FinalProject_group051.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Introduction"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "   Our team decided that we would find the most popular movies on Reddit between 2017-2019, and analyze the most-voted upon movies from Reddit’s r/movies polls in order to determine what makes a movie popular on Reddit. Through this analysis, we hope to create a profile of the ultimate Reddit movie. \n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Team Members and Responsibilities"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Team Fitty-One\n",
    "\n",
    "    Ahsan Bari - XXXXXXXXX\n",
    "        Co-wrote Project Proposal\n",
    "        Helped Collect Data\n",
    "        Gathered API’s and Initial Data Wrangling\n",
    "        Co-wrote Background Research and Ethical Considerations\n",
    "        Co-wrote Overview\n",
    "        Co-wrote Conclusion and Discussion\n",
    "\n",
    "    Eric Daetz - XXXXXXXXX\n",
    "        Co-wrote Overview\n",
    "        Wrote Research Question\n",
    "        Co-wrote Background\n",
    "        Headed Spreadsheet/Data Collection\n",
    "        Co-wrote Data Analysis\n",
    "\n",
    "    David Chiu - XXXXXXXXX\n",
    "        Co-wrote Project Proposal\n",
    "        Co-wrote Data Section\n",
    "        Helped Spreadsheet/Data Collection\n",
    "        Headed Data Cleaning\n",
    "\n",
    "    Craig Schanz - XXXXXXXXX\n",
    "        Co-wrote, proofread, and edited Ethical Considerations\n",
    "        Helped compile sheet of movie data for analysis\n",
    "        Proofread and edited Overview\n",
    "        Proofread and edited Research Question\n",
    "        Co-wrote Conclusion and Discussion\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Research Question"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "What makes a movie popular on websites like Reddit? Specifically, what factors make a movie garner attention from users on the internet? We seek to analyze factors such as international gross, winning an Academy Award, what genre the movie is a part of, and other related factors. From this, can we predict what movie factors contribute the most to making a movie popular to discuss on Reddit, based on previous ranking information of the top movies currently there?\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Background Research"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The movie industry in the last few years have produced more influential cultural changes than most other mediums in history. Movies create communities for people/fans to connect and relate to one another within their bubble. Movies like the Avengers series and the Harry Potter series, as well as nostalgic films being reproduced like The Incredibles, have gained a cult-like following. The fervent demand for movies has caused an increase in movie production within the last decade as well as an increase in the quality of the movies. In this analysis we are hoping to find factors within popular movies that are recurring in other successful films, and if this trend can be replicated to create a hypothetical film that will be as popular, if not more so, than the films that our prediction is based on. \n",
    "\n",
    "Since we are basing our data off of Reddit posts and comments, it is important to keep in mind the demographics of the average Reddit user. According to a Pew study done on Reddit users, about 67 percent of users are men. 22 percent of users are within ages 18-29, 34 percent are within the ages of 30-59, 25 percent of users are 50-64 and only 19 percent of users are over the age of 65. It is possible that this data is also skewed because it does not include users under the age of 18, but the site is Child Online Privacy & Protection Act(COPPA) compliant and requires all its users to be over the age of 13. Reddit reported in early 2017 that 54 percent of users are within the United States, the U.K is behind the U.S at 7.4 percent and Canada in third at 6.3 percent of users.  Although we aren’t specifically focusing on movie profitability, we found research on how various factors in a movie’s development and release impact profitability and decided to model some aspects of our experiment on the research conducted by Karl Wallström and Mark Wahlgren in 2018. For example, we kept the scope of our timeframe limited to only a few years, 2017-2019 (Wallström, Wahlgren, 5).\n",
    "\n",
    "We also decided to analyze factors such as creative types, movie genre, MPAA age rating, whether or not a movie is a sequel, and the source material from which the movie was derived (Wallström, Wahlgren, 25). However, the conclusions drawn by Wallström and Wahlgren focused largely on the distribution methods of movies being profitable, and how both aforementioned factors and the power and scope of distributors of movies influences both how they are released (streaming vs movie theater distribution) and their profitability. For instance, they concluded that big budget movies by well-established studios do well with traditional theater releases, while smaller studios are better off releasing on streaming services. In contrast, we are analyzing the popularity of these movies and how these factors that can determine profitability can also determine popularity. Reddit consistently highlights what its users find popular/trending. In analyzing Reddit user’s feedback and input we can have a reliable metric to determine what is popular and what is not."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Hypothesis"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Considering the recent popularity of films like Avengers: Endgame and Captain Marvel we are predicting that movies in the ‘Action’ genre rated PG-13 will be the most successful in being ranked within the top 50 movies on the Reddit r/movies poll. The Marvel Cinematic Universe has significantly impacted the ways that movies are marketed and produced. The MCU created a demand for plot driven movies with significant plot lines that creates an emotional attachment between fans and the plot. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We used a free sample of movie data given to us by OpusData (The Numbers API) which we combined with the results of our loop through the TMDB API. Both these APIs granted us free access to their data. The Numbers dataset contained about 2000 movies going up to 2018, and provided information on production budget, worldwide profit, genre (grouped into four broad categories), creative type, source and age rating. Many movies were not in the dataset, so we web-scraped the remaining movies manually off of The Numbers’ website. For the Reddit data, we used https://youpoll.me/list/4/ to list the top movies from Reddit’s r/movies poll of top movies, which began tallying since the beginning of 2017. This poll gave us the number of votes a movie had, as well as its mean rating based on those who voted. Finally, we consulted Wikipedia to determine if a movie was a sequel or if it had won an Academy Award, via web-scraping.\n",
    "\n",
    "We began by setting a lower filter the data by limiting our samples to movies with 1000 votes or more. This wound up being the top 125 popular movies on Reddit. Unfortunately, because Netflix and some other movie distributors do not provide information such as gross (especially difficult to calculate for a service model in the vein of Netflix) and budget, we had to discard 24 movies in our initial data cleaning. Once the data was cleaned, we plotted our categorical variables: genre, creative type, age rating, and source. \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/lib/python3.6/site-packages/statsmodels/compat/pandas.py:56: FutureWarning: The pandas.core.datetools module is deprecated and will be removed in a future version. Please use the pandas.tseries module instead.\n",
      "  from pandas.core import datetools\n"
     ]
    }
   ],
   "source": [
    "#Must setup the plotting tools to work properly\n",
    "%matplotlib inline\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "\n",
    "import patsy\n",
    "import statsmodels.api as sm\n",
    "import scipy.stats as stats\n",
    "from scipy.stats import ttest_ind, chisquare, normaltest\n",
    "\n",
    "#Despite the FutureWarning, we like having tools that we are familiar with for this project"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>movie_name</th>\n",
       "      <th>mean_rating</th>\n",
       "      <th>votes</th>\n",
       "      <th>genre</th>\n",
       "      <th>award_winning</th>\n",
       "      <th>total_gross</th>\n",
       "      <th>budget</th>\n",
       "      <th>age_rating</th>\n",
       "      <th>creative_type</th>\n",
       "      <th>source</th>\n",
       "      <th>production_method</th>\n",
       "      <th>prequel_sequel</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Avengers: Endgame</td>\n",
       "      <td>8.73</td>\n",
       "      <td>89248</td>\n",
       "      <td>Action</td>\n",
       "      <td>0</td>\n",
       "      <td>2.728554e+09</td>\n",
       "      <td>356000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Super Hero</td>\n",
       "      <td>Based on Comic/Graphic Novel</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Star Wars: The Last Jedi</td>\n",
       "      <td>6.82</td>\n",
       "      <td>71458</td>\n",
       "      <td>Action</td>\n",
       "      <td>0</td>\n",
       "      <td>1.316722e+09</td>\n",
       "      <td>317000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Science Fiction</td>\n",
       "      <td>Original Screenplay</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Avengers: Infinity War</td>\n",
       "      <td>8.75</td>\n",
       "      <td>51642</td>\n",
       "      <td>Action</td>\n",
       "      <td>0</td>\n",
       "      <td>2.048134e+09</td>\n",
       "      <td>300000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Super Hero</td>\n",
       "      <td>Based on Comic/Graphic Novel</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Captain Marvel</td>\n",
       "      <td>6.79</td>\n",
       "      <td>17289</td>\n",
       "      <td>Action</td>\n",
       "      <td>0</td>\n",
       "      <td>1.122974e+09</td>\n",
       "      <td>175000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Super Hero</td>\n",
       "      <td>Based on Comic/Graphic Novel</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Guardians of the Galaxy Vol. 2</td>\n",
       "      <td>7.90</td>\n",
       "      <td>15502</td>\n",
       "      <td>Action</td>\n",
       "      <td>0</td>\n",
       "      <td>8.623162e+08</td>\n",
       "      <td>200000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Super Hero</td>\n",
       "      <td>Based on Comic/Graphic Novel</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>A Quiet Place</td>\n",
       "      <td>8.24</td>\n",
       "      <td>14116</td>\n",
       "      <td>Horror</td>\n",
       "      <td>0</td>\n",
       "      <td>3.345223e+08</td>\n",
       "      <td>17000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Contemporary Fiction</td>\n",
       "      <td>Original Screenplay</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Blade Runner: 2049</td>\n",
       "      <td>8.82</td>\n",
       "      <td>13731</td>\n",
       "      <td>Drama</td>\n",
       "      <td>1</td>\n",
       "      <td>2.593574e+08</td>\n",
       "      <td>185000000.0</td>\n",
       "      <td>R</td>\n",
       "      <td>Science Fiction</td>\n",
       "      <td>Based on Fiction Book/Short Story</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Us</td>\n",
       "      <td>7.78</td>\n",
       "      <td>13479</td>\n",
       "      <td>Horror</td>\n",
       "      <td>0</td>\n",
       "      <td>2.542103e+08</td>\n",
       "      <td>20000000.0</td>\n",
       "      <td>R</td>\n",
       "      <td>Thriller/Suspense</td>\n",
       "      <td>Original Screenplay</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Hereditary</td>\n",
       "      <td>8.14</td>\n",
       "      <td>10985</td>\n",
       "      <td>Horror</td>\n",
       "      <td>0</td>\n",
       "      <td>7.013390e+07</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>R</td>\n",
       "      <td>Contemporary Fiction</td>\n",
       "      <td>Original Screenplay</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Dunkirk</td>\n",
       "      <td>8.54</td>\n",
       "      <td>10977</td>\n",
       "      <td>Drama</td>\n",
       "      <td>1</td>\n",
       "      <td>4.998374e+08</td>\n",
       "      <td>150000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Dramatization</td>\n",
       "      <td>Original Screenplay</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Baby Driver</td>\n",
       "      <td>8.58</td>\n",
       "      <td>10592</td>\n",
       "      <td>Drama</td>\n",
       "      <td>0</td>\n",
       "      <td>2.281042e+08</td>\n",
       "      <td>34000000.0</td>\n",
       "      <td>R</td>\n",
       "      <td>Contemporary Fiction</td>\n",
       "      <td>Original Screenplay</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>IT</td>\n",
       "      <td>8.22</td>\n",
       "      <td>10517</td>\n",
       "      <td>Horror</td>\n",
       "      <td>0</td>\n",
       "      <td>6.974580e+08</td>\n",
       "      <td>35000000.0</td>\n",
       "      <td>R</td>\n",
       "      <td>Historical Fiction</td>\n",
       "      <td>Remake</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Deadpool 2</td>\n",
       "      <td>8.31</td>\n",
       "      <td>10247</td>\n",
       "      <td>Action</td>\n",
       "      <td>0</td>\n",
       "      <td>7.866806e+08</td>\n",
       "      <td>110000000.0</td>\n",
       "      <td>R</td>\n",
       "      <td>Super Hero</td>\n",
       "      <td>Based on Comic/Graphic Novel</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Annihilation</td>\n",
       "      <td>7.84</td>\n",
       "      <td>9837</td>\n",
       "      <td>Horror</td>\n",
       "      <td>0</td>\n",
       "      <td>4.307092e+07</td>\n",
       "      <td>55000000.0</td>\n",
       "      <td>R</td>\n",
       "      <td>Science Fiction</td>\n",
       "      <td>Based on Fiction Book/Short Story</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Wonder Woman</td>\n",
       "      <td>7.75</td>\n",
       "      <td>9492</td>\n",
       "      <td>Action</td>\n",
       "      <td>0</td>\n",
       "      <td>8.211334e+08</td>\n",
       "      <td>150000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Super Hero</td>\n",
       "      <td>Based on Comic/Graphic Novel</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Ready Player One</td>\n",
       "      <td>7.12</td>\n",
       "      <td>9148</td>\n",
       "      <td>Action</td>\n",
       "      <td>0</td>\n",
       "      <td>5.792901e+08</td>\n",
       "      <td>150000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Science Fiction</td>\n",
       "      <td>Based on Fiction Book/Short Story</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Thor: Ragnarok</td>\n",
       "      <td>8.41</td>\n",
       "      <td>9094</td>\n",
       "      <td>Action</td>\n",
       "      <td>0</td>\n",
       "      <td>8.469800e+08</td>\n",
       "      <td>180000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Super Hero</td>\n",
       "      <td>Based on Comic/Graphic Novel</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Spider-Man: Into the Spider-Verse</td>\n",
       "      <td>9.24</td>\n",
       "      <td>8818</td>\n",
       "      <td>Action</td>\n",
       "      <td>1</td>\n",
       "      <td>3.753823e+08</td>\n",
       "      <td>90000000.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>Super Hero</td>\n",
       "      <td>Based on Comic/Graphic Novel</td>\n",
       "      <td>Animated</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Spider-Man: Homecoming</td>\n",
       "      <td>8.36</td>\n",
       "      <td>8586</td>\n",
       "      <td>Action</td>\n",
       "      <td>0</td>\n",
       "      <td>8.801664e+08</td>\n",
       "      <td>175000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Super Hero</td>\n",
       "      <td>Based on Comic/Graphic Novel</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Solo: A Star Wars Story</td>\n",
       "      <td>7.13</td>\n",
       "      <td>8324</td>\n",
       "      <td>Action</td>\n",
       "      <td>0</td>\n",
       "      <td>3.931513e+08</td>\n",
       "      <td>250000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Science Fiction</td>\n",
       "      <td>Spin-Off</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Justice League</td>\n",
       "      <td>6.16</td>\n",
       "      <td>7912</td>\n",
       "      <td>Action</td>\n",
       "      <td>0</td>\n",
       "      <td>6.559452e+08</td>\n",
       "      <td>300000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Super Hero</td>\n",
       "      <td>Based on Comic/Graphic Novel</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Alien: Covenant</td>\n",
       "      <td>6.49</td>\n",
       "      <td>7234</td>\n",
       "      <td>Horror</td>\n",
       "      <td>0</td>\n",
       "      <td>2.385212e+08</td>\n",
       "      <td>97000000.0</td>\n",
       "      <td>R</td>\n",
       "      <td>Science Fiction</td>\n",
       "      <td>Original Screenplay</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Incredibles 2</td>\n",
       "      <td>8.41</td>\n",
       "      <td>6769</td>\n",
       "      <td>Action</td>\n",
       "      <td>0</td>\n",
       "      <td>1.242521e+09</td>\n",
       "      <td>200000000.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>Kids Fiction</td>\n",
       "      <td>Original Screenplay</td>\n",
       "      <td>Animated</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Black Panther</td>\n",
       "      <td>7.87</td>\n",
       "      <td>6260</td>\n",
       "      <td>Action</td>\n",
       "      <td>1</td>\n",
       "      <td>1.348258e+09</td>\n",
       "      <td>200000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Super Hero</td>\n",
       "      <td>Based on Comic/Graphic Novel</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Alita: Battle Angel</td>\n",
       "      <td>7.87</td>\n",
       "      <td>5583</td>\n",
       "      <td>Action</td>\n",
       "      <td>0</td>\n",
       "      <td>4.029760e+08</td>\n",
       "      <td>170000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Science Fiction</td>\n",
       "      <td>Based on Comic/Graphic Novel</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Venom</td>\n",
       "      <td>6.54</td>\n",
       "      <td>5457</td>\n",
       "      <td>Action</td>\n",
       "      <td>0</td>\n",
       "      <td>8.536286e+08</td>\n",
       "      <td>116000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Super Hero</td>\n",
       "      <td>Spin-Off</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Fantastic Beasts: The Crimes of Grindelwald</td>\n",
       "      <td>6.10</td>\n",
       "      <td>5330</td>\n",
       "      <td>Action</td>\n",
       "      <td>0</td>\n",
       "      <td>6.522201e+08</td>\n",
       "      <td>200000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Fantasy</td>\n",
       "      <td>Spin-Off</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Jurassic World: Fallen Kingdom</td>\n",
       "      <td>5.66</td>\n",
       "      <td>5117</td>\n",
       "      <td>Action</td>\n",
       "      <td>0</td>\n",
       "      <td>1.305773e+09</td>\n",
       "      <td>170000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Science Fiction</td>\n",
       "      <td>Based on Fiction Book/Short Story</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Pokemon Detective Pikachu</td>\n",
       "      <td>7.39</td>\n",
       "      <td>4904</td>\n",
       "      <td>Drama</td>\n",
       "      <td>0</td>\n",
       "      <td>4.096305e+08</td>\n",
       "      <td>150000000.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>Kids Fiction</td>\n",
       "      <td>Based on Game</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>A Star is Born (2018)</td>\n",
       "      <td>8.54</td>\n",
       "      <td>4787</td>\n",
       "      <td>Drama</td>\n",
       "      <td>1</td>\n",
       "      <td>4.334496e+08</td>\n",
       "      <td>36000000.0</td>\n",
       "      <td>R</td>\n",
       "      <td>Contemporary Fiction</td>\n",
       "      <td>Remake</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>Murder on the Orient Express (2017)</td>\n",
       "      <td>6.93</td>\n",
       "      <td>1758</td>\n",
       "      <td>Drama</td>\n",
       "      <td>0</td>\n",
       "      <td>3.459227e+08</td>\n",
       "      <td>55000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Historical Fiction</td>\n",
       "      <td>Based on Comic/Graphic Novel</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>The Fate of the Furious</td>\n",
       "      <td>6.61</td>\n",
       "      <td>1749</td>\n",
       "      <td>Action</td>\n",
       "      <td>0</td>\n",
       "      <td>1.234846e+09</td>\n",
       "      <td>250000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Contemporary Fiction</td>\n",
       "      <td>Original Screenplay</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>Mandy</td>\n",
       "      <td>8.01</td>\n",
       "      <td>1638</td>\n",
       "      <td>Horror</td>\n",
       "      <td>0</td>\n",
       "      <td>1.427656e+06</td>\n",
       "      <td>6000000.0</td>\n",
       "      <td>R</td>\n",
       "      <td>Historical Fiction</td>\n",
       "      <td>Original Screenplay</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>Dragon Ball Super: Broly</td>\n",
       "      <td>8.52</td>\n",
       "      <td>1610</td>\n",
       "      <td>Action</td>\n",
       "      <td>0</td>\n",
       "      <td>1.227478e+08</td>\n",
       "      <td>8500000.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>Fantasy</td>\n",
       "      <td>Based on TV</td>\n",
       "      <td>Animation</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>Logan Lucky</td>\n",
       "      <td>7.75</td>\n",
       "      <td>1600</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>0</td>\n",
       "      <td>4.426427e+07</td>\n",
       "      <td>29000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Contemporary Fiction</td>\n",
       "      <td>Original Screenplay</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>Eighth Grade</td>\n",
       "      <td>8.44</td>\n",
       "      <td>1572</td>\n",
       "      <td>Drama</td>\n",
       "      <td>0</td>\n",
       "      <td>1.434102e+07</td>\n",
       "      <td>2000000.0</td>\n",
       "      <td>R</td>\n",
       "      <td>Contemporary Fiction</td>\n",
       "      <td>Original Screenplay</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>Tomb Raider</td>\n",
       "      <td>6.54</td>\n",
       "      <td>1564</td>\n",
       "      <td>Action</td>\n",
       "      <td>0</td>\n",
       "      <td>2.734775e+08</td>\n",
       "      <td>90000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Contemporary Fiction</td>\n",
       "      <td>Original Screenplay</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>Downsizing</td>\n",
       "      <td>4.58</td>\n",
       "      <td>1543</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>0</td>\n",
       "      <td>5.446297e+07</td>\n",
       "      <td>68000000.0</td>\n",
       "      <td>R</td>\n",
       "      <td>Science Fiction</td>\n",
       "      <td>Original Screenplay</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>The Favourite</td>\n",
       "      <td>7.96</td>\n",
       "      <td>1522</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>1</td>\n",
       "      <td>9.411393e+07</td>\n",
       "      <td>15000000.0</td>\n",
       "      <td>R</td>\n",
       "      <td>Dramatization</td>\n",
       "      <td>Based on Real Life Events</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>Vice</td>\n",
       "      <td>7.34</td>\n",
       "      <td>1454</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>1</td>\n",
       "      <td>7.088317e+07</td>\n",
       "      <td>60000000.0</td>\n",
       "      <td>R</td>\n",
       "      <td>Dramatization</td>\n",
       "      <td>Based on Real Life Events</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>Game Night</td>\n",
       "      <td>8.00</td>\n",
       "      <td>1416</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>0</td>\n",
       "      <td>1.173781e+08</td>\n",
       "      <td>37000000.0</td>\n",
       "      <td>R</td>\n",
       "      <td>Contemporary Fiction</td>\n",
       "      <td>Original Screenplay</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>A Simple Favor</td>\n",
       "      <td>7.25</td>\n",
       "      <td>1401</td>\n",
       "      <td>Action</td>\n",
       "      <td>0</td>\n",
       "      <td>9.717492e+07</td>\n",
       "      <td>20000000.0</td>\n",
       "      <td>R</td>\n",
       "      <td>Contemporary Fiction</td>\n",
       "      <td>Original Screenplay</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>How to Train Your Dragon: The Hidden World</td>\n",
       "      <td>8.12</td>\n",
       "      <td>1387</td>\n",
       "      <td>Action</td>\n",
       "      <td>0</td>\n",
       "      <td>3.811612e+08</td>\n",
       "      <td>129000000.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>Kids Fiction</td>\n",
       "      <td>Original Screenplay</td>\n",
       "      <td>Animated</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>Ocean's 8</td>\n",
       "      <td>6.45</td>\n",
       "      <td>1376</td>\n",
       "      <td>Action</td>\n",
       "      <td>0</td>\n",
       "      <td>2.971160e+08</td>\n",
       "      <td>70000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Contemporary Fiction</td>\n",
       "      <td>Original Screenplay</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>Transformers: The Last Knight</td>\n",
       "      <td>4.16</td>\n",
       "      <td>1376</td>\n",
       "      <td>Action</td>\n",
       "      <td>0</td>\n",
       "      <td>6.028933e+08</td>\n",
       "      <td>217000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Science Fiction</td>\n",
       "      <td>Based on TV</td>\n",
       "      <td>Animation/Live Action</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>The Predator</td>\n",
       "      <td>5.10</td>\n",
       "      <td>1373</td>\n",
       "      <td>Action</td>\n",
       "      <td>0</td>\n",
       "      <td>1.594876e+08</td>\n",
       "      <td>88000000.0</td>\n",
       "      <td>R</td>\n",
       "      <td>Science Fiction</td>\n",
       "      <td>Original Screenplay</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>The Dark Tower</td>\n",
       "      <td>5.01</td>\n",
       "      <td>1319</td>\n",
       "      <td>Action</td>\n",
       "      <td>0</td>\n",
       "      <td>1.134615e+08</td>\n",
       "      <td>60000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Science Fiction</td>\n",
       "      <td>Based on Fiction Book/Short Story</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>I, Tonya</td>\n",
       "      <td>8.27</td>\n",
       "      <td>1269</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>1</td>\n",
       "      <td>5.379741e+07</td>\n",
       "      <td>11000000.0</td>\n",
       "      <td>R</td>\n",
       "      <td>Dramatization</td>\n",
       "      <td>Based on Real Life Events</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>Pet Sematary</td>\n",
       "      <td>5.88</td>\n",
       "      <td>1216</td>\n",
       "      <td>Horror</td>\n",
       "      <td>0</td>\n",
       "      <td>1.095011e+08</td>\n",
       "      <td>21000000.0</td>\n",
       "      <td>R</td>\n",
       "      <td>Contemporary Fiction</td>\n",
       "      <td>Remake</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>Bumblebee</td>\n",
       "      <td>7.12</td>\n",
       "      <td>1213</td>\n",
       "      <td>Action</td>\n",
       "      <td>0</td>\n",
       "      <td>4.651956e+08</td>\n",
       "      <td>102000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Science Fiction</td>\n",
       "      <td>Based on Toy</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>Dark Phoenix</td>\n",
       "      <td>5.27</td>\n",
       "      <td>1210</td>\n",
       "      <td>Action</td>\n",
       "      <td>0</td>\n",
       "      <td>1.461905e+08</td>\n",
       "      <td>350000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Super Hero</td>\n",
       "      <td>Based on Comic/Graphic Novel</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>The Big Sick</td>\n",
       "      <td>8.42</td>\n",
       "      <td>1180</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>0</td>\n",
       "      <td>5.397286e+07</td>\n",
       "      <td>5000000.0</td>\n",
       "      <td>R</td>\n",
       "      <td>Dramatization</td>\n",
       "      <td>Based on Real Life Events</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>Creed II</td>\n",
       "      <td>7.88</td>\n",
       "      <td>1158</td>\n",
       "      <td>Drama</td>\n",
       "      <td>0</td>\n",
       "      <td>2.135915e+08</td>\n",
       "      <td>50000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Contemporary Fiction</td>\n",
       "      <td>Original Screenplay</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>The Florida Project</td>\n",
       "      <td>8.29</td>\n",
       "      <td>1121</td>\n",
       "      <td>Drama</td>\n",
       "      <td>0</td>\n",
       "      <td>1.129532e+07</td>\n",
       "      <td>2000000.0</td>\n",
       "      <td>R</td>\n",
       "      <td>Contemporary Fiction</td>\n",
       "      <td>Original Screenplay</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>The Mummy (2017)</td>\n",
       "      <td>4.95</td>\n",
       "      <td>1089</td>\n",
       "      <td>Action</td>\n",
       "      <td>0</td>\n",
       "      <td>4.099539e+08</td>\n",
       "      <td>195000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Historical Fiction</td>\n",
       "      <td>Remake</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>Suspiria (2018)</td>\n",
       "      <td>7.87</td>\n",
       "      <td>1076</td>\n",
       "      <td>Horror</td>\n",
       "      <td>0</td>\n",
       "      <td>7.021714e+06</td>\n",
       "      <td>20000000.0</td>\n",
       "      <td>R</td>\n",
       "      <td>Historical Fiction</td>\n",
       "      <td>Remake</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>A Wrinkle in Time</td>\n",
       "      <td>4.03</td>\n",
       "      <td>1067</td>\n",
       "      <td>Drama</td>\n",
       "      <td>0</td>\n",
       "      <td>3.340188e+07</td>\n",
       "      <td>103000000.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>Fantasy</td>\n",
       "      <td>Based on Fiction Book/Short Story</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>The Circle</td>\n",
       "      <td>4.25</td>\n",
       "      <td>1065</td>\n",
       "      <td>Drama</td>\n",
       "      <td>0</td>\n",
       "      <td>4.065186e+07</td>\n",
       "      <td>18000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Science Fiction</td>\n",
       "      <td>Based on Fiction Book/Short Story</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>Girls Trip</td>\n",
       "      <td>5.92</td>\n",
       "      <td>1045</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>0</td>\n",
       "      <td>1.408864e+08</td>\n",
       "      <td>28000000.0</td>\n",
       "      <td>R</td>\n",
       "      <td>Contemporary Fiction</td>\n",
       "      <td>Original Screenplay</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>Red Sparrow</td>\n",
       "      <td>6.65</td>\n",
       "      <td>1030</td>\n",
       "      <td>Action</td>\n",
       "      <td>0</td>\n",
       "      <td>1.459519e+08</td>\n",
       "      <td>69000000.0</td>\n",
       "      <td>R</td>\n",
       "      <td>Contemporary Fiction</td>\n",
       "      <td>Based on Fiction Book/Short Story</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>101 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                      movie_name  mean_rating  votes   genre  \\\n",
       "0                              Avengers: Endgame         8.73  89248  Action   \n",
       "1                       Star Wars: The Last Jedi         6.82  71458  Action   \n",
       "2                         Avengers: Infinity War         8.75  51642  Action   \n",
       "3                                 Captain Marvel         6.79  17289  Action   \n",
       "4                 Guardians of the Galaxy Vol. 2         7.90  15502  Action   \n",
       "5                                  A Quiet Place         8.24  14116  Horror   \n",
       "6                             Blade Runner: 2049         8.82  13731   Drama   \n",
       "7                                             Us         7.78  13479  Horror   \n",
       "9                                     Hereditary         8.14  10985  Horror   \n",
       "11                                       Dunkirk         8.54  10977   Drama   \n",
       "12                                   Baby Driver         8.58  10592   Drama   \n",
       "13                                            IT         8.22  10517  Horror   \n",
       "14                                    Deadpool 2         8.31  10247  Action   \n",
       "15                                  Annihilation         7.84   9837  Horror   \n",
       "16                                  Wonder Woman         7.75   9492  Action   \n",
       "17                              Ready Player One         7.12   9148  Action   \n",
       "18                                Thor: Ragnarok         8.41   9094  Action   \n",
       "19             Spider-Man: Into the Spider-Verse         9.24   8818  Action   \n",
       "20                        Spider-Man: Homecoming         8.36   8586  Action   \n",
       "21                       Solo: A Star Wars Story         7.13   8324  Action   \n",
       "23                                Justice League         6.16   7912  Action   \n",
       "24                               Alien: Covenant         6.49   7234  Horror   \n",
       "25                                 Incredibles 2         8.41   6769  Action   \n",
       "26                                 Black Panther         7.87   6260  Action   \n",
       "27                           Alita: Battle Angel         7.87   5583  Action   \n",
       "28                                         Venom         6.54   5457  Action   \n",
       "29   Fantastic Beasts: The Crimes of Grindelwald         6.10   5330  Action   \n",
       "30                Jurassic World: Fallen Kingdom         5.66   5117  Action   \n",
       "32                     Pokemon Detective Pikachu         7.39   4904   Drama   \n",
       "34                         A Star is Born (2018)         8.54   4787   Drama   \n",
       "..                                           ...          ...    ...     ...   \n",
       "86           Murder on the Orient Express (2017)         6.93   1758   Drama   \n",
       "87                       The Fate of the Furious         6.61   1749  Action   \n",
       "89                                         Mandy         8.01   1638  Horror   \n",
       "90                      Dragon Ball Super: Broly         8.52   1610  Action   \n",
       "91                                   Logan Lucky         7.75   1600  Comedy   \n",
       "92                                  Eighth Grade         8.44   1572   Drama   \n",
       "93                                   Tomb Raider         6.54   1564  Action   \n",
       "94                                    Downsizing         4.58   1543  Comedy   \n",
       "95                                 The Favourite         7.96   1522  Comedy   \n",
       "98                                          Vice         7.34   1454  Comedy   \n",
       "99                                    Game Night         8.00   1416  Comedy   \n",
       "100                               A Simple Favor         7.25   1401  Action   \n",
       "101   How to Train Your Dragon: The Hidden World         8.12   1387  Action   \n",
       "102                                    Ocean's 8         6.45   1376  Action   \n",
       "103                Transformers: The Last Knight         4.16   1376  Action   \n",
       "104                                 The Predator         5.10   1373  Action   \n",
       "105                               The Dark Tower         5.01   1319  Action   \n",
       "108                                     I, Tonya         8.27   1269  Comedy   \n",
       "111                                 Pet Sematary         5.88   1216  Horror   \n",
       "112                                    Bumblebee         7.12   1213  Action   \n",
       "113                                 Dark Phoenix         5.27   1210  Action   \n",
       "115                                 The Big Sick         8.42   1180  Comedy   \n",
       "116                                     Creed II         7.88   1158   Drama   \n",
       "119                          The Florida Project         8.29   1121   Drama   \n",
       "120                             The Mummy (2017)         4.95   1089  Action   \n",
       "121                              Suspiria (2018)         7.87   1076  Horror   \n",
       "122                            A Wrinkle in Time         4.03   1067   Drama   \n",
       "123                                   The Circle         4.25   1065   Drama   \n",
       "124                                   Girls Trip         5.92   1045  Comedy   \n",
       "125                                  Red Sparrow         6.65   1030  Action   \n",
       "\n",
       "     award_winning   total_gross       budget age_rating  \\\n",
       "0                0  2.728554e+09  356000000.0      PG-13   \n",
       "1                0  1.316722e+09  317000000.0      PG-13   \n",
       "2                0  2.048134e+09  300000000.0      PG-13   \n",
       "3                0  1.122974e+09  175000000.0      PG-13   \n",
       "4                0  8.623162e+08  200000000.0      PG-13   \n",
       "5                0  3.345223e+08   17000000.0      PG-13   \n",
       "6                1  2.593574e+08  185000000.0          R   \n",
       "7                0  2.542103e+08   20000000.0          R   \n",
       "9                0  7.013390e+07   10000000.0          R   \n",
       "11               1  4.998374e+08  150000000.0      PG-13   \n",
       "12               0  2.281042e+08   34000000.0          R   \n",
       "13               0  6.974580e+08   35000000.0          R   \n",
       "14               0  7.866806e+08  110000000.0          R   \n",
       "15               0  4.307092e+07   55000000.0          R   \n",
       "16               0  8.211334e+08  150000000.0      PG-13   \n",
       "17               0  5.792901e+08  150000000.0      PG-13   \n",
       "18               0  8.469800e+08  180000000.0      PG-13   \n",
       "19               1  3.753823e+08   90000000.0         PG   \n",
       "20               0  8.801664e+08  175000000.0      PG-13   \n",
       "21               0  3.931513e+08  250000000.0      PG-13   \n",
       "23               0  6.559452e+08  300000000.0      PG-13   \n",
       "24               0  2.385212e+08   97000000.0          R   \n",
       "25               0  1.242521e+09  200000000.0         PG   \n",
       "26               1  1.348258e+09  200000000.0      PG-13   \n",
       "27               0  4.029760e+08  170000000.0      PG-13   \n",
       "28               0  8.536286e+08  116000000.0      PG-13   \n",
       "29               0  6.522201e+08  200000000.0      PG-13   \n",
       "30               0  1.305773e+09  170000000.0      PG-13   \n",
       "32               0  4.096305e+08  150000000.0         PG   \n",
       "34               1  4.334496e+08   36000000.0          R   \n",
       "..             ...           ...          ...        ...   \n",
       "86               0  3.459227e+08   55000000.0      PG-13   \n",
       "87               0  1.234846e+09  250000000.0      PG-13   \n",
       "89               0  1.427656e+06    6000000.0          R   \n",
       "90               0  1.227478e+08    8500000.0         PG   \n",
       "91               0  4.426427e+07   29000000.0      PG-13   \n",
       "92               0  1.434102e+07    2000000.0          R   \n",
       "93               0  2.734775e+08   90000000.0      PG-13   \n",
       "94               0  5.446297e+07   68000000.0          R   \n",
       "95               1  9.411393e+07   15000000.0          R   \n",
       "98               1  7.088317e+07   60000000.0          R   \n",
       "99               0  1.173781e+08   37000000.0          R   \n",
       "100              0  9.717492e+07   20000000.0          R   \n",
       "101              0  3.811612e+08  129000000.0         PG   \n",
       "102              0  2.971160e+08   70000000.0      PG-13   \n",
       "103              0  6.028933e+08  217000000.0      PG-13   \n",
       "104              0  1.594876e+08   88000000.0          R   \n",
       "105              0  1.134615e+08   60000000.0      PG-13   \n",
       "108              1  5.379741e+07   11000000.0          R   \n",
       "111              0  1.095011e+08   21000000.0          R   \n",
       "112              0  4.651956e+08  102000000.0      PG-13   \n",
       "113              0  1.461905e+08  350000000.0      PG-13   \n",
       "115              0  5.397286e+07    5000000.0          R   \n",
       "116              0  2.135915e+08   50000000.0      PG-13   \n",
       "119              0  1.129532e+07    2000000.0          R   \n",
       "120              0  4.099539e+08  195000000.0      PG-13   \n",
       "121              0  7.021714e+06   20000000.0          R   \n",
       "122              0  3.340188e+07  103000000.0         PG   \n",
       "123              0  4.065186e+07   18000000.0      PG-13   \n",
       "124              0  1.408864e+08   28000000.0          R   \n",
       "125              0  1.459519e+08   69000000.0          R   \n",
       "\n",
       "            creative_type                             source  \\\n",
       "0              Super Hero       Based on Comic/Graphic Novel   \n",
       "1         Science Fiction                Original Screenplay   \n",
       "2              Super Hero       Based on Comic/Graphic Novel   \n",
       "3              Super Hero       Based on Comic/Graphic Novel   \n",
       "4              Super Hero       Based on Comic/Graphic Novel   \n",
       "5    Contemporary Fiction                Original Screenplay   \n",
       "6         Science Fiction  Based on Fiction Book/Short Story   \n",
       "7       Thriller/Suspense                Original Screenplay   \n",
       "9    Contemporary Fiction                Original Screenplay   \n",
       "11          Dramatization                Original Screenplay   \n",
       "12   Contemporary Fiction                Original Screenplay   \n",
       "13     Historical Fiction                             Remake   \n",
       "14             Super Hero       Based on Comic/Graphic Novel   \n",
       "15        Science Fiction  Based on Fiction Book/Short Story   \n",
       "16             Super Hero       Based on Comic/Graphic Novel   \n",
       "17        Science Fiction  Based on Fiction Book/Short Story   \n",
       "18             Super Hero       Based on Comic/Graphic Novel   \n",
       "19             Super Hero       Based on Comic/Graphic Novel   \n",
       "20             Super Hero       Based on Comic/Graphic Novel   \n",
       "21        Science Fiction                           Spin-Off   \n",
       "23             Super Hero       Based on Comic/Graphic Novel   \n",
       "24        Science Fiction                Original Screenplay   \n",
       "25           Kids Fiction                Original Screenplay   \n",
       "26             Super Hero       Based on Comic/Graphic Novel   \n",
       "27        Science Fiction       Based on Comic/Graphic Novel   \n",
       "28             Super Hero                           Spin-Off   \n",
       "29                Fantasy                           Spin-Off   \n",
       "30        Science Fiction  Based on Fiction Book/Short Story   \n",
       "32           Kids Fiction                      Based on Game   \n",
       "34   Contemporary Fiction                             Remake   \n",
       "..                    ...                                ...   \n",
       "86     Historical Fiction       Based on Comic/Graphic Novel   \n",
       "87   Contemporary Fiction                Original Screenplay   \n",
       "89     Historical Fiction                Original Screenplay   \n",
       "90                Fantasy                        Based on TV   \n",
       "91   Contemporary Fiction                Original Screenplay   \n",
       "92   Contemporary Fiction                Original Screenplay   \n",
       "93   Contemporary Fiction                Original Screenplay   \n",
       "94        Science Fiction                Original Screenplay   \n",
       "95          Dramatization          Based on Real Life Events   \n",
       "98          Dramatization          Based on Real Life Events   \n",
       "99   Contemporary Fiction                Original Screenplay   \n",
       "100  Contemporary Fiction                Original Screenplay   \n",
       "101          Kids Fiction                Original Screenplay   \n",
       "102  Contemporary Fiction                Original Screenplay   \n",
       "103       Science Fiction                        Based on TV   \n",
       "104       Science Fiction                Original Screenplay   \n",
       "105       Science Fiction  Based on Fiction Book/Short Story   \n",
       "108         Dramatization          Based on Real Life Events   \n",
       "111  Contemporary Fiction                             Remake   \n",
       "112       Science Fiction                       Based on Toy   \n",
       "113            Super Hero       Based on Comic/Graphic Novel   \n",
       "115         Dramatization          Based on Real Life Events   \n",
       "116  Contemporary Fiction                Original Screenplay   \n",
       "119  Contemporary Fiction                Original Screenplay   \n",
       "120    Historical Fiction                             Remake   \n",
       "121    Historical Fiction                             Remake   \n",
       "122               Fantasy  Based on Fiction Book/Short Story   \n",
       "123       Science Fiction  Based on Fiction Book/Short Story   \n",
       "124  Contemporary Fiction                Original Screenplay   \n",
       "125  Contemporary Fiction  Based on Fiction Book/Short Story   \n",
       "\n",
       "         production_method  prequel_sequel  \n",
       "0              Live Action             1.0  \n",
       "1              Live Action             1.0  \n",
       "2              Live Action             1.0  \n",
       "3              Live Action             0.0  \n",
       "4              Live Action             1.0  \n",
       "5              Live Action             0.0  \n",
       "6              Live Action             1.0  \n",
       "7              Live Action             0.0  \n",
       "9              Live Action             0.0  \n",
       "11             Live Action             0.0  \n",
       "12             Live Action             0.0  \n",
       "13             Live Action             0.0  \n",
       "14             Live Action             1.0  \n",
       "15             Live Action             0.0  \n",
       "16             Live Action             0.0  \n",
       "17             Live Action             0.0  \n",
       "18             Live Action             1.0  \n",
       "19                Animated             0.0  \n",
       "20             Live Action             0.0  \n",
       "21             Live Action             0.0  \n",
       "23             Live Action             0.0  \n",
       "24             Live Action             1.0  \n",
       "25                Animated             1.0  \n",
       "26             Live Action             0.0  \n",
       "27             Live Action             0.0  \n",
       "28             Live Action             0.0  \n",
       "29             Live Action             1.0  \n",
       "30             Live Action             1.0  \n",
       "32             Live Action             0.0  \n",
       "34             Live Action             0.0  \n",
       "..                     ...             ...  \n",
       "86             Live Action             0.0  \n",
       "87             Live Action             1.0  \n",
       "89             Live Action             0.0  \n",
       "90               Animation             1.0  \n",
       "91             Live Action             0.0  \n",
       "92             Live Action             0.0  \n",
       "93             Live Action             0.0  \n",
       "94             Live Action             0.0  \n",
       "95             Live Action             0.0  \n",
       "98             Live Action             0.0  \n",
       "99             Live Action             0.0  \n",
       "100            Live Action             0.0  \n",
       "101               Animated             1.0  \n",
       "102            Live Action             1.0  \n",
       "103  Animation/Live Action             1.0  \n",
       "104            Live Action             1.0  \n",
       "105            Live Action             0.0  \n",
       "108            Live Action             0.0  \n",
       "111            Live Action             0.0  \n",
       "112            Live Action             1.0  \n",
       "113            Live Action             0.0  \n",
       "115            Live Action             0.0  \n",
       "116            Live Action             1.0  \n",
       "119            Live Action             0.0  \n",
       "120            Live Action             0.0  \n",
       "121            Live Action             0.0  \n",
       "122            Live Action             0.0  \n",
       "123            Live Action             0.0  \n",
       "124            Live Action             0.0  \n",
       "125            Live Action             0.0  \n",
       "\n",
       "[101 rows x 12 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Setup and Data Cleaning\n",
    "df = pd.read_csv('Reddit_Movie108.csv')\n",
    "df.dropna(inplace = True)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "df.to_csv(path_or_buf='CuratedRedditData108.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>movie_name</th>\n",
       "      <th>mean_rating</th>\n",
       "      <th>votes</th>\n",
       "      <th>genre</th>\n",
       "      <th>award_winning</th>\n",
       "      <th>total_gross</th>\n",
       "      <th>budget</th>\n",
       "      <th>age_rating</th>\n",
       "      <th>creative_type</th>\n",
       "      <th>source</th>\n",
       "      <th>production_method</th>\n",
       "      <th>prequel_sequel</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Avengers: Endgame</td>\n",
       "      <td>8.73</td>\n",
       "      <td>89248.0</td>\n",
       "      <td>Action</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.728554e+09</td>\n",
       "      <td>356000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Super Hero</td>\n",
       "      <td>Based on Comic/Graphic Novel</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Star Wars: The Last Jedi</td>\n",
       "      <td>6.82</td>\n",
       "      <td>71458.0</td>\n",
       "      <td>Action</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.316722e+09</td>\n",
       "      <td>317000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Science Fiction</td>\n",
       "      <td>Original Screenplay</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Avengers: Infinity War</td>\n",
       "      <td>8.75</td>\n",
       "      <td>51642.0</td>\n",
       "      <td>Action</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.048134e+09</td>\n",
       "      <td>300000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Super Hero</td>\n",
       "      <td>Based on Comic/Graphic Novel</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Captain Marvel</td>\n",
       "      <td>6.79</td>\n",
       "      <td>17289.0</td>\n",
       "      <td>Action</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.122974e+09</td>\n",
       "      <td>175000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Super Hero</td>\n",
       "      <td>Based on Comic/Graphic Novel</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Guardians of the Galaxy Vol. 2</td>\n",
       "      <td>7.90</td>\n",
       "      <td>15502.0</td>\n",
       "      <td>Action</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.623162e+08</td>\n",
       "      <td>200000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Super Hero</td>\n",
       "      <td>Based on Comic/Graphic Novel</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>A Quiet Place</td>\n",
       "      <td>8.24</td>\n",
       "      <td>14116.0</td>\n",
       "      <td>Horror</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.345223e+08</td>\n",
       "      <td>17000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Contemporary Fiction</td>\n",
       "      <td>Original Screenplay</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Blade Runner: 2049</td>\n",
       "      <td>8.82</td>\n",
       "      <td>13731.0</td>\n",
       "      <td>Drama</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.593574e+08</td>\n",
       "      <td>185000000.0</td>\n",
       "      <td>R</td>\n",
       "      <td>Science Fiction</td>\n",
       "      <td>Based on Fiction Book/Short Story</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Us</td>\n",
       "      <td>7.78</td>\n",
       "      <td>13479.0</td>\n",
       "      <td>Horror</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.542103e+08</td>\n",
       "      <td>20000000.0</td>\n",
       "      <td>R</td>\n",
       "      <td>Contemporary Fiction</td>\n",
       "      <td>Original Screenplay</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Hereditary</td>\n",
       "      <td>8.14</td>\n",
       "      <td>10985.0</td>\n",
       "      <td>Horror</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.013390e+07</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>R</td>\n",
       "      <td>Contemporary Fiction</td>\n",
       "      <td>Original Screenplay</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Dunkirk</td>\n",
       "      <td>8.54</td>\n",
       "      <td>10977.0</td>\n",
       "      <td>Drama</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.998374e+08</td>\n",
       "      <td>150000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Dramatization</td>\n",
       "      <td>Original Screenplay</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        movie_name  mean_rating    votes   genre  \\\n",
       "0                Avengers: Endgame         8.73  89248.0  Action   \n",
       "1         Star Wars: The Last Jedi         6.82  71458.0  Action   \n",
       "2           Avengers: Infinity War         8.75  51642.0  Action   \n",
       "3                   Captain Marvel         6.79  17289.0  Action   \n",
       "4   Guardians of the Galaxy Vol. 2         7.90  15502.0  Action   \n",
       "5                    A Quiet Place         8.24  14116.0  Horror   \n",
       "6               Blade Runner: 2049         8.82  13731.0   Drama   \n",
       "7                               Us         7.78  13479.0  Horror   \n",
       "9                       Hereditary         8.14  10985.0  Horror   \n",
       "11                         Dunkirk         8.54  10977.0   Drama   \n",
       "\n",
       "    award_winning   total_gross       budget age_rating         creative_type  \\\n",
       "0             0.0  2.728554e+09  356000000.0      PG-13            Super Hero   \n",
       "1             0.0  1.316722e+09  317000000.0      PG-13       Science Fiction   \n",
       "2             0.0  2.048134e+09  300000000.0      PG-13            Super Hero   \n",
       "3             0.0  1.122974e+09  175000000.0      PG-13            Super Hero   \n",
       "4             0.0  8.623162e+08  200000000.0      PG-13            Super Hero   \n",
       "5             0.0  3.345223e+08   17000000.0      PG-13  Contemporary Fiction   \n",
       "6             1.0  2.593574e+08  185000000.0          R       Science Fiction   \n",
       "7             0.0  2.542103e+08   20000000.0          R  Contemporary Fiction   \n",
       "9             0.0  7.013390e+07   10000000.0          R  Contemporary Fiction   \n",
       "11            1.0  4.998374e+08  150000000.0      PG-13         Dramatization   \n",
       "\n",
       "                               source production_method  prequel_sequel  \n",
       "0        Based on Comic/Graphic Novel       Live Action             1.0  \n",
       "1                 Original Screenplay       Live Action             1.0  \n",
       "2        Based on Comic/Graphic Novel       Live Action             1.0  \n",
       "3        Based on Comic/Graphic Novel       Live Action             0.0  \n",
       "4        Based on Comic/Graphic Novel       Live Action             1.0  \n",
       "5                 Original Screenplay       Live Action             0.0  \n",
       "6   Based on Fiction Book/Short Story       Live Action             1.0  \n",
       "7                 Original Screenplay       Live Action             0.0  \n",
       "9                 Original Screenplay       Live Action             0.0  \n",
       "11                Original Screenplay       Live Action             0.0  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('CuratedRedditData108.csv', index_col=0)\n",
    "df.at[7, 'creative_type'] = 'Contemporary Fiction'\n",
    "df.at[58, 'age_rating'] = 'PG'\n",
    "df.at[70, 'age_rating'] = 'PG'\n",
    "df.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Votes vs genres\n",
    "(df[\"genre\"].value_counts()).plot(kind = \"bar\")\n",
    "plt.ylabel('Votes')\n",
    "plt.xlabel('Genres')\n",
    "\n",
    "f1 = plt.gcf()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ptuc3HchU2V4EHA0cLWkn4CTgs5JOAQ6x/ctGA1y+Vl7/UpuGzhun2Lb/aeTBTIGk/cYrt338qGOZKknbADtS1QQutH15wyENTNLngMcC/8vSifi0Zb6oJSRdDTwBuJ4q9l6zViea5eDBPU1eAryBqq39a8AJVIMP/tP2E5uLbvnaev2LTAQrgnqdpt4v/DW272synkHVVfkrbT+t6VimStJx4xTb9htHHswkSdpkvHLbN446lqmSdB1wHnCM7YvHPHZ4m2vGbb3+RSYCSY8APgLsVBddAHzM9h3NRTU4STsDxwM3UH2jeDywX1eGj0o6AfiA7V83HUuJuj50V9Latv/SdBxT1cbrX+qEsmOBRcBe9e1OqnbrrjgMeL7t59reCXgB8NmGY5qMDYAFks6VdEbv1nRQg5K0kaTTJd0q6feSTpW0UdNxDaIeunsC1Yin9amG7r5r+a9qnf+QNF3SKvXv0O2S9m06qEG09fqXWiOYZ3uricraStKVY9sUxytrK0nPHa/c9gWjjmUqJJ0DnEjVNg2wL/Ba27s1F9Vguj50F5b8rUranWqgwXuA82xv2XBoE2rr9S+1RvBXSTv2DuoJZn9tMJ7JmiPpGEk717ejqcYld0L9gX8DsEp9/6dAV0ZsAcywfZzt++vbV4AJd4Fqia4P3YVq6DTAi4GTbP+xyWAmqZXXv9Tho28Djq/7CgT8EfiXRiOanLcB7wDeTT3qBvifRiOaBElvodqGdF1gM6o9q78I7NpkXJPQa4o4qT7eB+jEZES6P3QX4Mx6UuhfgbdLmgH8reGYBtXK619k01CPpOkAHZmIssKQNA/YDrjU9tZ12XzbT282ssFI2hj4PPBsqqU9LgYOaHrkx6C6PHS3R9KjgDttL5a0JjDd9u+ajmsQbbz+RdUIJO1r++uS3jumHADbn2kksAFJ+qbtvSTNp/oAWkrT7YyTcI/te3vXXdLKjPPvaat6tNPLm45jMiRNt32npHWpmuVu6Hts3Y41r0BVi9xN0up9ZV9tKpiJtP36F5UIgLXqn+uM81gXPogOqH++tNEoHroLJH0QWEPSbsDbgTMbjmlCkv7N9qckHcH4ibi149epOrdfStWX1B+76uNOLLgIIOkjwM7AFlQ7Hb4IuIgWJwJafv2LbBqStIPtH09U1laSPmn73ycqa6t6UtmbgOdT/SGcDXzZLf9llPQy22euCDO7u6yuEW8JXG57S0mPofr9eVnDoXVWqaOGxlvuuEtLII83TPFFI49iimw/YPto23va3qO+3+okAGC7V2u52/bx/Teq9Z9ar16fasKylvur7QeA++t+vlvpSI2mrde/qKYhSc8GtgdmjOknmA5MayaqwUl6G1Uzymb1eOSedag6LFttWX0bPR3q4/gA8K0BylqjbktfE1iv7mjtDVmcDjyuscCmZo6kR1ItPDcX+AtwWbMhLV/br39RiQBYFVib6t/d309wJ7BHIxFNzonAd4FPAAf1lS9qurNpQL2+DQH/RzUOvDMkvYgq5g0lHd730HTg/maiGtj+wIFUHzpzWfJBdCfwhaaCmgrbb6/vfrFe33+67SuX95oWaPX1L7WPYJOuDPUbj6RnAQvq5XiRtA6whe1Lm41scJJ+ZnubpuOYjHqNmK2AjwH/0ffQIqqZrX9qJLBJkPQud3wnOEnn2t51orI2auv1L7WP4Mt11RKoxiRLOrvJgCbpSKrqcM9ddVkMke0r6v6AJ4zpIzitC0mg9sA4v/tvX94L2kLS6vXwy/XquNetbzNpQfPKgFp5/UtNBOvZ/nPvoP4jXr/BeCZL/Z2rdcdZ65v5JG3Tu1ENHd16TFlXzJR0iqSrJV3XuzUd1IDeMs7v/lsajGcy9qdqVnly/bN3+zYtaF4ZUCuvf+s/PIbkAUkb95ZBVrVGeJfayK6T9G6W1ALeTrV9Zdv178v6O6B/Ap+BTmwMRLVMwEeoVnzdhWqDlMbXixnQSpIe/CKhapOXVRuOaSC2Pwd8rq3NKwNq5fUvtY/ghcBRVPsQQLUvwWzbnWgekrQ+cDjVB6eBc4EDbd/aaGCFkDTX9jP7l8WQ9CPbz5notU1TtUXrTKq1nQy8FfiN7fc1GddkSdqe6t/x4JdZ222eUAa09/oXmQgAJK0HPIvqm9xPbN/ecEjREZJ+TLWxyCnAD4HfAofaflKjgQ2gnsy3P9UCfwK+TzUZa/FyX9gikr5GtVjhPJas5OmWz+wG2nv9i0oEkp5s++fLao92yzev7/gSBysMSdsCC4FHAodQDR/9tO1LGg2sEJIWUo2SK+fDa8hK6yN4H1XHzGHjPNaFNuqF9c85jUbxEKhaaW4j279pOpaHYHWq2a1/oeofYFlfLtpiBVqwEOAq4LHALU0HMqi2X/+iagRdJ2ll222fuDShXht703FMlaS7qTbT2cv27+uyVs+LkLSB7VvU0s3TJ0PSeVTzOS4D7umV227tirBtv/5F1Qgk/aftD9b3d7N9TtMxTdJlwDYAko6w3fhep1N0iaRtbf+06UCm6Brg08D5kt5k+2LaP2poE+CWpj9wHiYHNx3AFLT6+hdVI+j/1tb2b3DjkXS5l2zk0rn4eyRdDTyJak32u6iX4m26ejyo3rWXtDnwDeBY4I1t/v8Y87v/E9vPbjqmkrT9+hdVI1gBrChZuzMrpS6DAGxfK+k5VPMK2p7E+mssqy/zWR1QL7FyBPAUqjH404C7bE9vNLDla/X1Ly0RrF+vOqq++w9yy3coA55crzoqll6BtFPfqG3fKGlHYHPbx6nac3btpuMaVK9WVt+/C9hL1faVbbZSverlSn33H/xw6siihT2fB/6ZarXXWcDrgc0bjWhirb7+pTUNfWR5j9v+6KhimYpldTT1tLX9caz6/2EW8CTbT5T0OOBbtndoOLTl6vLwXUk3AA8wfl+GbXdiPX8ASXNsz5J0Ze/Lj6SLbW/fdGzL0vbrX1SNoO0f9BPpygf9AHYHtgZ+BmD75noF1bbr7PBd2zObjuFhdLekVYF5kj5FNYx0rQle06i2X/+iEkG0xr22Lam33kqr/4h7vPQOZUttQiNpzwZCKtXrqJpY3gm8B3g88OpGI+q4opqGoh0k/StVm+5uVJvsvBE4sSsLiY03YqvLo7i6on+hyHh4FZkIJE1rem2Ph0rSGsDGtq9pOpapkLQb1eb1AN/vwpwOLdmhbC+qYaM906mWPNiukcAKMWYI5qm2Uwt4mJTaNPRLSacAx9m+uulgJkvSy4D/oho6t6mkrYCPtXlm5TjmA2tQdbrObziWQd1M1T/wcqp18HsWUTVRtFa9ocsyNT1qZUD9Ha2d6dzuJ2kz4Cbb90jamWrY8Vf79yhoJK5CawTrUA0/ewNVW+OxwMm272w0sAFJmku1LtL5fRPMHhxB0XaS3ky11eMPqf64n0uVyI5tNLABSVrF9n1NxzEZkq6nSrqtHLUyiK5PCAWQNI9qxNxM4GzgDKrRc43u311kIugnaSfgJKqVJE8BDrH9y2ajWj5Jl9r+xzEzjbuUCK4Btrf9h/r40cDFXVjGGaCeUfwJYAv6Jgd14cO0yyQtZslM9DWAu3sPUSWzNk8oA5aalf5+4G+2j+j/O25KkU1D9a5AL6GqEcykWo30BKo15s8CnthYcIO5StJrgGn1h9K7gYsbjmkybqJqTulZBHRpNdIu71BGPZlpc5ZOYhc2F9FgbE9rOoaHwX2S9gH2A15Wl63SYDxAoTUCVfvLngccUy8Y1v/Y4W2eGAQgaU3gQyzpbD0b+LjtvzUX1eAkfRV4OtVeswZeQbWg3i+g/TO8O75D2ZuBA4CNqDZ2eRbVxkxtX4J9hSBpC6pdyX5i+yRJmwJ72z600bhKSwR1beBDtj/WdCylWgFmeHd5h7L5wLbAJba3kvRk4KO29244tGhQcYkAqvXMbe/SdBxTJekcYM/eSIO6qn+y7Rc0G1kZxtmh7BHAp9yBHcok/dT2tnWn5T/Wo1fm2d6q6dhWZMvakKan6f69IvsIgIslfZ5qLPhdvUK3fKvKPuv1Dzez/SdVG9p3Qr2xyHhr9XSieaJvH4UHdyjrkJskPRL4X+AcSX+iGhYbw/XS+uc76p9fq3++liWd3o0ptkYwTrG78kFUDx/dvTfLsl6M7vSuDKeT1L872epUywPcb/vfGgppUiTNouqj2YS+L1NNf6ubLEnPparNfM/2vU3HUwJJPx67uOJ4ZaNWZI2gy81CtQ8BF0m6oD7eCZjdYDyTYnvumKIf9/1buuAE4P1UE+EeaDiWSanX8l9ge5HtC+o5NVsDlzYcWinWkrSj7YsAJG1PCxbMK7JGACDpJcBTWXoIXWc6kCWtRzXiQ1QjEG5vOKSBjZnluhLwTODwLnS2Aki6yPaOTccxFZIuB7Zx/YcvaSVgTldqk11X14aPpaqJAfyZane7Rpuli6wRSPoisCbVGPAvA3tQDV/sktWAP1L9H24hqRNjwWtzWTLL9X7geuBNjUY0OR+R9GXgXJbePP205kIamNz37c/2A5KK/BxoQl0b3lLSdKr/izuajgkKTQRUs1qfUc/G/aikw4Au/BEDIOmTwN7AApY0TRjoRCKwvWnTMTxEbwCeTDURqP/6d+F36DpJ7waOrI/fDlzXYDxFkLSv7a9rzK6IUjUPsem5M6Umgt7Eq7vr3bH+AHTpw+mVVOuT3DPhM1ukHnb5G9u/q49fT9VRfCNwcEcWPgPYsjeRrIPeChwOfJgqeZ1Lh/qXOqzXDzDeBkyNt8+XmgjOrIfQfZpqlywDRzcb0qRcR/VttFOJAPgS8Dx4cI2nQ4F3AVsBR1E10XXBJZK26OLKtbZvpVpwMUbr/2D8yZL1asKNKq6zuO4ce1ZvaQlJqwGrt6WtbhCSTgW25O/bqNu+NMYVtres738BuM32wfVxZyY1SVoIbEbVt3EPSxY9a+3wUXV4v+UVQb3Q4gts3zCm/A3Ah21v1khgteJqBHXn2GHAs+vje+jeN+sz6lvXTJO0su37gV1ZukmiS7+LL2w6gCno7H7LK4j3UE3ge7HtawEkfQB4DdUy7I3q0h/fw+n7kl4NnOYOVolsH9/RHcpOAi6QdDvwV+BHAJKeAHSmRmb7RoB6NvfqEzy9FWyfWa+z9TTb7286ntLYPkvSPcB3Jb0SeDPVmk872f5Ts9EV2DQEIGkRVefNYqoPpM6sZw5L71Bmu1M7lNUTmjag2p7yrrrsicDaTY+lHpSkl1MtXf444FaqGcYLbT+10cAGIOmHXZlBvyKStCPV8h4XA3u1ZcXgIhNB1y1jh7IHl0SO4ZJ0BdX1/4HtrSXtAuxju/Wjb+pm0c2Bb7H0OltdGPraWfWXz97cmdWA+6i+iLbiS2ipTUO9b3U71Yfn2/5Ok/FM0v227+iNQa4lo4/Ofbb/IGklSSvZPq+e29EF61INl+6vFXRlDkRn2R5v2GhrFJkIJB1K1T53Ql10QL3+x0ENhjUZXd+hrOv+LGltqgl8J0i6lWqGdOvZ7tpqqTECRTYNSboS2Mr2A/XxNODyNg//6zdmhzJR7VB2SFvaG1d0ktai6ltaiWoZ4UcAJ7jeg7nNJG0EHAHsQFUTuAg4wPZNjQYWjSo5Eezcm8laL4J2flcSQTSn/tJwtu3nNR3LVNSbGp3IkvXw9wVea3u35qKKphXZNAR8Ari83pdAVH0FH2g2pIlJ+m/bB0o6k/EnBbV+1FDX2V4s6W5Jj+jSJMQ+M2wf13f8FUkHNhZNtEKRicDVptHnU/UTAPx7b/2blut9i/uvRqOIvwHz62/X/SNvujA793ZJ+1LN6QDYh6rzOApWZNMQgKRXATtSt5PaPr3hkAbWa6Me08exmu3Gt7wrgaT9xiu3ffyoY5ksSRsDn6eaWW+qQQbv7u12F2UqMhFI+h/gCSz5VrQ38Cvb71j2q9pD0iXA82z/pT5em2qC1vbNRlYOSTMAbN/WdCyTIWkH2z+eqCzKUmoiWEA11b5/l6b5XZgZCuMv0NalRdu6StXEjY8A76TqW1qJatjoEV3Z3U7Sz8buRjZeWZSlyD4C4BpgY6p18AEeD1zZXDiTdpekbXpLMtTb3/214ZhKcCDVsMttbV8PIOkfgCMlvcf2ZxuNbjkkPRvYHpjTw68/AAAHtklEQVQxZnOU6cC0ZqKKtig1ETwaWCiptz3ltsBPJJ0BnRh9cyDwLUk318cbUDVvxXC9Htitf39o29fVna/fB1qbCIBVgbWp/ub7Z7neSXf2gYghKbVpaLnLvtq+YFSxTJWkVYAnUTVR/Nz2fQ2HtMKTdJXtp032sTaRtEnf6qkrUS32d2fDYUXDiqwR9D7o6w2kV+4rb/VWif1bPdq+T9I21Fs9SurSVo9dde8UH2uTT0h6K9WCZ3OBR0j6jO1PNxxXNKjUGsFs4BCqdvUHWLIC4D80GtgEJP2MarTQH+utHk9myVaPT7GdKv4QSVpM37yB/oeodrlbZcQhTVpvUIGk1wLPBP4dmJtZ9WUrskYAvB94an9bb0dM6/vWvzdwlO1TgVMlzWswriLYXhE6VVepmxVfCXy+rlmW920wlrJS0wE05FdAFydfTZPUS967Aj/se6zUpB6T8yXgBqqNmS6UtAlVh3EUrNSmoa2B44BL6dbm7x8CXgzcTjX8dRvbrrd6PN72Do0GGJ3Ut490FKrURHAZ1fK786n6CIDOLBHQ+a0eY/Qk7Wv762PmEDzI9mdGHVO0R6nNCffbHvcPou1sXzJO2S+aiCU6Za36Z6t3yopmlFoj+H9Us4rPZOmmoQy/jIjilJoIrh+nuPXDRyOmStLhy3u87f1jMVxFNg3Z3rTpGCJGbG7f/Y9SLZ4XAZRbI1gTeC+wse3Z9QbwT7L9nYZDixg6SZfb3rrpOKI9Sp1HcBzVkgC99ftvAj7eXDgRI1Xet79YrlITwWa2PwXcB2D7r1TLBEREFKfIPgLgXklrUH8zkrQZfaOHIlY0khaxpCawpqTebOLeOlvTm4ks2qDURHAw8D3g8ZJOoNps5A2NRhQxRLYzfyCWqcjOYgBJjwaeRfWN6JIOLkAXEfGwKDIRSDrX9q4TlUVElKCopiFJqwNrAutJehRLOoinA49rLLCIiAYVlQiA/an2+30c1QSbXiK4E/hCU0FFRDSp1Kahd9k+ouk4IiLaoMhEACBpe2AmS+9Z/NXGAoqIaEhpTUMASPoasBkwj2oTb6jGWCcRRERxiqwRSFoIbOES//EREWOUusTEVcBjmw4iIqINimwaAtYDrq63rOzfmOblzYUUEdGMUhPBwU0HEBHRFkX2EQBIegywbX14me1bm4wnIqIpRfYRSNoLuAzYE9gLuFTSHs1GFRHRjCJrBJKuAHbr1QIkzQB+YHvLZiOLiBi9ImsEwEpjmoL+QLnXIiIKV2pn8fcknQ2cVB/vDXy3wXgiIhpTZNMQgKRXATtSLTx3oe3TGw4pIqIRRSUCSU8AHmP7x2PKdwJ+a/tXzUQWEdGc0trF/xtYNE753fVjERHFKS0RzLR95dhC23OoViKNiChOaYlg9eU8tsbIooiIaJHSEsFPJb1lbKGkN1HtWBYRUZzSOosfA5wO3MuSD/5ZwKrA7rZ/11RsERFNKSoR9EjaBXhafbjA9g+bjCcioklFJoKIiFiitD6CiIgYI4kgIqJwSQTRWZIeK+lkSb+SdLWksyQ98WF67wMlrdl3fJakRz7E97xU0jxJv5Z0W31/nqSZDzXeiIcifQTRSZIEXAwcb/uLddlWwDq2f9T3vGm2F0/h/W8AZtm+/WEKuf+9/6V+73c+3O8dMRWpEURX7QLc10sCALbn2f6RpJ0lnSfpRGA+gKR9JV1WfwP/kqRpdfmRkuZIWiDpo3XZu4HHAedJOq8uu0HSepI+KentvXNKOljS++r775f0U0lX9t5rEJL2l/TpvuO3SfqUpCfUcX1N0nxJ35S0Rv2cbSVdIGmupO/WQ6MjpiSJILrqaSx/EuB2wIdsbyHpKVRLje9geytgMfDa+nkfsj0LeAbwXEnPsH04cDOwi+1dxrzvyfV79ewFfEvS84HN6/NuBTyzXsxwECcCr5LUWxb+DcBX6vtbAF+w/XTgb8D+klYDPge82vYzga8Dhwx4roi/U+p+BLHiu8z29fX9XYFnUs0sh2o5kd7GRHtJmk31t7AB1Qfv361H1WP7cknrS3ocMAP4k+1f17WI5wOX109dmyoxXDhRoLYXSboQeJGk64DFtq+uV8u93vYl9VO/DswGzgeeCvyg/vdMA26a6DwRy5JEEF21AFjePtN39d0XVV/CB/qfIGlT4F+BbW3/SdJXWP56VD2n1Od+LFUNoXeOT9j+0mDh/50vA+8FbgCO6ysf24nn+lxX2n7OFM8VsZQ0DUVX/RBYrX/tqLrd/LnjPPdcYA9J69fPW1fSJsB0qoRxR93G/qK+1ywC1lnGuU8G/pkqGZxSl50NvFHS2vU5NuydbxD1HhmbAXsC3+h7aFNJ29b39wEuAq4GNpS0XX2uVSU9ddBzRYyVRBCd5Gq42+7AbvXw0QXAwVRt+2OfezXwYeD7kq4EzgE2sH0FVVPOAuBYoH/DoqOA7/Y6i8e83wKqJPFb27fUZd+nauv/iaT5VAliWYlkWU6h2i3vjr6yBcBb6rjXAo6yfQ9VEvqMpN6/4R8nea6IB2X4aERLSPoeVfPSBfXxE4BT6g7uiKFJjSCiYZIeLekXVB3PFzQdT5QnNYKIiMKlRhARUbgkgoiIwiURREQULokgIqJwSQQREYVLIoiIKNz/B59qUv58NfVQAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Votes vs creative types\n",
    "(df[\"creative_type\"].value_counts()).plot(kind = \"bar\")\n",
    "\n",
    "plt.ylabel('Votes')\n",
    "plt.xlabel('Creative Type')\n",
    "f2 = plt.gcf()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Votes v. Age Rating\n",
    "(df[\"age_rating\"].value_counts()).plot(kind = \"bar\")\n",
    "plt.ylabel('Votes')\n",
    "plt.xlabel('Age Rating')\n",
    "\n",
    "f3 = plt.gcf()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Votes v. Source\n",
    "(df[\"source\"].value_counts()).plot(kind = \"bar\")\n",
    "plt.ylabel('Votes')\n",
    "plt.xlabel('Source')\n",
    "\n",
    "f4 = plt.gcf()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We immediately noticed that in our bar graphs, both creative type and source had a large number of subcategories, but were overall dominated by 2 or 3. We decided to cut many of these subcategories in order to reduce the number of both potential outliers and variables for data analysis, only keeping as many as would fit into the first ¾ of the entries in any category. This resulted in us keeping all genre and age rating subcategories, but only the first 4 subcategories in creative type and source. After cleaning the dataset according, we turned our remaining categorical variables into a set of dummy variables, replacing each categorical column with 3 or 4 “boolean” columns. We were then able to perform correlation and regression analysis."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.to_csv('RedditMovie108.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_d = df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>movie_name</th>\n",
       "      <th>mean_rating</th>\n",
       "      <th>votes</th>\n",
       "      <th>genre</th>\n",
       "      <th>award_winning</th>\n",
       "      <th>total_gross</th>\n",
       "      <th>budget</th>\n",
       "      <th>age_rating</th>\n",
       "      <th>creative_type</th>\n",
       "      <th>source</th>\n",
       "      <th>production_method</th>\n",
       "      <th>prequel_sequel</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Avengers: Endgame</td>\n",
       "      <td>8.73</td>\n",
       "      <td>89248.0</td>\n",
       "      <td>Action</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.728554e+09</td>\n",
       "      <td>356000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Super Hero</td>\n",
       "      <td>Based on Comic/Graphic Novel</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Star Wars: The Last Jedi</td>\n",
       "      <td>6.82</td>\n",
       "      <td>71458.0</td>\n",
       "      <td>Action</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.316722e+09</td>\n",
       "      <td>317000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Science Fiction</td>\n",
       "      <td>Original Screenplay</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Avengers: Infinity War</td>\n",
       "      <td>8.75</td>\n",
       "      <td>51642.0</td>\n",
       "      <td>Action</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.048134e+09</td>\n",
       "      <td>300000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Super Hero</td>\n",
       "      <td>Based on Comic/Graphic Novel</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Captain Marvel</td>\n",
       "      <td>6.79</td>\n",
       "      <td>17289.0</td>\n",
       "      <td>Action</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.122974e+09</td>\n",
       "      <td>175000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Super Hero</td>\n",
       "      <td>Based on Comic/Graphic Novel</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Guardians of the Galaxy Vol. 2</td>\n",
       "      <td>7.90</td>\n",
       "      <td>15502.0</td>\n",
       "      <td>Action</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.623162e+08</td>\n",
       "      <td>200000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Super Hero</td>\n",
       "      <td>Based on Comic/Graphic Novel</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>A Quiet Place</td>\n",
       "      <td>8.24</td>\n",
       "      <td>14116.0</td>\n",
       "      <td>Horror</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.345223e+08</td>\n",
       "      <td>17000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Contemporary Fiction</td>\n",
       "      <td>Original Screenplay</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Blade Runner: 2049</td>\n",
       "      <td>8.82</td>\n",
       "      <td>13731.0</td>\n",
       "      <td>Drama</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.593574e+08</td>\n",
       "      <td>185000000.0</td>\n",
       "      <td>R</td>\n",
       "      <td>Science Fiction</td>\n",
       "      <td>Based on Fiction Book/Short Story</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Us</td>\n",
       "      <td>7.78</td>\n",
       "      <td>13479.0</td>\n",
       "      <td>Horror</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.542103e+08</td>\n",
       "      <td>20000000.0</td>\n",
       "      <td>R</td>\n",
       "      <td>Contemporary Fiction</td>\n",
       "      <td>Original Screenplay</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Hereditary</td>\n",
       "      <td>8.14</td>\n",
       "      <td>10985.0</td>\n",
       "      <td>Horror</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.013390e+07</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>R</td>\n",
       "      <td>Contemporary Fiction</td>\n",
       "      <td>Original Screenplay</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Dunkirk</td>\n",
       "      <td>8.54</td>\n",
       "      <td>10977.0</td>\n",
       "      <td>Drama</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.998374e+08</td>\n",
       "      <td>150000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Dramatization</td>\n",
       "      <td>Original Screenplay</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Baby Driver</td>\n",
       "      <td>8.58</td>\n",
       "      <td>10592.0</td>\n",
       "      <td>Drama</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.281042e+08</td>\n",
       "      <td>34000000.0</td>\n",
       "      <td>R</td>\n",
       "      <td>Contemporary Fiction</td>\n",
       "      <td>Original Screenplay</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Deadpool 2</td>\n",
       "      <td>8.31</td>\n",
       "      <td>10247.0</td>\n",
       "      <td>Action</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.866806e+08</td>\n",
       "      <td>110000000.0</td>\n",
       "      <td>R</td>\n",
       "      <td>Super Hero</td>\n",
       "      <td>Based on Comic/Graphic Novel</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Annihilation</td>\n",
       "      <td>7.84</td>\n",
       "      <td>9837.0</td>\n",
       "      <td>Horror</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.307092e+07</td>\n",
       "      <td>55000000.0</td>\n",
       "      <td>R</td>\n",
       "      <td>Science Fiction</td>\n",
       "      <td>Based on Fiction Book/Short Story</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Wonder Woman</td>\n",
       "      <td>7.75</td>\n",
       "      <td>9492.0</td>\n",
       "      <td>Action</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.211334e+08</td>\n",
       "      <td>150000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Super Hero</td>\n",
       "      <td>Based on Comic/Graphic Novel</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Ready Player One</td>\n",
       "      <td>7.12</td>\n",
       "      <td>9148.0</td>\n",
       "      <td>Action</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.792901e+08</td>\n",
       "      <td>150000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Science Fiction</td>\n",
       "      <td>Based on Fiction Book/Short Story</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Thor: Ragnarok</td>\n",
       "      <td>8.41</td>\n",
       "      <td>9094.0</td>\n",
       "      <td>Action</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.469800e+08</td>\n",
       "      <td>180000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Super Hero</td>\n",
       "      <td>Based on Comic/Graphic Novel</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Spider-Man: Into the Spider-Verse</td>\n",
       "      <td>9.24</td>\n",
       "      <td>8818.0</td>\n",
       "      <td>Action</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.753823e+08</td>\n",
       "      <td>90000000.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>Super Hero</td>\n",
       "      <td>Based on Comic/Graphic Novel</td>\n",
       "      <td>Animated</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Spider-Man: Homecoming</td>\n",
       "      <td>8.36</td>\n",
       "      <td>8586.0</td>\n",
       "      <td>Action</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.801664e+08</td>\n",
       "      <td>175000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Super Hero</td>\n",
       "      <td>Based on Comic/Graphic Novel</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Justice League</td>\n",
       "      <td>6.16</td>\n",
       "      <td>7912.0</td>\n",
       "      <td>Action</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.559452e+08</td>\n",
       "      <td>300000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Super Hero</td>\n",
       "      <td>Based on Comic/Graphic Novel</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Alien: Covenant</td>\n",
       "      <td>6.49</td>\n",
       "      <td>7234.0</td>\n",
       "      <td>Horror</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.385212e+08</td>\n",
       "      <td>97000000.0</td>\n",
       "      <td>R</td>\n",
       "      <td>Science Fiction</td>\n",
       "      <td>Original Screenplay</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Black Panther</td>\n",
       "      <td>7.87</td>\n",
       "      <td>6260.0</td>\n",
       "      <td>Action</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.348258e+09</td>\n",
       "      <td>200000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Super Hero</td>\n",
       "      <td>Based on Comic/Graphic Novel</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Alita: Battle Angel</td>\n",
       "      <td>7.87</td>\n",
       "      <td>5583.0</td>\n",
       "      <td>Action</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.029760e+08</td>\n",
       "      <td>170000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Science Fiction</td>\n",
       "      <td>Based on Comic/Graphic Novel</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Jurassic World: Fallen Kingdom</td>\n",
       "      <td>5.66</td>\n",
       "      <td>5117.0</td>\n",
       "      <td>Action</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.305773e+09</td>\n",
       "      <td>170000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Science Fiction</td>\n",
       "      <td>Based on Fiction Book/Short Story</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>A Star is Born (2018)</td>\n",
       "      <td>8.54</td>\n",
       "      <td>4787.0</td>\n",
       "      <td>Drama</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.334496e+08</td>\n",
       "      <td>36000000.0</td>\n",
       "      <td>R</td>\n",
       "      <td>Contemporary Fiction</td>\n",
       "      <td>Remake</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Aquaman</td>\n",
       "      <td>6.81</td>\n",
       "      <td>4649.0</td>\n",
       "      <td>Action</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.146895e+09</td>\n",
       "      <td>160000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Super Hero</td>\n",
       "      <td>Based on Comic/Graphic Novel</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Three Billboards Outside Ebbing, Missouri</td>\n",
       "      <td>8.35</td>\n",
       "      <td>4623.0</td>\n",
       "      <td>Drama</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.601919e+08</td>\n",
       "      <td>12000000.0</td>\n",
       "      <td>R</td>\n",
       "      <td>Contemporary Fiction</td>\n",
       "      <td>Original Screenplay</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>mother!</td>\n",
       "      <td>7.06</td>\n",
       "      <td>4430.0</td>\n",
       "      <td>Horror</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.253108e+07</td>\n",
       "      <td>30000000.0</td>\n",
       "      <td>R</td>\n",
       "      <td>Contemporary Fiction</td>\n",
       "      <td>Original Screenplay</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Ant-Man and The Wasp</td>\n",
       "      <td>7.61</td>\n",
       "      <td>4155.0</td>\n",
       "      <td>Action</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.231447e+08</td>\n",
       "      <td>130000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Super Hero</td>\n",
       "      <td>Based on Comic/Graphic Novel</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Shazam</td>\n",
       "      <td>7.85</td>\n",
       "      <td>4079.0</td>\n",
       "      <td>Action</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.628519e+08</td>\n",
       "      <td>85000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Super Hero</td>\n",
       "      <td>Based on Comic/Graphic Novel</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Life (2017)</td>\n",
       "      <td>6.64</td>\n",
       "      <td>3984.0</td>\n",
       "      <td>Horror</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.009297e+08</td>\n",
       "      <td>58000000.0</td>\n",
       "      <td>R</td>\n",
       "      <td>Science Fiction</td>\n",
       "      <td>Original Screenplay</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>Sorry to Bother You</td>\n",
       "      <td>7.85</td>\n",
       "      <td>3415.0</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.828556e+07</td>\n",
       "      <td>3200000.0</td>\n",
       "      <td>R</td>\n",
       "      <td>Science Fiction</td>\n",
       "      <td>Original Screenplay</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>Kingsman: The Golden Circle</td>\n",
       "      <td>7.30</td>\n",
       "      <td>3280.0</td>\n",
       "      <td>Action</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.088037e+08</td>\n",
       "      <td>104000000.0</td>\n",
       "      <td>R</td>\n",
       "      <td>Contemporary Fiction</td>\n",
       "      <td>Based on Comic/Graphic Novel</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>Ghost in the Shell (2017)</td>\n",
       "      <td>6.16</td>\n",
       "      <td>3070.0</td>\n",
       "      <td>Action</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.679107e+08</td>\n",
       "      <td>110000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Science Fiction</td>\n",
       "      <td>Based on Comic/Graphic Novel</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>It Comes At Night</td>\n",
       "      <td>6.64</td>\n",
       "      <td>2974.0</td>\n",
       "      <td>Horror</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.972020e+07</td>\n",
       "      <td>5000000.0</td>\n",
       "      <td>R</td>\n",
       "      <td>Contemporary Fiction</td>\n",
       "      <td>Original Screenplay</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>Kong: Skull Island</td>\n",
       "      <td>6.70</td>\n",
       "      <td>2945.0</td>\n",
       "      <td>Action</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.610000e+08</td>\n",
       "      <td>185000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Science Fiction</td>\n",
       "      <td>Original Screenplay</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>Godzilla: King of the Monsters</td>\n",
       "      <td>7.23</td>\n",
       "      <td>2869.0</td>\n",
       "      <td>Action</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.963518e+08</td>\n",
       "      <td>170000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Science Fiction</td>\n",
       "      <td>Remake</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>Halloween (2018)</td>\n",
       "      <td>7.34</td>\n",
       "      <td>2845.0</td>\n",
       "      <td>Horror</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.907701e+08</td>\n",
       "      <td>10300000.0</td>\n",
       "      <td>R</td>\n",
       "      <td>Contemporary Fiction</td>\n",
       "      <td>Original Screenplay</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>The Greatest Showman</td>\n",
       "      <td>7.97</td>\n",
       "      <td>2631.0</td>\n",
       "      <td>Drama</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.870000e+08</td>\n",
       "      <td>84000000.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>Dramatization</td>\n",
       "      <td>Original Screenplay</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>Lady Bird</td>\n",
       "      <td>8.42</td>\n",
       "      <td>2592.0</td>\n",
       "      <td>Drama</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.861077e+07</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>R</td>\n",
       "      <td>Contemporary Fiction</td>\n",
       "      <td>Original Screenplay</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>Valerian and the City of a Thousand Planets</td>\n",
       "      <td>6.05</td>\n",
       "      <td>2511.0</td>\n",
       "      <td>Action</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.150984e+08</td>\n",
       "      <td>180000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Science Fiction</td>\n",
       "      <td>Based on Comic/Graphic Novel</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>Sicario: Day of the Soldado</td>\n",
       "      <td>7.26</td>\n",
       "      <td>2003.0</td>\n",
       "      <td>Action</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.588520e+07</td>\n",
       "      <td>35000000.0</td>\n",
       "      <td>R</td>\n",
       "      <td>Contemporary Fiction</td>\n",
       "      <td>Original Screenplay</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>Upgrade (2018)</td>\n",
       "      <td>8.23</td>\n",
       "      <td>1947.0</td>\n",
       "      <td>Horror</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.655328e+07</td>\n",
       "      <td>3000000.0</td>\n",
       "      <td>R</td>\n",
       "      <td>Science Fiction</td>\n",
       "      <td>Original Screenplay</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>Pacific Rim: Uprising</td>\n",
       "      <td>5.68</td>\n",
       "      <td>1916.0</td>\n",
       "      <td>Action</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.909301e+08</td>\n",
       "      <td>155000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Science Fiction</td>\n",
       "      <td>Original Screenplay</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>The Fate of the Furious</td>\n",
       "      <td>6.61</td>\n",
       "      <td>1749.0</td>\n",
       "      <td>Action</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.234846e+09</td>\n",
       "      <td>250000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Contemporary Fiction</td>\n",
       "      <td>Original Screenplay</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>Logan Lucky</td>\n",
       "      <td>7.75</td>\n",
       "      <td>1600.0</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.426427e+07</td>\n",
       "      <td>29000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Contemporary Fiction</td>\n",
       "      <td>Original Screenplay</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>Eighth Grade</td>\n",
       "      <td>8.44</td>\n",
       "      <td>1572.0</td>\n",
       "      <td>Drama</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.434102e+07</td>\n",
       "      <td>2000000.0</td>\n",
       "      <td>R</td>\n",
       "      <td>Contemporary Fiction</td>\n",
       "      <td>Original Screenplay</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>Tomb Raider</td>\n",
       "      <td>6.54</td>\n",
       "      <td>1564.0</td>\n",
       "      <td>Action</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.734775e+08</td>\n",
       "      <td>90000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Contemporary Fiction</td>\n",
       "      <td>Original Screenplay</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>Downsizing</td>\n",
       "      <td>4.58</td>\n",
       "      <td>1543.0</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.446297e+07</td>\n",
       "      <td>68000000.0</td>\n",
       "      <td>R</td>\n",
       "      <td>Science Fiction</td>\n",
       "      <td>Original Screenplay</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>Game Night</td>\n",
       "      <td>8.00</td>\n",
       "      <td>1416.0</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.173781e+08</td>\n",
       "      <td>37000000.0</td>\n",
       "      <td>R</td>\n",
       "      <td>Contemporary Fiction</td>\n",
       "      <td>Original Screenplay</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>A Simple Favor</td>\n",
       "      <td>7.25</td>\n",
       "      <td>1401.0</td>\n",
       "      <td>Action</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.717492e+07</td>\n",
       "      <td>20000000.0</td>\n",
       "      <td>R</td>\n",
       "      <td>Contemporary Fiction</td>\n",
       "      <td>Original Screenplay</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>Ocean's 8</td>\n",
       "      <td>6.45</td>\n",
       "      <td>1376.0</td>\n",
       "      <td>Action</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.971160e+08</td>\n",
       "      <td>70000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Contemporary Fiction</td>\n",
       "      <td>Original Screenplay</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>The Predator</td>\n",
       "      <td>5.10</td>\n",
       "      <td>1373.0</td>\n",
       "      <td>Action</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.594876e+08</td>\n",
       "      <td>88000000.0</td>\n",
       "      <td>R</td>\n",
       "      <td>Science Fiction</td>\n",
       "      <td>Original Screenplay</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>The Dark Tower</td>\n",
       "      <td>5.01</td>\n",
       "      <td>1319.0</td>\n",
       "      <td>Action</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.134615e+08</td>\n",
       "      <td>60000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Science Fiction</td>\n",
       "      <td>Based on Fiction Book/Short Story</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>Pet Sematary</td>\n",
       "      <td>5.88</td>\n",
       "      <td>1216.0</td>\n",
       "      <td>Horror</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.095011e+08</td>\n",
       "      <td>21000000.0</td>\n",
       "      <td>R</td>\n",
       "      <td>Contemporary Fiction</td>\n",
       "      <td>Remake</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>Dark Phoenix</td>\n",
       "      <td>5.27</td>\n",
       "      <td>1210.0</td>\n",
       "      <td>Action</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.461905e+08</td>\n",
       "      <td>350000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Super Hero</td>\n",
       "      <td>Based on Comic/Graphic Novel</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>Creed II</td>\n",
       "      <td>7.88</td>\n",
       "      <td>1158.0</td>\n",
       "      <td>Drama</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.135915e+08</td>\n",
       "      <td>50000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Contemporary Fiction</td>\n",
       "      <td>Original Screenplay</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>The Florida Project</td>\n",
       "      <td>8.29</td>\n",
       "      <td>1121.0</td>\n",
       "      <td>Drama</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.129532e+07</td>\n",
       "      <td>2000000.0</td>\n",
       "      <td>R</td>\n",
       "      <td>Contemporary Fiction</td>\n",
       "      <td>Original Screenplay</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>The Circle</td>\n",
       "      <td>4.25</td>\n",
       "      <td>1065.0</td>\n",
       "      <td>Drama</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.065186e+07</td>\n",
       "      <td>18000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Science Fiction</td>\n",
       "      <td>Based on Fiction Book/Short Story</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>Girls Trip</td>\n",
       "      <td>5.92</td>\n",
       "      <td>1045.0</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.408864e+08</td>\n",
       "      <td>28000000.0</td>\n",
       "      <td>R</td>\n",
       "      <td>Contemporary Fiction</td>\n",
       "      <td>Original Screenplay</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>Red Sparrow</td>\n",
       "      <td>6.65</td>\n",
       "      <td>1030.0</td>\n",
       "      <td>Action</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.459519e+08</td>\n",
       "      <td>69000000.0</td>\n",
       "      <td>R</td>\n",
       "      <td>Contemporary Fiction</td>\n",
       "      <td>Based on Fiction Book/Short Story</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>64 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                      movie_name  mean_rating    votes  \\\n",
       "0                              Avengers: Endgame         8.73  89248.0   \n",
       "1                       Star Wars: The Last Jedi         6.82  71458.0   \n",
       "2                         Avengers: Infinity War         8.75  51642.0   \n",
       "3                                 Captain Marvel         6.79  17289.0   \n",
       "4                 Guardians of the Galaxy Vol. 2         7.90  15502.0   \n",
       "5                                  A Quiet Place         8.24  14116.0   \n",
       "6                             Blade Runner: 2049         8.82  13731.0   \n",
       "7                                             Us         7.78  13479.0   \n",
       "9                                     Hereditary         8.14  10985.0   \n",
       "11                                       Dunkirk         8.54  10977.0   \n",
       "12                                   Baby Driver         8.58  10592.0   \n",
       "14                                    Deadpool 2         8.31  10247.0   \n",
       "15                                  Annihilation         7.84   9837.0   \n",
       "16                                  Wonder Woman         7.75   9492.0   \n",
       "17                              Ready Player One         7.12   9148.0   \n",
       "18                                Thor: Ragnarok         8.41   9094.0   \n",
       "19             Spider-Man: Into the Spider-Verse         9.24   8818.0   \n",
       "20                        Spider-Man: Homecoming         8.36   8586.0   \n",
       "23                                Justice League         6.16   7912.0   \n",
       "24                               Alien: Covenant         6.49   7234.0   \n",
       "26                                 Black Panther         7.87   6260.0   \n",
       "27                           Alita: Battle Angel         7.87   5583.0   \n",
       "30                Jurassic World: Fallen Kingdom         5.66   5117.0   \n",
       "34                         A Star is Born (2018)         8.54   4787.0   \n",
       "35                                       Aquaman         6.81   4649.0   \n",
       "37     Three Billboards Outside Ebbing, Missouri         8.35   4623.0   \n",
       "39                                       mother!         7.06   4430.0   \n",
       "41                          Ant-Man and The Wasp         7.61   4155.0   \n",
       "42                                        Shazam         7.85   4079.0   \n",
       "43                                   Life (2017)         6.64   3984.0   \n",
       "..                                           ...          ...      ...   \n",
       "50                           Sorry to Bother You         7.85   3415.0   \n",
       "52                   Kingsman: The Golden Circle         7.30   3280.0   \n",
       "55                     Ghost in the Shell (2017)         6.16   3070.0   \n",
       "56                             It Comes At Night         6.64   2974.0   \n",
       "57                            Kong: Skull Island         6.70   2945.0   \n",
       "60                Godzilla: King of the Monsters         7.23   2869.0   \n",
       "61                              Halloween (2018)         7.34   2845.0   \n",
       "63                          The Greatest Showman         7.97   2631.0   \n",
       "65                                     Lady Bird         8.42   2592.0   \n",
       "68   Valerian and the City of a Thousand Planets         6.05   2511.0   \n",
       "75                   Sicario: Day of the Soldado         7.26   2003.0   \n",
       "77                                Upgrade (2018)         8.23   1947.0   \n",
       "79                         Pacific Rim: Uprising         5.68   1916.0   \n",
       "87                       The Fate of the Furious         6.61   1749.0   \n",
       "91                                   Logan Lucky         7.75   1600.0   \n",
       "92                                  Eighth Grade         8.44   1572.0   \n",
       "93                                   Tomb Raider         6.54   1564.0   \n",
       "94                                    Downsizing         4.58   1543.0   \n",
       "99                                    Game Night         8.00   1416.0   \n",
       "100                               A Simple Favor         7.25   1401.0   \n",
       "102                                    Ocean's 8         6.45   1376.0   \n",
       "104                                 The Predator         5.10   1373.0   \n",
       "105                               The Dark Tower         5.01   1319.0   \n",
       "111                                 Pet Sematary         5.88   1216.0   \n",
       "113                                 Dark Phoenix         5.27   1210.0   \n",
       "116                                     Creed II         7.88   1158.0   \n",
       "119                          The Florida Project         8.29   1121.0   \n",
       "123                                   The Circle         4.25   1065.0   \n",
       "124                                   Girls Trip         5.92   1045.0   \n",
       "125                                  Red Sparrow         6.65   1030.0   \n",
       "\n",
       "      genre  award_winning   total_gross       budget age_rating  \\\n",
       "0    Action            0.0  2.728554e+09  356000000.0      PG-13   \n",
       "1    Action            0.0  1.316722e+09  317000000.0      PG-13   \n",
       "2    Action            0.0  2.048134e+09  300000000.0      PG-13   \n",
       "3    Action            0.0  1.122974e+09  175000000.0      PG-13   \n",
       "4    Action            0.0  8.623162e+08  200000000.0      PG-13   \n",
       "5    Horror            0.0  3.345223e+08   17000000.0      PG-13   \n",
       "6     Drama            1.0  2.593574e+08  185000000.0          R   \n",
       "7    Horror            0.0  2.542103e+08   20000000.0          R   \n",
       "9    Horror            0.0  7.013390e+07   10000000.0          R   \n",
       "11    Drama            1.0  4.998374e+08  150000000.0      PG-13   \n",
       "12    Drama            0.0  2.281042e+08   34000000.0          R   \n",
       "14   Action            0.0  7.866806e+08  110000000.0          R   \n",
       "15   Horror            0.0  4.307092e+07   55000000.0          R   \n",
       "16   Action            0.0  8.211334e+08  150000000.0      PG-13   \n",
       "17   Action            0.0  5.792901e+08  150000000.0      PG-13   \n",
       "18   Action            0.0  8.469800e+08  180000000.0      PG-13   \n",
       "19   Action            1.0  3.753823e+08   90000000.0         PG   \n",
       "20   Action            0.0  8.801664e+08  175000000.0      PG-13   \n",
       "23   Action            0.0  6.559452e+08  300000000.0      PG-13   \n",
       "24   Horror            0.0  2.385212e+08   97000000.0          R   \n",
       "26   Action            1.0  1.348258e+09  200000000.0      PG-13   \n",
       "27   Action            0.0  4.029760e+08  170000000.0      PG-13   \n",
       "30   Action            0.0  1.305773e+09  170000000.0      PG-13   \n",
       "34    Drama            1.0  4.334496e+08   36000000.0          R   \n",
       "35   Action            0.0  1.146895e+09  160000000.0      PG-13   \n",
       "37    Drama            1.0  1.601919e+08   12000000.0          R   \n",
       "39   Horror            0.0  4.253108e+07   30000000.0          R   \n",
       "41   Action            0.0  6.231447e+08  130000000.0      PG-13   \n",
       "42   Action            0.0  3.628519e+08   85000000.0      PG-13   \n",
       "43   Horror            0.0  1.009297e+08   58000000.0          R   \n",
       "..      ...            ...           ...          ...        ...   \n",
       "50   Comedy            0.0  1.828556e+07    3200000.0          R   \n",
       "52   Action            0.0  4.088037e+08  104000000.0          R   \n",
       "55   Action            0.0  1.679107e+08  110000000.0      PG-13   \n",
       "56   Horror            0.0  1.972020e+07    5000000.0          R   \n",
       "57   Action            0.0  5.610000e+08  185000000.0      PG-13   \n",
       "60   Action            0.0  2.963518e+08  170000000.0      PG-13   \n",
       "61   Horror            0.0  3.907701e+08   10300000.0          R   \n",
       "63    Drama            0.0  3.870000e+08   84000000.0         PG   \n",
       "65    Drama            0.0  7.861077e+07   10000000.0          R   \n",
       "68   Action            0.0  2.150984e+08  180000000.0      PG-13   \n",
       "75   Action            0.0  7.588520e+07   35000000.0          R   \n",
       "77   Horror            0.0  1.655328e+07    3000000.0          R   \n",
       "79   Action            0.0  2.909301e+08  155000000.0      PG-13   \n",
       "87   Action            0.0  1.234846e+09  250000000.0      PG-13   \n",
       "91   Comedy            0.0  4.426427e+07   29000000.0      PG-13   \n",
       "92    Drama            0.0  1.434102e+07    2000000.0          R   \n",
       "93   Action            0.0  2.734775e+08   90000000.0      PG-13   \n",
       "94   Comedy            0.0  5.446297e+07   68000000.0          R   \n",
       "99   Comedy            0.0  1.173781e+08   37000000.0          R   \n",
       "100  Action            0.0  9.717492e+07   20000000.0          R   \n",
       "102  Action            0.0  2.971160e+08   70000000.0      PG-13   \n",
       "104  Action            0.0  1.594876e+08   88000000.0          R   \n",
       "105  Action            0.0  1.134615e+08   60000000.0      PG-13   \n",
       "111  Horror            0.0  1.095011e+08   21000000.0          R   \n",
       "113  Action            0.0  1.461905e+08  350000000.0      PG-13   \n",
       "116   Drama            0.0  2.135915e+08   50000000.0      PG-13   \n",
       "119   Drama            0.0  1.129532e+07    2000000.0          R   \n",
       "123   Drama            0.0  4.065186e+07   18000000.0      PG-13   \n",
       "124  Comedy            0.0  1.408864e+08   28000000.0          R   \n",
       "125  Action            0.0  1.459519e+08   69000000.0          R   \n",
       "\n",
       "            creative_type                             source  \\\n",
       "0              Super Hero       Based on Comic/Graphic Novel   \n",
       "1         Science Fiction                Original Screenplay   \n",
       "2              Super Hero       Based on Comic/Graphic Novel   \n",
       "3              Super Hero       Based on Comic/Graphic Novel   \n",
       "4              Super Hero       Based on Comic/Graphic Novel   \n",
       "5    Contemporary Fiction                Original Screenplay   \n",
       "6         Science Fiction  Based on Fiction Book/Short Story   \n",
       "7    Contemporary Fiction                Original Screenplay   \n",
       "9    Contemporary Fiction                Original Screenplay   \n",
       "11          Dramatization                Original Screenplay   \n",
       "12   Contemporary Fiction                Original Screenplay   \n",
       "14             Super Hero       Based on Comic/Graphic Novel   \n",
       "15        Science Fiction  Based on Fiction Book/Short Story   \n",
       "16             Super Hero       Based on Comic/Graphic Novel   \n",
       "17        Science Fiction  Based on Fiction Book/Short Story   \n",
       "18             Super Hero       Based on Comic/Graphic Novel   \n",
       "19             Super Hero       Based on Comic/Graphic Novel   \n",
       "20             Super Hero       Based on Comic/Graphic Novel   \n",
       "23             Super Hero       Based on Comic/Graphic Novel   \n",
       "24        Science Fiction                Original Screenplay   \n",
       "26             Super Hero       Based on Comic/Graphic Novel   \n",
       "27        Science Fiction       Based on Comic/Graphic Novel   \n",
       "30        Science Fiction  Based on Fiction Book/Short Story   \n",
       "34   Contemporary Fiction                             Remake   \n",
       "35             Super Hero       Based on Comic/Graphic Novel   \n",
       "37   Contemporary Fiction                Original Screenplay   \n",
       "39   Contemporary Fiction                Original Screenplay   \n",
       "41             Super Hero       Based on Comic/Graphic Novel   \n",
       "42             Super Hero       Based on Comic/Graphic Novel   \n",
       "43        Science Fiction                Original Screenplay   \n",
       "..                    ...                                ...   \n",
       "50        Science Fiction                Original Screenplay   \n",
       "52   Contemporary Fiction       Based on Comic/Graphic Novel   \n",
       "55        Science Fiction       Based on Comic/Graphic Novel   \n",
       "56   Contemporary Fiction                Original Screenplay   \n",
       "57        Science Fiction                Original Screenplay   \n",
       "60        Science Fiction                             Remake   \n",
       "61   Contemporary Fiction                Original Screenplay   \n",
       "63          Dramatization                Original Screenplay   \n",
       "65   Contemporary Fiction                Original Screenplay   \n",
       "68        Science Fiction       Based on Comic/Graphic Novel   \n",
       "75   Contemporary Fiction                Original Screenplay   \n",
       "77        Science Fiction                Original Screenplay   \n",
       "79        Science Fiction                Original Screenplay   \n",
       "87   Contemporary Fiction                Original Screenplay   \n",
       "91   Contemporary Fiction                Original Screenplay   \n",
       "92   Contemporary Fiction                Original Screenplay   \n",
       "93   Contemporary Fiction                Original Screenplay   \n",
       "94        Science Fiction                Original Screenplay   \n",
       "99   Contemporary Fiction                Original Screenplay   \n",
       "100  Contemporary Fiction                Original Screenplay   \n",
       "102  Contemporary Fiction                Original Screenplay   \n",
       "104       Science Fiction                Original Screenplay   \n",
       "105       Science Fiction  Based on Fiction Book/Short Story   \n",
       "111  Contemporary Fiction                             Remake   \n",
       "113            Super Hero       Based on Comic/Graphic Novel   \n",
       "116  Contemporary Fiction                Original Screenplay   \n",
       "119  Contemporary Fiction                Original Screenplay   \n",
       "123       Science Fiction  Based on Fiction Book/Short Story   \n",
       "124  Contemporary Fiction                Original Screenplay   \n",
       "125  Contemporary Fiction  Based on Fiction Book/Short Story   \n",
       "\n",
       "    production_method  prequel_sequel  \n",
       "0         Live Action             1.0  \n",
       "1         Live Action             1.0  \n",
       "2         Live Action             1.0  \n",
       "3         Live Action             0.0  \n",
       "4         Live Action             1.0  \n",
       "5         Live Action             0.0  \n",
       "6         Live Action             1.0  \n",
       "7         Live Action             0.0  \n",
       "9         Live Action             0.0  \n",
       "11        Live Action             0.0  \n",
       "12        Live Action             0.0  \n",
       "14        Live Action             1.0  \n",
       "15        Live Action             0.0  \n",
       "16        Live Action             0.0  \n",
       "17        Live Action             0.0  \n",
       "18        Live Action             1.0  \n",
       "19           Animated             0.0  \n",
       "20        Live Action             0.0  \n",
       "23        Live Action             0.0  \n",
       "24        Live Action             1.0  \n",
       "26        Live Action             0.0  \n",
       "27        Live Action             0.0  \n",
       "30        Live Action             1.0  \n",
       "34        Live Action             0.0  \n",
       "35        Live Action             0.0  \n",
       "37        Live Action             0.0  \n",
       "39        Live Action             0.0  \n",
       "41        Live Action             1.0  \n",
       "42        Live Action             0.0  \n",
       "43        Live Action             0.0  \n",
       "..                ...             ...  \n",
       "50        Live Action             0.0  \n",
       "52        Live Action             1.0  \n",
       "55        Live Action             0.0  \n",
       "56        Live Action             0.0  \n",
       "57        Live Action             0.0  \n",
       "60        Live Action             1.0  \n",
       "61        Live Action             1.0  \n",
       "63        Live Action             0.0  \n",
       "65        Live Action             0.0  \n",
       "68        Live Action             0.0  \n",
       "75        Live Action             1.0  \n",
       "77        Live Action             0.0  \n",
       "79        Live Action             1.0  \n",
       "87        Live Action             1.0  \n",
       "91        Live Action             0.0  \n",
       "92        Live Action             0.0  \n",
       "93        Live Action             0.0  \n",
       "94        Live Action             0.0  \n",
       "99        Live Action             0.0  \n",
       "100       Live Action             0.0  \n",
       "102       Live Action             1.0  \n",
       "104       Live Action             1.0  \n",
       "105       Live Action             0.0  \n",
       "111       Live Action             0.0  \n",
       "113       Live Action             0.0  \n",
       "116       Live Action             1.0  \n",
       "119       Live Action             0.0  \n",
       "123       Live Action             0.0  \n",
       "124       Live Action             0.0  \n",
       "125       Live Action             0.0  \n",
       "\n",
       "[64 rows x 12 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Make adjustments to curate data\n",
    "df_d = df_d.loc[(df_d['source'] == 'Original Screenplay') | (df_d['source'] == 'Based on Fiction Book/Short Story') | \n",
    "                (df_d['source'] == 'Remake') | (df_d['source'] == 'Based on Comic/Graphic Novel')]\n",
    "\n",
    "df_d = df_d.loc[(df_d['creative_type'] == 'Super Hero') | (df_d['creative_type'] == 'Science Fiction') | \n",
    "                 (df_d['creative_type'] == 'Contemporary Fiction') | (df_d['creative_type'] == 'Dramatization')]\n",
    "df_d"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_d.to_csv(path_or_buf= 'CleanedRedditData108.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>movie_name</th>\n",
       "      <th>mean_rating</th>\n",
       "      <th>votes</th>\n",
       "      <th>genre</th>\n",
       "      <th>award_winning</th>\n",
       "      <th>total_gross</th>\n",
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       "      <th>prequel_sequel</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Avengers: Endgame</td>\n",
       "      <td>8.73</td>\n",
       "      <td>89248.0</td>\n",
       "      <td>Action</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.728554e+09</td>\n",
       "      <td>356000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Super Hero</td>\n",
       "      <td>Based on Comic/Graphic Novel</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Star Wars: The Last Jedi</td>\n",
       "      <td>6.82</td>\n",
       "      <td>71458.0</td>\n",
       "      <td>Action</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.316722e+09</td>\n",
       "      <td>317000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Science Fiction</td>\n",
       "      <td>Original Screenplay</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Avengers: Infinity War</td>\n",
       "      <td>8.75</td>\n",
       "      <td>51642.0</td>\n",
       "      <td>Action</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.048134e+09</td>\n",
       "      <td>300000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Super Hero</td>\n",
       "      <td>Based on Comic/Graphic Novel</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Captain Marvel</td>\n",
       "      <td>6.79</td>\n",
       "      <td>17289.0</td>\n",
       "      <td>Action</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.122974e+09</td>\n",
       "      <td>175000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Super Hero</td>\n",
       "      <td>Based on Comic/Graphic Novel</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Guardians of the Galaxy Vol. 2</td>\n",
       "      <td>7.90</td>\n",
       "      <td>15502.0</td>\n",
       "      <td>Action</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.623162e+08</td>\n",
       "      <td>200000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Super Hero</td>\n",
       "      <td>Based on Comic/Graphic Novel</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>A Quiet Place</td>\n",
       "      <td>8.24</td>\n",
       "      <td>14116.0</td>\n",
       "      <td>Horror</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.345223e+08</td>\n",
       "      <td>17000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Contemporary Fiction</td>\n",
       "      <td>Original Screenplay</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Blade Runner: 2049</td>\n",
       "      <td>8.82</td>\n",
       "      <td>13731.0</td>\n",
       "      <td>Drama</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.593574e+08</td>\n",
       "      <td>185000000.0</td>\n",
       "      <td>R</td>\n",
       "      <td>Science Fiction</td>\n",
       "      <td>Based on Fiction Book/Short Story</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Us</td>\n",
       "      <td>7.78</td>\n",
       "      <td>13479.0</td>\n",
       "      <td>Horror</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.542103e+08</td>\n",
       "      <td>20000000.0</td>\n",
       "      <td>R</td>\n",
       "      <td>Contemporary Fiction</td>\n",
       "      <td>Original Screenplay</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Hereditary</td>\n",
       "      <td>8.14</td>\n",
       "      <td>10985.0</td>\n",
       "      <td>Horror</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.013390e+07</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>R</td>\n",
       "      <td>Contemporary Fiction</td>\n",
       "      <td>Original Screenplay</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Dunkirk</td>\n",
       "      <td>8.54</td>\n",
       "      <td>10977.0</td>\n",
       "      <td>Drama</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.998374e+08</td>\n",
       "      <td>150000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Dramatization</td>\n",
       "      <td>Original Screenplay</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Baby Driver</td>\n",
       "      <td>8.58</td>\n",
       "      <td>10592.0</td>\n",
       "      <td>Drama</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.281042e+08</td>\n",
       "      <td>34000000.0</td>\n",
       "      <td>R</td>\n",
       "      <td>Contemporary Fiction</td>\n",
       "      <td>Original Screenplay</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Deadpool 2</td>\n",
       "      <td>8.31</td>\n",
       "      <td>10247.0</td>\n",
       "      <td>Action</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.866806e+08</td>\n",
       "      <td>110000000.0</td>\n",
       "      <td>R</td>\n",
       "      <td>Super Hero</td>\n",
       "      <td>Based on Comic/Graphic Novel</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Annihilation</td>\n",
       "      <td>7.84</td>\n",
       "      <td>9837.0</td>\n",
       "      <td>Horror</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.307092e+07</td>\n",
       "      <td>55000000.0</td>\n",
       "      <td>R</td>\n",
       "      <td>Science Fiction</td>\n",
       "      <td>Based on Fiction Book/Short Story</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Wonder Woman</td>\n",
       "      <td>7.75</td>\n",
       "      <td>9492.0</td>\n",
       "      <td>Action</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.211334e+08</td>\n",
       "      <td>150000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Super Hero</td>\n",
       "      <td>Based on Comic/Graphic Novel</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Ready Player One</td>\n",
       "      <td>7.12</td>\n",
       "      <td>9148.0</td>\n",
       "      <td>Action</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.792901e+08</td>\n",
       "      <td>150000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Science Fiction</td>\n",
       "      <td>Based on Fiction Book/Short Story</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Thor: Ragnarok</td>\n",
       "      <td>8.41</td>\n",
       "      <td>9094.0</td>\n",
       "      <td>Action</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.469800e+08</td>\n",
       "      <td>180000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Super Hero</td>\n",
       "      <td>Based on Comic/Graphic Novel</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Spider-Man: Into the Spider-Verse</td>\n",
       "      <td>9.24</td>\n",
       "      <td>8818.0</td>\n",
       "      <td>Action</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.753823e+08</td>\n",
       "      <td>90000000.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>Super Hero</td>\n",
       "      <td>Based on Comic/Graphic Novel</td>\n",
       "      <td>Animated</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Spider-Man: Homecoming</td>\n",
       "      <td>8.36</td>\n",
       "      <td>8586.0</td>\n",
       "      <td>Action</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.801664e+08</td>\n",
       "      <td>175000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Super Hero</td>\n",
       "      <td>Based on Comic/Graphic Novel</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Justice League</td>\n",
       "      <td>6.16</td>\n",
       "      <td>7912.0</td>\n",
       "      <td>Action</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.559452e+08</td>\n",
       "      <td>300000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Super Hero</td>\n",
       "      <td>Based on Comic/Graphic Novel</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Alien: Covenant</td>\n",
       "      <td>6.49</td>\n",
       "      <td>7234.0</td>\n",
       "      <td>Horror</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.385212e+08</td>\n",
       "      <td>97000000.0</td>\n",
       "      <td>R</td>\n",
       "      <td>Science Fiction</td>\n",
       "      <td>Original Screenplay</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Black Panther</td>\n",
       "      <td>7.87</td>\n",
       "      <td>6260.0</td>\n",
       "      <td>Action</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.348258e+09</td>\n",
       "      <td>200000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Super Hero</td>\n",
       "      <td>Based on Comic/Graphic Novel</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Alita: Battle Angel</td>\n",
       "      <td>7.87</td>\n",
       "      <td>5583.0</td>\n",
       "      <td>Action</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.029760e+08</td>\n",
       "      <td>170000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Science Fiction</td>\n",
       "      <td>Based on Comic/Graphic Novel</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Jurassic World: Fallen Kingdom</td>\n",
       "      <td>5.66</td>\n",
       "      <td>5117.0</td>\n",
       "      <td>Action</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.305773e+09</td>\n",
       "      <td>170000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Science Fiction</td>\n",
       "      <td>Based on Fiction Book/Short Story</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>A Star is Born (2018)</td>\n",
       "      <td>8.54</td>\n",
       "      <td>4787.0</td>\n",
       "      <td>Drama</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.334496e+08</td>\n",
       "      <td>36000000.0</td>\n",
       "      <td>R</td>\n",
       "      <td>Contemporary Fiction</td>\n",
       "      <td>Remake</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Aquaman</td>\n",
       "      <td>6.81</td>\n",
       "      <td>4649.0</td>\n",
       "      <td>Action</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.146895e+09</td>\n",
       "      <td>160000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Super Hero</td>\n",
       "      <td>Based on Comic/Graphic Novel</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Three Billboards Outside Ebbing, Missouri</td>\n",
       "      <td>8.35</td>\n",
       "      <td>4623.0</td>\n",
       "      <td>Drama</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.601919e+08</td>\n",
       "      <td>12000000.0</td>\n",
       "      <td>R</td>\n",
       "      <td>Contemporary Fiction</td>\n",
       "      <td>Original Screenplay</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>mother!</td>\n",
       "      <td>7.06</td>\n",
       "      <td>4430.0</td>\n",
       "      <td>Horror</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.253108e+07</td>\n",
       "      <td>30000000.0</td>\n",
       "      <td>R</td>\n",
       "      <td>Contemporary Fiction</td>\n",
       "      <td>Original Screenplay</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Ant-Man and The Wasp</td>\n",
       "      <td>7.61</td>\n",
       "      <td>4155.0</td>\n",
       "      <td>Action</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.231447e+08</td>\n",
       "      <td>130000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Super Hero</td>\n",
       "      <td>Based on Comic/Graphic Novel</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Shazam</td>\n",
       "      <td>7.85</td>\n",
       "      <td>4079.0</td>\n",
       "      <td>Action</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.628519e+08</td>\n",
       "      <td>85000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Super Hero</td>\n",
       "      <td>Based on Comic/Graphic Novel</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Life (2017)</td>\n",
       "      <td>6.64</td>\n",
       "      <td>3984.0</td>\n",
       "      <td>Horror</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.009297e+08</td>\n",
       "      <td>58000000.0</td>\n",
       "      <td>R</td>\n",
       "      <td>Science Fiction</td>\n",
       "      <td>Original Screenplay</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>Sorry to Bother You</td>\n",
       "      <td>7.85</td>\n",
       "      <td>3415.0</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.828556e+07</td>\n",
       "      <td>3200000.0</td>\n",
       "      <td>R</td>\n",
       "      <td>Science Fiction</td>\n",
       "      <td>Original Screenplay</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>Kingsman: The Golden Circle</td>\n",
       "      <td>7.30</td>\n",
       "      <td>3280.0</td>\n",
       "      <td>Action</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.088037e+08</td>\n",
       "      <td>104000000.0</td>\n",
       "      <td>R</td>\n",
       "      <td>Contemporary Fiction</td>\n",
       "      <td>Based on Comic/Graphic Novel</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>Ghost in the Shell (2017)</td>\n",
       "      <td>6.16</td>\n",
       "      <td>3070.0</td>\n",
       "      <td>Action</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.679107e+08</td>\n",
       "      <td>110000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Science Fiction</td>\n",
       "      <td>Based on Comic/Graphic Novel</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>It Comes At Night</td>\n",
       "      <td>6.64</td>\n",
       "      <td>2974.0</td>\n",
       "      <td>Horror</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.972020e+07</td>\n",
       "      <td>5000000.0</td>\n",
       "      <td>R</td>\n",
       "      <td>Contemporary Fiction</td>\n",
       "      <td>Original Screenplay</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>Kong: Skull Island</td>\n",
       "      <td>6.70</td>\n",
       "      <td>2945.0</td>\n",
       "      <td>Action</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.610000e+08</td>\n",
       "      <td>185000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Science Fiction</td>\n",
       "      <td>Original Screenplay</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>Godzilla: King of the Monsters</td>\n",
       "      <td>7.23</td>\n",
       "      <td>2869.0</td>\n",
       "      <td>Action</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.963518e+08</td>\n",
       "      <td>170000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Science Fiction</td>\n",
       "      <td>Remake</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>Halloween (2018)</td>\n",
       "      <td>7.34</td>\n",
       "      <td>2845.0</td>\n",
       "      <td>Horror</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.907701e+08</td>\n",
       "      <td>10300000.0</td>\n",
       "      <td>R</td>\n",
       "      <td>Contemporary Fiction</td>\n",
       "      <td>Original Screenplay</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>The Greatest Showman</td>\n",
       "      <td>7.97</td>\n",
       "      <td>2631.0</td>\n",
       "      <td>Drama</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.870000e+08</td>\n",
       "      <td>84000000.0</td>\n",
       "      <td>PG</td>\n",
       "      <td>Dramatization</td>\n",
       "      <td>Original Screenplay</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>Lady Bird</td>\n",
       "      <td>8.42</td>\n",
       "      <td>2592.0</td>\n",
       "      <td>Drama</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.861077e+07</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>R</td>\n",
       "      <td>Contemporary Fiction</td>\n",
       "      <td>Original Screenplay</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>Valerian and the City of a Thousand Planets</td>\n",
       "      <td>6.05</td>\n",
       "      <td>2511.0</td>\n",
       "      <td>Action</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.150984e+08</td>\n",
       "      <td>180000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Science Fiction</td>\n",
       "      <td>Based on Comic/Graphic Novel</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>Sicario: Day of the Soldado</td>\n",
       "      <td>7.26</td>\n",
       "      <td>2003.0</td>\n",
       "      <td>Action</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.588520e+07</td>\n",
       "      <td>35000000.0</td>\n",
       "      <td>R</td>\n",
       "      <td>Contemporary Fiction</td>\n",
       "      <td>Original Screenplay</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>Upgrade (2018)</td>\n",
       "      <td>8.23</td>\n",
       "      <td>1947.0</td>\n",
       "      <td>Horror</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.655328e+07</td>\n",
       "      <td>3000000.0</td>\n",
       "      <td>R</td>\n",
       "      <td>Science Fiction</td>\n",
       "      <td>Original Screenplay</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>Pacific Rim: Uprising</td>\n",
       "      <td>5.68</td>\n",
       "      <td>1916.0</td>\n",
       "      <td>Action</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.909301e+08</td>\n",
       "      <td>155000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Science Fiction</td>\n",
       "      <td>Original Screenplay</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>The Fate of the Furious</td>\n",
       "      <td>6.61</td>\n",
       "      <td>1749.0</td>\n",
       "      <td>Action</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.234846e+09</td>\n",
       "      <td>250000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Contemporary Fiction</td>\n",
       "      <td>Original Screenplay</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>Logan Lucky</td>\n",
       "      <td>7.75</td>\n",
       "      <td>1600.0</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.426427e+07</td>\n",
       "      <td>29000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Contemporary Fiction</td>\n",
       "      <td>Original Screenplay</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>Eighth Grade</td>\n",
       "      <td>8.44</td>\n",
       "      <td>1572.0</td>\n",
       "      <td>Drama</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.434102e+07</td>\n",
       "      <td>2000000.0</td>\n",
       "      <td>R</td>\n",
       "      <td>Contemporary Fiction</td>\n",
       "      <td>Original Screenplay</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>Tomb Raider</td>\n",
       "      <td>6.54</td>\n",
       "      <td>1564.0</td>\n",
       "      <td>Action</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.734775e+08</td>\n",
       "      <td>90000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Contemporary Fiction</td>\n",
       "      <td>Original Screenplay</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>Downsizing</td>\n",
       "      <td>4.58</td>\n",
       "      <td>1543.0</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.446297e+07</td>\n",
       "      <td>68000000.0</td>\n",
       "      <td>R</td>\n",
       "      <td>Science Fiction</td>\n",
       "      <td>Original Screenplay</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>Game Night</td>\n",
       "      <td>8.00</td>\n",
       "      <td>1416.0</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.173781e+08</td>\n",
       "      <td>37000000.0</td>\n",
       "      <td>R</td>\n",
       "      <td>Contemporary Fiction</td>\n",
       "      <td>Original Screenplay</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>A Simple Favor</td>\n",
       "      <td>7.25</td>\n",
       "      <td>1401.0</td>\n",
       "      <td>Action</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.717492e+07</td>\n",
       "      <td>20000000.0</td>\n",
       "      <td>R</td>\n",
       "      <td>Contemporary Fiction</td>\n",
       "      <td>Original Screenplay</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>Ocean's 8</td>\n",
       "      <td>6.45</td>\n",
       "      <td>1376.0</td>\n",
       "      <td>Action</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.971160e+08</td>\n",
       "      <td>70000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Contemporary Fiction</td>\n",
       "      <td>Original Screenplay</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>The Predator</td>\n",
       "      <td>5.10</td>\n",
       "      <td>1373.0</td>\n",
       "      <td>Action</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.594876e+08</td>\n",
       "      <td>88000000.0</td>\n",
       "      <td>R</td>\n",
       "      <td>Science Fiction</td>\n",
       "      <td>Original Screenplay</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>The Dark Tower</td>\n",
       "      <td>5.01</td>\n",
       "      <td>1319.0</td>\n",
       "      <td>Action</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.134615e+08</td>\n",
       "      <td>60000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Science Fiction</td>\n",
       "      <td>Based on Fiction Book/Short Story</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>Pet Sematary</td>\n",
       "      <td>5.88</td>\n",
       "      <td>1216.0</td>\n",
       "      <td>Horror</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.095011e+08</td>\n",
       "      <td>21000000.0</td>\n",
       "      <td>R</td>\n",
       "      <td>Contemporary Fiction</td>\n",
       "      <td>Remake</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>Dark Phoenix</td>\n",
       "      <td>5.27</td>\n",
       "      <td>1210.0</td>\n",
       "      <td>Action</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.461905e+08</td>\n",
       "      <td>350000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Super Hero</td>\n",
       "      <td>Based on Comic/Graphic Novel</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>Creed II</td>\n",
       "      <td>7.88</td>\n",
       "      <td>1158.0</td>\n",
       "      <td>Drama</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.135915e+08</td>\n",
       "      <td>50000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Contemporary Fiction</td>\n",
       "      <td>Original Screenplay</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>The Florida Project</td>\n",
       "      <td>8.29</td>\n",
       "      <td>1121.0</td>\n",
       "      <td>Drama</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.129532e+07</td>\n",
       "      <td>2000000.0</td>\n",
       "      <td>R</td>\n",
       "      <td>Contemporary Fiction</td>\n",
       "      <td>Original Screenplay</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>The Circle</td>\n",
       "      <td>4.25</td>\n",
       "      <td>1065.0</td>\n",
       "      <td>Drama</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.065186e+07</td>\n",
       "      <td>18000000.0</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Science Fiction</td>\n",
       "      <td>Based on Fiction Book/Short Story</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>Girls Trip</td>\n",
       "      <td>5.92</td>\n",
       "      <td>1045.0</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.408864e+08</td>\n",
       "      <td>28000000.0</td>\n",
       "      <td>R</td>\n",
       "      <td>Contemporary Fiction</td>\n",
       "      <td>Original Screenplay</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>Red Sparrow</td>\n",
       "      <td>6.65</td>\n",
       "      <td>1030.0</td>\n",
       "      <td>Action</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.459519e+08</td>\n",
       "      <td>69000000.0</td>\n",
       "      <td>R</td>\n",
       "      <td>Contemporary Fiction</td>\n",
       "      <td>Based on Fiction Book/Short Story</td>\n",
       "      <td>Live Action</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>64 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                      movie_name  mean_rating    votes  \\\n",
       "0                              Avengers: Endgame         8.73  89248.0   \n",
       "1                       Star Wars: The Last Jedi         6.82  71458.0   \n",
       "2                         Avengers: Infinity War         8.75  51642.0   \n",
       "3                                 Captain Marvel         6.79  17289.0   \n",
       "4                 Guardians of the Galaxy Vol. 2         7.90  15502.0   \n",
       "5                                  A Quiet Place         8.24  14116.0   \n",
       "6                             Blade Runner: 2049         8.82  13731.0   \n",
       "7                                             Us         7.78  13479.0   \n",
       "9                                     Hereditary         8.14  10985.0   \n",
       "11                                       Dunkirk         8.54  10977.0   \n",
       "12                                   Baby Driver         8.58  10592.0   \n",
       "14                                    Deadpool 2         8.31  10247.0   \n",
       "15                                  Annihilation         7.84   9837.0   \n",
       "16                                  Wonder Woman         7.75   9492.0   \n",
       "17                              Ready Player One         7.12   9148.0   \n",
       "18                                Thor: Ragnarok         8.41   9094.0   \n",
       "19             Spider-Man: Into the Spider-Verse         9.24   8818.0   \n",
       "20                        Spider-Man: Homecoming         8.36   8586.0   \n",
       "23                                Justice League         6.16   7912.0   \n",
       "24                               Alien: Covenant         6.49   7234.0   \n",
       "26                                 Black Panther         7.87   6260.0   \n",
       "27                           Alita: Battle Angel         7.87   5583.0   \n",
       "30                Jurassic World: Fallen Kingdom         5.66   5117.0   \n",
       "34                         A Star is Born (2018)         8.54   4787.0   \n",
       "35                                       Aquaman         6.81   4649.0   \n",
       "37     Three Billboards Outside Ebbing, Missouri         8.35   4623.0   \n",
       "39                                       mother!         7.06   4430.0   \n",
       "41                          Ant-Man and The Wasp         7.61   4155.0   \n",
       "42                                        Shazam         7.85   4079.0   \n",
       "43                                   Life (2017)         6.64   3984.0   \n",
       "..                                           ...          ...      ...   \n",
       "50                           Sorry to Bother You         7.85   3415.0   \n",
       "52                   Kingsman: The Golden Circle         7.30   3280.0   \n",
       "55                     Ghost in the Shell (2017)         6.16   3070.0   \n",
       "56                             It Comes At Night         6.64   2974.0   \n",
       "57                            Kong: Skull Island         6.70   2945.0   \n",
       "60                Godzilla: King of the Monsters         7.23   2869.0   \n",
       "61                              Halloween (2018)         7.34   2845.0   \n",
       "63                          The Greatest Showman         7.97   2631.0   \n",
       "65                                     Lady Bird         8.42   2592.0   \n",
       "68   Valerian and the City of a Thousand Planets         6.05   2511.0   \n",
       "75                   Sicario: Day of the Soldado         7.26   2003.0   \n",
       "77                                Upgrade (2018)         8.23   1947.0   \n",
       "79                         Pacific Rim: Uprising         5.68   1916.0   \n",
       "87                       The Fate of the Furious         6.61   1749.0   \n",
       "91                                   Logan Lucky         7.75   1600.0   \n",
       "92                                  Eighth Grade         8.44   1572.0   \n",
       "93                                   Tomb Raider         6.54   1564.0   \n",
       "94                                    Downsizing         4.58   1543.0   \n",
       "99                                    Game Night         8.00   1416.0   \n",
       "100                               A Simple Favor         7.25   1401.0   \n",
       "102                                    Ocean's 8         6.45   1376.0   \n",
       "104                                 The Predator         5.10   1373.0   \n",
       "105                               The Dark Tower         5.01   1319.0   \n",
       "111                                 Pet Sematary         5.88   1216.0   \n",
       "113                                 Dark Phoenix         5.27   1210.0   \n",
       "116                                     Creed II         7.88   1158.0   \n",
       "119                          The Florida Project         8.29   1121.0   \n",
       "123                                   The Circle         4.25   1065.0   \n",
       "124                                   Girls Trip         5.92   1045.0   \n",
       "125                                  Red Sparrow         6.65   1030.0   \n",
       "\n",
       "      genre  award_winning   total_gross       budget age_rating  \\\n",
       "0    Action            0.0  2.728554e+09  356000000.0      PG-13   \n",
       "1    Action            0.0  1.316722e+09  317000000.0      PG-13   \n",
       "2    Action            0.0  2.048134e+09  300000000.0      PG-13   \n",
       "3    Action            0.0  1.122974e+09  175000000.0      PG-13   \n",
       "4    Action            0.0  8.623162e+08  200000000.0      PG-13   \n",
       "5    Horror            0.0  3.345223e+08   17000000.0      PG-13   \n",
       "6     Drama            1.0  2.593574e+08  185000000.0          R   \n",
       "7    Horror            0.0  2.542103e+08   20000000.0          R   \n",
       "9    Horror            0.0  7.013390e+07   10000000.0          R   \n",
       "11    Drama            1.0  4.998374e+08  150000000.0      PG-13   \n",
       "12    Drama            0.0  2.281042e+08   34000000.0          R   \n",
       "14   Action            0.0  7.866806e+08  110000000.0          R   \n",
       "15   Horror            0.0  4.307092e+07   55000000.0          R   \n",
       "16   Action            0.0  8.211334e+08  150000000.0      PG-13   \n",
       "17   Action            0.0  5.792901e+08  150000000.0      PG-13   \n",
       "18   Action            0.0  8.469800e+08  180000000.0      PG-13   \n",
       "19   Action            1.0  3.753823e+08   90000000.0         PG   \n",
       "20   Action            0.0  8.801664e+08  175000000.0      PG-13   \n",
       "23   Action            0.0  6.559452e+08  300000000.0      PG-13   \n",
       "24   Horror            0.0  2.385212e+08   97000000.0          R   \n",
       "26   Action            1.0  1.348258e+09  200000000.0      PG-13   \n",
       "27   Action            0.0  4.029760e+08  170000000.0      PG-13   \n",
       "30   Action            0.0  1.305773e+09  170000000.0      PG-13   \n",
       "34    Drama            1.0  4.334496e+08   36000000.0          R   \n",
       "35   Action            0.0  1.146895e+09  160000000.0      PG-13   \n",
       "37    Drama            1.0  1.601919e+08   12000000.0          R   \n",
       "39   Horror            0.0  4.253108e+07   30000000.0          R   \n",
       "41   Action            0.0  6.231447e+08  130000000.0      PG-13   \n",
       "42   Action            0.0  3.628519e+08   85000000.0      PG-13   \n",
       "43   Horror            0.0  1.009297e+08   58000000.0          R   \n",
       "..      ...            ...           ...          ...        ...   \n",
       "50   Comedy            0.0  1.828556e+07    3200000.0          R   \n",
       "52   Action            0.0  4.088037e+08  104000000.0          R   \n",
       "55   Action            0.0  1.679107e+08  110000000.0      PG-13   \n",
       "56   Horror            0.0  1.972020e+07    5000000.0          R   \n",
       "57   Action            0.0  5.610000e+08  185000000.0      PG-13   \n",
       "60   Action            0.0  2.963518e+08  170000000.0      PG-13   \n",
       "61   Horror            0.0  3.907701e+08   10300000.0          R   \n",
       "63    Drama            0.0  3.870000e+08   84000000.0         PG   \n",
       "65    Drama            0.0  7.861077e+07   10000000.0          R   \n",
       "68   Action            0.0  2.150984e+08  180000000.0      PG-13   \n",
       "75   Action            0.0  7.588520e+07   35000000.0          R   \n",
       "77   Horror            0.0  1.655328e+07    3000000.0          R   \n",
       "79   Action            0.0  2.909301e+08  155000000.0      PG-13   \n",
       "87   Action            0.0  1.234846e+09  250000000.0      PG-13   \n",
       "91   Comedy            0.0  4.426427e+07   29000000.0      PG-13   \n",
       "92    Drama            0.0  1.434102e+07    2000000.0          R   \n",
       "93   Action            0.0  2.734775e+08   90000000.0      PG-13   \n",
       "94   Comedy            0.0  5.446297e+07   68000000.0          R   \n",
       "99   Comedy            0.0  1.173781e+08   37000000.0          R   \n",
       "100  Action            0.0  9.717492e+07   20000000.0          R   \n",
       "102  Action            0.0  2.971160e+08   70000000.0      PG-13   \n",
       "104  Action            0.0  1.594876e+08   88000000.0          R   \n",
       "105  Action            0.0  1.134615e+08   60000000.0      PG-13   \n",
       "111  Horror            0.0  1.095011e+08   21000000.0          R   \n",
       "113  Action            0.0  1.461905e+08  350000000.0      PG-13   \n",
       "116   Drama            0.0  2.135915e+08   50000000.0      PG-13   \n",
       "119   Drama            0.0  1.129532e+07    2000000.0          R   \n",
       "123   Drama            0.0  4.065186e+07   18000000.0      PG-13   \n",
       "124  Comedy            0.0  1.408864e+08   28000000.0          R   \n",
       "125  Action            0.0  1.459519e+08   69000000.0          R   \n",
       "\n",
       "            creative_type                             source  \\\n",
       "0              Super Hero       Based on Comic/Graphic Novel   \n",
       "1         Science Fiction                Original Screenplay   \n",
       "2              Super Hero       Based on Comic/Graphic Novel   \n",
       "3              Super Hero       Based on Comic/Graphic Novel   \n",
       "4              Super Hero       Based on Comic/Graphic Novel   \n",
       "5    Contemporary Fiction                Original Screenplay   \n",
       "6         Science Fiction  Based on Fiction Book/Short Story   \n",
       "7    Contemporary Fiction                Original Screenplay   \n",
       "9    Contemporary Fiction                Original Screenplay   \n",
       "11          Dramatization                Original Screenplay   \n",
       "12   Contemporary Fiction                Original Screenplay   \n",
       "14             Super Hero       Based on Comic/Graphic Novel   \n",
       "15        Science Fiction  Based on Fiction Book/Short Story   \n",
       "16             Super Hero       Based on Comic/Graphic Novel   \n",
       "17        Science Fiction  Based on Fiction Book/Short Story   \n",
       "18             Super Hero       Based on Comic/Graphic Novel   \n",
       "19             Super Hero       Based on Comic/Graphic Novel   \n",
       "20             Super Hero       Based on Comic/Graphic Novel   \n",
       "23             Super Hero       Based on Comic/Graphic Novel   \n",
       "24        Science Fiction                Original Screenplay   \n",
       "26             Super Hero       Based on Comic/Graphic Novel   \n",
       "27        Science Fiction       Based on Comic/Graphic Novel   \n",
       "30        Science Fiction  Based on Fiction Book/Short Story   \n",
       "34   Contemporary Fiction                             Remake   \n",
       "35             Super Hero       Based on Comic/Graphic Novel   \n",
       "37   Contemporary Fiction                Original Screenplay   \n",
       "39   Contemporary Fiction                Original Screenplay   \n",
       "41             Super Hero       Based on Comic/Graphic Novel   \n",
       "42             Super Hero       Based on Comic/Graphic Novel   \n",
       "43        Science Fiction                Original Screenplay   \n",
       "..                    ...                                ...   \n",
       "50        Science Fiction                Original Screenplay   \n",
       "52   Contemporary Fiction       Based on Comic/Graphic Novel   \n",
       "55        Science Fiction       Based on Comic/Graphic Novel   \n",
       "56   Contemporary Fiction                Original Screenplay   \n",
       "57        Science Fiction                Original Screenplay   \n",
       "60        Science Fiction                             Remake   \n",
       "61   Contemporary Fiction                Original Screenplay   \n",
       "63          Dramatization                Original Screenplay   \n",
       "65   Contemporary Fiction                Original Screenplay   \n",
       "68        Science Fiction       Based on Comic/Graphic Novel   \n",
       "75   Contemporary Fiction                Original Screenplay   \n",
       "77        Science Fiction                Original Screenplay   \n",
       "79        Science Fiction                Original Screenplay   \n",
       "87   Contemporary Fiction                Original Screenplay   \n",
       "91   Contemporary Fiction                Original Screenplay   \n",
       "92   Contemporary Fiction                Original Screenplay   \n",
       "93   Contemporary Fiction                Original Screenplay   \n",
       "94        Science Fiction                Original Screenplay   \n",
       "99   Contemporary Fiction                Original Screenplay   \n",
       "100  Contemporary Fiction                Original Screenplay   \n",
       "102  Contemporary Fiction                Original Screenplay   \n",
       "104       Science Fiction                Original Screenplay   \n",
       "105       Science Fiction  Based on Fiction Book/Short Story   \n",
       "111  Contemporary Fiction                             Remake   \n",
       "113            Super Hero       Based on Comic/Graphic Novel   \n",
       "116  Contemporary Fiction                Original Screenplay   \n",
       "119  Contemporary Fiction                Original Screenplay   \n",
       "123       Science Fiction  Based on Fiction Book/Short Story   \n",
       "124  Contemporary Fiction                Original Screenplay   \n",
       "125  Contemporary Fiction  Based on Fiction Book/Short Story   \n",
       "\n",
       "    production_method  prequel_sequel  \n",
       "0         Live Action             1.0  \n",
       "1         Live Action             1.0  \n",
       "2         Live Action             1.0  \n",
       "3         Live Action             0.0  \n",
       "4         Live Action             1.0  \n",
       "5         Live Action             0.0  \n",
       "6         Live Action             1.0  \n",
       "7         Live Action             0.0  \n",
       "9         Live Action             0.0  \n",
       "11        Live Action             0.0  \n",
       "12        Live Action             0.0  \n",
       "14        Live Action             1.0  \n",
       "15        Live Action             0.0  \n",
       "16        Live Action             0.0  \n",
       "17        Live Action             0.0  \n",
       "18        Live Action             1.0  \n",
       "19           Animated             0.0  \n",
       "20        Live Action             0.0  \n",
       "23        Live Action             0.0  \n",
       "24        Live Action             1.0  \n",
       "26        Live Action             0.0  \n",
       "27        Live Action             0.0  \n",
       "30        Live Action             1.0  \n",
       "34        Live Action             0.0  \n",
       "35        Live Action             0.0  \n",
       "37        Live Action             0.0  \n",
       "39        Live Action             0.0  \n",
       "41        Live Action             1.0  \n",
       "42        Live Action             0.0  \n",
       "43        Live Action             0.0  \n",
       "..                ...             ...  \n",
       "50        Live Action             0.0  \n",
       "52        Live Action             1.0  \n",
       "55        Live Action             0.0  \n",
       "56        Live Action             0.0  \n",
       "57        Live Action             0.0  \n",
       "60        Live Action             1.0  \n",
       "61        Live Action             1.0  \n",
       "63        Live Action             0.0  \n",
       "65        Live Action             0.0  \n",
       "68        Live Action             0.0  \n",
       "75        Live Action             1.0  \n",
       "77        Live Action             0.0  \n",
       "79        Live Action             1.0  \n",
       "87        Live Action             1.0  \n",
       "91        Live Action             0.0  \n",
       "92        Live Action             0.0  \n",
       "93        Live Action             0.0  \n",
       "94        Live Action             0.0  \n",
       "99        Live Action             0.0  \n",
       "100       Live Action             0.0  \n",
       "102       Live Action             1.0  \n",
       "104       Live Action             1.0  \n",
       "105       Live Action             0.0  \n",
       "111       Live Action             0.0  \n",
       "113       Live Action             0.0  \n",
       "116       Live Action             1.0  \n",
       "119       Live Action             0.0  \n",
       "123       Live Action             0.0  \n",
       "124       Live Action             0.0  \n",
       "125       Live Action             0.0  \n",
       "\n",
       "[64 rows x 12 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_df = df_d\n",
    "new_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "def separate_g1(take):\n",
    "    if take == 'Action':\n",
    "        return 1.0\n",
    "    else:\n",
    "        return 0.0\n",
    "\n",
    "def separate_g2(take):\n",
    "    if take == 'Horror':\n",
    "        return 1.0\n",
    "    else:\n",
    "        return 0.0\n",
    "    \n",
    "def separate_g3(take):\n",
    "    if take == 'Drama':\n",
    "        return 1.0\n",
    "    else:\n",
    "        return 0.0\n",
    "\n",
    "def separate_g4(take):\n",
    "    if take == 'Comedy':\n",
    "        return 1.0\n",
    "    else:\n",
    "        return 0.0\n",
    "\n",
    "def separate_c1(take):\n",
    "    if take == 'Super Hero':\n",
    "        return 1.0\n",
    "    else:\n",
    "        return 0.0\n",
    "    \n",
    "def separate_c2(take):\n",
    "    if take == 'Science Fiction':\n",
    "        return 1.0\n",
    "    else:\n",
    "        return 0.0\n",
    "    \n",
    "def separate_c3(take):\n",
    "    if take == 'Contemporary Fiction':\n",
    "        return 1.0\n",
    "    else:\n",
    "        return 0.0\n",
    "    \n",
    "def separate_c4(take):\n",
    "    if take == 'Dramatization':\n",
    "        return 1.0\n",
    "    else:\n",
    "        return 0.0\n",
    "\n",
    "def separate_s1(take):\n",
    "    if take == 'Original Screenplay':\n",
    "        return 1.0\n",
    "    else:\n",
    "        return 0.0\n",
    "    \n",
    "def separate_s2(take):\n",
    "    if take == 'Based on Fiction Book/Short Story':\n",
    "        return 1.0\n",
    "    else:\n",
    "        return 0.0\n",
    "    \n",
    "def separate_s3(take):\n",
    "    if take == 'Based on Comic/Graphic Novel':\n",
    "        return 1.0\n",
    "    else:\n",
    "        return 0.0\n",
    "    \n",
    "def separate_s4(take):\n",
    "    if take == 'Remake':\n",
    "        return 1.0\n",
    "    else:\n",
    "        return 0.0\n",
    "    \n",
    "def separate_p1(take):\n",
    "    if take == 'R':\n",
    "        return 1.0\n",
    "    else:\n",
    "        return 0.0\n",
    "    \n",
    "def separate_p2(take):\n",
    "    if take == 'PG-13':\n",
    "        return 1.0\n",
    "    else:\n",
    "        return 0.0\n",
    "    \n",
    "def separate_p3(take):\n",
    "    if take == 'PG':\n",
    "        return 1.0\n",
    "    else:\n",
    "        return 0.0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "new_df['action'] = new_df['genre'].apply(separate_g1)\n",
    "new_df['horror'] = new_df['genre'].apply(separate_g2)\n",
    "new_df['drama'] = new_df['genre'].apply(separate_g3)\n",
    "new_df['comedy'] = new_df['genre'].apply(separate_g4)\n",
    "new_df['super_hero'] = new_df['creative_type'].apply(separate_c1)\n",
    "new_df['science_fiction'] = new_df['creative_type'].apply(separate_c2)\n",
    "new_df['contemporary_fiction'] = new_df['creative_type'].apply(separate_c3)\n",
    "new_df['dramatization'] = new_df['creative_type'].apply(separate_c4)\n",
    "new_df['original_screenplay'] = new_df['source'].apply(separate_s1)\n",
    "new_df['book_story'] = new_df['source'].apply(separate_s2)\n",
    "new_df['comic'] = new_df['source'].apply(separate_s3)\n",
    "new_df['remake'] = new_df['source'].apply(separate_s4)\n",
    "new_df['r'] = new_df['age_rating'].apply(separate_p1)\n",
    "new_df['pg13'] = new_df['age_rating'].apply(separate_p2)\n",
    "new_df['pg'] = new_df['age_rating'].apply(separate_p3)\n",
    "new_df = new_df.drop(labels = ['genre', 'age_rating', 'source', 'creative_type'], axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>mean_rating</th>\n",
       "      <th>votes</th>\n",
       "      <th>award_winning</th>\n",
       "      <th>total_gross</th>\n",
       "      <th>budget</th>\n",
       "      <th>prequel_sequel</th>\n",
       "      <th>action</th>\n",
       "      <th>horror</th>\n",
       "      <th>drama</th>\n",
       "      <th>comedy</th>\n",
       "      <th>...</th>\n",
       "      <th>science_fiction</th>\n",
       "      <th>contemporary_fiction</th>\n",
       "      <th>dramatization</th>\n",
       "      <th>original_screenplay</th>\n",
       "      <th>book_story</th>\n",
       "      <th>comic</th>\n",
       "      <th>remake</th>\n",
       "      <th>r</th>\n",
       "      <th>pg13</th>\n",
       "      <th>pg</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>mean_rating</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.260168</td>\n",
       "      <td>0.361322</td>\n",
       "      <td>0.197942</td>\n",
       "      <td>-0.071221</td>\n",
       "      <td>0.031664</td>\n",
       "      <td>-0.162515</td>\n",
       "      <td>0.000213</td>\n",
       "      <td>0.265700</td>\n",
       "      <td>-0.078520</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.417686</td>\n",
       "      <td>0.159456</td>\n",
       "      <td>0.153018</td>\n",
       "      <td>0.019497</td>\n",
       "      <td>-0.209858</td>\n",
       "      <td>0.138008</td>\n",
       "      <td>-0.015984</td>\n",
       "      <td>0.105551</td>\n",
       "      <td>-0.177786</td>\n",
       "      <td>0.208960</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>votes</th>\n",
       "      <td>0.260168</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.001814</td>\n",
       "      <td>0.754198</td>\n",
       "      <td>0.565824</td>\n",
       "      <td>0.284682</td>\n",
       "      <td>0.193253</td>\n",
       "      <td>-0.045232</td>\n",
       "      <td>-0.105239</td>\n",
       "      <td>-0.130576</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.019554</td>\n",
       "      <td>-0.245373</td>\n",
       "      <td>-0.015857</td>\n",
       "      <td>-0.153378</td>\n",
       "      <td>-0.064207</td>\n",
       "      <td>0.249628</td>\n",
       "      <td>-0.077004</td>\n",
       "      <td>-0.208955</td>\n",
       "      <td>0.217801</td>\n",
       "      <td>-0.028909</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>award_winning</th>\n",
       "      <td>0.361322</td>\n",
       "      <td>0.001814</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.045503</td>\n",
       "      <td>0.027865</td>\n",
       "      <td>-0.119918</td>\n",
       "      <td>-0.137972</td>\n",
       "      <td>-0.146528</td>\n",
       "      <td>0.394853</td>\n",
       "      <td>-0.103448</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.101195</td>\n",
       "      <td>-0.057664</td>\n",
       "      <td>0.250324</td>\n",
       "      <td>-0.127563</td>\n",
       "      <td>0.040522</td>\n",
       "      <td>0.025666</td>\n",
       "      <td>0.182282</td>\n",
       "      <td>0.040522</td>\n",
       "      <td>-0.127563</td>\n",
       "      <td>0.250324</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>total_gross</th>\n",
       "      <td>0.197942</td>\n",
       "      <td>0.754198</td>\n",
       "      <td>0.045503</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.746782</td>\n",
       "      <td>0.369107</td>\n",
       "      <td>0.497154</td>\n",
       "      <td>-0.265424</td>\n",
       "      <td>-0.216108</td>\n",
       "      <td>-0.216122</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.144045</td>\n",
       "      <td>-0.375083</td>\n",
       "      <td>0.000737</td>\n",
       "      <td>-0.389312</td>\n",
       "      <td>-0.075372</td>\n",
       "      <td>0.512628</td>\n",
       "      <td>-0.071002</td>\n",
       "      <td>-0.476083</td>\n",
       "      <td>0.480739</td>\n",
       "      <td>-0.021408</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>budget</th>\n",
       "      <td>-0.071221</td>\n",
       "      <td>0.565824</td>\n",
       "      <td>0.027865</td>\n",
       "      <td>0.746782</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.321737</td>\n",
       "      <td>0.650062</td>\n",
       "      <td>-0.370644</td>\n",
       "      <td>-0.282924</td>\n",
       "      <td>-0.251603</td>\n",
       "      <td>...</td>\n",
       "      <td>0.113902</td>\n",
       "      <td>-0.598199</td>\n",
       "      <td>0.025032</td>\n",
       "      <td>-0.465390</td>\n",
       "      <td>-0.049908</td>\n",
       "      <td>0.576415</td>\n",
       "      <td>-0.069108</td>\n",
       "      <td>-0.593126</td>\n",
       "      <td>0.601397</td>\n",
       "      <td>-0.033759</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>prequel_sequel</th>\n",
       "      <td>0.031664</td>\n",
       "      <td>0.284682</td>\n",
       "      <td>-0.119918</td>\n",
       "      <td>0.369107</td>\n",
       "      <td>0.321737</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.328366</td>\n",
       "      <td>-0.155323</td>\n",
       "      <td>-0.094821</td>\n",
       "      <td>-0.232781</td>\n",
       "      <td>...</td>\n",
       "      <td>0.079846</td>\n",
       "      <td>-0.085348</td>\n",
       "      <td>-0.129989</td>\n",
       "      <td>0.020601</td>\n",
       "      <td>-0.074605</td>\n",
       "      <td>0.033752</td>\n",
       "      <td>-0.004864</td>\n",
       "      <td>-0.107762</td>\n",
       "      <td>0.152449</td>\n",
       "      <td>-0.129989</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>action</th>\n",
       "      <td>-0.162515</td>\n",
       "      <td>0.193253</td>\n",
       "      <td>-0.137972</td>\n",
       "      <td>0.497154</td>\n",
       "      <td>0.650062</td>\n",
       "      <td>0.328366</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.500488</td>\n",
       "      <td>-0.527745</td>\n",
       "      <td>-0.353343</td>\n",
       "      <td>...</td>\n",
       "      <td>0.071951</td>\n",
       "      <td>-0.430004</td>\n",
       "      <td>-0.197312</td>\n",
       "      <td>-0.477643</td>\n",
       "      <td>-0.035591</td>\n",
       "      <td>0.591474</td>\n",
       "      <td>-0.095132</td>\n",
       "      <td>-0.525955</td>\n",
       "      <td>0.528749</td>\n",
       "      <td>-0.016912</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>horror</th>\n",
       "      <td>0.000213</td>\n",
       "      <td>-0.045232</td>\n",
       "      <td>-0.146528</td>\n",
       "      <td>-0.265424</td>\n",
       "      <td>-0.370644</td>\n",
       "      <td>-0.155323</td>\n",
       "      <td>-0.500488</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.218850</td>\n",
       "      <td>-0.146528</td>\n",
       "      <td>...</td>\n",
       "      <td>0.050261</td>\n",
       "      <td>0.197861</td>\n",
       "      <td>-0.081823</td>\n",
       "      <td>0.261949</td>\n",
       "      <td>-0.046961</td>\n",
       "      <td>-0.296025</td>\n",
       "      <td>0.094908</td>\n",
       "      <td>0.433085</td>\n",
       "      <td>-0.402001</td>\n",
       "      <td>-0.081823</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>drama</th>\n",
       "      <td>0.265700</td>\n",
       "      <td>-0.105239</td>\n",
       "      <td>0.394853</td>\n",
       "      <td>-0.216108</td>\n",
       "      <td>-0.282924</td>\n",
       "      <td>-0.094821</td>\n",
       "      <td>-0.527745</td>\n",
       "      <td>-0.218850</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.154508</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.151142</td>\n",
       "      <td>0.238113</td>\n",
       "      <td>0.373878</td>\n",
       "      <td>0.210580</td>\n",
       "      <td>0.060523</td>\n",
       "      <td>-0.312147</td>\n",
       "      <td>0.082859</td>\n",
       "      <td>0.141220</td>\n",
       "      <td>-0.190525</td>\n",
       "      <td>0.143799</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>comedy</th>\n",
       "      <td>-0.078520</td>\n",
       "      <td>-0.130576</td>\n",
       "      <td>-0.103448</td>\n",
       "      <td>-0.216122</td>\n",
       "      <td>-0.251603</td>\n",
       "      <td>-0.232781</td>\n",
       "      <td>-0.353343</td>\n",
       "      <td>-0.146528</td>\n",
       "      <td>-0.154508</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.014456</td>\n",
       "      <td>0.159425</td>\n",
       "      <td>-0.057767</td>\n",
       "      <td>0.194701</td>\n",
       "      <td>0.040522</td>\n",
       "      <td>-0.208993</td>\n",
       "      <td>-0.071328</td>\n",
       "      <td>0.148581</td>\n",
       "      <td>-0.127563</td>\n",
       "      <td>-0.057767</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>super_hero</th>\n",
       "      <td>0.208283</td>\n",
       "      <td>0.313975</td>\n",
       "      <td>0.075136</td>\n",
       "      <td>0.594598</td>\n",
       "      <td>0.562491</td>\n",
       "      <td>0.065526</td>\n",
       "      <td>0.503631</td>\n",
       "      <td>-0.252061</td>\n",
       "      <td>-0.265789</td>\n",
       "      <td>-0.177955</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.373024</td>\n",
       "      <td>-0.472638</td>\n",
       "      <td>-0.099373</td>\n",
       "      <td>-0.589015</td>\n",
       "      <td>-0.209121</td>\n",
       "      <td>0.851485</td>\n",
       "      <td>-0.122700</td>\n",
       "      <td>-0.413596</td>\n",
       "      <td>0.371888</td>\n",
       "      <td>0.112622</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>science_fiction</th>\n",
       "      <td>-0.417686</td>\n",
       "      <td>-0.019554</td>\n",
       "      <td>-0.101195</td>\n",
       "      <td>-0.144045</td>\n",
       "      <td>0.113902</td>\n",
       "      <td>0.079846</td>\n",
       "      <td>0.071951</td>\n",
       "      <td>0.050261</td>\n",
       "      <td>-0.151142</td>\n",
       "      <td>0.014456</td>\n",
       "      <td>...</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.575930</td>\n",
       "      <td>-0.121090</td>\n",
       "      <td>-0.042220</td>\n",
       "      <td>0.356753</td>\n",
       "      <td>-0.216737</td>\n",
       "      <td>0.009968</td>\n",
       "      <td>-0.050965</td>\n",
       "      <td>0.092884</td>\n",
       "      <td>-0.121090</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>contemporary_fiction</th>\n",
       "      <td>0.159456</td>\n",
       "      <td>-0.245373</td>\n",
       "      <td>-0.057664</td>\n",
       "      <td>-0.375083</td>\n",
       "      <td>-0.598199</td>\n",
       "      <td>-0.085348</td>\n",
       "      <td>-0.430004</td>\n",
       "      <td>0.197861</td>\n",
       "      <td>0.238113</td>\n",
       "      <td>0.159425</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.575930</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.153426</td>\n",
       "      <td>0.485415</td>\n",
       "      <td>-0.131541</td>\n",
       "      <td>-0.485826</td>\n",
       "      <td>0.109923</td>\n",
       "      <td>0.458400</td>\n",
       "      <td>-0.402201</td>\n",
       "      <td>-0.153426</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dramatization</th>\n",
       "      <td>0.153018</td>\n",
       "      <td>-0.015857</td>\n",
       "      <td>0.250324</td>\n",
       "      <td>0.000737</td>\n",
       "      <td>0.025032</td>\n",
       "      <td>-0.129989</td>\n",
       "      <td>-0.197312</td>\n",
       "      <td>-0.081823</td>\n",
       "      <td>0.373878</td>\n",
       "      <td>-0.057767</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.121090</td>\n",
       "      <td>-0.153426</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.168710</td>\n",
       "      <td>-0.067884</td>\n",
       "      <td>-0.116705</td>\n",
       "      <td>-0.039830</td>\n",
       "      <td>-0.158397</td>\n",
       "      <td>-0.011247</td>\n",
       "      <td>0.483871</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>original_screenplay</th>\n",
       "      <td>0.019497</td>\n",
       "      <td>-0.153378</td>\n",
       "      <td>-0.127563</td>\n",
       "      <td>-0.389312</td>\n",
       "      <td>-0.465390</td>\n",
       "      <td>0.020601</td>\n",
       "      <td>-0.477643</td>\n",
       "      <td>0.261949</td>\n",
       "      <td>0.210580</td>\n",
       "      <td>0.194701</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.042220</td>\n",
       "      <td>0.485415</td>\n",
       "      <td>0.168710</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.402374</td>\n",
       "      <td>-0.691750</td>\n",
       "      <td>-0.236088</td>\n",
       "      <td>0.386595</td>\n",
       "      <td>-0.380392</td>\n",
       "      <td>-0.011247</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>book_story</th>\n",
       "      <td>-0.209858</td>\n",
       "      <td>-0.064207</td>\n",
       "      <td>0.040522</td>\n",
       "      <td>-0.075372</td>\n",
       "      <td>-0.049908</td>\n",
       "      <td>-0.074605</td>\n",
       "      <td>-0.035591</td>\n",
       "      <td>-0.046961</td>\n",
       "      <td>0.060523</td>\n",
       "      <td>0.040522</td>\n",
       "      <td>...</td>\n",
       "      <td>0.356753</td>\n",
       "      <td>-0.131541</td>\n",
       "      <td>-0.067884</td>\n",
       "      <td>-0.402374</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.245596</td>\n",
       "      <td>-0.083820</td>\n",
       "      <td>-0.047619</td>\n",
       "      <td>0.071007</td>\n",
       "      <td>-0.067884</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>comic</th>\n",
       "      <td>0.138008</td>\n",
       "      <td>0.249628</td>\n",
       "      <td>0.025666</td>\n",
       "      <td>0.512628</td>\n",
       "      <td>0.576415</td>\n",
       "      <td>0.033752</td>\n",
       "      <td>0.591474</td>\n",
       "      <td>-0.296025</td>\n",
       "      <td>-0.312147</td>\n",
       "      <td>-0.208993</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.216737</td>\n",
       "      <td>-0.485826</td>\n",
       "      <td>-0.116705</td>\n",
       "      <td>-0.691750</td>\n",
       "      <td>-0.245596</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.144101</td>\n",
       "      <td>-0.435179</td>\n",
       "      <td>0.404770</td>\n",
       "      <td>0.079851</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>remake</th>\n",
       "      <td>-0.015984</td>\n",
       "      <td>-0.077004</td>\n",
       "      <td>0.182282</td>\n",
       "      <td>-0.071002</td>\n",
       "      <td>-0.069108</td>\n",
       "      <td>-0.004864</td>\n",
       "      <td>-0.095132</td>\n",
       "      <td>0.094908</td>\n",
       "      <td>0.082859</td>\n",
       "      <td>-0.071328</td>\n",
       "      <td>...</td>\n",
       "      <td>0.009968</td>\n",
       "      <td>0.109923</td>\n",
       "      <td>-0.039830</td>\n",
       "      <td>-0.236088</td>\n",
       "      <td>-0.083820</td>\n",
       "      <td>-0.144101</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.102446</td>\n",
       "      <td>-0.087954</td>\n",
       "      <td>-0.039830</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>r</th>\n",
       "      <td>0.105551</td>\n",
       "      <td>-0.208955</td>\n",
       "      <td>0.040522</td>\n",
       "      <td>-0.476083</td>\n",
       "      <td>-0.593126</td>\n",
       "      <td>-0.107762</td>\n",
       "      <td>-0.525955</td>\n",
       "      <td>0.433085</td>\n",
       "      <td>0.141220</td>\n",
       "      <td>0.148581</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.050965</td>\n",
       "      <td>0.458400</td>\n",
       "      <td>-0.158397</td>\n",
       "      <td>0.386595</td>\n",
       "      <td>-0.047619</td>\n",
       "      <td>-0.435179</td>\n",
       "      <td>0.102446</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.938872</td>\n",
       "      <td>-0.158397</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pg13</th>\n",
       "      <td>-0.177786</td>\n",
       "      <td>0.217801</td>\n",
       "      <td>-0.127563</td>\n",
       "      <td>0.480739</td>\n",
       "      <td>0.601397</td>\n",
       "      <td>0.152449</td>\n",
       "      <td>0.528749</td>\n",
       "      <td>-0.402001</td>\n",
       "      <td>-0.190525</td>\n",
       "      <td>-0.127563</td>\n",
       "      <td>...</td>\n",
       "      <td>0.092884</td>\n",
       "      <td>-0.402201</td>\n",
       "      <td>-0.011247</td>\n",
       "      <td>-0.380392</td>\n",
       "      <td>0.071007</td>\n",
       "      <td>0.404770</td>\n",
       "      <td>-0.087954</td>\n",
       "      <td>-0.938872</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.191204</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pg</th>\n",
       "      <td>0.208960</td>\n",
       "      <td>-0.028909</td>\n",
       "      <td>0.250324</td>\n",
       "      <td>-0.021408</td>\n",
       "      <td>-0.033759</td>\n",
       "      <td>-0.129989</td>\n",
       "      <td>-0.016912</td>\n",
       "      <td>-0.081823</td>\n",
       "      <td>0.143799</td>\n",
       "      <td>-0.057767</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.121090</td>\n",
       "      <td>-0.153426</td>\n",
       "      <td>0.483871</td>\n",
       "      <td>-0.011247</td>\n",
       "      <td>-0.067884</td>\n",
       "      <td>0.079851</td>\n",
       "      <td>-0.039830</td>\n",
       "      <td>-0.158397</td>\n",
       "      <td>-0.191204</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>21 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                      mean_rating     votes  award_winning  total_gross  \\\n",
       "mean_rating              1.000000  0.260168       0.361322     0.197942   \n",
       "votes                    0.260168  1.000000       0.001814     0.754198   \n",
       "award_winning            0.361322  0.001814       1.000000     0.045503   \n",
       "total_gross              0.197942  0.754198       0.045503     1.000000   \n",
       "budget                  -0.071221  0.565824       0.027865     0.746782   \n",
       "prequel_sequel           0.031664  0.284682      -0.119918     0.369107   \n",
       "action                  -0.162515  0.193253      -0.137972     0.497154   \n",
       "horror                   0.000213 -0.045232      -0.146528    -0.265424   \n",
       "drama                    0.265700 -0.105239       0.394853    -0.216108   \n",
       "comedy                  -0.078520 -0.130576      -0.103448    -0.216122   \n",
       "super_hero               0.208283  0.313975       0.075136     0.594598   \n",
       "science_fiction         -0.417686 -0.019554      -0.101195    -0.144045   \n",
       "contemporary_fiction     0.159456 -0.245373      -0.057664    -0.375083   \n",
       "dramatization            0.153018 -0.015857       0.250324     0.000737   \n",
       "original_screenplay      0.019497 -0.153378      -0.127563    -0.389312   \n",
       "book_story              -0.209858 -0.064207       0.040522    -0.075372   \n",
       "comic                    0.138008  0.249628       0.025666     0.512628   \n",
       "remake                  -0.015984 -0.077004       0.182282    -0.071002   \n",
       "r                        0.105551 -0.208955       0.040522    -0.476083   \n",
       "pg13                    -0.177786  0.217801      -0.127563     0.480739   \n",
       "pg                       0.208960 -0.028909       0.250324    -0.021408   \n",
       "\n",
       "                        budget  prequel_sequel    action    horror     drama  \\\n",
       "mean_rating          -0.071221        0.031664 -0.162515  0.000213  0.265700   \n",
       "votes                 0.565824        0.284682  0.193253 -0.045232 -0.105239   \n",
       "award_winning         0.027865       -0.119918 -0.137972 -0.146528  0.394853   \n",
       "total_gross           0.746782        0.369107  0.497154 -0.265424 -0.216108   \n",
       "budget                1.000000        0.321737  0.650062 -0.370644 -0.282924   \n",
       "prequel_sequel        0.321737        1.000000  0.328366 -0.155323 -0.094821   \n",
       "action                0.650062        0.328366  1.000000 -0.500488 -0.527745   \n",
       "horror               -0.370644       -0.155323 -0.500488  1.000000 -0.218850   \n",
       "drama                -0.282924       -0.094821 -0.527745 -0.218850  1.000000   \n",
       "comedy               -0.251603       -0.232781 -0.353343 -0.146528 -0.154508   \n",
       "super_hero            0.562491        0.065526  0.503631 -0.252061 -0.265789   \n",
       "science_fiction       0.113902        0.079846  0.071951  0.050261 -0.151142   \n",
       "contemporary_fiction -0.598199       -0.085348 -0.430004  0.197861  0.238113   \n",
       "dramatization         0.025032       -0.129989 -0.197312 -0.081823  0.373878   \n",
       "original_screenplay  -0.465390        0.020601 -0.477643  0.261949  0.210580   \n",
       "book_story           -0.049908       -0.074605 -0.035591 -0.046961  0.060523   \n",
       "comic                 0.576415        0.033752  0.591474 -0.296025 -0.312147   \n",
       "remake               -0.069108       -0.004864 -0.095132  0.094908  0.082859   \n",
       "r                    -0.593126       -0.107762 -0.525955  0.433085  0.141220   \n",
       "pg13                  0.601397        0.152449  0.528749 -0.402001 -0.190525   \n",
       "pg                   -0.033759       -0.129989 -0.016912 -0.081823  0.143799   \n",
       "\n",
       "                        comedy    ...     science_fiction  \\\n",
       "mean_rating          -0.078520    ...           -0.417686   \n",
       "votes                -0.130576    ...           -0.019554   \n",
       "award_winning        -0.103448    ...           -0.101195   \n",
       "total_gross          -0.216122    ...           -0.144045   \n",
       "budget               -0.251603    ...            0.113902   \n",
       "prequel_sequel       -0.232781    ...            0.079846   \n",
       "action               -0.353343    ...            0.071951   \n",
       "horror               -0.146528    ...            0.050261   \n",
       "drama                -0.154508    ...           -0.151142   \n",
       "comedy                1.000000    ...            0.014456   \n",
       "super_hero           -0.177955    ...           -0.373024   \n",
       "science_fiction       0.014456    ...            1.000000   \n",
       "contemporary_fiction  0.159425    ...           -0.575930   \n",
       "dramatization        -0.057767    ...           -0.121090   \n",
       "original_screenplay   0.194701    ...           -0.042220   \n",
       "book_story            0.040522    ...            0.356753   \n",
       "comic                -0.208993    ...           -0.216737   \n",
       "remake               -0.071328    ...            0.009968   \n",
       "r                     0.148581    ...           -0.050965   \n",
       "pg13                 -0.127563    ...            0.092884   \n",
       "pg                   -0.057767    ...           -0.121090   \n",
       "\n",
       "                      contemporary_fiction  dramatization  \\\n",
       "mean_rating                       0.159456       0.153018   \n",
       "votes                            -0.245373      -0.015857   \n",
       "award_winning                    -0.057664       0.250324   \n",
       "total_gross                      -0.375083       0.000737   \n",
       "budget                           -0.598199       0.025032   \n",
       "prequel_sequel                   -0.085348      -0.129989   \n",
       "action                           -0.430004      -0.197312   \n",
       "horror                            0.197861      -0.081823   \n",
       "drama                             0.238113       0.373878   \n",
       "comedy                            0.159425      -0.057767   \n",
       "super_hero                       -0.472638      -0.099373   \n",
       "science_fiction                  -0.575930      -0.121090   \n",
       "contemporary_fiction              1.000000      -0.153426   \n",
       "dramatization                    -0.153426       1.000000   \n",
       "original_screenplay               0.485415       0.168710   \n",
       "book_story                       -0.131541      -0.067884   \n",
       "comic                            -0.485826      -0.116705   \n",
       "remake                            0.109923      -0.039830   \n",
       "r                                 0.458400      -0.158397   \n",
       "pg13                             -0.402201      -0.011247   \n",
       "pg                               -0.153426       0.483871   \n",
       "\n",
       "                      original_screenplay  book_story     comic    remake  \\\n",
       "mean_rating                      0.019497   -0.209858  0.138008 -0.015984   \n",
       "votes                           -0.153378   -0.064207  0.249628 -0.077004   \n",
       "award_winning                   -0.127563    0.040522  0.025666  0.182282   \n",
       "total_gross                     -0.389312   -0.075372  0.512628 -0.071002   \n",
       "budget                          -0.465390   -0.049908  0.576415 -0.069108   \n",
       "prequel_sequel                   0.020601   -0.074605  0.033752 -0.004864   \n",
       "action                          -0.477643   -0.035591  0.591474 -0.095132   \n",
       "horror                           0.261949   -0.046961 -0.296025  0.094908   \n",
       "drama                            0.210580    0.060523 -0.312147  0.082859   \n",
       "comedy                           0.194701    0.040522 -0.208993 -0.071328   \n",
       "super_hero                      -0.589015   -0.209121  0.851485 -0.122700   \n",
       "science_fiction                 -0.042220    0.356753 -0.216737  0.009968   \n",
       "contemporary_fiction             0.485415   -0.131541 -0.485826  0.109923   \n",
       "dramatization                    0.168710   -0.067884 -0.116705 -0.039830   \n",
       "original_screenplay              1.000000   -0.402374 -0.691750 -0.236088   \n",
       "book_story                      -0.402374    1.000000 -0.245596 -0.083820   \n",
       "comic                           -0.691750   -0.245596  1.000000 -0.144101   \n",
       "remake                          -0.236088   -0.083820 -0.144101  1.000000   \n",
       "r                                0.386595   -0.047619 -0.435179  0.102446   \n",
       "pg13                            -0.380392    0.071007  0.404770 -0.087954   \n",
       "pg                              -0.011247   -0.067884  0.079851 -0.039830   \n",
       "\n",
       "                             r      pg13        pg  \n",
       "mean_rating           0.105551 -0.177786  0.208960  \n",
       "votes                -0.208955  0.217801 -0.028909  \n",
       "award_winning         0.040522 -0.127563  0.250324  \n",
       "total_gross          -0.476083  0.480739 -0.021408  \n",
       "budget               -0.593126  0.601397 -0.033759  \n",
       "prequel_sequel       -0.107762  0.152449 -0.129989  \n",
       "action               -0.525955  0.528749 -0.016912  \n",
       "horror                0.433085 -0.402001 -0.081823  \n",
       "drama                 0.141220 -0.190525  0.143799  \n",
       "comedy                0.148581 -0.127563 -0.057767  \n",
       "super_hero           -0.413596  0.371888  0.112622  \n",
       "science_fiction      -0.050965  0.092884 -0.121090  \n",
       "contemporary_fiction  0.458400 -0.402201 -0.153426  \n",
       "dramatization        -0.158397 -0.011247  0.483871  \n",
       "original_screenplay   0.386595 -0.380392 -0.011247  \n",
       "book_story           -0.047619  0.071007 -0.067884  \n",
       "comic                -0.435179  0.404770  0.079851  \n",
       "remake                0.102446 -0.087954 -0.039830  \n",
       "r                     1.000000 -0.938872 -0.158397  \n",
       "pg13                 -0.938872  1.000000 -0.191204  \n",
       "pg                   -0.158397 -0.191204  1.000000  \n",
       "\n",
       "[21 rows x 21 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_df.corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "new_df.to_csv('SuperCategories108.csv')\n",
    "df_cd = new_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                            OLS Regression Results                            \n",
      "==============================================================================\n",
      "Dep. Variable:                  votes   R-squared:                       0.703\n",
      "Model:                            OLS   Adj. R-squared:                  0.602\n",
      "Method:                 Least Squares   F-statistic:                     6.951\n",
      "Date:                Wed, 12 Jun 2019   Prob (F-statistic):           9.12e-08\n",
      "Time:                        22:45:38   Log-Likelihood:                -666.76\n",
      "No. Observations:                  64   AIC:                             1368.\n",
      "Df Residuals:                      47   BIC:                             1404.\n",
      "Df Model:                          16                                         \n",
      "Covariance Type:            nonrobust                                         \n",
      "========================================================================================\n",
      "                           coef    std err          t      P>|t|      [0.025      0.975]\n",
      "----------------------------------------------------------------------------------------\n",
      "Intercept            -1.448e+04   6443.989     -2.248      0.029   -2.74e+04   -1521.313\n",
      "action               -9164.6819   3062.950     -2.992      0.004   -1.53e+04   -3002.822\n",
      "drama                -1612.0708   3568.465     -0.452      0.654   -8790.897    5566.755\n",
      "horror                -647.2893   3202.048     -0.202      0.841   -7088.978    5794.399\n",
      "comedy               -3060.9062   3644.101     -0.840      0.405   -1.04e+04    4270.079\n",
      "award_winning        -6093.2808   5033.737     -1.210      0.232   -1.62e+04    4033.293\n",
      "mean_rating           2456.2448   1368.007      1.795      0.079    -295.831    5208.321\n",
      "total_gross            2.31e-05    4.2e-06      5.496      0.000    1.46e-05    3.16e-05\n",
      "budget                6.152e-05   2.65e-05      2.320      0.025    8.17e-06       0.000\n",
      "prequel_sequel       -1642.4911   3047.293     -0.539      0.592   -7772.854    4487.872\n",
      "science_fiction       7838.6561   5904.838      1.327      0.191   -4040.345    1.97e+04\n",
      "contemporary_fiction  5247.6095   6403.093      0.820      0.417   -7633.751    1.81e+04\n",
      "dramatization        -4907.0344   1.02e+04     -0.482      0.632   -2.54e+04    1.56e+04\n",
      "original_screenplay  -1905.6324   3160.091     -0.603      0.549   -8262.915    4451.650\n",
      "book_story           -3231.0486   3642.122     -0.887      0.380   -1.06e+04    4095.957\n",
      "comic                -4190.1048   4365.679     -0.960      0.342    -1.3e+04    4592.508\n",
      "remake               -5158.1609   5026.940     -1.026      0.310   -1.53e+04    4954.739\n",
      "pg13                 -8766.8991   3399.729     -2.579      0.013   -1.56e+04   -1927.526\n",
      "r                    -4569.2414   3656.945     -1.249      0.218   -1.19e+04    2787.584\n",
      "pg                   -1148.8060   6394.791     -0.180      0.858    -1.4e+04    1.17e+04\n",
      "==============================================================================\n",
      "Omnibus:                       16.718   Durbin-Watson:                   1.394\n",
      "Prob(Omnibus):                  0.000   Jarque-Bera (JB):               71.839\n",
      "Skew:                           0.360   Prob(JB):                     2.51e-16\n",
      "Kurtosis:                       8.140   Cond. No.                     8.78e+24\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 3.85e-31. This might indicate that there are\n",
      "strong multicollinearity problems or that the design matrix is singular.\n"
     ]
    }
   ],
   "source": [
    "#Methodsfor linear regression taken from Lecture Notes 11_regression_.ipynb and Assignment 4\n",
    "outcome, predictors = patsy.dmatrices('votes ~ action + drama + horror + comedy + award_winning + mean_rating + total_gross + budget + prequel_sequel + science_fiction + contemporary_fiction + dramatization + original_screenplay + book_story + comic + remake + pg13 + r + pg ', df_cd)\n",
    "mod1 = sm.OLS(outcome, predictors)\n",
    "res1 = mod1.fit()\n",
    "print(res1.summary())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                            OLS Regression Results                            \n",
      "==============================================================================\n",
      "Dep. Variable:                  votes   R-squared:                       0.613\n",
      "Model:                            OLS   Adj. R-squared:                  0.600\n",
      "Method:                 Least Squares   F-statistic:                     48.24\n",
      "Date:                Wed, 12 Jun 2019   Prob (F-statistic):           2.73e-13\n",
      "Time:                        22:45:41   Log-Likelihood:                -675.25\n",
      "No. Observations:                  64   AIC:                             1357.\n",
      "Df Residuals:                      61   BIC:                             1363.\n",
      "Df Model:                           2                                         \n",
      "Covariance Type:            nonrobust                                         \n",
      "===============================================================================\n",
      "                  coef    std err          t      P>|t|      [0.025      0.975]\n",
      "-------------------------------------------------------------------------------\n",
      "Intercept     697.6630   1814.681      0.384      0.702   -2931.016    4326.343\n",
      "action      -7202.4249   2740.646     -2.628      0.011   -1.27e+04   -1722.164\n",
      "total_gross  2.573e-05    2.7e-06      9.519      0.000    2.03e-05    3.11e-05\n",
      "==============================================================================\n",
      "Omnibus:                       34.017   Durbin-Watson:                   1.340\n",
      "Prob(Omnibus):                  0.000   Jarque-Bera (JB):              185.152\n",
      "Skew:                           1.230   Prob(JB):                     6.23e-41\n",
      "Kurtosis:                      10.961   Cond. No.                     1.67e+09\n",
      "==============================================================================\n",
      "\n",
      "Warnings:\n",
      "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
      "[2] The condition number is large, 1.67e+09. This might indicate that there are\n",
      "strong multicollinearity or other numerical problems.\n"
     ]
    }
   ],
   "source": [
    "#Methods for linear regression taken from Lecture Notes 11_regression_.ipynb and Assignment 4\n",
    "outcome2, predictors2 = patsy.dmatrices('votes ~ action + total_gross', df_cd)\n",
    "mod2 = sm.OLS(outcome2, predictors2)\n",
    "res2 = mod2.fit()\n",
    "print(res2.summary())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "10728.7428571\n",
      "89248.0\n",
      "1030.0\n"
     ]
    }
   ],
   "source": [
    "#Let's check the mean of the Action movies' votes\n",
    "df_act = df_cd.loc[(df_cd['action'] == 1.0)]\n",
    "print(df_act['votes'].mean())\n",
    "print(df_act['votes'].max())\n",
    "print(df_act['votes'].min())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                            OLS Regression Results                            \n",
      "==============================================================================\n",
      "Dep. Variable:                  votes   R-squared:                       0.674\n",
      "Model:                            OLS   Adj. R-squared:                  0.581\n",
      "Method:                 Least Squares   F-statistic:                     7.240\n",
      "Date:                Wed, 12 Jun 2019   Prob (F-statistic):           8.21e-08\n",
      "Time:                        22:45:49   Log-Likelihood:                -669.72\n",
      "No. Observations:                  64   AIC:                             1369.\n",
      "Df Residuals:                      49   BIC:                             1402.\n",
      "Df Model:                          14                                         \n",
      "Covariance Type:            nonrobust                                         \n",
      "========================================================================================\n",
      "                           coef    std err          t      P>|t|      [0.025      0.975]\n",
      "----------------------------------------------------------------------------------------\n",
      "Intercept              -44.6797   3079.237     -0.015      0.988   -6232.639    6143.280\n",
      "action               -9194.5029   4620.759     -1.990      0.052   -1.85e+04      91.259\n",
      "drama                 -400.8250   4693.430     -0.085      0.932   -9832.625    9030.975\n",
      "comedy               -2842.9452   5044.757     -0.564      0.576    -1.3e+04    7294.873\n",
      "award_winning        -3961.3247   4946.547     -0.801      0.427   -1.39e+04    5979.133\n",
      "total_gross           2.365e-05   3.89e-06      6.083      0.000    1.58e-05    3.15e-05\n",
      "budget                5.445e-05   2.67e-05      2.043      0.046     8.9e-07       0.000\n",
      "prequel_sequel        -862.9308   3103.036     -0.278      0.782   -7098.714    5372.853\n",
      "contemporary_fiction  -871.8639   3521.770     -0.248      0.806   -7949.127    6205.399\n",
      "dramatization        -1.015e+04   9358.740     -1.085      0.283    -2.9e+04    8657.024\n",
      "original_screenplay   2782.1768   2477.249      1.123      0.267   -2196.041    7760.395\n",
      "book_story            1085.6694   3163.085      0.343      0.733   -5270.788    7442.127\n",
      "comic                -2701.3710   3171.963     -0.852      0.399   -9075.670    3672.928\n",
      "remake               -1211.1550   4795.355     -0.253      0.802   -1.08e+04    8425.472\n",
      "pg13                 -4347.1461   3040.688     -1.430      0.159   -1.05e+04    1763.345\n",
      "r                      471.4542   2951.051      0.160      0.874   -5458.905    6401.813\n",
      "pg                    3831.0122   6210.170      0.617      0.540   -8648.793    1.63e+04\n",
      "==============================================================================\n",
      "Omnibus:                       16.992   Durbin-Watson:                   1.495\n",
      "Prob(Omnibus):                  0.000   Jarque-Bera (JB):               77.572\n",
      "Skew:                           0.336   Prob(JB):                     1.43e-17\n",
      "Kurtosis:                       8.351   Cond. No.                     1.38e+25\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 1.56e-31. This might indicate that there are\n",
      "strong multicollinearity problems or that the design matrix is singular.\n"
     ]
    }
   ],
   "source": [
    "#Let's try and remove some possibly colinear factors and see what's going on\n",
    "outcome3, predictors3 = patsy.dmatrices('votes ~ action + drama + comedy + award_winning + total_gross + budget + prequel_sequel + contemporary_fiction + dramatization + original_screenplay + book_story + comic + remake + pg13 + r + pg ', df_cd)\n",
    "mod3 = sm.OLS(outcome3, predictors3)\n",
    "res3 = mod3.fit()\n",
    "print(res3.summary())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data Analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Based on our correlation table, the factor that most contributes to a movie’s popularity on Reddit is the total gross, with a strong positive coefficient of .754. The next highest contributing factor was budget, with a coefficient of .566. Neither of these observations were particularly surprising -- a big-budget blockbuster is likely to sell a lot of tickets, and a high gross revenue means many people watched the movie and could thus talk about it. Besides these factors, the data suggested many smaller factors that also contribute to a movie’s popularity. Out of them, the only non-categorical factor was mean rating, with a coefficient of .260. Action movies, PG-13 movies, movies that are either prequels or sequels, and superhero movies all appear to correlate more strongly with popularity than others in their respective categories, presented in order of ascending coefficient magnitude. Even though their coefficients are relatively weak (between .193 and .314, respectively) they are the only positive coefficients in their respective category, suggesting statistical significance. In contrast, comedy movies, original screenplays, R-rated movies and contemporary fiction movies appear to perform the worst in their respective categories, but only weakly: their coefficients ranged from -.131 to -.245, again in ascending order of magnitude. However, it’s worth noting that many of the worst-performing category members, such as Original Screenplay in our “source” category, are both oversaturated in terms of representation, which would skew the coefficient of movies within that category negatively. \n",
    "\n",
    "Since the mean of action is just 10,728 when the max is 89,248, we know that action must be skewed negatively. This is most likely why it appears to have a negative impact on a movie's popularity standing to be an action movie. In fact, all genres seem skewed negatively, probably for similar reasons. We also  know that total gross having an impact on the popularity of a movie is almost certain because of its low p-value when linear regression is applied, but naturally, because the number of votes on Reddit pale in comparison to the gross of the movies, the positive contribution seems extremely small in comparison to each unit of gross. The distribution of movie genres among the top 125 Reddit movies (101 after applying initial data cleaning) was pretty uneven. Because a lot of the data appears to be collinear, as evidenced by the numerous warnings given by the OLS function when attempting to apply multivariate linear regression, it seems that linear regression in our case is not the best measure for determining a relationship between our independent variables and the number of votes (our dependent variable). As a result, we believe it is helpful to look at the number of top 101 popular movies on Reddit and measure the popularity of categories against each other. For instance, when looking at our bar graphs, it is readily apparent that Contemporary Fiction is a popular category, leading to the aforementioned overrepresentation in our distribution of popular movies. \n"
   ]
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   "source": [
    "# Conclusion and Discussion"
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   "source": [
    "\n",
    "Based on our data analysis above, the two largest factors that appear to contribute to a movie’s popularity on Reddit forums are total gross and budget, which is shown by their strong correlational values of .754 and .566, respectively. We believe that this is due to the fact that, as gross worldwide income increases, the amount of people watching that movie must increase as well as this is indicative of higher amounts of ticket sales. Additionally, as technology and social media have grown, so has the global discussion of blockbuster movies and television shows. As this conversation grows it brings people from all walks of life together, whether they have consumed the media or not. The fear of missing out, especially on these high-profile movies, has drastically increased the amount a movie grosses. Less evidently, budget also has a significant positive contribution to a movie’s popularity as its value increases. We believe that this is due to the fact that a sizable portion of a high-production value movie’s budget is directed towards marketing and advertising. Smaller companies do not necessarily have the luxury of spending additional money on advertising on popular platforms such as TV commercials and YouTube ads on top of what is necessary to actually produce the film itself. Being able to advertise in a widespread manner is necessary to have large amounts of people have knowledge of the movie and therefore want to go see it. Besides these factors that contribute to movie popularity as a whole, the most significant genre-specific correlation that we found was that of superhero movies, with a correlational value of .314. This seems to indicate that if a movie falls under this genre, it is much more likely to succeed than movies in other genres. Considering that the two biggest companies in the superhero movie industry are Marvel and DC, with Marvel producing superhero movies on a more consistent basis, this correlation indicates the influence that these companies have had on the genre as a whole.\n",
    "\n",
    "In contrast, we found that there were some aspects that have negative correlational values, which indicate that movies having these qualities are less likely to be featured in top ranked movies on Reddit. Namely, R-rated movies and contemporary fiction movies are the two categories with the strongest negative correlational values, in the range of -.131 and -.245. We believe that the reasons that these have the strongest negative correlations are twofold. First, with regard to R-rated movies, the fact that it is R-rated restricts the demographic of those that are able to watch those movies to people that the movie industry considers adults. The fact that PG-13 movies - ones that are much less restrictive and also target a demographic that arguably has more free time on average than adults - have a positive correlation of about .20 further supports this conclusion. Secondly, contemporary fiction movies also seem to have a more niche demographic than movies of other genres. Coupling this with the fact that, of the movies we analyzed, contemporary fiction movies also tend to have an R-rating further restricts the base of potential viewers of such movies.\n",
    "\n",
    "So, to have the best chance at producing a movie that consistently lands in the top rated spots on Reddit, the movie should be an Action movie in the creative type, Superhero, be rated PG-13, and should have a significant budget in order to market their movie effectively.\n",
    "\n",
    "We made use of custom Python libraries to create DataFrames and workable CSVs, namely tmdbsimple by Celia Oakley. Additionally we used Karl Wallstrom and Markus Wahlgren’s analysis on ‘What are the main factors affecting movie profitability?’ to lay the groundwork for how to proceed with our analysis. \n",
    "\n",
    "Initially in our dataset we had 126 movies; of those, only 101 did not contain ‘NaN’ entries. The 25 movies that included NaN entries were all created and produced by Netflix. We felt it necessary to enter empty cells as ‘NaN’ as opposed to  ‘0’, because empty cells do not necessarily mean that no budget or gross was generated, only possibly that Netflix and/or the movie’s producers have a nondisclosure agreement. If we had entered these values as ‘0’ and failed to drop them, this would have drastically skewed our subsequent analyses and conclusions. Furthermore, the predictions we are trying to make are based on the assumption that the movies being produced are being released in theaters, and only being released to other platforms afterwards. Netflix originals do not undergo this traditional process, and therefore we did not include them in the analysis.\n"
   ]
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   "source": [
    "# Ethical Considerations"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " There were times where we had to modify the genre label for a movie from our primary sources due to the fact that genre classifications have variations between organizations, such as between IMDb and Wikipedia. Additionally, we had to condense instances of multiple subgenres into a single genre. When doing so, we ensured that we collapsed subgenres into existing genre categories (such as Thrillers being collapsed into the Horror genre). We realize that this may be an invalid operation for entire subgenres at times, and the choice to do so is inherently subjective and thereby subject to bias. For instance, we made the decision to collapse Black Comedy into Comedy rather than Horror, even though some movies categorized as Black Comedy may have had a simple majority of Horror aspects rather than Comedy aspects. Furthermore, there were a few cases where we manually collapsed Thriller movies (i.e. BlacKkKlansman) into the Drama category, which could further skew results. Even so, this decision was made because it would be more damaging to our possible inferences to have too many genres to draw linear regressions from, and having too many linear regression models could inflate Type I errors (where we find significant effects where there aren’t any).\n",
    " \n",
    "Our dataset is likely biased against small, indie films because the data is mostly derived from Reddit comments and posts. Being a form of social media, Reddit’s top 50 lists mostly include large-scale production movies. As a result of using Reddit as our main source of data, it is likely that small-production films and indie movies are not mentioned in our data because those movies lack the marketing budget of large-scale movies, which directly impacts worldwide box office revenue. The Reddit user base may also create a bias for certain types of movies being preferred over other. The average Reddit user is male and between the ages of 24-39. The preferences of the average Reddit user may be significantly different from observed demographics of the movies being analyzed. This becomes noticeable when the “Action” genre makes up slightly over half of our analyzable data (54 entries out of 101). This could also be suggestive of bias regarding the volume of action movies produced in recent years versus other genres like Drama or Comedy. As a result of this possibility for bias permeating our dataset, our findings are only being privately published for the purposes of the class project and will not be publicly published. Furthermore, we shall only generalize our findings to predicting what threshold of certain facets must be reached for a hypothetical movie to make the Reddit r/movie’s top 50 list. \n",
    "\n",
    "The spirit of this project could, in future analysis, be further generalized to movie production in the whole of America. Privately publishing the project for the purposes of the class project - as well as ensuring that only the professor, the professor’s affiliates, and data analysts that were directly involved with the making of the project have access to the project - reduces the risk of unintended use of our data and analyses as much as possible.\n",
    "We are confident that the APIs and the poll we used do not have any personally identifiable information (PII), due to the fact that the data listed are of movies as a whole and do not list the specific names or other PII of anyone involved in the movies' production.\n"
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