424, 5993605, 8400000, -17954750, 4927390, -13749680, 4452209, 329466, -928770, -825130, 9284475, -1297136, -2438373, -12249417, -3206096, -2718714, -10000000, -4508347, -7505506, -10162368, -2844228, -9491157, -10260951, -10265156, -12000000, -6384422, -12112543, -4637692, -14298357, -12305599, -14666342, -13585465, -14292206, -14796956, -13564917, -9777353, 800000, -17323302, -11120689, -13936740, 101463226, 35006147, 33553787, 5972900, 15687528, -10482822, -17174509, 79471845, 66700000, 55000000, 55219395, 65389560, 59502303, 1679969, 46700000, 20566230, 53492685, 18635046, 25670855, 20939782, 2051787, 13324946, 10854896, 26777564, 5734486, 27469602, 47998368, -14306109, -688237, -4306379, 11655665, -5365542, 10154426, 37239856, -8337682, -11843275, -1318980, -10144863, -14684317, 23825798, -15000000, -15430082, -16893131, -16726580, -12069202, 43347242, -16579086, 28848100, 26200000, 2163911, -4797910, -1994515, 79460116, 111175354, 76823600, 38000000, 52925609, 36885587, 29667095, 26638165, 29507053, 23511038, -12037424, 24363530, 24123143, -1642524, 12734552, 21300107, 9387695, 15102717, 15618786, 10396744, 7713577, 4627372, 346122, 204793, -572808, -1207221, 3057024, -1891482, -6146000, 51324422, -500000, -10265765, -11160617, -10806975, -10100000, -13150858, -14313571, -14015257, -14333738, -17680813, -2077789, -14976909, -12663533, -15997036, -13571117, -2028183, -14318803, -15218475, -7725270, 220760500, 267761243, 156780960, 155200000, 161781728, 113067808, 115058047, 123795342, 96936400, -15182960, 79175854, 77121452, 59800000, 49001297, 51588220, 46400000, 86978840, 46637947, 58326666, 40184721, 35003300, 37322273, 32860214, 32811275, 28022524, 25672630, 27919096, 27592530, 25064955, 34886089, 21882551, 33983001, -16008503, 20007180, 20887263, 18308901, 18771174, -9000000, 18386128, 22877959, 17721635, 16585300, 15259652, 38192114, 14857814, 15226144, 20054909, 14302097, 14106737, 13637507, 15127963, 18645546, 12441122, 13014536, 18860010, 11421314, 9881000, 8089926, 11161406, 11454968, 11384919, 7189039, 5998709, 5801344, 7468807, 4158074, -1156686, 5566327, 5218921, 2411331, 6383298, 9984868, 1459004, 700000, 100000, -61430, 2237244, -750995, -2298120, -2198810, -2450515, -1233986, -1965583, -2787583, -3385764, -6662701, -4236531, -3855482, 608545, -4556684, -4505853, -5071000, -4588020, 2439163, -5603513, -5940412, -6827190, -6264471, -11413624, -6621859, -6919884, -7242870, -5876166, -8590794, -8626307, -7443292, -9693553, -9782502, -9976725, -10043599, -10764163, -15997045, -7780422, -18752184, -12587955, -12796359, -13046268, -13045798, -13705360, -5973565, -10802214, -6470234, -14386444, -14646257, -299897945, -14926452, -14971130, -24977277, -14979620, 56306973, 51209973, 31838728, -2308300, 86757447, -14125795, 126319195, 142645693, 164406268, 93506210, 56001698, 53856263, 36527787, 47356221, 32800000, 24048637, 20793160, 16628981, 16959436, 11571351, 13515786, 11482931, -100000, 2298046, 1549702, 1483540, 6246959, 1062898, 2348123, 6671475, -360000, 1610731, -2795501, -3602635, -4597590, -20540176, -18891180, -9258013, -9708035, -10899350, -11526000, -13000000, -4241500, -102725701, -14816912, -13953505, -12247786, 69025853, 65871240, 44631572, 2354988, -1717323, -6439124, -10239, -7998060, -7913655, 110922370, -13236409, 60000942, 93952327, -41392993, 44300000, 78038276, 42369900, 48693523, 33729374, 31726644, 31134898, 36137684, 22176108, 15972187, 19779400, 37257433, -12976053, 47008303, 36121934, 9141959, 14052167, 13539321, 15501605, 39343632, 7592632, 10440971, 9858926, 16235901, 25916903, 2929123, -5246069, -2003560, -4973029, 1677654, -3024316, -5118665, -6758303, -7128397, 3574731, -7997690, -8080104, 12675765, -8142624, -9830576, 5004225, -96941620, -7925162, -10896000, 2501651, -11827231, 4738570, -1800000, -11849597, -19596068, -6782889, -11975825, -12698695, 38872378, 15399192, -10964434, 8578145, 1560950, -718500, -1774772, -12785034, -4043793, -6050307, -3469419, -8642509, -14491311, -11272676, -10639452, 16089953, -13960131, 35592846, -11689814, -11410555, 196565000, 252000000, 90736215, -9528558, 54817937, 79547205, 63074950, 67900000, 60217000, 67568000, 53500000, 58011073, 53269010, 51071133, 27647595, 26087366, 52572496, 18400000, 37365600, 25188667, 42724272, 19597131, 19691811, 19397498, 19179516, 19155435, 15281507, 17007184, 13776062, 13240988, 112868837, 10905674, 13277561, 9133087, 25707719, 9761993, 6595716, 19990064, 5613460, 8088568, 5292381, 4300302, 15829874, 902790, -2566866, -1801234, 3294553, -88958772, -4081717, 10331028, -3865783, -3017320, -1260859, -6457975, -6967504, -5245102, -7077834, -7097000, -7282545, -8851518, -9673593, -9939047, -8049706, -6364114, -10220716, -10297723, -11738519, -10493002, -11139998, -11451066, -9552250, -11666024, -11858147, -7696561, -11785798, -11824630, -11880078, 42343675, -19982851, -11985384, 79443253, 24093107, 45969179, 137170000, 449935665, 24037564, 100722000, 79556401, 68571803, 41929168, 39461335, 38797148, 33563158, 30227069, 28025000, 27701895, 16669413, 26766350, 12978402, 9370057, -7115337, 27317535, 2903262, 2592872, 7381787, 2558739, 2103828, 22305037, -785353, -1498907, -6185756, -1829786, -12931913, -7246194, -7965819, -8167174, 2214255, 11017403, -8192146, -10647214, 65900000, 45929973, -14600121, 4535191, -6976162, 11560085, 44715371, 424449459, 1043445, -10374831, -9933445, -5149694, 128339411, 70150343, 75300000, 58353550, 68845130, 53319509, 37536959, 53270259, 45865715, 57231524, 38493982, 40752337, 100175871, 26624000, 27470017, 30485039, 6800000, 36377022, 13696761, 23894477, 25794166, 23583175, 12983713, 42200504, 23000000, 22101000, 22487293, 20651422, 20306281, 19500000, 13050028, 19392418, 20063926, 16435406, 15339117, 15600000, 17736779, 7397469, 10384136, 15464480, 10338609, 8272447, 8096053, 11371425, 23071558, 7655201, -8752225, 6153600, 6033556, 5667084, 2817771, -14843800, 11589307, 10339754, 18873374, 10684949, 8197405, 2570442, 2514138, 38771291, 1703287, -10439741, 824921, 561238, 4479776, -198218, -1929689, -1539005, -1888640, 2828771, -32368843, -2436330, -3380827, -787759, -3157942, -3508650, -526618, -3802134, -3955382, -2235973, 12569041, -11643257, -4515625, -4651683, -5755845, -4995352, -6666177, -8224415, -5806898, 48057348, -6958197, -6939142, -8944346, -7668682, -7814734, 16583369, -13200000, -2425934, -8245681, -6358212, -8368161, -8690151, -8060559, -8723016, -9012238, -3525492, -8988946, -9099074, -9133222, -9401355, -9421473, -9511128, -9634266, -1906509, -3771476, -9773208, -4863568, -9868383, -6073753, -9830621, -9984553, -9980652, -7899497, -4907100, -9994439, -9996393, -6429473, -9871514, -7116045, 47676582, 33600000, -8674623, 3614488, 36900000, -3400000, -4370130, -4170061, 67900000, 30775468, -6428265, 41000000, 54600000, 27049108, 25074895, 24244684, 15530513, 62519230, 11035310, 9225165, -2195727, 8938179, 7235293, 1161099, -2452144, -4318497, -3649226, -6044961, -7469465, -4118133, 2860839, -8650382, -8887065, -8116113, -11386249, -44854891, -7953834, 165835000, 5773825, -8999838, 32462438, 20700000, 13064616, 6879556, 25517854, -17726628, -4059945, -7981305, -2737058, -6002193, 82800000, -8359756, 99930000, 23779955, -3557841, 155014286, 61800000, 51889948, 44287414, 37063889, 32066497, 28500000, 19362712, 26746109, 26963967, 17926543, 18049082, 14551000, 15800000, 10090181, 9843379, 9278980, 8699684, 815288, 8047419, 9015786, 2269307, 9536788, 50401464, 279017, 2106233, -3307186, -2981550, -4557180, -6794756, -4923575, -5724443, -6210108, -1649942, -6105202, -6928760, -7467810, -5813617, 8168741, -7431305, -7601580, -7663544, -7701890, -7872856, -7882810, -7891338, -7946519, -49976894, -7947039, -7228760, -9117710, 99093296, 35990057, 24833860, 18292061, 7544812, 8074715, -2400000, 2960089, -3260233, -3368360, -4152561, 2814185, -7302852, -4985459, -2856597, -5669173, -5481319, 78530303, 5110552, 135992840, 36600000, 128821952, 90900000, 24891374, 33158000, 106709992, 21131483, 28400000, 29099640, 30695394, 39812796, 24001218, 21747570, 18625110, 16000000, 8000000, 13257000, 22505908, 8818967, 7891000, 9901126, 10474107, 7003141, 104360277, 5583510, 2190525, 1676553, 2094451, 7612840, 2166863, 1373585, 292175, -398921, 165429, -1305692, -1569178, -2279629, -4655153, 455447, -4851788, -4937934, -5345633, -5261308, -5110478, -3714714, -8000000, -49300000, -5231584, -9693285, -6617054, -3263734, -6803933, -6467012, -6546921, -6953549, -6766897, 34500000, 1093039, -6750474, -6789304, 24707598, 57096, -4776122, -3991940, 77763837, -6389971, 51504069, 47715416, 25399000, 17603594, 10342303, 6867101, 3649779, -826515, -2499696, -1661305, -4475146, -4231704, -5470983, -6433363, -3628423, 31900000, -736141, -9550442, -3877439, 175360000, 131963328, 113078393, 96308900, 96300000, 48800000, -85995841, 37650000, 33800000, 21457409, 19047631, 17272306, 14168359, 15005329, 20236603, 12400000, 12621249, 19244700, 8045844, 7235267, 6793213, 2883495, 5797927, 11605861, 8642254, 4203192, 2596914, 851636, 5434867, -104762, 670712, -640226, -1806081, -1140525, -1457225, -2411568, -1605064, -2970919, -2726412, -3792025, -3974762, -3922954, -5130675, -5600389, -5884138, -4653497, -5882440, -5945394, -5963503, -11934196, -1404336, -5979800, -18125131, -3457140, -188094481, 29041560, -2535644, 1409668, -5572976, 154100000, 53300000, 44882128, 30311509, 21475193, -799244, -4207881, -1870242, 1239558, -3943898, 21045445, -5443993, -3238291, -5477230, -8972555, -4483513, -29103248, -5204874, 78574831, 83025093, 56897215, 59267897, 51636016, 99007828, 45820940, 40293200, 38771291, 39456509, 48884821, 31000000, 26372293, 29968224, 27453345, 22296514, 22499043, 16530884, 22689474, 19138847, 16994911, 16501098, 14281235, 14421271, 15733485, 19809547, 18531390, 16197315, 12382982, 8821531, 13656400, 9343976, 236437427, 9123773, 10126948, 11622333, 9464388, 8350177, 8269963, 12768000, 7947763, 9100000, 7200000, 12683670, 4055108, 22285953, 6675178, 2572742, 4658370, 4628751, 3786715, -2567658, 1755271, 1157157, 480318, 308707, 9677, -693303, -49971, -959412, -1950865, -299639, -2288790, -3019662, -3917956, -3900000, -2554354, -2778191, -4703335, -1780971, -4169790, -5959121, -4673692, -4875280, -1900853, 60069140, -4934913, -4983934, -4962560, -83832772, 23585416, 42477326, -1552547, -3270031, -2994861, 3325872, -4021435, -4086164, -4165583, 76700000, 48200832, -1939157, -701468, -890722, 5429707, -3772117, -3786587, -1589759, -2407809, -34950587, -4391771, 107600000, -4491309, -2973655, 14772796, -115035182, -2712523, 60249000, 101500000, -3898945, 40566004, 35200000, 32000000, -74992955, 27252964, -8368825, 28368347, 31385560, 17303237, 9008928, 10152879, 21359200, 6515579, 80011740, 6097096, 3821335, 5043880, 3825820, 3759147, 13314483, 2525762, 301331, 46737, -4286998, -531428, -1107418, -1200000, -1573149, -2674927, -3135041, -1398153, -3200000, -3437941, -3600207, -3628103, -2697796, -945296, -1234893, -3814423, -3899588, -9441786, -13924922, -2435641, -15682875, -3853598, -631531, -3987164, -3979738, -3995937, 194678278, -3856347, -3785127, 4231215, -3462394, -744000, -3780041, 706659, 31094903, 42357453, 79900000, 24400000, 24400000, 10500000, 21638292, 6805534, 5949219, 2890032, 18167424, 2323044, 293258, -2613590, -19647348, -3279766, -33649447, -3398772, -3403207, -3376223, 69413017, 1854039, -73435, 9792000, 4263397, -2095743, -3189032, 4808247, -1992320, 3517198, 2576314, 138600000, 48100000, 13001785, 35168022, 81749884, 21788807, 17244913, 27800000, 17966644, 61423650, 45056940, 16184015, 21629916, 16472057, 24200000, 12369573, 13435068, 8694528, 7017041, 4059537, 5114507, 4888703, 4282851, 2844929, 2270647, 1142507, 1109095, 902679, 559990, -1212565, -428053, -338009, -87637, -776010, -1178017, -818710, -651422, -2296998, 105269, -2747274, -2581732, -2799197, 8631221, -2604984, -2926322, -4857000, -2960148, -2978000, 134185206, -2994995, 106148159, 2695428, 1623749, -2899325, 1445438, 14201636, 22116152, 16370001, 19402612, 83500000, -1047380, 6354736, 116900000, 30800000, 530592, -2325000, -23345419, -2561892, 37541683, 30849949, -190187, 11900000, 29730907, 3901336, 24281723, 2900000, -1217916, 825638, -1604408, 4351969, 10495673, -2326217, 94324072, -2428096, -2400149, -13884496, -8394275, -2424273, -2177843, 3331103, -1421092, -1172081, -2271261, 74120000, 32200000, 19100000, -1820357, 10685267, 21550000, -15186564, -2096670, 22800000, -1507034, 12673301, 7003011, 9546543, 9533945, 10555230, 9284657, 32522221, -2497745, 4719300, 3092822, 3383834, 3099680, 4531491, 1885134, 1590010, 1335839, 557668, 506446, 5369373, -15622, 783276, -901776, -522998, -865951, -1346379, -2864751, -5628919, -1875506, -3699331, -13313646, -1333, -1801593, -1995042, -2292073, -1997564, 2700000, -479422, -1971342, -1381565, 5266619, 24705000, 1957978, -1455956, 39190055, 3909616, 10984397, 1250934, -861524, 3767324, -354460, 34218429, -1907599, 243649, -707762, 3231500, -603965, 4026908, -239409, -1344028, -1573107, -1647420, 32885635, 17067631, 10706119, 5862100, 6022940, 3132222, 865931, 52491137, -278739, -787706, 1947339, -1081047, -1093965, -1126033, -1305432, -1336755, -1380159, -1326934, -1407638, -1516510, -1496522, -1947834, -1336492, 20033643, 182925485, -1095876, -1363170, 2690677, 347780, -604771, -953049, -690958, -1498479, -27059493, -980461, 17850000, 2406383, 23541700, 53953403, 17288314, -636215, 6876974, 7980275, -4505513, 999853, 1659955, 1612029, 4900000, -3624277, -605096, -1141064, -1175216, 250263, 13101109, 300000, -1043871, 3005123, 116275247, 20378000, 30537320, 16986000, 14967035, 17112929, 13564027, 15773070, 9042266, 6201559, 8013113, 52245055, 8100000, 1186670, 4997134, 2386698, 135992840, 1508841, 3946250, 950218, 277257, 677838, 744858, 22021740, -17786, -201659, -417976, -1951288, -535345, -535874, -571465, -895923, -720718, -21017158, -515779, -725339, -855569, -712239, -899760, -903266, -799341, -451570, -978790, -987004, -989982, -937520, -993613, -999279, -1499297, 8690000, -909814, 595783, 57962, -518814, 15197842, -893357, -407362, 27919096, -30061, 393961, -809722, 6598492, 3971000, 201437, 1273984, -655417, -564312, -758291, 530270, 114223000, 4768918, 3257792, -473703, -672499, 26638165, -702671, -881622, 7130611, 441829, 11051260, 2048809, 1994973, -689492, 1651777, 2391000, 140470114, 12700000, -428012, -576384, -586507, -44995, 32951479, 39052600, 30000882, 16500000, 5239376, 2773863, 1547570, 750798, 1081331, 406666, 614943, 611615, 485341, 103943, -165959, -204532, -256653, -345923, -1730939, -366222, -447150, -401983, 42343675, -468063, -486866, -262699, -487945, -498668, 19903076, 2262293, -1231955, -70878, -477000, 1861000, 2713208, 44140956, -808054, 107902283, 999622, 1289999, 591796, 25899, -273613, 45276912, 242172, 2429000, -5987157, -226328, 3650000, 46700000, 969176, 8115878, 1352472, 2060184, -44648, 656942, -147562, -259458, -194801, -20656327, -297532, 48622, 11756514, 3936931, 3549339, 1727544, 800600, 652835, 124220, -37715, -46866, 41309, 3138210, -72160, -200506, -113700, 802119, 4790000, 4305922, 3300000, 181225, 2228241, -121970, 15185, 2154410, -198889, 745402, 349947, 6962502, 1216074, 14680000, 2732062, 9257933, -4016, 30775468, 6546368, 1448712, 10074663, 22657819, 5128617, 70536, -140621, 17721635, 3156970, 476767, 11464368, -19443, -39916, 10221600, 324804, 199816, 237233, 213768, 2921130, -18769, 2831622, -24500032, 1204508, 177467, 170483, 131507, 663780, 417760, 63071, 2033920, -4416, 84122 ], "xaxis": "x", "yaxis": "y" } ], "layout": { "barmode": "relative", "height": 600, "legend": { "tracegroupgap": 0 }, "margin": { "t": 60 }, "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "scatter": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "colorscale": { "diverging": [ [ 0, "#8e0152" ], [ 0.1, "#c51b7d" ], [ 0.2, "#de77ae" ], [ 0.3, "#f1b6da" ], [ 0.4, "#fde0ef" ], [ 0.5, "#f7f7f7" ], [ 0.6, "#e6f5d0" ], [ 0.7, "#b8e186" ], [ 0.8, "#7fbc41" ], [ 0.9, "#4d9221" ], [ 1, "#276419" ] ], "sequential": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "sequentialminus": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "Movie Profit" }, "xaxis": { "anchor": "y", "domain": [ 0, 0.98 ], "title": { "text": "profit" } }, "yaxis": { "anchor": "x", "domain": [ 0, 1 ], "title": { "text": "count" } } } }, "text/html": [ "
\n", " \n", " \n", "
\n", " \n", "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "## Profit\n", "fig = px.histogram(df, x=\"profit\")\n", "fig.update_traces(marker_color='blue', marker_line_color='blue', opacity=0.6)\n", "fig.update_layout(title_text='Movie Profit')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The scatter plot below shows that movie gross and profit are moderately positively correlated. This is not surprising and is fairly intuitive, as a movie grosses more, it will likely make a larger profit." ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hoverlabel": { "namelength": 0 }, "hovertemplate": "%{hovertext}

profit=%{x}
gross=%{y}", "hovertext": [ "Avatar ", "Pirates of the Caribbean: At World's End ", "Spectre ", "The Dark Knight Rises ", "John Carter ", "Spider-Man 3 ", "Tangled ", "Avengers: Age of Ultron ", "Harry Potter and the Half-Blood Prince ", "Batman v Superman: Dawn of Justice ", "Superman Returns ", "Quantum of Solace ", "Pirates of the Caribbean: Dead Man's Chest ", "The Lone Ranger ", "Man of Steel ", "The Chronicles of Narnia: Prince Caspian ", "The Avengers ", "Pirates of the Caribbean: On Stranger Tides ", "Men in Black 3 ", "The Hobbit: The Battle of the Five Armies ", "The Amazing Spider-Man ", "Robin Hood ", "The Hobbit: The Desolation of Smaug ", "The Golden Compass ", "King Kong ", "Titanic ", "Captain America: Civil War ", "Battleship ", "Jurassic World ", "Skyfall ", "Spider-Man 2 ", "Iron Man 3 ", "Alice in Wonderland ", "X-Men: The Last Stand ", "Monsters University ", "Transformers: Revenge of the Fallen ", "Transformers: Age of Extinction ", "Oz the Great and Powerful ", "The Amazing Spider-Man 2 ", "TRON: Legacy ", "Cars 2 ", "Green Lantern ", "Toy Story 3 ", "Terminator Salvation ", "Furious 7 ", "World War Z ", "X-Men: Days of Future Past ", "Star Trek Into Darkness ", "Jack the Giant Slayer ", "The Great Gatsby ", "Prince of Persia: The Sands of Time ", "Pacific Rim ", "Transformers: Dark of the Moon ", "Indiana Jones and the Kingdom of the Crystal Skull ", "Brave ", "Star Trek Beyond ", "WALL·E ", "Rush Hour 3 ", "2012 ", "A Christmas Carol ", "Jupiter Ascending ", "The Legend of Tarzan ", "The Chronicles of Narnia: The Lion, the Witch and the Wardrobe ", "X-Men: Apocalypse ", "The Dark Knight ", "Up ", "Monsters vs. Aliens ", "Iron Man ", "Hugo ", "Wild Wild West ", "The Mummy: Tomb of the Dragon Emperor ", "Suicide Squad ", "Evan Almighty ", "Edge of Tomorrow ", "Waterworld ", "G.I. Joe: The Rise of Cobra ", "Inside Out ", "The Jungle Book ", "Iron Man 2 ", "Snow White and the Huntsman ", "Maleficent ", "Dawn of the Planet of the Apes ", "47 Ronin ", "Captain America: The Winter Soldier ", "Shrek Forever After ", "Tomorrowland ", "Big Hero 6 ", "Wreck-It Ralph ", "The Polar Express ", "Independence Day: Resurgence ", "How to Train Your Dragon ", "Terminator 3: Rise of the Machines ", "Guardians of the Galaxy ", "Interstellar ", "Inception ", "The Hobbit: An Unexpected Journey ", "The Fast and the Furious ", "The Curious Case of Benjamin Button ", "X-Men: First Class ", "The Hunger Games: Mockingjay - Part 2 ", "The Sorcerer's Apprentice ", "Poseidon ", "Alice Through the Looking Glass ", "Shrek the Third ", "Warcraft ", "Terminator Genisys ", "The Chronicles of Narnia: The Voyage of the Dawn Treader ", "Pearl Harbor ", "Transformers ", "Alexander ", "Harry Potter and the Order of the Phoenix ", "Harry Potter and the Goblet of Fire ", "Hancock ", "I Am Legend ", "Charlie and the Chocolate Factory ", "Ratatouille ", "Batman Begins ", "Madagascar: Escape 2 Africa ", "Night at the Museum: Battle of the Smithsonian ", "X-Men Origins: Wolverine ", "The Matrix Revolutions ", "Frozen ", "The Matrix Reloaded ", "Thor: The Dark World ", "Mad Max: Fury Road ", "Angels & Demons ", "Thor ", "Bolt ", "G-Force ", "Wrath of the Titans ", "Dark Shadows ", "Mission: Impossible - Rogue Nation ", "The Wolfman ", "Bee Movie ", "Kung Fu Panda 2 ", "The Last Airbender ", "Mission: Impossible III ", "White House Down ", "Mars Needs Moms ", "Flushed Away ", "Pan ", "Mr. Peabody & Sherman ", "Troy ", "Madagascar 3: Europe's Most Wanted ", "Die Another Day ", "Ghostbusters ", "Armageddon ", "Men in Black II ", "Beowulf ", "Kung Fu Panda 3 ", "Mission: Impossible - Ghost Protocol ", "Rise of the Guardians ", "Fun with Dick and Jane ", "The Last Samurai ", "Exodus: Gods and Kings ", "Star Trek ", "Spider-Man ", "How to Train Your Dragon 2 ", "Gods of Egypt ", "Stealth ", "Watchmen ", "Lethal Weapon 4 ", "Hulk ", "G.I. Joe: Retaliation ", "Sahara ", "Final Fantasy: The Spirits Within ", "Captain America: The First Avenger ", "The World Is Not Enough ", "Master and Commander: The Far Side of the World ", "The Twilight Saga: Breaking Dawn - Part 2 ", "Happy Feet 2 ", "The Incredible Hulk ", "The BFG ", "The Revenant ", "Turbo ", "Rango ", "Penguins of Madagascar ", "The Bourne Ultimatum ", "Kung Fu Panda ", "Ant-Man ", "The Hunger Games: Catching Fire ", "Home ", "War of the Worlds ", "Bad Boys II ", "Puss in Boots ", "Salt ", "Noah ", "The Adventures of Tintin ", "Harry Potter and the Prisoner of Azkaban ", "Australia ", "After Earth ", "Dinosaur ", "Night at the Museum: Secret of the Tomb ", "Megamind ", "Harry Potter and the Sorcerer's Stone ", "R.I.P.D. ", "Pirates of the Caribbean: The Curse of the Black Pearl ", "The Hunger Games: Mockingjay - Part 1 ", "The Da Vinci Code ", "Rio 2 ", "X-Men 2 ", "Fast Five ", "Sherlock Holmes: A Game of Shadows ", "Clash of the Titans ", "Total Recall ", "The 13th Warrior ", "The Bourne Legacy ", "Batman & Robin ", "How the Grinch Stole Christmas ", "The Day After Tomorrow ", "Mission: Impossible II ", "The Perfect Storm ", "Fantastic 4: Rise of the Silver Surfer ", "Life of Pi ", "Ghost Rider ", "Jason Bourne ", "Charlie's Angels: Full Throttle ", "Prometheus ", "Stuart Little 2 ", "Elysium ", "The Chronicles of Riddick ", "RoboCop ", "Speed Racer ", "How Do You Know ", "Knight and Day ", "Oblivion ", "Star Wars: Episode III - Revenge of the Sith ", "Star Wars: Episode II - Attack of the Clones ", "Monsters, Inc. ", "The Wolverine ", "Star Wars: Episode I - The Phantom Menace ", "The Croods ", "Windtalkers ", "The Huntsman: Winter's War ", "Teenage Mutant Ninja Turtles ", "Gravity ", "Dante's Peak ", "Teenage Mutant Ninja Turtles: Out of the Shadows ", "Fantastic Four ", "Night at the Museum ", "San Andreas ", "Tomorrow Never Dies ", "The Patriot ", "Ocean's Twelve ", "Mr. & Mrs. Smith ", "Insurgent ", "The Aviator ", "Gulliver's Travels ", "The Green Hornet ", "300: Rise of an Empire ", "The Smurfs ", "Home on the Range ", "Allegiant ", "Real Steel ", "The Smurfs 2 ", "Speed 2: Cruise Control ", "Ender's Game ", "Live Free or Die Hard ", "The Lord of the Rings: The Fellowship of the Ring ", "Around the World in 80 Days ", "Ali ", "The Cat in the Hat ", "I, Robot ", "Kingdom of Heaven ", "Stuart Little ", "The Princess and the Frog ", "The Martian ", "The Island ", "Town & Country ", "Gone in Sixty Seconds ", "Gladiator ", "Minority Report ", "Harry Potter and the Chamber of Secrets ", "Casino Royale ", "Planet of the Apes ", "Terminator 2: Judgment Day ", "Public Enemies ", "American Gangster ", "True Lies ", "The Taking of Pelham 1 2 3 ", "Little Fockers ", "The Other Guys ", "Eraser ", "Django Unchained ", "The Hunchback of Notre Dame ", "The Emperor's New Groove ", "The Expendables 2 ", "National Treasure ", "Eragon ", "Where the Wild Things Are ", "Epic ", "The Tourist ", "End of Days ", "Blood Diamond ", "The Wolf of Wall Street ", "Batman Forever ", "Starship Troopers ", "Cloud Atlas ", "Legend of the Guardians: The Owls of Ga'Hoole ", "Catwoman ", "Hercules ", "Treasure Planet ", "Land of the Lost ", "The Expendables 3 ", "Point Break ", "Son of the Mask ", "In the Heart of the Sea ", "The Adventures of Pluto Nash ", "Green Zone ", "The Peanuts Movie ", "The Spanish Prisoner ", "The Mummy Returns ", "Gangs of New York ", "The Flowers of War ", "Surf's Up ", "The Stepford Wives ", "Black Hawk Down ", "The Campaign ", "The Fifth Element ", "Sex and the City 2 ", "The Road to El Dorado ", "Ice Age: Continental Drift ", "Cinderella ", "The Lovely Bones ", "Finding Nemo ", "The Lord of the Rings: The Return of the King ", "The Lord of the Rings: The Two Towers ", "Seventh Son ", "Lara Croft: Tomb Raider ", "Transcendence ", "Jurassic Park III ", "Rise of the Planet of the Apes ", "The Spiderwick Chronicles ", "A Good Day to Die Hard ", "The Alamo ", "The Incredibles ", "Cutthroat Island ", "Percy Jackson & the Olympians: The Lightning Thief ", "Men in Black ", "Toy Story 2 ", "Unstoppable ", "Rush Hour 2 ", "What Lies Beneath ", "Cloudy with a Chance of Meatballs ", "Ice Age: Dawn of the Dinosaurs ", "The Secret Life of Walter Mitty ", "Charlie's Angels ", "The Departed ", "Mulan ", "Tropic Thunder ", "The Girl with the Dragon Tattoo ", "Die Hard with a Vengeance ", "Sherlock Holmes ", "Atlantis: The Lost Empire ", "Alvin and the Chipmunks: The Road Chip ", "Valkyrie ", "You Don't Mess with the Zohan ", "Pixels ", "A.I. Artificial Intelligence ", "The Haunted Mansion ", "Contact ", "Hollow Man ", "The Interpreter ", "Percy Jackson: Sea of Monsters ", "Lara Croft Tomb Raider: The Cradle of Life ", "Now You See Me 2 ", "The Saint ", "Spy Game ", "Mission to Mars ", "Rio ", "Bicentennial Man ", "Volcano ", "The Devil's Own ", "K-19: The Widowmaker ", "Conan the Barbarian ", "Cinderella Man ", "The Nutcracker in 3D ", "Seabiscuit ", "Twister ", "Cast Away ", "Happy Feet ", "The Bourne Supremacy ", "Air Force One ", "Ocean's Eleven ", "The Three Musketeers ", "Hotel Transylvania ", "Enchanted ", "Safe House ", "102 Dalmatians ", "Tower Heist ", "The Holiday ", "Enemy of the State ", "It's Complicated ", "Ocean's Thirteen ", "Open Season ", "Divergent ", "Enemy at the Gates ", "The Rundown ", "Last Action Hero ", "Memoirs of a Geisha ", "The Fast and the Furious: Tokyo Drift ", "Arthur Christmas ", "Meet Joe Black ", "Collateral Damage ", "Mirror Mirror ", "Scott Pilgrim vs. the World ", "The Core ", "Nutty Professor II: The Klumps ", "Scooby-Doo ", "Dredd ", "Click ", "Cats & Dogs: The Revenge of Kitty Galore ", "Jumper ", "Hellboy II: The Golden Army ", "Zodiac ", "The 6th Day ", "Bruce Almighty ", "The Expendables ", "Mission: Impossible ", "The Hunger Games ", "The Hangover Part II ", "Batman Returns ", "Over the Hedge ", "Lilo & Stitch ", "Deep Impact ", "RED 2 ", "The Longest Yard ", "Alvin and the Chipmunks: Chipwrecked ", "Grown Ups 2 ", "Get Smart ", "Something's Gotta Give ", "Shutter Island ", "Four Christmases ", "Robots ", "Face/Off ", "Bedtime Stories ", "Road to Perdition ", "Just Go with It ", "Con Air ", "Eagle Eye ", "Cold Mountain ", "The Book of Eli ", "Flubber ", "The Haunting ", "Space Jam ", "The Pink Panther ", "The Day the Earth Stood Still ", "Conspiracy Theory ", "Fury ", "Six Days Seven Nights ", "Yogi Bear ", "Spirit: Stallion of the Cimarron ", "Zookeeper ", "Lost in Space ", "The Manchurian Candidate ", "Hotel Transylvania 2 ", "Fantasia 2000 ", "The Time Machine ", "Mighty Joe Young ", "Swordfish ", "The Legend of Zorro ", "What Dreams May Come ", "Little Nicky ", "The Brothers Grimm ", "Mars Attacks! ", "Surrogates ", "Thirteen Days ", "Daylight ", "Walking with Dinosaurs 3D ", "Battlefield Earth ", "Looney Tunes: Back in Action ", "Nine ", "Timeline ", "The Postman ", "Babe: Pig in the City ", "The Last Witch Hunter ", "Red Planet ", "Arthur and the Invisibles ", "Oceans ", "A Sound of Thunder ", "Pompeii ", "A Beautiful Mind ", "The Lion King ", "Journey 2: The Mysterious Island ", "Cloudy with a Chance of Meatballs 2 ", "Red Dragon ", "Hidalgo ", "Jack and Jill ", "2 Fast 2 Furious ", "The Little Prince ", "The Invasion ", "The Adventures of Rocky & Bullwinkle ", "The Secret Life of Pets ", "The League of Extraordinary Gentlemen ", "Despicable Me 2 ", "Independence Day ", "The Lost World: Jurassic Park ", "Madagascar ", "Children of Men ", "X-Men ", "Wanted ", "The Rock ", "Ice Age: The Meltdown ", "50 First Dates ", "Hairspray ", "Exorcist: The Beginning ", "Inspector Gadget ", "Now You See Me ", "Grown Ups ", "The Terminal ", "Hotel for Dogs ", "Vertical Limit ", "Charlie Wilson's War ", "Shark Tale ", "Dreamgirls ", "Be Cool ", "Munich ", "Tears of the Sun ", "Killers ", "The Man from U.N.C.L.E. ", "Spanglish ", "Monster House ", "Bandits ", "First Knight ", "Anna and the King ", "Immortals ", "Hostage ", "Titan A.E. ", "Hollywood Homicide ", "Soldier ", "Monkeybone ", "Flight of the Phoenix ", "Unbreakable ", "Minions ", "Sucker Punch ", "Snake Eyes ", "Sphere ", "The Angry Birds Movie ", "Fool's Gold ", "Funny People ", "The Kingdom ", "Talladega Nights: The Ballad of Ricky Bobby ", "Dr. Dolittle 2 ", "Braveheart ", "Jarhead ", "The Simpsons Movie ", "The Majestic ", "Driven ", "Two Brothers ", "The Village ", "Doctor Dolittle ", "Signs ", "Shrek 2 ", "Cars ", "Runaway Bride ", "xXx ", "The SpongeBob Movie: Sponge Out of Water ", "Ransom ", "Inglourious Basterds ", "Hook ", "Die Hard 2 ", "S.W.A.T. ", "Vanilla Sky ", "Lady in the Water ", "AVP: Alien vs. Predator ", "Alvin and the Chipmunks: The Squeakquel ", "We Were Soldiers ", "Olympus Has Fallen ", "Star Trek: Insurrection ", "Battle Los Angeles ", "Big Fish ", "Wolf ", "War Horse ", "The Monuments Men ", "The Abyss ", "Wall Street: Money Never Sleeps ", "Dracula Untold ", "The Siege ", "Stardust ", "Seven Years in Tibet ", "The Dilemma ", "Bad Company ", "Doom ", "I Spy ", "Underworld: Awakening ", "Rock of Ages ", "Hart's War ", "Killer Elite ", "Rollerball ", "Ballistic: Ecks vs. Sever ", "Hard Rain ", "Osmosis Jones ", "Legends of Oz: Dorothy's Return ", "Blackhat ", "Sky Captain and the World of Tomorrow ", "Basic Instinct 2 ", "Escape Plan ", "The Legend of Hercules ", "The Sum of All Fears ", "The Twilight Saga: Eclipse ", "The Score ", "Despicable Me ", "Money Train ", "Ted 2 ", "Agora ", "Mystery Men ", "Hall Pass ", "The Insider ", "Body of Lies ", "Abraham Lincoln: Vampire Hunter ", "Entrapment ", "The X Files ", "The Last Legion ", "Saving Private Ryan ", "Need for Speed ", "What Women Want ", "Ice Age ", "Dreamcatcher ", "Lincoln ", "The Matrix ", "Apollo 13 ", "The Santa Clause 2 ", "Les Misérables ", "You've Got Mail ", "Step Brothers ", "The Mask of Zorro ", "Due Date ", "Unbroken ", "Space Cowboys ", "Cliffhanger ", "Broken Arrow ", "The Kid ", "World Trade Center ", "Mona Lisa Smile ", "The Dictator ", "Eyes Wide Shut ", "Annie ", "Focus ", "This Means War ", "Blade: Trinity ", "Primary Colors ", "Resident Evil: Retribution ", "Death Race ", "The Long Kiss Goodnight ", "Proof of Life ", "Zathura: A Space Adventure ", "Fight Club ", "We Are Marshall ", "Hudson Hawk ", "Lucky Numbers ", "I, Frankenstein ", "Oliver Twist ", "Elektra ", "Sin City: A Dame to Kill For ", "Random Hearts ", "Everest ", "Perfume: The Story of a Murderer ", "Austin Powers in Goldmember ", "Astro Boy ", "Jurassic Park ", "Wyatt Earp ", "Clear and Present Danger ", "Dragon Blade ", "Littleman ", "U-571 ", "The American President ", "The Love Guru ", "3000 Miles to Graceland ", "The Hateful Eight ", "Blades of Glory ", "Hop ", "300 ", "Meet the Fockers ", "Marley & Me ", "The Green Mile ", "Chicken Little ", "Gone Girl ", "The Bourne Identity ", "GoldenEye ", "The General's Daughter ", "The Truman Show ", "The Prince of Egypt ", "Daddy Day Care ", "2 Guns ", "Cats & Dogs ", "The Italian Job ", "Two Weeks Notice ", "Antz ", "Couples Retreat ", "Days of Thunder ", "Cheaper by the Dozen 2 ", "The Scorch Trials ", "Eat Pray Love ", "The Family Man ", "RED ", "Any Given Sunday ", "The Horse Whisperer ", "Collateral ", "The Scorpion King ", "Ladder 49 ", "Jack Reacher ", "Deep Blue Sea ", "This Is It ", "Contagion ", "Kangaroo Jack ", "Coraline ", "The Happening ", "Man on Fire ", "The Shaggy Dog ", "Starsky & Hutch ", "Jingle All the Way ", "Hellboy ", "A Civil Action ", "ParaNorman ", "The Jackal ", "Paycheck ", "Up Close & Personal ", "The Tale of Despereaux ", "The Tuxedo ", "Under Siege 2: Dark Territory ", "Jack Ryan: Shadow Recruit ", "Joy ", "London Has Fallen ", "Alien: Resurrection ", "Shooter ", "The Boxtrolls ", "Practical Magic ", "The Lego Movie ", "Miss Congeniality 2: Armed and Fabulous ", "Reign of Fire ", "Gangster Squad ", "Year One ", "Invictus ", "Duplicity ", "My Favorite Martian ", "The Sentinel ", "Planet 51 ", "Star Trek: Nemesis ", "Intolerable Cruelty ", "Edge of Darkness ", "The Relic ", "Analyze That ", "Righteous Kill ", "Mercury Rising ", "The Soloist ", "The Legend of Bagger Vance ", "Almost Famous ", "xXx: State of the Union ", "Priest ", "Sinbad: Legend of the Seven Seas ", "Event Horizon ", "Dragonfly ", "The Black Dahlia ", "Flyboys ", "The Last Castle ", "Supernova ", "Winter's Tale ", "The Mortal Instruments: City of Bones ", "Meet Dave ", "Dark Water ", "Edtv ", "Inkheart ", "The Spirit ", "Mortdecai ", "In the Name of the King: A Dungeon Siege Tale ", "Beyond Borders ", "The Great Raid ", "Deadpool ", "Holy Man ", "American Sniper ", "Goosebumps ", "Just Like Heaven ", "The Flintstones in Viva Rock Vegas ", "Rambo III ", "Leatherheads ", "Did You Hear About the Morgans? ", "The Internship ", "Resident Evil: Afterlife ", "Red Tails ", "The Devil's Advocate ", "That's My Boy ", "DragonHeart ", "After the Sunset ", "Ghost Rider: Spirit of Vengeance ", "Captain Corelli's Mandolin ", "The Pacifier ", "Walking Tall ", "Forrest Gump ", "Alvin and the Chipmunks ", "Meet the Parents ", "Pocahontas ", "Superman ", "The Nutty Professor ", "Hitch ", "George of the Jungle ", "American Wedding ", "Captain Phillips ", "Date Night ", "Casper ", "The Equalizer ", "Maid in Manhattan ", "Crimson Tide ", "The Pursuit of Happyness ", "Flightplan ", "Disclosure ", "City of Angels ", "Kill Bill: Vol. 1 ", "Bowfinger ", "Kill Bill: Vol. 2 ", "Tango & Cash ", "Death Becomes Her ", "Shanghai Noon ", "Executive Decision ", "Mr. Popper's Penguins ", "The Forbidden Kingdom ", "Free Birds ", "Alien 3 ", "Evita ", "Ronin ", "The Ghost and the Darkness ", "Paddington ", "The Watch ", "The Hunted ", "Instinct ", "Stuck on You ", "Semi-Pro ", "The Pirates! Band of Misfits ", "Changeling ", "Chain Reaction ", "The Fan ", "The Phantom of the Opera ", "Elizabeth: The Golden Age ", "Æon Flux ", "Gods and Generals ", "Turbulence ", "Imagine That ", "Muppets Most Wanted ", "Thunderbirds ", "Burlesque ", "A Very Long Engagement ", "Blade II ", "Seven Pounds ", "Bullet to the Head ", "The Godfather: Part III ", "Elizabethtown ", "You, Me and Dupree ", "Superman II ", "Gigli ", "All the King's Men ", "Shaft ", "Anastasia ", "Moulin Rouge! ", "Domestic Disturbance ", "Black Mass ", "Flags of Our Fathers ", "Law Abiding Citizen ", "Grindhouse ", "Beloved ", "Lucky You ", "Catch Me If You Can ", "Zero Dark Thirty ", "The Break-Up ", "Mamma Mia! ", "Valentine's Day ", "The Dukes of Hazzard ", "The Thin Red Line ", "The Change-Up ", "Man on the Moon ", "Casino ", "From Paris with Love ", "Bulletproof Monk ", "Me, Myself & Irene ", "Barnyard ", "The Twilight Saga: New Moon ", "Shrek ", "The Adjustment Bureau ", "Robin Hood: Prince of Thieves ", "Jerry Maguire ", "Ted ", "As Good as It Gets ", "Patch Adams ", "Anchorman 2: The Legend Continues ", "Mr. Deeds ", "Super 8 ", "Erin Brockovich ", "How to Lose a Guy in 10 Days ", "22 Jump Street ", "Interview with the Vampire: The Vampire Chronicles ", "Yes Man ", "Central Intelligence ", "Stepmom ", "Daddy's Home ", "Into the Woods ", "Inside Man ", "Payback ", "Congo ", "Knowing ", "Failure to Launch ", "Crazy, Stupid, Love. ", "Garfield ", "Christmas with the Kranks ", "Moneyball ", "Outbreak ", "Non-Stop ", "Race to Witch Mountain ", "V for Vendetta ", "Shanghai Knights ", "Curious George ", "Herbie Fully Loaded ", "Don't Say a Word ", "Hansel & Gretel: Witch Hunters ", "Unfaithful ", "I Am Number Four ", "Syriana ", "13 Hours ", "The Book of Life ", "Firewall ", "Absolute Power ", "G.I. Jane ", "The Game ", "Silent Hill ", "The Replacements ", "American Reunion ", "The Negotiator ", "Into the Storm ", "Beverly Hills Cop III ", "Gremlins 2: The New Batch ", "The Judge ", "The Peacemaker ", "Resident Evil: Apocalypse ", "Bridget Jones: The Edge of Reason ", "Out of Time ", "On Deadly Ground ", "The Adventures of Sharkboy and Lavagirl 3-D ", "The Beach ", "Raising Helen ", "Ninja Assassin ", "For Love of the Game ", "Striptease ", "Marmaduke ", "Hereafter ", "Murder by Numbers ", "Assassins ", "Hannibal Rising ", "The Story of Us ", "The Host ", "Basic ", "Blood Work ", "The International ", "Escape from L.A. ", "The Iron Giant ", "The Life Aquatic with Steve Zissou ", "Free State of Jones ", "The Life of David Gale ", "Man of the House ", "Run All Night ", "Eastern Promises ", "Into the Blue ", "Your Highness ", "Dream House ", "Mad City ", "Baby's Day Out ", "The Scarlet Letter ", "Fair Game ", "Domino ", "Jade ", "Gamer ", "Beautiful Creatures ", "Death to Smoochy ", "Zoolander 2 ", "The Big Bounce ", "What Planet Are You From? ", "Drive Angry ", "Street Fighter: The Legend of Chun-Li ", "The One ", "The Adventures of Ford Fairlane ", "Traffic ", "Indiana Jones and the Last Crusade ", "Chappie ", "The Bone Collector ", "Panic Room ", "Three Kings ", "Child 44 ", "Rat Race ", "K-PAX ", "Kate & Leopold ", "Bedazzled ", "The Cotton Club ", "3:10 to Yuma ", "Taken 3 ", "Out of Sight ", "The Cable Guy ", "Dick Tracy ", "The Thomas Crown Affair ", "Riding in Cars with Boys ", "Happily N'Ever After ", "Mary Reilly ", "My Best Friend's Wedding ", "America's Sweethearts ", "Insomnia ", "Star Trek: First Contact ", "Jonah Hex ", "Courage Under Fire ", "Liar Liar ", "The Infiltrator ", "The Flintstones ", "Taken 2 ", "Scary Movie 3 ", "Miss Congeniality ", "Journey to the Center of the Earth ", "The Princess Diaries 2: Royal Engagement ", "The Pelican Brief ", "The Client ", "The Bucket List ", "Patriot Games ", "Monster-in-Law ", "Prisoners ", "Training Day ", "Galaxy Quest ", "Scary Movie 2 ", "The Muppets ", "Blade ", "Coach Carter ", "Changing Lanes ", "Anaconda ", "Coyote Ugly ", "Love Actually ", "A Bug's Life ", "From Hell ", "The Specialist ", "Tin Cup ", "Kicking & Screaming ", "The Hitchhiker's Guide to the Galaxy ", "Fat Albert ", "Resident Evil: Extinction ", "Blended ", "Last Holiday ", "The River Wild ", "The Indian in the Cupboard ", "Savages ", "Cellular ", "Johnny English ", "The Ant Bully ", "Dune ", "Across the Universe ", "Revolutionary Road ", "16 Blocks ", "Babylon A.D. ", "The Glimmer Man ", "Multiplicity ", "Aliens in the Attic ", "The Pledge ", "The Producers ", "Dredd ", "The Phantom ", "All the Pretty Horses ", "Nixon ", "The Ghost Writer ", "Deep Rising ", "Miracle at St. Anna ", "Curse of the Golden Flower ", "Bangkok Dangerous ", "Big Trouble ", "Love in the Time of Cholera ", "Shadow Conspiracy ", "Johnny English Reborn ", "Argo ", "The Fugitive ", "The Bounty Hunter ", "Sleepers ", "Rambo: First Blood Part II ", "The Juror ", "Pinocchio ", "Heaven's Gate ", "Underworld: Evolution ", "Victor Frankenstein ", "Finding Forrester ", "28 Days ", "Unleashed ", "The Sweetest Thing ", "The Firm ", "Charlie St. Cloud ", "The Mechanic ", "21 Jump Street ", "Notting Hill ", "Chicken Run ", "Along Came Polly ", "Boomerang ", "The Heat ", "Cleopatra ", "Here Comes the Boom ", "High Crimes ", "The Mirror Has Two Faces ", "The Mothman Prophecies ", "Brüno ", "Licence to Kill ", "Red Riding Hood ", "15 Minutes ", "Super Mario Bros. ", "Lord of War ", "Hero ", "One for the Money ", "The Interview ", "The Warrior's Way ", "Micmacs ", "8 Mile ", "A Knight's Tale ", "The Medallion ", "The Sixth Sense ", "Man on a Ledge ", "The Big Year ", "The Karate Kid ", "American Hustle ", "The Proposal ", "Double Jeopardy ", "Back to the Future Part II ", "Lucy ", "Fifty Shades of Grey ", "Spy Kids 3-D: Game Over ", "A Time to Kill ", "Cheaper by the Dozen ", "Lone Survivor ", "A League of Their Own ", "The Conjuring 2 ", "The Social Network ", "He's Just Not That Into You ", "Scary Movie 4 ", "Scream 3 ", "Back to the Future Part III ", "Get Hard ", "Bram Stoker's Dracula ", "Julie & Julia ", "42 ", "The Talented Mr. Ripley ", "Dumb and Dumber To ", "Eight Below ", "The Intern ", "Ride Along 2 ", "The Last of the Mohicans ", "Ray ", "Sin City ", "Vantage Point ", "I Love You, Man ", "Shallow Hal ", "JFK ", "Big Momma's House 2 ", "The Mexican ", "17 Again ", "The Other Woman ", "The Final Destination ", "Bridge of Spies ", "Behind Enemy Lines ", "Shall We Dance ", "Small Soldiers ", "Spawn ", "The Count of Monte Cristo ", "The Lincoln Lawyer ", "Unknown ", "The Prestige ", "Horrible Bosses 2 ", "Escape from Planet Earth ", "Apocalypto ", "The Living Daylights ", "Predators ", "Legal Eagles ", "Secret Window ", "The Lake House ", "The Skeleton Key ", "The Odd Life of Timothy Green ", "Made of Honor ", "Jersey Boys ", "The Rainmaker ", "Gothika ", "Amistad ", "Medicine Man ", "Aliens vs. Predator: Requiem ", "Ri¢hie Ri¢h ", "Autumn in New York ", "Paul ", "The Guilt Trip ", "Scream 4 ", "8MM ", "The Doors ", "Sex Tape ", "Hanging Up ", "Final Destination 5 ", "Mickey Blue Eyes ", "Pay It Forward ", "Fever Pitch ", "Drillbit Taylor ", "A Million Ways to Die in the West ", "The Shadow ", "Extremely Loud & Incredibly Close ", "Morning Glory ", "Get Rich or Die Tryin' ", "The Art of War ", "Rent ", "Bless the Child ", "The Out-of-Towners ", "The Island of Dr. Moreau ", "The Musketeer ", "The Other Boleyn Girl ", "Sweet November ", "The Reaping ", "Mean Streets ", "Renaissance Man ", "Colombiana ", "The Magic Sword: Quest for Camelot ", "City by the Sea ", "At First Sight ", "Torque ", "City Hall ", "Showgirls ", "Marie Antoinette ", "Kiss of Death ", "Get Carter ", "The Impossible ", "Ishtar ", "Fantastic Mr. Fox ", "Life or Something Like It ", "Memoirs of an Invisible Man ", "Amélie ", "New York Minute ", "Alfie ", "Big Miracle ", "The Deep End of the Ocean ", "Feardotcom ", "Cirque du Freak: The Vampire's Assistant ", "Duplex ", "Raise the Titanic ", "Universal Soldier: The Return ", "Pandorum ", "Impostor ", "Extreme Ops ", "Just Visiting ", "Sunshine ", "A Thousand Words ", "Delgo ", "The Gunman ", "Alex Rider: Operation Stormbreaker ", "Disturbia ", "Hackers ", "The Hunting Party ", "The Hudsucker Proxy ", "The Warlords ", "Nomad: The Warrior ", "Snowpiercer ", "The Crow ", "The Time Traveler's Wife ", "The Fast and the Furious ", "Frankenweenie ", "Serenity ", "Against the Ropes ", "Superman III ", "Grudge Match ", "Sweet Home Alabama ", "The Ugly Truth ", "Sgt. Bilko ", "Spy Kids 2: Island of Lost Dreams ", "Star Trek: Generations ", "The Grandmaster ", "Water for Elephants ", "The Hurricane ", "Enough ", "Heartbreakers ", "Paul Blart: Mall Cop 2 ", "Angel Eyes ", "Joe Somebody ", "The Ninth Gate ", "Extreme Measures ", "Rock Star ", "Precious ", "White Squall ", "The Thing ", "Riddick ", "Switchback ", "Texas Rangers ", "City of Ember ", "The Master ", "The Express ", "The 5th Wave ", "Creed ", "The Town ", "What to Expect When You're Expecting ", "Burn After Reading ", "Nim's Island ", "Rush ", "Magnolia ", "Cop Out ", "How to Be Single ", "Dolphin Tale ", "Twilight ", "John Q ", "Blue Streak ", "We're the Millers ", "Breakdown ", "Never Say Never Again ", "Hot Tub Time Machine ", "Dolphin Tale 2 ", "Reindeer Games ", "A Man Apart ", "Aloha ", "Ghosts of Mississippi ", "Snow Falling on Cedars ", "The Rite ", "Gattaca ", "Isn't She Great ", "Space Chimps ", "Head of State ", "The Hangover ", "Ip Man 3 ", "Austin Powers: The Spy Who Shagged Me ", "Batman ", "There Be Dragons ", "Lethal Weapon 3 ", "The Blind Side ", "Spy Kids ", "Horrible Bosses ", "True Grit ", "The Devil Wears Prada ", "Star Trek: The Motion Picture ", "Identity Thief ", "Cape Fear ", "21 ", "Trainwreck ", "Guess Who ", "The English Patient ", "L.A. Confidential ", "Sky High ", "In & Out ", "Species ", "A Nightmare on Elm Street ", "The Cell ", "The Man in the Iron Mask ", "Secretariat ", "TMNT ", "Radio ", "Friends with Benefits ", "Neighbors 2: Sorority Rising ", "Saving Mr. Banks ", "Malcolm X ", "This Is 40 ", "Old Dogs ", "Underworld: Rise of the Lycans ", "License to Wed ", "The Benchwarmers ", "Must Love Dogs ", "Donnie Brasco ", "Resident Evil ", "Poltergeist ", "The Ladykillers ", "Max Payne ", "In Time ", "The Back-up Plan ", "Something Borrowed ", "Black Knight ", "Street Fighter ", "The Pianist ", "The Nativity Story ", "House of Wax ", "Closer ", "J. Edgar ", "Mirrors ", "Queen of the Damned ", "Predator 2 ", "Untraceable ", "Blast from the Past ", "Jersey Girl ", "Alex Cross ", "Midnight in the Garden of Good and Evil ", "Nanny McPhee Returns ", "Hoffa ", "The X Files: I Want to Believe ", "Ella Enchanted ", "Concussion ", "Abduction ", "Valiant ", "Wonder Boys ", "Superhero Movie ", "Broken City ", "Cursed ", "Premium Rush ", "Hot Pursuit ", "The Four Feathers ", "Parker ", "Wimbledon ", "Furry Vengeance ", "Lions for Lambs ", "Flight of the Intruder ", "Walk Hard: The Dewey Cox Story ", "The Shipping News ", "American Outlaws ", "The Young Victoria ", "Whiteout ", "The Tree of Life ", "Knock Off ", "Sabotage ", "The Order ", "Punisher: War Zone ", "Zoom ", "The Walk ", "Warriors of Virtue ", "A Good Year ", "Radio Flyer ", "Blood In, Blood Out ", "Smilla's Sense of Snow ", "Femme Fatale ", "Ride with the Devil ", "The Maze Runner ", "Unfinished Business ", "The Age of Innocence ", "The Fountain ", "Chill Factor ", "Stolen ", "Ponyo ", "The Longest Ride ", "The Astronaut's Wife ", "I Dreamed of Africa ", "Playing for Keeps ", "Mandela: Long Walk to Freedom ", "A Few Good Men ", "Exit Wounds ", "Big Momma's House ", "The Darkest Hour ", "Step Up Revolution ", "Snakes on a Plane ", "The Watcher ", "The Punisher ", "Goal! The Dream Begins ", "Safe ", "Pushing Tin ", "Star Wars: Episode VI - Return of the Jedi ", "Doomsday ", "The Reader ", "Elf ", "Phenomenon ", "Snow Dogs ", "Scrooged ", "Nacho Libre ", "Bridesmaids ", "This Is the End ", "Stigmata ", "Men of Honor ", "Takers ", "The Big Wedding ", "Big Mommas: Like Father, Like Son ", "Source Code ", "Alive ", "The Number 23 ", "The Young and Prodigious T.S. Spivet ", "Dreamer: Inspired by a True Story ", "A History of Violence ", "Transporter 2 ", "The Quick and the Dead ", "Laws of Attraction ", "Bringing Out the Dead ", "Repo Men ", "Dragon Wars: D-War ", "Bogus ", "The Incredible Burt Wonderstone ", "Cats Don't Dance ", "Cradle Will Rock ", "The Good German ", "Apocalypse Now ", "Going the Distance ", "Mr. Holland's Opus ", "Criminal ", "Out of Africa ", "Flight ", "Moonraker ", "The Grand Budapest Hotel ", "Hearts in Atlantis ", "Arachnophobia ", "Frequency ", "Ghostbusters ", "Vacation ", "Get Shorty ", "Chicago ", "Big Daddy ", "American Pie 2 ", "Toy Story ", "Speed ", "The Vow ", "Extraordinary Measures ", "Remember the Titans ", "The Hunt for Red October ", "Lee Daniels' The Butler ", "Dodgeball: A True Underdog Story ", "The Addams Family ", "Ace Ventura: When Nature Calls ", "The Princess Diaries ", "The First Wives Club ", "Se7en ", "District 9 ", "The SpongeBob SquarePants Movie ", "Mystic River ", "Million Dollar Baby ", "Analyze This ", "The Notebook ", "27 Dresses ", "Hannah Montana: The Movie ", "Rugrats in Paris: The Movie ", "The Prince of Tides ", "Legends of the Fall ", "Up in the Air ", "About Schmidt ", "Warm Bodies ", "Looper ", "Down to Earth ", "Babe ", "Hope Springs ", "Forgetting Sarah Marshall ", "Four Brothers ", "Baby Mama ", "Hope Floats ", "Bride Wars ", "Without a Paddle ", "13 Going on 30 ", "Midnight in Paris ", "The Nut Job ", "Blow ", "Message in a Bottle ", "Star Trek V: The Final Frontier ", "Like Mike ", "Naked Gun 33 1/3: The Final Insult ", "A View to a Kill ", "The Curse of the Were-Rabbit ", "P.S. I Love You ", "Atonement ", "Letters to Juliet ", "Black Rain ", "Corpse Bride ", "Sicario ", "Southpaw ", "Drag Me to Hell ", "The Age of Adaline ", "Secondhand Lions ", "Step Up 3D ", "Blue Crush ", "Stranger Than Fiction ", "30 Days of Night ", "The Cabin in the Woods ", "Meet the Spartans ", "Midnight Run ", "The Running Man ", "Little Shop of Horrors ", "Hanna ", "Mortal Kombat: Annihilation ", "Larry Crowne ", "Carrie ", "Take the Lead ", "Gridiron Gang ", "What's the Worst That Could Happen? ", "9 ", "Side Effects ", "Winnie the Pooh ", "Dumb and Dumberer: When Harry Met Lloyd ", "Bulworth ", "Get on Up ", "One True Thing ", "Virtuosity ", "My Super Ex-Girlfriend ", "Deliver Us from Evil ", "Sanctum ", "Little Black Book ", "The Five-Year Engagement ", "Mr 3000 ", "The Next Three Days ", "Ultraviolet ", "Assault on Precinct 13 ", "The Replacement Killers ", "Fled ", "Eight Legged Freaks ", "Love & Other Drugs ", "88 Minutes ", "North Country ", "The Whole Ten Yards ", "Splice ", "Howard the Duck ", "Pride and Glory ", "The Cave ", "Alex & Emma ", "Wicker Park ", "Fright Night ", "The New World ", "Wing Commander ", "In Dreams ", "Dragonball: Evolution ", "The Last Stand ", "Godsend ", "Chasing Liberty ", "Hoodwinked Too! Hood vs. Evil ", "An Unfinished Life ", "The Imaginarium of Doctor Parnassus ", "Runner Runner ", "Antitrust ", "Glory ", "Once Upon a Time in America ", "Dead Man Down ", "The Merchant of Venice ", "The Good Thief ", "Miss Potter ", "The Promise ", "DOA: Dead or Alive ", "The Assassination of Jesse James by the Coward Robert Ford ", "1911 ", "Machine Gun Preacher ", "Pitch Perfect 2 ", "Walk the Line ", "Keeping the Faith ", "The Borrowers ", "Frost/Nixon ", "Serving Sara ", "The Boss ", "Cry Freedom ", "Mumford ", "Seed of Chucky ", "The Jacket ", "Aladdin ", "Straight Outta Compton ", "Indiana Jones and the Temple of Doom ", "The Rugrats Movie ", "Along Came a Spider ", "Once Upon a Time in Mexico ", "Die Hard ", "Role Models ", "The Big Short ", "Taking Woodstock ", "Miracle ", "Dawn of the Dead ", "The Wedding Planner ", "The Royal Tenenbaums ", "Identity ", "Last Vegas ", "For Your Eyes Only ", "Serendipity ", "Timecop ", "Zoolander ", "Safe Haven ", "Hocus Pocus ", "No Reservations ", "Kick-Ass ", "30 Minutes or Less ", "Dracula 2000 ", "Alexander and the Terrible, Horrible, No Good, Very Bad Day ", "Pride & Prejudice ", "Blade Runner ", "Rob Roy ", "3 Days to Kill ", "We Own the Night ", "Lost Souls ", "Winged Migration ", "Just My Luck ", "Mystery, Alaska ", "The Spy Next Door ", "A Simple Wish ", "Ghosts of Mars ", "Our Brand Is Crisis ", "Pride and Prejudice and Zombies ", "Kundun ", "How to Lose Friends & Alienate People ", "Kick-Ass 2 ", "Brick Mansions ", "Octopussy ", "Knocked Up ", "My Sister's Keeper ", "Welcome Home, Roscoe Jenkins ", "A Passage to India ", "Notes on a Scandal ", "Rendition ", "Star Trek VI: The Undiscovered Country ", "Divine Secrets of the Ya-Ya Sisterhood ", "The Jungle Book ", "Kiss the Girls ", "The Blues Brothers ", "Joyful Noise ", "About a Boy ", "Lake Placid ", "Lucky Number Slevin ", "The Right Stuff ", "Anonymous ", "Dark City ", "The Duchess ", "The Newton Boys ", "Case 39 ", "Suspect Zero ", "Martian Child ", "Spy Kids: All the Time in the World in 4D ", "Money Monster ", "Formula 51 ", "Flawless ", "Mindhunters ", "What Just Happened ", "The Statement ", "Paul Blart: Mall Cop ", "Freaky Friday ", "The 40-Year-Old Virgin ", "Shakespeare in Love ", "A Walk Among the Tombstones ", "Kindergarten Cop ", "Pineapple Express ", "Ever After: A Cinderella Story ", "Open Range ", "Flatliners ", "A Bridge Too Far ", "Red Eye ", "Final Destination 2 ", "O Brother, Where Art Thou? ", "Legion ", "Pain & Gain ", "In Good Company ", "Clockstoppers ", "Silverado ", "Brothers ", "Agent Cody Banks 2: Destination London ", "New Year's Eve ", "Original Sin ", "The Raven ", "Welcome to Mooseport ", "Highlander: The Final Dimension ", "Blood and Wine ", "The Curse of the Jade Scorpion ", "Flipper ", "Self/less ", "The Constant Gardener ", "The Passion of the Christ ", "Mrs. Doubtfire ", "Rain Man ", "Gran Torino ", "W. ", "Taken ", "The Best of Me ", "The Bodyguard ", "Schindler's List ", "The Help ", "The Fifth Estate ", "Scooby-Doo 2: Monsters Unleashed ", "Freddy vs. Jason ", "Jimmy Neutron: Boy Genius ", "Cloverfield ", "Teenage Mutant Ninja Turtles II: The Secret of the Ooze ", "The Untouchables ", "No Country for Old Men ", "Ride Along ", "Bridget Jones's Diary ", "Chocolat ", "Legally Blonde 2: Red, White & Blonde ", "Parental Guidance ", "No Strings Attached ", "Tombstone ", "Romeo Must Die ", "Final Destination 3 ", "The Lucky One ", "Bridge to Terabithia ", "Finding Neverland ", "A Madea Christmas ", "The Grey ", "Hide and Seek ", "Anchorman: The Legend of Ron Burgundy ", "Goodfellas ", "Agent Cody Banks ", "Nanny McPhee ", "Scarface ", "Nothing to Lose ", "The Last Emperor ", "Contraband ", "Money Talks ", "There Will Be Blood ", "The Wild Thornberrys Movie ", "Rugrats Go Wild ", "Undercover Brother ", "The Sisterhood of the Traveling Pants ", "Kiss of the Dragon ", "The House Bunny ", "Million Dollar Arm ", "The Giver ", "What a Girl Wants ", "Jeepers Creepers II ", "Good Luck Chuck ", "Cradle 2 the Grave ", "The Hours ", "She's the Man ", "Mr. Bean's Holiday ", "Anacondas: The Hunt for the Blood Orchid ", "Blood Ties ", "August Rush ", "Elizabeth ", "Bride of Chucky ", "Tora! Tora! Tora! ", "Spice World ", "Dance Flick ", "The Shawshank Redemption ", "Crocodile Dundee in Los Angeles ", "Kingpin ", "The Gambler ", "August: Osage County ", "A Lot Like Love ", "Eddie the Eagle ", "He Got Game ", "Don Juan DeMarco ", "Dear John ", "The Losers ", "Don't Be Afraid of the Dark ", "War ", "Punch-Drunk Love ", "EuroTrip ", "Half Past Dead ", "Unaccompanied Minors ", "Bright Lights, Big City ", "The Adventures of Pinocchio ", "The Box ", "The Ruins ", "The Next Best Thing ", "My Soul to Take ", "The Girl Next Door ", "Maximum Risk ", "Stealing Harvard ", "Legend ", "Shark Night 3D ", "Angela's Ashes ", "Draft Day ", "The Conspirator ", "Lords of Dogtown ", "The 33 ", "Big Trouble in Little China ", "Warrior ", "Michael Collins ", "Gettysburg ", "Stop-Loss ", "Abandon ", "Brokedown Palace ", "The Possession ", "Mrs. Winterbourne ", "Straw Dogs ", "The Hoax ", "Stone Cold ", "The Road ", "Underclassman ", "Say It Isn't So ", "The World's Fastest Indian ", "Snakes on a Plane ", "Tank Girl ", "King's Ransom ", "Blindness ", "BloodRayne ", "Where the Truth Lies ", "Without Limits ", "Me and Orson Welles ", "The Best Offer ", "Bad Lieutenant: Port of Call New Orleans ", "Little White Lies ", "Love Ranch ", "The Counselor ", "Dangerous Liaisons ", "On the Road ", "Star Trek IV: The Voyage Home ", "Rocky Balboa ", "Point Break ", "Scream 2 ", "Jane Got a Gun ", "Think Like a Man Too ", "The Whole Nine Yards ", "Footloose ", "Old School ", "The Fisher King ", "I Still Know What You Did Last Summer ", "Return to Me ", "Zack and Miri Make a Porno ", "Nurse Betty ", "The Men Who Stare at Goats ", "Double Take ", "Girl, Interrupted ", "Win a Date with Tad Hamilton! ", "Muppets from Space ", "The Wiz ", "Ready to Rumble ", "Play It to the Bone ", "I Don't Know How She Does It ", "Piranha 3D ", "Beyond the Sea ", "Meet the Deedles ", "The Princess and the Cobbler ", "The Bridge of San Luis Rey ", "Faster ", "Howl's Moving Castle ", "Zombieland ", "King Kong ", "The Waterboy ", "Star Wars: Episode V - The Empire Strikes Back ", "Bad Boys ", "The Naked Gun 2½: The Smell of Fear ", "Final Destination ", "The Ides of March ", "Pitch Black ", "Someone Like You... ", "Her ", "Eddie the Eagle ", "Joy Ride ", "The Adventurer: The Curse of the Midas Box ", "Anywhere But Here ", "Chasing Liberty ", "The Crew ", "Haywire ", "Jaws: The Revenge ", "Marvin's Room ", "The Longshots ", "The End of the Affair ", "Harley Davidson and the Marlboro Man ", "Coco Before Chanel ", "Chéri ", "Vanity Fair ", "1408 ", "Spaceballs ", "The Water Diviner ", "Ghost ", "There's Something About Mary ", "The Santa Clause ", "The Rookie ", "The Game Plan ", "The Bridges of Madison County ", "The Animal ", "The Hundred-Foot Journey ", "The Net ", "I Am Sam ", "Son of God ", "Underworld ", "Derailed ", "The Informant! ", "Shadowlands ", "Deuce Bigalow: European Gigolo ", "Delivery Man ", "Victor Frankenstein ", "Saving Silverman ", "Diary of a Wimpy Kid: Dog Days ", "Summer of Sam ", "Jay and Silent Bob Strike Back ", "The Island ", "The Glass House ", "Hail, Caesar! ", "Josie and the Pussycats ", "Homefront ", "The Little Vampire ", "I Heart Huckabees ", "RoboCop 3 ", "Megiddo: The Omega Code 2 ", "Darling Lili ", "Dudley Do-Right ", "The Transporter Refueled ", "Black Book ", "Joyeux Noel ", "Hit and Run ", "Mad Money ", "Before I Go to Sleep ", "Stone ", "Molière ", "Out of the Furnace ", "Michael Clayton ", "My Fellow Americans ", "Arlington Road ", "To Rome with Love ", "Firefox ", "South Park: Bigger Longer & Uncut ", "Death at a Funeral ", "Teenage Mutant Ninja Turtles III ", "Hardball ", "Silver Linings Playbook ", "Freedom Writers ", "The Transporter ", "Never Back Down ", "The Rage: Carrie 2 ", "Away We Go ", "Swing Vote ", "Moonlight Mile ", "Tinker Tailor Soldier Spy ", "Molly ", "The Beaver ", "The Best Little Whorehouse in Texas ", "eXistenZ ", "Raiders of the Lost Ark ", "Home Alone 2: Lost in New York ", "Close Encounters of the Third Kind ", "Pulse ", "Beverly Hills Cop II ", "Bringing Down the House ", "The Silence of the Lambs ", "Wayne's World ", "Jackass 3D ", "Jaws 2 ", "Beverly Hills Chihuahua ", "The Conjuring ", "Are We There Yet? ", "Tammy ", "Disturbia ", "School of Rock ", "Mortal Kombat ", "White Chicks ", "The Descendants ", "Holes ", "The Last Song ", "12 Years a Slave ", "Drumline ", "Why Did I Get Married Too? ", "Edward Scissorhands ", "Me Before You ", "Madea's Witness Protection ", "Bad Moms ", "Date Movie ", "Return to Never Land ", "Selma ", "The Jungle Book 2 ", "Boogeyman ", "Premonition ", "The Tigger Movie ", "Max ", "Epic Movie ", "Conan the Barbarian ", "Spotlight ", "Lakeview Terrace ", "The Grudge 2 ", "How Stella Got Her Groove Back ", "Bill & Ted's Bogus Journey ", "Man of the Year ", "The American ", "Selena ", "Vampires Suck ", "Babel ", "This Is Where I Leave You ", "Doubt ", "Team America: World Police ", "Texas Chainsaw 3D ", "Copycat ", "Scary Movie 5 ", "Milk ", "Risen ", "Ghost Ship ", "A Very Harold & Kumar 3D Christmas ", "Wild Things ", "The Debt ", "High Fidelity ", "One Missed Call ", "Eye for an Eye ", "The Bank Job ", "Eternal Sunshine of the Spotless Mind ", "You Again ", "Street Kings ", "The World's End ", "Nancy Drew ", "Daybreakers ", "She's Out of My League ", "Monte Carlo ", "Stay Alive ", "Quigley Down Under ", "Alpha and Omega ", "The Covenant ", "Shorts ", "To Die For ", "Nerve ", "Vampires ", "Psycho ", "My Best Friend's Girl ", "Endless Love ", "Georgia Rule ", "Under the Rainbow ", "Simon Birch ", "Reign Over Me ", "Into the Wild ", "School for Scoundrels ", "Silent Hill: Revelation 3D ", "From Dusk Till Dawn ", "Pooh's Heffalump Movie ", "Home for the Holidays ", "Kung Fu Hustle ", "The Country Bears ", "The Kite Runner ", "21 Grams ", "Paparazzi ", "Twilight ", "A Guy Thing ", "Loser ", "The Greatest Story Ever Told ", "Disaster Movie ", "Armored ", "The Man Who Knew Too Little ", "What's Your Number? ", "Lockout ", "Envy ", "Crank: High Voltage ", "Bullets Over Broadway ", "One Night with the King ", "The Quiet American ", "The Weather Man ", "Undisputed ", "Ghost Town ", "12 Rounds ", "Let Me In ", "3 Ninjas Kick Back ", "Be Kind Rewind ", "Mrs Henderson Presents ", "Triple 9 ", "Deconstructing Harry ", "Three to Tango ", "Burnt ", "We're No Angels ", "Everyone Says I Love You ", "Death Sentence ", "Everybody's Fine ", "Superbabies: Baby Geniuses 2 ", "The Man ", "Code Name: The Cleaner ", "Connie and Carla ", "Inherent Vice ", "Doogal ", "Battle of the Year ", "An American Carol ", "Machete Kills ", "Willard ", "Strange Wilderness ", "Topsy-Turvy ", "Little Boy ", "A Dangerous Method ", "A Scanner Darkly ", "Chasing Mavericks ", "Alone in the Dark ", "Bandslam ", "Birth ", "A Most Violent Year ", "Flash of Genius ", "I'm Not There. ", "The Cold Light of Day ", "The Brothers Bloom ", "Synecdoche, New York ", "Bon voyage ", "Can't Stop the Music ", "The Proposition ", "Courage ", "Marci X ", "Equilibrium ", "The Children of Huang Shi ", "The Yards ", "The Oogieloves in the Big Balloon Adventure ", "By the Sea ", "The Game of Their Lives ", "Rapa Nui ", "Dylan Dog: Dead of Night ", "People I Know ", "The Tempest ", "The Painted Veil ", "The Baader Meinhof Complex ", "Dances with Wolves ", "Bad Teacher ", "Sea of Love ", "A Cinderella Story ", "Scream ", "Thir13en Ghosts ", "Back to the Future ", "House on Haunted Hill ", "I Can Do Bad All by Myself ", "The Switch ", "Just Married ", "The Devil's Double ", "Thomas and the Magic Railroad ", "The Crazies ", "Spirited Away ", "The Bounty ", "The Book Thief ", "Sex Drive ", "Leap Year ", "Take Me Home Tonight ", "The Nutcracker ", "Kansas City ", "The Amityville Horror ", "Adaptation. ", "Land of the Dead ", "Fear and Loathing in Las Vegas ", "The Invention of Lying ", "Neighbors ", "The Mask ", "Big ", "Borat: Cultural Learnings of America for Make Benefit Glorious Nation of Kazakhstan ", "Legally Blonde ", "Star Trek III: The Search for Spock ", "The Exorcism of Emily Rose ", "Deuce Bigalow: Male Gigolo ", "Left Behind ", "The Family Stone ", "Barbershop 2: Back in Business ", "Bad Santa ", "Austin Powers: International Man of Mystery ", "My Big Fat Greek Wedding 2 ", "Diary of a Wimpy Kid: Rodrick Rules ", "Predator ", "Amadeus ", "Prom Night ", "Mean Girls ", "Under the Tuscan Sun ", "Gosford Park ", "Peggy Sue Got Married ", "Birdman or (The Unexpected Virtue of Ignorance) ", "Blue Jasmine ", "United 93 ", "Honey ", "Glory ", "Spy Hard ", "The Fog ", "Soul Surfer ", "Observe and Report ", "Conan the Destroyer ", "Raging Bull ", "Love Happens ", "Young Sherlock Holmes ", "Fame ", "127 Hours ", "Small Time Crooks ", "Center Stage ", "Love the Coopers ", "Catch That Kid ", "Life as a House ", "Steve Jobs ", "I Love You, Beth Cooper ", "Youth in Revolt ", "The Legend of the Lone Ranger ", "The Tailor of Panama ", "Getaway ", "The Ice Storm ", "And So It Goes ", "Troop Beverly Hills ", "Being Julia ", "9½ Weeks ", "Dragonslayer ", "The Last Station ", "Ed Wood ", "Labor Day ", "Mongol: The Rise of Genghis Khan ", "RocknRolla ", "Megaforce ", "Hamlet ", "Midnight Special ", "Anything Else ", "The Railway Man ", "The White Ribbon ", "The Wraith ", "The Salton Sea ", "One Man's Hero ", "Renaissance ", "Superbad ", "Step Up 2: The Streets ", "Hoodwinked! ", "Hotel Rwanda ", "Hitman ", "Black Nativity ", "City of Ghosts ", "The Others ", "Aliens ", "My Fair Lady ", "I Know What You Did Last Summer ", "Let's Be Cops ", "Sideways ", "Beerfest ", "Halloween ", "Good Boy! ", "The Best Man Holiday ", "Smokin' Aces ", "Saw 3D: The Final Chapter ", "40 Days and 40 Nights ", "TRON: Legacy ", "A Night at the Roxbury ", "Beastly ", "The Hills Have Eyes ", "Dickie Roberts: Former Child Star ", "McFarland, USA ", "Pitch Perfect ", "Summer Catch ", "A Simple Plan ", "They ", "Larry the Cable Guy: Health Inspector ", "The Adventures of Elmo in Grouchland ", "Brooklyn's Finest ", "Evil Dead ", "My Life in Ruins ", "American Dreamz ", "Superman IV: The Quest for Peace ", "Running Scared ", "Shanghai Surprise ", "The Illusionist ", "Roar ", "Veronica Guerin ", "Escobar: Paradise Lost ", "Southland Tales ", "The Apparition ", "My Girl ", "Fur: An Imaginary Portrait of Diane Arbus ", "Wall Street ", "Sense and Sensibility ", "Becoming Jane ", "Sydney White ", "House of Sand and Fog ", "Dead Poets Society ", "Dumb & Dumber ", "When Harry Met Sally... ", "The Verdict ", "Road Trip ", "Varsity Blues ", "The Artist ", "The Unborn ", "Moonrise Kingdom ", "The Texas Chainsaw Massacre: The Beginning ", "The Young Messiah ", "The Master of Disguise ", "Pan's Labyrinth ", "See Spot Run ", "Baby Boy ", "The Roommate ", "Joe Dirt ", "Double Impact ", "Hot Fuzz ", "The Women ", "Vicky Cristina Barcelona ", "Boys and Girls ", "White Oleander ", "Jennifer's Body ", "Drowning Mona ", "Radio Days ", "Remember Me ", "How to Deal ", "My Stepmother Is an Alien ", "Philadelphia ", "The Thirteenth Floor ", "Duets ", "Hollywood Ending ", "Detroit Rock City ", "Highlander ", "Things We Lost in the Fire ", "Steel ", "The Immigrant ", "The White Countess ", "Trance ", "Soul Plane ", "Good ", "Enter the Void ", "Vamps ", "The Homesman ", "Juwanna Mann ", "Slow Burn ", "Wasabi ", "Slither ", "Beverly Hills Cop ", "Home Alone ", "3 Men and a Baby ", "Tootsie ", "Top Gun ", "Crouching Tiger, Hidden Dragon ", "American Beauty ", "The King's Speech ", "Twins ", "The Yellow Handkerchief ", "The Color Purple ", "The Imitation Game ", "Private Benjamin ", "Diary of a Wimpy Kid ", "Mama ", "National Lampoon's Vacation ", "Bad Grandpa ", "The Queen ", "Beetlejuice ", "Why Did I Get Married? ", "Little Women ", "The Woman in Black ", "When a Stranger Calls ", "Big Fat Liar ", "Wag the Dog ", "The Lizzie McGuire Movie ", "Snitch ", "Krampus ", "The Faculty ", "Cop Land ", "Not Another Teen Movie ", "End of Watch ", "Aloha ", "The Skulls ", "The Theory of Everything ", "Malibu's Most Wanted ", "Where the Heart Is ", "Lawrence of Arabia ", "Halloween II ", "Wild ", "The Last House on the Left ", "The Wedding Date ", "Halloween: Resurrection ", "Clash of the Titans ", "The Princess Bride ", "The Great Debaters ", "Drive ", "Confessions of a Teenage Drama Queen ", "The Object of My Affection ", "28 Weeks Later ", "When the Game Stands Tall ", "Because of Winn-Dixie ", "Love & Basketball ", "Grosse Pointe Blank ", "All About Steve ", "Book of Shadows: Blair Witch 2 ", "The Craft ", "Match Point ", "Ramona and Beezus ", "The Remains of the Day ", "Boogie Nights ", "Nowhere to Run ", "Flicka ", "The Hills Have Eyes II ", "Urban Legends: Final Cut ", "Tuck Everlasting ", "The Marine ", "Keanu ", "Country Strong ", "Disturbing Behavior ", "The Place Beyond the Pines ", "The November Man ", "Eye of the Beholder ", "The Hurt Locker ", "Firestarter ", "Killing Them Softly ", "A Most Wanted Man ", "Freddy Got Fingered ", "The Pirates Who Don't Do Anything: A VeggieTales Movie ", "Highlander: Endgame ", "Idlewild ", "One Day ", "Whip It ", "Confidence ", "The Muse ", "De-Lovely ", "New York Stories ", "Barney's Great Adventure ", "The Man with the Iron Fists ", "Home Fries ", "Here on Earth ", "Brazil ", "Raise Your Voice ", "The Big Lebowski ", "Black Snake Moan ", "Dark Blue ", "A Mighty Heart ", "Whatever It Takes ", "Boat Trip ", "The Importance of Being Earnest ", "Hoot ", "In Bruges ", "Peeples ", "The Rocker ", "Post Grad ", "Promised Land ", "Whatever Works ", "The In Crowd ", "Three Burials ", "Jakob the Liar ", "Kiss Kiss Bang Bang ", "Idle Hands ", "Mulholland Drive ", "You Will Meet a Tall Dark Stranger ", "Never Let Me Go ", "Transsiberian ", "The Clan of the Cave Bear ", "Crazy in Alabama ", "Funny Games ", "Metropolis ", "District B13 ", "Things to Do in Denver When You're Dead ", "The Assassin ", "Buffalo Soldiers ", "Ong-bak 2 ", "The Midnight Meat Train ", "The Son of No One ", "All the Queen's Men ", "The Good Night ", "Groundhog Day ", "Magic Mike XXL ", "Romeo + Juliet ", "Sarah's Key ", "Unforgiven ", "Manderlay ", "Slumdog Millionaire ", "Fatal Attraction ", "Pretty Woman ", "Crocodile Dundee II ", "Born on the Fourth of July ", "Cool Runnings ", "My Bloody Valentine ", "Stomp the Yard ", "The Spy Who Loved Me ", "Urban Legend ", "White Fang ", "Superstar ", "The Iron Lady ", "Jonah: A VeggieTales Movie ", "Poetic Justice ", "All About the Benjamins ", "Vampire in Brooklyn ", "An American Haunting ", "My Boss's Daughter ", "A Perfect Getaway ", "Our Family Wedding ", "Dead Man on Campus ", "Tea with Mussolini ", "Thinner ", "Crooklyn ", "Jason X ", "Bobby ", "Head Over Heels ", "Fun Size ", "Little Children ", "Gossip ", "A Walk on the Moon ", "Catch a Fire ", "Soul Survivors ", "Jefferson in Paris ", "Caravans ", "Mr. Turner ", "Amen. ", "The Lucky Ones ", "Margaret ", "Flipped ", "Brokeback Mountain ", "Teenage Mutant Ninja Turtles ", "Clueless ", "Far from Heaven ", "Hot Tub Time Machine 2 ", "Quills ", "Seven Psychopaths ", "Downfall ", "The Sea Inside ", "Good Morning, Vietnam ", "The Last Godfather ", "Justin Bieber: Never Say Never ", "Black Swan ", "RoboCop ", "The Godfather: Part II ", "Save the Last Dance ", "A Nightmare on Elm Street 4: The Dream Master ", "Miracles from Heaven ", "Dude, Where's My Car? ", "Young Guns ", "St. Vincent ", "About Last Night ", "10 Things I Hate About You ", "The New Guy ", "Loaded Weapon 1 ", "The Shallows ", "The Butterfly Effect ", "Snow Day ", "This Christmas ", "Baby Geniuses ", "The Big Hit ", "Harriet the Spy ", "Child's Play 2 ", "No Good Deed ", "The Mist ", "Ex Machina ", "Being John Malkovich ", "Two Can Play That Game ", "Earth to Echo ", "Crazy/Beautiful ", "Letters from Iwo Jima ", "The Astronaut Farmer ", "Woo ", "Room ", "Dirty Work ", "Serial Mom ", "Dick ", "Light It Up ", "54 ", "Bubble Boy ", "Birthday Girl ", "21 & Over ", "Paris, je t'aime ", "Resurrecting the Champ ", "Admission ", "The Widow of Saint-Pierre ", "Chloe ", "Faithful ", "Brothers ", "Find Me Guilty ", "The Perks of Being a Wallflower ", "Excessive Force ", "Infamous ", "The Claim ", "The Vatican Tapes ", "Attack the Block ", "In the Land of Blood and Honey ", "The Call ", "The Crocodile Hunter: Collision Course ", "I Love You Phillip Morris ", "Antwone Fisher ", "The Emperor's Club ", "True Romance ", "Glengarry Glen Ross ", "The Killer Inside Me ", "Sorority Row ", "Lars and the Real Girl ", "The Boy in the Striped Pajamas ", "Dancer in the Dark ", "Oscar and Lucinda ", "The Funeral ", "Solitary Man ", "Machete ", "Casino Jack ", "The Land Before Time ", "Tae Guk Gi: The Brotherhood of War ", "The Perfect Game ", "The Exorcist ", "Jaws ", "American Pie ", "Ernest & Celestine ", "The Golden Child ", "Think Like a Man ", "Barbershop ", "Star Trek II: The Wrath of Khan ", "Ace Ventura: Pet Detective ", "WarGames ", "Witness ", "Act of Valor ", "Step Up ", "Beavis and Butt-Head Do America ", "Jackie Brown ", "Harold & Kumar Escape from Guantanamo Bay ", "Chronicle ", "Yentl ", "Time Bandits ", "Crossroads ", "Project X ", "One Hour Photo ", "Quarantine ", "The Eye ", "Johnson Family Vacation ", "How High ", "The Muppet Christmas Carol ", "Casino Royale ", "Frida ", "Katy Perry: Part of Me ", "The Fault in Our Stars ", "Rounders ", "Top Five ", "Stir of Echoes ", "Philomena ", "The Upside of Anger ", "Aquamarine ", "Paper Towns ", "Nebraska ", "Tales from the Crypt: Demon Knight ", "Max Keeble's Big Move ", "Young Adult ", "Crank ", "Living Out Loud ", "Das Boot ", "Sorority Boys ", "About Time ", "House of Flying Daggers ", "Arbitrage ", "Project Almanac ", "Cadillac Records ", "Screwed ", "Fortress ", "For Your Consideration ", "Celebrity ", "Running with Scissors ", "From Justin to Kelly ", "Girl 6 ", "In the Cut ", "Two Lovers ", "Last Orders ", "Ravenous ", "Charlie Bartlett ", "The Great Beauty ", "The Dangerous Lives of Altar Boys ", "Stoker ", "2046 ", "Married Life ", "Duma ", "Ondine ", "Brother ", "Welcome to Collinwood ", "Critical Care ", "The Life Before Her Eyes ", "Trade ", "Breakfast of Champions ", "City of Life and Death ", "Home ", "5 Days of War ", "10 Days in a Madhouse ", "Heaven Is for Real ", "Snatch ", "Pet Sematary ", "Gremlins ", "Star Wars: Episode IV - A New Hope ", "Dirty Grandpa ", "Doctor Zhivago ", "High School Musical 3: Senior Year ", "The Fighter ", "My Cousin Vinny ", "If I Stay ", "Major League ", "Phone Booth ", "A Walk to Remember ", "Dead Man Walking ", "Cruel Intentions ", "Saw VI ", "The Secret Life of Bees ", "Corky Romano ", "Raising Cain ", "Invaders from Mars ", "Brooklyn ", "Out Cold ", "The Ladies Man ", "Quartet ", "Tomcats ", "Frailty ", "Woman in Gold ", "Kinsey ", "Army of Darkness ", "Slackers ", "What's Eating Gilbert Grape ", "The Visual Bible: The Gospel of John ", "Vera Drake ", "The Guru ", "The Perez Family ", "Inside Llewyn Davis ", "O ", "Return to the Blue Lagoon ", "Copying Beethoven ", "Poltergeist ", "Saw V ", "Jindabyne ", "An Ideal Husband ", "The Last Days on Mars ", "Darkness ", "2001: A Space Odyssey ", "E.T. the Extra-Terrestrial ", "In the Land of Women ", "There Goes My Baby ", "September Dawn ", "For Greater Glory: The True Story of Cristiada ", "Good Will Hunting ", "Saw III ", "Stripes ", "Bring It On ", "The Purge: Election Year ", "She's All That ", "Precious ", "Saw IV ", "White Noise ", "Madea's Family Reunion ", "The Color of Money ", "The Mighty Ducks ", "The Grudge ", "Happy Gilmore ", "Jeepers Creepers ", "Bill & Ted's Excellent Adventure ", "Oliver! ", "The Best Exotic Marigold Hotel ", "Recess: School's Out ", "Mad Max Beyond Thunderdome ", "The Boy ", "Devil ", "Friday After Next ", "Insidious: Chapter 3 ", "The Last Dragon ", "The Lawnmower Man ", "Nick and Norah's Infinite Playlist ", "Dogma ", "The Banger Sisters ", "Twilight Zone: The Movie ", "Road House ", "A Low Down Dirty Shame ", "Swimfan ", "Employee of the Month ", "Can't Hardly Wait ", "The Outsiders ", "Sinister 2 ", "Sparkle ", "Valentine ", "The Fourth Kind ", "A Prairie Home Companion ", "Sugar Hill ", "Rushmore ", "Skyline ", "The Second Best Exotic Marigold Hotel ", "Kit Kittredge: An American Girl ", "The Perfect Man ", "Mo' Better Blues ", "Kung Pow: Enter the Fist ", "Tremors ", "Wrong Turn ", "The Corruptor ", "Mud ", "Reno 911!: Miami ", "One Direction: This Is Us ", "Hey Arnold! The Movie ", "My Week with Marilyn ", "The Matador ", "Love Jones ", "The Gift ", "End of the Spear ", "Get Over It ", "Office Space ", "Drop Dead Gorgeous ", "Big Eyes ", "Very Bad Things ", "Sleepover ", "MacGruber ", "Dirty Pretty Things ", "Movie 43 ", "The Tourist ", "Over Her Dead Body ", "Seeking a Friend for the End of the World ", "American History X ", "The Collection ", "Teacher's Pet ", "The Red Violin ", "The Straight Story ", "Deuces Wild ", "Bad Words ", "Black or White ", "On the Line ", "Rescue Dawn ", "Danny Collins ", "Jeff, Who Lives at Home ", "I Am Love ", "Atlas Shrugged II: The Strike ", "Romeo Is Bleeding ", "The Limey ", "Crash ", "The House of Mirth ", "Malone ", "Peaceful Warrior ", "Bucky Larson: Born to Be a Star ", "Bamboozled ", "The Forest ", "Sphinx ", "While We're Young ", "A Better Life ", "Spider ", "Gun Shy ", "Nicholas Nickleby ", "The Iceman ", "Cecil B. DeMented ", "Killer Joe ", "The Joneses ", "Owning Mahowny ", "The Brothers Solomon ", "My Blueberry Nights ", "Swept Away ", "War, Inc. ", "Shaolin Soccer ", "The Brown Bunny ", "Rosewater ", "Imaginary Heroes ", "High Heels and Low Lifes ", "Severance ", "Edmond ", "Police Academy: Mission to Moscow ", "Cinco de Mayo, La Batalla ", "An Alan Smithee Film: Burn Hollywood Burn ", "The Open Road ", "The Good Guy ", "Motherhood ", "Blonde Ambition ", "The Oxford Murders ", "Eulogy ", "The Good, the Bad, the Weird ", "The Lost City ", "Next Friday ", "You Only Live Twice ", "Amour ", "Poltergeist III ", "It's a Mad, Mad, Mad, Mad World ", "Richard III ", "Melancholia ", "Jab Tak Hai Jaan ", "Alien ", "The Texas Chain Saw Massacre ", "The Runaways ", "Fiddler on the Roof ", "Thunderball ", "Set It Off ", "The Best Man ", "Child's Play ", "Sicko ", "The Purge: Anarchy ", "Down to You ", "Harold & Kumar Go to White Castle ", "The Contender ", "Boiler Room ", "Black Christmas ", "Henry V ", "The Way of the Gun ", "Igby Goes Down ", "PCU ", "Gracie ", "Trust the Man ", "Hamlet 2 ", "Glee: The 3D Concert Movie ", "Two Evil Eyes ", "All or Nothing ", "Princess Kaiulani ", "Opal Dream ", "Flame and Citron ", "Undiscovered ", "Crocodile Dundee ", "Awake ", "Skin Trade ", "Crazy Heart ", "The Rose ", "Baggage Claim ", "Election ", "The DUFF ", "Glitter ", "Bright Star ", "My Name Is Khan ", "All Is Lost ", "Limbo ", "The Karate Kid ", "Repo! The Genetic Opera ", "Pulp Fiction ", "Nightcrawler ", "Club Dread ", "The Sound of Music ", "Splash ", "Little Miss Sunshine ", "Stand by Me ", "28 Days Later... ", "You Got Served ", "Escape from Alcatraz ", "Brown Sugar ", "A Thin Line Between Love and Hate ", "50/50 ", "Shutter ", "That Awkward Moment ", "Much Ado About Nothing ", "On Her Majesty's Secret Service ", "New Nightmare ", "Drive Me Crazy ", "Half Baked ", "New in Town ", "Syriana ", "American Psycho ", "The Good Girl ", "The Boondock Saints II: All Saints Day ", "Enough Said ", "Easy A ", "Shadow of the Vampire ", "Prom ", "Held Up ", "Woman on Top ", "Anomalisa ", "Another Year ", "8 Women ", "Showdown in Little Tokyo ", "Clay Pigeons ", "It's Kind of a Funny Story ", "Made in Dagenham ", "When Did You Last See Your Father? ", "Prefontaine ", "The Secret of Kells ", "Begin Again ", "Down in the Valley ", "Brooklyn Rules ", "The Singing Detective ", "Fido ", "The Wendell Baker Story ", "Wild Target ", "Pathology ", "10th & Wolf ", "Dear Wendy ", "Aloft ", "Imagine Me & You ", "The Blood of Heroes ", "Driving Miss Daisy ", "Soul Food ", "Rumble in the Bronx ", "Thank You for Smoking ", "Hostel: Part II ", "An Education ", "The Hotel New Hampshire ", "Narc ", "Men with Brooms ", "Witless Protection ", "The Work and the Glory ", "Extract ", "Code 46 ", "Albert Nobbs ", "Persepolis ", "The Neon Demon ", "Harry Brown ", "Spider-Man 3 ", "The Omega Code ", "Juno ", "Diamonds Are Forever ", "The Godfather ", "Flashdance ", "500 Days of Summer ", "The Piano ", "Magic Mike ", "Darkness Falls ", "Live and Let Die ", "My Dog Skip ", "Jumping the Broom ", "The Great Gatsby ", "Good Night, and Good Luck. ", "Capote ", "Desperado ", "Logan's Run ", "The Man with the Golden Gun ", "Action Jackson ", "The Descent ", "Devil's Due ", "Flirting with Disaster ", "The Devil's Rejects ", "Dope ", "In Too Deep ", "Skyfall ", "House of 1000 Corpses ", "A Serious Man ", "Get Low ", "Warlock ", "Beyond the Lights ", "A Single Man ", "The Last Temptation of Christ ", "Outside Providence ", "Bride & Prejudice ", "Rabbit-Proof Fence ", "Who's Your Caddy? ", "Split Second ", "The Other Side of Heaven ", "Redbelt ", "Cyrus ", "A Dog of Flanders ", "Auto Focus ", "Factory Girl ", "We Need to Talk About Kevin ", "The Mighty Macs ", "Mother and Child ", "March or Die ", "Les visiteurs ", "Somewhere ", "Chairman of the Board ", "Hesher ", "Gerry ", "The Heart of Me ", "Freeheld ", "The Extra Man ", "Ca$h ", "Wah-Wah ", "Pale Rider ", "Dazed and Confused ", "The Chumscrubber ", "Shade ", "House at the End of the Street ", "Incendies ", "Remember Me, My Love ", "Elite Squad ", "Annabelle ", "Bran Nue Dae ", "Boyz n the Hood ", "La Bamba ", "Dressed to Kill ", "The Adventures of Huck Finn ", "Go ", "Friends with Money ", "Bats ", "Nowhere in Africa ", "Shame ", "Layer Cake ", "The Work and the Glory II: American Zion ", "The East ", "A Home at the End of the World ", "The Messenger ", "Control ", "The Terminator ", "Good Bye Lenin! ", "The Damned United ", "Mallrats ", "Grease ", "Platoon ", "Fahrenheit 9/11 ", "Butch Cassidy and the Sundance Kid ", "Mary Poppins ", "Ordinary People ", "Around the World in 80 Days ", "West Side Story ", "Caddyshack ", "The Brothers ", "The Wood ", "The Usual Suspects ", "A Nightmare on Elm Street 5: The Dream Child ", "Van Wilder: Party Liaison ", "The Wrestler ", "Duel in the Sun ", "Best in Show ", "Escape from New York ", "School Daze ", "Daddy Day Camp ", "Mystic Pizza ", "Sliding Doors ", "Tales from the Hood ", "The Last King of Scotland ", "Halloween 5 ", "Bernie ", "Pollock ", "200 Cigarettes ", "The Words ", "Casa de mi Padre ", "City Island ", "The Guard ", "College ", "The Virgin Suicides ", "Miss March ", "Wish I Was Here ", "Simply Irresistible ", "Hedwig and the Angry Inch ", "Only the Strong ", "Shattered Glass ", "Novocaine ", "The Wackness ", "Beastmaster 2: Through the Portal of Time ", "The 5th Quarter ", "The Greatest ", "Snow Flower and the Secret Fan ", "Come Early Morning ", "Lucky Break ", "Surfer, Dude ", "Deadfall ", "L'auberge espagnole ", "Song One ", "Murder by Numbers ", "Winter in Wartime ", "The Protector ", "Bend It Like Beckham ", "Sunshine State ", "Crossover ", "[Rec] 2 ", "The Sting ", "Chariots of Fire ", "Diary of a Mad Black Woman ", "Shine ", "Don Jon ", "Ghost World ", "Iris ", "The Chorus ", "Mambo Italiano ", "Wonderland ", "Do the Right Thing ", "Harvard Man ", "Le Havre ", "R100 ", "Salvation Boulevard ", "The Ten ", "Headhunters ", "Saint Ralph ", "Insidious: Chapter 2 ", "Saw II ", "10 Cloverfield Lane ", "Jackass: The Movie ", "Lights Out ", "Paranormal Activity 3 ", "Ouija ", "A Nightmare on Elm Street 3: Dream Warriors ", "The Gift ", "Instructions Not Included ", "Paranormal Activity 4 ", "The Robe ", "Freddy's Dead: The Final Nightmare ", "Monster ", "Paranormal Activity: The Marked Ones ", "Dallas Buyers Club ", "The Lazarus Effect ", "Memento ", "Oculus ", "Clerks II ", "Billy Elliot ", "The Way Way Back ", "House Party 2 ", "Doug's 1st Movie ", "The Apostle ", "Our Idiot Brother ", "The Players Club ", "As Above, So Below ", "Addicted ", "Eve's Bayou ", "Still Alice ", "Friday the 13th Part VIII: Jason Takes Manhattan ", "My Big Fat Greek Wedding ", "Spring Breakers ", "Halloween: The Curse of Michael Myers ", "Y Tu Mamá También ", "Shaun of the Dead ", "The Haunting of Molly Hartley ", "Lone Star ", "Halloween 4: The Return of Michael Myers ", "April Fool's Day ", "Diner ", "Lone Wolf McQuade ", "Apollo 18 ", "Sunshine Cleaning ", "No Escape ", "Fifty Shades of Black ", "Not Easily Broken ", "The Perfect Match ", "Digimon: The Movie ", "Saved! ", "The Barbarian Invasions ", "The Forsaken ", "UHF ", "Slums of Beverly Hills ", "Made ", "Moon ", "The Sweet Hereafter ", "Of Gods and Men ", "Bottle Shock ", "Heavenly Creatures ", "90 Minutes in Heaven ", "Everything Must Go ", "Zero Effect ", "The Machinist ", "Light Sleeper ", "Kill the Messenger ", "Rabbit Hole ", "Party Monster ", "Green Room ", "Atlas Shrugged: Who Is John Galt? ", "Bottle Rocket ", "Albino Alligator ", "Lovely, Still ", "Desert Blue ", "The Visit ", "Redacted ", "Fascination ", "Rudderless ", "I Served the King of England ", "Sling Blade ", "Hostel ", "Tristram Shandy: A Cock and Bull Story ", "Take Shelter ", "Lady in White ", "The Texas Chainsaw Massacre 2 ", "Only God Forgives ", "The Names of Love ", "Savage Grace ", "Police Academy ", "Four Weddings and a Funeral ", "25th Hour ", "Bound ", "Requiem for a Dream ", "Moms' Night Out ", "Donnie Darko ", "Character ", "Spun ", "Mean Machine ", "Exiled ", "After.Life ", "One Flew Over the Cuckoo's Nest ", "Falcon Rising ", "The Sweeney ", "Whale Rider ", "Pan ", "Night Watch ", "The Crying Game ", "Porky's ", "Survival of the Dead ", "Lost in Translation ", "Annie Hall ", "The Greatest Show on Earth ", "Exodus: Gods and Kings ", "Monster's Ball ", "Maggie ", "Leaving Las Vegas ", "The Boy Next Door ", "The Kids Are All Right ", "They Live ", "The Last Exorcism Part II ", "Boyhood ", "Scoop ", "Planet of the Apes ", "The Wash ", "3 Strikes ", "The Cooler ", "The Night Listener ", "The Orphanage ", "A Haunted House 2 ", "The Rules of Attraction ", "Four Rooms ", "Secretary ", "The Real Cancun ", "Talk Radio ", "Waiting for Guffman ", "Love Stinks ", "You Kill Me ", "Thumbsucker ", "Mirrormask ", "Samsara ", "The Barbarians ", "Poolhall Junkies ", "The Loss of Sexual Innocence ", "Joe ", "Shooting Fish ", "Prison ", "Psycho Beach Party ", "The Big Tease ", "Buen Día, Ramón ", "Trust ", "An Everlasting Piece ", "Among Giants ", "Adore ", "Mondays in the Sun ", "Stake Land ", "The Last Time I Committed Suicide ", "Futuro Beach ", "Inescapable ", "Gone with the Wind ", "Desert Dancer ", "Major Dundee ", "Annie Get Your Gun ", "Defendor ", "The Pirate ", "The Good Heart ", "The History Boys ", "Unknown ", "The Full Monty ", "Airplane! ", "Friday ", "Menace II Society ", "Creepshow 2 ", "The Witch ", "I Got the Hook Up ", "She's the One ", "Gods and Monsters ", "The Secret in Their Eyes ", "Evil Dead II ", "Pootie Tang ", "La otra conquista ", "Trollhunter ", "Ira & Abby ", "The Watch ", "Winter Passing ", "D.E.B.S. ", "The Masked Saint ", "March of the Penguins ", "Margin Call ", "Choke ", "Whiplash ", "City of God ", "Human Traffic ", "The Hunt ", "Bella ", "Dreaming of Joseph Lees ", "Maria Full of Grace ", "Beginners ", "Animal House ", "Goldfinger ", "Trainspotting ", "The Original Kings of Comedy ", "Paranormal Activity 2 ", "Waking Ned Devine ", "Bowling for Columbine ", "A Nightmare on Elm Street 2: Freddy's Revenge ", "A Room with a View ", "The Purge ", "Sinister ", "Martin Lawrence Live: Runteldat ", "Air Bud ", "Jason Lives: Friday the 13th Part VI ", "The Bridge on the River Kwai ", "Spaced Invaders ", "Jason Goes to Hell: The Final Friday ", "Dave Chappelle's Block Party ", "Next Day Air ", "Phat Girlz ", "Before Midnight ", "Teen Wolf Too ", "Phantasm II ", "Real Women Have Curves ", "East Is East ", "Whipped ", "Kama Sutra: A Tale of Love ", "Warlock: The Armageddon ", "8 Heads in a Duffel Bag ", "Thirteen Conversations About One Thing ", "Jawbreaker ", "Basquiat ", "Tsotsi ", "DysFunktional Family ", "Tusk ", "Oldboy ", "Letters to God ", "Hobo with a Shotgun ", "Compadres ", "Love's Abiding Joy ", "Bachelorette ", "Tim and Eric's Billion Dollar Movie ", "The Gambler ", "Summer Storm ", "Fort McCoy ", "Chain Letter ", "Just Looking ", "The Divide ", "Alice in Wonderland ", "Tanner Hall ", "Cinderella ", "Central Station ", "Boynton Beach Club ", "Freakonomics ", "High Tension ", "Hustle & Flow ", "Some Like It Hot ", "Friday the 13th Part VII: The New Blood ", "The Wizard of Oz ", "Young Frankenstein ", "Diary of the Dead ", "Ulee's Gold ", "Blazing Saddles ", "Friday the 13th: The Final Chapter ", "Maurice ", "Beer League ", "The Astronaut's Wife ", "Timecrimes ", "A Haunted House ", "2016: Obama's America ", "That Thing You Do! ", "Halloween III: Season of the Witch ", "Kevin Hart: Let Me Explain ", "My Own Private Idaho ", "Garden State ", "Before Sunrise ", "Jesus' Son ", "Robot & Frank ", "My Life Without Me ", "The Spectacular Now ", "Religulous ", "Fuel ", "Dodgeball: A True Underdog Story ", "Eye of the Dolphin ", "8: The Mormon Proposition ", "The Other End of the Line ", "Anatomy ", "Sleep Dealer ", "Super ", "Get on the Bus ", "Thr3e ", "This Is England ", "Go for It! ", "Fantasia ", "Friday the 13th Part III ", "Friday the 13th: A New Beginning ", "The Last Sin Eater ", "Do You Believe? ", "The Best Years of Our Lives ", "Elling ", "Mi America ", "From Russia with Love ", "The Toxic Avenger Part II ", "It Follows ", "Mad Max 2: The Road Warrior ", "The Legend of Drunken Master ", "Boys Don't Cry ", "Silent House ", "The Lives of Others ", "Courageous ", "The Triplets of Belleville ", "Smoke Signals ", "Before Sunset ", "Amores Perros ", "Thirteen ", "Winter's Bone ", "Me and You and Everyone We Know ", "We Are Your Friends ", "Harsh Times ", "Captive ", "Full Frontal ", "Witchboard ", "Shortbus ", "Waltz with Bashir ", "The Book of Mormon Movie, Volume 1: The Journey ", "The Diary of a Teenage Girl ", "In the Shadow of the Moon ", "Inside Deep Throat ", "The Virginity Hit ", "House of D ", "Six-String Samurai ", "Saint John of Las Vegas ", "Stonewall ", "London ", "Sherrybaby ", "Gangster's Paradise: Jerusalema ", "The Lady from Shanghai ", "The Ghastly Love of Johnny X ", "River's Edge ", "Northfork ", "Buried ", "One to Another ", "Carrie ", "A Nightmare on Elm Street ", "Man on Wire ", "Brotherly Love ", "The Last Exorcism ", "El crimen del padre Amaro ", "Beasts of the Southern Wild ", "Songcatcher ", "The Greatest Movie Ever Sold ", "Run Lola Run ", "May ", "In the Bedroom ", "I Spit on Your Grave ", "Happy, Texas ", "My Summer of Love ", "The Lunchbox ", "Yes ", "Foolish ", "Caramel ", "The Bubble ", "Mississippi Mermaid ", "I Love Your Work ", "Dawn of the Dead ", "Waitress ", "Bloodsport ", "The Squid and the Whale ", "Kissing Jessica Stein ", "Exotica ", "Buffalo '66 ", "Insidious ", "Nine Queens ", "The Ballad of Jack and Rose ", "The To Do List ", "Killing Zoe ", "The Believer ", "Session 9 ", "I Want Someone to Eat Cheese With ", "Modern Times ", "Stolen Summer ", "My Name Is Bruce ", "The Salon ", "Amigo ", "Pontypool ", "Trucker ", "The Lords of Salem ", "Jack Reacher ", "Snow White and the Seven Dwarfs ", "The Holy Girl ", "Incident at Loch Ness ", "Lock, Stock and Two Smoking Barrels ", "The Celebration ", "Trees Lounge ", "Journey from the Fall ", "The Basket ", "Eddie: The Sleepwalking Cannibal ", "Mercury Rising ", "The Hebrew Hammer ", "Friday the 13th Part 2 ", "Filly Brown ", "Sex, Lies, and Videotape ", "Saw ", "Super Troopers ", "The Day the Earth Stood Still ", "Monsoon Wedding ", "You Can Count on Me ", "Lucky Number Slevin ", "But I'm a Cheerleader ", "Home Run ", "Reservoir Dogs ", "The Good, the Bad and the Ugly ", "The Second Mother ", "Blue Like Jazz ", "Down and Out with the Dolls ", "Pink Ribbons, Inc. ", "Airborne ", "Waiting... ", "From a Whisper to a Scream ", "Beyond the Black Rainbow ", "The Raid: Redemption ", "Rocky ", "The Fog ", "Unfriended ", "The Howling ", "Dr. No ", "Chernobyl Diaries ", "Hellraiser ", "God's Not Dead 2 ", "Cry_Wolf ", "Blue Valentine ", "Transamerica ", "The Devil Inside ", "Beyond the Valley of the Dolls ", "The Green Inferno ", "The Sessions ", "Next Stop Wonderland ", "Juno ", "Frozen River ", "20 Feet from Stardom ", "Two Girls and a Guy ", "Walking and Talking ", "Who Killed the Electric Car? ", "The Broken Hearts Club: A Romantic Comedy ", "Goosebumps ", "Slam ", "Brigham City ", "Orgazmo ", "All the Real Girls ", "Dream with the Fishes ", "Blue Car ", "Luminarias ", "Wristcutters: A Love Story ", "The Battle of Shaker Heights ", "The Lovely Bones ", "The Act of Killing ", "Taxi to the Dark Side ", "Once in a Lifetime: The Extraordinary Story of the New York Cosmos ", "Antarctica: A Year on Ice ", "A Lego Brickumentary ", "Hardflip ", "The House of the Devil ", "The Perfect Host ", "Safe Men ", "The Specials ", "Alone with Her ", "Creative Control ", "Special ", "In Her Line of Fire ", "The Jimmy Show ", "On the Waterfront ", "L!fe Happens ", "4 Months, 3 Weeks and 2 Days ", "Hard Candy ", "The Quiet ", "Fruitvale Station ", "The Brass Teapot ", "The Hammer ", "Snitch ", "Latter Days ", "For a Good Time, Call... ", "Time Changer ", "A Separation ", "Welcome to the Dollhouse ", "Ruby in Paradise ", "Raising Victor Vargas ", "Deterrence ", "Not Cool ", "Dead Snow ", "Saints and Soldiers ", "American Graffiti ", "Aqua Teen Hunger Force Colon Movie Film for Theaters ", "Safety Not Guaranteed ", "Kill List ", "The Innkeepers ", "The Unborn ", "Interview with the Assassin ", "Donkey Punch ", "Hoop Dreams ", "L.I.E. ", "King Kong ", "House of Wax ", "Half Nelson ", "Naturally Native ", "Hav Plenty ", "Top Hat ", "The Blair Witch Project ", "Woodstock ", "Mercy Streets ", "Arnolds Park ", "Broken Vessels ", "A Hard Day's Night ", "Fireproof ", "Benji ", "Open Water ", "Kingdom of the Spiders ", "The Station Agent ", "To Save a Life ", "Beyond the Mat ", "The Singles Ward ", "Osama ", "Sholem Aleichem: Laughing in the Darkness ", "Groove ", "The R.M. ", "Twin Falls Idaho ", "Mean Creek ", "Hurricane Streets ", "Never Again ", "Civil Brand ", "Lonesome Jim ", "Seven Samurai ", "The Other Dream Team ", "Finishing the Game: The Search for a New Bruce Lee ", "Rubber ", "Home ", "Kiss the Bride ", "The Slaughter Rule ", "Monsters ", "The Living Wake ", "Detention of the Dead ", "Oz the Great and Powerful ", "Straight Out of Brooklyn ", "Bloody Sunday ", "Conversations with Other Women ", "Poultrygeist: Night of the Chicken Dead ", "42nd Street ", "Metropolitan ", "Napoleon Dynamite ", "Blue Ruin ", "Paranormal Activity ", "Monty Python and the Holy Grail ", "Quinceañera ", "Tarnation ", "I Want Your Money ", "The Beyond ", "What Happens in Vegas ", "Trekkies ", "The Broadway Melody ", "Maniac ", "Murderball ", "American Ninja 2: The Confrontation ", "Halloween ", "Tumbleweeds ", "The Prophecy ", "When the Cat's Away ", "Pieces of April ", "Old Joy ", "Wendy and Lucy ", "Nothing But a Man ", "First Love, Last Rites ", "Fighting Tommy Riley ", "Across the Universe ", "Locker 13 ", "Compliance ", "Chasing Amy ", "Lovely & Amazing ", "Better Luck Tomorrow ", "The Incredibly True Adventure of Two Girls in Love ", "Chuck & Buck ", "American Desi ", "Cube ", "Love and Other Catastrophes ", "I Married a Strange Person! ", "November ", "Like Crazy ", "Sugar Town ", "The Canyons ", "Burn ", "Urbania ", "The Beast from 20,000 Fathoms ", "Swingers ", "A Fistful of Dollars ", "Short Cut to Nirvana: Kumbh Mela ", "The Grace Card ", "Middle of Nowhere ", "Call + Response ", "Side Effects ", "The Trials of Darryl Hunt ", "Children of Heaven ", "Weekend ", "She's Gotta Have It ", "Another Earth ", "Sweet Sweetback's Baadasssss Song ", "Tadpole ", "Once ", "The Horse Boy ", "The Texas Chain Saw Massacre ", "Roger & Me ", "Your Sister's Sister ", "Facing the Giants ", "The Gallows ", "Hollywood Shuffle ", "The Lost Skeleton of Cadavra ", "Cheap Thrills ", "The Last House on the Left ", "Pi ", "20 Dates ", "Super Size Me ", "The FP ", "Happy Christmas ", "The Brothers McMullen ", "Tiny Furniture ", "George Washington ", "Smiling Fish & Goat on Fire ", "The Legend of God's Gun ", "Clerks ", "Pink Narcissus ", "In the Company of Men ", "Sabotage ", "Slacker ", "The Puffy Chair ", "Pink Flamingos ", "Clean ", "The Circle ", "Primer ", "Cavite ", "El Mariachi ", "Newlyweds ", "My Date with Drew " ], "legendgroup": "", "marker": { "color": "blue", "line": { "color": "blue" }, "symbol": "circle" }, "mode": "markers", "name": "", "opacity": 0.6, "showlegend": false, "type": "scattergl", "x": [ 523505847, 9404152, -44925825, 198130642, -190641321, 78530303, -59192738, 208991599, 51956980, 80249062, -8930592, -31631573, 198032628, -125710090, 66021565, -83385977, 403279547, -8936125, -45979146, 5108370, 32030663, -94780265, 33355354, -109916481, 11051260, 458672302, 157197282, -143826840, 502177271, 104360277, 173377893, 208992272, 134185206, 24360014, 68488329, 202076689, 35428137, 19903076, 2853933, 2051787, -8549125, -83406809, 214984497, -74679997, 160034110, 12351611, 33914986, 38756232, -129828140, 39812796, -109244357, -88214518, 157358779, 132011114, 52282182, -54531374, 43806889, 80850, -33887833, -62149904, -128624673, -55948241, 111709845, -23014913, 348316061, 117979556, 23332128, 178298180, -96179906, -56254592, -42823835, -13912817, -74710310, -77810499, -86753780, -24832370, 181454367, 187645141, 112057433, -14888185, 61407328, 38543795, -136702695, 89746958, 73371987, -96582135, 57487711, 24412677, -164334574, -62684455, 52387997, -49649808, 163130696, 22991439, 132568851, 123001229, 106512310, -22509198, -13594629, 121666058, -86856188, -99344497, -93153376, 160706665, -113021005, -65267965, -50616376, 58539855, 168759914, -120706229, 142000866, 139994397, 77946274, 106386216, 56456431, 56435493, 55343774, 29982968, 27243721, 29883016, -10740241, 250736600, 131492479, 36360018, 3629485, -16624154, 31015141, -35946421, -30579748, -66359574, -20288322, 45000874, -88062505, -23402879, 15230261, -18435269, -16617691, -76896216, -128620685, -84540684, -115035182, -33494358, -41771652, 71366733, 18201106, -25900341, 61573391, 50418803, -67838031, -1476537, 64364921, -41599308, 10332737, -28889425, -74992955, 107704099, 264706375, 31997107, -108858926, -103295584, -22496684, -10265197, -4877005, -7487948, -61357548, -104868170, 36636816, -8069340, -56073614, 172298923, -71007672, -15481610, -87207693, 48635922, -51975100, -11792806, -48651080, 117137090, 85395021, 50191634, 294645577, 42343675, 102277056, 8396624, 19234747, 8311368, -23839471, -57435963, 119358727, -80448338, -69477903, 10248063, -13266274, 18337537, 192557891, -96407585, 165388685, 212103873, 92536138, 28536019, 104948780, 84805005, 61830669, 38192114, 54412921, -52305212, -11834365, -17714996, 137031035, 61739919, 90397307, 42618434, 1920333, 4976634, 5802596, -11478165, -19314120, -3535096, -55263886, -21949883, -47362515, -41392993, -76070659, -89787380, -40581346, -30978265, 267262555, 195675583, 174907418, 12550960, 359544677, 52165546, -74088170, -67047980, 65871240, 174084951, -48844258, -53361326, -63885779, 140863268, 45181732, 15332007, 3330342, 15531634, 66336103, 19995817, -7391173, -69223741, -21219958, -3630883, 32614158, -59973647, -43997807, -24536691, -33982216, -111931604, -48343151, 24520804, 220837577, -85995841, -48816034, -8553105, 24795350, -82603302, 7015224, -625893, 120430993, -90200974, -83287549, 11643008, 84670866, 30014112, 161970615, 17007184, 80011740, 102843350, -2969275, 30127620, 31282411, -34547688, 48383780, 19219978, 1228120, 62804648, 117603, -10703427, -6982599, 73005002, -24969837, -22777816, 7515297, -32368843, -16137932, -42633738, 16866727, 84031112, -50299935, -74901420, -24326667, -59801290, -27339971, -101879446, -50607905, -50707978, -76227778, -66989354, -75014388, -95588898, -64975525, 31174897, 200000, 104007640, -22320362, -93990787, -41132306, -30524377, 16638745, -8102818, -29459980, -4671063, -44197339, 66317423, 106148159, -21017158, 286838870, 283019252, 246478898, -77823100, 16144183, -76985496, 88166115, 83740650, -18851301, -24655608, -84593638, 169437578, -87000000, -6238280, 160147615, 155823397, -18442521, 136138454, 55370362, 24870275, 106573705, -31770880, 33305545, 42373442, 30618403, 18416702, 12515793, 10012500, 119019489, -35962961, -4115185, 8077470, 10018837, -9252415, -21383311, -14182006, 10853835, -21790660, -7484640, -21441338, -29346242, -25314641, -6644564, -91973129, -29125385, 53618384, -41779224, -42525888, -43122835, -64831323, 17567440, -26355679, -89809438, 33147445, 149688385, 143630478, 97992827, 101049130, 87620724, 98405771, -54684676, 63313048, 42706877, 41149655, -18058441, 3009155, -21775151, 21544445, 27703470, 32144465, -696442, 65832203, -16603219, -37407175, -19983606, -27989147, -22505025, -53559509, -45393665, -44951668, -20066330, -28505730, -28888740, 58307945, 69288182, -21598317, 67340146, -41424284, -4829854, -9245330, -31951647, -47456299, 161589580, 22981571, 100965237, 329999255, 174455986, 82831698, 75019340, 65771527, 65459099, -30784021, 76115031, 58103929, 53668525, 50313314, 44590960, 47968405, 40136047, 53200012, 32225777, 29993847, 24054514, 23028109, 26087161, 21111837, 16632614, 14822707, 12969824, 11188905, 10443603, 17226474, -636215, 1081498, 17707116, 4329966, 20169068, -6784690, 360866, -10897090, -14051289, 89692572, -19492772, -23315181, -39371991, -10227031, -29643614, -29649103, -40557129, -50100362, -32245792, -41457582, -45433254, -47114435, -43926768, -22528315, -59049180, -60326576, -60519261, -62406609, -61682000, -62643910, -52526755, -70868670, -20593594, -50108179, -56780252, 112708996, 377783777, 24812241, 41793567, 14930005, -32713269, -4841843, 51083765, -79860848, -64928486, -49999390, 248505540, -11537400, 292049635, 231124059, 156074524, 118136719, -40713572, 82299717, 59568845, 59006721, 115329763, 45776832, 43823091, -8185137, 22360069, 42698894, 82001186, 17032279, 38023275, -6526640, -8363615, 85762022, 33338338, 2808744, -22620910, -26573039, -27999515, -29565557, -37955679, -1338990, -38476729, -17399565, -35748872, 8503161, -17363557, -52248021, -44986654, -60432117, -69590483, -23990820, 19999143, 262029560, -45618284, -13414611, -38023633, 34225164, 224196, -23185810, -22543550, 75213377, 40950721, 3600000, -7352460, 108132370, -44203958, -39383131, -40712370, 54195633, 72656464, 155965690, 286471036, 124052771, 82149590, 71204016, 88495848, 56448821, 45523073, 49654900, 47541000, 36643346, 32614858, -27727253, 20281096, 144613391, 3120196, 28895417, 12117571, 13552429, -3742998, -4988000, 13883359, 8031620, -15278000, -17525384, -14057170, -29067628, -31654597, -32098491, -21569645, -39842984, -31968750, -36894400, -7678961, -36490658, -40923185, -9906393, -51009458, -55705158, -50180506, -56403089, -61539010, -62902875, -32239920, -64148812, -24878709, -51178721, 50471320, 232523113, 3069884, 182501645, -32675768, 13257500, -69382160, -35344410, 9045037, -39034803, -30619558, -31483987, 21704396, 17892374, -29067940, 146119491, -22431493, 112805123, 117387405, -34314732, 117204440, 108383253, 110071312, 79225854, 87775460, 50731542, 35468793, 28771072, 35448498, 50603980, 25454043, 14049211, 20450000, 9688384, 7236496, -1304240, -5382932, -9362320, 20911262, 3746915, -10241539, -12602611, -26033943, -22654469, -8935090, -31671949, -32401069, -36954460, -25976605, -21467706, -52781920, -54985766, -45940982, -48012713, -18592056, -51249444, -32945076, -11752860, -47791061, 150079163, -45451936, 293784000, -37948000, 60012710, -64927587, -5744713, 15086030, 3000000, -29821223, -26261368, 10116191, 57153533, 45012170, 145592590, 199167575, 83151473, 76801374, -14618493, 106735396, 61468960, 48635996, 7678089, 65603360, 31217900, 44148781, 14573300, 33375151, 46126012, 33307796, -14353446, 49176215, 22670733, 22569532, 20687587, 20574010, 15764085, 32356857, 20530832, 15370763, 35003492, 30341670, 19540762, 20033643, 13648142, 11844424, 15638743, 6734992, 15280058, 16505912, 7862546, 11112916, 28200225, 573641, -6964896, -3297099, -4005443, -5089440, -6210687, -8954199, -9181250, -9810821, -9975917, -9450893, -3556518, 2401264, -27251390, -14024817, -9192361, -1388796, 197756197, 3472213, -16939434, -14003282, -16662721, -22520222, -19440070, -28169943, -23720770, -27805940, -16880121, -24903810, -36709023, -6072524, -27877751, -19923562, -27059493, -28329069, -29304773, -27477648, -60917086, -30863374, -33711680, -33383410, -29936195, -27481675, -46917712, -41791922, -50781132, -59977549, -28834579, -48197944, -4527033, -32637500, -42718168, -40218121, -52394332, -55464883, -30573703, -69833498, 305024263, -47934015, 291323553, 22021740, -9708376, -24768635, -9284389, -26800785, -28419913, -13334037, 128566, -8124411, 3984028, -33068911, -5682650, -29671868, -5225998, -31471505, 57006880, -10139961, 274691196, 157326336, 111225040, 86600000, 79218018, 74769345, 107575142, 50263257, 49354205, 52100855, 43711404, 50328194, 46530738, 38815117, 38400000, 107586036, 34706988, 28000000, 23745923, 40098138, 11365290, 36207920, 8408614, 3422650, 1932305, 13750000, 13218041, -29959707, 747724, 5473600, -5005196, -13390407, -16446167, 21137505, -33649447, -20761389, -20901437, -21171682, -21527150, -23948874, -19292673, -29449288, -36426209, -18774204, -38735525, -36142013, -43129431, -59533912, -38911390, 1178893, -50231945, -15559345, -40832183, 27645152, 14951824, -45516179, 12676062, -30161611, 21604320, 54200000, -48339916, -47778542, 24327868, 8297830, 4886369, -7792888, 9563543, -56425668, 23343413, -27968963, -32156953, -49244714, 112435221, 55720716, 66683135, 91704210, 58476776, 30270227, -15614237, -14964155, -17419365, -9561700, -28675334, -28979512, 39567722, 21601713, 246623634, 207652016, 12253315, 117500000, 103620822, 168628680, 97637474, 85014968, -47824688, 76203320, 76975169, 73548685, 55807520, 141616238, 45264608, 27680195, 76088877, 41030827, 100315155, 77997349, 43504640, 31517441, 31022333, 29948113, 38658172, 34244877, 40367693, 13701902, 25605492, 17823573, 41439400, 2128202, 16496802, 10470220, 8336565, 16002004, 4997476, 5682070, 2752475, -4907170, 815288, 2822418, 150619, -1254850, 7168, -1845268, -1734419, -3017368, -5262941, 6724080, -5515935, -2446488, -12390000, -8517793, -2894915, -8743723, 5740078, 203020, -9094723, -11409500, -10822459, -10221401, -12513862, -1894923, -14831605, -7200000, -16356539, -17258404, -18125131, -19693732, -22332053, -22932840, -13383001, -23463880, -23800483, -24549473, -24592750, -46840695, -25993274, -29610033, -30406260, -20881753, -23557749, -7885118, -31527637, -28342760, -33716560, -39443804, -33328495, -39600000, -12471908, -39862768, -40204983, -29511421, -40554783, -46644185, -21162885, -43528606, -43708398, -39293214, -9257739, -5094254, -18586498, 76107476, 149171806, -17430732, 18488090, 47308367, 12652036, -48793865, 8607223, 2173190, -904547, -10120004, -32100000, -1425912, 41253340, -10660475, 13154431, 3738726, 21304264, -18218547, -31480159, -41400000, 80805112, 45607673, 21263182, 47001027, -36460586, 12918501, 136395380, -10053771, 85512915, 94852971, 62000082, 61807667, 56702060, 55149435, 55768056, 47115211, 48452056, 38287363, 22931301, 14962878, 31261036, 26423726, 26277420, 43625922, 25001065, 37253092, 21790248, 20557989, 15786269, 14365105, 42792677, -3401692, 12362581, 8854588, 7580895, 1019112, 22114556, 5648679, 6280507, -6639805, 1815748, -9382401, 2307550, 7003620, -7027590, -21866841, -12600000, -20656327, -12122192, -15116461, -47468302, -24599087, -24898139, -19799588, -25280070, -25622273, -21598317, -27699111, -41472875, -36439040, -29476832, -33853591, -37083113, -38434505, -24720320, -32737712, -40415114, -42845460, -36870545, 91519448, 139875760, 27061228, 9300852, 106415432, 834712, 81700000, -42500000, 12318875, -34226481, 8768623, -5964485, -20479108, -18569728, 116348400, -12863050, -10886412, 96447667, 74006080, 61793915, 45856565, 30100000, 116578352, 26635000, 3290318, -456793, -747572, 3228696, 17992760, 2667015, -4347435, -17624564, -21084535, -25872105, -30915039, -13595247, -37894825, -39335749, -25739083, 75724075, -8916034, -18891023, 253501675, -23399089, -33795862, 82800000, 110117807, 123947053, 46735231, 78500000, 86546825, 126147885, 73760631, 68706165, 98614544, 85069696, 67458785, 62310175, 56917897, 53952276, 45703745, 49138076, 47666629, 50353764, 42522790, 54125426, 55001343, 41292135, 51208010, 41593527, 40274748, 50835030, 32455275, 35305995, 34098862, 32266306, 31347010, 30836296, 30405498, 30163652, 32808615, 44149837, 43906114, 26466372, 32306065, 19068786, 7887882, 13955614, 14967359, 19228104, 17981889, 31094903, 13082743, 12414716, 17011847, 10859889, 21185897, 12000688, 9851591, 7781388, 12320979, 4806295, 26853450, 6012734, 7034272, 5856732, 19588068, 8175394, 5500797, 1797066, -1912244, -2247069, -2628615, -2898989, -1823108, -3716496, -2816208, -1456527, -23962091, 2575718, -6135658, -6491078, 12071069, -7146360, 2615685, 7055248, -8163255, -9006456, -9018150, -9800895, -10922453, -10625822, -11464232, -12336018, -12946185, -8185043, -14821835, -14882502, -467355, -15667676, -3334146, -17282242, -37566085, -37673753, -18823678, -19700000, -24697039, -24037529, -25057578, -25032818, -26003245, -36624819, -19000897, -25551411, -25641967, -43798339, -15981636, -46604061, -19886035, -26623494, -28791977, -26161870, -30348000, -29000000, -13568780, -22673938, -33885763, -35164032, -35222993, -22324928, -21561851, -39488080, -29359355, -39347474, 60050171, -12436000, -24123329, -27130631, -39871022, -24922769, -34636971, 27693162, 24411478, 106512310, -3712212, -14664065, -33118496, 21000000, -10197239, 89214072, 50915214, -8600000, 47570368, 40668868, -32005864, 20700247, 12668906, 1177215, 5334024, 41038190, -13955468, -15229136, -19346254, -20694789, -40008098, 37536959, -27700000, -1217162, 3997790, -30517805, -37376626, -47128307, -15622726, -30410125, -3087018, 74712885, 55173235, 1102171, 23338891, 11006503, -11096291, -14549025, 7867349, 8813366, 35279690, 154449475, 35026631, 3208190, 113368971, 14129186, 19500000, 14213619, 6019483, -10639221, -9816803, -16008503, -22947259, -21621647, -3962246, -23660367, -33045595, -6894032, 2588228, 242313371, -33873489, 172399422, 216188924, -34931608, 109731527, 226950375, 77692062, 82528646, 133031347, 89732962, 47300000, 99455175, 44100000, 46159365, 75008260, 32962333, 51651430, 29604977, 28939454, 28826569, 25054449, 24705000, 28280963, 21876365, 24699513, 20132596, 17277485, 20802754, 20291815, 48299761, 15169908, 32523385, 14474048, 10802315, 8792641, 24651794, 13894863, 6954997, 6532308, 65900000, 4692139, 5687294, -2446068, 2481242, 4026186, -16577194, -1576479, -2480678, 7617947, 2048809, 6987757, 2304950, -4308561, -4692196, -4330587, -6312165, -8505389, -9733871, -9136085, -4921063, -6004550, -10723500, -9018367, -12086323, -468168, -6935774, -15552522, -35610546, -9128166, -15307392, -15705099, -14724554, -492921, -16693834, -17390018, -14168495, -17403744, -20001930, -20412268, -16682849, -23594175, -21735014, -24008619, -24731154, -18696681, -24923864, -24500032, -30340253, -27051841, -23368755, -24862498, -28551183, -27541731, -30348023, -30503417, -32778006, -28407897, -34369221, 68413606, -24785987, 2000000, -24860746, -22772060, -34816875, -18918217, 3432299, -23345419, -27456806, -21898858, -26675252, 101340178, 18758599, 87559438, -8573195, 2057332, 1014398, -4072280, 682273, -5719423, -12879981, -29593736, 276625409, -19044575, 2180954, 140381405, 72632573, 46150692, 28328558, 48197993, 136576745, 69470202, 21041732, 16814909, 37744720, -13215568, 5911876, 22696902, 4733909, 3063732, -32900538, 701088, -506218, 11095600, -13363463, -10151678, -38359790, -18236870, -24043621, -25643000, -7474079, -28437251, -29100030, -30695163, 47300000, -14202684, 76028097, -17231467, 56100000, 62749203, 28700000, 34073773, -6814219, 22133888, 13983704, -25900341, 27879132, 41827000, 125684505, 129279795, 115096820, 161796233, 96248145, 95014030, -19145306, 85648585, 92012643, 86631310, 94324072, 75502246, 78360000, 71244774, 79444419, 67125340, 85646235, 55416609, 65135191, 70422786, 76694016, -28935714, 46806312, 49566871, 46501438, 44787599, 36528842, 58813460, 35010106, 31359959, 36468315, 34172251, 36600000, 33536011, 32877175, 29484168, 30269340, 30033780, 28715510, 39156435, 19044241, 39816662, 22238770, 22937130, -2200996, 27410049, 21432423, 21109400, 20300000, 26068547, 23680848, 20921738, 23021560, 15645204, 13337608, 16875468, 22418902, 12057340, 17478175, 11407470, 12385520, 10118420, 2137776, 7568996, 12043633, 8232624, 8413606, 11122105, 13747385, 10247512, 5927406, 5565975, 5266619, 4703228, 8432823, -12904682, 1743332, 2154410, -3312828, 7096584, -3474166, 513940, -6790560, -5952000, -7473856, 523568, -6929955, -14577793, -1355230, -8199698, -13870652, -11499034, -23927, -11032429, -7900000, -12733495, 2357532, -13069116, -16675758, -23676031, -9000954, -18704226, -14290615, -15111972, -15791616, -17168879, -11701351, -17287907, -18423913, -18100000, -35646427, -32973330, -10665355, -10810486, -19865246, -21464425, -32310542, -10683354, -19034791, 8830000, -24700000, -19119074, -14247275, -21482203, -27024351, -59331829, -20519686, -26095018, -17872563, -29462420, 154436380, 91518352, 7036404, -6640707, -16406844, -12069815, 34034755, -23100203, -23445431, 5016190, -22698869, 189350219, 133029270, 151870271, 76491683, 14058698, 26845943, 53350242, 39266300, 42235322, -22556993, 36371181, 32885635, 25400856, 31353636, 21475962, 35910583, 34300000, 21968653, 17450000, 17162741, 43346930, 11514713, 15097652, 18043505, 9053924, 5000377, 38950483, 10372662, -1000000, 3600000, 2688364, 7563179, -11220364, -149237822, -10675256, -19111857, -3731172, -19880795, -19565399, -21001676, -17092709, -22467699, -24224407, 751715, -7714482, 40400000, 118734225, 19185998, 7168445, 10400000, 2508670, -17835684, 44888996, 42586544, 187645141, 33491560, 27200000, 5920167, 10566655, 4768374, -4505513, -5500000, -25536708, -12662421, 323741, -16702103, -13751523, -18287436, -19513094, 11536376, 14008532, -22795993, -10514515, -22523765, -23910635, -22236956, -5180871, 84222438, 83243478, 75241322, -2022635, 65457688, 60341380, 39703412, 36328680, 35490000, 24800000, 31859105, 20455802, 19506619, 14168080, 23874933, 19489752, 10985501, 7200000, 2501651, -2777139, -1459475, -25747235, -9994022, -11530572, -12170266, -20924712, -18503478, -5482285, -13723190, 18565375, -29500737, 194200000, 147825435, 115085755, 417500, 120000989, 761283, 96945720, 74067179, 144705587, -24745828, 4185387, 52163317, 50920948, 55034302, 53656813, 51270454, 49273505, 109141530, 45500556, 46309760, 44808372, 52264926, 45625986, 31505065, 30973336, 29098051, 35443237, 65234139, 26676606, 27528330, 26533608, 21097664, 58136909, 21836394, 21285499, 22124400, 19700000, 19455658, 20984230, 41489425, 16067398, 15218903, 14880476, 14399750, 13230435, 14008741, 11833473, 23237389, 11447959, 20089048, 15990505, 18143332, 10000629, 4604054, 16597830, 13687630, 7553210, 6526393, -25458771, 1655091, 5012990, 7368960, -10500000, 4247405, 615792, 3341469, 4440119, -2055787, 8631221, 12738400, -8164216, -7214368, -3445415, -2800000, 55014842, -1472045, -957510, -2533006, -7208969, -7281777, 2361537, -9352616, -8881923, -9908458, -954324, 9427926, -10016428, -10362510, -10410556, -10904697, -11026468, -28134226, -6139597, -11961340, 3831145, -13461796, -13991568, -13811358, -13900000, -11348338, -16969037, -14230040, -14088250, -14280633, -14885685, 35122319, -14930000, -14675559, -17843067, -7713686, -24943308, -19345223, -19483292, -19871876, 1014398, -20935667, -10993094, -21926608, -23450000, -24128473, -24222577, -23813043, -13414567, -18302044, -24816338, -24865096, -8030610, 20700000, -24282247, 84713132, 46269171, -76227778, 77334374, -23487185, 41182182, 33262492, 71800000, 50608545, 17895491, 15989008, 8662299, 7452765, 1167270, 7416109, -23979782, 4871190, -7035257, -7709024, -11000000, -11627590, -15572796, -14360758, 1003072, -16855194, -19691019, -27330724, -23957120, -774089, -19289545, 51990286, 11051260, 141487252, 272158751, 46807024, 63930411, 30302314, 28462534, 16235088, 4338033, 2556065, -7214368, -1026818, -24995244, -4346385, -10810486, -9980747, -4065142, -2236987, -10217492, -11491577, -12339853, -15565274, -13320925, -20291812, -6876149, 46975611, 15419483, -18309470, 195631306, 153483808, 122833357, 55597042, 68636983, 35960517, 33762229, 32235441, 28728000, 18270895, 37696176, 29483949, 14020063, 12313582, 3842000, 264487, 4659817, -34226481, -2648431, 27002815, -2716218, 8059386, -90200974, -12048569, 7997095, -7747170, -2216223, -8444012, -9215287, -12803790, -16025347, -20000000, -12305895, -8972134, -16601608, -20949555, 11746550, -1331157, -19036988, -20203976, -15365723, -10673164, 24024969, 794341, 2862501, -315648, 25700000, 31008288, -420316, 25660000, 19219708, 111088910, 15581633, 4296447, 4848292, -3242913, -7569012, -4715640, -14169043, 4104113, -20984407, -20041681, 34700000, -28159583, 224374454, 155585516, 108899130, 259297, 125665036, 99541238, 111727000, 101697350, 97224271, 82922376, 74497271, 117387272, 50301521, 64518155, 60050171, 46257845, 52360285, 32148997, 62624961, 47325559, 42933793, 36667870, 36398162, 40072596, 36362352, 36154094, 45623128, 35461307, 28546578, 28423368, 32066000, 27887943, 26363118, 27852604, 15542421, 22652003, 19737645, 17567440, 24988180, 17263506, 19143839, 17672350, 18037513, 17442180, 15596227, 15422828, 16658108, 9300771, 14490142, 13422556, 2774834, 23334256, 12051917, 12014289, 11838002, 16874745, -4920684, 16033759, 9753944, 11146570, 7277055, -123471, 33146000, 10028592, 14126138, 5677801, 6415649, 6003149, 5584685, 9975979, 11584722, 3179303, 14078294, 1413105, 5077977, 3292105, -19083691, 1200000, 8876924, 241395, 31193053, -20848136, 3393765, -1117120, -11500000, -11747316, -338013, 3352454, -2196204, -2470843, 6753840, -1918374, -2481780, -2895331, -18011004, -4202093, -3751299, -4287928, 154449475, -4591178, -4535974, -12000000, -10825346, -11011124, -6198245, -6012518, -5708430, -27818516, -6369774, -6616263, -6608826, -17012353, -9530189, -7601372, -6785970, -9767063, -7865580, -8216000, -8830469, -8965564, -7373095, -9430929, -9455857, -6349262, -9444652, -10285518, -10474724, -12144354, -10890678, -24673965, -11895931, -11945720, -11906682, -12617007, -11111645, -4998280, -12731341, -15147856, -13436643, -3798243, -13579681, -9297917, -3219004, -13997244, -14867345, -14794657, -14994117, -14250866, -15765960, -15998879, -16250939, -16480373, -17918075, -17646272, -18000000, -99275, -17754000, -18353336, -18809982, -38972251, -23117290, -18935723, -9468991, -19624526, -19694930, -18816646, -21878028, -19736635, -11352310, -19523730, 162208848, 80292856, 39571513, 31431160, 88001286, 21867960, 191609762, 21846082, 38697449, 8758465, 38127162, -13642958, -3088667, 19103378, -8950114, -16400000, 2483154, -10603058, -18987439, -16076109, -16880006, -17707473, 45255243, 3245861, 5433940, -7937613, -60918, 132056505, 101938730, 96968774, 110505958, 77001351, 59400000, 55072454, 48535067, -2001718, -10938241, 46955956, 42057639, 36868030, 41573085, 31691009, 44735548, 33600000, 23818159, 69049418, 25601508, 21500105, 23382841, 24335698, 15404871, 16471430, 5222640, 8830000, 8906039, 20378000, 25853424, 5993605, 8400000, -17954750, 4927390, -13749680, 4452209, 329466, -928770, -825130, 9284475, -1297136, -2438373, -12249417, -3206096, -2718714, -10000000, -4508347, -7505506, -10162368, -2844228, -9491157, -10260951, -10265156, -12000000, -6384422, -12112543, -4637692, -14298357, -12305599, -14666342, -13585465, -14292206, -14796956, -13564917, -9777353, 800000, -17323302, -11120689, -13936740, 101463226, 35006147, 33553787, 5972900, 15687528, -10482822, -17174509, 79471845, 66700000, 55000000, 55219395, 65389560, 59502303, 1679969, 46700000, 20566230, 53492685, 18635046, 25670855, 20939782, 2051787, 13324946, 10854896, 26777564, 5734486, 27469602, 47998368, -14306109, -688237, -4306379, 11655665, -5365542, 10154426, 37239856, -8337682, -11843275, -1318980, -10144863, -14684317, 23825798, -15000000, -15430082, -16893131, -16726580, -12069202, 43347242, -16579086, 28848100, 26200000, 2163911, -4797910, -1994515, 79460116, 111175354, 76823600, 38000000, 52925609, 36885587, 29667095, 26638165, 29507053, 23511038, -12037424, 24363530, 24123143, -1642524, 12734552, 21300107, 9387695, 15102717, 15618786, 10396744, 7713577, 4627372, 346122, 204793, -572808, -1207221, 3057024, -1891482, -6146000, 51324422, -500000, -10265765, -11160617, -10806975, -10100000, -13150858, -14313571, -14015257, -14333738, -17680813, -2077789, -14976909, -12663533, -15997036, -13571117, -2028183, -14318803, -15218475, -7725270, 220760500, 267761243, 156780960, 155200000, 161781728, 113067808, 115058047, 123795342, 96936400, -15182960, 79175854, 77121452, 59800000, 49001297, 51588220, 46400000, 86978840, 46637947, 58326666, 40184721, 35003300, 37322273, 32860214, 32811275, 28022524, 25672630, 27919096, 27592530, 25064955, 34886089, 21882551, 33983001, -16008503, 20007180, 20887263, 18308901, 18771174, -9000000, 18386128, 22877959, 17721635, 16585300, 15259652, 38192114, 14857814, 15226144, 20054909, 14302097, 14106737, 13637507, 15127963, 18645546, 12441122, 13014536, 18860010, 11421314, 9881000, 8089926, 11161406, 11454968, 11384919, 7189039, 5998709, 5801344, 7468807, 4158074, -1156686, 5566327, 5218921, 2411331, 6383298, 9984868, 1459004, 700000, 100000, -61430, 2237244, -750995, -2298120, -2198810, -2450515, -1233986, -1965583, -2787583, -3385764, -6662701, -4236531, -3855482, 608545, -4556684, -4505853, -5071000, -4588020, 2439163, -5603513, -5940412, -6827190, -6264471, -11413624, -6621859, -6919884, -7242870, -5876166, -8590794, -8626307, -7443292, -9693553, -9782502, -9976725, -10043599, -10764163, -15997045, -7780422, -18752184, -12587955, -12796359, -13046268, -13045798, -13705360, -5973565, -10802214, -6470234, -14386444, -14646257, -299897945, -14926452, -14971130, -24977277, -14979620, 56306973, 51209973, 31838728, -2308300, 86757447, -14125795, 126319195, 142645693, 164406268, 93506210, 56001698, 53856263, 36527787, 47356221, 32800000, 24048637, 20793160, 16628981, 16959436, 11571351, 13515786, 11482931, -100000, 2298046, 1549702, 1483540, 6246959, 1062898, 2348123, 6671475, -360000, 1610731, -2795501, -3602635, -4597590, -20540176, -18891180, -9258013, -9708035, -10899350, -11526000, -13000000, -4241500, -102725701, -14816912, -13953505, -12247786, 69025853, 65871240, 44631572, 2354988, -1717323, -6439124, -10239, -7998060, -7913655, 110922370, -13236409, 60000942, 93952327, -41392993, 44300000, 78038276, 42369900, 48693523, 33729374, 31726644, 31134898, 36137684, 22176108, 15972187, 19779400, 37257433, -12976053, 47008303, 36121934, 9141959, 14052167, 13539321, 15501605, 39343632, 7592632, 10440971, 9858926, 16235901, 25916903, 2929123, -5246069, -2003560, -4973029, 1677654, -3024316, -5118665, -6758303, -7128397, 3574731, -7997690, -8080104, 12675765, -8142624, -9830576, 5004225, -96941620, -7925162, -10896000, 2501651, -11827231, 4738570, -1800000, -11849597, -19596068, -6782889, -11975825, -12698695, 38872378, 15399192, -10964434, 8578145, 1560950, -718500, -1774772, -12785034, -4043793, -6050307, -3469419, -8642509, -14491311, -11272676, -10639452, 16089953, -13960131, 35592846, -11689814, -11410555, 196565000, 252000000, 90736215, -9528558, 54817937, 79547205, 63074950, 67900000, 60217000, 67568000, 53500000, 58011073, 53269010, 51071133, 27647595, 26087366, 52572496, 18400000, 37365600, 25188667, 42724272, 19597131, 19691811, 19397498, 19179516, 19155435, 15281507, 17007184, 13776062, 13240988, 112868837, 10905674, 13277561, 9133087, 25707719, 9761993, 6595716, 19990064, 5613460, 8088568, 5292381, 4300302, 15829874, 902790, -2566866, -1801234, 3294553, -88958772, -4081717, 10331028, -3865783, -3017320, -1260859, -6457975, -6967504, -5245102, -7077834, -7097000, -7282545, -8851518, -9673593, -9939047, -8049706, -6364114, -10220716, -10297723, -11738519, -10493002, -11139998, -11451066, -9552250, -11666024, -11858147, -7696561, -11785798, -11824630, -11880078, 42343675, -19982851, -11985384, 79443253, 24093107, 45969179, 137170000, 449935665, 24037564, 100722000, 79556401, 68571803, 41929168, 39461335, 38797148, 33563158, 30227069, 28025000, 27701895, 16669413, 26766350, 12978402, 9370057, -7115337, 27317535, 2903262, 2592872, 7381787, 2558739, 2103828, 22305037, -785353, -1498907, -6185756, -1829786, -12931913, -7246194, -7965819, -8167174, 2214255, 11017403, -8192146, -10647214, 65900000, 45929973, -14600121, 4535191, -6976162, 11560085, 44715371, 424449459, 1043445, -10374831, -9933445, -5149694, 128339411, 70150343, 75300000, 58353550, 68845130, 53319509, 37536959, 53270259, 45865715, 57231524, 38493982, 40752337, 100175871, 26624000, 27470017, 30485039, 6800000, 36377022, 13696761, 23894477, 25794166, 23583175, 12983713, 42200504, 23000000, 22101000, 22487293, 20651422, 20306281, 19500000, 13050028, 19392418, 20063926, 16435406, 15339117, 15600000, 17736779, 7397469, 10384136, 15464480, 10338609, 8272447, 8096053, 11371425, 23071558, 7655201, -8752225, 6153600, 6033556, 5667084, 2817771, -14843800, 11589307, 10339754, 18873374, 10684949, 8197405, 2570442, 2514138, 38771291, 1703287, -10439741, 824921, 561238, 4479776, -198218, -1929689, -1539005, -1888640, 2828771, -32368843, -2436330, -3380827, -787759, -3157942, -3508650, -526618, -3802134, -3955382, -2235973, 12569041, -11643257, -4515625, -4651683, -5755845, -4995352, -6666177, -8224415, -5806898, 48057348, -6958197, -6939142, -8944346, -7668682, -7814734, 16583369, -13200000, -2425934, -8245681, -6358212, -8368161, -8690151, -8060559, -8723016, -9012238, -3525492, -8988946, -9099074, -9133222, -9401355, -9421473, -9511128, -9634266, -1906509, -3771476, -9773208, -4863568, -9868383, -6073753, -9830621, -9984553, -9980652, -7899497, -4907100, -9994439, -9996393, -6429473, -9871514, -7116045, 47676582, 33600000, -8674623, 3614488, 36900000, -3400000, -4370130, -4170061, 67900000, 30775468, -6428265, 41000000, 54600000, 27049108, 25074895, 24244684, 15530513, 62519230, 11035310, 9225165, -2195727, 8938179, 7235293, 1161099, -2452144, -4318497, -3649226, -6044961, -7469465, -4118133, 2860839, -8650382, -8887065, -8116113, -11386249, -44854891, -7953834, 165835000, 5773825, -8999838, 32462438, 20700000, 13064616, 6879556, 25517854, -17726628, -4059945, -7981305, -2737058, -6002193, 82800000, -8359756, 99930000, 23779955, -3557841, 155014286, 61800000, 51889948, 44287414, 37063889, 32066497, 28500000, 19362712, 26746109, 26963967, 17926543, 18049082, 14551000, 15800000, 10090181, 9843379, 9278980, 8699684, 815288, 8047419, 9015786, 2269307, 9536788, 50401464, 279017, 2106233, -3307186, -2981550, -4557180, -6794756, -4923575, -5724443, -6210108, -1649942, -6105202, -6928760, -7467810, -5813617, 8168741, -7431305, -7601580, -7663544, -7701890, -7872856, -7882810, -7891338, -7946519, -49976894, -7947039, -7228760, -9117710, 99093296, 35990057, 24833860, 18292061, 7544812, 8074715, -2400000, 2960089, -3260233, -3368360, -4152561, 2814185, -7302852, -4985459, -2856597, -5669173, -5481319, 78530303, 5110552, 135992840, 36600000, 128821952, 90900000, 24891374, 33158000, 106709992, 21131483, 28400000, 29099640, 30695394, 39812796, 24001218, 21747570, 18625110, 16000000, 8000000, 13257000, 22505908, 8818967, 7891000, 9901126, 10474107, 7003141, 104360277, 5583510, 2190525, 1676553, 2094451, 7612840, 2166863, 1373585, 292175, -398921, 165429, -1305692, -1569178, -2279629, -4655153, 455447, -4851788, -4937934, -5345633, -5261308, -5110478, -3714714, -8000000, -49300000, -5231584, -9693285, -6617054, -3263734, -6803933, -6467012, -6546921, -6953549, -6766897, 34500000, 1093039, -6750474, -6789304, 24707598, 57096, -4776122, -3991940, 77763837, -6389971, 51504069, 47715416, 25399000, 17603594, 10342303, 6867101, 3649779, -826515, -2499696, -1661305, -4475146, -4231704, -5470983, -6433363, -3628423, 31900000, -736141, -9550442, -3877439, 175360000, 131963328, 113078393, 96308900, 96300000, 48800000, -85995841, 37650000, 33800000, 21457409, 19047631, 17272306, 14168359, 15005329, 20236603, 12400000, 12621249, 19244700, 8045844, 7235267, 6793213, 2883495, 5797927, 11605861, 8642254, 4203192, 2596914, 851636, 5434867, -104762, 670712, -640226, -1806081, -1140525, -1457225, -2411568, -1605064, -2970919, -2726412, -3792025, -3974762, -3922954, -5130675, -5600389, -5884138, -4653497, -5882440, -5945394, -5963503, -11934196, -1404336, -5979800, -18125131, -3457140, -188094481, 29041560, -2535644, 1409668, -5572976, 154100000, 53300000, 44882128, 30311509, 21475193, -799244, -4207881, -1870242, 1239558, -3943898, 21045445, -5443993, -3238291, -5477230, -8972555, -4483513, -29103248, -5204874, 78574831, 83025093, 56897215, 59267897, 51636016, 99007828, 45820940, 40293200, 38771291, 39456509, 48884821, 31000000, 26372293, 29968224, 27453345, 22296514, 22499043, 16530884, 22689474, 19138847, 16994911, 16501098, 14281235, 14421271, 15733485, 19809547, 18531390, 16197315, 12382982, 8821531, 13656400, 9343976, 236437427, 9123773, 10126948, 11622333, 9464388, 8350177, 8269963, 12768000, 7947763, 9100000, 7200000, 12683670, 4055108, 22285953, 6675178, 2572742, 4658370, 4628751, 3786715, -2567658, 1755271, 1157157, 480318, 308707, 9677, -693303, -49971, -959412, -1950865, -299639, -2288790, -3019662, -3917956, -3900000, -2554354, -2778191, -4703335, -1780971, -4169790, -5959121, -4673692, -4875280, -1900853, 60069140, -4934913, -4983934, -4962560, -83832772, 23585416, 42477326, -1552547, -3270031, -2994861, 3325872, -4021435, -4086164, -4165583, 76700000, 48200832, -1939157, -701468, -890722, 5429707, -3772117, -3786587, -1589759, -2407809, -34950587, -4391771, 107600000, -4491309, -2973655, 14772796, -115035182, -2712523, 60249000, 101500000, -3898945, 40566004, 35200000, 32000000, -74992955, 27252964, -8368825, 28368347, 31385560, 17303237, 9008928, 10152879, 21359200, 6515579, 80011740, 6097096, 3821335, 5043880, 3825820, 3759147, 13314483, 2525762, 301331, 46737, -4286998, -531428, -1107418, -1200000, -1573149, -2674927, -3135041, -1398153, -3200000, -3437941, -3600207, -3628103, -2697796, -945296, -1234893, -3814423, -3899588, -9441786, -13924922, -2435641, -15682875, -3853598, -631531, -3987164, -3979738, -3995937, 194678278, -3856347, -3785127, 4231215, -3462394, -744000, -3780041, 706659, 31094903, 42357453, 79900000, 24400000, 24400000, 10500000, 21638292, 6805534, 5949219, 2890032, 18167424, 2323044, 293258, -2613590, -19647348, -3279766, -33649447, -3398772, -3403207, -3376223, 69413017, 1854039, -73435, 9792000, 4263397, -2095743, -3189032, 4808247, -1992320, 3517198, 2576314, 138600000, 48100000, 13001785, 35168022, 81749884, 21788807, 17244913, 27800000, 17966644, 61423650, 45056940, 16184015, 21629916, 16472057, 24200000, 12369573, 13435068, 8694528, 7017041, 4059537, 5114507, 4888703, 4282851, 2844929, 2270647, 1142507, 1109095, 902679, 559990, -1212565, -428053, -338009, -87637, -776010, -1178017, -818710, -651422, -2296998, 105269, -2747274, -2581732, -2799197, 8631221, -2604984, -2926322, -4857000, -2960148, -2978000, 134185206, -2994995, 106148159, 2695428, 1623749, -2899325, 1445438, 14201636, 22116152, 16370001, 19402612, 83500000, -1047380, 6354736, 116900000, 30800000, 530592, -2325000, -23345419, -2561892, 37541683, 30849949, -190187, 11900000, 29730907, 3901336, 24281723, 2900000, -1217916, 825638, -1604408, 4351969, 10495673, -2326217, 94324072, -2428096, -2400149, -13884496, -8394275, -2424273, -2177843, 3331103, -1421092, -1172081, -2271261, 74120000, 32200000, 19100000, -1820357, 10685267, 21550000, -15186564, -2096670, 22800000, -1507034, 12673301, 7003011, 9546543, 9533945, 10555230, 9284657, 32522221, -2497745, 4719300, 3092822, 3383834, 3099680, 4531491, 1885134, 1590010, 1335839, 557668, 506446, 5369373, -15622, 783276, -901776, -522998, -865951, -1346379, -2864751, -5628919, -1875506, -3699331, -13313646, -1333, -1801593, -1995042, -2292073, -1997564, 2700000, -479422, -1971342, -1381565, 5266619, 24705000, 1957978, -1455956, 39190055, 3909616, 10984397, 1250934, -861524, 3767324, -354460, 34218429, -1907599, 243649, -707762, 3231500, -603965, 4026908, -239409, -1344028, -1573107, -1647420, 32885635, 17067631, 10706119, 5862100, 6022940, 3132222, 865931, 52491137, -278739, -787706, 1947339, -1081047, -1093965, -1126033, -1305432, -1336755, -1380159, -1326934, -1407638, -1516510, -1496522, -1947834, -1336492, 20033643, 182925485, -1095876, -1363170, 2690677, 347780, -604771, -953049, -690958, -1498479, -27059493, -980461, 17850000, 2406383, 23541700, 53953403, 17288314, -636215, 6876974, 7980275, -4505513, 999853, 1659955, 1612029, 4900000, -3624277, -605096, -1141064, -1175216, 250263, 13101109, 300000, -1043871, 3005123, 116275247, 20378000, 30537320, 16986000, 14967035, 17112929, 13564027, 15773070, 9042266, 6201559, 8013113, 52245055, 8100000, 1186670, 4997134, 2386698, 135992840, 1508841, 3946250, 950218, 277257, 677838, 744858, 22021740, -17786, -201659, -417976, -1951288, -535345, -535874, -571465, -895923, -720718, -21017158, -515779, -725339, -855569, -712239, -899760, -903266, -799341, -451570, -978790, -987004, -989982, -937520, -993613, -999279, -1499297, 8690000, -909814, 595783, 57962, -518814, 15197842, -893357, -407362, 27919096, -30061, 393961, -809722, 6598492, 3971000, 201437, 1273984, -655417, -564312, -758291, 530270, 114223000, 4768918, 3257792, -473703, -672499, 26638165, -702671, -881622, 7130611, 441829, 11051260, 2048809, 1994973, -689492, 1651777, 2391000, 140470114, 12700000, -428012, -576384, -586507, -44995, 32951479, 39052600, 30000882, 16500000, 5239376, 2773863, 1547570, 750798, 1081331, 406666, 614943, 611615, 485341, 103943, -165959, -204532, -256653, -345923, -1730939, -366222, -447150, -401983, 42343675, -468063, -486866, -262699, -487945, -498668, 19903076, 2262293, -1231955, -70878, -477000, 1861000, 2713208, 44140956, -808054, 107902283, 999622, 1289999, 591796, 25899, -273613, 45276912, 242172, 2429000, -5987157, -226328, 3650000, 46700000, 969176, 8115878, 1352472, 2060184, -44648, 656942, -147562, -259458, -194801, -20656327, -297532, 48622, 11756514, 3936931, 3549339, 1727544, 800600, 652835, 124220, -37715, -46866, 41309, 3138210, -72160, -200506, -113700, 802119, 4790000, 4305922, 3300000, 181225, 2228241, -121970, 15185, 2154410, -198889, 745402, 349947, 6962502, 1216074, 14680000, 2732062, 9257933, -4016, 30775468, 6546368, 1448712, 10074663, 22657819, 5128617, 70536, -140621, 17721635, 3156970, 476767, 11464368, -19443, -39916, 10221600, 324804, 199816, 237233, 213768, 2921130, -18769, 2831622, -24500032, 1204508, 177467, 170483, 131507, 663780, 417760, 63071, 2033920, -4416, 84122 ], "xaxis": "x", "y": [ 760505847, 309404152, 200074175, 448130642, 73058679, 336530303, 200807262, 458991599, 301956980, 330249062, 200069408, 168368427, 423032628, 89289910, 291021565, 141614023, 623279547, 241063875, 179020854, 255108370, 262030663, 105219735, 258355354, 70083519, 218051260, 658672302, 407197282, 65173160, 652177271, 304360277, 373377893, 408992272, 334185206, 234360014, 268488329, 402076689, 245428137, 234903076, 202853933, 172051787, 191450875, 116593191, 414984497, 125320003, 350034110, 202351611, 233914986, 228756232, 65171860, 144812796, 90755643, 101785482, 352358779, 317011114, 237282182, 130468626, 223806889, 140080850, 166112167, 137850096, 47375327, 124051759, 291709845, 154985087, 533316061, 292979556, 198332128, 318298180, 73820094, 113745408, 102176165, 161087183, 100289690, 100189501, 88246220, 150167630, 356454367, 362645141, 312057433, 155111815, 241407328, 208543795, 38297305, 259746958, 238371987, 93417865, 222487711, 189412677, 665426, 102315545, 217387997, 150350192, 333130696, 187991439, 292568851, 303001229, 144512310, 127490802, 146405371, 281666058, 63143812, 60655503, 76846624, 320706665, 46978995, 89732035, 104383624, 198539855, 318759914, 34293771, 292000866, 289994397, 227946274, 256386216, 206456431, 206435493, 205343774, 179982968, 177243721, 179883016, 139259759, 400736600, 281492479, 206360018, 153629485, 133375846, 181015141, 114053579, 119420252, 83640426, 79711678, 195000874, 61937495, 126597121, 165230261, 131564731, 133382309, 73103784, 21379315, 64459316, 34964818, 111505642, 133228348, 216366733, 160201106, 118099659, 201573391, 190418803, 82161969, 143523463, 209364921, 103400692, 110332737, 111110575, 65007045, 257704099, 403706375, 176997107, 31141074, 31704416, 107503316, 129734803, 132122995, 122512052, 68642452, 32131830, 176636816, 126930660, 93926386, 292298923, 63992328, 134518390, 52792307, 183635922, 83024900, 123207194, 83348920, 227137090, 215395021, 180191634, 424645577, 177343675, 234277056, 138396624, 149234747, 118311368, 101160529, 77564037, 249358727, 49551662, 60522097, 137748063, 113733726, 148337537, 317557891, 33592415, 305388685, 337103873, 217536138, 131536019, 214948780, 209805005, 186830669, 163192114, 119412921, 32694788, 113165635, 107285004, 260031035, 186739919, 215397307, 182618434, 131920333, 124976634, 115802596, 108521835, 100685880, 126464904, 64736114, 93050117, 57637485, 58607007, 43929341, 30212620, 76418654, 89021735, 380262555, 310675583, 289907418, 132550960, 474544677, 187165546, 40911830, 47952020, 190871240, 274084951, 67155742, 81638674, 56114221, 250863268, 155181732, 125332007, 113330342, 125531634, 186336103, 129995817, 102608827, 42776259, 98780042, 106369117, 142614158, 50026353, 66002193, 85463309, 71017784, 48068396, 61656849, 134520804, 313837577, 24004159, 58183966, 100446895, 144795350, 47396698, 140015224, 104374107, 228430993, 35799026, 6712451, 101643008, 187670866, 132014112, 261970615, 167007184, 180011740, 204843350, 97030725, 130127620, 146282411, 65452312, 148383780, 119219978, 101228120, 162804648, 100117603, 89296573, 85017401, 173005002, 75030163, 77222184, 107515297, 67631157, 66862068, 57366262, 116866727, 184031112, 54700065, 27098580, 55673333, 40198710, 72660029, 38120554, 49392095, 39292022, 28772222, 17010646, 24985612, 4411102, 35024475, 130174897, 10200000, 202007640, 77679638, 9213, 58867694, 59475623, 108638745, 86897182, 63540020, 95328937, 50802661, 161317423, 201148159, 43982842, 380838870, 377019252, 340478898, 17176900, 131144183, 23014504, 181166115, 176740650, 71148699, 67344392, 22406362, 261437578, 11000000, 88761720, 250147615, 245823397, 81557479, 226138454, 155370362, 124870275, 196573705, 58229120, 125305545, 132373442, 120618403, 110416702, 102515793, 100012500, 209019489, 84037039, 85884815, 83077470, 100018837, 78747585, 78616689, 75817994, 100853835, 73209340, 72515360, 68558662, 65653758, 64685359, 61355436, 26871, 60874615, 143618384, 58220776, 47474112, 42877165, 35168677, 37567440, 61644321, 190562, 120147445, 241688385, 233630478, 197992827, 176049130, 172620724, 183405771, 20315324, 148313048, 127706877, 126149655, 66941559, 78009155, 63224849, 111544445, 112703470, 117144465, 84303558, 150832203, 51396781, 47592825, 50016394, 57010853, 62494975, 46440491, 44606335, 40048332, 64933670, 31494270, 31111260, 123307945, 153288182, 13401683, 137340146, 43575716, 80170146, 75754670, 33048353, 34543701, 242589580, 102981571, 180965237, 407999255, 254455986, 162831698, 155019340, 145771527, 140459099, 53215979, 158115031, 133103929, 133668525, 130313314, 124590960, 127968405, 120136047, 128200012, 112225777, 109993847, 104054514, 103028109, 101087161, 101111837, 95632614, 94822707, 92969824, 91188905, 90443603, 82226474, 79363785, 76081498, 85707116, 74329966, 100169068, 73215310, 80360866, 69102910, 65948711, 169692572, 60507228, 56684819, 50628009, 69772969, 45356386, 55350897, 39442871, 37899638, 37754208, 38542418, 34566746, 32885565, 36073232, 21471685, 20950820, 19673424, 19480739, 17593391, 18318000, 27356090, 17473245, 15131330, 19406406, 1891821, 23219748, 170708996, 422783777, 103812241, 119793567, 92930005, 67286731, 74158157, 127083765, 1339152, 15071514, 26000610, 323505540, 66462600, 368049635, 306124059, 229074524, 193136719, 35286428, 157299717, 134568845, 134006721, 195329763, 120776832, 118823091, 41814863, 97360069, 117698894, 162001186, 77032279, 73023275, 68473360, 66636385, 160762022, 103338338, 55808744, 47379090, 43426961, 47000485, 45434443, 42044321, 73661010, 41523271, 37600435, 39251128, 83503161, 34636443, 22751979, 30013346, 14567883, 5409517, 21009180, 94999143, 336029560, 36381716, 55585389, 36976367, 107225164, 70224196, 51814190, 47456450, 148213377, 112950721, 75600000, 62647540, 183132370, 27796042, 32616869, 18947630, 114195633, 144156464, 227965690, 436471036, 244052771, 152149590, 141204016, 162495848, 136448821, 120523073, 119654900, 117541000, 116643346, 100614858, 42272747, 80281096, 219613391, 78120196, 98895417, 70117571, 83552429, 66257002, 65012000, 79883359, 78031620, 54222000, 52474616, 55942830, 40932372, 38345403, 37901509, 48430355, 30157016, 28031250, 33105600, 62321039, 38509342, 19076815, 25093607, 18990542, 14294842, 19819494, 13596911, 8460990, 7097125, 37760080, 5851188, 25121291, 18821279, 118471320, 300523113, 71069884, 251501645, 35324232, 81257500, 617840, 29655590, 45045037, 28965197, 39380442, 37516013, 87704396, 83892374, 5932060, 216119491, 43568507, 182805123, 176387405, 33685268, 182204440, 171383253, 172071312, 139225854, 148775460, 115731542, 100468793, 93771072, 100448498, 115603980, 90454043, 84049211, 70450000, 69688384, 70236496, 63695760, 59617068, 55637680, 85911262, 53846915, 54758461, 52397389, 38966057, 42345531, 36064910, 33328051, 32598931, 28045540, 37023395, 43532294, 17218080, 10014234, 19059018, 1987287, 24407944, 13750556, 31054924, 43247140, 2208939, 213079163, 19548064, 356784000, 25052000, 122012710, 72413, 58255287, 77086030, 65000000, 32178777, 15738632, 54116191, 118153533, 108012170, 210592590, 279167575, 143151473, 136801374, 135381507, 167735396, 121468960, 106635996, 102678089, 125603360, 101217900, 104148781, 75573300, 93375151, 106126012, 93307796, 90646554, 109176215, 82670733, 82569532, 81687587, 80574010, 75764085, 90356857, 75530832, 75370763, 100003492, 90341670, 74540762, 80033643, 73648142, 71844424, 75638743, 66734992, 75280058, 64505912, 77862546, 61112916, 88200225, 60573641, 59035104, 56702901, 55994557, 54910560, 53789313, 51045801, 50818750, 50189179, 50024083, 50549107, 56443482, 62401264, 47748610, 46975183, 50807639, 46611204, 257756197, 48472213, 43060566, 45996718, 43337279, 37479778, 40559930, 36830057, 36279230, 42194060, 43119879, 35096190, 43290977, 33927476, 32122249, 40076438, 32940507, 31670931, 30695227, 32522352, 26082914, 29136626, 26288320, 26616590, 30063805, 22518325, 13082288, 18208078, 14218868, 22451, 31165421, 11802056, 25472967, 22362500, 17281832, 19781879, 7605668, 4535117, 4426297, 10166502, 363024263, 12065985, 350123553, 80021740, 48291624, 35231365, 53715611, 31199215, 29580087, 44665963, 60128566, 49875589, 60984028, 36931089, 51317350, 28328132, 51774002, 25528495, 113006880, 45860039, 329691196, 217326336, 166225040, 141600000, 134218018, 128769345, 177575142, 105263257, 104354205, 107100855, 98711404, 100328194, 101530738, 93815117, 91400000, 162586036, 89706988, 83000000, 78745923, 70098138, 66365290, 66207920, 63408614, 58422650, 56932305, 68750000, 68218041, 25040293, 55747724, 55473600, 49994804, 41609593, 38553833, 76137505, 34350553, 34238611, 34098563, 33828318, 33472850, 31051126, 35707327, 20550712, 18573791, 51225796, 16264475, 25857987, 12870569, 11466088, 16088610, 51178893, 6768055, 39440655, 6167817, 81645152, 69951824, 9483821, 66676062, 26838389, 75604320, 108200000, 5660084, 7221458, 70327868, 58297830, 57386369, 45207112, 62563543, 33574332, 73343413, 25031037, 22843047, 5755286, 164435221, 95720716, 118683135, 143704210, 110476776, 80270227, 36385763, 37035845, 34580635, 42438300, 23324666, 23020488, 90567722, 72601713, 296623634, 267652016, 62453315, 165500000, 153620822, 218628680, 147637474, 135014968, 2175312, 126203320, 126975169, 125548685, 105807520, 191616238, 105264608, 97680195, 126088877, 91030827, 150315155, 127997349, 88504640, 81517441, 81022333, 79948113, 88658172, 84244877, 75367693, 73701902, 75605492, 67823573, 91439400, 67128202, 70496802, 60470220, 58336565, 66002004, 54997476, 55682070, 52752475, 55092830, 50815288, 52822418, 50150619, 48745150, 50007168, 48154732, 48265581, 46982632, 44737059, 56724080, 44484065, 47553512, 42610000, 41482207, 47105085, 41256277, 50740078, 40203020, 40905277, 38590500, 39177541, 39778599, 37486138, 38105077, 35168395, 32800000, 33643461, 32741596, 31874869, 30306268, 27667947, 27067160, 26616999, 26536120, 26199517, 25450527, 25407250, 23159305, 24006726, 20389967, 19593740, 19118247, 26442251, 17114882, 18472363, 21557240, 21283440, 10556196, 16671505, 10400000, 9528092, 10137232, 9795017, 20488579, 19445217, 8355815, 28837115, 6471394, 6291602, 10706786, 8742261, 43905746, 21413502, 124107476, 197171806, 31569268, 66488090, 95308367, 60652036, 1206135, 56607223, 50173190, 47095453, 37879996, 25900000, 53574088, 89253340, 37339525, 60154431, 103738726, 69304264, 29781453, 15519841, 5600000, 126805112, 93607673, 67263182, 92001027, 10539414, 58918501, 181395380, 14946229, 130512915, 139852971, 110000082, 106807667, 101702060, 95149435, 100768056, 92115211, 93452056, 83287363, 82931301, 60962878, 76261036, 71423726, 71277420, 88625922, 70001065, 67253092, 66790248, 65557989, 60786269, 59365105, 162792677, 31598308, 57362581, 53854588, 52580895, 51019112, 48114556, 50648679, 46280507, 38360195, 46815748, 35617599, 47307550, 32003620, 27972410, 28133159, 27400000, 24343673, 22877808, 36883539, 22531698, 20400913, 20101861, 25200412, 19719930, 19377727, 13401683, 17300889, 15527125, 13560960, 15523168, 11146409, 7916887, 6565495, 15279680, 7262288, 4584886, 2154540, 8129455, 136019448, 183875760, 67061228, 53300852, 150415432, 44834712, 84300000, 1500000, 62318875, 5773519, 51768623, 37035515, 24520892, 24430272, 158348400, 31136950, 29113588, 138447667, 116006080, 106793915, 87856565, 70100000, 159578352, 57750000, 45290318, 41543207, 41252428, 35228696, 59992760, 34667015, 37652565, 24375436, 20915465, 24127895, 84961, 26404753, 6105175, 5664251, 1260917, 116724075, 56083966, 22108977, 293501675, 18600911, 7204138, 90800000, 150117807, 163947053, 116735231, 118500000, 126546825, 166147885, 111760631, 108706165, 138614544, 125069696, 107458785, 102310175, 96917897, 93952276, 90703745, 89138076, 87666629, 90353764, 82522790, 94125426, 95001343, 81292135, 86208010, 81593527, 75274748, 90835030, 72455275, 75305995, 74098862, 72266306, 71347010, 70836296, 70405498, 70163652, 66808615, 64149837, 83906114, 66466372, 72306065, 59068786, 57887882, 53955614, 54967359, 54228104, 57981889, 61094903, 53082743, 54414716, 57011847, 50859889, 51185897, 52000688, 49851591, 47781388, 52320979, 47806295, 51853450, 46012734, 47034272, 45856732, 59588068, 44175394, 45500797, 41797066, 38087756, 37752931, 37371385, 37101011, 38176892, 36283504, 35183792, 38543473, 36037909, 42575718, 33864342, 33508922, 42071069, 32853640, 42615685, 32055248, 31836745, 30993544, 30981850, 30199105, 29077547, 29374178, 28535768, 27663982, 27053815, 26814957, 25178165, 25117498, 32645, 24332324, 36665854, 22717758, 22433915, 22326247, 21176322, 20300000, 20302961, 15962471, 14942422, 14967182, 18996755, 14375181, 20999103, 14448589, 14358033, 33201661, 14018364, 13395939, 20113965, 13376506, 13208023, 13838130, 9652000, 7000000, 10431220, 10326062, 6114237, 4835968, 4777007, 3675072, 18438149, 511920, 10640645, 652526, 80050171, 7564000, 876671, 2869369, 128978, 77231, 4563029, 50693162, 63411478, 144512310, 35287788, 25335935, 5881504, 60000000, 29802761, 127214072, 88915214, 30400000, 85570368, 75668868, 6594136, 58700247, 50668906, 39177215, 40334024, 71038190, 24044532, 22770864, 18653746, 17305211, 16991902, 47536959, 10300000, 13782838, 41997790, 6482195, 623374, 7871693, 16377274, 9589875, 34912982, 109712885, 92173235, 41102171, 60338891, 48006503, 26903709, 22450975, 44867349, 46813366, 72279690, 191449475, 71026631, 68208190, 150368971, 50129186, 55500000, 50213619, 42019483, 23360779, 26183197, 20991497, 13052741, 14378353, 33037754, 12339633, 2954405, 30105968, 37788228, 277313371, 2126511, 205399422, 251188924, 1068392, 144731527, 255950375, 112692062, 117528646, 171031347, 124732962, 82300000, 134455175, 79100000, 81159365, 110008260, 67962333, 78651430, 64604977, 63939454, 63826569, 60054449, 26505000, 61280963, 56876365, 59699513, 54132596, 52277485, 55802754, 55291815, 83299761, 48169908, 67523385, 49474048, 45802315, 43792641, 57651794, 43894863, 41954997, 39532308, 76600000, 39692139, 40687294, 37553932, 37481242, 39026186, 33422806, 33423521, 32519322, 37617947, 32048809, 33987757, 37304950, 30691439, 30307804, 30669413, 28687835, 26494611, 25266129, 25863915, 25078937, 28995450, 24276500, 20981633, 22913677, 34531832, 28064226, 19447478, 19389454, 25871834, 19692608, 19294901, 20275446, 34507079, 18306166, 17609982, 16831505, 17596256, 14998070, 14587732, 18317151, 11405825, 13264986, 10991381, 10268846, 13303319, 10076136, 10499968, 7659747, 7948159, 11631245, 10137502, 6448817, 7458269, 4651977, 4496583, 2221994, 6592103, 630779, 102413606, 10214013, 32000000, 10139254, 11227940, 183125, 15081783, 37432299, 10654581, 6543194, 13101142, 8324748, 141340178, 51758599, 117559438, 21426805, 35057332, 34014398, 28927720, 33682273, 4280577, 17120019, 8406264, 309125409, 10955425, 34180954, 173381405, 104632573, 81150692, 60328558, 80197993, 169076745, 101470202, 50041732, 48814909, 57744720, 21784432, 37911876, 54696902, 36733909, 35063732, 99462, 32701088, 31493782, 43095600, 18636537, 17848322, 16640210, 13763130, 10956379, 4357000, 22525921, 3562749, 2899970, 1304837, 78800000, 17797316, 82528097, 14268533, 87100000, 93749203, 62700000, 59073773, 24185781, 53133888, 44983704, 118099659, 58879132, 72077000, 170684505, 163479795, 145096820, 191796233, 121248145, 125014030, 11854694, 115648585, 122012643, 116631310, 114324072, 113502246, 108360000, 108244774, 105444419, 100125340, 115646235, 85416609, 90135191, 100422786, 106694016, 64286, 76806312, 79566871, 76501438, 74787599, 66528842, 83813460, 65010106, 66359959, 66468315, 64172251, 66600000, 63536011, 62877175, 74484168, 60269340, 60033780, 58715510, 58156435, 56044241, 56816662, 64238770, 52937130, 52799004, 55210049, 51432423, 51109400, 50300000, 56068547, 53680848, 50921738, 53021560, 45645204, 53337608, 46875468, 52418902, 42057340, 42478175, 41407470, 42385520, 40118420, 40137776, 39568996, 42043633, 38232624, 38413606, 38122105, 38747385, 40247512, 35927406, 35565975, 35266619, 34703228, 38432823, 32095318, 31743332, 32154410, 26687172, 26096584, 26525834, 30513940, 23209440, 24048000, 22526144, 30523568, 23070045, 20422207, 28644770, 21800302, 21129348, 18500966, 19976073, 18967571, 17100000, 17266505, 32357532, 16930884, 18324242, 16323969, 16999046, 16295774, 15709385, 14888028, 14208384, 12831121, 18298649, 12712093, 11576087, 11900000, 9353573, 12026670, 14334645, 12189514, 10134754, 8535575, 7689458, 19316646, 10965209, 26830000, 5300000, 10880926, 3752725, 3517797, 2975649, 668171, 480314, 3904982, 127437, 537580, 183436380, 119518352, 37036404, 22359293, 18593156, 16930185, 63034755, 5899797, 4554569, 17016190, 6301131, 217350219, 161029270, 179870271, 100491683, 74058698, 55845943, 81350242, 67266300, 70235322, 7443007, 64371181, 58885635, 60400856, 52353636, 51475962, 63910583, 62300000, 49968653, 44450000, 45162741, 71346930, 39514713, 43097652, 48043505, 37053924, 33000377, 66950483, 38372662, 27000000, 31600000, 30688364, 28563179, 16779636, 10762178, 17324744, 8888143, 24268828, 8119205, 8434601, 6998324, 10907291, 5532301, 2775593, 28751715, 20285518, 67900000, 148734225, 49185998, 42168445, 26400000, 17508670, 9664316, 74888996, 69586544, 362645141, 60491560, 54200000, 30920167, 40566655, 31768374, 22494487, 21500000, 4463292, 14337579, 13823741, 10297897, 13248477, 8712564, 7486906, 38536376, 41008532, 5204007, 4485485, 4476235, 1089365, 763044, 20819129, 110222438, 109243478, 100241322, 25977365, 91457688, 87341380, 65703412, 58328680, 61490000, 50800000, 57859105, 46455802, 45506619, 40168080, 49874933, 45489752, 36985501, 33200000, 28501651, 23222861, 54540525, 16252765, 16005978, 14469428, 13829734, 1075288, 7496522, 20047715, 12276810, 33565375, 499263, 219200000, 172825435, 148085755, 25517500, 145000989, 26761283, 121945720, 96067179, 169705587, 3254172, 84185387, 82163317, 80920948, 80034302, 78656813, 76270454, 74273505, 134141530, 71500556, 71309760, 89808372, 77264926, 70625986, 56505065, 55973336, 54098051, 60443237, 82234139, 51676606, 52528330, 51533608, 51097664, 84136909, 46836394, 47285499, 47124400, 44700000, 44455658, 43984230, 66489425, 41067398, 40218903, 39880476, 39399750, 38230435, 39008741, 36833473, 48237389, 36447959, 45089048, 35990505, 35143332, 35000629, 34604054, 41597830, 33687630, 32553210, 31526393, 41229, 31655091, 30012990, 32368960, 14500000, 29247405, 25615792, 28341469, 25590119, 24944213, 33631221, 37738400, 21835784, 15785632, 21554585, 22200000, 80014842, 23527955, 24042490, 22466994, 17791031, 17718223, 15361537, 16647384, 16118077, 15091542, 15045676, 17427926, 14983572, 14637490, 14589444, 14095303, 13973532, 1865774, 18860403, 13038660, 28831145, 11538204, 11008432, 12188642, 11100000, 13651662, 11030963, 10769960, 10911750, 10719367, 10114315, 49122319, 10070000, 10324441, 7156933, 9286314, 56692, 5654777, 5516708, 5128124, 34014398, 4064333, 4006906, 3073392, 1550000, 871527, 777423, 1186957, 85433, 1697956, 183662, 134904, 16969390, 34700000, 717753, 109713132, 70269171, 28772222, 101334374, 1512815, 65182182, 57262492, 80000000, 74608545, 41895491, 39989008, 32662299, 31452765, 25167270, 32416109, 20218, 28871190, 16964743, 16290976, 13000000, 12372410, 8427204, 9639242, 25003072, 6144806, 4308981, 669276, 42880, 23225911, 4710455, 75590286, 218051260, 161487252, 290158751, 65807024, 86930411, 53302314, 40962534, 39235088, 27338033, 25556065, 15785632, 21973182, 4756, 18653615, 12189514, 13019253, 18934858, 20763013, 12782508, 11508423, 10660147, 7434726, 6109075, 2708188, 16123851, 71975611, 38119483, 4190530, 217631306, 176483808, 144833357, 75597042, 90636983, 70960517, 55762229, 54235441, 50728000, 40270895, 59696176, 51483949, 36020063, 33313582, 25842000, 22264487, 30659817, 5773519, 19351569, 49002815, 19283782, 30059386, 35799026, 17951431, 29997095, 14252830, 19783777, 13555988, 12784713, 10696210, 5974653, 5000000, 9694105, 16027866, 4398392, 1050445, 13746550, 20668843, 2963012, 1796024, 634277, 11326836, 49024969, 22294341, 24362501, 16684352, 46700000, 52008288, 8579684, 42660000, 40219708, 132088910, 36581633, 25296447, 24848292, 17757087, 9430988, 16284360, 6830957, 24104113, 15593, 958319, 69700000, 2840417, 242374454, 173585516, 128300000, 20259297, 153665036, 132541238, 130727000, 121697350, 117224271, 102922376, 94497271, 137387272, 82301521, 84518155, 80050171, 81257845, 70360285, 69148997, 82624961, 67325559, 62933793, 56667870, 56398162, 60072596, 56362352, 56154094, 65623128, 55461307, 48546578, 48423368, 52066000, 47887943, 46363118, 47852604, 45542421, 42652003, 39737645, 37567440, 44988180, 39263506, 39143839, 37672350, 38037513, 37442180, 35596227, 35422828, 36658108, 34300771, 34290142, 33422556, 32774834, 34334256, 32051917, 32014289, 31838002, 36874745, 30079316, 35033759, 29753944, 31146570, 27277055, 26876529, 53146000, 30028592, 34126138, 25677801, 26415649, 26003149, 25584685, 29975979, 31584722, 23179303, 23078294, 21413105, 25077977, 23292105, 20916309, 21200000, 28876924, 20241395, 32000000, 19151864, 23393765, 18882880, 8500000, 18252684, 19661987, 18352454, 17803796, 17529157, 25753840, 18081626, 17518220, 17104669, 16988996, 15797907, 16248701, 15712072, 191449475, 15408822, 15464026, 8000000, 14174654, 15988876, 13801755, 13987482, 14291570, 12181484, 13630226, 13383737, 13391174, 12987647, 12469811, 12398628, 13214030, 12232937, 12134420, 11784000, 11169531, 11034436, 12626905, 10569071, 10544143, 13650738, 10555348, 9714482, 9525276, 8855646, 9109322, 8326035, 8104069, 8054280, 8093318, 7382993, 8888355, 7001720, 7268659, 6852144, 6563357, 6201757, 6420319, 5702083, 5480996, 6002756, 5132655, 5205343, 5005883, 5749134, 4234040, 4001121, 3749061, 3519627, 3081925, 2353728, 2000000, 1900725, 2246000, 1646664, 1190018, 1027749, 882710, 1064277, 531009, 375474, 305070, 1183354, 121972, 263365, 8047690, 476270, 184208848, 100292856, 58571513, 51431160, 103001286, 41867960, 210609762, 40846082, 51697449, 27758465, 56127162, 1357042, 15911333, 39103378, 10049886, 8600000, 21483154, 8396942, 12561, 6923891, 2119994, 1292527, 64255243, 22245861, 20433940, 10562387, 18439082, 150056505, 119938730, 114968774, 128505958, 95001351, 76400000, 75072454, 65535067, 13998282, 6061759, 64955956, 60057639, 53868030, 59573085, 52691009, 59735548, 51600000, 43818159, 86049418, 43601508, 41300105, 41382841, 42335698, 33404871, 31471430, 30222640, 26830000, 26906039, 21378000, 43853424, 23993605, 26400000, 45250, 22927390, 4250320, 22452209, 18329466, 17071230, 17174870, 26284475, 16702864, 15561627, 17750583, 14793904, 15281286, 8000000, 13491653, 10494494, 7837632, 15155772, 8508843, 7739049, 6734844, 6000000, 6615578, 5887457, 13362308, 5701643, 5694401, 5333658, 4414535, 3707794, 3203044, 4435083, 2222647, 3500000, 676698, 229311, 63260, 121463226, 58006147, 51053787, 23472900, 39687528, 7017178, 325491, 96471845, 85200000, 72000000, 72219395, 82389560, 71502303, 19179969, 47000000, 37566230, 70492685, 35635046, 45670855, 37939782, 172051787, 30324946, 27854896, 41777564, 22734486, 44469602, 64998368, 19693891, 16311763, 12693621, 15655665, 11634458, 27154426, 54239856, 8662318, 7156725, 15681020, 6855137, 2315683, 39825798, 2000000, 1569918, 106869, 273420, 4930798, 59847242, 220914, 43848100, 42700000, 18663911, 11702090, 13005485, 95860116, 127175354, 92823600, 54000000, 68525609, 52885587, 44667095, 42638165, 45507053, 39511038, 6462576, 40363530, 37623143, 33357476, 28734552, 37300107, 27087695, 30102717, 23618786, 26896744, 23213577, 20627372, 16346122, 16204793, 15427192, 14792779, 19057024, 14108518, 13854000, 77324422, 15500000, 4734235, 4839383, 4193025, 5900000, 2849142, 1686429, 1984743, 1666262, 2319187, 13922211, 23091, 336467, 2964, 2428883, 13571817, 1181197, 81525, 7774730, 234760500, 285761243, 167780960, 177200000, 176781728, 128067808, 130058047, 138795342, 111936400, 317040, 94175854, 91121452, 69800000, 64001297, 71588220, 61400000, 101978840, 56437947, 73326666, 55184721, 50003300, 54322273, 47860214, 47811275, 43022524, 42672630, 42919096, 42592530, 40064955, 44886089, 37882551, 40983001, 20991497, 35007180, 35887263, 34308901, 33771174, 6000000, 33386128, 37877959, 32721635, 31585300, 30259652, 163192114, 30857814, 30226144, 35054909, 29302097, 29106737, 28637507, 30127963, 32645546, 27441122, 28014536, 33860010, 26421314, 24881000, 23089926, 26161406, 22954968, 26384919, 22189039, 20998709, 20801344, 21468807, 19158074, 18843314, 20566327, 20218921, 17411331, 21383298, 24984868, 16459004, 15700000, 15100000, 14938570, 17237244, 14249005, 12701880, 12801190, 12549485, 13766014, 13034417, 12212417, 11614236, 13337299, 10763469, 11144518, 15608545, 10443316, 10494147, 9929000, 10411980, 17439163, 9396487, 9059588, 9172810, 8735529, 8586376, 8378141, 8080116, 7757130, 9123834, 6409206, 6373693, 7556708, 5306447, 5217498, 5023275, 4956401, 4235837, 4002955, 7219578, 3247816, 2412045, 2203641, 1953732, 1954202, 1294640, 26435, 1197786, 529766, 613556, 353743, 102055, 73548, 28870, 22723, 20380, 70906973, 66009973, 46338728, 7691700, 101157447, 74205, 141319195, 156645693, 178406268, 109306210, 70001698, 68856263, 51527787, 61356221, 46800000, 38048637, 34793160, 30628981, 29959436, 25571351, 27515786, 25482931, 19900000, 16298046, 15549702, 15483540, 20246959, 15062898, 14348123, 15171475, 13640000, 12610731, 11204499, 10397365, 9402410, 5459824, 5108820, 4741987, 4291965, 3100650, 2474000, 1000000, 3958500, 274299, 183088, 46495, 1752214, 83025853, 190871240, 56631572, 15854988, 12282677, 7060876, 14989761, 5501940, 2086345, 123922370, 163591, 73000942, 106952327, 58607007, 57300000, 91038276, 49369900, 61693523, 46729374, 44726644, 44134898, 48637684, 38176108, 28972187, 27979400, 54257433, 23947, 60008303, 49121934, 27141959, 27052167, 26539321, 28501605, 52543632, 25592632, 25440971, 22858926, 22235901, 38916903, 16929123, 13753931, 10996440, 8026971, 14677654, 9975684, 7881335, 6241697, 5871603, 16574731, 5002310, 4919896, 25675765, 4857376, 3169424, 18004225, 3058380, 3074838, 2104000, 28501651, 1172769, 17738570, 1200000, 1150403, 403932, 1712111, 1024175, 301305, 51872378, 28399192, 2035566, 21078145, 14060950, 12281500, 10725228, 214966, 11956207, 5949693, 9030581, 4157491, 1508689, 1227324, 4360548, 26589953, 1039869, 48092846, 1110186, 1089445, 204565000, 260000000, 101736215, 71442, 79817937, 91547205, 75074950, 78900000, 72217000, 79568000, 65500000, 70011073, 65269010, 63071133, 39647595, 38087366, 64572496, 30400000, 42365600, 37188667, 54724272, 31597131, 31691811, 31397498, 31179516, 31155435, 27281507, 167007184, 25776062, 25240988, 124868837, 22905674, 25277561, 21133087, 37707719, 18761993, 18595716, 31990064, 17613460, 21088568, 17292381, 16300302, 27829874, 12902790, 11433134, 10198766, 15294553, 11041228, 7918283, 22331028, 8134217, 6982680, 6739141, 5542025, 5032496, 6754898, 4922166, 4903000, 4717455, 3148482, 2326407, 2060953, 3950294, 2835886, 1779284, 1702277, 261481, 1506998, 860002, 548934, 447750, 333976, 141853, 303439, 214202, 175370, 119922, 177343675, 17149, 14616, 91443253, 30093107, 57469179, 148170000, 460935665, 35537564, 111722000, 90556401, 93571803, 52929168, 50461335, 49797148, 46563158, 41227069, 39025000, 38201895, 27669413, 37766350, 23978402, 21370057, 4884663, 38317535, 13903262, 13592872, 18381787, 13558739, 13103828, 33305037, 10214647, 11501093, 4814244, 9170214, 4068087, 3753806, 3034181, 2832826, 13214255, 16017403, 2807854, 352786, 76600000, 56729973, 399879, 18535191, 23838, 22160085, 56715371, 434949459, 11043445, 125169, 1066555, 5669081, 138339411, 80150343, 85300000, 68353550, 78845130, 63319509, 47536959, 63270259, 55865715, 63231524, 52293982, 50752337, 110175871, 38624000, 37470017, 40485039, 16800000, 46377022, 36696761, 36200000, 35794166, 33583175, 32983713, 52200504, 33000000, 32101000, 31487293, 30651422, 30306281, 29500000, 30050028, 29392418, 28563926, 28435406, 25339117, 25600000, 27736779, 24397469, 20384136, 25464480, 20338609, 18272447, 17096053, 21371425, 33071558, 17655201, 16247775, 16153600, 16033556, 16667084, 15417771, 15156200, 21589307, 20339754, 28873374, 13684949, 14597405, 12570442, 12514138, 43771291, 11703287, 11560259, 10824921, 10561238, 14479776, 9801782, 8070311, 8460995, 8111360, 8828771, 67631157, 7563670, 6619173, 6712241, 6842058, 6491350, 9473382, 6197866, 6044618, 7764027, 21569041, 4356743, 5484375, 5348317, 4244155, 5004648, 3333823, 3275585, 3193102, 54557348, 3041803, 3060858, 1055654, 2331318, 2185266, 26583369, 800000, 7574066, 1754319, 1641788, 1631839, 1309849, 1939441, 1276984, 1987762, 1474508, 1011054, 900926, 866778, 598645, 578527, 488872, 365734, 3093491, 228524, 226792, 136432, 131617, 126247, 169379, 15447, 19348, 100503, 92900, 5561, 3607, 70527, 128486, 2483955, 57176582, 43100000, 225377, 14114488, 46300000, 2600000, 3029870, 3047539, 78900000, 30859000, 3571735, 50000000, 63600000, 36049108, 34074895, 33244684, 24530513, 71519230, 20035310, 18225165, 17804273, 16938179, 16235293, 10161099, 6047856, 4681503, 4350774, 2955039, 1530535, 4881867, 11860839, 349618, 112935, 883887, 13751, 145109, 1046166, 174635000, 14373825, 162, 39462438, 29200000, 21564616, 14879556, 34017854, 4273372, 4440055, 4018695, 6262942, 1997807, 90800000, 140244, 107930000, 32279955, 4992159, 163214286, 69800000, 59889948, 52287414, 45063889, 40066497, 36500000, 27362712, 34746109, 34963967, 25926543, 26049082, 22551000, 22800000, 18090181, 17843379, 17278980, 16699684, 50815288, 15047419, 14015786, 10269307, 17536788, 58401464, 8279017, 10106233, 4692814, 5018450, 3442820, 3205244, 3076425, 2275557, 1789892, 6350058, 1094798, 1071240, 532190, 686383, 16168741, 568695, 398420, 336456, 298110, 127144, 117190, 108662, 53481, 23106, 52961, 671240, 882290, 106593296, 43490057, 32333860, 24792061, 17544812, 12574715, 5100000, 10460089, 4239767, 4131640, 3347439, 10814185, 197148, 3014541, 4443403, 1330827, 1818681, 336530303, 12610552, 143492840, 43800000, 134821952, 94900000, 32391374, 40158000, 113709992, 32131483, 35400000, 34099640, 37295394, 144812796, 31501218, 28747570, 25625110, 25000000, 21000000, 20257000, 26005908, 15818967, 14891000, 16901126, 17474107, 14003141, 304360277, 12583510, 9190525, 9176553, 9094451, 14612840, 9166863, 8373585, 7292175, 6601079, 6165429, 5694308, 5430822, 4720371, 2344847, 7455447, 2148212, 2062066, 1654367, 1738692, 1889522, 1110286, 1000000, 700000, 1768416, 306715, 382946, 236266, 196067, 532988, 453079, 46451, 233103, 41400000, 7993039, 49526, 10696, 31607598, 6857096, 223878, 8060, 84263837, 110029, 57504069, 54215416, 31899000, 24103594, 16842303, 13367101, 10149779, 6173485, 4000304, 2338695, 2024854, 2268296, 1029017, 66637, 871577, 38400000, 4063859, 449558, 2122561, 181360000, 137963328, 119078393, 102308900, 102300000, 54800000, 24004159, 43650000, 39800000, 27457409, 25047631, 23272306, 22168359, 21005329, 26236603, 20400000, 18621249, 25244700, 14545844, 13235267, 12793213, 11883495, 11797927, 17605861, 11642254, 9203192, 8596914, 6851636, 11434867, 5895238, 6670712, 5359774, 4693919, 4859475, 4542775, 3588432, 4394936, 3029081, 3273588, 2207975, 2025238, 2077046, 869325, 399611, 115862, 1346503, 117560, 54606, 36497, 65804, 3895664, 20200, 31874869, 542860, 11905519, 32541719, 3064356, 7009668, 27024, 159600000, 58800000, 50382128, 35811509, 24475193, 6200756, 1292119, 3629758, 6239558, 1056102, 27545445, 56007, 611709, 22770, 27445, 766487, 1196752, 795126, 83574831, 87025093, 71897215, 64267897, 56536016, 104007828, 50820940, 44793200, 43771291, 44456509, 53884821, 36000000, 34872293, 34468224, 32453345, 27296514, 25799043, 25530884, 27689474, 24138847, 21994911, 21501098, 19281235, 19421271, 20733485, 24809547, 23031390, 21197315, 17382982, 14821531, 18656400, 14343976, 241437427, 14123773, 15126948, 13622333, 13464388, 13350177, 13269963, 17768000, 12947763, 14100000, 12200000, 17683670, 12055108, 27285953, 11675178, 10572742, 9658370, 9628751, 8786715, 3432342, 6755271, 6157157, 5480318, 5308707, 5009677, 4306697, 3950029, 4040588, 3049135, 4700361, 2711210, 1980338, 1082044, 1100000, 2445646, 2221809, 296665, 3219029, 830210, 1040879, 326308, 124720, 99147, 65069140, 65087, 16066, 37440, 617228, 24475416, 47277326, 1247453, 1729969, 1705139, 8025872, 778565, 513836, 434417, 81200000, 52700832, 13060843, 3798532, 3609278, 10429707, 727883, 713413, 410241, 92191, 49413, 108229, 112000000, 8691, 26345, 20772796, 34964818, 1487477, 62549000, 105500000, 101055, 44566004, 39200000, 36000000, 65007045, 31252964, 131175, 31968347, 35385560, 20803237, 13008928, 15152879, 25359200, 10515579, 180011740, 10097096, 9821335, 8243880, 7825820, 7159147, 17314483, 6525762, 4301331, 4046737, 3713002, 3468572, 2892582, 2800000, 2426851, 1325073, 864959, 2601847, 800000, 562059, 399793, 371897, 302204, 354704, 265107, 185577, 100412, 58214, 75078, 64359, 317125, 146402, 18469, 12836, 20262, 4063, 198655278, 143653, 14873, 8000000, 37606, 2956000, 19959, 2706659, 61094903, 45857453, 83400000, 27900000, 27900000, 14000000, 25138292, 10305534, 9449219, 6390032, 20167424, 5923044, 3293258, 886410, 252652, 220234, 34350553, 101228, 96793, 123777, 77413017, 5354039, 2926565, 13092000, 7563397, 104257, 610968, 8108247, 7680, 6517198, 5776314, 141600000, 51100000, 16501785, 38168022, 84749884, 24788807, 21244913, 30000000, 20966644, 64423650, 48056940, 19184015, 24629916, 19472057, 27200000, 15369573, 15935068, 11694528, 10017041, 7059537, 8114507, 7888703, 7282851, 5844929, 4170647, 4142507, 4109095, 3902679, 3559990, 3287435, 3071947, 2961991, 2912363, 2223990, 1821983, 2181290, 2848578, 703002, 3105269, 252726, 418268, 200803, 33631221, 95016, 73678, 143000, 39852, 22000, 334185206, 5005, 201148159, 5595428, 3123749, 100675, 3645438, 22201636, 25000000, 19170001, 22202612, 86300000, 952620, 9054736, 119500000, 32600000, 3130592, 475000, 10654581, 38108, 40041683, 33349949, 25809813, 14400000, 32230907, 6401336, 26781723, 5400000, 1282084, 3325638, 395592, 6851969, 12995673, 173783, 114324072, 71904, 99851, 115504, 5725, 75727, 322157, 5731103, 978908, 327919, 178739, 76400000, 36200000, 21300000, 379643, 12985267, 23650000, 313436, 3330, 24800000, 792966, 14673301, 9003011, 11546543, 11533945, 12555230, 11284657, 34522221, 7002255, 6719300, 5792822, 5383834, 4599680, 6531491, 3885134, 3590010, 3335839, 2557668, 2506446, 7369373, 1984378, 2283276, 1098224, 1477002, 1134049, 653621, 535249, 371081, 124494, 100669, 186354, 12667, 198407, 4958, 7927, 2436, 4600000, 1420578, 1028658, 18435, 35266619, 26505000, 2957978, 444044, 40990055, 5709616, 12784397, 3050934, 638476, 7267324, 145540, 35918429, 92401, 1943649, 992238, 4231500, 396035, 6026908, 1060591, 155972, 26893, 2580, 58885635, 19067631, 11806119, 7362100, 7022940, 5132222, 2365931, 53991137, 1221261, 712294, 3447339, 418953, 406035, 373967, 194568, 163245, 119841, 173066, 92362, 183490, 3478, 52166, 1163508, 80033643, 184925485, 304124, 36830, 3650677, 1647780, 695229, 638951, 609042, 1521, 32940507, 19539, 19100000, 2833383, 24741700, 55153403, 18488314, 79363785, 13876974, 9180275, 22494487, 2199853, 2859955, 2812029, 6100000, 375723, 594904, 58936, 24784, 2850263, 16101109, 1400000, 56129, 4105123, 117235247, 21378000, 31537320, 17986000, 16067035, 18112929, 14564027, 20773070, 10042266, 9701559, 9013113, 53245055, 9000000, 7186670, 5997134, 3386698, 143492840, 2508841, 4946250, 1950218, 1277257, 1677838, 1744858, 80021740, 982214, 798341, 582024, 548712, 464655, 464126, 428535, 104077, 279282, 43982842, 484221, 274661, 144431, 287761, 100240, 96734, 100659, 48430, 21210, 12996, 10018, 62480, 6387, 721, 703, 9600000, 20186, 1185783, 1007962, 381186, 16097842, 6643, 442638, 42919096, 819939, 1243961, 15278, 7098492, 4771000, 1001437, 2073984, 144583, 35688, 41709, 1310270, 115000000, 5518918, 4007792, 26297, 77501, 42638165, 47329, 18378, 7830611, 1141829, 218051260, 32048809, 2694973, 10508, 2301777, 3000000, 140530114, 13300000, 171988, 23616, 13493, 515005, 33451479, 39552600, 30500882, 17000000, 5739376, 3773863, 2047570, 1250798, 1127331, 906666, 1114943, 1111615, 985341, 603943, 334041, 295468, 243347, 154077, 269061, 133778, 52850, 98017, 177343675, 31937, 13134, 237301, 12055, 1332, 234903076, 2712293, 768045, 379122, 23000, 2300000, 2938208, 44540956, 258113, 107917283, 1229197, 1689999, 592014, 425899, 126387, 80276912, 617172, 2808000, 12843, 1523883, 4000000, 47000000, 1281176, 16115878, 1652472, 2360184, 255352, 856942, 12438, 40542, 5199, 24343673, 2468, 318622, 12006514, 4186931, 3799339, 1977544, 1050600, 902835, 489220, 212285, 203134, 191309, 3388210, 177840, 49494, 111300, 1027119, 5000000, 4505922, 3500000, 381225, 2428241, 78030, 215185, 32154410, 1111, 925402, 469947, 7137502, 1316074, 15180000, 2882062, 9437933, 155984, 30859000, 6706368, 1573712, 10174663, 22757819, 5228617, 110536, 59379, 32721635, 3216970, 536767, 11529368, 40557, 30084, 10246600, 389804, 241816, 277233, 243768, 3151130, 8231, 2856622, 10499968, 1227508, 192467, 180483, 136007, 673780, 424760, 70071, 2040920, 4584, 85222 ], "yaxis": "y" } ], "layout": { "height": 600, "legend": { "tracegroupgap": 0 }, "margin": { "t": 60 }, "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "scatter": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "colorscale": { "diverging": [ [ 0, "#8e0152" ], [ 0.1, "#c51b7d" ], [ 0.2, "#de77ae" ], [ 0.3, "#f1b6da" ], [ 0.4, "#fde0ef" ], [ 0.5, "#f7f7f7" ], [ 0.6, "#e6f5d0" ], [ 0.7, "#b8e186" ], [ 0.8, "#7fbc41" ], [ 0.9, "#4d9221" ], [ 1, "#276419" ] ], "sequential": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "sequentialminus": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "Movie Profit by Gross" }, "xaxis": { "anchor": "y", "domain": [ 0, 0.98 ], "title": { "text": "profit" } }, "yaxis": { "anchor": "x", "domain": [ 0, 1 ], "title": { "text": "gross" } } } }, "text/html": [ "
\n", " \n", " \n", "
\n", " \n", "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "## Profit by gross\n", "fig = px.scatter(df, x=\"profit\", y=\"gross\", hover_name='movie_title')\n", "fig.update_traces(marker_color='blue', marker_line_color='blue', opacity=0.6)\n", "fig.update_layout(title_text='Movie Profit by Gross')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### c. People" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The bar chart below shows the top 10 most prolific directors, or in other words, those who have directed the most movies." ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "scrolled": false }, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "alignmentgroup": "True", "hoverlabel": { "namelength": 0 }, "hovertemplate": "director_name=%{x}
count=%{y}", "legendgroup": "", "marker": { "color": "blue", "line": { "color": "blue" } }, "name": "", "offsetgroup": "", "opacity": 0.6, "orientation": "v", "showlegend": false, "textposition": "auto", "type": "bar", "x": [ "Steven Spielberg", "Clint Eastwood", "Woody Allen", "Ridley Scott", "Martin Scorsese", "Steven Soderbergh", "Tim Burton", "Spike Lee", "Renny Harlin", "Michael Bay" ], "xaxis": "x", "y": [ 25, 19, 19, 17, 16, 16, 16, 15, 15, 13 ], "yaxis": "y" } ], "layout": { "barmode": "relative", "height": 600, "legend": { "tracegroupgap": 0 }, "margin": { "t": 60 }, "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "scatter": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "colorscale": { "diverging": [ [ 0, "#8e0152" ], [ 0.1, "#c51b7d" ], [ 0.2, "#de77ae" ], [ 0.3, "#f1b6da" ], [ 0.4, "#fde0ef" ], [ 0.5, "#f7f7f7" ], [ 0.6, "#e6f5d0" ], [ 0.7, "#b8e186" ], [ 0.8, "#7fbc41" ], [ 0.9, "#4d9221" ], [ 1, "#276419" ] ], "sequential": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "sequentialminus": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "Top 10 Most Prolific Directors" }, "xaxis": { "anchor": "y", "domain": [ 0, 0.98 ], "title": { "text": "director_name" } }, "yaxis": { "anchor": "x", "domain": [ 0, 1 ], "title": { "text": "count" } } } }, "text/html": [ "
\n", " \n", " \n", "
\n", " \n", "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "## Director most movies\n", "d1 = df['director_name'].value_counts().head(10)\n", "d1 = pd.DataFrame(data=d1).reset_index()\n", "d1.columns= ['director_name', 'count']\n", "fig = px.bar(d1, x=\"director_name\", y='count')\n", "fig.update_traces(marker_color='blue', marker_line_color='blue', opacity=0.6)\n", "fig.update_layout(title_text='Top 10 Most Prolific Directors')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The bar chart below shows the directors who have the highest average IMDb scores across all of their movies. For context, as we found from earlier analysis, the median IMDb score is 6.6." ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "alignmentgroup": "True", "hoverlabel": { "namelength": 0 }, "hovertemplate": "director_name=%{x}
avg_imdb_score=%{y}", "legendgroup": "", "marker": { "color": "blue", "line": { "color": "blue" } }, "name": "", "offsetgroup": "", "opacity": 0.6, "orientation": "v", "showlegend": false, "textposition": "auto", "type": "bar", "x": [ "Akira Kurosawa", "Tony Kaye", "Charles Chaplin", "Alfred Hitchcock", "Ron Fricke", "Majid Majidi", "Damien Chazelle", "Sergio Leone", "Christopher Nolan", "Marius A. Markevicius" ], "xaxis": "x", "y": [ 8.7, 8.6, 8.6, 8.5, 8.5, 8.5, 8.5, 8.433333333333334, 8.425, 8.4 ], "yaxis": "y" } ], "layout": { "barmode": "relative", "height": 600, "legend": { "tracegroupgap": 0 }, "margin": { "t": 60 }, "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "scatter": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "colorscale": { "diverging": [ [ 0, "#8e0152" ], [ 0.1, "#c51b7d" ], [ 0.2, "#de77ae" ], [ 0.3, "#f1b6da" ], [ 0.4, "#fde0ef" ], [ 0.5, "#f7f7f7" ], [ 0.6, "#e6f5d0" ], [ 0.7, "#b8e186" ], [ 0.8, "#7fbc41" ], [ 0.9, "#4d9221" ], [ 1, "#276419" ] ], "sequential": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "sequentialminus": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "Top 10 Best Directors" }, "xaxis": { "anchor": "y", "domain": [ 0, 0.98 ], "title": { "text": "director_name" } }, "yaxis": { "anchor": "x", "domain": [ 0, 1 ], "title": { "text": "avg_imdb_score" } } } }, "text/html": [ "
\n", " \n", " \n", "
\n", " \n", "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "## Director by IMDb score\n", "d2 = df.groupby('director_name')['imdb_score'].mean().sort_values(ascending=False).head(10)\n", "d2 = pd.DataFrame(data=d2).reset_index()\n", "d2.columns= ['director_name', 'avg_imdb_score']\n", "fig = px.bar(d2, x=\"director_name\", y='avg_imdb_score')\n", "fig.update_traces(marker_color='blue', marker_line_color='blue', opacity=0.6)\n", "fig.update_layout(title_text='Top 10 Best Directors')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Similar to the prolific directors graph, the graph below shows the highest number of movies for an actor in a leading role." ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "alignmentgroup": "True", "hoverlabel": { "namelength": 0 }, "hovertemplate": "actor_1_name=%{x}
count=%{y}", "legendgroup": "", "marker": { "color": "blue", "line": { "color": "blue" } }, "name": "", "offsetgroup": "", "opacity": 0.6, "orientation": "v", "showlegend": false, "textposition": "auto", "type": "bar", "x": [ "Robert De Niro", "Johnny Depp", "J.K. Simmons", "Nicolas Cage", "Denzel Washington", "Bruce Willis", "Matt Damon", "Liam Neeson", "Robert Downey Jr.", "Robin Williams" ], "xaxis": "x", "y": [ 42, 38, 31, 30, 30, 29, 29, 26, 26, 25 ], "yaxis": "y" } ], "layout": { "barmode": "relative", "height": 600, "legend": { "tracegroupgap": 0 }, "margin": { "t": 60 }, "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "scatter": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "colorscale": { "diverging": [ [ 0, "#8e0152" ], [ 0.1, "#c51b7d" ], [ 0.2, "#de77ae" ], [ 0.3, "#f1b6da" ], [ 0.4, "#fde0ef" ], [ 0.5, "#f7f7f7" ], [ 0.6, "#e6f5d0" ], [ 0.7, "#b8e186" ], [ 0.8, "#7fbc41" ], [ 0.9, "#4d9221" ], [ 1, "#276419" ] ], "sequential": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "sequentialminus": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "Top 10 Most Prolific Leading Actors" }, "xaxis": { "anchor": "y", "domain": [ 0, 0.98 ], "title": { "text": "actor_1_name" } }, "yaxis": { "anchor": "x", "domain": [ 0, 1 ], "title": { "text": "count" } } } }, "text/html": [ "
\n", " \n", " \n", "
\n", " \n", "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "## Actor 1 most prolific\n", "a1 = df['actor_1_name'].value_counts().head(10)\n", "a1 = pd.DataFrame(data=a1).reset_index()\n", "a1.columns= ['actor_1_name', 'count']\n", "fig = px.bar(a1, x=\"actor_1_name\", y='count')\n", "fig.update_traces(marker_color='blue', marker_line_color='blue', opacity=0.6)\n", "fig.update_layout(title_text='Top 10 Most Prolific Leading Actors')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Also similar to the best directors graph, the graph below shows the top 10 leading actors, based on average IMDb score across all their movies." ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "alignmentgroup": "True", "hoverlabel": { "namelength": 0 }, "hovertemplate": "actor_1_name=%{x}
avg_imdb_score=%{y}", "legendgroup": "", "marker": { "color": "blue", "line": { "color": "blue" } }, "name": "", "offsetgroup": "", "opacity": 0.6, "orientation": "v", "showlegend": false, "textposition": "auto", "type": "bar", "x": [ "Scatman Crothers", "Takashi Shimura", "Paulette Goddard", "Bunta Sugawara", "Janet Leigh", "Emilia Fox", "Collin Alfredo St. Dic", "Bahare Seddiqi", "Claude Rains", "Tommy Sheppard" ], "xaxis": "x", "y": [ 8.7, 8.7, 8.6, 8.6, 8.5, 8.5, 8.5, 8.5, 8.4, 8.4 ], "yaxis": "y" } ], "layout": { "barmode": "relative", "height": 600, "legend": { "tracegroupgap": 0 }, "margin": { "t": 60 }, "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "scatter": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "colorscale": { "diverging": [ [ 0, "#8e0152" ], [ 0.1, "#c51b7d" ], [ 0.2, "#de77ae" ], [ 0.3, "#f1b6da" ], [ 0.4, "#fde0ef" ], [ 0.5, "#f7f7f7" ], [ 0.6, "#e6f5d0" ], [ 0.7, "#b8e186" ], [ 0.8, "#7fbc41" ], [ 0.9, "#4d9221" ], [ 1, "#276419" ] ], "sequential": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "sequentialminus": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "Top 10 Best Leading Actors" }, "xaxis": { "anchor": "y", "domain": [ 0, 0.98 ], "title": { "text": "actor_1_name" } }, "yaxis": { "anchor": "x", "domain": [ 0, 1 ], "title": { "text": "avg_imdb_score" } } } }, "text/html": [ "
\n", " \n", " \n", "
\n", " \n", "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "## Actor 1 by IMDb score best\n", "a2 = df.groupby('actor_1_name')['imdb_score'].mean().sort_values(ascending=False).head(10)\n", "a2 = pd.DataFrame(data=a2).reset_index()\n", "a2.columns= ['actor_1_name', 'avg_imdb_score']\n", "fig = px.bar(a2, x=\"actor_1_name\", y='avg_imdb_score')\n", "fig.update_traces(marker_color='blue', marker_line_color='blue', opacity=0.6)\n", "fig.update_layout(title_text='Top 10 Best Leading Actors')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Conversely, the graph below shows the 10 worst leading actors based on their average IMDb score." ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "alignmentgroup": "True", "hoverlabel": { "namelength": 0 }, "hovertemplate": "actor_1_name=%{x}
avg_imdb_score=%{y}", "legendgroup": "", "marker": { "color": "blue", "line": { "color": "blue" } }, "name": "", "offsetgroup": "", "opacity": 0.6, "orientation": "v", "showlegend": false, "textposition": "auto", "type": "bar", "x": [ "Trevor Morgan", "Ian Whyte", "Todd Giebenhain", "Catherine Lough Haggquist", "Jamie Kennedy", "Mariah Carey", "Anika Noni Rose", "Wesley Jonathan", "Scott Baio", "Usher Raymond" ], "xaxis": "x", "y": [ 2.8, 2.7, 2.4, 2.3, 2.2, 2.1, 2.1, 2.1, 1.9, 1.6 ], "yaxis": "y" } ], "layout": { "barmode": "relative", "height": 600, "legend": { "tracegroupgap": 0 }, "margin": { "t": 60 }, "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "scatter": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "colorscale": { "diverging": [ [ 0, "#8e0152" ], [ 0.1, "#c51b7d" ], [ 0.2, "#de77ae" ], [ 0.3, "#f1b6da" ], [ 0.4, "#fde0ef" ], [ 0.5, "#f7f7f7" ], [ 0.6, "#e6f5d0" ], [ 0.7, "#b8e186" ], [ 0.8, "#7fbc41" ], [ 0.9, "#4d9221" ], [ 1, "#276419" ] ], "sequential": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "sequentialminus": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "Top 10 Worst Leading Actors" }, "xaxis": { "anchor": "y", "domain": [ 0, 0.98 ], "title": { "text": "actor_1_name" } }, "yaxis": { "anchor": "x", "domain": [ 0, 1 ], "title": { "text": "avg_imdb_score" } } } }, "text/html": [ "
\n", " \n", " \n", "
\n", " \n", "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "## Actor 1 by IMDb score worst\n", "a3 = df.groupby('actor_1_name')['imdb_score'].mean().sort_values(ascending=False).tail(10)\n", "a3 = pd.DataFrame(data=a3).reset_index()\n", "a3.columns= ['actor_1_name', 'avg_imdb_score']\n", "fig = px.bar(a3, x=\"actor_1_name\", y='avg_imdb_score')\n", "fig.update_traces(marker_color='blue', marker_line_color='blue', opacity=0.6)\n", "fig.update_layout(title_text='Top 10 Worst Leading Actors')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The top 10 most prolific supporting actors are shown below." ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "alignmentgroup": "True", "hoverlabel": { "namelength": 0 }, "hovertemplate": "actor_2_name=%{x}
count=%{y}", "legendgroup": "", "marker": { "color": "blue", "line": { "color": "blue" } }, "name": "", "offsetgroup": "", "opacity": 0.6, "orientation": "v", "showlegend": false, "textposition": "auto", "type": "bar", "x": [ "Morgan Freeman", "Charlize Theron", "Brad Pitt", "James Franco", "Meryl Streep", "Bruce Willis", "Scott Glenn", "Adam Sandler", "Robert Duvall", "Will Ferrell" ], "xaxis": "x", "y": [ 20, 14, 13, 11, 10, 9, 9, 9, 9, 9 ], "yaxis": "y" } ], "layout": { "barmode": "relative", "height": 600, "legend": { "tracegroupgap": 0 }, "margin": { "t": 60 }, "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "scatter": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "colorscale": { "diverging": [ [ 0, "#8e0152" ], [ 0.1, "#c51b7d" ], [ 0.2, "#de77ae" ], [ 0.3, "#f1b6da" ], [ 0.4, "#fde0ef" ], [ 0.5, "#f7f7f7" ], [ 0.6, "#e6f5d0" ], [ 0.7, "#b8e186" ], [ 0.8, "#7fbc41" ], [ 0.9, "#4d9221" ], [ 1, "#276419" ] ], "sequential": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "sequentialminus": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "Top 10 Most Prolific Supporting Actors" }, "xaxis": { "anchor": "y", "domain": [ 0, 0.98 ], "title": { "text": "actor_2_name" } }, "yaxis": { "anchor": "x", "domain": [ 0, 1 ], "title": { "text": "count" } } } }, "text/html": [ "
\n", " \n", " \n", "
\n", " \n", "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "## Actor 2 most prolific\n", "a4 = df['actor_2_name'].value_counts().head(10)\n", "a4 = pd.DataFrame(data=a4).reset_index()\n", "a4.columns= ['actor_2_name', 'count']\n", "fig = px.bar(a4, x=\"actor_2_name\", y='count')\n", "fig.update_traces(marker_color='blue', marker_line_color='blue', opacity=0.6)\n", "fig.update_layout(title_text='Top 10 Most Prolific Supporting Actors')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The top 10 supporting actors based on average IMDb score is shown in the bar chart below." ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "alignmentgroup": "True", "hoverlabel": { "namelength": 0 }, "hovertemplate": "actor_2_name=%{x}
avg_imdb_score=%{y}", "legendgroup": "", "marker": { "color": "blue", "line": { "color": "blue" } }, "name": "", "offsetgroup": "", "opacity": 0.6, "orientation": "v", "showlegend": false, "textposition": "auto", "type": "bar", "x": [ "Jeffrey DeMunn", "Luigi Pistilli", "Kenny Baker", "Peter Cushing", "Seu Jorge", "Michael Berryman", "Marcus Chong", "Minoru Chiaki", "Ryûnosuke Kamiki", "Stanley Blystone" ], "xaxis": "x", "y": [ 8.9, 8.9, 8.8, 8.7, 8.7, 8.7, 8.7, 8.7, 8.6, 8.6 ], "yaxis": "y" } ], "layout": { "barmode": "relative", "height": 600, "legend": { "tracegroupgap": 0 }, "margin": { "t": 60 }, "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "scatter": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "colorscale": { "diverging": [ [ 0, "#8e0152" ], [ 0.1, "#c51b7d" ], [ 0.2, "#de77ae" ], [ 0.3, "#f1b6da" ], [ 0.4, "#fde0ef" ], [ 0.5, "#f7f7f7" ], [ 0.6, "#e6f5d0" ], [ 0.7, "#b8e186" ], [ 0.8, "#7fbc41" ], [ 0.9, "#4d9221" ], [ 1, "#276419" ] ], "sequential": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "sequentialminus": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "Top 10 Best Supporting Actors" }, "xaxis": { "anchor": "y", "domain": [ 0, 0.98 ], "title": { "text": "actor_2_name" } }, "yaxis": { "anchor": "x", "domain": [ 0, 1 ], "title": { "text": "avg_imdb_score" } } } }, "text/html": [ "
\n", " \n", " \n", "
\n", " \n", "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "## Actor 2 by IMDb score best\n", "a5 = df.groupby('actor_2_name')['imdb_score'].mean().sort_values(ascending=False).head(10)\n", "a5 = pd.DataFrame(data=a5).reset_index()\n", "a5.columns= ['actor_2_name', 'avg_imdb_score']\n", "fig = px.bar(a5, x=\"actor_2_name\", y='avg_imdb_score')\n", "fig.update_traces(marker_color='blue', marker_line_color='blue', opacity=0.6)\n", "fig.update_layout(title_text='Top 10 Best Supporting Actors')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### d. Facebook" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The scatter plot below shows the relationship between movie Facebook likes and IMDb score. There's a substantial amount of Facebook likes in the dataset that are 0. This means that a lot of these movies just don't have Facebook pages for one reason or another. Because of this, the variable may not be a strong determinant of IMDb score, but we'll discuss this more in the correlation analysis section." ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hoverlabel": { "namelength": 0 }, "hovertemplate": "%{hovertext}

movie_facebook_likes=%{x}
imdb_score=%{y}", "hovertext": [ "Avatar ", "Pirates of the Caribbean: At World's End ", "Spectre ", "The Dark Knight Rises ", "John Carter ", "Spider-Man 3 ", "Tangled ", "Avengers: Age of Ultron ", "Harry Potter and the Half-Blood Prince ", "Batman v Superman: Dawn of Justice ", "Superman Returns ", "Quantum of Solace ", "Pirates of the Caribbean: Dead Man's Chest ", "The Lone Ranger ", "Man of Steel ", "The Chronicles of Narnia: Prince Caspian ", "The Avengers ", "Pirates of the Caribbean: On Stranger Tides ", "Men in Black 3 ", "The Hobbit: The Battle of the Five Armies ", "The Amazing Spider-Man ", "Robin Hood ", "The Hobbit: The Desolation of Smaug ", "The Golden Compass ", "King Kong ", "Titanic ", "Captain America: Civil War ", "Battleship ", "Jurassic World ", "Skyfall ", "Spider-Man 2 ", "Iron Man 3 ", "Alice in Wonderland ", "X-Men: The Last Stand ", "Monsters University ", "Transformers: Revenge of the Fallen ", "Transformers: Age of Extinction ", "Oz the Great and Powerful ", "The Amazing Spider-Man 2 ", "TRON: Legacy ", "Cars 2 ", "Green Lantern ", "Toy Story 3 ", "Terminator Salvation ", "Furious 7 ", "World War Z ", "X-Men: Days of Future Past ", "Star Trek Into Darkness ", "Jack the Giant Slayer ", "The Great Gatsby ", "Prince of Persia: The Sands of Time ", "Pacific Rim ", "Transformers: Dark of the Moon ", "Indiana Jones and the Kingdom of the Crystal Skull ", "Brave ", "Star Trek Beyond ", "WALL·E ", "Rush Hour 3 ", "2012 ", "A Christmas Carol ", "Jupiter Ascending ", "The Legend of Tarzan ", "The Chronicles of Narnia: The Lion, the Witch and the Wardrobe ", "X-Men: Apocalypse ", "The Dark Knight ", "Up ", "Monsters vs. Aliens ", "Iron Man ", "Hugo ", "Wild Wild West ", "The Mummy: Tomb of the Dragon Emperor ", "Suicide Squad ", "Evan Almighty ", "Edge of Tomorrow ", "Waterworld ", "G.I. Joe: The Rise of Cobra ", "Inside Out ", "The Jungle Book ", "Iron Man 2 ", "Snow White and the Huntsman ", "Maleficent ", "Dawn of the Planet of the Apes ", "47 Ronin ", "Captain America: The Winter Soldier ", "Shrek Forever After ", "Tomorrowland ", "Big Hero 6 ", "Wreck-It Ralph ", "The Polar Express ", "Independence Day: Resurgence ", "How to Train Your Dragon ", "Terminator 3: Rise of the Machines ", "Guardians of the Galaxy ", "Interstellar ", "Inception ", "The Hobbit: An Unexpected Journey ", "The Fast and the Furious ", "The Curious Case of Benjamin Button ", "X-Men: First Class ", "The Hunger Games: Mockingjay - Part 2 ", "The Sorcerer's Apprentice ", "Poseidon ", "Alice Through the Looking Glass ", "Shrek the Third ", "Warcraft ", "Terminator Genisys ", "The Chronicles of Narnia: The Voyage of the Dawn Treader ", "Pearl Harbor ", "Transformers ", "Alexander ", "Harry Potter and the Order of the Phoenix ", "Harry Potter and the Goblet of Fire ", "Hancock ", "I Am Legend ", "Charlie and the Chocolate Factory ", "Ratatouille ", "Batman Begins ", "Madagascar: Escape 2 Africa ", "Night at the Museum: Battle of the Smithsonian ", "X-Men Origins: Wolverine ", "The Matrix Revolutions ", "Frozen ", "The Matrix Reloaded ", "Thor: The Dark World ", "Mad Max: Fury Road ", "Angels & Demons ", "Thor ", "Bolt ", "G-Force ", "Wrath of the Titans ", "Dark Shadows ", "Mission: Impossible - Rogue Nation ", "The Wolfman ", "Bee Movie ", "Kung Fu Panda 2 ", "The Last Airbender ", "Mission: Impossible III ", "White House Down ", "Mars Needs Moms ", "Flushed Away ", "Pan ", "Mr. Peabody & Sherman ", "Troy ", "Madagascar 3: Europe's Most Wanted ", "Die Another Day ", "Ghostbusters ", "Armageddon ", "Men in Black II ", "Beowulf ", "Kung Fu Panda 3 ", "Mission: Impossible - Ghost Protocol ", "Rise of the Guardians ", "Fun with Dick and Jane ", "The Last Samurai ", "Exodus: Gods and Kings ", "Star Trek ", "Spider-Man ", "How to Train Your Dragon 2 ", "Gods of Egypt ", "Stealth ", "Watchmen ", "Lethal Weapon 4 ", "Hulk ", "G.I. Joe: Retaliation ", "Sahara ", "Final Fantasy: The Spirits Within ", "Captain America: The First Avenger ", "The World Is Not Enough ", "Master and Commander: The Far Side of the World ", "The Twilight Saga: Breaking Dawn - Part 2 ", "Happy Feet 2 ", "The Incredible Hulk ", "The BFG ", "The Revenant ", "Turbo ", "Rango ", "Penguins of Madagascar ", "The Bourne Ultimatum ", "Kung Fu Panda ", "Ant-Man ", "The Hunger Games: Catching Fire ", "Home ", "War of the Worlds ", "Bad Boys II ", "Puss in Boots ", "Salt ", "Noah ", "The Adventures of Tintin ", "Harry Potter and the Prisoner of Azkaban ", "Australia ", "After Earth ", "Dinosaur ", "Night at the Museum: Secret of the Tomb ", "Megamind ", "Harry Potter and the Sorcerer's Stone ", "R.I.P.D. ", "Pirates of the Caribbean: The Curse of the Black Pearl ", "The Hunger Games: Mockingjay - Part 1 ", "The Da Vinci Code ", "Rio 2 ", "X-Men 2 ", "Fast Five ", "Sherlock Holmes: A Game of Shadows ", "Clash of the Titans ", "Total Recall ", "The 13th Warrior ", "The Bourne Legacy ", "Batman & Robin ", "How the Grinch Stole Christmas ", "The Day After Tomorrow ", "Mission: Impossible II ", "The Perfect Storm ", "Fantastic 4: Rise of the Silver Surfer ", "Life of Pi ", "Ghost Rider ", "Jason Bourne ", "Charlie's Angels: Full Throttle ", "Prometheus ", "Stuart Little 2 ", "Elysium ", "The Chronicles of Riddick ", "RoboCop ", "Speed Racer ", "How Do You Know ", "Knight and Day ", "Oblivion ", "Star Wars: Episode III - Revenge of the Sith ", "Star Wars: Episode II - Attack of the Clones ", "Monsters, Inc. ", "The Wolverine ", "Star Wars: Episode I - The Phantom Menace ", "The Croods ", "Windtalkers ", "The Huntsman: Winter's War ", "Teenage Mutant Ninja Turtles ", "Gravity ", "Dante's Peak ", "Teenage Mutant Ninja Turtles: Out of the Shadows ", "Fantastic Four ", "Night at the Museum ", "San Andreas ", "Tomorrow Never Dies ", "The Patriot ", "Ocean's Twelve ", "Mr. & Mrs. Smith ", "Insurgent ", "The Aviator ", "Gulliver's Travels ", "The Green Hornet ", "300: Rise of an Empire ", "The Smurfs ", "Home on the Range ", "Allegiant ", "Real Steel ", "The Smurfs 2 ", "Speed 2: Cruise Control ", "Ender's Game ", "Live Free or Die Hard ", "The Lord of the Rings: The Fellowship of the Ring ", "Around the World in 80 Days ", "Ali ", "The Cat in the Hat ", "I, Robot ", "Kingdom of Heaven ", "Stuart Little ", "The Princess and the Frog ", "The Martian ", "The Island ", "Town & Country ", "Gone in Sixty Seconds ", "Gladiator ", "Minority Report ", "Harry Potter and the Chamber of Secrets ", "Casino Royale ", "Planet of the Apes ", "Terminator 2: Judgment Day ", "Public Enemies ", "American Gangster ", "True Lies ", "The Taking of Pelham 1 2 3 ", "Little Fockers ", "The Other Guys ", "Eraser ", "Django Unchained ", "The Hunchback of Notre Dame ", "The Emperor's New Groove ", "The Expendables 2 ", "National Treasure ", "Eragon ", "Where the Wild Things Are ", "Epic ", "The Tourist ", "End of Days ", "Blood Diamond ", "The Wolf of Wall Street ", "Batman Forever ", "Starship Troopers ", "Cloud Atlas ", "Legend of the Guardians: The Owls of Ga'Hoole ", "Catwoman ", "Hercules ", "Treasure Planet ", "Land of the Lost ", "The Expendables 3 ", "Point Break ", "Son of the Mask ", "In the Heart of the Sea ", "The Adventures of Pluto Nash ", "Green Zone ", "The Peanuts Movie ", "The Spanish Prisoner ", "The Mummy Returns ", "Gangs of New York ", "The Flowers of War ", "Surf's Up ", "The Stepford Wives ", "Black Hawk Down ", "The Campaign ", "The Fifth Element ", "Sex and the City 2 ", "The Road to El Dorado ", "Ice Age: Continental Drift ", "Cinderella ", "The Lovely Bones ", "Finding Nemo ", "The Lord of the Rings: The Return of the King ", "The Lord of the Rings: The Two Towers ", "Seventh Son ", "Lara Croft: Tomb Raider ", "Transcendence ", "Jurassic Park III ", "Rise of the Planet of the Apes ", "The Spiderwick Chronicles ", "A Good Day to Die Hard ", "The Alamo ", "The Incredibles ", "Cutthroat Island ", "Percy Jackson & the Olympians: The Lightning Thief ", "Men in Black ", "Toy Story 2 ", "Unstoppable ", "Rush Hour 2 ", "What Lies Beneath ", "Cloudy with a Chance of Meatballs ", "Ice Age: Dawn of the Dinosaurs ", "The Secret Life of Walter Mitty ", "Charlie's Angels ", "The Departed ", "Mulan ", "Tropic Thunder ", "The Girl with the Dragon Tattoo ", "Die Hard with a Vengeance ", "Sherlock Holmes ", "Atlantis: The Lost Empire ", "Alvin and the Chipmunks: The Road Chip ", "Valkyrie ", "You Don't Mess with the Zohan ", "Pixels ", "A.I. Artificial Intelligence ", "The Haunted Mansion ", "Contact ", "Hollow Man ", "The Interpreter ", "Percy Jackson: Sea of Monsters ", "Lara Croft Tomb Raider: The Cradle of Life ", "Now You See Me 2 ", "The Saint ", "Spy Game ", "Mission to Mars ", "Rio ", "Bicentennial Man ", "Volcano ", "The Devil's Own ", "K-19: The Widowmaker ", "Conan the Barbarian ", "Cinderella Man ", "The Nutcracker in 3D ", "Seabiscuit ", "Twister ", "Cast Away ", "Happy Feet ", "The Bourne Supremacy ", "Air Force One ", "Ocean's Eleven ", "The Three Musketeers ", "Hotel Transylvania ", "Enchanted ", "Safe House ", "102 Dalmatians ", "Tower Heist ", "The Holiday ", "Enemy of the State ", "It's Complicated ", "Ocean's Thirteen ", "Open Season ", "Divergent ", "Enemy at the Gates ", "The Rundown ", "Last Action Hero ", "Memoirs of a Geisha ", "The Fast and the Furious: Tokyo Drift ", "Arthur Christmas ", "Meet Joe Black ", "Collateral Damage ", "Mirror Mirror ", "Scott Pilgrim vs. the World ", "The Core ", "Nutty Professor II: The Klumps ", "Scooby-Doo ", "Dredd ", "Click ", "Cats & Dogs: The Revenge of Kitty Galore ", "Jumper ", "Hellboy II: The Golden Army ", "Zodiac ", "The 6th Day ", "Bruce Almighty ", "The Expendables ", "Mission: Impossible ", "The Hunger Games ", "The Hangover Part II ", "Batman Returns ", "Over the Hedge ", "Lilo & Stitch ", "Deep Impact ", "RED 2 ", "The Longest Yard ", "Alvin and the Chipmunks: Chipwrecked ", "Grown Ups 2 ", "Get Smart ", "Something's Gotta Give ", "Shutter Island ", "Four Christmases ", "Robots ", "Face/Off ", "Bedtime Stories ", "Road to Perdition ", "Just Go with It ", "Con Air ", "Eagle Eye ", "Cold Mountain ", "The Book of Eli ", "Flubber ", "The Haunting ", "Space Jam ", "The Pink Panther ", "The Day the Earth Stood Still ", "Conspiracy Theory ", "Fury ", "Six Days Seven Nights ", "Yogi Bear ", "Spirit: Stallion of the Cimarron ", "Zookeeper ", "Lost in Space ", "The Manchurian Candidate ", "Hotel Transylvania 2 ", "Fantasia 2000 ", "The Time Machine ", "Mighty Joe Young ", "Swordfish ", "The Legend of Zorro ", "What Dreams May Come ", "Little Nicky ", "The Brothers Grimm ", "Mars Attacks! ", "Surrogates ", "Thirteen Days ", "Daylight ", "Walking with Dinosaurs 3D ", "Battlefield Earth ", "Looney Tunes: Back in Action ", "Nine ", "Timeline ", "The Postman ", "Babe: Pig in the City ", "The Last Witch Hunter ", "Red Planet ", "Arthur and the Invisibles ", "Oceans ", "A Sound of Thunder ", "Pompeii ", "A Beautiful Mind ", "The Lion King ", "Journey 2: The Mysterious Island ", "Cloudy with a Chance of Meatballs 2 ", "Red Dragon ", "Hidalgo ", "Jack and Jill ", "2 Fast 2 Furious ", "The Little Prince ", "The Invasion ", "The Adventures of Rocky & Bullwinkle ", "The Secret Life of Pets ", "The League of Extraordinary Gentlemen ", "Despicable Me 2 ", "Independence Day ", "The Lost World: Jurassic Park ", "Madagascar ", "Children of Men ", "X-Men ", "Wanted ", "The Rock ", "Ice Age: The Meltdown ", "50 First Dates ", "Hairspray ", "Exorcist: The Beginning ", "Inspector Gadget ", "Now You See Me ", "Grown Ups ", "The Terminal ", "Hotel for Dogs ", "Vertical Limit ", "Charlie Wilson's War ", "Shark Tale ", "Dreamgirls ", "Be Cool ", "Munich ", "Tears of the Sun ", "Killers ", "The Man from U.N.C.L.E. ", "Spanglish ", "Monster House ", "Bandits ", "First Knight ", "Anna and the King ", "Immortals ", "Hostage ", "Titan A.E. ", "Hollywood Homicide ", "Soldier ", "Monkeybone ", "Flight of the Phoenix ", "Unbreakable ", "Minions ", "Sucker Punch ", "Snake Eyes ", "Sphere ", "The Angry Birds Movie ", "Fool's Gold ", "Funny People ", "The Kingdom ", "Talladega Nights: The Ballad of Ricky Bobby ", "Dr. Dolittle 2 ", "Braveheart ", "Jarhead ", "The Simpsons Movie ", "The Majestic ", "Driven ", "Two Brothers ", "The Village ", "Doctor Dolittle ", "Signs ", "Shrek 2 ", "Cars ", "Runaway Bride ", "xXx ", "The SpongeBob Movie: Sponge Out of Water ", "Ransom ", "Inglourious Basterds ", "Hook ", "Die Hard 2 ", "S.W.A.T. ", "Vanilla Sky ", "Lady in the Water ", "AVP: Alien vs. Predator ", "Alvin and the Chipmunks: The Squeakquel ", "We Were Soldiers ", "Olympus Has Fallen ", "Star Trek: Insurrection ", "Battle Los Angeles ", "Big Fish ", "Wolf ", "War Horse ", "The Monuments Men ", "The Abyss ", "Wall Street: Money Never Sleeps ", "Dracula Untold ", "The Siege ", "Stardust ", "Seven Years in Tibet ", "The Dilemma ", "Bad Company ", "Doom ", "I Spy ", "Underworld: Awakening ", "Rock of Ages ", "Hart's War ", "Killer Elite ", "Rollerball ", "Ballistic: Ecks vs. Sever ", "Hard Rain ", "Osmosis Jones ", "Legends of Oz: Dorothy's Return ", "Blackhat ", "Sky Captain and the World of Tomorrow ", "Basic Instinct 2 ", "Escape Plan ", "The Legend of Hercules ", "The Sum of All Fears ", "The Twilight Saga: Eclipse ", "The Score ", "Despicable Me ", "Money Train ", "Ted 2 ", "Agora ", "Mystery Men ", "Hall Pass ", "The Insider ", "Body of Lies ", "Abraham Lincoln: Vampire Hunter ", "Entrapment ", "The X Files ", "The Last Legion ", "Saving Private Ryan ", "Need for Speed ", "What Women Want ", "Ice Age ", "Dreamcatcher ", "Lincoln ", "The Matrix ", "Apollo 13 ", "The Santa Clause 2 ", "Les Misérables ", "You've Got Mail ", "Step Brothers ", "The Mask of Zorro ", "Due Date ", "Unbroken ", "Space Cowboys ", "Cliffhanger ", "Broken Arrow ", "The Kid ", "World Trade Center ", "Mona Lisa Smile ", "The Dictator ", "Eyes Wide Shut ", "Annie ", "Focus ", "This Means War ", "Blade: Trinity ", "Primary Colors ", "Resident Evil: Retribution ", "Death Race ", "The Long Kiss Goodnight ", "Proof of Life ", "Zathura: A Space Adventure ", "Fight Club ", "We Are Marshall ", "Hudson Hawk ", "Lucky Numbers ", "I, Frankenstein ", "Oliver Twist ", "Elektra ", "Sin City: A Dame to Kill For ", "Random Hearts ", "Everest ", "Perfume: The Story of a Murderer ", "Austin Powers in Goldmember ", "Astro Boy ", "Jurassic Park ", "Wyatt Earp ", "Clear and Present Danger ", "Dragon Blade ", "Littleman ", "U-571 ", "The American President ", "The Love Guru ", "3000 Miles to Graceland ", "The Hateful Eight ", "Blades of Glory ", "Hop ", "300 ", "Meet the Fockers ", "Marley & Me ", "The Green Mile ", "Chicken Little ", "Gone Girl ", "The Bourne Identity ", "GoldenEye ", "The General's Daughter ", "The Truman Show ", "The Prince of Egypt ", "Daddy Day Care ", "2 Guns ", "Cats & Dogs ", "The Italian Job ", "Two Weeks Notice ", "Antz ", "Couples Retreat ", "Days of Thunder ", "Cheaper by the Dozen 2 ", "The Scorch Trials ", "Eat Pray Love ", "The Family Man ", "RED ", "Any Given Sunday ", "The Horse Whisperer ", "Collateral ", "The Scorpion King ", "Ladder 49 ", "Jack Reacher ", "Deep Blue Sea ", "This Is It ", "Contagion ", "Kangaroo Jack ", "Coraline ", "The Happening ", "Man on Fire ", "The Shaggy Dog ", "Starsky & Hutch ", "Jingle All the Way ", "Hellboy ", "A Civil Action ", "ParaNorman ", "The Jackal ", "Paycheck ", "Up Close & Personal ", "The Tale of Despereaux ", "The Tuxedo ", "Under Siege 2: Dark Territory ", "Jack Ryan: Shadow Recruit ", "Joy ", "London Has Fallen ", "Alien: Resurrection ", "Shooter ", "The Boxtrolls ", "Practical Magic ", "The Lego Movie ", "Miss Congeniality 2: Armed and Fabulous ", "Reign of Fire ", "Gangster Squad ", "Year One ", "Invictus ", "Duplicity ", "My Favorite Martian ", "The Sentinel ", "Planet 51 ", "Star Trek: Nemesis ", "Intolerable Cruelty ", "Edge of Darkness ", "The Relic ", "Analyze That ", "Righteous Kill ", "Mercury Rising ", "The Soloist ", "The Legend of Bagger Vance ", "Almost Famous ", "xXx: State of the Union ", "Priest ", "Sinbad: Legend of the Seven Seas ", "Event Horizon ", "Dragonfly ", "The Black Dahlia ", "Flyboys ", "The Last Castle ", "Supernova ", "Winter's Tale ", "The Mortal Instruments: City of Bones ", "Meet Dave ", "Dark Water ", "Edtv ", "Inkheart ", "The Spirit ", "Mortdecai ", "In the Name of the King: A Dungeon Siege Tale ", "Beyond Borders ", "The Great Raid ", "Deadpool ", "Holy Man ", "American Sniper ", "Goosebumps ", "Just Like Heaven ", "The Flintstones in Viva Rock Vegas ", "Rambo III ", "Leatherheads ", "Did You Hear About the Morgans? ", "The Internship ", "Resident Evil: Afterlife ", "Red Tails ", "The Devil's Advocate ", "That's My Boy ", "DragonHeart ", "After the Sunset ", "Ghost Rider: Spirit of Vengeance ", "Captain Corelli's Mandolin ", "The Pacifier ", "Walking Tall ", "Forrest Gump ", "Alvin and the Chipmunks ", "Meet the Parents ", "Pocahontas ", "Superman ", "The Nutty Professor ", "Hitch ", "George of the Jungle ", "American Wedding ", "Captain Phillips ", "Date Night ", "Casper ", "The Equalizer ", "Maid in Manhattan ", "Crimson Tide ", "The Pursuit of Happyness ", "Flightplan ", "Disclosure ", "City of Angels ", "Kill Bill: Vol. 1 ", "Bowfinger ", "Kill Bill: Vol. 2 ", "Tango & Cash ", "Death Becomes Her ", "Shanghai Noon ", "Executive Decision ", "Mr. Popper's Penguins ", "The Forbidden Kingdom ", "Free Birds ", "Alien 3 ", "Evita ", "Ronin ", "The Ghost and the Darkness ", "Paddington ", "The Watch ", "The Hunted ", "Instinct ", "Stuck on You ", "Semi-Pro ", "The Pirates! Band of Misfits ", "Changeling ", "Chain Reaction ", "The Fan ", "The Phantom of the Opera ", "Elizabeth: The Golden Age ", "Æon Flux ", "Gods and Generals ", "Turbulence ", "Imagine That ", "Muppets Most Wanted ", "Thunderbirds ", "Burlesque ", "A Very Long Engagement ", "Blade II ", "Seven Pounds ", "Bullet to the Head ", "The Godfather: Part III ", "Elizabethtown ", "You, Me and Dupree ", "Superman II ", "Gigli ", "All the King's Men ", "Shaft ", "Anastasia ", "Moulin Rouge! ", "Domestic Disturbance ", "Black Mass ", "Flags of Our Fathers ", "Law Abiding Citizen ", "Grindhouse ", "Beloved ", "Lucky You ", "Catch Me If You Can ", "Zero Dark Thirty ", "The Break-Up ", "Mamma Mia! ", "Valentine's Day ", "The Dukes of Hazzard ", "The Thin Red Line ", "The Change-Up ", "Man on the Moon ", "Casino ", "From Paris with Love ", "Bulletproof Monk ", "Me, Myself & Irene ", "Barnyard ", "The Twilight Saga: New Moon ", "Shrek ", "The Adjustment Bureau ", "Robin Hood: Prince of Thieves ", "Jerry Maguire ", "Ted ", "As Good as It Gets ", "Patch Adams ", "Anchorman 2: The Legend Continues ", "Mr. Deeds ", "Super 8 ", "Erin Brockovich ", "How to Lose a Guy in 10 Days ", "22 Jump Street ", "Interview with the Vampire: The Vampire Chronicles ", "Yes Man ", "Central Intelligence ", "Stepmom ", "Daddy's Home ", "Into the Woods ", "Inside Man ", "Payback ", "Congo ", "Knowing ", "Failure to Launch ", "Crazy, Stupid, Love. ", "Garfield ", "Christmas with the Kranks ", "Moneyball ", "Outbreak ", "Non-Stop ", "Race to Witch Mountain ", "V for Vendetta ", "Shanghai Knights ", "Curious George ", "Herbie Fully Loaded ", "Don't Say a Word ", "Hansel & Gretel: Witch Hunters ", "Unfaithful ", "I Am Number Four ", "Syriana ", "13 Hours ", "The Book of Life ", "Firewall ", "Absolute Power ", "G.I. Jane ", "The Game ", "Silent Hill ", "The Replacements ", "American Reunion ", "The Negotiator ", "Into the Storm ", "Beverly Hills Cop III ", "Gremlins 2: The New Batch ", "The Judge ", "The Peacemaker ", "Resident Evil: Apocalypse ", "Bridget Jones: The Edge of Reason ", "Out of Time ", "On Deadly Ground ", "The Adventures of Sharkboy and Lavagirl 3-D ", "The Beach ", "Raising Helen ", "Ninja Assassin ", "For Love of the Game ", "Striptease ", "Marmaduke ", "Hereafter ", "Murder by Numbers ", "Assassins ", "Hannibal Rising ", "The Story of Us ", "The Host ", "Basic ", "Blood Work ", "The International ", "Escape from L.A. ", "The Iron Giant ", "The Life Aquatic with Steve Zissou ", "Free State of Jones ", "The Life of David Gale ", "Man of the House ", "Run All Night ", "Eastern Promises ", "Into the Blue ", "Your Highness ", "Dream House ", "Mad City ", "Baby's Day Out ", "The Scarlet Letter ", "Fair Game ", "Domino ", "Jade ", "Gamer ", "Beautiful Creatures ", "Death to Smoochy ", "Zoolander 2 ", "The Big Bounce ", "What Planet Are You From? ", "Drive Angry ", "Street Fighter: The Legend of Chun-Li ", "The One ", "The Adventures of Ford Fairlane ", "Traffic ", "Indiana Jones and the Last Crusade ", "Chappie ", "The Bone Collector ", "Panic Room ", "Three Kings ", "Child 44 ", "Rat Race ", "K-PAX ", "Kate & Leopold ", "Bedazzled ", "The Cotton Club ", "3:10 to Yuma ", "Taken 3 ", "Out of Sight ", "The Cable Guy ", "Dick Tracy ", "The Thomas Crown Affair ", "Riding in Cars with Boys ", "Happily N'Ever After ", "Mary Reilly ", "My Best Friend's Wedding ", "America's Sweethearts ", "Insomnia ", "Star Trek: First Contact ", "Jonah Hex ", "Courage Under Fire ", "Liar Liar ", "The Infiltrator ", "The Flintstones ", "Taken 2 ", "Scary Movie 3 ", "Miss Congeniality ", "Journey to the Center of the Earth ", "The Princess Diaries 2: Royal Engagement ", "The Pelican Brief ", "The Client ", "The Bucket List ", "Patriot Games ", "Monster-in-Law ", "Prisoners ", "Training Day ", "Galaxy Quest ", "Scary Movie 2 ", "The Muppets ", "Blade ", "Coach Carter ", "Changing Lanes ", "Anaconda ", "Coyote Ugly ", "Love Actually ", "A Bug's Life ", "From Hell ", "The Specialist ", "Tin Cup ", "Kicking & Screaming ", "The Hitchhiker's Guide to the Galaxy ", "Fat Albert ", "Resident Evil: Extinction ", "Blended ", "Last Holiday ", "The River Wild ", "The Indian in the Cupboard ", "Savages ", "Cellular ", "Johnny English ", "The Ant Bully ", "Dune ", "Across the Universe ", "Revolutionary Road ", "16 Blocks ", "Babylon A.D. ", "The Glimmer Man ", "Multiplicity ", "Aliens in the Attic ", "The Pledge ", "The Producers ", "Dredd ", "The Phantom ", "All the Pretty Horses ", "Nixon ", "The Ghost Writer ", "Deep Rising ", "Miracle at St. Anna ", "Curse of the Golden Flower ", "Bangkok Dangerous ", "Big Trouble ", "Love in the Time of Cholera ", "Shadow Conspiracy ", "Johnny English Reborn ", "Argo ", "The Fugitive ", "The Bounty Hunter ", "Sleepers ", "Rambo: First Blood Part II ", "The Juror ", "Pinocchio ", "Heaven's Gate ", "Underworld: Evolution ", "Victor Frankenstein ", "Finding Forrester ", "28 Days ", "Unleashed ", "The Sweetest Thing ", "The Firm ", "Charlie St. Cloud ", "The Mechanic ", "21 Jump Street ", "Notting Hill ", "Chicken Run ", "Along Came Polly ", "Boomerang ", "The Heat ", "Cleopatra ", "Here Comes the Boom ", "High Crimes ", "The Mirror Has Two Faces ", "The Mothman Prophecies ", "Brüno ", "Licence to Kill ", "Red Riding Hood ", "15 Minutes ", "Super Mario Bros. ", "Lord of War ", "Hero ", "One for the Money ", "The Interview ", "The Warrior's Way ", "Micmacs ", "8 Mile ", "A Knight's Tale ", "The Medallion ", "The Sixth Sense ", "Man on a Ledge ", "The Big Year ", "The Karate Kid ", "American Hustle ", "The Proposal ", "Double Jeopardy ", "Back to the Future Part II ", "Lucy ", "Fifty Shades of Grey ", "Spy Kids 3-D: Game Over ", "A Time to Kill ", "Cheaper by the Dozen ", "Lone Survivor ", "A League of Their Own ", "The Conjuring 2 ", "The Social Network ", "He's Just Not That Into You ", "Scary Movie 4 ", "Scream 3 ", "Back to the Future Part III ", "Get Hard ", "Bram Stoker's Dracula ", "Julie & Julia ", "42 ", "The Talented Mr. Ripley ", "Dumb and Dumber To ", "Eight Below ", "The Intern ", "Ride Along 2 ", "The Last of the Mohicans ", "Ray ", "Sin City ", "Vantage Point ", "I Love You, Man ", "Shallow Hal ", "JFK ", "Big Momma's House 2 ", "The Mexican ", "17 Again ", "The Other Woman ", "The Final Destination ", "Bridge of Spies ", "Behind Enemy Lines ", "Shall We Dance ", "Small Soldiers ", "Spawn ", "The Count of Monte Cristo ", "The Lincoln Lawyer ", "Unknown ", "The Prestige ", "Horrible Bosses 2 ", "Escape from Planet Earth ", "Apocalypto ", "The Living Daylights ", "Predators ", "Legal Eagles ", "Secret Window ", "The Lake House ", "The Skeleton Key ", "The Odd Life of Timothy Green ", "Made of Honor ", "Jersey Boys ", "The Rainmaker ", "Gothika ", "Amistad ", "Medicine Man ", "Aliens vs. Predator: Requiem ", "Ri¢hie Ri¢h ", "Autumn in New York ", "Paul ", "The Guilt Trip ", "Scream 4 ", "8MM ", "The Doors ", "Sex Tape ", "Hanging Up ", "Final Destination 5 ", "Mickey Blue Eyes ", "Pay It Forward ", "Fever Pitch ", "Drillbit Taylor ", "A Million Ways to Die in the West ", "The Shadow ", "Extremely Loud & Incredibly Close ", "Morning Glory ", "Get Rich or Die Tryin' ", "The Art of War ", "Rent ", "Bless the Child ", "The Out-of-Towners ", "The Island of Dr. Moreau ", "The Musketeer ", "The Other Boleyn Girl ", "Sweet November ", "The Reaping ", "Mean Streets ", "Renaissance Man ", "Colombiana ", "The Magic Sword: Quest for Camelot ", "City by the Sea ", "At First Sight ", "Torque ", "City Hall ", "Showgirls ", "Marie Antoinette ", "Kiss of Death ", "Get Carter ", "The Impossible ", "Ishtar ", "Fantastic Mr. Fox ", "Life or Something Like It ", "Memoirs of an Invisible Man ", "Amélie ", "New York Minute ", "Alfie ", "Big Miracle ", "The Deep End of the Ocean ", "Feardotcom ", "Cirque du Freak: The Vampire's Assistant ", "Duplex ", "Raise the Titanic ", "Universal Soldier: The Return ", "Pandorum ", "Impostor ", "Extreme Ops ", "Just Visiting ", "Sunshine ", "A Thousand Words ", "Delgo ", "The Gunman ", "Alex Rider: Operation Stormbreaker ", "Disturbia ", "Hackers ", "The Hunting Party ", "The Hudsucker Proxy ", "The Warlords ", "Nomad: The Warrior ", "Snowpiercer ", "The Crow ", "The Time Traveler's Wife ", "The Fast and the Furious ", "Frankenweenie ", "Serenity ", "Against the Ropes ", "Superman III ", "Grudge Match ", "Sweet Home Alabama ", "The Ugly Truth ", "Sgt. Bilko ", "Spy Kids 2: Island of Lost Dreams ", "Star Trek: Generations ", "The Grandmaster ", "Water for Elephants ", "The Hurricane ", "Enough ", "Heartbreakers ", "Paul Blart: Mall Cop 2 ", "Angel Eyes ", "Joe Somebody ", "The Ninth Gate ", "Extreme Measures ", "Rock Star ", "Precious ", "White Squall ", "The Thing ", "Riddick ", "Switchback ", "Texas Rangers ", "City of Ember ", "The Master ", "The Express ", "The 5th Wave ", "Creed ", "The Town ", "What to Expect When You're Expecting ", "Burn After Reading ", "Nim's Island ", "Rush ", "Magnolia ", "Cop Out ", "How to Be Single ", "Dolphin Tale ", "Twilight ", "John Q ", "Blue Streak ", "We're the Millers ", "Breakdown ", "Never Say Never Again ", "Hot Tub Time Machine ", "Dolphin Tale 2 ", "Reindeer Games ", "A Man Apart ", "Aloha ", "Ghosts of Mississippi ", "Snow Falling on Cedars ", "The Rite ", "Gattaca ", "Isn't She Great ", "Space Chimps ", "Head of State ", "The Hangover ", "Ip Man 3 ", "Austin Powers: The Spy Who Shagged Me ", "Batman ", "There Be Dragons ", "Lethal Weapon 3 ", "The Blind Side ", "Spy Kids ", "Horrible Bosses ", "True Grit ", "The Devil Wears Prada ", "Star Trek: The Motion Picture ", "Identity Thief ", "Cape Fear ", "21 ", "Trainwreck ", "Guess Who ", "The English Patient ", "L.A. Confidential ", "Sky High ", "In & Out ", "Species ", "A Nightmare on Elm Street ", "The Cell ", "The Man in the Iron Mask ", "Secretariat ", "TMNT ", "Radio ", "Friends with Benefits ", "Neighbors 2: Sorority Rising ", "Saving Mr. Banks ", "Malcolm X ", "This Is 40 ", "Old Dogs ", "Underworld: Rise of the Lycans ", "License to Wed ", "The Benchwarmers ", "Must Love Dogs ", "Donnie Brasco ", "Resident Evil ", "Poltergeist ", "The Ladykillers ", "Max Payne ", "In Time ", "The Back-up Plan ", "Something Borrowed ", "Black Knight ", "Street Fighter ", "The Pianist ", "The Nativity Story ", "House of Wax ", "Closer ", "J. Edgar ", "Mirrors ", "Queen of the Damned ", "Predator 2 ", "Untraceable ", "Blast from the Past ", "Jersey Girl ", "Alex Cross ", "Midnight in the Garden of Good and Evil ", "Nanny McPhee Returns ", "Hoffa ", "The X Files: I Want to Believe ", "Ella Enchanted ", "Concussion ", "Abduction ", "Valiant ", "Wonder Boys ", "Superhero Movie ", "Broken City ", "Cursed ", "Premium Rush ", "Hot Pursuit ", "The Four Feathers ", "Parker ", "Wimbledon ", "Furry Vengeance ", "Lions for Lambs ", "Flight of the Intruder ", "Walk Hard: The Dewey Cox Story ", "The Shipping News ", "American Outlaws ", "The Young Victoria ", "Whiteout ", "The Tree of Life ", "Knock Off ", "Sabotage ", "The Order ", "Punisher: War Zone ", "Zoom ", "The Walk ", "Warriors of Virtue ", "A Good Year ", "Radio Flyer ", "Blood In, Blood Out ", "Smilla's Sense of Snow ", "Femme Fatale ", "Ride with the Devil ", "The Maze Runner ", "Unfinished Business ", "The Age of Innocence ", "The Fountain ", "Chill Factor ", "Stolen ", "Ponyo ", "The Longest Ride ", "The Astronaut's Wife ", "I Dreamed of Africa ", "Playing for Keeps ", "Mandela: Long Walk to Freedom ", "A Few Good Men ", "Exit Wounds ", "Big Momma's House ", "The Darkest Hour ", "Step Up Revolution ", "Snakes on a Plane ", "The Watcher ", "The Punisher ", "Goal! The Dream Begins ", "Safe ", "Pushing Tin ", "Star Wars: Episode VI - Return of the Jedi ", "Doomsday ", "The Reader ", "Elf ", "Phenomenon ", "Snow Dogs ", "Scrooged ", "Nacho Libre ", "Bridesmaids ", "This Is the End ", "Stigmata ", "Men of Honor ", "Takers ", "The Big Wedding ", "Big Mommas: Like Father, Like Son ", "Source Code ", "Alive ", "The Number 23 ", "The Young and Prodigious T.S. Spivet ", "Dreamer: Inspired by a True Story ", "A History of Violence ", "Transporter 2 ", "The Quick and the Dead ", "Laws of Attraction ", "Bringing Out the Dead ", "Repo Men ", "Dragon Wars: D-War ", "Bogus ", "The Incredible Burt Wonderstone ", "Cats Don't Dance ", "Cradle Will Rock ", "The Good German ", "Apocalypse Now ", "Going the Distance ", "Mr. Holland's Opus ", "Criminal ", "Out of Africa ", "Flight ", "Moonraker ", "The Grand Budapest Hotel ", "Hearts in Atlantis ", "Arachnophobia ", "Frequency ", "Ghostbusters ", "Vacation ", "Get Shorty ", "Chicago ", "Big Daddy ", "American Pie 2 ", "Toy Story ", "Speed ", "The Vow ", "Extraordinary Measures ", "Remember the Titans ", "The Hunt for Red October ", "Lee Daniels' The Butler ", "Dodgeball: A True Underdog Story ", "The Addams Family ", "Ace Ventura: When Nature Calls ", "The Princess Diaries ", "The First Wives Club ", "Se7en ", "District 9 ", "The SpongeBob SquarePants Movie ", "Mystic River ", "Million Dollar Baby ", "Analyze This ", "The Notebook ", "27 Dresses ", "Hannah Montana: The Movie ", "Rugrats in Paris: The Movie ", "The Prince of Tides ", "Legends of the Fall ", "Up in the Air ", "About Schmidt ", "Warm Bodies ", "Looper ", "Down to Earth ", "Babe ", "Hope Springs ", "Forgetting Sarah Marshall ", "Four Brothers ", "Baby Mama ", "Hope Floats ", "Bride Wars ", "Without a Paddle ", "13 Going on 30 ", "Midnight in Paris ", "The Nut Job ", "Blow ", "Message in a Bottle ", "Star Trek V: The Final Frontier ", "Like Mike ", "Naked Gun 33 1/3: The Final Insult ", "A View to a Kill ", "The Curse of the Were-Rabbit ", "P.S. I Love You ", "Atonement ", "Letters to Juliet ", "Black Rain ", "Corpse Bride ", "Sicario ", "Southpaw ", "Drag Me to Hell ", "The Age of Adaline ", "Secondhand Lions ", "Step Up 3D ", "Blue Crush ", "Stranger Than Fiction ", "30 Days of Night ", "The Cabin in the Woods ", "Meet the Spartans ", "Midnight Run ", "The Running Man ", "Little Shop of Horrors ", "Hanna ", "Mortal Kombat: Annihilation ", "Larry Crowne ", "Carrie ", "Take the Lead ", "Gridiron Gang ", "What's the Worst That Could Happen? ", "9 ", "Side Effects ", "Winnie the Pooh ", "Dumb and Dumberer: When Harry Met Lloyd ", "Bulworth ", "Get on Up ", "One True Thing ", "Virtuosity ", "My Super Ex-Girlfriend ", "Deliver Us from Evil ", "Sanctum ", "Little Black Book ", "The Five-Year Engagement ", "Mr 3000 ", "The Next Three Days ", "Ultraviolet ", "Assault on Precinct 13 ", "The Replacement Killers ", "Fled ", "Eight Legged Freaks ", "Love & Other Drugs ", "88 Minutes ", "North Country ", "The Whole Ten Yards ", "Splice ", "Howard the Duck ", "Pride and Glory ", "The Cave ", "Alex & Emma ", "Wicker Park ", "Fright Night ", "The New World ", "Wing Commander ", "In Dreams ", "Dragonball: Evolution ", "The Last Stand ", "Godsend ", "Chasing Liberty ", "Hoodwinked Too! Hood vs. Evil ", "An Unfinished Life ", "The Imaginarium of Doctor Parnassus ", "Runner Runner ", "Antitrust ", "Glory ", "Once Upon a Time in America ", "Dead Man Down ", "The Merchant of Venice ", "The Good Thief ", "Miss Potter ", "The Promise ", "DOA: Dead or Alive ", "The Assassination of Jesse James by the Coward Robert Ford ", "1911 ", "Machine Gun Preacher ", "Pitch Perfect 2 ", "Walk the Line ", "Keeping the Faith ", "The Borrowers ", "Frost/Nixon ", "Serving Sara ", "The Boss ", "Cry Freedom ", "Mumford ", "Seed of Chucky ", "The Jacket ", "Aladdin ", "Straight Outta Compton ", "Indiana Jones and the Temple of Doom ", "The Rugrats Movie ", "Along Came a Spider ", "Once Upon a Time in Mexico ", "Die Hard ", "Role Models ", "The Big Short ", "Taking Woodstock ", "Miracle ", "Dawn of the Dead ", "The Wedding Planner ", "The Royal Tenenbaums ", "Identity ", "Last Vegas ", "For Your Eyes Only ", "Serendipity ", "Timecop ", "Zoolander ", "Safe Haven ", "Hocus Pocus ", "No Reservations ", "Kick-Ass ", "30 Minutes or Less ", "Dracula 2000 ", "Alexander and the Terrible, Horrible, No Good, Very Bad Day ", "Pride & Prejudice ", "Blade Runner ", "Rob Roy ", "3 Days to Kill ", "We Own the Night ", "Lost Souls ", "Winged Migration ", "Just My Luck ", "Mystery, Alaska ", "The Spy Next Door ", "A Simple Wish ", "Ghosts of Mars ", "Our Brand Is Crisis ", "Pride and Prejudice and Zombies ", "Kundun ", "How to Lose Friends & Alienate People ", "Kick-Ass 2 ", "Brick Mansions ", "Octopussy ", "Knocked Up ", "My Sister's Keeper ", "Welcome Home, Roscoe Jenkins ", "A Passage to India ", "Notes on a Scandal ", "Rendition ", "Star Trek VI: The Undiscovered Country ", "Divine Secrets of the Ya-Ya Sisterhood ", "The Jungle Book ", "Kiss the Girls ", "The Blues Brothers ", "Joyful Noise ", "About a Boy ", "Lake Placid ", "Lucky Number Slevin ", "The Right Stuff ", "Anonymous ", "Dark City ", "The Duchess ", "The Newton Boys ", "Case 39 ", "Suspect Zero ", "Martian Child ", "Spy Kids: All the Time in the World in 4D ", "Money Monster ", "Formula 51 ", "Flawless ", "Mindhunters ", "What Just Happened ", "The Statement ", "Paul Blart: Mall Cop ", "Freaky Friday ", "The 40-Year-Old Virgin ", "Shakespeare in Love ", "A Walk Among the Tombstones ", "Kindergarten Cop ", "Pineapple Express ", "Ever After: A Cinderella Story ", "Open Range ", "Flatliners ", "A Bridge Too Far ", "Red Eye ", "Final Destination 2 ", "O Brother, Where Art Thou? ", "Legion ", "Pain & Gain ", "In Good Company ", "Clockstoppers ", "Silverado ", "Brothers ", "Agent Cody Banks 2: Destination London ", "New Year's Eve ", "Original Sin ", "The Raven ", "Welcome to Mooseport ", "Highlander: The Final Dimension ", "Blood and Wine ", "The Curse of the Jade Scorpion ", "Flipper ", "Self/less ", "The Constant Gardener ", "The Passion of the Christ ", "Mrs. Doubtfire ", "Rain Man ", "Gran Torino ", "W. ", "Taken ", "The Best of Me ", "The Bodyguard ", "Schindler's List ", "The Help ", "The Fifth Estate ", "Scooby-Doo 2: Monsters Unleashed ", "Freddy vs. Jason ", "Jimmy Neutron: Boy Genius ", "Cloverfield ", "Teenage Mutant Ninja Turtles II: The Secret of the Ooze ", "The Untouchables ", "No Country for Old Men ", "Ride Along ", "Bridget Jones's Diary ", "Chocolat ", "Legally Blonde 2: Red, White & Blonde ", "Parental Guidance ", "No Strings Attached ", "Tombstone ", "Romeo Must Die ", "Final Destination 3 ", "The Lucky One ", "Bridge to Terabithia ", "Finding Neverland ", "A Madea Christmas ", "The Grey ", "Hide and Seek ", "Anchorman: The Legend of Ron Burgundy ", "Goodfellas ", "Agent Cody Banks ", "Nanny McPhee ", "Scarface ", "Nothing to Lose ", "The Last Emperor ", "Contraband ", "Money Talks ", "There Will Be Blood ", "The Wild Thornberrys Movie ", "Rugrats Go Wild ", "Undercover Brother ", "The Sisterhood of the Traveling Pants ", "Kiss of the Dragon ", "The House Bunny ", "Million Dollar Arm ", "The Giver ", "What a Girl Wants ", "Jeepers Creepers II ", "Good Luck Chuck ", "Cradle 2 the Grave ", "The Hours ", "She's the Man ", "Mr. Bean's Holiday ", "Anacondas: The Hunt for the Blood Orchid ", "Blood Ties ", "August Rush ", "Elizabeth ", "Bride of Chucky ", "Tora! Tora! Tora! ", "Spice World ", "Dance Flick ", "The Shawshank Redemption ", "Crocodile Dundee in Los Angeles ", "Kingpin ", "The Gambler ", "August: Osage County ", "A Lot Like Love ", "Eddie the Eagle ", "He Got Game ", "Don Juan DeMarco ", "Dear John ", "The Losers ", "Don't Be Afraid of the Dark ", "War ", "Punch-Drunk Love ", "EuroTrip ", "Half Past Dead ", "Unaccompanied Minors ", "Bright Lights, Big City ", "The Adventures of Pinocchio ", "The Box ", "The Ruins ", "The Next Best Thing ", "My Soul to Take ", "The Girl Next Door ", "Maximum Risk ", "Stealing Harvard ", "Legend ", "Shark Night 3D ", "Angela's Ashes ", "Draft Day ", "The Conspirator ", "Lords of Dogtown ", "The 33 ", "Big Trouble in Little China ", "Warrior ", "Michael Collins ", "Gettysburg ", "Stop-Loss ", "Abandon ", "Brokedown Palace ", "The Possession ", "Mrs. Winterbourne ", "Straw Dogs ", "The Hoax ", "Stone Cold ", "The Road ", "Underclassman ", "Say It Isn't So ", "The World's Fastest Indian ", "Snakes on a Plane ", "Tank Girl ", "King's Ransom ", "Blindness ", "BloodRayne ", "Where the Truth Lies ", "Without Limits ", "Me and Orson Welles ", "The Best Offer ", "Bad Lieutenant: Port of Call New Orleans ", "Little White Lies ", "Love Ranch ", "The Counselor ", "Dangerous Liaisons ", "On the Road ", "Star Trek IV: The Voyage Home ", "Rocky Balboa ", "Point Break ", "Scream 2 ", "Jane Got a Gun ", "Think Like a Man Too ", "The Whole Nine Yards ", "Footloose ", "Old School ", "The Fisher King ", "I Still Know What You Did Last Summer ", "Return to Me ", "Zack and Miri Make a Porno ", "Nurse Betty ", "The Men Who Stare at Goats ", "Double Take ", "Girl, Interrupted ", "Win a Date with Tad Hamilton! ", "Muppets from Space ", "The Wiz ", "Ready to Rumble ", "Play It to the Bone ", "I Don't Know How She Does It ", "Piranha 3D ", "Beyond the Sea ", "Meet the Deedles ", "The Princess and the Cobbler ", "The Bridge of San Luis Rey ", "Faster ", "Howl's Moving Castle ", "Zombieland ", "King Kong ", "The Waterboy ", "Star Wars: Episode V - The Empire Strikes Back ", "Bad Boys ", "The Naked Gun 2½: The Smell of Fear ", "Final Destination ", "The Ides of March ", "Pitch Black ", "Someone Like You... ", "Her ", "Eddie the Eagle ", "Joy Ride ", "The Adventurer: The Curse of the Midas Box ", "Anywhere But Here ", "Chasing Liberty ", "The Crew ", "Haywire ", "Jaws: The Revenge ", "Marvin's Room ", "The Longshots ", "The End of the Affair ", "Harley Davidson and the Marlboro Man ", "Coco Before Chanel ", "Chéri ", "Vanity Fair ", "1408 ", "Spaceballs ", "The Water Diviner ", "Ghost ", "There's Something About Mary ", "The Santa Clause ", "The Rookie ", "The Game Plan ", "The Bridges of Madison County ", "The Animal ", "The Hundred-Foot Journey ", "The Net ", "I Am Sam ", "Son of God ", "Underworld ", "Derailed ", "The Informant! ", "Shadowlands ", "Deuce Bigalow: European Gigolo ", "Delivery Man ", "Victor Frankenstein ", "Saving Silverman ", "Diary of a Wimpy Kid: Dog Days ", "Summer of Sam ", "Jay and Silent Bob Strike Back ", "The Island ", "The Glass House ", "Hail, Caesar! ", "Josie and the Pussycats ", "Homefront ", "The Little Vampire ", "I Heart Huckabees ", "RoboCop 3 ", "Megiddo: The Omega Code 2 ", "Darling Lili ", "Dudley Do-Right ", "The Transporter Refueled ", "Black Book ", "Joyeux Noel ", "Hit and Run ", "Mad Money ", "Before I Go to Sleep ", "Stone ", "Molière ", "Out of the Furnace ", "Michael Clayton ", "My Fellow Americans ", "Arlington Road ", "To Rome with Love ", "Firefox ", "South Park: Bigger Longer & Uncut ", "Death at a Funeral ", "Teenage Mutant Ninja Turtles III ", "Hardball ", "Silver Linings Playbook ", "Freedom Writers ", "The Transporter ", "Never Back Down ", "The Rage: Carrie 2 ", "Away We Go ", "Swing Vote ", "Moonlight Mile ", "Tinker Tailor Soldier Spy ", "Molly ", "The Beaver ", "The Best Little Whorehouse in Texas ", "eXistenZ ", "Raiders of the Lost Ark ", "Home Alone 2: Lost in New York ", "Close Encounters of the Third Kind ", "Pulse ", "Beverly Hills Cop II ", "Bringing Down the House ", "The Silence of the Lambs ", "Wayne's World ", "Jackass 3D ", "Jaws 2 ", "Beverly Hills Chihuahua ", "The Conjuring ", "Are We There Yet? ", "Tammy ", "Disturbia ", "School of Rock ", "Mortal Kombat ", "White Chicks ", "The Descendants ", "Holes ", "The Last Song ", "12 Years a Slave ", "Drumline ", "Why Did I Get Married Too? ", "Edward Scissorhands ", "Me Before You ", "Madea's Witness Protection ", "Bad Moms ", "Date Movie ", "Return to Never Land ", "Selma ", "The Jungle Book 2 ", "Boogeyman ", "Premonition ", "The Tigger Movie ", "Max ", "Epic Movie ", "Conan the Barbarian ", "Spotlight ", "Lakeview Terrace ", "The Grudge 2 ", "How Stella Got Her Groove Back ", "Bill & Ted's Bogus Journey ", "Man of the Year ", "The American ", "Selena ", "Vampires Suck ", "Babel ", "This Is Where I Leave You ", "Doubt ", "Team America: World Police ", "Texas Chainsaw 3D ", "Copycat ", "Scary Movie 5 ", "Milk ", "Risen ", "Ghost Ship ", "A Very Harold & Kumar 3D Christmas ", "Wild Things ", "The Debt ", "High Fidelity ", "One Missed Call ", "Eye for an Eye ", "The Bank Job ", "Eternal Sunshine of the Spotless Mind ", "You Again ", "Street Kings ", "The World's End ", "Nancy Drew ", "Daybreakers ", "She's Out of My League ", "Monte Carlo ", "Stay Alive ", "Quigley Down Under ", "Alpha and Omega ", "The Covenant ", "Shorts ", "To Die For ", "Nerve ", "Vampires ", "Psycho ", "My Best Friend's Girl ", "Endless Love ", "Georgia Rule ", "Under the Rainbow ", "Simon Birch ", "Reign Over Me ", "Into the Wild ", "School for Scoundrels ", "Silent Hill: Revelation 3D ", "From Dusk Till Dawn ", "Pooh's Heffalump Movie ", "Home for the Holidays ", "Kung Fu Hustle ", "The Country Bears ", "The Kite Runner ", "21 Grams ", "Paparazzi ", "Twilight ", "A Guy Thing ", "Loser ", "The Greatest Story Ever Told ", "Disaster Movie ", "Armored ", "The Man Who Knew Too Little ", "What's Your Number? ", "Lockout ", "Envy ", "Crank: High Voltage ", "Bullets Over Broadway ", "One Night with the King ", "The Quiet American ", "The Weather Man ", "Undisputed ", "Ghost Town ", "12 Rounds ", "Let Me In ", "3 Ninjas Kick Back ", "Be Kind Rewind ", "Mrs Henderson Presents ", "Triple 9 ", "Deconstructing Harry ", "Three to Tango ", "Burnt ", "We're No Angels ", "Everyone Says I Love You ", "Death Sentence ", "Everybody's Fine ", "Superbabies: Baby Geniuses 2 ", "The Man ", "Code Name: The Cleaner ", "Connie and Carla ", "Inherent Vice ", "Doogal ", "Battle of the Year ", "An American Carol ", "Machete Kills ", "Willard ", "Strange Wilderness ", "Topsy-Turvy ", "Little Boy ", "A Dangerous Method ", "A Scanner Darkly ", "Chasing Mavericks ", "Alone in the Dark ", "Bandslam ", "Birth ", "A Most Violent Year ", "Flash of Genius ", "I'm Not There. ", "The Cold Light of Day ", "The Brothers Bloom ", "Synecdoche, New York ", "Bon voyage ", "Can't Stop the Music ", "The Proposition ", "Courage ", "Marci X ", "Equilibrium ", "The Children of Huang Shi ", "The Yards ", "The Oogieloves in the Big Balloon Adventure ", "By the Sea ", "The Game of Their Lives ", "Rapa Nui ", "Dylan Dog: Dead of Night ", "People I Know ", "The Tempest ", "The Painted Veil ", "The Baader Meinhof Complex ", "Dances with Wolves ", "Bad Teacher ", "Sea of Love ", "A Cinderella Story ", "Scream ", "Thir13en Ghosts ", "Back to the Future ", "House on Haunted Hill ", "I Can Do Bad All by Myself ", "The Switch ", "Just Married ", "The Devil's Double ", "Thomas and the Magic Railroad ", "The Crazies ", "Spirited Away ", "The Bounty ", "The Book Thief ", "Sex Drive ", "Leap Year ", "Take Me Home Tonight ", "The Nutcracker ", "Kansas City ", "The Amityville Horror ", "Adaptation. ", "Land of the Dead ", "Fear and Loathing in Las Vegas ", "The Invention of Lying ", "Neighbors ", "The Mask ", "Big ", "Borat: Cultural Learnings of America for Make Benefit Glorious Nation of Kazakhstan ", "Legally Blonde ", "Star Trek III: The Search for Spock ", "The Exorcism of Emily Rose ", "Deuce Bigalow: Male Gigolo ", "Left Behind ", "The Family Stone ", "Barbershop 2: Back in Business ", "Bad Santa ", "Austin Powers: International Man of Mystery ", "My Big Fat Greek Wedding 2 ", "Diary of a Wimpy Kid: Rodrick Rules ", "Predator ", "Amadeus ", "Prom Night ", "Mean Girls ", "Under the Tuscan Sun ", "Gosford Park ", "Peggy Sue Got Married ", "Birdman or (The Unexpected Virtue of Ignorance) ", "Blue Jasmine ", "United 93 ", "Honey ", "Glory ", "Spy Hard ", "The Fog ", "Soul Surfer ", "Observe and Report ", "Conan the Destroyer ", "Raging Bull ", "Love Happens ", "Young Sherlock Holmes ", "Fame ", "127 Hours ", "Small Time Crooks ", "Center Stage ", "Love the Coopers ", "Catch That Kid ", "Life as a House ", "Steve Jobs ", "I Love You, Beth Cooper ", "Youth in Revolt ", "The Legend of the Lone Ranger ", "The Tailor of Panama ", "Getaway ", "The Ice Storm ", "And So It Goes ", "Troop Beverly Hills ", "Being Julia ", "9½ Weeks ", "Dragonslayer ", "The Last Station ", "Ed Wood ", "Labor Day ", "Mongol: The Rise of Genghis Khan ", "RocknRolla ", "Megaforce ", "Hamlet ", "Midnight Special ", "Anything Else ", "The Railway Man ", "The White Ribbon ", "The Wraith ", "The Salton Sea ", "One Man's Hero ", "Renaissance ", "Superbad ", "Step Up 2: The Streets ", "Hoodwinked! ", "Hotel Rwanda ", "Hitman ", "Black Nativity ", "City of Ghosts ", "The Others ", "Aliens ", "My Fair Lady ", "I Know What You Did Last Summer ", "Let's Be Cops ", "Sideways ", "Beerfest ", "Halloween ", "Good Boy! ", "The Best Man Holiday ", "Smokin' Aces ", "Saw 3D: The Final Chapter ", "40 Days and 40 Nights ", "TRON: Legacy ", "A Night at the Roxbury ", "Beastly ", "The Hills Have Eyes ", "Dickie Roberts: Former Child Star ", "McFarland, USA ", "Pitch Perfect ", "Summer Catch ", "A Simple Plan ", "They ", "Larry the Cable Guy: Health Inspector ", "The Adventures of Elmo in Grouchland ", "Brooklyn's Finest ", "Evil Dead ", "My Life in Ruins ", "American Dreamz ", "Superman IV: The Quest for Peace ", "Running Scared ", "Shanghai Surprise ", "The Illusionist ", "Roar ", "Veronica Guerin ", "Escobar: Paradise Lost ", "Southland Tales ", "The Apparition ", "My Girl ", "Fur: An Imaginary Portrait of Diane Arbus ", "Wall Street ", "Sense and Sensibility ", "Becoming Jane ", "Sydney White ", "House of Sand and Fog ", "Dead Poets Society ", "Dumb & Dumber ", "When Harry Met Sally... ", "The Verdict ", "Road Trip ", "Varsity Blues ", "The Artist ", "The Unborn ", "Moonrise Kingdom ", "The Texas Chainsaw Massacre: The Beginning ", "The Young Messiah ", "The Master of Disguise ", "Pan's Labyrinth ", "See Spot Run ", "Baby Boy ", "The Roommate ", "Joe Dirt ", "Double Impact ", "Hot Fuzz ", "The Women ", "Vicky Cristina Barcelona ", "Boys and Girls ", "White Oleander ", "Jennifer's Body ", "Drowning Mona ", "Radio Days ", "Remember Me ", "How to Deal ", "My Stepmother Is an Alien ", "Philadelphia ", "The Thirteenth Floor ", "Duets ", "Hollywood Ending ", "Detroit Rock City ", "Highlander ", "Things We Lost in the Fire ", "Steel ", "The Immigrant ", "The White Countess ", "Trance ", "Soul Plane ", "Good ", "Enter the Void ", "Vamps ", "The Homesman ", "Juwanna Mann ", "Slow Burn ", "Wasabi ", "Slither ", "Beverly Hills Cop ", "Home Alone ", "3 Men and a Baby ", "Tootsie ", "Top Gun ", "Crouching Tiger, Hidden Dragon ", "American Beauty ", "The King's Speech ", "Twins ", "The Yellow Handkerchief ", "The Color Purple ", "The Imitation Game ", "Private Benjamin ", "Diary of a Wimpy Kid ", "Mama ", "National Lampoon's Vacation ", "Bad Grandpa ", "The Queen ", "Beetlejuice ", "Why Did I Get Married? ", "Little Women ", "The Woman in Black ", "When a Stranger Calls ", "Big Fat Liar ", "Wag the Dog ", "The Lizzie McGuire Movie ", "Snitch ", "Krampus ", "The Faculty ", "Cop Land ", "Not Another Teen Movie ", "End of Watch ", "Aloha ", "The Skulls ", "The Theory of Everything ", "Malibu's Most Wanted ", "Where the Heart Is ", "Lawrence of Arabia ", "Halloween II ", "Wild ", "The Last House on the Left ", "The Wedding Date ", "Halloween: Resurrection ", "Clash of the Titans ", "The Princess Bride ", "The Great Debaters ", "Drive ", "Confessions of a Teenage Drama Queen ", "The Object of My Affection ", "28 Weeks Later ", "When the Game Stands Tall ", "Because of Winn-Dixie ", "Love & Basketball ", "Grosse Pointe Blank ", "All About Steve ", "Book of Shadows: Blair Witch 2 ", "The Craft ", "Match Point ", "Ramona and Beezus ", "The Remains of the Day ", "Boogie Nights ", "Nowhere to Run ", "Flicka ", "The Hills Have Eyes II ", "Urban Legends: Final Cut ", "Tuck Everlasting ", "The Marine ", "Keanu ", "Country Strong ", "Disturbing Behavior ", "The Place Beyond the Pines ", "The November Man ", "Eye of the Beholder ", "The Hurt Locker ", "Firestarter ", "Killing Them Softly ", "A Most Wanted Man ", "Freddy Got Fingered ", "The Pirates Who Don't Do Anything: A VeggieTales Movie ", "Highlander: Endgame ", "Idlewild ", "One Day ", "Whip It ", "Confidence ", "The Muse ", "De-Lovely ", "New York Stories ", "Barney's Great Adventure ", "The Man with the Iron Fists ", "Home Fries ", "Here on Earth ", "Brazil ", "Raise Your Voice ", "The Big Lebowski ", "Black Snake Moan ", "Dark Blue ", "A Mighty Heart ", "Whatever It Takes ", "Boat Trip ", "The Importance of Being Earnest ", "Hoot ", "In Bruges ", "Peeples ", "The Rocker ", "Post Grad ", "Promised Land ", "Whatever Works ", "The In Crowd ", "Three Burials ", "Jakob the Liar ", "Kiss Kiss Bang Bang ", "Idle Hands ", "Mulholland Drive ", "You Will Meet a Tall Dark Stranger ", "Never Let Me Go ", "Transsiberian ", "The Clan of the Cave Bear ", "Crazy in Alabama ", "Funny Games ", "Metropolis ", "District B13 ", "Things to Do in Denver When You're Dead ", "The Assassin ", "Buffalo Soldiers ", "Ong-bak 2 ", "The Midnight Meat Train ", "The Son of No One ", "All the Queen's Men ", "The Good Night ", "Groundhog Day ", "Magic Mike XXL ", "Romeo + Juliet ", "Sarah's Key ", "Unforgiven ", "Manderlay ", "Slumdog Millionaire ", "Fatal Attraction ", "Pretty Woman ", "Crocodile Dundee II ", "Born on the Fourth of July ", "Cool Runnings ", "My Bloody Valentine ", "Stomp the Yard ", "The Spy Who Loved Me ", "Urban Legend ", "White Fang ", "Superstar ", "The Iron Lady ", "Jonah: A VeggieTales Movie ", "Poetic Justice ", "All About the Benjamins ", "Vampire in Brooklyn ", "An American Haunting ", "My Boss's Daughter ", "A Perfect Getaway ", "Our Family Wedding ", "Dead Man on Campus ", "Tea with Mussolini ", "Thinner ", "Crooklyn ", "Jason X ", "Bobby ", "Head Over Heels ", "Fun Size ", "Little Children ", "Gossip ", "A Walk on the Moon ", "Catch a Fire ", "Soul Survivors ", "Jefferson in Paris ", "Caravans ", "Mr. Turner ", "Amen. ", "The Lucky Ones ", "Margaret ", "Flipped ", "Brokeback Mountain ", "Teenage Mutant Ninja Turtles ", "Clueless ", "Far from Heaven ", "Hot Tub Time Machine 2 ", "Quills ", "Seven Psychopaths ", "Downfall ", "The Sea Inside ", "Good Morning, Vietnam ", "The Last Godfather ", "Justin Bieber: Never Say Never ", "Black Swan ", "RoboCop ", "The Godfather: Part II ", "Save the Last Dance ", "A Nightmare on Elm Street 4: The Dream Master ", "Miracles from Heaven ", "Dude, Where's My Car? ", "Young Guns ", "St. Vincent ", "About Last Night ", "10 Things I Hate About You ", "The New Guy ", "Loaded Weapon 1 ", "The Shallows ", "The Butterfly Effect ", "Snow Day ", "This Christmas ", "Baby Geniuses ", "The Big Hit ", "Harriet the Spy ", "Child's Play 2 ", "No Good Deed ", "The Mist ", "Ex Machina ", "Being John Malkovich ", "Two Can Play That Game ", "Earth to Echo ", "Crazy/Beautiful ", "Letters from Iwo Jima ", "The Astronaut Farmer ", "Woo ", "Room ", "Dirty Work ", "Serial Mom ", "Dick ", "Light It Up ", "54 ", "Bubble Boy ", "Birthday Girl ", "21 & Over ", "Paris, je t'aime ", "Resurrecting the Champ ", "Admission ", "The Widow of Saint-Pierre ", "Chloe ", "Faithful ", "Brothers ", "Find Me Guilty ", "The Perks of Being a Wallflower ", "Excessive Force ", "Infamous ", "The Claim ", "The Vatican Tapes ", "Attack the Block ", "In the Land of Blood and Honey ", "The Call ", "The Crocodile Hunter: Collision Course ", "I Love You Phillip Morris ", "Antwone Fisher ", "The Emperor's Club ", "True Romance ", "Glengarry Glen Ross ", "The Killer Inside Me ", "Sorority Row ", "Lars and the Real Girl ", "The Boy in the Striped Pajamas ", "Dancer in the Dark ", "Oscar and Lucinda ", "The Funeral ", "Solitary Man ", "Machete ", "Casino Jack ", "The Land Before Time ", "Tae Guk Gi: The Brotherhood of War ", "The Perfect Game ", "The Exorcist ", "Jaws ", "American Pie ", "Ernest & Celestine ", "The Golden Child ", "Think Like a Man ", "Barbershop ", "Star Trek II: The Wrath of Khan ", "Ace Ventura: Pet Detective ", "WarGames ", "Witness ", "Act of Valor ", "Step Up ", "Beavis and Butt-Head Do America ", "Jackie Brown ", "Harold & Kumar Escape from Guantanamo Bay ", "Chronicle ", "Yentl ", "Time Bandits ", "Crossroads ", "Project X ", "One Hour Photo ", "Quarantine ", "The Eye ", "Johnson Family Vacation ", "How High ", "The Muppet Christmas Carol ", "Casino Royale ", "Frida ", "Katy Perry: Part of Me ", "The Fault in Our Stars ", "Rounders ", "Top Five ", "Stir of Echoes ", "Philomena ", "The Upside of Anger ", "Aquamarine ", "Paper Towns ", "Nebraska ", "Tales from the Crypt: Demon Knight ", "Max Keeble's Big Move ", "Young Adult ", "Crank ", "Living Out Loud ", "Das Boot ", "Sorority Boys ", "About Time ", "House of Flying Daggers ", "Arbitrage ", "Project Almanac ", "Cadillac Records ", "Screwed ", "Fortress ", "For Your Consideration ", "Celebrity ", "Running with Scissors ", "From Justin to Kelly ", "Girl 6 ", "In the Cut ", "Two Lovers ", "Last Orders ", "Ravenous ", "Charlie Bartlett ", "The Great Beauty ", "The Dangerous Lives of Altar Boys ", "Stoker ", "2046 ", "Married Life ", "Duma ", "Ondine ", "Brother ", "Welcome to Collinwood ", "Critical Care ", "The Life Before Her Eyes ", "Trade ", "Breakfast of Champions ", "City of Life and Death ", "Home ", "5 Days of War ", "10 Days in a Madhouse ", "Heaven Is for Real ", "Snatch ", "Pet Sematary ", "Gremlins ", "Star Wars: Episode IV - A New Hope ", "Dirty Grandpa ", "Doctor Zhivago ", "High School Musical 3: Senior Year ", "The Fighter ", "My Cousin Vinny ", "If I Stay ", "Major League ", "Phone Booth ", "A Walk to Remember ", "Dead Man Walking ", "Cruel Intentions ", "Saw VI ", "The Secret Life of Bees ", "Corky Romano ", "Raising Cain ", "Invaders from Mars ", "Brooklyn ", "Out Cold ", "The Ladies Man ", "Quartet ", "Tomcats ", "Frailty ", "Woman in Gold ", "Kinsey ", "Army of Darkness ", "Slackers ", "What's Eating Gilbert Grape ", "The Visual Bible: The Gospel of John ", "Vera Drake ", "The Guru ", "The Perez Family ", "Inside Llewyn Davis ", "O ", "Return to the Blue Lagoon ", "Copying Beethoven ", "Poltergeist ", "Saw V ", "Jindabyne ", "An Ideal Husband ", "The Last Days on Mars ", "Darkness ", "2001: A Space Odyssey ", "E.T. the Extra-Terrestrial ", "In the Land of Women ", "There Goes My Baby ", "September Dawn ", "For Greater Glory: The True Story of Cristiada ", "Good Will Hunting ", "Saw III ", "Stripes ", "Bring It On ", "The Purge: Election Year ", "She's All That ", "Precious ", "Saw IV ", "White Noise ", "Madea's Family Reunion ", "The Color of Money ", "The Mighty Ducks ", "The Grudge ", "Happy Gilmore ", "Jeepers Creepers ", "Bill & Ted's Excellent Adventure ", "Oliver! ", "The Best Exotic Marigold Hotel ", "Recess: School's Out ", "Mad Max Beyond Thunderdome ", "The Boy ", "Devil ", "Friday After Next ", "Insidious: Chapter 3 ", "The Last Dragon ", "The Lawnmower Man ", "Nick and Norah's Infinite Playlist ", "Dogma ", "The Banger Sisters ", "Twilight Zone: The Movie ", "Road House ", "A Low Down Dirty Shame ", "Swimfan ", "Employee of the Month ", "Can't Hardly Wait ", "The Outsiders ", "Sinister 2 ", "Sparkle ", "Valentine ", "The Fourth Kind ", "A Prairie Home Companion ", "Sugar Hill ", "Rushmore ", "Skyline ", "The Second Best Exotic Marigold Hotel ", "Kit Kittredge: An American Girl ", "The Perfect Man ", "Mo' Better Blues ", "Kung Pow: Enter the Fist ", "Tremors ", "Wrong Turn ", "The Corruptor ", "Mud ", "Reno 911!: Miami ", "One Direction: This Is Us ", "Hey Arnold! The Movie ", "My Week with Marilyn ", "The Matador ", "Love Jones ", "The Gift ", "End of the Spear ", "Get Over It ", "Office Space ", "Drop Dead Gorgeous ", "Big Eyes ", "Very Bad Things ", "Sleepover ", "MacGruber ", "Dirty Pretty Things ", "Movie 43 ", "The Tourist ", "Over Her Dead Body ", "Seeking a Friend for the End of the World ", "American History X ", "The Collection ", "Teacher's Pet ", "The Red Violin ", "The Straight Story ", "Deuces Wild ", "Bad Words ", "Black or White ", "On the Line ", "Rescue Dawn ", "Danny Collins ", "Jeff, Who Lives at Home ", "I Am Love ", "Atlas Shrugged II: The Strike ", "Romeo Is Bleeding ", "The Limey ", "Crash ", "The House of Mirth ", "Malone ", "Peaceful Warrior ", "Bucky Larson: Born to Be a Star ", "Bamboozled ", "The Forest ", "Sphinx ", "While We're Young ", "A Better Life ", "Spider ", "Gun Shy ", "Nicholas Nickleby ", "The Iceman ", "Cecil B. DeMented ", "Killer Joe ", "The Joneses ", "Owning Mahowny ", "The Brothers Solomon ", "My Blueberry Nights ", "Swept Away ", "War, Inc. ", "Shaolin Soccer ", "The Brown Bunny ", "Rosewater ", "Imaginary Heroes ", "High Heels and Low Lifes ", "Severance ", "Edmond ", "Police Academy: Mission to Moscow ", "Cinco de Mayo, La Batalla ", "An Alan Smithee Film: Burn Hollywood Burn ", "The Open Road ", "The Good Guy ", "Motherhood ", "Blonde Ambition ", "The Oxford Murders ", "Eulogy ", "The Good, the Bad, the Weird ", "The Lost City ", "Next Friday ", "You Only Live Twice ", "Amour ", "Poltergeist III ", "It's a Mad, Mad, Mad, Mad World ", "Richard III ", "Melancholia ", "Jab Tak Hai Jaan ", "Alien ", "The Texas Chain Saw Massacre ", "The Runaways ", "Fiddler on the Roof ", "Thunderball ", "Set It Off ", "The Best Man ", "Child's Play ", "Sicko ", "The Purge: Anarchy ", "Down to You ", "Harold & Kumar Go to White Castle ", "The Contender ", "Boiler Room ", "Black Christmas ", "Henry V ", "The Way of the Gun ", "Igby Goes Down ", "PCU ", "Gracie ", "Trust the Man ", "Hamlet 2 ", "Glee: The 3D Concert Movie ", "Two Evil Eyes ", "All or Nothing ", "Princess Kaiulani ", "Opal Dream ", "Flame and Citron ", "Undiscovered ", "Crocodile Dundee ", "Awake ", "Skin Trade ", "Crazy Heart ", "The Rose ", "Baggage Claim ", "Election ", "The DUFF ", "Glitter ", "Bright Star ", "My Name Is Khan ", "All Is Lost ", "Limbo ", "The Karate Kid ", "Repo! The Genetic Opera ", "Pulp Fiction ", "Nightcrawler ", "Club Dread ", "The Sound of Music ", "Splash ", "Little Miss Sunshine ", "Stand by Me ", "28 Days Later... ", "You Got Served ", "Escape from Alcatraz ", "Brown Sugar ", "A Thin Line Between Love and Hate ", "50/50 ", "Shutter ", "That Awkward Moment ", "Much Ado About Nothing ", "On Her Majesty's Secret Service ", "New Nightmare ", "Drive Me Crazy ", "Half Baked ", "New in Town ", "Syriana ", "American Psycho ", "The Good Girl ", "The Boondock Saints II: All Saints Day ", "Enough Said ", "Easy A ", "Shadow of the Vampire ", "Prom ", "Held Up ", "Woman on Top ", "Anomalisa ", "Another Year ", "8 Women ", "Showdown in Little Tokyo ", "Clay Pigeons ", "It's Kind of a Funny Story ", "Made in Dagenham ", "When Did You Last See Your Father? ", "Prefontaine ", "The Secret of Kells ", "Begin Again ", "Down in the Valley ", "Brooklyn Rules ", "The Singing Detective ", "Fido ", "The Wendell Baker Story ", "Wild Target ", "Pathology ", "10th & Wolf ", "Dear Wendy ", "Aloft ", "Imagine Me & You ", "The Blood of Heroes ", "Driving Miss Daisy ", "Soul Food ", "Rumble in the Bronx ", "Thank You for Smoking ", "Hostel: Part II ", "An Education ", "The Hotel New Hampshire ", "Narc ", "Men with Brooms ", "Witless Protection ", "The Work and the Glory ", "Extract ", "Code 46 ", "Albert Nobbs ", "Persepolis ", "The Neon Demon ", "Harry Brown ", "Spider-Man 3 ", "The Omega Code ", "Juno ", "Diamonds Are Forever ", "The Godfather ", "Flashdance ", "500 Days of Summer ", "The Piano ", "Magic Mike ", "Darkness Falls ", "Live and Let Die ", "My Dog Skip ", "Jumping the Broom ", "The Great Gatsby ", "Good Night, and Good Luck. ", "Capote ", "Desperado ", "Logan's Run ", "The Man with the Golden Gun ", "Action Jackson ", "The Descent ", "Devil's Due ", "Flirting with Disaster ", "The Devil's Rejects ", "Dope ", "In Too Deep ", "Skyfall ", "House of 1000 Corpses ", "A Serious Man ", "Get Low ", "Warlock ", "Beyond the Lights ", "A Single Man ", "The Last Temptation of Christ ", "Outside Providence ", "Bride & Prejudice ", "Rabbit-Proof Fence ", "Who's Your Caddy? ", "Split Second ", "The Other Side of Heaven ", "Redbelt ", "Cyrus ", "A Dog of Flanders ", "Auto Focus ", "Factory Girl ", "We Need to Talk About Kevin ", "The Mighty Macs ", "Mother and Child ", "March or Die ", "Les visiteurs ", "Somewhere ", "Chairman of the Board ", "Hesher ", "Gerry ", "The Heart of Me ", "Freeheld ", "The Extra Man ", "Ca$h ", "Wah-Wah ", "Pale Rider ", "Dazed and Confused ", "The Chumscrubber ", "Shade ", "House at the End of the Street ", "Incendies ", "Remember Me, My Love ", "Elite Squad ", "Annabelle ", "Bran Nue Dae ", "Boyz n the Hood ", "La Bamba ", "Dressed to Kill ", "The Adventures of Huck Finn ", "Go ", "Friends with Money ", "Bats ", "Nowhere in Africa ", "Shame ", "Layer Cake ", "The Work and the Glory II: American Zion ", "The East ", "A Home at the End of the World ", "The Messenger ", "Control ", "The Terminator ", "Good Bye Lenin! ", "The Damned United ", "Mallrats ", "Grease ", "Platoon ", "Fahrenheit 9/11 ", "Butch Cassidy and the Sundance Kid ", "Mary Poppins ", "Ordinary People ", "Around the World in 80 Days ", "West Side Story ", "Caddyshack ", "The Brothers ", "The Wood ", "The Usual Suspects ", "A Nightmare on Elm Street 5: The Dream Child ", "Van Wilder: Party Liaison ", "The Wrestler ", "Duel in the Sun ", "Best in Show ", "Escape from New York ", "School Daze ", "Daddy Day Camp ", "Mystic Pizza ", "Sliding Doors ", "Tales from the Hood ", "The Last King of Scotland ", "Halloween 5 ", "Bernie ", "Pollock ", "200 Cigarettes ", "The Words ", "Casa de mi Padre ", "City Island ", "The Guard ", "College ", "The Virgin Suicides ", "Miss March ", "Wish I Was Here ", "Simply Irresistible ", "Hedwig and the Angry Inch ", "Only the Strong ", "Shattered Glass ", "Novocaine ", "The Wackness ", "Beastmaster 2: Through the Portal of Time ", "The 5th Quarter ", "The Greatest ", "Snow Flower and the Secret Fan ", "Come Early Morning ", "Lucky Break ", "Surfer, Dude ", "Deadfall ", "L'auberge espagnole ", "Song One ", "Murder by Numbers ", "Winter in Wartime ", "The Protector ", "Bend It Like Beckham ", "Sunshine State ", "Crossover ", "[Rec] 2 ", "The Sting ", "Chariots of Fire ", "Diary of a Mad Black Woman ", "Shine ", "Don Jon ", "Ghost World ", "Iris ", "The Chorus ", "Mambo Italiano ", "Wonderland ", "Do the Right Thing ", "Harvard Man ", "Le Havre ", "R100 ", "Salvation Boulevard ", "The Ten ", "Headhunters ", "Saint Ralph ", "Insidious: Chapter 2 ", "Saw II ", "10 Cloverfield Lane ", "Jackass: The Movie ", "Lights Out ", "Paranormal Activity 3 ", "Ouija ", "A Nightmare on Elm Street 3: Dream Warriors ", "The Gift ", "Instructions Not Included ", "Paranormal Activity 4 ", "The Robe ", "Freddy's Dead: The Final Nightmare ", "Monster ", "Paranormal Activity: The Marked Ones ", "Dallas Buyers Club ", "The Lazarus Effect ", "Memento ", "Oculus ", "Clerks II ", "Billy Elliot ", "The Way Way Back ", "House Party 2 ", "Doug's 1st Movie ", "The Apostle ", "Our Idiot Brother ", "The Players Club ", "As Above, So Below ", "Addicted ", "Eve's Bayou ", "Still Alice ", "Friday the 13th Part VIII: Jason Takes Manhattan ", "My Big Fat Greek Wedding ", "Spring Breakers ", "Halloween: The Curse of Michael Myers ", "Y Tu Mamá También ", "Shaun of the Dead ", "The Haunting of Molly Hartley ", "Lone Star ", "Halloween 4: The Return of Michael Myers ", "April Fool's Day ", "Diner ", "Lone Wolf McQuade ", "Apollo 18 ", "Sunshine Cleaning ", "No Escape ", "Fifty Shades of Black ", "Not Easily Broken ", "The Perfect Match ", "Digimon: The Movie ", "Saved! ", "The Barbarian Invasions ", "The Forsaken ", "UHF ", "Slums of Beverly Hills ", "Made ", "Moon ", "The Sweet Hereafter ", "Of Gods and Men ", "Bottle Shock ", "Heavenly Creatures ", "90 Minutes in Heaven ", "Everything Must Go ", "Zero Effect ", "The Machinist ", "Light Sleeper ", "Kill the Messenger ", "Rabbit Hole ", "Party Monster ", "Green Room ", "Atlas Shrugged: Who Is John Galt? ", "Bottle Rocket ", "Albino Alligator ", "Lovely, Still ", "Desert Blue ", "The Visit ", "Redacted ", "Fascination ", "Rudderless ", "I Served the King of England ", "Sling Blade ", "Hostel ", "Tristram Shandy: A Cock and Bull Story ", "Take Shelter ", "Lady in White ", "The Texas Chainsaw Massacre 2 ", "Only God Forgives ", "The Names of Love ", "Savage Grace ", "Police Academy ", "Four Weddings and a Funeral ", "25th Hour ", "Bound ", "Requiem for a Dream ", "Moms' Night Out ", "Donnie Darko ", "Character ", "Spun ", "Mean Machine ", "Exiled ", "After.Life ", "One Flew Over the Cuckoo's Nest ", "Falcon Rising ", "The Sweeney ", "Whale Rider ", "Pan ", "Night Watch ", "The Crying Game ", "Porky's ", "Survival of the Dead ", "Lost in Translation ", "Annie Hall ", "The Greatest Show on Earth ", "Exodus: Gods and Kings ", "Monster's Ball ", "Maggie ", "Leaving Las Vegas ", "The Boy Next Door ", "The Kids Are All Right ", "They Live ", "The Last Exorcism Part II ", "Boyhood ", "Scoop ", "Planet of the Apes ", "The Wash ", "3 Strikes ", "The Cooler ", "The Night Listener ", "The Orphanage ", "A Haunted House 2 ", "The Rules of Attraction ", "Four Rooms ", "Secretary ", "The Real Cancun ", "Talk Radio ", "Waiting for Guffman ", "Love Stinks ", "You Kill Me ", "Thumbsucker ", "Mirrormask ", "Samsara ", "The Barbarians ", "Poolhall Junkies ", "The Loss of Sexual Innocence ", "Joe ", "Shooting Fish ", "Prison ", "Psycho Beach Party ", "The Big Tease ", "Buen Día, Ramón ", "Trust ", "An Everlasting Piece ", "Among Giants ", "Adore ", "Mondays in the Sun ", "Stake Land ", "The Last Time I Committed Suicide ", "Futuro Beach ", "Inescapable ", "Gone with the Wind ", "Desert Dancer ", "Major Dundee ", "Annie Get Your Gun ", "Defendor ", "The Pirate ", "The Good Heart ", "The History Boys ", "Unknown ", "The Full Monty ", "Airplane! ", "Friday ", "Menace II Society ", "Creepshow 2 ", "The Witch ", "I Got the Hook Up ", "She's the One ", "Gods and Monsters ", "The Secret in Their Eyes ", "Evil Dead II ", "Pootie Tang ", "La otra conquista ", "Trollhunter ", "Ira & Abby ", "The Watch ", "Winter Passing ", "D.E.B.S. ", "The Masked Saint ", "March of the Penguins ", "Margin Call ", "Choke ", "Whiplash ", "City of God ", "Human Traffic ", "The Hunt ", "Bella ", "Dreaming of Joseph Lees ", "Maria Full of Grace ", "Beginners ", "Animal House ", "Goldfinger ", "Trainspotting ", "The Original Kings of Comedy ", "Paranormal Activity 2 ", "Waking Ned Devine ", "Bowling for Columbine ", "A Nightmare on Elm Street 2: Freddy's Revenge ", "A Room with a View ", "The Purge ", "Sinister ", "Martin Lawrence Live: Runteldat ", "Air Bud ", "Jason Lives: Friday the 13th Part VI ", "The Bridge on the River Kwai ", "Spaced Invaders ", "Jason Goes to Hell: The Final Friday ", "Dave Chappelle's Block Party ", "Next Day Air ", "Phat Girlz ", "Before Midnight ", "Teen Wolf Too ", "Phantasm II ", "Real Women Have Curves ", "East Is East ", "Whipped ", "Kama Sutra: A Tale of Love ", "Warlock: The Armageddon ", "8 Heads in a Duffel Bag ", "Thirteen Conversations About One Thing ", "Jawbreaker ", "Basquiat ", "Tsotsi ", "DysFunktional Family ", "Tusk ", "Oldboy ", "Letters to God ", "Hobo with a Shotgun ", "Compadres ", "Love's Abiding Joy ", "Bachelorette ", "Tim and Eric's Billion Dollar Movie ", "The Gambler ", "Summer Storm ", "Fort McCoy ", "Chain Letter ", "Just Looking ", "The Divide ", "Alice in Wonderland ", "Tanner Hall ", "Cinderella ", "Central Station ", "Boynton Beach Club ", "Freakonomics ", "High Tension ", "Hustle & Flow ", "Some Like It Hot ", "Friday the 13th Part VII: The New Blood ", "The Wizard of Oz ", "Young Frankenstein ", "Diary of the Dead ", "Ulee's Gold ", "Blazing Saddles ", "Friday the 13th: The Final Chapter ", "Maurice ", "Beer League ", "The Astronaut's Wife ", "Timecrimes ", "A Haunted House ", "2016: Obama's America ", "That Thing You Do! ", "Halloween III: Season of the Witch ", "Kevin Hart: Let Me Explain ", "My Own Private Idaho ", "Garden State ", "Before Sunrise ", "Jesus' Son ", "Robot & Frank ", "My Life Without Me ", "The Spectacular Now ", "Religulous ", "Fuel ", "Dodgeball: A True Underdog Story ", "Eye of the Dolphin ", "8: The Mormon Proposition ", "The Other End of the Line ", "Anatomy ", "Sleep Dealer ", "Super ", "Get on the Bus ", "Thr3e ", "This Is England ", "Go for It! ", "Fantasia ", "Friday the 13th Part III ", "Friday the 13th: A New Beginning ", "The Last Sin Eater ", "Do You Believe? ", "The Best Years of Our Lives ", "Elling ", "Mi America ", "From Russia with Love ", "The Toxic Avenger Part II ", "It Follows ", "Mad Max 2: The Road Warrior ", "The Legend of Drunken Master ", "Boys Don't Cry ", "Silent House ", "The Lives of Others ", "Courageous ", "The Triplets of Belleville ", "Smoke Signals ", "Before Sunset ", "Amores Perros ", "Thirteen ", "Winter's Bone ", "Me and You and Everyone We Know ", "We Are Your Friends ", "Harsh Times ", "Captive ", "Full Frontal ", "Witchboard ", "Shortbus ", "Waltz with Bashir ", "The Book of Mormon Movie, Volume 1: The Journey ", "The Diary of a Teenage Girl ", "In the Shadow of the Moon ", "Inside Deep Throat ", "The Virginity Hit ", "House of D ", "Six-String Samurai ", "Saint John of Las Vegas ", "Stonewall ", "London ", "Sherrybaby ", "Gangster's Paradise: Jerusalema ", "The Lady from Shanghai ", "The Ghastly Love of Johnny X ", "River's Edge ", "Northfork ", "Buried ", "One to Another ", "Carrie ", "A Nightmare on Elm Street ", "Man on Wire ", "Brotherly Love ", "The Last Exorcism ", "El crimen del padre Amaro ", "Beasts of the Southern Wild ", "Songcatcher ", "The Greatest Movie Ever Sold ", "Run Lola Run ", "May ", "In the Bedroom ", "I Spit on Your Grave ", "Happy, Texas ", "My Summer of Love ", "The Lunchbox ", "Yes ", "Foolish ", "Caramel ", "The Bubble ", "Mississippi Mermaid ", "I Love Your Work ", "Dawn of the Dead ", "Waitress ", "Bloodsport ", "The Squid and the Whale ", "Kissing Jessica Stein ", "Exotica ", "Buffalo '66 ", "Insidious ", "Nine Queens ", "The Ballad of Jack and Rose ", "The To Do List ", "Killing Zoe ", "The Believer ", "Session 9 ", "I Want Someone to Eat Cheese With ", "Modern Times ", "Stolen Summer ", "My Name Is Bruce ", "The Salon ", "Amigo ", "Pontypool ", "Trucker ", "The Lords of Salem ", "Jack Reacher ", "Snow White and the Seven Dwarfs ", "The Holy Girl ", "Incident at Loch Ness ", "Lock, Stock and Two Smoking Barrels ", "The Celebration ", "Trees Lounge ", "Journey from the Fall ", "The Basket ", "Eddie: The Sleepwalking Cannibal ", "Mercury Rising ", "The Hebrew Hammer ", "Friday the 13th Part 2 ", "Filly Brown ", "Sex, Lies, and Videotape ", "Saw ", "Super Troopers ", "The Day the Earth Stood Still ", "Monsoon Wedding ", "You Can Count on Me ", "Lucky Number Slevin ", "But I'm a Cheerleader ", "Home Run ", "Reservoir Dogs ", "The Good, the Bad and the Ugly ", "The Second Mother ", "Blue Like Jazz ", "Down and Out with the Dolls ", "Pink Ribbons, Inc. ", "Airborne ", "Waiting... ", "From a Whisper to a Scream ", "Beyond the Black Rainbow ", "The Raid: Redemption ", "Rocky ", "The Fog ", "Unfriended ", "The Howling ", "Dr. No ", "Chernobyl Diaries ", "Hellraiser ", "God's Not Dead 2 ", "Cry_Wolf ", "Blue Valentine ", "Transamerica ", "The Devil Inside ", "Beyond the Valley of the Dolls ", "The Green Inferno ", "The Sessions ", "Next Stop Wonderland ", "Juno ", "Frozen River ", "20 Feet from Stardom ", "Two Girls and a Guy ", "Walking and Talking ", "Who Killed the Electric Car? ", "The Broken Hearts Club: A Romantic Comedy ", "Goosebumps ", "Slam ", "Brigham City ", "Orgazmo ", "All the Real Girls ", "Dream with the Fishes ", "Blue Car ", "Luminarias ", "Wristcutters: A Love Story ", "The Battle of Shaker Heights ", "The Lovely Bones ", "The Act of Killing ", "Taxi to the Dark Side ", "Once in a Lifetime: The Extraordinary Story of the New York Cosmos ", "Antarctica: A Year on Ice ", "A Lego Brickumentary ", "Hardflip ", "The House of the Devil ", "The Perfect Host ", "Safe Men ", "The Specials ", "Alone with Her ", "Creative Control ", "Special ", "In Her Line of Fire ", "The Jimmy Show ", "On the Waterfront ", "L!fe Happens ", "4 Months, 3 Weeks and 2 Days ", "Hard Candy ", "The Quiet ", "Fruitvale Station ", "The Brass Teapot ", "The Hammer ", "Snitch ", "Latter Days ", "For a Good Time, Call... ", "Time Changer ", "A Separation ", "Welcome to the Dollhouse ", "Ruby in Paradise ", "Raising Victor Vargas ", "Deterrence ", "Not Cool ", "Dead Snow ", "Saints and Soldiers ", "American Graffiti ", "Aqua Teen Hunger Force Colon Movie Film for Theaters ", "Safety Not Guaranteed ", "Kill List ", "The Innkeepers ", "The Unborn ", "Interview with the Assassin ", "Donkey Punch ", "Hoop Dreams ", "L.I.E. ", "King Kong ", "House of Wax ", "Half Nelson ", "Naturally Native ", "Hav Plenty ", "Top Hat ", "The Blair Witch Project ", "Woodstock ", "Mercy Streets ", "Arnolds Park ", "Broken Vessels ", "A Hard Day's Night ", "Fireproof ", "Benji ", "Open Water ", "Kingdom of the Spiders ", "The Station Agent ", "To Save a Life ", "Beyond the Mat ", "The Singles Ward ", "Osama ", "Sholem Aleichem: Laughing in the Darkness ", "Groove ", "The R.M. ", "Twin Falls Idaho ", "Mean Creek ", "Hurricane Streets ", "Never Again ", "Civil Brand ", "Lonesome Jim ", "Seven Samurai ", "The Other Dream Team ", "Finishing the Game: The Search for a New Bruce Lee ", "Rubber ", "Home ", "Kiss the Bride ", "The Slaughter Rule ", "Monsters ", "The Living Wake ", "Detention of the Dead ", "Oz the Great and Powerful ", "Straight Out of Brooklyn ", "Bloody Sunday ", "Conversations with Other Women ", "Poultrygeist: Night of the Chicken Dead ", "42nd Street ", "Metropolitan ", "Napoleon Dynamite ", "Blue Ruin ", "Paranormal Activity ", "Monty Python and the Holy Grail ", "Quinceañera ", "Tarnation ", "I Want Your Money ", "The Beyond ", "What Happens in Vegas ", "Trekkies ", "The Broadway Melody ", "Maniac ", "Murderball ", "American Ninja 2: The Confrontation ", "Halloween ", "Tumbleweeds ", "The Prophecy ", "When the Cat's Away ", "Pieces of April ", "Old Joy ", "Wendy and Lucy ", "Nothing But a Man ", "First Love, Last Rites ", "Fighting Tommy Riley ", "Across the Universe ", "Locker 13 ", "Compliance ", "Chasing Amy ", "Lovely & Amazing ", "Better Luck Tomorrow ", "The Incredibly True Adventure of Two Girls in Love ", "Chuck & Buck ", "American Desi ", "Cube ", "Love and Other Catastrophes ", "I Married a Strange Person! ", "November ", "Like Crazy ", "Sugar Town ", "The Canyons ", "Burn ", "Urbania ", "The Beast from 20,000 Fathoms ", "Swingers ", "A Fistful of Dollars ", "Short Cut to Nirvana: Kumbh Mela ", "The Grace Card ", "Middle of Nowhere ", "Call + Response ", "Side Effects ", "The Trials of Darryl Hunt ", "Children of Heaven ", "Weekend ", "She's Gotta Have It ", "Another Earth ", "Sweet Sweetback's Baadasssss Song ", "Tadpole ", "Once ", "The Horse Boy ", "The Texas Chain Saw Massacre ", "Roger & Me ", "Your Sister's Sister ", "Facing the Giants ", "The Gallows ", "Hollywood Shuffle ", "The Lost Skeleton of Cadavra ", "Cheap Thrills ", "The Last House on the Left ", "Pi ", "20 Dates ", "Super Size Me ", "The FP ", "Happy Christmas ", "The Brothers McMullen ", "Tiny Furniture ", "George Washington ", "Smiling Fish & Goat on Fire ", "The Legend of God's Gun ", "Clerks ", "Pink Narcissus ", "In the Company of Men ", "Sabotage ", "Slacker ", "The Puffy Chair ", "Pink Flamingos ", "Clean ", "The Circle ", "Primer ", "Cavite ", "El Mariachi ", "Newlyweds ", "My Date with Drew " ], "legendgroup": "", "marker": { "color": "blue", "line": { "color": "blue" }, "symbol": "circle" }, "mode": "markers", "name": "", "opacity": 0.6, "showlegend": false, "type": "scattergl", "x": [ 33000, 0, 85000, 164000, 24000, 0, 29000, 118000, 10000, 197000, 0, 0, 5000, 48000, 118000, 0, 123000, 58000, 40000, 65000, 56000, 17000, 83000, 0, 0, 26000, 72000, 44000, 150000, 80000, 0, 95000, 24000, 0, 44000, 0, 56000, 60000, 41000, 30000, 10000, 24000, 30000, 0, 94000, 129000, 82000, 92000, 22000, 115000, 23000, 83000, 46000, 5000, 39000, 30000, 16000, 0, 13000, 0, 44000, 29000, 0, 54000, 37000, 27000, 0, 10000, 42000, 0, 0, 80000, 2000, 77000, 0, 0, 118000, 65000, 18000, 53000, 89000, 45000, 35000, 55000, 0, 37000, 41000, 40000, 10000, 67000, 33000, 0, 96000, 349000, 175000, 166000, 14000, 23000, 54000, 38000, 11000, 0, 30000, 0, 89000, 82000, 11000, 0, 8000, 0, 0, 0, 0, 11000, 0, 10000, 15000, 0, 2000, 0, 0, 58000, 0, 63000, 191000, 0, 63000, 0, 0, 19000, 82000, 47000, 0, 0, 20000, 18000, 0, 33000, 0, 0, 24000, 11000, 0, 17000, 0, 62000, 11000, 2000, 3000, 24000, 35000, 25000, 2000, 0, 51000, 19000, 5000, 46000, 24000, 0, 18000, 0, 0, 42000, 0, 0, 46000, 2000, 0, 65000, 0, 0, 27000, 190000, 13000, 26000, 11000, 0, 6000, 61000, 82000, 26000, 0, 0, 16000, 23000, 71000, 44000, 11000, 0, 37000, 0, 11000, 13000, 16000, 20000, 10000, 52000, 0, 0, 0, 54000, 39000, 15000, 0, 0, 31000, 0, 0, 19000, 0, 0, 0, 122000, 0, 31000, 0, 97000, 459, 61000, 0, 60000, 0, 0, 11000, 71000, 10000, 0, 0, 68000, 13000, 28000, 0, 16000, 62000, 147000, 0, 12000, 41000, 3000, 52000, 0, 4000, 0, 0, 27000, 0, 0, 14000, 71000, 31000, 304, 12000, 36000, 0, 894, 123000, 0, 21000, 0, 0, 946, 0, 0, 0, 5000, 153000, 0, 53, 0, 21000, 0, 0, 0, 0, 13000, 0, 0, 0, 0, 0, 16000, 0, 199000, 0, 0, 108000, 0, 0, 11000, 17000, 25000, 2000, 14000, 138000, 0, 0, 124000, 16000, 0, 21000, 0, 0, 56000, 37000, 881, 27000, 416, 0, 33000, 578, 0, 0, 13000, 0, 0, 10000, 18000, 18000, 0, 0, 14000, 56000, 16000, 11000, 16000, 10000, 16000, 0, 37000, 0, 47000, 0, 66000, 701, 0, 1000, 9000, 0, 0, 18000, 0, 0, 0, 0, 70000, 0, 29000, 12000, 0, 54000, 0, 20000, 0, 0, 0, 0, 39000, 11000, 988, 15000, 0, 0, 28000, 0, 15000, 0, 0, 0, 19000, 0, 2000, 979, 0, 0, 0, 788, 0, 0, 23000, 0, 0, 0, 0, 19000, 28000, 0, 19000, 372, 0, 19000, 0, 0, 0, 863, 49000, 0, 0, 0, 0, 0, 0, 10000, 941, 18000, 36000, 0, 374, 0, 46000, 7000, 0, 0, 3000, 12000, 0, 0, 57000, 0, 140000, 56000, 0, 0, 0, 0, 22000, 0, 0, 14000, 0, 0, 53000, 0, 0, 11000, 0, 0, 19000, 0, 0, 0, 20000, 0, 0, 0, 0, 0, 0, 82000, 0, 0, 4000, 0, 0, 0, 16000, 607, 3000, 0, 0, 951, 32000, 0, 0, 0, 0, 0, 0, 0, 0, 665, 0, 0, 0, 964, 21000, 995, 941, 0, 785, 20000, 29000, 17000, 0, 15000, 0, 0, 0, 0, 31000, 0, 413, 36000, 0, 56000, 16000, 0, 0, 17000, 0, 0, 51000, 0, 11000, 0, 893, 509, 105000, 12000, 16000, 1000, 0, 0, 0, 0, 0, 0, 0, 0, 43000, 0, 0, 0, 0, 0, 30000, 0, 0, 648, 0, 683, 1000, 0, 70000, 42000, 880, 0, 14000, 0, 0, 0, 0, 266, 17000, 0, 0, 0, 886, 2000, 0, 694, 0, 0, 0, 0, 10000, 16000, 1000, 42000, 13000, 0, 0, 0, 0, 0, 2000, 5000, 45000, 1000, 25000, 26000, 0, 28000, 34000, 0, 13000, 37000, 0, 15000, 0, 0, 792, 0, 531, 24000, 33000, 997, 17000, 584, 391, 815, 2000, 5000, 11000, 0, 764, 34000, 12000, 0, 29000, 0, 31000, 617, 30000, 29000, 0, 10000, 0, 0, 98000, 0, 0, 0, 22000, 32000, 0, 3000, 4000, 71000, 25000, 5000, 1000, 144000, 0, 0, 0, 25000, 35000, 0, 0, 0, 0, 0, 0, 59000, 10000, 16000, 23000, 18000, 0, 688, 32000, 0, 4000, 892, 0, 48000, 0, 0, 177, 15000, 0, 0, 32000, 295, 40000, 26000, 0, 0, 19000, 0, 0, 0, 0, 0, 0, 0, 0, 114000, 0, 0, 13000, 0, 11000, 30000, 912, 146000, 0, 0, 885, 18000, 0, 886, 22000, 0, 0, 0, 0, 0, 0, 781, 24000, 26000, 0, 32000, 0, 0, 0, 0, 0, 38000, 0, 0, 42000, 858, 10000, 6000, 14000, 747, 0, 0, 0, 1000, 12000, 0, 0, 829, 0, 797, 1000, 17000, 24000, 28000, 0, 0, 11000, 0, 64000, 621, 0, 40000, 0, 23000, 0, 448, 690, 0, 0, 0, 0, 956, 846, 0, 0, 0, 0, 15000, 0, 20000, 880, 10000, 0, 0, 2000, 0, 589, 17000, 44000, 791, 0, 641, 0, 2000, 12000, 0, 0, 0, 117000, 296, 112000, 35000, 0, 500, 2000, 472, 0, 22000, 19000, 0, 11000, 12000, 0, 782, 18000, 0, 0, 0, 59000, 0, 0, 0, 0, 960, 0, 5000, 0, 65000, 0, 0, 56000, 0, 0, 32000, 0, 0, 0, 13000, 0, 0, 0, 8000, 0, 0, 14000, 0, 0, 0, 0, 0, 0, 30000, 15000, 0, 0, 0, 0, 0, 14000, 1000, 0, 0, 0, 0, 953, 316, 610, 10000, 437, 19000, 0, 0, 26000, 10000, 0, 0, 0, 0, 2000, 0, 0, 0, 10000, 361, 44000, 0, 21000, 0, 853, 672, 15000, 39000, 0, 10000, 9000, 0, 0, 13000, 0, 11000, 0, 846, 0, 605, 13000, 0, 36000, 0, 0, 74000, 11000, 0, 41000, 0, 37000, 0, 0, 24000, 11000, 0, 10000, 0, 13000, 90000, 0, 0, 0, 0, 2000, 44000, 795, 0, 27000, 0, 24000, 0, 48000, 955, 624, 1000, 970, 45000, 0, 27000, 0, 44000, 18000, 773, 1000, 2000, 25000, 0, 0, 39000, 3000, 15000, 669, 0, 47000, 0, 0, 0, 1000, 812, 0, 0, 718, 0, 0, 877, 0, 16000, 0, 0, 3000, 0, 43000, 0, 705, 0, 0, 0, 0, 10000, 0, 779, 15000, 0, 0, 18000, 0, 697, 0, 943, 9000, 0, 422, 0, 14000, 0, 28000, 288, 255, 15000, 0, 0, 2000, 0, 0, 67000, 0, 0, 3000, 18000, 0, 0, 0, 0, 828, 0, 38000, 0, 0, 2000, 0, 0, 261, 616, 0, 881, 0, 3000, 0, 975, 0, 0, 0, 63000, 0, 0, 0, 1000, 0, 1000, 22000, 0, 0, 86000, 0, 19000, 0, 26000, 0, 0, 0, 0, 0, 52000, 0, 0, 0, 1000, 743, 10000, 531, 0, 12000, 0, 0, 0, 28000, 2000, 2000, 593, 11000, 14000, 0, 0, 0, 451, 0, 916, 0, 0, 46000, 0, 652, 915, 15000, 0, 0, 0, 0, 892, 0, 68, 17000, 89000, 0, 0, 0, 0, 353, 0, 1000, 0, 11000, 0, 0, 0, 0, 0, 0, 16000, 39000, 11000, 0, 0, 0, 24000, 0, 17000, 893, 0, 0, 0, 0, 20000, 748, 0, 10000, 0, 19000, 50000, 0, 0, 0, 0, 505, 14000, 11000, 11000, 0, 63000, 10000, 0, 12000, 83000, 101000, 681, 0, 0, 58000, 0, 40000, 74000, 12000, 1000, 0, 0, 14000, 14000, 13000, 28000, 0, 55000, 11000, 54000, 0, 0, 0, 13000, 0, 0, 0, 0, 663, 2000, 0, 16000, 0, 55000, 0, 0, 0, 0, 0, 25000, 29000, 49000, 12000, 0, 14000, 0, 17000, 263, 0, 0, 0, 11000, 3000, 16000, 0, 0, 0, 694, 0, 0, 0, 42000, 0, 26000, 0, 0, 0, 390, 20000, 445, 16000, 0, 702, 24000, 0, 39000, 0, 0, 470, 3000, 394, 279, 0, 299, 0, 8000, 0, 0, 680, 15000, 0, 416, 0, 0, 309, 0, 0, 555, 604, 54000, 754, 15000, 835, 630, 39000, 849, 0, 0, 579, 612, 0, 0, 328, 401, 10000, 892, 158, 565, 15000, 0, 211, 0, 823, 0, 12000, 0, 0, 0, 265, 58000, 15000, 13000, 14000, 25000, 14000, 177, 0, 12000, 0, 9000, 478, 478, 0, 13000, 33000, 0, 0, 989, 8000, 689, 168, 0, 352, 0, 12000, 911, 23000, 39000, 389, 474, 0, 27000, 0, 14000, 70000, 29000, 14000, 0, 0, 83000, 13000, 0, 15000, 0, 19000, 0, 0, 35000, 0, 0, 12000, 0, 852, 0, 11000, 591, 846, 23000, 17000, 133, 279, 638, 24000, 12000, 0, 12000, 2000, 0, 38000, 0, 31000, 36000, 0, 0, 17000, 0, 0, 25000, 919, 0, 11000, 0, 0, 0, 10000, 0, 0, 0, 0, 0, 41000, 0, 39000, 0, 18000, 0, 0, 913, 0, 0, 0, 0, 11000, 0, 0, 52000, 0, 13000, 0, 0, 21000, 0, 0, 12000, 16000, 5000, 0, 0, 0, 0, 0, 11000, 0, 0, 949, 0, 0, 23000, 13000, 538, 0, 0, 0, 0, 20000, 0, 0, 17000, 0, 0, 0, 452, 0, 0, 433, 0, 0, 39000, 471, 10000, 704, 0, 494, 24000, 0, 9000, 892, 6000, 561, 675, 633, 38000, 0, 0, 23000, 120, 0, 0, 23000, 1000, 314, 0, 13000, 0, 742, 1000, 0, 19000, 4000, 463, 4000, 0, 12000, 783, 14000, 0, 15000, 21000, 0, 0, 11000, 0, 27000, 97000, 0, 0, 0, 0, 0, 56000, 0, 10000, 5000, 0, 0, 0, 0, 702, 0, 12000, 0, 350, 13000, 643, 625, 559, 19000, 0, 0, 0, 0, 64000, 0, 149000, 0, 0, 0, 62000, 28000, 0, 0, 0, 0, 0, 0, 32000, 0, 0, 0, 41000, 0, 5000, 0, 0, 0, 39000, 22000, 0, 12000, 14000, 0, 57000, 0, 0, 181, 883, 11000, 19000, 0, 81000, 75000, 602, 5000, 0, 0, 0, 0, 0, 0, 0, 0, 78000, 0, 13000, 0, 0, 1000, 1000, 0, 0, 20000, 12000, 13000, 0, 0, 59000, 44000, 11000, 34000, 0, 16000, 0, 13000, 0, 66000, 0, 0, 0, 0, 38000, 1000, 0, 39000, 0, 0, 304, 13000, 29000, 0, 1000, 0, 11000, 592, 0, 1000, 18000, 11000, 484, 11000, 491, 27000, 0, 999, 629, 204, 0, 24000, 0, 0, 462, 12000, 0, 0, 0, 625, 0, 23000, 0, 858, 654, 0, 24000, 387, 0, 0, 0, 19000, 0, 0, 0, 12000, 0, 0, 287, 0, 445, 0, 0, 0, 21000, 40000, 11000, 0, 0, 0, 201, 0, 0, 209, 0, 0, 0, 76000, 0, 418, 0, 0, 25000, 0, 99000, 0, 0, 7000, 0, 0, 11000, 27000, 2000, 12000, 0, 0, 23000, 16000, 0, 36000, 0, 0, 12000, 17000, 34000, 0, 10000, 0, 209, 1000, 0, 913, 0, 517, 0, 0, 73000, 0, 0, 36000, 0, 0, 0, 15000, 464, 845, 0, 0, 0, 0, 65000, 0, 14000, 0, 0, 2000, 10000, 0, 15000, 14000, 0, 315, 0, 817, 0, 0, 0, 0, 0, 2000, 845, 188, 0, 0, 0, 0, 15000, 0, 0, 0, 0, 0, 0, 0, 0, 16000, 0, 43000, 736, 874, 0, 10000, 167, 20000, 3000, 35000, 260, 319, 145, 826, 504, 11000, 0, 13000, 0, 12000, 28000, 0, 29000, 19000, 0, 41000, 75000, 11000, 567, 3000, 425, 0, 0, 0, 21000, 0, 0, 18000, 660, 0, 24000, 11000, 0, 0, 29000, 6000, 0, 0, 32000, 0, 0, 25000, 542, 0, 19000, 0, 0, 0, 666, 16000, 187, 329, 0, 0, 0, 0, 10000, 58000, 0, 0, 0, 1000, 0, 0, 0, 686, 0, 18000, 0, 0, 0, 0, 657, 108000, 387, 3000, 0, 30000, 0, 15000, 0, 0, 14000, 0, 10000, 0, 0, 0, 564, 498, 377, 246, 0, 0, 378, 0, 0, 503, 215, 43000, 0, 0, 14000, 0, 5000, 0, 19000, 77000, 0, 0, 982, 261, 0, 17000, 491, 7000, 348, 0, 32000, 206, 295, 11000, 4000, 0, 83, 0, 937, 507, 942, 0, 31000, 6000, 0, 636, 24000, 0, 27000, 0, 0, 37000, 0, 0, 3000, 0, 0, 0, 12000, 891, 0, 0, 455, 15000, 204, 0, 876, 619, 0, 650, 153, 0, 13000, 0, 839, 408, 181, 12000, 13000, 26000, 0, 0, 17000, 0, 0, 0, 22000, 5000, 0, 148000, 15000, 0, 0, 638, 0, 153, 0, 0, 1000, 376, 0, 0, 0, 0, 767, 11000, 13000, 18000, 0, 0, 0, 0, 0, 0, 1000, 55000, 0, 15000, 15000, 0, 0, 0, 2000, 887, 0, 11000, 739, 0, 0, 0, 0, 804, 23000, 0, 15000, 0, 0, 716, 158, 104, 272, 0, 0, 11000, 0, 687, 11000, 0, 815, 17000, 0, 758, 0, 18000, 0, 0, 0, 1000, 0, 117000, 10000, 0, 0, 897, 7000, 1000, 365, 24000, 284, 17000, 0, 6000, 16000, 0, 0, 0, 0, 800, 40000, 0, 0, 0, 0, 131000, 773, 11000, 0, 0, 0, 0, 22000, 0, 10000, 83000, 2000, 0, 16000, 51000, 0, 18000, 806, 302, 22000, 227, 1000, 0, 347, 33000, 0, 0, 80000, 0, 930, 0, 0, 0, 10000, 0, 16000, 0, 14000, 0, 0, 16000, 0, 13000, 10000, 21000, 0, 21000, 0, 0, 10000, 0, 613, 0, 52000, 0, 0, 49000, 590, 0, 0, 6000, 0, 0, 0, 3000, 431, 1000, 0, 0, 18000, 0, 0, 681, 501, 0, 0, 76000, 484, 25000, 12000, 264, 0, 0, 422, 0, 0, 269, 19000, 401, 1000, 1000, 0, 0, 0, 0, 10000, 713, 0, 979, 0, 983, 0, 977, 0, 0, 25000, 444, 0, 0, 0, 0, 311, 25000, 855, 0, 0, 10000, 0, 676, 233, 924, 18000, 346, 0, 797, 48000, 0, 847, 608, 15000, 36000, 0, 13000, 1000, 1000, 0, 0, 0, 0, 0, 0, 13000, 235, 1000, 0, 0, 241, 20000, 1000, 401, 831, 0, 445, 399, 0, 217, 0, 0, 0, 0, 16000, 0, 0, 11000, 0, 39000, 0, 1000, 0, 0, 14000, 663, 0, 28000, 1000, 53000, 0, 13000, 0, 238, 228, 0, 0, 0, 15000, 13000, 21000, 0, 0, 0, 0, 0, 0, 0, 31000, 0, 265, 10000, 0, 19000, 0, 13000, 16000, 1000, 0, 0, 0, 0, 114000, 36000, 0, 0, 0, 588, 7000, 15000, 0, 2000, 0, 0, 0, 0, 63000, 812, 0, 0, 591, 0, 23000, 0, 0, 346, 813, 4000, 0, 3000, 0, 562, 0, 0, 0, 0, 0, 0, 12000, 0, 0, 0, 827, 18000, 0, 0, 2000, 271, 0, 0, 0, 0, 12000, 0, 0, 204, 20000, 18000, 0, 0, 14000, 0, 0, 12000, 309, 7000, 3000, 12000, 2000, 30000, 0, 16000, 0, 320, 21000, 36000, 476, 0, 814, 110, 339, 4000, 70000, 0, 300, 1000, 0, 154, 15000, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 23000, 0, 0, 0, 0, 0, 30000, 0, 71000, 0, 0, 1000, 27000, 393, 1000, 0, 0, 0, 17000, 0, 14000, 487, 0, 6000, 492, 0, 24000, 371, 818, 0, 0, 573, 762, 0, 0, 0, 0, 0, 356, 23000, 0, 921, 23000, 0, 0, 939, 191, 0, 0, 0, 20000, 3000, 0, 19000, 0, 22000, 64000, 0, 1000, 6000, 165000, 855, 0, 57000, 0, 26000, 0, 15000, 1000, 0, 29000, 0, 896, 12000, 0, 12000, 27000, 0, 2000, 0, 38000, 11000, 0, 90000, 0, 0, 11000, 3000, 38000, 0, 0, 0, 15000, 33000, 0, 81000, 810, 849, 0, 0, 1000, 0, 0, 0, 949, 6000, 0, 0, 0, 0, 466, 1000, 0, 243, 0, 0, 0, 0, 673, 47000, 0, 327, 16000, 0, 20000, 13000, 0, 175, 356, 489, 49000, 10000, 622, 251, 1000, 877, 436, 29000, 247, 648, 16000, 1000, 35000, 0, 455, 923, 816, 1000, 0, 647, 32000, 0, 0, 0, 10000, 10000, 157, 0, 0, 0, 0, 16000, 0, 33000, 0, 843, 391, 0, 12000, 0, 0, 0, 664, 0, 0, 0, 193, 445, 38000, 41000, 10000, 0, 10000, 1000, 13000, 3000, 11000, 489, 4000, 0, 0, 0, 0, 0, 0, 2000, 18000, 184, 0, 530, 1000, 0, 411, 4000, 1000, 645, 970, 0, 905, 0, 0, 613, 0, 5000, 853, 860, 447, 231, 127, 76, 0, 0, 702, 0, 14000, 13000, 62000, 0, 0, 0, 0, 52000, 14000, 0, 0, 502, 62000, 106000, 60000, 14000, 0, 0, 16000, 0, 0, 33000, 0, 10000, 1000, 0, 0, 15000, 0, 0, 0, 934, 833, 0, 0, 20000, 109000, 0, 593, 0, 0, 5000, 862, 204, 72000, 679, 3000, 0, 251, 0, 0, 618, 11000, 0, 689, 5000, 186, 0, 69, 10000, 0, 131000, 107, 0, 141, 0, 18000, 0, 23000, 332, 11000, 0, 0, 15000, 0, 0, 0, 19000, 38000, 0, 329, 344, 0, 44000, 0, 5000, 0, 0, 18000, 21000, 0, 0, 0, 0, 770, 0, 0, 0, 0, 15000, 0, 0, 0, 0, 32000, 0, 0, 0, 29000, 0, 0, 0, 243, 0, 0, 0, 0, 0, 93000, 0, 0, 0, 37000, 549, 0, 0, 28000, 0, 371, 0, 0, 242, 11000, 507, 105000, 0, 0, 0, 0, 262, 1000, 650, 652, 0, 0, 251, 656, 0, 305, 0, 0, 29000, 677, 27000, 0, 314, 0, 0, 0, 423, 88, 1000, 0, 458, 0, 26000, 0, 26000, 23000, 27000, 0, 14000, 33000, 11000, 7000, 0, 36000, 7000, 15000, 0, 0, 19000, 0, 0, 0, 0, 365, 541, 902, 36000, 0, 671, 13000, 449, 5000, 34000, 0, 10000, 405, 14000, 0, 0, 550, 174, 26000, 0, 967, 0, 11000, 0, 302, 646, 0, 1000, 24000, 34000, 1000, 119, 411, 0, 31000, 0, 0, 0, 0, 0, 12000, 0, 0, 676, 0, 0, 4000, 0, 0, 0, 0, 48000, 227, 0, 20000, 16000, 981, 29000, 0, 0, 0, 10000, 744, 0, 0, 368, 720, 0, 0, 10000, 13000, 0, 0, 15000, 683, 331, 5000, 13000, 21000, 851, 767, 720, 0, 11000, 0, 328, 27000, 441, 0, 227, 17000, 808, 1000, 15000, 1000, 0, 16000, 0, 20000, 0, 0, 0, 0, 25000, 25000, 518, 25000, 35000, 14000, 49, 0, 0, 398, 0, 0, 0, 0, 0, 0, 0, 0, 561, 944, 18000, 345, 208, 0, 0, 1000, 10000, 106, 0, 0, 0, 242, 0, 20000, 795, 12000, 0, 0, 319, 0, 725, 883, 0, 952, 5000, 345, 117, 0, 661, 321, 874, 89, 370, 1000, 546, 160, 0, 376, 0, 957, 0, 0, 33000, 616, 0, 0, 50000, 12000, 23000, 0, 0, 0, 0, 0, 0, 0, 0, 15000, 580, 0, 1000, 0, 0, 0, 1000, 838, 0, 313, 215, 1000, 0, 375, 484, 0, 135, 0, 128, 0, 0, 0, 0, 1000, 0, 0, 8000, 0, 0, 27000, 18000, 196, 0, 8000, 45000, 65000, 713, 15000, 0, 15000, 24000, 11000, 0, 0, 0, 559, 40000, 0, 0, 0, 0, 0, 0, 0, 0, 0, 18000, 938, 0, 12000, 19000, 0, 0, 77, 859, 0, 0, 0, 0, 515, 20000, 0, 429, 0, 11000, 43000, 412, 226, 494, 0, 143, 0, 3000, 294, 532, 675, 0, 999, 3000, 508, 0, 0, 0, 12000, 345, 1000, 0, 140, 31, 0, 0, 0, 14000, 0, 0, 0, 129, 10000, 0, 43000, 0, 40000, 0, 54000, 2000, 0, 0, 0, 115000, 0, 0, 0, 0, 2000, 978, 10000, 0, 824, 0, 23000, 375, 80000, 0, 10000, 0, 0, 0, 16000, 0, 0, 0, 0, 446, 0, 650, 0, 0, 157, 357, 3000, 38000, 797, 0, 122, 0, 0, 724, 19000, 0, 97, 0, 916, 694, 311, 0, 10000, 1000, 413, 10000, 37000, 282, 11000, 45000, 479, 0, 0, 0, 391, 0, 515, 342, 802, 23000, 0, 19, 12000, 1000, 0, 13000, 13000, 11000, 0, 0, 13000, 9000, 0, 0, 0, 0, 0, 0, 0, 478, 990, 28000, 1000, 0, 10000, 403, 0, 0, 624, 256, 0, 0, 985, 0, 926, 15000, 0, 0, 21000, 9000, 0, 17000, 422, 0, 985, 0, 901, 0, 0, 0, 289, 0, 125, 0, 0, 0, 224, 30, 850, 0, 0, 0, 0, 0, 0, 0, 160, 244, 4000, 0, 0, 0, 0, 33000, 5000, 0, 0, 352, 1000, 0, 113, 0, 543, 1000, 915, 23000, 989, 35000, 0, 33000, 0, 0, 24000, 18000, 0, 15000, 14000, 26000, 0, 963, 0, 10000, 65000, 0, 40000, 23000, 0, 0, 22000, 232, 122, 1000, 11000, 575, 14000, 0, 599, 45000, 1000, 5000, 25000, 0, 0, 19000, 562, 0, 0, 0, 0, 0, 0, 0, 16000, 11000, 738, 740, 207, 0, 0, 327, 0, 462, 393, 47000, 920, 0, 0, 0, 0, 0, 507, 21000, 247, 13000, 0, 0, 10000, 0, 0, 225, 777, 69, 27000, 559, 40, 0, 1000, 0, 0, 750, 14000, 0, 0, 30000, 0, 0, 0, 0, 0, 2000, 38000, 0, 33000, 689, 3000, 0, 528, 7000, 32000, 0, 0, 0, 24000, 0, 0, 0, 0, 17000, 0, 625, 51000, 0, 22000, 0, 8000, 16000, 27000, 0, 92000, 0, 0, 842, 118, 762, 576, 11000, 0, 0, 0, 15000, 131, 816, 0, 309, 830, 708, 0, 26000, 550, 872, 111, 11000, 167, 314, 614, 182, 0, 10000, 132, 108, 0, 0, 0, 161, 278, 657, 16000, 0, 251, 456, 0, 359, 0, 0, 29000, 0, 16000, 8000, 0, 1000, 43000, 280, 453, 0, 33000, 0, 0, 140, 38000, 360, 15000, 414, 1000, 0, 0, 21000, 0, 129000, 28000, 0, 60000, 0, 100, 0, 15000, 0, 0, 21000, 290, 14000, 0, 4000, 0, 0, 31000, 58000, 63, 902, 0, 0, 710, 949, 635, 545, 837, 62000, 491, 812, 595, 1000, 131, 0, 217, 417, 430, 0, 0, 0, 26, 20000, 43000, 0, 37000, 174, 76, 0, 0, 0, 442, 348, 0, 117, 0, 24000, 448, 56000, 0, 88, 0, 0, 0, 10000, 0, 14000, 14000, 0, 381, 12000, 0, 963, 323, 1000, 0, 0, 0, 0, 0, 0, 0, 0, 22000, 500, 13000, 0, 10000, 24000, 588, 0, 140, 0, 0, 560, 0, 19000, 352, 250, 11000, 566, 3000, 0, 1000, 285, 13000, 0, 0, 305, 0, 321, 45000, 0, 0, 0, 0, 39000, 10000, 0, 0, 13000, 11000, 0, 20000, 0, 0, 0, 0, 134, 0, 0, 0, 32, 0, 0, 592, 974, 857, 0, 407, 0, 0, 474, 1000, 0, 655, 0, 298, 24000, 104, 39000, 10000, 0, 1000, 0, 544, 31000, 0, 0, 0, 0, 951, 17000, 374, 869, 16000, 305, 43, 0, 0, 278, 63, 7000, 0, 0, 0, 682, 619, 0, 60000, 0, 608, 0, 853, 0, 0, 0, 0, 304, 0, 68, 594, 0, 371, 15000, 38000, 0, 57, 400, 21000, 5000, 872, 100, 117, 932, 0, 3000, 0, 0, 2000, 0, 0, 0, 0, 756, 10000, 0, 0, 19000, 20000, 0, 0, 27, 5000, 0, 0, 241, 0, 51000, 0, 7000, 13000, 0, 5000, 24000, 0, 0, 816, 25000, 0, 12000, 0, 12000, 11000, 392, 10000, 0, 14000, 387, 227, 0, 671, 35000, 603, 100, 0, 571, 166, 115, 24, 11000, 150, 16000, 20000, 0, 587, 0, 0, 706, 0, 0, 157, 210, 244, 793, 0, 42, 47, 0, 995, 14000, 12000, 698, 17000, 0, 337, 12000, 0, 0, 409, 48000, 0, 81, 219, 130, 0, 23000, 1000, 0, 307, 31000, 0, 0, 0, 163, 0, 0, 420, 0, 0, 0, 102, 161, 1000, 0, 0, 12, 11, 51, 0, 0, 816, 0, 0, 0, 0, 491, 43, 0, 287, 0, 44, 180, 1000, 51, 139, 86, 238, 11000, 0, 155, 46000, 26000, 60, 183, 19000, 339, 898, 60000, 123, 0, 0, 0, 439, 865, 0, 0, 12000, 14000, 426, 754, 638, 2000, 0, 672, 167, 0, 0, 583, 12000, 121, 0, 166, 0, 594, 0, 363, 26, 30, 14000, 261, 0, 0, 169, 661, 423, 170, 133, 11000, 46, 178, 98, 12000, 93, 0, 801, 72, 465, 0, 0, 30, 0, 569, 26, 29000, 246, 0, 0, 406, 21000, 566, 132, 26000, 0, 0, 667, 3000, 0, 0, 471, 0, 0, 0, 24000, 30, 0, 0, 812, 265, 0, 451, 0, 13, 0, 85, 489, 10000, 2000, 297, 0, 171, 697, 19000, 74, 0, 413, 456 ], "xaxis": "x", "y": [ 7.9, 7.1, 6.8, 8.5, 6.6, 6.2, 7.8, 7.5, 7.5, 6.9, 6.1, 6.7, 7.3, 6.5, 7.2, 6.6, 8.1, 6.7, 6.8, 7.5, 7, 6.7, 7.9, 6.1, 7.2, 7.7, 8.2, 5.9, 7, 7.8, 7.3, 7.2, 6.5, 6.8, 7.3, 6, 5.7, 6.4, 6.7, 6.8, 6.3, 5.6, 8.3, 6.6, 7.2, 7, 8, 7.8, 6.3, 7.3, 6.6, 7, 6.3, 6.2, 7.2, 7.5, 8.4, 6.2, 5.8, 6.8, 5.4, 6.6, 6.9, 7.3, 9, 8.3, 6.5, 7.9, 7.5, 4.8, 5.2, 6.9, 5.4, 7.9, 6.1, 5.8, 8.3, 7.8, 7, 6.1, 7, 7.6, 6.3, 7.8, 6.4, 6.5, 7.9, 7.8, 6.6, 5.5, 8.2, 6.4, 8.1, 8.6, 8.8, 7.9, 6.7, 7.8, 7.8, 6.6, 6.1, 5.6, 6.4, 6.1, 7.3, 6.6, 6.3, 6.1, 7.1, 5.5, 7.5, 7.6, 6.4, 7.2, 6.7, 8, 8.3, 6.7, 5.9, 6.7, 6.7, 7.6, 7.2, 7.1, 8.1, 6.7, 7, 6.9, 5.1, 5.8, 6.2, 7.4, 5.8, 6.2, 7.3, 4.2, 6.9, 6.4, 5.4, 6.7, 5.8, 6.9, 7.2, 6.9, 6.1, 5.5, 6.6, 6.1, 6.3, 7.2, 7.4, 7.3, 6.1, 7.7, 6.1, 8, 7.3, 7.9, 5.5, 5, 7.7, 6.6, 5.7, 5.8, 6, 6.4, 6.9, 6.4, 7.4, 5.5, 5.9, 6.8, 6.8, 8.1, 6.5, 7.2, 6.7, 8.1, 7.6, 7.4, 7.6, 6.7, 6.5, 6.6, 6.7, 6.4, 5.8, 7.4, 7.8, 6.6, 4.9, 6.5, 6.2, 7.3, 7.5, 5.6, 8.1, 6.7, 6.6, 6.4, 7.5, 7.3, 7.5, 5.8, 7.5, 6.6, 6.7, 3.7, 6, 6.4, 6.1, 6.4, 5.6, 8, 5.2, 7.1, 4.8, 7, 5.4, 6.6, 6.7, 6.2, 6.1, 5.3, 6.3, 7, 7.6, 6.7, 8.1, 6.7, 6.5, 7.3, 6, 6.1, 5.9, 7.8, 5.8, 6.3, 4.3, 6.4, 6.1, 6.5, 7.1, 6.4, 6.5, 6.3, 7.5, 4.9, 5.8, 6.2, 5.5, 5.4, 5.8, 7.1, 5.4, 3.7, 6.7, 7.2, 8.8, 5.8, 6.8, 3.8, 7.1, 7.2, 5.9, 7.1, 8.1, 6.9, 4.4, 6.5, 8.5, 7.7, 7.4, 8, 5.7, 8.5, 7, 7.8, 7.2, 6.4, 5.5, 6.7, 6.1, 8.5, 6.9, 7.3, 6.7, 6.9, 5.1, 6.8, 6.7, 6, 5.7, 8, 8.2, 5.4, 7.2, 7.5, 7, 3.3, 6, 7.1, 5.4, 6.1, 5.3, 2.2, 7, 3.8, 6.9, 7.2, 7.3, 6.3, 7.5, 7.6, 6.8, 5.2, 7.7, 6.2, 7.7, 4.3, 6.9, 6.6, 7, 6.7, 8.2, 8.9, 8.7, 5.5, 5.7, 6.3, 5.9, 7.6, 6.6, 5.3, 6, 8, 5.6, 5.9, 7.3, 7.9, 6.8, 6.6, 6.6, 7, 7, 7.3, 5.5, 8.5, 7.5, 7, 7.8, 7.6, 7.6, 6.8, 5, 7.1, 5.5, 5.6, 7.1, 4.9, 7.4, 5.7, 6.4, 5.9, 5.5, 6.9, 6.2, 7, 5.6, 7, 6.8, 5.4, 6.1, 6.7, 6.9, 8, 4.4, 7.3, 6.3, 7.7, 6.5, 7.8, 6.4, 7.8, 5.8, 7.1, 7.1, 6.8, 4.8, 6.2, 6.9, 7.3, 6.6, 6.9, 6.2, 6.7, 7.6, 6.7, 6.2, 7.3, 6, 7.1, 7.1, 5.5, 5.6, 7.5, 5.4, 4.3, 4.9, 7.1, 6.4, 4.3, 6.1, 7, 7.7, 5.9, 6.7, 6.5, 7.1, 7.3, 6.5, 7, 6.8, 7.2, 6.1, 6.7, 6.4, 4.4, 5.4, 6.5, 6.7, 8.1, 5.6, 6.3, 7.3, 6.1, 7.7, 6.4, 6.8, 6.6, 7.2, 6.9, 5.2, 4.9, 6.3, 5.6, 5.5, 6.7, 7.6, 5.7, 4.6, 7, 5.2, 5.1, 6.6, 6.7, 7.3, 5.9, 5.6, 6.5, 5.9, 7, 5.3, 5.9, 6.3, 6.3, 7.3, 5.8, 5.2, 2.4, 5.7, 5.8, 5.6, 6, 5.8, 6, 5.7, 6, 7.8, 4.2, 5.6, 8.2, 8.5, 5.8, 6.5, 7.2, 6.7, 3.4, 5.9, 7.8, 5.9, 4.1, 6.8, 5.8, 7.5, 6.9, 6.5, 6.9, 7.9, 7.4, 6.7, 7.4, 6.9, 6.8, 6.7, 5.1, 4.1, 7.3, 6, 7.3, 5.4, 5.9, 7.1, 6, 6.5, 5.7, 7.6, 6.6, 5.4, 7.3, 6.5, 6.6, 6.6, 5.9, 6.7, 6.1, 6.6, 6.6, 5.3, 6, 4.7, 6.1, 7.2, 6.4, 6.1, 5.9, 6, 6.3, 5.6, 6.4, 7.1, 6.6, 4.6, 8.4, 7.1, 7.4, 6.9, 4.5, 7.1, 6.5, 5.3, 6.7, 7.2, 7.2, 5.5, 5.8, 6, 6.6, 8.3, 6.7, 7.1, 6, 6.9, 5.6, 5.6, 4.5, 7.1, 6.5, 6.4, 5.8, 8, 6.2, 7.2, 6.1, 7.6, 6.3, 6.3, 6.3, 7.7, 7, 5.3, 5.6, 5.2, 5.4, 6.4, 5.9, 6.3, 6.5, 3, 3.6, 5.8, 6.2, 5.6, 5.4, 6.1, 4.2, 6.7, 4.2, 6.4, 4.9, 6.8, 7.7, 5.6, 6.4, 7.2, 6, 5.9, 7.9, 7.1, 5.9, 6.2, 7, 5.4, 8.6, 6.5, 6.4, 7.6, 5.5, 7.4, 8.7, 7.6, 5.5, 7.6, 6.5, 6.9, 6.7, 6.6, 7.2, 6.4, 6.4, 6, 6.1, 6, 6.4, 6.4, 7.3, 5.2, 6.6, 6.3, 5.9, 6.7, 5.4, 6.4, 6.7, 6.2, 6.1, 8.8, 7.1, 5.7, 5, 5.1, 6.9, 4.8, 6.5, 5.1, 7.1, 7.5, 6.2, 6.3, 8.1, 6.6, 6.9, 6.1, 4.3, 6.6, 6.8, 3.8, 5.9, 7.9, 6.3, 5.5, 7.7, 6.3, 7.1, 8.5, 5.8, 8.1, 7.9, 7.2, 6.3, 8.1, 7, 5.5, 6.7, 5.2, 7, 6.1, 6.6, 5.5, 5.9, 5.4, 6.4, 5.7, 6.7, 7.1, 6.8, 6.5, 7.6, 5.5, 6.5, 7, 5.8, 7.3, 6.6, 4.4, 7.7, 5, 7.7, 4.4, 6.1, 5.4, 6.8, 6.5, 7, 6.3, 6.3, 6.1, 6.1, 5.3, 5.4, 6.2, 6.6, 5.9, 6.3, 7.2, 6.8, 6.1, 7.8, 5, 6.2, 6.7, 4.9, 7.4, 6.2, 4.9, 6.1, 6.1, 6.4, 6.3, 6.6, 5.7, 5.9, 6, 6.1, 6.7, 6.7, 7.9, 4.3, 5.7, 6.7, 6.7, 6.1, 5.6, 6.6, 6.9, 4.8, 6.2, 6, 4.9, 5.6, 6.1, 6.1, 4.8, 5.5, 3.8, 6.5, 6.7, 8.1, 4.9, 7.3, 6.4, 6.7, 3.6, 5.7, 6, 4.7, 6.3, 5.9, 5.9, 7.5, 5.6, 6.4, 6.3, 4.3, 5.9, 5.5, 6.2, 8.8, 5.2, 7, 6.6, 7.3, 5.6, 6.6, 5.4, 6.3, 7.9, 6.3, 6, 7.2, 5.1, 7.3, 8, 6.2, 6, 6.7, 8.1, 6.4, 8, 6.3, 6.4, 6.6, 6.4, 6, 6.6, 5.9, 6.4, 6.3, 7.3, 6.8, 7.2, 5.7, 6, 6.5, 5.8, 5.8, 6.7, 7.8, 5.6, 5.8, 7.4, 6.9, 5.5, 6.3, 4.7, 5.6, 6.4, 4.2, 6.4, 7.7, 6.7, 7.7, 5.7, 7.6, 6.4, 5.6, 6.8, 2.4, 6.2, 5.9, 7.1, 7.6, 5.5, 7, 7.1, 7.4, 7.6, 5.9, 5.9, 8, 7.4, 5.8, 6.3, 5.7, 5.1, 7.6, 6.4, 7.4, 8.2, 6.5, 5.5, 6.5, 5.6, 4.6, 7.9, 7.1, 6.9, 7.3, 7, 7.7, 6.7, 6.3, 5.8, 7.1, 7.3, 6.4, 7.1, 7.6, 6.8, 6.6, 6.7, 6.1, 6, 7.6, 7.1, 5, 6.2, 5.6, 7.4, 5, 5.2, 7.6, 6.6, 7, 5.7, 8.2, 6.2, 6.6, 4.7, 6.3, 6.1, 6.7, 6.1, 7, 7.4, 7.3, 5.8, 6.7, 5.8, 7.8, 6.6, 6.5, 6.7, 7.3, 5.8, 5.5, 6.3, 7.4, 5.9, 6.2, 5.9, 6.5, 4.4, 3.5, 6.6, 6, 6.4, 6.5, 4.3, 4.2, 6.5, 6.1, 6.3, 6.2, 5.9, 5.9, 6.5, 6.4, 6.5, 5.7, 8, 7.3, 6.7, 7.5, 5.4, 6.6, 7.7, 5.8, 5.6, 6, 6.2, 5.9, 5.1, 6.8, 6, 5.1, 5.8, 6.2, 6.4, 4.8, 4.9, 5.6, 5.5, 3.7, 5.9, 6.3, 7.6, 8.3, 6.9, 6.7, 6.8, 7.1, 6.4, 6.4, 7.4, 6.4, 6, 6.5, 7.8, 6, 7, 6, 6.1, 6.8, 6.4, 4.5, 5.8, 6.3, 5.7, 7.2, 7.6, 4.7, 6.6, 6.8, 7.3, 4.8, 6.3, 5.5, 6.2, 5.8, 5.7, 6.5, 6.7, 7.4, 6.9, 5.5, 8.1, 7.7, 7.3, 5.2, 7.1, 7.1, 7.2, 6.5, 4.6, 5.6, 7.7, 7.2, 6.8, 5.4, 6.3, 5.6, 6.8, 4.3, 6.3, 6.5, 6.4, 6.3, 5.9, 6.5, 6.5, 6.1, 5.9, 6.6, 7.4, 7.3, 6.6, 5.6, 5.3, 6, 5.4, 6.8, 6.4, 7.1, 4.9, 5.8, 7.1, 7.2, 6, 6, 7, 5.4, 6.5, 6.4, 4.9, 6.3, 7.7, 7.8, 5.5, 7.5, 6.4, 5.6, 7.5, 6.8, 6.8, 6, 7.3, 6, 7, 5.1, 6.8, 6.5, 6.6, 7.2, 7, 7, 5.9, 5.4, 6.6, 7, 6.5, 6.3, 6.5, 6.5, 5.8, 6.6, 5.4, 6.1, 4, 7.6, 7.9, 5.3, 6.6, 6.3, 7.2, 7, 6.9, 5.2, 8.1, 6.6, 6.2, 7.2, 7.3, 6.7, 6.4, 7.8, 6.4, 4.1, 4.1, 7.4, 5.8, 7.6, 7.2, 7.8, 7.7, 6.4, 5.1, 5.5, 7.4, 6, 7.5, 7, 7.5, 7.3, 5.7, 7.3, 7.2, 5.9, 7.8, 7.7, 8.1, 6.6, 7.1, 5.9, 8, 4.6, 6.1, 6.4, 6, 5.2, 7.6, 6.4, 6.1, 6.1, 5.2, 7.7, 7.3, 6.9, 8.5, 6.3, 5.9, 7.8, 6.7, 6.4, 5.9, 6.6, 6.8, 6.5, 6.6, 5.8, 6.9, 7.1, 5.8, 7.2, 6, 4.7, 5.2, 5.5, 7, 5.8, 6.2, 6.5, 7.2, 5.1, 4.7, 5.9, 5.8, 7.2, 6.2, 5.7, 6.1, 6, 6.9, 6.5, 5, 5.7, 7, 5.1, 5.3, 4.4, 4.7, 6.7, 6.7, 5.7, 7.4, 6.1, 6.4, 6.2, 6.2, 5.9, 4, 6.2, 4.6, 6.4, 5.9, 5.1, 7.6, 4.2, 7.8, 5.8, 5.9, 8.4, 4.8, 6.2, 6.5, 6.3, 3.3, 5.9, 5.8, 4.7, 4.1, 6.8, 6.2, 4.5, 5.8, 7.3, 5.9, 4.4, 5.8, 5.1, 6.9, 6.2, 6.9, 7.3, 7.1, 6, 7, 7.6, 7.1, 6.7, 7, 8, 5.3, 4.9, 6.4, 6.1, 6.5, 5.7, 5.1, 6.6, 6.5, 6.9, 7.6, 5.6, 6.2, 4.4, 5.6, 5.5, 6.7, 6.1, 6.2, 7.3, 6.6, 8.2, 6.4, 6.4, 5.2, 6.5, 7.1, 7.3, 5.2, 7.7, 7.6, 5.7, 7, 6, 8.1, 8, 5.6, 6.1, 6.9, 5.2, 7, 6.3, 7, 6.9, 6.2, 6.4, 6.4, 5.7, 6.1, 5.4, 6.7, 6.8, 6, 7.8, 5.3, 4.5, 5.4, 7.8, 7.2, 6.6, 7.6, 5.9, 6.7, 7.7, 5.4, 6.9, 7.7, 6.8, 6.4, 5.7, 7.3, 6.8, 6.3, 5.9, 7.4, 8.3, 6.2, 6.3, 5.8, 7.5, 6.3, 6.4, 7.2, 6.3, 6.9, 6.6, 6, 7.5, 7.7, 6.2, 5.4, 6.6, 5.3, 5.6, 5.9, 7.8, 6.7, 7.4, 6.2, 5.4, 6.7, 5.3, 5.9, 4.8, 3.8, 8.5, 6.8, 5.3, 7.3, 6.6, 6.2, 5.2, 6.2, 6.2, 6.6, 6.2, 5.1, 6.6, 6.1, 6.6, 5.9, 6.3, 7.1, 5, 5.6, 7.4, 4.5, 6.2, 5, 6.5, 5.1, 6.5, 6.2, 6.3, 3.8, 6.2, 5.7, 6.7, 6.8, 6, 7.3, 5.5, 6.7, 4.8, 5.7, 5.1, 6, 4.2, 7.4, 4.6, 6.9, 6.9, 8, 6.4, 6.3, 6.8, 6.8, 5.4, 7.2, 7.3, 5.2, 5.5, 7.7, 7.1, 5.3, 5.6, 5.7, 7.1, 7.6, 5.5, 5.1, 4.9, 6.5, 5.6, 5.3, 6.5, 6.8, 6.5, 6, 8.4, 6, 7.6, 6.9, 6.4, 5.1, 7, 5.7, 6.8, 6.7, 6.2, 7.2, 6.2, 5.6, 4.4, 7.5, 7.1, 6.4, 7.1, 6.9, 7.5, 6.3, 6.4, 5.9, 6.8, 6.3, 3.6, 5.3, 5.9, 6.9, 6.9, 6.1, 8.5, 6.3, 7.3, 6.3, 7.2, 7.3, 6.3, 8.1, 6.9, 6.3, 7.3, 5.5, 6.1, 6.9, 7.2, 6.4, 6.4, 8.3, 7.2, 6.8, 6.5, 7.8, 7.6, 7.2, 6.7, 6.8, 6.3, 6.2, 6.2, 8.6, 8, 7, 8, 8.1, 6.7, 7.9, 6.1, 4.2, 6.1, 6.6, 7.5, 7.4, 7.2, 6.9, 7.4, 5.4, 6.8, 6.3, 7.2, 6.9, 6, 5.9, 5.4, 5.9, 6.1, 7.7, 5.8, 7.6, 6.1, 5.4, 5.1, 6.4, 6.3, 7.5, 7.1, 7.8, 6.5, 6.6, 7.4, 7.6, 7.5, 6.6, 7.2, 7.6, 6.2, 5.6, 7.6, 6.6, 7, 2.7, 7.6, 6.6, 6.9, 6.8, 3.7, 6.1, 5.9, 6.7, 6.9, 5.5, 7.1, 7.1, 7.3, 3.4, 6.8, 6.9, 7, 5.5, 5.1, 6.2, 5.9, 5.2, 6.2, 5.5, 7.4, 4.4, 6.3, 6.1, 5.3, 5.4, 6.7, 5.9, 7.3, 5.5, 5.8, 4.6, 6.7, 5.1, 5.6, 7, 6.4, 6.7, 4.1, 5.5, 2.7, 6.4, 4.8, 6.1, 4.8, 7, 6.8, 5.6, 6.1, 7.9, 8.4, 6.5, 7.1, 6.6, 7, 5.6, 4.8, 7.5, 6, 6.8, 6.5, 7.9, 6.4, 5.8, 7.7, 5.3, 5.3, 7.5, 6.9, 4.9, 7.1, 8, 7.9, 7.6, 5.9, 6.3, 6.4, 8.2, 6.9, 7.8, 6.7, 7.5, 7.4, 5.2, 7.6, 7.3, 6.6, 6.8, 6.9, 5.8, 6.6, 6.7, 6.7, 6.3, 7.7, 6.1, 4.9, 6.2, 7.8, 8.2, 6.9, 6.2, 6.9, 4.8, 8, 5.3, 6.7, 5.4, 5.4, 4.9, 6.1, 5.8, 7, 6.5, 6.6, 5.7, 6.6, 7, 7.4, 5.3, 7.4, 7.4, 6.8, 7.2, 6, 7.8, 6.6, 7.9, 5.7, 7.1, 5.6, 7.8, 7.9, 6.9, 7.7, 6.9, 6, 6.2, 5.9, 6.8, 3.6, 6.7, 6.3, 6.4, 6.4, 5.7, 6.2, 5.2, 6.1, 7.1, 7.2, 6.5, 6, 7, 7, 7.5, 6.6, 7.4, 6.5, 6.2, 7.8, 5.2, 6.5, 6.5, 5.2, 7.2, 7.1, 4.5, 5.7, 6, 6.4, 5.2, 4.3, 6.1, 6.8, 5.2, 6.5, 7.5, 7.1, 6.9, 8, 8.2, 6.4, 7.9, 6.7, 6.1, 8.9, 8.1, 6.2, 4.9, 5.8, 6, 7, 6, 7.9, 8.1, 6.2, 6.7, 7.3, 4.6, 6.1, 6.2, 7.8, 6.1, 5.8, 6.5, 7.2, 7.8, 4.7, 6.8, 5.9, 7.2, 8.7, 5, 6.6, 8.3, 6.7, 7.8, 6.5, 6.1, 8.1, 5.2, 5.6, 5.8, 6.6, 6.6, 5.5, 7, 6.5, 5.8, 5.6, 5.6, 5.8, 7.6, 6.4, 6.3, 4.6, 6.5, 7.5, 7.5, 5.3, 7.5, 3.3, 3.5, 9.3, 4.8, 6.9, 6, 7.3, 6.6, 7.5, 6.9, 6.8, 6.3, 6.4, 5.6, 6.3, 7.3, 6.6, 4.6, 5.1, 5.6, 5.3, 5.6, 5.9, 4.7, 4.8, 6.8, 5.4, 5.1, 7, 4, 7.3, 6.8, 7, 7.1, 6.9, 7.3, 8.2, 7.1, 7.7, 6.5, 4.9, 6.4, 5.9, 6.2, 5.8, 6.7, 5.9, 7.3, 4.1, 4.9, 7.9, 5.6, 5.2, 4.1, 6.6, 2.9, 6.5, 7.2, 6.8, 7.8, 6.7, 7.1, 5.7, 5.3, 7.7, 6.1, 7.3, 7.2, 5.3, 6.1, 5.8, 5.7, 6.7, 6.5, 7.2, 7.6, 4.6, 6.9, 6.6, 6.3, 6.2, 5.3, 7.3, 5.6, 6.2, 5.2, 5.3, 5.4, 4.9, 5.5, 6.7, 3.9, 7.2, 5.1, 6.5, 8.2, 7.7, 7.2, 6.1, 8.8, 6.8, 6.8, 6.7, 7.1, 7.1, 6.1, 8, 7.5, 6.6, 5.4, 6.1, 6.1, 5.6, 5.8, 2.8, 6.7, 5.1, 7.2, 6, 6.7, 6.2, 6.2, 6.8, 7.1, 7.1, 7, 7.1, 6.4, 7, 6.2, 7.5, 4.8, 7.3, 5.8, 7.6, 5.6, 7, 6.6, 6.5, 7.4, 4.6, 6.4, 6, 5.9, 6.4, 6.6, 6.9, 6.9, 5.8, 6.4, 5.3, 6.5, 5.7, 6.7, 3.9, 4.1, 6.2, 3.8, 5.1, 7.8, 7.8, 6.1, 5.8, 6.3, 5.4, 7.3, 6.8, 7.3, 6.5, 7.2, 6.3, 5.9, 7.8, 7.4, 4.8, 6.3, 7.8, 7.5, 6.8, 6.6, 4.6, 7.1, 6.1, 6.7, 7.1, 5.8, 6.7, 5.8, 6.8, 8.5, 6.6, 7.7, 4.7, 6.4, 5.5, 8.6, 7, 7.1, 5.7, 3.7, 7.5, 4.6, 4.9, 6.9, 7.1, 5.8, 5.4, 7.3, 7.1, 5.8, 8.1, 5.7, 4.4, 7.9, 7.6, 4.8, 6.7, 2.7, 5.8, 7.5, 5.4, 4.1, 5.9, 6.3, 6.8, 2.3, 6.9, 8.1, 6.1, 5, 5.5, 6.2, 6.2, 6.3, 6.7, 3.5, 7.5, 6.6, 7.5, 7.2, 4.8, 6.6, 3.5, 7.6, 6.3, 5.5, 6.3, 6.5, 6.9, 7.6, 3.9, 6.1, 7.3, 8.3, 5.8, 6.8, 7, 5.9, 6.5, 6.4, 5.8, 5.1, 6.8, 5.3, 5.3, 4.9, 6.8, 7.1, 6.1, 8.5, 5.9, 6.3, 5.9, 5.4, 6.9, 7.5, 8.2, 5.9, 5, 7.3, 6.4, 6.6, 7.8, 4, 7.6, 7.7, 5.8, 5.2, 5.6, 5.3, 6.6, 1.9, 5.7, 6.6, 6, 6.1, 4.8, 6.2, 7.5, 6.3, 7.1, 6.6, 6.1, 6.7, 5.6, 7.2, 4.3, 6.4, 7.1, 6.3, 7.4, 6.1, 6.6, 6, 6.8, 6.8, 7.2, 1.9, 5.5, 4.5, 6.3, 6.7, 2.8, 5, 4.3, 5.6, 6.2, 5.3, 7.4, 7.4, 6.5, 7.1, 7.2, 2.3, 6.4, 6.1, 7, 7, 7, 4.9, 6.9, 7.5, 6.9, 4.5, 7.4, 7, 2.8, 7.5, 7.1, 6.4, 6.7, 5.3, 6.2, 6.4, 5.1, 5.5, 5.4, 7.5, 7.4, 8, 5.7, 6.8, 5.9, 7.2, 5.5, 8.5, 5.6, 4.1, 6.1, 5.4, 7.1, 3.6, 6.5, 8.6, 7, 7.6, 6.5, 6.4, 6.3, 5.7, 6.3, 6, 7.7, 6.2, 7.7, 6.4, 6.4, 6.9, 7.3, 7.3, 6.2, 6.6, 6.7, 5.7, 3.1, 6.3, 5.7, 7.1, 7, 6.1, 6.6, 7.8, 8.3, 3.9, 7, 6.7, 7.3, 6.3, 7.8, 7.3, 7.6, 5.3, 7.9, 5.3, 6.8, 7.1, 5.8, 5.8, 8.3, 5.6, 6.8, 5, 7.6, 6.7, 6.7, 5.7, 5.2, 7.5, 7.2, 5.3, 6.5, 5, 6.1, 4.4, 7.5, 5.7, 5.5, 7.1, 5.9, 6.7, 7, 7.9, 6.9, 7.3, 7.3, 3.5, 7.8, 6.7, 6.4, 7.1, 7.8, 5.9, 7.2, 6.2, 6.7, 7.6, 6.2, 6.5, 8.1, 6.3, 4.4, 6, 7.6, 8.4, 7.9, 5.6, 6.5, 7.5, 6.3, 7.9, 5.1, 6.7, 6.7, 5.6, 5.6, 6.8, 6.2, 5.6, 6.4, 5.6, 7.4, 7.2, 4.9, 7.5, 4.8, 3.1, 5.8, 6.7, 6.5, 5.9, 5.5, 3.6, 7.4, 3, 7.6, 6.4, 6.9, 6.6, 5.5, 4.1, 6.8, 6.5, 7.4, 7.7, 7.1, 6.3, 7.6, 8, 7.3, 7.6, 7.8, 6.5, 6.4, 8, 4.8, 7.8, 5.9, 5.4, 3.3, 8.2, 5.4, 6.4, 4.8, 5.9, 5.5, 7.9, 4.9, 7.2, 5.3, 7.2, 5.1, 5.6, 7.6, 7.2, 5.7, 5.2, 7.7, 7, 6, 6.6, 6.8, 7.2, 7.2, 2.8, 6.6, 6.7, 7, 4.4, 6.2, 7.3, 5.1, 6.6, 4.5, 5.9, 6.6, 6.5, 7.3, 7.5, 5.9, 7.4, 6.9, 7.9, 8.4, 8, 6, 6.8, 7.8, 8.1, 6.1, 6.2, 6.2, 7.4, 6.6, 7.3, 7.5, 5.6, 7.3, 6.4, 5, 5.4, 7.1, 5.3, 6.5, 6.2, 6.4, 6.9, 5.7, 7.7, 5.4, 5.6, 7.7, 5.1, 6.8, 8.4, 4.9, 7.1, 6.6, 6.1, 4.1, 5.8, 8.1, 7.6, 7.8, 4.6, 6, 7, 6.7, 6.4, 7.2, 7.4, 4.8, 4, 6.2, 7.7, 6.7, 7.9, 7.9, 5.5, 6.2, 5.1, 4.1, 6.7, 4.7, 6.4, 6.3, 5.5, 7.3, 6.3, 4.9, 7.6, 6, 6.2, 6.8, 4.5, 5.7, 4.6, 6.2, 7, 6.9, 6.7, 5.6, 6.6, 6.4, 2.8, 5.4, 5, 5.1, 8, 5.9, 8.2, 7, 6.6, 6.7, 5.5, 4.9, 6.9, 5.6, 8, 5.3, 6.2, 5.3, 6.6, 7.2, 4.6, 7.5, 6.5, 7.6, 6.2, 8, 6.3, 7.2, 6.7, 5.3, 6.3, 6.5, 8.3, 7.2, 6.8, 6.4, 6.9, 6.2, 6.1, 5.1, 4.5, 5.9, 8.1, 5.7, 6.8, 7.5, 8.3, 7.4, 8, 6.9, 6.9, 5.5, 7.2, 6.9, 5.5, 5.2, 7.1, 5.5, 6.7, 5, 6.4, 6.6, 5.9, 5.7, 4.5, 5, 4.6, 6.5, 4.9, 6, 6.9, 5.7, 6.9, 4.4, 7, 5.4, 5.4, 7.6, 5.9, 6.6, 6.7, 3.9, 5.7, 6.5, 6.8, 7.3, 7, 6.5, 7.7, 7.7, 5.9, 6.8, 7.4, 5.1, 7.4, 7.2, 8.3, 8.1, 7.3, 3.6, 1.6, 8, 6.2, 9, 6.1, 5.7, 6.8, 5.5, 6.8, 7.3, 6.1, 7.2, 5.9, 6.1, 6.8, 7.7, 4.9, 6.1, 2.5, 6.1, 5.9, 5.7, 5.6, 7.2, 7.7, 7.8, 6.1, 5.8, 6.5, 7.9, 6.3, 3.8, 8.3, 6.4, 6.7, 6.1, 6, 5.8, 5.6, 6.1, 5.9, 7.3, 6.8, 5.7, 7.3, 6.3, 5.9, 7.1, 7.1, 8, 5.1, 7.1, 6.5, 4.5, 6.6, 4.3, 6.7, 5.4, 6.6, 7.3, 6.9, 8, 7.8, 6.1, 5.1, 7.4, 7.8, 8, 6.7, 6.6, 6.4, 6.7, 6.2, 7.3, 8.1, 7, 8, 8, 7, 7.9, 5.9, 6.6, 6.3, 7.7, 6.9, 7.1, 7.4, 6.5, 6.5, 6.8, 7.5, 6.6, 7.1, 6.6, 7, 3.3, 6.7, 6.8, 6, 5.4, 4.3, 6.2, 7.7, 8, 7.4, 5.9, 7.8, 7.4, 6.5, 7, 7.6, 6.9, 5.3, 6.4, 7.8, 6.7, 5.3, 6.3, 7, 6.6, 8.4, 5.4, 7.8, 7.6, 6.6, 6.4, 7, 5.7, 5.9, 6.3, 6.3, 6.2, 2.1, 5, 5.3, 7.1, 7, 7.1, 7, 7.7, 7.1, 6.8, 7.5, 6.3, 7.3, 6.8, 7.2, 6.4, 6, 6.4, 7.5, 4.6, 7.7, 6.7, 5.6, 7.5, 5.8, 8.3, 6.6, 7.2, 8.7, 6, 8, 4.5, 7.9, 7.5, 6.8, 7.2, 7.1, 7.4, 7.6, 6.9, 6, 7.3, 4.6, 6, 5.5, 7.5, 6.3, 5.1, 6.8, 5.3, 7.3, 7.3, 7.1, 7.6, 5.3, 7.8, 7.7, 7.7, 5.4, 6.2, 7.4, 6.2, 5.1, 6.8, 7.4, 5.8, 6.4, 6.9, 5.5, 5.4, 8.3, 7.9, 6.5, 6.4, 5.8, 6.6, 8.3, 6.2, 6.9, 5.9, 6.1, 5.8, 7.3, 5.9, 5.5, 5, 7, 6.4, 5.9, 7, 6.1, 6.9, 7.5, 7.3, 6.5, 6.2, 6, 6.3, 5.8, 6.1, 6.9, 5.4, 6.7, 7.4, 5.6, 6.5, 6.5, 5.8, 5, 5.5, 6.5, 7.2, 5.2, 5.7, 4.7, 5.9, 6.8, 5.9, 7.7, 4.4, 6.6, 6.7, 5.5, 6.5, 6.2, 7.1, 6.1, 6, 7.4, 5.9, 4.1, 5.9, 7, 6.8, 7.4, 7.1, 7, 5.8, 7.8, 6.5, 7, 6.3, 5.3, 5.5, 7.4, 4.3, 6, 5.2, 6.7, 8.6, 6.1, 5.8, 7.7, 8, 5.6, 6.7, 6.6, 4.1, 7.3, 7.1, 6.5, 7, 5.5, 6.6, 7.1, 7.9, 7.1, 5.6, 7.3, 3.3, 6.5, 4.8, 5.2, 6.3, 7.2, 6.8, 5.7, 7.2, 6.9, 6.2, 6.7, 6.5, 7.2, 5.3, 6.7, 3.6, 5.7, 7.3, 5, 6.6, 7.3, 6.2, 6.6, 6.3, 3.3, 6.2, 3.5, 5.5, 5.9, 4.7, 3.9, 6.1, 6.7, 7.3, 6.7, 6.1, 6.9, 7.9, 4.5, 7.6, 7.5, 7.1, 6.9, 8.5, 7.5, 6.6, 8, 7, 6.8, 6.7, 6.5, 8, 6.5, 4.9, 7.1, 7, 7, 4.5, 7.7, 6.7, 7, 6.5, 6.2, 5.7, 6.4, 5.4, 6.1, 7.6, 6.2, 6.6, 7.3, 4.2, 6.5, 6.5, 5.7, 7.3, 6.9, 5, 7.3, 6.5, 2.1, 7, 8, 6.9, 7.1, 7.2, 6.7, 8.9, 7.9, 5.6, 8, 6.2, 7.9, 8.1, 7.6, 3.5, 7.6, 6.5, 5.6, 7.7, 5.2, 6.1, 7.4, 6.8, 6.4, 5.7, 6.7, 5.6, 7, 7.6, 6.5, 6.3, 7.1, 7.1, 6.9, 5.4, 5.1, 5.3, 7.3, 7.3, 7.1, 6, 6.6, 7.2, 7.2, 6.9, 6.8, 7.7, 7.4, 6.5, 6.4, 5.6, 6.8, 5.5, 6.9, 6, 6.4, 6.6, 5.3, 6.9, 6.5, 7.4, 6.9, 6.7, 7.6, 5.4, 7.3, 6, 7.2, 6, 3.1, 6.9, 6.2, 6.3, 6.7, 8, 7, 7.2, 6.2, 3.5, 7.5, 6.7, 9.2, 6.1, 7.7, 7.6, 6.1, 4.9, 6.8, 7, 5.7, 7.3, 7.5, 7.4, 7.2, 6.8, 6.8, 5.2, 7.2, 4, 6.8, 6.9, 7.3, 6.1, 7.8, 6, 7, 7.1, 6.2, 6.9, 7.6, 7.6, 6.4, 6.2, 7.5, 2, 6.2, 6.5, 6.8, 6.3, 6.3, 6.6, 6.4, 7.5, 6.5, 7.2, 6.3, 7, 6.3, 2.3, 7.1, 6.2, 6.7, 6.5, 5.9, 6, 6.9, 7.3, 7.7, 7, 6.4, 5.6, 8.2, 6.5, 8.1, 5.4, 6.3, 7.8, 6.8, 7.1, 6.2, 7.3, 5.9, 3.6, 7.7, 7.3, 7.4, 6.6, 6.9, 6.8, 7.2, 7.7, 8.1, 7.7, 7.6, 7.2, 7.2, 8.1, 7.5, 8.1, 7.8, 7.8, 5.8, 7.6, 7.4, 6.3, 6.9, 8.6, 5.1, 6.4, 7.9, 6.9, 7.5, 7.2, 5.8, 2.9, 6.2, 6.8, 6.1, 7.7, 5.2, 6.8, 7, 5.9, 7.1, 5.5, 7.4, 7.3, 4.6, 7.2, 5.1, 6.7, 5.3, 7.8, 6.7, 7.2, 5.8, 7, 3.8, 5.7, 6.7, 6.1, 6.2, 6.2, 4.7, 6.3, 7.3, 5.8, 6.1, 7.1, 7.1, 6.7, 6.9, 2.1, 6.6, 8.3, 7.2, 5.6, 7.7, 6.6, 7.4, 7.1, 7.9, 6.7, 6.6, 7.9, 4.9, 7.2, 6.1, 5.3, 5, 7.6, 7.6, 6.6, 6.6, 7.3, 6.6, 6.9, 5.8, 4.4, 6.6, 7.1, 7.6, 4.6, 6.8, 4.9, 7.3, 5, 8, 5.2, 8.5, 6.5, 7.4, 7.7, 7.4, 5.1, 5, 7.2, 6.4, 5.6, 6.1, 5.2, 7.3, 7.5, 4.5, 6.6, 5.3, 4.9, 7.7, 8, 3.8, 7.6, 5.9, 6.2, 7.2, 6.3, 5.2, 6.9, 6.8, 3.5, 6.1, 4.5, 5.9, 6.9, 7.7, 5.3, 7, 6.6, 6.4, 7.9, 7.7, 7.2, 6.8, 7.4, 4.6, 6.4, 7, 7.7, 6.8, 7, 7, 6.3, 7.1, 4.4, 7.1, 6.1, 7.3, 6.2, 6.2, 6.2, 3.3, 7.5, 7.4, 8, 5.9, 6.8, 7.4, 6.7, 5.5, 5.7, 7.2, 5.9, 6.7, 7.1, 7.7, 7.4, 8.4, 5.4, 8.1, 7.8, 6.8, 6.5, 7.3, 5.9, 8.7, 5.8, 6.1, 7.6, 5.8, 6.5, 7.3, 6.2, 5, 7.8, 8.1, 6.7, 6.1, 7.1, 5.6, 7.6, 4.6, 7.1, 7.3, 4, 8, 6.7, 5.7, 4.6, 4, 7, 5.9, 7.5, 4.7, 6.7, 6.7, 7.1, 2.7, 7.3, 7.6, 5.8, 6.5, 6.6, 6.9, 8.5, 4.8, 7, 5.4, 6.9, 6.6, 5.9, 6.3, 6.3, 7.7, 7, 6.3, 5.9, 6.2, 7.7, 6.5, 5.8, 6.1, 5.2, 8.2, 6, 6.8, 7, 6.8, 7.1, 6.9, 6.9, 6.9, 7.2, 7.8, 7.3, 7.5, 6, 6.8, 3.9, 6.1, 7.5, 8.2, 7.8, 5.2, 6.8, 7, 6.5, 5.7, 6.4, 5.3, 4.7, 7.6, 7.1, 6.5, 8.5, 8.7, 7.1, 8.3, 7.4, 6.4, 7.5, 7.2, 7.6, 7.8, 8.2, 6.6, 5.7, 7.4, 8, 5.4, 7.4, 5.7, 6.8, 5.4, 5.1, 5.9, 8.2, 5.3, 4.3, 7.2, 5.9, 3, 7.9, 3.2, 6.5, 7, 6.9, 4.4, 6, 5.3, 5.3, 7.1, 5.4, 6.9, 7.3, 6.6, 5.4, 8.4, 6.3, 6.1, 5, 7.2, 5.3, 5.3, 6, 7.4, 5.9, 4.1, 6.7, 5.8, 6.5, 5.9, 7, 8, 6.5, 6.4, 6.8, 7.4, 8.3, 5.3, 8.1, 8, 5.7, 7.1, 7.8, 5.9, 7.8, 6, 5.3, 7.2, 5.1, 5.1, 6.9, 4.6, 6.7, 7.1, 7.6, 8.1, 7, 7.1, 7.6, 7.1, 7.7, 7.6, 6.7, 5.7, 7.1, 6.2, 6.1, 5.9, 6.8, 6.8, 5.1, 7.7, 3.9, 7.8, 5.7, 4.7, 5.9, 5.9, 8.1, 7.6, 7.2, 7.5, 5.1, 6.9, 7.6, 7.6, 7.6, 5.3, 8.5, 7, 7.8, 7.2, 8, 8.1, 6.8, 7.2, 7.4, 6.1, 7, 5.3, 4.7, 5.7, 6.5, 8, 3.3, 6.9, 8.1, 6.8, 4.6, 7, 6.7, 5.8, 4.5, 6.6, 6.6, 7.8, 7.7, 5.7, 7.1, 6.4, 7, 5.8, 5.9, 7.5, 7.8, 7.2, 5.6, 6.8, 7.3, 7.3, 6.6, 7.8, 6.7, 7.5, 6.3, 6.3, 6.8, 7.8, 6.9, 4.3, 7.2, 7.3, 7.2, 5.4, 7.4, 7.1, 6.8, 7.4, 6.7, 7.2, 7.5, 6.8, 7.9, 6.7, 5.8, 6.5, 7.2, 6.5, 6.2, 8.6, 6.5, 6.3, 4.3, 5.8, 6.7, 6.7, 5.1, 7, 7.7, 6.7, 6.6, 8.2, 8.1, 7.2, 7.4, 6.5, 5.7, 6.1, 6.2, 6.1, 5.7, 7.2, 7.7, 7.1, 5.5, 7.4, 7.7, 7.8, 6.6, 6, 8.4, 8.9, 7.9, 6, 6.1, 7.4, 6.2, 6.8, 5.9, 6.1, 7.6, 8.1, 6.8, 5.7, 6.6, 7.3, 5, 7, 3.4, 5.9, 7.4, 7.4, 4.2, 6.2, 5.4, 7.2, 6.7, 7.5, 7.2, 7.4, 5.6, 6.8, 7.7, 7, 6.4, 7.2, 7.2, 6.2, 6.9, 7, 6.7, 3.6, 7.4, 6.1, 6.7, 8.2, 7.7, 7.3, 7.6, 6.8, 5.6, 6.4, 6.8, 6.1, 6, 6.1, 5.5, 6.9, 4.1, 5.4, 8.2, 5.7, 7.9, 7.1, 6.4, 7.5, 6.4, 7.3, 6.5, 7.2, 6, 5.6, 8.4, 7.5, 7.2, 7.2, 6.5, 5.1, 6.4, 6.8, 7.5, 6.9, 7, 6.3, 5.5, 4.8, 6.6, 5.2, 8.3, 7.2, 7.2, 5.3, 7.2, 6.5, 6.5, 7.8, 6.4, 8.1, 5.6, 5.6, 6.6, 7.7, 6.5, 6.1, 5.7, 5.9, 7.7, 7.1, 7.6, 6.4, 7.4, 6.8, 6.5, 6, 7.3, 7.3, 6.5, 6, 5.3, 6.6, 8.7, 8.4, 6.2, 5.8, 6.7, 5.7, 6.1, 6.4, 6.5, 4.6, 6.4, 5.9, 7.7, 7.1, 6.2, 7.7, 7.5, 6.9, 7.1, 6.3, 8.3, 7.1, 7.2, 5.1, 6.9, 6.1, 7, 6.3, 6.1, 7.8, 4.7, 7.9, 6.7, 6.6, 6.9, 7.1, 6.7, 7.1, 8.1, 5.5, 6.6, 7.4, 4.8, 6.4, 7.3, 6.9, 7.2, 6.5, 6.6, 6.7, 7.3, 6.4, 7, 5.5, 6.7, 6.1, 3.9, 7.5, 7, 6.7, 7.4, 8, 7.2, 6.4, 6.5, 7.5, 7.1, 7.7, 8.5, 7.7, 6.5, 7, 5.5, 6.3, 7.9, 7.4, 7.5, 7.5, 6.7, 6.7, 4.2, 7, 7, 6.8, 6.6, 7.5, 5.3, 7.3, 5.6, 5.6, 6.6, 6.3, 7.5, 7.6, 4.1, 7.8, 6.7, 7.3, 5.7, 7.1, 6.6, 6.1, 6.9, 7.5, 7, 6.3, 6.9, 6.4, 6.6 ], "yaxis": "y" } ], "layout": { "height": 600, "legend": { "tracegroupgap": 0 }, "margin": { "t": 60 }, "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "scatter": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "colorscale": { "diverging": [ [ 0, "#8e0152" ], [ 0.1, "#c51b7d" ], [ 0.2, "#de77ae" ], [ 0.3, "#f1b6da" ], [ 0.4, "#fde0ef" ], [ 0.5, "#f7f7f7" ], [ 0.6, "#e6f5d0" ], [ 0.7, "#b8e186" ], [ 0.8, "#7fbc41" ], [ 0.9, "#4d9221" ], [ 1, "#276419" ] ], "sequential": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "sequentialminus": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "Movie Facebook Likes by IMDb Score" }, "xaxis": { "anchor": "y", "domain": [ 0, 0.98 ], "title": { "text": "movie_facebook_likes" } }, "yaxis": { "anchor": "x", "domain": [ 0, 1 ], "title": { "text": "imdb_score" } } } }, "text/html": [ "
\n", " \n", " \n", "
\n", " \n", "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "## Movie likes by IMDb score\n", "fig = px.scatter(df, x=\"movie_facebook_likes\", y=\"imdb_score\", hover_name='movie_title')\n", "fig.update_traces(marker_color='blue', marker_line_color='blue', opacity=0.6)\n", "fig.update_layout(title_text='Movie Facebook Likes by IMDb Score')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The director likes by IMDb score scatter plot tells a similar story to that of movie Facebook likes. At the time of data collection, many of the directors do not have a Facebook page." ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hoverlabel": { "namelength": 0 }, "hovertemplate": "%{hovertext}

director_facebook_likes=%{x}
imdb_score=%{y}", "hovertext": [ "Avatar ", "Pirates of the Caribbean: At World's End ", "Spectre ", "The Dark Knight Rises ", "John Carter ", "Spider-Man 3 ", "Tangled ", "Avengers: Age of Ultron ", "Harry Potter and the Half-Blood Prince ", "Batman v Superman: Dawn of Justice ", "Superman Returns ", "Quantum of Solace ", "Pirates of the Caribbean: Dead Man's Chest ", "The Lone Ranger ", "Man of Steel ", "The Chronicles of Narnia: Prince Caspian ", "The Avengers ", "Pirates of the Caribbean: On Stranger Tides ", "Men in Black 3 ", "The Hobbit: The Battle of the Five Armies ", "The Amazing Spider-Man ", "Robin Hood ", "The Hobbit: The Desolation of Smaug ", "The Golden Compass ", "King Kong ", "Titanic ", "Captain America: Civil War ", "Battleship ", "Jurassic World ", "Skyfall ", "Spider-Man 2 ", "Iron Man 3 ", "Alice in Wonderland ", "X-Men: The Last Stand ", "Monsters University ", "Transformers: Revenge of the Fallen ", "Transformers: Age of Extinction ", "Oz the Great and Powerful ", "The Amazing Spider-Man 2 ", "TRON: Legacy ", "Cars 2 ", "Green Lantern ", "Toy Story 3 ", "Terminator Salvation ", "Furious 7 ", "World War Z ", "X-Men: Days of Future Past ", "Star Trek Into Darkness ", "Jack the Giant Slayer ", "The Great Gatsby ", "Prince of Persia: The Sands of Time ", "Pacific Rim ", "Transformers: Dark of the Moon ", "Indiana Jones and the Kingdom of the Crystal Skull ", "Brave ", "Star Trek Beyond ", "WALL·E ", "Rush Hour 3 ", "2012 ", "A Christmas Carol ", "Jupiter Ascending ", "The Legend of Tarzan ", "The Chronicles of Narnia: The Lion, the Witch and the Wardrobe ", "X-Men: Apocalypse ", "The Dark Knight ", "Up ", "Monsters vs. Aliens ", "Iron Man ", "Hugo ", "Wild Wild West ", "The Mummy: Tomb of the Dragon Emperor ", "Suicide Squad ", "Evan Almighty ", "Edge of Tomorrow ", "Waterworld ", "G.I. Joe: The Rise of Cobra ", "Inside Out ", "The Jungle Book ", "Iron Man 2 ", "Snow White and the Huntsman ", "Maleficent ", "Dawn of the Planet of the Apes ", "47 Ronin ", "Captain America: The Winter Soldier ", "Shrek Forever After ", "Tomorrowland ", "Big Hero 6 ", "Wreck-It Ralph ", "The Polar Express ", "Independence Day: Resurgence ", "How to Train Your Dragon ", "Terminator 3: Rise of the Machines ", "Guardians of the Galaxy ", "Interstellar ", "Inception ", "The Hobbit: An Unexpected Journey ", "The Fast and the Furious ", "The Curious Case of Benjamin Button ", "X-Men: First Class ", "The Hunger Games: Mockingjay - Part 2 ", "The Sorcerer's Apprentice ", "Poseidon ", "Alice Through the Looking Glass ", "Shrek the Third ", "Warcraft ", "Terminator Genisys ", "The Chronicles of Narnia: The Voyage of the Dawn Treader ", "Pearl Harbor ", "Transformers ", "Alexander ", "Harry Potter and the Order of the Phoenix ", "Harry Potter and the Goblet of Fire ", "Hancock ", "I Am Legend ", "Charlie and the Chocolate Factory ", "Ratatouille ", "Batman Begins ", "Madagascar: Escape 2 Africa ", "Night at the Museum: Battle of the Smithsonian ", "X-Men Origins: Wolverine ", "The Matrix Revolutions ", "Frozen ", "The Matrix Reloaded ", "Thor: The Dark World ", "Mad Max: Fury Road ", "Angels & Demons ", "Thor ", "Bolt ", "G-Force ", "Wrath of the Titans ", "Dark Shadows ", "Mission: Impossible - Rogue Nation ", "The Wolfman ", "Bee Movie ", "Kung Fu Panda 2 ", "The Last Airbender ", "Mission: Impossible III ", "White House Down ", "Mars Needs Moms ", "Flushed Away ", "Pan ", "Mr. Peabody & Sherman ", "Troy ", "Madagascar 3: Europe's Most Wanted ", "Die Another Day ", "Ghostbusters ", "Armageddon ", "Men in Black II ", "Beowulf ", "Kung Fu Panda 3 ", "Mission: Impossible - Ghost Protocol ", "Rise of the Guardians ", "Fun with Dick and Jane ", "The Last Samurai ", "Exodus: Gods and Kings ", "Star Trek ", "Spider-Man ", "How to Train Your Dragon 2 ", "Gods of Egypt ", "Stealth ", "Watchmen ", "Lethal Weapon 4 ", "Hulk ", "G.I. Joe: Retaliation ", "Sahara ", "Final Fantasy: The Spirits Within ", "Captain America: The First Avenger ", "The World Is Not Enough ", "Master and Commander: The Far Side of the World ", "The Twilight Saga: Breaking Dawn - Part 2 ", "Happy Feet 2 ", "The Incredible Hulk ", "The BFG ", "The Revenant ", "Turbo ", "Rango ", "Penguins of Madagascar ", "The Bourne Ultimatum ", "Kung Fu Panda ", "Ant-Man ", "The Hunger Games: Catching Fire ", "Home ", "War of the Worlds ", "Bad Boys II ", "Puss in Boots ", "Salt ", "Noah ", "The Adventures of Tintin ", "Harry Potter and the Prisoner of Azkaban ", "Australia ", "After Earth ", "Dinosaur ", "Night at the Museum: Secret of the Tomb ", "Megamind ", "Harry Potter and the Sorcerer's Stone ", "R.I.P.D. ", "Pirates of the Caribbean: The Curse of the Black Pearl ", "The Hunger Games: Mockingjay - Part 1 ", "The Da Vinci Code ", "Rio 2 ", "X-Men 2 ", "Fast Five ", "Sherlock Holmes: A Game of Shadows ", "Clash of the Titans ", "Total Recall ", "The 13th Warrior ", "The Bourne Legacy ", "Batman & Robin ", "How the Grinch Stole Christmas ", "The Day After Tomorrow ", "Mission: Impossible II ", "The Perfect Storm ", "Fantastic 4: Rise of the Silver Surfer ", "Life of Pi ", "Ghost Rider ", "Jason Bourne ", "Charlie's Angels: Full Throttle ", "Prometheus ", "Stuart Little 2 ", "Elysium ", "The Chronicles of Riddick ", "RoboCop ", "Speed Racer ", "How Do You Know ", "Knight and Day ", "Oblivion ", "Star Wars: Episode III - Revenge of the Sith ", "Star Wars: Episode II - Attack of the Clones ", "Monsters, Inc. ", "The Wolverine ", "Star Wars: Episode I - The Phantom Menace ", "The Croods ", "Windtalkers ", "The Huntsman: Winter's War ", "Teenage Mutant Ninja Turtles ", "Gravity ", "Dante's Peak ", "Teenage Mutant Ninja Turtles: Out of the Shadows ", "Fantastic Four ", "Night at the Museum ", "San Andreas ", "Tomorrow Never Dies ", "The Patriot ", "Ocean's Twelve ", "Mr. & Mrs. Smith ", "Insurgent ", "The Aviator ", "Gulliver's Travels ", "The Green Hornet ", "300: Rise of an Empire ", "The Smurfs ", "Home on the Range ", "Allegiant ", "Real Steel ", "The Smurfs 2 ", "Speed 2: Cruise Control ", "Ender's Game ", "Live Free or Die Hard ", "The Lord of the Rings: The Fellowship of the Ring ", "Around the World in 80 Days ", "Ali ", "The Cat in the Hat ", "I, Robot ", "Kingdom of Heaven ", "Stuart Little ", "The Princess and the Frog ", "The Martian ", "The Island ", "Town & Country ", "Gone in Sixty Seconds ", "Gladiator ", "Minority Report ", "Harry Potter and the Chamber of Secrets ", "Casino Royale ", "Planet of the Apes ", "Terminator 2: Judgment Day ", "Public Enemies ", "American Gangster ", "True Lies ", "The Taking of Pelham 1 2 3 ", "Little Fockers ", "The Other Guys ", "Eraser ", "Django Unchained ", "The Hunchback of Notre Dame ", "The Emperor's New Groove ", "The Expendables 2 ", "National Treasure ", "Eragon ", "Where the Wild Things Are ", "Epic ", "The Tourist ", "End of Days ", "Blood Diamond ", "The Wolf of Wall Street ", "Batman Forever ", "Starship Troopers ", "Cloud Atlas ", "Legend of the Guardians: The Owls of Ga'Hoole ", "Catwoman ", "Hercules ", "Treasure Planet ", "Land of the Lost ", "The Expendables 3 ", "Point Break ", "Son of the Mask ", "In the Heart of the Sea ", "The Adventures of Pluto Nash ", "Green Zone ", "The Peanuts Movie ", "The Spanish Prisoner ", "The Mummy Returns ", "Gangs of New York ", "The Flowers of War ", "Surf's Up ", "The Stepford Wives ", "Black Hawk Down ", "The Campaign ", "The Fifth Element ", "Sex and the City 2 ", "The Road to El Dorado ", "Ice Age: Continental Drift ", "Cinderella ", "The Lovely Bones ", "Finding Nemo ", "The Lord of the Rings: The Return of the King ", "The Lord of the Rings: The Two Towers ", "Seventh Son ", "Lara Croft: Tomb Raider ", "Transcendence ", "Jurassic Park III ", "Rise of the Planet of the Apes ", "The Spiderwick Chronicles ", "A Good Day to Die Hard ", "The Alamo ", "The Incredibles ", "Cutthroat Island ", "Percy Jackson & the Olympians: The Lightning Thief ", "Men in Black ", "Toy Story 2 ", "Unstoppable ", "Rush Hour 2 ", "What Lies Beneath ", "Cloudy with a Chance of Meatballs ", "Ice Age: Dawn of the Dinosaurs ", "The Secret Life of Walter Mitty ", "Charlie's Angels ", "The Departed ", "Mulan ", "Tropic Thunder ", "The Girl with the Dragon Tattoo ", "Die Hard with a Vengeance ", "Sherlock Holmes ", "Atlantis: The Lost Empire ", "Alvin and the Chipmunks: The Road Chip ", "Valkyrie ", "You Don't Mess with the Zohan ", "Pixels ", "A.I. Artificial Intelligence ", "The Haunted Mansion ", "Contact ", "Hollow Man ", "The Interpreter ", "Percy Jackson: Sea of Monsters ", "Lara Croft Tomb Raider: The Cradle of Life ", "Now You See Me 2 ", "The Saint ", "Spy Game ", "Mission to Mars ", "Rio ", "Bicentennial Man ", "Volcano ", "The Devil's Own ", "K-19: The Widowmaker ", "Conan the Barbarian ", "Cinderella Man ", "The Nutcracker in 3D ", "Seabiscuit ", "Twister ", "Cast Away ", "Happy Feet ", "The Bourne Supremacy ", "Air Force One ", "Ocean's Eleven ", "The Three Musketeers ", "Hotel Transylvania ", "Enchanted ", "Safe House ", "102 Dalmatians ", "Tower Heist ", "The Holiday ", "Enemy of the State ", "It's Complicated ", "Ocean's Thirteen ", "Open Season ", "Divergent ", "Enemy at the Gates ", "The Rundown ", "Last Action Hero ", "Memoirs of a Geisha ", "The Fast and the Furious: Tokyo Drift ", "Arthur Christmas ", "Meet Joe Black ", "Collateral Damage ", "Mirror Mirror ", "Scott Pilgrim vs. the World ", "The Core ", "Nutty Professor II: The Klumps ", "Scooby-Doo ", "Dredd ", "Click ", "Cats & Dogs: The Revenge of Kitty Galore ", "Jumper ", "Hellboy II: The Golden Army ", "Zodiac ", "The 6th Day ", "Bruce Almighty ", "The Expendables ", "Mission: Impossible ", "The Hunger Games ", "The Hangover Part II ", "Batman Returns ", "Over the Hedge ", "Lilo & Stitch ", "Deep Impact ", "RED 2 ", "The Longest Yard ", "Alvin and the Chipmunks: Chipwrecked ", "Grown Ups 2 ", "Get Smart ", "Something's Gotta Give ", "Shutter Island ", "Four Christmases ", "Robots ", "Face/Off ", "Bedtime Stories ", "Road to Perdition ", "Just Go with It ", "Con Air ", "Eagle Eye ", "Cold Mountain ", "The Book of Eli ", "Flubber ", "The Haunting ", "Space Jam ", "The Pink Panther ", "The Day the Earth Stood Still ", "Conspiracy Theory ", "Fury ", "Six Days Seven Nights ", "Yogi Bear ", "Spirit: Stallion of the Cimarron ", "Zookeeper ", "Lost in Space ", "The Manchurian Candidate ", "Hotel Transylvania 2 ", "Fantasia 2000 ", "The Time Machine ", "Mighty Joe Young ", "Swordfish ", "The Legend of Zorro ", "What Dreams May Come ", "Little Nicky ", "The Brothers Grimm ", "Mars Attacks! ", "Surrogates ", "Thirteen Days ", "Daylight ", "Walking with Dinosaurs 3D ", "Battlefield Earth ", "Looney Tunes: Back in Action ", "Nine ", "Timeline ", "The Postman ", "Babe: Pig in the City ", "The Last Witch Hunter ", "Red Planet ", "Arthur and the Invisibles ", "Oceans ", "A Sound of Thunder ", "Pompeii ", "A Beautiful Mind ", "The Lion King ", "Journey 2: The Mysterious Island ", "Cloudy with a Chance of Meatballs 2 ", "Red Dragon ", "Hidalgo ", "Jack and Jill ", "2 Fast 2 Furious ", "The Little Prince ", "The Invasion ", "The Adventures of Rocky & Bullwinkle ", "The Secret Life of Pets ", "The League of Extraordinary Gentlemen ", "Despicable Me 2 ", "Independence Day ", "The Lost World: Jurassic Park ", "Madagascar ", "Children of Men ", "X-Men ", "Wanted ", "The Rock ", "Ice Age: The Meltdown ", "50 First Dates ", "Hairspray ", "Exorcist: The Beginning ", "Inspector Gadget ", "Now You See Me ", "Grown Ups ", "The Terminal ", "Hotel for Dogs ", "Vertical Limit ", "Charlie Wilson's War ", "Shark Tale ", "Dreamgirls ", "Be Cool ", "Munich ", "Tears of the Sun ", "Killers ", "The Man from U.N.C.L.E. ", "Spanglish ", "Monster House ", "Bandits ", "First Knight ", "Anna and the King ", "Immortals ", "Hostage ", "Titan A.E. ", "Hollywood Homicide ", "Soldier ", "Monkeybone ", "Flight of the Phoenix ", "Unbreakable ", "Minions ", "Sucker Punch ", "Snake Eyes ", "Sphere ", "The Angry Birds Movie ", "Fool's Gold ", "Funny People ", "The Kingdom ", "Talladega Nights: The Ballad of Ricky Bobby ", "Dr. Dolittle 2 ", "Braveheart ", "Jarhead ", "The Simpsons Movie ", "The Majestic ", "Driven ", "Two Brothers ", "The Village ", "Doctor Dolittle ", "Signs ", "Shrek 2 ", "Cars ", "Runaway Bride ", "xXx ", "The SpongeBob Movie: Sponge Out of Water ", "Ransom ", "Inglourious Basterds ", "Hook ", "Die Hard 2 ", "S.W.A.T. ", "Vanilla Sky ", "Lady in the Water ", "AVP: Alien vs. Predator ", "Alvin and the Chipmunks: The Squeakquel ", "We Were Soldiers ", "Olympus Has Fallen ", "Star Trek: Insurrection ", "Battle Los Angeles ", "Big Fish ", "Wolf ", "War Horse ", "The Monuments Men ", "The Abyss ", "Wall Street: Money Never Sleeps ", "Dracula Untold ", "The Siege ", "Stardust ", "Seven Years in Tibet ", "The Dilemma ", "Bad Company ", "Doom ", "I Spy ", "Underworld: Awakening ", "Rock of Ages ", "Hart's War ", "Killer Elite ", "Rollerball ", "Ballistic: Ecks vs. Sever ", "Hard Rain ", "Osmosis Jones ", "Legends of Oz: Dorothy's Return ", "Blackhat ", "Sky Captain and the World of Tomorrow ", "Basic Instinct 2 ", "Escape Plan ", "The Legend of Hercules ", "The Sum of All Fears ", "The Twilight Saga: Eclipse ", "The Score ", "Despicable Me ", "Money Train ", "Ted 2 ", "Agora ", "Mystery Men ", "Hall Pass ", "The Insider ", "Body of Lies ", "Abraham Lincoln: Vampire Hunter ", "Entrapment ", "The X Files ", "The Last Legion ", "Saving Private Ryan ", "Need for Speed ", "What Women Want ", "Ice Age ", "Dreamcatcher ", "Lincoln ", "The Matrix ", "Apollo 13 ", "The Santa Clause 2 ", "Les Misérables ", "You've Got Mail ", "Step Brothers ", "The Mask of Zorro ", "Due Date ", "Unbroken ", "Space Cowboys ", "Cliffhanger ", "Broken Arrow ", "The Kid ", "World Trade Center ", "Mona Lisa Smile ", "The Dictator ", "Eyes Wide Shut ", "Annie ", "Focus ", "This Means War ", "Blade: Trinity ", "Primary Colors ", "Resident Evil: Retribution ", "Death Race ", "The Long Kiss Goodnight ", "Proof of Life ", "Zathura: A Space Adventure ", "Fight Club ", "We Are Marshall ", "Hudson Hawk ", "Lucky Numbers ", "I, Frankenstein ", "Oliver Twist ", "Elektra ", "Sin City: A Dame to Kill For ", "Random Hearts ", "Everest ", "Perfume: The Story of a Murderer ", "Austin Powers in Goldmember ", "Astro Boy ", "Jurassic Park ", "Wyatt Earp ", "Clear and Present Danger ", "Dragon Blade ", "Littleman ", "U-571 ", "The American President ", "The Love Guru ", "3000 Miles to Graceland ", "The Hateful Eight ", "Blades of Glory ", "Hop ", "300 ", "Meet the Fockers ", "Marley & Me ", "The Green Mile ", "Chicken Little ", "Gone Girl ", "The Bourne Identity ", "GoldenEye ", "The General's Daughter ", "The Truman Show ", "The Prince of Egypt ", "Daddy Day Care ", "2 Guns ", "Cats & Dogs ", "The Italian Job ", "Two Weeks Notice ", "Antz ", "Couples Retreat ", "Days of Thunder ", "Cheaper by the Dozen 2 ", "The Scorch Trials ", "Eat Pray Love ", "The Family Man ", "RED ", "Any Given Sunday ", "The Horse Whisperer ", "Collateral ", "The Scorpion King ", "Ladder 49 ", "Jack Reacher ", "Deep Blue Sea ", "This Is It ", "Contagion ", "Kangaroo Jack ", "Coraline ", "The Happening ", "Man on Fire ", "The Shaggy Dog ", "Starsky & Hutch ", "Jingle All the Way ", "Hellboy ", "A Civil Action ", "ParaNorman ", "The Jackal ", "Paycheck ", "Up Close & Personal ", "The Tale of Despereaux ", "The Tuxedo ", "Under Siege 2: Dark Territory ", "Jack Ryan: Shadow Recruit ", "Joy ", "London Has Fallen ", "Alien: Resurrection ", "Shooter ", "The Boxtrolls ", "Practical Magic ", "The Lego Movie ", "Miss Congeniality 2: Armed and Fabulous ", "Reign of Fire ", "Gangster Squad ", "Year One ", "Invictus ", "Duplicity ", "My Favorite Martian ", "The Sentinel ", "Planet 51 ", "Star Trek: Nemesis ", "Intolerable Cruelty ", "Edge of Darkness ", "The Relic ", "Analyze That ", "Righteous Kill ", "Mercury Rising ", "The Soloist ", "The Legend of Bagger Vance ", "Almost Famous ", "xXx: State of the Union ", "Priest ", "Sinbad: Legend of the Seven Seas ", "Event Horizon ", "Dragonfly ", "The Black Dahlia ", "Flyboys ", "The Last Castle ", "Supernova ", "Winter's Tale ", "The Mortal Instruments: City of Bones ", "Meet Dave ", "Dark Water ", "Edtv ", "Inkheart ", "The Spirit ", "Mortdecai ", "In the Name of the King: A Dungeon Siege Tale ", "Beyond Borders ", "The Great Raid ", "Deadpool ", "Holy Man ", "American Sniper ", "Goosebumps ", "Just Like Heaven ", "The Flintstones in Viva Rock Vegas ", "Rambo III ", "Leatherheads ", "Did You Hear About the Morgans? ", "The Internship ", "Resident Evil: Afterlife ", "Red Tails ", "The Devil's Advocate ", "That's My Boy ", "DragonHeart ", "After the Sunset ", "Ghost Rider: Spirit of Vengeance ", "Captain Corelli's Mandolin ", "The Pacifier ", "Walking Tall ", "Forrest Gump ", "Alvin and the Chipmunks ", "Meet the Parents ", "Pocahontas ", "Superman ", "The Nutty Professor ", "Hitch ", "George of the Jungle ", "American Wedding ", "Captain Phillips ", "Date Night ", "Casper ", "The Equalizer ", "Maid in Manhattan ", "Crimson Tide ", "The Pursuit of Happyness ", "Flightplan ", "Disclosure ", "City of Angels ", "Kill Bill: Vol. 1 ", "Bowfinger ", "Kill Bill: Vol. 2 ", "Tango & Cash ", "Death Becomes Her ", "Shanghai Noon ", "Executive Decision ", "Mr. Popper's Penguins ", "The Forbidden Kingdom ", "Free Birds ", "Alien 3 ", "Evita ", "Ronin ", "The Ghost and the Darkness ", "Paddington ", "The Watch ", "The Hunted ", "Instinct ", "Stuck on You ", "Semi-Pro ", "The Pirates! Band of Misfits ", "Changeling ", "Chain Reaction ", "The Fan ", "The Phantom of the Opera ", "Elizabeth: The Golden Age ", "Æon Flux ", "Gods and Generals ", "Turbulence ", "Imagine That ", "Muppets Most Wanted ", "Thunderbirds ", "Burlesque ", "A Very Long Engagement ", "Blade II ", "Seven Pounds ", "Bullet to the Head ", "The Godfather: Part III ", "Elizabethtown ", "You, Me and Dupree ", "Superman II ", "Gigli ", "All the King's Men ", "Shaft ", "Anastasia ", "Moulin Rouge! ", "Domestic Disturbance ", "Black Mass ", "Flags of Our Fathers ", "Law Abiding Citizen ", "Grindhouse ", "Beloved ", "Lucky You ", "Catch Me If You Can ", "Zero Dark Thirty ", "The Break-Up ", "Mamma Mia! ", "Valentine's Day ", "The Dukes of Hazzard ", "The Thin Red Line ", "The Change-Up ", "Man on the Moon ", "Casino ", "From Paris with Love ", "Bulletproof Monk ", "Me, Myself & Irene ", "Barnyard ", "The Twilight Saga: New Moon ", "Shrek ", "The Adjustment Bureau ", "Robin Hood: Prince of Thieves ", "Jerry Maguire ", "Ted ", "As Good as It Gets ", "Patch Adams ", "Anchorman 2: The Legend Continues ", "Mr. Deeds ", "Super 8 ", "Erin Brockovich ", "How to Lose a Guy in 10 Days ", "22 Jump Street ", "Interview with the Vampire: The Vampire Chronicles ", "Yes Man ", "Central Intelligence ", "Stepmom ", "Daddy's Home ", "Into the Woods ", "Inside Man ", "Payback ", "Congo ", "Knowing ", "Failure to Launch ", "Crazy, Stupid, Love. ", "Garfield ", "Christmas with the Kranks ", "Moneyball ", "Outbreak ", "Non-Stop ", "Race to Witch Mountain ", "V for Vendetta ", "Shanghai Knights ", "Curious George ", "Herbie Fully Loaded ", "Don't Say a Word ", "Hansel & Gretel: Witch Hunters ", "Unfaithful ", "I Am Number Four ", "Syriana ", "13 Hours ", "The Book of Life ", "Firewall ", "Absolute Power ", "G.I. Jane ", "The Game ", "Silent Hill ", "The Replacements ", "American Reunion ", "The Negotiator ", "Into the Storm ", "Beverly Hills Cop III ", "Gremlins 2: The New Batch ", "The Judge ", "The Peacemaker ", "Resident Evil: Apocalypse ", "Bridget Jones: The Edge of Reason ", "Out of Time ", "On Deadly Ground ", "The Adventures of Sharkboy and Lavagirl 3-D ", "The Beach ", "Raising Helen ", "Ninja Assassin ", "For Love of the Game ", "Striptease ", "Marmaduke ", "Hereafter ", "Murder by Numbers ", "Assassins ", "Hannibal Rising ", "The Story of Us ", "The Host ", "Basic ", "Blood Work ", "The International ", "Escape from L.A. ", "The Iron Giant ", "The Life Aquatic with Steve Zissou ", "Free State of Jones ", "The Life of David Gale ", "Man of the House ", "Run All Night ", "Eastern Promises ", "Into the Blue ", "Your Highness ", "Dream House ", "Mad City ", "Baby's Day Out ", "The Scarlet Letter ", "Fair Game ", "Domino ", "Jade ", "Gamer ", "Beautiful Creatures ", "Death to Smoochy ", "Zoolander 2 ", "The Big Bounce ", "What Planet Are You From? ", "Drive Angry ", "Street Fighter: The Legend of Chun-Li ", "The One ", "The Adventures of Ford Fairlane ", "Traffic ", "Indiana Jones and the Last Crusade ", "Chappie ", "The Bone Collector ", "Panic Room ", "Three Kings ", "Child 44 ", "Rat Race ", "K-PAX ", "Kate & Leopold ", "Bedazzled ", "The Cotton Club ", "3:10 to Yuma ", "Taken 3 ", "Out of Sight ", "The Cable Guy ", "Dick Tracy ", "The Thomas Crown Affair ", "Riding in Cars with Boys ", "Happily N'Ever After ", "Mary Reilly ", "My Best Friend's Wedding ", "America's Sweethearts ", "Insomnia ", "Star Trek: First Contact ", "Jonah Hex ", "Courage Under Fire ", "Liar Liar ", "The Infiltrator ", "The Flintstones ", "Taken 2 ", "Scary Movie 3 ", "Miss Congeniality ", "Journey to the Center of the Earth ", "The Princess Diaries 2: Royal Engagement ", "The Pelican Brief ", "The Client ", "The Bucket List ", "Patriot Games ", "Monster-in-Law ", "Prisoners ", "Training Day ", "Galaxy Quest ", "Scary Movie 2 ", "The Muppets ", "Blade ", "Coach Carter ", "Changing Lanes ", "Anaconda ", "Coyote Ugly ", "Love Actually ", "A Bug's Life ", "From Hell ", "The Specialist ", "Tin Cup ", "Kicking & Screaming ", "The Hitchhiker's Guide to the Galaxy ", "Fat Albert ", "Resident Evil: Extinction ", "Blended ", "Last Holiday ", "The River Wild ", "The Indian in the Cupboard ", "Savages ", "Cellular ", "Johnny English ", "The Ant Bully ", "Dune ", "Across the Universe ", "Revolutionary Road ", "16 Blocks ", "Babylon A.D. ", "The Glimmer Man ", "Multiplicity ", "Aliens in the Attic ", "The Pledge ", "The Producers ", "Dredd ", "The Phantom ", "All the Pretty Horses ", "Nixon ", "The Ghost Writer ", "Deep Rising ", "Miracle at St. Anna ", "Curse of the Golden Flower ", "Bangkok Dangerous ", "Big Trouble ", "Love in the Time of Cholera ", "Shadow Conspiracy ", "Johnny English Reborn ", "Argo ", "The Fugitive ", "The Bounty Hunter ", "Sleepers ", "Rambo: First Blood Part II ", "The Juror ", "Pinocchio ", "Heaven's Gate ", "Underworld: Evolution ", "Victor Frankenstein ", "Finding Forrester ", "28 Days ", "Unleashed ", "The Sweetest Thing ", "The Firm ", "Charlie St. Cloud ", "The Mechanic ", "21 Jump Street ", "Notting Hill ", "Chicken Run ", "Along Came Polly ", "Boomerang ", "The Heat ", "Cleopatra ", "Here Comes the Boom ", "High Crimes ", "The Mirror Has Two Faces ", "The Mothman Prophecies ", "Brüno ", "Licence to Kill ", "Red Riding Hood ", "15 Minutes ", "Super Mario Bros. ", "Lord of War ", "Hero ", "One for the Money ", "The Interview ", "The Warrior's Way ", "Micmacs ", "8 Mile ", "A Knight's Tale ", "The Medallion ", "The Sixth Sense ", "Man on a Ledge ", "The Big Year ", "The Karate Kid ", "American Hustle ", "The Proposal ", "Double Jeopardy ", "Back to the Future Part II ", "Lucy ", "Fifty Shades of Grey ", "Spy Kids 3-D: Game Over ", "A Time to Kill ", "Cheaper by the Dozen ", "Lone Survivor ", "A League of Their Own ", "The Conjuring 2 ", "The Social Network ", "He's Just Not That Into You ", "Scary Movie 4 ", "Scream 3 ", "Back to the Future Part III ", "Get Hard ", "Bram Stoker's Dracula ", "Julie & Julia ", "42 ", "The Talented Mr. Ripley ", "Dumb and Dumber To ", "Eight Below ", "The Intern ", "Ride Along 2 ", "The Last of the Mohicans ", "Ray ", "Sin City ", "Vantage Point ", "I Love You, Man ", "Shallow Hal ", "JFK ", "Big Momma's House 2 ", "The Mexican ", "17 Again ", "The Other Woman ", "The Final Destination ", "Bridge of Spies ", "Behind Enemy Lines ", "Shall We Dance ", "Small Soldiers ", "Spawn ", "The Count of Monte Cristo ", "The Lincoln Lawyer ", "Unknown ", "The Prestige ", "Horrible Bosses 2 ", "Escape from Planet Earth ", "Apocalypto ", "The Living Daylights ", "Predators ", "Legal Eagles ", "Secret Window ", "The Lake House ", "The Skeleton Key ", "The Odd Life of Timothy Green ", "Made of Honor ", "Jersey Boys ", "The Rainmaker ", "Gothika ", "Amistad ", "Medicine Man ", "Aliens vs. Predator: Requiem ", "Ri¢hie Ri¢h ", "Autumn in New York ", "Paul ", "The Guilt Trip ", "Scream 4 ", "8MM ", "The Doors ", "Sex Tape ", "Hanging Up ", "Final Destination 5 ", "Mickey Blue Eyes ", "Pay It Forward ", "Fever Pitch ", "Drillbit Taylor ", "A Million Ways to Die in the West ", "The Shadow ", "Extremely Loud & Incredibly Close ", "Morning Glory ", "Get Rich or Die Tryin' ", "The Art of War ", "Rent ", "Bless the Child ", "The Out-of-Towners ", "The Island of Dr. Moreau ", "The Musketeer ", "The Other Boleyn Girl ", "Sweet November ", "The Reaping ", "Mean Streets ", "Renaissance Man ", "Colombiana ", "The Magic Sword: Quest for Camelot ", "City by the Sea ", "At First Sight ", "Torque ", "City Hall ", "Showgirls ", "Marie Antoinette ", "Kiss of Death ", "Get Carter ", "The Impossible ", "Ishtar ", "Fantastic Mr. Fox ", "Life or Something Like It ", "Memoirs of an Invisible Man ", "Amélie ", "New York Minute ", "Alfie ", "Big Miracle ", "The Deep End of the Ocean ", "Feardotcom ", "Cirque du Freak: The Vampire's Assistant ", "Duplex ", "Raise the Titanic ", "Universal Soldier: The Return ", "Pandorum ", "Impostor ", "Extreme Ops ", "Just Visiting ", "Sunshine ", "A Thousand Words ", "Delgo ", "The Gunman ", "Alex Rider: Operation Stormbreaker ", "Disturbia ", "Hackers ", "The Hunting Party ", "The Hudsucker Proxy ", "The Warlords ", "Nomad: The Warrior ", "Snowpiercer ", "The Crow ", "The Time Traveler's Wife ", "The Fast and the Furious ", "Frankenweenie ", "Serenity ", "Against the Ropes ", "Superman III ", "Grudge Match ", "Sweet Home Alabama ", "The Ugly Truth ", "Sgt. Bilko ", "Spy Kids 2: Island of Lost Dreams ", "Star Trek: Generations ", "The Grandmaster ", "Water for Elephants ", "The Hurricane ", "Enough ", "Heartbreakers ", "Paul Blart: Mall Cop 2 ", "Angel Eyes ", "Joe Somebody ", "The Ninth Gate ", "Extreme Measures ", "Rock Star ", "Precious ", "White Squall ", "The Thing ", "Riddick ", "Switchback ", "Texas Rangers ", "City of Ember ", "The Master ", "The Express ", "The 5th Wave ", "Creed ", "The Town ", "What to Expect When You're Expecting ", "Burn After Reading ", "Nim's Island ", "Rush ", "Magnolia ", "Cop Out ", "How to Be Single ", "Dolphin Tale ", "Twilight ", "John Q ", "Blue Streak ", "We're the Millers ", "Breakdown ", "Never Say Never Again ", "Hot Tub Time Machine ", "Dolphin Tale 2 ", "Reindeer Games ", "A Man Apart ", "Aloha ", "Ghosts of Mississippi ", "Snow Falling on Cedars ", "The Rite ", "Gattaca ", "Isn't She Great ", "Space Chimps ", "Head of State ", "The Hangover ", "Ip Man 3 ", "Austin Powers: The Spy Who Shagged Me ", "Batman ", "There Be Dragons ", "Lethal Weapon 3 ", "The Blind Side ", "Spy Kids ", "Horrible Bosses ", "True Grit ", "The Devil Wears Prada ", "Star Trek: The Motion Picture ", "Identity Thief ", "Cape Fear ", "21 ", "Trainwreck ", "Guess Who ", "The English Patient ", "L.A. Confidential ", "Sky High ", "In & Out ", "Species ", "A Nightmare on Elm Street ", "The Cell ", "The Man in the Iron Mask ", "Secretariat ", "TMNT ", "Radio ", "Friends with Benefits ", "Neighbors 2: Sorority Rising ", "Saving Mr. Banks ", "Malcolm X ", "This Is 40 ", "Old Dogs ", "Underworld: Rise of the Lycans ", "License to Wed ", "The Benchwarmers ", "Must Love Dogs ", "Donnie Brasco ", "Resident Evil ", "Poltergeist ", "The Ladykillers ", "Max Payne ", "In Time ", "The Back-up Plan ", "Something Borrowed ", "Black Knight ", "Street Fighter ", "The Pianist ", "The Nativity Story ", "House of Wax ", "Closer ", "J. Edgar ", "Mirrors ", "Queen of the Damned ", "Predator 2 ", "Untraceable ", "Blast from the Past ", "Jersey Girl ", "Alex Cross ", "Midnight in the Garden of Good and Evil ", "Nanny McPhee Returns ", "Hoffa ", "The X Files: I Want to Believe ", "Ella Enchanted ", "Concussion ", "Abduction ", "Valiant ", "Wonder Boys ", "Superhero Movie ", "Broken City ", "Cursed ", "Premium Rush ", "Hot Pursuit ", "The Four Feathers ", "Parker ", "Wimbledon ", "Furry Vengeance ", "Lions for Lambs ", "Flight of the Intruder ", "Walk Hard: The Dewey Cox Story ", "The Shipping News ", "American Outlaws ", "The Young Victoria ", "Whiteout ", "The Tree of Life ", "Knock Off ", "Sabotage ", "The Order ", "Punisher: War Zone ", "Zoom ", "The Walk ", "Warriors of Virtue ", "A Good Year ", "Radio Flyer ", "Blood In, Blood Out ", "Smilla's Sense of Snow ", "Femme Fatale ", "Ride with the Devil ", "The Maze Runner ", "Unfinished Business ", "The Age of Innocence ", "The Fountain ", "Chill Factor ", "Stolen ", "Ponyo ", "The Longest Ride ", "The Astronaut's Wife ", "I Dreamed of Africa ", "Playing for Keeps ", "Mandela: Long Walk to Freedom ", "A Few Good Men ", "Exit Wounds ", "Big Momma's House ", "The Darkest Hour ", "Step Up Revolution ", "Snakes on a Plane ", "The Watcher ", "The Punisher ", "Goal! The Dream Begins ", "Safe ", "Pushing Tin ", "Star Wars: Episode VI - Return of the Jedi ", "Doomsday ", "The Reader ", "Elf ", "Phenomenon ", "Snow Dogs ", "Scrooged ", "Nacho Libre ", "Bridesmaids ", "This Is the End ", "Stigmata ", "Men of Honor ", "Takers ", "The Big Wedding ", "Big Mommas: Like Father, Like Son ", "Source Code ", "Alive ", "The Number 23 ", "The Young and Prodigious T.S. Spivet ", "Dreamer: Inspired by a True Story ", "A History of Violence ", "Transporter 2 ", "The Quick and the Dead ", "Laws of Attraction ", "Bringing Out the Dead ", "Repo Men ", "Dragon Wars: D-War ", "Bogus ", "The Incredible Burt Wonderstone ", "Cats Don't Dance ", "Cradle Will Rock ", "The Good German ", "Apocalypse Now ", "Going the Distance ", "Mr. Holland's Opus ", "Criminal ", "Out of Africa ", "Flight ", "Moonraker ", "The Grand Budapest Hotel ", "Hearts in Atlantis ", "Arachnophobia ", "Frequency ", "Ghostbusters ", "Vacation ", "Get Shorty ", "Chicago ", "Big Daddy ", "American Pie 2 ", "Toy Story ", "Speed ", "The Vow ", "Extraordinary Measures ", "Remember the Titans ", "The Hunt for Red October ", "Lee Daniels' The Butler ", "Dodgeball: A True Underdog Story ", "The Addams Family ", "Ace Ventura: When Nature Calls ", "The Princess Diaries ", "The First Wives Club ", "Se7en ", "District 9 ", "The SpongeBob SquarePants Movie ", "Mystic River ", "Million Dollar Baby ", "Analyze This ", "The Notebook ", "27 Dresses ", "Hannah Montana: The Movie ", "Rugrats in Paris: The Movie ", "The Prince of Tides ", "Legends of the Fall ", "Up in the Air ", "About Schmidt ", "Warm Bodies ", "Looper ", "Down to Earth ", "Babe ", "Hope Springs ", "Forgetting Sarah Marshall ", "Four Brothers ", "Baby Mama ", "Hope Floats ", "Bride Wars ", "Without a Paddle ", "13 Going on 30 ", "Midnight in Paris ", "The Nut Job ", "Blow ", "Message in a Bottle ", "Star Trek V: The Final Frontier ", "Like Mike ", "Naked Gun 33 1/3: The Final Insult ", "A View to a Kill ", "The Curse of the Were-Rabbit ", "P.S. I Love You ", "Atonement ", "Letters to Juliet ", "Black Rain ", "Corpse Bride ", "Sicario ", "Southpaw ", "Drag Me to Hell ", "The Age of Adaline ", "Secondhand Lions ", "Step Up 3D ", "Blue Crush ", "Stranger Than Fiction ", "30 Days of Night ", "The Cabin in the Woods ", "Meet the Spartans ", "Midnight Run ", "The Running Man ", "Little Shop of Horrors ", "Hanna ", "Mortal Kombat: Annihilation ", "Larry Crowne ", "Carrie ", "Take the Lead ", "Gridiron Gang ", "What's the Worst That Could Happen? ", "9 ", "Side Effects ", "Winnie the Pooh ", "Dumb and Dumberer: When Harry Met Lloyd ", "Bulworth ", "Get on Up ", "One True Thing ", "Virtuosity ", "My Super Ex-Girlfriend ", "Deliver Us from Evil ", "Sanctum ", "Little Black Book ", "The Five-Year Engagement ", "Mr 3000 ", "The Next Three Days ", "Ultraviolet ", "Assault on Precinct 13 ", "The Replacement Killers ", "Fled ", "Eight Legged Freaks ", "Love & Other Drugs ", "88 Minutes ", "North Country ", "The Whole Ten Yards ", "Splice ", "Howard the Duck ", "Pride and Glory ", "The Cave ", "Alex & Emma ", "Wicker Park ", "Fright Night ", "The New World ", "Wing Commander ", "In Dreams ", "Dragonball: Evolution ", "The Last Stand ", "Godsend ", "Chasing Liberty ", "Hoodwinked Too! Hood vs. Evil ", "An Unfinished Life ", "The Imaginarium of Doctor Parnassus ", "Runner Runner ", "Antitrust ", "Glory ", "Once Upon a Time in America ", "Dead Man Down ", "The Merchant of Venice ", "The Good Thief ", "Miss Potter ", "The Promise ", "DOA: Dead or Alive ", "The Assassination of Jesse James by the Coward Robert Ford ", "1911 ", "Machine Gun Preacher ", "Pitch Perfect 2 ", "Walk the Line ", "Keeping the Faith ", "The Borrowers ", "Frost/Nixon ", "Serving Sara ", "The Boss ", "Cry Freedom ", "Mumford ", "Seed of Chucky ", "The Jacket ", "Aladdin ", "Straight Outta Compton ", "Indiana Jones and the Temple of Doom ", "The Rugrats Movie ", "Along Came a Spider ", "Once Upon a Time in Mexico ", "Die Hard ", "Role Models ", "The Big Short ", "Taking Woodstock ", "Miracle ", "Dawn of the Dead ", "The Wedding Planner ", "The Royal Tenenbaums ", "Identity ", "Last Vegas ", "For Your Eyes Only ", "Serendipity ", "Timecop ", "Zoolander ", "Safe Haven ", "Hocus Pocus ", "No Reservations ", "Kick-Ass ", "30 Minutes or Less ", "Dracula 2000 ", "Alexander and the Terrible, Horrible, No Good, Very Bad Day ", "Pride & Prejudice ", "Blade Runner ", "Rob Roy ", "3 Days to Kill ", "We Own the Night ", "Lost Souls ", "Winged Migration ", "Just My Luck ", "Mystery, Alaska ", "The Spy Next Door ", "A Simple Wish ", "Ghosts of Mars ", "Our Brand Is Crisis ", "Pride and Prejudice and Zombies ", "Kundun ", "How to Lose Friends & Alienate People ", "Kick-Ass 2 ", "Brick Mansions ", "Octopussy ", "Knocked Up ", "My Sister's Keeper ", "Welcome Home, Roscoe Jenkins ", "A Passage to India ", "Notes on a Scandal ", "Rendition ", "Star Trek VI: The Undiscovered Country ", "Divine Secrets of the Ya-Ya Sisterhood ", "The Jungle Book ", "Kiss the Girls ", "The Blues Brothers ", "Joyful Noise ", "About a Boy ", "Lake Placid ", "Lucky Number Slevin ", "The Right Stuff ", "Anonymous ", "Dark City ", "The Duchess ", "The Newton Boys ", "Case 39 ", "Suspect Zero ", "Martian Child ", "Spy Kids: All the Time in the World in 4D ", "Money Monster ", "Formula 51 ", "Flawless ", "Mindhunters ", "What Just Happened ", "The Statement ", "Paul Blart: Mall Cop ", "Freaky Friday ", "The 40-Year-Old Virgin ", "Shakespeare in Love ", "A Walk Among the Tombstones ", "Kindergarten Cop ", "Pineapple Express ", "Ever After: A Cinderella Story ", "Open Range ", "Flatliners ", "A Bridge Too Far ", "Red Eye ", "Final Destination 2 ", "O Brother, Where Art Thou? ", "Legion ", "Pain & Gain ", "In Good Company ", "Clockstoppers ", "Silverado ", "Brothers ", "Agent Cody Banks 2: Destination London ", "New Year's Eve ", "Original Sin ", "The Raven ", "Welcome to Mooseport ", "Highlander: The Final Dimension ", "Blood and Wine ", "The Curse of the Jade Scorpion ", "Flipper ", "Self/less ", "The Constant Gardener ", "The Passion of the Christ ", "Mrs. Doubtfire ", "Rain Man ", "Gran Torino ", "W. ", "Taken ", "The Best of Me ", "The Bodyguard ", "Schindler's List ", "The Help ", "The Fifth Estate ", "Scooby-Doo 2: Monsters Unleashed ", "Freddy vs. Jason ", "Jimmy Neutron: Boy Genius ", "Cloverfield ", "Teenage Mutant Ninja Turtles II: The Secret of the Ooze ", "The Untouchables ", "No Country for Old Men ", "Ride Along ", "Bridget Jones's Diary ", "Chocolat ", "Legally Blonde 2: Red, White & Blonde ", "Parental Guidance ", "No Strings Attached ", "Tombstone ", "Romeo Must Die ", "Final Destination 3 ", "The Lucky One ", "Bridge to Terabithia ", "Finding Neverland ", "A Madea Christmas ", "The Grey ", "Hide and Seek ", "Anchorman: The Legend of Ron Burgundy ", "Goodfellas ", "Agent Cody Banks ", "Nanny McPhee ", "Scarface ", "Nothing to Lose ", "The Last Emperor ", "Contraband ", "Money Talks ", "There Will Be Blood ", "The Wild Thornberrys Movie ", "Rugrats Go Wild ", "Undercover Brother ", "The Sisterhood of the Traveling Pants ", "Kiss of the Dragon ", "The House Bunny ", "Million Dollar Arm ", "The Giver ", "What a Girl Wants ", "Jeepers Creepers II ", "Good Luck Chuck ", "Cradle 2 the Grave ", "The Hours ", "She's the Man ", "Mr. Bean's Holiday ", "Anacondas: The Hunt for the Blood Orchid ", "Blood Ties ", "August Rush ", "Elizabeth ", "Bride of Chucky ", "Tora! Tora! Tora! ", "Spice World ", "Dance Flick ", "The Shawshank Redemption ", "Crocodile Dundee in Los Angeles ", "Kingpin ", "The Gambler ", "August: Osage County ", "A Lot Like Love ", "Eddie the Eagle ", "He Got Game ", "Don Juan DeMarco ", "Dear John ", "The Losers ", "Don't Be Afraid of the Dark ", "War ", "Punch-Drunk Love ", "EuroTrip ", "Half Past Dead ", "Unaccompanied Minors ", "Bright Lights, Big City ", "The Adventures of Pinocchio ", "The Box ", "The Ruins ", "The Next Best Thing ", "My Soul to Take ", "The Girl Next Door ", "Maximum Risk ", "Stealing Harvard ", "Legend ", "Shark Night 3D ", "Angela's Ashes ", "Draft Day ", "The Conspirator ", "Lords of Dogtown ", "The 33 ", "Big Trouble in Little China ", "Warrior ", "Michael Collins ", "Gettysburg ", "Stop-Loss ", "Abandon ", "Brokedown Palace ", "The Possession ", "Mrs. Winterbourne ", "Straw Dogs ", "The Hoax ", "Stone Cold ", "The Road ", "Underclassman ", "Say It Isn't So ", "The World's Fastest Indian ", "Snakes on a Plane ", "Tank Girl ", "King's Ransom ", "Blindness ", "BloodRayne ", "Where the Truth Lies ", "Without Limits ", "Me and Orson Welles ", "The Best Offer ", "Bad Lieutenant: Port of Call New Orleans ", "Little White Lies ", "Love Ranch ", "The Counselor ", "Dangerous Liaisons ", "On the Road ", "Star Trek IV: The Voyage Home ", "Rocky Balboa ", "Point Break ", "Scream 2 ", "Jane Got a Gun ", "Think Like a Man Too ", "The Whole Nine Yards ", "Footloose ", "Old School ", "The Fisher King ", "I Still Know What You Did Last Summer ", "Return to Me ", "Zack and Miri Make a Porno ", "Nurse Betty ", "The Men Who Stare at Goats ", "Double Take ", "Girl, Interrupted ", "Win a Date with Tad Hamilton! ", "Muppets from Space ", "The Wiz ", "Ready to Rumble ", "Play It to the Bone ", "I Don't Know How She Does It ", "Piranha 3D ", "Beyond the Sea ", "Meet the Deedles ", "The Princess and the Cobbler ", "The Bridge of San Luis Rey ", "Faster ", "Howl's Moving Castle ", "Zombieland ", "King Kong ", "The Waterboy ", "Star Wars: Episode V - The Empire Strikes Back ", "Bad Boys ", "The Naked Gun 2½: The Smell of Fear ", "Final Destination ", "The Ides of March ", "Pitch Black ", "Someone Like You... ", "Her ", "Eddie the Eagle ", "Joy Ride ", "The Adventurer: The Curse of the Midas Box ", "Anywhere But Here ", "Chasing Liberty ", "The Crew ", "Haywire ", "Jaws: The Revenge ", "Marvin's Room ", "The Longshots ", "The End of the Affair ", "Harley Davidson and the Marlboro Man ", "Coco Before Chanel ", "Chéri ", "Vanity Fair ", "1408 ", "Spaceballs ", "The Water Diviner ", "Ghost ", "There's Something About Mary ", "The Santa Clause ", "The Rookie ", "The Game Plan ", "The Bridges of Madison County ", "The Animal ", "The Hundred-Foot Journey ", "The Net ", "I Am Sam ", "Son of God ", "Underworld ", "Derailed ", "The Informant! ", "Shadowlands ", "Deuce Bigalow: European Gigolo ", "Delivery Man ", "Victor Frankenstein ", "Saving Silverman ", "Diary of a Wimpy Kid: Dog Days ", "Summer of Sam ", "Jay and Silent Bob Strike Back ", "The Island ", "The Glass House ", "Hail, Caesar! ", "Josie and the Pussycats ", "Homefront ", "The Little Vampire ", "I Heart Huckabees ", "RoboCop 3 ", "Megiddo: The Omega Code 2 ", "Darling Lili ", "Dudley Do-Right ", "The Transporter Refueled ", "Black Book ", "Joyeux Noel ", "Hit and Run ", "Mad Money ", "Before I Go to Sleep ", "Stone ", "Molière ", "Out of the Furnace ", "Michael Clayton ", "My Fellow Americans ", "Arlington Road ", "To Rome with Love ", "Firefox ", "South Park: Bigger Longer & Uncut ", "Death at a Funeral ", "Teenage Mutant Ninja Turtles III ", "Hardball ", "Silver Linings Playbook ", "Freedom Writers ", "The Transporter ", "Never Back Down ", "The Rage: Carrie 2 ", "Away We Go ", "Swing Vote ", "Moonlight Mile ", "Tinker Tailor Soldier Spy ", "Molly ", "The Beaver ", "The Best Little Whorehouse in Texas ", "eXistenZ ", "Raiders of the Lost Ark ", "Home Alone 2: Lost in New York ", "Close Encounters of the Third Kind ", "Pulse ", "Beverly Hills Cop II ", "Bringing Down the House ", "The Silence of the Lambs ", "Wayne's World ", "Jackass 3D ", "Jaws 2 ", "Beverly Hills Chihuahua ", "The Conjuring ", "Are We There Yet? ", "Tammy ", "Disturbia ", "School of Rock ", "Mortal Kombat ", "White Chicks ", "The Descendants ", "Holes ", "The Last Song ", "12 Years a Slave ", "Drumline ", "Why Did I Get Married Too? ", "Edward Scissorhands ", "Me Before You ", "Madea's Witness Protection ", "Bad Moms ", "Date Movie ", "Return to Never Land ", "Selma ", "The Jungle Book 2 ", "Boogeyman ", "Premonition ", "The Tigger Movie ", "Max ", "Epic Movie ", "Conan the Barbarian ", "Spotlight ", "Lakeview Terrace ", "The Grudge 2 ", "How Stella Got Her Groove Back ", "Bill & Ted's Bogus Journey ", "Man of the Year ", "The American ", "Selena ", "Vampires Suck ", "Babel ", "This Is Where I Leave You ", "Doubt ", "Team America: World Police ", "Texas Chainsaw 3D ", "Copycat ", "Scary Movie 5 ", "Milk ", "Risen ", "Ghost Ship ", "A Very Harold & Kumar 3D Christmas ", "Wild Things ", "The Debt ", "High Fidelity ", "One Missed Call ", "Eye for an Eye ", "The Bank Job ", "Eternal Sunshine of the Spotless Mind ", "You Again ", "Street Kings ", "The World's End ", "Nancy Drew ", "Daybreakers ", "She's Out of My League ", "Monte Carlo ", "Stay Alive ", "Quigley Down Under ", "Alpha and Omega ", "The Covenant ", "Shorts ", "To Die For ", "Nerve ", "Vampires ", "Psycho ", "My Best Friend's Girl ", "Endless Love ", "Georgia Rule ", "Under the Rainbow ", "Simon Birch ", "Reign Over Me ", "Into the Wild ", "School for Scoundrels ", "Silent Hill: Revelation 3D ", "From Dusk Till Dawn ", "Pooh's Heffalump Movie ", "Home for the Holidays ", "Kung Fu Hustle ", "The Country Bears ", "The Kite Runner ", "21 Grams ", "Paparazzi ", "Twilight ", "A Guy Thing ", "Loser ", "The Greatest Story Ever Told ", "Disaster Movie ", "Armored ", "The Man Who Knew Too Little ", "What's Your Number? ", "Lockout ", "Envy ", "Crank: High Voltage ", "Bullets Over Broadway ", "One Night with the King ", "The Quiet American ", "The Weather Man ", "Undisputed ", "Ghost Town ", "12 Rounds ", "Let Me In ", "3 Ninjas Kick Back ", "Be Kind Rewind ", "Mrs Henderson Presents ", "Triple 9 ", "Deconstructing Harry ", "Three to Tango ", "Burnt ", "We're No Angels ", "Everyone Says I Love You ", "Death Sentence ", "Everybody's Fine ", "Superbabies: Baby Geniuses 2 ", "The Man ", "Code Name: The Cleaner ", "Connie and Carla ", "Inherent Vice ", "Doogal ", "Battle of the Year ", "An American Carol ", "Machete Kills ", "Willard ", "Strange Wilderness ", "Topsy-Turvy ", "Little Boy ", "A Dangerous Method ", "A Scanner Darkly ", "Chasing Mavericks ", "Alone in the Dark ", "Bandslam ", "Birth ", "A Most Violent Year ", "Flash of Genius ", "I'm Not There. ", "The Cold Light of Day ", "The Brothers Bloom ", "Synecdoche, New York ", "Bon voyage ", "Can't Stop the Music ", "The Proposition ", "Courage ", "Marci X ", "Equilibrium ", "The Children of Huang Shi ", "The Yards ", "The Oogieloves in the Big Balloon Adventure ", "By the Sea ", "The Game of Their Lives ", "Rapa Nui ", "Dylan Dog: Dead of Night ", "People I Know ", "The Tempest ", "The Painted Veil ", "The Baader Meinhof Complex ", "Dances with Wolves ", "Bad Teacher ", "Sea of Love ", "A Cinderella Story ", "Scream ", "Thir13en Ghosts ", "Back to the Future ", "House on Haunted Hill ", "I Can Do Bad All by Myself ", "The Switch ", "Just Married ", "The Devil's Double ", "Thomas and the Magic Railroad ", "The Crazies ", "Spirited Away ", "The Bounty ", "The Book Thief ", "Sex Drive ", "Leap Year ", "Take Me Home Tonight ", "The Nutcracker ", "Kansas City ", "The Amityville Horror ", "Adaptation. ", "Land of the Dead ", "Fear and Loathing in Las Vegas ", "The Invention of Lying ", "Neighbors ", "The Mask ", "Big ", "Borat: Cultural Learnings of America for Make Benefit Glorious Nation of Kazakhstan ", "Legally Blonde ", "Star Trek III: The Search for Spock ", "The Exorcism of Emily Rose ", "Deuce Bigalow: Male Gigolo ", "Left Behind ", "The Family Stone ", "Barbershop 2: Back in Business ", "Bad Santa ", "Austin Powers: International Man of Mystery ", "My Big Fat Greek Wedding 2 ", "Diary of a Wimpy Kid: Rodrick Rules ", "Predator ", "Amadeus ", "Prom Night ", "Mean Girls ", "Under the Tuscan Sun ", "Gosford Park ", "Peggy Sue Got Married ", "Birdman or (The Unexpected Virtue of Ignorance) ", "Blue Jasmine ", "United 93 ", "Honey ", "Glory ", "Spy Hard ", "The Fog ", "Soul Surfer ", "Observe and Report ", "Conan the Destroyer ", "Raging Bull ", "Love Happens ", "Young Sherlock Holmes ", "Fame ", "127 Hours ", "Small Time Crooks ", "Center Stage ", "Love the Coopers ", "Catch That Kid ", "Life as a House ", "Steve Jobs ", "I Love You, Beth Cooper ", "Youth in Revolt ", "The Legend of the Lone Ranger ", "The Tailor of Panama ", "Getaway ", "The Ice Storm ", "And So It Goes ", "Troop Beverly Hills ", "Being Julia ", "9½ Weeks ", "Dragonslayer ", "The Last Station ", "Ed Wood ", "Labor Day ", "Mongol: The Rise of Genghis Khan ", "RocknRolla ", "Megaforce ", "Hamlet ", "Midnight Special ", "Anything Else ", "The Railway Man ", "The White Ribbon ", "The Wraith ", "The Salton Sea ", "One Man's Hero ", "Renaissance ", "Superbad ", "Step Up 2: The Streets ", "Hoodwinked! ", "Hotel Rwanda ", "Hitman ", "Black Nativity ", "City of Ghosts ", "The Others ", "Aliens ", "My Fair Lady ", "I Know What You Did Last Summer ", "Let's Be Cops ", "Sideways ", "Beerfest ", "Halloween ", "Good Boy! ", "The Best Man Holiday ", "Smokin' Aces ", "Saw 3D: The Final Chapter ", "40 Days and 40 Nights ", "TRON: Legacy ", "A Night at the Roxbury ", "Beastly ", "The Hills Have Eyes ", "Dickie Roberts: Former Child Star ", "McFarland, USA ", "Pitch Perfect ", "Summer Catch ", "A Simple Plan ", "They ", "Larry the Cable Guy: Health Inspector ", "The Adventures of Elmo in Grouchland ", "Brooklyn's Finest ", "Evil Dead ", "My Life in Ruins ", "American Dreamz ", "Superman IV: The Quest for Peace ", "Running Scared ", "Shanghai Surprise ", "The Illusionist ", "Roar ", "Veronica Guerin ", "Escobar: Paradise Lost ", "Southland Tales ", "The Apparition ", "My Girl ", "Fur: An Imaginary Portrait of Diane Arbus ", "Wall Street ", "Sense and Sensibility ", "Becoming Jane ", "Sydney White ", "House of Sand and Fog ", "Dead Poets Society ", "Dumb & Dumber ", "When Harry Met Sally... ", "The Verdict ", "Road Trip ", "Varsity Blues ", "The Artist ", "The Unborn ", "Moonrise Kingdom ", "The Texas Chainsaw Massacre: The Beginning ", "The Young Messiah ", "The Master of Disguise ", "Pan's Labyrinth ", "See Spot Run ", "Baby Boy ", "The Roommate ", "Joe Dirt ", "Double Impact ", "Hot Fuzz ", "The Women ", "Vicky Cristina Barcelona ", "Boys and Girls ", "White Oleander ", "Jennifer's Body ", "Drowning Mona ", "Radio Days ", "Remember Me ", "How to Deal ", "My Stepmother Is an Alien ", "Philadelphia ", "The Thirteenth Floor ", "Duets ", "Hollywood Ending ", "Detroit Rock City ", "Highlander ", "Things We Lost in the Fire ", "Steel ", "The Immigrant ", "The White Countess ", "Trance ", "Soul Plane ", "Good ", "Enter the Void ", "Vamps ", "The Homesman ", "Juwanna Mann ", "Slow Burn ", "Wasabi ", "Slither ", "Beverly Hills Cop ", "Home Alone ", "3 Men and a Baby ", "Tootsie ", "Top Gun ", "Crouching Tiger, Hidden Dragon ", "American Beauty ", "The King's Speech ", "Twins ", "The Yellow Handkerchief ", "The Color Purple ", "The Imitation Game ", "Private Benjamin ", "Diary of a Wimpy Kid ", "Mama ", "National Lampoon's Vacation ", "Bad Grandpa ", "The Queen ", "Beetlejuice ", "Why Did I Get Married? ", "Little Women ", "The Woman in Black ", "When a Stranger Calls ", "Big Fat Liar ", "Wag the Dog ", "The Lizzie McGuire Movie ", "Snitch ", "Krampus ", "The Faculty ", "Cop Land ", "Not Another Teen Movie ", "End of Watch ", "Aloha ", "The Skulls ", "The Theory of Everything ", "Malibu's Most Wanted ", "Where the Heart Is ", "Lawrence of Arabia ", "Halloween II ", "Wild ", "The Last House on the Left ", "The Wedding Date ", "Halloween: Resurrection ", "Clash of the Titans ", "The Princess Bride ", "The Great Debaters ", "Drive ", "Confessions of a Teenage Drama Queen ", "The Object of My Affection ", "28 Weeks Later ", "When the Game Stands Tall ", "Because of Winn-Dixie ", "Love & Basketball ", "Grosse Pointe Blank ", "All About Steve ", "Book of Shadows: Blair Witch 2 ", "The Craft ", "Match Point ", "Ramona and Beezus ", "The Remains of the Day ", "Boogie Nights ", "Nowhere to Run ", "Flicka ", "The Hills Have Eyes II ", "Urban Legends: Final Cut ", "Tuck Everlasting ", "The Marine ", "Keanu ", "Country Strong ", "Disturbing Behavior ", "The Place Beyond the Pines ", "The November Man ", "Eye of the Beholder ", "The Hurt Locker ", "Firestarter ", "Killing Them Softly ", "A Most Wanted Man ", "Freddy Got Fingered ", "The Pirates Who Don't Do Anything: A VeggieTales Movie ", "Highlander: Endgame ", "Idlewild ", "One Day ", "Whip It ", "Confidence ", "The Muse ", "De-Lovely ", "New York Stories ", "Barney's Great Adventure ", "The Man with the Iron Fists ", "Home Fries ", "Here on Earth ", "Brazil ", "Raise Your Voice ", "The Big Lebowski ", "Black Snake Moan ", "Dark Blue ", "A Mighty Heart ", "Whatever It Takes ", "Boat Trip ", "The Importance of Being Earnest ", "Hoot ", "In Bruges ", "Peeples ", "The Rocker ", "Post Grad ", "Promised Land ", "Whatever Works ", "The In Crowd ", "Three Burials ", "Jakob the Liar ", "Kiss Kiss Bang Bang ", "Idle Hands ", "Mulholland Drive ", "You Will Meet a Tall Dark Stranger ", "Never Let Me Go ", "Transsiberian ", "The Clan of the Cave Bear ", "Crazy in Alabama ", "Funny Games ", "Metropolis ", "District B13 ", "Things to Do in Denver When You're Dead ", "The Assassin ", "Buffalo Soldiers ", "Ong-bak 2 ", "The Midnight Meat Train ", "The Son of No One ", "All the Queen's Men ", "The Good Night ", "Groundhog Day ", "Magic Mike XXL ", "Romeo + Juliet ", "Sarah's Key ", "Unforgiven ", "Manderlay ", "Slumdog Millionaire ", "Fatal Attraction ", "Pretty Woman ", "Crocodile Dundee II ", "Born on the Fourth of July ", "Cool Runnings ", "My Bloody Valentine ", "Stomp the Yard ", "The Spy Who Loved Me ", "Urban Legend ", "White Fang ", "Superstar ", "The Iron Lady ", "Jonah: A VeggieTales Movie ", "Poetic Justice ", "All About the Benjamins ", "Vampire in Brooklyn ", "An American Haunting ", "My Boss's Daughter ", "A Perfect Getaway ", "Our Family Wedding ", "Dead Man on Campus ", "Tea with Mussolini ", "Thinner ", "Crooklyn ", "Jason X ", "Bobby ", "Head Over Heels ", "Fun Size ", "Little Children ", "Gossip ", "A Walk on the Moon ", "Catch a Fire ", "Soul Survivors ", "Jefferson in Paris ", "Caravans ", "Mr. Turner ", "Amen. ", "The Lucky Ones ", "Margaret ", "Flipped ", "Brokeback Mountain ", "Teenage Mutant Ninja Turtles ", "Clueless ", "Far from Heaven ", "Hot Tub Time Machine 2 ", "Quills ", "Seven Psychopaths ", "Downfall ", "The Sea Inside ", "Good Morning, Vietnam ", "The Last Godfather ", "Justin Bieber: Never Say Never ", "Black Swan ", "RoboCop ", "The Godfather: Part II ", "Save the Last Dance ", "A Nightmare on Elm Street 4: The Dream Master ", "Miracles from Heaven ", "Dude, Where's My Car? ", "Young Guns ", "St. Vincent ", "About Last Night ", "10 Things I Hate About You ", "The New Guy ", "Loaded Weapon 1 ", "The Shallows ", "The Butterfly Effect ", "Snow Day ", "This Christmas ", "Baby Geniuses ", "The Big Hit ", "Harriet the Spy ", "Child's Play 2 ", "No Good Deed ", "The Mist ", "Ex Machina ", "Being John Malkovich ", "Two Can Play That Game ", "Earth to Echo ", "Crazy/Beautiful ", "Letters from Iwo Jima ", "The Astronaut Farmer ", "Woo ", "Room ", "Dirty Work ", "Serial Mom ", "Dick ", "Light It Up ", "54 ", "Bubble Boy ", "Birthday Girl ", "21 & Over ", "Paris, je t'aime ", "Resurrecting the Champ ", "Admission ", "The Widow of Saint-Pierre ", "Chloe ", "Faithful ", "Brothers ", "Find Me Guilty ", "The Perks of Being a Wallflower ", "Excessive Force ", "Infamous ", "The Claim ", "The Vatican Tapes ", "Attack the Block ", "In the Land of Blood and Honey ", "The Call ", "The Crocodile Hunter: Collision Course ", "I Love You Phillip Morris ", "Antwone Fisher ", "The Emperor's Club ", "True Romance ", "Glengarry Glen Ross ", "The Killer Inside Me ", "Sorority Row ", "Lars and the Real Girl ", "The Boy in the Striped Pajamas ", "Dancer in the Dark ", "Oscar and Lucinda ", "The Funeral ", "Solitary Man ", "Machete ", "Casino Jack ", "The Land Before Time ", "Tae Guk Gi: The Brotherhood of War ", "The Perfect Game ", "The Exorcist ", "Jaws ", "American Pie ", "Ernest & Celestine ", "The Golden Child ", "Think Like a Man ", "Barbershop ", "Star Trek II: The Wrath of Khan ", "Ace Ventura: Pet Detective ", "WarGames ", "Witness ", "Act of Valor ", "Step Up ", "Beavis and Butt-Head Do America ", "Jackie Brown ", "Harold & Kumar Escape from Guantanamo Bay ", "Chronicle ", "Yentl ", "Time Bandits ", "Crossroads ", "Project X ", "One Hour Photo ", "Quarantine ", "The Eye ", "Johnson Family Vacation ", "How High ", "The Muppet Christmas Carol ", "Casino Royale ", "Frida ", "Katy Perry: Part of Me ", "The Fault in Our Stars ", "Rounders ", "Top Five ", "Stir of Echoes ", "Philomena ", "The Upside of Anger ", "Aquamarine ", "Paper Towns ", "Nebraska ", "Tales from the Crypt: Demon Knight ", "Max Keeble's Big Move ", "Young Adult ", "Crank ", "Living Out Loud ", "Das Boot ", "Sorority Boys ", "About Time ", "House of Flying Daggers ", "Arbitrage ", "Project Almanac ", "Cadillac Records ", "Screwed ", "Fortress ", "For Your Consideration ", "Celebrity ", "Running with Scissors ", "From Justin to Kelly ", "Girl 6 ", "In the Cut ", "Two Lovers ", "Last Orders ", "Ravenous ", "Charlie Bartlett ", "The Great Beauty ", "The Dangerous Lives of Altar Boys ", "Stoker ", "2046 ", "Married Life ", "Duma ", "Ondine ", "Brother ", "Welcome to Collinwood ", "Critical Care ", "The Life Before Her Eyes ", "Trade ", "Breakfast of Champions ", "City of Life and Death ", "Home ", "5 Days of War ", "10 Days in a Madhouse ", "Heaven Is for Real ", "Snatch ", "Pet Sematary ", "Gremlins ", "Star Wars: Episode IV - A New Hope ", "Dirty Grandpa ", "Doctor Zhivago ", "High School Musical 3: Senior Year ", "The Fighter ", "My Cousin Vinny ", "If I Stay ", "Major League ", "Phone Booth ", "A Walk to Remember ", "Dead Man Walking ", "Cruel Intentions ", "Saw VI ", "The Secret Life of Bees ", "Corky Romano ", "Raising Cain ", "Invaders from Mars ", "Brooklyn ", "Out Cold ", "The Ladies Man ", "Quartet ", "Tomcats ", "Frailty ", "Woman in Gold ", "Kinsey ", "Army of Darkness ", "Slackers ", "What's Eating Gilbert Grape ", "The Visual Bible: The Gospel of John ", "Vera Drake ", "The Guru ", "The Perez Family ", "Inside Llewyn Davis ", "O ", "Return to the Blue Lagoon ", "Copying Beethoven ", "Poltergeist ", "Saw V ", "Jindabyne ", "An Ideal Husband ", "The Last Days on Mars ", "Darkness ", "2001: A Space Odyssey ", "E.T. the Extra-Terrestrial ", "In the Land of Women ", "There Goes My Baby ", "September Dawn ", "For Greater Glory: The True Story of Cristiada ", "Good Will Hunting ", "Saw III ", "Stripes ", "Bring It On ", "The Purge: Election Year ", "She's All That ", "Precious ", "Saw IV ", "White Noise ", "Madea's Family Reunion ", "The Color of Money ", "The Mighty Ducks ", "The Grudge ", "Happy Gilmore ", "Jeepers Creepers ", "Bill & Ted's Excellent Adventure ", "Oliver! ", "The Best Exotic Marigold Hotel ", "Recess: School's Out ", "Mad Max Beyond Thunderdome ", "The Boy ", "Devil ", "Friday After Next ", "Insidious: Chapter 3 ", "The Last Dragon ", "The Lawnmower Man ", "Nick and Norah's Infinite Playlist ", "Dogma ", "The Banger Sisters ", "Twilight Zone: The Movie ", "Road House ", "A Low Down Dirty Shame ", "Swimfan ", "Employee of the Month ", "Can't Hardly Wait ", "The Outsiders ", "Sinister 2 ", "Sparkle ", "Valentine ", "The Fourth Kind ", "A Prairie Home Companion ", "Sugar Hill ", "Rushmore ", "Skyline ", "The Second Best Exotic Marigold Hotel ", "Kit Kittredge: An American Girl ", "The Perfect Man ", "Mo' Better Blues ", "Kung Pow: Enter the Fist ", "Tremors ", "Wrong Turn ", "The Corruptor ", "Mud ", "Reno 911!: Miami ", "One Direction: This Is Us ", "Hey Arnold! The Movie ", "My Week with Marilyn ", "The Matador ", "Love Jones ", "The Gift ", "End of the Spear ", "Get Over It ", "Office Space ", "Drop Dead Gorgeous ", "Big Eyes ", "Very Bad Things ", "Sleepover ", "MacGruber ", "Dirty Pretty Things ", "Movie 43 ", "The Tourist ", "Over Her Dead Body ", "Seeking a Friend for the End of the World ", "American History X ", "The Collection ", "Teacher's Pet ", "The Red Violin ", "The Straight Story ", "Deuces Wild ", "Bad Words ", "Black or White ", "On the Line ", "Rescue Dawn ", "Danny Collins ", "Jeff, Who Lives at Home ", "I Am Love ", "Atlas Shrugged II: The Strike ", "Romeo Is Bleeding ", "The Limey ", "Crash ", "The House of Mirth ", "Malone ", "Peaceful Warrior ", "Bucky Larson: Born to Be a Star ", "Bamboozled ", "The Forest ", "Sphinx ", "While We're Young ", "A Better Life ", "Spider ", "Gun Shy ", "Nicholas Nickleby ", "The Iceman ", "Cecil B. DeMented ", "Killer Joe ", "The Joneses ", "Owning Mahowny ", "The Brothers Solomon ", "My Blueberry Nights ", "Swept Away ", "War, Inc. ", "Shaolin Soccer ", "The Brown Bunny ", "Rosewater ", "Imaginary Heroes ", "High Heels and Low Lifes ", "Severance ", "Edmond ", "Police Academy: Mission to Moscow ", "Cinco de Mayo, La Batalla ", "An Alan Smithee Film: Burn Hollywood Burn ", "The Open Road ", "The Good Guy ", "Motherhood ", "Blonde Ambition ", "The Oxford Murders ", "Eulogy ", "The Good, the Bad, the Weird ", "The Lost City ", "Next Friday ", "You Only Live Twice ", "Amour ", "Poltergeist III ", "It's a Mad, Mad, Mad, Mad World ", "Richard III ", "Melancholia ", "Jab Tak Hai Jaan ", "Alien ", "The Texas Chain Saw Massacre ", "The Runaways ", "Fiddler on the Roof ", "Thunderball ", "Set It Off ", "The Best Man ", "Child's Play ", "Sicko ", "The Purge: Anarchy ", "Down to You ", "Harold & Kumar Go to White Castle ", "The Contender ", "Boiler Room ", "Black Christmas ", "Henry V ", "The Way of the Gun ", "Igby Goes Down ", "PCU ", "Gracie ", "Trust the Man ", "Hamlet 2 ", "Glee: The 3D Concert Movie ", "Two Evil Eyes ", "All or Nothing ", "Princess Kaiulani ", "Opal Dream ", "Flame and Citron ", "Undiscovered ", "Crocodile Dundee ", "Awake ", "Skin Trade ", "Crazy Heart ", "The Rose ", "Baggage Claim ", "Election ", "The DUFF ", "Glitter ", "Bright Star ", "My Name Is Khan ", "All Is Lost ", "Limbo ", "The Karate Kid ", "Repo! The Genetic Opera ", "Pulp Fiction ", "Nightcrawler ", "Club Dread ", "The Sound of Music ", "Splash ", "Little Miss Sunshine ", "Stand by Me ", "28 Days Later... ", "You Got Served ", "Escape from Alcatraz ", "Brown Sugar ", "A Thin Line Between Love and Hate ", "50/50 ", "Shutter ", "That Awkward Moment ", "Much Ado About Nothing ", "On Her Majesty's Secret Service ", "New Nightmare ", "Drive Me Crazy ", "Half Baked ", "New in Town ", "Syriana ", "American Psycho ", "The Good Girl ", "The Boondock Saints II: All Saints Day ", "Enough Said ", "Easy A ", "Shadow of the Vampire ", "Prom ", "Held Up ", "Woman on Top ", "Anomalisa ", "Another Year ", "8 Women ", "Showdown in Little Tokyo ", "Clay Pigeons ", "It's Kind of a Funny Story ", "Made in Dagenham ", "When Did You Last See Your Father? ", "Prefontaine ", "The Secret of Kells ", "Begin Again ", "Down in the Valley ", "Brooklyn Rules ", "The Singing Detective ", "Fido ", "The Wendell Baker Story ", "Wild Target ", "Pathology ", "10th & Wolf ", "Dear Wendy ", "Aloft ", "Imagine Me & You ", "The Blood of Heroes ", "Driving Miss Daisy ", "Soul Food ", "Rumble in the Bronx ", "Thank You for Smoking ", "Hostel: Part II ", "An Education ", "The Hotel New Hampshire ", "Narc ", "Men with Brooms ", "Witless Protection ", "The Work and the Glory ", "Extract ", "Code 46 ", "Albert Nobbs ", "Persepolis ", "The Neon Demon ", "Harry Brown ", "Spider-Man 3 ", "The Omega Code ", "Juno ", "Diamonds Are Forever ", "The Godfather ", "Flashdance ", "500 Days of Summer ", "The Piano ", "Magic Mike ", "Darkness Falls ", "Live and Let Die ", "My Dog Skip ", "Jumping the Broom ", "The Great Gatsby ", "Good Night, and Good Luck. ", "Capote ", "Desperado ", "Logan's Run ", "The Man with the Golden Gun ", "Action Jackson ", "The Descent ", "Devil's Due ", "Flirting with Disaster ", "The Devil's Rejects ", "Dope ", "In Too Deep ", "Skyfall ", "House of 1000 Corpses ", "A Serious Man ", "Get Low ", "Warlock ", "Beyond the Lights ", "A Single Man ", "The Last Temptation of Christ ", "Outside Providence ", "Bride & Prejudice ", "Rabbit-Proof Fence ", "Who's Your Caddy? ", "Split Second ", "The Other Side of Heaven ", "Redbelt ", "Cyrus ", "A Dog of Flanders ", "Auto Focus ", "Factory Girl ", "We Need to Talk About Kevin ", "The Mighty Macs ", "Mother and Child ", "March or Die ", "Les visiteurs ", "Somewhere ", "Chairman of the Board ", "Hesher ", "Gerry ", "The Heart of Me ", "Freeheld ", "The Extra Man ", "Ca$h ", "Wah-Wah ", "Pale Rider ", "Dazed and Confused ", "The Chumscrubber ", "Shade ", "House at the End of the Street ", "Incendies ", "Remember Me, My Love ", "Elite Squad ", "Annabelle ", "Bran Nue Dae ", "Boyz n the Hood ", "La Bamba ", "Dressed to Kill ", "The Adventures of Huck Finn ", "Go ", "Friends with Money ", "Bats ", "Nowhere in Africa ", "Shame ", "Layer Cake ", "The Work and the Glory II: American Zion ", "The East ", "A Home at the End of the World ", "The Messenger ", "Control ", "The Terminator ", "Good Bye Lenin! ", "The Damned United ", "Mallrats ", "Grease ", "Platoon ", "Fahrenheit 9/11 ", "Butch Cassidy and the Sundance Kid ", "Mary Poppins ", "Ordinary People ", "Around the World in 80 Days ", "West Side Story ", "Caddyshack ", "The Brothers ", "The Wood ", "The Usual Suspects ", "A Nightmare on Elm Street 5: The Dream Child ", "Van Wilder: Party Liaison ", "The Wrestler ", "Duel in the Sun ", "Best in Show ", "Escape from New York ", "School Daze ", "Daddy Day Camp ", "Mystic Pizza ", "Sliding Doors ", "Tales from the Hood ", "The Last King of Scotland ", "Halloween 5 ", "Bernie ", "Pollock ", "200 Cigarettes ", "The Words ", "Casa de mi Padre ", "City Island ", "The Guard ", "College ", "The Virgin Suicides ", "Miss March ", "Wish I Was Here ", "Simply Irresistible ", "Hedwig and the Angry Inch ", "Only the Strong ", "Shattered Glass ", "Novocaine ", "The Wackness ", "Beastmaster 2: Through the Portal of Time ", "The 5th Quarter ", "The Greatest ", "Snow Flower and the Secret Fan ", "Come Early Morning ", "Lucky Break ", "Surfer, Dude ", "Deadfall ", "L'auberge espagnole ", "Song One ", "Murder by Numbers ", "Winter in Wartime ", "The Protector ", "Bend It Like Beckham ", "Sunshine State ", "Crossover ", "[Rec] 2 ", "The Sting ", "Chariots of Fire ", "Diary of a Mad Black Woman ", "Shine ", "Don Jon ", "Ghost World ", "Iris ", "The Chorus ", "Mambo Italiano ", "Wonderland ", "Do the Right Thing ", "Harvard Man ", "Le Havre ", "R100 ", "Salvation Boulevard ", "The Ten ", "Headhunters ", "Saint Ralph ", "Insidious: Chapter 2 ", "Saw II ", "10 Cloverfield Lane ", "Jackass: The Movie ", "Lights Out ", "Paranormal Activity 3 ", "Ouija ", "A Nightmare on Elm Street 3: Dream Warriors ", "The Gift ", "Instructions Not Included ", "Paranormal Activity 4 ", "The Robe ", "Freddy's Dead: The Final Nightmare ", "Monster ", "Paranormal Activity: The Marked Ones ", "Dallas Buyers Club ", "The Lazarus Effect ", "Memento ", "Oculus ", "Clerks II ", "Billy Elliot ", "The Way Way Back ", "House Party 2 ", "Doug's 1st Movie ", "The Apostle ", "Our Idiot Brother ", "The Players Club ", "As Above, So Below ", "Addicted ", "Eve's Bayou ", "Still Alice ", "Friday the 13th Part VIII: Jason Takes Manhattan ", "My Big Fat Greek Wedding ", "Spring Breakers ", "Halloween: The Curse of Michael Myers ", "Y Tu Mamá También ", "Shaun of the Dead ", "The Haunting of Molly Hartley ", "Lone Star ", "Halloween 4: The Return of Michael Myers ", "April Fool's Day ", "Diner ", "Lone Wolf McQuade ", "Apollo 18 ", "Sunshine Cleaning ", "No Escape ", "Fifty Shades of Black ", "Not Easily Broken ", "The Perfect Match ", "Digimon: The Movie ", "Saved! ", "The Barbarian Invasions ", "The Forsaken ", "UHF ", "Slums of Beverly Hills ", "Made ", "Moon ", "The Sweet Hereafter ", "Of Gods and Men ", "Bottle Shock ", "Heavenly Creatures ", "90 Minutes in Heaven ", "Everything Must Go ", "Zero Effect ", "The Machinist ", "Light Sleeper ", "Kill the Messenger ", "Rabbit Hole ", "Party Monster ", "Green Room ", "Atlas Shrugged: Who Is John Galt? ", "Bottle Rocket ", "Albino Alligator ", "Lovely, Still ", "Desert Blue ", "The Visit ", "Redacted ", "Fascination ", "Rudderless ", "I Served the King of England ", "Sling Blade ", "Hostel ", "Tristram Shandy: A Cock and Bull Story ", "Take Shelter ", "Lady in White ", "The Texas Chainsaw Massacre 2 ", "Only God Forgives ", "The Names of Love ", "Savage Grace ", "Police Academy ", "Four Weddings and a Funeral ", "25th Hour ", "Bound ", "Requiem for a Dream ", "Moms' Night Out ", "Donnie Darko ", "Character ", "Spun ", "Mean Machine ", "Exiled ", "After.Life ", "One Flew Over the Cuckoo's Nest ", "Falcon Rising ", "The Sweeney ", "Whale Rider ", "Pan ", "Night Watch ", "The Crying Game ", "Porky's ", "Survival of the Dead ", "Lost in Translation ", "Annie Hall ", "The Greatest Show on Earth ", "Exodus: Gods and Kings ", "Monster's Ball ", "Maggie ", "Leaving Las Vegas ", "The Boy Next Door ", "The Kids Are All Right ", "They Live ", "The Last Exorcism Part II ", "Boyhood ", "Scoop ", "Planet of the Apes ", "The Wash ", "3 Strikes ", "The Cooler ", "The Night Listener ", "The Orphanage ", "A Haunted House 2 ", "The Rules of Attraction ", "Four Rooms ", "Secretary ", "The Real Cancun ", "Talk Radio ", "Waiting for Guffman ", "Love Stinks ", "You Kill Me ", "Thumbsucker ", "Mirrormask ", "Samsara ", "The Barbarians ", "Poolhall Junkies ", "The Loss of Sexual Innocence ", "Joe ", "Shooting Fish ", "Prison ", "Psycho Beach Party ", "The Big Tease ", "Buen Día, Ramón ", "Trust ", "An Everlasting Piece ", "Among Giants ", "Adore ", "Mondays in the Sun ", "Stake Land ", "The Last Time I Committed Suicide ", "Futuro Beach ", "Inescapable ", "Gone with the Wind ", "Desert Dancer ", "Major Dundee ", "Annie Get Your Gun ", "Defendor ", "The Pirate ", "The Good Heart ", "The History Boys ", "Unknown ", "The Full Monty ", "Airplane! ", "Friday ", "Menace II Society ", "Creepshow 2 ", "The Witch ", "I Got the Hook Up ", "She's the One ", "Gods and Monsters ", "The Secret in Their Eyes ", "Evil Dead II ", "Pootie Tang ", "La otra conquista ", "Trollhunter ", "Ira & Abby ", "The Watch ", "Winter Passing ", "D.E.B.S. ", "The Masked Saint ", "March of the Penguins ", "Margin Call ", "Choke ", "Whiplash ", "City of God ", "Human Traffic ", "The Hunt ", "Bella ", "Dreaming of Joseph Lees ", "Maria Full of Grace ", "Beginners ", "Animal House ", "Goldfinger ", "Trainspotting ", "The Original Kings of Comedy ", "Paranormal Activity 2 ", "Waking Ned Devine ", "Bowling for Columbine ", "A Nightmare on Elm Street 2: Freddy's Revenge ", "A Room with a View ", "The Purge ", "Sinister ", "Martin Lawrence Live: Runteldat ", "Air Bud ", "Jason Lives: Friday the 13th Part VI ", "The Bridge on the River Kwai ", "Spaced Invaders ", "Jason Goes to Hell: The Final Friday ", "Dave Chappelle's Block Party ", "Next Day Air ", "Phat Girlz ", "Before Midnight ", "Teen Wolf Too ", "Phantasm II ", "Real Women Have Curves ", "East Is East ", "Whipped ", "Kama Sutra: A Tale of Love ", "Warlock: The Armageddon ", "8 Heads in a Duffel Bag ", "Thirteen Conversations About One Thing ", "Jawbreaker ", "Basquiat ", "Tsotsi ", "DysFunktional Family ", "Tusk ", "Oldboy ", "Letters to God ", "Hobo with a Shotgun ", "Compadres ", "Love's Abiding Joy ", "Bachelorette ", "Tim and Eric's Billion Dollar Movie ", "The Gambler ", "Summer Storm ", "Fort McCoy ", "Chain Letter ", "Just Looking ", "The Divide ", "Alice in Wonderland ", "Tanner Hall ", "Cinderella ", "Central Station ", "Boynton Beach Club ", "Freakonomics ", "High Tension ", "Hustle & Flow ", "Some Like It Hot ", "Friday the 13th Part VII: The New Blood ", "The Wizard of Oz ", "Young Frankenstein ", "Diary of the Dead ", "Ulee's Gold ", "Blazing Saddles ", "Friday the 13th: The Final Chapter ", "Maurice ", "Beer League ", "The Astronaut's Wife ", "Timecrimes ", "A Haunted House ", "2016: Obama's America ", "That Thing You Do! ", "Halloween III: Season of the Witch ", "Kevin Hart: Let Me Explain ", "My Own Private Idaho ", "Garden State ", "Before Sunrise ", "Jesus' Son ", "Robot & Frank ", "My Life Without Me ", "The Spectacular Now ", "Religulous ", "Fuel ", "Dodgeball: A True Underdog Story ", "Eye of the Dolphin ", "8: The Mormon Proposition ", "The Other End of the Line ", "Anatomy ", "Sleep Dealer ", "Super ", "Get on the Bus ", "Thr3e ", "This Is England ", "Go for It! ", "Fantasia ", "Friday the 13th Part III ", "Friday the 13th: A New Beginning ", "The Last Sin Eater ", "Do You Believe? ", "The Best Years of Our Lives ", "Elling ", "Mi America ", "From Russia with Love ", "The Toxic Avenger Part II ", "It Follows ", "Mad Max 2: The Road Warrior ", "The Legend of Drunken Master ", "Boys Don't Cry ", "Silent House ", "The Lives of Others ", "Courageous ", "The Triplets of Belleville ", "Smoke Signals ", "Before Sunset ", "Amores Perros ", "Thirteen ", "Winter's Bone ", "Me and You and Everyone We Know ", "We Are Your Friends ", "Harsh Times ", "Captive ", "Full Frontal ", "Witchboard ", "Shortbus ", "Waltz with Bashir ", "The Book of Mormon Movie, Volume 1: The Journey ", "The Diary of a Teenage Girl ", "In the Shadow of the Moon ", "Inside Deep Throat ", "The Virginity Hit ", "House of D ", "Six-String Samurai ", "Saint John of Las Vegas ", "Stonewall ", "London ", "Sherrybaby ", "Gangster's Paradise: Jerusalema ", "The Lady from Shanghai ", "The Ghastly Love of Johnny X ", "River's Edge ", "Northfork ", "Buried ", "One to Another ", "Carrie ", "A Nightmare on Elm Street ", "Man on Wire ", "Brotherly Love ", "The Last Exorcism ", "El crimen del padre Amaro ", "Beasts of the Southern Wild ", "Songcatcher ", "The Greatest Movie Ever Sold ", "Run Lola Run ", "May ", "In the Bedroom ", "I Spit on Your Grave ", "Happy, Texas ", "My Summer of Love ", "The Lunchbox ", "Yes ", "Foolish ", "Caramel ", "The Bubble ", "Mississippi Mermaid ", "I Love Your Work ", "Dawn of the Dead ", "Waitress ", "Bloodsport ", "The Squid and the Whale ", "Kissing Jessica Stein ", "Exotica ", "Buffalo '66 ", "Insidious ", "Nine Queens ", "The Ballad of Jack and Rose ", "The To Do List ", "Killing Zoe ", "The Believer ", "Session 9 ", "I Want Someone to Eat Cheese With ", "Modern Times ", "Stolen Summer ", "My Name Is Bruce ", "The Salon ", "Amigo ", "Pontypool ", "Trucker ", "The Lords of Salem ", "Jack Reacher ", "Snow White and the Seven Dwarfs ", "The Holy Girl ", "Incident at Loch Ness ", "Lock, Stock and Two Smoking Barrels ", "The Celebration ", "Trees Lounge ", "Journey from the Fall ", "The Basket ", "Eddie: The Sleepwalking Cannibal ", "Mercury Rising ", "The Hebrew Hammer ", "Friday the 13th Part 2 ", "Filly Brown ", "Sex, Lies, and Videotape ", "Saw ", "Super Troopers ", "The Day the Earth Stood Still ", "Monsoon Wedding ", "You Can Count on Me ", "Lucky Number Slevin ", "But I'm a Cheerleader ", "Home Run ", "Reservoir Dogs ", "The Good, the Bad and the Ugly ", "The Second Mother ", "Blue Like Jazz ", "Down and Out with the Dolls ", "Pink Ribbons, Inc. ", "Airborne ", "Waiting... ", "From a Whisper to a Scream ", "Beyond the Black Rainbow ", "The Raid: Redemption ", "Rocky ", "The Fog ", "Unfriended ", "The Howling ", "Dr. No ", "Chernobyl Diaries ", "Hellraiser ", "God's Not Dead 2 ", "Cry_Wolf ", "Blue Valentine ", "Transamerica ", "The Devil Inside ", "Beyond the Valley of the Dolls ", "The Green Inferno ", "The Sessions ", "Next Stop Wonderland ", "Juno ", "Frozen River ", "20 Feet from Stardom ", "Two Girls and a Guy ", "Walking and Talking ", "Who Killed the Electric Car? ", "The Broken Hearts Club: A Romantic Comedy ", "Goosebumps ", "Slam ", "Brigham City ", "Orgazmo ", "All the Real Girls ", "Dream with the Fishes ", "Blue Car ", "Luminarias ", "Wristcutters: A Love Story ", "The Battle of Shaker Heights ", "The Lovely Bones ", "The Act of Killing ", "Taxi to the Dark Side ", "Once in a Lifetime: The Extraordinary Story of the New York Cosmos ", "Antarctica: A Year on Ice ", "A Lego Brickumentary ", "Hardflip ", "The House of the Devil ", "The Perfect Host ", "Safe Men ", "The Specials ", "Alone with Her ", "Creative Control ", "Special ", "In Her Line of Fire ", "The Jimmy Show ", "On the Waterfront ", "L!fe Happens ", "4 Months, 3 Weeks and 2 Days ", "Hard Candy ", "The Quiet ", "Fruitvale Station ", "The Brass Teapot ", "The Hammer ", "Snitch ", "Latter Days ", "For a Good Time, Call... ", "Time Changer ", "A Separation ", "Welcome to the Dollhouse ", "Ruby in Paradise ", "Raising Victor Vargas ", "Deterrence ", "Not Cool ", "Dead Snow ", "Saints and Soldiers ", "American Graffiti ", "Aqua Teen Hunger Force Colon Movie Film for Theaters ", "Safety Not Guaranteed ", "Kill List ", "The Innkeepers ", "The Unborn ", "Interview with the Assassin ", "Donkey Punch ", "Hoop Dreams ", "L.I.E. ", "King Kong ", "House of Wax ", "Half Nelson ", "Naturally Native ", "Hav Plenty ", "Top Hat ", "The Blair Witch Project ", "Woodstock ", "Mercy Streets ", "Arnolds Park ", "Broken Vessels ", "A Hard Day's Night ", "Fireproof ", "Benji ", "Open Water ", "Kingdom of the Spiders ", "The Station Agent ", "To Save a Life ", "Beyond the Mat ", "The Singles Ward ", "Osama ", "Sholem Aleichem: Laughing in the Darkness ", "Groove ", "The R.M. ", "Twin Falls Idaho ", "Mean Creek ", "Hurricane Streets ", "Never Again ", "Civil Brand ", "Lonesome Jim ", "Seven Samurai ", "The Other Dream Team ", "Finishing the Game: The Search for a New Bruce Lee ", "Rubber ", "Home ", "Kiss the Bride ", "The Slaughter Rule ", "Monsters ", "The Living Wake ", "Detention of the Dead ", "Oz the Great and Powerful ", "Straight Out of Brooklyn ", "Bloody Sunday ", "Conversations with Other Women ", "Poultrygeist: Night of the Chicken Dead ", "42nd Street ", "Metropolitan ", "Napoleon Dynamite ", "Blue Ruin ", "Paranormal Activity ", "Monty Python and the Holy Grail ", "Quinceañera ", "Tarnation ", "I Want Your Money ", "The Beyond ", "What Happens in Vegas ", "Trekkies ", "The Broadway Melody ", "Maniac ", "Murderball ", "American Ninja 2: The Confrontation ", "Halloween ", "Tumbleweeds ", "The Prophecy ", "When the Cat's Away ", "Pieces of April ", "Old Joy ", "Wendy and Lucy ", "Nothing But a Man ", "First Love, Last Rites ", "Fighting Tommy Riley ", "Across the Universe ", "Locker 13 ", "Compliance ", "Chasing Amy ", "Lovely & Amazing ", "Better Luck Tomorrow ", "The Incredibly True Adventure of Two Girls in Love ", "Chuck & Buck ", "American Desi ", "Cube ", "Love and Other Catastrophes ", "I Married a Strange Person! ", "November ", "Like Crazy ", "Sugar Town ", "The Canyons ", "Burn ", "Urbania ", "The Beast from 20,000 Fathoms ", "Swingers ", "A Fistful of Dollars ", "Short Cut to Nirvana: Kumbh Mela ", "The Grace Card ", "Middle of Nowhere ", "Call + Response ", "Side Effects ", "The Trials of Darryl Hunt ", "Children of Heaven ", "Weekend ", "She's Gotta Have It ", "Another Earth ", "Sweet Sweetback's Baadasssss Song ", "Tadpole ", "Once ", "The Horse Boy ", "The Texas Chain Saw Massacre ", "Roger & Me ", "Your Sister's Sister ", "Facing the Giants ", "The Gallows ", "Hollywood Shuffle ", "The Lost Skeleton of Cadavra ", "Cheap Thrills ", "The Last House on the Left ", "Pi ", "20 Dates ", "Super Size Me ", "The FP ", "Happy Christmas ", "The Brothers McMullen ", "Tiny Furniture ", "George Washington ", "Smiling Fish & Goat on Fire ", "The Legend of God's Gun ", "Clerks ", "Pink Narcissus ", "In the Company of Men ", "Sabotage ", "Slacker ", "The Puffy Chair ", "Pink Flamingos ", "Clean ", "The Circle ", "Primer ", "Cavite ", "El Mariachi ", "Newlyweds ", "My Date with Drew " ], "legendgroup": "", "marker": { "color": "blue", "line": { "color": "blue" }, "symbol": "circle" }, "mode": "markers", "name": "", "opacity": 0.6, "showlegend": false, "type": "scattergl", "x": [ 0, 563, 0, 22000, 475, 0, 15, 0, 282, 0, 0, 395, 563, 563, 0, 80, 0, 252, 188, 0, 464, 0, 0, 129, 0, 0, 94, 532, 365, 0, 0, 1000, 13000, 420, 37, 0, 0, 0, 464, 364, 487, 258, 125, 368, 0, 395, 0, 14000, 0, 1000, 179, 0, 0, 14000, 56, 681, 475, 420, 776, 0, 0, 282, 80, 0, 22000, 0, 11, 4000, 17000, 188, 357, 452, 293, 218, 58, 208, 0, 4000, 4000, 274, 171, 198, 47, 94, 31, 663, 38, 66, 0, 776, 255, 84, 571, 22000, 22000, 0, 357, 21000, 905, 508, 226, 249, 33, 50, 0, 230, 150, 0, 0, 0, 282, 179, 532, 508, 13000, 663, 22000, 35, 189, 151, 0, 69, 0, 230, 750, 2000, 0, 59, 12, 473, 13000, 188, 394, 58, 90, 0, 14000, 776, 25, 42, 456, 50, 249, 35, 93, 176, 0, 188, 0, 5, 663, 52, 23, 380, 0, 14000, 0, 255, 295, 357, 0, 503, 0, 209, 42, 6, 394, 150, 608, 386, 750, 255, 14000, 0, 13, 563, 35, 521, 54, 235, 508, 12, 14000, 0, 50, 176, 0, 14000, 0, 1000, 0, 0, 189, 96, 0, 124, 563, 508, 2000, 107, 0, 681, 0, 255, 719, 323, 209, 541, 2000, 776, 610, 249, 167, 0, 160, 521, 368, 0, 50, 662, 123, 294, 0, 274, 446, 364, 0, 0, 0, 446, 0, 16, 610, 19, 473, 0, 79, 13, 128, 189, 62, 55, 776, 0, 218, 124, 17000, 11, 1000, 263, 67, 6, 124, 189, 67, 101, 151, 235, 0, 153, 0, 34, 295, 0, 50, 63, 0, 0, 23, 57, 0, 14000, 0, 258, 13000, 0, 0, 0, 0, 12000, 80, 285, 55, 16000, 21, 10, 165, 226, 14, 0, 77, 207, 0, 380, 17000, 541, 719, 670, 0, 26, 420, 63, 52, 385, 19, 6, 2000, 31, 521, 20, 342, 208, 17000, 611, 9, 0, 0, 116, 0, 127, 10, 20, 0, 0, 475, 0, 0, 44, 165, 0, 394, 81, 70, 212, 102, 663, 212, 0, 188, 487, 12000, 420, 0, 97, 107, 0, 368, 17000, 7, 0, 21000, 323, 0, 21, 12, 0, 221, 0, 14000, 50, 0, 719, 521, 87, 101, 209, 176, 12000, 0, 107, 0, 81, 79, 0, 468, 2000, 96, 378, 101, 0, 750, 521, 249, 0, 545, 266, 36, 79, 36, 420, 278, 12000, 278, 0, 28, 168, 218, 532, 323, 252, 681, 6, 102, 99, 763, 1000, 36, 88, 67, 38, 153, 62, 218, 0, 21000, 55, 293, 13000, 0, 378, 480, 13000, 12, 255, 75, 23, 88, 31, 221, 88, 278, 17000, 91, 77, 610, 163, 0, 221, 165, 154, 333, 117, 10, 101, 30, 189, 301, 503, 452, 425, 40, 21, 153, 81, 438, 266, 11, 25, 31, 57, 258, 25, 65, 0, 13000, 84, 79, 357, 43, 64, 287, 252, 503, 0, 750, 42, 14, 0, 63, 0, 545, 2000, 28, 62, 18, 420, 394, 221, 309, 54, 101, 5, 11, 45, 275, 776, 14000, 35, 0, 0, 335, 0, 107, 88, 163, 212, 16, 255, 221, 14000, 87, 258, 0, 10, 386, 473, 14000, 845, 126, 0, 274, 27, 272, 109, 72, 763, 17, 383, 41, 545, 253, 212, 0, 22, 0, 0, 272, 6, 72, 0, 532, 285, 41, 0, 0, 30, 0, 212, 218, 0, 84, 0, 80, 487, 0, 357, 5, 2000, 16000, 14000, 212, 69, 488, 0, 545, 84, 130, 845, 906, 473, 13000, 0, 14000, 0, 0, 0, 28, 380, 905, 218, 2000, 541, 43, 84, 24, 163, 40, 5, 323, 8, 13, 101, 6, 0, 14, 105, 101, 212, 31, 171, 0, 275, 29, 3000, 448, 18, 101, 0, 0, 335, 36, 38, 4, 14000, 76, 278, 77, 759, 14000, 0, 2000, 54, 0, 0, 285, 258, 480, 11000, 16000, 212, 610, 226, 0, 179, 119, 0, 87, 43, 368, 687, 0, 545, 545, 212, 138, 4000, 21000, 368, 36, 0, 72, 2000, 38, 436, 521, 175, 670, 116, 42, 14000, 759, 176, 10, 322, 84, 0, 12, 11, 16000, 8, 25, 0, 116, 64, 0, 10, 21000, 218, 258, 165, 608, 59, 41, 175, 6, 473, 30, 35, 0, 12000, 163, 47, 708, 420, 124, 0, 0, 0, 55, 13, 188, 212, 197, 0, 18, 253, 0, 12000, 48, 480, 32, 0, 234, 28, 105, 610, 50, 18, 11, 14, 0, 737, 24, 0, 845, 7, 165, 97, 11, 38, 181, 11000, 16000, 209, 80, 69, 2, 53, 0, 258, 0, 11000, 50, 17, 456, 0, 488, 93, 124, 0, 545, 293, 0, 23, 37, 394, 167, 91, 48, 179, 2000, 34, 436, 192, 892, 258, 131, 84, 65, 16000, 11, 70, 32, 10, 0, 30, 189, 545, 143, 138, 51, 357, 420, 83, 108, 163, 10, 0, 25, 116, 12, 503, 293, 72, 39, 58, 521, 189, 52, 845, 61, 12000, 125, 124, 272, 52, 16000, 0, 16000, 96, 0, 9, 53, 70, 50, 39, 21000, 317, 287, 81, 17, 82, 607, 226, 101, 3, 91, 16000, 99, 12000, 541, 159, 45, 33, 0, 11, 33, 906, 59, 0, 0, 125, 394, 0, 488, 94, 44, 102, 234, 309, 383, 1000, 17, 108, 16000, 473, 0, 438, 161, 14000, 0, 235, 58, 0, 422, 0, 71, 869, 17000, 180, 13, 101, 176, 129, 80, 53, 58, 488, 3000, 274, 293, 285, 65, 14000, 0, 80, 97, 277, 235, 43, 0, 51, 252, 0, 241, 155, 295, 9, 43, 12, 148, 152, 249, 174, 99, 160, 71, 5, 23, 39, 75, 213, 154, 79, 0, 34, 12, 16000, 0, 21000, 50, 41, 22, 473, 77, 644, 287, 71, 75, 38, 17, 73, 0, 0, 0, 0, 160, 0, 31, 9, 16000, 58, 503, 73, 0, 487, 323, 16000, 670, 0, 663, 0, 378, 317, 65, 174, 0, 134, 234, 260, 333, 32, 596, 218, 12000, 607, 83, 98, 0, 0, 5, 0, 71, 43, 70, 212, 0, 14000, 662, 176, 21000, 737, 79, 109, 34, 446, 11000, 0, 446, 118, 0, 0, 631, 323, 545, 0, 350, 29, 148, 22000, 906, 39, 380, 293, 65, 32, 118, 119, 80, 40, 0, 79, 541, 0, 176, 126, 777, 845, 23, 322, 33, 45, 49, 50, 49, 18, 628, 487, 117, 49, 41, 58, 37, 38, 85, 153, 61, 161, 0, 0, 160, 29, 8, 0, 278, 0, 503, 326, 29, 11000, 13, 0, 38, 38, 23, 0, 0, 2000, 208, 0, 611, 15, 188, 179, 170, 32, 0, 99, 72, 272, 170, 13, 3, 517, 235, 118, 835, 84, 255, 16, 521, 23, 165, 97, 50, 91, 29, 71, 176, 311, 153, 73, 0, 89, 119, 46, 308, 17, 5, 487, 611, 30, 133, 19, 0, 161, 241, 4, 0, 20, 64, 80, 737, 98, 78, 0, 0, 456, 0, 541, 189, 532, 545, 0, 21000, 42, 119, 0, 0, 164, 0, 0, 241, 333, 101, 155, 278, 167, 0, 138, 436, 38, 29, 101, 0, 14, 563, 23, 415, 160, 14000, 212, 23, 287, 20, 58, 65, 174, 22000, 51, 7, 0, 46, 190, 425, 192, 18, 34, 54, 10, 16000, 0, 326, 14000, 323, 25, 80, 643, 99, 98, 0, 541, 0, 52, 0, 77, 6, 75, 101, 65, 3000, 85, 335, 50, 260, 18, 0, 55, 39, 287, 0, 56, 7, 81, 17000, 545, 118, 7, 105, 34, 33, 17, 719, 0, 58, 19, 171, 124, 0, 65, 0, 0, 29, 14, 42, 22, 37, 80, 0, 5, 7, 22, 39, 18, 8, 0, 48, 0, 180, 13, 154, 34, 47, 0, 31, 44, 584, 295, 124, 357, 13000, 0, 534, 44, 88, 72, 126, 36, 0, 18, 0, 508, 278, 150, 7, 99, 43, 11, 2000, 150, 65, 304, 0, 0, 123, 11, 49, 27, 0, 39, 5, 0, 0, 52, 1000, 3, 2000, 0, 0, 11, 188, 308, 415, 10, 43, 84, 883, 38, 188, 287, 473, 488, 0, 96, 101, 487, 31, 16, 0, 480, 25, 116, 13000, 596, 503, 102, 0, 91, 1000, 64, 338, 91, 17000, 126, 0, 8, 333, 161, 31, 0, 79, 0, 763, 130, 130, 14, 19, 87, 89, 102, 0, 0, 12, 148, 42, 221, 30, 179, 545, 365, 1000, 212, 487, 16, 42, 19, 133, 2000, 308, 174, 0, 16000, 192, 48, 81, 40, 37, 0, 357, 16000, 24, 0, 251, 13, 15, 309, 2, 161, 82, 90, 0, 192, 98, 159, 138, 12, 16, 0, 468, 52, 529, 10, 212, 57, 0, 85, 453, 241, 189, 12, 0, 31, 0, 503, 138, 55, 0, 0, 47, 31, 17000, 0, 3, 165, 6000, 88, 7, 46, 125, 56, 0, 43, 67, 21, 35, 160, 10, 36, 41, 132, 179, 37, 197, 335, 4000, 226, 32, 503, 100, 176, 133, 9, 88, 34, 16, 14, 0, 155, 541, 0, 61, 0, 255, 0, 29, 17000, 238, 26, 278, 35, 10, 0, 0, 0, 8, 65, 34, 521, 0, 43, 0, 96, 155, 40, 176, 0, 188, 252, 221, 6, 487, 101, 23, 12, 132, 323, 304, 43, 188, 176, 0, 37, 21000, 662, 47, 16000, 16000, 11000, 415, 98, 23, 0, 0, 380, 655, 729, 129, 0, 129, 108, 64, 89, 309, 5, 0, 56, 65, 56, 11000, 7, 47, 43, 0, 13, 88, 46, 9, 98, 456, 56, 0, 13000, 777, 845, 0, 43, 23, 209, 134, 395, 171, 246, 82, 102, 343, 0, 456, 40, 15000, 108, 3, 21, 39, 30, 0, 15, 14, 631, 150, 73, 32, 425, 301, 24, 34, 89, 30, 549, 110, 25, 845, 114, 11, 380, 50, 51, 41, 165, 8, 149, 2, 0, 118, 44, 0, 38, 277, 70, 419, 6, 3, 6, 529, 0, 65, 29, 380, 0, 76, 53, 277, 108, 45, 23, 181, 0, 395, 0, 446, 0, 12, 2000, 71, 265, 0, 759, 64, 11, 63, 473, 14000, 5, 93, 0, 323, 136, 285, 0, 149, 0, 163, 0, 446, 226, 46, 23, 0, 0, 529, 197, 96, 905, 181, 71, 44, 456, 0, 105, 368, 115, 710, 63, 80, 116, 32, 23, 0, 234, 23, 17000, 53, 65, 11, 46, 0, 415, 92, 767, 14, 151, 120, 144, 4000, 39, 644, 650, 129, 49, 118, 133, 776, 295, 10, 0, 22, 54, 43, 0, 0, 31, 541, 212, 272, 278, 41, 70, 0, 108, 71, 425, 234, 72, 0, 541, 0, 0, 160, 0, 124, 0, 80, 906, 759, 260, 8, 0, 49, 160, 80, 5, 30, 11000, 0, 763, 353, 0, 0, 272, 16000, 0, 180, 97, 81, 14000, 150, 386, 67, 31, 8, 198, 34, 0, 1000, 167, 11, 529, 0, 99, 425, 170, 43, 70, 96, 47, 395, 0, 248, 21, 285, 17000, 91, 52, 0, 176, 973, 175, 420, 0, 0, 0, 92, 42, 20, 29, 44, 176, 29, 108, 7, 43, 335, 99, 68, 27, 0, 59, 159, 31, 130, 14, 82, 0, 23, 101, 81, 53, 13, 452, 0, 19, 529, 41, 24, 5, 0, 17, 70, 176, 21, 48, 219, 27, 154, 0, 42, 17, 54, 241, 160, 317, 425, 0, 308, 36, 0, 149, 277, 33, 108, 79, 57, 30, 121, 37, 529, 22, 214, 32, 6, 79, 160, 54, 2, 353, 892, 460, 162, 0, 911, 0, 0, 138, 0, 350, 179, 12000, 13000, 19, 0, 149, 167, 36, 71, 480, 0, 41, 597, 0, 119, 293, 269, 446, 126, 25, 0, 48, 41, 41, 192, 18000, 9, 18, 6, 88, 6000, 181, 0, 153, 883, 0, 119, 70, 0, 123, 956, 0, 452, 131, 3, 61, 3, 12, 0, 114, 4, 258, 277, 23, 105, 350, 300, 101, 0, 0, 109, 101, 11, 102, 99, 16000, 42, 529, 34, 24, 25, 235, 101, 0, 0, 2, 31, 118, 221, 42, 0, 0, 0, 12, 1000, 4, 39, 34, 737, 87, 53, 688, 37, 11, 719, 13, 21, 144, 17, 43, 2, 108, 209, 88, 89, 11000, 16000, 406, 0, 8, 48, 737, 98, 255, 65, 52, 0, 0, 52, 140, 18, 0, 19, 0, 14000, 0, 14000, 2, 12000, 163, 438, 122, 79, 82, 67, 0, 32, 265, 154, 0, 545, 322, 729, 99, 30, 0, 30, 0, 13000, 17, 0, 24, 64, 2, 151, 0, 19, 9, 25, 132, 82, 468, 310, 119, 70, 8, 12, 272, 210, 16, 82, 0, 189, 53, 406, 34, 36, 92, 835, 58, 17, 12, 39, 108, 350, 2, 154, 79, 1000, 99, 453, 1000, 26, 35, 14, 15, 19, 23, 0, 212, 0, 835, 24, 0, 13000, 41, 19, 0, 15, 160, 57, 0, 480, 83, 0, 0, 0, 0, 0, 395, 0, 2, 308, 13, 143, 126, 82, 190, 36, 20, 4, 272, 83, 11000, 6, 176, 563, 394, 192, 212, 198, 18, 1000, 350, 214, 11000, 4, 53, 277, 11000, 0, 52, 84, 10, 10, 54, 0, 3, 9, 119, 0, 17, 29, 608, 38, 0, 0, 150, 892, 650, 143, 78, 18, 162, 19, 0, 0, 22, 42, 214, 14, 121, 110, 55, 115, 12, 11000, 25, 58, 14, 3, 278, 43, 34, 0, 52, 17, 15, 0, 17, 0, 37, 0, 8, 189, 93, 2, 42, 6000, 79, 33, 51, 14, 31, 22, 500, 15, 0, 0, 0, 0, 89, 55, 545, 119, 126, 12000, 301, 31, 179, 15, 8, 72, 116, 52, 42, 323, 869, 29, 70, 22, 500, 0, 0, 11000, 521, 23, 380, 8, 0, 80, 62, 130, 17000, 7, 272, 64, 0, 11000, 13, 24, 38, 34, 0, 0, 44, 28, 128, 31, 0, 0, 6, 109, 213, 25, 97, 13000, 655, 44, 0, 379, 0, 337, 11000, 6, 0, 28, 154, 0, 2, 99, 209, 19, 83, 87, 148, 0, 448, 0, 165, 13, 42, 729, 422, 0, 9, 92, 248, 52, 36, 364, 12, 33, 192, 39, 51, 36, 19, 0, 11, 0, 11, 847, 201, 80, 80, 22, 47, 3, 168, 4, 541, 30, 219, 57, 6, 30, 0, 0, 11, 18, 26, 608, 137, 0, 0, 480, 48, 405, 687, 0, 473, 19, 11, 0, 14, 309, 26, 29, 23, 1000, 15, 11000, 7, 7, 45, 22, 11000, 47, 6, 121, 438, 9, 28, 11000, 89, 85, 369, 34, 115, 133, 0, 29, 6, 929, 143, 0, 10, 7, 7, 571, 102, 0, 12000, 521, 12000, 0, 0, 0, 425, 4, 14000, 77, 6, 87, 127, 11000, 79, 350, 13000, 0, 44, 43, 165, 189, 272, 13, 29, 66, 0, 446, 11, 453, 488, 357, 120, 14, 18, 767, 0, 212, 29, 6, 28, 255, 0, 18000, 0, 10, 13, 35, 49, 61, 107, 5, 3, 31, 26, 11000, 20, 133, 0, 11, 15, 7, 83, 13, 8, 10, 19, 119, 310, 79, 11, 0, 73, 181, 210, 374, 12, 36, 16, 92, 0, 164, 745, 34, 11000, 9, 561, 23, 4, 0, 80, 0, 153, 41, 187, 9, 2, 32, 6, 454, 24, 11, 96, 835, 11000, 52, 0, 0, 1000, 6, 0, 11000, 132, 122, 70, 0, 0, 756, 180, 39, 141, 34, 0, 129, 68, 24, 17, 11000, 13, 1000, 15, 16000, 3000, 0, 213, 0, 5, 0, 226, 71, 41, 43, 9, 116, 54, 58, 12, 309, 10, 0, 31, 119, 123, 44, 0, 160, 85, 0, 52, 0, 70, 90, 143, 49, 956, 176, 12, 133, 109, 608, 333, 168, 50, 0, 0, 473, 143, 162, 38, 133, 454, 101, 448, 272, 26, 209, 0, 294, 0, 49, 212, 36, 8, 58, 51, 38, 19, 13, 0, 174, 19, 13, 17, 84, 6, 15, 5, 12, 0, 232, 0, 7, 13, 134, 16000, 35, 18, 412, 799, 0, 26, 7, 15, 2, 16, 24, 107, 37, 80, 83, 460, 150, 260, 0, 139, 29, 41, 187, 83, 115, 11000, 122, 0, 43, 18000, 97, 12000, 164, 187, 10, 44, 39, 3000, 44, 220, 34, 20, 60, 383, 16, 50, 607, 14000, 80, 2, 23, 167, 167, 120, 293, 139, 608, 16, 98, 406, 16000, 22, 128, 0, 0, 33, 166, 132, 66, 0, 4, 58, 53, 258, 278, 4, 131, 131, 0, 192, 350, 57, 20, 14, 729, 226, 25, 655, 83, 98, 249, 32, 628, 611, 27, 16, 67, 25, 216, 378, 11000, 708, 7, 0, 319, 115, 40, 61, 20, 667, 0, 0, 0, 60, 19, 277, 0, 94, 0, 26, 7, 18, 14, 12, 212, 0, 130, 0, 52, 287, 0, 11, 767, 197, 737, 36, 15, 42, 541, 163, 0, 16, 52, 107, 5, 0, 365, 34, 2, 71, 0, 5, 0, 64, 386, 0, 4, 529, 10, 608, 18, 300, 1000, 596, 8, 238, 365, 43, 10, 32, 7, 57, 0, 14000, 21, 11, 58, 0, 835, 163, 425, 235, 65, 7, 304, 163, 13, 0, 17000, 65, 70, 221, 108, 65, 82, 108, 6, 750, 19, 66, 7, 482, 78, 32, 6, 0, 7, 287, 9, 322, 21, 27, 4, 0, 11, 70, 9, 58, 500, 5, 0, 25, 108, 22, 15, 0, 176, 31, 36, 164, 337, 134, 293, 14, 64, 47, 28, 0, 2, 13, 406, 31, 13000, 532, 18, 434, 350, 0, 207, 4, 63, 194, 87, 0, 63, 0, 9, 0, 57, 49, 0, 102, 157, 64, 60, 34, 0, 549, 25, 4, 108, 105, 0, 4, 76, 387, 129, 0, 3, 41, 34, 0, 607, 17, 23, 0, 0, 0, 0, 0, 787, 593, 24, 302, 76, 216, 3, 21, 71, 7, 0, 8, 7, 275, 0, 419, 0, 41, 43, 0, 17, 176, 12, 3000, 147, 0, 365, 50, 278, 92, 473, 92, 85, 909, 65, 0, 8, 37, 46, 17, 0, 188, 23, 157, 49, 38, 26, 64, 930, 608, 3, 11, 28, 0, 4, 8, 3, 108, 43, 68, 729, 17, 170, 319, 160, 78, 407, 80, 163, 16000, 66, 422, 338, 2000, 36, 0, 0, 548, 152, 44, 0, 129, 5, 19, 0, 13, 0, 13, 33, 3, 79, 126, 44, 78, 132, 87, 54, 18, 15, 26, 26, 608, 341, 73, 71, 16, 13, 14, 23, 45, 109, 12, 30, 200, 8, 387, 36, 3, 53, 346, 43, 21, 73, 78, 88, 7, 655, 0, 92, 62, 248, 329, 18, 0, 406, 187, 127, 10, 0, 12, 0, 0, 655, 82, 0, 213, 464, 319, 0, 474, 82, 13, 70, 1000, 0, 152, 0, 23, 82, 22, 197, 14, 737, 0, 44, 48, 0, 0, 1000, 11, 49, 107, 192, 17000, 30, 98, 176, 70, 6, 7, 342, 157, 0, 261, 60, 159, 2, 127, 6, 8, 0, 43, 58, 835, 5, 6, 30, 0, 554, 16000, 0, 3, 0, 13, 777, 125, 294, 40, 3, 309, 7, 0, 208, 218, 132, 38, 11, 0, 905, 0, 129, 15, 38, 210, 0, 31, 0, 0, 116, 0, 909, 131, 55, 0, 153, 34, 11000, 10, 44, 0, 81, 12, 0, 54, 378, 0, 0, 0, 80, 29, 38, 162, 2, 0, 0, 112, 49, 4, 20, 51, 0, 0, 138, 0, 3, 263, 23, 53, 8, 129, 0, 11, 19, 61, 781, 11, 0, 24, 82, 4, 58, 12, 64, 98, 407, 17, 57, 131, 46, 0, 96, 23000, 72, 14, 25, 9, 10, 0, 56, 592, 17, 3, 136, 77, 12, 0, 163, 16, 79, 26, 24, 10, 55, 0, 399, 24, 28, 54, 260, 52, 212, 26, 22000, 59, 0, 335, 214, 0, 0, 3000, 37, 0, 66, 23, 148, 25, 6, 38, 520, 13, 0, 1000, 7, 407, 27, 17, 272, 8, 17, 19, 66, 89, 1000, 23, 99, 12, 66, 23, 3, 84, 4000, 0, 460, 22, 19, 0, 35, 7, 52, 122, 261, 52, 263, 13, 57, 0, 0, 18000, 6, 204, 0, 0, 34, 0, 44, 0, 0, 187, 337, 7, 365, 0, 3, 4, 37, 179, 0, 0, 0, 10, 219, 4, 68, 0, 143, 0, 869, 249, 63, 51, 456, 335, 277, 84, 0, 0, 11000, 309, 0, 395, 9, 81, 357, 450, 0, 8, 0, 11000, 13000, 69, 69, 47, 5, 171, 89, 675, 99, 30, 2, 0, 378, 24, 131, 101, 21, 330, 101, 60, 81, 234, 13, 212, 0, 8, 45, 0, 272, 12, 105, 58, 53, 19, 19, 55, 149, 10, 541, 24, 89, 136, 29, 13, 174, 11, 104, 473, 117, 10, 22, 0, 0, 386, 195, 0, 0, 22, 12, 0, 82, 9, 23, 28, 10, 78, 0, 141, 353, 8, 346, 38, 4, 13, 101, 644, 82, 0, 0, 21, 52, 909, 28, 133, 65, 301, 9, 188, 41, 767, 32, 18, 1000, 23, 18, 0, 4, 152, 15, 70, 0, 300, 16, 45, 11, 18, 232, 151, 269, 0, 0, 13, 59, 0, 84, 21, 78, 81, 7, 27, 26, 700, 87, 13000, 15, 0, 179, 39, 4, 192, 153, 0, 152, 149, 0, 0, 9, 0, 17, 133, 3, 7, 76, 89, 67, 15000, 24, 15, 835, 0, 0, 7, 14, 148, 53, 119, 9, 43, 0, 0, 8, 24, 8, 571, 0, 9, 222, 29, 11, 49, 13, 84, 16, 355, 16, 7, 92, 6, 421, 750, 32, 108, 9, 207, 589, 162, 149, 0, 0, 308, 81, 244, 31, 453, 5, 0, 85, 263, 56, 0, 22, 90, 13, 10, 0, 4, 0, 776, 11, 38, 5, 0, 5, 28, 35, 89, 0, 108, 0, 120, 47, 13, 12, 188, 9, 293, 670, 75, 143, 68, 3, 84, 25, 87, 11, 0, 21, 0, 1000, 0, 191, 15, 387, 0, 460, 787, 0, 44, 58, 38, 675, 21, 122, 522, 0, 18, 0, 7, 407, 49, 7, 0, 188, 0, 33, 87, 0, 346, 12000, 5, 7, 5, 17, 4, 49, 8, 0, 0, 422, 301, 300, 50, 118, 91, 29, 16000, 0, 9, 14, 0, 4, 38, 6, 155, 22, 338, 80, 0, 6, 287, 92, 18, 385, 18, 65, 310, 2, 19, 199, 0, 20, 122, 655, 33, 9, 56, 132, 2, 112, 11, 12, 13, 406, 234, 4, 22, 0, 21, 2, 0, 50, 141, 10, 9, 0, 74, 243, 11, 29, 82, 0, 4, 0, 53, 436, 603, 28, 163, 171, 91, 0, 6, 0, 29, 6, 15, 14, 0, 377, 9, 6, 37, 247, 75, 38, 0, 8, 365, 214, 243, 687, 168, 4, 23, 52, 0, 174, 31, 0, 21, 10, 19, 14, 16, 0, 4, 44, 589, 24, 9, 8, 310, 3, 6, 0, 6, 0, 7, 0, 35, 9, 204, 71, 21, 12000, 0, 6, 681, 248, 12, 6, 12, 380, 0, 38, 0, 10, 521, 3, 365, 24, 89, 100, 57, 110, 0, 25, 20, 4, 385, 12, 3, 4, 33, 30, 44, 0, 149, 10, 82, 54, 129, 129, 0, 37, 3, 278, 0, 25, 0, 132, 681, 4, 44, 0, 165, 0, 45, 7, 52, 99, 261, 15, 0, 7, 218, 0, 0, 0, 151, 0, 0, 15, 373, 131, 0, 135, 101, 56, 109, 0, 365, 909, 100, 589, 3, 467, 56, 3, 29, 0, 0, 293, 32, 217, 0, 969, 234, 4, 6, 0, 0, 119, 453, 0, 157, 0, 107, 397, 291, 0, 0, 0, 16 ], "xaxis": "x", "y": [ 7.9, 7.1, 6.8, 8.5, 6.6, 6.2, 7.8, 7.5, 7.5, 6.9, 6.1, 6.7, 7.3, 6.5, 7.2, 6.6, 8.1, 6.7, 6.8, 7.5, 7, 6.7, 7.9, 6.1, 7.2, 7.7, 8.2, 5.9, 7, 7.8, 7.3, 7.2, 6.5, 6.8, 7.3, 6, 5.7, 6.4, 6.7, 6.8, 6.3, 5.6, 8.3, 6.6, 7.2, 7, 8, 7.8, 6.3, 7.3, 6.6, 7, 6.3, 6.2, 7.2, 7.5, 8.4, 6.2, 5.8, 6.8, 5.4, 6.6, 6.9, 7.3, 9, 8.3, 6.5, 7.9, 7.5, 4.8, 5.2, 6.9, 5.4, 7.9, 6.1, 5.8, 8.3, 7.8, 7, 6.1, 7, 7.6, 6.3, 7.8, 6.4, 6.5, 7.9, 7.8, 6.6, 5.5, 8.2, 6.4, 8.1, 8.6, 8.8, 7.9, 6.7, 7.8, 7.8, 6.6, 6.1, 5.6, 6.4, 6.1, 7.3, 6.6, 6.3, 6.1, 7.1, 5.5, 7.5, 7.6, 6.4, 7.2, 6.7, 8, 8.3, 6.7, 5.9, 6.7, 6.7, 7.6, 7.2, 7.1, 8.1, 6.7, 7, 6.9, 5.1, 5.8, 6.2, 7.4, 5.8, 6.2, 7.3, 4.2, 6.9, 6.4, 5.4, 6.7, 5.8, 6.9, 7.2, 6.9, 6.1, 5.5, 6.6, 6.1, 6.3, 7.2, 7.4, 7.3, 6.1, 7.7, 6.1, 8, 7.3, 7.9, 5.5, 5, 7.7, 6.6, 5.7, 5.8, 6, 6.4, 6.9, 6.4, 7.4, 5.5, 5.9, 6.8, 6.8, 8.1, 6.5, 7.2, 6.7, 8.1, 7.6, 7.4, 7.6, 6.7, 6.5, 6.6, 6.7, 6.4, 5.8, 7.4, 7.8, 6.6, 4.9, 6.5, 6.2, 7.3, 7.5, 5.6, 8.1, 6.7, 6.6, 6.4, 7.5, 7.3, 7.5, 5.8, 7.5, 6.6, 6.7, 3.7, 6, 6.4, 6.1, 6.4, 5.6, 8, 5.2, 7.1, 4.8, 7, 5.4, 6.6, 6.7, 6.2, 6.1, 5.3, 6.3, 7, 7.6, 6.7, 8.1, 6.7, 6.5, 7.3, 6, 6.1, 5.9, 7.8, 5.8, 6.3, 4.3, 6.4, 6.1, 6.5, 7.1, 6.4, 6.5, 6.3, 7.5, 4.9, 5.8, 6.2, 5.5, 5.4, 5.8, 7.1, 5.4, 3.7, 6.7, 7.2, 8.8, 5.8, 6.8, 3.8, 7.1, 7.2, 5.9, 7.1, 8.1, 6.9, 4.4, 6.5, 8.5, 7.7, 7.4, 8, 5.7, 8.5, 7, 7.8, 7.2, 6.4, 5.5, 6.7, 6.1, 8.5, 6.9, 7.3, 6.7, 6.9, 5.1, 6.8, 6.7, 6, 5.7, 8, 8.2, 5.4, 7.2, 7.5, 7, 3.3, 6, 7.1, 5.4, 6.1, 5.3, 2.2, 7, 3.8, 6.9, 7.2, 7.3, 6.3, 7.5, 7.6, 6.8, 5.2, 7.7, 6.2, 7.7, 4.3, 6.9, 6.6, 7, 6.7, 8.2, 8.9, 8.7, 5.5, 5.7, 6.3, 5.9, 7.6, 6.6, 5.3, 6, 8, 5.6, 5.9, 7.3, 7.9, 6.8, 6.6, 6.6, 7, 7, 7.3, 5.5, 8.5, 7.5, 7, 7.8, 7.6, 7.6, 6.8, 5, 7.1, 5.5, 5.6, 7.1, 4.9, 7.4, 5.7, 6.4, 5.9, 5.5, 6.9, 6.2, 7, 5.6, 7, 6.8, 5.4, 6.1, 6.7, 6.9, 8, 4.4, 7.3, 6.3, 7.7, 6.5, 7.8, 6.4, 7.8, 5.8, 7.1, 7.1, 6.8, 4.8, 6.2, 6.9, 7.3, 6.6, 6.9, 6.2, 6.7, 7.6, 6.7, 6.2, 7.3, 6, 7.1, 7.1, 5.5, 5.6, 7.5, 5.4, 4.3, 4.9, 7.1, 6.4, 4.3, 6.1, 7, 7.7, 5.9, 6.7, 6.5, 7.1, 7.3, 6.5, 7, 6.8, 7.2, 6.1, 6.7, 6.4, 4.4, 5.4, 6.5, 6.7, 8.1, 5.6, 6.3, 7.3, 6.1, 7.7, 6.4, 6.8, 6.6, 7.2, 6.9, 5.2, 4.9, 6.3, 5.6, 5.5, 6.7, 7.6, 5.7, 4.6, 7, 5.2, 5.1, 6.6, 6.7, 7.3, 5.9, 5.6, 6.5, 5.9, 7, 5.3, 5.9, 6.3, 6.3, 7.3, 5.8, 5.2, 2.4, 5.7, 5.8, 5.6, 6, 5.8, 6, 5.7, 6, 7.8, 4.2, 5.6, 8.2, 8.5, 5.8, 6.5, 7.2, 6.7, 3.4, 5.9, 7.8, 5.9, 4.1, 6.8, 5.8, 7.5, 6.9, 6.5, 6.9, 7.9, 7.4, 6.7, 7.4, 6.9, 6.8, 6.7, 5.1, 4.1, 7.3, 6, 7.3, 5.4, 5.9, 7.1, 6, 6.5, 5.7, 7.6, 6.6, 5.4, 7.3, 6.5, 6.6, 6.6, 5.9, 6.7, 6.1, 6.6, 6.6, 5.3, 6, 4.7, 6.1, 7.2, 6.4, 6.1, 5.9, 6, 6.3, 5.6, 6.4, 7.1, 6.6, 4.6, 8.4, 7.1, 7.4, 6.9, 4.5, 7.1, 6.5, 5.3, 6.7, 7.2, 7.2, 5.5, 5.8, 6, 6.6, 8.3, 6.7, 7.1, 6, 6.9, 5.6, 5.6, 4.5, 7.1, 6.5, 6.4, 5.8, 8, 6.2, 7.2, 6.1, 7.6, 6.3, 6.3, 6.3, 7.7, 7, 5.3, 5.6, 5.2, 5.4, 6.4, 5.9, 6.3, 6.5, 3, 3.6, 5.8, 6.2, 5.6, 5.4, 6.1, 4.2, 6.7, 4.2, 6.4, 4.9, 6.8, 7.7, 5.6, 6.4, 7.2, 6, 5.9, 7.9, 7.1, 5.9, 6.2, 7, 5.4, 8.6, 6.5, 6.4, 7.6, 5.5, 7.4, 8.7, 7.6, 5.5, 7.6, 6.5, 6.9, 6.7, 6.6, 7.2, 6.4, 6.4, 6, 6.1, 6, 6.4, 6.4, 7.3, 5.2, 6.6, 6.3, 5.9, 6.7, 5.4, 6.4, 6.7, 6.2, 6.1, 8.8, 7.1, 5.7, 5, 5.1, 6.9, 4.8, 6.5, 5.1, 7.1, 7.5, 6.2, 6.3, 8.1, 6.6, 6.9, 6.1, 4.3, 6.6, 6.8, 3.8, 5.9, 7.9, 6.3, 5.5, 7.7, 6.3, 7.1, 8.5, 5.8, 8.1, 7.9, 7.2, 6.3, 8.1, 7, 5.5, 6.7, 5.2, 7, 6.1, 6.6, 5.5, 5.9, 5.4, 6.4, 5.7, 6.7, 7.1, 6.8, 6.5, 7.6, 5.5, 6.5, 7, 5.8, 7.3, 6.6, 4.4, 7.7, 5, 7.7, 4.4, 6.1, 5.4, 6.8, 6.5, 7, 6.3, 6.3, 6.1, 6.1, 5.3, 5.4, 6.2, 6.6, 5.9, 6.3, 7.2, 6.8, 6.1, 7.8, 5, 6.2, 6.7, 4.9, 7.4, 6.2, 4.9, 6.1, 6.1, 6.4, 6.3, 6.6, 5.7, 5.9, 6, 6.1, 6.7, 6.7, 7.9, 4.3, 5.7, 6.7, 6.7, 6.1, 5.6, 6.6, 6.9, 4.8, 6.2, 6, 4.9, 5.6, 6.1, 6.1, 4.8, 5.5, 3.8, 6.5, 6.7, 8.1, 4.9, 7.3, 6.4, 6.7, 3.6, 5.7, 6, 4.7, 6.3, 5.9, 5.9, 7.5, 5.6, 6.4, 6.3, 4.3, 5.9, 5.5, 6.2, 8.8, 5.2, 7, 6.6, 7.3, 5.6, 6.6, 5.4, 6.3, 7.9, 6.3, 6, 7.2, 5.1, 7.3, 8, 6.2, 6, 6.7, 8.1, 6.4, 8, 6.3, 6.4, 6.6, 6.4, 6, 6.6, 5.9, 6.4, 6.3, 7.3, 6.8, 7.2, 5.7, 6, 6.5, 5.8, 5.8, 6.7, 7.8, 5.6, 5.8, 7.4, 6.9, 5.5, 6.3, 4.7, 5.6, 6.4, 4.2, 6.4, 7.7, 6.7, 7.7, 5.7, 7.6, 6.4, 5.6, 6.8, 2.4, 6.2, 5.9, 7.1, 7.6, 5.5, 7, 7.1, 7.4, 7.6, 5.9, 5.9, 8, 7.4, 5.8, 6.3, 5.7, 5.1, 7.6, 6.4, 7.4, 8.2, 6.5, 5.5, 6.5, 5.6, 4.6, 7.9, 7.1, 6.9, 7.3, 7, 7.7, 6.7, 6.3, 5.8, 7.1, 7.3, 6.4, 7.1, 7.6, 6.8, 6.6, 6.7, 6.1, 6, 7.6, 7.1, 5, 6.2, 5.6, 7.4, 5, 5.2, 7.6, 6.6, 7, 5.7, 8.2, 6.2, 6.6, 4.7, 6.3, 6.1, 6.7, 6.1, 7, 7.4, 7.3, 5.8, 6.7, 5.8, 7.8, 6.6, 6.5, 6.7, 7.3, 5.8, 5.5, 6.3, 7.4, 5.9, 6.2, 5.9, 6.5, 4.4, 3.5, 6.6, 6, 6.4, 6.5, 4.3, 4.2, 6.5, 6.1, 6.3, 6.2, 5.9, 5.9, 6.5, 6.4, 6.5, 5.7, 8, 7.3, 6.7, 7.5, 5.4, 6.6, 7.7, 5.8, 5.6, 6, 6.2, 5.9, 5.1, 6.8, 6, 5.1, 5.8, 6.2, 6.4, 4.8, 4.9, 5.6, 5.5, 3.7, 5.9, 6.3, 7.6, 8.3, 6.9, 6.7, 6.8, 7.1, 6.4, 6.4, 7.4, 6.4, 6, 6.5, 7.8, 6, 7, 6, 6.1, 6.8, 6.4, 4.5, 5.8, 6.3, 5.7, 7.2, 7.6, 4.7, 6.6, 6.8, 7.3, 4.8, 6.3, 5.5, 6.2, 5.8, 5.7, 6.5, 6.7, 7.4, 6.9, 5.5, 8.1, 7.7, 7.3, 5.2, 7.1, 7.1, 7.2, 6.5, 4.6, 5.6, 7.7, 7.2, 6.8, 5.4, 6.3, 5.6, 6.8, 4.3, 6.3, 6.5, 6.4, 6.3, 5.9, 6.5, 6.5, 6.1, 5.9, 6.6, 7.4, 7.3, 6.6, 5.6, 5.3, 6, 5.4, 6.8, 6.4, 7.1, 4.9, 5.8, 7.1, 7.2, 6, 6, 7, 5.4, 6.5, 6.4, 4.9, 6.3, 7.7, 7.8, 5.5, 7.5, 6.4, 5.6, 7.5, 6.8, 6.8, 6, 7.3, 6, 7, 5.1, 6.8, 6.5, 6.6, 7.2, 7, 7, 5.9, 5.4, 6.6, 7, 6.5, 6.3, 6.5, 6.5, 5.8, 6.6, 5.4, 6.1, 4, 7.6, 7.9, 5.3, 6.6, 6.3, 7.2, 7, 6.9, 5.2, 8.1, 6.6, 6.2, 7.2, 7.3, 6.7, 6.4, 7.8, 6.4, 4.1, 4.1, 7.4, 5.8, 7.6, 7.2, 7.8, 7.7, 6.4, 5.1, 5.5, 7.4, 6, 7.5, 7, 7.5, 7.3, 5.7, 7.3, 7.2, 5.9, 7.8, 7.7, 8.1, 6.6, 7.1, 5.9, 8, 4.6, 6.1, 6.4, 6, 5.2, 7.6, 6.4, 6.1, 6.1, 5.2, 7.7, 7.3, 6.9, 8.5, 6.3, 5.9, 7.8, 6.7, 6.4, 5.9, 6.6, 6.8, 6.5, 6.6, 5.8, 6.9, 7.1, 5.8, 7.2, 6, 4.7, 5.2, 5.5, 7, 5.8, 6.2, 6.5, 7.2, 5.1, 4.7, 5.9, 5.8, 7.2, 6.2, 5.7, 6.1, 6, 6.9, 6.5, 5, 5.7, 7, 5.1, 5.3, 4.4, 4.7, 6.7, 6.7, 5.7, 7.4, 6.1, 6.4, 6.2, 6.2, 5.9, 4, 6.2, 4.6, 6.4, 5.9, 5.1, 7.6, 4.2, 7.8, 5.8, 5.9, 8.4, 4.8, 6.2, 6.5, 6.3, 3.3, 5.9, 5.8, 4.7, 4.1, 6.8, 6.2, 4.5, 5.8, 7.3, 5.9, 4.4, 5.8, 5.1, 6.9, 6.2, 6.9, 7.3, 7.1, 6, 7, 7.6, 7.1, 6.7, 7, 8, 5.3, 4.9, 6.4, 6.1, 6.5, 5.7, 5.1, 6.6, 6.5, 6.9, 7.6, 5.6, 6.2, 4.4, 5.6, 5.5, 6.7, 6.1, 6.2, 7.3, 6.6, 8.2, 6.4, 6.4, 5.2, 6.5, 7.1, 7.3, 5.2, 7.7, 7.6, 5.7, 7, 6, 8.1, 8, 5.6, 6.1, 6.9, 5.2, 7, 6.3, 7, 6.9, 6.2, 6.4, 6.4, 5.7, 6.1, 5.4, 6.7, 6.8, 6, 7.8, 5.3, 4.5, 5.4, 7.8, 7.2, 6.6, 7.6, 5.9, 6.7, 7.7, 5.4, 6.9, 7.7, 6.8, 6.4, 5.7, 7.3, 6.8, 6.3, 5.9, 7.4, 8.3, 6.2, 6.3, 5.8, 7.5, 6.3, 6.4, 7.2, 6.3, 6.9, 6.6, 6, 7.5, 7.7, 6.2, 5.4, 6.6, 5.3, 5.6, 5.9, 7.8, 6.7, 7.4, 6.2, 5.4, 6.7, 5.3, 5.9, 4.8, 3.8, 8.5, 6.8, 5.3, 7.3, 6.6, 6.2, 5.2, 6.2, 6.2, 6.6, 6.2, 5.1, 6.6, 6.1, 6.6, 5.9, 6.3, 7.1, 5, 5.6, 7.4, 4.5, 6.2, 5, 6.5, 5.1, 6.5, 6.2, 6.3, 3.8, 6.2, 5.7, 6.7, 6.8, 6, 7.3, 5.5, 6.7, 4.8, 5.7, 5.1, 6, 4.2, 7.4, 4.6, 6.9, 6.9, 8, 6.4, 6.3, 6.8, 6.8, 5.4, 7.2, 7.3, 5.2, 5.5, 7.7, 7.1, 5.3, 5.6, 5.7, 7.1, 7.6, 5.5, 5.1, 4.9, 6.5, 5.6, 5.3, 6.5, 6.8, 6.5, 6, 8.4, 6, 7.6, 6.9, 6.4, 5.1, 7, 5.7, 6.8, 6.7, 6.2, 7.2, 6.2, 5.6, 4.4, 7.5, 7.1, 6.4, 7.1, 6.9, 7.5, 6.3, 6.4, 5.9, 6.8, 6.3, 3.6, 5.3, 5.9, 6.9, 6.9, 6.1, 8.5, 6.3, 7.3, 6.3, 7.2, 7.3, 6.3, 8.1, 6.9, 6.3, 7.3, 5.5, 6.1, 6.9, 7.2, 6.4, 6.4, 8.3, 7.2, 6.8, 6.5, 7.8, 7.6, 7.2, 6.7, 6.8, 6.3, 6.2, 6.2, 8.6, 8, 7, 8, 8.1, 6.7, 7.9, 6.1, 4.2, 6.1, 6.6, 7.5, 7.4, 7.2, 6.9, 7.4, 5.4, 6.8, 6.3, 7.2, 6.9, 6, 5.9, 5.4, 5.9, 6.1, 7.7, 5.8, 7.6, 6.1, 5.4, 5.1, 6.4, 6.3, 7.5, 7.1, 7.8, 6.5, 6.6, 7.4, 7.6, 7.5, 6.6, 7.2, 7.6, 6.2, 5.6, 7.6, 6.6, 7, 2.7, 7.6, 6.6, 6.9, 6.8, 3.7, 6.1, 5.9, 6.7, 6.9, 5.5, 7.1, 7.1, 7.3, 3.4, 6.8, 6.9, 7, 5.5, 5.1, 6.2, 5.9, 5.2, 6.2, 5.5, 7.4, 4.4, 6.3, 6.1, 5.3, 5.4, 6.7, 5.9, 7.3, 5.5, 5.8, 4.6, 6.7, 5.1, 5.6, 7, 6.4, 6.7, 4.1, 5.5, 2.7, 6.4, 4.8, 6.1, 4.8, 7, 6.8, 5.6, 6.1, 7.9, 8.4, 6.5, 7.1, 6.6, 7, 5.6, 4.8, 7.5, 6, 6.8, 6.5, 7.9, 6.4, 5.8, 7.7, 5.3, 5.3, 7.5, 6.9, 4.9, 7.1, 8, 7.9, 7.6, 5.9, 6.3, 6.4, 8.2, 6.9, 7.8, 6.7, 7.5, 7.4, 5.2, 7.6, 7.3, 6.6, 6.8, 6.9, 5.8, 6.6, 6.7, 6.7, 6.3, 7.7, 6.1, 4.9, 6.2, 7.8, 8.2, 6.9, 6.2, 6.9, 4.8, 8, 5.3, 6.7, 5.4, 5.4, 4.9, 6.1, 5.8, 7, 6.5, 6.6, 5.7, 6.6, 7, 7.4, 5.3, 7.4, 7.4, 6.8, 7.2, 6, 7.8, 6.6, 7.9, 5.7, 7.1, 5.6, 7.8, 7.9, 6.9, 7.7, 6.9, 6, 6.2, 5.9, 6.8, 3.6, 6.7, 6.3, 6.4, 6.4, 5.7, 6.2, 5.2, 6.1, 7.1, 7.2, 6.5, 6, 7, 7, 7.5, 6.6, 7.4, 6.5, 6.2, 7.8, 5.2, 6.5, 6.5, 5.2, 7.2, 7.1, 4.5, 5.7, 6, 6.4, 5.2, 4.3, 6.1, 6.8, 5.2, 6.5, 7.5, 7.1, 6.9, 8, 8.2, 6.4, 7.9, 6.7, 6.1, 8.9, 8.1, 6.2, 4.9, 5.8, 6, 7, 6, 7.9, 8.1, 6.2, 6.7, 7.3, 4.6, 6.1, 6.2, 7.8, 6.1, 5.8, 6.5, 7.2, 7.8, 4.7, 6.8, 5.9, 7.2, 8.7, 5, 6.6, 8.3, 6.7, 7.8, 6.5, 6.1, 8.1, 5.2, 5.6, 5.8, 6.6, 6.6, 5.5, 7, 6.5, 5.8, 5.6, 5.6, 5.8, 7.6, 6.4, 6.3, 4.6, 6.5, 7.5, 7.5, 5.3, 7.5, 3.3, 3.5, 9.3, 4.8, 6.9, 6, 7.3, 6.6, 7.5, 6.9, 6.8, 6.3, 6.4, 5.6, 6.3, 7.3, 6.6, 4.6, 5.1, 5.6, 5.3, 5.6, 5.9, 4.7, 4.8, 6.8, 5.4, 5.1, 7, 4, 7.3, 6.8, 7, 7.1, 6.9, 7.3, 8.2, 7.1, 7.7, 6.5, 4.9, 6.4, 5.9, 6.2, 5.8, 6.7, 5.9, 7.3, 4.1, 4.9, 7.9, 5.6, 5.2, 4.1, 6.6, 2.9, 6.5, 7.2, 6.8, 7.8, 6.7, 7.1, 5.7, 5.3, 7.7, 6.1, 7.3, 7.2, 5.3, 6.1, 5.8, 5.7, 6.7, 6.5, 7.2, 7.6, 4.6, 6.9, 6.6, 6.3, 6.2, 5.3, 7.3, 5.6, 6.2, 5.2, 5.3, 5.4, 4.9, 5.5, 6.7, 3.9, 7.2, 5.1, 6.5, 8.2, 7.7, 7.2, 6.1, 8.8, 6.8, 6.8, 6.7, 7.1, 7.1, 6.1, 8, 7.5, 6.6, 5.4, 6.1, 6.1, 5.6, 5.8, 2.8, 6.7, 5.1, 7.2, 6, 6.7, 6.2, 6.2, 6.8, 7.1, 7.1, 7, 7.1, 6.4, 7, 6.2, 7.5, 4.8, 7.3, 5.8, 7.6, 5.6, 7, 6.6, 6.5, 7.4, 4.6, 6.4, 6, 5.9, 6.4, 6.6, 6.9, 6.9, 5.8, 6.4, 5.3, 6.5, 5.7, 6.7, 3.9, 4.1, 6.2, 3.8, 5.1, 7.8, 7.8, 6.1, 5.8, 6.3, 5.4, 7.3, 6.8, 7.3, 6.5, 7.2, 6.3, 5.9, 7.8, 7.4, 4.8, 6.3, 7.8, 7.5, 6.8, 6.6, 4.6, 7.1, 6.1, 6.7, 7.1, 5.8, 6.7, 5.8, 6.8, 8.5, 6.6, 7.7, 4.7, 6.4, 5.5, 8.6, 7, 7.1, 5.7, 3.7, 7.5, 4.6, 4.9, 6.9, 7.1, 5.8, 5.4, 7.3, 7.1, 5.8, 8.1, 5.7, 4.4, 7.9, 7.6, 4.8, 6.7, 2.7, 5.8, 7.5, 5.4, 4.1, 5.9, 6.3, 6.8, 2.3, 6.9, 8.1, 6.1, 5, 5.5, 6.2, 6.2, 6.3, 6.7, 3.5, 7.5, 6.6, 7.5, 7.2, 4.8, 6.6, 3.5, 7.6, 6.3, 5.5, 6.3, 6.5, 6.9, 7.6, 3.9, 6.1, 7.3, 8.3, 5.8, 6.8, 7, 5.9, 6.5, 6.4, 5.8, 5.1, 6.8, 5.3, 5.3, 4.9, 6.8, 7.1, 6.1, 8.5, 5.9, 6.3, 5.9, 5.4, 6.9, 7.5, 8.2, 5.9, 5, 7.3, 6.4, 6.6, 7.8, 4, 7.6, 7.7, 5.8, 5.2, 5.6, 5.3, 6.6, 1.9, 5.7, 6.6, 6, 6.1, 4.8, 6.2, 7.5, 6.3, 7.1, 6.6, 6.1, 6.7, 5.6, 7.2, 4.3, 6.4, 7.1, 6.3, 7.4, 6.1, 6.6, 6, 6.8, 6.8, 7.2, 1.9, 5.5, 4.5, 6.3, 6.7, 2.8, 5, 4.3, 5.6, 6.2, 5.3, 7.4, 7.4, 6.5, 7.1, 7.2, 2.3, 6.4, 6.1, 7, 7, 7, 4.9, 6.9, 7.5, 6.9, 4.5, 7.4, 7, 2.8, 7.5, 7.1, 6.4, 6.7, 5.3, 6.2, 6.4, 5.1, 5.5, 5.4, 7.5, 7.4, 8, 5.7, 6.8, 5.9, 7.2, 5.5, 8.5, 5.6, 4.1, 6.1, 5.4, 7.1, 3.6, 6.5, 8.6, 7, 7.6, 6.5, 6.4, 6.3, 5.7, 6.3, 6, 7.7, 6.2, 7.7, 6.4, 6.4, 6.9, 7.3, 7.3, 6.2, 6.6, 6.7, 5.7, 3.1, 6.3, 5.7, 7.1, 7, 6.1, 6.6, 7.8, 8.3, 3.9, 7, 6.7, 7.3, 6.3, 7.8, 7.3, 7.6, 5.3, 7.9, 5.3, 6.8, 7.1, 5.8, 5.8, 8.3, 5.6, 6.8, 5, 7.6, 6.7, 6.7, 5.7, 5.2, 7.5, 7.2, 5.3, 6.5, 5, 6.1, 4.4, 7.5, 5.7, 5.5, 7.1, 5.9, 6.7, 7, 7.9, 6.9, 7.3, 7.3, 3.5, 7.8, 6.7, 6.4, 7.1, 7.8, 5.9, 7.2, 6.2, 6.7, 7.6, 6.2, 6.5, 8.1, 6.3, 4.4, 6, 7.6, 8.4, 7.9, 5.6, 6.5, 7.5, 6.3, 7.9, 5.1, 6.7, 6.7, 5.6, 5.6, 6.8, 6.2, 5.6, 6.4, 5.6, 7.4, 7.2, 4.9, 7.5, 4.8, 3.1, 5.8, 6.7, 6.5, 5.9, 5.5, 3.6, 7.4, 3, 7.6, 6.4, 6.9, 6.6, 5.5, 4.1, 6.8, 6.5, 7.4, 7.7, 7.1, 6.3, 7.6, 8, 7.3, 7.6, 7.8, 6.5, 6.4, 8, 4.8, 7.8, 5.9, 5.4, 3.3, 8.2, 5.4, 6.4, 4.8, 5.9, 5.5, 7.9, 4.9, 7.2, 5.3, 7.2, 5.1, 5.6, 7.6, 7.2, 5.7, 5.2, 7.7, 7, 6, 6.6, 6.8, 7.2, 7.2, 2.8, 6.6, 6.7, 7, 4.4, 6.2, 7.3, 5.1, 6.6, 4.5, 5.9, 6.6, 6.5, 7.3, 7.5, 5.9, 7.4, 6.9, 7.9, 8.4, 8, 6, 6.8, 7.8, 8.1, 6.1, 6.2, 6.2, 7.4, 6.6, 7.3, 7.5, 5.6, 7.3, 6.4, 5, 5.4, 7.1, 5.3, 6.5, 6.2, 6.4, 6.9, 5.7, 7.7, 5.4, 5.6, 7.7, 5.1, 6.8, 8.4, 4.9, 7.1, 6.6, 6.1, 4.1, 5.8, 8.1, 7.6, 7.8, 4.6, 6, 7, 6.7, 6.4, 7.2, 7.4, 4.8, 4, 6.2, 7.7, 6.7, 7.9, 7.9, 5.5, 6.2, 5.1, 4.1, 6.7, 4.7, 6.4, 6.3, 5.5, 7.3, 6.3, 4.9, 7.6, 6, 6.2, 6.8, 4.5, 5.7, 4.6, 6.2, 7, 6.9, 6.7, 5.6, 6.6, 6.4, 2.8, 5.4, 5, 5.1, 8, 5.9, 8.2, 7, 6.6, 6.7, 5.5, 4.9, 6.9, 5.6, 8, 5.3, 6.2, 5.3, 6.6, 7.2, 4.6, 7.5, 6.5, 7.6, 6.2, 8, 6.3, 7.2, 6.7, 5.3, 6.3, 6.5, 8.3, 7.2, 6.8, 6.4, 6.9, 6.2, 6.1, 5.1, 4.5, 5.9, 8.1, 5.7, 6.8, 7.5, 8.3, 7.4, 8, 6.9, 6.9, 5.5, 7.2, 6.9, 5.5, 5.2, 7.1, 5.5, 6.7, 5, 6.4, 6.6, 5.9, 5.7, 4.5, 5, 4.6, 6.5, 4.9, 6, 6.9, 5.7, 6.9, 4.4, 7, 5.4, 5.4, 7.6, 5.9, 6.6, 6.7, 3.9, 5.7, 6.5, 6.8, 7.3, 7, 6.5, 7.7, 7.7, 5.9, 6.8, 7.4, 5.1, 7.4, 7.2, 8.3, 8.1, 7.3, 3.6, 1.6, 8, 6.2, 9, 6.1, 5.7, 6.8, 5.5, 6.8, 7.3, 6.1, 7.2, 5.9, 6.1, 6.8, 7.7, 4.9, 6.1, 2.5, 6.1, 5.9, 5.7, 5.6, 7.2, 7.7, 7.8, 6.1, 5.8, 6.5, 7.9, 6.3, 3.8, 8.3, 6.4, 6.7, 6.1, 6, 5.8, 5.6, 6.1, 5.9, 7.3, 6.8, 5.7, 7.3, 6.3, 5.9, 7.1, 7.1, 8, 5.1, 7.1, 6.5, 4.5, 6.6, 4.3, 6.7, 5.4, 6.6, 7.3, 6.9, 8, 7.8, 6.1, 5.1, 7.4, 7.8, 8, 6.7, 6.6, 6.4, 6.7, 6.2, 7.3, 8.1, 7, 8, 8, 7, 7.9, 5.9, 6.6, 6.3, 7.7, 6.9, 7.1, 7.4, 6.5, 6.5, 6.8, 7.5, 6.6, 7.1, 6.6, 7, 3.3, 6.7, 6.8, 6, 5.4, 4.3, 6.2, 7.7, 8, 7.4, 5.9, 7.8, 7.4, 6.5, 7, 7.6, 6.9, 5.3, 6.4, 7.8, 6.7, 5.3, 6.3, 7, 6.6, 8.4, 5.4, 7.8, 7.6, 6.6, 6.4, 7, 5.7, 5.9, 6.3, 6.3, 6.2, 2.1, 5, 5.3, 7.1, 7, 7.1, 7, 7.7, 7.1, 6.8, 7.5, 6.3, 7.3, 6.8, 7.2, 6.4, 6, 6.4, 7.5, 4.6, 7.7, 6.7, 5.6, 7.5, 5.8, 8.3, 6.6, 7.2, 8.7, 6, 8, 4.5, 7.9, 7.5, 6.8, 7.2, 7.1, 7.4, 7.6, 6.9, 6, 7.3, 4.6, 6, 5.5, 7.5, 6.3, 5.1, 6.8, 5.3, 7.3, 7.3, 7.1, 7.6, 5.3, 7.8, 7.7, 7.7, 5.4, 6.2, 7.4, 6.2, 5.1, 6.8, 7.4, 5.8, 6.4, 6.9, 5.5, 5.4, 8.3, 7.9, 6.5, 6.4, 5.8, 6.6, 8.3, 6.2, 6.9, 5.9, 6.1, 5.8, 7.3, 5.9, 5.5, 5, 7, 6.4, 5.9, 7, 6.1, 6.9, 7.5, 7.3, 6.5, 6.2, 6, 6.3, 5.8, 6.1, 6.9, 5.4, 6.7, 7.4, 5.6, 6.5, 6.5, 5.8, 5, 5.5, 6.5, 7.2, 5.2, 5.7, 4.7, 5.9, 6.8, 5.9, 7.7, 4.4, 6.6, 6.7, 5.5, 6.5, 6.2, 7.1, 6.1, 6, 7.4, 5.9, 4.1, 5.9, 7, 6.8, 7.4, 7.1, 7, 5.8, 7.8, 6.5, 7, 6.3, 5.3, 5.5, 7.4, 4.3, 6, 5.2, 6.7, 8.6, 6.1, 5.8, 7.7, 8, 5.6, 6.7, 6.6, 4.1, 7.3, 7.1, 6.5, 7, 5.5, 6.6, 7.1, 7.9, 7.1, 5.6, 7.3, 3.3, 6.5, 4.8, 5.2, 6.3, 7.2, 6.8, 5.7, 7.2, 6.9, 6.2, 6.7, 6.5, 7.2, 5.3, 6.7, 3.6, 5.7, 7.3, 5, 6.6, 7.3, 6.2, 6.6, 6.3, 3.3, 6.2, 3.5, 5.5, 5.9, 4.7, 3.9, 6.1, 6.7, 7.3, 6.7, 6.1, 6.9, 7.9, 4.5, 7.6, 7.5, 7.1, 6.9, 8.5, 7.5, 6.6, 8, 7, 6.8, 6.7, 6.5, 8, 6.5, 4.9, 7.1, 7, 7, 4.5, 7.7, 6.7, 7, 6.5, 6.2, 5.7, 6.4, 5.4, 6.1, 7.6, 6.2, 6.6, 7.3, 4.2, 6.5, 6.5, 5.7, 7.3, 6.9, 5, 7.3, 6.5, 2.1, 7, 8, 6.9, 7.1, 7.2, 6.7, 8.9, 7.9, 5.6, 8, 6.2, 7.9, 8.1, 7.6, 3.5, 7.6, 6.5, 5.6, 7.7, 5.2, 6.1, 7.4, 6.8, 6.4, 5.7, 6.7, 5.6, 7, 7.6, 6.5, 6.3, 7.1, 7.1, 6.9, 5.4, 5.1, 5.3, 7.3, 7.3, 7.1, 6, 6.6, 7.2, 7.2, 6.9, 6.8, 7.7, 7.4, 6.5, 6.4, 5.6, 6.8, 5.5, 6.9, 6, 6.4, 6.6, 5.3, 6.9, 6.5, 7.4, 6.9, 6.7, 7.6, 5.4, 7.3, 6, 7.2, 6, 3.1, 6.9, 6.2, 6.3, 6.7, 8, 7, 7.2, 6.2, 3.5, 7.5, 6.7, 9.2, 6.1, 7.7, 7.6, 6.1, 4.9, 6.8, 7, 5.7, 7.3, 7.5, 7.4, 7.2, 6.8, 6.8, 5.2, 7.2, 4, 6.8, 6.9, 7.3, 6.1, 7.8, 6, 7, 7.1, 6.2, 6.9, 7.6, 7.6, 6.4, 6.2, 7.5, 2, 6.2, 6.5, 6.8, 6.3, 6.3, 6.6, 6.4, 7.5, 6.5, 7.2, 6.3, 7, 6.3, 2.3, 7.1, 6.2, 6.7, 6.5, 5.9, 6, 6.9, 7.3, 7.7, 7, 6.4, 5.6, 8.2, 6.5, 8.1, 5.4, 6.3, 7.8, 6.8, 7.1, 6.2, 7.3, 5.9, 3.6, 7.7, 7.3, 7.4, 6.6, 6.9, 6.8, 7.2, 7.7, 8.1, 7.7, 7.6, 7.2, 7.2, 8.1, 7.5, 8.1, 7.8, 7.8, 5.8, 7.6, 7.4, 6.3, 6.9, 8.6, 5.1, 6.4, 7.9, 6.9, 7.5, 7.2, 5.8, 2.9, 6.2, 6.8, 6.1, 7.7, 5.2, 6.8, 7, 5.9, 7.1, 5.5, 7.4, 7.3, 4.6, 7.2, 5.1, 6.7, 5.3, 7.8, 6.7, 7.2, 5.8, 7, 3.8, 5.7, 6.7, 6.1, 6.2, 6.2, 4.7, 6.3, 7.3, 5.8, 6.1, 7.1, 7.1, 6.7, 6.9, 2.1, 6.6, 8.3, 7.2, 5.6, 7.7, 6.6, 7.4, 7.1, 7.9, 6.7, 6.6, 7.9, 4.9, 7.2, 6.1, 5.3, 5, 7.6, 7.6, 6.6, 6.6, 7.3, 6.6, 6.9, 5.8, 4.4, 6.6, 7.1, 7.6, 4.6, 6.8, 4.9, 7.3, 5, 8, 5.2, 8.5, 6.5, 7.4, 7.7, 7.4, 5.1, 5, 7.2, 6.4, 5.6, 6.1, 5.2, 7.3, 7.5, 4.5, 6.6, 5.3, 4.9, 7.7, 8, 3.8, 7.6, 5.9, 6.2, 7.2, 6.3, 5.2, 6.9, 6.8, 3.5, 6.1, 4.5, 5.9, 6.9, 7.7, 5.3, 7, 6.6, 6.4, 7.9, 7.7, 7.2, 6.8, 7.4, 4.6, 6.4, 7, 7.7, 6.8, 7, 7, 6.3, 7.1, 4.4, 7.1, 6.1, 7.3, 6.2, 6.2, 6.2, 3.3, 7.5, 7.4, 8, 5.9, 6.8, 7.4, 6.7, 5.5, 5.7, 7.2, 5.9, 6.7, 7.1, 7.7, 7.4, 8.4, 5.4, 8.1, 7.8, 6.8, 6.5, 7.3, 5.9, 8.7, 5.8, 6.1, 7.6, 5.8, 6.5, 7.3, 6.2, 5, 7.8, 8.1, 6.7, 6.1, 7.1, 5.6, 7.6, 4.6, 7.1, 7.3, 4, 8, 6.7, 5.7, 4.6, 4, 7, 5.9, 7.5, 4.7, 6.7, 6.7, 7.1, 2.7, 7.3, 7.6, 5.8, 6.5, 6.6, 6.9, 8.5, 4.8, 7, 5.4, 6.9, 6.6, 5.9, 6.3, 6.3, 7.7, 7, 6.3, 5.9, 6.2, 7.7, 6.5, 5.8, 6.1, 5.2, 8.2, 6, 6.8, 7, 6.8, 7.1, 6.9, 6.9, 6.9, 7.2, 7.8, 7.3, 7.5, 6, 6.8, 3.9, 6.1, 7.5, 8.2, 7.8, 5.2, 6.8, 7, 6.5, 5.7, 6.4, 5.3, 4.7, 7.6, 7.1, 6.5, 8.5, 8.7, 7.1, 8.3, 7.4, 6.4, 7.5, 7.2, 7.6, 7.8, 8.2, 6.6, 5.7, 7.4, 8, 5.4, 7.4, 5.7, 6.8, 5.4, 5.1, 5.9, 8.2, 5.3, 4.3, 7.2, 5.9, 3, 7.9, 3.2, 6.5, 7, 6.9, 4.4, 6, 5.3, 5.3, 7.1, 5.4, 6.9, 7.3, 6.6, 5.4, 8.4, 6.3, 6.1, 5, 7.2, 5.3, 5.3, 6, 7.4, 5.9, 4.1, 6.7, 5.8, 6.5, 5.9, 7, 8, 6.5, 6.4, 6.8, 7.4, 8.3, 5.3, 8.1, 8, 5.7, 7.1, 7.8, 5.9, 7.8, 6, 5.3, 7.2, 5.1, 5.1, 6.9, 4.6, 6.7, 7.1, 7.6, 8.1, 7, 7.1, 7.6, 7.1, 7.7, 7.6, 6.7, 5.7, 7.1, 6.2, 6.1, 5.9, 6.8, 6.8, 5.1, 7.7, 3.9, 7.8, 5.7, 4.7, 5.9, 5.9, 8.1, 7.6, 7.2, 7.5, 5.1, 6.9, 7.6, 7.6, 7.6, 5.3, 8.5, 7, 7.8, 7.2, 8, 8.1, 6.8, 7.2, 7.4, 6.1, 7, 5.3, 4.7, 5.7, 6.5, 8, 3.3, 6.9, 8.1, 6.8, 4.6, 7, 6.7, 5.8, 4.5, 6.6, 6.6, 7.8, 7.7, 5.7, 7.1, 6.4, 7, 5.8, 5.9, 7.5, 7.8, 7.2, 5.6, 6.8, 7.3, 7.3, 6.6, 7.8, 6.7, 7.5, 6.3, 6.3, 6.8, 7.8, 6.9, 4.3, 7.2, 7.3, 7.2, 5.4, 7.4, 7.1, 6.8, 7.4, 6.7, 7.2, 7.5, 6.8, 7.9, 6.7, 5.8, 6.5, 7.2, 6.5, 6.2, 8.6, 6.5, 6.3, 4.3, 5.8, 6.7, 6.7, 5.1, 7, 7.7, 6.7, 6.6, 8.2, 8.1, 7.2, 7.4, 6.5, 5.7, 6.1, 6.2, 6.1, 5.7, 7.2, 7.7, 7.1, 5.5, 7.4, 7.7, 7.8, 6.6, 6, 8.4, 8.9, 7.9, 6, 6.1, 7.4, 6.2, 6.8, 5.9, 6.1, 7.6, 8.1, 6.8, 5.7, 6.6, 7.3, 5, 7, 3.4, 5.9, 7.4, 7.4, 4.2, 6.2, 5.4, 7.2, 6.7, 7.5, 7.2, 7.4, 5.6, 6.8, 7.7, 7, 6.4, 7.2, 7.2, 6.2, 6.9, 7, 6.7, 3.6, 7.4, 6.1, 6.7, 8.2, 7.7, 7.3, 7.6, 6.8, 5.6, 6.4, 6.8, 6.1, 6, 6.1, 5.5, 6.9, 4.1, 5.4, 8.2, 5.7, 7.9, 7.1, 6.4, 7.5, 6.4, 7.3, 6.5, 7.2, 6, 5.6, 8.4, 7.5, 7.2, 7.2, 6.5, 5.1, 6.4, 6.8, 7.5, 6.9, 7, 6.3, 5.5, 4.8, 6.6, 5.2, 8.3, 7.2, 7.2, 5.3, 7.2, 6.5, 6.5, 7.8, 6.4, 8.1, 5.6, 5.6, 6.6, 7.7, 6.5, 6.1, 5.7, 5.9, 7.7, 7.1, 7.6, 6.4, 7.4, 6.8, 6.5, 6, 7.3, 7.3, 6.5, 6, 5.3, 6.6, 8.7, 8.4, 6.2, 5.8, 6.7, 5.7, 6.1, 6.4, 6.5, 4.6, 6.4, 5.9, 7.7, 7.1, 6.2, 7.7, 7.5, 6.9, 7.1, 6.3, 8.3, 7.1, 7.2, 5.1, 6.9, 6.1, 7, 6.3, 6.1, 7.8, 4.7, 7.9, 6.7, 6.6, 6.9, 7.1, 6.7, 7.1, 8.1, 5.5, 6.6, 7.4, 4.8, 6.4, 7.3, 6.9, 7.2, 6.5, 6.6, 6.7, 7.3, 6.4, 7, 5.5, 6.7, 6.1, 3.9, 7.5, 7, 6.7, 7.4, 8, 7.2, 6.4, 6.5, 7.5, 7.1, 7.7, 8.5, 7.7, 6.5, 7, 5.5, 6.3, 7.9, 7.4, 7.5, 7.5, 6.7, 6.7, 4.2, 7, 7, 6.8, 6.6, 7.5, 5.3, 7.3, 5.6, 5.6, 6.6, 6.3, 7.5, 7.6, 4.1, 7.8, 6.7, 7.3, 5.7, 7.1, 6.6, 6.1, 6.9, 7.5, 7, 6.3, 6.9, 6.4, 6.6 ], "yaxis": "y" } ], "layout": { "height": 600, "legend": { "tracegroupgap": 0 }, "margin": { "t": 60 }, "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "scatter": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "colorscale": { "diverging": [ [ 0, "#8e0152" ], [ 0.1, "#c51b7d" ], [ 0.2, "#de77ae" ], [ 0.3, "#f1b6da" ], [ 0.4, "#fde0ef" ], [ 0.5, "#f7f7f7" ], [ 0.6, "#e6f5d0" ], [ 0.7, "#b8e186" ], [ 0.8, "#7fbc41" ], [ 0.9, "#4d9221" ], [ 1, "#276419" ] ], "sequential": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "sequentialminus": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "Director Facebook Likes by IMDb Score" }, "xaxis": { "anchor": "y", "domain": [ 0, 0.98 ], "title": { "text": "director_facebook_likes" } }, "yaxis": { "anchor": "x", "domain": [ 0, 1 ], "title": { "text": "imdb_score" } } } }, "text/html": [ "
\n", " \n", " \n", "
\n", " \n", "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "## Director likes by IMDb score\n", "fig = px.scatter(df, x=\"director_facebook_likes\", y=\"imdb_score\", hover_name='movie_title')\n", "fig.update_traces(marker_color='blue', marker_line_color='blue', opacity=0.6)\n", "fig.update_layout(title_text='Director Facebook Likes by IMDb Score')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Similar to the other Facebook variables, there is seemingly little correlation between cast Facebook likes and IMDb score." ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hoverlabel": { "namelength": 0 }, "hovertemplate": "%{hovertext}

cast_total_facebook_likes=%{x}
imdb_score=%{y}", "hovertext": [ "Avatar ", "Pirates of the Caribbean: At World's End ", "Spectre ", "The Dark Knight Rises ", "John Carter ", "Spider-Man 3 ", "Tangled ", "Avengers: Age of Ultron ", "Harry Potter and the Half-Blood Prince ", "Batman v Superman: Dawn of Justice ", "Superman Returns ", "Quantum of Solace ", "Pirates of the Caribbean: Dead Man's Chest ", "The Lone Ranger ", "Man of Steel ", "The Chronicles of Narnia: Prince Caspian ", "The Avengers ", "Pirates of the Caribbean: On Stranger Tides ", "Men in Black 3 ", "The Hobbit: The Battle of the Five Armies ", "The Amazing Spider-Man ", "Robin Hood ", "The Hobbit: The Desolation of Smaug ", "The Golden Compass ", "King Kong ", "Titanic ", "Captain America: Civil War ", "Battleship ", "Jurassic World ", "Skyfall ", "Spider-Man 2 ", "Iron Man 3 ", "Alice in Wonderland ", "X-Men: The Last Stand ", "Monsters University ", "Transformers: Revenge of the Fallen ", "Transformers: Age of Extinction ", "Oz the Great and Powerful ", "The Amazing Spider-Man 2 ", "TRON: Legacy ", "Cars 2 ", "Green Lantern ", "Toy Story 3 ", "Terminator Salvation ", "Furious 7 ", "World War Z ", "X-Men: Days of Future Past ", "Star Trek Into Darkness ", "Jack the Giant Slayer ", "The Great Gatsby ", "Prince of Persia: The Sands of Time ", "Pacific Rim ", "Transformers: Dark of the Moon ", "Indiana Jones and the Kingdom of the Crystal Skull ", "Brave ", "Star Trek Beyond ", "WALL·E ", "Rush Hour 3 ", "2012 ", "A Christmas Carol ", "Jupiter Ascending ", "The Legend of Tarzan ", "The Chronicles of Narnia: The Lion, the Witch and the Wardrobe ", "X-Men: Apocalypse ", "The Dark Knight ", "Up ", "Monsters vs. Aliens ", "Iron Man ", "Hugo ", "Wild Wild West ", "The Mummy: Tomb of the Dragon Emperor ", "Suicide Squad ", "Evan Almighty ", "Edge of Tomorrow ", "Waterworld ", "G.I. Joe: The Rise of Cobra ", "Inside Out ", "The Jungle Book ", "Iron Man 2 ", "Snow White and the Huntsman ", "Maleficent ", "Dawn of the Planet of the Apes ", "47 Ronin ", "Captain America: The Winter Soldier ", "Shrek Forever After ", "Tomorrowland ", "Big Hero 6 ", "Wreck-It Ralph ", "The Polar Express ", "Independence Day: Resurgence ", "How to Train Your Dragon ", "Terminator 3: Rise of the Machines ", "Guardians of the Galaxy ", "Interstellar ", "Inception ", "The Hobbit: An Unexpected Journey ", "The Fast and the Furious ", "The Curious Case of Benjamin Button ", "X-Men: First Class ", "The Hunger Games: Mockingjay - Part 2 ", "The Sorcerer's Apprentice ", "Poseidon ", "Alice Through the Looking Glass ", "Shrek the Third ", "Warcraft ", "Terminator Genisys ", "The Chronicles of Narnia: The Voyage of the Dawn Treader ", "Pearl Harbor ", "Transformers ", "Alexander ", "Harry Potter and the Order of the Phoenix ", "Harry Potter and the Goblet of Fire ", "Hancock ", "I Am Legend ", "Charlie and the Chocolate Factory ", "Ratatouille ", "Batman Begins ", "Madagascar: Escape 2 Africa ", "Night at the Museum: Battle of the Smithsonian ", "X-Men Origins: Wolverine ", "The Matrix Revolutions ", "Frozen ", "The Matrix Reloaded ", "Thor: The Dark World ", "Mad Max: Fury Road ", "Angels & Demons ", "Thor ", "Bolt ", "G-Force ", "Wrath of the Titans ", "Dark Shadows ", "Mission: Impossible - Rogue Nation ", "The Wolfman ", "Bee Movie ", "Kung Fu Panda 2 ", "The Last Airbender ", "Mission: Impossible III ", "White House Down ", "Mars Needs Moms ", "Flushed Away ", "Pan ", "Mr. Peabody & Sherman ", "Troy ", "Madagascar 3: Europe's Most Wanted ", "Die Another Day ", "Ghostbusters ", "Armageddon ", "Men in Black II ", "Beowulf ", "Kung Fu Panda 3 ", "Mission: Impossible - Ghost Protocol ", "Rise of the Guardians ", "Fun with Dick and Jane ", "The Last Samurai ", "Exodus: Gods and Kings ", "Star Trek ", "Spider-Man ", "How to Train Your Dragon 2 ", "Gods of Egypt ", "Stealth ", "Watchmen ", "Lethal Weapon 4 ", "Hulk ", "G.I. Joe: Retaliation ", "Sahara ", "Final Fantasy: The Spirits Within ", "Captain America: The First Avenger ", "The World Is Not Enough ", "Master and Commander: The Far Side of the World ", "The Twilight Saga: Breaking Dawn - Part 2 ", "Happy Feet 2 ", "The Incredible Hulk ", "The BFG ", "The Revenant ", "Turbo ", "Rango ", "Penguins of Madagascar ", "The Bourne Ultimatum ", "Kung Fu Panda ", "Ant-Man ", "The Hunger Games: Catching Fire ", "Home ", "War of the Worlds ", "Bad Boys II ", "Puss in Boots ", "Salt ", "Noah ", "The Adventures of Tintin ", "Harry Potter and the Prisoner of Azkaban ", "Australia ", "After Earth ", "Dinosaur ", "Night at the Museum: Secret of the Tomb ", "Megamind ", "Harry Potter and the Sorcerer's Stone ", "R.I.P.D. ", "Pirates of the Caribbean: The Curse of the Black Pearl ", "The Hunger Games: Mockingjay - Part 1 ", "The Da Vinci Code ", "Rio 2 ", "X-Men 2 ", "Fast Five ", "Sherlock Holmes: A Game of Shadows ", "Clash of the Titans ", "Total Recall ", "The 13th Warrior ", "The Bourne Legacy ", "Batman & Robin ", "How the Grinch Stole Christmas ", "The Day After Tomorrow ", "Mission: Impossible II ", "The Perfect Storm ", "Fantastic 4: Rise of the Silver Surfer ", "Life of Pi ", "Ghost Rider ", "Jason Bourne ", "Charlie's Angels: Full Throttle ", "Prometheus ", "Stuart Little 2 ", "Elysium ", "The Chronicles of Riddick ", "RoboCop ", "Speed Racer ", "How Do You Know ", "Knight and Day ", "Oblivion ", "Star Wars: Episode III - Revenge of the Sith ", "Star Wars: Episode II - Attack of the Clones ", "Monsters, Inc. ", "The Wolverine ", "Star Wars: Episode I - The Phantom Menace ", "The Croods ", "Windtalkers ", "The Huntsman: Winter's War ", "Teenage Mutant Ninja Turtles ", "Gravity ", "Dante's Peak ", "Teenage Mutant Ninja Turtles: Out of the Shadows ", "Fantastic Four ", "Night at the Museum ", "San Andreas ", "Tomorrow Never Dies ", "The Patriot ", "Ocean's Twelve ", "Mr. & Mrs. Smith ", "Insurgent ", "The Aviator ", "Gulliver's Travels ", "The Green Hornet ", "300: Rise of an Empire ", "The Smurfs ", "Home on the Range ", "Allegiant ", "Real Steel ", "The Smurfs 2 ", "Speed 2: Cruise Control ", "Ender's Game ", "Live Free or Die Hard ", "The Lord of the Rings: The Fellowship of the Ring ", "Around the World in 80 Days ", "Ali ", "The Cat in the Hat ", "I, Robot ", "Kingdom of Heaven ", "Stuart Little ", "The Princess and the Frog ", "The Martian ", "The Island ", "Town & Country ", "Gone in Sixty Seconds ", "Gladiator ", "Minority Report ", "Harry Potter and the Chamber of Secrets ", "Casino Royale ", "Planet of the Apes ", "Terminator 2: Judgment Day ", "Public Enemies ", "American Gangster ", "True Lies ", "The Taking of Pelham 1 2 3 ", "Little Fockers ", "The Other Guys ", "Eraser ", "Django Unchained ", "The Hunchback of Notre Dame ", "The Emperor's New Groove ", "The Expendables 2 ", "National Treasure ", "Eragon ", "Where the Wild Things Are ", "Epic ", "The Tourist ", "End of Days ", "Blood Diamond ", "The Wolf of Wall Street ", "Batman Forever ", "Starship Troopers ", "Cloud Atlas ", "Legend of the Guardians: The Owls of Ga'Hoole ", "Catwoman ", "Hercules ", "Treasure Planet ", "Land of the Lost ", "The Expendables 3 ", "Point Break ", "Son of the Mask ", "In the Heart of the Sea ", "The Adventures of Pluto Nash ", "Green Zone ", "The Peanuts Movie ", "The Spanish Prisoner ", "The Mummy Returns ", "Gangs of New York ", "The Flowers of War ", "Surf's Up ", "The Stepford Wives ", "Black Hawk Down ", "The Campaign ", "The Fifth Element ", "Sex and the City 2 ", "The Road to El Dorado ", "Ice Age: Continental Drift ", "Cinderella ", "The Lovely Bones ", "Finding Nemo ", "The Lord of the Rings: The Return of the King ", "The Lord of the Rings: The Two Towers ", "Seventh Son ", "Lara Croft: Tomb Raider ", "Transcendence ", "Jurassic Park III ", "Rise of the Planet of the Apes ", "The Spiderwick Chronicles ", "A Good Day to Die Hard ", "The Alamo ", "The Incredibles ", "Cutthroat Island ", "Percy Jackson & the Olympians: The Lightning Thief ", "Men in Black ", "Toy Story 2 ", "Unstoppable ", "Rush Hour 2 ", "What Lies Beneath ", "Cloudy with a Chance of Meatballs ", "Ice Age: Dawn of the Dinosaurs ", "The Secret Life of Walter Mitty ", "Charlie's Angels ", "The Departed ", "Mulan ", "Tropic Thunder ", "The Girl with the Dragon Tattoo ", "Die Hard with a Vengeance ", "Sherlock Holmes ", "Atlantis: The Lost Empire ", "Alvin and the Chipmunks: The Road Chip ", "Valkyrie ", "You Don't Mess with the Zohan ", "Pixels ", "A.I. Artificial Intelligence ", "The Haunted Mansion ", "Contact ", "Hollow Man ", "The Interpreter ", "Percy Jackson: Sea of Monsters ", "Lara Croft Tomb Raider: The Cradle of Life ", "Now You See Me 2 ", "The Saint ", "Spy Game ", "Mission to Mars ", "Rio ", "Bicentennial Man ", "Volcano ", "The Devil's Own ", "K-19: The Widowmaker ", "Conan the Barbarian ", "Cinderella Man ", "The Nutcracker in 3D ", "Seabiscuit ", "Twister ", "Cast Away ", "Happy Feet ", "The Bourne Supremacy ", "Air Force One ", "Ocean's Eleven ", "The Three Musketeers ", "Hotel Transylvania ", "Enchanted ", "Safe House ", "102 Dalmatians ", "Tower Heist ", "The Holiday ", "Enemy of the State ", "It's Complicated ", "Ocean's Thirteen ", "Open Season ", "Divergent ", "Enemy at the Gates ", "The Rundown ", "Last Action Hero ", "Memoirs of a Geisha ", "The Fast and the Furious: Tokyo Drift ", "Arthur Christmas ", "Meet Joe Black ", "Collateral Damage ", "Mirror Mirror ", "Scott Pilgrim vs. the World ", "The Core ", "Nutty Professor II: The Klumps ", "Scooby-Doo ", "Dredd ", "Click ", "Cats & Dogs: The Revenge of Kitty Galore ", "Jumper ", "Hellboy II: The Golden Army ", "Zodiac ", "The 6th Day ", "Bruce Almighty ", "The Expendables ", "Mission: Impossible ", "The Hunger Games ", "The Hangover Part II ", "Batman Returns ", "Over the Hedge ", "Lilo & Stitch ", "Deep Impact ", "RED 2 ", "The Longest Yard ", "Alvin and the Chipmunks: Chipwrecked ", "Grown Ups 2 ", "Get Smart ", "Something's Gotta Give ", "Shutter Island ", "Four Christmases ", "Robots ", "Face/Off ", "Bedtime Stories ", "Road to Perdition ", "Just Go with It ", "Con Air ", "Eagle Eye ", "Cold Mountain ", "The Book of Eli ", "Flubber ", "The Haunting ", "Space Jam ", "The Pink Panther ", "The Day the Earth Stood Still ", "Conspiracy Theory ", "Fury ", "Six Days Seven Nights ", "Yogi Bear ", "Spirit: Stallion of the Cimarron ", "Zookeeper ", "Lost in Space ", "The Manchurian Candidate ", "Hotel Transylvania 2 ", "Fantasia 2000 ", "The Time Machine ", "Mighty Joe Young ", "Swordfish ", "The Legend of Zorro ", "What Dreams May Come ", "Little Nicky ", "The Brothers Grimm ", "Mars Attacks! ", "Surrogates ", "Thirteen Days ", "Daylight ", "Walking with Dinosaurs 3D ", "Battlefield Earth ", "Looney Tunes: Back in Action ", "Nine ", "Timeline ", "The Postman ", "Babe: Pig in the City ", "The Last Witch Hunter ", "Red Planet ", "Arthur and the Invisibles ", "Oceans ", "A Sound of Thunder ", "Pompeii ", "A Beautiful Mind ", "The Lion King ", "Journey 2: The Mysterious Island ", "Cloudy with a Chance of Meatballs 2 ", "Red Dragon ", "Hidalgo ", "Jack and Jill ", "2 Fast 2 Furious ", "The Little Prince ", "The Invasion ", "The Adventures of Rocky & Bullwinkle ", "The Secret Life of Pets ", "The League of Extraordinary Gentlemen ", "Despicable Me 2 ", "Independence Day ", "The Lost World: Jurassic Park ", "Madagascar ", "Children of Men ", "X-Men ", "Wanted ", "The Rock ", "Ice Age: The Meltdown ", "50 First Dates ", "Hairspray ", "Exorcist: The Beginning ", "Inspector Gadget ", "Now You See Me ", "Grown Ups ", "The Terminal ", "Hotel for Dogs ", "Vertical Limit ", "Charlie Wilson's War ", "Shark Tale ", "Dreamgirls ", "Be Cool ", "Munich ", "Tears of the Sun ", "Killers ", "The Man from U.N.C.L.E. ", "Spanglish ", "Monster House ", "Bandits ", "First Knight ", "Anna and the King ", "Immortals ", "Hostage ", "Titan A.E. ", "Hollywood Homicide ", "Soldier ", "Monkeybone ", "Flight of the Phoenix ", "Unbreakable ", "Minions ", "Sucker Punch ", "Snake Eyes ", "Sphere ", "The Angry Birds Movie ", "Fool's Gold ", "Funny People ", "The Kingdom ", "Talladega Nights: The Ballad of Ricky Bobby ", "Dr. Dolittle 2 ", "Braveheart ", "Jarhead ", "The Simpsons Movie ", "The Majestic ", "Driven ", "Two Brothers ", "The Village ", "Doctor Dolittle ", "Signs ", "Shrek 2 ", "Cars ", "Runaway Bride ", "xXx ", "The SpongeBob Movie: Sponge Out of Water ", "Ransom ", "Inglourious Basterds ", "Hook ", "Die Hard 2 ", "S.W.A.T. ", "Vanilla Sky ", "Lady in the Water ", "AVP: Alien vs. Predator ", "Alvin and the Chipmunks: The Squeakquel ", "We Were Soldiers ", "Olympus Has Fallen ", "Star Trek: Insurrection ", "Battle Los Angeles ", "Big Fish ", "Wolf ", "War Horse ", "The Monuments Men ", "The Abyss ", "Wall Street: Money Never Sleeps ", "Dracula Untold ", "The Siege ", "Stardust ", "Seven Years in Tibet ", "The Dilemma ", "Bad Company ", "Doom ", "I Spy ", "Underworld: Awakening ", "Rock of Ages ", "Hart's War ", "Killer Elite ", "Rollerball ", "Ballistic: Ecks vs. Sever ", "Hard Rain ", "Osmosis Jones ", "Legends of Oz: Dorothy's Return ", "Blackhat ", "Sky Captain and the World of Tomorrow ", "Basic Instinct 2 ", "Escape Plan ", "The Legend of Hercules ", "The Sum of All Fears ", "The Twilight Saga: Eclipse ", "The Score ", "Despicable Me ", "Money Train ", "Ted 2 ", "Agora ", "Mystery Men ", "Hall Pass ", "The Insider ", "Body of Lies ", "Abraham Lincoln: Vampire Hunter ", "Entrapment ", "The X Files ", "The Last Legion ", "Saving Private Ryan ", "Need for Speed ", "What Women Want ", "Ice Age ", "Dreamcatcher ", "Lincoln ", "The Matrix ", "Apollo 13 ", "The Santa Clause 2 ", "Les Misérables ", "You've Got Mail ", "Step Brothers ", "The Mask of Zorro ", "Due Date ", "Unbroken ", "Space Cowboys ", "Cliffhanger ", "Broken Arrow ", "The Kid ", "World Trade Center ", "Mona Lisa Smile ", "The Dictator ", "Eyes Wide Shut ", "Annie ", "Focus ", "This Means War ", "Blade: Trinity ", "Primary Colors ", "Resident Evil: Retribution ", "Death Race ", "The Long Kiss Goodnight ", "Proof of Life ", "Zathura: A Space Adventure ", "Fight Club ", "We Are Marshall ", "Hudson Hawk ", "Lucky Numbers ", "I, Frankenstein ", "Oliver Twist ", "Elektra ", "Sin City: A Dame to Kill For ", "Random Hearts ", "Everest ", "Perfume: The Story of a Murderer ", "Austin Powers in Goldmember ", "Astro Boy ", "Jurassic Park ", "Wyatt Earp ", "Clear and Present Danger ", "Dragon Blade ", "Littleman ", "U-571 ", "The American President ", "The Love Guru ", "3000 Miles to Graceland ", "The Hateful Eight ", "Blades of Glory ", "Hop ", "300 ", "Meet the Fockers ", "Marley & Me ", "The Green Mile ", "Chicken Little ", "Gone Girl ", "The Bourne Identity ", "GoldenEye ", "The General's Daughter ", "The Truman Show ", "The Prince of Egypt ", "Daddy Day Care ", "2 Guns ", "Cats & Dogs ", "The Italian Job ", "Two Weeks Notice ", "Antz ", "Couples Retreat ", "Days of Thunder ", "Cheaper by the Dozen 2 ", "The Scorch Trials ", "Eat Pray Love ", "The Family Man ", "RED ", "Any Given Sunday ", "The Horse Whisperer ", "Collateral ", "The Scorpion King ", "Ladder 49 ", "Jack Reacher ", "Deep Blue Sea ", "This Is It ", "Contagion ", "Kangaroo Jack ", "Coraline ", "The Happening ", "Man on Fire ", "The Shaggy Dog ", "Starsky & Hutch ", "Jingle All the Way ", "Hellboy ", "A Civil Action ", "ParaNorman ", "The Jackal ", "Paycheck ", "Up Close & Personal ", "The Tale of Despereaux ", "The Tuxedo ", "Under Siege 2: Dark Territory ", "Jack Ryan: Shadow Recruit ", "Joy ", "London Has Fallen ", "Alien: Resurrection ", "Shooter ", "The Boxtrolls ", "Practical Magic ", "The Lego Movie ", "Miss Congeniality 2: Armed and Fabulous ", "Reign of Fire ", "Gangster Squad ", "Year One ", "Invictus ", "Duplicity ", "My Favorite Martian ", "The Sentinel ", "Planet 51 ", "Star Trek: Nemesis ", "Intolerable Cruelty ", "Edge of Darkness ", "The Relic ", "Analyze That ", "Righteous Kill ", "Mercury Rising ", "The Soloist ", "The Legend of Bagger Vance ", "Almost Famous ", "xXx: State of the Union ", "Priest ", "Sinbad: Legend of the Seven Seas ", "Event Horizon ", "Dragonfly ", "The Black Dahlia ", "Flyboys ", "The Last Castle ", "Supernova ", "Winter's Tale ", "The Mortal Instruments: City of Bones ", "Meet Dave ", "Dark Water ", "Edtv ", "Inkheart ", "The Spirit ", "Mortdecai ", "In the Name of the King: A Dungeon Siege Tale ", "Beyond Borders ", "The Great Raid ", "Deadpool ", "Holy Man ", "American Sniper ", "Goosebumps ", "Just Like Heaven ", "The Flintstones in Viva Rock Vegas ", "Rambo III ", "Leatherheads ", "Did You Hear About the Morgans? ", "The Internship ", "Resident Evil: Afterlife ", "Red Tails ", "The Devil's Advocate ", "That's My Boy ", "DragonHeart ", "After the Sunset ", "Ghost Rider: Spirit of Vengeance ", "Captain Corelli's Mandolin ", "The Pacifier ", "Walking Tall ", "Forrest Gump ", "Alvin and the Chipmunks ", "Meet the Parents ", "Pocahontas ", "Superman ", "The Nutty Professor ", "Hitch ", "George of the Jungle ", "American Wedding ", "Captain Phillips ", "Date Night ", "Casper ", "The Equalizer ", "Maid in Manhattan ", "Crimson Tide ", "The Pursuit of Happyness ", "Flightplan ", "Disclosure ", "City of Angels ", "Kill Bill: Vol. 1 ", "Bowfinger ", "Kill Bill: Vol. 2 ", "Tango & Cash ", "Death Becomes Her ", "Shanghai Noon ", "Executive Decision ", "Mr. Popper's Penguins ", "The Forbidden Kingdom ", "Free Birds ", "Alien 3 ", "Evita ", "Ronin ", "The Ghost and the Darkness ", "Paddington ", "The Watch ", "The Hunted ", "Instinct ", "Stuck on You ", "Semi-Pro ", "The Pirates! Band of Misfits ", "Changeling ", "Chain Reaction ", "The Fan ", "The Phantom of the Opera ", "Elizabeth: The Golden Age ", "Æon Flux ", "Gods and Generals ", "Turbulence ", "Imagine That ", "Muppets Most Wanted ", "Thunderbirds ", "Burlesque ", "A Very Long Engagement ", "Blade II ", "Seven Pounds ", "Bullet to the Head ", "The Godfather: Part III ", "Elizabethtown ", "You, Me and Dupree ", "Superman II ", "Gigli ", "All the King's Men ", "Shaft ", "Anastasia ", "Moulin Rouge! ", "Domestic Disturbance ", "Black Mass ", "Flags of Our Fathers ", "Law Abiding Citizen ", "Grindhouse ", "Beloved ", "Lucky You ", "Catch Me If You Can ", "Zero Dark Thirty ", "The Break-Up ", "Mamma Mia! ", "Valentine's Day ", "The Dukes of Hazzard ", "The Thin Red Line ", "The Change-Up ", "Man on the Moon ", "Casino ", "From Paris with Love ", "Bulletproof Monk ", "Me, Myself & Irene ", "Barnyard ", "The Twilight Saga: New Moon ", "Shrek ", "The Adjustment Bureau ", "Robin Hood: Prince of Thieves ", "Jerry Maguire ", "Ted ", "As Good as It Gets ", "Patch Adams ", "Anchorman 2: The Legend Continues ", "Mr. Deeds ", "Super 8 ", "Erin Brockovich ", "How to Lose a Guy in 10 Days ", "22 Jump Street ", "Interview with the Vampire: The Vampire Chronicles ", "Yes Man ", "Central Intelligence ", "Stepmom ", "Daddy's Home ", "Into the Woods ", "Inside Man ", "Payback ", "Congo ", "Knowing ", "Failure to Launch ", "Crazy, Stupid, Love. ", "Garfield ", "Christmas with the Kranks ", "Moneyball ", "Outbreak ", "Non-Stop ", "Race to Witch Mountain ", "V for Vendetta ", "Shanghai Knights ", "Curious George ", "Herbie Fully Loaded ", "Don't Say a Word ", "Hansel & Gretel: Witch Hunters ", "Unfaithful ", "I Am Number Four ", "Syriana ", "13 Hours ", "The Book of Life ", "Firewall ", "Absolute Power ", "G.I. Jane ", "The Game ", "Silent Hill ", "The Replacements ", "American Reunion ", "The Negotiator ", "Into the Storm ", "Beverly Hills Cop III ", "Gremlins 2: The New Batch ", "The Judge ", "The Peacemaker ", "Resident Evil: Apocalypse ", "Bridget Jones: The Edge of Reason ", "Out of Time ", "On Deadly Ground ", "The Adventures of Sharkboy and Lavagirl 3-D ", "The Beach ", "Raising Helen ", "Ninja Assassin ", "For Love of the Game ", "Striptease ", "Marmaduke ", "Hereafter ", "Murder by Numbers ", "Assassins ", "Hannibal Rising ", "The Story of Us ", "The Host ", "Basic ", "Blood Work ", "The International ", "Escape from L.A. ", "The Iron Giant ", "The Life Aquatic with Steve Zissou ", "Free State of Jones ", "The Life of David Gale ", "Man of the House ", "Run All Night ", "Eastern Promises ", "Into the Blue ", "Your Highness ", "Dream House ", "Mad City ", "Baby's Day Out ", "The Scarlet Letter ", "Fair Game ", "Domino ", "Jade ", "Gamer ", "Beautiful Creatures ", "Death to Smoochy ", "Zoolander 2 ", "The Big Bounce ", "What Planet Are You From? ", "Drive Angry ", "Street Fighter: The Legend of Chun-Li ", "The One ", "The Adventures of Ford Fairlane ", "Traffic ", "Indiana Jones and the Last Crusade ", "Chappie ", "The Bone Collector ", "Panic Room ", "Three Kings ", "Child 44 ", "Rat Race ", "K-PAX ", "Kate & Leopold ", "Bedazzled ", "The Cotton Club ", "3:10 to Yuma ", "Taken 3 ", "Out of Sight ", "The Cable Guy ", "Dick Tracy ", "The Thomas Crown Affair ", "Riding in Cars with Boys ", "Happily N'Ever After ", "Mary Reilly ", "My Best Friend's Wedding ", "America's Sweethearts ", "Insomnia ", "Star Trek: First Contact ", "Jonah Hex ", "Courage Under Fire ", "Liar Liar ", "The Infiltrator ", "The Flintstones ", "Taken 2 ", "Scary Movie 3 ", "Miss Congeniality ", "Journey to the Center of the Earth ", "The Princess Diaries 2: Royal Engagement ", "The Pelican Brief ", "The Client ", "The Bucket List ", "Patriot Games ", "Monster-in-Law ", "Prisoners ", "Training Day ", "Galaxy Quest ", "Scary Movie 2 ", "The Muppets ", "Blade ", "Coach Carter ", "Changing Lanes ", "Anaconda ", "Coyote Ugly ", "Love Actually ", "A Bug's Life ", "From Hell ", "The Specialist ", "Tin Cup ", "Kicking & Screaming ", "The Hitchhiker's Guide to the Galaxy ", "Fat Albert ", "Resident Evil: Extinction ", "Blended ", "Last Holiday ", "The River Wild ", "The Indian in the Cupboard ", "Savages ", "Cellular ", "Johnny English ", "The Ant Bully ", "Dune ", "Across the Universe ", "Revolutionary Road ", "16 Blocks ", "Babylon A.D. ", "The Glimmer Man ", "Multiplicity ", "Aliens in the Attic ", "The Pledge ", "The Producers ", "Dredd ", "The Phantom ", "All the Pretty Horses ", "Nixon ", "The Ghost Writer ", "Deep Rising ", "Miracle at St. Anna ", "Curse of the Golden Flower ", "Bangkok Dangerous ", "Big Trouble ", "Love in the Time of Cholera ", "Shadow Conspiracy ", "Johnny English Reborn ", "Argo ", "The Fugitive ", "The Bounty Hunter ", "Sleepers ", "Rambo: First Blood Part II ", "The Juror ", "Pinocchio ", "Heaven's Gate ", "Underworld: Evolution ", "Victor Frankenstein ", "Finding Forrester ", "28 Days ", "Unleashed ", "The Sweetest Thing ", "The Firm ", "Charlie St. Cloud ", "The Mechanic ", "21 Jump Street ", "Notting Hill ", "Chicken Run ", "Along Came Polly ", "Boomerang ", "The Heat ", "Cleopatra ", "Here Comes the Boom ", "High Crimes ", "The Mirror Has Two Faces ", "The Mothman Prophecies ", "Brüno ", "Licence to Kill ", "Red Riding Hood ", "15 Minutes ", "Super Mario Bros. ", "Lord of War ", "Hero ", "One for the Money ", "The Interview ", "The Warrior's Way ", "Micmacs ", "8 Mile ", "A Knight's Tale ", "The Medallion ", "The Sixth Sense ", "Man on a Ledge ", "The Big Year ", "The Karate Kid ", "American Hustle ", "The Proposal ", "Double Jeopardy ", "Back to the Future Part II ", "Lucy ", "Fifty Shades of Grey ", "Spy Kids 3-D: Game Over ", "A Time to Kill ", "Cheaper by the Dozen ", "Lone Survivor ", "A League of Their Own ", "The Conjuring 2 ", "The Social Network ", "He's Just Not That Into You ", "Scary Movie 4 ", "Scream 3 ", "Back to the Future Part III ", "Get Hard ", "Bram Stoker's Dracula ", "Julie & Julia ", "42 ", "The Talented Mr. Ripley ", "Dumb and Dumber To ", "Eight Below ", "The Intern ", "Ride Along 2 ", "The Last of the Mohicans ", "Ray ", "Sin City ", "Vantage Point ", "I Love You, Man ", "Shallow Hal ", "JFK ", "Big Momma's House 2 ", "The Mexican ", "17 Again ", "The Other Woman ", "The Final Destination ", "Bridge of Spies ", "Behind Enemy Lines ", "Shall We Dance ", "Small Soldiers ", "Spawn ", "The Count of Monte Cristo ", "The Lincoln Lawyer ", "Unknown ", "The Prestige ", "Horrible Bosses 2 ", "Escape from Planet Earth ", "Apocalypto ", "The Living Daylights ", "Predators ", "Legal Eagles ", "Secret Window ", "The Lake House ", "The Skeleton Key ", "The Odd Life of Timothy Green ", "Made of Honor ", "Jersey Boys ", "The Rainmaker ", "Gothika ", "Amistad ", "Medicine Man ", "Aliens vs. Predator: Requiem ", "Ri¢hie Ri¢h ", "Autumn in New York ", "Paul ", "The Guilt Trip ", "Scream 4 ", "8MM ", "The Doors ", "Sex Tape ", "Hanging Up ", "Final Destination 5 ", "Mickey Blue Eyes ", "Pay It Forward ", "Fever Pitch ", "Drillbit Taylor ", "A Million Ways to Die in the West ", "The Shadow ", "Extremely Loud & Incredibly Close ", "Morning Glory ", "Get Rich or Die Tryin' ", "The Art of War ", "Rent ", "Bless the Child ", "The Out-of-Towners ", "The Island of Dr. Moreau ", "The Musketeer ", "The Other Boleyn Girl ", "Sweet November ", "The Reaping ", "Mean Streets ", "Renaissance Man ", "Colombiana ", "The Magic Sword: Quest for Camelot ", "City by the Sea ", "At First Sight ", "Torque ", "City Hall ", "Showgirls ", "Marie Antoinette ", "Kiss of Death ", "Get Carter ", "The Impossible ", "Ishtar ", "Fantastic Mr. Fox ", "Life or Something Like It ", "Memoirs of an Invisible Man ", "Amélie ", "New York Minute ", "Alfie ", "Big Miracle ", "The Deep End of the Ocean ", "Feardotcom ", "Cirque du Freak: The Vampire's Assistant ", "Duplex ", "Raise the Titanic ", "Universal Soldier: The Return ", "Pandorum ", "Impostor ", "Extreme Ops ", "Just Visiting ", "Sunshine ", "A Thousand Words ", "Delgo ", "The Gunman ", "Alex Rider: Operation Stormbreaker ", "Disturbia ", "Hackers ", "The Hunting Party ", "The Hudsucker Proxy ", "The Warlords ", "Nomad: The Warrior ", "Snowpiercer ", "The Crow ", "The Time Traveler's Wife ", "The Fast and the Furious ", "Frankenweenie ", "Serenity ", "Against the Ropes ", "Superman III ", "Grudge Match ", "Sweet Home Alabama ", "The Ugly Truth ", "Sgt. Bilko ", "Spy Kids 2: Island of Lost Dreams ", "Star Trek: Generations ", "The Grandmaster ", "Water for Elephants ", "The Hurricane ", "Enough ", "Heartbreakers ", "Paul Blart: Mall Cop 2 ", "Angel Eyes ", "Joe Somebody ", "The Ninth Gate ", "Extreme Measures ", "Rock Star ", "Precious ", "White Squall ", "The Thing ", "Riddick ", "Switchback ", "Texas Rangers ", "City of Ember ", "The Master ", "The Express ", "The 5th Wave ", "Creed ", "The Town ", "What to Expect When You're Expecting ", "Burn After Reading ", "Nim's Island ", "Rush ", "Magnolia ", "Cop Out ", "How to Be Single ", "Dolphin Tale ", "Twilight ", "John Q ", "Blue Streak ", "We're the Millers ", "Breakdown ", "Never Say Never Again ", "Hot Tub Time Machine ", "Dolphin Tale 2 ", "Reindeer Games ", "A Man Apart ", "Aloha ", "Ghosts of Mississippi ", "Snow Falling on Cedars ", "The Rite ", "Gattaca ", "Isn't She Great ", "Space Chimps ", "Head of State ", "The Hangover ", "Ip Man 3 ", "Austin Powers: The Spy Who Shagged Me ", "Batman ", "There Be Dragons ", "Lethal Weapon 3 ", "The Blind Side ", "Spy Kids ", "Horrible Bosses ", "True Grit ", "The Devil Wears Prada ", "Star Trek: The Motion Picture ", "Identity Thief ", "Cape Fear ", "21 ", "Trainwreck ", "Guess Who ", "The English Patient ", "L.A. Confidential ", "Sky High ", "In & Out ", "Species ", "A Nightmare on Elm Street ", "The Cell ", "The Man in the Iron Mask ", "Secretariat ", "TMNT ", "Radio ", "Friends with Benefits ", "Neighbors 2: Sorority Rising ", "Saving Mr. Banks ", "Malcolm X ", "This Is 40 ", "Old Dogs ", "Underworld: Rise of the Lycans ", "License to Wed ", "The Benchwarmers ", "Must Love Dogs ", "Donnie Brasco ", "Resident Evil ", "Poltergeist ", "The Ladykillers ", "Max Payne ", "In Time ", "The Back-up Plan ", "Something Borrowed ", "Black Knight ", "Street Fighter ", "The Pianist ", "The Nativity Story ", "House of Wax ", "Closer ", "J. Edgar ", "Mirrors ", "Queen of the Damned ", "Predator 2 ", "Untraceable ", "Blast from the Past ", "Jersey Girl ", "Alex Cross ", "Midnight in the Garden of Good and Evil ", "Nanny McPhee Returns ", "Hoffa ", "The X Files: I Want to Believe ", "Ella Enchanted ", "Concussion ", "Abduction ", "Valiant ", "Wonder Boys ", "Superhero Movie ", "Broken City ", "Cursed ", "Premium Rush ", "Hot Pursuit ", "The Four Feathers ", "Parker ", "Wimbledon ", "Furry Vengeance ", "Lions for Lambs ", "Flight of the Intruder ", "Walk Hard: The Dewey Cox Story ", "The Shipping News ", "American Outlaws ", "The Young Victoria ", "Whiteout ", "The Tree of Life ", "Knock Off ", "Sabotage ", "The Order ", "Punisher: War Zone ", "Zoom ", "The Walk ", "Warriors of Virtue ", "A Good Year ", "Radio Flyer ", "Blood In, Blood Out ", "Smilla's Sense of Snow ", "Femme Fatale ", "Ride with the Devil ", "The Maze Runner ", "Unfinished Business ", "The Age of Innocence ", "The Fountain ", "Chill Factor ", "Stolen ", "Ponyo ", "The Longest Ride ", "The Astronaut's Wife ", "I Dreamed of Africa ", "Playing for Keeps ", "Mandela: Long Walk to Freedom ", "A Few Good Men ", "Exit Wounds ", "Big Momma's House ", "The Darkest Hour ", "Step Up Revolution ", "Snakes on a Plane ", "The Watcher ", "The Punisher ", "Goal! The Dream Begins ", "Safe ", "Pushing Tin ", "Star Wars: Episode VI - Return of the Jedi ", "Doomsday ", "The Reader ", "Elf ", "Phenomenon ", "Snow Dogs ", "Scrooged ", "Nacho Libre ", "Bridesmaids ", "This Is the End ", "Stigmata ", "Men of Honor ", "Takers ", "The Big Wedding ", "Big Mommas: Like Father, Like Son ", "Source Code ", "Alive ", "The Number 23 ", "The Young and Prodigious T.S. Spivet ", "Dreamer: Inspired by a True Story ", "A History of Violence ", "Transporter 2 ", "The Quick and the Dead ", "Laws of Attraction ", "Bringing Out the Dead ", "Repo Men ", "Dragon Wars: D-War ", "Bogus ", "The Incredible Burt Wonderstone ", "Cats Don't Dance ", "Cradle Will Rock ", "The Good German ", "Apocalypse Now ", "Going the Distance ", "Mr. Holland's Opus ", "Criminal ", "Out of Africa ", "Flight ", "Moonraker ", "The Grand Budapest Hotel ", "Hearts in Atlantis ", "Arachnophobia ", "Frequency ", "Ghostbusters ", "Vacation ", "Get Shorty ", "Chicago ", "Big Daddy ", "American Pie 2 ", "Toy Story ", "Speed ", "The Vow ", "Extraordinary Measures ", "Remember the Titans ", "The Hunt for Red October ", "Lee Daniels' The Butler ", "Dodgeball: A True Underdog Story ", "The Addams Family ", "Ace Ventura: When Nature Calls ", "The Princess Diaries ", "The First Wives Club ", "Se7en ", "District 9 ", "The SpongeBob SquarePants Movie ", "Mystic River ", "Million Dollar Baby ", "Analyze This ", "The Notebook ", "27 Dresses ", "Hannah Montana: The Movie ", "Rugrats in Paris: The Movie ", "The Prince of Tides ", "Legends of the Fall ", "Up in the Air ", "About Schmidt ", "Warm Bodies ", "Looper ", "Down to Earth ", "Babe ", "Hope Springs ", "Forgetting Sarah Marshall ", "Four Brothers ", "Baby Mama ", "Hope Floats ", "Bride Wars ", "Without a Paddle ", "13 Going on 30 ", "Midnight in Paris ", "The Nut Job ", "Blow ", "Message in a Bottle ", "Star Trek V: The Final Frontier ", "Like Mike ", "Naked Gun 33 1/3: The Final Insult ", "A View to a Kill ", "The Curse of the Were-Rabbit ", "P.S. I Love You ", "Atonement ", "Letters to Juliet ", "Black Rain ", "Corpse Bride ", "Sicario ", "Southpaw ", "Drag Me to Hell ", "The Age of Adaline ", "Secondhand Lions ", "Step Up 3D ", "Blue Crush ", "Stranger Than Fiction ", "30 Days of Night ", "The Cabin in the Woods ", "Meet the Spartans ", "Midnight Run ", "The Running Man ", "Little Shop of Horrors ", "Hanna ", "Mortal Kombat: Annihilation ", "Larry Crowne ", "Carrie ", "Take the Lead ", "Gridiron Gang ", "What's the Worst That Could Happen? ", "9 ", "Side Effects ", "Winnie the Pooh ", "Dumb and Dumberer: When Harry Met Lloyd ", "Bulworth ", "Get on Up ", "One True Thing ", "Virtuosity ", "My Super Ex-Girlfriend ", "Deliver Us from Evil ", "Sanctum ", "Little Black Book ", "The Five-Year Engagement ", "Mr 3000 ", "The Next Three Days ", "Ultraviolet ", "Assault on Precinct 13 ", "The Replacement Killers ", "Fled ", "Eight Legged Freaks ", "Love & Other Drugs ", "88 Minutes ", "North Country ", "The Whole Ten Yards ", "Splice ", "Howard the Duck ", "Pride and Glory ", "The Cave ", "Alex & Emma ", "Wicker Park ", "Fright Night ", "The New World ", "Wing Commander ", "In Dreams ", "Dragonball: Evolution ", "The Last Stand ", "Godsend ", "Chasing Liberty ", "Hoodwinked Too! Hood vs. Evil ", "An Unfinished Life ", "The Imaginarium of Doctor Parnassus ", "Runner Runner ", "Antitrust ", "Glory ", "Once Upon a Time in America ", "Dead Man Down ", "The Merchant of Venice ", "The Good Thief ", "Miss Potter ", "The Promise ", "DOA: Dead or Alive ", "The Assassination of Jesse James by the Coward Robert Ford ", "1911 ", "Machine Gun Preacher ", "Pitch Perfect 2 ", "Walk the Line ", "Keeping the Faith ", "The Borrowers ", "Frost/Nixon ", "Serving Sara ", "The Boss ", "Cry Freedom ", "Mumford ", "Seed of Chucky ", "The Jacket ", "Aladdin ", "Straight Outta Compton ", "Indiana Jones and the Temple of Doom ", "The Rugrats Movie ", "Along Came a Spider ", "Once Upon a Time in Mexico ", "Die Hard ", "Role Models ", "The Big Short ", "Taking Woodstock ", "Miracle ", "Dawn of the Dead ", "The Wedding Planner ", "The Royal Tenenbaums ", "Identity ", "Last Vegas ", "For Your Eyes Only ", "Serendipity ", "Timecop ", "Zoolander ", "Safe Haven ", "Hocus Pocus ", "No Reservations ", "Kick-Ass ", "30 Minutes or Less ", "Dracula 2000 ", "Alexander and the Terrible, Horrible, No Good, Very Bad Day ", "Pride & Prejudice ", "Blade Runner ", "Rob Roy ", "3 Days to Kill ", "We Own the Night ", "Lost Souls ", "Winged Migration ", "Just My Luck ", "Mystery, Alaska ", "The Spy Next Door ", "A Simple Wish ", "Ghosts of Mars ", "Our Brand Is Crisis ", "Pride and Prejudice and Zombies ", "Kundun ", "How to Lose Friends & Alienate People ", "Kick-Ass 2 ", "Brick Mansions ", "Octopussy ", "Knocked Up ", "My Sister's Keeper ", "Welcome Home, Roscoe Jenkins ", "A Passage to India ", "Notes on a Scandal ", "Rendition ", "Star Trek VI: The Undiscovered Country ", "Divine Secrets of the Ya-Ya Sisterhood ", "The Jungle Book ", "Kiss the Girls ", "The Blues Brothers ", "Joyful Noise ", "About a Boy ", "Lake Placid ", "Lucky Number Slevin ", "The Right Stuff ", "Anonymous ", "Dark City ", "The Duchess ", "The Newton Boys ", "Case 39 ", "Suspect Zero ", "Martian Child ", "Spy Kids: All the Time in the World in 4D ", "Money Monster ", "Formula 51 ", "Flawless ", "Mindhunters ", "What Just Happened ", "The Statement ", "Paul Blart: Mall Cop ", "Freaky Friday ", "The 40-Year-Old Virgin ", "Shakespeare in Love ", "A Walk Among the Tombstones ", "Kindergarten Cop ", "Pineapple Express ", "Ever After: A Cinderella Story ", "Open Range ", "Flatliners ", "A Bridge Too Far ", "Red Eye ", "Final Destination 2 ", "O Brother, Where Art Thou? ", "Legion ", "Pain & Gain ", "In Good Company ", "Clockstoppers ", "Silverado ", "Brothers ", "Agent Cody Banks 2: Destination London ", "New Year's Eve ", "Original Sin ", "The Raven ", "Welcome to Mooseport ", "Highlander: The Final Dimension ", "Blood and Wine ", "The Curse of the Jade Scorpion ", "Flipper ", "Self/less ", "The Constant Gardener ", "The Passion of the Christ ", "Mrs. Doubtfire ", "Rain Man ", "Gran Torino ", "W. ", "Taken ", "The Best of Me ", "The Bodyguard ", "Schindler's List ", "The Help ", "The Fifth Estate ", "Scooby-Doo 2: Monsters Unleashed ", "Freddy vs. Jason ", "Jimmy Neutron: Boy Genius ", "Cloverfield ", "Teenage Mutant Ninja Turtles II: The Secret of the Ooze ", "The Untouchables ", "No Country for Old Men ", "Ride Along ", "Bridget Jones's Diary ", "Chocolat ", "Legally Blonde 2: Red, White & Blonde ", "Parental Guidance ", "No Strings Attached ", "Tombstone ", "Romeo Must Die ", "Final Destination 3 ", "The Lucky One ", "Bridge to Terabithia ", "Finding Neverland ", "A Madea Christmas ", "The Grey ", "Hide and Seek ", "Anchorman: The Legend of Ron Burgundy ", "Goodfellas ", "Agent Cody Banks ", "Nanny McPhee ", "Scarface ", "Nothing to Lose ", "The Last Emperor ", "Contraband ", "Money Talks ", "There Will Be Blood ", "The Wild Thornberrys Movie ", "Rugrats Go Wild ", "Undercover Brother ", "The Sisterhood of the Traveling Pants ", "Kiss of the Dragon ", "The House Bunny ", "Million Dollar Arm ", "The Giver ", "What a Girl Wants ", "Jeepers Creepers II ", "Good Luck Chuck ", "Cradle 2 the Grave ", "The Hours ", "She's the Man ", "Mr. Bean's Holiday ", "Anacondas: The Hunt for the Blood Orchid ", "Blood Ties ", "August Rush ", "Elizabeth ", "Bride of Chucky ", "Tora! Tora! Tora! ", "Spice World ", "Dance Flick ", "The Shawshank Redemption ", "Crocodile Dundee in Los Angeles ", "Kingpin ", "The Gambler ", "August: Osage County ", "A Lot Like Love ", "Eddie the Eagle ", "He Got Game ", "Don Juan DeMarco ", "Dear John ", "The Losers ", "Don't Be Afraid of the Dark ", "War ", "Punch-Drunk Love ", "EuroTrip ", "Half Past Dead ", "Unaccompanied Minors ", "Bright Lights, Big City ", "The Adventures of Pinocchio ", "The Box ", "The Ruins ", "The Next Best Thing ", "My Soul to Take ", "The Girl Next Door ", "Maximum Risk ", "Stealing Harvard ", "Legend ", "Shark Night 3D ", "Angela's Ashes ", "Draft Day ", "The Conspirator ", "Lords of Dogtown ", "The 33 ", "Big Trouble in Little China ", "Warrior ", "Michael Collins ", "Gettysburg ", "Stop-Loss ", "Abandon ", "Brokedown Palace ", "The Possession ", "Mrs. Winterbourne ", "Straw Dogs ", "The Hoax ", "Stone Cold ", "The Road ", "Underclassman ", "Say It Isn't So ", "The World's Fastest Indian ", "Snakes on a Plane ", "Tank Girl ", "King's Ransom ", "Blindness ", "BloodRayne ", "Where the Truth Lies ", "Without Limits ", "Me and Orson Welles ", "The Best Offer ", "Bad Lieutenant: Port of Call New Orleans ", "Little White Lies ", "Love Ranch ", "The Counselor ", "Dangerous Liaisons ", "On the Road ", "Star Trek IV: The Voyage Home ", "Rocky Balboa ", "Point Break ", "Scream 2 ", "Jane Got a Gun ", "Think Like a Man Too ", "The Whole Nine Yards ", "Footloose ", "Old School ", "The Fisher King ", "I Still Know What You Did Last Summer ", "Return to Me ", "Zack and Miri Make a Porno ", "Nurse Betty ", "The Men Who Stare at Goats ", "Double Take ", "Girl, Interrupted ", "Win a Date with Tad Hamilton! ", "Muppets from Space ", "The Wiz ", "Ready to Rumble ", "Play It to the Bone ", "I Don't Know How She Does It ", "Piranha 3D ", "Beyond the Sea ", "Meet the Deedles ", "The Princess and the Cobbler ", "The Bridge of San Luis Rey ", "Faster ", "Howl's Moving Castle ", "Zombieland ", "King Kong ", "The Waterboy ", "Star Wars: Episode V - The Empire Strikes Back ", "Bad Boys ", "The Naked Gun 2½: The Smell of Fear ", "Final Destination ", "The Ides of March ", "Pitch Black ", "Someone Like You... ", "Her ", "Eddie the Eagle ", "Joy Ride ", "The Adventurer: The Curse of the Midas Box ", "Anywhere But Here ", "Chasing Liberty ", "The Crew ", "Haywire ", "Jaws: The Revenge ", "Marvin's Room ", "The Longshots ", "The End of the Affair ", "Harley Davidson and the Marlboro Man ", "Coco Before Chanel ", "Chéri ", "Vanity Fair ", "1408 ", "Spaceballs ", "The Water Diviner ", "Ghost ", "There's Something About Mary ", "The Santa Clause ", "The Rookie ", "The Game Plan ", "The Bridges of Madison County ", "The Animal ", "The Hundred-Foot Journey ", "The Net ", "I Am Sam ", "Son of God ", "Underworld ", "Derailed ", "The Informant! ", "Shadowlands ", "Deuce Bigalow: European Gigolo ", "Delivery Man ", "Victor Frankenstein ", "Saving Silverman ", "Diary of a Wimpy Kid: Dog Days ", "Summer of Sam ", "Jay and Silent Bob Strike Back ", "The Island ", "The Glass House ", "Hail, Caesar! ", "Josie and the Pussycats ", "Homefront ", "The Little Vampire ", "I Heart Huckabees ", "RoboCop 3 ", "Megiddo: The Omega Code 2 ", "Darling Lili ", "Dudley Do-Right ", "The Transporter Refueled ", "Black Book ", "Joyeux Noel ", "Hit and Run ", "Mad Money ", "Before I Go to Sleep ", "Stone ", "Molière ", "Out of the Furnace ", "Michael Clayton ", "My Fellow Americans ", "Arlington Road ", "To Rome with Love ", "Firefox ", "South Park: Bigger Longer & Uncut ", "Death at a Funeral ", "Teenage Mutant Ninja Turtles III ", "Hardball ", "Silver Linings Playbook ", "Freedom Writers ", "The Transporter ", "Never Back Down ", "The Rage: Carrie 2 ", "Away We Go ", "Swing Vote ", "Moonlight Mile ", "Tinker Tailor Soldier Spy ", "Molly ", "The Beaver ", "The Best Little Whorehouse in Texas ", "eXistenZ ", "Raiders of the Lost Ark ", "Home Alone 2: Lost in New York ", "Close Encounters of the Third Kind ", "Pulse ", "Beverly Hills Cop II ", "Bringing Down the House ", "The Silence of the Lambs ", "Wayne's World ", "Jackass 3D ", "Jaws 2 ", "Beverly Hills Chihuahua ", "The Conjuring ", "Are We There Yet? ", "Tammy ", "Disturbia ", "School of Rock ", "Mortal Kombat ", "White Chicks ", "The Descendants ", "Holes ", "The Last Song ", "12 Years a Slave ", "Drumline ", "Why Did I Get Married Too? ", "Edward Scissorhands ", "Me Before You ", "Madea's Witness Protection ", "Bad Moms ", "Date Movie ", "Return to Never Land ", "Selma ", "The Jungle Book 2 ", "Boogeyman ", "Premonition ", "The Tigger Movie ", "Max ", "Epic Movie ", "Conan the Barbarian ", "Spotlight ", "Lakeview Terrace ", "The Grudge 2 ", "How Stella Got Her Groove Back ", "Bill & Ted's Bogus Journey ", "Man of the Year ", "The American ", "Selena ", "Vampires Suck ", "Babel ", "This Is Where I Leave You ", "Doubt ", "Team America: World Police ", "Texas Chainsaw 3D ", "Copycat ", "Scary Movie 5 ", "Milk ", "Risen ", "Ghost Ship ", "A Very Harold & Kumar 3D Christmas ", "Wild Things ", "The Debt ", "High Fidelity ", "One Missed Call ", "Eye for an Eye ", "The Bank Job ", "Eternal Sunshine of the Spotless Mind ", "You Again ", "Street Kings ", "The World's End ", "Nancy Drew ", "Daybreakers ", "She's Out of My League ", "Monte Carlo ", "Stay Alive ", "Quigley Down Under ", "Alpha and Omega ", "The Covenant ", "Shorts ", "To Die For ", "Nerve ", "Vampires ", "Psycho ", "My Best Friend's Girl ", "Endless Love ", "Georgia Rule ", "Under the Rainbow ", "Simon Birch ", "Reign Over Me ", "Into the Wild ", "School for Scoundrels ", "Silent Hill: Revelation 3D ", "From Dusk Till Dawn ", "Pooh's Heffalump Movie ", "Home for the Holidays ", "Kung Fu Hustle ", "The Country Bears ", "The Kite Runner ", "21 Grams ", "Paparazzi ", "Twilight ", "A Guy Thing ", "Loser ", "The Greatest Story Ever Told ", "Disaster Movie ", "Armored ", "The Man Who Knew Too Little ", "What's Your Number? ", "Lockout ", "Envy ", "Crank: High Voltage ", "Bullets Over Broadway ", "One Night with the King ", "The Quiet American ", "The Weather Man ", "Undisputed ", "Ghost Town ", "12 Rounds ", "Let Me In ", "3 Ninjas Kick Back ", "Be Kind Rewind ", "Mrs Henderson Presents ", "Triple 9 ", "Deconstructing Harry ", "Three to Tango ", "Burnt ", "We're No Angels ", "Everyone Says I Love You ", "Death Sentence ", "Everybody's Fine ", "Superbabies: Baby Geniuses 2 ", "The Man ", "Code Name: The Cleaner ", "Connie and Carla ", "Inherent Vice ", "Doogal ", "Battle of the Year ", "An American Carol ", "Machete Kills ", "Willard ", "Strange Wilderness ", "Topsy-Turvy ", "Little Boy ", "A Dangerous Method ", "A Scanner Darkly ", "Chasing Mavericks ", "Alone in the Dark ", "Bandslam ", "Birth ", "A Most Violent Year ", "Flash of Genius ", "I'm Not There. ", "The Cold Light of Day ", "The Brothers Bloom ", "Synecdoche, New York ", "Bon voyage ", "Can't Stop the Music ", "The Proposition ", "Courage ", "Marci X ", "Equilibrium ", "The Children of Huang Shi ", "The Yards ", "The Oogieloves in the Big Balloon Adventure ", "By the Sea ", "The Game of Their Lives ", "Rapa Nui ", "Dylan Dog: Dead of Night ", "People I Know ", "The Tempest ", "The Painted Veil ", "The Baader Meinhof Complex ", "Dances with Wolves ", "Bad Teacher ", "Sea of Love ", "A Cinderella Story ", "Scream ", "Thir13en Ghosts ", "Back to the Future ", "House on Haunted Hill ", "I Can Do Bad All by Myself ", "The Switch ", "Just Married ", "The Devil's Double ", "Thomas and the Magic Railroad ", "The Crazies ", "Spirited Away ", "The Bounty ", "The Book Thief ", "Sex Drive ", "Leap Year ", "Take Me Home Tonight ", "The Nutcracker ", "Kansas City ", "The Amityville Horror ", "Adaptation. ", "Land of the Dead ", "Fear and Loathing in Las Vegas ", "The Invention of Lying ", "Neighbors ", "The Mask ", "Big ", "Borat: Cultural Learnings of America for Make Benefit Glorious Nation of Kazakhstan ", "Legally Blonde ", "Star Trek III: The Search for Spock ", "The Exorcism of Emily Rose ", "Deuce Bigalow: Male Gigolo ", "Left Behind ", "The Family Stone ", "Barbershop 2: Back in Business ", "Bad Santa ", "Austin Powers: International Man of Mystery ", "My Big Fat Greek Wedding 2 ", "Diary of a Wimpy Kid: Rodrick Rules ", "Predator ", "Amadeus ", "Prom Night ", "Mean Girls ", "Under the Tuscan Sun ", "Gosford Park ", "Peggy Sue Got Married ", "Birdman or (The Unexpected Virtue of Ignorance) ", "Blue Jasmine ", "United 93 ", "Honey ", "Glory ", "Spy Hard ", "The Fog ", "Soul Surfer ", "Observe and Report ", "Conan the Destroyer ", "Raging Bull ", "Love Happens ", "Young Sherlock Holmes ", "Fame ", "127 Hours ", "Small Time Crooks ", "Center Stage ", "Love the Coopers ", "Catch That Kid ", "Life as a House ", "Steve Jobs ", "I Love You, Beth Cooper ", "Youth in Revolt ", "The Legend of the Lone Ranger ", "The Tailor of Panama ", "Getaway ", "The Ice Storm ", "And So It Goes ", "Troop Beverly Hills ", "Being Julia ", "9½ Weeks ", "Dragonslayer ", "The Last Station ", "Ed Wood ", "Labor Day ", "Mongol: The Rise of Genghis Khan ", "RocknRolla ", "Megaforce ", "Hamlet ", "Midnight Special ", "Anything Else ", "The Railway Man ", "The White Ribbon ", "The Wraith ", "The Salton Sea ", "One Man's Hero ", "Renaissance ", "Superbad ", "Step Up 2: The Streets ", "Hoodwinked! ", "Hotel Rwanda ", "Hitman ", "Black Nativity ", "City of Ghosts ", "The Others ", "Aliens ", "My Fair Lady ", "I Know What You Did Last Summer ", "Let's Be Cops ", "Sideways ", "Beerfest ", "Halloween ", "Good Boy! ", "The Best Man Holiday ", "Smokin' Aces ", "Saw 3D: The Final Chapter ", "40 Days and 40 Nights ", "TRON: Legacy ", "A Night at the Roxbury ", "Beastly ", "The Hills Have Eyes ", "Dickie Roberts: Former Child Star ", "McFarland, USA ", "Pitch Perfect ", "Summer Catch ", "A Simple Plan ", "They ", "Larry the Cable Guy: Health Inspector ", "The Adventures of Elmo in Grouchland ", "Brooklyn's Finest ", "Evil Dead ", "My Life in Ruins ", "American Dreamz ", "Superman IV: The Quest for Peace ", "Running Scared ", "Shanghai Surprise ", "The Illusionist ", "Roar ", "Veronica Guerin ", "Escobar: Paradise Lost ", "Southland Tales ", "The Apparition ", "My Girl ", "Fur: An Imaginary Portrait of Diane Arbus ", "Wall Street ", "Sense and Sensibility ", "Becoming Jane ", "Sydney White ", "House of Sand and Fog ", "Dead Poets Society ", "Dumb & Dumber ", "When Harry Met Sally... ", "The Verdict ", "Road Trip ", "Varsity Blues ", "The Artist ", "The Unborn ", "Moonrise Kingdom ", "The Texas Chainsaw Massacre: The Beginning ", "The Young Messiah ", "The Master of Disguise ", "Pan's Labyrinth ", "See Spot Run ", "Baby Boy ", "The Roommate ", "Joe Dirt ", "Double Impact ", "Hot Fuzz ", "The Women ", "Vicky Cristina Barcelona ", "Boys and Girls ", "White Oleander ", "Jennifer's Body ", "Drowning Mona ", "Radio Days ", "Remember Me ", "How to Deal ", "My Stepmother Is an Alien ", "Philadelphia ", "The Thirteenth Floor ", "Duets ", "Hollywood Ending ", "Detroit Rock City ", "Highlander ", "Things We Lost in the Fire ", "Steel ", "The Immigrant ", "The White Countess ", "Trance ", "Soul Plane ", "Good ", "Enter the Void ", "Vamps ", "The Homesman ", "Juwanna Mann ", "Slow Burn ", "Wasabi ", "Slither ", "Beverly Hills Cop ", "Home Alone ", "3 Men and a Baby ", "Tootsie ", "Top Gun ", "Crouching Tiger, Hidden Dragon ", "American Beauty ", "The King's Speech ", "Twins ", "The Yellow Handkerchief ", "The Color Purple ", "The Imitation Game ", "Private Benjamin ", "Diary of a Wimpy Kid ", "Mama ", "National Lampoon's Vacation ", "Bad Grandpa ", "The Queen ", "Beetlejuice ", "Why Did I Get Married? ", "Little Women ", "The Woman in Black ", "When a Stranger Calls ", "Big Fat Liar ", "Wag the Dog ", "The Lizzie McGuire Movie ", "Snitch ", "Krampus ", "The Faculty ", "Cop Land ", "Not Another Teen Movie ", "End of Watch ", "Aloha ", "The Skulls ", "The Theory of Everything ", "Malibu's Most Wanted ", "Where the Heart Is ", "Lawrence of Arabia ", "Halloween II ", "Wild ", "The Last House on the Left ", "The Wedding Date ", "Halloween: Resurrection ", "Clash of the Titans ", "The Princess Bride ", "The Great Debaters ", "Drive ", "Confessions of a Teenage Drama Queen ", "The Object of My Affection ", "28 Weeks Later ", "When the Game Stands Tall ", "Because of Winn-Dixie ", "Love & Basketball ", "Grosse Pointe Blank ", "All About Steve ", "Book of Shadows: Blair Witch 2 ", "The Craft ", "Match Point ", "Ramona and Beezus ", "The Remains of the Day ", "Boogie Nights ", "Nowhere to Run ", "Flicka ", "The Hills Have Eyes II ", "Urban Legends: Final Cut ", "Tuck Everlasting ", "The Marine ", "Keanu ", "Country Strong ", "Disturbing Behavior ", "The Place Beyond the Pines ", "The November Man ", "Eye of the Beholder ", "The Hurt Locker ", "Firestarter ", "Killing Them Softly ", "A Most Wanted Man ", "Freddy Got Fingered ", "The Pirates Who Don't Do Anything: A VeggieTales Movie ", "Highlander: Endgame ", "Idlewild ", "One Day ", "Whip It ", "Confidence ", "The Muse ", "De-Lovely ", "New York Stories ", "Barney's Great Adventure ", "The Man with the Iron Fists ", "Home Fries ", "Here on Earth ", "Brazil ", "Raise Your Voice ", "The Big Lebowski ", "Black Snake Moan ", "Dark Blue ", "A Mighty Heart ", "Whatever It Takes ", "Boat Trip ", "The Importance of Being Earnest ", "Hoot ", "In Bruges ", "Peeples ", "The Rocker ", "Post Grad ", "Promised Land ", "Whatever Works ", "The In Crowd ", "Three Burials ", "Jakob the Liar ", "Kiss Kiss Bang Bang ", "Idle Hands ", "Mulholland Drive ", "You Will Meet a Tall Dark Stranger ", "Never Let Me Go ", "Transsiberian ", "The Clan of the Cave Bear ", "Crazy in Alabama ", "Funny Games ", "Metropolis ", "District B13 ", "Things to Do in Denver When You're Dead ", "The Assassin ", "Buffalo Soldiers ", "Ong-bak 2 ", "The Midnight Meat Train ", "The Son of No One ", "All the Queen's Men ", "The Good Night ", "Groundhog Day ", "Magic Mike XXL ", "Romeo + Juliet ", "Sarah's Key ", "Unforgiven ", "Manderlay ", "Slumdog Millionaire ", "Fatal Attraction ", "Pretty Woman ", "Crocodile Dundee II ", "Born on the Fourth of July ", "Cool Runnings ", "My Bloody Valentine ", "Stomp the Yard ", "The Spy Who Loved Me ", "Urban Legend ", "White Fang ", "Superstar ", "The Iron Lady ", "Jonah: A VeggieTales Movie ", "Poetic Justice ", "All About the Benjamins ", "Vampire in Brooklyn ", "An American Haunting ", "My Boss's Daughter ", "A Perfect Getaway ", "Our Family Wedding ", "Dead Man on Campus ", "Tea with Mussolini ", "Thinner ", "Crooklyn ", "Jason X ", "Bobby ", "Head Over Heels ", "Fun Size ", "Little Children ", "Gossip ", "A Walk on the Moon ", "Catch a Fire ", "Soul Survivors ", "Jefferson in Paris ", "Caravans ", "Mr. Turner ", "Amen. ", "The Lucky Ones ", "Margaret ", "Flipped ", "Brokeback Mountain ", "Teenage Mutant Ninja Turtles ", "Clueless ", "Far from Heaven ", "Hot Tub Time Machine 2 ", "Quills ", "Seven Psychopaths ", "Downfall ", "The Sea Inside ", "Good Morning, Vietnam ", "The Last Godfather ", "Justin Bieber: Never Say Never ", "Black Swan ", "RoboCop ", "The Godfather: Part II ", "Save the Last Dance ", "A Nightmare on Elm Street 4: The Dream Master ", "Miracles from Heaven ", "Dude, Where's My Car? ", "Young Guns ", "St. Vincent ", "About Last Night ", "10 Things I Hate About You ", "The New Guy ", "Loaded Weapon 1 ", "The Shallows ", "The Butterfly Effect ", "Snow Day ", "This Christmas ", "Baby Geniuses ", "The Big Hit ", "Harriet the Spy ", "Child's Play 2 ", "No Good Deed ", "The Mist ", "Ex Machina ", "Being John Malkovich ", "Two Can Play That Game ", "Earth to Echo ", "Crazy/Beautiful ", "Letters from Iwo Jima ", "The Astronaut Farmer ", "Woo ", "Room ", "Dirty Work ", "Serial Mom ", "Dick ", "Light It Up ", "54 ", "Bubble Boy ", "Birthday Girl ", "21 & Over ", "Paris, je t'aime ", "Resurrecting the Champ ", "Admission ", "The Widow of Saint-Pierre ", "Chloe ", "Faithful ", "Brothers ", "Find Me Guilty ", "The Perks of Being a Wallflower ", "Excessive Force ", "Infamous ", "The Claim ", "The Vatican Tapes ", "Attack the Block ", "In the Land of Blood and Honey ", "The Call ", "The Crocodile Hunter: Collision Course ", "I Love You Phillip Morris ", "Antwone Fisher ", "The Emperor's Club ", "True Romance ", "Glengarry Glen Ross ", "The Killer Inside Me ", "Sorority Row ", "Lars and the Real Girl ", "The Boy in the Striped Pajamas ", "Dancer in the Dark ", "Oscar and Lucinda ", "The Funeral ", "Solitary Man ", "Machete ", "Casino Jack ", "The Land Before Time ", "Tae Guk Gi: The Brotherhood of War ", "The Perfect Game ", "The Exorcist ", "Jaws ", "American Pie ", "Ernest & Celestine ", "The Golden Child ", "Think Like a Man ", "Barbershop ", "Star Trek II: The Wrath of Khan ", "Ace Ventura: Pet Detective ", "WarGames ", "Witness ", "Act of Valor ", "Step Up ", "Beavis and Butt-Head Do America ", "Jackie Brown ", "Harold & Kumar Escape from Guantanamo Bay ", "Chronicle ", "Yentl ", "Time Bandits ", "Crossroads ", "Project X ", "One Hour Photo ", "Quarantine ", "The Eye ", "Johnson Family Vacation ", "How High ", "The Muppet Christmas Carol ", "Casino Royale ", "Frida ", "Katy Perry: Part of Me ", "The Fault in Our Stars ", "Rounders ", "Top Five ", "Stir of Echoes ", "Philomena ", "The Upside of Anger ", "Aquamarine ", "Paper Towns ", "Nebraska ", "Tales from the Crypt: Demon Knight ", "Max Keeble's Big Move ", "Young Adult ", "Crank ", "Living Out Loud ", "Das Boot ", "Sorority Boys ", "About Time ", "House of Flying Daggers ", "Arbitrage ", "Project Almanac ", "Cadillac Records ", "Screwed ", "Fortress ", "For Your Consideration ", "Celebrity ", "Running with Scissors ", "From Justin to Kelly ", "Girl 6 ", "In the Cut ", "Two Lovers ", "Last Orders ", "Ravenous ", "Charlie Bartlett ", "The Great Beauty ", "The Dangerous Lives of Altar Boys ", "Stoker ", "2046 ", "Married Life ", "Duma ", "Ondine ", "Brother ", "Welcome to Collinwood ", "Critical Care ", "The Life Before Her Eyes ", "Trade ", "Breakfast of Champions ", "City of Life and Death ", "Home ", "5 Days of War ", "10 Days in a Madhouse ", "Heaven Is for Real ", "Snatch ", "Pet Sematary ", "Gremlins ", "Star Wars: Episode IV - A New Hope ", "Dirty Grandpa ", "Doctor Zhivago ", "High School Musical 3: Senior Year ", "The Fighter ", "My Cousin Vinny ", "If I Stay ", "Major League ", "Phone Booth ", "A Walk to Remember ", "Dead Man Walking ", "Cruel Intentions ", "Saw VI ", "The Secret Life of Bees ", "Corky Romano ", "Raising Cain ", "Invaders from Mars ", "Brooklyn ", "Out Cold ", "The Ladies Man ", "Quartet ", "Tomcats ", "Frailty ", "Woman in Gold ", "Kinsey ", "Army of Darkness ", "Slackers ", "What's Eating Gilbert Grape ", "The Visual Bible: The Gospel of John ", "Vera Drake ", "The Guru ", "The Perez Family ", "Inside Llewyn Davis ", "O ", "Return to the Blue Lagoon ", "Copying Beethoven ", "Poltergeist ", "Saw V ", "Jindabyne ", "An Ideal Husband ", "The Last Days on Mars ", "Darkness ", "2001: A Space Odyssey ", "E.T. the Extra-Terrestrial ", "In the Land of Women ", "There Goes My Baby ", "September Dawn ", "For Greater Glory: The True Story of Cristiada ", "Good Will Hunting ", "Saw III ", "Stripes ", "Bring It On ", "The Purge: Election Year ", "She's All That ", "Precious ", "Saw IV ", "White Noise ", "Madea's Family Reunion ", "The Color of Money ", "The Mighty Ducks ", "The Grudge ", "Happy Gilmore ", "Jeepers Creepers ", "Bill & Ted's Excellent Adventure ", "Oliver! ", "The Best Exotic Marigold Hotel ", "Recess: School's Out ", "Mad Max Beyond Thunderdome ", "The Boy ", "Devil ", "Friday After Next ", "Insidious: Chapter 3 ", "The Last Dragon ", "The Lawnmower Man ", "Nick and Norah's Infinite Playlist ", "Dogma ", "The Banger Sisters ", "Twilight Zone: The Movie ", "Road House ", "A Low Down Dirty Shame ", "Swimfan ", "Employee of the Month ", "Can't Hardly Wait ", "The Outsiders ", "Sinister 2 ", "Sparkle ", "Valentine ", "The Fourth Kind ", "A Prairie Home Companion ", "Sugar Hill ", "Rushmore ", "Skyline ", "The Second Best Exotic Marigold Hotel ", "Kit Kittredge: An American Girl ", "The Perfect Man ", "Mo' Better Blues ", "Kung Pow: Enter the Fist ", "Tremors ", "Wrong Turn ", "The Corruptor ", "Mud ", "Reno 911!: Miami ", "One Direction: This Is Us ", "Hey Arnold! The Movie ", "My Week with Marilyn ", "The Matador ", "Love Jones ", "The Gift ", "End of the Spear ", "Get Over It ", "Office Space ", "Drop Dead Gorgeous ", "Big Eyes ", "Very Bad Things ", "Sleepover ", "MacGruber ", "Dirty Pretty Things ", "Movie 43 ", "The Tourist ", "Over Her Dead Body ", "Seeking a Friend for the End of the World ", "American History X ", "The Collection ", "Teacher's Pet ", "The Red Violin ", "The Straight Story ", "Deuces Wild ", "Bad Words ", "Black or White ", "On the Line ", "Rescue Dawn ", "Danny Collins ", "Jeff, Who Lives at Home ", "I Am Love ", "Atlas Shrugged II: The Strike ", "Romeo Is Bleeding ", "The Limey ", "Crash ", "The House of Mirth ", "Malone ", "Peaceful Warrior ", "Bucky Larson: Born to Be a Star ", "Bamboozled ", "The Forest ", "Sphinx ", "While We're Young ", "A Better Life ", "Spider ", "Gun Shy ", "Nicholas Nickleby ", "The Iceman ", "Cecil B. DeMented ", "Killer Joe ", "The Joneses ", "Owning Mahowny ", "The Brothers Solomon ", "My Blueberry Nights ", "Swept Away ", "War, Inc. ", "Shaolin Soccer ", "The Brown Bunny ", "Rosewater ", "Imaginary Heroes ", "High Heels and Low Lifes ", "Severance ", "Edmond ", "Police Academy: Mission to Moscow ", "Cinco de Mayo, La Batalla ", "An Alan Smithee Film: Burn Hollywood Burn ", "The Open Road ", "The Good Guy ", "Motherhood ", "Blonde Ambition ", "The Oxford Murders ", "Eulogy ", "The Good, the Bad, the Weird ", "The Lost City ", "Next Friday ", "You Only Live Twice ", "Amour ", "Poltergeist III ", "It's a Mad, Mad, Mad, Mad World ", "Richard III ", "Melancholia ", "Jab Tak Hai Jaan ", "Alien ", "The Texas Chain Saw Massacre ", "The Runaways ", "Fiddler on the Roof ", "Thunderball ", "Set It Off ", "The Best Man ", "Child's Play ", "Sicko ", "The Purge: Anarchy ", "Down to You ", "Harold & Kumar Go to White Castle ", "The Contender ", "Boiler Room ", "Black Christmas ", "Henry V ", "The Way of the Gun ", "Igby Goes Down ", "PCU ", "Gracie ", "Trust the Man ", "Hamlet 2 ", "Glee: The 3D Concert Movie ", "Two Evil Eyes ", "All or Nothing ", "Princess Kaiulani ", "Opal Dream ", "Flame and Citron ", "Undiscovered ", "Crocodile Dundee ", "Awake ", "Skin Trade ", "Crazy Heart ", "The Rose ", "Baggage Claim ", "Election ", "The DUFF ", "Glitter ", "Bright Star ", "My Name Is Khan ", "All Is Lost ", "Limbo ", "The Karate Kid ", "Repo! The Genetic Opera ", "Pulp Fiction ", "Nightcrawler ", "Club Dread ", "The Sound of Music ", "Splash ", "Little Miss Sunshine ", "Stand by Me ", "28 Days Later... ", "You Got Served ", "Escape from Alcatraz ", "Brown Sugar ", "A Thin Line Between Love and Hate ", "50/50 ", "Shutter ", "That Awkward Moment ", "Much Ado About Nothing ", "On Her Majesty's Secret Service ", "New Nightmare ", "Drive Me Crazy ", "Half Baked ", "New in Town ", "Syriana ", "American Psycho ", "The Good Girl ", "The Boondock Saints II: All Saints Day ", "Enough Said ", "Easy A ", "Shadow of the Vampire ", "Prom ", "Held Up ", "Woman on Top ", "Anomalisa ", "Another Year ", "8 Women ", "Showdown in Little Tokyo ", "Clay Pigeons ", "It's Kind of a Funny Story ", "Made in Dagenham ", "When Did You Last See Your Father? ", "Prefontaine ", "The Secret of Kells ", "Begin Again ", "Down in the Valley ", "Brooklyn Rules ", "The Singing Detective ", "Fido ", "The Wendell Baker Story ", "Wild Target ", "Pathology ", "10th & Wolf ", "Dear Wendy ", "Aloft ", "Imagine Me & You ", "The Blood of Heroes ", "Driving Miss Daisy ", "Soul Food ", "Rumble in the Bronx ", "Thank You for Smoking ", "Hostel: Part II ", "An Education ", "The Hotel New Hampshire ", "Narc ", "Men with Brooms ", "Witless Protection ", "The Work and the Glory ", "Extract ", "Code 46 ", "Albert Nobbs ", "Persepolis ", "The Neon Demon ", "Harry Brown ", "Spider-Man 3 ", "The Omega Code ", "Juno ", "Diamonds Are Forever ", "The Godfather ", "Flashdance ", "500 Days of Summer ", "The Piano ", "Magic Mike ", "Darkness Falls ", "Live and Let Die ", "My Dog Skip ", "Jumping the Broom ", "The Great Gatsby ", "Good Night, and Good Luck. ", "Capote ", "Desperado ", "Logan's Run ", "The Man with the Golden Gun ", "Action Jackson ", "The Descent ", "Devil's Due ", "Flirting with Disaster ", "The Devil's Rejects ", "Dope ", "In Too Deep ", "Skyfall ", "House of 1000 Corpses ", "A Serious Man ", "Get Low ", "Warlock ", "Beyond the Lights ", "A Single Man ", "The Last Temptation of Christ ", "Outside Providence ", "Bride & Prejudice ", "Rabbit-Proof Fence ", "Who's Your Caddy? ", "Split Second ", "The Other Side of Heaven ", "Redbelt ", "Cyrus ", "A Dog of Flanders ", "Auto Focus ", "Factory Girl ", "We Need to Talk About Kevin ", "The Mighty Macs ", "Mother and Child ", "March or Die ", "Les visiteurs ", "Somewhere ", "Chairman of the Board ", "Hesher ", "Gerry ", "The Heart of Me ", "Freeheld ", "The Extra Man ", "Ca$h ", "Wah-Wah ", "Pale Rider ", "Dazed and Confused ", "The Chumscrubber ", "Shade ", "House at the End of the Street ", "Incendies ", "Remember Me, My Love ", "Elite Squad ", "Annabelle ", "Bran Nue Dae ", "Boyz n the Hood ", "La Bamba ", "Dressed to Kill ", "The Adventures of Huck Finn ", "Go ", "Friends with Money ", "Bats ", "Nowhere in Africa ", "Shame ", "Layer Cake ", "The Work and the Glory II: American Zion ", "The East ", "A Home at the End of the World ", "The Messenger ", "Control ", "The Terminator ", "Good Bye Lenin! ", "The Damned United ", "Mallrats ", "Grease ", "Platoon ", "Fahrenheit 9/11 ", "Butch Cassidy and the Sundance Kid ", "Mary Poppins ", "Ordinary People ", "Around the World in 80 Days ", "West Side Story ", "Caddyshack ", "The Brothers ", "The Wood ", "The Usual Suspects ", "A Nightmare on Elm Street 5: The Dream Child ", "Van Wilder: Party Liaison ", "The Wrestler ", "Duel in the Sun ", "Best in Show ", "Escape from New York ", "School Daze ", "Daddy Day Camp ", "Mystic Pizza ", "Sliding Doors ", "Tales from the Hood ", "The Last King of Scotland ", "Halloween 5 ", "Bernie ", "Pollock ", "200 Cigarettes ", "The Words ", "Casa de mi Padre ", "City Island ", "The Guard ", "College ", "The Virgin Suicides ", "Miss March ", "Wish I Was Here ", "Simply Irresistible ", "Hedwig and the Angry Inch ", "Only the Strong ", "Shattered Glass ", "Novocaine ", "The Wackness ", "Beastmaster 2: Through the Portal of Time ", "The 5th Quarter ", "The Greatest ", "Snow Flower and the Secret Fan ", "Come Early Morning ", "Lucky Break ", "Surfer, Dude ", "Deadfall ", "L'auberge espagnole ", "Song One ", "Murder by Numbers ", "Winter in Wartime ", "The Protector ", "Bend It Like Beckham ", "Sunshine State ", "Crossover ", "[Rec] 2 ", "The Sting ", "Chariots of Fire ", "Diary of a Mad Black Woman ", "Shine ", "Don Jon ", "Ghost World ", "Iris ", "The Chorus ", "Mambo Italiano ", "Wonderland ", "Do the Right Thing ", "Harvard Man ", "Le Havre ", "R100 ", "Salvation Boulevard ", "The Ten ", "Headhunters ", "Saint Ralph ", "Insidious: Chapter 2 ", "Saw II ", "10 Cloverfield Lane ", "Jackass: The Movie ", "Lights Out ", "Paranormal Activity 3 ", "Ouija ", "A Nightmare on Elm Street 3: Dream Warriors ", "The Gift ", "Instructions Not Included ", "Paranormal Activity 4 ", "The Robe ", "Freddy's Dead: The Final Nightmare ", "Monster ", "Paranormal Activity: The Marked Ones ", "Dallas Buyers Club ", "The Lazarus Effect ", "Memento ", "Oculus ", "Clerks II ", "Billy Elliot ", "The Way Way Back ", "House Party 2 ", "Doug's 1st Movie ", "The Apostle ", "Our Idiot Brother ", "The Players Club ", "As Above, So Below ", "Addicted ", "Eve's Bayou ", "Still Alice ", "Friday the 13th Part VIII: Jason Takes Manhattan ", "My Big Fat Greek Wedding ", "Spring Breakers ", "Halloween: The Curse of Michael Myers ", "Y Tu Mamá También ", "Shaun of the Dead ", "The Haunting of Molly Hartley ", "Lone Star ", "Halloween 4: The Return of Michael Myers ", "April Fool's Day ", "Diner ", "Lone Wolf McQuade ", "Apollo 18 ", "Sunshine Cleaning ", "No Escape ", "Fifty Shades of Black ", "Not Easily Broken ", "The Perfect Match ", "Digimon: The Movie ", "Saved! ", "The Barbarian Invasions ", "The Forsaken ", "UHF ", "Slums of Beverly Hills ", "Made ", "Moon ", "The Sweet Hereafter ", "Of Gods and Men ", "Bottle Shock ", "Heavenly Creatures ", "90 Minutes in Heaven ", "Everything Must Go ", "Zero Effect ", "The Machinist ", "Light Sleeper ", "Kill the Messenger ", "Rabbit Hole ", "Party Monster ", "Green Room ", "Atlas Shrugged: Who Is John Galt? ", "Bottle Rocket ", "Albino Alligator ", "Lovely, Still ", "Desert Blue ", "The Visit ", "Redacted ", "Fascination ", "Rudderless ", "I Served the King of England ", "Sling Blade ", "Hostel ", "Tristram Shandy: A Cock and Bull Story ", "Take Shelter ", "Lady in White ", "The Texas Chainsaw Massacre 2 ", "Only God Forgives ", "The Names of Love ", "Savage Grace ", "Police Academy ", "Four Weddings and a Funeral ", "25th Hour ", "Bound ", "Requiem for a Dream ", "Moms' Night Out ", "Donnie Darko ", "Character ", "Spun ", "Mean Machine ", "Exiled ", "After.Life ", "One Flew Over the Cuckoo's Nest ", "Falcon Rising ", "The Sweeney ", "Whale Rider ", "Pan ", "Night Watch ", "The Crying Game ", "Porky's ", "Survival of the Dead ", "Lost in Translation ", "Annie Hall ", "The Greatest Show on Earth ", "Exodus: Gods and Kings ", "Monster's Ball ", "Maggie ", "Leaving Las Vegas ", "The Boy Next Door ", "The Kids Are All Right ", "They Live ", "The Last Exorcism Part II ", "Boyhood ", "Scoop ", "Planet of the Apes ", "The Wash ", "3 Strikes ", "The Cooler ", "The Night Listener ", "The Orphanage ", "A Haunted House 2 ", "The Rules of Attraction ", "Four Rooms ", "Secretary ", "The Real Cancun ", "Talk Radio ", "Waiting for Guffman ", "Love Stinks ", "You Kill Me ", "Thumbsucker ", "Mirrormask ", "Samsara ", "The Barbarians ", "Poolhall Junkies ", "The Loss of Sexual Innocence ", "Joe ", "Shooting Fish ", "Prison ", "Psycho Beach Party ", "The Big Tease ", "Buen Día, Ramón ", "Trust ", "An Everlasting Piece ", "Among Giants ", "Adore ", "Mondays in the Sun ", "Stake Land ", "The Last Time I Committed Suicide ", "Futuro Beach ", "Inescapable ", "Gone with the Wind ", "Desert Dancer ", "Major Dundee ", "Annie Get Your Gun ", "Defendor ", "The Pirate ", "The Good Heart ", "The History Boys ", "Unknown ", "The Full Monty ", "Airplane! ", "Friday ", "Menace II Society ", "Creepshow 2 ", "The Witch ", "I Got the Hook Up ", "She's the One ", "Gods and Monsters ", "The Secret in Their Eyes ", "Evil Dead II ", "Pootie Tang ", "La otra conquista ", "Trollhunter ", "Ira & Abby ", "The Watch ", "Winter Passing ", "D.E.B.S. ", "The Masked Saint ", "March of the Penguins ", "Margin Call ", "Choke ", "Whiplash ", "City of God ", "Human Traffic ", "The Hunt ", "Bella ", "Dreaming of Joseph Lees ", "Maria Full of Grace ", "Beginners ", "Animal House ", "Goldfinger ", "Trainspotting ", "The Original Kings of Comedy ", "Paranormal Activity 2 ", "Waking Ned Devine ", "Bowling for Columbine ", "A Nightmare on Elm Street 2: Freddy's Revenge ", "A Room with a View ", "The Purge ", "Sinister ", "Martin Lawrence Live: Runteldat ", "Air Bud ", "Jason Lives: Friday the 13th Part VI ", "The Bridge on the River Kwai ", "Spaced Invaders ", "Jason Goes to Hell: The Final Friday ", "Dave Chappelle's Block Party ", "Next Day Air ", "Phat Girlz ", "Before Midnight ", "Teen Wolf Too ", "Phantasm II ", "Real Women Have Curves ", "East Is East ", "Whipped ", "Kama Sutra: A Tale of Love ", "Warlock: The Armageddon ", "8 Heads in a Duffel Bag ", "Thirteen Conversations About One Thing ", "Jawbreaker ", "Basquiat ", "Tsotsi ", "DysFunktional Family ", "Tusk ", "Oldboy ", "Letters to God ", "Hobo with a Shotgun ", "Compadres ", "Love's Abiding Joy ", "Bachelorette ", "Tim and Eric's Billion Dollar Movie ", "The Gambler ", "Summer Storm ", "Fort McCoy ", "Chain Letter ", "Just Looking ", "The Divide ", "Alice in Wonderland ", "Tanner Hall ", "Cinderella ", "Central Station ", "Boynton Beach Club ", "Freakonomics ", "High Tension ", "Hustle & Flow ", "Some Like It Hot ", "Friday the 13th Part VII: The New Blood ", "The Wizard of Oz ", "Young Frankenstein ", "Diary of the Dead ", "Ulee's Gold ", "Blazing Saddles ", "Friday the 13th: The Final Chapter ", "Maurice ", "Beer League ", "The Astronaut's Wife ", "Timecrimes ", "A Haunted House ", "2016: Obama's America ", "That Thing You Do! ", "Halloween III: Season of the Witch ", "Kevin Hart: Let Me Explain ", "My Own Private Idaho ", "Garden State ", "Before Sunrise ", "Jesus' Son ", "Robot & Frank ", "My Life Without Me ", "The Spectacular Now ", "Religulous ", "Fuel ", "Dodgeball: A True Underdog Story ", "Eye of the Dolphin ", "8: The Mormon Proposition ", "The Other End of the Line ", "Anatomy ", "Sleep Dealer ", "Super ", "Get on the Bus ", "Thr3e ", "This Is England ", "Go for It! ", "Fantasia ", "Friday the 13th Part III ", "Friday the 13th: A New Beginning ", "The Last Sin Eater ", "Do You Believe? ", "The Best Years of Our Lives ", "Elling ", "Mi America ", "From Russia with Love ", "The Toxic Avenger Part II ", "It Follows ", "Mad Max 2: The Road Warrior ", "The Legend of Drunken Master ", "Boys Don't Cry ", "Silent House ", "The Lives of Others ", "Courageous ", "The Triplets of Belleville ", "Smoke Signals ", "Before Sunset ", "Amores Perros ", "Thirteen ", "Winter's Bone ", "Me and You and Everyone We Know ", "We Are Your Friends ", "Harsh Times ", "Captive ", "Full Frontal ", "Witchboard ", "Shortbus ", "Waltz with Bashir ", "The Book of Mormon Movie, Volume 1: The Journey ", "The Diary of a Teenage Girl ", "In the Shadow of the Moon ", "Inside Deep Throat ", "The Virginity Hit ", "House of D ", "Six-String Samurai ", "Saint John of Las Vegas ", "Stonewall ", "London ", "Sherrybaby ", "Gangster's Paradise: Jerusalema ", "The Lady from Shanghai ", "The Ghastly Love of Johnny X ", "River's Edge ", "Northfork ", "Buried ", "One to Another ", "Carrie ", "A Nightmare on Elm Street ", "Man on Wire ", "Brotherly Love ", "The Last Exorcism ", "El crimen del padre Amaro ", "Beasts of the Southern Wild ", "Songcatcher ", "The Greatest Movie Ever Sold ", "Run Lola Run ", "May ", "In the Bedroom ", "I Spit on Your Grave ", "Happy, Texas ", "My Summer of Love ", "The Lunchbox ", "Yes ", "Foolish ", "Caramel ", "The Bubble ", "Mississippi Mermaid ", "I Love Your Work ", "Dawn of the Dead ", "Waitress ", "Bloodsport ", "The Squid and the Whale ", "Kissing Jessica Stein ", "Exotica ", "Buffalo '66 ", "Insidious ", "Nine Queens ", "The Ballad of Jack and Rose ", "The To Do List ", "Killing Zoe ", "The Believer ", "Session 9 ", "I Want Someone to Eat Cheese With ", "Modern Times ", "Stolen Summer ", "My Name Is Bruce ", "The Salon ", "Amigo ", "Pontypool ", "Trucker ", "The Lords of Salem ", "Jack Reacher ", "Snow White and the Seven Dwarfs ", "The Holy Girl ", "Incident at Loch Ness ", "Lock, Stock and Two Smoking Barrels ", "The Celebration ", "Trees Lounge ", "Journey from the Fall ", "The Basket ", "Eddie: The Sleepwalking Cannibal ", "Mercury Rising ", "The Hebrew Hammer ", "Friday the 13th Part 2 ", "Filly Brown ", "Sex, Lies, and Videotape ", "Saw ", "Super Troopers ", "The Day the Earth Stood Still ", "Monsoon Wedding ", "You Can Count on Me ", "Lucky Number Slevin ", "But I'm a Cheerleader ", "Home Run ", "Reservoir Dogs ", "The Good, the Bad and the Ugly ", "The Second Mother ", "Blue Like Jazz ", "Down and Out with the Dolls ", "Pink Ribbons, Inc. ", "Airborne ", "Waiting... ", "From a Whisper to a Scream ", "Beyond the Black Rainbow ", "The Raid: Redemption ", "Rocky ", "The Fog ", "Unfriended ", "The Howling ", "Dr. No ", "Chernobyl Diaries ", "Hellraiser ", "God's Not Dead 2 ", "Cry_Wolf ", "Blue Valentine ", "Transamerica ", "The Devil Inside ", "Beyond the Valley of the Dolls ", "The Green Inferno ", "The Sessions ", "Next Stop Wonderland ", "Juno ", "Frozen River ", "20 Feet from Stardom ", "Two Girls and a Guy ", "Walking and Talking ", "Who Killed the Electric Car? ", "The Broken Hearts Club: A Romantic Comedy ", "Goosebumps ", "Slam ", "Brigham City ", "Orgazmo ", "All the Real Girls ", "Dream with the Fishes ", "Blue Car ", "Luminarias ", "Wristcutters: A Love Story ", "The Battle of Shaker Heights ", "The Lovely Bones ", "The Act of Killing ", "Taxi to the Dark Side ", "Once in a Lifetime: The Extraordinary Story of the New York Cosmos ", "Antarctica: A Year on Ice ", "A Lego Brickumentary ", "Hardflip ", "The House of the Devil ", "The Perfect Host ", "Safe Men ", "The Specials ", "Alone with Her ", "Creative Control ", "Special ", "In Her Line of Fire ", "The Jimmy Show ", "On the Waterfront ", "L!fe Happens ", "4 Months, 3 Weeks and 2 Days ", "Hard Candy ", "The Quiet ", "Fruitvale Station ", "The Brass Teapot ", "The Hammer ", "Snitch ", "Latter Days ", "For a Good Time, Call... ", "Time Changer ", "A Separation ", "Welcome to the Dollhouse ", "Ruby in Paradise ", "Raising Victor Vargas ", "Deterrence ", "Not Cool ", "Dead Snow ", "Saints and Soldiers ", "American Graffiti ", "Aqua Teen Hunger Force Colon Movie Film for Theaters ", "Safety Not Guaranteed ", "Kill List ", "The Innkeepers ", "The Unborn ", "Interview with the Assassin ", "Donkey Punch ", "Hoop Dreams ", "L.I.E. ", "King Kong ", "House of Wax ", "Half Nelson ", "Naturally Native ", "Hav Plenty ", "Top Hat ", "The Blair Witch Project ", "Woodstock ", "Mercy Streets ", "Arnolds Park ", "Broken Vessels ", "A Hard Day's Night ", "Fireproof ", "Benji ", "Open Water ", "Kingdom of the Spiders ", "The Station Agent ", "To Save a Life ", "Beyond the Mat ", "The Singles Ward ", "Osama ", "Sholem Aleichem: Laughing in the Darkness ", "Groove ", "The R.M. ", "Twin Falls Idaho ", "Mean Creek ", "Hurricane Streets ", "Never Again ", "Civil Brand ", "Lonesome Jim ", "Seven Samurai ", "The Other Dream Team ", "Finishing the Game: The Search for a New Bruce Lee ", "Rubber ", "Home ", "Kiss the Bride ", "The Slaughter Rule ", "Monsters ", "The Living Wake ", "Detention of the Dead ", "Oz the Great and Powerful ", "Straight Out of Brooklyn ", "Bloody Sunday ", "Conversations with Other Women ", "Poultrygeist: Night of the Chicken Dead ", "42nd Street ", "Metropolitan ", "Napoleon Dynamite ", "Blue Ruin ", "Paranormal Activity ", "Monty Python and the Holy Grail ", "Quinceañera ", "Tarnation ", "I Want Your Money ", "The Beyond ", "What Happens in Vegas ", "Trekkies ", "The Broadway Melody ", "Maniac ", "Murderball ", "American Ninja 2: The Confrontation ", "Halloween ", "Tumbleweeds ", "The Prophecy ", "When the Cat's Away ", "Pieces of April ", "Old Joy ", "Wendy and Lucy ", "Nothing But a Man ", "First Love, Last Rites ", "Fighting Tommy Riley ", "Across the Universe ", "Locker 13 ", "Compliance ", "Chasing Amy ", "Lovely & Amazing ", "Better Luck Tomorrow ", "The Incredibly True Adventure of Two Girls in Love ", "Chuck & Buck ", "American Desi ", "Cube ", "Love and Other Catastrophes ", "I Married a Strange Person! ", "November ", "Like Crazy ", "Sugar Town ", "The Canyons ", "Burn ", "Urbania ", "The Beast from 20,000 Fathoms ", "Swingers ", "A Fistful of Dollars ", "Short Cut to Nirvana: Kumbh Mela ", "The Grace Card ", "Middle of Nowhere ", "Call + Response ", "Side Effects ", "The Trials of Darryl Hunt ", "Children of Heaven ", "Weekend ", "She's Gotta Have It ", "Another Earth ", "Sweet Sweetback's Baadasssss Song ", "Tadpole ", "Once ", "The Horse Boy ", "The Texas Chain Saw Massacre ", "Roger & Me ", "Your Sister's Sister ", "Facing the Giants ", "The Gallows ", "Hollywood Shuffle ", "The Lost Skeleton of Cadavra ", "Cheap Thrills ", "The Last House on the Left ", "Pi ", "20 Dates ", "Super Size Me ", "The FP ", "Happy Christmas ", "The Brothers McMullen ", "Tiny Furniture ", "George Washington ", "Smiling Fish & Goat on Fire ", "The Legend of God's Gun ", "Clerks ", "Pink Narcissus ", "In the Company of Men ", "Sabotage ", "Slacker ", "The Puffy Chair ", "Pink Flamingos ", "Clean ", "The Circle ", "Primer ", "Cavite ", "El Mariachi ", "Newlyweds ", "My Date with Drew " ], "legendgroup": "", "marker": { "color": "blue", "line": { "color": "blue" }, "symbol": "circle" }, "mode": "markers", "name": "", "opacity": 0.6, "showlegend": false, "type": "scattergl", "x": [ 4834, 48350, 11700, 106759, 1873, 46055, 2036, 92000, 58753, 24450, 29991, 2023, 48486, 45757, 20495, 22697, 87697, 54083, 12572, 9152, 28489, 3244, 9152, 24106, 7123, 45223, 64798, 26679, 8458, 2039, 43388, 30426, 79957, 21714, 14863, 3218, 3988, 73441, 28631, 25550, 4482, 17657, 19085, 27468, 79150, 32392, 91434, 21411, 1766, 29770, 16149, 19166, 2593, 14959, 5005, 1327, 2975, 1125, 2144, 48878, 47334, 21175, 1317, 49684, 57802, 2635, 2579, 39252, 36017, 15870, 9131, 11287, 108016, 12652, 1004, 26683, 2944, 32921, 48638, 72881, 15516, 14363, 20965, 36188, 4628, 5046, 2963, 4451, 16264, 3233, 20453, 1769, 32438, 31488, 81115, 9152, 45327, 13333, 50983, 81385, 13388, 92456, 80806, 4705, 5505, 38873, 764, 5401, 2333, 24598, 33433, 53413, 21584, 13076, 57844, 4764, 59558, 3285, 54039, 40054, 1062, 2582, 534, 59803, 40025, 16948, 60059, 20007, 2217, 16184, 80849, 21840, 13071, 6576, 21015, 2857, 34817, 18204, 2652, 35161, 21393, 5810, 17944, 2444, 2538, 2097, 26029, 14823, 31523, 36095, 21768, 20645, 1997, 11945, 26490, 39284, 40484, 23378, 19769, 2705, 2530, 6171, 1814, 31958, 13073, 15015, 19761, 2037, 1205, 59177, 62644, 5811, 1950, 57108, 17416, 43291, 19963, 17369, 12754, 5730, 49355, 17883, 12758, 12954, 5046, 12406, 32355, 4631, 33284, 921, 14168, 2945, 53587, 46120, 13191, 31549, 48184, 81385, 16008, 1031, 20952, 55345, 22403, 18003, 1441, 1815, 12175, 2699, 4146, 20553, 11930, 2684, 15302, 2121, 14017, 13752, 4046, 24098, 2682, 17689, 17159, 14161, 902, 993, 12731, 22004, 44042, 42990, 15013, 23755, 37723, 43286, 15046, 46719, 2690, 87, 1569, 8306, 1261, 55486, 16718, 2958, 19454, 19359, 22722, 22622, 34582, 1173, 13391, 10583, 692, 13607, 12452, 22254, 914, 2027, 12908, 13961, 22342, 3175, 14196, 2762, 12068, 19600, 3382, 2480, 14831, 34839, 3133, 29069, 6521, 12546, 35672, 9125, 2776, 2829, 64599, 20354, 4528, 19906, 24082, 20233, 3454, 40978, 4842, 2039, 57881, 13679, 4487, 1738, 14552, 55175, 3903, 33160, 46057, 2880, 2031, 22686, 4286, 3144, 16235, 26940, 10552, 52610, 3962, 1195, 28328, 6161, 13761, 309, 1722, 15972, 47657, 23240, 25590, 13748, 4270, 9271, 39319, 4555, 3372, 25354, 4671, 2370, 5641, 6434, 23052, 17098, 12150, 54031, 2574, 13118, 1614, 15481, 5780, 1901, 3611, 14024, 12998, 21275, 25780, 664, 12890, 1227, 1258, 5095, 15419, 45648, 4478, 23484, 20388, 14274, 23996, 15237, 38450, 14165, 13446, 35367, 6217, 2622, 12289, 2356, 2100, 10882, 33154, 23031, 475, 12499, 4902, 12071, 55254, 5062, 26088, 15149, 2024, 2523, 2728, 13808, 26239, 15838, 70996, 14161, 23603, 13028, 27694, 37142, 662, 36237, 4182, 3768, 17423, 11951, 15226, 43499, 6081, 22226, 5103, 16930, 2407, 2380, 1235, 2707, 23950, 1460, 11454, 12687, 1439, 2818, 6355, 578, 12700, 3326, 21863, 3632, 36928, 5839, 21276, 46355, 12760, 49942, 16143, 2899, 22813, 3112, 22750, 25220, 13693, 4073, 39269, 44798, 22679, 29585, 9913, 1804, 17087, 12831, 16828, 16325, 15362, 5637, 61110, 44797, 50005, 17786, 15001, 1267, 22194, 8355, 20411, 12729, 4394, 14261, 5392, 12186, 20056, 26839, 814, 1919, 10731, 25942, 2864, 49631, 25190, 27114, 22590, 18132, 1825, 25126, 1971, 971, 5593, 619, 43887, 4346, 2521, 16922, 2, 683, 152, 1890, 1099, 2827, 6458, 27842, 848, 35867, 36925, 27405, 25296, 30230, 2323, 28050, 4782, 4714, 11905, 16785, 1635, 1777, 16479, 21397, 25763, 15999, 1815, 12952, 1673, 1970, 5320, 13312, 28497, 16199, 5174, 3424, 60646, 63165, 2856, 15889, 2529, 16580, 25206, 15735, 12522, 17299, 13934, 1695, 804, 16691, 103354, 15857, 14028, 2542, 5580, 4397, 33645, 13616, 7067, 15269, 1044, 24350, 13827, 11852, 5187, 12410, 3287, 1976, 15850, 3086, 4310, 14780, 55, 7273, 4166, 1675, 1148, 4905, 12790, 14790, 5217, 3667, 36741, 64259, 16595, 14486, 11458, 5609, 3222, 5227, 6181, 31782, 6207, 4001, 16138, 1439, 46726, 27674, 4074, 1579, 5178, 32563, 16034, 12226, 18510, 12993, 13517, 1576, 5861, 712, 15916, 49608, 2763, 1846, 13628, 3734, 6946, 28129, 12871, 1899, 15708, 1520, 12556, 52547, 32871, 11608, 1132, 30010, 1829, 3986, 3393, 18216, 29824, 8281, 1302, 4230, 14625, 44998, 7081, 5838, 5437, 12194, 25517, 18563, 17171, 5265, 46204, 17768, 11264, 12396, 23018, 2938, 17771, 15229, 2913, 16452, 14421, 12850, 1375, 11424, 4796, 11943, 29808, 19764, 1409, 17913, 28643, 1531, 1013, 32232, 13209, 12088, 15944, 3580, 3165, 450, 7048, 49433, 16710, 2131, 253, 2725, 23365, 2129, 5708, 14178, 58, 6334, 14931, 2668, 6658, 14536, 49912, 13232, 2558, 32360, 24938, 4811, 17716, 2252, 4348, 13249, 1784, 2321, 3698, 1195, 4050, 20148, 4171, 35084, 2636, 25788, 8172, 14006, 20348, 2517, 20440, 16646, 24928, 20761, 20683, 13581, 14611, 4496, 16385, 3697, 679, 13634, 1233, 647, 13654, 20454, 24664, 3943, 4530, 1112, 4713, 13597, 38227, 3637, 3653, 13403, 2018, 2318, 1411, 75793, 20276, 3090, 1640, 3151, 4294, 22128, 4305, 53024, 34738, 12258, 24458, 10623, 2151, 1352, 22668, 31224, 1395, 7053, 1976, 22889, 38809, 16536, 23745, 34774, 36897, 993, 1417, 11301, 2525, 2109, 22833, 12634, 3012, 1262, 22447, 10247, 1865, 1467, 15275, 5329, 20881, 42683, 26564, 12947, 12133, 18239, 2367, 16277, 5497, 2876, 6299, 14574, 589, 3150, 5081, 16098, 4416, 45271, 16484, 2710, 9814, 16121, 23325, 16884, 14146, 15700, 2847, 24286, 26754, 12940, 3155, 13426, 4518, 5713, 16281, 39822, 2638, 37605, 7184, 30132, 11036, 2287, 3888, 13905, 3983, 22458, 1959, 14432, 25599, 939, 2916, 2820, 7247, 3104, 1543, 164, 24270, 1752, 3697, 2488, 2248, 13406, 14036, 10026, 6254, 12840, 31014, 24618, 20660, 16899, 10185, 1671, 3952, 3742, 6089, 2260, 4315, 405, 15371, 14727, 25418, 16949, 12700, 847, 2908, 286, 27614, 26527, 6017, 2601, 13390, 63769, 24468, 22517, 22186, 2397, 26334, 48153, 2759, 8315, 26002, 45696, 2297, 1937, 28045, 209, 24183, 488, 2422, 1711, 2055, 64040, 275, 14607, 38518, 12182, 21773, 1474, 74382, 28176, 26826, 3388, 10003, 14087, 19428, 25697, 29505, 14569, 9988, 10886, 62837, 19148, 3148, 1761, 13421, 37967, 57426, 13430, 6729, 53094, 30383, 16967, 14007, 22417, 428, 11124, 2177, 3341, 11946, 2583, 15608, 14747, 3580, 19513, 101383, 19139, 15569, 1397, 1933, 24024, 8398, 20152, 1367, 1093, 19610, 30183, 1289, 16791, 15634, 19739, 1860, 14899, 29461, 2052, 701, 25469, 3016, 20061, 14344, 34606, 58528, 1344, 14706, 1300, 3357, 18635, 7654, 15935, 16358, 15757, 12786, 32637, 6171, 16992, 17211, 25049, 45202, 8018, 2606, 2949, 15820, 10191, 5702, 5461, 29926, 3580, 52885, 24107, 11972, 3954, 16481, 1385, 32831, 2795, 1418, 12884, 23051, 29748, 18141, 3743, 27666, 1823, 33615, 22209, 5390, 18793, 33548, 16967, 3768, 3718, 2096, 4660, 4796, 6863, 8349, 12344, 9176, 15658, 6315, 14619, 33233, 2070, 2104, 3244, 16410, 3629, 1574, 17925, 15362, 30063, 4043, 14868, 12757, 6292, 37321, 22370, 26998, 1645, 1336, 3174, 20299, 758, 3717, 3106, 28886, 24205, 41636, 13331, 3648, 27351, 14073, 4604, 16225, 49743, 3757, 12161, 2965, 1948, 1102, 1461, 33822, 2449, 5405, 53895, 15053, 15990, 3855, 2348, 3423, 793, 24351, 578, 3855, 15006, 21130, 2507, 6558, 26982, 949, 12166, 13917, 538, 2457, 661, 3133, 13357, 21554, 37076, 15662, 26907, 1178, 14255, 2998, 12876, 1801, 23864, 22383, 132, 14244, 1066, 27834, 19968, 9255, 1817, 24534, 3841, 4825, 2957, 6727, 15571, 13716, 1651, 2134, 2371, 15369, 33585, 7723, 12076, 6229, 3301, 12239, 2056, 1342, 1954, 18761, 1134, 17540, 362, 2085, 2004, 83012, 18656, 2129, 3660, 32325, 4585, 22935, 31349, 7014, 1261, 16751, 2676, 10555, 318, 5855, 600, 3986, 12556, 42220, 13321, 16911, 36810, 16179, 24300, 36010, 5178, 2144, 5074, 3924, 6775, 28928, 2842, 698, 19334, 43917, 7009, 2357, 303717, 16944, 2544, 2325, 8610, 7039, 17152, 13943, 17152, 63986, 30571, 3361, 848, 1233, 4243, 2179, 41293, 18693, 1274, 9069, 4298, 2281, 16762, 22318, 37570, 519, 4324, 4634, 26938, 390, 1070, 4486, 12970, 3044, 1488, 1238, 3074, 2913, 23920, 1827, 3239, 28927, 2711, 15595, 621, 3969, 3753, 5917, 4565, 1335, 10469, 2888, 77823, 29484, 960, 23737, 3126, 3432, 14275, 34377, 3821, 5039, 17877, 18913, 7243, 14008, 14463, 7099, 3374, 24770, 12566, 2125, 809, 3974, 3639, 1702, 4327, 4262, 20503, 3096, 1883, 4024, 14127, 2664, 4123, 1149, 11623, 222, 2449, 1686, 15638, 2288, 13821, 504, 2612, 6267, 2115, 12286, 2630, 568, 45327, 4774, 2853, 2972, 2329, 36009, 4251, 22436, 2176, 18291, 6427, 943, 36062, 20516, 3770, 2912, 3552, 1440, 2765, 42344, 24547, 1265, 3277, 16237, 1757, 17551, 74, 2120, 15494, 427, 5162, 19974, 15106, 14296, 13396, 36093, 18178, 37206, 1906, 14483, 4882, 14209, 44060, 20970, 2986, 3425, 1874, 762, 1272, 13904, 10838, 16611, 44037, 3968, 2393, 19904, 1942, 2928, 2268, 4537, 17623, 615, 47203, 2725, 3497, 1446, 3389, 4499, 18669, 25964, 23923, 16007, 5826, 24006, 25661, 1450, 2689, 15912, 19129, 2968, 23504, 1715, 42918, 2474, 29265, 2259, 16571, 4231, 20956, 17860, 19809, 20143, 1050, 53370, 2184, 52566, 13125, 4879, 56014, 17902, 3876, 41701, 16249, 34011, 3356, 2371, 2643, 5443, 1075, 966, 2178, 28027, 36258, 3185, 3001, 4722, 3612, 5709, 3592, 2471, 19689, 855, 1394, 2351, 17292, 13371, 561, 1908, 22974, 3266, 2073, 2535, 24669, 1679, 3142, 28479, 9330, 6327, 32875, 1290, 1082, 19805, 1668, 5890, 1947, 13021, 1352, 1458, 14165, 6563, 5022, 23031, 1993, 3611, 4334, 3227, 3125, 1005, 5, 1783, 1564, 1068, 24640, 1274, 14978, 13, 3386, 52621, 1778, 23122, 301, 14619, 5942, 1790, 843, 4863, 2604, 18688, 2114, 2859, 27759, 13093, 13649, 391, 14504, 43354, 5975, 2916, 18734, 1729, 3229, 38751, 3004, 36069, 31529, 74181, 3500, 16034, 2054, 10938, 1843, 1400, 12754, 29050, 29743, 961, 13040, 2925, 3274, 3864, 32094, 7394, 16878, 2355, 25313, 2961, 2223, 10910, 12518, 20952, 1008, 15082, 13811, 1440, 4045, 2097, 40312, 3439, 813, 26760, 7872, 19046, 20966, 18322, 17560, 54877, 2575, 20035, 4730, 3696, 2203, 13645, 3143, 22678, 2639, 20097, 1942, 28830, 24333, 34495, 2978, 4516, 4527, 1936, 26388, 35209, 1556, 337, 37387, 2911, 1185, 19420, 16758, 2740, 6930, 2860, 13794, 1266, 6742, 1289, 18795, 43453, 19815, 14710, 3679, 4767, 2943, 1145, 18726, 20499, 1026, 1748, 60683, 1467, 16881, 5642, 15327, 9638, 4059, 1165, 8362, 814, 29551, 3854, 23866, 2373, 15308, 257, 2266, 16827, 20051, 3797, 15811, 3664, 1594, 18469, 1002, 1653, 1023, 2060, 12785, 20772, 2737, 5697, 3892, 4369, 3479, 4462, 11799, 15271, 3148, 3072, 6152, 22554, 31278, 16722, 20563, 18085, 2222, 3000, 5101, 2178, 977, 679, 1393, 27829, 2497, 22006, 1100, 1643, 23352, 842, 5393, 11519, 11769, 5706, 1297, 32930, 24719, 4253, 16252, 2759, 1518, 949, 4473, 22516, 1887, 19620, 13159, 1383, 5404, 2056, 6161, 4169, 23562, 18855, 17873, 2567, 5085, 52970, 2702, 11898, 3438, 17109, 46186, 40585, 3400, 57308, 1500, 1845, 10438, 17533, 14609, 3969, 35694, 2118, 37, 2010, 34565, 1554, 1275, 3497, 2357, 1987, 23344, 47677, 1083, 13877, 16125, 1286, 3681, 1805, 66, 3211, 2171, 3436, 5535, 28867, 3944, 4710, 4, 858, 19168, 25387, 1898, 12874, 1775, 3565, 1334, 646, 50950, 16230, 3845, 32921, 14322, 2566, 3389, 74, 3313, 26451, 6341, 2452, 4696, 6420, 11969, 15790, 1721, 2495, 4311, 10894, 1044, 46022, 4186, 71973, 3286, 2954, 3984, 8341, 1690, 15428, 2403, 15590, 2747, 5458, 10493, 669, 1090, 3172, 3066, 3889, 13573, 28493, 3917, 1154, 42473, 3742, 23456, 11662, 2356, 2466, 2960, 2228, 12534, 616, 17847, 1565, 705, 52201, 12285, 17347, 4264, 16461, 3197, 2551, 15233, 23227, 36337, 7800, 4692, 2251, 3958, 2501, 22767, 4738, 2394, 16999, 1323, 3500, 5740, 22739, 4453, 9082, 2420, 1852, 28071, 58823, 3202, 16606, 23328, 656730, 24783, 3037, 17278, 16464, 2457, 2451, 26625, 2530, 533, 2908, 3017, 3001, 6862, 7945, 18789, 6393, 36064, 16400, 1340, 2822, 6867, 12624, 20109, 794, 2730, 18442, 50927, 1006, 667, 1548, 2176, 4378, 13495, 1315, 16937, 3784, 39690, 1095, 21195, 37315, 52122, 19945, 12841, 3744, 33565, 11994, 14180, 1855, 4431, 3067, 2465, 2466, 1749, 2498, 2537, 911, 1634, 3065, 27659, 4952, 1282, 3757, 21163, 16651, 2230, 896, 29692, 48482, 2107, 43560, 28987, 582, 2348, 5023, 11431, 1134, 583, 23566, 2165, 2413, 12574, 2603, 9662, 4990, 142, 2930, 16090, 4351, 1591, 5954, 13809, 890, 3204, 27797, 35501, 33747, 15449, 15111, 3962, 2321, 21414, 4830, 17582, 1962, 10325, 12947, 49847, 3946, 638, 12254, 32474, 2557, 13433, 4681, 3243, 1458, 4971, 1523, 5470, 5737, 23689, 24436, 1088, 23769, 14699, 24263, 28011, 7122, 13823, 12643, 11013, 3847, 3345, 57077, 16196, 20798, 19359, 21195, 23242, 2450, 22040, 829, 1509, 31187, 2355, 63194, 2453, 672, 3671, 735, 365, 1618, 214, 2936, 1795, 3100, 4664, 2790, 6657, 15170, 27237, 1203, 1484, 1725, 3152, 775, 1777, 2019, 16031, 13619, 1729, 1006, 12876, 664, 3153, 5386, 11632, 34838, 4239, 38494, 3769, 39989, 2216, 8094, 3148, 4221, 788, 5568, 1411, 2590, 773, 15922, 2453, 14617, 37766, 1651, 24134, 3284, 4629, 13576, 1205, 16805, 3003, 24324, 1254, 18630, 72115, 3994, 27572, 4089, 3162, 1997, 6212, 16692, 46241, 1562, 34705, 3688, 2990, 12906, 7860, 1591, 19952, 4121, 2505, 13184, 4263, 1787, 1520, 4729, 9049, 3558, 2654, 2287, 4403, 3816, 6313, 9578, 1293, 2341, 4251, 2390, 6657, 42330, 21852, 2753, 18786, 6539, 3402, 3869, 4480, 1383, 1825, 575, 2851, 4293, 2024, 1058, 2382, 5746, 1660, 20188, 52571, 1454, 1735, 2898, 11248, 4662, 33903, 2609, 1945, 12338, 34319, 13189, 389, 1083, 2462, 14275, 1136, 3141, 1834, 3174, 27755, 19364, 4813, 33878, 278, 3327, 189, 5707, 4257, 3590, 45841, 2486, 3261, 88422, 3598, 1780, 5123, 1885, 3301, 18760, 4039, 1761, 1816, 17050, 18752, 4374, 2173, 23296, 861, 25263, 537, 8189, 904, 7567, 2915, 44061, 2698, 1189, 1934, 2857, 137712, 15183, 15713, 1414, 1189, 30541, 4302, 908, 3431, 13156, 2880, 500, 2799, 20258, 1151, 1778, 5637, 27214, 11867, 4843, 16926, 24887, 1614, 3309, 23409, 1343, 1019, 2700, 2730, 707, 2185, 3177, 2907, 2848, 1267, 4218, 1690, 5705, 23755, 39507, 21200, 838, 1573, 2295, 3979, 64, 36398, 30134, 3014, 24732, 1776, 1462, 2129, 3384, 2467, 25088, 1003, 11433, 1978, 22319, 20354, 1592, 1577, 15612, 3785, 2608, 1601, 2398, 5547, 15914, 3092, 1212, 3023, 3230, 2872, 1465, 1292, 2020, 35561, 2429, 2609, 44, 28094, 1985, 4324, 4094, 5519, 2, 14579, 120797, 25489, 1876, 43105, 7252, 2771, 2085, 28018, 505, 4380, 14762, 2759, 2604, 15044, 1615, 3956, 3151, 10557, 2259, 3567, 4223, 3076, 4867, 5032, 1310, 3261, 14672, 21668, 1353, 313, 4868, 32930, 2653, 4877, 5024, 727, 2481, 23008, 4947, 605, 5734, 11984, 23283, 1201, 10691, 18711, 21622, 28933, 4072, 16004, 927, 14995, 676, 1466, 1673, 2368, 847, 711, 1263, 1341, 56585, 39307, 653, 46944, 1356, 1645, 5671, 14843, 39463, 167, 2319, 4094, 2705, 1185, 17584, 816, 14385, 4142, 2124, 1373, 245, 956, 4228, 1164, 50284, 3627, 2170, 35345, 4400, 2164, 5306, 19410, 1978, 3294, 25549, 9271, 17396, 4500, 2713, 952, 12676, 3344, 2365, 4060, 2135, 2020, 6317, 673, 2016, 5992, 3007, 27381, 805, 4210, 1262, 409, 14492, 2340, 730, 5433, 25173, 1607, 41059, 12554, 2785, 2282, 51609, 2985, 485, 2330, 3889, 23369, 4606, 12183, 27911, 26402, 824, 3058, 1322, 4194, 3107, 5349, 2543, 874, 485, 3485, 19894, 3451, 2572, 24805, 11078, 1653, 22088, 1882, 14677, 33865, 2389, 1227, 12766, 2518, 1852, 1889, 3100, 11019, 2096, 5056, 3935, 11091, 943, 3086, 2896, 3104, 4329, 303, 1120, 3464, 7521, 21499, 14701, 13069, 129, 19078, 15732, 2151, 30978, 2592, 20295, 2419, 20154, 1949, 3617, 1018, 486, 1953, 6510, 29370, 11946, 2452, 3707, 29252, 3423, 15800, 4567, 12170, 40117, 15369, 27788, 44037, 26652, 14100, 4435, 22383, 1076, 3226, 4896, 3861, 2666, 5440, 18003, 20060, 22745, 34337, 2167, 1450, 11471, 525, 3462, 5135, 2044, 16461, 608, 1812, 20391, 1002, 12749, 3677, 2210, 3845, 2559, 2682, 2661, 1045, 2958, 4204, 4660, 34413, 3033, 1069, 11114, 3444, 14025, 22574, 2689, 568, 2764, 3633, 17627, 2633, 1172, 15209, 729, 12685, 1139, 2377, 2913, 3142, 29475, 4676, 47728, 5012, 1873, 12178, 13524, 3161, 16502, 10732, 173, 3322, 33153, 25637, 14544, 2717, 2312, 1627, 51657, 23932, 3654, 8484, 19310, 12867, 1252, 1351, 4834, 6748, 203, 962, 14889, 1172, 3578, 134, 18639, 32814, 1732, 1245, 15500, 38963, 33791, 2140, 28544, 4211, 820, 1639, 11135, 717, 12098, 2496, 14159, 3544, 1326, 3500, 552, 10792, 12894, 49, 1620, 1421, 2348, 1608, 3007, 41359, 3299, 6861, 1148, 2777, 3267, 3050, 13528, 2165, 3715, 15337, 12776, 10368, 678, 417, 446, 17250, 390, 1429, 2243, 14638, 4377, 39789, 2690, 1724, 2447, 4702, 14726, 4757, 2334, 529, 50141, 2895, 714, 38072, 14160, 39960, 1307, 450, 7833, 6454, 1747, 20330, 2800, 37907, 12687, 12322, 971, 12755, 2241, 6554, 2936, 3353, 2486, 2646, 2297, 5371, 430, 1171, 2815, 1921, 6214, 751, 27806, 3352, 2499, 1805, 3092, 31005, 6485, 6910, 18864, 1775, 2730, 13208, 2417, 3004, 2389, 14372, 1679, 39473, 37606, 13631, 1139, 3474, 17104, 7875, 2011, 796, 2812, 1483, 931, 20456, 14347, 23602, 32288, 1813, 3142, 34351, 156, 2894, 2004, 3337, 2661, 26233, 18739, 1833, 1730, 4270, 2466, 2047, 8134, 6829, 1044, 5165, 2754, 16539, 2462, 4537, 22479, 146, 21380, 17035, 25522, 4065, 2054, 914, 2730, 1531, 2043, 52138, 140268, 18765, 5006, 6105, 534, 9125, 7072, 52, 10565, 14890, 5592, 1254, 2376, 2944, 3963, 2753, 3798, 3931, 4551, 10575, 28767, 3250, 469, 2393, 1595, 1244, 2440, 1819, 1141, 3848, 4755, 3535, 943, 1291, 1445, 4497, 1171, 1540, 7166, 2543, 22577, 456, 1292, 5074, 2378, 141, 1579, 1554, 2126, 1373, 3099, 2073, 1952, 17417, 91, 17883, 708, 2059, 663, 39175, 2987, 2053, 13485, 24063, 1966, 3507, 23811, 3280, 20466, 3435, 2562, 2436, 903, 6223, 3101, 3376, 3850, 1852, 1661, 995, 4291, 10982, 1114, 2729, 12237, 17866, 17490, 3913, 2415, 69746, 1281, 3133, 1559, 3072, 4082, 3300, 14281, 150, 3876, 5286, 378, 2640, 2271, 1228, 727, 2811, 20312, 2272, 1526, 1807, 63710, 3189, 27378, 5270, 2480, 28734, 3276, 3492, 2013, 5264, 11895, 3362, 7461, 13162, 1982, 20795, 1593, 1898, 2197, 1529, 4687, 5628, 3712, 2426, 3394, 1109, 2807, 16693, 1917, 1954, 2484, 3190, 3819, 4441, 4259, 12097, 2403, 5804, 2402, 15251, 12946, 2149, 15716, 3679, 583, 3317, 4789, 19065, 361, 3119, 3416, 571, 13960, 2737, 2787, 3752, 17204, 4053, 3871, 3215, 1058, 22485, 3462, 6388, 12418, 6046, 13626, 2618, 1334, 41059, 55175, 3651, 7747, 3858, 3818, 5139, 29, 1351, 26961, 2061, 3745, 2446, 24270, 18712, 3374, 474, 5262, 13160, 1335, 5732, 2735, 1891, 2673, 2603, 4266, 578, 2079, 6322, 2214, 1381, 17665, 29177, 23187, 3059, 11853, 4607, 23513, 3307, 20364, 2006, 988, 700, 883, 1283, 768, 3049, 2217, 5761, 17469, 221, 2655, 16118, 3124, 3146, 4725, 940, 14656, 569, 1674, 3939, 2127, 1557, 3827, 4109, 23962, 15835, 13762, 2524, 1094, 21711, 934, 1164, 3661, 5420, 760, 1633, 6807, 4409, 3114, 25660, 17336, 1611, 1341, 358, 2478, 4908, 2007, 1721, 3767, 4617, 2942, 251, 1426, 299, 1098, 1835, 822, 6954, 2802, 13172, 1097, 8097, 3516, 36892, 1854, 3279, 8532, 0, 823, 2004, 4168, 16557, 15554, 3306, 1495, 15361, 7227, 644, 241, 1792, 17568, 3199, 3023, 39807, 1534, 1024, 37645, 1769, 1775, 1760, 2400, 25792, 14747, 25462, 27646, 17524, 1183, 16982, 1761, 5190, 3291, 2687, 1442, 2265, 3543, 2404, 1795, 2786, 7692, 15848, 1610, 75, 517, 3921, 1234, 41645, 786, 9608, 11770, 3185, 2512, 2572, 326, 619, 1526, 12619, 4737, 407, 25092, 4707, 4198, 2024, 1442, 1834, 4091, 1233, 41867, 1176, 4370, 1754, 19879, 2486, 46055, 2428, 28817, 1105, 28122, 791, 54075, 1051, 46646, 2212, 1865, 2515, 5959, 29769, 22745, 22140, 33758, 2951, 17611, 5282, 1379, 2517, 2240, 3544, 1342, 4837, 2039, 2444, 1120, 19330, 1990, 3110, 14816, 1934, 2018, 2321, 312, 3128, 493, 11116, 2158, 1136, 1906, 2684, 6526, 3547, 2589, 8876, 2209, 215, 684, 5213, 44969, 13000, 1251, 9660, 2029, 27756, 2544, 17209, 18643, 2119, 490, 35717, 343, 132, 666, 2323, 225, 106, 936, 2442, 4840, 2475, 1140, 1405, 105, 15230, 29277, 1942, 13180, 21107, 14462, 2614, 3582, 200, 1163, 3254, 5127, 42028, 1448, 2169, 2045, 5122, 3175, 1802, 14921, 6419, 2724, 20821, 584, 19341, 1582, 2037, 4611, 2270, 1284, 1752, 10430, 1462, 3221, 1184, 1308, 11328, 1517, 2697, 51355, 10123, 3825, 3569, 4484, 7103, 1831, 18947, 5668, 993, 382, 8297, 489, 2748, 2000, 2370, 2163, 2430, 1081, 2440, 14599, 27575, 1858, 12772, 34605, 219, 2205, 2201, 2584, 2000, 73, 2387, 1651, 2723, 888, 44265, 34106, 16768, 745, 1033, 1315, 2892, 6776, 391, 81, 561, 4883, 385, 955, 2975, 4134, 14504, 1770, 3344, 2371, 5056, 1584, 3215, 688, 799, 1920, 42002, 11736, 2161, 17738, 11771, 1997, 2071, 2990, 1122, 8375, 2523, 2908, 428, 15710, 2868, 1410, 2840, 3843, 19673, 1327, 1495, 12306, 1227, 361, 1686, 4856, 11400, 1136, 1160, 2943, 2383, 1520, 2528, 259, 2848, 2269, 3552, 315, 5668, 253, 3004, 3942, 2691, 5245, 19404, 2820, 416, 25676, 14574, 6617, 10517, 1209, 24994, 1201, 12897, 1582, 5185, 1836, 3382, 648, 13718, 4987, 3207, 1010, 408, 1789, 1986, 92, 3967, 2990, 3690, 1520, 2545, 302, 34779, 143, 15093, 3113, 1862, 26050, 3668, 2235, 2705, 17040, 48, 2110, 29325, 398, 15860, 2176, 3089, 4810, 497, 21404, 206, 2412, 582, 1951, 32015, 12691, 825, 26489, 13707, 1885, 14823, 4807, 18645, 837, 46868, 673, 20132, 2776, 955, 3354, 3086, 50831, 954, 4073, 19928, 7921, 2251, 972, 1966, 3559, 2662, 776, 1208, 1215, 48, 1700, 3130, 4343, 13607, 975, 11083, 2282, 2805, 824, 916, 1403, 643, 25269, 387, 1038, 20135, 629, 242, 1862, 1281, 2888, 731, 2658, 282, 298, 5977, 17151, 2323, 2726, 3455, 3036, 3617, 1122, 987, 995, 4238, 1044, 1347, 2238, 222, 44, 3574, 2486, 20009, 6380, 1043, 11218, 22834, 3608, 26495, 1211, 1430, 216, 2747, 2020, 308, 2016, 3468, 1198, 3559, 1964, 1081, 1965, 1779, 1472, 1665, 3708, 2239, 159, 4277, 1862, 1035, 1441, 2899, 2165, 4815, 2321, 328, 1389, 1395, 2510, 1616, 858, 1292, 1806, 1363, 12250, 9555, 11459, 278, 539, 43810, 852, 1567, 1249, 1335, 2715, 8353, 1467, 3784, 362, 4374, 1495, 1030, 4920, 79957, 1929, 4671, 167, 1231, 2305, 923, 727, 527, 1855, 2509, 2703, 1797, 787, 4701, 467, 1269, 2753, 52621, 239, 3421, 1111, 28713, 684, 1385, 19923, 1655, 36, 2125, 1980, 2972, 10040, 338, 1252, 4730, 1491, 210, 1739, 163, 862, 4590, 5963, 2306, 3282, 1668, 16, 174, 170, 2161, 6752, 1941, 155, 214, 1456, 99, 1062, 1396, 768, 563, 218, 927, 2300, 29, 3163, 65, 318, 2186, 34446, 1349, 3013, 50313, 2739, 11327, 901, 226, 56, 359, 11184, 408, 1136, 768, 51441, 36, 36885, 26176, 39518, 774, 86, 1055, 1611, 19649, 2389, 17471, 1082, 20051, 42918, 68, 4249, 1958, 546, 2658, 2187, 32405, 623, 2489, 3970, 2423, 2095, 763, 822, 2721, 2196, 231, 137, 1694, 2564, 10438, 1981, 1168, 479, 1173, 2990, 4762, 3030, 856, 859, 2667, 1582, 33441, 469, 2179, 352, 3901, 1238, 3138, 60, 721, 89263, 5158, 16385, 229, 358, 256, 28294, 821, 14420, 83, 3475, 843, 16537, 6227, 707, 2459, 1431, 5161, 2893, 22194, 809, 4288, 26451, 4289, 2681, 28994, 16089, 76, 1805, 318, 0, 1218, 19957, 1329, 645, 1445, 16094, 4878, 1565, 4438, 1421, 2665, 673, 1810, 3155, 35941, 3192, 988, 731, 2082, 1899, 23461, 28817, 994, 198, 21124, 2400, 1447, 3085, 5497, 295, 1107, 904, 12385, 1692, 1641, 2289, 4720, 2489, 2369, 6, 313, 118, 86, 28, 263584, 3833, 1452, 1141, 3905, 509, 928, 2694, 1284, 920, 11094, 2924, 264, 117, 3299, 687, 4184, 897, 15800, 26017, 3770, 1185, 2501, 1502, 423, 663, 1983, 954, 116, 587, 14954, 3071, 2714, 1269, 1252, 12183, 243, 1558, 15, 209, 7122, 2160, 33734, 1763, 714, 824, 399, 778, 1281, 85, 2288, 2538, 1164, 1090, 67, 516, 24419, 2563, 194, 161, 30, 660, 407, 155, 3166, 2655, 2322, 24382, 2555, 1440, 338, 44, 734, 1498, 17883, 2310, 35294, 1118, 1047, 2251, 73441, 380, 976, 12496, 1411, 995, 173, 3950, 1528, 330, 2158, 771, 78, 168, 123, 1026, 2864, 109, 1233, 15, 872, 4400, 1986, 13433, 102, 3010, 132, 460, 835, 751, 185, 5405, 2048, 1734, 15765, 1330, 139, 656, 1378, 454, 1743, 1661, 7, 1008, 34983, 1987, 2862, 2, 964, 205, 4230, 16534, 66, 77046, 3021, 279, 18469, 2, 100, 654, 708, 1303, 1631, 1144, 332, 62, 1094, 1048, 973, 916, 276, 1431, 284, 4729, 3861, 2065, 1362, 0, 2046, 11642, 388, 2530, 642, 20814, 72, 2103, 0, 254, 1458, 5, 1064, 760, 776, 5, 368, 0, 147, 690, 163 ], "xaxis": "x", "y": [ 7.9, 7.1, 6.8, 8.5, 6.6, 6.2, 7.8, 7.5, 7.5, 6.9, 6.1, 6.7, 7.3, 6.5, 7.2, 6.6, 8.1, 6.7, 6.8, 7.5, 7, 6.7, 7.9, 6.1, 7.2, 7.7, 8.2, 5.9, 7, 7.8, 7.3, 7.2, 6.5, 6.8, 7.3, 6, 5.7, 6.4, 6.7, 6.8, 6.3, 5.6, 8.3, 6.6, 7.2, 7, 8, 7.8, 6.3, 7.3, 6.6, 7, 6.3, 6.2, 7.2, 7.5, 8.4, 6.2, 5.8, 6.8, 5.4, 6.6, 6.9, 7.3, 9, 8.3, 6.5, 7.9, 7.5, 4.8, 5.2, 6.9, 5.4, 7.9, 6.1, 5.8, 8.3, 7.8, 7, 6.1, 7, 7.6, 6.3, 7.8, 6.4, 6.5, 7.9, 7.8, 6.6, 5.5, 8.2, 6.4, 8.1, 8.6, 8.8, 7.9, 6.7, 7.8, 7.8, 6.6, 6.1, 5.6, 6.4, 6.1, 7.3, 6.6, 6.3, 6.1, 7.1, 5.5, 7.5, 7.6, 6.4, 7.2, 6.7, 8, 8.3, 6.7, 5.9, 6.7, 6.7, 7.6, 7.2, 7.1, 8.1, 6.7, 7, 6.9, 5.1, 5.8, 6.2, 7.4, 5.8, 6.2, 7.3, 4.2, 6.9, 6.4, 5.4, 6.7, 5.8, 6.9, 7.2, 6.9, 6.1, 5.5, 6.6, 6.1, 6.3, 7.2, 7.4, 7.3, 6.1, 7.7, 6.1, 8, 7.3, 7.9, 5.5, 5, 7.7, 6.6, 5.7, 5.8, 6, 6.4, 6.9, 6.4, 7.4, 5.5, 5.9, 6.8, 6.8, 8.1, 6.5, 7.2, 6.7, 8.1, 7.6, 7.4, 7.6, 6.7, 6.5, 6.6, 6.7, 6.4, 5.8, 7.4, 7.8, 6.6, 4.9, 6.5, 6.2, 7.3, 7.5, 5.6, 8.1, 6.7, 6.6, 6.4, 7.5, 7.3, 7.5, 5.8, 7.5, 6.6, 6.7, 3.7, 6, 6.4, 6.1, 6.4, 5.6, 8, 5.2, 7.1, 4.8, 7, 5.4, 6.6, 6.7, 6.2, 6.1, 5.3, 6.3, 7, 7.6, 6.7, 8.1, 6.7, 6.5, 7.3, 6, 6.1, 5.9, 7.8, 5.8, 6.3, 4.3, 6.4, 6.1, 6.5, 7.1, 6.4, 6.5, 6.3, 7.5, 4.9, 5.8, 6.2, 5.5, 5.4, 5.8, 7.1, 5.4, 3.7, 6.7, 7.2, 8.8, 5.8, 6.8, 3.8, 7.1, 7.2, 5.9, 7.1, 8.1, 6.9, 4.4, 6.5, 8.5, 7.7, 7.4, 8, 5.7, 8.5, 7, 7.8, 7.2, 6.4, 5.5, 6.7, 6.1, 8.5, 6.9, 7.3, 6.7, 6.9, 5.1, 6.8, 6.7, 6, 5.7, 8, 8.2, 5.4, 7.2, 7.5, 7, 3.3, 6, 7.1, 5.4, 6.1, 5.3, 2.2, 7, 3.8, 6.9, 7.2, 7.3, 6.3, 7.5, 7.6, 6.8, 5.2, 7.7, 6.2, 7.7, 4.3, 6.9, 6.6, 7, 6.7, 8.2, 8.9, 8.7, 5.5, 5.7, 6.3, 5.9, 7.6, 6.6, 5.3, 6, 8, 5.6, 5.9, 7.3, 7.9, 6.8, 6.6, 6.6, 7, 7, 7.3, 5.5, 8.5, 7.5, 7, 7.8, 7.6, 7.6, 6.8, 5, 7.1, 5.5, 5.6, 7.1, 4.9, 7.4, 5.7, 6.4, 5.9, 5.5, 6.9, 6.2, 7, 5.6, 7, 6.8, 5.4, 6.1, 6.7, 6.9, 8, 4.4, 7.3, 6.3, 7.7, 6.5, 7.8, 6.4, 7.8, 5.8, 7.1, 7.1, 6.8, 4.8, 6.2, 6.9, 7.3, 6.6, 6.9, 6.2, 6.7, 7.6, 6.7, 6.2, 7.3, 6, 7.1, 7.1, 5.5, 5.6, 7.5, 5.4, 4.3, 4.9, 7.1, 6.4, 4.3, 6.1, 7, 7.7, 5.9, 6.7, 6.5, 7.1, 7.3, 6.5, 7, 6.8, 7.2, 6.1, 6.7, 6.4, 4.4, 5.4, 6.5, 6.7, 8.1, 5.6, 6.3, 7.3, 6.1, 7.7, 6.4, 6.8, 6.6, 7.2, 6.9, 5.2, 4.9, 6.3, 5.6, 5.5, 6.7, 7.6, 5.7, 4.6, 7, 5.2, 5.1, 6.6, 6.7, 7.3, 5.9, 5.6, 6.5, 5.9, 7, 5.3, 5.9, 6.3, 6.3, 7.3, 5.8, 5.2, 2.4, 5.7, 5.8, 5.6, 6, 5.8, 6, 5.7, 6, 7.8, 4.2, 5.6, 8.2, 8.5, 5.8, 6.5, 7.2, 6.7, 3.4, 5.9, 7.8, 5.9, 4.1, 6.8, 5.8, 7.5, 6.9, 6.5, 6.9, 7.9, 7.4, 6.7, 7.4, 6.9, 6.8, 6.7, 5.1, 4.1, 7.3, 6, 7.3, 5.4, 5.9, 7.1, 6, 6.5, 5.7, 7.6, 6.6, 5.4, 7.3, 6.5, 6.6, 6.6, 5.9, 6.7, 6.1, 6.6, 6.6, 5.3, 6, 4.7, 6.1, 7.2, 6.4, 6.1, 5.9, 6, 6.3, 5.6, 6.4, 7.1, 6.6, 4.6, 8.4, 7.1, 7.4, 6.9, 4.5, 7.1, 6.5, 5.3, 6.7, 7.2, 7.2, 5.5, 5.8, 6, 6.6, 8.3, 6.7, 7.1, 6, 6.9, 5.6, 5.6, 4.5, 7.1, 6.5, 6.4, 5.8, 8, 6.2, 7.2, 6.1, 7.6, 6.3, 6.3, 6.3, 7.7, 7, 5.3, 5.6, 5.2, 5.4, 6.4, 5.9, 6.3, 6.5, 3, 3.6, 5.8, 6.2, 5.6, 5.4, 6.1, 4.2, 6.7, 4.2, 6.4, 4.9, 6.8, 7.7, 5.6, 6.4, 7.2, 6, 5.9, 7.9, 7.1, 5.9, 6.2, 7, 5.4, 8.6, 6.5, 6.4, 7.6, 5.5, 7.4, 8.7, 7.6, 5.5, 7.6, 6.5, 6.9, 6.7, 6.6, 7.2, 6.4, 6.4, 6, 6.1, 6, 6.4, 6.4, 7.3, 5.2, 6.6, 6.3, 5.9, 6.7, 5.4, 6.4, 6.7, 6.2, 6.1, 8.8, 7.1, 5.7, 5, 5.1, 6.9, 4.8, 6.5, 5.1, 7.1, 7.5, 6.2, 6.3, 8.1, 6.6, 6.9, 6.1, 4.3, 6.6, 6.8, 3.8, 5.9, 7.9, 6.3, 5.5, 7.7, 6.3, 7.1, 8.5, 5.8, 8.1, 7.9, 7.2, 6.3, 8.1, 7, 5.5, 6.7, 5.2, 7, 6.1, 6.6, 5.5, 5.9, 5.4, 6.4, 5.7, 6.7, 7.1, 6.8, 6.5, 7.6, 5.5, 6.5, 7, 5.8, 7.3, 6.6, 4.4, 7.7, 5, 7.7, 4.4, 6.1, 5.4, 6.8, 6.5, 7, 6.3, 6.3, 6.1, 6.1, 5.3, 5.4, 6.2, 6.6, 5.9, 6.3, 7.2, 6.8, 6.1, 7.8, 5, 6.2, 6.7, 4.9, 7.4, 6.2, 4.9, 6.1, 6.1, 6.4, 6.3, 6.6, 5.7, 5.9, 6, 6.1, 6.7, 6.7, 7.9, 4.3, 5.7, 6.7, 6.7, 6.1, 5.6, 6.6, 6.9, 4.8, 6.2, 6, 4.9, 5.6, 6.1, 6.1, 4.8, 5.5, 3.8, 6.5, 6.7, 8.1, 4.9, 7.3, 6.4, 6.7, 3.6, 5.7, 6, 4.7, 6.3, 5.9, 5.9, 7.5, 5.6, 6.4, 6.3, 4.3, 5.9, 5.5, 6.2, 8.8, 5.2, 7, 6.6, 7.3, 5.6, 6.6, 5.4, 6.3, 7.9, 6.3, 6, 7.2, 5.1, 7.3, 8, 6.2, 6, 6.7, 8.1, 6.4, 8, 6.3, 6.4, 6.6, 6.4, 6, 6.6, 5.9, 6.4, 6.3, 7.3, 6.8, 7.2, 5.7, 6, 6.5, 5.8, 5.8, 6.7, 7.8, 5.6, 5.8, 7.4, 6.9, 5.5, 6.3, 4.7, 5.6, 6.4, 4.2, 6.4, 7.7, 6.7, 7.7, 5.7, 7.6, 6.4, 5.6, 6.8, 2.4, 6.2, 5.9, 7.1, 7.6, 5.5, 7, 7.1, 7.4, 7.6, 5.9, 5.9, 8, 7.4, 5.8, 6.3, 5.7, 5.1, 7.6, 6.4, 7.4, 8.2, 6.5, 5.5, 6.5, 5.6, 4.6, 7.9, 7.1, 6.9, 7.3, 7, 7.7, 6.7, 6.3, 5.8, 7.1, 7.3, 6.4, 7.1, 7.6, 6.8, 6.6, 6.7, 6.1, 6, 7.6, 7.1, 5, 6.2, 5.6, 7.4, 5, 5.2, 7.6, 6.6, 7, 5.7, 8.2, 6.2, 6.6, 4.7, 6.3, 6.1, 6.7, 6.1, 7, 7.4, 7.3, 5.8, 6.7, 5.8, 7.8, 6.6, 6.5, 6.7, 7.3, 5.8, 5.5, 6.3, 7.4, 5.9, 6.2, 5.9, 6.5, 4.4, 3.5, 6.6, 6, 6.4, 6.5, 4.3, 4.2, 6.5, 6.1, 6.3, 6.2, 5.9, 5.9, 6.5, 6.4, 6.5, 5.7, 8, 7.3, 6.7, 7.5, 5.4, 6.6, 7.7, 5.8, 5.6, 6, 6.2, 5.9, 5.1, 6.8, 6, 5.1, 5.8, 6.2, 6.4, 4.8, 4.9, 5.6, 5.5, 3.7, 5.9, 6.3, 7.6, 8.3, 6.9, 6.7, 6.8, 7.1, 6.4, 6.4, 7.4, 6.4, 6, 6.5, 7.8, 6, 7, 6, 6.1, 6.8, 6.4, 4.5, 5.8, 6.3, 5.7, 7.2, 7.6, 4.7, 6.6, 6.8, 7.3, 4.8, 6.3, 5.5, 6.2, 5.8, 5.7, 6.5, 6.7, 7.4, 6.9, 5.5, 8.1, 7.7, 7.3, 5.2, 7.1, 7.1, 7.2, 6.5, 4.6, 5.6, 7.7, 7.2, 6.8, 5.4, 6.3, 5.6, 6.8, 4.3, 6.3, 6.5, 6.4, 6.3, 5.9, 6.5, 6.5, 6.1, 5.9, 6.6, 7.4, 7.3, 6.6, 5.6, 5.3, 6, 5.4, 6.8, 6.4, 7.1, 4.9, 5.8, 7.1, 7.2, 6, 6, 7, 5.4, 6.5, 6.4, 4.9, 6.3, 7.7, 7.8, 5.5, 7.5, 6.4, 5.6, 7.5, 6.8, 6.8, 6, 7.3, 6, 7, 5.1, 6.8, 6.5, 6.6, 7.2, 7, 7, 5.9, 5.4, 6.6, 7, 6.5, 6.3, 6.5, 6.5, 5.8, 6.6, 5.4, 6.1, 4, 7.6, 7.9, 5.3, 6.6, 6.3, 7.2, 7, 6.9, 5.2, 8.1, 6.6, 6.2, 7.2, 7.3, 6.7, 6.4, 7.8, 6.4, 4.1, 4.1, 7.4, 5.8, 7.6, 7.2, 7.8, 7.7, 6.4, 5.1, 5.5, 7.4, 6, 7.5, 7, 7.5, 7.3, 5.7, 7.3, 7.2, 5.9, 7.8, 7.7, 8.1, 6.6, 7.1, 5.9, 8, 4.6, 6.1, 6.4, 6, 5.2, 7.6, 6.4, 6.1, 6.1, 5.2, 7.7, 7.3, 6.9, 8.5, 6.3, 5.9, 7.8, 6.7, 6.4, 5.9, 6.6, 6.8, 6.5, 6.6, 5.8, 6.9, 7.1, 5.8, 7.2, 6, 4.7, 5.2, 5.5, 7, 5.8, 6.2, 6.5, 7.2, 5.1, 4.7, 5.9, 5.8, 7.2, 6.2, 5.7, 6.1, 6, 6.9, 6.5, 5, 5.7, 7, 5.1, 5.3, 4.4, 4.7, 6.7, 6.7, 5.7, 7.4, 6.1, 6.4, 6.2, 6.2, 5.9, 4, 6.2, 4.6, 6.4, 5.9, 5.1, 7.6, 4.2, 7.8, 5.8, 5.9, 8.4, 4.8, 6.2, 6.5, 6.3, 3.3, 5.9, 5.8, 4.7, 4.1, 6.8, 6.2, 4.5, 5.8, 7.3, 5.9, 4.4, 5.8, 5.1, 6.9, 6.2, 6.9, 7.3, 7.1, 6, 7, 7.6, 7.1, 6.7, 7, 8, 5.3, 4.9, 6.4, 6.1, 6.5, 5.7, 5.1, 6.6, 6.5, 6.9, 7.6, 5.6, 6.2, 4.4, 5.6, 5.5, 6.7, 6.1, 6.2, 7.3, 6.6, 8.2, 6.4, 6.4, 5.2, 6.5, 7.1, 7.3, 5.2, 7.7, 7.6, 5.7, 7, 6, 8.1, 8, 5.6, 6.1, 6.9, 5.2, 7, 6.3, 7, 6.9, 6.2, 6.4, 6.4, 5.7, 6.1, 5.4, 6.7, 6.8, 6, 7.8, 5.3, 4.5, 5.4, 7.8, 7.2, 6.6, 7.6, 5.9, 6.7, 7.7, 5.4, 6.9, 7.7, 6.8, 6.4, 5.7, 7.3, 6.8, 6.3, 5.9, 7.4, 8.3, 6.2, 6.3, 5.8, 7.5, 6.3, 6.4, 7.2, 6.3, 6.9, 6.6, 6, 7.5, 7.7, 6.2, 5.4, 6.6, 5.3, 5.6, 5.9, 7.8, 6.7, 7.4, 6.2, 5.4, 6.7, 5.3, 5.9, 4.8, 3.8, 8.5, 6.8, 5.3, 7.3, 6.6, 6.2, 5.2, 6.2, 6.2, 6.6, 6.2, 5.1, 6.6, 6.1, 6.6, 5.9, 6.3, 7.1, 5, 5.6, 7.4, 4.5, 6.2, 5, 6.5, 5.1, 6.5, 6.2, 6.3, 3.8, 6.2, 5.7, 6.7, 6.8, 6, 7.3, 5.5, 6.7, 4.8, 5.7, 5.1, 6, 4.2, 7.4, 4.6, 6.9, 6.9, 8, 6.4, 6.3, 6.8, 6.8, 5.4, 7.2, 7.3, 5.2, 5.5, 7.7, 7.1, 5.3, 5.6, 5.7, 7.1, 7.6, 5.5, 5.1, 4.9, 6.5, 5.6, 5.3, 6.5, 6.8, 6.5, 6, 8.4, 6, 7.6, 6.9, 6.4, 5.1, 7, 5.7, 6.8, 6.7, 6.2, 7.2, 6.2, 5.6, 4.4, 7.5, 7.1, 6.4, 7.1, 6.9, 7.5, 6.3, 6.4, 5.9, 6.8, 6.3, 3.6, 5.3, 5.9, 6.9, 6.9, 6.1, 8.5, 6.3, 7.3, 6.3, 7.2, 7.3, 6.3, 8.1, 6.9, 6.3, 7.3, 5.5, 6.1, 6.9, 7.2, 6.4, 6.4, 8.3, 7.2, 6.8, 6.5, 7.8, 7.6, 7.2, 6.7, 6.8, 6.3, 6.2, 6.2, 8.6, 8, 7, 8, 8.1, 6.7, 7.9, 6.1, 4.2, 6.1, 6.6, 7.5, 7.4, 7.2, 6.9, 7.4, 5.4, 6.8, 6.3, 7.2, 6.9, 6, 5.9, 5.4, 5.9, 6.1, 7.7, 5.8, 7.6, 6.1, 5.4, 5.1, 6.4, 6.3, 7.5, 7.1, 7.8, 6.5, 6.6, 7.4, 7.6, 7.5, 6.6, 7.2, 7.6, 6.2, 5.6, 7.6, 6.6, 7, 2.7, 7.6, 6.6, 6.9, 6.8, 3.7, 6.1, 5.9, 6.7, 6.9, 5.5, 7.1, 7.1, 7.3, 3.4, 6.8, 6.9, 7, 5.5, 5.1, 6.2, 5.9, 5.2, 6.2, 5.5, 7.4, 4.4, 6.3, 6.1, 5.3, 5.4, 6.7, 5.9, 7.3, 5.5, 5.8, 4.6, 6.7, 5.1, 5.6, 7, 6.4, 6.7, 4.1, 5.5, 2.7, 6.4, 4.8, 6.1, 4.8, 7, 6.8, 5.6, 6.1, 7.9, 8.4, 6.5, 7.1, 6.6, 7, 5.6, 4.8, 7.5, 6, 6.8, 6.5, 7.9, 6.4, 5.8, 7.7, 5.3, 5.3, 7.5, 6.9, 4.9, 7.1, 8, 7.9, 7.6, 5.9, 6.3, 6.4, 8.2, 6.9, 7.8, 6.7, 7.5, 7.4, 5.2, 7.6, 7.3, 6.6, 6.8, 6.9, 5.8, 6.6, 6.7, 6.7, 6.3, 7.7, 6.1, 4.9, 6.2, 7.8, 8.2, 6.9, 6.2, 6.9, 4.8, 8, 5.3, 6.7, 5.4, 5.4, 4.9, 6.1, 5.8, 7, 6.5, 6.6, 5.7, 6.6, 7, 7.4, 5.3, 7.4, 7.4, 6.8, 7.2, 6, 7.8, 6.6, 7.9, 5.7, 7.1, 5.6, 7.8, 7.9, 6.9, 7.7, 6.9, 6, 6.2, 5.9, 6.8, 3.6, 6.7, 6.3, 6.4, 6.4, 5.7, 6.2, 5.2, 6.1, 7.1, 7.2, 6.5, 6, 7, 7, 7.5, 6.6, 7.4, 6.5, 6.2, 7.8, 5.2, 6.5, 6.5, 5.2, 7.2, 7.1, 4.5, 5.7, 6, 6.4, 5.2, 4.3, 6.1, 6.8, 5.2, 6.5, 7.5, 7.1, 6.9, 8, 8.2, 6.4, 7.9, 6.7, 6.1, 8.9, 8.1, 6.2, 4.9, 5.8, 6, 7, 6, 7.9, 8.1, 6.2, 6.7, 7.3, 4.6, 6.1, 6.2, 7.8, 6.1, 5.8, 6.5, 7.2, 7.8, 4.7, 6.8, 5.9, 7.2, 8.7, 5, 6.6, 8.3, 6.7, 7.8, 6.5, 6.1, 8.1, 5.2, 5.6, 5.8, 6.6, 6.6, 5.5, 7, 6.5, 5.8, 5.6, 5.6, 5.8, 7.6, 6.4, 6.3, 4.6, 6.5, 7.5, 7.5, 5.3, 7.5, 3.3, 3.5, 9.3, 4.8, 6.9, 6, 7.3, 6.6, 7.5, 6.9, 6.8, 6.3, 6.4, 5.6, 6.3, 7.3, 6.6, 4.6, 5.1, 5.6, 5.3, 5.6, 5.9, 4.7, 4.8, 6.8, 5.4, 5.1, 7, 4, 7.3, 6.8, 7, 7.1, 6.9, 7.3, 8.2, 7.1, 7.7, 6.5, 4.9, 6.4, 5.9, 6.2, 5.8, 6.7, 5.9, 7.3, 4.1, 4.9, 7.9, 5.6, 5.2, 4.1, 6.6, 2.9, 6.5, 7.2, 6.8, 7.8, 6.7, 7.1, 5.7, 5.3, 7.7, 6.1, 7.3, 7.2, 5.3, 6.1, 5.8, 5.7, 6.7, 6.5, 7.2, 7.6, 4.6, 6.9, 6.6, 6.3, 6.2, 5.3, 7.3, 5.6, 6.2, 5.2, 5.3, 5.4, 4.9, 5.5, 6.7, 3.9, 7.2, 5.1, 6.5, 8.2, 7.7, 7.2, 6.1, 8.8, 6.8, 6.8, 6.7, 7.1, 7.1, 6.1, 8, 7.5, 6.6, 5.4, 6.1, 6.1, 5.6, 5.8, 2.8, 6.7, 5.1, 7.2, 6, 6.7, 6.2, 6.2, 6.8, 7.1, 7.1, 7, 7.1, 6.4, 7, 6.2, 7.5, 4.8, 7.3, 5.8, 7.6, 5.6, 7, 6.6, 6.5, 7.4, 4.6, 6.4, 6, 5.9, 6.4, 6.6, 6.9, 6.9, 5.8, 6.4, 5.3, 6.5, 5.7, 6.7, 3.9, 4.1, 6.2, 3.8, 5.1, 7.8, 7.8, 6.1, 5.8, 6.3, 5.4, 7.3, 6.8, 7.3, 6.5, 7.2, 6.3, 5.9, 7.8, 7.4, 4.8, 6.3, 7.8, 7.5, 6.8, 6.6, 4.6, 7.1, 6.1, 6.7, 7.1, 5.8, 6.7, 5.8, 6.8, 8.5, 6.6, 7.7, 4.7, 6.4, 5.5, 8.6, 7, 7.1, 5.7, 3.7, 7.5, 4.6, 4.9, 6.9, 7.1, 5.8, 5.4, 7.3, 7.1, 5.8, 8.1, 5.7, 4.4, 7.9, 7.6, 4.8, 6.7, 2.7, 5.8, 7.5, 5.4, 4.1, 5.9, 6.3, 6.8, 2.3, 6.9, 8.1, 6.1, 5, 5.5, 6.2, 6.2, 6.3, 6.7, 3.5, 7.5, 6.6, 7.5, 7.2, 4.8, 6.6, 3.5, 7.6, 6.3, 5.5, 6.3, 6.5, 6.9, 7.6, 3.9, 6.1, 7.3, 8.3, 5.8, 6.8, 7, 5.9, 6.5, 6.4, 5.8, 5.1, 6.8, 5.3, 5.3, 4.9, 6.8, 7.1, 6.1, 8.5, 5.9, 6.3, 5.9, 5.4, 6.9, 7.5, 8.2, 5.9, 5, 7.3, 6.4, 6.6, 7.8, 4, 7.6, 7.7, 5.8, 5.2, 5.6, 5.3, 6.6, 1.9, 5.7, 6.6, 6, 6.1, 4.8, 6.2, 7.5, 6.3, 7.1, 6.6, 6.1, 6.7, 5.6, 7.2, 4.3, 6.4, 7.1, 6.3, 7.4, 6.1, 6.6, 6, 6.8, 6.8, 7.2, 1.9, 5.5, 4.5, 6.3, 6.7, 2.8, 5, 4.3, 5.6, 6.2, 5.3, 7.4, 7.4, 6.5, 7.1, 7.2, 2.3, 6.4, 6.1, 7, 7, 7, 4.9, 6.9, 7.5, 6.9, 4.5, 7.4, 7, 2.8, 7.5, 7.1, 6.4, 6.7, 5.3, 6.2, 6.4, 5.1, 5.5, 5.4, 7.5, 7.4, 8, 5.7, 6.8, 5.9, 7.2, 5.5, 8.5, 5.6, 4.1, 6.1, 5.4, 7.1, 3.6, 6.5, 8.6, 7, 7.6, 6.5, 6.4, 6.3, 5.7, 6.3, 6, 7.7, 6.2, 7.7, 6.4, 6.4, 6.9, 7.3, 7.3, 6.2, 6.6, 6.7, 5.7, 3.1, 6.3, 5.7, 7.1, 7, 6.1, 6.6, 7.8, 8.3, 3.9, 7, 6.7, 7.3, 6.3, 7.8, 7.3, 7.6, 5.3, 7.9, 5.3, 6.8, 7.1, 5.8, 5.8, 8.3, 5.6, 6.8, 5, 7.6, 6.7, 6.7, 5.7, 5.2, 7.5, 7.2, 5.3, 6.5, 5, 6.1, 4.4, 7.5, 5.7, 5.5, 7.1, 5.9, 6.7, 7, 7.9, 6.9, 7.3, 7.3, 3.5, 7.8, 6.7, 6.4, 7.1, 7.8, 5.9, 7.2, 6.2, 6.7, 7.6, 6.2, 6.5, 8.1, 6.3, 4.4, 6, 7.6, 8.4, 7.9, 5.6, 6.5, 7.5, 6.3, 7.9, 5.1, 6.7, 6.7, 5.6, 5.6, 6.8, 6.2, 5.6, 6.4, 5.6, 7.4, 7.2, 4.9, 7.5, 4.8, 3.1, 5.8, 6.7, 6.5, 5.9, 5.5, 3.6, 7.4, 3, 7.6, 6.4, 6.9, 6.6, 5.5, 4.1, 6.8, 6.5, 7.4, 7.7, 7.1, 6.3, 7.6, 8, 7.3, 7.6, 7.8, 6.5, 6.4, 8, 4.8, 7.8, 5.9, 5.4, 3.3, 8.2, 5.4, 6.4, 4.8, 5.9, 5.5, 7.9, 4.9, 7.2, 5.3, 7.2, 5.1, 5.6, 7.6, 7.2, 5.7, 5.2, 7.7, 7, 6, 6.6, 6.8, 7.2, 7.2, 2.8, 6.6, 6.7, 7, 4.4, 6.2, 7.3, 5.1, 6.6, 4.5, 5.9, 6.6, 6.5, 7.3, 7.5, 5.9, 7.4, 6.9, 7.9, 8.4, 8, 6, 6.8, 7.8, 8.1, 6.1, 6.2, 6.2, 7.4, 6.6, 7.3, 7.5, 5.6, 7.3, 6.4, 5, 5.4, 7.1, 5.3, 6.5, 6.2, 6.4, 6.9, 5.7, 7.7, 5.4, 5.6, 7.7, 5.1, 6.8, 8.4, 4.9, 7.1, 6.6, 6.1, 4.1, 5.8, 8.1, 7.6, 7.8, 4.6, 6, 7, 6.7, 6.4, 7.2, 7.4, 4.8, 4, 6.2, 7.7, 6.7, 7.9, 7.9, 5.5, 6.2, 5.1, 4.1, 6.7, 4.7, 6.4, 6.3, 5.5, 7.3, 6.3, 4.9, 7.6, 6, 6.2, 6.8, 4.5, 5.7, 4.6, 6.2, 7, 6.9, 6.7, 5.6, 6.6, 6.4, 2.8, 5.4, 5, 5.1, 8, 5.9, 8.2, 7, 6.6, 6.7, 5.5, 4.9, 6.9, 5.6, 8, 5.3, 6.2, 5.3, 6.6, 7.2, 4.6, 7.5, 6.5, 7.6, 6.2, 8, 6.3, 7.2, 6.7, 5.3, 6.3, 6.5, 8.3, 7.2, 6.8, 6.4, 6.9, 6.2, 6.1, 5.1, 4.5, 5.9, 8.1, 5.7, 6.8, 7.5, 8.3, 7.4, 8, 6.9, 6.9, 5.5, 7.2, 6.9, 5.5, 5.2, 7.1, 5.5, 6.7, 5, 6.4, 6.6, 5.9, 5.7, 4.5, 5, 4.6, 6.5, 4.9, 6, 6.9, 5.7, 6.9, 4.4, 7, 5.4, 5.4, 7.6, 5.9, 6.6, 6.7, 3.9, 5.7, 6.5, 6.8, 7.3, 7, 6.5, 7.7, 7.7, 5.9, 6.8, 7.4, 5.1, 7.4, 7.2, 8.3, 8.1, 7.3, 3.6, 1.6, 8, 6.2, 9, 6.1, 5.7, 6.8, 5.5, 6.8, 7.3, 6.1, 7.2, 5.9, 6.1, 6.8, 7.7, 4.9, 6.1, 2.5, 6.1, 5.9, 5.7, 5.6, 7.2, 7.7, 7.8, 6.1, 5.8, 6.5, 7.9, 6.3, 3.8, 8.3, 6.4, 6.7, 6.1, 6, 5.8, 5.6, 6.1, 5.9, 7.3, 6.8, 5.7, 7.3, 6.3, 5.9, 7.1, 7.1, 8, 5.1, 7.1, 6.5, 4.5, 6.6, 4.3, 6.7, 5.4, 6.6, 7.3, 6.9, 8, 7.8, 6.1, 5.1, 7.4, 7.8, 8, 6.7, 6.6, 6.4, 6.7, 6.2, 7.3, 8.1, 7, 8, 8, 7, 7.9, 5.9, 6.6, 6.3, 7.7, 6.9, 7.1, 7.4, 6.5, 6.5, 6.8, 7.5, 6.6, 7.1, 6.6, 7, 3.3, 6.7, 6.8, 6, 5.4, 4.3, 6.2, 7.7, 8, 7.4, 5.9, 7.8, 7.4, 6.5, 7, 7.6, 6.9, 5.3, 6.4, 7.8, 6.7, 5.3, 6.3, 7, 6.6, 8.4, 5.4, 7.8, 7.6, 6.6, 6.4, 7, 5.7, 5.9, 6.3, 6.3, 6.2, 2.1, 5, 5.3, 7.1, 7, 7.1, 7, 7.7, 7.1, 6.8, 7.5, 6.3, 7.3, 6.8, 7.2, 6.4, 6, 6.4, 7.5, 4.6, 7.7, 6.7, 5.6, 7.5, 5.8, 8.3, 6.6, 7.2, 8.7, 6, 8, 4.5, 7.9, 7.5, 6.8, 7.2, 7.1, 7.4, 7.6, 6.9, 6, 7.3, 4.6, 6, 5.5, 7.5, 6.3, 5.1, 6.8, 5.3, 7.3, 7.3, 7.1, 7.6, 5.3, 7.8, 7.7, 7.7, 5.4, 6.2, 7.4, 6.2, 5.1, 6.8, 7.4, 5.8, 6.4, 6.9, 5.5, 5.4, 8.3, 7.9, 6.5, 6.4, 5.8, 6.6, 8.3, 6.2, 6.9, 5.9, 6.1, 5.8, 7.3, 5.9, 5.5, 5, 7, 6.4, 5.9, 7, 6.1, 6.9, 7.5, 7.3, 6.5, 6.2, 6, 6.3, 5.8, 6.1, 6.9, 5.4, 6.7, 7.4, 5.6, 6.5, 6.5, 5.8, 5, 5.5, 6.5, 7.2, 5.2, 5.7, 4.7, 5.9, 6.8, 5.9, 7.7, 4.4, 6.6, 6.7, 5.5, 6.5, 6.2, 7.1, 6.1, 6, 7.4, 5.9, 4.1, 5.9, 7, 6.8, 7.4, 7.1, 7, 5.8, 7.8, 6.5, 7, 6.3, 5.3, 5.5, 7.4, 4.3, 6, 5.2, 6.7, 8.6, 6.1, 5.8, 7.7, 8, 5.6, 6.7, 6.6, 4.1, 7.3, 7.1, 6.5, 7, 5.5, 6.6, 7.1, 7.9, 7.1, 5.6, 7.3, 3.3, 6.5, 4.8, 5.2, 6.3, 7.2, 6.8, 5.7, 7.2, 6.9, 6.2, 6.7, 6.5, 7.2, 5.3, 6.7, 3.6, 5.7, 7.3, 5, 6.6, 7.3, 6.2, 6.6, 6.3, 3.3, 6.2, 3.5, 5.5, 5.9, 4.7, 3.9, 6.1, 6.7, 7.3, 6.7, 6.1, 6.9, 7.9, 4.5, 7.6, 7.5, 7.1, 6.9, 8.5, 7.5, 6.6, 8, 7, 6.8, 6.7, 6.5, 8, 6.5, 4.9, 7.1, 7, 7, 4.5, 7.7, 6.7, 7, 6.5, 6.2, 5.7, 6.4, 5.4, 6.1, 7.6, 6.2, 6.6, 7.3, 4.2, 6.5, 6.5, 5.7, 7.3, 6.9, 5, 7.3, 6.5, 2.1, 7, 8, 6.9, 7.1, 7.2, 6.7, 8.9, 7.9, 5.6, 8, 6.2, 7.9, 8.1, 7.6, 3.5, 7.6, 6.5, 5.6, 7.7, 5.2, 6.1, 7.4, 6.8, 6.4, 5.7, 6.7, 5.6, 7, 7.6, 6.5, 6.3, 7.1, 7.1, 6.9, 5.4, 5.1, 5.3, 7.3, 7.3, 7.1, 6, 6.6, 7.2, 7.2, 6.9, 6.8, 7.7, 7.4, 6.5, 6.4, 5.6, 6.8, 5.5, 6.9, 6, 6.4, 6.6, 5.3, 6.9, 6.5, 7.4, 6.9, 6.7, 7.6, 5.4, 7.3, 6, 7.2, 6, 3.1, 6.9, 6.2, 6.3, 6.7, 8, 7, 7.2, 6.2, 3.5, 7.5, 6.7, 9.2, 6.1, 7.7, 7.6, 6.1, 4.9, 6.8, 7, 5.7, 7.3, 7.5, 7.4, 7.2, 6.8, 6.8, 5.2, 7.2, 4, 6.8, 6.9, 7.3, 6.1, 7.8, 6, 7, 7.1, 6.2, 6.9, 7.6, 7.6, 6.4, 6.2, 7.5, 2, 6.2, 6.5, 6.8, 6.3, 6.3, 6.6, 6.4, 7.5, 6.5, 7.2, 6.3, 7, 6.3, 2.3, 7.1, 6.2, 6.7, 6.5, 5.9, 6, 6.9, 7.3, 7.7, 7, 6.4, 5.6, 8.2, 6.5, 8.1, 5.4, 6.3, 7.8, 6.8, 7.1, 6.2, 7.3, 5.9, 3.6, 7.7, 7.3, 7.4, 6.6, 6.9, 6.8, 7.2, 7.7, 8.1, 7.7, 7.6, 7.2, 7.2, 8.1, 7.5, 8.1, 7.8, 7.8, 5.8, 7.6, 7.4, 6.3, 6.9, 8.6, 5.1, 6.4, 7.9, 6.9, 7.5, 7.2, 5.8, 2.9, 6.2, 6.8, 6.1, 7.7, 5.2, 6.8, 7, 5.9, 7.1, 5.5, 7.4, 7.3, 4.6, 7.2, 5.1, 6.7, 5.3, 7.8, 6.7, 7.2, 5.8, 7, 3.8, 5.7, 6.7, 6.1, 6.2, 6.2, 4.7, 6.3, 7.3, 5.8, 6.1, 7.1, 7.1, 6.7, 6.9, 2.1, 6.6, 8.3, 7.2, 5.6, 7.7, 6.6, 7.4, 7.1, 7.9, 6.7, 6.6, 7.9, 4.9, 7.2, 6.1, 5.3, 5, 7.6, 7.6, 6.6, 6.6, 7.3, 6.6, 6.9, 5.8, 4.4, 6.6, 7.1, 7.6, 4.6, 6.8, 4.9, 7.3, 5, 8, 5.2, 8.5, 6.5, 7.4, 7.7, 7.4, 5.1, 5, 7.2, 6.4, 5.6, 6.1, 5.2, 7.3, 7.5, 4.5, 6.6, 5.3, 4.9, 7.7, 8, 3.8, 7.6, 5.9, 6.2, 7.2, 6.3, 5.2, 6.9, 6.8, 3.5, 6.1, 4.5, 5.9, 6.9, 7.7, 5.3, 7, 6.6, 6.4, 7.9, 7.7, 7.2, 6.8, 7.4, 4.6, 6.4, 7, 7.7, 6.8, 7, 7, 6.3, 7.1, 4.4, 7.1, 6.1, 7.3, 6.2, 6.2, 6.2, 3.3, 7.5, 7.4, 8, 5.9, 6.8, 7.4, 6.7, 5.5, 5.7, 7.2, 5.9, 6.7, 7.1, 7.7, 7.4, 8.4, 5.4, 8.1, 7.8, 6.8, 6.5, 7.3, 5.9, 8.7, 5.8, 6.1, 7.6, 5.8, 6.5, 7.3, 6.2, 5, 7.8, 8.1, 6.7, 6.1, 7.1, 5.6, 7.6, 4.6, 7.1, 7.3, 4, 8, 6.7, 5.7, 4.6, 4, 7, 5.9, 7.5, 4.7, 6.7, 6.7, 7.1, 2.7, 7.3, 7.6, 5.8, 6.5, 6.6, 6.9, 8.5, 4.8, 7, 5.4, 6.9, 6.6, 5.9, 6.3, 6.3, 7.7, 7, 6.3, 5.9, 6.2, 7.7, 6.5, 5.8, 6.1, 5.2, 8.2, 6, 6.8, 7, 6.8, 7.1, 6.9, 6.9, 6.9, 7.2, 7.8, 7.3, 7.5, 6, 6.8, 3.9, 6.1, 7.5, 8.2, 7.8, 5.2, 6.8, 7, 6.5, 5.7, 6.4, 5.3, 4.7, 7.6, 7.1, 6.5, 8.5, 8.7, 7.1, 8.3, 7.4, 6.4, 7.5, 7.2, 7.6, 7.8, 8.2, 6.6, 5.7, 7.4, 8, 5.4, 7.4, 5.7, 6.8, 5.4, 5.1, 5.9, 8.2, 5.3, 4.3, 7.2, 5.9, 3, 7.9, 3.2, 6.5, 7, 6.9, 4.4, 6, 5.3, 5.3, 7.1, 5.4, 6.9, 7.3, 6.6, 5.4, 8.4, 6.3, 6.1, 5, 7.2, 5.3, 5.3, 6, 7.4, 5.9, 4.1, 6.7, 5.8, 6.5, 5.9, 7, 8, 6.5, 6.4, 6.8, 7.4, 8.3, 5.3, 8.1, 8, 5.7, 7.1, 7.8, 5.9, 7.8, 6, 5.3, 7.2, 5.1, 5.1, 6.9, 4.6, 6.7, 7.1, 7.6, 8.1, 7, 7.1, 7.6, 7.1, 7.7, 7.6, 6.7, 5.7, 7.1, 6.2, 6.1, 5.9, 6.8, 6.8, 5.1, 7.7, 3.9, 7.8, 5.7, 4.7, 5.9, 5.9, 8.1, 7.6, 7.2, 7.5, 5.1, 6.9, 7.6, 7.6, 7.6, 5.3, 8.5, 7, 7.8, 7.2, 8, 8.1, 6.8, 7.2, 7.4, 6.1, 7, 5.3, 4.7, 5.7, 6.5, 8, 3.3, 6.9, 8.1, 6.8, 4.6, 7, 6.7, 5.8, 4.5, 6.6, 6.6, 7.8, 7.7, 5.7, 7.1, 6.4, 7, 5.8, 5.9, 7.5, 7.8, 7.2, 5.6, 6.8, 7.3, 7.3, 6.6, 7.8, 6.7, 7.5, 6.3, 6.3, 6.8, 7.8, 6.9, 4.3, 7.2, 7.3, 7.2, 5.4, 7.4, 7.1, 6.8, 7.4, 6.7, 7.2, 7.5, 6.8, 7.9, 6.7, 5.8, 6.5, 7.2, 6.5, 6.2, 8.6, 6.5, 6.3, 4.3, 5.8, 6.7, 6.7, 5.1, 7, 7.7, 6.7, 6.6, 8.2, 8.1, 7.2, 7.4, 6.5, 5.7, 6.1, 6.2, 6.1, 5.7, 7.2, 7.7, 7.1, 5.5, 7.4, 7.7, 7.8, 6.6, 6, 8.4, 8.9, 7.9, 6, 6.1, 7.4, 6.2, 6.8, 5.9, 6.1, 7.6, 8.1, 6.8, 5.7, 6.6, 7.3, 5, 7, 3.4, 5.9, 7.4, 7.4, 4.2, 6.2, 5.4, 7.2, 6.7, 7.5, 7.2, 7.4, 5.6, 6.8, 7.7, 7, 6.4, 7.2, 7.2, 6.2, 6.9, 7, 6.7, 3.6, 7.4, 6.1, 6.7, 8.2, 7.7, 7.3, 7.6, 6.8, 5.6, 6.4, 6.8, 6.1, 6, 6.1, 5.5, 6.9, 4.1, 5.4, 8.2, 5.7, 7.9, 7.1, 6.4, 7.5, 6.4, 7.3, 6.5, 7.2, 6, 5.6, 8.4, 7.5, 7.2, 7.2, 6.5, 5.1, 6.4, 6.8, 7.5, 6.9, 7, 6.3, 5.5, 4.8, 6.6, 5.2, 8.3, 7.2, 7.2, 5.3, 7.2, 6.5, 6.5, 7.8, 6.4, 8.1, 5.6, 5.6, 6.6, 7.7, 6.5, 6.1, 5.7, 5.9, 7.7, 7.1, 7.6, 6.4, 7.4, 6.8, 6.5, 6, 7.3, 7.3, 6.5, 6, 5.3, 6.6, 8.7, 8.4, 6.2, 5.8, 6.7, 5.7, 6.1, 6.4, 6.5, 4.6, 6.4, 5.9, 7.7, 7.1, 6.2, 7.7, 7.5, 6.9, 7.1, 6.3, 8.3, 7.1, 7.2, 5.1, 6.9, 6.1, 7, 6.3, 6.1, 7.8, 4.7, 7.9, 6.7, 6.6, 6.9, 7.1, 6.7, 7.1, 8.1, 5.5, 6.6, 7.4, 4.8, 6.4, 7.3, 6.9, 7.2, 6.5, 6.6, 6.7, 7.3, 6.4, 7, 5.5, 6.7, 6.1, 3.9, 7.5, 7, 6.7, 7.4, 8, 7.2, 6.4, 6.5, 7.5, 7.1, 7.7, 8.5, 7.7, 6.5, 7, 5.5, 6.3, 7.9, 7.4, 7.5, 7.5, 6.7, 6.7, 4.2, 7, 7, 6.8, 6.6, 7.5, 5.3, 7.3, 5.6, 5.6, 6.6, 6.3, 7.5, 7.6, 4.1, 7.8, 6.7, 7.3, 5.7, 7.1, 6.6, 6.1, 6.9, 7.5, 7, 6.3, 6.9, 6.4, 6.6 ], "yaxis": "y" } ], "layout": { "height": 600, "legend": { "tracegroupgap": 0 }, "margin": { "t": 60 }, "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "scatter": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "colorscale": { "diverging": [ [ 0, "#8e0152" ], [ 0.1, "#c51b7d" ], [ 0.2, "#de77ae" ], [ 0.3, "#f1b6da" ], [ 0.4, "#fde0ef" ], [ 0.5, "#f7f7f7" ], [ 0.6, "#e6f5d0" ], [ 0.7, "#b8e186" ], [ 0.8, "#7fbc41" ], [ 0.9, "#4d9221" ], [ 1, "#276419" ] ], "sequential": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "sequentialminus": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "Cast Facebook Likes by IMDb Score" }, "xaxis": { "anchor": "y", "domain": [ 0, 0.98 ], "title": { "text": "cast_total_facebook_likes" } }, "yaxis": { "anchor": "x", "domain": [ 0, 1 ], "title": { "text": "imdb_score" } } } }, "text/html": [ "
\n", " \n", " \n", "
\n", " \n", "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "## Cast likes\n", "fig = px.scatter(df, x=\"cast_total_facebook_likes\", y=\"imdb_score\", hover_name='movie_title')\n", "fig.update_traces(marker_color='blue', marker_line_color='blue', opacity=0.6)\n", "fig.update_layout(title_text='Cast Facebook Likes by IMDb Score')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### e. Reviews" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This figure below shows the distribution of the IMDb reviews from critics in the form of a box plot." ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "alignmentgroup": "True", "boxpoints": "all", "hoverlabel": { "namelength": 0 }, "hovertemplate": "%{hovertext}

num_critic_for_reviews=%{y}", "hovertext": [ "Avatar ", "Pirates of the Caribbean: At World's End ", "Spectre ", "The Dark Knight Rises ", "John Carter ", "Spider-Man 3 ", "Tangled ", "Avengers: Age of Ultron ", "Harry Potter and the Half-Blood Prince ", "Batman v Superman: Dawn of Justice ", "Superman Returns ", "Quantum of Solace ", "Pirates of the Caribbean: Dead Man's Chest ", "The Lone Ranger ", "Man of Steel ", "The Chronicles of Narnia: Prince Caspian ", "The Avengers ", "Pirates of the Caribbean: On Stranger Tides ", "Men in Black 3 ", "The Hobbit: The Battle of the Five Armies ", "The Amazing Spider-Man ", "Robin Hood ", "The Hobbit: The Desolation of Smaug ", "The Golden Compass ", "King Kong ", "Titanic ", "Captain America: Civil War ", "Battleship ", "Jurassic World ", "Skyfall ", "Spider-Man 2 ", "Iron Man 3 ", "Alice in Wonderland ", "X-Men: The Last Stand ", "Monsters University ", "Transformers: Revenge of the Fallen ", "Transformers: Age of Extinction ", "Oz the Great and Powerful ", "The Amazing Spider-Man 2 ", "TRON: Legacy ", "Cars 2 ", "Green Lantern ", "Toy Story 3 ", "Terminator Salvation ", "Furious 7 ", "World War Z ", "X-Men: Days of Future Past ", "Star Trek Into Darkness ", "Jack the Giant Slayer ", "The Great Gatsby ", "Prince of Persia: The Sands of Time ", "Pacific Rim ", "Transformers: Dark of the Moon ", "Indiana Jones and the Kingdom of the Crystal Skull ", "Brave ", "Star Trek Beyond ", "WALL·E ", "Rush Hour 3 ", "2012 ", "A Christmas Carol ", "Jupiter Ascending ", "The Legend of Tarzan ", "The Chronicles of Narnia: The Lion, the Witch and the Wardrobe ", "X-Men: Apocalypse ", "The Dark Knight ", "Up ", "Monsters vs. Aliens ", "Iron Man ", "Hugo ", "Wild Wild West ", "The Mummy: Tomb of the Dragon Emperor ", "Suicide Squad ", "Evan Almighty ", "Edge of Tomorrow ", "Waterworld ", "G.I. Joe: The Rise of Cobra ", "Inside Out ", "The Jungle Book ", "Iron Man 2 ", "Snow White and the Huntsman ", "Maleficent ", "Dawn of the Planet of the Apes ", "47 Ronin ", "Captain America: The Winter Soldier ", "Shrek Forever After ", "Tomorrowland ", "Big Hero 6 ", "Wreck-It Ralph ", "The Polar Express ", "Independence Day: Resurgence ", "How to Train Your Dragon ", "Terminator 3: Rise of the Machines ", "Guardians of the Galaxy ", "Interstellar ", "Inception ", "The Hobbit: An Unexpected Journey ", "The Fast and the Furious ", "The Curious Case of Benjamin Button ", "X-Men: First Class ", "The Hunger Games: Mockingjay - Part 2 ", "The Sorcerer's Apprentice ", "Poseidon ", "Alice Through the Looking Glass ", "Shrek the Third ", "Warcraft ", "Terminator Genisys ", "The Chronicles of Narnia: The Voyage of the Dawn Treader ", "Pearl Harbor ", "Transformers ", "Alexander ", "Harry Potter and the Order of the Phoenix ", "Harry Potter and the Goblet of Fire ", "Hancock ", "I Am Legend ", "Charlie and the Chocolate Factory ", "Ratatouille ", "Batman Begins ", "Madagascar: Escape 2 Africa ", "Night at the Museum: Battle of the Smithsonian ", "X-Men Origins: Wolverine ", "The Matrix Revolutions ", "Frozen ", "The Matrix Reloaded ", "Thor: The Dark World ", "Mad Max: Fury Road ", "Angels & Demons ", "Thor ", "Bolt ", "G-Force ", "Wrath of the Titans ", "Dark Shadows ", "Mission: Impossible - Rogue Nation ", "The Wolfman ", "Bee Movie ", "Kung Fu Panda 2 ", "The Last Airbender ", "Mission: Impossible III ", "White House Down ", "Mars Needs Moms ", "Flushed Away ", "Pan ", "Mr. Peabody & Sherman ", "Troy ", "Madagascar 3: Europe's Most Wanted ", "Die Another Day ", "Ghostbusters ", "Armageddon ", "Men in Black II ", "Beowulf ", "Kung Fu Panda 3 ", "Mission: Impossible - Ghost Protocol ", "Rise of the Guardians ", "Fun with Dick and Jane ", "The Last Samurai ", "Exodus: Gods and Kings ", "Star Trek ", "Spider-Man ", "How to Train Your Dragon 2 ", "Gods of Egypt ", "Stealth ", "Watchmen ", "Lethal Weapon 4 ", "Hulk ", "G.I. Joe: Retaliation ", "Sahara ", "Final Fantasy: The Spirits Within ", "Captain America: The First Avenger ", "The World Is Not Enough ", "Master and Commander: The Far Side of the World ", "The Twilight Saga: Breaking Dawn - Part 2 ", "Happy Feet 2 ", "The Incredible Hulk ", "The BFG ", "The Revenant ", "Turbo ", "Rango ", "Penguins of Madagascar ", "The Bourne Ultimatum ", "Kung Fu Panda ", "Ant-Man ", "The Hunger Games: Catching Fire ", "Home ", "War of the Worlds ", "Bad Boys II ", "Puss in Boots ", "Salt ", "Noah ", "The Adventures of Tintin ", "Harry Potter and the Prisoner of Azkaban ", "Australia ", "After Earth ", "Dinosaur ", "Night at the Museum: Secret of the Tomb ", "Megamind ", "Harry Potter and the Sorcerer's Stone ", "R.I.P.D. ", "Pirates of the Caribbean: The Curse of the Black Pearl ", "The Hunger Games: Mockingjay - Part 1 ", "The Da Vinci Code ", "Rio 2 ", "X-Men 2 ", "Fast Five ", "Sherlock Holmes: A Game of Shadows ", "Clash of the Titans ", "Total Recall ", "The 13th Warrior ", "The Bourne Legacy ", "Batman & Robin ", "How the Grinch Stole Christmas ", "The Day After Tomorrow ", "Mission: Impossible II ", "The Perfect Storm ", "Fantastic 4: Rise of the Silver Surfer ", "Life of Pi ", "Ghost Rider ", "Jason Bourne ", "Charlie's Angels: Full Throttle ", "Prometheus ", "Stuart Little 2 ", "Elysium ", "The Chronicles of Riddick ", "RoboCop ", "Speed Racer ", "How Do You Know ", "Knight and Day ", "Oblivion ", "Star Wars: Episode III - Revenge of the Sith ", "Star Wars: Episode II - Attack of the Clones ", "Monsters, Inc. ", "The Wolverine ", "Star Wars: Episode I - The Phantom Menace ", "The Croods ", "Windtalkers ", "The Huntsman: Winter's War ", "Teenage Mutant Ninja Turtles ", "Gravity ", "Dante's Peak ", "Teenage Mutant Ninja Turtles: Out of the Shadows ", "Fantastic Four ", "Night at the Museum ", "San Andreas ", "Tomorrow Never Dies ", "The Patriot ", "Ocean's Twelve ", "Mr. & Mrs. Smith ", "Insurgent ", "The Aviator ", "Gulliver's Travels ", "The Green Hornet ", "300: Rise of an Empire ", "The Smurfs ", "Home on the Range ", "Allegiant ", "Real Steel ", "The Smurfs 2 ", "Speed 2: Cruise Control ", "Ender's Game ", "Live Free or Die Hard ", "The Lord of the Rings: The Fellowship of the Ring ", "Around the World in 80 Days ", "Ali ", "The Cat in the Hat ", "I, Robot ", "Kingdom of Heaven ", "Stuart Little ", "The Princess and the Frog ", "The Martian ", "The Island ", "Town & Country ", "Gone in Sixty Seconds ", "Gladiator ", "Minority Report ", "Harry Potter and the Chamber of Secrets ", "Casino Royale ", "Planet of the Apes ", "Terminator 2: Judgment Day ", "Public Enemies ", "American Gangster ", "True Lies ", "The Taking of Pelham 1 2 3 ", "Little Fockers ", "The Other Guys ", "Eraser ", "Django Unchained ", "The Hunchback of Notre Dame ", "The Emperor's New Groove ", "The Expendables 2 ", "National Treasure ", "Eragon ", "Where the Wild Things Are ", "Epic ", "The Tourist ", "End of Days ", "Blood Diamond ", "The Wolf of Wall Street ", "Batman Forever ", "Starship Troopers ", "Cloud Atlas ", "Legend of the Guardians: The Owls of Ga'Hoole ", "Catwoman ", "Hercules ", "Treasure Planet ", "Land of the Lost ", "The Expendables 3 ", "Point Break ", "Son of the Mask ", "In the Heart of the Sea ", "The Adventures of Pluto Nash ", "Green Zone ", "The Peanuts Movie ", "The Spanish Prisoner ", "The Mummy Returns ", "Gangs of New York ", "The Flowers of War ", "Surf's Up ", "The Stepford Wives ", "Black Hawk Down ", "The Campaign ", "The Fifth Element ", "Sex and the City 2 ", "The Road to El Dorado ", "Ice Age: Continental Drift ", "Cinderella ", "The Lovely Bones ", "Finding Nemo ", "The Lord of the Rings: The Return of the King ", "The Lord of the Rings: The Two Towers ", "Seventh Son ", "Lara Croft: Tomb Raider ", "Transcendence ", "Jurassic Park III ", "Rise of the Planet of the Apes ", "The Spiderwick Chronicles ", "A Good Day to Die Hard ", "The Alamo ", "The Incredibles ", "Cutthroat Island ", "Percy Jackson & the Olympians: The Lightning Thief ", "Men in Black ", "Toy Story 2 ", "Unstoppable ", "Rush Hour 2 ", "What Lies Beneath ", "Cloudy with a Chance of Meatballs ", "Ice Age: Dawn of the Dinosaurs ", "The Secret Life of Walter Mitty ", "Charlie's Angels ", "The Departed ", "Mulan ", "Tropic Thunder ", "The Girl with the Dragon Tattoo ", "Die Hard with a Vengeance ", "Sherlock Holmes ", "Atlantis: The Lost Empire ", "Alvin and the Chipmunks: The Road Chip ", "Valkyrie ", "You Don't Mess with the Zohan ", "Pixels ", "A.I. Artificial Intelligence ", "The Haunted Mansion ", "Contact ", "Hollow Man ", "The Interpreter ", "Percy Jackson: Sea of Monsters ", "Lara Croft Tomb Raider: The Cradle of Life ", "Now You See Me 2 ", "The Saint ", "Spy Game ", "Mission to Mars ", "Rio ", "Bicentennial Man ", "Volcano ", "The Devil's Own ", "K-19: The Widowmaker ", "Conan the Barbarian ", "Cinderella Man ", "The Nutcracker in 3D ", "Seabiscuit ", "Twister ", "Cast Away ", "Happy Feet ", "The Bourne Supremacy ", "Air Force One ", "Ocean's Eleven ", "The Three Musketeers ", "Hotel Transylvania ", "Enchanted ", "Safe House ", "102 Dalmatians ", "Tower Heist ", "The Holiday ", "Enemy of the State ", "It's Complicated ", "Ocean's Thirteen ", "Open Season ", "Divergent ", "Enemy at the Gates ", "The Rundown ", "Last Action Hero ", "Memoirs of a Geisha ", "The Fast and the Furious: Tokyo Drift ", "Arthur Christmas ", "Meet Joe Black ", "Collateral Damage ", "Mirror Mirror ", "Scott Pilgrim vs. the World ", "The Core ", "Nutty Professor II: The Klumps ", "Scooby-Doo ", "Dredd ", "Click ", "Cats & Dogs: The Revenge of Kitty Galore ", "Jumper ", "Hellboy II: The Golden Army ", "Zodiac ", "The 6th Day ", "Bruce Almighty ", "The Expendables ", "Mission: Impossible ", "The Hunger Games ", "The Hangover Part II ", "Batman Returns ", "Over the Hedge ", "Lilo & Stitch ", "Deep Impact ", "RED 2 ", "The Longest Yard ", "Alvin and the Chipmunks: Chipwrecked ", "Grown Ups 2 ", "Get Smart ", "Something's Gotta Give ", "Shutter Island ", "Four Christmases ", "Robots ", "Face/Off ", "Bedtime Stories ", "Road to Perdition ", "Just Go with It ", "Con Air ", "Eagle Eye ", "Cold Mountain ", "The Book of Eli ", "Flubber ", "The Haunting ", "Space Jam ", "The Pink Panther ", "The Day the Earth Stood Still ", "Conspiracy Theory ", "Fury ", "Six Days Seven Nights ", "Yogi Bear ", "Spirit: Stallion of the Cimarron ", "Zookeeper ", "Lost in Space ", "The Manchurian Candidate ", "Hotel Transylvania 2 ", "Fantasia 2000 ", "The Time Machine ", "Mighty Joe Young ", "Swordfish ", "The Legend of Zorro ", "What Dreams May Come ", "Little Nicky ", "The Brothers Grimm ", "Mars Attacks! ", "Surrogates ", "Thirteen Days ", "Daylight ", "Walking with Dinosaurs 3D ", "Battlefield Earth ", "Looney Tunes: Back in Action ", "Nine ", "Timeline ", "The Postman ", "Babe: Pig in the City ", "The Last Witch Hunter ", "Red Planet ", "Arthur and the Invisibles ", "Oceans ", "A Sound of Thunder ", "Pompeii ", "A Beautiful Mind ", "The Lion King ", "Journey 2: The Mysterious Island ", "Cloudy with a Chance of Meatballs 2 ", "Red Dragon ", "Hidalgo ", "Jack and Jill ", "2 Fast 2 Furious ", "The Little Prince ", "The Invasion ", "The Adventures of Rocky & Bullwinkle ", "The Secret Life of Pets ", "The League of Extraordinary Gentlemen ", "Despicable Me 2 ", "Independence Day ", "The Lost World: Jurassic Park ", "Madagascar ", "Children of Men ", "X-Men ", "Wanted ", "The Rock ", "Ice Age: The Meltdown ", "50 First Dates ", "Hairspray ", "Exorcist: The Beginning ", "Inspector Gadget ", "Now You See Me ", "Grown Ups ", "The Terminal ", "Hotel for Dogs ", "Vertical Limit ", "Charlie Wilson's War ", "Shark Tale ", "Dreamgirls ", "Be Cool ", "Munich ", "Tears of the Sun ", "Killers ", "The Man from U.N.C.L.E. ", "Spanglish ", "Monster House ", "Bandits ", "First Knight ", "Anna and the King ", "Immortals ", "Hostage ", "Titan A.E. ", "Hollywood Homicide ", "Soldier ", "Monkeybone ", "Flight of the Phoenix ", "Unbreakable ", "Minions ", "Sucker Punch ", "Snake Eyes ", "Sphere ", "The Angry Birds Movie ", "Fool's Gold ", "Funny People ", "The Kingdom ", "Talladega Nights: The Ballad of Ricky Bobby ", "Dr. Dolittle 2 ", "Braveheart ", "Jarhead ", "The Simpsons Movie ", "The Majestic ", "Driven ", "Two Brothers ", "The Village ", "Doctor Dolittle ", "Signs ", "Shrek 2 ", "Cars ", "Runaway Bride ", "xXx ", "The SpongeBob Movie: Sponge Out of Water ", "Ransom ", "Inglourious Basterds ", "Hook ", "Die Hard 2 ", "S.W.A.T. ", "Vanilla Sky ", "Lady in the Water ", "AVP: Alien vs. Predator ", "Alvin and the Chipmunks: The Squeakquel ", "We Were Soldiers ", "Olympus Has Fallen ", "Star Trek: Insurrection ", "Battle Los Angeles ", "Big Fish ", "Wolf ", "War Horse ", "The Monuments Men ", "The Abyss ", "Wall Street: Money Never Sleeps ", "Dracula Untold ", "The Siege ", "Stardust ", "Seven Years in Tibet ", "The Dilemma ", "Bad Company ", "Doom ", "I Spy ", "Underworld: Awakening ", "Rock of Ages ", "Hart's War ", "Killer Elite ", "Rollerball ", "Ballistic: Ecks vs. Sever ", "Hard Rain ", "Osmosis Jones ", "Legends of Oz: Dorothy's Return ", "Blackhat ", "Sky Captain and the World of Tomorrow ", "Basic Instinct 2 ", "Escape Plan ", "The Legend of Hercules ", "The Sum of All Fears ", "The Twilight Saga: Eclipse ", "The Score ", "Despicable Me ", "Money Train ", "Ted 2 ", "Agora ", "Mystery Men ", "Hall Pass ", "The Insider ", "Body of Lies ", "Abraham Lincoln: Vampire Hunter ", "Entrapment ", "The X Files ", "The Last Legion ", "Saving Private Ryan ", "Need for Speed ", "What Women Want ", "Ice Age ", "Dreamcatcher ", "Lincoln ", "The Matrix ", "Apollo 13 ", "The Santa Clause 2 ", "Les Misérables ", "You've Got Mail ", "Step Brothers ", "The Mask of Zorro ", "Due Date ", "Unbroken ", "Space Cowboys ", "Cliffhanger ", "Broken Arrow ", "The Kid ", "World Trade Center ", "Mona Lisa Smile ", "The Dictator ", "Eyes Wide Shut ", "Annie ", "Focus ", "This Means War ", "Blade: Trinity ", "Primary Colors ", "Resident Evil: Retribution ", "Death Race ", "The Long Kiss Goodnight ", "Proof of Life ", "Zathura: A Space Adventure ", "Fight Club ", "We Are Marshall ", "Hudson Hawk ", "Lucky Numbers ", "I, Frankenstein ", "Oliver Twist ", "Elektra ", "Sin City: A Dame to Kill For ", "Random Hearts ", "Everest ", "Perfume: The Story of a Murderer ", "Austin Powers in Goldmember ", "Astro Boy ", "Jurassic Park ", "Wyatt Earp ", "Clear and Present Danger ", "Dragon Blade ", "Littleman ", "U-571 ", "The American President ", "The Love Guru ", "3000 Miles to Graceland ", "The Hateful Eight ", "Blades of Glory ", "Hop ", "300 ", "Meet the Fockers ", "Marley & Me ", "The Green Mile ", "Chicken Little ", "Gone Girl ", "The Bourne Identity ", "GoldenEye ", "The General's Daughter ", "The Truman Show ", "The Prince of Egypt ", "Daddy Day Care ", "2 Guns ", "Cats & Dogs ", "The Italian Job ", "Two Weeks Notice ", "Antz ", "Couples Retreat ", "Days of Thunder ", "Cheaper by the Dozen 2 ", "The Scorch Trials ", "Eat Pray Love ", "The Family Man ", "RED ", "Any Given Sunday ", "The Horse Whisperer ", "Collateral ", "The Scorpion King ", "Ladder 49 ", "Jack Reacher ", "Deep Blue Sea ", "This Is It ", "Contagion ", "Kangaroo Jack ", "Coraline ", "The Happening ", "Man on Fire ", "The Shaggy Dog ", "Starsky & Hutch ", "Jingle All the Way ", "Hellboy ", "A Civil Action ", "ParaNorman ", "The Jackal ", "Paycheck ", "Up Close & Personal ", "The Tale of Despereaux ", "The Tuxedo ", "Under Siege 2: Dark Territory ", "Jack Ryan: Shadow Recruit ", "Joy ", "London Has Fallen ", "Alien: Resurrection ", "Shooter ", "The Boxtrolls ", "Practical Magic ", "The Lego Movie ", "Miss Congeniality 2: Armed and Fabulous ", "Reign of Fire ", "Gangster Squad ", "Year One ", "Invictus ", "Duplicity ", "My Favorite Martian ", "The Sentinel ", "Planet 51 ", "Star Trek: Nemesis ", "Intolerable Cruelty ", "Edge of Darkness ", "The Relic ", "Analyze That ", "Righteous Kill ", "Mercury Rising ", "The Soloist ", "The Legend of Bagger Vance ", "Almost Famous ", "xXx: State of the Union ", "Priest ", "Sinbad: Legend of the Seven Seas ", "Event Horizon ", "Dragonfly ", "The Black Dahlia ", "Flyboys ", "The Last Castle ", "Supernova ", "Winter's Tale ", "The Mortal Instruments: City of Bones ", "Meet Dave ", "Dark Water ", "Edtv ", "Inkheart ", "The Spirit ", "Mortdecai ", "In the Name of the King: A Dungeon Siege Tale ", "Beyond Borders ", "The Great Raid ", "Deadpool ", "Holy Man ", "American Sniper ", "Goosebumps ", "Just Like Heaven ", "The Flintstones in Viva Rock Vegas ", "Rambo III ", "Leatherheads ", "Did You Hear About the Morgans? ", "The Internship ", "Resident Evil: Afterlife ", "Red Tails ", "The Devil's Advocate ", "That's My Boy ", "DragonHeart ", "After the Sunset ", "Ghost Rider: Spirit of Vengeance ", "Captain Corelli's Mandolin ", "The Pacifier ", "Walking Tall ", "Forrest Gump ", "Alvin and the Chipmunks ", "Meet the Parents ", "Pocahontas ", "Superman ", "The Nutty Professor ", "Hitch ", "George of the Jungle ", "American Wedding ", "Captain Phillips ", "Date Night ", "Casper ", "The Equalizer ", "Maid in Manhattan ", "Crimson Tide ", "The Pursuit of Happyness ", "Flightplan ", "Disclosure ", "City of Angels ", "Kill Bill: Vol. 1 ", "Bowfinger ", "Kill Bill: Vol. 2 ", "Tango & Cash ", "Death Becomes Her ", "Shanghai Noon ", "Executive Decision ", "Mr. Popper's Penguins ", "The Forbidden Kingdom ", "Free Birds ", "Alien 3 ", "Evita ", "Ronin ", "The Ghost and the Darkness ", "Paddington ", "The Watch ", "The Hunted ", "Instinct ", "Stuck on You ", "Semi-Pro ", "The Pirates! Band of Misfits ", "Changeling ", "Chain Reaction ", "The Fan ", "The Phantom of the Opera ", "Elizabeth: The Golden Age ", "Æon Flux ", "Gods and Generals ", "Turbulence ", "Imagine That ", "Muppets Most Wanted ", "Thunderbirds ", "Burlesque ", "A Very Long Engagement ", "Blade II ", "Seven Pounds ", "Bullet to the Head ", "The Godfather: Part III ", "Elizabethtown ", "You, Me and Dupree ", "Superman II ", "Gigli ", "All the King's Men ", "Shaft ", "Anastasia ", "Moulin Rouge! ", "Domestic Disturbance ", "Black Mass ", "Flags of Our Fathers ", "Law Abiding Citizen ", "Grindhouse ", "Beloved ", "Lucky You ", "Catch Me If You Can ", "Zero Dark Thirty ", "The Break-Up ", "Mamma Mia! ", "Valentine's Day ", "The Dukes of Hazzard ", "The Thin Red Line ", "The Change-Up ", "Man on the Moon ", "Casino ", "From Paris with Love ", "Bulletproof Monk ", "Me, Myself & Irene ", "Barnyard ", "The Twilight Saga: New Moon ", "Shrek ", "The Adjustment Bureau ", "Robin Hood: Prince of Thieves ", "Jerry Maguire ", "Ted ", "As Good as It Gets ", "Patch Adams ", "Anchorman 2: The Legend Continues ", "Mr. Deeds ", "Super 8 ", "Erin Brockovich ", "How to Lose a Guy in 10 Days ", "22 Jump Street ", "Interview with the Vampire: The Vampire Chronicles ", "Yes Man ", "Central Intelligence ", "Stepmom ", "Daddy's Home ", "Into the Woods ", "Inside Man ", "Payback ", "Congo ", "Knowing ", "Failure to Launch ", "Crazy, Stupid, Love. ", "Garfield ", "Christmas with the Kranks ", "Moneyball ", "Outbreak ", "Non-Stop ", "Race to Witch Mountain ", "V for Vendetta ", "Shanghai Knights ", "Curious George ", "Herbie Fully Loaded ", "Don't Say a Word ", "Hansel & Gretel: Witch Hunters ", "Unfaithful ", "I Am Number Four ", "Syriana ", "13 Hours ", "The Book of Life ", "Firewall ", "Absolute Power ", "G.I. Jane ", "The Game ", "Silent Hill ", "The Replacements ", "American Reunion ", "The Negotiator ", "Into the Storm ", "Beverly Hills Cop III ", "Gremlins 2: The New Batch ", "The Judge ", "The Peacemaker ", "Resident Evil: Apocalypse ", "Bridget Jones: The Edge of Reason ", "Out of Time ", "On Deadly Ground ", "The Adventures of Sharkboy and Lavagirl 3-D ", "The Beach ", "Raising Helen ", "Ninja Assassin ", "For Love of the Game ", "Striptease ", "Marmaduke ", "Hereafter ", "Murder by Numbers ", "Assassins ", "Hannibal Rising ", "The Story of Us ", "The Host ", "Basic ", "Blood Work ", "The International ", "Escape from L.A. ", "The Iron Giant ", "The Life Aquatic with Steve Zissou ", "Free State of Jones ", "The Life of David Gale ", "Man of the House ", "Run All Night ", "Eastern Promises ", "Into the Blue ", "Your Highness ", "Dream House ", "Mad City ", "Baby's Day Out ", "The Scarlet Letter ", "Fair Game ", "Domino ", "Jade ", "Gamer ", "Beautiful Creatures ", "Death to Smoochy ", "Zoolander 2 ", "The Big Bounce ", "What Planet Are You From? ", "Drive Angry ", "Street Fighter: The Legend of Chun-Li ", "The One ", "The Adventures of Ford Fairlane ", "Traffic ", "Indiana Jones and the Last Crusade ", "Chappie ", "The Bone Collector ", "Panic Room ", "Three Kings ", "Child 44 ", "Rat Race ", "K-PAX ", "Kate & Leopold ", "Bedazzled ", "The Cotton Club ", "3:10 to Yuma ", "Taken 3 ", "Out of Sight ", "The Cable Guy ", "Dick Tracy ", "The Thomas Crown Affair ", "Riding in Cars with Boys ", "Happily N'Ever After ", "Mary Reilly ", "My Best Friend's Wedding ", "America's Sweethearts ", "Insomnia ", "Star Trek: First Contact ", "Jonah Hex ", "Courage Under Fire ", "Liar Liar ", "The Infiltrator ", "The Flintstones ", "Taken 2 ", "Scary Movie 3 ", "Miss Congeniality ", "Journey to the Center of the Earth ", "The Princess Diaries 2: Royal Engagement ", "The Pelican Brief ", "The Client ", "The Bucket List ", "Patriot Games ", "Monster-in-Law ", "Prisoners ", "Training Day ", "Galaxy Quest ", "Scary Movie 2 ", "The Muppets ", "Blade ", "Coach Carter ", "Changing Lanes ", "Anaconda ", "Coyote Ugly ", "Love Actually ", "A Bug's Life ", "From Hell ", "The Specialist ", "Tin Cup ", "Kicking & Screaming ", "The Hitchhiker's Guide to the Galaxy ", "Fat Albert ", "Resident Evil: Extinction ", "Blended ", "Last Holiday ", "The River Wild ", "The Indian in the Cupboard ", "Savages ", "Cellular ", "Johnny English ", "The Ant Bully ", "Dune ", "Across the Universe ", "Revolutionary Road ", "16 Blocks ", "Babylon A.D. ", "The Glimmer Man ", "Multiplicity ", "Aliens in the Attic ", "The Pledge ", "The Producers ", "Dredd ", "The Phantom ", "All the Pretty Horses ", "Nixon ", "The Ghost Writer ", "Deep Rising ", "Miracle at St. Anna ", "Curse of the Golden Flower ", "Bangkok Dangerous ", "Big Trouble ", "Love in the Time of Cholera ", "Shadow Conspiracy ", "Johnny English Reborn ", "Argo ", "The Fugitive ", "The Bounty Hunter ", "Sleepers ", "Rambo: First Blood Part II ", "The Juror ", "Pinocchio ", "Heaven's Gate ", "Underworld: Evolution ", "Victor Frankenstein ", "Finding Forrester ", "28 Days ", "Unleashed ", "The Sweetest Thing ", "The Firm ", "Charlie St. Cloud ", "The Mechanic ", "21 Jump Street ", "Notting Hill ", "Chicken Run ", "Along Came Polly ", "Boomerang ", "The Heat ", "Cleopatra ", "Here Comes the Boom ", "High Crimes ", "The Mirror Has Two Faces ", "The Mothman Prophecies ", "Brüno ", "Licence to Kill ", "Red Riding Hood ", "15 Minutes ", "Super Mario Bros. ", "Lord of War ", "Hero ", "One for the Money ", "The Interview ", "The Warrior's Way ", "Micmacs ", "8 Mile ", "A Knight's Tale ", "The Medallion ", "The Sixth Sense ", "Man on a Ledge ", "The Big Year ", "The Karate Kid ", "American Hustle ", "The Proposal ", "Double Jeopardy ", "Back to the Future Part II ", "Lucy ", "Fifty Shades of Grey ", "Spy Kids 3-D: Game Over ", "A Time to Kill ", "Cheaper by the Dozen ", "Lone Survivor ", "A League of Their Own ", "The Conjuring 2 ", "The Social Network ", "He's Just Not That Into You ", "Scary Movie 4 ", "Scream 3 ", "Back to the Future Part III ", "Get Hard ", "Bram Stoker's Dracula ", "Julie & Julia ", "42 ", "The Talented Mr. Ripley ", "Dumb and Dumber To ", "Eight Below ", "The Intern ", "Ride Along 2 ", "The Last of the Mohicans ", "Ray ", "Sin City ", "Vantage Point ", "I Love You, Man ", "Shallow Hal ", "JFK ", "Big Momma's House 2 ", "The Mexican ", "17 Again ", "The Other Woman ", "The Final Destination ", "Bridge of Spies ", "Behind Enemy Lines ", "Shall We Dance ", "Small Soldiers ", "Spawn ", "The Count of Monte Cristo ", "The Lincoln Lawyer ", "Unknown ", "The Prestige ", "Horrible Bosses 2 ", "Escape from Planet Earth ", "Apocalypto ", "The Living Daylights ", "Predators ", "Legal Eagles ", "Secret Window ", "The Lake House ", "The Skeleton Key ", "The Odd Life of Timothy Green ", "Made of Honor ", "Jersey Boys ", "The Rainmaker ", "Gothika ", "Amistad ", "Medicine Man ", "Aliens vs. Predator: Requiem ", "Ri¢hie Ri¢h ", "Autumn in New York ", "Paul ", "The Guilt Trip ", "Scream 4 ", "8MM ", "The Doors ", "Sex Tape ", "Hanging Up ", "Final Destination 5 ", "Mickey Blue Eyes ", "Pay It Forward ", "Fever Pitch ", "Drillbit Taylor ", "A Million Ways to Die in the West ", "The Shadow ", "Extremely Loud & Incredibly Close ", "Morning Glory ", "Get Rich or Die Tryin' ", "The Art of War ", "Rent ", "Bless the Child ", "The Out-of-Towners ", "The Island of Dr. Moreau ", "The Musketeer ", "The Other Boleyn Girl ", "Sweet November ", "The Reaping ", "Mean Streets ", "Renaissance Man ", "Colombiana ", "The Magic Sword: Quest for Camelot ", "City by the Sea ", "At First Sight ", "Torque ", "City Hall ", "Showgirls ", "Marie Antoinette ", "Kiss of Death ", "Get Carter ", "The Impossible ", "Ishtar ", "Fantastic Mr. Fox ", "Life or Something Like It ", "Memoirs of an Invisible Man ", "Amélie ", "New York Minute ", "Alfie ", "Big Miracle ", "The Deep End of the Ocean ", "Feardotcom ", "Cirque du Freak: The Vampire's Assistant ", "Duplex ", "Raise the Titanic ", "Universal Soldier: The Return ", "Pandorum ", "Impostor ", "Extreme Ops ", "Just Visiting ", "Sunshine ", "A Thousand Words ", "Delgo ", "The Gunman ", "Alex Rider: Operation Stormbreaker ", "Disturbia ", "Hackers ", "The Hunting Party ", "The Hudsucker Proxy ", "The Warlords ", "Nomad: The Warrior ", "Snowpiercer ", "The Crow ", "The Time Traveler's Wife ", "The Fast and the Furious ", "Frankenweenie ", "Serenity ", "Against the Ropes ", "Superman III ", "Grudge Match ", "Sweet Home Alabama ", "The Ugly Truth ", "Sgt. Bilko ", "Spy Kids 2: Island of Lost Dreams ", "Star Trek: Generations ", "The Grandmaster ", "Water for Elephants ", "The Hurricane ", "Enough ", "Heartbreakers ", "Paul Blart: Mall Cop 2 ", "Angel Eyes ", "Joe Somebody ", "The Ninth Gate ", "Extreme Measures ", "Rock Star ", "Precious ", "White Squall ", "The Thing ", "Riddick ", "Switchback ", "Texas Rangers ", "City of Ember ", "The Master ", "The Express ", "The 5th Wave ", "Creed ", "The Town ", "What to Expect When You're Expecting ", "Burn After Reading ", "Nim's Island ", "Rush ", "Magnolia ", "Cop Out ", "How to Be Single ", "Dolphin Tale ", "Twilight ", "John Q ", "Blue Streak ", "We're the Millers ", "Breakdown ", "Never Say Never Again ", "Hot Tub Time Machine ", "Dolphin Tale 2 ", "Reindeer Games ", "A Man Apart ", "Aloha ", "Ghosts of Mississippi ", "Snow Falling on Cedars ", "The Rite ", "Gattaca ", "Isn't She Great ", "Space Chimps ", "Head of State ", "The Hangover ", "Ip Man 3 ", "Austin Powers: The Spy Who Shagged Me ", "Batman ", "There Be Dragons ", "Lethal Weapon 3 ", "The Blind Side ", "Spy Kids ", "Horrible Bosses ", "True Grit ", "The Devil Wears Prada ", "Star Trek: The Motion Picture ", "Identity Thief ", "Cape Fear ", "21 ", "Trainwreck ", "Guess Who ", "The English Patient ", "L.A. Confidential ", "Sky High ", "In & Out ", "Species ", "A Nightmare on Elm Street ", "The Cell ", "The Man in the Iron Mask ", "Secretariat ", "TMNT ", "Radio ", "Friends with Benefits ", "Neighbors 2: Sorority Rising ", "Saving Mr. Banks ", "Malcolm X ", "This Is 40 ", "Old Dogs ", "Underworld: Rise of the Lycans ", "License to Wed ", "The Benchwarmers ", "Must Love Dogs ", "Donnie Brasco ", "Resident Evil ", "Poltergeist ", "The Ladykillers ", "Max Payne ", "In Time ", "The Back-up Plan ", "Something Borrowed ", "Black Knight ", "Street Fighter ", "The Pianist ", "The Nativity Story ", "House of Wax ", "Closer ", "J. Edgar ", "Mirrors ", "Queen of the Damned ", "Predator 2 ", "Untraceable ", "Blast from the Past ", "Jersey Girl ", "Alex Cross ", "Midnight in the Garden of Good and Evil ", "Nanny McPhee Returns ", "Hoffa ", "The X Files: I Want to Believe ", "Ella Enchanted ", "Concussion ", "Abduction ", "Valiant ", "Wonder Boys ", "Superhero Movie ", "Broken City ", "Cursed ", "Premium Rush ", "Hot Pursuit ", "The Four Feathers ", "Parker ", "Wimbledon ", "Furry Vengeance ", "Lions for Lambs ", "Flight of the Intruder ", "Walk Hard: The Dewey Cox Story ", "The Shipping News ", "American Outlaws ", "The Young Victoria ", "Whiteout ", "The Tree of Life ", "Knock Off ", "Sabotage ", "The Order ", "Punisher: War Zone ", "Zoom ", "The Walk ", "Warriors of Virtue ", "A Good Year ", "Radio Flyer ", "Blood In, Blood Out ", "Smilla's Sense of Snow ", "Femme Fatale ", "Ride with the Devil ", "The Maze Runner ", "Unfinished Business ", "The Age of Innocence ", "The Fountain ", "Chill Factor ", "Stolen ", "Ponyo ", "The Longest Ride ", "The Astronaut's Wife ", "I Dreamed of Africa ", "Playing for Keeps ", "Mandela: Long Walk to Freedom ", "A Few Good Men ", "Exit Wounds ", "Big Momma's House ", "The Darkest Hour ", "Step Up Revolution ", "Snakes on a Plane ", "The Watcher ", "The Punisher ", "Goal! The Dream Begins ", "Safe ", "Pushing Tin ", "Star Wars: Episode VI - Return of the Jedi ", "Doomsday ", "The Reader ", "Elf ", "Phenomenon ", "Snow Dogs ", "Scrooged ", "Nacho Libre ", "Bridesmaids ", "This Is the End ", "Stigmata ", "Men of Honor ", "Takers ", "The Big Wedding ", "Big Mommas: Like Father, Like Son ", "Source Code ", "Alive ", "The Number 23 ", "The Young and Prodigious T.S. Spivet ", "Dreamer: Inspired by a True Story ", "A History of Violence ", "Transporter 2 ", "The Quick and the Dead ", "Laws of Attraction ", "Bringing Out the Dead ", "Repo Men ", "Dragon Wars: D-War ", "Bogus ", "The Incredible Burt Wonderstone ", "Cats Don't Dance ", "Cradle Will Rock ", "The Good German ", "Apocalypse Now ", "Going the Distance ", "Mr. Holland's Opus ", "Criminal ", "Out of Africa ", "Flight ", "Moonraker ", "The Grand Budapest Hotel ", "Hearts in Atlantis ", "Arachnophobia ", "Frequency ", "Ghostbusters ", "Vacation ", "Get Shorty ", "Chicago ", "Big Daddy ", "American Pie 2 ", "Toy Story ", "Speed ", "The Vow ", "Extraordinary Measures ", "Remember the Titans ", "The Hunt for Red October ", "Lee Daniels' The Butler ", "Dodgeball: A True Underdog Story ", "The Addams Family ", "Ace Ventura: When Nature Calls ", "The Princess Diaries ", "The First Wives Club ", "Se7en ", "District 9 ", "The SpongeBob SquarePants Movie ", "Mystic River ", "Million Dollar Baby ", "Analyze This ", "The Notebook ", "27 Dresses ", "Hannah Montana: The Movie ", "Rugrats in Paris: The Movie ", "The Prince of Tides ", "Legends of the Fall ", "Up in the Air ", "About Schmidt ", "Warm Bodies ", "Looper ", "Down to Earth ", "Babe ", "Hope Springs ", "Forgetting Sarah Marshall ", "Four Brothers ", "Baby Mama ", "Hope Floats ", "Bride Wars ", "Without a Paddle ", "13 Going on 30 ", "Midnight in Paris ", "The Nut Job ", "Blow ", "Message in a Bottle ", "Star Trek V: The Final Frontier ", "Like Mike ", "Naked Gun 33 1/3: The Final Insult ", "A View to a Kill ", "The Curse of the Were-Rabbit ", "P.S. I Love You ", "Atonement ", "Letters to Juliet ", "Black Rain ", "Corpse Bride ", "Sicario ", "Southpaw ", "Drag Me to Hell ", "The Age of Adaline ", "Secondhand Lions ", "Step Up 3D ", "Blue Crush ", "Stranger Than Fiction ", "30 Days of Night ", "The Cabin in the Woods ", "Meet the Spartans ", "Midnight Run ", "The Running Man ", "Little Shop of Horrors ", "Hanna ", "Mortal Kombat: Annihilation ", "Larry Crowne ", "Carrie ", "Take the Lead ", "Gridiron Gang ", "What's the Worst That Could Happen? ", "9 ", "Side Effects ", "Winnie the Pooh ", "Dumb and Dumberer: When Harry Met Lloyd ", "Bulworth ", "Get on Up ", "One True Thing ", "Virtuosity ", "My Super Ex-Girlfriend ", "Deliver Us from Evil ", "Sanctum ", "Little Black Book ", "The Five-Year Engagement ", "Mr 3000 ", "The Next Three Days ", "Ultraviolet ", "Assault on Precinct 13 ", "The Replacement Killers ", "Fled ", "Eight Legged Freaks ", "Love & Other Drugs ", "88 Minutes ", "North Country ", "The Whole Ten Yards ", "Splice ", "Howard the Duck ", "Pride and Glory ", "The Cave ", "Alex & Emma ", "Wicker Park ", "Fright Night ", "The New World ", "Wing Commander ", "In Dreams ", "Dragonball: Evolution ", "The Last Stand ", "Godsend ", "Chasing Liberty ", "Hoodwinked Too! Hood vs. Evil ", "An Unfinished Life ", "The Imaginarium of Doctor Parnassus ", "Runner Runner ", "Antitrust ", "Glory ", "Once Upon a Time in America ", "Dead Man Down ", "The Merchant of Venice ", "The Good Thief ", "Miss Potter ", "The Promise ", "DOA: Dead or Alive ", "The Assassination of Jesse James by the Coward Robert Ford ", "1911 ", "Machine Gun Preacher ", "Pitch Perfect 2 ", "Walk the Line ", "Keeping the Faith ", "The Borrowers ", "Frost/Nixon ", "Serving Sara ", "The Boss ", "Cry Freedom ", "Mumford ", "Seed of Chucky ", "The Jacket ", "Aladdin ", "Straight Outta Compton ", "Indiana Jones and the Temple of Doom ", "The Rugrats Movie ", "Along Came a Spider ", "Once Upon a Time in Mexico ", "Die Hard ", "Role Models ", "The Big Short ", "Taking Woodstock ", "Miracle ", "Dawn of the Dead ", "The Wedding Planner ", "The Royal Tenenbaums ", "Identity ", "Last Vegas ", "For Your Eyes Only ", "Serendipity ", "Timecop ", "Zoolander ", "Safe Haven ", "Hocus Pocus ", "No Reservations ", "Kick-Ass ", "30 Minutes or Less ", "Dracula 2000 ", "Alexander and the Terrible, Horrible, No Good, Very Bad Day ", "Pride & Prejudice ", "Blade Runner ", "Rob Roy ", "3 Days to Kill ", "We Own the Night ", "Lost Souls ", "Winged Migration ", "Just My Luck ", "Mystery, Alaska ", "The Spy Next Door ", "A Simple Wish ", "Ghosts of Mars ", "Our Brand Is Crisis ", "Pride and Prejudice and Zombies ", "Kundun ", "How to Lose Friends & Alienate People ", "Kick-Ass 2 ", "Brick Mansions ", "Octopussy ", "Knocked Up ", "My Sister's Keeper ", "Welcome Home, Roscoe Jenkins ", "A Passage to India ", "Notes on a Scandal ", "Rendition ", "Star Trek VI: The Undiscovered Country ", "Divine Secrets of the Ya-Ya Sisterhood ", "The Jungle Book ", "Kiss the Girls ", "The Blues Brothers ", "Joyful Noise ", "About a Boy ", "Lake Placid ", "Lucky Number Slevin ", "The Right Stuff ", "Anonymous ", "Dark City ", "The Duchess ", "The Newton Boys ", "Case 39 ", "Suspect Zero ", "Martian Child ", "Spy Kids: All the Time in the World in 4D ", "Money Monster ", "Formula 51 ", "Flawless ", "Mindhunters ", "What Just Happened ", "The Statement ", "Paul Blart: Mall Cop ", "Freaky Friday ", "The 40-Year-Old Virgin ", "Shakespeare in Love ", "A Walk Among the Tombstones ", "Kindergarten Cop ", "Pineapple Express ", "Ever After: A Cinderella Story ", "Open Range ", "Flatliners ", "A Bridge Too Far ", "Red Eye ", "Final Destination 2 ", "O Brother, Where Art Thou? ", "Legion ", "Pain & Gain ", "In Good Company ", "Clockstoppers ", "Silverado ", "Brothers ", "Agent Cody Banks 2: Destination London ", "New Year's Eve ", "Original Sin ", "The Raven ", "Welcome to Mooseport ", "Highlander: The Final Dimension ", "Blood and Wine ", "The Curse of the Jade Scorpion ", "Flipper ", "Self/less ", "The Constant Gardener ", "The Passion of the Christ ", "Mrs. Doubtfire ", "Rain Man ", "Gran Torino ", "W. ", "Taken ", "The Best of Me ", "The Bodyguard ", "Schindler's List ", "The Help ", "The Fifth Estate ", "Scooby-Doo 2: Monsters Unleashed ", "Freddy vs. Jason ", "Jimmy Neutron: Boy Genius ", "Cloverfield ", "Teenage Mutant Ninja Turtles II: The Secret of the Ooze ", "The Untouchables ", "No Country for Old Men ", "Ride Along ", "Bridget Jones's Diary ", "Chocolat ", "Legally Blonde 2: Red, White & Blonde ", "Parental Guidance ", "No Strings Attached ", "Tombstone ", "Romeo Must Die ", "Final Destination 3 ", "The Lucky One ", "Bridge to Terabithia ", "Finding Neverland ", "A Madea Christmas ", "The Grey ", "Hide and Seek ", "Anchorman: The Legend of Ron Burgundy ", "Goodfellas ", "Agent Cody Banks ", "Nanny McPhee ", "Scarface ", "Nothing to Lose ", "The Last Emperor ", "Contraband ", "Money Talks ", "There Will Be Blood ", "The Wild Thornberrys Movie ", "Rugrats Go Wild ", "Undercover Brother ", "The Sisterhood of the Traveling Pants ", "Kiss of the Dragon ", "The House Bunny ", "Million Dollar Arm ", "The Giver ", "What a Girl Wants ", "Jeepers Creepers II ", "Good Luck Chuck ", "Cradle 2 the Grave ", "The Hours ", "She's the Man ", "Mr. Bean's Holiday ", "Anacondas: The Hunt for the Blood Orchid ", "Blood Ties ", "August Rush ", "Elizabeth ", "Bride of Chucky ", "Tora! Tora! Tora! ", "Spice World ", "Dance Flick ", "The Shawshank Redemption ", "Crocodile Dundee in Los Angeles ", "Kingpin ", "The Gambler ", "August: Osage County ", "A Lot Like Love ", "Eddie the Eagle ", "He Got Game ", "Don Juan DeMarco ", "Dear John ", "The Losers ", "Don't Be Afraid of the Dark ", "War ", "Punch-Drunk Love ", "EuroTrip ", "Half Past Dead ", "Unaccompanied Minors ", "Bright Lights, Big City ", "The Adventures of Pinocchio ", "The Box ", "The Ruins ", "The Next Best Thing ", "My Soul to Take ", "The Girl Next Door ", "Maximum Risk ", "Stealing Harvard ", "Legend ", "Shark Night 3D ", "Angela's Ashes ", "Draft Day ", "The Conspirator ", "Lords of Dogtown ", "The 33 ", "Big Trouble in Little China ", "Warrior ", "Michael Collins ", "Gettysburg ", "Stop-Loss ", "Abandon ", "Brokedown Palace ", "The Possession ", "Mrs. Winterbourne ", "Straw Dogs ", "The Hoax ", "Stone Cold ", "The Road ", "Underclassman ", "Say It Isn't So ", "The World's Fastest Indian ", "Snakes on a Plane ", "Tank Girl ", "King's Ransom ", "Blindness ", "BloodRayne ", "Where the Truth Lies ", "Without Limits ", "Me and Orson Welles ", "The Best Offer ", "Bad Lieutenant: Port of Call New Orleans ", "Little White Lies ", "Love Ranch ", "The Counselor ", "Dangerous Liaisons ", "On the Road ", "Star Trek IV: The Voyage Home ", "Rocky Balboa ", "Point Break ", "Scream 2 ", "Jane Got a Gun ", "Think Like a Man Too ", "The Whole Nine Yards ", "Footloose ", "Old School ", "The Fisher King ", "I Still Know What You Did Last Summer ", "Return to Me ", "Zack and Miri Make a Porno ", "Nurse Betty ", "The Men Who Stare at Goats ", "Double Take ", "Girl, Interrupted ", "Win a Date with Tad Hamilton! ", "Muppets from Space ", "The Wiz ", "Ready to Rumble ", "Play It to the Bone ", "I Don't Know How She Does It ", "Piranha 3D ", "Beyond the Sea ", "Meet the Deedles ", "The Princess and the Cobbler ", "The Bridge of San Luis Rey ", "Faster ", "Howl's Moving Castle ", "Zombieland ", "King Kong ", "The Waterboy ", "Star Wars: Episode V - The Empire Strikes Back ", "Bad Boys ", "The Naked Gun 2½: The Smell of Fear ", "Final Destination ", "The Ides of March ", "Pitch Black ", "Someone Like You... ", "Her ", "Eddie the Eagle ", "Joy Ride ", "The Adventurer: The Curse of the Midas Box ", "Anywhere But Here ", "Chasing Liberty ", "The Crew ", "Haywire ", "Jaws: The Revenge ", "Marvin's Room ", "The Longshots ", "The End of the Affair ", "Harley Davidson and the Marlboro Man ", "Coco Before Chanel ", "Chéri ", "Vanity Fair ", "1408 ", "Spaceballs ", "The Water Diviner ", "Ghost ", "There's Something About Mary ", "The Santa Clause ", "The Rookie ", "The Game Plan ", "The Bridges of Madison County ", "The Animal ", "The Hundred-Foot Journey ", "The Net ", "I Am Sam ", "Son of God ", "Underworld ", "Derailed ", "The Informant! ", "Shadowlands ", "Deuce Bigalow: European Gigolo ", "Delivery Man ", "Victor Frankenstein ", "Saving Silverman ", "Diary of a Wimpy Kid: Dog Days ", "Summer of Sam ", "Jay and Silent Bob Strike Back ", "The Island ", "The Glass House ", "Hail, Caesar! ", "Josie and the Pussycats ", "Homefront ", "The Little Vampire ", "I Heart Huckabees ", "RoboCop 3 ", "Megiddo: The Omega Code 2 ", "Darling Lili ", "Dudley Do-Right ", "The Transporter Refueled ", "Black Book ", "Joyeux Noel ", "Hit and Run ", "Mad Money ", "Before I Go to Sleep ", "Stone ", "Molière ", "Out of the Furnace ", "Michael Clayton ", "My Fellow Americans ", "Arlington Road ", "To Rome with Love ", "Firefox ", "South Park: Bigger Longer & Uncut ", "Death at a Funeral ", "Teenage Mutant Ninja Turtles III ", "Hardball ", "Silver Linings Playbook ", "Freedom Writers ", "The Transporter ", "Never Back Down ", "The Rage: Carrie 2 ", "Away We Go ", "Swing Vote ", "Moonlight Mile ", "Tinker Tailor Soldier Spy ", "Molly ", "The Beaver ", "The Best Little Whorehouse in Texas ", "eXistenZ ", "Raiders of the Lost Ark ", "Home Alone 2: Lost in New York ", "Close Encounters of the Third Kind ", "Pulse ", "Beverly Hills Cop II ", "Bringing Down the House ", "The Silence of the Lambs ", "Wayne's World ", "Jackass 3D ", "Jaws 2 ", "Beverly Hills Chihuahua ", "The Conjuring ", "Are We There Yet? ", "Tammy ", "Disturbia ", "School of Rock ", "Mortal Kombat ", "White Chicks ", "The Descendants ", "Holes ", "The Last Song ", "12 Years a Slave ", "Drumline ", "Why Did I Get Married Too? ", "Edward Scissorhands ", "Me Before You ", "Madea's Witness Protection ", "Bad Moms ", "Date Movie ", "Return to Never Land ", "Selma ", "The Jungle Book 2 ", "Boogeyman ", "Premonition ", "The Tigger Movie ", "Max ", "Epic Movie ", "Conan the Barbarian ", "Spotlight ", "Lakeview Terrace ", "The Grudge 2 ", "How Stella Got Her Groove Back ", "Bill & Ted's Bogus Journey ", "Man of the Year ", "The American ", "Selena ", "Vampires Suck ", "Babel ", "This Is Where I Leave You ", "Doubt ", "Team America: World Police ", "Texas Chainsaw 3D ", "Copycat ", "Scary Movie 5 ", "Milk ", "Risen ", "Ghost Ship ", "A Very Harold & Kumar 3D Christmas ", "Wild Things ", "The Debt ", "High Fidelity ", "One Missed Call ", "Eye for an Eye ", "The Bank Job ", "Eternal Sunshine of the Spotless Mind ", "You Again ", "Street Kings ", "The World's End ", "Nancy Drew ", "Daybreakers ", "She's Out of My League ", "Monte Carlo ", "Stay Alive ", "Quigley Down Under ", "Alpha and Omega ", "The Covenant ", "Shorts ", "To Die For ", "Nerve ", "Vampires ", "Psycho ", "My Best Friend's Girl ", "Endless Love ", "Georgia Rule ", "Under the Rainbow ", "Simon Birch ", "Reign Over Me ", "Into the Wild ", "School for Scoundrels ", "Silent Hill: Revelation 3D ", "From Dusk Till Dawn ", "Pooh's Heffalump Movie ", "Home for the Holidays ", "Kung Fu Hustle ", "The Country Bears ", "The Kite Runner ", "21 Grams ", "Paparazzi ", "Twilight ", "A Guy Thing ", "Loser ", "The Greatest Story Ever Told ", "Disaster Movie ", "Armored ", "The Man Who Knew Too Little ", "What's Your Number? ", "Lockout ", "Envy ", "Crank: High Voltage ", "Bullets Over Broadway ", "One Night with the King ", "The Quiet American ", "The Weather Man ", "Undisputed ", "Ghost Town ", "12 Rounds ", "Let Me In ", "3 Ninjas Kick Back ", "Be Kind Rewind ", "Mrs Henderson Presents ", "Triple 9 ", "Deconstructing Harry ", "Three to Tango ", "Burnt ", "We're No Angels ", "Everyone Says I Love You ", "Death Sentence ", "Everybody's Fine ", "Superbabies: Baby Geniuses 2 ", "The Man ", "Code Name: The Cleaner ", "Connie and Carla ", "Inherent Vice ", "Doogal ", "Battle of the Year ", "An American Carol ", "Machete Kills ", "Willard ", "Strange Wilderness ", "Topsy-Turvy ", "Little Boy ", "A Dangerous Method ", "A Scanner Darkly ", "Chasing Mavericks ", "Alone in the Dark ", "Bandslam ", "Birth ", "A Most Violent Year ", "Flash of Genius ", "I'm Not There. ", "The Cold Light of Day ", "The Brothers Bloom ", "Synecdoche, New York ", "Bon voyage ", "Can't Stop the Music ", "The Proposition ", "Courage ", "Marci X ", "Equilibrium ", "The Children of Huang Shi ", "The Yards ", "The Oogieloves in the Big Balloon Adventure ", "By the Sea ", "The Game of Their Lives ", "Rapa Nui ", "Dylan Dog: Dead of Night ", "People I Know ", "The Tempest ", "The Painted Veil ", "The Baader Meinhof Complex ", "Dances with Wolves ", "Bad Teacher ", "Sea of Love ", "A Cinderella Story ", "Scream ", "Thir13en Ghosts ", "Back to the Future ", "House on Haunted Hill ", "I Can Do Bad All by Myself ", "The Switch ", "Just Married ", "The Devil's Double ", "Thomas and the Magic Railroad ", "The Crazies ", "Spirited Away ", "The Bounty ", "The Book Thief ", "Sex Drive ", "Leap Year ", "Take Me Home Tonight ", "The Nutcracker ", "Kansas City ", "The Amityville Horror ", "Adaptation. ", "Land of the Dead ", "Fear and Loathing in Las Vegas ", "The Invention of Lying ", "Neighbors ", "The Mask ", "Big ", "Borat: Cultural Learnings of America for Make Benefit Glorious Nation of Kazakhstan ", "Legally Blonde ", "Star Trek III: The Search for Spock ", "The Exorcism of Emily Rose ", "Deuce Bigalow: Male Gigolo ", "Left Behind ", "The Family Stone ", "Barbershop 2: Back in Business ", "Bad Santa ", "Austin Powers: International Man of Mystery ", "My Big Fat Greek Wedding 2 ", "Diary of a Wimpy Kid: Rodrick Rules ", "Predator ", "Amadeus ", "Prom Night ", "Mean Girls ", "Under the Tuscan Sun ", "Gosford Park ", "Peggy Sue Got Married ", "Birdman or (The Unexpected Virtue of Ignorance) ", "Blue Jasmine ", "United 93 ", "Honey ", "Glory ", "Spy Hard ", "The Fog ", "Soul Surfer ", "Observe and Report ", "Conan the Destroyer ", "Raging Bull ", "Love Happens ", "Young Sherlock Holmes ", "Fame ", "127 Hours ", "Small Time Crooks ", "Center Stage ", "Love the Coopers ", "Catch That Kid ", "Life as a House ", "Steve Jobs ", "I Love You, Beth Cooper ", "Youth in Revolt ", "The Legend of the Lone Ranger ", "The Tailor of Panama ", "Getaway ", "The Ice Storm ", "And So It Goes ", "Troop Beverly Hills ", "Being Julia ", "9½ Weeks ", "Dragonslayer ", "The Last Station ", "Ed Wood ", "Labor Day ", "Mongol: The Rise of Genghis Khan ", "RocknRolla ", "Megaforce ", "Hamlet ", "Midnight Special ", "Anything Else ", "The Railway Man ", "The White Ribbon ", "The Wraith ", "The Salton Sea ", "One Man's Hero ", "Renaissance ", "Superbad ", "Step Up 2: The Streets ", "Hoodwinked! ", "Hotel Rwanda ", "Hitman ", "Black Nativity ", "City of Ghosts ", "The Others ", "Aliens ", "My Fair Lady ", "I Know What You Did Last Summer ", "Let's Be Cops ", "Sideways ", "Beerfest ", "Halloween ", "Good Boy! ", "The Best Man Holiday ", "Smokin' Aces ", "Saw 3D: The Final Chapter ", "40 Days and 40 Nights ", "TRON: Legacy ", "A Night at the Roxbury ", "Beastly ", "The Hills Have Eyes ", "Dickie Roberts: Former Child Star ", "McFarland, USA ", "Pitch Perfect ", "Summer Catch ", "A Simple Plan ", "They ", "Larry the Cable Guy: Health Inspector ", "The Adventures of Elmo in Grouchland ", "Brooklyn's Finest ", "Evil Dead ", "My Life in Ruins ", "American Dreamz ", "Superman IV: The Quest for Peace ", "Running Scared ", "Shanghai Surprise ", "The Illusionist ", "Roar ", "Veronica Guerin ", "Escobar: Paradise Lost ", "Southland Tales ", "The Apparition ", "My Girl ", "Fur: An Imaginary Portrait of Diane Arbus ", "Wall Street ", "Sense and Sensibility ", "Becoming Jane ", "Sydney White ", "House of Sand and Fog ", "Dead Poets Society ", "Dumb & Dumber ", "When Harry Met Sally... ", "The Verdict ", "Road Trip ", "Varsity Blues ", "The Artist ", "The Unborn ", "Moonrise Kingdom ", "The Texas Chainsaw Massacre: The Beginning ", "The Young Messiah ", "The Master of Disguise ", "Pan's Labyrinth ", "See Spot Run ", "Baby Boy ", "The Roommate ", "Joe Dirt ", "Double Impact ", "Hot Fuzz ", "The Women ", "Vicky Cristina Barcelona ", "Boys and Girls ", "White Oleander ", "Jennifer's Body ", "Drowning Mona ", "Radio Days ", "Remember Me ", "How to Deal ", "My Stepmother Is an Alien ", "Philadelphia ", "The Thirteenth Floor ", "Duets ", "Hollywood Ending ", "Detroit Rock City ", "Highlander ", "Things We Lost in the Fire ", "Steel ", "The Immigrant ", "The White Countess ", "Trance ", "Soul Plane ", "Good ", "Enter the Void ", "Vamps ", "The Homesman ", "Juwanna Mann ", "Slow Burn ", "Wasabi ", "Slither ", "Beverly Hills Cop ", "Home Alone ", "3 Men and a Baby ", "Tootsie ", "Top Gun ", "Crouching Tiger, Hidden Dragon ", "American Beauty ", "The King's Speech ", "Twins ", "The Yellow Handkerchief ", "The Color Purple ", "The Imitation Game ", "Private Benjamin ", "Diary of a Wimpy Kid ", "Mama ", "National Lampoon's Vacation ", "Bad Grandpa ", "The Queen ", "Beetlejuice ", "Why Did I Get Married? ", "Little Women ", "The Woman in Black ", "When a Stranger Calls ", "Big Fat Liar ", "Wag the Dog ", "The Lizzie McGuire Movie ", "Snitch ", "Krampus ", "The Faculty ", "Cop Land ", "Not Another Teen Movie ", "End of Watch ", "Aloha ", "The Skulls ", "The Theory of Everything ", "Malibu's Most Wanted ", "Where the Heart Is ", "Lawrence of Arabia ", "Halloween II ", "Wild ", "The Last House on the Left ", "The Wedding Date ", "Halloween: Resurrection ", "Clash of the Titans ", "The Princess Bride ", "The Great Debaters ", "Drive ", "Confessions of a Teenage Drama Queen ", "The Object of My Affection ", "28 Weeks Later ", "When the Game Stands Tall ", "Because of Winn-Dixie ", "Love & Basketball ", "Grosse Pointe Blank ", "All About Steve ", "Book of Shadows: Blair Witch 2 ", "The Craft ", "Match Point ", "Ramona and Beezus ", "The Remains of the Day ", "Boogie Nights ", "Nowhere to Run ", "Flicka ", "The Hills Have Eyes II ", "Urban Legends: Final Cut ", "Tuck Everlasting ", "The Marine ", "Keanu ", "Country Strong ", "Disturbing Behavior ", "The Place Beyond the Pines ", "The November Man ", "Eye of the Beholder ", "The Hurt Locker ", "Firestarter ", "Killing Them Softly ", "A Most Wanted Man ", "Freddy Got Fingered ", "The Pirates Who Don't Do Anything: A VeggieTales Movie ", "Highlander: Endgame ", "Idlewild ", "One Day ", "Whip It ", "Confidence ", "The Muse ", "De-Lovely ", "New York Stories ", "Barney's Great Adventure ", "The Man with the Iron Fists ", "Home Fries ", "Here on Earth ", "Brazil ", "Raise Your Voice ", "The Big Lebowski ", "Black Snake Moan ", "Dark Blue ", "A Mighty Heart ", "Whatever It Takes ", "Boat Trip ", "The Importance of Being Earnest ", "Hoot ", "In Bruges ", "Peeples ", "The Rocker ", "Post Grad ", "Promised Land ", "Whatever Works ", "The In Crowd ", "Three Burials ", "Jakob the Liar ", "Kiss Kiss Bang Bang ", "Idle Hands ", "Mulholland Drive ", "You Will Meet a Tall Dark Stranger ", "Never Let Me Go ", "Transsiberian ", "The Clan of the Cave Bear ", "Crazy in Alabama ", "Funny Games ", "Metropolis ", "District B13 ", "Things to Do in Denver When You're Dead ", "The Assassin ", "Buffalo Soldiers ", "Ong-bak 2 ", "The Midnight Meat Train ", "The Son of No One ", "All the Queen's Men ", "The Good Night ", "Groundhog Day ", "Magic Mike XXL ", "Romeo + Juliet ", "Sarah's Key ", "Unforgiven ", "Manderlay ", "Slumdog Millionaire ", "Fatal Attraction ", "Pretty Woman ", "Crocodile Dundee II ", "Born on the Fourth of July ", "Cool Runnings ", "My Bloody Valentine ", "Stomp the Yard ", "The Spy Who Loved Me ", "Urban Legend ", "White Fang ", "Superstar ", "The Iron Lady ", "Jonah: A VeggieTales Movie ", "Poetic Justice ", "All About the Benjamins ", "Vampire in Brooklyn ", "An American Haunting ", "My Boss's Daughter ", "A Perfect Getaway ", "Our Family Wedding ", "Dead Man on Campus ", "Tea with Mussolini ", "Thinner ", "Crooklyn ", "Jason X ", "Bobby ", "Head Over Heels ", "Fun Size ", "Little Children ", "Gossip ", "A Walk on the Moon ", "Catch a Fire ", "Soul Survivors ", "Jefferson in Paris ", "Caravans ", "Mr. Turner ", "Amen. ", "The Lucky Ones ", "Margaret ", "Flipped ", "Brokeback Mountain ", "Teenage Mutant Ninja Turtles ", "Clueless ", "Far from Heaven ", "Hot Tub Time Machine 2 ", "Quills ", "Seven Psychopaths ", "Downfall ", "The Sea Inside ", "Good Morning, Vietnam ", "The Last Godfather ", "Justin Bieber: Never Say Never ", "Black Swan ", "RoboCop ", "The Godfather: Part II ", "Save the Last Dance ", "A Nightmare on Elm Street 4: The Dream Master ", "Miracles from Heaven ", "Dude, Where's My Car? ", "Young Guns ", "St. Vincent ", "About Last Night ", "10 Things I Hate About You ", "The New Guy ", "Loaded Weapon 1 ", "The Shallows ", "The Butterfly Effect ", "Snow Day ", "This Christmas ", "Baby Geniuses ", "The Big Hit ", "Harriet the Spy ", "Child's Play 2 ", "No Good Deed ", "The Mist ", "Ex Machina ", "Being John Malkovich ", "Two Can Play That Game ", "Earth to Echo ", "Crazy/Beautiful ", "Letters from Iwo Jima ", "The Astronaut Farmer ", "Woo ", "Room ", "Dirty Work ", "Serial Mom ", "Dick ", "Light It Up ", "54 ", "Bubble Boy ", "Birthday Girl ", "21 & Over ", "Paris, je t'aime ", "Resurrecting the Champ ", "Admission ", "The Widow of Saint-Pierre ", "Chloe ", "Faithful ", "Brothers ", "Find Me Guilty ", "The Perks of Being a Wallflower ", "Excessive Force ", "Infamous ", "The Claim ", "The Vatican Tapes ", "Attack the Block ", "In the Land of Blood and Honey ", "The Call ", "The Crocodile Hunter: Collision Course ", "I Love You Phillip Morris ", "Antwone Fisher ", "The Emperor's Club ", "True Romance ", "Glengarry Glen Ross ", "The Killer Inside Me ", "Sorority Row ", "Lars and the Real Girl ", "The Boy in the Striped Pajamas ", "Dancer in the Dark ", "Oscar and Lucinda ", "The Funeral ", "Solitary Man ", "Machete ", "Casino Jack ", "The Land Before Time ", "Tae Guk Gi: The Brotherhood of War ", "The Perfect Game ", "The Exorcist ", "Jaws ", "American Pie ", "Ernest & Celestine ", "The Golden Child ", "Think Like a Man ", "Barbershop ", "Star Trek II: The Wrath of Khan ", "Ace Ventura: Pet Detective ", "WarGames ", "Witness ", "Act of Valor ", "Step Up ", "Beavis and Butt-Head Do America ", "Jackie Brown ", "Harold & Kumar Escape from Guantanamo Bay ", "Chronicle ", "Yentl ", "Time Bandits ", "Crossroads ", "Project X ", "One Hour Photo ", "Quarantine ", "The Eye ", "Johnson Family Vacation ", "How High ", "The Muppet Christmas Carol ", "Casino Royale ", "Frida ", "Katy Perry: Part of Me ", "The Fault in Our Stars ", "Rounders ", "Top Five ", "Stir of Echoes ", "Philomena ", "The Upside of Anger ", "Aquamarine ", "Paper Towns ", "Nebraska ", "Tales from the Crypt: Demon Knight ", "Max Keeble's Big Move ", "Young Adult ", "Crank ", "Living Out Loud ", "Das Boot ", "Sorority Boys ", "About Time ", "House of Flying Daggers ", "Arbitrage ", "Project Almanac ", "Cadillac Records ", "Screwed ", "Fortress ", "For Your Consideration ", "Celebrity ", "Running with Scissors ", "From Justin to Kelly ", "Girl 6 ", "In the Cut ", "Two Lovers ", "Last Orders ", "Ravenous ", "Charlie Bartlett ", "The Great Beauty ", "The Dangerous Lives of Altar Boys ", "Stoker ", "2046 ", "Married Life ", "Duma ", "Ondine ", "Brother ", "Welcome to Collinwood ", "Critical Care ", "The Life Before Her Eyes ", "Trade ", "Breakfast of Champions ", "City of Life and Death ", "Home ", "5 Days of War ", "10 Days in a Madhouse ", "Heaven Is for Real ", "Snatch ", "Pet Sematary ", "Gremlins ", "Star Wars: Episode IV - A New Hope ", "Dirty Grandpa ", "Doctor Zhivago ", "High School Musical 3: Senior Year ", "The Fighter ", "My Cousin Vinny ", "If I Stay ", "Major League ", "Phone Booth ", "A Walk to Remember ", "Dead Man Walking ", "Cruel Intentions ", "Saw VI ", "The Secret Life of Bees ", "Corky Romano ", "Raising Cain ", "Invaders from Mars ", "Brooklyn ", "Out Cold ", "The Ladies Man ", "Quartet ", "Tomcats ", "Frailty ", "Woman in Gold ", "Kinsey ", "Army of Darkness ", "Slackers ", "What's Eating Gilbert Grape ", "The Visual Bible: The Gospel of John ", "Vera Drake ", "The Guru ", "The Perez Family ", "Inside Llewyn Davis ", "O ", "Return to the Blue Lagoon ", "Copying Beethoven ", "Poltergeist ", "Saw V ", "Jindabyne ", "An Ideal Husband ", "The Last Days on Mars ", "Darkness ", "2001: A Space Odyssey ", "E.T. the Extra-Terrestrial ", "In the Land of Women ", "There Goes My Baby ", "September Dawn ", "For Greater Glory: The True Story of Cristiada ", "Good Will Hunting ", "Saw III ", "Stripes ", "Bring It On ", "The Purge: Election Year ", "She's All That ", "Precious ", "Saw IV ", "White Noise ", "Madea's Family Reunion ", "The Color of Money ", "The Mighty Ducks ", "The Grudge ", "Happy Gilmore ", "Jeepers Creepers ", "Bill & Ted's Excellent Adventure ", "Oliver! ", "The Best Exotic Marigold Hotel ", "Recess: School's Out ", "Mad Max Beyond Thunderdome ", "The Boy ", "Devil ", "Friday After Next ", "Insidious: Chapter 3 ", "The Last Dragon ", "The Lawnmower Man ", "Nick and Norah's Infinite Playlist ", "Dogma ", "The Banger Sisters ", "Twilight Zone: The Movie ", "Road House ", "A Low Down Dirty Shame ", "Swimfan ", "Employee of the Month ", "Can't Hardly Wait ", "The Outsiders ", "Sinister 2 ", "Sparkle ", "Valentine ", "The Fourth Kind ", "A Prairie Home Companion ", "Sugar Hill ", "Rushmore ", "Skyline ", "The Second Best Exotic Marigold Hotel ", "Kit Kittredge: An American Girl ", "The Perfect Man ", "Mo' Better Blues ", "Kung Pow: Enter the Fist ", "Tremors ", "Wrong Turn ", "The Corruptor ", "Mud ", "Reno 911!: Miami ", "One Direction: This Is Us ", "Hey Arnold! The Movie ", "My Week with Marilyn ", "The Matador ", "Love Jones ", "The Gift ", "End of the Spear ", "Get Over It ", "Office Space ", "Drop Dead Gorgeous ", "Big Eyes ", "Very Bad Things ", "Sleepover ", "MacGruber ", "Dirty Pretty Things ", "Movie 43 ", "The Tourist ", "Over Her Dead Body ", "Seeking a Friend for the End of the World ", "American History X ", "The Collection ", "Teacher's Pet ", "The Red Violin ", "The Straight Story ", "Deuces Wild ", "Bad Words ", "Black or White ", "On the Line ", "Rescue Dawn ", "Danny Collins ", "Jeff, Who Lives at Home ", "I Am Love ", "Atlas Shrugged II: The Strike ", "Romeo Is Bleeding ", "The Limey ", "Crash ", "The House of Mirth ", "Malone ", "Peaceful Warrior ", "Bucky Larson: Born to Be a Star ", "Bamboozled ", "The Forest ", "Sphinx ", "While We're Young ", "A Better Life ", "Spider ", "Gun Shy ", "Nicholas Nickleby ", "The Iceman ", "Cecil B. DeMented ", "Killer Joe ", "The Joneses ", "Owning Mahowny ", "The Brothers Solomon ", "My Blueberry Nights ", "Swept Away ", "War, Inc. ", "Shaolin Soccer ", "The Brown Bunny ", "Rosewater ", "Imaginary Heroes ", "High Heels and Low Lifes ", "Severance ", "Edmond ", "Police Academy: Mission to Moscow ", "Cinco de Mayo, La Batalla ", "An Alan Smithee Film: Burn Hollywood Burn ", "The Open Road ", "The Good Guy ", "Motherhood ", "Blonde Ambition ", "The Oxford Murders ", "Eulogy ", "The Good, the Bad, the Weird ", "The Lost City ", "Next Friday ", "You Only Live Twice ", "Amour ", "Poltergeist III ", "It's a Mad, Mad, Mad, Mad World ", "Richard III ", "Melancholia ", "Jab Tak Hai Jaan ", "Alien ", "The Texas Chain Saw Massacre ", "The Runaways ", "Fiddler on the Roof ", "Thunderball ", "Set It Off ", "The Best Man ", "Child's Play ", "Sicko ", "The Purge: Anarchy ", "Down to You ", "Harold & Kumar Go to White Castle ", "The Contender ", "Boiler Room ", "Black Christmas ", "Henry V ", "The Way of the Gun ", "Igby Goes Down ", "PCU ", "Gracie ", "Trust the Man ", "Hamlet 2 ", "Glee: The 3D Concert Movie ", "Two Evil Eyes ", "All or Nothing ", "Princess Kaiulani ", "Opal Dream ", "Flame and Citron ", "Undiscovered ", "Crocodile Dundee ", "Awake ", "Skin Trade ", "Crazy Heart ", "The Rose ", "Baggage Claim ", "Election ", "The DUFF ", "Glitter ", "Bright Star ", "My Name Is Khan ", "All Is Lost ", "Limbo ", "The Karate Kid ", "Repo! The Genetic Opera ", "Pulp Fiction ", "Nightcrawler ", "Club Dread ", "The Sound of Music ", "Splash ", "Little Miss Sunshine ", "Stand by Me ", "28 Days Later... ", "You Got Served ", "Escape from Alcatraz ", "Brown Sugar ", "A Thin Line Between Love and Hate ", "50/50 ", "Shutter ", "That Awkward Moment ", "Much Ado About Nothing ", "On Her Majesty's Secret Service ", "New Nightmare ", "Drive Me Crazy ", "Half Baked ", "New in Town ", "Syriana ", "American Psycho ", "The Good Girl ", "The Boondock Saints II: All Saints Day ", "Enough Said ", "Easy A ", "Shadow of the Vampire ", "Prom ", "Held Up ", "Woman on Top ", "Anomalisa ", "Another Year ", "8 Women ", "Showdown in Little Tokyo ", "Clay Pigeons ", "It's Kind of a Funny Story ", "Made in Dagenham ", "When Did You Last See Your Father? ", "Prefontaine ", "The Secret of Kells ", "Begin Again ", "Down in the Valley ", "Brooklyn Rules ", "The Singing Detective ", "Fido ", "The Wendell Baker Story ", "Wild Target ", "Pathology ", "10th & Wolf ", "Dear Wendy ", "Aloft ", "Imagine Me & You ", "The Blood of Heroes ", "Driving Miss Daisy ", "Soul Food ", "Rumble in the Bronx ", "Thank You for Smoking ", "Hostel: Part II ", "An Education ", "The Hotel New Hampshire ", "Narc ", "Men with Brooms ", "Witless Protection ", "The Work and the Glory ", "Extract ", "Code 46 ", "Albert Nobbs ", "Persepolis ", "The Neon Demon ", "Harry Brown ", "Spider-Man 3 ", "The Omega Code ", "Juno ", "Diamonds Are Forever ", "The Godfather ", "Flashdance ", "500 Days of Summer ", "The Piano ", "Magic Mike ", "Darkness Falls ", "Live and Let Die ", "My Dog Skip ", "Jumping the Broom ", "The Great Gatsby ", "Good Night, and Good Luck. ", "Capote ", "Desperado ", "Logan's Run ", "The Man with the Golden Gun ", "Action Jackson ", "The Descent ", "Devil's Due ", "Flirting with Disaster ", "The Devil's Rejects ", "Dope ", "In Too Deep ", "Skyfall ", "House of 1000 Corpses ", "A Serious Man ", "Get Low ", "Warlock ", "Beyond the Lights ", "A Single Man ", "The Last Temptation of Christ ", "Outside Providence ", "Bride & Prejudice ", "Rabbit-Proof Fence ", "Who's Your Caddy? ", "Split Second ", "The Other Side of Heaven ", "Redbelt ", "Cyrus ", "A Dog of Flanders ", "Auto Focus ", "Factory Girl ", "We Need to Talk About Kevin ", "The Mighty Macs ", "Mother and Child ", "March or Die ", "Les visiteurs ", "Somewhere ", "Chairman of the Board ", "Hesher ", "Gerry ", "The Heart of Me ", "Freeheld ", "The Extra Man ", "Ca$h ", "Wah-Wah ", "Pale Rider ", "Dazed and Confused ", "The Chumscrubber ", "Shade ", "House at the End of the Street ", "Incendies ", "Remember Me, My Love ", "Elite Squad ", "Annabelle ", "Bran Nue Dae ", "Boyz n the Hood ", "La Bamba ", "Dressed to Kill ", "The Adventures of Huck Finn ", "Go ", "Friends with Money ", "Bats ", "Nowhere in Africa ", "Shame ", "Layer Cake ", "The Work and the Glory II: American Zion ", "The East ", "A Home at the End of the World ", "The Messenger ", "Control ", "The Terminator ", "Good Bye Lenin! ", "The Damned United ", "Mallrats ", "Grease ", "Platoon ", "Fahrenheit 9/11 ", "Butch Cassidy and the Sundance Kid ", "Mary Poppins ", "Ordinary People ", "Around the World in 80 Days ", "West Side Story ", "Caddyshack ", "The Brothers ", "The Wood ", "The Usual Suspects ", "A Nightmare on Elm Street 5: The Dream Child ", "Van Wilder: Party Liaison ", "The Wrestler ", "Duel in the Sun ", "Best in Show ", "Escape from New York ", "School Daze ", "Daddy Day Camp ", "Mystic Pizza ", "Sliding Doors ", "Tales from the Hood ", "The Last King of Scotland ", "Halloween 5 ", "Bernie ", "Pollock ", "200 Cigarettes ", "The Words ", "Casa de mi Padre ", "City Island ", "The Guard ", "College ", "The Virgin Suicides ", "Miss March ", "Wish I Was Here ", "Simply Irresistible ", "Hedwig and the Angry Inch ", "Only the Strong ", "Shattered Glass ", "Novocaine ", "The Wackness ", "Beastmaster 2: Through the Portal of Time ", "The 5th Quarter ", "The Greatest ", "Snow Flower and the Secret Fan ", "Come Early Morning ", "Lucky Break ", "Surfer, Dude ", "Deadfall ", "L'auberge espagnole ", "Song One ", "Murder by Numbers ", "Winter in Wartime ", "The Protector ", "Bend It Like Beckham ", "Sunshine State ", "Crossover ", "[Rec] 2 ", "The Sting ", "Chariots of Fire ", "Diary of a Mad Black Woman ", "Shine ", "Don Jon ", "Ghost World ", "Iris ", "The Chorus ", "Mambo Italiano ", "Wonderland ", "Do the Right Thing ", "Harvard Man ", "Le Havre ", "R100 ", "Salvation Boulevard ", "The Ten ", "Headhunters ", "Saint Ralph ", "Insidious: Chapter 2 ", "Saw II ", "10 Cloverfield Lane ", "Jackass: The Movie ", "Lights Out ", "Paranormal Activity 3 ", "Ouija ", "A Nightmare on Elm Street 3: Dream Warriors ", "The Gift ", "Instructions Not Included ", "Paranormal Activity 4 ", "The Robe ", "Freddy's Dead: The Final Nightmare ", "Monster ", "Paranormal Activity: The Marked Ones ", "Dallas Buyers Club ", "The Lazarus Effect ", "Memento ", "Oculus ", "Clerks II ", "Billy Elliot ", "The Way Way Back ", "House Party 2 ", "Doug's 1st Movie ", "The Apostle ", "Our Idiot Brother ", "The Players Club ", "As Above, So Below ", "Addicted ", "Eve's Bayou ", "Still Alice ", "Friday the 13th Part VIII: Jason Takes Manhattan ", "My Big Fat Greek Wedding ", "Spring Breakers ", "Halloween: The Curse of Michael Myers ", "Y Tu Mamá También ", "Shaun of the Dead ", "The Haunting of Molly Hartley ", "Lone Star ", "Halloween 4: The Return of Michael Myers ", "April Fool's Day ", "Diner ", "Lone Wolf McQuade ", "Apollo 18 ", "Sunshine Cleaning ", "No Escape ", "Fifty Shades of Black ", "Not Easily Broken ", "The Perfect Match ", "Digimon: The Movie ", "Saved! ", "The Barbarian Invasions ", "The Forsaken ", "UHF ", "Slums of Beverly Hills ", "Made ", "Moon ", "The Sweet Hereafter ", "Of Gods and Men ", "Bottle Shock ", "Heavenly Creatures ", "90 Minutes in Heaven ", "Everything Must Go ", "Zero Effect ", "The Machinist ", "Light Sleeper ", "Kill the Messenger ", "Rabbit Hole ", "Party Monster ", "Green Room ", "Atlas Shrugged: Who Is John Galt? ", "Bottle Rocket ", "Albino Alligator ", "Lovely, Still ", "Desert Blue ", "The Visit ", "Redacted ", "Fascination ", "Rudderless ", "I Served the King of England ", "Sling Blade ", "Hostel ", "Tristram Shandy: A Cock and Bull Story ", "Take Shelter ", "Lady in White ", "The Texas Chainsaw Massacre 2 ", "Only God Forgives ", "The Names of Love ", "Savage Grace ", "Police Academy ", "Four Weddings and a Funeral ", "25th Hour ", "Bound ", "Requiem for a Dream ", "Moms' Night Out ", "Donnie Darko ", "Character ", "Spun ", "Mean Machine ", "Exiled ", "After.Life ", "One Flew Over the Cuckoo's Nest ", "Falcon Rising ", "The Sweeney ", "Whale Rider ", "Pan ", "Night Watch ", "The Crying Game ", "Porky's ", "Survival of the Dead ", "Lost in Translation ", "Annie Hall ", "The Greatest Show on Earth ", "Exodus: Gods and Kings ", "Monster's Ball ", "Maggie ", "Leaving Las Vegas ", "The Boy Next Door ", "The Kids Are All Right ", "They Live ", "The Last Exorcism Part II ", "Boyhood ", "Scoop ", "Planet of the Apes ", "The Wash ", "3 Strikes ", "The Cooler ", "The Night Listener ", "The Orphanage ", "A Haunted House 2 ", "The Rules of Attraction ", "Four Rooms ", "Secretary ", "The Real Cancun ", "Talk Radio ", "Waiting for Guffman ", "Love Stinks ", "You Kill Me ", "Thumbsucker ", "Mirrormask ", "Samsara ", "The Barbarians ", "Poolhall Junkies ", "The Loss of Sexual Innocence ", "Joe ", "Shooting Fish ", "Prison ", "Psycho Beach Party ", "The Big Tease ", "Buen Día, Ramón ", "Trust ", "An Everlasting Piece ", "Among Giants ", "Adore ", "Mondays in the Sun ", "Stake Land ", "The Last Time I Committed Suicide ", "Futuro Beach ", "Inescapable ", "Gone with the Wind ", "Desert Dancer ", "Major Dundee ", "Annie Get Your Gun ", "Defendor ", "The Pirate ", "The Good Heart ", "The History Boys ", "Unknown ", "The Full Monty ", "Airplane! ", "Friday ", "Menace II Society ", "Creepshow 2 ", "The Witch ", "I Got the Hook Up ", "She's the One ", "Gods and Monsters ", "The Secret in Their Eyes ", "Evil Dead II ", "Pootie Tang ", "La otra conquista ", "Trollhunter ", "Ira & Abby ", "The Watch ", "Winter Passing ", "D.E.B.S. ", "The Masked Saint ", "March of the Penguins ", "Margin Call ", "Choke ", "Whiplash ", "City of God ", "Human Traffic ", "The Hunt ", "Bella ", "Dreaming of Joseph Lees ", "Maria Full of Grace ", "Beginners ", "Animal House ", "Goldfinger ", "Trainspotting ", "The Original Kings of Comedy ", "Paranormal Activity 2 ", "Waking Ned Devine ", "Bowling for Columbine ", "A Nightmare on Elm Street 2: Freddy's Revenge ", "A Room with a View ", "The Purge ", "Sinister ", "Martin Lawrence Live: Runteldat ", "Air Bud ", "Jason Lives: Friday the 13th Part VI ", "The Bridge on the River Kwai ", "Spaced Invaders ", "Jason Goes to Hell: The Final Friday ", "Dave Chappelle's Block Party ", "Next Day Air ", "Phat Girlz ", "Before Midnight ", "Teen Wolf Too ", "Phantasm II ", "Real Women Have Curves ", "East Is East ", "Whipped ", "Kama Sutra: A Tale of Love ", "Warlock: The Armageddon ", "8 Heads in a Duffel Bag ", "Thirteen Conversations About One Thing ", "Jawbreaker ", "Basquiat ", "Tsotsi ", "DysFunktional Family ", "Tusk ", "Oldboy ", "Letters to God ", "Hobo with a Shotgun ", "Compadres ", "Love's Abiding Joy ", "Bachelorette ", "Tim and Eric's Billion Dollar Movie ", "The Gambler ", "Summer Storm ", "Fort McCoy ", "Chain Letter ", "Just Looking ", "The Divide ", "Alice in Wonderland ", "Tanner Hall ", "Cinderella ", "Central Station ", "Boynton Beach Club ", "Freakonomics ", "High Tension ", "Hustle & Flow ", "Some Like It Hot ", "Friday the 13th Part VII: The New Blood ", "The Wizard of Oz ", "Young Frankenstein ", "Diary of the Dead ", "Ulee's Gold ", "Blazing Saddles ", "Friday the 13th: The Final Chapter ", "Maurice ", "Beer League ", "The Astronaut's Wife ", "Timecrimes ", "A Haunted House ", "2016: Obama's America ", "That Thing You Do! ", "Halloween III: Season of the Witch ", "Kevin Hart: Let Me Explain ", "My Own Private Idaho ", "Garden State ", "Before Sunrise ", "Jesus' Son ", "Robot & Frank ", "My Life Without Me ", "The Spectacular Now ", "Religulous ", "Fuel ", "Dodgeball: A True Underdog Story ", "Eye of the Dolphin ", "8: The Mormon Proposition ", "The Other End of the Line ", "Anatomy ", "Sleep Dealer ", "Super ", "Get on the Bus ", "Thr3e ", "This Is England ", "Go for It! ", "Fantasia ", "Friday the 13th Part III ", "Friday the 13th: A New Beginning ", "The Last Sin Eater ", "Do You Believe? ", "The Best Years of Our Lives ", "Elling ", "Mi America ", "From Russia with Love ", "The Toxic Avenger Part II ", "It Follows ", "Mad Max 2: The Road Warrior ", "The Legend of Drunken Master ", "Boys Don't Cry ", "Silent House ", "The Lives of Others ", "Courageous ", "The Triplets of Belleville ", "Smoke Signals ", "Before Sunset ", "Amores Perros ", "Thirteen ", "Winter's Bone ", "Me and You and Everyone We Know ", "We Are Your Friends ", "Harsh Times ", "Captive ", "Full Frontal ", "Witchboard ", "Shortbus ", "Waltz with Bashir ", "The Book of Mormon Movie, Volume 1: The Journey ", "The Diary of a Teenage Girl ", "In the Shadow of the Moon ", "Inside Deep Throat ", "The Virginity Hit ", "House of D ", "Six-String Samurai ", "Saint John of Las Vegas ", "Stonewall ", "London ", "Sherrybaby ", "Gangster's Paradise: Jerusalema ", "The Lady from Shanghai ", "The Ghastly Love of Johnny X ", "River's Edge ", "Northfork ", "Buried ", "One to Another ", "Carrie ", "A Nightmare on Elm Street ", "Man on Wire ", "Brotherly Love ", "The Last Exorcism ", "El crimen del padre Amaro ", "Beasts of the Southern Wild ", "Songcatcher ", "The Greatest Movie Ever Sold ", "Run Lola Run ", "May ", "In the Bedroom ", "I Spit on Your Grave ", "Happy, Texas ", "My Summer of Love ", "The Lunchbox ", "Yes ", "Foolish ", "Caramel ", "The Bubble ", "Mississippi Mermaid ", "I Love Your Work ", "Dawn of the Dead ", "Waitress ", "Bloodsport ", "The Squid and the Whale ", "Kissing Jessica Stein ", "Exotica ", "Buffalo '66 ", "Insidious ", "Nine Queens ", "The Ballad of Jack and Rose ", "The To Do List ", "Killing Zoe ", "The Believer ", "Session 9 ", "I Want Someone to Eat Cheese With ", "Modern Times ", "Stolen Summer ", "My Name Is Bruce ", "The Salon ", "Amigo ", "Pontypool ", "Trucker ", "The Lords of Salem ", "Jack Reacher ", "Snow White and the Seven Dwarfs ", "The Holy Girl ", "Incident at Loch Ness ", "Lock, Stock and Two Smoking Barrels ", "The Celebration ", "Trees Lounge ", "Journey from the Fall ", "The Basket ", "Eddie: The Sleepwalking Cannibal ", "Mercury Rising ", "The Hebrew Hammer ", "Friday the 13th Part 2 ", "Filly Brown ", "Sex, Lies, and Videotape ", "Saw ", "Super Troopers ", "The Day the Earth Stood Still ", "Monsoon Wedding ", "You Can Count on Me ", "Lucky Number Slevin ", "But I'm a Cheerleader ", "Home Run ", "Reservoir Dogs ", "The Good, the Bad and the Ugly ", "The Second Mother ", "Blue Like Jazz ", "Down and Out with the Dolls ", "Pink Ribbons, Inc. ", "Airborne ", "Waiting... ", "From a Whisper to a Scream ", "Beyond the Black Rainbow ", "The Raid: Redemption ", "Rocky ", "The Fog ", "Unfriended ", "The Howling ", "Dr. No ", "Chernobyl Diaries ", "Hellraiser ", "God's Not Dead 2 ", "Cry_Wolf ", "Blue Valentine ", "Transamerica ", "The Devil Inside ", "Beyond the Valley of the Dolls ", "The Green Inferno ", "The Sessions ", "Next Stop Wonderland ", "Juno ", "Frozen River ", "20 Feet from Stardom ", "Two Girls and a Guy ", "Walking and Talking ", "Who Killed the Electric Car? ", "The Broken Hearts Club: A Romantic Comedy ", "Goosebumps ", "Slam ", "Brigham City ", "Orgazmo ", "All the Real Girls ", "Dream with the Fishes ", "Blue Car ", "Luminarias ", "Wristcutters: A Love Story ", "The Battle of Shaker Heights ", "The Lovely Bones ", "The Act of Killing ", "Taxi to the Dark Side ", "Once in a Lifetime: The Extraordinary Story of the New York Cosmos ", "Antarctica: A Year on Ice ", "A Lego Brickumentary ", "Hardflip ", "The House of the Devil ", "The Perfect Host ", "Safe Men ", "The Specials ", "Alone with Her ", "Creative Control ", "Special ", "In Her Line of Fire ", "The Jimmy Show ", "On the Waterfront ", "L!fe Happens ", "4 Months, 3 Weeks and 2 Days ", "Hard Candy ", "The Quiet ", "Fruitvale Station ", "The Brass Teapot ", "The Hammer ", "Snitch ", "Latter Days ", "For a Good Time, Call... ", "Time Changer ", "A Separation ", "Welcome to the Dollhouse ", "Ruby in Paradise ", "Raising Victor Vargas ", "Deterrence ", "Not Cool ", "Dead Snow ", "Saints and Soldiers ", "American Graffiti ", "Aqua Teen Hunger Force Colon Movie Film for Theaters ", "Safety Not Guaranteed ", "Kill List ", "The Innkeepers ", "The Unborn ", "Interview with the Assassin ", "Donkey Punch ", "Hoop Dreams ", "L.I.E. ", "King Kong ", "House of Wax ", "Half Nelson ", "Naturally Native ", "Hav Plenty ", "Top Hat ", "The Blair Witch Project ", "Woodstock ", "Mercy Streets ", "Arnolds Park ", "Broken Vessels ", "A Hard Day's Night ", "Fireproof ", "Benji ", "Open Water ", "Kingdom of the Spiders ", "The Station Agent ", "To Save a Life ", "Beyond the Mat ", "The Singles Ward ", "Osama ", "Sholem Aleichem: Laughing in the Darkness ", "Groove ", "The R.M. ", "Twin Falls Idaho ", "Mean Creek ", "Hurricane Streets ", "Never Again ", "Civil Brand ", "Lonesome Jim ", "Seven Samurai ", "The Other Dream Team ", "Finishing the Game: The Search for a New Bruce Lee ", "Rubber ", "Home ", "Kiss the Bride ", "The Slaughter Rule ", "Monsters ", "The Living Wake ", "Detention of the Dead ", "Oz the Great and Powerful ", "Straight Out of Brooklyn ", "Bloody Sunday ", "Conversations with Other Women ", "Poultrygeist: Night of the Chicken Dead ", "42nd Street ", "Metropolitan ", "Napoleon Dynamite ", "Blue Ruin ", "Paranormal Activity ", "Monty Python and the Holy Grail ", "Quinceañera ", "Tarnation ", "I Want Your Money ", "The Beyond ", "What Happens in Vegas ", "Trekkies ", "The Broadway Melody ", "Maniac ", "Murderball ", "American Ninja 2: The Confrontation ", "Halloween ", "Tumbleweeds ", "The Prophecy ", "When the Cat's Away ", "Pieces of April ", "Old Joy ", "Wendy and Lucy ", "Nothing But a Man ", "First Love, Last Rites ", "Fighting Tommy Riley ", "Across the Universe ", "Locker 13 ", "Compliance ", "Chasing Amy ", "Lovely & Amazing ", "Better Luck Tomorrow ", "The Incredibly True Adventure of Two Girls in Love ", "Chuck & Buck ", "American Desi ", "Cube ", "Love and Other Catastrophes ", "I Married a Strange Person! ", "November ", "Like Crazy ", "Sugar Town ", "The Canyons ", "Burn ", "Urbania ", "The Beast from 20,000 Fathoms ", "Swingers ", "A Fistful of Dollars ", "Short Cut to Nirvana: Kumbh Mela ", "The Grace Card ", "Middle of Nowhere ", "Call + Response ", "Side Effects ", "The Trials of Darryl Hunt ", "Children of Heaven ", "Weekend ", "She's Gotta Have It ", "Another Earth ", "Sweet Sweetback's Baadasssss Song ", "Tadpole ", "Once ", "The Horse Boy ", "The Texas Chain Saw Massacre ", "Roger & Me ", "Your Sister's Sister ", "Facing the Giants ", "The Gallows ", "Hollywood Shuffle ", "The Lost Skeleton of Cadavra ", "Cheap Thrills ", "The Last House on the Left ", "Pi ", "20 Dates ", "Super Size Me ", "The FP ", "Happy Christmas ", "The Brothers McMullen ", "Tiny Furniture ", "George Washington ", "Smiling Fish & Goat on Fire ", "The Legend of God's Gun ", "Clerks ", "Pink Narcissus ", "In the Company of Men ", "Sabotage ", "Slacker ", "The Puffy Chair ", "Pink Flamingos ", "Clean ", "The Circle ", "Primer ", "Cavite ", "El Mariachi ", "Newlyweds ", "My Date with Drew " ], "legendgroup": "", "marker": { "color": "blue", "line": { "color": "blue" } }, "name": "", "notched": false, "offsetgroup": "", "opacity": 0.6, "orientation": "v", "showlegend": false, "type": "box", "x0": " ", "xaxis": "x", "y": [ 723, 302, 602, 813, 462, 392, 324, 635, 375, 673, 434, 403, 313, 450, 733, 258, 703, 448, 451, 422, 599, 343, 509, 251, 446, 315, 516, 377, 644, 750, 300, 608, 451, 334, 376, 366, 378, 525, 495, 469, 304, 436, 453, 422, 424, 654, 539, 590, 338, 490, 306, 575, 428, 470, 488, 322, 421, 162, 367, 240, 384, 248, 284, 396, 645, 408, 219, 486, 682, 85, 264, 418, 186, 585, 91, 250, 536, 370, 453, 416, 401, 521, 218, 576, 226, 443, 384, 377, 188, 286, 288, 280, 653, 712, 642, 645, 187, 362, 500, 389, 235, 231, 218, 227, 275, 474, 228, 191, 396, 248, 329, 295, 318, 323, 276, 318, 478, 167, 185, 350, 245, 406, 275, 486, 739, 298, 516, 225, 145, 310, 526, 465, 357, 194, 284, 280, 310, 339, 132, 135, 256, 196, 220, 211, 264, 464, 167, 208, 287, 210, 432, 256, 135, 190, 314, 518, 291, 292, 184, 145, 451, 141, 267, 351, 163, 166, 510, 197, 244, 322, 156, 354, 252, 556, 166, 362, 153, 329, 266, 517, 502, 165, 401, 94, 246, 330, 434, 440, 274, 245, 349, 145, 154, 233, 258, 208, 271, 403, 294, 159, 289, 342, 382, 344, 196, 85, 436, 183, 175, 239, 237, 231, 262, 552, 276, 267, 102, 775, 71, 476, 207, 492, 284, 168, 283, 539, 359, 284, 250, 440, 320, 257, 152, 231, 348, 738, 93, 181, 369, 179, 358, 160, 192, 198, 233, 263, 267, 184, 447, 366, 172, 104, 181, 327, 125, 79, 326, 354, 297, 188, 174, 109, 225, 239, 101, 228, 568, 257, 62, 175, 265, 252, 232, 400, 230, 210, 357, 300, 94, 267, 180, 265, 81, 765, 80, 141, 383, 193, 170, 333, 203, 321, 174, 166, 606, 144, 192, 511, 188, 212, 245, 127, 167, 320, 163, 78, 289, 66, 266, 208, 97, 202, 233, 136, 154, 169, 200, 255, 173, 221, 82, 233, 343, 308, 301, 328, 294, 175, 199, 355, 198, 529, 198, 412, 106, 283, 61, 217, 175, 191, 316, 127, 185, 191, 188, 362, 181, 352, 143, 308, 517, 148, 415, 146, 70, 269, 198, 253, 281, 122, 159, 180, 227, 183, 157, 196, 64, 142, 181, 240, 93, 84, 66, 136, 166, 201, 47, 175, 114, 221, 206, 239, 142, 186, 228, 256, 222, 298, 84, 236, 157, 81, 187, 238, 107, 459, 187, 151, 80, 229, 158, 190, 98, 135, 382, 393, 149, 94, 138, 432, 173, 91, 238, 345, 377, 170, 191, 424, 154, 673, 383, 153, 166, 180, 125, 234, 134, 91, 139, 265, 145, 490, 141, 163, 155, 144, 226, 204, 139, 215, 198, 325, 53, 167, 46, 147, 276, 80, 406, 97, 143, 106, 178, 102, 209, 152, 129, 124, 35, 166, 137, 121, 87, 233, 132, 258, 162, 61, 113, 174, 101, 205, 123, 79, 61, 202, 145, 101, 113, 113, 272, 205, 186, 178, 169, 210, 140, 156, 150, 119, 232, 49, 165, 202, 306, 185, 177, 181, 372, 290, 316, 122, 164, 147, 219, 167, 70, 384, 179, 151, 107, 134, 269, 143, 241, 161, 298, 89, 140, 362, 124, 190, 132, 53, 91, 284, 152, 131, 132, 67, 74, 114, 294, 308, 435, 117, 108, 141, 176, 230, 234, 164, 91, 132, 262, 299, 128, 109, 88, 261, 73, 208, 205, 256, 103, 191, 147, 79, 486, 75, 142, 144, 153, 284, 247, 107, 141, 358, 160, 355, 235, 59, 388, 371, 82, 297, 261, 120, 228, 76, 185, 128, 237, 105, 242, 360, 112, 189, 151, 92, 79, 81, 51, 261, 197, 159, 286, 156, 176, 293, 141, 304, 40, 280, 180, 125, 237, 209, 238, 393, 138, 142, 90, 219, 327, 149, 193, 175, 538, 313, 159, 80, 488, 153, 173, 156, 307, 322, 169, 74, 72, 86, 242, 141, 313, 280, 176, 279, 241, 185, 117, 239, 230, 94, 134, 136, 315, 96, 60, 60, 308, 127, 196, 339, 96, 361, 226, 194, 138, 308, 40, 42, 68, 78, 178, 75, 150, 113, 596, 191, 156, 460, 141, 180, 186, 161, 568, 249, 137, 113, 213, 120, 81, 265, 105, 155, 118, 131, 166, 60, 77, 249, 213, 121, 315, 171, 96, 299, 167, 125, 387, 199, 136, 436, 73, 310, 323, 171, 76, 173, 81, 242, 110, 328, 83, 196, 34, 118, 81, 47, 313, 315, 225, 223, 198, 219, 92, 435, 111, 138, 415, 170, 306, 211, 49, 161, 156, 172, 161, 258, 95, 105, 198, 79, 210, 125, 149, 77, 225, 98, 172, 117, 240, 123, 110, 100, 189, 212, 127, 196, 115, 161, 223, 181, 140, 54, 81, 579, 56, 490, 218, 142, 57, 84, 186, 133, 246, 253, 144, 117, 157, 60, 117, 287, 96, 125, 117, 149, 131, 150, 92, 169, 57, 171, 53, 153, 491, 247, 26, 292, 114, 82, 201, 231, 55, 110, 354, 140, 304, 45, 49, 146, 60, 189, 206, 118, 210, 76, 149, 62, 224, 265, 135, 100, 123, 164, 238, 264, 47, 50, 153, 202, 178, 84, 44, 93, 277, 76, 197, 186, 224, 202, 279, 110, 190, 136, 121, 131, 127, 160, 78, 209, 98, 391, 279, 216, 250, 78, 106, 194, 558, 183, 238, 186, 144, 156, 215, 140, 133, 203, 127, 155, 98, 299, 212, 413, 67, 109, 457, 156, 55, 272, 117, 539, 169, 140, 330, 120, 190, 177, 65, 145, 321, 230, 143, 55, 279, 143, 310, 116, 105, 419, 64, 359, 166, 525, 165, 87, 117, 113, 349, 152, 288, 358, 204, 156, 171, 76, 97, 157, 267, 118, 291, 68, 228, 36, 105, 276, 93, 191, 143, 124, 47, 66, 118, 93, 235, 113, 51, 98, 315, 136, 61, 209, 99, 298, 131, 146, 245, 104, 162, 259, 79, 141, 59, 236, 356, 120, 208, 174, 59, 22, 34, 214, 186, 50, 180, 231, 105, 226, 75, 82, 296, 103, 98, 48, 223, 149, 371, 75, 233, 150, 172, 103, 140, 125, 125, 36, 295, 222, 158, 72, 72, 152, 89, 93, 46, 84, 142, 185, 143, 178, 65, 73, 72, 35, 358, 151, 140, 201, 77, 43, 39, 207, 47, 132, 454, 109, 213, 127, 398, 184, 127, 167, 119, 155, 218, 117, 208, 38, 48, 94, 276, 59, 216, 173, 99, 42, 25, 339, 127, 122, 105, 144, 156, 323, 199, 164, 39, 43, 82, 150, 168, 432, 60, 85, 83, 343, 106, 158, 189, 125, 87, 115, 24, 152, 656, 119, 161, 73, 96, 28, 105, 102, 206, 159, 137, 116, 177, 99, 56, 117, 252, 375, 150, 187, 108, 21, 270, 72, 154, 114, 27, 166, 288, 117, 291, 151, 36, 168, 283, 127, 293, 95, 213, 119, 167, 98, 234, 258, 108, 81, 538, 224, 129, 125, 433, 362, 93, 71, 104, 319, 41, 300, 556, 161, 151, 212, 111, 173, 181, 252, 216, 203, 218, 118, 241, 119, 89, 209, 374, 235, 215, 109, 125, 65, 125, 191, 191, 221, 459, 131, 118, 100, 70, 138, 274, 349, 341, 196, 83, 283, 105, 351, 16, 195, 175, 193, 169, 128, 249, 91, 207, 77, 25, 211, 19, 101, 342, 147, 420, 138, 82, 201, 82, 277, 90, 157, 124, 146, 303, 70, 283, 212, 98, 110, 146, 100, 62, 70, 107, 169, 94, 190, 112, 12, 201, 34, 104, 55, 86, 50, 181, 260, 40, 102, 371, 49, 335, 86, 40, 242, 70, 135, 125, 54, 104, 157, 78, 32, 75, 219, 83, 53, 61, 308, 70, 41, 224, 66, 253, 79, 94, 77, 106, 30, 488, 118, 214, 187, 370, 276, 76, 95, 211, 97, 174, 23, 103, 98, 273, 279, 65, 98, 116, 76, 106, 55, 172, 47, 107, 323, 37, 297, 302, 38, 31, 118, 546, 86, 194, 437, 378, 170, 341, 139, 393, 224, 203, 148, 131, 350, 129, 40, 289, 72, 89, 265, 54, 126, 110, 138, 31, 95, 267, 175, 63, 85, 44, 334, 78, 199, 186, 77, 68, 261, 122, 340, 493, 208, 134, 275, 120, 144, 332, 104, 116, 177, 127, 83, 97, 256, 225, 83, 160, 191, 74, 238, 177, 405, 61, 285, 124, 164, 120, 90, 120, 117, 226, 223, 193, 228, 360, 148, 128, 46, 63, 193, 122, 228, 212, 392, 208, 137, 119, 195, 95, 164, 211, 91, 97, 32, 270, 89, 219, 180, 93, 173, 121, 298, 158, 248, 155, 105, 224, 129, 101, 227, 13, 171, 119, 44, 188, 166, 584, 67, 233, 112, 151, 63, 335, 24, 147, 10, 12, 50, 149, 95, 297, 90, 56, 274, 68, 98, 256, 117, 107, 52, 135, 211, 81, 107, 100, 195, 121, 285, 103, 192, 90, 258, 56, 197, 254, 299, 152, 53, 67, 88, 163, 371, 418, 131, 98, 119, 133, 88, 522, 43, 224, 122, 75, 441, 163, 63, 90, 163, 197, 93, 15, 260, 18, 70, 183, 261, 167, 42, 130, 66, 449, 121, 536, 135, 74, 168, 464, 204, 96, 223, 112, 142, 166, 114, 214, 126, 157, 104, 304, 191, 55, 59, 108, 50, 216, 472, 89, 229, 268, 145, 177, 175, 131, 41, 30, 57, 391, 217, 452, 589, 61, 79, 234, 253, 123, 145, 65, 152, 94, 119, 487, 121, 147, 85, 98, 39, 43, 108, 209, 131, 316, 159, 63, 267, 478, 305, 397, 214, 82, 138, 69, 253, 304, 634, 111, 77, 120, 63, 417, 59, 218, 359, 101, 85, 64, 263, 450, 162, 85, 110, 165, 64, 44, 147, 242, 244, 73, 232, 63, 239, 158, 152, 105, 36, 181, 219, 158, 155, 74, 368, 81, 154, 140, 73, 98, 358, 222, 85, 62, 130, 376, 130, 65, 77, 107, 292, 184, 123, 60, 111, 217, 117, 105, 124, 90, 110, 273, 63, 134, 221, 291, 148, 42, 302, 64, 154, 17, 65, 148, 161, 124, 349, 148, 45, 133, 178, 233, 173, 426, 210, 129, 287, 108, 220, 136, 222, 112, 122, 62, 135, 184, 36, 171, 447, 220, 122, 119, 177, 302, 44, 211, 222, 100, 100, 98, 74, 97, 21, 156, 125, 225, 85, 135, 350, 177, 106, 251, 148, 76, 52, 220, 131, 112, 93, 370, 83, 125, 98, 158, 152, 202, 80, 288, 222, 194, 63, 167, 101, 118, 76, 268, 95, 78, 127, 137, 54, 167, 129, 217, 134, 253, 46, 232, 92, 153, 49, 56, 224, 175, 197, 226, 335, 157, 69, 46, 217, 55, 200, 93, 265, 82, 32, 42, 116, 23, 178, 226, 406, 57, 100, 366, 242, 309, 85, 48, 174, 373, 224, 94, 273, 66, 459, 68, 123, 488, 146, 168, 152, 133, 139, 245, 84, 70, 216, 170, 181, 226, 24, 408, 180, 181, 192, 79, 128, 147, 49, 75, 270, 29, 398, 38, 45, 81, 88, 116, 129, 151, 198, 66, 167, 127, 109, 174, 91, 151, 94, 91, 148, 141, 114, 79, 33, 83, 199, 71, 62, 175, 322, 112, 216, 48, 44, 162, 213, 298, 119, 251, 92, 58, 73, 28, 19, 287, 233, 86, 160, 126, 50, 52, 260, 231, 99, 159, 199, 119, 120, 180, 317, 44, 22, 143, 72, 70, 264, 20, 190, 142, 27, 355, 31, 87, 126, 285, 60, 23, 229, 143, 97, 28, 160, 124, 280, 118, 49, 336, 51, 252, 106, 285, 163, 195, 123, 52, 129, 60, 123, 84, 125, 106, 247, 156, 271, 45, 133, 84, 70, 32, 51, 73, 169, 365, 113, 18, 10, 16, 196, 212, 445, 446, 108, 223, 63, 43, 211, 421, 214, 92, 574, 216, 140, 28, 36, 65, 53, 394, 80, 45, 47, 90, 30, 165, 155, 118, 314, 103, 183, 77, 171, 64, 92, 112, 69, 75, 180, 53, 129, 61, 226, 116, 248, 23, 98, 168, 159, 97, 88, 85, 181, 257, 95, 423, 93, 203, 38, 183, 75, 18, 22, 41, 148, 231, 115, 176, 98, 149, 138, 78, 288, 299, 27, 155, 275, 43, 163, 168, 60, 85, 539, 84, 171, 140, 85, 217, 131, 111, 466, 16, 276, 11, 196, 234, 37, 171, 148, 50, 121, 185, 61, 156, 75, 100, 511, 75, 148, 253, 204, 72, 62, 549, 106, 123, 597, 64, 40, 111, 151, 31, 81, 99, 80, 364, 85, 140, 184, 89, 61, 112, 166, 474, 165, 131, 29, 43, 111, 333, 37, 122, 285, 156, 293, 233, 282, 57, 153, 324, 122, 156, 161, 69, 258, 174, 141, 31, 222, 273, 91, 190, 427, 93, 292, 180, 94, 112, 20, 84, 120, 103, 59, 86, 114, 290, 80, 98, 88, 13, 60, 154, 274, 110, 173, 165, 45, 45, 377, 43, 201, 192, 77, 350, 81, 81, 27, 111, 107, 34, 151, 289, 76, 150, 67, 36, 149, 156, 64, 210, 113, 390, 5, 248, 137, 214, 104, 81, 175, 20, 69, 166, 160, 32, 72, 53, 76, 401, 31, 65, 45, 260, 129, 58, 103, 45, 345, 232, 116, 148, 79, 167, 350, 99, 231, 119, 182, 245, 69, 26, 168, 27, 28, 146, 67, 93, 28, 131, 21, 9, 138, 42, 92, 143, 160, 92, 286, 43, 69, 242, 149, 198, 147, 36, 181, 97, 167, 47, 308, 246, 29, 252, 102, 134, 136, 10, 31, 220, 241, 252, 156, 192, 351, 57, 99, 343, 163, 110, 233, 91, 169, 142, 50, 195, 129, 156, 103, 217, 134, 146, 159, 111, 187, 44, 588, 415, 279, 97, 60, 27, 212, 110, 190, 77, 151, 111, 64, 134, 450, 128, 68, 97, 54, 99, 412, 107, 192, 25, 104, 146, 124, 107, 11, 93, 38, 60, 184, 148, 217, 160, 209, 40, 85, 263, 128, 186, 292, 70, 79, 10, 112, 256, 97, 142, 187, 193, 40, 38, 239, 250, 82, 140, 129, 285, 91, 318, 52, 56, 186, 178, 140, 469, 63, 148, 265, 75, 113, 223, 50, 125, 81, 37, 44, 197, 543, 112, 153, 94, 157, 21, 236, 50, 106, 106, 173, 145, 31, 105, 114, 69, 150, 72, 158, 96, 84, 114, 79, 103, 67, 576, 178, 487, 196, 24, 56, 406, 51, 41, 138, 78, 40, 285, 124, 275, 67, 103, 300, 84, 64, 158, 46, 15, 68, 111, 65, 109, 42, 112, 146, 36, 230, 64, 393, 75, 67, 216, 54, 208, 32, 40, 40, 251, 94, 102, 21, 94, 173, 287, 176, 479, 27, 60, 70, 454, 25, 111, 393, 55, 157, 280, 109, 41, 27, 462, 152, 69, 130, 66, 238, 198, 154, 131, 97, 355, 138, 102, 419, 37, 78, 181, 220, 349, 241, 103, 151, 344, 185, 112, 676, 74, 65, 274, 50, 96, 68, 111, 128, 160, 93, 278, 81, 58, 153, 25, 46, 161, 108, 69, 78, 129, 135, 96, 417, 172, 88, 388, 45, 414, 291, 97, 37, 90, 81, 221, 230, 119, 97, 119, 42, 24, 208, 42, 44, 230, 46, 249, 197, 71, 190, 50, 63, 104, 49, 300, 43, 132, 97, 242, 218, 49, 172, 68, 223, 59, 252, 223, 328, 150, 21, 28, 250, 260, 141, 52, 205, 109, 110, 177, 62, 19, 50, 147, 222, 106, 136, 131, 140, 418, 94, 82, 32, 72, 39, 264, 86, 112, 101, 10, 43, 331, 38, 12, 40, 34, 125, 56, 160, 71, 37, 62, 73, 25, 205, 195, 61, 77, 251, 63, 47, 108, 64, 20, 2, 262, 69, 57, 116, 87, 357, 348, 88, 181, 107, 132, 401, 192, 157, 62, 4, 84, 669, 492, 149, 101, 102, 63, 106, 50, 275, 90, 133, 49, 19, 186, 185, 42, 37, 45, 57, 25, 59, 58, 330, 489, 242, 40, 112, 84, 251, 113, 23, 421, 32, 52, 81, 39, 63, 47, 111, 168, 165, 104, 150, 61, 226, 21, 217, 94, 364, 19, 129, 71, 93, 399, 110, 285, 61, 242, 121, 83, 122, 120, 225, 167, 226, 185, 177, 28, 48, 116, 391, 117, 24, 86, 41, 304, 385, 145, 99, 29, 77, 91, 148, 61, 84, 83, 216, 107, 63, 140, 153, 414, 16, 139, 111, 229, 207, 198, 172, 45, 34, 75, 400, 128, 68, 326, 128, 161, 164, 354, 125, 66, 191, 433, 66, 37, 325, 170, 24, 96, 53, 274, 248, 288, 177, 81, 29, 58, 144, 114, 132, 60, 30, 138, 190, 61, 131, 146, 280, 78, 469, 194, 121, 38, 123, 81, 72, 25, 78, 69, 42, 149, 165, 74, 1, 82, 151, 98, 183, 282, 158, 89, 128, 410, 54, 141, 57, 216, 80, 77, 101, 156, 109, 62, 33, 52, 351, 37, 58, 175, 75, 161, 203, 188, 221, 66, 80, 25, 169, 70, 15, 535, 92, 14, 78, 223, 160, 75, 105, 120, 108, 285, 215, 81, 5, 43, 43, 161, 210, 52, 139, 165, 96, 323, 190, 173, 46, 59, 22, 203, 77, 190, 81, 56, 264, 44, 117, 159, 273, 26, 242, 55, 48, 166, 206, 92, 78, 83, 8, 86, 85, 76, 60, 189, 82, 120, 183, 211, 14, 179, 221, 158, 73, 65, 23, 63, 132, 191, 91, 368, 89, 83, 33, 386, 191, 16, 297, 47, 63, 144, 77, 325, 100, 52, 163, 137, 180, 321, 100, 265, 162, 147, 33, 94, 143, 38, 126, 91, 46, 198, 139, 182, 181, 23, 30, 111, 287, 96, 27, 44, 49, 57, 185, 2, 270, 94, 157, 49, 80, 221, 90, 376, 144, 82, 51, 192, 71, 79, 246, 115, 129, 73, 43, 200, 79, 17, 12, 29, 23, 22, 43, 20, 71, 27, 152, 52, 55, 130, 447, 66, 61, 56, 439, 50, 392, 277, 259, 66, 129, 29, 32, 142, 263, 285, 64, 150, 136, 132, 186, 46, 117, 136, 15, 65, 100, 129, 67, 76, 81, 26, 24, 80, 41, 35, 133, 66, 273, 32, 52, 175, 132, 66, 222, 210, 346, 46, 81, 147, 215, 534, 66, 119, 43, 270, 99, 224, 58, 53, 37, 11, 327, 135, 164, 41, 143, 109, 59, 40, 121, 358, 288, 107, 91, 231, 262, 196, 83, 11, 72, 328, 248, 128, 45, 49, 163, 163, 90, 23, 118, 283, 74, 41, 66, 140, 32, 68, 79, 26, 100, 56, 85, 21, 61, 34, 62, 239, 252, 278, 9, 127, 9, 35, 6, 192, 133, 222, 242, 253, 224, 392, 39, 387, 120, 208, 51, 331, 83, 324, 140, 136, 79, 52, 490, 351, 271, 93, 112, 118, 35, 342, 137, 50, 261, 180, 28, 750, 202, 341, 160, 31, 71, 281, 114, 72, 119, 74, 25, 39, 27, 158, 223, 25, 97, 117, 389, 34, 161, 6, 16, 301, 12, 134, 103, 39, 133, 104, 27, 49, 38, 152, 74, 25, 224, 226, 36, 142, 271, 33, 64, 18, 121, 14, 137, 111, 97, 73, 486, 149, 4, 200, 84, 217, 183, 204, 153, 145, 93, 124, 120, 288, 130, 145, 62, 188, 120, 71, 52, 18, 162, 88, 96, 391, 32, 119, 201, 22, 52, 34, 88, 25, 252, 137, 231, 115, 67, 216, 133, 149, 261, 42, 152, 76, 149, 35, 108, 17, 129, 84, 147, 17, 16, 63, 56, 36, 47, 26, 162, 88, 43, 136, 111, 112, 161, 68, 25, 222, 119, 90, 62, 71, 364, 122, 100, 112, 67, 91, 103, 27, 205, 72, 48, 65, 284, 47, 318, 250, 411, 106, 159, 251, 183, 131, 297, 41, 248, 42, 91, 185, 220, 471, 152, 274, 336, 174, 151, 276, 12, 28, 95, 179, 22, 196, 9, 31, 309, 129, 168, 444, 123, 173, 246, 74, 68, 144, 96, 42, 29, 228, 195, 203, 59, 45, 12, 29, 121, 135, 56, 59, 60, 81, 415, 120, 195, 109, 93, 12, 155, 81, 204, 19, 163, 248, 39, 322, 12, 83, 37, 27, 31, 371, 133, 13, 44, 99, 104, 303, 122, 359, 130, 159, 440, 87, 121, 45, 84, 202, 120, 234, 49, 283, 54, 92, 54, 98, 138, 149, 29, 111, 149, 256, 232, 63, 75, 274, 265, 154, 44, 314, 153, 256, 123, 149, 323, 172, 161, 548, 177, 230, 27, 22, 157, 125, 300, 69, 143, 51, 163, 52, 40, 50, 45, 121, 114, 116, 115, 15, 41, 31, 232, 43, 68, 51, 33, 26, 109, 34, 31, 141, 64, 215, 12, 70, 36, 157, 31, 53, 21, 78, 41, 61, 112, 349, 122, 134, 20, 28, 95, 425, 19, 43, 127, 262, 252, 31, 39, 337, 30, 265, 50, 50, 9, 169, 290, 159, 535, 214, 47, 349, 60, 16, 155, 261, 94, 164, 134, 53, 264, 94, 215, 138, 55, 361, 411, 24, 35, 158, 122, 16, 112, 114, 49, 37, 405, 29, 81, 75, 82, 48, 33, 22, 30, 79, 49, 42, 152, 23, 254, 305, 19, 272, 5, 5, 156, 82, 175, 40, 8, 63, 20, 174, 451, 21, 343, 71, 35, 73, 251, 159, 181, 110, 213, 129, 280, 61, 121, 166, 29, 20, 107, 173, 129, 30, 75, 162, 26, 63, 205, 121, 74, 252, 72, 220, 197, 14, 191, 18, 28, 22, 62, 47, 238, 28, 25, 172, 8, 99, 235, 160, 18, 11, 97, 67, 4, 167, 49, 533, 177, 77, 123, 218, 215, 34, 167, 56, 211, 157, 126, 365, 151, 158, 118, 39, 108, 65, 160, 231, 7, 168, 107, 123, 46, 46, 51, 45, 74, 34, 78, 30, 90, 94, 45, 60, 363, 14, 359, 256, 194, 10, 311, 85, 663, 39, 130, 181, 114, 179, 225, 77, 124, 195, 76, 16, 109, 51, 35, 22, 287, 173, 61, 110, 110, 53, 106, 445, 94, 75, 97, 37, 84, 127, 32, 120, 31, 100, 14, 35, 178, 46, 234, 387, 145, 78, 60, 116, 98, 43, 15, 14, 56, 79, 35, 242, 16, 58, 287, 100, 276, 137, 122, 202, 99, 10, 173, 181, 111, 38, 12, 23, 9, 91, 57, 97, 481, 141, 212, 270, 161, 184, 270, 203, 29, 137, 377, 169, 225, 101, 285, 337, 38, 387, 181, 149, 54, 18, 87, 51, 218, 16, 12, 59, 88, 28, 44, 13, 117, 29, 308, 248, 84, 40, 31, 43, 2, 238, 112, 33, 29, 71, 36, 56, 8, 9, 134, 18, 233, 231, 65, 327, 62, 73, 238, 35, 115, 16, 354, 74, 11, 59, 29, 6, 224, 33, 100, 82, 271, 255, 292, 178, 31, 114, 53, 64, 446, 228, 208, 2, 25, 66, 360, 53, 15, 136, 18, 105, 50, 5, 235, 95, 154, 20, 70, 5, 105, 29, 46, 3, 54, 126, 17, 25, 11, 81, 153, 26, 35, 230, 165, 9, 17, 344, 28, 29, 525, 8, 92, 365, 88, 65, 71, 220, 279, 409, 131, 69, 72, 4, 203, 148, 43, 36, 279, 110, 40, 318, 64, 56, 29, 131, 88, 189, 24, 16, 13, 156, 10, 286, 147, 71, 51, 23, 59, 9, 99, 21, 19, 43, 206, 29, 162, 22, 38, 67, 77, 122, 15, 25, 37, 7, 450, 11, 46, 143, 26, 242, 38, 91, 232, 29, 277, 40, 171, 31, 159, 21, 88, 193, 241, 138, 32, 193, 66, 65, 36, 113, 75, 21, 3, 136, 8, 80, 233, 61, 51, 73, 81, 64, 143, 35, 56, 14, 43 ], "y0": " ", "yaxis": "y" } ], "layout": { "boxmode": "group", "height": 600, "legend": { "tracegroupgap": 0 }, "margin": { "t": 60 }, "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "scatter": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "colorscale": { "diverging": [ [ 0, "#8e0152" ], [ 0.1, "#c51b7d" ], [ 0.2, "#de77ae" ], [ 0.3, "#f1b6da" ], [ 0.4, "#fde0ef" ], [ 0.5, "#f7f7f7" ], [ 0.6, "#e6f5d0" ], [ 0.7, "#b8e186" ], [ 0.8, "#7fbc41" ], [ 0.9, "#4d9221" ], [ 1, "#276419" ] ], "sequential": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "sequentialminus": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "Number of Critic Reviews" }, "xaxis": { "anchor": "y", "domain": [ 0, 0.98 ] }, "yaxis": { "anchor": "x", "domain": [ 0, 1 ], "title": { "text": "num_critic_for_reviews" } } } }, "text/html": [ "
\n", " \n", " \n", "
\n", " \n", "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "## Critics\n", "fig = px.box(df, y=\"num_critic_for_reviews\", points='all', hover_name='movie_title')\n", "fig.update_traces(marker_color='blue', marker_line_color='blue', opacity=0.6)\n", "fig.update_layout(title_text='Number of Critic Reviews')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The histogram below shows the distribution of the number of users who gave a review on IMDb. As with other histograms shown before, this one is also skewed right. Almost half (1852/3794) of the movies in the dataset have under 200 user reviews. " ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "alignmentgroup": "True", "bingroup": "x", "hoverlabel": { "namelength": 0 }, "hovertemplate": "num_user_for_reviews=%{x}
count=%{y}", "legendgroup": "", "marker": { "color": "blue", "line": { "color": "blue" } }, "name": "", "offsetgroup": "", "opacity": 0.6, "orientation": "v", "showlegend": false, "type": "histogram", "x": [ 3054, 1238, 994, 2701, 738, 1902, 387, 1117, 973, 3018, 2367, 1243, 1832, 711, 2536, 438, 1722, 484, 341, 802, 1225, 546, 951, 666, 2618, 2528, 1022, 751, 1290, 1498, 1303, 1187, 736, 1912, 265, 1439, 918, 511, 1067, 665, 283, 550, 733, 974, 657, 995, 752, 1171, 205, 753, 453, 1106, 899, 2054, 428, 432, 1043, 221, 1055, 249, 720, 239, 1463, 622, 4667, 704, 187, 1055, 678, 648, 501, 971, 257, 741, 309, 534, 773, 398, 723, 710, 634, 620, 324, 742, 173, 497, 433, 345, 444, 520, 492, 1676, 1097, 2725, 2803, 1367, 988, 822, 698, 383, 238, 629, 131, 326, 781, 867, 227, 1999, 1782, 1390, 1108, 1896, 590, 1413, 1361, 626, 2685, 119, 209, 641, 2121, 904, 2789, 532, 1588, 435, 738, 178, 90, 253, 479, 440, 432, 206, 209, 1382, 871, 434, 112, 122, 186, 130, 1694, 154, 1185, 1211, 1171, 606, 505, 145, 512, 174, 258, 928, 657, 1559, 2012, 343, 273, 388, 1229, 287, 1445, 288, 463, 788, 679, 683, 684, 329, 79, 643, 106, 1188, 90, 337, 118, 820, 360, 549, 706, 214, 2741, 511, 137, 514, 1240, 447, 1504, 450, 744, 241, 126, 187, 1571, 210, 2113, 591, 1966, 99, 1055, 366, 412, 637, 391, 546, 504, 1018, 482, 1159, 1426, 779, 436, 755, 681, 297, 554, 2326, 69, 814, 666, 630, 414, 196, 348, 892, 3286, 3516, 593, 533, 3597, 195, 454, 134, 491, 1885, 277, 115, 695, 444, 499, 328, 1144, 627, 798, 258, 799, 121, 443, 523, 153, 88, 144, 426, 59, 248, 554, 782, 5060, 191, 386, 456, 789, 942, 179, 214, 1023, 899, 89, 498, 2368, 1331, 858, 2301, 1368, 983, 585, 458, 351, 285, 152, 316, 131, 1193, 230, 297, 474, 692, 1690, 388, 113, 374, 524, 657, 1138, 539, 1049, 828, 160, 660, 269, 217, 224, 351, 163, 239, 161, 164, 261, 155, 263, 890, 1166, 130, 112, 407, 1103, 177, 742, 293, 139, 139, 322, 593, 866, 3189, 2417, 154, 824, 462, 1236, 646, 125, 503, 267, 815, 169, 419, 289, 515, 326, 394, 683, 156, 132, 515, 643, 2054, 222, 577, 632, 346, 621, 289, 53, 440, 380, 342, 2153, 179, 611, 628, 411, 204, 316, 139, 184, 361, 949, 186, 362, 181, 114, 278, 337, 529, 24, 455, 395, 1051, 548, 806, 393, 845, 254, 168, 399, 276, 77, 194, 483, 415, 214, 288, 100, 713, 662, 255, 257, 548, 378, 78, 703, 339, 208, 522, 466, 171, 521, 588, 685, 63, 488, 342, 589, 289, 604, 741, 378, 1959, 402, 610, 250, 367, 493, 205, 316, 56, 255, 380, 402, 964, 124, 269, 535, 116, 1009, 203, 339, 318, 674, 560, 64, 805, 123, 424, 698, 162, 701, 164, 100, 216, 127, 370, 363, 97, 186, 615, 88, 543, 244, 619, 237, 492, 405, 252, 315, 101, 66, 1308, 160, 232, 457, 376, 216, 117, 348, 64, 42, 301, 308, 1171, 656, 133, 85, 764, 345, 264, 370, 64, 273, 197, 155, 786, 284, 856, 552, 385, 1206, 1401, 713, 415, 253, 456, 401, 308, 231, 629, 311, 596, 57, 379, 289, 288, 503, 323, 824, 394, 120, 360, 342, 229, 261, 180, 217, 405, 288, 377, 254, 373, 171, 222, 1344, 275, 918, 241, 274, 126, 138, 301, 289, 437, 79, 1065, 657, 763, 376, 346, 124, 2003, 98, 2335, 483, 584, 255, 737, 133, 158, 1527, 363, 316, 340, 1248, 1040, 1283, 98, 742, 698, 515, 800, 816, 137, 488, 403, 380, 245, 423, 281, 492, 119, 141, 189, 814, 141, 271, 356, 196, 157, 289, 277, 126, 123, 54, 207, 618, 313, 279, 202, 568, 498, 445, 296, 62, 229, 172, 435, 143, 521, 263, 348, 274, 297, 174, 2277, 346, 395, 467, 662, 720, 3646, 296, 116, 845, 556, 277, 318, 285, 351, 326, 172, 189, 139, 564, 264, 310, 1500, 213, 221, 238, 514, 157, 423, 211, 285, 265, 202, 2968, 175, 249, 69, 194, 138, 380, 239, 290, 265, 482, 795, 77, 895, 145, 133, 86, 187, 602, 214, 250, 399, 1018, 246, 82, 2073, 428, 320, 1377, 251, 1127, 849, 416, 274, 877, 353, 116, 172, 235, 497, 269, 289, 144, 97, 128, 360, 302, 322, 328, 452, 263, 836, 432, 323, 448, 643, 223, 411, 181, 279, 1264, 690, 83, 308, 162, 597, 181, 176, 227, 347, 54, 106, 207, 126, 289, 256, 323, 656, 338, 122, 257, 471, 156, 569, 264, 203, 259, 184, 73, 213, 72, 842, 322, 256, 165, 138, 248, 127, 143, 267, 822, 213, 233, 91, 857, 243, 644, 247, 281, 282, 126, 457, 109, 411, 195, 110, 290, 188, 368, 156, 183, 1058, 88, 916, 154, 263, 85, 171, 120, 121, 281, 410, 273, 431, 198, 139, 147, 331, 220, 225, 221, 1398, 146, 507, 216, 497, 99, 372, 103, 332, 527, 207, 92, 436, 242, 194, 611, 600, 95, 322, 2105, 358, 935, 149, 173, 293, 144, 108, 279, 73, 776, 194, 572, 155, 174, 207, 321, 232, 154, 119, 101, 387, 95, 89, 2047, 216, 532, 497, 84, 39, 110, 229, 222, 239, 559, 599, 131, 545, 495, 195, 269, 418, 178, 301, 191, 2319, 190, 289, 415, 429, 532, 207, 63, 667, 640, 483, 611, 211, 612, 1448, 149, 549, 533, 211, 180, 481, 155, 919, 945, 407, 322, 318, 623, 470, 375, 346, 309, 849, 498, 357, 322, 406, 243, 110, 252, 130, 779, 646, 394, 147, 791, 242, 292, 232, 209, 312, 130, 384, 110, 2042, 192, 118, 168, 248, 304, 533, 329, 625, 219, 102, 306, 142, 142, 506, 1740, 261, 181, 279, 210, 114, 148, 275, 156, 672, 259, 157, 140, 177, 548, 106, 194, 226, 118, 65, 323, 302, 84, 392, 150, 347, 286, 260, 190, 227, 514, 632, 47, 420, 94, 205, 398, 208, 274, 137, 73, 78, 90, 127, 374, 70, 245, 258, 341, 150, 93, 91, 211, 179, 294, 113, 867, 477, 627, 397, 850, 560, 185, 497, 537, 316, 254, 84, 560, 323, 307, 345, 164, 419, 210, 71, 97, 169, 343, 651, 286, 176, 107, 243, 29, 85, 461, 347, 370, 212, 152, 89, 94, 310, 137, 228, 620, 633, 609, 548, 252, 582, 209, 350, 271, 379, 1004, 317, 541, 116, 73, 118, 1053, 91, 348, 184, 116, 69, 47, 269, 355, 285, 70, 569, 524, 414, 305, 214, 80, 81, 55, 531, 409, 588, 148, 183, 161, 349, 273, 182, 229, 154, 186, 115, 41, 142, 695, 270, 135, 259, 217, 62, 147, 189, 502, 91, 297, 194, 303, 403, 142, 75, 181, 345, 602, 358, 268, 41, 380, 192, 112, 175, 71, 460, 396, 317, 283, 265, 290, 437, 841, 169, 835, 102, 71, 564, 658, 132, 2073, 153, 125, 235, 751, 273, 336, 327, 918, 1360, 188, 236, 288, 420, 166, 279, 696, 203, 410, 734, 263, 144, 654, 277, 200, 696, 285, 263, 304, 58, 382, 433, 1732, 422, 215, 426, 442, 82, 344, 185, 189, 290, 355, 411, 211, 139, 209, 544, 203, 332, 1100, 187, 44, 1043, 271, 619, 34, 531, 548, 371, 110, 101, 190, 141, 376, 227, 56, 998, 39, 180, 334, 103, 518, 587, 209, 158, 130, 227, 117, 660, 208, 101, 416, 146, 341, 156, 284, 167, 754, 188, 105, 164, 291, 252, 274, 178, 223, 61, 203, 67, 166, 106, 207, 60, 450, 619, 60, 284, 322, 126, 245, 128, 66, 1314, 111, 146, 66, 111, 388, 157, 147, 70, 162, 310, 207, 82, 98, 801, 93, 26, 110, 187, 491, 223, 90, 211, 61, 32, 514, 545, 234, 988, 165, 1594, 50, 224, 115, 392, 169, 73, 107, 249, 111, 260, 265, 234, 216, 123, 180, 85, 638, 75, 191, 275, 89, 911, 343, 81, 67, 102, 405, 45, 266, 362, 420, 89, 545, 110, 475, 1437, 176, 83, 86, 1535, 394, 144, 301, 218, 214, 243, 33, 212, 135, 172, 57, 194, 197, 641, 64, 45, 80, 626, 45, 784, 817, 53, 136, 420, 205, 387, 724, 631, 405, 232, 261, 278, 309, 160, 457, 625, 217, 138, 140, 668, 677, 244, 136, 211, 196, 194, 111, 306, 156, 248, 120, 169, 119, 209, 262, 234, 1138, 321, 400, 398, 463, 97, 153, 164, 282, 761, 203, 576, 903, 279, 232, 695, 291, 245, 239, 358, 151, 216, 59, 68, 492, 244, 138, 173, 80, 335, 173, 134, 325, 178, 118, 215, 141, 173, 84, 298, 39, 200, 208, 162, 100, 142, 975, 141, 212, 204, 280, 113, 195, 31, 196, 71, 129, 99, 232, 159, 524, 89, 150, 915, 94, 86, 144, 116, 260, 61, 50, 108, 319, 232, 148, 211, 72, 1033, 181, 622, 114, 134, 175, 647, 396, 370, 395, 118, 100, 159, 441, 485, 669, 398, 224, 132, 108, 47, 571, 112, 383, 28, 108, 1125, 340, 216, 102, 382, 187, 364, 30, 158, 49, 161, 175, 983, 113, 154, 100, 200, 491, 294, 644, 268, 136, 510, 1211, 219, 150, 1017, 289, 431, 391, 373, 164, 64, 402, 241, 323, 392, 125, 178, 301, 117, 1080, 1262, 186, 935, 1106, 337, 1111, 154, 140, 49, 109, 329, 452, 612, 326, 667, 122, 182, 178, 325, 340, 97, 162, 129, 152, 339, 509, 64, 426, 223, 293, 72, 85, 300, 307, 243, 581, 156, 119, 467, 461, 277, 691, 209, 292, 86, 216, 529, 527, 986, 409, 215, 226, 165, 438, 256, 184, 371, 127, 134, 84, 245, 274, 55, 267, 227, 104, 112, 88, 203, 201, 215, 116, 141, 63, 237, 830, 220, 167, 29, 291, 215, 262, 214, 112, 354, 269, 132, 262, 105, 298, 242, 671, 338, 148, 524, 258, 191, 129, 38, 152, 210, 95, 221, 365, 495, 127, 161, 103, 142, 132, 180, 415, 27, 124, 185, 815, 259, 39, 241, 101, 96, 51, 123, 214, 263, 244, 331, 524, 67, 317, 471, 722, 170, 374, 71, 289, 1057, 229, 962, 714, 173, 263, 374, 115, 523, 160, 132, 128, 801, 122, 365, 85, 1058, 1168, 126, 211, 199, 167, 153, 149, 123, 71, 21, 460, 50, 134, 117, 98, 378, 112, 225, 559, 184, 39, 89, 281, 197, 188, 199, 398, 143, 319, 71, 391, 366, 507, 170, 136, 624, 140, 39, 174, 139, 71, 83, 103, 167, 105, 226, 111, 52, 201, 271, 546, 752, 207, 109, 374, 345, 494, 148, 210, 673, 472, 862, 315, 287, 214, 94, 149, 201, 44, 134, 181, 190, 95, 79, 55, 178, 26, 126, 568, 2814, 223, 331, 871, 320, 974, 99, 126, 1273, 460, 105, 149, 885, 118, 2192, 93, 418, 1518, 109, 571, 498, 297, 107, 178, 439, 365, 571, 106, 522, 632, 27, 755, 450, 577, 989, 104, 181, 851, 92, 133, 161, 41, 1107, 33, 35, 179, 223, 254, 126, 96, 260, 194, 316, 150, 185, 660, 261, 235, 144, 41, 364, 409, 292, 159, 261, 50, 4144, 119, 185, 145, 285, 161, 119, 109, 117, 186, 165, 250, 166, 888, 316, 132, 56, 37, 22, 376, 351, 162, 136, 513, 68, 92, 174, 130, 163, 113, 135, 194, 56, 331, 514, 93, 256, 99, 157, 187, 162, 50, 140, 74, 62, 504, 26, 91, 251, 1033, 173, 20, 300, 471, 128, 57, 69, 131, 212, 48, 17, 431, 143, 128, 219, 962, 163, 488, 56, 38, 318, 113, 404, 170, 418, 275, 243, 263, 268, 50, 385, 140, 100, 150, 101, 59, 68, 374, 248, 37, 47, 50, 157, 330, 553, 2618, 300, 900, 203, 87, 674, 288, 805, 167, 748, 119, 339, 32, 103, 129, 47, 397, 383, 71, 19, 165, 81, 65, 43, 148, 580, 273, 185, 252, 611, 111, 174, 83, 192, 132, 185, 166, 431, 174, 806, 375, 175, 87, 166, 95, 91, 201, 35, 354, 867, 899, 200, 302, 242, 154, 38, 381, 180, 111, 50, 77, 121, 232, 147, 104, 54, 105, 135, 27, 231, 363, 71, 591, 163, 98, 928, 199, 87, 131, 692, 235, 460, 184, 253, 115, 79, 147, 517, 40, 148, 48, 527, 771, 189, 339, 258, 95, 236, 916, 176, 81, 265, 99, 807, 149, 144, 491, 479, 283, 251, 439, 331, 185, 695, 185, 68, 588, 130, 50, 46, 613, 79, 212, 58, 389, 337, 53, 87, 666, 337, 409, 135, 284, 51, 117, 236, 463, 155, 187, 908, 145, 321, 700, 255, 140, 177, 281, 117, 474, 93, 389, 165, 602, 189, 77, 189, 1514, 136, 189, 401, 102, 281, 131, 44, 281, 97, 84, 334, 37, 162, 35, 403, 1040, 100, 76, 125, 34, 219, 231, 760, 97, 220, 592, 32, 76, 354, 75, 230, 559, 138, 1535, 92, 158, 100, 359, 110, 100, 91, 236, 176, 223, 86, 177, 199, 316, 88, 147, 113, 366, 26, 235, 180, 106, 131, 121, 129, 42, 140, 299, 117, 129, 76, 26, 117, 242, 114, 25, 205, 164, 213, 120, 202, 122, 190, 293, 75, 521, 39, 361, 180, 45, 230, 113, 105, 274, 53, 74, 232, 20, 66, 1137, 33, 138, 83, 61, 46, 25, 75, 81, 36, 220, 110, 382, 296, 112, 232, 869, 478, 809, 536, 59, 120, 205, 125, 119, 251, 902, 95, 236, 103, 181, 83, 15, 44, 518, 710, 662, 648, 287, 397, 213, 204, 1198, 548, 192, 522, 202, 374, 475, 69, 485, 425, 103, 45, 629, 549, 260, 554, 317, 651, 96, 1101, 384, 828, 144, 365, 76, 335, 114, 248, 109, 494, 77, 86, 82, 440, 192, 210, 68, 49, 359, 307, 80, 105, 41, 213, 109, 287, 48, 35, 112, 118, 102, 82, 420, 111, 165, 192, 54, 224, 156, 155, 119, 193, 100, 180, 42, 90, 555, 108, 247, 609, 376, 17, 67, 1109, 1076, 258, 419, 147, 835, 177, 1191, 48, 64, 482, 279, 207, 665, 239, 129, 855, 117, 83, 250, 107, 416, 271, 112, 37, 138, 789, 75, 217, 259, 419, 28, 645, 27, 113, 39, 238, 108, 115, 97, 219, 196, 151, 50, 469, 491, 438, 273, 154, 302, 267, 583, 230, 377, 366, 30, 307, 1083, 53, 81, 115, 205, 72, 687, 125, 365, 134, 171, 294, 148, 91, 361, 95, 55, 261, 302, 123, 148, 194, 316, 88, 62, 70, 78, 212, 150, 42, 192, 42, 132, 40, 24, 91, 352, 175, 305, 42, 194, 388, 1641, 2715, 636, 79, 36, 199, 608, 60, 103, 304, 183, 162, 421, 306, 100, 132, 509, 468, 99, 218, 172, 122, 181, 502, 207, 393, 336, 172, 193, 388, 87, 240, 559, 491, 252, 279, 250, 614, 637, 718, 118, 1264, 105, 132, 713, 64, 88, 116, 296, 143, 457, 195, 735, 52, 156, 560, 55, 76, 211, 227, 127, 284, 84, 114, 237, 376, 152, 415, 876, 96, 369, 158, 619, 22, 355, 91, 181, 118, 144, 140, 226, 55, 53, 224, 88, 162, 513, 212, 1028, 200, 125, 118, 89, 132, 141, 66, 513, 33, 104, 53, 102, 169, 85, 199, 89, 336, 198, 1768, 108, 320, 162, 62, 71, 436, 413, 157, 144, 87, 111, 72, 209, 41, 40, 39, 609, 135, 506, 73, 495, 81, 1017, 201, 271, 62, 173, 97, 268, 162, 275, 426, 31, 160, 350, 78, 31, 33, 53, 747, 123, 215, 20, 106, 157, 122, 39, 673, 270, 104, 32, 320, 112, 114, 59, 181, 27, 8, 165, 55, 36, 119, 104, 2254, 491, 248, 378, 96, 314, 284, 564, 140, 131, 17, 233, 1140, 630, 650, 320, 260, 55, 469, 120, 171, 42, 549, 159, 72, 139, 1100, 91, 32, 168, 168, 42, 166, 84, 1066, 611, 840, 31, 149, 169, 316, 128, 20, 351, 117, 107, 210, 39, 181, 181, 159, 84, 123, 59, 87, 69, 166, 19, 201, 108, 457, 23, 102, 92, 53, 297, 180, 266, 106, 162, 159, 139, 460, 365, 176, 126, 299, 398, 690, 50, 48, 60, 392, 51, 133, 224, 33, 1058, 962, 789, 32, 69, 62, 156, 359, 242, 152, 175, 349, 271, 154, 462, 165, 471, 68, 177, 578, 261, 605, 369, 156, 49, 102, 147, 2301, 271, 50, 548, 290, 93, 374, 233, 219, 150, 160, 274, 104, 69, 203, 444, 88, 426, 105, 391, 420, 145, 177, 90, 69, 68, 150, 161, 188, 304, 33, 354, 98, 99, 316, 124, 124, 122, 235, 210, 50, 43, 57, 133, 90, 12, 78, 75, 133, 62, 214, 61, 10, 153, 726, 248, 245, 1470, 166, 255, 171, 389, 201, 132, 97, 629, 962, 190, 749, 194, 56, 100, 80, 64, 212, 90, 79, 126, 121, 463, 147, 204, 604, 107, 292, 74, 165, 128, 19, 313, 153, 39, 86, 321, 262, 115, 132, 160, 349, 1736, 515, 74, 31, 111, 57, 682, 614, 134, 385, 94, 389, 275, 319, 403, 137, 115, 46, 911, 289, 985, 181, 138, 266, 38, 193, 155, 319, 66, 183, 109, 96, 129, 1015, 147, 121, 201, 26, 217, 151, 247, 308, 126, 48, 371, 330, 280, 35, 640, 944, 100, 24, 104, 30, 518, 248, 540, 131, 261, 73, 68, 43, 216, 234, 28, 279, 148, 180, 621, 321, 147, 481, 75, 125, 203, 352, 374, 53, 221, 1420, 99, 26, 247, 414, 92, 119, 57, 79, 205, 100, 112, 114, 122, 88, 240, 1624, 181, 37, 175, 64, 186, 127, 21, 96, 81, 213, 91, 103, 144, 150, 216, 88, 83, 46, 117, 215, 112, 243, 226, 37, 56, 44, 194, 119, 103, 3, 85, 11, 20, 23, 34, 94, 68, 74, 165, 84, 267, 190, 114, 344, 88, 551, 286, 1110, 826, 129, 150, 275, 70, 79, 281, 429, 244, 173, 316, 370, 246, 278, 108, 327, 238, 52, 27, 63, 76, 21, 45, 94, 14, 6, 44, 45, 93, 196, 38, 226, 52, 41, 441, 116, 308, 110, 235, 312, 140, 235, 259, 2195, 552, 201, 406, 99, 889, 584, 1441, 247, 142, 60, 14, 378, 148, 100, 165, 452, 271, 147, 164, 78, 625, 1061, 298, 188, 142, 264, 339, 32, 34, 86, 140, 141, 162, 102, 109, 150, 73, 34, 37, 71, 182, 110, 48, 79, 98, 27, 86, 107, 34, 58, 11, 149, 43, 134, 30, 81, 323, 384, 237, 61, 214, 83, 20, 33, 106, 150, 98, 158, 73, 224, 1902, 206, 881, 276, 2238, 128, 494, 241, 281, 369, 251, 149, 59, 753, 526, 416, 202, 242, 258, 65, 1100, 120, 105, 687, 89, 29, 1498, 922, 324, 97, 79, 37, 247, 308, 100, 276, 249, 46, 75, 85, 119, 126, 20, 147, 106, 301, 12, 65, 26, 78, 198, 62, 99, 290, 25, 25, 29, 38, 50, 138, 408, 129, 65, 160, 156, 21, 107, 291, 31, 183, 63, 201, 54, 418, 166, 160, 84, 375, 263, 21, 119, 135, 92, 143, 692, 225, 75, 434, 350, 505, 1416, 309, 259, 283, 191, 316, 250, 43, 50, 1182, 227, 258, 547, 87, 340, 284, 38, 32, 73, 278, 52, 351, 287, 136, 148, 182, 130, 70, 101, 131, 78, 520, 73, 93, 190, 231, 50, 190, 105, 75, 16, 29, 50, 22, 29, 34, 37, 86, 149, 21, 302, 37, 214, 438, 81, 36, 148, 252, 213, 202, 104, 314, 488, 144, 110, 67, 153, 418, 69, 41, 12, 31, 117, 121, 52, 269, 864, 440, 327, 95, 314, 159, 311, 279, 81, 247, 69, 252, 533, 155, 340, 126, 2067, 339, 472, 433, 216, 11, 18, 157, 115, 26, 211, 33, 209, 195, 291, 756, 561, 335, 385, 859, 113, 173, 374, 125, 87, 65, 323, 134, 214, 53, 21, 9, 65, 324, 166, 131, 198, 79, 165, 485, 196, 89, 89, 265, 29, 86, 151, 458, 39, 99, 144, 158, 125, 56, 184, 69, 15, 28, 455, 108, 44, 60, 27, 309, 1516, 123, 219, 69, 258, 475, 21, 65, 133, 197, 454, 208, 1916, 125, 2110, 68, 199, 84, 26, 137, 760, 32, 99, 346, 186, 310, 148, 152, 159, 1848, 491, 107, 657, 522, 200, 286, 131, 291, 333, 68, 836, 248, 1368, 38, 10, 215, 156, 308, 48, 425, 177, 390, 62, 78, 202, 85, 76, 91, 151, 69, 35, 113, 70, 118, 53, 38, 93, 31, 7, 137, 26, 26, 87, 38, 141, 28, 10, 20, 706, 10, 67, 90, 90, 54, 14, 172, 332, 174, 427, 157, 96, 118, 452, 38, 98, 229, 231, 537, 131, 494, 199, 24, 207, 53, 135, 15, 331, 225, 72, 731, 749, 160, 249, 174, 18, 172, 142, 257, 418, 514, 83, 359, 213, 888, 327, 94, 578, 524, 35, 34, 307, 273, 54, 317, 72, 20, 101, 270, 65, 100, 109, 161, 81, 92, 49, 49, 115, 183, 78, 177, 14, 261, 809, 65, 230, 8, 18, 129, 71, 145, 56, 8, 48, 25, 226, 736, 14, 323, 257, 27, 23, 539, 206, 350, 270, 533, 315, 332, 57, 363, 326, 69, 53, 260, 124, 107, 199, 212, 532, 30, 153, 978, 395, 87, 84, 134, 178, 345, 34, 392, 18, 30, 26, 110, 40, 203, 35, 90, 192, 10, 230, 372, 342, 29, 63, 235, 95, 1, 358, 40, 631, 294, 146, 434, 154, 407, 175, 312, 132, 492, 361, 545, 297, 243, 60, 222, 22, 172, 74, 206, 156, 30, 72, 44, 64, 13, 86, 102, 11, 30, 90, 78, 23, 175, 19, 111, 122, 447, 15, 371, 668, 134, 19, 300, 110, 269, 78, 45, 709, 277, 510, 209, 122, 103, 162, 48, 13, 66, 23, 26, 40, 1057, 204, 210, 232, 190, 83, 318, 752, 125, 68, 79, 93, 159, 481, 28, 211, 55, 88, 5, 8, 142, 22, 166, 448, 204, 37, 63, 523, 258, 65, 19, 38, 10, 127, 53, 394, 11, 95, 1509, 333, 698, 214, 231, 507, 186, 32, 931, 780, 26, 89, 4, 10, 70, 236, 37, 82, 316, 542, 335, 309, 195, 389, 271, 335, 102, 220, 283, 230, 290, 137, 164, 126, 86, 881, 93, 80, 102, 32, 155, 120, 154, 51, 63, 168, 126, 29, 68, 32, 88, 49, 593, 107, 40, 13, 16, 11, 5, 193, 73, 52, 54, 31, 7, 37, 12, 21, 281, 15, 172, 651, 90, 168, 39, 23, 122, 252, 34, 158, 264, 174, 28, 135, 79, 72, 200, 157, 238, 73, 260, 209, 247, 230, 31, 74, 74, 109, 2618, 576, 189, 6, 36, 98, 3400, 63, 16, 4, 19, 219, 215, 36, 916, 84, 286, 55, 80, 53, 77, 5, 74, 34, 87, 154, 21, 34, 24, 53, 596, 9, 12, 170, 214, 10, 32, 451, 10, 20, 511, 11, 120, 54, 58, 97, 52, 1473, 135, 1189, 660, 48, 114, 31, 253, 151, 75, 71, 131, 70, 46, 1191, 73, 194, 25, 177, 57, 112, 26, 16, 23, 524, 5, 175, 500, 85, 138, 36, 136, 40, 696, 21, 21, 64, 150, 22, 87, 6, 73, 88, 252, 235, 13, 26, 10, 2, 274, 10, 130, 68, 26, 228, 50, 101, 329, 9, 826, 133, 62, 382, 150, 32, 118, 52, 279, 586, 83, 404, 22, 23, 36, 35, 76, 26, 9, 615, 16, 197, 212, 80, 71, 183, 39, 26, 371, 35, 130, 14, 84 ], "xaxis": "x", "yaxis": "y" } ], "layout": { "barmode": "relative", "height": 600, "legend": { "tracegroupgap": 0 }, "margin": { "t": 60 }, "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "scatter": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "colorscale": { "diverging": [ [ 0, "#8e0152" ], [ 0.1, "#c51b7d" ], [ 0.2, "#de77ae" ], [ 0.3, "#f1b6da" ], [ 0.4, "#fde0ef" ], [ 0.5, "#f7f7f7" ], [ 0.6, "#e6f5d0" ], [ 0.7, "#b8e186" ], [ 0.8, "#7fbc41" ], [ 0.9, "#4d9221" ], [ 1, "#276419" ] ], "sequential": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "sequentialminus": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "Number of IMDb User Reviews" }, "xaxis": { "anchor": "y", "domain": [ 0, 0.98 ], "title": { "text": "num_user_for_reviews" } }, "yaxis": { "anchor": "x", "domain": [ 0, 1 ], "title": { "text": "count" } } } }, "text/html": [ "
\n", " \n", " \n", "
\n", " \n", "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "## Users \n", "fig = px.histogram(df, x=\"num_user_for_reviews\")\n", "fig.update_traces(marker_color='blue', marker_line_color='blue', opacity=0.6)\n", "fig.update_layout(title_text='Number of IMDb User Reviews')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The histogram for the number of IMDb user votes is shown below, and much like the user reviews variable, the histogram is skewed right. However, the number of user votes has a much more drastic skew. A substantial portion of movies in the dataset have less than 20,000 votes." ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "alignmentgroup": "True", "bingroup": "x", "hoverlabel": { "namelength": 0 }, "hovertemplate": "num_voted_users=%{x}
count=%{y}", "legendgroup": "", "marker": { "color": "blue", "line": { "color": "blue" } }, "name": "", "offsetgroup": "", "opacity": 0.6, "orientation": "v", "showlegend": false, "type": "histogram", "x": [ 886204, 471220, 275868, 1144337, 212204, 383056, 294810, 462669, 321795, 371639, 240396, 330784, 522040, 181792, 548573, 149922, 995415, 370704, 268154, 354228, 451803, 211765, 483540, 149019, 316018, 793059, 272670, 202382, 418214, 522030, 411164, 557489, 306320, 383427, 235025, 323207, 242420, 175409, 321227, 264183, 101178, 223393, 544884, 286095, 278232, 465019, 514125, 395573, 106416, 362912, 222403, 381148, 326180, 333847, 273556, 53607, 718837, 121084, 283418, 72809, 139593, 42372, 286506, 148379, 1676169, 665575, 114553, 696338, 245333, 129601, 117927, 118992, 115099, 431620, 144337, 174578, 345198, 106072, 522371, 228554, 252257, 317542, 116994, 496749, 138661, 128306, 279093, 272534, 120798, 58137, 485430, 305340, 682155, 928227, 1468200, 637246, 272223, 459346, 518537, 166137, 124185, 82380, 21352, 211971, 111609, 188457, 106446, 254111, 513158, 138863, 355137, 385670, 343648, 530870, 320284, 473887, 980946, 146019, 130272, 361924, 364948, 421658, 421818, 414070, 552503, 207839, 536314, 146766, 33042, 152826, 199039, 232187, 89442, 105902, 182718, 118951, 256695, 164238, 17590, 85086, 39956, 47900, 381672, 119213, 169914, 69757, 322395, 270207, 142440, 64322, 365104, 123553, 110788, 317166, 128682, 504419, 544665, 221128, 51892, 45455, 392474, 127497, 212106, 146352, 77673, 72259, 508818, 157519, 168207, 185394, 32399, 326286, 12572, 406020, 62424, 183208, 60230, 491077, 307029, 313866, 498397, 70121, 334345, 178126, 114287, 245621, 200022, 177383, 382255, 102338, 158720, 38438, 67223, 172754, 444683, 91640, 809474, 305008, 314253, 58498, 405973, 284792, 338635, 229679, 240241, 101411, 229823, 189855, 141414, 333248, 242188, 133076, 213275, 440084, 182661, 40123, 100821, 456260, 36471, 338087, 183909, 182899, 57873, 35066, 148280, 387436, 520104, 464310, 585659, 328067, 534658, 150618, 55994, 37750, 167085, 582917, 62271, 17533, 110486, 234480, 147497, 149680, 207613, 284852, 348861, 154621, 264318, 53160, 136019, 225273, 66593, 13581, 44296, 254841, 27257, 60573, 184561, 336235, 1238746, 68720, 79186, 36033, 387632, 217373, 94172, 89351, 472488, 263329, 4102, 218341, 982637, 399651, 387616, 470483, 177725, 744891, 230931, 324671, 190439, 149998, 85531, 189806, 84424, 955174, 102933, 128285, 246803, 255447, 108076, 87677, 85833, 176598, 89509, 400292, 780588, 190786, 221521, 284825, 65785, 87451, 115687, 71527, 52029, 127258, 33953, 40751, 71782, 20295, 110364, 27918, 18697, 248045, 314033, 38690, 54077, 49739, 292022, 106790, 343274, 59581, 58300, 145321, 103737, 125109, 692482, 1215718, 1100446, 54501, 157016, 172707, 219501, 403836, 68935, 165618, 16832, 479166, 21102, 141179, 403014, 385871, 149947, 160440, 98403, 152601, 166791, 236421, 145350, 873649, 171792, 307539, 330152, 299258, 477300, 72591, 9418, 183247, 156348, 89770, 238747, 32049, 200556, 101834, 86152, 86627, 102747, 40862, 52136, 121259, 60467, 165333, 87785, 58227, 45602, 49311, 113065, 148238, 2508, 57661, 144053, 394317, 132501, 348232, 146134, 402645, 88542, 164148, 142496, 166693, 26413, 110073, 182757, 188116, 69860, 256928, 65270, 341058, 188887, 82731, 106528, 119286, 179500, 35446, 169023, 61417, 70838, 273921, 77029, 39391, 71424, 203458, 246492, 10233, 243053, 208422, 301279, 100001, 296904, 270226, 300542, 701607, 375879, 215255, 127345, 117212, 135601, 125036, 130070, 22838, 107817, 168172, 91092, 786092, 48500, 103022, 283967, 72326, 200359, 172878, 225282, 150764, 118483, 227072, 63625, 58184, 112167, 65499, 139423, 76099, 303185, 60910, 16385, 44143, 44662, 58402, 86422, 56501, 27543, 103787, 22955, 155532, 71574, 83560, 80639, 98472, 172217, 151424, 45231, 53132, 8913, 65464, 24183, 37446, 53057, 56403, 24868, 58752, 47612, 25843, 7630, 16474, 84508, 610568, 644348, 67296, 64387, 204063, 67856, 60370, 191912, 28276, 65037, 16611, 24407, 141533, 286877, 430055, 278362, 266636, 361767, 452928, 299852, 259492, 194249, 266103, 98693, 28635, 36491, 447979, 181443, 303864, 16271, 49536, 88451, 132415, 55901, 59435, 176936, 93494, 72867, 175960, 65668, 71137, 57038, 55350, 31080, 138190, 93790, 52244, 31293, 44248, 14280, 45815, 245152, 142403, 197584, 64121, 81611, 27130, 59352, 100837, 101386, 130776, 33884, 736638, 143525, 259083, 45031, 34435, 11798, 193770, 74343, 271592, 314630, 263853, 74274, 142569, 34359, 98989, 885175, 182802, 269858, 119807, 206776, 78635, 143628, 31649, 103241, 203154, 56741, 154955, 350698, 43559, 116159, 102248, 131217, 84118, 138582, 58023, 212085, 96385, 43709, 39659, 88146, 41663, 117096, 61995, 43651, 105556, 22264, 16761, 26893, 25572, 5116, 38983, 72868, 31124, 177653, 44891, 86504, 184637, 101899, 385943, 32224, 117739, 52496, 53970, 103230, 133526, 174248, 128629, 88132, 85720, 29285, 881236, 136954, 158864, 328159, 75573, 197412, 1217752, 208817, 34561, 243834, 151812, 212499, 135404, 272789, 103589, 60165, 96096, 77390, 34473, 67395, 61490, 213863, 227071, 24735, 149337, 147641, 132954, 23940, 104831, 166610, 60508, 49300, 67707, 1347461, 46951, 43376, 8560, 65709, 25474, 71202, 111102, 17025, 134625, 190490, 162909, 25681, 613473, 35314, 69663, 11584, 39471, 65297, 43027, 43300, 38076, 272839, 129995, 24089, 607235, 211296, 116681, 782610, 63912, 569841, 407601, 199025, 42705, 667983, 91093, 49486, 156898, 46031, 285623, 85673, 124641, 83506, 60476, 42737, 138246, 63493, 85844, 238916, 97047, 32353, 293662, 102129, 48753, 226570, 99043, 33158, 180479, 23476, 143121, 163130, 266310, 14888, 120795, 68406, 244566, 23302, 72287, 88225, 89816, 11370, 31209, 61966, 35918, 99035, 75329, 69484, 170179, 256213, 40883, 55749, 246698, 51252, 107859, 173530, 76770, 124222, 41727, 10883, 42144, 41259, 58450, 76560, 75201, 19176, 69319, 73368, 54314, 44099, 45296, 207287, 51349, 97089, 36144, 120416, 31788, 63363, 35565, 57100, 14596, 41288, 107028, 31640, 44966, 35599, 60232, 53864, 47320, 38398, 22570, 18209, 479047, 16260, 325264, 47968, 82819, 15517, 92106, 27664, 29523, 159931, 131447, 28807, 259519, 70681, 78343, 38298, 87745, 28099, 66308, 53118, 1251222, 57276, 260442, 119675, 126357, 86556, 244840, 56168, 162331, 323353, 127571, 85903, 229574, 68417, 81026, 338383, 126746, 36587, 94407, 735784, 56874, 512749, 75365, 78974, 96690, 40858, 67191, 88049, 18042, 207686, 29205, 145422, 46239, 49207, 104066, 35830, 27191, 44453, 67005, 36877, 199056, 40346, 38533, 96654, 54787, 110614, 13215, 8983, 10417, 24285, 11148, 61680, 62607, 158267, 232710, 39247, 267980, 58658, 68417, 76331, 41620, 20740, 58416, 86347, 224013, 21283, 115216, 101221, 217480, 155496, 6082, 18310, 525801, 216032, 102167, 145974, 95437, 66382, 138941, 136680, 100743, 333542, 97775, 42324, 185878, 21396, 220758, 467113, 200035, 145257, 189923, 471644, 224671, 80580, 131227, 110432, 287822, 135246, 156717, 258186, 239752, 271691, 33354, 46482, 54010, 101178, 273108, 111368, 34471, 186879, 58412, 375456, 58961, 27548, 283563, 91176, 200647, 43328, 791783, 81444, 12845, 36431, 40362, 159868, 63067, 195043, 109188, 47764, 45580, 50170, 39529, 60326, 261069, 172792, 48322, 172112, 107227, 54101, 60293, 68428, 136973, 46451, 151580, 74315, 45895, 17997, 20310, 176169, 30890, 58349, 26034, 34896, 11257, 80140, 43574, 62981, 86374, 18404, 92461, 49926, 34356, 80196, 54021, 128455, 139535, 3077, 88270, 19829, 76010, 189249, 63599, 85237, 46239, 16562, 33186, 12037, 38513, 58015, 9227, 113483, 67796, 34730, 34964, 15880, 8070, 81800, 19824, 77684, 14429, 170684, 515306, 172965, 120202, 206104, 137854, 40568, 93367, 148490, 64595, 81888, 12771, 237872, 133436, 71708, 122347, 47819, 73068, 22447, 8693, 11913, 98199, 47573, 218771, 97838, 45729, 40126, 220392, 2581, 60884, 238671, 111526, 137377, 85323, 53687, 59569, 45798, 184795, 81442, 43358, 383591, 305929, 123558, 119590, 75176, 191437, 92702, 57281, 73539, 90539, 318634, 211226, 124765, 50148, 37911, 30255, 155745, 9380, 149549, 87165, 21215, 32544, 20688, 104301, 79141, 114692, 30055, 97087, 91860, 152591, 112769, 81523, 15455, 24757, 16580, 42621, 35140, 203461, 27648, 11388, 23996, 132423, 26551, 15697, 36455, 48245, 17307, 19114, 3803, 89568, 452465, 213668, 96565, 154487, 117606, 13995, 90360, 9830, 156225, 28618, 73006, 34597, 85198, 46158, 88844, 47364, 117999, 408302, 203269, 140499, 106909, 20183, 133177, 21554, 74169, 30077, 11453, 63677, 119622, 74009, 91151, 42547, 38203, 248123, 149414, 34203, 247020, 22309, 24657, 187181, 137003, 29861, 704766, 125198, 34809, 126907, 358416, 227824, 56646, 340085, 327367, 220020, 40227, 99558, 75152, 203963, 71754, 64989, 479453, 132048, 93748, 98535, 283480, 85629, 143835, 79264, 66511, 137891, 97045, 48806, 130661, 28621, 113068, 110394, 656640, 127528, 166194, 109445, 113472, 31968, 87351, 146899, 104481, 75345, 178118, 86902, 35508, 77415, 52805, 104991, 173848, 210542, 844052, 114294, 20615, 236000, 69457, 171418, 7900, 147504, 114321, 87447, 37398, 54421, 25465, 46221, 89557, 56509, 17443, 92789, 49612, 20201, 192462, 30394, 104119, 104564, 68159, 84382, 10132, 83788, 29968, 95860, 36223, 50199, 136093, 18723, 81298, 58871, 35834, 25346, 41685, 12093, 10446, 26051, 12856, 84357, 70292, 37412, 67797, 13830, 76498, 11156, 21319, 11232, 23747, 16741, 49874, 79892, 14226, 27305, 145270, 8692, 139114, 19364, 17365, 534262, 17722, 43442, 15231, 10413, 17309, 35990, 46205, 2933, 24216, 121432, 19986, 4821, 15130, 190132, 30842, 2458, 28429, 20201, 186982, 54650, 22010, 65474, 22897, 3322, 181472, 136580, 114925, 272227, 73886, 242599, 5917, 49934, 46480, 83786, 163665, 17810, 44885, 60504, 24557, 95367, 76016, 30667, 44168, 23473, 19686, 8433, 137722, 14066, 34592, 86955, 17859, 258078, 125305, 9740, 4757, 52908, 105144, 16673, 55617, 146708, 280228, 57266, 248468, 28109, 312629, 241030, 75347, 39440, 17948, 348007, 98899, 60572, 316671, 38399, 48636, 139184, 6069, 31113, 38348, 39778, 8531, 12375, 75864, 220591, 1977, 8860, 15046, 583341, 21912, 181225, 269033, 3865, 128010, 223127, 84325, 353442, 240962, 286178, 63330, 97664, 127503, 191470, 94241, 33887, 142067, 414219, 61321, 32416, 61018, 149285, 79877, 125219, 20827, 53786, 32370, 270228, 28041, 117719, 63923, 104005, 31191, 119974, 32157, 40651, 25883, 225122, 198701, 105446, 84131, 107772, 304318, 40654, 48019, 30771, 53115, 497946, 8143, 94456, 168314, 102728, 86205, 43991, 105478, 40964, 48621, 54346, 28257, 31751, 19230, 17124, 78256, 47800, 44788, 65044, 15788, 54643, 52052, 63548, 26126, 95274, 34948, 28130, 90046, 51842, 12399, 41170, 4795, 55630, 28542, 12077, 44931, 31918, 136367, 11512, 47498, 14962, 48999, 15015, 77394, 2189, 70698, 10410, 23181, 11747, 28584, 11101, 310903, 23072, 36267, 190990, 8367, 36914, 85589, 50041, 45497, 3740, 23916, 21223, 181879, 27580, 66941, 49312, 45394, 115649, 22220, 124242, 50919, 83097, 24826, 681857, 62770, 189812, 147597, 63839, 20219, 61396, 65551, 218711, 310540, 54390, 89424, 46961, 37493, 19671, 379462, 38949, 164608, 11347, 10018, 186606, 156267, 69197, 18771, 53028, 87768, 21506, 5176, 60596, 5600, 8039, 21481, 450676, 50523, 30230, 17319, 52339, 264047, 69534, 475518, 30339, 50389, 81866, 69790, 66123, 62986, 172080, 161858, 200260, 623757, 260981, 145852, 14281, 160776, 143696, 87665, 185338, 96607, 160321, 94049, 31817, 1023511, 531737, 58906, 338415, 482064, 123940, 396396, 124501, 31760, 8146, 12549, 112175, 270238, 107557, 184641, 428916, 19079, 94435, 34258, 217507, 109894, 34079, 18973, 79094, 37479, 122187, 301149, 19547, 198066, 28942, 43743, 15074, 76850, 68565, 98160, 167967, 192930, 74630, 39306, 188785, 196217, 147128, 158354, 93767, 43378, 47297, 26066, 186977, 138435, 277172, 88518, 54042, 112669, 49349, 159198, 36363, 49205, 108242, 21767, 33067, 12466, 111117, 148327, 15600, 30651, 21998, 15843, 9283, 23579, 53884, 54447, 47003, 15052, 78974, 12164, 146364, 70341, 65979, 23345, 7073, 43764, 143368, 65628, 32815, 45775, 79517, 33669, 53053, 28606, 11520, 44979, 85024, 70771, 14747, 11003, 56451, 114241, 22449, 30092, 9682, 24033, 126307, 52069, 25558, 101888, 221000, 54147, 29715, 9004, 23864, 8215, 38503, 136104, 4670, 52972, 97697, 188637, 44816, 16222, 88682, 14315, 16984, 9913, 8134, 28632, 92850, 260939, 119928, 329969, 14005, 59232, 130094, 592582, 195255, 182983, 24663, 36636, 194422, 61317, 209133, 177828, 106755, 72085, 85423, 44394, 201084, 78008, 60494, 59068, 435864, 77935, 27378, 29738, 193455, 461609, 34427, 69355, 72693, 9338, 10369, 44103, 22250, 29971, 4288, 43006, 11476, 23775, 21606, 61269, 202967, 32103, 74374, 298590, 74476, 10791, 12980, 64625, 47203, 55513, 15352, 106221, 50653, 142448, 6476, 144021, 42761, 262153, 45271, 34488, 156929, 61777, 8309, 60555, 16555, 17436, 15866, 19611, 42876, 14612, 49405, 23767, 4257, 84209, 96693, 313797, 175524, 87950, 107801, 255257, 57958, 54096, 62037, 40277, 94108, 120786, 225102, 80870, 161168, 48973, 11212, 28247, 88035, 11092, 66579, 44913, 72886, 10667, 16194, 7772, 31798, 8008, 57674, 111351, 179235, 181380, 383784, 561773, 40941, 483756, 43084, 89972, 865020, 318955, 29282, 33180, 89101, 23943, 296787, 42765, 219008, 612060, 75903, 171568, 150308, 46417, 21176, 168717, 95241, 57040, 102861, 76882, 110390, 174591, 4265, 203111, 70205, 267921, 728685, 26755, 49676, 537442, 36253, 70274, 101977, 22748, 372990, 12218, 5674, 29661, 44838, 53126, 63969, 35833, 86251, 48095, 45102, 74622, 34942, 102123, 116762, 88714, 22243, 14612, 87331, 75973, 39768, 25019, 28377, 10161, 1689764, 19699, 63459, 48559, 67797, 58297, 32507, 36108, 41310, 104356, 74691, 40776, 72673, 109855, 162067, 12263, 8398, 5817, 4086, 76303, 60062, 9361, 16411, 171151, 15814, 11211, 87682, 20823, 16995, 39357, 23696, 43903, 21098, 92464, 332276, 24145, 21940, 17757, 7909, 18693, 47169, 5668, 27117, 14581, 4972, 177401, 4875, 11375, 44198, 115650, 24790, 3229, 59462, 30628, 14982, 5841, 9264, 69676, 64944, 18395, 2395, 80861, 52846, 33107, 61621, 162130, 33958, 124941, 8885, 15310, 90374, 51459, 185258, 63274, 55398, 16469, 149835, 30119, 109620, 5431, 125421, 22844, 14637, 10895, 11709, 10100, 16437, 72552, 12821, 2265, 2541, 2919, 80574, 214091, 386217, 316020, 119450, 837759, 172405, 83269, 181058, 188652, 193962, 19709, 355126, 32513, 53415, 4191, 14786, 30092, 3914, 72646, 30840, 20163, 3174, 17740, 14473, 32003, 8924, 17373, 209396, 136667, 53341, 154199, 247289, 64742, 26434, 44021, 54631, 47383, 52894, 48909, 121937, 15448, 208092, 62584, 52888, 13455, 41239, 59805, 28621, 33287, 15665, 31227, 128593, 263336, 25462, 60926, 18900, 82804, 7242, 56813, 35018, 2253, 1547, 8176, 26767, 59507, 21394, 29322, 16831, 48873, 34985, 5166, 83171, 133367, 12278, 69980, 67893, 19832, 162037, 89547, 25086, 22649, 533607, 52533, 237248, 80556, 13065, 45992, 15079, 11983, 149066, 2295, 39764, 7748, 77493, 661017, 200077, 139288, 24969, 84824, 30058, 887467, 114610, 47794, 51314, 17829, 300110, 22679, 35965, 186984, 210680, 81783, 98794, 205284, 58222, 62421, 439176, 28649, 7664, 357581, 44723, 7354, 4654, 50415, 13324, 61114, 11634, 25960, 62364, 13319, 18915, 89687, 113068, 195333, 40469, 38658, 5427, 49680, 28005, 79461, 19126, 39095, 243799, 54242, 99236, 136048, 35131, 42315, 50337, 136673, 12276, 75920, 55008, 90677, 55441, 143137, 26624, 9845, 152247, 666937, 41273, 94892, 185587, 15877, 105797, 101730, 32951, 25870, 15230, 10986, 39541, 5332, 34774, 4303, 42664, 422432, 36983, 31323, 20539, 2061, 18366, 83786, 426359, 26100, 49888, 219091, 4180, 9105, 99353, 3875, 68119, 189683, 13210, 348010, 14147, 23076, 6484, 74945, 26236, 23928, 58957, 82082, 26390, 112516, 29385, 5796, 24019, 69172, 21542, 60516, 22823, 92237, 6701, 79855, 13505, 32567, 35586, 16372, 61360, 17349, 30083, 60156, 49855, 25371, 21933, 9785, 6838, 61935, 3851, 7894, 8560, 59248, 15169, 18571, 10037, 15978, 80617, 89383, 24997, 37626, 11958, 29649, 45799, 14301, 48346, 28629, 41737, 55842, 4293, 2998, 43205, 2302, 4518, 261317, 8087, 16215, 14015, 7976, 2613, 3843, 13026, 9868, 6147, 77656, 29602, 186485, 160418, 30213, 62861, 222018, 65512, 732212, 45317, 8346, 77987, 57479, 53977, 2855, 93272, 417971, 17982, 98741, 72715, 71276, 43867, 1153, 3536, 80903, 143251, 78883, 213226, 94292, 216581, 265818, 153468, 297014, 131801, 58743, 96569, 59380, 24854, 49077, 10104, 107815, 183425, 13562, 18727, 290949, 270790, 27664, 245989, 35718, 65201, 27149, 395087, 150082, 83374, 36666, 101889, 29621, 46492, 35514, 52467, 62009, 235133, 25344, 14870, 14062, 279179, 31169, 15817, 9051, 8023, 39105, 93548, 28209, 64646, 1400, 23728, 19586, 46396, 8895, 7470, 10680, 29591, 10832, 15352, 142416, 31898, 37635, 194489, 2541, 30618, 31359, 25165, 27882, 52958, 10082, 26730, 899, 14325, 422606, 67653, 45900, 264533, 140780, 1633, 4387, 268581, 488537, 66959, 105585, 106820, 149966, 54710, 157857, 3407, 11600, 121058, 67978, 62272, 264186, 48458, 64190, 129719, 11815, 23480, 213898, 12993, 50656, 10885, 9104, 2045, 52852, 125016, 15033, 22639, 33570, 88590, 4081, 295375, 1275, 16234, 13762, 32671, 16268, 55895, 13239, 119150, 78392, 46204, 37700, 56665, 277451, 288451, 149108, 26310, 132963, 35312, 190030, 42182, 237848, 56269, 1449, 18254, 467234, 7392, 9566, 29147, 41664, 28736, 352695, 16582, 198111, 13661, 25549, 92712, 11768, 24256, 113963, 8215, 21079, 178731, 51996, 8217, 21613, 30682, 98629, 24104, 8687, 20616, 5321, 92640, 18271, 5664, 45449, 7444, 21370, 5312, 3299, 29392, 61912, 126464, 311075, 36918, 77366, 219171, 217740, 822500, 503631, 87538, 6723, 60988, 467613, 18140, 32002, 134869, 71183, 77724, 85333, 189413, 9811, 36624, 139749, 34711, 29008, 67604, 27580, 64747, 29867, 92074, 69576, 80305, 181025, 39782, 26846, 265507, 15939, 27044, 192775, 36372, 86664, 67822, 38248, 26905, 229687, 294163, 47626, 431578, 23408, 15582, 212167, 12596, 8427, 14322, 73347, 33088, 28964, 57140, 166269, 13874, 45703, 189032, 17074, 6095, 49721, 13048, 17983, 27486, 15385, 14814, 17328, 187170, 50056, 13320, 332065, 22797, 111625, 57210, 39788, 2037, 16340, 4603, 106111, 55665, 30643, 9294, 9649, 13692, 2724, 53471, 7159, 7403, 152306, 22649, 537419, 52421, 17261, 24150, 8055, 26598, 18966, 6562, 307639, 4065, 32311, 11498, 30284, 58967, 3668, 34194, 12601, 175962, 33745, 235992, 36145, 109873, 42792, 4996, 5917, 69569, 111841, 55928, 22345, 9427, 20730, 24570, 47574, 14280, 2236, 7519, 437418, 38202, 167750, 12937, 277505, 18646, 641997, 55101, 213476, 44096, 76842, 69733, 45603, 19505, 76477, 47814, 15730, 15047, 82327, 3135, 8904, 9693, 17262, 22207, 24038, 56338, 5721, 11729, 9323, 19805, 6011, 38985, 38142, 11693, 11233, 92781, 12519, 6782, 9334, 7277, 2427, 524, 17933, 11077, 11704, 12053, 60460, 259837, 167089, 123390, 36542, 28159, 44795, 185845, 248354, 64556, 98348, 912, 74351, 551363, 182910, 790926, 47876, 36108, 6276, 116625, 42614, 72803, 16979, 222099, 28805, 37611, 12983, 357579, 9285, 6528, 19547, 24834, 7984, 31371, 12676, 220475, 289508, 254404, 4339, 15664, 21406, 132149, 19707, 1520, 161288, 20033, 21212, 16059, 3116, 27675, 25541, 21530, 60407, 63084, 18442, 28573, 4767, 56264, 1595, 88037, 28068, 351274, 922, 14143, 5254, 7199, 82331, 31414, 88241, 5663, 77305, 26493, 14354, 163492, 75675, 28483, 24012, 114762, 132386, 79330, 5648, 6921, 13371, 165792, 14757, 61753, 31943, 2676, 284252, 412454, 315549, 12029, 39798, 34579, 22147, 91414, 216486, 71842, 66966, 57996, 90938, 42892, 239540, 113918, 204327, 9503, 45890, 34219, 157051, 97938, 57446, 44130, 5928, 42644, 33850, 470501, 61651, 12383, 249688, 121676, 21672, 62468, 76094, 19007, 30462, 63390, 91082, 16646, 5794, 64682, 196422, 4052, 168203, 12007, 202341, 92295, 41574, 57349, 15412, 6965, 23383, 12197, 20576, 20000, 23606, 4961, 18632, 29613, 5016, 29990, 56654, 55516, 12047, 84620, 41496, 8014, 6454, 16863, 18520, 12559, 1427, 12125, 14831, 6884, 8429, 70133, 12128, 314, 21034, 600996, 63855, 142293, 911097, 49671, 55816, 43795, 275869, 82743, 83893, 49007, 207934, 162701, 73193, 149222, 76207, 19440, 10966, 9903, 5187, 73249, 14656, 10777, 15684, 15427, 59982, 33856, 42689, 128850, 12437, 171882, 2164, 20307, 13622, 1761, 96233, 17333, 14129, 11132, 105448, 88529, 5772, 12980, 28570, 16747, 427357, 281842, 27689, 859, 2618, 3665, 604904, 142115, 48629, 70141, 17596, 67115, 86956, 111087, 41763, 8962, 57831, 44502, 115050, 156143, 86890, 85362, 25303, 75306, 6808, 101840, 35654, 104089, 19284, 54190, 9424, 27800, 74887, 181737, 12388, 25613, 42987, 3924, 16300, 37681, 37885, 57363, 25210, 5161, 20467, 63108, 19655, 3119, 134458, 76199, 22369, 4719, 23527, 8295, 37901, 90070, 87494, 15358, 135286, 23928, 22161, 4564, 71679, 40514, 2801, 79909, 4360, 15617, 200293, 27265, 55539, 39331, 12706, 35888, 34848, 79146, 176606, 21268, 87203, 782437, 36029, 1231, 26832, 63733, 6200, 38459, 8058, 3662, 84641, 20810, 56005, 14031, 5612, 10735, 24412, 361169, 6377, 1768, 20426, 9541, 8720, 20837, 892, 30325, 13174, 30096, 5936, 9395, 55567, 11403, 59297, 33473, 10585, 9517, 44208, 13145, 20008, 56923, 11487, 8307, 8708, 3080, 31890, 9971, 24958, 683, 2971, 2941, 7759, 3662, 4995, 22753, 7690, 26156, 8369, 27492, 75280, 70382, 13190, 29323, 11612, 128729, 42296, 563827, 96410, 39260, 29839, 82073, 10139, 6525, 62038, 66610, 92364, 12324, 155262, 20449, 41313, 19918, 23441, 27536, 29058, 10476, 3624, 7833, 15200, 5156, 4302, 8161, 1201, 813, 14247, 2599, 74743, 63216, 5228, 67760, 6142, 7098, 73640, 51326, 19412, 21360, 69759, 59545, 5158, 126916, 20419, 1324680, 293304, 23823, 148172, 54723, 355810, 271794, 297250, 23671, 87090, 5971, 3122, 270441, 26609, 76791, 37269, 59941, 38191, 14904, 48225, 17461, 109191, 357275, 37952, 53251, 49240, 276746, 34191, 12702, 2870, 8546, 31489, 23629, 23660, 12561, 9494, 106098, 11158, 3571, 5673, 22811, 99430, 16617, 5049, 7116, 25055, 5159, 29994, 26849, 5557, 9003, 2103, 23023, 4792, 72324, 5275, 29843, 191998, 69989, 112138, 6595, 34098, 3709, 5463, 833, 37530, 18109, 19616, 70194, 9866, 74435, 383071, 4682, 414335, 74249, 1155770, 35172, 376600, 63931, 108843, 25870, 74957, 16651, 7973, 362933, 84070, 100571, 138707, 39847, 73950, 7569, 154938, 13913, 15088, 76267, 56605, 4598, 522048, 60709, 102125, 19147, 11668, 11191, 83182, 39680, 7736, 17436, 23486, 13815, 8391, 3203, 18561, 29967, 781, 11387, 18355, 95529, 1119, 9727, 2215, 24438, 35848, 5143, 43965, 15104, 1966, 5863, 4124, 7663, 2670, 39451, 120036, 16299, 10771, 58366, 80429, 3548, 81644, 81699, 1388, 94139, 21409, 23986, 6384, 59474, 19715, 8294, 10672, 145395, 134070, 564, 41856, 12049, 29608, 51353, 600266, 114407, 32307, 99033, 170027, 291603, 113152, 152089, 107408, 35130, 68722, 71919, 81599, 3198, 6585, 740918, 29659, 89128, 251349, 6304, 45859, 91017, 4756, 12339, 18286, 52805, 4582, 145580, 22929, 45396, 23023, 13010, 59637, 17169, 27301, 64794, 11011, 116910, 18313, 29341, 11439, 26300, 4195, 28855, 9589, 27266, 2281, 1245, 7394, 3024, 2330, 1940, 7367, 32512, 34383, 6797, 43575, 9230, 30210, 89806, 3433, 8707, 55597, 175607, 40511, 10472, 43013, 190494, 96129, 14786, 44151, 5548, 18792, 59524, 3754, 15267, 1658, 3788, 15315, 79353, 4976, 109214, 188679, 126893, 67992, 13523, 76828, 31915, 49820, 79916, 22105, 51204, 6359, 30765, 105568, 31791, 326494, 28513, 845580, 85688, 114797, 98354, 115813, 3571, 2448, 11622, 74875, 4345, 49948, 5975, 6915, 86077, 22961, 102071, 108683, 20815, 91377, 395921, 7904, 23202, 29629, 10624, 14995, 7973, 47227, 61151, 48675, 9509, 2326, 1180, 5164, 40274, 24921, 7319, 21416, 9427, 15053, 260607, 26720, 12411, 12233, 50197, 2047, 40305, 12366, 281649, 3665, 32382, 40618, 12675, 28845, 1900, 54478, 6632, 1560, 1884, 65299, 8824, 1207, 12672, 6183, 72443, 138814, 11202, 68211, 4695, 19234, 83234, 6304, 8867, 87739, 107923, 149528, 41138, 573541, 10483, 580999, 9171, 32357, 29463, 6919, 30836, 680041, 4952, 16445, 34232, 39975, 47097, 41361, 31260, 17478, 321283, 192940, 9456, 128694, 71495, 30219, 93894, 27198, 110616, 73501, 13506, 266020, 66840, 177729, 5612, 1415, 28714, 13086, 120189, 14621, 44339, 78241, 67949, 3611, 10073, 22697, 4377, 16224, 18762, 20275, 22457, 2308, 8535, 2877, 36494, 6705, 2705, 4617, 2133, 2112, 34224, 1398, 811, 23334, 9913, 34263, 1686, 1738, 2086, 215340, 1177, 5294, 3167, 31836, 3258, 3579, 17770, 210548, 82232, 160281, 74626, 39508, 15956, 66483, 1721, 13949, 24977, 131831, 113451, 11399, 1024, 54104, 1950, 104072, 7228, 12188, 342, 45984, 92599, 28573, 399138, 533200, 19194, 170155, 9607, 704, 30474, 73349, 90177, 139432, 469561, 4687, 82133, 21245, 123090, 43485, 29610, 139329, 155153, 1466, 12942, 25332, 149444, 2580, 19331, 7721, 8265, 8279, 95362, 8465, 9502, 6000, 14548, 3665, 8239, 3943, 8005, 8603, 18711, 15885, 25063, 761, 31089, 356181, 3942, 37495, 368, 1289, 37156, 7988, 48562, 11074, 266, 4122, 1238, 30511, 306336, 2280, 103749, 28951, 746, 5695, 55040, 33567, 175196, 21359, 291875, 112671, 40800, 5744, 95294, 29488, 10755, 6930, 45500, 40878, 34620, 9010, 50311, 28589, 6062, 36996, 187595, 183288, 6221, 52509, 21202, 105591, 52286, 578, 185345, 806, 1138, 4820, 10220, 5699, 61787, 4100, 4057, 99177, 1015, 71321, 31952, 22521, 1573, 4977, 40359, 12244, 22, 89403, 4663, 112899, 133966, 34520, 77551, 18566, 259379, 15401, 42462, 8224, 168398, 173551, 68222, 111658, 31130, 20885, 54657, 3911, 8662, 4288, 27346, 46107, 397, 16645, 5475, 5615, 3467, 7479, 5613, 2522, 1758, 19336, 10282, 9689, 19236, 344, 11763, 4894, 118684, 1010, 108248, 149293, 40481, 744, 41509, 11088, 70336, 2794, 13223, 161471, 26773, 32415, 56402, 8697, 16349, 30479, 2725, 536, 9750, 4702, 4391, 1618, 194426, 37714, 57578, 60295, 14018, 14112, 36657, 202800, 38215, 9408, 29517, 17322, 30314, 43839, 2963, 143086, 2419, 21379, 444, 463, 22212, 2792, 20376, 226583, 133348, 2720, 3291, 414976, 65951, 11369, 775, 449, 1231, 54316, 4182, 39690, 910, 37785, 299127, 76151, 139426, 19397, 22145, 262160, 19986, 2417, 664719, 503509, 7025, 2582, 91, 591, 5061, 76467, 1324, 6555, 148221, 375240, 46493, 44329, 22773, 116642, 52642, 76407, 4501, 23021, 141425, 36321, 30570, 7584, 21468, 36381, 4195, 414345, 21746, 9540, 5933, 2629, 11283, 6084, 47988, 1976, 983, 30396, 9233, 1524, 3142, 505, 46076, 3806, 125114, 23836, 10564, 1290, 2482, 1220, 606, 30160, 20176, 2735, 1938, 3228, 1048, 4862, 783, 480, 100890, 6025, 44763, 131969, 13485, 53919, 11965, 5489, 64748, 14580, 13421, 1742, 151812, 26513, 2039, 4743, 2256, 4167, 54601, 17725, 63839, 12160, 101287, 25750, 27260, 42183, 1661, 9376, 18980, 8509, 316027, 94463, 70885, 103, 819, 13269, 186786, 12631, 448, 94, 531, 31429, 17068, 3411, 42256, 3274, 58260, 4583, 6790, 1099, 7559, 154, 3562, 651, 3479, 26407, 1038, 709, 553, 6884, 229012, 3086, 1656, 26185, 70136, 1358, 2004, 75669, 739, 2038, 175413, 475, 19732, 10143, 5931, 7921, 7143, 161448, 42678, 184824, 382240, 3675, 5709, 1123, 14985, 140740, 4407, 4546, 27297, 9037, 6046, 157863, 2932, 24438, 2843, 18035, 4423, 12241, 891, 294, 720, 91863, 241, 24668, 114070, 6041, 8000, 3513, 4662, 1489, 160511, 1727, 1428, 2787, 46813, 708, 8511, 575, 2742, 4812, 63951, 147566, 131, 2099, 1034, 48, 148334, 771, 27882, 19846, 4769, 71387, 3340, 5178, 90827, 586, 96411, 22800, 21618, 12399, 13521, 2770, 4117, 12796, 67824, 142619, 1622, 85028, 1389, 5507, 6375, 11816, 6246, 2631, 143, 181749, 803, 11550, 47502, 15103, 4067, 16792, 3924, 4555, 72639, 589, 52055, 1338, 4285 ], "xaxis": "x", "yaxis": "y" } ], "layout": { "barmode": "relative", "height": 600, "legend": { "tracegroupgap": 0 }, "margin": { "t": 60 }, "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "scatter": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "colorscale": { "diverging": [ [ 0, "#8e0152" ], [ 0.1, "#c51b7d" ], [ 0.2, "#de77ae" ], [ 0.3, "#f1b6da" ], [ 0.4, "#fde0ef" ], [ 0.5, "#f7f7f7" ], [ 0.6, "#e6f5d0" ], [ 0.7, "#b8e186" ], [ 0.8, "#7fbc41" ], [ 0.9, "#4d9221" ], [ 1, "#276419" ] ], "sequential": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "sequentialminus": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "zerolinecolor": "white", "zerolinewidth": 2 } } }, "title": { "text": "Number of IMDb Users Who Voted" }, "xaxis": { "anchor": "y", "domain": [ 0, 0.98 ], "title": { "text": "num_voted_users" } }, "yaxis": { "anchor": "x", "domain": [ 0, 1 ], "title": { "text": "count" } } } }, "text/html": [ "
\n", " \n", " \n", "
\n", " \n", "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "## Voted\n", "fig = px.histogram(df, x=\"num_voted_users\")\n", "fig.update_traces(marker_color='blue', marker_line_color='blue', opacity=0.6)\n", "fig.update_layout(title_text='Number of IMDb Users Who Voted')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4. Correlation Analysis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Correlation is a measure of relationship strength between two variables. If two variables are highly positively correlated, then an increase in one will generally lead to an increase in the other. If two variables are highly negatively correlated, then an increase in one will generally lead to a decrease in the other. The correlation coefficients for each of the x variables with the y variable, IMDb score, are shown below." ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "imdb_score 1.000000\n", "num_voted_users 0.479882\n", "duration 0.370148\n", "num_critic_for_reviews 0.349811\n", "num_user_for_reviews 0.324998\n", "movie_facebook_likes 0.283770\n", "profit 0.255117\n", "gross 0.218389\n", "director_facebook_likes 0.191684\n", "content_rating 0.120074\n", "cast_total_facebook_likes 0.106502\n", "actor_2_facebook_likes 0.101541\n", "actor_1_facebook_likes 0.093774\n", "actor_3_facebook_likes 0.065357\n", "budget 0.038711\n", "facenumber_in_poster -0.069214\n", "color -0.118699\n", "title_year -0.133974\n", "from_USA -0.135822\n", "in_english -0.169427\n", "Name: imdb_score, dtype: float64" ] }, "execution_count": 60, "metadata": {}, "output_type": "execute_result" } ], "source": [ "## Correlation with IMDb score\n", "df[df.columns[0:]].corr()['imdb_score'][:].sort_values(ascending=False)" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "## Correlation heatmap\n", "plt.figure(figsize=(14,10))\n", "corr = df.corr()\n", "mask = np.zeros_like(corr)\n", "mask[np.triu_indices_from(mask)] = True\n", "sns.heatmap(df.corr(), mask=mask, vmax=.8, square=True, annot=True, fmt=\".2f\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The variables that are the highest determinants of overall IMDb score are likely the ones that are highly correlated with IMDb score. Interestingly, there are no variables that have a strong correlation, so the variables that are 'highly' correlated will have to be based on the context of the other variables. In this case, the variables that we will deem to be 'highly' correlated (above 0.2) are:\n", "* num_voted_users\n", "* duration\n", "* num_critic_for_reviews\n", "* num_user_for_reviews\n", "* movie_facebook_likes\n", "* profit\n", "* gross\n", "\n", "These findings are generalized and the extent of the variables' likelihood to affect IMDb score is based on the correlation coefficient as mentioned above. So now that we have this information, what can we do with it? The next step is to set up a regression model based on the determinants to predict IMDb score." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 5. Regression" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The first step in regression is setting x and y variables. The y variable, the variable we're trying to predict, is IMDb score. The x variables, or determinants of the y variable, will be all the numerical columns aside from IMDb score." ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [], "source": [ "## Set X and y variables\n", "y = df1['imdb_score'] \n", "X = df1.drop(['movie_quality', 'imdb_score'], axis =1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### a. Scikit-learn" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The first model we'll build and test is Scikit-learn's linear regression algorithm. " ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [], "source": [ "## Build regression model based on scikit-learn algorithm\n", "model1 = lm.LinearRegression()\n", "model1.fit(X, y)\n", "model1_y = model1.predict(X)" ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[('title_year', '-0.017'),\n", " ('content_rating', '0.037'),\n", " ('duration', '0.011'),\n", " ('from_USA', '-0.205'),\n", " ('in_english', '-0.701'),\n", " ('color', '-0.335'),\n", " ('gross', '-0.000'),\n", " ('budget', '-0.000'),\n", " ('profit', '0.000'),\n", " ('movie_facebook_likes', '-0.000'),\n", " ('director_facebook_likes', '0.000'),\n", " ('actor_1_facebook_likes', '0.000'),\n", " ('actor_2_facebook_likes', '0.000'),\n", " ('actor_3_facebook_likes', '0.000'),\n", " ('cast_total_facebook_likes', '-0.000'),\n", " ('num_critic_for_reviews', '0.003'),\n", " ('num_user_for_reviews', '-0.001'),\n", " ('num_voted_users', '0.000'),\n", " ('facenumber_in_poster', '-0.025')]" ] }, "execution_count": 64, "metadata": {}, "output_type": "execute_result" } ], "source": [ "## Display coefficients for each variable\n", "coef = [\"%.3f\" % i for i in model1.coef_]\n", "xcolumns = [ i for i in X.columns ]\n", "list(zip(xcolumns, coef))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The strength or accuracy of a regression model is evaluated through mean square error (MSE) and R-squared. The goal of a regression model is to minimize MSE and maximize R-squared. A lower MSE means less error in the model." ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Mean Square Error: 0.6492138737974602\n", "Variance or R-squared: 0.4164775382245356\n" ] } ], "source": [ "## Model evaluation\n", "print(\"Mean Square Error: \", mean_squared_error(y, model1_y))\n", "print(\"Variance or R-squared: \", explained_variance_score(y, model1_y))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### b. Statsmodel" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next we'll test Statsmodel regression algorithm based on ordinary least squares regression." ] }, { "cell_type": "code", "execution_count": 66, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " OLS Regression Results \n", "==============================================================================\n", "Dep. Variable: imdb_score R-squared: 0.416\n", "Model: OLS Adj. R-squared: 0.414\n", "Method: Least Squares F-statistic: 158.4\n", "Date: Tue, 26 May 2020 Prob (F-statistic): 0.00\n", "Time: 13:11:29 Log-Likelihood: -4564.7\n", "No. Observations: 3794 AIC: 9165.\n", "Df Residuals: 3776 BIC: 9278.\n", "Df Model: 17 \n", "Covariance Type: nonrobust \n", "=============================================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "---------------------------------------------------------------------------------------------\n", "Intercept 40.5584 3.229 12.560 0.000 34.227 46.889\n", "title_year -0.0173 0.002 -10.713 0.000 -0.020 -0.014\n", "content_rating 0.0368 0.017 2.105 0.035 0.003 0.071\n", "duration 0.0112 0.001 16.637 0.000 0.010 0.012\n", "from_USA -0.2021 0.036 -5.683 0.000 -0.272 -0.132\n", "in_english -0.7014 0.073 -9.603 0.000 -0.845 -0.558\n", "color -0.3387 0.076 -4.486 0.000 -0.487 -0.191\n", "gross -1.876e-06 1.49e-07 -12.561 0.000 -2.17e-06 -1.58e-06\n", "budget 1.871e-06 1.49e-07 12.527 0.000 1.58e-06 2.16e-06\n", "profit 1.877e-06 1.49e-07 12.570 0.000 1.58e-06 2.17e-06\n", "movie_facebook_likes -1.927e-06 9.09e-07 -2.119 0.034 -3.71e-06 -1.44e-07\n", "actor_1_facebook_likes 5.629e-05 1.26e-05 4.484 0.000 3.17e-05 8.09e-05\n", "actor_2_facebook_likes 5.986e-05 1.32e-05 4.534 0.000 3.4e-05 8.57e-05\n", "actor_3_facebook_likes 5.493e-05 2.04e-05 2.687 0.007 1.48e-05 9.5e-05\n", "cast_total_facebook_likes -5.385e-05 1.25e-05 -4.301 0.000 -7.84e-05 -2.93e-05\n", "num_critic_for_reviews 0.0026 0.000 13.581 0.000 0.002 0.003\n", "num_user_for_reviews -0.0006 5.56e-05 -10.546 0.000 -0.001 -0.000\n", "num_voted_users 3.357e-06 1.65e-07 20.288 0.000 3.03e-06 3.68e-06\n", "facenumber_in_poster -0.0253 0.007 -3.853 0.000 -0.038 -0.012\n", "==============================================================================\n", "Omnibus: 601.448 Durbin-Watson: 1.975\n", "Prob(Omnibus): 0.000 Jarque-Bera (JB): 1317.164\n", "Skew: -0.927 Prob(JB): 9.58e-287\n", "Kurtosis: 5.213 Cond. No. 6.77e+15\n", "==============================================================================\n", "\n", "Warnings:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n", "[2] The smallest eigenvalue is 9.34e-13. This might indicate that there are\n", "strong multicollinearity problems or that the design matrix is singular.\n" ] } ], "source": [ "## Build regression model based on ordinary least squares\n", "runs_reg_model = ols(\"imdb_score~title_year+content_rating+duration+from_USA+in_english+color+gross+budget+profit+movie_facebook_likes+actor_1_facebook_likes+actor_2_facebook_likes+actor_3_facebook_likes+cast_total_facebook_likes+num_critic_for_reviews+num_user_for_reviews+num_voted_users+facenumber_in_poster\", df1)\n", "runs_reg = runs_reg_model.fit()\n", "print(runs_reg.summary())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The R-squared terms of Statsmodel and Scikit-learn models are virtually identical (0.416), but Statsmodel has a slightly higher MSE, meaning it's a slightly less accurate model than Scikit-learn." ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.6525603200981047" ] }, "execution_count": 67, "metadata": {}, "output_type": "execute_result" } ], "source": [ "## Evaluation of MSE\n", "runs_reg.mse_resid" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### c. Regularization" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we'll build a regression model using Lasso regularization algorithm. " ] }, { "cell_type": "code", "execution_count": 68, "metadata": {}, "outputs": [], "source": [ "## Build regression model based on regularization algorithm\n", "modelL = lm.Lasso()\n", "modelL.fit(X, y)\n", "modelL_y = modelL.predict(X)" ] }, { "cell_type": "code", "execution_count": 69, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[('title_year', '-0.004'),\n", " ('content_rating', '0.000'),\n", " ('duration', '0.011'),\n", " ('from_USA', '-0.000'),\n", " ('in_english', '-0.000'),\n", " ('color', '-0.000'),\n", " ('gross', '-0.000'),\n", " ('budget', '-0.000'),\n", " ('profit', '0.000'),\n", " ('movie_facebook_likes', '-0.000'),\n", " ('director_facebook_likes', '0.000'),\n", " ('actor_1_facebook_likes', '0.000'),\n", " ('actor_2_facebook_likes', '0.000'),\n", " ('actor_3_facebook_likes', '0.000'),\n", " ('cast_total_facebook_likes', '-0.000'),\n", " ('num_critic_for_reviews', '0.002'),\n", " ('num_user_for_reviews', '-0.000'),\n", " ('num_voted_users', '0.000'),\n", " ('facenumber_in_poster', '-0.000')]" ] }, "execution_count": 69, "metadata": {}, "output_type": "execute_result" } ], "source": [ "## Display coefficients for each variable\n", "coef = [\"%.3f\" % i for i in modelL.coef_]\n", "xcolumns = [ i for i in X.columns ]\n", "list(zip(xcolumns, coef))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This model has a higher MSE and a lower R-squared than previous models, meaning it's less accurate." ] }, { "cell_type": "code", "execution_count": 70, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Mean Square Error: 0.705537813993835\n", "Variance or R-squared: 0.36585279718498065\n" ] } ], "source": [ "## Model evaluation\n", "print(\"Mean Square Error: \", mean_squared_error(y, modelL_y))\n", "print(\"Variance or R-squared: \", explained_variance_score(y, modelL_y))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### d. Feature selection" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next we'll build a model using feature selection. SelectKBest will choose the 12 most important variables that we'll be able to build a regression model from." ] }, { "cell_type": "code", "execution_count": 71, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[ 0 1 2 3 4 6 8 9 10 15 16 17]\n" ] } ], "source": [ "## Select 12 most important variables using SelectKBest algorithm\n", "X1 = SelectKBest(f_regression, k=12).fit_transform(X, y)\n", "selector = SelectKBest(f_regression, k=12).fit(X, y)\n", "idxs_selected = selector.get_support(indices=True)\n", "print(idxs_selected)" ] }, { "cell_type": "code", "execution_count": 72, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
title_yearcontent_ratingdurationfrom_USAin_englishcolorgrossbudgetprofitmovie_facebook_likesdirector_facebook_likesactor_1_facebook_likesactor_2_facebook_likesactor_3_facebook_likescast_total_facebook_likesnum_critic_for_reviewsnum_user_for_reviewsnum_voted_usersfacenumber_in_poster
02009.03178.01.01.01760505847.0237000000.0523505847.0330000.01000.0936.0855.04834723.03054.08862040.0
\n", "
" ], "text/plain": [ " title_year content_rating duration from_USA in_english color \\\n", "0 2009.0 3 178.0 1.0 1.0 1 \n", "\n", " gross budget profit movie_facebook_likes \\\n", "0 760505847.0 237000000.0 523505847.0 33000 \n", "\n", " director_facebook_likes actor_1_facebook_likes actor_2_facebook_likes \\\n", "0 0.0 1000.0 936.0 \n", "\n", " actor_3_facebook_likes cast_total_facebook_likes num_critic_for_reviews \\\n", "0 855.0 4834 723.0 \n", "\n", " num_user_for_reviews num_voted_users facenumber_in_poster \n", "0 3054.0 886204 0.0 " ] }, "execution_count": 72, "metadata": {}, "output_type": "execute_result" } ], "source": [ "## Check which variables were chosen\n", "X.head(1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The 12 most important variables according to SelectKBest are:\n", "* title year\n", "* content rating\n", "* duration\n", "* from USA\n", "* in english\n", "* gross\n", "* profit\n", "* movie facebook likes\n", "* director facebook likes\n", "* num critic for reviews\n", "* num user for reviews\n", "* num voted users\n", "\n", "The regression model built with feature selection has a higher MSE and a lower R-squared than previously tested models meaning it's less accurate." ] }, { "cell_type": "code", "execution_count": 73, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Mean Square Error: 0.6608544967460929\n", "Variance or R-squared: 0.4060147843713958\n" ] } ], "source": [ "## Build regression model based on 12 chosen variables\n", "modelF = lm.LinearRegression()\n", "modelF.fit(X1, y)\n", "modelF_y = modelF.predict(X1)\n", "## Model evaluation\n", "print(\"Mean Square Error: \", mean_squared_error(y, modelF_y))\n", "print(\"Variance or R-squared: \", explained_variance_score(y, modelF_y))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### e. Testing best model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By analyzing the MSE of each of the regression models, we can tell that Scikit-learn is the most accurate model because it has the lowest MSE of the 4 models tested. This means that the Scikit-learn model has reduced the total amount of error in its regression model." ] }, { "cell_type": "code", "execution_count": 74, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Scikit-learn MSE: 0.6492138737974602\n", "Statsmodel MSE: 0.6525603200981047\n", "Regularization MSE: 0.705537813993835\n", "Feature selection MSE: 0.6608544967460929\n" ] } ], "source": [ "## Evaluation of all models\n", "print(\"Scikit-learn MSE:\", mean_squared_error(y, model1_y))\n", "print(\"Statsmodel MSE:\", runs_reg.mse_resid)\n", "print(\"Regularization MSE:\", mean_squared_error(y, modelL_y))\n", "print(\"Feature selection MSE:\", mean_squared_error(y, modelF_y))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The plot below shows the actual IMDb scores plotted against Scikit-learn's predicted scores. Below the plot is the root mean square (RMS) of the Scikit-learn model. This is helpful in analysis because RMS puts the error term into the same scale as the y variable. In other words, on average, this model wrongly predicts the IMDb score by 0.8. This seems very high, especially since 0.8 can be the difference between a good movie and a great movie. However, the reason for the high RMS is that the model doesn't predict IMDb scores below 5 or 6. This means that there is a greater amount of error in lower IMDb rated movies, which increases the error overall. This is most likely due to the nature of the dataset and not an issue with the model. In other words, because of the dataset, the model will be more accurate with IMDb scores above 5 or 6." ] }, { "cell_type": "code", "execution_count": 75, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Scikit-learn RMS: 0.8057380925570419\n" ] } ], "source": [ "## Scatterplot actual vs predicted for Scikit-learn\n", "plt.subplots()\n", "plt.scatter(y, model1_y)\n", "plt.plot([y.min(), y.max()], [y.min(), y.max()], 'k--', lw=4) #dotted line represents perfect prediction (actual = predicted)\n", "plt.title('Scikit-learn Actual vs Predicted')\n", "plt.xlabel('Actual IMDb Score')\n", "plt.ylabel('Predicted IMDb Score')\n", "plt.show()\n", "## Display RMS of Scikit-learn model\n", "print(\"Scikit-learn RMS: \", sqrt(mean_squared_error(y, model1_y)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 6. Classification" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Earlier on in the project, we set custom bins based on the IMDb score of the movie. \n", "* Movies in bin 1 represent 'bad' movies (0-4 IMDb score)\n", "* Movies in bin 2 represent 'ok' movies (4-6 IMDb score)\n", "* Movies in bin 3 represent 'good' movies (6-8 IMDb score)\n", "* Movies in bin 4 movies represent 'excellent' movies (8-10 IMDb score)" ] }, { "cell_type": "code", "execution_count": 76, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1 95\n", "2 1067\n", "3 2476\n", "4 156\n", "Name: movie_quality, dtype: int64" ] }, "execution_count": 76, "metadata": {}, "output_type": "execute_result" } ], "source": [ "## Show custom movie quality bins\n", "df1['movie_quality'].value_counts().sort_index()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can use the dataset to build classification models to predict which bin movies will classify as. Effectively we are predicting whether a movie is 'bad,' 'ok,' 'good,' or 'excellent' instead of predicting the IMDb score overall." ] }, { "cell_type": "code", "execution_count": 77, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(3794,) (3794, 19)\n" ] } ], "source": [ "## Declare X/y variables\n", "\n", "y = df1['movie_quality']\n", "X = df1.drop(['movie_quality', 'imdb_score'], axis =1)\n", "\n", "print(y.shape, X.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### a. Decision tree" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First, we'll use a decision tree classification model. This model splits the dataset into training and testing groups. 70% of the data will be used to train the algorithm, while the remaining 30% will be used to test the model and its accuracy." ] }, { "cell_type": "code", "execution_count": 78, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.7155399473222125\n" ] } ], "source": [ "## Validation\n", "X_train, X_test_dt, y_train, y_test_dt = train_test_split(X, y, test_size=0.3, random_state=0)\n", "## Initialize\n", "dt = DecisionTreeClassifier(max_depth=5, min_samples_leaf=5)\n", "## Train\n", "dt = dt.fit(X_train, y_train)\n", "## Model evaluation\n", "print(metrics.accuracy_score(y_test_dt, dt.predict(X_test_dt)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A classification model is evaluated by its accuracy, the amount of correctly classified data points in the test set divided by the total number of data points in the test set. In this case, the model correctly classifies the data 71.5% of the time. A confusion matrix is a visualization of the accuracy of a classification model. The goal of a confusion matrix is to maximize the true rates, the numbers diagonal from top left to bottom right. Naturally, when maximizing the true rates we'll want to minimize the rest, which are called false rates. In this case, the true rate is high enough to suggest a decent amount of accuracy in the model. However, it's worth noting that the model does not correctly predict any 'bad' movies and instead falsely classifies them as 'ok' or 'good.' Similarly, there are quite a few instances of 'ok' movies that are misclassified as 'good' movies. This is a similar phenomenon found in the regression model in which the model does not predict IMDb scores under 5. This further proves the theory that this error is due to the nature of the dataset and not the algorithm itself." ] }, { "cell_type": "code", "execution_count": 79, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "## Confusion matrix\n", "skplt.metrics.plot_confusion_matrix(y_true=np.array(y_test_dt), y_pred=dt.predict(X_test_dt))\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Shown below is the output of the decision tree used to classify each movie. The decision tree starts with num_voted_users, splits them into two groups, above and below 89,788, then moves to the next node. This process repeats until all observations have been classified. The gini score represents how homogeneous the data in each node is. Zero represents complete homogeneousness, which is the goal of classification. The issue with this decision tree is that some of the nodes on the final level are mostly heterogeneous when they should be completely homogeneous in an ideal model. Again, this is most likely due to the nature of the dataset where the algorithms tend to misclassify movies that have a lower IMDb score." ] }, { "cell_type": "code", "execution_count": 80, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "Tree\n", "\n", "\n", "\n", "0\n", "\n", "num_voted_users <= 89788.0\n", "gini = 0.485\n", "samples = 2655\n", "value = [68, 722, 1758, 107]\n", "\n", "\n", "\n", "1\n", "\n", "duration <= 110.5\n", "gini = 0.513\n", "samples = 1789\n", "value = [67, 645, 1067, 10]\n", "\n", "\n", "\n", "0->1\n", "\n", "\n", "True\n", "\n", "\n", "\n", "32\n", "\n", "num_voted_users <= 559631.0\n", "gini = 0.343\n", "samples = 866\n", "value = [1, 77, 691, 97]\n", "\n", "\n", "\n", "0->32\n", "\n", "\n", "False\n", "\n", "\n", "\n", "2\n", "\n", "budget <= 13750000.0\n", "gini = 0.545\n", "samples = 1226\n", "value = [60, 528, 634, 4]\n", "\n", "\n", "\n", "1->2\n", "\n", "\n", "\n", "\n", "\n", "17\n", "\n", "facenumber_in_poster <= 3.5\n", "gini = 0.365\n", "samples = 563\n", "value = [7, 117, 433, 6]\n", "\n", "\n", "\n", "1->17\n", "\n", "\n", "\n", "\n", "\n", "3\n", "\n", "num_voted_users <= 32111.0\n", "gini = 0.483\n", "samples = 564\n", "value = [22, 171, 367, 4]\n", "\n", "\n", "\n", "2->3\n", "\n", "\n", "\n", "\n", "\n", "10\n", "\n", "num_critic_for_reviews <= 102.5\n", "gini = 0.543\n", "samples = 662\n", "value = [38, 357, 267, 0]\n", "\n", "\n", "\n", "2->10\n", "\n", "\n", "\n", "\n", "\n", "4\n", "\n", "profit <= 8931898.5\n", "gini = 0.532\n", "samples = 415\n", "value = [22, 147, 242, 4]\n", "\n", "\n", "\n", "3->4\n", "\n", "\n", "\n", "\n", "\n", "7\n", "\n", "gross <= 28167703.0\n", "gini = 0.27\n", "samples = 149\n", "value = [0, 24, 125, 0]\n", "\n", "\n", "\n", "3->7\n", "\n", "\n", "\n", "\n", "\n", "5\n", "\n", "gini = 0.502\n", "samples = 351\n", "value = [19, 104, 224, 4]\n", "\n", "\n", "\n", "4->5\n", "\n", "\n", "\n", "\n", "\n", "6\n", "\n", "gini = 0.467\n", "samples = 64\n", "value = [3, 43, 18, 0]\n", "\n", "\n", "\n", "4->6\n", "\n", "\n", "\n", "\n", "\n", "8\n", "\n", "gini = 0.145\n", "samples = 102\n", "value = [0, 8, 94, 0]\n", "\n", "\n", "\n", "7->8\n", "\n", "\n", "\n", "\n", "\n", "9\n", "\n", "gini = 0.449\n", "samples = 47\n", "value = [0, 16, 31, 0]\n", "\n", "\n", "\n", "7->9\n", "\n", "\n", "\n", "\n", "\n", "11\n", "\n", "movie_facebook_likes <= 26.5\n", "gini = 0.501\n", "samples = 317\n", "value = [24, 204, 89, 0]\n", "\n", "\n", "\n", "10->11\n", "\n", "\n", "\n", "\n", "\n", "14\n", "\n", "budget <= 28500000.0\n", "gini = 0.535\n", "samples = 345\n", "value = [14, 153, 178, 0]\n", "\n", "\n", "\n", "10->14\n", "\n", "\n", "\n", "\n", "\n", "12\n", "\n", "gini = 0.572\n", "samples = 125\n", "value = [11, 63, 51, 0]\n", "\n", "\n", "\n", "11->12\n", "\n", "\n", "\n", "\n", "\n", "13\n", "\n", "gini = 0.417\n", "samples = 192\n", "value = [13, 141, 38, 0]\n", "\n", "\n", "\n", "11->13\n", "\n", "\n", "\n", "\n", "\n", "15\n", "\n", "gini = 0.501\n", "samples = 138\n", "value = [9, 41, 88, 0]\n", "\n", "\n", "\n", "14->15\n", "\n", "\n", "\n", "\n", "\n", "16\n", "\n", "gini = 0.518\n", "samples = 207\n", "value = [5, 112, 90, 0]\n", "\n", "\n", "\n", "14->16\n", "\n", "\n", "\n", "\n", "\n", "18\n", "\n", "budget <= 36500000.0\n", "gini = 0.325\n", "samples = 500\n", "value = [5, 89, 401, 5]\n", "\n", "\n", "\n", "17->18\n", "\n", "\n", "\n", "\n", "\n", "25\n", "\n", "budget <= 55000000.0\n", "gini = 0.543\n", "samples = 63\n", "value = [2, 28, 32, 1]\n", "\n", "\n", "\n", "17->25\n", "\n", "\n", "\n", "\n", "\n", "19\n", "\n", "num_voted_users <= 5630.0\n", "gini = 0.25\n", "samples = 336\n", "value = [2, 41, 288, 5]\n", "\n", "\n", "\n", "18->19\n", "\n", "\n", "\n", "\n", "\n", "22\n", "\n", "actor_2_facebook_likes <= 3500.0\n", "gini = 0.439\n", "samples = 164\n", "value = [3, 48, 113, 0]\n", "\n", "\n", "\n", "18->22\n", "\n", "\n", "\n", "\n", "\n", "20\n", "\n", "gini = 0.513\n", "samples = 43\n", "value = [1, 18, 24, 0]\n", "\n", "\n", "\n", "19->20\n", "\n", "\n", "\n", "\n", "\n", "21\n", "\n", "gini = 0.182\n", "samples = 293\n", "value = [1, 23, 264, 5]\n", "\n", "\n", "\n", "19->21\n", "\n", "\n", "\n", "\n", "\n", "23\n", "\n", "gini = 0.471\n", "samples = 144\n", "value = [3, 48, 93, 0]\n", "\n", "\n", "\n", "22->23\n", "\n", "\n", "\n", "\n", "\n", "24\n", "\n", "gini = 0.0\n", "samples = 20\n", "value = [0, 0, 20, 0]\n", "\n", "\n", "\n", "22->24\n", "\n", "\n", "\n", "\n", "\n", "26\n", "\n", "duration <= 114.5\n", "gini = 0.515\n", "samples = 47\n", "value = [2, 15, 29, 1]\n", "\n", "\n", "\n", "25->26\n", "\n", "\n", "\n", "\n", "\n", "29\n", "\n", "duration <= 121.5\n", "gini = 0.305\n", "samples = 16\n", "value = [0, 13, 3, 0]\n", "\n", "\n", "\n", "25->29\n", "\n", "\n", "\n", "\n", "\n", "27\n", "\n", "gini = 0.42\n", "samples = 10\n", "value = [0, 7, 3, 0]\n", "\n", "\n", "\n", "26->27\n", "\n", "\n", "\n", "\n", "\n", "28\n", "\n", "gini = 0.456\n", "samples = 37\n", "value = [2, 8, 26, 1]\n", "\n", "\n", "\n", "26->28\n", "\n", "\n", "\n", "\n", "\n", "30\n", "\n", "gini = 0.0\n", "samples = 10\n", "value = [0, 10, 0, 0]\n", "\n", "\n", "\n", "29->30\n", "\n", "\n", "\n", "\n", "\n", "31\n", "\n", "gini = 0.5\n", "samples = 6\n", "value = [0, 3, 3, 0]\n", "\n", "\n", "\n", "29->31\n", "\n", "\n", "\n", "\n", "\n", "33\n", "\n", "title_year <= 1977.5\n", "gini = 0.281\n", "samples = 813\n", "value = [1, 77, 683, 52]\n", "\n", "\n", "\n", "32->33\n", "\n", "\n", "\n", "\n", "\n", "48\n", "\n", "profit <= 120490392.0\n", "gini = 0.256\n", "samples = 53\n", "value = [0, 0, 8, 45]\n", "\n", "\n", "\n", "32->48\n", "\n", "\n", "\n", "\n", "\n", "34\n", "\n", "num_voted_users <= 148808.0\n", "gini = 0.491\n", "samples = 23\n", "value = [0, 0, 10, 13]\n", "\n", "\n", "\n", "33->34\n", "\n", "\n", "\n", "\n", "\n", "41\n", "\n", "in_english <= 0.5\n", "gini = 0.262\n", "samples = 790\n", "value = [1, 77, 673, 39]\n", "\n", "\n", "\n", "33->41\n", "\n", "\n", "\n", "\n", "\n", "35\n", "\n", "profit <= 56237734.0\n", "gini = 0.32\n", "samples = 10\n", "value = [0, 0, 8, 2]\n", "\n", "\n", "\n", "34->35\n", "\n", "\n", "\n", "\n", "\n", "38\n", "\n", "title_year <= 1971.0\n", "gini = 0.26\n", "samples = 13\n", "value = [0, 0, 2, 11]\n", "\n", "\n", "\n", "34->38\n", "\n", "\n", "\n", "\n", "\n", "36\n", "\n", "gini = 0.48\n", "samples = 5\n", "value = [0, 0, 3, 2]\n", "\n", "\n", "\n", "35->36\n", "\n", "\n", "\n", "\n", "\n", "37\n", "\n", "gini = 0.0\n", "samples = 5\n", "value = [0, 0, 5, 0]\n", "\n", "\n", "\n", "35->37\n", "\n", "\n", "\n", "\n", "\n", "39\n", "\n", "gini = 0.0\n", "samples = 8\n", "value = [0, 0, 0, 8]\n", "\n", "\n", "\n", "38->39\n", "\n", "\n", "\n", "\n", "\n", "40\n", "\n", "gini = 0.48\n", "samples = 5\n", "value = [0, 0, 2, 3]\n", "\n", "\n", "\n", "38->40\n", "\n", "\n", "\n", "\n", "\n", "42\n", "\n", "num_voted_users <= 150016.5\n", "gini = 0.499\n", "samples = 19\n", "value = [0, 0, 9, 10]\n", "\n", "\n", "\n", "41->42\n", "\n", "\n", "\n", "\n", "\n", "45\n", "\n", "num_voted_users <= 119867.5\n", "gini = 0.247\n", "samples = 771\n", "value = [1, 77, 664, 29]\n", "\n", "\n", "\n", "41->45\n", "\n", "\n", "\n", "\n", "\n", "43\n", "\n", "gini = 0.0\n", "samples = 7\n", "value = [0, 0, 7, 0]\n", "\n", "\n", "\n", "42->43\n", "\n", "\n", "\n", "\n", "\n", "44\n", "\n", "gini = 0.278\n", "samples = 12\n", "value = [0, 0, 2, 10]\n", "\n", "\n", "\n", "42->44\n", "\n", "\n", "\n", "\n", "\n", "46\n", "\n", "gini = 0.362\n", "samples = 173\n", "value = [0, 41, 132, 0]\n", "\n", "\n", "\n", "45->46\n", "\n", "\n", "\n", "\n", "\n", "47\n", "\n", "gini = 0.203\n", "samples = 598\n", "value = [1, 36, 532, 29]\n", "\n", "\n", "\n", "45->47\n", "\n", "\n", "\n", "\n", "\n", "49\n", "\n", "gini = 0.0\n", "samples = 32\n", "value = [0, 0, 0, 32]\n", "\n", "\n", "\n", "48->49\n", "\n", "\n", "\n", "\n", "\n", "50\n", "\n", "num_critic_for_reviews <= 311.5\n", "gini = 0.472\n", "samples = 21\n", "value = [0, 0, 8, 13]\n", "\n", "\n", "\n", "48->50\n", "\n", "\n", "\n", "\n", "\n", "51\n", "\n", "gini = 0.0\n", "samples = 9\n", "value = [0, 0, 0, 9]\n", "\n", "\n", "\n", "50->51\n", "\n", "\n", "\n", "\n", "\n", "52\n", "\n", "num_voted_users <= 839631.5\n", "gini = 0.444\n", "samples = 12\n", "value = [0, 0, 8, 4]\n", "\n", "\n", "\n", "50->52\n", "\n", "\n", "\n", "\n", "\n", "53\n", "\n", "gini = 0.0\n", "samples = 7\n", "value = [0, 0, 7, 0]\n", "\n", "\n", "\n", "52->53\n", "\n", "\n", "\n", "\n", "\n", "54\n", "\n", "gini = 0.32\n", "samples = 5\n", "value = [0, 0, 1, 4]\n", "\n", "\n", "\n", "52->54\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 80, "metadata": {}, "output_type": "execute_result" } ], "source": [ "## Display decision tree\n", "Source(tree.export_graphviz(dt, out_file=None, feature_names=X.columns))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### b. KNN" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we'll use KNN to build a classification model. Again, like the decision tree, the data is split into 70% training and 30% testing. KNN stands for k-nearest neighbor. The algorithm uses the training data to search for the nearest neighbor of a test data point and classifies it accordingly." ] }, { "cell_type": "code", "execution_count": 81, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.5943810359964882\n" ] } ], "source": [ "## Validation\n", "X_train, X_test_knn, y_train, y_test_knn = train_test_split(X, y, test_size=0.3, random_state=0)\n", "## Initialize\n", "knn = KNeighborsClassifier()\n", "## Train\n", "knn = knn.fit(X_train, y_train)\n", "## Model evaluation\n", "print(metrics.accuracy_score(y_test_knn, knn.predict(X_test_knn)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The accuracy of the KNN model is shown above. The model correctly classifies the data 59.4% of the time. This is substantially lower than the decision tree model. According to the confusion matrix below, it appears that most of the error is coming from 'ok' movies misclassified as 'good' movies." ] }, { "cell_type": "code", "execution_count": 82, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "## Confusion matrix\n", "skplt.metrics.plot_confusion_matrix(y_true=np.array(y_test_knn), y_pred=knn.predict(X_test_knn))\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### c. Logistic regression" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Logistic regression is similar to linear regression used earlier in the regression section. However, logistic regression is used for classification and is a non-linear model. Again we'll split the data into 70% training and 30% testing." ] }, { "cell_type": "code", "execution_count": 83, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.659350307287094\n" ] } ], "source": [ "## Validation\n", "X_train, X_test_lr, y_train, y_test_lr = train_test_split(X, y, test_size=0.3, random_state=0)\n", "## Initialize\n", "lr = LogisticRegression(solver='lbfgs', max_iter=500)\n", "## Train\n", "lr.fit(X_train, y_train)\n", "## Model evaluation\n", "print(metrics.accuracy_score(y_test_lr, lr.predict(X_test_lr)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The accuracy of the logistic regression model is shown above. The model correctly classifies the data 65.9% of the time. This is more accurate than the KNN model but still less accurate than the decision tree model. The confusion matrix shown below reveals that the algorithm mostly predicts movies as 'good' because that's where the bulk of the data is. This is not conducive to a good classification model." ] }, { "cell_type": "code", "execution_count": 84, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "## Confusion matrix\n", "skplt.metrics.plot_confusion_matrix(y_true=np.array(y_test_lr), y_pred=lr.predict(X_test_lr))\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### d. Random forest classifier" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we'll build a random forest classification model. Random forest operates similarly to the decision tree model, but instead of building one decision tree, it builds 20 decision trees. Again we'll split the data into 70% training and 30% testing." ] }, { "cell_type": "code", "execution_count": 85, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.7594381035996488\n" ] } ], "source": [ "## Validation\n", "X_train, X_test_clf, y_train, y_test_clf = train_test_split(X, y, test_size=0.3, random_state=0)\n", "## Initialize\n", "clf = RandomForestClassifier(n_estimators=20)\n", "## Train\n", "clf=clf.fit(X_train, y_train)\n", "## Model evaluation\n", "print(metrics.accuracy_score(y_test_clf, clf.predict(X_test_clf)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Random forest is the most accurate of any model tested so far. The model correctly classifies the data 76% of the time. The confusion matrix above shows that the random forest model is not only more accurate but also doesn't rely on classifying the most commonly occurred class for its high accuracy." ] }, { "cell_type": "code", "execution_count": 86, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "## Confusion matrix\n", "skplt.metrics.plot_confusion_matrix(y_true=np.array(y_test_clf), y_pred=clf.predict(X_test_clf))\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### f. Recursive feature selection" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Recursive feature selection ranks the importance of each variable. Those variables are then used to build a logistic regression classification model." ] }, { "cell_type": "code", "execution_count": 87, "metadata": {}, "outputs": [], "source": [ "## Rank importance of variables based on feature selection\n", "model = LogisticRegression()\n", "rfe = RFE(model, 1)\n", "rfe = rfe.fit(X, y)" ] }, { "cell_type": "code", "execution_count": 88, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
variableimportance
0in_english1
1color2
2from_USA3
3content_rating4
4facenumber_in_poster5
5duration6
6num_critic_for_reviews7
7title_year8
8num_user_for_reviews9
9actor_2_facebook_likes10
\n", "
" ], "text/plain": [ " variable importance\n", "0 in_english 1\n", "1 color 2\n", "2 from_USA 3\n", "3 content_rating 4\n", "4 facenumber_in_poster 5\n", "5 duration 6\n", "6 num_critic_for_reviews 7\n", "7 title_year 8\n", "8 num_user_for_reviews 9\n", "9 actor_2_facebook_likes 10" ] }, "execution_count": 88, "metadata": {}, "output_type": "execute_result" } ], "source": [ "## Features sorted by their rank\n", "pd.DataFrame({'variable':X.columns, 'importance':rfe.ranking_}).sort_values(by='importance').reset_index().drop('index', axis=1).head(10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We'll use the top 10 most important variables according to RFE shown above to build a logistic regression model." ] }, { "cell_type": "code", "execution_count": 89, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.6646180860403863\n" ] } ], "source": [ "## Select top 10 ranked variables from RFE\n", "X_logistic = df[['in_english','color','from_USA', 'content_rating', 'facenumber_in_poster', 'duration', 'num_critic_for_reviews', 'title_year', 'num_user_for_reviews', 'actor_2_facebook_likes']]\n", "## Validation\n", "X_train, X_test_lr1, y_train, y_test_lr1 = train_test_split(X_logistic, y, test_size=0.3, random_state=0)\n", "## Initialize\n", "lr1 = LogisticRegression()\n", "## Train\n", "lr1.fit(X_train, y_train)\n", "#Model evaluation\n", "print(metrics.accuracy_score(y_test_lr1, lr1.predict(X_test_lr1)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The RFE model correctly classifies the data 66.3% of the time. Because RFE uses logistic regression, most movies are classified as 'good' movies because that's where most of the training data is classified. This is not conducive to building a good classification model." ] }, { "cell_type": "code", "execution_count": 90, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "## Confusion matrix\n", "skplt.metrics.plot_confusion_matrix(y_test_lr1, lr1.predict(X_test_lr1))\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### g. Best model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The random forest model is the most accurate of all models tested, both in its overall accuracy and in the visualization of the confusion matrix. The random forest model correctly classifies the data 76% of the time." ] }, { "cell_type": "code", "execution_count": 91, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Decision tree accuracy: 0.7155399473222125\n", "KNN accuracy: 0.5943810359964882\n", "Logistic regression accuracy: 0.659350307287094\n", "Random forest classifier accuracy: 0.7594381035996488\n", "Recursive feature selection accuracy: 0.6646180860403863\n" ] } ], "source": [ "## Print accuracy score for each model\n", "dt = metrics.accuracy_score(y_test_dt, dt.predict(X_test_dt))\n", "knn = metrics.accuracy_score(y_test_knn, knn.predict(X_test_knn))\n", "lr = metrics.accuracy_score(y_test_lr, lr.predict(X_test_lr))\n", "clf = metrics.accuracy_score(y_test_clf, clf.predict(X_test_clf))\n", "lr1 = metrics.accuracy_score(y_test_lr1, lr1.predict(X_test_lr1))\n", "print('Decision tree accuracy: %s' % (dt))\n", "print('KNN accuracy: %s' % (knn))\n", "print('Logistic regression accuracy: %s' % (lr))\n", "print('Random forest classifier accuracy: %s' % (clf))\n", "print('Recursive feature selection accuracy: %s' % (lr1))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 7. Clustering" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The goal of clustering is to segment the data into distinct clusters and develop cluster profiles based on each cluster's information. The first step is to determine the most important variables to use in the clustering analysis. We'll select the 8 most important variables according to feature importance." ] }, { "cell_type": "code", "execution_count": 92, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
importance
num_voted_users0.115421
duration0.073528
num_critic_for_reviews0.069830
budget0.066979
title_year0.066449
num_user_for_reviews0.064334
profit0.060909
gross0.059518
\n", "
" ], "text/plain": [ " importance\n", "num_voted_users 0.115421\n", "duration 0.073528\n", "num_critic_for_reviews 0.069830\n", "budget 0.066979\n", "title_year 0.066449\n", "num_user_for_reviews 0.064334\n", "profit 0.060909\n", "gross 0.059518" ] }, "execution_count": 92, "metadata": {}, "output_type": "execute_result" } ], "source": [ "## Select 8 most important variables with feature importance\n", "model_extra = ExtraTreesClassifier()\n", "model_extra.fit(X, y)\n", "pd.DataFrame(model_extra.feature_importances_, index = X.columns, columns=['importance']).sort_values('importance', ascending=False).head(8)" ] }, { "cell_type": "code", "execution_count": 93, "metadata": {}, "outputs": [], "source": [ "## New dataframe based on these variables\n", "df_c = df1[['title_year', 'duration', 'gross', 'budget', 'profit', 'num_critic_for_reviews', 'num_user_for_reviews', 'num_voted_users']]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### a. Normalize data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We'll need to normalize the data before performing cluster analysis. The reason for this is that the scale or variance of each variable is unique and will distort the importance of the clusters. For example, the variance of gross at 4.8 quadrillions, is much higher than the title year variance at 99.2, and the algorithm will give more importance to the higher variance. The point of normalization is to make sure all variables are on the same scale, and therefore on a level playing field when determining the importance of each variable." ] }, { "cell_type": "code", "execution_count": 94, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "title_year 99.151\n", "duration 500.154\n", "gross 4,841,046,710,277,035.000\n", "budget 1,851,932,001,982,648.750\n", "profit 2,812,299,093,271,696.500\n", "num_critic_for_reviews 15,337.725\n", "num_user_for_reviews 167,781.108\n", "num_voted_users 22,803,705,819.598\n", "dtype: float64" ] }, "execution_count": 94, "metadata": {}, "output_type": "execute_result" } ], "source": [ "## Check variance\n", "pd.options.display.float_format = '{:,.3f}'.format\n", "df_c.var()" ] }, { "cell_type": "code", "execution_count": 95, "metadata": {}, "outputs": [], "source": [ "## Reset scientific notation\n", "pd.reset_option('^display.', silent=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that the data has been normalized, all variables share the same scale, and the size of the initial variance won't influence the clustering results." ] }, { "cell_type": "code", "execution_count": 96, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "title_year 0.012518\n", "duration 0.005826\n", "gross 0.008370\n", "budget 0.020577\n", "profit 0.004148\n", "num_critic_for_reviews 0.023262\n", "num_user_for_reviews 0.006556\n", "num_voted_users 0.007987\n", "dtype: float64" ] }, "execution_count": 96, "metadata": {}, "output_type": "execute_result" } ], "source": [ "## Normalize data and check variance again\n", "df_norm = (df_c - df_c.mean()) / (df_c.max() - df_c.min())\n", "df_norm.var()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### b. Elbow method for determining number of clusters" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The elbow plot below helps determine the optimal number of clusters for a dataset. Too few clusters and there will be a loss of individual information, too many clusters and analysis will be more difficult. The elbow plot's namesake comes from the optimal cluster point resembling an elbow joint. It appears that the 'elbow' is at 3 clusters. This analysis is subjective though and others may argue 2 or 4 clusters." ] }, { "cell_type": "code", "execution_count": 97, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "## Display elbow method plot\n", "kmeans = KMeans(random_state=1) \n", "skplt.cluster.plot_elbow_curve(kmeans, df_norm, cluster_ranges=range(1, 8));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### c. Assign clusters" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we'll assign clusters using k-means clustering based on the number of clusters selected in the elbow plot." ] }, { "cell_type": "code", "execution_count": 98, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0, 0, 0, ..., 1, 1, 1], dtype=int32)" ] }, "execution_count": 98, "metadata": {}, "output_type": "execute_result" } ], "source": [ "## Clustering analysis using k-means\n", "k_means = KMeans(init='k-means++', n_clusters=3, random_state=0);\n", "## Fit normalized data\n", "k_means.fit(df_norm);\n", "## Cluster labels\n", "k_means.labels_" ] }, { "cell_type": "code", "execution_count": 99, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
cluster
00
10
20
30
40
\n", "
" ], "text/plain": [ " cluster\n", "0 0\n", "1 0\n", "2 0\n", "3 0\n", "4 0" ] }, "execution_count": 99, "metadata": {}, "output_type": "execute_result" } ], "source": [ "## Cluster labels to dataframe\n", "df_c1 = pd.DataFrame(k_means.labels_, columns = ['cluster'])\n", "df_c1.head()" ] }, { "cell_type": "code", "execution_count": 100, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
title_yeardurationgrossbudgetprofitnum_critic_for_reviewsnum_user_for_reviewsnum_voted_userscluster
00.0667790.2324430.931970.662810.619290.6874880.5383560.4630540.0
\n", "
" ], "text/plain": [ " title_year duration gross budget profit num_critic_for_reviews \\\n", "0 0.066779 0.232443 0.93197 0.66281 0.61929 0.687488 \n", "\n", " num_user_for_reviews num_voted_users cluster \n", "0 0.538356 0.463054 0.0 " ] }, "execution_count": 100, "metadata": {}, "output_type": "execute_result" } ], "source": [ "## Join cluster labels and normalized data\n", "df_c2 = df_norm.join(df_c1)\n", "df_c2.head(1)" ] }, { "cell_type": "code", "execution_count": 101, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
title_yeardurationgrossbudgetprofitnum_critic_for_reviewsnum_user_for_reviewsnum_voted_userscluster
02009.0178.0760505847.0237000000.0523505847.0723.03054.08862040.0
\n", "
" ], "text/plain": [ " title_year duration gross budget profit \\\n", "0 2009.0 178.0 760505847.0 237000000.0 523505847.0 \n", "\n", " num_critic_for_reviews num_user_for_reviews num_voted_users cluster \n", "0 723.0 3054.0 886204 0.0 " ] }, "execution_count": 101, "metadata": {}, "output_type": "execute_result" } ], "source": [ "## Cluster with original data\n", "df_c3 = df_c.join(df_c1)\n", "df_c3.head(1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The number of movies in each cluster is shown below. The majority of observations fit into cluster 2 (with the index 1), while only a select few have made it into cluster 1 (with the index 0).
*Note: python indexing starts at 0 not 1*" ] }, { "cell_type": "code", "execution_count": 102, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.0 271\n", "1.0 1854\n", "2.0 1106\n", "Name: cluster, dtype: int64" ] }, "execution_count": 102, "metadata": {}, "output_type": "execute_result" } ], "source": [ "## Number of observations in each cluster\n", "df_c3['cluster'].value_counts().sort_index()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can view each cluster's average values for each variable selected. Before we analyze this information and develop profiles from it, we need to make sure certain cluster values are significantly different from other clusters with more certainty than just an arbitrary guess." ] }, { "cell_type": "code", "execution_count": 103, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
cluster0.01.02.0
title_year2,008.0922,003.0502,003.280
duration123.993109.019112.955
gross158,429,687.04841,913,748.52861,262,531.428
budget136,912,915.12928,233,330.09946,975,311.394
profit21,516,771.91913,680,418.42814,287,220.033
num_critic_for_reviews308.886152.780172.290
num_user_for_reviews744.550291.023357.489
num_voted_users250,640.67291,945.350115,319.672
\n", "
" ], "text/plain": [ "cluster 0.000 1.000 2.000\n", "title_year 2,008.092 2,003.050 2,003.280\n", "duration 123.993 109.019 112.955\n", "gross 158,429,687.048 41,913,748.528 61,262,531.428\n", "budget 136,912,915.129 28,233,330.099 46,975,311.394\n", "profit 21,516,771.919 13,680,418.428 14,287,220.033\n", "num_critic_for_reviews 308.886 152.780 172.290\n", "num_user_for_reviews 744.550 291.023 357.489\n", "num_voted_users 250,640.672 91,945.350 115,319.672" ] }, "execution_count": 103, "metadata": {}, "output_type": "execute_result" } ], "source": [ "## Mean values for each cluster\n", "pd.options.display.float_format = '{:,.3f}'.format\n", "df_c3.groupby('cluster').mean().T" ] }, { "cell_type": "code", "execution_count": 104, "metadata": {}, "outputs": [], "source": [ "## Reset scientific notation\n", "pd.reset_option('^display.', silent=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### d. t-Testing" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The purpose of t-testing is to find statistically significant differences between two numbers. In this case, for each variable, we'll test whether each of the 3 cluster's values deviates significantly from other clusters." ] }, { "cell_type": "code", "execution_count": 105, "metadata": {}, "outputs": [], "source": [ "## Develop t-test for each variable between each cluster\n", "a = pg.pairwise_tukey(data=df_c3, dv='title_year', between='cluster')['p-tukey']\n", "b = pg.pairwise_tukey(data=df_c3, dv='duration', between='cluster')['p-tukey'] \n", "c = pg.pairwise_tukey(data=df_c3, dv='gross', between='cluster')['p-tukey']\n", "d = pg.pairwise_tukey(data=df_c3, dv='budget', between='cluster')['p-tukey'] \n", "e = pg.pairwise_tukey(data=df_c3, dv='profit', between='cluster')['p-tukey'] \n", "f = pg.pairwise_tukey(data=df_c3, dv='num_critic_for_reviews', between='cluster')['p-tukey'] \n", "g = pg.pairwise_tukey(data=df_c3, dv='num_user_for_reviews', between='cluster')['p-tukey']\n", "h = pg.pairwise_tukey(data=df_c3, dv='num_voted_users', between='cluster')['p-tukey']" ] }, { "cell_type": "code", "execution_count": 106, "metadata": {}, "outputs": [], "source": [ "## Define highlight function\n", "def color(val):\n", " color = 'red' if val > 0.05 else ''\n", " return 'background-color: %s' % color" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Two numbers are statistically significantly different if the p-value is less than 0.05. The cells highlighted in red have a p-value above this cutoff value, therefore they are not statistically significant. So in terms of title year, cluster 1 is statistically different than cluster 2 and the same is true between clusters 1 and 3. However, title year is not significantly different between clusters 2 and 3. Profit is the only variable in which none of the clusters are statistically significant because the p-values are greater than 0.05. Therefore we will leave these highlighted cells out of our cluster profiles. The rest of the variables are statistically significant between each of the clusters. Now that we have this information, we can develop cluster profiles." ] }, { "cell_type": "code", "execution_count": 107, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
year duration gross budget profit num_critic_for_reviews num_user_for_reviews num_voted_users
difference between clusters
1 and 20.0010.0010.0010.0010.08270.0010.0010.001
1 and 30.0010.0010.0010.0010.1410.0010.0010.001
2 and 30.8180.0010.0010.0010.90.0010.0010.001
" ], "text/plain": [ "" ] }, "execution_count": 107, "metadata": {}, "output_type": "execute_result" } ], "source": [ "## Convert p-values to dataframe\n", "ttest = pd.concat([a, b, c, d, e, f, g, h], axis=1)\n", "ttest.columns = ['year', 'duration', 'gross', 'budget', 'profit', 'num_critic_for_reviews', 'num_user_for_reviews', 'num_voted_users']\n", "ttest.index.name = 'difference between clusters'\n", "ttest = ttest.rename(index={0: '1 and 2', 1: '1 and 3', 2: '2 and 3'})\n", "ttest.style.applymap(color).format(\"{:.3}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### e. Cluster profiles" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "__Cluster 1 - \"Blockbusters\"__
_These are the movies that are a hit at the box office, everyone's talking about them, and are in contention during awards season._
Compared to other clusters these movies on average are:\n", "* More recently released\n", "* Longer in duration\n", "* Very high grossing with very high budget\n", "* Very high number of critic reviews, user reviews, and voted users\n", "\n", "__Cluster 2 - \"Indie Movies/Cult Classics\"__
_These are the movies that are made with limited resources and don't make large amounts at the box office but still have their place in the cinema world._
Compared to other clusters these movies on average are:\n", "* Shorter in duration\n", "* Lower grossing movies with lower budget\n", "* Lower number of critic reviews, user reviews, and voted users\n", "\n", "__Cluster 3 - \"Rainy Day Films\"__
_These movies bridge the gap between the extremes of blockbusters and indie movies/cult classics. They have a decent sized budget and usually recoup their budget at the box office, but don't garner the same amount of attention or award nominations._
Compared to other clusters these movies on average are:\n", "* Right in the middle in terms of duration\n", "* Average budget and gross\n", "* Between the other clusters in terms of critic reviews, user reviews, and voted users" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 8. Storytelling and Conclusion" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### a. Limitations" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Before concluding the analysis, it's worth noting that there are a few drawbacks to this dataset and project:\n", "* The dataset features outdated and inaccurate information\n", " * The most recent movies in the dataset were released in 2016\n", " * IMDb scores, number of reviews and votes, change daily and are therefore outdated\n", " * Facebook likes were scraped around this time also and therefore are outdated\n", " * It's unclear whether or not financial information like budget and gross were adjusted for inflation and if gross is purely box office sales or incorporates streaming\n", " * Some outliers were removed, like a movie with a 12 billion dollar budget, but other, less obvious outliers may still exist putting the data integrity into question\n", "* The dataset uses some variables that are useless for predicting the success of a movie before release\n", " * Some of the most important variables in the dataset involve the number of IMDb reviews a movie has which is impossible to tell before a movie is released\n", "* The dataset fails to predict movies below a certain IMDb rating threshold\n", " * There is a strange phenomenon within this dataset where each algorithm, whether regression, classification, or clustering, fails to predict movies below an IMDb rating of about 5-6\n", " * This is very apparent in section 5e where the actual versus predicted values are plotted and no values are predicted below an IMDb score of 4.5\n", " * This means that each model will be more accurate with movies above an IMDb score of 5-6 and much less accurate below that threshold" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### b. Data Visualization & Correlation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "According to the dataset and analysis, movies are more likely to have these features:\n", "* Made from the late 90's onward\n", "* Drama or Comedy\n", "* Content rating of PG-13 or R\n", "* Runtime around 100 minutes (1 hour and 40 minutes)\n", "* Gross less than 10 million dollars\n", "* Budget of less than 15 million dollars\n", "* Just breakeven in terms of profit\n", "* Less than 150 reviews from critics on IMDb\n", "* Less than 200 user reviews on IMDb\n", "* Less than 20,000 user votes on IMDb\n", "\n", "In general, movies with a **higher** IMDb score are more likely to have these features:\n", "* Longer runtime/duration\n", "* More 'adult' content rating\n", "* Released further in the past\n", "* Black and white\n", "* Made in a country other than the United States\n", "* In a language other than English\n", "* Less faces in the movie poster\n", "* Higher budget, box office gross, and overall profit\n", "* Director or actor with a higher than average IMDb score\n", "* More Facebook likes on the movie's, director's, and cast's Facebook pages\n", "* More user votes, reviews from critics, and user reviews on IMDb" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### c. Regression" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The goal of regression was to predict IMDb score, the y variable, using various numerical determinants from the dataset. We learned the following things through regression:\n", "* The strength or accuracy of a regression model is evaluated through mean square error (MSE) and R-squared. The goal of a regression model is to minimize MSE and maximize R-squared. A lower MSE means less error in the model.\n", "* The most accurate regression model tested was Scikit-learn because it had the lowest MSE at 0.649 and therefore reduced the total amount of error in the model.\n", "* The RMS or root mean square of the regression model puts the error term into the same scale as the y variable. On average, the Scikit-learn model wrongly predicts the IMDb score by 0.8 points. This seems very high, especially since 0.8 can be the difference between a good movie and a great movie, but this error is most likely due to the limitations of the dataset previously discussed." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### d. Classification" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The goal of classification was to predict whether a movie is 'bad,' 'ok,' 'good,' or 'excellent' instead of predicting the IMDb score overall. We achieved this by creating custom bins based on IMDb score. These are the things we learned through classification:\n", "* All models split the dataset into training and testing. 70% of the data was used to train the algorithm, while the remaining 30% was used to test the model and its accuracy.\n", "* A classification model is evaluated by its accuracy, the amount of correctly classified data points in the test set divided by the total number of data points in the test set.\n", "* Confusion matrices visualize the accuracy of a classification model and the goal is to maximize the true rates and minimize the false rates.\n", "* The random forest model was the most accurate of all models tested, both in its overall accuracy and in the visualization of the confusion matrix. The majority of movies fit into the 'good' bin, and the model did not classify most or all of the data in this bin for the sake of total accuracy. The random forest model correctly classified the data 76% of the time." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### e. Clustering" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The goal of clustering was to segment the data into distinct clusters and develop profiles based on each cluster's information using the 8 most important x variables. These are the things we learned after clustering:\n", "* We had to normalize the data before clustering so that variables were all on the same scale in terms of variance. Without normalization, the variables with a higher variance would be given more weight and distort the importance when determining clusters. \n", "* The ‘elbow’ in the elbow plot was at 3 clusters, therefore a total of 3 clusters were used. However, this is a subjective analysis, and others may have chosen a different number of clusters.\n", "* t-Testing was used to find statistically significant differences between each of the 3 clusters for each variable. Two clusters are statistically significantly different if the p-value is less than 0.05.\n", "* Using information gleaned from t-testing, we were able to build profiles with statistical certainty that each variable discussed was significantly different compared to other clusters. These profiles were:\n", " * __Cluster 1 - \"Blockbusters\"__
Compared to other clusters these movies on average are:\n", " * More recently released\n", " * Longer in duration\n", " * Very high grossing with very high budget\n", " * Very high number of critic reviews, user reviews, and voted users\n", "\n", " * __Cluster 2 - \"Indie Movies/Cult Classics\"__
Compared to other clusters these movies on average are:\n", " * Shorter in duration\n", " * Lower grossing movies with lower budget\n", " * Lower number of critic reviews, user reviews, and voted users\n", "\n", " * __Cluster 3 - \"Rainy Day Films\"__
Compared to other clusters these movies on average are:\n", " * Right in the middle in terms of duration\n", " * Average budget and gross\n", " * Between the other clusters in terms of critic reviews, user reviews, and voted users" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### f. Implications" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This dataset can be given to an executive producer, actor, director, agent, or anyone else in the movie business to decide if a potential movie is worth taking on. Not necessarily in terms of making money but in terms of making a quality movie and winning awards. Before taking a role, producers, actors, directors, and others in the movie business should ask themselves:\n", "* How long is the proposed runtime/duration?\n", "* What is the proposed content rating for this movie?\n", "* Will this movie be in color or black and white?\n", "* What country will this movie be made in?\n", "* What language will this country be in?\n", "* What is the proposed budget for this movie?\n", "* Will this movie feature a director or actor with a higher than average IMDb score?\n", "* How many Facebook likes do the director and actor's pages have?" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.3" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": false, "sideBar": true, "skip_h1_title": true, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": true, "toc_position": { "height": "calc(100% - 180px)", "left": "10px", "top": "150px", "width": "288px" }, "toc_section_display": true, "toc_window_display": false } }, "nbformat": 4, "nbformat_minor": 2 }