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EsterRibeiro/filtragem_demografica.ipynb

Last active December 10, 2018 14:48
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Filtragem_Demografica.ipynb
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filtragem_demografica.ipynb
{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "Filtragem_Demografica.ipynb",
"version": "0.3.2",
"provenance": [],
"collapsed_sections": [],
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/EsterRibeiro/cc529b47573a916d248255f8eb18257e/filtragem_demografica.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"metadata": {
"id": "GAMvXVOYAIpu",
"colab_type": "text"
},
"cell_type": "markdown",
"source": [
"A filtragem demográfica classifica os resultados de acordo com valores genéricos. Nesse exemplo, temos um dataset de filmes do IMDb. A recomendação é feita de acordo com a métrica que utilizam para mostrar os filmes com maior popularidade, usando valores de avaliações positivas e quantidade de avaliações de forma ponderada. Esse tipo de filtragem pode trazer resultados muito agradáveis, caso a classificação não tenha necessidade de ser tão precisa, ela também tem a limitação de não especificar o gosto do usuário."
]
},
{
"metadata": {
"id": "YkkRUsANQhkm",
"colab_type": "code",
"colab": {}
},
"cell_type": "code",
"source": [
"#librarys\n",
"\n",
"import pandas as pd \n",
"import numpy as np \n",
"import matplotlib.pyplot as plt\n",
"\n",
"from google.colab import files"
],
"execution_count": 0,
"outputs": []
},
{
"metadata": {
"id": "y37vzeB_dEH_",
"colab_type": "text"
},
"cell_type": "markdown",
"source": [
"O dataset de movies, contem informações como gênero, id do filme, título, linguagem original, tempo do filme, avaliação, quantidade de votos, tags relacionadas ao filme, link para página inicial do filme, popularidade, descrição etc."
]
},
{
"metadata": {
"id": "rT9yv246R5mp",
"colab_type": "code",
"outputId": "62ee9032-4a54-4e04-edf2-1f9ff121907c",
"colab": {
"resources": {
"http://localhost:8080/nbextensions/google.colab/files.js": {
"data": 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",
"ok": true,
"headers": [
[
"content-type",
"application/javascript"
]
],
"status": 200,
"status_text": ""
}
},
"base_uri": "https://localhost:8080/",
"height": 5291
}
},
"cell_type": "code",
"source": [
"#carregando os dataset de movies\n",
"\n",
"uploaded = files.upload()\n",
"\n",
"filmes = pd.read_csv('tmdb_5000_movies.csv')\n",
"\n",
"filmes\n"
],
"execution_count": 0,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/html": [
"\n",
" <input type=\"file\" id=\"files-993dc898-99c8-44a4-9599-c2b4f18a6fa0\" name=\"files[]\" multiple disabled />\n",
" <output id=\"result-993dc898-99c8-44a4-9599-c2b4f18a6fa0\">\n",
" Upload widget is only available when the cell has been executed in the\n",
" current browser session. Please rerun this cell to enable.\n",
" </output>\n",
" <script src=\"/nbextensions/google.colab/files.js\"></script> "
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
"Saving tmdb_5000_movies.csv to tmdb_5000_movies.csv\n"
],
"name": "stdout"
},
{
"output_type": "execute_result",
"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>budget</th>\n",
" <th>genres</th>\n",
" <th>homepage</th>\n",
" <th>id</th>\n",
" <th>keywords</th>\n",
" <th>original_language</th>\n",
" <th>original_title</th>\n",
" <th>overview</th>\n",
" <th>popularity</th>\n",
" <th>production_companies</th>\n",
" <th>production_countries</th>\n",
" <th>release_date</th>\n",
" <th>revenue</th>\n",
" <th>runtime</th>\n",
" <th>spoken_languages</th>\n",
" <th>status</th>\n",
" <th>tagline</th>\n",
" <th>title</th>\n",
" <th>vote_average</th>\n",
" <th>vote_count</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>237000000</td>\n",
" <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
" <td>http://www.avatarmovie.com/</td>\n",
" <td>19995</td>\n",
" <td>[{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...</td>\n",
" <td>en</td>\n",
" <td>Avatar</td>\n",
" <td>In the 22nd century, a paraplegic Marine is di...</td>\n",
" <td>150.437577</td>\n",
" <td>[{\"name\": \"Ingenious Film Partners\", \"id\": 289...</td>\n",
" <td>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</td>\n",
" <td>2009-12-10</td>\n",
" <td>2787965087</td>\n",
" <td>162.0</td>\n",
" <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...</td>\n",
" <td>Released</td>\n",
" <td>Enter the World of Pandora.</td>\n",
" <td>Avatar</td>\n",
" <td>7.2</td>\n",
" <td>11800</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>300000000</td>\n",
" <td>[{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...</td>\n",
" <td>http://disney.go.com/disneypictures/pirates/</td>\n",
" <td>285</td>\n",
" <td>[{\"id\": 270, \"name\": \"ocean\"}, {\"id\": 726, \"na...</td>\n",
" <td>en</td>\n",
" <td>Pirates of the Caribbean: At World's End</td>\n",
" <td>Captain Barbossa, long believed to be dead, ha...</td>\n",
" <td>139.082615</td>\n",
" <td>[{\"name\": \"Walt Disney Pictures\", \"id\": 2}, {\"...</td>\n",
" <td>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</td>\n",
" <td>2007-05-19</td>\n",
" <td>961000000</td>\n",
" <td>169.0</td>\n",
" <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
" <td>Released</td>\n",
" <td>At the end of the world, the adventure begins.</td>\n",
" <td>Pirates of the Caribbean: At World's End</td>\n",
" <td>6.9</td>\n",
" <td>4500</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>245000000</td>\n",
" <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
" <td>http://www.sonypictures.com/movies/spectre/</td>\n",
" <td>206647</td>\n",
" <td>[{\"id\": 470, \"name\": \"spy\"}, {\"id\": 818, \"name...</td>\n",
" <td>en</td>\n",
" <td>Spectre</td>\n",
" <td>A cryptic message from Bond’s past sends him o...</td>\n",
" <td>107.376788</td>\n",
" <td>[{\"name\": \"Columbia Pictures\", \"id\": 5}, {\"nam...</td>\n",
" <td>[{\"iso_3166_1\": \"GB\", \"name\": \"United Kingdom\"...</td>\n",
" <td>2015-10-26</td>\n",
" <td>880674609</td>\n",
" <td>148.0</td>\n",
" <td>[{\"iso_639_1\": \"fr\", \"name\": \"Fran\\u00e7ais\"},...</td>\n",
" <td>Released</td>\n",
" <td>A Plan No One Escapes</td>\n",
" <td>Spectre</td>\n",
" <td>6.3</td>\n",
" <td>4466</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>250000000</td>\n",
" <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 80, \"nam...</td>\n",
" <td>http://www.thedarkknightrises.com/</td>\n",
" <td>49026</td>\n",
" <td>[{\"id\": 849, \"name\": \"dc comics\"}, {\"id\": 853,...</td>\n",
" <td>en</td>\n",
" <td>The Dark Knight Rises</td>\n",
" <td>Following the death of District Attorney Harve...</td>\n",
" <td>112.312950</td>\n",
" <td>[{\"name\": \"Legendary Pictures\", \"id\": 923}, {\"...</td>\n",
" <td>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</td>\n",
" <td>2012-07-16</td>\n",
" <td>1084939099</td>\n",
" <td>165.0</td>\n",
" <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
" <td>Released</td>\n",
" <td>The Legend Ends</td>\n",
" <td>The Dark Knight Rises</td>\n",
" <td>7.6</td>\n",
" <td>9106</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>260000000</td>\n",
" <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
" <td>http://movies.disney.com/john-carter</td>\n",
" <td>49529</td>\n",
" <td>[{\"id\": 818, \"name\": \"based on novel\"}, {\"id\":...</td>\n",
" <td>en</td>\n",
" <td>John Carter</td>\n",
" <td>John Carter is a war-weary, former military ca...</td>\n",
" <td>43.926995</td>\n",
" <td>[{\"name\": \"Walt Disney Pictures\", \"id\": 2}]</td>\n",
" <td>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</td>\n",
" <td>2012-03-07</td>\n",
" <td>284139100</td>\n",
" <td>132.0</td>\n",
" <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
" <td>Released</td>\n",
" <td>Lost in our world, found in another.</td>\n",
" <td>John Carter</td>\n",
" <td>6.1</td>\n",
" <td>2124</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>258000000</td>\n",
" <td>[{\"id\": 14, \"name\": \"Fantasy\"}, {\"id\": 28, \"na...</td>\n",
" <td>http://www.sonypictures.com/movies/spider-man3/</td>\n",
" <td>559</td>\n",
" <td>[{\"id\": 851, \"name\": \"dual identity\"}, {\"id\": ...</td>\n",
" <td>en</td>\n",
" <td>Spider-Man 3</td>\n",
" <td>The seemingly invincible Spider-Man goes up ag...</td>\n",
" <td>115.699814</td>\n",
" <td>[{\"name\": \"Columbia Pictures\", \"id\": 5}, {\"nam...</td>\n",
" <td>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</td>\n",
" <td>2007-05-01</td>\n",
" <td>890871626</td>\n",
" <td>139.0</td>\n",
" <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...</td>\n",
" <td>Released</td>\n",
" <td>The battle within.</td>\n",
" <td>Spider-Man 3</td>\n",
" <td>5.9</td>\n",
" <td>3576</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>260000000</td>\n",
" <td>[{\"id\": 16, \"name\": \"Animation\"}, {\"id\": 10751...</td>\n",
" <td>http://disney.go.com/disneypictures/tangled/</td>\n",
" <td>38757</td>\n",
" <td>[{\"id\": 1562, \"name\": \"hostage\"}, {\"id\": 2343,...</td>\n",
" <td>en</td>\n",
" <td>Tangled</td>\n",
" <td>When the kingdom's most wanted-and most charmi...</td>\n",
" <td>48.681969</td>\n",
" <td>[{\"name\": \"Walt Disney Pictures\", \"id\": 2}, {\"...</td>\n",
" <td>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</td>\n",
" <td>2010-11-24</td>\n",
" <td>591794936</td>\n",
" <td>100.0</td>\n",
" <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
" <td>Released</td>\n",
" <td>They're taking adventure to new lengths.</td>\n",
" <td>Tangled</td>\n",
" <td>7.4</td>\n",
" <td>3330</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>280000000</td>\n",
" <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
" <td>http://marvel.com/movies/movie/193/avengers_ag...</td>\n",
" <td>99861</td>\n",
" <td>[{\"id\": 8828, \"name\": \"marvel comic\"}, {\"id\": ...</td>\n",
" <td>en</td>\n",
" <td>Avengers: Age of Ultron</td>\n",
" <td>When Tony Stark tries to jumpstart a dormant p...</td>\n",
" <td>134.279229</td>\n",
" <td>[{\"name\": \"Marvel Studios\", \"id\": 420}, {\"name...</td>\n",
" <td>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</td>\n",
" <td>2015-04-22</td>\n",
" <td>1405403694</td>\n",
" <td>141.0</td>\n",
" <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
" <td>Released</td>\n",
" <td>A New Age Has Come.</td>\n",
" <td>Avengers: Age of Ultron</td>\n",
" <td>7.3</td>\n",
" <td>6767</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>250000000</td>\n",
" <td>[{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...</td>\n",
" <td>http://harrypotter.warnerbros.com/harrypottera...</td>\n",
" <td>767</td>\n",
" <td>[{\"id\": 616, \"name\": \"witch\"}, {\"id\": 2343, \"n...</td>\n",
" <td>en</td>\n",
" <td>Harry Potter and the Half-Blood Prince</td>\n",
" <td>As Harry begins his sixth year at Hogwarts, he...</td>\n",
" <td>98.885637</td>\n",
" <td>[{\"name\": \"Warner Bros.\", \"id\": 6194}, {\"name\"...</td>\n",
" <td>[{\"iso_3166_1\": \"GB\", \"name\": \"United Kingdom\"...</td>\n",
" <td>2009-07-07</td>\n",
" <td>933959197</td>\n",
" <td>153.0</td>\n",
" <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
" <td>Released</td>\n",
" <td>Dark Secrets Revealed</td>\n",
" <td>Harry Potter and the Half-Blood Prince</td>\n",
" <td>7.4</td>\n",
" <td>5293</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>250000000</td>\n",
" <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
" <td>http://www.batmanvsupermandawnofjustice.com/</td>\n",
" <td>209112</td>\n",
" <td>[{\"id\": 849, \"name\": \"dc comics\"}, {\"id\": 7002...</td>\n",
" <td>en</td>\n",
" <td>Batman v Superman: Dawn of Justice</td>\n",
" <td>Fearing the actions of a god-like Super Hero l...</td>\n",
" <td>155.790452</td>\n",
" <td>[{\"name\": \"DC Comics\", \"id\": 429}, {\"name\": \"A...</td>\n",
" <td>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</td>\n",
" <td>2016-03-23</td>\n",
" <td>873260194</td>\n",
" <td>151.0</td>\n",
" <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
" <td>Released</td>\n",
" <td>Justice or revenge</td>\n",
" <td>Batman v Superman: Dawn of Justice</td>\n",
" <td>5.7</td>\n",
" <td>7004</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>270000000</td>\n",
" <td>[{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...</td>\n",
" <td>http://www.superman.com</td>\n",
" <td>1452</td>\n",
" <td>[{\"id\": 83, \"name\": \"saving the world\"}, {\"id\"...</td>\n",
" <td>en</td>\n",
" <td>Superman Returns</td>\n",
" <td>Superman returns to discover his 5-year absenc...</td>\n",
" <td>57.925623</td>\n",
" <td>[{\"name\": \"DC Comics\", \"id\": 429}, {\"name\": \"L...</td>\n",
" <td>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</td>\n",
" <td>2006-06-28</td>\n",
" <td>391081192</td>\n",
" <td>154.0</td>\n",
" <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...</td>\n",
" <td>Released</td>\n",
" <td>NaN</td>\n",
" <td>Superman Returns</td>\n",
" <td>5.4</td>\n",
" <td>1400</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>200000000</td>\n",
" <td>[{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 28, \"...</td>\n",
" <td>http://www.mgm.com/view/movie/234/Quantum-of-S...</td>\n",
" <td>10764</td>\n",
" <td>[{\"id\": 627, \"name\": \"killing\"}, {\"id\": 1568, ...</td>\n",
" <td>en</td>\n",
" <td>Quantum of Solace</td>\n",
" <td>Quantum of Solace continues the adventures of ...</td>\n",
" <td>107.928811</td>\n",
" <td>[{\"name\": \"Eon Productions\", \"id\": 7576}]</td>\n",
" <td>[{\"iso_3166_1\": \"GB\", \"name\": \"United Kingdom\"...</td>\n",
" <td>2008-10-30</td>\n",
" <td>586090727</td>\n",
" <td>106.0</td>\n",
" <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...</td>\n",
" <td>Released</td>\n",
" <td>For love, for hate, for justice, for revenge.</td>\n",
" <td>Quantum of Solace</td>\n",
" <td>6.1</td>\n",
" <td>2965</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>200000000</td>\n",
" <td>[{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...</td>\n",
" <td>http://disney.go.com/disneypictures/pirates/</td>\n",
" <td>58</td>\n",
" <td>[{\"id\": 616, \"name\": \"witch\"}, {\"id\": 663, \"na...</td>\n",
" <td>en</td>\n",
" <td>Pirates of the Caribbean: Dead Man's Chest</td>\n",
" <td>Captain Jack Sparrow works his way out of a bl...</td>\n",
" <td>145.847379</td>\n",
" <td>[{\"name\": \"Walt Disney Pictures\", \"id\": 2}, {\"...</td>\n",
" <td>[{\"iso_3166_1\": \"JM\", \"name\": \"Jamaica\"}, {\"is...</td>\n",
" <td>2006-06-20</td>\n",
" <td>1065659812</td>\n",
" <td>151.0</td>\n",
" <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...</td>\n",
" <td>Released</td>\n",
" <td>Jack is back!</td>\n",
" <td>Pirates of the Caribbean: Dead Man's Chest</td>\n",
" <td>7.0</td>\n",
" <td>5246</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>255000000</td>\n",
" <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
" <td>http://disney.go.com/the-lone-ranger/</td>\n",
" <td>57201</td>\n",
" <td>[{\"id\": 1556, \"name\": \"texas\"}, {\"id\": 2673, \"...</td>\n",
" <td>en</td>\n",
" <td>The Lone Ranger</td>\n",
" <td>The Texas Rangers chase down a gang of outlaws...</td>\n",
" <td>49.046956</td>\n",
" <td>[{\"name\": \"Walt Disney Pictures\", \"id\": 2}, {\"...</td>\n",
" <td>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</td>\n",
" <td>2013-07-03</td>\n",
" <td>89289910</td>\n",
" <td>149.0</td>\n",
" <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
" <td>Released</td>\n",
" <td>Never Take Off the Mask</td>\n",
" <td>The Lone Ranger</td>\n",
" <td>5.9</td>\n",
" <td>2311</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>225000000</td>\n",
" <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
" <td>http://www.manofsteel.com/</td>\n",
" <td>49521</td>\n",
" <td>[{\"id\": 83, \"name\": \"saving the world\"}, {\"id\"...</td>\n",
" <td>en</td>\n",
" <td>Man of Steel</td>\n",
" <td>A young boy learns that he has extraordinary p...</td>\n",
" <td>99.398009</td>\n",
" <td>[{\"name\": \"Legendary Pictures\", \"id\": 923}, {\"...</td>\n",
" <td>[{\"iso_3166_1\": \"GB\", \"name\": \"United Kingdom\"...</td>\n",
" <td>2013-06-12</td>\n",
" <td>662845518</td>\n",
" <td>143.0</td>\n",
" <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
" <td>Released</td>\n",
" <td>You will believe that a man can fly.</td>\n",
" <td>Man of Steel</td>\n",
" <td>6.5</td>\n",
" <td>6359</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>225000000</td>\n",
" <td>[{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 10751...</td>\n",
" <td>NaN</td>\n",
" <td>2454</td>\n",
" <td>[{\"id\": 818, \"name\": \"based on novel\"}, {\"id\":...</td>\n",
" <td>en</td>\n",
" <td>The Chronicles of Narnia: Prince Caspian</td>\n",
" <td>One year after their incredible adventures in ...</td>\n",
" <td>53.978602</td>\n",
" <td>[{\"name\": \"Walt Disney\", \"id\": 5888}, {\"name\":...</td>\n",
" <td>[{\"iso_3166_1\": \"CZ\", \"name\": \"Czech Republic\"...</td>\n",
" <td>2008-05-15</td>\n",
" <td>419651413</td>\n",
" <td>150.0</td>\n",
" <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
" <td>Released</td>\n",
" <td>Hope has a new face.</td>\n",
" <td>The Chronicles of Narnia: Prince Caspian</td>\n",
" <td>6.3</td>\n",
" <td>1630</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>220000000</td>\n",
" <td>[{\"id\": 878, \"name\": \"Science Fiction\"}, {\"id\"...</td>\n",
" <td>http://marvel.com/avengers_movie/</td>\n",
" <td>24428</td>\n",
" <td>[{\"id\": 242, \"name\": \"new york\"}, {\"id\": 5539,...</td>\n",
" <td>en</td>\n",
" <td>The Avengers</td>\n",
" <td>When an unexpected enemy emerges and threatens...</td>\n",
" <td>144.448633</td>\n",
" <td>[{\"name\": \"Paramount Pictures\", \"id\": 4}, {\"na...</td>\n",
" <td>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</td>\n",
" <td>2012-04-25</td>\n",
" <td>1519557910</td>\n",
" <td>143.0</td>\n",
" <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
" <td>Released</td>\n",
" <td>Some assembly required.</td>\n",
" <td>The Avengers</td>\n",
" <td>7.4</td>\n",
" <td>11776</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>380000000</td>\n",
" <td>[{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 28, \"...</td>\n",
" <td>http://disney.go.com/pirates/index-on-stranger...</td>\n",
" <td>1865</td>\n",
" <td>[{\"id\": 658, \"name\": \"sea\"}, {\"id\": 1316, \"nam...</td>\n",
" <td>en</td>\n",
" <td>Pirates of the Caribbean: On Stranger Tides</td>\n",
" <td>Captain Jack Sparrow crosses paths with a woma...</td>\n",
" <td>135.413856</td>\n",
" <td>[{\"name\": \"Walt Disney Pictures\", \"id\": 2}, {\"...</td>\n",
" <td>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</td>\n",
" <td>2011-05-14</td>\n",
" <td>1045713802</td>\n",
" <td>136.0</td>\n",
" <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...</td>\n",
" <td>Released</td>\n",
" <td>Live Forever Or Die Trying.</td>\n",
" <td>Pirates of the Caribbean: On Stranger Tides</td>\n",
" <td>6.4</td>\n",
" <td>4948</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>225000000</td>\n",
" <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 35, \"nam...</td>\n",
" <td>http://www.sonypictures.com/movies/meninblack3/</td>\n",
" <td>41154</td>\n",
" <td>[{\"id\": 4379, \"name\": \"time travel\"}, {\"id\": 5...</td>\n",
" <td>en</td>\n",
" <td>Men in Black 3</td>\n",
" <td>Agents J (Will Smith) and K (Tommy Lee Jones) ...</td>\n",
" <td>52.035179</td>\n",
" <td>[{\"name\": \"Amblin Entertainment\", \"id\": 56}, {...</td>\n",
" <td>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</td>\n",
" <td>2012-05-23</td>\n",
" <td>624026776</td>\n",
" <td>106.0</td>\n",
" <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
" <td>Released</td>\n",
" <td>They are back... in time.</td>\n",
" <td>Men in Black 3</td>\n",
" <td>6.2</td>\n",
" <td>4160</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>250000000</td>\n",
" <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
" <td>http://www.thehobbit.com/</td>\n",
" <td>122917</td>\n",
" <td>[{\"id\": 417, \"name\": \"corruption\"}, {\"id\": 603...</td>\n",
" <td>en</td>\n",
" <td>The Hobbit: The Battle of the Five Armies</td>\n",
" <td>Immediately after the events of The Desolation...</td>\n",
" <td>120.965743</td>\n",
" <td>[{\"name\": \"WingNut Films\", \"id\": 11}, {\"name\":...</td>\n",
" <td>[{\"iso_3166_1\": \"NZ\", \"name\": \"New Zealand\"}, ...</td>\n",
" <td>2014-12-10</td>\n",
" <td>956019788</td>\n",
" <td>144.0</td>\n",
" <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
" <td>Released</td>\n",
" <td>Witness the defining chapter of the Middle-Ear...</td>\n",
" <td>The Hobbit: The Battle of the Five Armies</td>\n",
" <td>7.1</td>\n",
" <td>4760</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>215000000</td>\n",
" <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
" <td>http://www.theamazingspiderman.com</td>\n",
" <td>1930</td>\n",
" <td>[{\"id\": 1872, \"name\": \"loss of father\"}, {\"id\"...</td>\n",
" <td>en</td>\n",
" <td>The Amazing Spider-Man</td>\n",
" <td>Peter Parker is an outcast high schooler aband...</td>\n",
" <td>89.866276</td>\n",
" <td>[{\"name\": \"Columbia Pictures\", \"id\": 5}, {\"nam...</td>\n",
" <td>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</td>\n",
" <td>2012-06-27</td>\n",
" <td>752215857</td>\n",
" <td>136.0</td>\n",
" <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
" <td>Released</td>\n",
" <td>The untold story begins.</td>\n",
" <td>The Amazing Spider-Man</td>\n",
" <td>6.5</td>\n",
" <td>6586</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>200000000</td>\n",
" <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
" <td>http://www.robinhoodthemovie.com/</td>\n",
" <td>20662</td>\n",
" <td>[{\"id\": 4147, \"name\": \"robin hood\"}, {\"id\": 43...</td>\n",
" <td>en</td>\n",
" <td>Robin Hood</td>\n",
" <td>When soldier Robin happens upon the dying Robe...</td>\n",
" <td>37.668301</td>\n",
" <td>[{\"name\": \"Imagine Entertainment\", \"id\": 23}, ...</td>\n",
" <td>[{\"iso_3166_1\": \"GB\", \"name\": \"United Kingdom\"...</td>\n",
" <td>2010-05-12</td>\n",
" <td>310669540</td>\n",
" <td>140.0</td>\n",
" <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...</td>\n",
" <td>Released</td>\n",
" <td>Rise and rise again, until lambs become lions.</td>\n",
" <td>Robin Hood</td>\n",
" <td>6.2</td>\n",
" <td>1398</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>250000000</td>\n",
" <td>[{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...</td>\n",
" <td>http://www.thehobbit.com/</td>\n",
" <td>57158</td>\n",
" <td>[{\"id\": 603, \"name\": \"elves\"}, {\"id\": 604, \"na...</td>\n",
" <td>en</td>\n",
" <td>The Hobbit: The Desolation of Smaug</td>\n",
" <td>The Dwarves, Bilbo and Gandalf have successful...</td>\n",
" <td>94.370564</td>\n",
" <td>[{\"name\": \"WingNut Films\", \"id\": 11}, {\"name\":...</td>\n",
" <td>[{\"iso_3166_1\": \"NZ\", \"name\": \"New Zealand\"}, ...</td>\n",
" <td>2013-12-11</td>\n",
" <td>958400000</td>\n",
" <td>161.0</td>\n",
" <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
" <td>Released</td>\n",
" <td>Beyond darkness... beyond desolation... lies t...</td>\n",
" <td>The Hobbit: The Desolation of Smaug</td>\n",
" <td>7.6</td>\n",
" <td>4524</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>180000000</td>\n",
" <td>[{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...</td>\n",
" <td>http://www.goldencompassmovie.com/index_german...</td>\n",
" <td>2268</td>\n",
" <td>[{\"id\": 392, \"name\": \"england\"}, {\"id\": 1461, ...</td>\n",
" <td>en</td>\n",
" <td>The Golden Compass</td>\n",
" <td>After overhearing a shocking secret, precociou...</td>\n",
" <td>42.990906</td>\n",
" <td>[{\"name\": \"New Line Cinema\", \"id\": 12}, {\"name...</td>\n",
" <td>[{\"iso_3166_1\": \"GB\", \"name\": \"United Kingdom\"...</td>\n",
" <td>2007-12-04</td>\n",
" <td>372234864</td>\n",
" <td>113.0</td>\n",
" <td>[{\"iso_639_1\": \"is\", \"name\": \"\\u00cdslenska\"},...</td>\n",
" <td>Released</td>\n",
" <td>There are worlds beyond our own - the compass ...</td>\n",
" <td>The Golden Compass</td>\n",
" <td>5.8</td>\n",
" <td>1303</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>207000000</td>\n",
" <td>[{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 18, \"...</td>\n",
" <td>NaN</td>\n",
" <td>254</td>\n",
" <td>[{\"id\": 774, \"name\": \"film business\"}, {\"id\": ...</td>\n",
" <td>en</td>\n",
" <td>King Kong</td>\n",
" <td>In 1933 New York, an overly ambitious movie pr...</td>\n",
" <td>61.226010</td>\n",
" <td>[{\"name\": \"WingNut Films\", \"id\": 11}, {\"name\":...</td>\n",
" <td>[{\"iso_3166_1\": \"NZ\", \"name\": \"New Zealand\"}, ...</td>\n",
" <td>2005-12-14</td>\n",
" <td>550000000</td>\n",
" <td>187.0</td>\n",
" <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
" <td>Released</td>\n",
" <td>The eighth wonder of the world.</td>\n",
" <td>King Kong</td>\n",
" <td>6.6</td>\n",
" <td>2337</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>200000000</td>\n",
" <td>[{\"id\": 18, \"name\": \"Drama\"}, {\"id\": 10749, \"n...</td>\n",
" <td>http://www.titanicmovie.com</td>\n",
" <td>597</td>\n",
" <td>[{\"id\": 2580, \"name\": \"shipwreck\"}, {\"id\": 298...</td>\n",
" <td>en</td>\n",
" <td>Titanic</td>\n",
" <td>84 years later, a 101-year-old woman named Ros...</td>\n",
" <td>100.025899</td>\n",
" <td>[{\"name\": \"Paramount Pictures\", \"id\": 4}, {\"na...</td>\n",
" <td>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</td>\n",
" <td>1997-11-18</td>\n",
" <td>1845034188</td>\n",
" <td>194.0</td>\n",
" <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...</td>\n",
" <td>Released</td>\n",
" <td>Nothing on Earth could come between them.</td>\n",
" <td>Titanic</td>\n",
" <td>7.5</td>\n",
" <td>7562</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>250000000</td>\n",
" <td>[{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 28, \"...</td>\n",
" <td>http://marvel.com/captainamericapremiere</td>\n",
" <td>271110</td>\n",
" <td>[{\"id\": 393, \"name\": \"civil war\"}, {\"id\": 6091...</td>\n",
" <td>en</td>\n",
" <td>Captain America: Civil War</td>\n",
" <td>Following the events of Age of Ultron, the col...</td>\n",
" <td>198.372395</td>\n",
" <td>[{\"name\": \"Studio Babelsberg\", \"id\": 264}, {\"n...</td>\n",
" <td>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</td>\n",
" <td>2016-04-27</td>\n",
" <td>1153304495</td>\n",
" <td>147.0</td>\n",
" <td>[{\"iso_639_1\": \"ro\", \"name\": \"Rom\\u00e2n\\u0103...</td>\n",
" <td>Released</td>\n",
" <td>Divided We Fall</td>\n",
" <td>Captain America: Civil War</td>\n",
" <td>7.1</td>\n",
" <td>7241</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>209000000</td>\n",
" <td>[{\"id\": 53, \"name\": \"Thriller\"}, {\"id\": 28, \"n...</td>\n",
" <td>NaN</td>\n",
" <td>44833</td>\n",
" <td>[{\"id\": 1721, \"name\": \"fight\"}, {\"id\": 4410, \"...</td>\n",
" <td>en</td>\n",
" <td>Battleship</td>\n",
" <td>When mankind beams a radio signal into space, ...</td>\n",
" <td>64.928382</td>\n",
" <td>[{\"name\": \"Universal Pictures\", \"id\": 33}, {\"n...</td>\n",
" <td>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</td>\n",
" <td>2012-04-11</td>\n",
" <td>303025485</td>\n",
" <td>131.0</td>\n",
" <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...</td>\n",
" <td>Released</td>\n",
" <td>The Battle for Earth Begins at Sea</td>\n",
" <td>Battleship</td>\n",
" <td>5.5</td>\n",
" <td>2114</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>150000000</td>\n",
" <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
" <td>http://www.jurassicworld.com/</td>\n",
" <td>135397</td>\n",
" <td>[{\"id\": 1299, \"name\": \"monster\"}, {\"id\": 1718,...</td>\n",
" <td>en</td>\n",
" <td>Jurassic World</td>\n",
" <td>Twenty-two years after the events of Jurassic ...</td>\n",
" <td>418.708552</td>\n",
" <td>[{\"name\": \"Universal Studios\", \"id\": 13}, {\"na...</td>\n",
" <td>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</td>\n",
" <td>2015-06-09</td>\n",
" <td>1513528810</td>\n",
" <td>124.0</td>\n",
" <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
" <td>Released</td>\n",
" <td>The park is open.</td>\n",
" <td>Jurassic World</td>\n",
" <td>6.5</td>\n",
" <td>8662</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>200000000</td>\n",
" <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
" <td>http://www.skyfall-movie.com</td>\n",
" <td>37724</td>\n",
" <td>[{\"id\": 470, \"name\": \"spy\"}, {\"id\": 4289, \"nam...</td>\n",
" <td>en</td>\n",
" <td>Skyfall</td>\n",
" <td>When Bond's latest assignment goes gravely wro...</td>\n",
" <td>93.004993</td>\n",
" <td>[{\"name\": \"Columbia Pictures\", \"id\": 5}]</td>\n",
" <td>[{\"iso_3166_1\": \"GB\", \"name\": \"United Kingdom\"...</td>\n",
" <td>2012-10-25</td>\n",
" <td>1108561013</td>\n",
" <td>143.0</td>\n",
" <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
" <td>Released</td>\n",
" <td>Think on your sins.</td>\n",
" <td>Skyfall</td>\n",
" <td>6.9</td>\n",
" <td>7604</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4773</th>\n",
" <td>27000</td>\n",
" <td>[{\"id\": 35, \"name\": \"Comedy\"}]</td>\n",
" <td>http://www.miramax.com/movie/clerks/</td>\n",
" <td>2292</td>\n",
" <td>[{\"id\": 1361, \"name\": \"salesclerk\"}, {\"id\": 30...</td>\n",
" <td>en</td>\n",
" <td>Clerks</td>\n",
" <td>Convenience and video store clerks Dante and R...</td>\n",
" <td>19.748658</td>\n",
" <td>[{\"name\": \"Miramax Films\", \"id\": 14}, {\"name\":...</td>\n",
" <td>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</td>\n",
" <td>1994-09-13</td>\n",
" <td>3151130</td>\n",
" <td>92.0</td>\n",
" <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
" <td>Released</td>\n",
" <td>Just because they serve you doesn't mean they ...</td>\n",
" <td>Clerks</td>\n",
" <td>7.4</td>\n",
" <td>755</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4774</th>\n",
" <td>27000</td>\n",
" <td>[{\"id\": 18, \"name\": \"Drama\"}, {\"id\": 10749, \"n...</td>\n",
" <td>NaN</td>\n",
" <td>42497</td>\n",
" <td>[{\"id\": 1566, \"name\": \"dream\"}, {\"id\": 13059, ...</td>\n",
" <td>en</td>\n",
" <td>Pink Narcissus</td>\n",
" <td>An erotic poem set in the fantasies of a young...</td>\n",
" <td>0.027811</td>\n",
" <td>[{\"name\": \"Strand Releasing\", \"id\": 3923}]</td>\n",
" <td>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</td>\n",
" <td>1971-01-01</td>\n",
" <td>0</td>\n",
" <td>64.0</td>\n",
" <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...</td>\n",
" <td>Released</td>\n",
" <td>A unique experience in visual fantasy!</td>\n",
" <td>Pink Narcissus</td>\n",
" <td>6.0</td>\n",
" <td>9</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4775</th>\n",
" <td>0</td>\n",
" <td>[{\"id\": 18, \"name\": \"Drama\"}, {\"id\": 35, \"name...</td>\n",
" <td>NaN</td>\n",
" <td>33693</td>\n",
" <td>[{\"id\": 171993, \"name\": \"mumblecore\"}]</td>\n",
" <td>en</td>\n",
" <td>Funny Ha Ha</td>\n",
" <td>Unsure of what to do next, 23-year-old Marnie ...</td>\n",
" <td>0.362633</td>\n",
" <td>[]</td>\n",
" <td>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</td>\n",
" <td>2002-09-20</td>\n",
" <td>76901</td>\n",
" <td>85.0</td>\n",
" <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
" <td>Released</td>\n",
" <td>NaN</td>\n",
" <td>Funny Ha Ha</td>\n",
" <td>6.3</td>\n",
" <td>8</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4776</th>\n",
" <td>0</td>\n",
" <td>[{\"id\": 35, \"name\": \"Comedy\"}, {\"id\": 18, \"nam...</td>\n",
" <td>NaN</td>\n",
" <td>14585</td>\n",
" <td>[{\"id\": 1438, \"name\": \"office\"}, {\"id\": 9673, ...</td>\n",
" <td>en</td>\n",
" <td>In the Company of Men</td>\n",
" <td>Two business executives--one an avowed misogyn...</td>\n",
" <td>2.634007</td>\n",
" <td>[{\"name\": \"Alliance Atlantis Communications\", ...</td>\n",
" <td>[{\"iso_3166_1\": \"CA\", \"name\": \"Canada\"}, {\"iso...</td>\n",
" <td>1997-01-19</td>\n",
" <td>0</td>\n",
" <td>97.0</td>\n",
" <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
" <td>Released</td>\n",
" <td>Are all men bastards...or just misunderstood?</td>\n",
" <td>In the Company of Men</td>\n",
" <td>6.8</td>\n",
" <td>44</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4777</th>\n",
" <td>0</td>\n",
" <td>[{\"id\": 18, \"name\": \"Drama\"}]</td>\n",
" <td>NaN</td>\n",
" <td>185465</td>\n",
" <td>[]</td>\n",
" <td>en</td>\n",
" <td>Manito</td>\n",
" <td>Fifteen years ago, their Washington Heights ne...</td>\n",
" <td>0.039264</td>\n",
" <td>[]</td>\n",
" <td>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</td>\n",
" <td>2002-01-15</td>\n",
" <td>0</td>\n",
" <td>78.0</td>\n",
" <td>[{\"iso_639_1\": \"es\", \"name\": \"Espa\\u00f1ol\"}, ...</td>\n",
" <td>Released</td>\n",
" <td>NaN</td>\n",
" <td>Manito</td>\n",
" <td>5.5</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4778</th>\n",
" <td>0</td>\n",
" <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 18, \"nam...</td>\n",
" <td>NaN</td>\n",
" <td>38780</td>\n",
" <td>[{\"id\": 10022, \"name\": \"rampage\"}, {\"id\": 1454...</td>\n",
" <td>en</td>\n",
" <td>Rampage</td>\n",
" <td>The boredom of small town life is eating Bill ...</td>\n",
" <td>7.101197</td>\n",
" <td>[{\"name\": \"Boll Kino Beteiligungs GmbH &amp; Co. K...</td>\n",
" <td>[{\"iso_3166_1\": \"CA\", \"name\": \"Canada\"}, {\"iso...</td>\n",
" <td>2009-08-14</td>\n",
" <td>0</td>\n",
" <td>85.0</td>\n",
" <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
" <td>Released</td>\n",
" <td>Vengeance is ruthless.</td>\n",
" <td>Rampage</td>\n",
" <td>6.0</td>\n",
" <td>131</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4779</th>\n",
" <td>0</td>\n",
" <td>[{\"id\": 35, \"name\": \"Comedy\"}]</td>\n",
" <td>NaN</td>\n",
" <td>14022</td>\n",
" <td>[{\"id\": 305, \"name\": \"moon\"}, {\"id\": 490, \"nam...</td>\n",
" <td>en</td>\n",
" <td>Slacker</td>\n",
" <td>Presents a day in the life in Austin, Texas am...</td>\n",
" <td>3.320622</td>\n",
" <td>[]</td>\n",
" <td>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</td>\n",
" <td>1990-07-27</td>\n",
" <td>0</td>\n",
" <td>97.0</td>\n",
" <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
" <td>Released</td>\n",
" <td>NaN</td>\n",
" <td>Slacker</td>\n",
" <td>6.4</td>\n",
" <td>77</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4780</th>\n",
" <td>0</td>\n",
" <td>[{\"id\": 53, \"name\": \"Thriller\"}, {\"id\": 80, \"n...</td>\n",
" <td>NaN</td>\n",
" <td>366967</td>\n",
" <td>[]</td>\n",
" <td>en</td>\n",
" <td>Dutch Kills</td>\n",
" <td>A desperate ex-con is forced to gather his old...</td>\n",
" <td>0.038143</td>\n",
" <td>[]</td>\n",
" <td>[]</td>\n",
" <td>2015-10-02</td>\n",
" <td>0</td>\n",
" <td>90.0</td>\n",
" <td>[]</td>\n",
" <td>Released</td>\n",
" <td>NaN</td>\n",
" <td>Dutch Kills</td>\n",
" <td>0.0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4781</th>\n",
" <td>22000</td>\n",
" <td>[{\"id\": 35, \"name\": \"Comedy\"}, {\"id\": 10749, \"...</td>\n",
" <td>https://www.facebook.com/DrySpellMovie</td>\n",
" <td>255266</td>\n",
" <td>[{\"id\": 13043, \"name\": \"dating\"}, {\"id\": 15160...</td>\n",
" <td>en</td>\n",
" <td>Dry Spell</td>\n",
" <td>Sasha tries to get her soon-to-be ex husband K...</td>\n",
" <td>0.048948</td>\n",
" <td>[]</td>\n",
" <td>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</td>\n",
" <td>2013-02-14</td>\n",
" <td>0</td>\n",
" <td>90.0</td>\n",
" <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
" <td>Released</td>\n",
" <td>Getting divorced does funny things to a girl</td>\n",
" <td>Dry Spell</td>\n",
" <td>6.0</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4782</th>\n",
" <td>0</td>\n",
" <td>[{\"id\": 18, \"name\": \"Drama\"}, {\"id\": 10751, \"n...</td>\n",
" <td>NaN</td>\n",
" <td>17345</td>\n",
" <td>[{\"id\": 186, \"name\": \"christianity\"}, {\"id\": 4...</td>\n",
" <td>en</td>\n",
" <td>Flywheel</td>\n",
" <td>Jay Austin wants to sell you a used car, but w...</td>\n",
" <td>1.048524</td>\n",
" <td>[]</td>\n",
" <td>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</td>\n",
" <td>2003-01-01</td>\n",
" <td>0</td>\n",
" <td>120.0</td>\n",
" <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
" <td>Released</td>\n",
" <td>NaN</td>\n",
" <td>Flywheel</td>\n",
" <td>6.8</td>\n",
" <td>19</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4783</th>\n",
" <td>0</td>\n",
" <td>[{\"id\": 53, \"name\": \"Thriller\"}, {\"id\": 27, \"n...</td>\n",
" <td>NaN</td>\n",
" <td>226458</td>\n",
" <td>[{\"id\": 9712, \"name\": \"possession\"}]</td>\n",
" <td>en</td>\n",
" <td>Backmask</td>\n",
" <td>During an all-night, drug-fueled party at an a...</td>\n",
" <td>3.619167</td>\n",
" <td>[{\"name\": \"GO Productions\", \"id\": 2943}, {\"nam...</td>\n",
" <td>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</td>\n",
" <td>2015-01-16</td>\n",
" <td>0</td>\n",
" <td>91.0</td>\n",
" <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
" <td>Released</td>\n",
" <td>nederlands</td>\n",
" <td>Backmask</td>\n",
" <td>4.7</td>\n",
" <td>79</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4784</th>\n",
" <td>0</td>\n",
" <td>[{\"id\": 18, \"name\": \"Drama\"}, {\"id\": 35, \"name...</td>\n",
" <td>http://www.thepuffychairmovie.com</td>\n",
" <td>24055</td>\n",
" <td>[{\"id\": 171993, \"name\": \"mumblecore\"}]</td>\n",
" <td>en</td>\n",
" <td>The Puffy Chair</td>\n",
" <td>Josh's life is pretty much in the toilet. He's...</td>\n",
" <td>1.243955</td>\n",
" <td>[]</td>\n",
" <td>[]</td>\n",
" <td>2005-01-17</td>\n",
" <td>0</td>\n",
" <td>85.0</td>\n",
" <td>[]</td>\n",
" <td>Released</td>\n",
" <td>NaN</td>\n",
" <td>The Puffy Chair</td>\n",
" <td>6.2</td>\n",
" <td>15</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4785</th>\n",
" <td>0</td>\n",
" <td>[{\"id\": 18, \"name\": \"Drama\"}]</td>\n",
" <td>NaN</td>\n",
" <td>287625</td>\n",
" <td>[]</td>\n",
" <td>en</td>\n",
" <td>Stories of Our Lives</td>\n",
" <td>Created by the members of a Nairobi-based arts...</td>\n",
" <td>0.327794</td>\n",
" <td>[]</td>\n",
" <td>[{\"iso_3166_1\": \"KE\", \"name\": \"Kenya\"}]</td>\n",
" <td>2014-09-05</td>\n",
" <td>0</td>\n",
" <td>60.0</td>\n",
" <td>[{\"iso_639_1\": \"sw\", \"name\": \"Kiswahili\"}, {\"i...</td>\n",
" <td>Released</td>\n",
" <td>NaN</td>\n",
" <td>Stories of Our Lives</td>\n",
" <td>0.0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4786</th>\n",
" <td>0</td>\n",
" <td>[{\"id\": 35, \"name\": \"Comedy\"}, {\"id\": 10749, \"...</td>\n",
" <td>NaN</td>\n",
" <td>44990</td>\n",
" <td>[{\"id\": 10183, \"name\": \"independent film\"}]</td>\n",
" <td>en</td>\n",
" <td>Breaking Upwards</td>\n",
" <td>'Breaking Upwards' explores a young, real-life...</td>\n",
" <td>0.674570</td>\n",
" <td>[]</td>\n",
" <td>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</td>\n",
" <td>2009-03-14</td>\n",
" <td>0</td>\n",
" <td>88.0</td>\n",
" <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
" <td>Released</td>\n",
" <td>NaN</td>\n",
" <td>Breaking Upwards</td>\n",
" <td>5.6</td>\n",
" <td>12</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4787</th>\n",
" <td>0</td>\n",
" <td>[{\"id\": 878, \"name\": \"Science Fiction\"}, {\"id\"...</td>\n",
" <td>NaN</td>\n",
" <td>86304</td>\n",
" <td>[{\"id\": 9715, \"name\": \"superhero\"}]</td>\n",
" <td>en</td>\n",
" <td>All Superheroes Must Die</td>\n",
" <td>Masked vigilantes Charge (Jason Trost), Cutthr...</td>\n",
" <td>3.545991</td>\n",
" <td>[{\"name\": \"Grindfest\", \"id\": 18818}]</td>\n",
" <td>[]</td>\n",
" <td>2011-10-26</td>\n",
" <td>0</td>\n",
" <td>78.0</td>\n",
" <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
" <td>Released</td>\n",
" <td>May The Best Man Win</td>\n",
" <td>All Superheroes Must Die</td>\n",
" <td>4.2</td>\n",
" <td>13</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4788</th>\n",
" <td>12000</td>\n",
" <td>[{\"id\": 27, \"name\": \"Horror\"}, {\"id\": 35, \"nam...</td>\n",
" <td>NaN</td>\n",
" <td>692</td>\n",
" <td>[{\"id\": 237, \"name\": \"gay\"}, {\"id\": 900, \"name...</td>\n",
" <td>en</td>\n",
" <td>Pink Flamingos</td>\n",
" <td>Notorious Baltimore criminal and underground f...</td>\n",
" <td>4.553644</td>\n",
" <td>[{\"name\": \"Dreamland Productions\", \"id\": 407}]</td>\n",
" <td>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</td>\n",
" <td>1972-03-12</td>\n",
" <td>6000000</td>\n",
" <td>93.0</td>\n",
" <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
" <td>Released</td>\n",
" <td>An exercise in poor taste.</td>\n",
" <td>Pink Flamingos</td>\n",
" <td>6.2</td>\n",
" <td>110</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4789</th>\n",
" <td>0</td>\n",
" <td>[{\"id\": 18, \"name\": \"Drama\"}]</td>\n",
" <td>NaN</td>\n",
" <td>39851</td>\n",
" <td>[{\"id\": 6782, \"name\": \"addiction\"}, {\"id\": 155...</td>\n",
" <td>en</td>\n",
" <td>Clean</td>\n",
" <td>After losing her husband to a heroin overdose,...</td>\n",
" <td>1.464566</td>\n",
" <td>[]</td>\n",
" <td>[{\"iso_3166_1\": \"GB\", \"name\": \"United Kingdom\"...</td>\n",
" <td>2004-09-01</td>\n",
" <td>0</td>\n",
" <td>111.0</td>\n",
" <td>[{\"iso_639_1\": \"cn\", \"name\": \"\\u5e7f\\u5dde\\u8b...</td>\n",
" <td>Released</td>\n",
" <td>When you don't have a choice, you change.</td>\n",
" <td>Clean</td>\n",
" <td>6.7</td>\n",
" <td>17</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4790</th>\n",
" <td>0</td>\n",
" <td>[{\"id\": 18, \"name\": \"Drama\"}, {\"id\": 10769, \"n...</td>\n",
" <td>NaN</td>\n",
" <td>13898</td>\n",
" <td>[]</td>\n",
" <td>fa</td>\n",
" <td>دایره</td>\n",
" <td>Various women struggle to function in the oppr...</td>\n",
" <td>1.193779</td>\n",
" <td>[{\"name\": \"Jafar Panahi Film Productions\", \"id...</td>\n",
" <td>[{\"iso_3166_1\": \"IR\", \"name\": \"Iran\"}]</td>\n",
" <td>2000-09-08</td>\n",
" <td>0</td>\n",
" <td>90.0</td>\n",
" <td>[{\"iso_639_1\": \"fa\", \"name\": \"\\u0641\\u0627\\u06...</td>\n",
" <td>Released</td>\n",
" <td>NaN</td>\n",
" <td>The Circle</td>\n",
" <td>6.6</td>\n",
" <td>17</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4791</th>\n",
" <td>13</td>\n",
" <td>[{\"id\": 27, \"name\": \"Horror\"}]</td>\n",
" <td>http://tincanmanthemovie.com/</td>\n",
" <td>157185</td>\n",
" <td>[{\"id\": 14903, \"name\": \"home invasion\"}]</td>\n",
" <td>en</td>\n",
" <td>Tin Can Man</td>\n",
" <td>Recently dumped by his girlfirend for another ...</td>\n",
" <td>0.332679</td>\n",
" <td>[{\"name\": \"Park Films\", \"id\": 21871}, {\"name\":...</td>\n",
" <td>[{\"iso_3166_1\": \"IE\", \"name\": \"Ireland\"}]</td>\n",
" <td>2007-01-01</td>\n",
" <td>0</td>\n",
" <td>84.0</td>\n",
" <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
" <td>Released</td>\n",
" <td>Everything You've Heard is True</td>\n",
" <td>Tin Can Man</td>\n",
" <td>2.0</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4792</th>\n",
" <td>20000</td>\n",
" <td>[{\"id\": 80, \"name\": \"Crime\"}, {\"id\": 27, \"name...</td>\n",
" <td>NaN</td>\n",
" <td>36095</td>\n",
" <td>[{\"id\": 233, \"name\": \"japan\"}, {\"id\": 549, \"na...</td>\n",
" <td>ja</td>\n",
" <td>キュア</td>\n",
" <td>A wave of gruesome murders is sweeping Tokyo. ...</td>\n",
" <td>0.212443</td>\n",
" <td>[{\"name\": \"Daiei Studios\", \"id\": 881}]</td>\n",
" <td>[{\"iso_3166_1\": \"JP\", \"name\": \"Japan\"}]</td>\n",
" <td>1997-11-06</td>\n",
" <td>99000</td>\n",
" <td>111.0</td>\n",
" <td>[{\"iso_639_1\": \"ja\", \"name\": \"\\u65e5\\u672c\\u8a...</td>\n",
" <td>Released</td>\n",
" <td>Madness. Terror. Murder.</td>\n",
" <td>Cure</td>\n",
" <td>7.4</td>\n",
" <td>63</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4793</th>\n",
" <td>0</td>\n",
" <td>[{\"id\": 18, \"name\": \"Drama\"}]</td>\n",
" <td>NaN</td>\n",
" <td>182291</td>\n",
" <td>[{\"id\": 718, \"name\": \"confession\"}, {\"id\": 100...</td>\n",
" <td>en</td>\n",
" <td>On The Downlow</td>\n",
" <td>Isaac and Angel are two young Latinos involved...</td>\n",
" <td>0.029757</td>\n",
" <td>[{\"name\": \"Iconoclast Films\", \"id\": 26677}]</td>\n",
" <td>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</td>\n",
" <td>2004-04-11</td>\n",
" <td>0</td>\n",
" <td>90.0</td>\n",
" <td>[]</td>\n",
" <td>Released</td>\n",
" <td>Two gangs. One secret. One crossroad.</td>\n",
" <td>On The Downlow</td>\n",
" <td>6.0</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4794</th>\n",
" <td>0</td>\n",
" <td>[{\"id\": 53, \"name\": \"Thriller\"}, {\"id\": 27, \"n...</td>\n",
" <td>NaN</td>\n",
" <td>286939</td>\n",
" <td>[]</td>\n",
" <td>en</td>\n",
" <td>Sanctuary: Quite a Conundrum</td>\n",
" <td>It should have been just a normal day of sex, ...</td>\n",
" <td>0.166513</td>\n",
" <td>[{\"name\": \"Gold Lion Films\", \"id\": 37870}, {\"n...</td>\n",
" <td>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</td>\n",
" <td>2012-01-20</td>\n",
" <td>0</td>\n",
" <td>82.0</td>\n",
" <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
" <td>Released</td>\n",
" <td>NaN</td>\n",
" <td>Sanctuary: Quite a Conundrum</td>\n",
" <td>0.0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4795</th>\n",
" <td>0</td>\n",
" <td>[{\"id\": 18, \"name\": \"Drama\"}]</td>\n",
" <td>NaN</td>\n",
" <td>124606</td>\n",
" <td>[{\"id\": 10726, \"name\": \"gang\"}, {\"id\": 33928, ...</td>\n",
" <td>en</td>\n",
" <td>Bang</td>\n",
" <td>A young woman in L.A. is having a bad day: she...</td>\n",
" <td>0.918116</td>\n",
" <td>[{\"name\": \"Asylum Films\", \"id\": 10571}, {\"name...</td>\n",
" <td>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</td>\n",
" <td>1995-09-09</td>\n",
" <td>0</td>\n",
" <td>98.0</td>\n",
" <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
" <td>Released</td>\n",
" <td>Sometimes you've got to break the rules</td>\n",
" <td>Bang</td>\n",
" <td>6.0</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4796</th>\n",
" <td>7000</td>\n",
" <td>[{\"id\": 878, \"name\": \"Science Fiction\"}, {\"id\"...</td>\n",
" <td>http://www.primermovie.com</td>\n",
" <td>14337</td>\n",
" <td>[{\"id\": 1448, \"name\": \"distrust\"}, {\"id\": 2101...</td>\n",
" <td>en</td>\n",
" <td>Primer</td>\n",
" <td>Friends/fledgling entrepreneurs invent a devic...</td>\n",
" <td>23.307949</td>\n",
" <td>[{\"name\": \"Thinkfilm\", \"id\": 446}]</td>\n",
" <td>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</td>\n",
" <td>2004-10-08</td>\n",
" <td>424760</td>\n",
" <td>77.0</td>\n",
" <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
" <td>Released</td>\n",
" <td>What happens if it actually works?</td>\n",
" <td>Primer</td>\n",
" <td>6.9</td>\n",
" <td>658</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4797</th>\n",
" <td>0</td>\n",
" <td>[{\"id\": 10769, \"name\": \"Foreign\"}, {\"id\": 53, ...</td>\n",
" <td>NaN</td>\n",
" <td>67238</td>\n",
" <td>[]</td>\n",
" <td>en</td>\n",
" <td>Cavite</td>\n",
" <td>Adam, a security guard, travels from Californi...</td>\n",
" <td>0.022173</td>\n",
" <td>[]</td>\n",
" <td>[]</td>\n",
" <td>2005-03-12</td>\n",
" <td>0</td>\n",
" <td>80.0</td>\n",
" <td>[]</td>\n",
" <td>Released</td>\n",
" <td>NaN</td>\n",
" <td>Cavite</td>\n",
" <td>7.5</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4798</th>\n",
" <td>220000</td>\n",
" <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 80, \"nam...</td>\n",
" <td>NaN</td>\n",
" <td>9367</td>\n",
" <td>[{\"id\": 5616, \"name\": \"united states\\u2013mexi...</td>\n",
" <td>es</td>\n",
" <td>El Mariachi</td>\n",
" <td>El Mariachi just wants to play his guitar and ...</td>\n",
" <td>14.269792</td>\n",
" <td>[{\"name\": \"Columbia Pictures\", \"id\": 5}]</td>\n",
" <td>[{\"iso_3166_1\": \"MX\", \"name\": \"Mexico\"}, {\"iso...</td>\n",
" <td>1992-09-04</td>\n",
" <td>2040920</td>\n",
" <td>81.0</td>\n",
" <td>[{\"iso_639_1\": \"es\", \"name\": \"Espa\\u00f1ol\"}]</td>\n",
" <td>Released</td>\n",
" <td>He didn't come looking for trouble, but troubl...</td>\n",
" <td>El Mariachi</td>\n",
" <td>6.6</td>\n",
" <td>238</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4799</th>\n",
" <td>9000</td>\n",
" <td>[{\"id\": 35, \"name\": \"Comedy\"}, {\"id\": 10749, \"...</td>\n",
" <td>NaN</td>\n",
" <td>72766</td>\n",
" <td>[]</td>\n",
" <td>en</td>\n",
" <td>Newlyweds</td>\n",
" <td>A newlywed couple's honeymoon is upended by th...</td>\n",
" <td>0.642552</td>\n",
" <td>[]</td>\n",
" <td>[]</td>\n",
" <td>2011-12-26</td>\n",
" <td>0</td>\n",
" <td>85.0</td>\n",
" <td>[]</td>\n",
" <td>Released</td>\n",
" <td>A newlywed couple's honeymoon is upended by th...</td>\n",
" <td>Newlyweds</td>\n",
" <td>5.9</td>\n",
" <td>5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4800</th>\n",
" <td>0</td>\n",
" <td>[{\"id\": 35, \"name\": \"Comedy\"}, {\"id\": 18, \"nam...</td>\n",
" <td>http://www.hallmarkchannel.com/signedsealeddel...</td>\n",
" <td>231617</td>\n",
" <td>[{\"id\": 248, \"name\": \"date\"}, {\"id\": 699, \"nam...</td>\n",
" <td>en</td>\n",
" <td>Signed, Sealed, Delivered</td>\n",
" <td>\"Signed, Sealed, Delivered\" introduces a dedic...</td>\n",
" <td>1.444476</td>\n",
" <td>[{\"name\": \"Front Street Pictures\", \"id\": 3958}...</td>\n",
" <td>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</td>\n",
" <td>2013-10-13</td>\n",
" <td>0</td>\n",
" <td>120.0</td>\n",
" <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
" <td>Released</td>\n",
" <td>NaN</td>\n",
" <td>Signed, Sealed, Delivered</td>\n",
" <td>7.0</td>\n",
" <td>6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4801</th>\n",
" <td>0</td>\n",
" <td>[]</td>\n",
" <td>http://shanghaicalling.com/</td>\n",
" <td>126186</td>\n",
" <td>[]</td>\n",
" <td>en</td>\n",
" <td>Shanghai Calling</td>\n",
" <td>When ambitious New York attorney Sam is sent t...</td>\n",
" <td>0.857008</td>\n",
" <td>[]</td>\n",
" <td>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</td>\n",
" <td>2012-05-03</td>\n",
" <td>0</td>\n",
" <td>98.0</td>\n",
" <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
" <td>Released</td>\n",
" <td>A New Yorker in Shanghai</td>\n",
" <td>Shanghai Calling</td>\n",
" <td>5.7</td>\n",
" <td>7</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4802</th>\n",
" <td>0</td>\n",
" <td>[{\"id\": 99, \"name\": \"Documentary\"}]</td>\n",
" <td>NaN</td>\n",
" <td>25975</td>\n",
" <td>[{\"id\": 1523, \"name\": \"obsession\"}, {\"id\": 224...</td>\n",
" <td>en</td>\n",
" <td>My Date with Drew</td>\n",
" <td>Ever since the second grade when he first saw ...</td>\n",
" <td>1.929883</td>\n",
" <td>[{\"name\": \"rusty bear entertainment\", \"id\": 87...</td>\n",
" <td>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</td>\n",
" <td>2005-08-05</td>\n",
" <td>0</td>\n",
" <td>90.0</td>\n",
" <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
" <td>Released</td>\n",
" <td>NaN</td>\n",
" <td>My Date with Drew</td>\n",
" <td>6.3</td>\n",
" <td>16</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>4803 rows × 20 columns</p>\n",
"</div>"
],
"text/plain": [
" budget genres \\\n",
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"4775 0 [{\"id\": 18, \"name\": \"Drama\"}, {\"id\": 35, \"name... \n",
"4776 0 [{\"id\": 35, \"name\": \"Comedy\"}, {\"id\": 18, \"nam... \n",
"4777 0 [{\"id\": 18, \"name\": \"Drama\"}] \n",
"4778 0 [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 18, \"nam... \n",
"4779 0 [{\"id\": 35, \"name\": \"Comedy\"}] \n",
"4780 0 [{\"id\": 53, \"name\": \"Thriller\"}, {\"id\": 80, \"n... \n",
"4781 22000 [{\"id\": 35, \"name\": \"Comedy\"}, {\"id\": 10749, \"... \n",
"4782 0 [{\"id\": 18, \"name\": \"Drama\"}, {\"id\": 10751, \"n... \n",
"4783 0 [{\"id\": 53, \"name\": \"Thriller\"}, {\"id\": 27, \"n... \n",
"4784 0 [{\"id\": 18, \"name\": \"Drama\"}, {\"id\": 35, \"name... \n",
"4785 0 [{\"id\": 18, \"name\": \"Drama\"}] \n",
"4786 0 [{\"id\": 35, \"name\": \"Comedy\"}, {\"id\": 10749, \"... \n",
"4787 0 [{\"id\": 878, \"name\": \"Science Fiction\"}, {\"id\"... \n",
"4788 12000 [{\"id\": 27, \"name\": \"Horror\"}, {\"id\": 35, \"nam... \n",
"4789 0 [{\"id\": 18, \"name\": \"Drama\"}] \n",
"4790 0 [{\"id\": 18, \"name\": \"Drama\"}, {\"id\": 10769, \"n... \n",
"4791 13 [{\"id\": 27, \"name\": \"Horror\"}] \n",
"4792 20000 [{\"id\": 80, \"name\": \"Crime\"}, {\"id\": 27, \"name... \n",
"4793 0 [{\"id\": 18, \"name\": \"Drama\"}] \n",
"4794 0 [{\"id\": 53, \"name\": \"Thriller\"}, {\"id\": 27, \"n... \n",
"4795 0 [{\"id\": 18, \"name\": \"Drama\"}] \n",
"4796 7000 [{\"id\": 878, \"name\": \"Science Fiction\"}, {\"id\"... \n",
"4797 0 [{\"id\": 10769, \"name\": \"Foreign\"}, {\"id\": 53, ... \n",
"4798 220000 [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 80, \"nam... \n",
"4799 9000 [{\"id\": 35, \"name\": \"Comedy\"}, {\"id\": 10749, \"... \n",
"4800 0 [{\"id\": 35, \"name\": \"Comedy\"}, {\"id\": 18, \"nam... \n",
"4801 0 [] \n",
"4802 0 [{\"id\": 99, \"name\": \"Documentary\"}] \n",
"\n",
" homepage id \\\n",
"0 http://www.avatarmovie.com/ 19995 \n",
"1 http://disney.go.com/disneypictures/pirates/ 285 \n",
"2 http://www.sonypictures.com/movies/spectre/ 206647 \n",
"3 http://www.thedarkknightrises.com/ 49026 \n",
"4 http://movies.disney.com/john-carter 49529 \n",
"5 http://www.sonypictures.com/movies/spider-man3/ 559 \n",
"6 http://disney.go.com/disneypictures/tangled/ 38757 \n",
"7 http://marvel.com/movies/movie/193/avengers_ag... 99861 \n",
"8 http://harrypotter.warnerbros.com/harrypottera... 767 \n",
"9 http://www.batmanvsupermandawnofjustice.com/ 209112 \n",
"10 http://www.superman.com 1452 \n",
"11 http://www.mgm.com/view/movie/234/Quantum-of-S... 10764 \n",
"12 http://disney.go.com/disneypictures/pirates/ 58 \n",
"13 http://disney.go.com/the-lone-ranger/ 57201 \n",
"14 http://www.manofsteel.com/ 49521 \n",
"15 NaN 2454 \n",
"16 http://marvel.com/avengers_movie/ 24428 \n",
"17 http://disney.go.com/pirates/index-on-stranger... 1865 \n",
"18 http://www.sonypictures.com/movies/meninblack3/ 41154 \n",
"19 http://www.thehobbit.com/ 122917 \n",
"20 http://www.theamazingspiderman.com 1930 \n",
"21 http://www.robinhoodthemovie.com/ 20662 \n",
"22 http://www.thehobbit.com/ 57158 \n",
"23 http://www.goldencompassmovie.com/index_german... 2268 \n",
"24 NaN 254 \n",
"25 http://www.titanicmovie.com 597 \n",
"26 http://marvel.com/captainamericapremiere 271110 \n",
"27 NaN 44833 \n",
"28 http://www.jurassicworld.com/ 135397 \n",
"29 http://www.skyfall-movie.com 37724 \n",
"... ... ... \n",
"4773 http://www.miramax.com/movie/clerks/ 2292 \n",
"4774 NaN 42497 \n",
"4775 NaN 33693 \n",
"4776 NaN 14585 \n",
"4777 NaN 185465 \n",
"4778 NaN 38780 \n",
"4779 NaN 14022 \n",
"4780 NaN 366967 \n",
"4781 https://www.facebook.com/DrySpellMovie 255266 \n",
"4782 NaN 17345 \n",
"4783 NaN 226458 \n",
"4784 http://www.thepuffychairmovie.com 24055 \n",
"4785 NaN 287625 \n",
"4786 NaN 44990 \n",
"4787 NaN 86304 \n",
"4788 NaN 692 \n",
"4789 NaN 39851 \n",
"4790 NaN 13898 \n",
"4791 http://tincanmanthemovie.com/ 157185 \n",
"4792 NaN 36095 \n",
"4793 NaN 182291 \n",
"4794 NaN 286939 \n",
"4795 NaN 124606 \n",
"4796 http://www.primermovie.com 14337 \n",
"4797 NaN 67238 \n",
"4798 NaN 9367 \n",
"4799 NaN 72766 \n",
"4800 http://www.hallmarkchannel.com/signedsealeddel... 231617 \n",
"4801 http://shanghaicalling.com/ 126186 \n",
"4802 NaN 25975 \n",
"\n",
" keywords original_language \\\n",
"0 [{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":... en \n",
"1 [{\"id\": 270, \"name\": \"ocean\"}, {\"id\": 726, \"na... en \n",
"2 [{\"id\": 470, \"name\": \"spy\"}, {\"id\": 818, \"name... en \n",
"3 [{\"id\": 849, \"name\": \"dc comics\"}, {\"id\": 853,... en \n",
"4 [{\"id\": 818, \"name\": \"based on novel\"}, {\"id\":... en \n",
"5 [{\"id\": 851, \"name\": \"dual identity\"}, {\"id\": ... en \n",
"6 [{\"id\": 1562, \"name\": \"hostage\"}, {\"id\": 2343,... en \n",
"7 [{\"id\": 8828, \"name\": \"marvel comic\"}, {\"id\": ... en \n",
"8 [{\"id\": 616, \"name\": \"witch\"}, {\"id\": 2343, \"n... en \n",
"9 [{\"id\": 849, \"name\": \"dc comics\"}, {\"id\": 7002... en \n",
"10 [{\"id\": 83, \"name\": \"saving the world\"}, {\"id\"... en \n",
"11 [{\"id\": 627, \"name\": \"killing\"}, {\"id\": 1568, ... en \n",
"12 [{\"id\": 616, \"name\": \"witch\"}, {\"id\": 663, \"na... en \n",
"13 [{\"id\": 1556, \"name\": \"texas\"}, {\"id\": 2673, \"... en \n",
"14 [{\"id\": 83, \"name\": \"saving the world\"}, {\"id\"... en \n",
"15 [{\"id\": 818, \"name\": \"based on novel\"}, {\"id\":... en \n",
"16 [{\"id\": 242, \"name\": \"new york\"}, {\"id\": 5539,... en \n",
"17 [{\"id\": 658, \"name\": \"sea\"}, {\"id\": 1316, \"nam... en \n",
"18 [{\"id\": 4379, \"name\": \"time travel\"}, {\"id\": 5... en \n",
"19 [{\"id\": 417, \"name\": \"corruption\"}, {\"id\": 603... en \n",
"20 [{\"id\": 1872, \"name\": \"loss of father\"}, {\"id\"... en \n",
"21 [{\"id\": 4147, \"name\": \"robin hood\"}, {\"id\": 43... en \n",
"22 [{\"id\": 603, \"name\": \"elves\"}, {\"id\": 604, \"na... en \n",
"23 [{\"id\": 392, \"name\": \"england\"}, {\"id\": 1461, ... en \n",
"24 [{\"id\": 774, \"name\": \"film business\"}, {\"id\": ... en \n",
"25 [{\"id\": 2580, \"name\": \"shipwreck\"}, {\"id\": 298... en \n",
"26 [{\"id\": 393, \"name\": \"civil war\"}, {\"id\": 6091... en \n",
"27 [{\"id\": 1721, \"name\": \"fight\"}, {\"id\": 4410, \"... en \n",
"28 [{\"id\": 1299, \"name\": \"monster\"}, {\"id\": 1718,... en \n",
"29 [{\"id\": 470, \"name\": \"spy\"}, {\"id\": 4289, \"nam... en \n",
"... ... ... \n",
"4773 [{\"id\": 1361, \"name\": \"salesclerk\"}, {\"id\": 30... en \n",
"4774 [{\"id\": 1566, \"name\": \"dream\"}, {\"id\": 13059, ... en \n",
"4775 [{\"id\": 171993, \"name\": \"mumblecore\"}] en \n",
"4776 [{\"id\": 1438, \"name\": \"office\"}, {\"id\": 9673, ... en \n",
"4777 [] en \n",
"4778 [{\"id\": 10022, \"name\": \"rampage\"}, {\"id\": 1454... en \n",
"4779 [{\"id\": 305, \"name\": \"moon\"}, {\"id\": 490, \"nam... en \n",
"4780 [] en \n",
"4781 [{\"id\": 13043, \"name\": \"dating\"}, {\"id\": 15160... en \n",
"4782 [{\"id\": 186, \"name\": \"christianity\"}, {\"id\": 4... en \n",
"4783 [{\"id\": 9712, \"name\": \"possession\"}] en \n",
"4784 [{\"id\": 171993, \"name\": \"mumblecore\"}] en \n",
"4785 [] en \n",
"4786 [{\"id\": 10183, \"name\": \"independent film\"}] en \n",
"4787 [{\"id\": 9715, \"name\": \"superhero\"}] en \n",
"4788 [{\"id\": 237, \"name\": \"gay\"}, {\"id\": 900, \"name... en \n",
"4789 [{\"id\": 6782, \"name\": \"addiction\"}, {\"id\": 155... en \n",
"4790 [] fa \n",
"4791 [{\"id\": 14903, \"name\": \"home invasion\"}] en \n",
"4792 [{\"id\": 233, \"name\": \"japan\"}, {\"id\": 549, \"na... ja \n",
"4793 [{\"id\": 718, \"name\": \"confession\"}, {\"id\": 100... en \n",
"4794 [] en \n",
"4795 [{\"id\": 10726, \"name\": \"gang\"}, {\"id\": 33928, ... en \n",
"4796 [{\"id\": 1448, \"name\": \"distrust\"}, {\"id\": 2101... en \n",
"4797 [] en \n",
"4798 [{\"id\": 5616, \"name\": \"united states\\u2013mexi... es \n",
"4799 [] en \n",
"4800 [{\"id\": 248, \"name\": \"date\"}, {\"id\": 699, \"nam... en \n",
"4801 [] en \n",
"4802 [{\"id\": 1523, \"name\": \"obsession\"}, {\"id\": 224... en \n",
"\n",
" original_title \\\n",
"0 Avatar \n",
"1 Pirates of the Caribbean: At World's End \n",
"2 Spectre \n",
"3 The Dark Knight Rises \n",
"4 John Carter \n",
"5 Spider-Man 3 \n",
"6 Tangled \n",
"7 Avengers: Age of Ultron \n",
"8 Harry Potter and the Half-Blood Prince \n",
"9 Batman v Superman: Dawn of Justice \n",
"10 Superman Returns \n",
"11 Quantum of Solace \n",
"12 Pirates of the Caribbean: Dead Man's Chest \n",
"13 The Lone Ranger \n",
"14 Man of Steel \n",
"15 The Chronicles of Narnia: Prince Caspian \n",
"16 The Avengers \n",
"17 Pirates of the Caribbean: On Stranger Tides \n",
"18 Men in Black 3 \n",
"19 The Hobbit: The Battle of the Five Armies \n",
"20 The Amazing Spider-Man \n",
"21 Robin Hood \n",
"22 The Hobbit: The Desolation of Smaug \n",
"23 The Golden Compass \n",
"24 King Kong \n",
"25 Titanic \n",
"26 Captain America: Civil War \n",
"27 Battleship \n",
"28 Jurassic World \n",
"29 Skyfall \n",
"... ... \n",
"4773 Clerks \n",
"4774 Pink Narcissus \n",
"4775 Funny Ha Ha \n",
"4776 In the Company of Men \n",
"4777 Manito \n",
"4778 Rampage \n",
"4779 Slacker \n",
"4780 Dutch Kills \n",
"4781 Dry Spell \n",
"4782 Flywheel \n",
"4783 Backmask \n",
"4784 The Puffy Chair \n",
"4785 Stories of Our Lives \n",
"4786 Breaking Upwards \n",
"4787 All Superheroes Must Die \n",
"4788 Pink Flamingos \n",
"4789 Clean \n",
"4790 دایره \n",
"4791 Tin Can Man \n",
"4792 キュア \n",
"4793 On The Downlow \n",
"4794 Sanctuary: Quite a Conundrum \n",
"4795 Bang \n",
"4796 Primer \n",
"4797 Cavite \n",
"4798 El Mariachi \n",
"4799 Newlyweds \n",
"4800 Signed, Sealed, Delivered \n",
"4801 Shanghai Calling \n",
"4802 My Date with Drew \n",
"\n",
" overview popularity \\\n",
"0 In the 22nd century, a paraplegic Marine is di... 150.437577 \n",
"1 Captain Barbossa, long believed to be dead, ha... 139.082615 \n",
"2 A cryptic message from Bond’s past sends him o... 107.376788 \n",
"3 Following the death of District Attorney Harve... 112.312950 \n",
"4 John Carter is a war-weary, former military ca... 43.926995 \n",
"5 The seemingly invincible Spider-Man goes up ag... 115.699814 \n",
"6 When the kingdom's most wanted-and most charmi... 48.681969 \n",
"7 When Tony Stark tries to jumpstart a dormant p... 134.279229 \n",
"8 As Harry begins his sixth year at Hogwarts, he... 98.885637 \n",
"9 Fearing the actions of a god-like Super Hero l... 155.790452 \n",
"10 Superman returns to discover his 5-year absenc... 57.925623 \n",
"11 Quantum of Solace continues the adventures of ... 107.928811 \n",
"12 Captain Jack Sparrow works his way out of a bl... 145.847379 \n",
"13 The Texas Rangers chase down a gang of outlaws... 49.046956 \n",
"14 A young boy learns that he has extraordinary p... 99.398009 \n",
"15 One year after their incredible adventures in ... 53.978602 \n",
"16 When an unexpected enemy emerges and threatens... 144.448633 \n",
"17 Captain Jack Sparrow crosses paths with a woma... 135.413856 \n",
"18 Agents J (Will Smith) and K (Tommy Lee Jones) ... 52.035179 \n",
"19 Immediately after the events of The Desolation... 120.965743 \n",
"20 Peter Parker is an outcast high schooler aband... 89.866276 \n",
"21 When soldier Robin happens upon the dying Robe... 37.668301 \n",
"22 The Dwarves, Bilbo and Gandalf have successful... 94.370564 \n",
"23 After overhearing a shocking secret, precociou... 42.990906 \n",
"24 In 1933 New York, an overly ambitious movie pr... 61.226010 \n",
"25 84 years later, a 101-year-old woman named Ros... 100.025899 \n",
"26 Following the events of Age of Ultron, the col... 198.372395 \n",
"27 When mankind beams a radio signal into space, ... 64.928382 \n",
"28 Twenty-two years after the events of Jurassic ... 418.708552 \n",
"29 When Bond's latest assignment goes gravely wro... 93.004993 \n",
"... ... ... \n",
"4773 Convenience and video store clerks Dante and R... 19.748658 \n",
"4774 An erotic poem set in the fantasies of a young... 0.027811 \n",
"4775 Unsure of what to do next, 23-year-old Marnie ... 0.362633 \n",
"4776 Two business executives--one an avowed misogyn... 2.634007 \n",
"4777 Fifteen years ago, their Washington Heights ne... 0.039264 \n",
"4778 The boredom of small town life is eating Bill ... 7.101197 \n",
"4779 Presents a day in the life in Austin, Texas am... 3.320622 \n",
"4780 A desperate ex-con is forced to gather his old... 0.038143 \n",
"4781 Sasha tries to get her soon-to-be ex husband K... 0.048948 \n",
"4782 Jay Austin wants to sell you a used car, but w... 1.048524 \n",
"4783 During an all-night, drug-fueled party at an a... 3.619167 \n",
"4784 Josh's life is pretty much in the toilet. He's... 1.243955 \n",
"4785 Created by the members of a Nairobi-based arts... 0.327794 \n",
"4786 'Breaking Upwards' explores a young, real-life... 0.674570 \n",
"4787 Masked vigilantes Charge (Jason Trost), Cutthr... 3.545991 \n",
"4788 Notorious Baltimore criminal and underground f... 4.553644 \n",
"4789 After losing her husband to a heroin overdose,... 1.464566 \n",
"4790 Various women struggle to function in the oppr... 1.193779 \n",
"4791 Recently dumped by his girlfirend for another ... 0.332679 \n",
"4792 A wave of gruesome murders is sweeping Tokyo. ... 0.212443 \n",
"4793 Isaac and Angel are two young Latinos involved... 0.029757 \n",
"4794 It should have been just a normal day of sex, ... 0.166513 \n",
"4795 A young woman in L.A. is having a bad day: she... 0.918116 \n",
"4796 Friends/fledgling entrepreneurs invent a devic... 23.307949 \n",
"4797 Adam, a security guard, travels from Californi... 0.022173 \n",
"4798 El Mariachi just wants to play his guitar and ... 14.269792 \n",
"4799 A newlywed couple's honeymoon is upended by th... 0.642552 \n",
"4800 \"Signed, Sealed, Delivered\" introduces a dedic... 1.444476 \n",
"4801 When ambitious New York attorney Sam is sent t... 0.857008 \n",
"4802 Ever since the second grade when he first saw ... 1.929883 \n",
"\n",
" production_companies \\\n",
"0 [{\"name\": \"Ingenious Film Partners\", \"id\": 289... \n",
"1 [{\"name\": \"Walt Disney Pictures\", \"id\": 2}, {\"... \n",
"2 [{\"name\": \"Columbia Pictures\", \"id\": 5}, {\"nam... \n",
"3 [{\"name\": \"Legendary Pictures\", \"id\": 923}, {\"... \n",
"4 [{\"name\": \"Walt Disney Pictures\", \"id\": 2}] \n",
"5 [{\"name\": \"Columbia Pictures\", \"id\": 5}, {\"nam... \n",
"6 [{\"name\": \"Walt Disney Pictures\", \"id\": 2}, {\"... \n",
"7 [{\"name\": \"Marvel Studios\", \"id\": 420}, {\"name... \n",
"8 [{\"name\": \"Warner Bros.\", \"id\": 6194}, {\"name\"... \n",
"9 [{\"name\": \"DC Comics\", \"id\": 429}, {\"name\": \"A... \n",
"10 [{\"name\": \"DC Comics\", \"id\": 429}, {\"name\": \"L... \n",
"11 [{\"name\": \"Eon Productions\", \"id\": 7576}] \n",
"12 [{\"name\": \"Walt Disney Pictures\", \"id\": 2}, {\"... \n",
"13 [{\"name\": \"Walt Disney Pictures\", \"id\": 2}, {\"... \n",
"14 [{\"name\": \"Legendary Pictures\", \"id\": 923}, {\"... \n",
"15 [{\"name\": \"Walt Disney\", \"id\": 5888}, {\"name\":... \n",
"16 [{\"name\": \"Paramount Pictures\", \"id\": 4}, {\"na... \n",
"17 [{\"name\": \"Walt Disney Pictures\", \"id\": 2}, {\"... \n",
"18 [{\"name\": \"Amblin Entertainment\", \"id\": 56}, {... \n",
"19 [{\"name\": \"WingNut Films\", \"id\": 11}, {\"name\":... \n",
"20 [{\"name\": \"Columbia Pictures\", \"id\": 5}, {\"nam... \n",
"21 [{\"name\": \"Imagine Entertainment\", \"id\": 23}, ... \n",
"22 [{\"name\": \"WingNut Films\", \"id\": 11}, {\"name\":... \n",
"23 [{\"name\": \"New Line Cinema\", \"id\": 12}, {\"name... \n",
"24 [{\"name\": \"WingNut Films\", \"id\": 11}, {\"name\":... \n",
"25 [{\"name\": \"Paramount Pictures\", \"id\": 4}, {\"na... \n",
"26 [{\"name\": \"Studio Babelsberg\", \"id\": 264}, {\"n... \n",
"27 [{\"name\": \"Universal Pictures\", \"id\": 33}, {\"n... \n",
"28 [{\"name\": \"Universal Studios\", \"id\": 13}, {\"na... \n",
"29 [{\"name\": \"Columbia Pictures\", \"id\": 5}] \n",
"... ... \n",
"4773 [{\"name\": \"Miramax Films\", \"id\": 14}, {\"name\":... \n",
"4774 [{\"name\": \"Strand Releasing\", \"id\": 3923}] \n",
"4775 [] \n",
"4776 [{\"name\": \"Alliance Atlantis Communications\", ... \n",
"4777 [] \n",
"4778 [{\"name\": \"Boll Kino Beteiligungs GmbH & Co. K... \n",
"4779 [] \n",
"4780 [] \n",
"4781 [] \n",
"4782 [] \n",
"4783 [{\"name\": \"GO Productions\", \"id\": 2943}, {\"nam... \n",
"4784 [] \n",
"4785 [] \n",
"4786 [] \n",
"4787 [{\"name\": \"Grindfest\", \"id\": 18818}] \n",
"4788 [{\"name\": \"Dreamland Productions\", \"id\": 407}] \n",
"4789 [] \n",
"4790 [{\"name\": \"Jafar Panahi Film Productions\", \"id... \n",
"4791 [{\"name\": \"Park Films\", \"id\": 21871}, {\"name\":... \n",
"4792 [{\"name\": \"Daiei Studios\", \"id\": 881}] \n",
"4793 [{\"name\": \"Iconoclast Films\", \"id\": 26677}] \n",
"4794 [{\"name\": \"Gold Lion Films\", \"id\": 37870}, {\"n... \n",
"4795 [{\"name\": \"Asylum Films\", \"id\": 10571}, {\"name... \n",
"4796 [{\"name\": \"Thinkfilm\", \"id\": 446}] \n",
"4797 [] \n",
"4798 [{\"name\": \"Columbia Pictures\", \"id\": 5}] \n",
"4799 [] \n",
"4800 [{\"name\": \"Front Street Pictures\", \"id\": 3958}... \n",
"4801 [] \n",
"4802 [{\"name\": \"rusty bear entertainment\", \"id\": 87... \n",
"\n",
" production_countries release_date \\\n",
"0 [{\"iso_3166_1\": \"US\", \"name\": \"United States o... 2009-12-10 \n",
"1 [{\"iso_3166_1\": \"US\", \"name\": \"United States o... 2007-05-19 \n",
"2 [{\"iso_3166_1\": \"GB\", \"name\": \"United Kingdom\"... 2015-10-26 \n",
"3 [{\"iso_3166_1\": \"US\", \"name\": \"United States o... 2012-07-16 \n",
"4 [{\"iso_3166_1\": \"US\", \"name\": \"United States o... 2012-03-07 \n",
"5 [{\"iso_3166_1\": \"US\", \"name\": \"United States o... 2007-05-01 \n",
"6 [{\"iso_3166_1\": \"US\", \"name\": \"United States o... 2010-11-24 \n",
"7 [{\"iso_3166_1\": \"US\", \"name\": \"United States o... 2015-04-22 \n",
"8 [{\"iso_3166_1\": \"GB\", \"name\": \"United Kingdom\"... 2009-07-07 \n",
"9 [{\"iso_3166_1\": \"US\", \"name\": \"United States o... 2016-03-23 \n",
"10 [{\"iso_3166_1\": \"US\", \"name\": \"United States o... 2006-06-28 \n",
"11 [{\"iso_3166_1\": \"GB\", \"name\": \"United Kingdom\"... 2008-10-30 \n",
"12 [{\"iso_3166_1\": \"JM\", \"name\": \"Jamaica\"}, {\"is... 2006-06-20 \n",
"13 [{\"iso_3166_1\": \"US\", \"name\": \"United States o... 2013-07-03 \n",
"14 [{\"iso_3166_1\": \"GB\", \"name\": \"United Kingdom\"... 2013-06-12 \n",
"15 [{\"iso_3166_1\": \"CZ\", \"name\": \"Czech Republic\"... 2008-05-15 \n",
"16 [{\"iso_3166_1\": \"US\", \"name\": \"United States o... 2012-04-25 \n",
"17 [{\"iso_3166_1\": \"US\", \"name\": \"United States o... 2011-05-14 \n",
"18 [{\"iso_3166_1\": \"US\", \"name\": \"United States o... 2012-05-23 \n",
"19 [{\"iso_3166_1\": \"NZ\", \"name\": \"New Zealand\"}, ... 2014-12-10 \n",
"20 [{\"iso_3166_1\": \"US\", \"name\": \"United States o... 2012-06-27 \n",
"21 [{\"iso_3166_1\": \"GB\", \"name\": \"United Kingdom\"... 2010-05-12 \n",
"22 [{\"iso_3166_1\": \"NZ\", \"name\": \"New Zealand\"}, ... 2013-12-11 \n",
"23 [{\"iso_3166_1\": \"GB\", \"name\": \"United Kingdom\"... 2007-12-04 \n",
"24 [{\"iso_3166_1\": \"NZ\", \"name\": \"New Zealand\"}, ... 2005-12-14 \n",
"25 [{\"iso_3166_1\": \"US\", \"name\": \"United States o... 1997-11-18 \n",
"26 [{\"iso_3166_1\": \"US\", \"name\": \"United States o... 2016-04-27 \n",
"27 [{\"iso_3166_1\": \"US\", \"name\": \"United States o... 2012-04-11 \n",
"28 [{\"iso_3166_1\": \"US\", \"name\": \"United States o... 2015-06-09 \n",
"29 [{\"iso_3166_1\": \"GB\", \"name\": \"United Kingdom\"... 2012-10-25 \n",
"... ... ... \n",
"4773 [{\"iso_3166_1\": \"US\", \"name\": \"United States o... 1994-09-13 \n",
"4774 [{\"iso_3166_1\": \"US\", \"name\": \"United States o... 1971-01-01 \n",
"4775 [{\"iso_3166_1\": \"US\", \"name\": \"United States o... 2002-09-20 \n",
"4776 [{\"iso_3166_1\": \"CA\", \"name\": \"Canada\"}, {\"iso... 1997-01-19 \n",
"4777 [{\"iso_3166_1\": \"US\", \"name\": \"United States o... 2002-01-15 \n",
"4778 [{\"iso_3166_1\": \"CA\", \"name\": \"Canada\"}, {\"iso... 2009-08-14 \n",
"4779 [{\"iso_3166_1\": \"US\", \"name\": \"United States o... 1990-07-27 \n",
"4780 [] 2015-10-02 \n",
"4781 [{\"iso_3166_1\": \"US\", \"name\": \"United States o... 2013-02-14 \n",
"4782 [{\"iso_3166_1\": \"US\", \"name\": \"United States o... 2003-01-01 \n",
"4783 [{\"iso_3166_1\": \"US\", \"name\": \"United States o... 2015-01-16 \n",
"4784 [] 2005-01-17 \n",
"4785 [{\"iso_3166_1\": \"KE\", \"name\": \"Kenya\"}] 2014-09-05 \n",
"4786 [{\"iso_3166_1\": \"US\", \"name\": \"United States o... 2009-03-14 \n",
"4787 [] 2011-10-26 \n",
"4788 [{\"iso_3166_1\": \"US\", \"name\": \"United States o... 1972-03-12 \n",
"4789 [{\"iso_3166_1\": \"GB\", \"name\": \"United Kingdom\"... 2004-09-01 \n",
"4790 [{\"iso_3166_1\": \"IR\", \"name\": \"Iran\"}] 2000-09-08 \n",
"4791 [{\"iso_3166_1\": \"IE\", \"name\": \"Ireland\"}] 2007-01-01 \n",
"4792 [{\"iso_3166_1\": \"JP\", \"name\": \"Japan\"}] 1997-11-06 \n",
"4793 [{\"iso_3166_1\": \"US\", \"name\": \"United States o... 2004-04-11 \n",
"4794 [{\"iso_3166_1\": \"US\", \"name\": \"United States o... 2012-01-20 \n",
"4795 [{\"iso_3166_1\": \"US\", \"name\": \"United States o... 1995-09-09 \n",
"4796 [{\"iso_3166_1\": \"US\", \"name\": \"United States o... 2004-10-08 \n",
"4797 [] 2005-03-12 \n",
"4798 [{\"iso_3166_1\": \"MX\", \"name\": \"Mexico\"}, {\"iso... 1992-09-04 \n",
"4799 [] 2011-12-26 \n",
"4800 [{\"iso_3166_1\": \"US\", \"name\": \"United States o... 2013-10-13 \n",
"4801 [{\"iso_3166_1\": \"US\", \"name\": \"United States o... 2012-05-03 \n",
"4802 [{\"iso_3166_1\": \"US\", \"name\": \"United States o... 2005-08-05 \n",
"\n",
" revenue runtime spoken_languages \\\n",
"0 2787965087 162.0 [{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso... \n",
"1 961000000 169.0 [{\"iso_639_1\": \"en\", \"name\": \"English\"}] \n",
"2 880674609 148.0 [{\"iso_639_1\": \"fr\", \"name\": \"Fran\\u00e7ais\"},... \n",
"3 1084939099 165.0 [{\"iso_639_1\": \"en\", \"name\": \"English\"}] \n",
"4 284139100 132.0 [{\"iso_639_1\": \"en\", \"name\": \"English\"}] \n",
"5 890871626 139.0 [{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso... \n",
"6 591794936 100.0 [{\"iso_639_1\": \"en\", \"name\": \"English\"}] \n",
"7 1405403694 141.0 [{\"iso_639_1\": \"en\", \"name\": \"English\"}] \n",
"8 933959197 153.0 [{\"iso_639_1\": \"en\", \"name\": \"English\"}] \n",
"9 873260194 151.0 [{\"iso_639_1\": \"en\", \"name\": \"English\"}] \n",
"10 391081192 154.0 [{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso... \n",
"11 586090727 106.0 [{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso... \n",
"12 1065659812 151.0 [{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso... \n",
"13 89289910 149.0 [{\"iso_639_1\": \"en\", \"name\": \"English\"}] \n",
"14 662845518 143.0 [{\"iso_639_1\": \"en\", \"name\": \"English\"}] \n",
"15 419651413 150.0 [{\"iso_639_1\": \"en\", \"name\": \"English\"}] \n",
"16 1519557910 143.0 [{\"iso_639_1\": \"en\", \"name\": \"English\"}] \n",
"17 1045713802 136.0 [{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso... \n",
"18 624026776 106.0 [{\"iso_639_1\": \"en\", \"name\": \"English\"}] \n",
"19 956019788 144.0 [{\"iso_639_1\": \"en\", \"name\": \"English\"}] \n",
"20 752215857 136.0 [{\"iso_639_1\": \"en\", \"name\": \"English\"}] \n",
"21 310669540 140.0 [{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso... \n",
"22 958400000 161.0 [{\"iso_639_1\": \"en\", \"name\": \"English\"}] \n",
"23 372234864 113.0 [{\"iso_639_1\": \"is\", \"name\": \"\\u00cdslenska\"},... \n",
"24 550000000 187.0 [{\"iso_639_1\": \"en\", \"name\": \"English\"}] \n",
"25 1845034188 194.0 [{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso... \n",
"26 1153304495 147.0 [{\"iso_639_1\": \"ro\", \"name\": \"Rom\\u00e2n\\u0103... \n",
"27 303025485 131.0 [{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso... \n",
"28 1513528810 124.0 [{\"iso_639_1\": \"en\", \"name\": \"English\"}] \n",
"29 1108561013 143.0 [{\"iso_639_1\": \"en\", \"name\": \"English\"}] \n",
"... ... ... ... \n",
"4773 3151130 92.0 [{\"iso_639_1\": \"en\", \"name\": \"English\"}] \n",
"4774 0 64.0 [{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso... \n",
"4775 76901 85.0 [{\"iso_639_1\": \"en\", \"name\": \"English\"}] \n",
"4776 0 97.0 [{\"iso_639_1\": \"en\", \"name\": \"English\"}] \n",
"4777 0 78.0 [{\"iso_639_1\": \"es\", \"name\": \"Espa\\u00f1ol\"}, ... \n",
"4778 0 85.0 [{\"iso_639_1\": \"en\", \"name\": \"English\"}] \n",
"4779 0 97.0 [{\"iso_639_1\": \"en\", \"name\": \"English\"}] \n",
"4780 0 90.0 [] \n",
"4781 0 90.0 [{\"iso_639_1\": \"en\", \"name\": \"English\"}] \n",
"4782 0 120.0 [{\"iso_639_1\": \"en\", \"name\": \"English\"}] \n",
"4783 0 91.0 [{\"iso_639_1\": \"en\", \"name\": \"English\"}] \n",
"4784 0 85.0 [] \n",
"4785 0 60.0 [{\"iso_639_1\": \"sw\", \"name\": \"Kiswahili\"}, {\"i... \n",
"4786 0 88.0 [{\"iso_639_1\": \"en\", \"name\": \"English\"}] \n",
"4787 0 78.0 [{\"iso_639_1\": \"en\", \"name\": \"English\"}] \n",
"4788 6000000 93.0 [{\"iso_639_1\": \"en\", \"name\": \"English\"}] \n",
"4789 0 111.0 [{\"iso_639_1\": \"cn\", \"name\": \"\\u5e7f\\u5dde\\u8b... \n",
"4790 0 90.0 [{\"iso_639_1\": \"fa\", \"name\": \"\\u0641\\u0627\\u06... \n",
"4791 0 84.0 [{\"iso_639_1\": \"en\", \"name\": \"English\"}] \n",
"4792 99000 111.0 [{\"iso_639_1\": \"ja\", \"name\": \"\\u65e5\\u672c\\u8a... \n",
"4793 0 90.0 [] \n",
"4794 0 82.0 [{\"iso_639_1\": \"en\", \"name\": \"English\"}] \n",
"4795 0 98.0 [{\"iso_639_1\": \"en\", \"name\": \"English\"}] \n",
"4796 424760 77.0 [{\"iso_639_1\": \"en\", \"name\": \"English\"}] \n",
"4797 0 80.0 [] \n",
"4798 2040920 81.0 [{\"iso_639_1\": \"es\", \"name\": \"Espa\\u00f1ol\"}] \n",
"4799 0 85.0 [] \n",
"4800 0 120.0 [{\"iso_639_1\": \"en\", \"name\": \"English\"}] \n",
"4801 0 98.0 [{\"iso_639_1\": \"en\", \"name\": \"English\"}] \n",
"4802 0 90.0 [{\"iso_639_1\": \"en\", \"name\": \"English\"}] \n",
"\n",
" status tagline \\\n",
"0 Released Enter the World of Pandora. \n",
"1 Released At the end of the world, the adventure begins. \n",
"2 Released A Plan No One Escapes \n",
"3 Released The Legend Ends \n",
"4 Released Lost in our world, found in another. \n",
"5 Released The battle within. \n",
"6 Released They're taking adventure to new lengths. \n",
"7 Released A New Age Has Come. \n",
"8 Released Dark Secrets Revealed \n",
"9 Released Justice or revenge \n",
"10 Released NaN \n",
"11 Released For love, for hate, for justice, for revenge. \n",
"12 Released Jack is back! \n",
"13 Released Never Take Off the Mask \n",
"14 Released You will believe that a man can fly. \n",
"15 Released Hope has a new face. \n",
"16 Released Some assembly required. \n",
"17 Released Live Forever Or Die Trying. \n",
"18 Released They are back... in time. \n",
"19 Released Witness the defining chapter of the Middle-Ear... \n",
"20 Released The untold story begins. \n",
"21 Released Rise and rise again, until lambs become lions. \n",
"22 Released Beyond darkness... beyond desolation... lies t... \n",
"23 Released There are worlds beyond our own - the compass ... \n",
"24 Released The eighth wonder of the world. \n",
"25 Released Nothing on Earth could come between them. \n",
"26 Released Divided We Fall \n",
"27 Released The Battle for Earth Begins at Sea \n",
"28 Released The park is open. \n",
"29 Released Think on your sins. \n",
"... ... ... \n",
"4773 Released Just because they serve you doesn't mean they ... \n",
"4774 Released A unique experience in visual fantasy! \n",
"4775 Released NaN \n",
"4776 Released Are all men bastards...or just misunderstood? \n",
"4777 Released NaN \n",
"4778 Released Vengeance is ruthless. \n",
"4779 Released NaN \n",
"4780 Released NaN \n",
"4781 Released Getting divorced does funny things to a girl \n",
"4782 Released NaN \n",
"4783 Released nederlands \n",
"4784 Released NaN \n",
"4785 Released NaN \n",
"4786 Released NaN \n",
"4787 Released May The Best Man Win \n",
"4788 Released An exercise in poor taste. \n",
"4789 Released When you don't have a choice, you change. \n",
"4790 Released NaN \n",
"4791 Released Everything You've Heard is True \n",
"4792 Released Madness. Terror. Murder. \n",
"4793 Released Two gangs. One secret. One crossroad. \n",
"4794 Released NaN \n",
"4795 Released Sometimes you've got to break the rules \n",
"4796 Released What happens if it actually works? \n",
"4797 Released NaN \n",
"4798 Released He didn't come looking for trouble, but troubl... \n",
"4799 Released A newlywed couple's honeymoon is upended by th... \n",
"4800 Released NaN \n",
"4801 Released A New Yorker in Shanghai \n",
"4802 Released NaN \n",
"\n",
" title vote_average vote_count \n",
"0 Avatar 7.2 11800 \n",
"1 Pirates of the Caribbean: At World's End 6.9 4500 \n",
"2 Spectre 6.3 4466 \n",
"3 The Dark Knight Rises 7.6 9106 \n",
"4 John Carter 6.1 2124 \n",
"5 Spider-Man 3 5.9 3576 \n",
"6 Tangled 7.4 3330 \n",
"7 Avengers: Age of Ultron 7.3 6767 \n",
"8 Harry Potter and the Half-Blood Prince 7.4 5293 \n",
"9 Batman v Superman: Dawn of Justice 5.7 7004 \n",
"10 Superman Returns 5.4 1400 \n",
"11 Quantum of Solace 6.1 2965 \n",
"12 Pirates of the Caribbean: Dead Man's Chest 7.0 5246 \n",
"13 The Lone Ranger 5.9 2311 \n",
"14 Man of Steel 6.5 6359 \n",
"15 The Chronicles of Narnia: Prince Caspian 6.3 1630 \n",
"16 The Avengers 7.4 11776 \n",
"17 Pirates of the Caribbean: On Stranger Tides 6.4 4948 \n",
"18 Men in Black 3 6.2 4160 \n",
"19 The Hobbit: The Battle of the Five Armies 7.1 4760 \n",
"20 The Amazing Spider-Man 6.5 6586 \n",
"21 Robin Hood 6.2 1398 \n",
"22 The Hobbit: The Desolation of Smaug 7.6 4524 \n",
"23 The Golden Compass 5.8 1303 \n",
"24 King Kong 6.6 2337 \n",
"25 Titanic 7.5 7562 \n",
"26 Captain America: Civil War 7.1 7241 \n",
"27 Battleship 5.5 2114 \n",
"28 Jurassic World 6.5 8662 \n",
"29 Skyfall 6.9 7604 \n",
"... ... ... ... \n",
"4773 Clerks 7.4 755 \n",
"4774 Pink Narcissus 6.0 9 \n",
"4775 Funny Ha Ha 6.3 8 \n",
"4776 In the Company of Men 6.8 44 \n",
"4777 Manito 5.5 2 \n",
"4778 Rampage 6.0 131 \n",
"4779 Slacker 6.4 77 \n",
"4780 Dutch Kills 0.0 0 \n",
"4781 Dry Spell 6.0 1 \n",
"4782 Flywheel 6.8 19 \n",
"4783 Backmask 4.7 79 \n",
"4784 The Puffy Chair 6.2 15 \n",
"4785 Stories of Our Lives 0.0 0 \n",
"4786 Breaking Upwards 5.6 12 \n",
"4787 All Superheroes Must Die 4.2 13 \n",
"4788 Pink Flamingos 6.2 110 \n",
"4789 Clean 6.7 17 \n",
"4790 The Circle 6.6 17 \n",
"4791 Tin Can Man 2.0 1 \n",
"4792 Cure 7.4 63 \n",
"4793 On The Downlow 6.0 2 \n",
"4794 Sanctuary: Quite a Conundrum 0.0 0 \n",
"4795 Bang 6.0 1 \n",
"4796 Primer 6.9 658 \n",
"4797 Cavite 7.5 2 \n",
"4798 El Mariachi 6.6 238 \n",
"4799 Newlyweds 5.9 5 \n",
"4800 Signed, Sealed, Delivered 7.0 6 \n",
"4801 Shanghai Calling 5.7 7 \n",
"4802 My Date with Drew 6.3 16 \n",
"\n",
"[4803 rows x 20 columns]"
]
},
"metadata": {
"tags": []
},
"execution_count": 4
}
]
},
{
"metadata": {
"id": "BxrKhd5zeBpM",
"colab_type": "text"
},
"cell_type": "markdown",
"source": [
"O dataset de créditos contem dados como id do filme (que é ligado ao id em movies), informações da equipe técnica (diretor, editor, escritor) e atores de apoio."
]
},
{
"metadata": {
"id": "z-ihwBrYbD-M",
"colab_type": "code",
"outputId": "9676c867-80d2-4ad1-c785-a2db8c251921",
"colab": {
"resources": {
"http://localhost:8080/nbextensions/google.colab/files.js": {
"data": "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"ok": true,
"headers": [
[
"content-type",
"application/javascript"
]
],
"status": 200,
"status_text": ""
}
},
"base_uri": "https://localhost:8080/",
"height": 72
}
},
"cell_type": "code",
"source": [
"#carregando o dataset de credits\n",
"\n",
"uploaded = files.upload()\n",
"\n",
"creditos = pd.read_csv('tmdb_5000_credits.csv')\n",
"\n"
],
"execution_count": 0,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/html": [
"\n",
" <input type=\"file\" id=\"files-ce63bce4-c44a-4fc6-a011-46440911ccec\" name=\"files[]\" multiple disabled />\n",
" <output id=\"result-ce63bce4-c44a-4fc6-a011-46440911ccec\">\n",
" Upload widget is only available when the cell has been executed in the\n",
" current browser session. Please rerun this cell to enable.\n",
" </output>\n",
" <script src=\"/nbextensions/google.colab/files.js\"></script> "
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
"Saving tmdb_5000_credits.csv to tmdb_5000_credits.csv\n"
],
"name": "stdout"
}
]
},
{
"metadata": {
"id": "L3gDknYSSBW-",
"colab_type": "code",
"outputId": "7025bf20-ca2e-480c-b9a5-b0e898f2691c",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1969
}
},
"cell_type": "code",
"source": [
"creditos"
],
"execution_count": 0,
"outputs": [
{
"output_type": "execute_result",
"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_id</th>\n",
" <th>title</th>\n",
" <th>cast</th>\n",
" <th>crew</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>19995</td>\n",
" <td>Avatar</td>\n",
" <td>[{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...</td>\n",
" <td>[{\"credit_id\": \"52fe48009251416c750aca23\", \"de...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>285</td>\n",
" <td>Pirates of the Caribbean: At World's End</td>\n",
" <td>[{\"cast_id\": 4, \"character\": \"Captain Jack Spa...</td>\n",
" <td>[{\"credit_id\": \"52fe4232c3a36847f800b579\", \"de...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>206647</td>\n",
" <td>Spectre</td>\n",
" <td>[{\"cast_id\": 1, \"character\": \"James Bond\", \"cr...</td>\n",
" <td>[{\"credit_id\": \"54805967c3a36829b5002c41\", \"de...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>49026</td>\n",
" <td>The Dark Knight Rises</td>\n",
" <td>[{\"cast_id\": 2, \"character\": \"Bruce Wayne / Ba...</td>\n",
" <td>[{\"credit_id\": \"52fe4781c3a36847f81398c3\", \"de...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>49529</td>\n",
" <td>John Carter</td>\n",
" <td>[{\"cast_id\": 5, \"character\": \"John Carter\", \"c...</td>\n",
" <td>[{\"credit_id\": \"52fe479ac3a36847f813eaa3\", \"de...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>559</td>\n",
" <td>Spider-Man 3</td>\n",
" <td>[{\"cast_id\": 30, \"character\": \"Peter Parker / ...</td>\n",
" <td>[{\"credit_id\": \"52fe4252c3a36847f80151a5\", \"de...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>38757</td>\n",
" <td>Tangled</td>\n",
" <td>[{\"cast_id\": 34, \"character\": \"Flynn Rider (vo...</td>\n",
" <td>[{\"credit_id\": \"52fe46db9251416c91062101\", \"de...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>99861</td>\n",
" <td>Avengers: Age of Ultron</td>\n",
" <td>[{\"cast_id\": 76, \"character\": \"Tony Stark / Ir...</td>\n",
" <td>[{\"credit_id\": \"55d5f7d4c3a3683e7e0016eb\", \"de...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>767</td>\n",
" <td>Harry Potter and the Half-Blood Prince</td>\n",
" <td>[{\"cast_id\": 3, \"character\": \"Harry Potter\", \"...</td>\n",
" <td>[{\"credit_id\": \"52fe4273c3a36847f801fab1\", \"de...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>209112</td>\n",
" <td>Batman v Superman: Dawn of Justice</td>\n",
" <td>[{\"cast_id\": 18, \"character\": \"Bruce Wayne / B...</td>\n",
" <td>[{\"credit_id\": \"553bf23692514135c8002886\", \"de...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>1452</td>\n",
" <td>Superman Returns</td>\n",
" <td>[{\"cast_id\": 3, \"character\": \"Superman / Clark...</td>\n",
" <td>[{\"credit_id\": \"553bef6a9251416874003c8f\", \"de...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>10764</td>\n",
" <td>Quantum of Solace</td>\n",
" <td>[{\"cast_id\": 1, \"character\": \"James Bond\", \"cr...</td>\n",
" <td>[{\"credit_id\": \"52fe43b29251416c7501aa63\", \"de...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>58</td>\n",
" <td>Pirates of the Caribbean: Dead Man's Chest</td>\n",
" <td>[{\"cast_id\": 37, \"character\": \"Captain Jack Sp...</td>\n",
" <td>[{\"credit_id\": \"52fe4211c3a36847f8001873\", \"de...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>57201</td>\n",
" <td>The Lone Ranger</td>\n",
" <td>[{\"cast_id\": 4, \"character\": \"Tonto\", \"credit_...</td>\n",
" <td>[{\"credit_id\": \"52fe4928c3a36847f818be95\", \"de...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>49521</td>\n",
" <td>Man of Steel</td>\n",
" <td>[{\"cast_id\": 2, \"character\": \"Clark Kent / Kal...</td>\n",
" <td>[{\"credit_id\": \"52fe4799c3a36847f813e667\", \"de...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>2454</td>\n",
" <td>The Chronicles of Narnia: Prince Caspian</td>\n",
" <td>[{\"cast_id\": 1, \"character\": \"Prince Caspian\",...</td>\n",
" <td>[{\"credit_id\": \"55a239e69251412979002e8b\", \"de...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>24428</td>\n",
" <td>The Avengers</td>\n",
" <td>[{\"cast_id\": 46, \"character\": \"Tony Stark / Ir...</td>\n",
" <td>[{\"credit_id\": \"52fe4495c3a368484e02b1cf\", \"de...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>1865</td>\n",
" <td>Pirates of the Caribbean: On Stranger Tides</td>\n",
" <td>[{\"cast_id\": 15, \"character\": \"Captain Jack Sp...</td>\n",
" <td>[{\"credit_id\": \"566b4f54c3a3683f56005151\", \"de...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>41154</td>\n",
" <td>Men in Black 3</td>\n",
" <td>[{\"cast_id\": 4, \"character\": \"Agent J\", \"credi...</td>\n",
" <td>[{\"credit_id\": \"52fe45b7c3a36847f80d68c7\", \"de...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>122917</td>\n",
" <td>The Hobbit: The Battle of the Five Armies</td>\n",
" <td>[{\"cast_id\": 10, \"character\": \"Bilbo Baggins\",...</td>\n",
" <td>[{\"credit_id\": \"548ad49a9251414fa20011ab\", \"de...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>1930</td>\n",
" <td>The Amazing Spider-Man</td>\n",
" <td>[{\"cast_id\": 56, \"character\": \"Peter Parker / ...</td>\n",
" <td>[{\"credit_id\": \"5395a60dc3a368641d004492\", \"de...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>20662</td>\n",
" <td>Robin Hood</td>\n",
" <td>[{\"cast_id\": 1, \"character\": \"Robin Longstride...</td>\n",
" <td>[{\"credit_id\": \"52fe43f2c3a368484e0076ad\", \"de...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>57158</td>\n",
" <td>The Hobbit: The Desolation of Smaug</td>\n",
" <td>[{\"cast_id\": 3, \"character\": \"Bilbo Baggins\", ...</td>\n",
" <td>[{\"credit_id\": \"52fe4926c3a36847f818b787\", \"de...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>2268</td>\n",
" <td>The Golden Compass</td>\n",
" <td>[{\"cast_id\": 43, \"character\": \"Lyra Belacqua\",...</td>\n",
" <td>[{\"credit_id\": \"52fe4348c3a36847f8048635\", \"de...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>254</td>\n",
" <td>King Kong</td>\n",
" <td>[{\"cast_id\": 5, \"character\": \"Ann Darrow\", \"cr...</td>\n",
" <td>[{\"credit_id\": \"52fe422ec3a36847f800a1d7\", \"de...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>597</td>\n",
" <td>Titanic</td>\n",
" <td>[{\"cast_id\": 20, \"character\": \"Rose DeWitt Buk...</td>\n",
" <td>[{\"credit_id\": \"52fe425ac3a36847f8017985\", \"de...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>271110</td>\n",
" <td>Captain America: Civil War</td>\n",
" <td>[{\"cast_id\": 9, \"character\": \"Steve Rogers / C...</td>\n",
" <td>[{\"credit_id\": \"569443d59251414b67000428\", \"de...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>44833</td>\n",
" <td>Battleship</td>\n",
" <td>[{\"cast_id\": 3, \"character\": \"Lieutenant Alex ...</td>\n",
" <td>[{\"credit_id\": \"52fe469ec3a36847f8108d45\", \"de...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>135397</td>\n",
" <td>Jurassic World</td>\n",
" <td>[{\"cast_id\": 10, \"character\": \"Owen Grady\", \"c...</td>\n",
" <td>[{\"credit_id\": \"52fe4bf7c3a368484e1a0683\", \"de...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>37724</td>\n",
" <td>Skyfall</td>\n",
" <td>[{\"cast_id\": 1, \"character\": \"James Bond\", \"cr...</td>\n",
" <td>[{\"credit_id\": \"52fe46689251416c910537ad\", \"de...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4773</th>\n",
" <td>2292</td>\n",
" <td>Clerks</td>\n",
" <td>[{\"cast_id\": 7, \"character\": \"Dante Hicks\", \"c...</td>\n",
" <td>[{\"credit_id\": \"52fe434ac3a36847f8049253\", \"de...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4774</th>\n",
" <td>42497</td>\n",
" <td>Pink Narcissus</td>\n",
" <td>[{\"cast_id\": 1006, \"character\": \"Pan\", \"credit...</td>\n",
" <td>[{\"credit_id\": \"52fe4606c3a36847f80e7ed9\", \"de...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4775</th>\n",
" <td>33693</td>\n",
" <td>Funny Ha Ha</td>\n",
" <td>[{\"cast_id\": 1, \"character\": \"Marnie\", \"credit...</td>\n",
" <td>[{\"credit_id\": \"52fe45309251416c9102a535\", \"de...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4776</th>\n",
" <td>14585</td>\n",
" <td>In the Company of Men</td>\n",
" <td>[{\"cast_id\": 1, \"character\": \"Chad\", \"credit_i...</td>\n",
" <td>[{\"credit_id\": \"52fe46049251416c7506a36b\", \"de...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4777</th>\n",
" <td>185465</td>\n",
" <td>Manito</td>\n",
" <td>[{\"cast_id\": 1, \"character\": \"Junior Moreno\", ...</td>\n",
" <td>[{\"credit_id\": \"54931bbf925141090e001d32\", \"de...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4778</th>\n",
" <td>38780</td>\n",
" <td>Rampage</td>\n",
" <td>[{\"cast_id\": 1, \"character\": \"Bill Williamson\"...</td>\n",
" <td>[{\"credit_id\": \"52fe46df9251416c91062979\", \"de...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4779</th>\n",
" <td>14022</td>\n",
" <td>Slacker</td>\n",
" <td>[{\"cast_id\": 1, \"character\": \"Should Have Stay...</td>\n",
" <td>[{\"credit_id\": \"52fe45c49251416c75061c17\", \"de...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4780</th>\n",
" <td>366967</td>\n",
" <td>Dutch Kills</td>\n",
" <td>[{\"cast_id\": 4, \"character\": \"Val\", \"credit_id...</td>\n",
" <td>[{\"credit_id\": \"563d13ec9251414c70007d5e\", \"de...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4781</th>\n",
" <td>255266</td>\n",
" <td>Dry Spell</td>\n",
" <td>[{\"cast_id\": 4, \"character\": \"Sasha\", \"credit_...</td>\n",
" <td>[{\"credit_id\": \"52fe4ee39251416c911412e7\", \"de...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4782</th>\n",
" <td>17345</td>\n",
" <td>Flywheel</td>\n",
" <td>[{\"cast_id\": 1, \"character\": \"Jay\", \"credit_id...</td>\n",
" <td>[{\"credit_id\": \"52fe471e9251416c7508e579\", \"de...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4783</th>\n",
" <td>226458</td>\n",
" <td>Backmask</td>\n",
" <td>[{\"cast_id\": 3, \"character\": \"Father Conway\", ...</td>\n",
" <td>[{\"credit_id\": \"554c8351c3a3685e500041f5\", \"de...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4784</th>\n",
" <td>24055</td>\n",
" <td>The Puffy Chair</td>\n",
" <td>[{\"cast_id\": 4, \"character\": \"Josh\", \"credit_i...</td>\n",
" <td>[{\"credit_id\": \"52fe447fc3a368484e026881\", \"de...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4785</th>\n",
" <td>287625</td>\n",
" <td>Stories of Our Lives</td>\n",
" <td>[{\"cast_id\": 8, \"character\": \"\", \"credit_id\": ...</td>\n",
" <td>[{\"credit_id\": \"549e790a9251414d27003096\", \"de...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4786</th>\n",
" <td>44990</td>\n",
" <td>Breaking Upwards</td>\n",
" <td>[{\"cast_id\": 1, \"character\": \"Zoe\", \"credit_id...</td>\n",
" <td>[{\"credit_id\": \"572239efc3a368712a0007db\", \"de...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4787</th>\n",
" <td>86304</td>\n",
" <td>All Superheroes Must Die</td>\n",
" <td>[{\"cast_id\": 1, \"character\": \"Charge / John\", ...</td>\n",
" <td>[{\"credit_id\": \"52fe497f9251416c910af3d1\", \"de...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4788</th>\n",
" <td>692</td>\n",
" <td>Pink Flamingos</td>\n",
" <td>[{\"cast_id\": 8, \"character\": \"Divine / Babs Jo...</td>\n",
" <td>[{\"credit_id\": \"52fe426bc3a36847f801d203\", \"de...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4789</th>\n",
" <td>39851</td>\n",
" <td>Clean</td>\n",
" <td>[{\"cast_id\": 1, \"character\": \"Emily Wang\", \"cr...</td>\n",
" <td>[{\"credit_id\": \"52fe47369251416c9106db9b\", \"de...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4790</th>\n",
" <td>13898</td>\n",
" <td>The Circle</td>\n",
" <td>[{\"cast_id\": 3, \"character\": \"Nargess\", \"credi...</td>\n",
" <td>[{\"credit_id\": \"52fe45b09251416c7505f189\", \"de...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4791</th>\n",
" <td>157185</td>\n",
" <td>Tin Can Man</td>\n",
" <td>[{\"cast_id\": 1, \"character\": \"Dave\", \"credit_i...</td>\n",
" <td>[{\"credit_id\": \"54c7851b925141679100372a\", \"de...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4792</th>\n",
" <td>36095</td>\n",
" <td>Cure</td>\n",
" <td>[{\"cast_id\": 3, \"character\": \"Kenichi Takabe\",...</td>\n",
" <td>[{\"credit_id\": \"52fe45cc9251416c9103eb7b\", \"de...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4793</th>\n",
" <td>182291</td>\n",
" <td>On The Downlow</td>\n",
" <td>[{\"cast_id\": 1, \"character\": \"Isaac\", \"credit_...</td>\n",
" <td>[{\"credit_id\": \"548c416392514122ef00197d\", \"de...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4794</th>\n",
" <td>286939</td>\n",
" <td>Sanctuary: Quite a Conundrum</td>\n",
" <td>[{\"cast_id\": 3, \"character\": \"Mimi\", \"credit_i...</td>\n",
" <td>[{\"credit_id\": \"545f8107c3a3686cbb0041fd\", \"de...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4795</th>\n",
" <td>124606</td>\n",
" <td>Bang</td>\n",
" <td>[{\"cast_id\": 2, \"character\": \"The Girl\", \"cred...</td>\n",
" <td>[{\"credit_id\": \"52fe4ab0c3a368484e161add\", \"de...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4796</th>\n",
" <td>14337</td>\n",
" <td>Primer</td>\n",
" <td>[{\"cast_id\": 1, \"character\": \"Aaron\", \"credit_...</td>\n",
" <td>[{\"credit_id\": \"52fe45e79251416c75066791\", \"de...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4797</th>\n",
" <td>67238</td>\n",
" <td>Cavite</td>\n",
" <td>[]</td>\n",
" <td>[{\"credit_id\": \"52fe475dc3a368484e0c319f\", \"de...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4798</th>\n",
" <td>9367</td>\n",
" <td>El Mariachi</td>\n",
" <td>[{\"cast_id\": 1, \"character\": \"El Mariachi\", \"c...</td>\n",
" <td>[{\"credit_id\": \"52fe44eec3a36847f80b280b\", \"de...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4799</th>\n",
" <td>72766</td>\n",
" <td>Newlyweds</td>\n",
" <td>[{\"cast_id\": 1, \"character\": \"Buzzy\", \"credit_...</td>\n",
" <td>[{\"credit_id\": \"52fe487dc3a368484e0fb013\", \"de...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4800</th>\n",
" <td>231617</td>\n",
" <td>Signed, Sealed, Delivered</td>\n",
" <td>[{\"cast_id\": 8, \"character\": \"Oliver O\\u2019To...</td>\n",
" <td>[{\"credit_id\": \"52fe4df3c3a36847f8275ecf\", \"de...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4801</th>\n",
" <td>126186</td>\n",
" <td>Shanghai Calling</td>\n",
" <td>[{\"cast_id\": 3, \"character\": \"Sam\", \"credit_id...</td>\n",
" <td>[{\"credit_id\": \"52fe4ad9c3a368484e16a36b\", \"de...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4802</th>\n",
" <td>25975</td>\n",
" <td>My Date with Drew</td>\n",
" <td>[{\"cast_id\": 3, \"character\": \"Herself\", \"credi...</td>\n",
" <td>[{\"credit_id\": \"58ce021b9251415a390165d9\", \"de...</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>4803 rows × 4 columns</p>\n",
"</div>"
],
"text/plain": [
" movie_id title \\\n",
"0 19995 Avatar \n",
"1 285 Pirates of the Caribbean: At World's End \n",
"2 206647 Spectre \n",
"3 49026 The Dark Knight Rises \n",
"4 49529 John Carter \n",
"5 559 Spider-Man 3 \n",
"6 38757 Tangled \n",
"7 99861 Avengers: Age of Ultron \n",
"8 767 Harry Potter and the Half-Blood Prince \n",
"9 209112 Batman v Superman: Dawn of Justice \n",
"10 1452 Superman Returns \n",
"11 10764 Quantum of Solace \n",
"12 58 Pirates of the Caribbean: Dead Man's Chest \n",
"13 57201 The Lone Ranger \n",
"14 49521 Man of Steel \n",
"15 2454 The Chronicles of Narnia: Prince Caspian \n",
"16 24428 The Avengers \n",
"17 1865 Pirates of the Caribbean: On Stranger Tides \n",
"18 41154 Men in Black 3 \n",
"19 122917 The Hobbit: The Battle of the Five Armies \n",
"20 1930 The Amazing Spider-Man \n",
"21 20662 Robin Hood \n",
"22 57158 The Hobbit: The Desolation of Smaug \n",
"23 2268 The Golden Compass \n",
"24 254 King Kong \n",
"25 597 Titanic \n",
"26 271110 Captain America: Civil War \n",
"27 44833 Battleship \n",
"28 135397 Jurassic World \n",
"29 37724 Skyfall \n",
"... ... ... \n",
"4773 2292 Clerks \n",
"4774 42497 Pink Narcissus \n",
"4775 33693 Funny Ha Ha \n",
"4776 14585 In the Company of Men \n",
"4777 185465 Manito \n",
"4778 38780 Rampage \n",
"4779 14022 Slacker \n",
"4780 366967 Dutch Kills \n",
"4781 255266 Dry Spell \n",
"4782 17345 Flywheel \n",
"4783 226458 Backmask \n",
"4784 24055 The Puffy Chair \n",
"4785 287625 Stories of Our Lives \n",
"4786 44990 Breaking Upwards \n",
"4787 86304 All Superheroes Must Die \n",
"4788 692 Pink Flamingos \n",
"4789 39851 Clean \n",
"4790 13898 The Circle \n",
"4791 157185 Tin Can Man \n",
"4792 36095 Cure \n",
"4793 182291 On The Downlow \n",
"4794 286939 Sanctuary: Quite a Conundrum \n",
"4795 124606 Bang \n",
"4796 14337 Primer \n",
"4797 67238 Cavite \n",
"4798 9367 El Mariachi \n",
"4799 72766 Newlyweds \n",
"4800 231617 Signed, Sealed, Delivered \n",
"4801 126186 Shanghai Calling \n",
"4802 25975 My Date with Drew \n",
"\n",
" cast \\\n",
"0 [{\"cast_id\": 242, \"character\": \"Jake Sully\", \"... \n",
"1 [{\"cast_id\": 4, \"character\": \"Captain Jack Spa... \n",
"2 [{\"cast_id\": 1, \"character\": \"James Bond\", \"cr... \n",
"3 [{\"cast_id\": 2, \"character\": \"Bruce Wayne / Ba... \n",
"4 [{\"cast_id\": 5, \"character\": \"John Carter\", \"c... \n",
"5 [{\"cast_id\": 30, \"character\": \"Peter Parker / ... \n",
"6 [{\"cast_id\": 34, \"character\": \"Flynn Rider (vo... \n",
"7 [{\"cast_id\": 76, \"character\": \"Tony Stark / Ir... \n",
"8 [{\"cast_id\": 3, \"character\": \"Harry Potter\", \"... \n",
"9 [{\"cast_id\": 18, \"character\": \"Bruce Wayne / B... \n",
"10 [{\"cast_id\": 3, \"character\": \"Superman / Clark... \n",
"11 [{\"cast_id\": 1, \"character\": \"James Bond\", \"cr... \n",
"12 [{\"cast_id\": 37, \"character\": \"Captain Jack Sp... \n",
"13 [{\"cast_id\": 4, \"character\": \"Tonto\", \"credit_... \n",
"14 [{\"cast_id\": 2, \"character\": \"Clark Kent / Kal... \n",
"15 [{\"cast_id\": 1, \"character\": \"Prince Caspian\",... \n",
"16 [{\"cast_id\": 46, \"character\": \"Tony Stark / Ir... \n",
"17 [{\"cast_id\": 15, \"character\": \"Captain Jack Sp... \n",
"18 [{\"cast_id\": 4, \"character\": \"Agent J\", \"credi... \n",
"19 [{\"cast_id\": 10, \"character\": \"Bilbo Baggins\",... \n",
"20 [{\"cast_id\": 56, \"character\": \"Peter Parker / ... \n",
"21 [{\"cast_id\": 1, \"character\": \"Robin Longstride... \n",
"22 [{\"cast_id\": 3, \"character\": \"Bilbo Baggins\", ... \n",
"23 [{\"cast_id\": 43, \"character\": \"Lyra Belacqua\",... \n",
"24 [{\"cast_id\": 5, \"character\": \"Ann Darrow\", \"cr... \n",
"25 [{\"cast_id\": 20, \"character\": \"Rose DeWitt Buk... \n",
"26 [{\"cast_id\": 9, \"character\": \"Steve Rogers / C... \n",
"27 [{\"cast_id\": 3, \"character\": \"Lieutenant Alex ... \n",
"28 [{\"cast_id\": 10, \"character\": \"Owen Grady\", \"c... \n",
"29 [{\"cast_id\": 1, \"character\": \"James Bond\", \"cr... \n",
"... ... \n",
"4773 [{\"cast_id\": 7, \"character\": \"Dante Hicks\", \"c... \n",
"4774 [{\"cast_id\": 1006, \"character\": \"Pan\", \"credit... \n",
"4775 [{\"cast_id\": 1, \"character\": \"Marnie\", \"credit... \n",
"4776 [{\"cast_id\": 1, \"character\": \"Chad\", \"credit_i... \n",
"4777 [{\"cast_id\": 1, \"character\": \"Junior Moreno\", ... \n",
"4778 [{\"cast_id\": 1, \"character\": \"Bill Williamson\"... \n",
"4779 [{\"cast_id\": 1, \"character\": \"Should Have Stay... \n",
"4780 [{\"cast_id\": 4, \"character\": \"Val\", \"credit_id... \n",
"4781 [{\"cast_id\": 4, \"character\": \"Sasha\", \"credit_... \n",
"4782 [{\"cast_id\": 1, \"character\": \"Jay\", \"credit_id... \n",
"4783 [{\"cast_id\": 3, \"character\": \"Father Conway\", ... \n",
"4784 [{\"cast_id\": 4, \"character\": \"Josh\", \"credit_i... \n",
"4785 [{\"cast_id\": 8, \"character\": \"\", \"credit_id\": ... \n",
"4786 [{\"cast_id\": 1, \"character\": \"Zoe\", \"credit_id... \n",
"4787 [{\"cast_id\": 1, \"character\": \"Charge / John\", ... \n",
"4788 [{\"cast_id\": 8, \"character\": \"Divine / Babs Jo... \n",
"4789 [{\"cast_id\": 1, \"character\": \"Emily Wang\", \"cr... \n",
"4790 [{\"cast_id\": 3, \"character\": \"Nargess\", \"credi... \n",
"4791 [{\"cast_id\": 1, \"character\": \"Dave\", \"credit_i... \n",
"4792 [{\"cast_id\": 3, \"character\": \"Kenichi Takabe\",... \n",
"4793 [{\"cast_id\": 1, \"character\": \"Isaac\", \"credit_... \n",
"4794 [{\"cast_id\": 3, \"character\": \"Mimi\", \"credit_i... \n",
"4795 [{\"cast_id\": 2, \"character\": \"The Girl\", \"cred... \n",
"4796 [{\"cast_id\": 1, \"character\": \"Aaron\", \"credit_... \n",
"4797 [] \n",
"4798 [{\"cast_id\": 1, \"character\": \"El Mariachi\", \"c... \n",
"4799 [{\"cast_id\": 1, \"character\": \"Buzzy\", \"credit_... \n",
"4800 [{\"cast_id\": 8, \"character\": \"Oliver O\\u2019To... \n",
"4801 [{\"cast_id\": 3, \"character\": \"Sam\", \"credit_id... \n",
"4802 [{\"cast_id\": 3, \"character\": \"Herself\", \"credi... \n",
"\n",
" crew \n",
"0 [{\"credit_id\": \"52fe48009251416c750aca23\", \"de... \n",
"1 [{\"credit_id\": \"52fe4232c3a36847f800b579\", \"de... \n",
"2 [{\"credit_id\": \"54805967c3a36829b5002c41\", \"de... \n",
"3 [{\"credit_id\": \"52fe4781c3a36847f81398c3\", \"de... \n",
"4 [{\"credit_id\": \"52fe479ac3a36847f813eaa3\", \"de... \n",
"5 [{\"credit_id\": \"52fe4252c3a36847f80151a5\", \"de... \n",
"6 [{\"credit_id\": \"52fe46db9251416c91062101\", \"de... \n",
"7 [{\"credit_id\": \"55d5f7d4c3a3683e7e0016eb\", \"de... \n",
"8 [{\"credit_id\": \"52fe4273c3a36847f801fab1\", \"de... \n",
"9 [{\"credit_id\": \"553bf23692514135c8002886\", \"de... \n",
"10 [{\"credit_id\": \"553bef6a9251416874003c8f\", \"de... \n",
"11 [{\"credit_id\": \"52fe43b29251416c7501aa63\", \"de... \n",
"12 [{\"credit_id\": \"52fe4211c3a36847f8001873\", \"de... \n",
"13 [{\"credit_id\": \"52fe4928c3a36847f818be95\", \"de... \n",
"14 [{\"credit_id\": \"52fe4799c3a36847f813e667\", \"de... \n",
"15 [{\"credit_id\": \"55a239e69251412979002e8b\", \"de... \n",
"16 [{\"credit_id\": \"52fe4495c3a368484e02b1cf\", \"de... \n",
"17 [{\"credit_id\": \"566b4f54c3a3683f56005151\", \"de... \n",
"18 [{\"credit_id\": \"52fe45b7c3a36847f80d68c7\", \"de... \n",
"19 [{\"credit_id\": \"548ad49a9251414fa20011ab\", \"de... \n",
"20 [{\"credit_id\": \"5395a60dc3a368641d004492\", \"de... \n",
"21 [{\"credit_id\": \"52fe43f2c3a368484e0076ad\", \"de... \n",
"22 [{\"credit_id\": \"52fe4926c3a36847f818b787\", \"de... \n",
"23 [{\"credit_id\": \"52fe4348c3a36847f8048635\", \"de... \n",
"24 [{\"credit_id\": \"52fe422ec3a36847f800a1d7\", \"de... \n",
"25 [{\"credit_id\": \"52fe425ac3a36847f8017985\", \"de... \n",
"26 [{\"credit_id\": \"569443d59251414b67000428\", \"de... \n",
"27 [{\"credit_id\": \"52fe469ec3a36847f8108d45\", \"de... \n",
"28 [{\"credit_id\": \"52fe4bf7c3a368484e1a0683\", \"de... \n",
"29 [{\"credit_id\": \"52fe46689251416c910537ad\", \"de... \n",
"... ... \n",
"4773 [{\"credit_id\": \"52fe434ac3a36847f8049253\", \"de... \n",
"4774 [{\"credit_id\": \"52fe4606c3a36847f80e7ed9\", \"de... \n",
"4775 [{\"credit_id\": \"52fe45309251416c9102a535\", \"de... \n",
"4776 [{\"credit_id\": \"52fe46049251416c7506a36b\", \"de... \n",
"4777 [{\"credit_id\": \"54931bbf925141090e001d32\", \"de... \n",
"4778 [{\"credit_id\": \"52fe46df9251416c91062979\", \"de... \n",
"4779 [{\"credit_id\": \"52fe45c49251416c75061c17\", \"de... \n",
"4780 [{\"credit_id\": \"563d13ec9251414c70007d5e\", \"de... \n",
"4781 [{\"credit_id\": \"52fe4ee39251416c911412e7\", \"de... \n",
"4782 [{\"credit_id\": \"52fe471e9251416c7508e579\", \"de... \n",
"4783 [{\"credit_id\": \"554c8351c3a3685e500041f5\", \"de... \n",
"4784 [{\"credit_id\": \"52fe447fc3a368484e026881\", \"de... \n",
"4785 [{\"credit_id\": \"549e790a9251414d27003096\", \"de... \n",
"4786 [{\"credit_id\": \"572239efc3a368712a0007db\", \"de... \n",
"4787 [{\"credit_id\": \"52fe497f9251416c910af3d1\", \"de... \n",
"4788 [{\"credit_id\": \"52fe426bc3a36847f801d203\", \"de... \n",
"4789 [{\"credit_id\": \"52fe47369251416c9106db9b\", \"de... \n",
"4790 [{\"credit_id\": \"52fe45b09251416c7505f189\", \"de... \n",
"4791 [{\"credit_id\": \"54c7851b925141679100372a\", \"de... \n",
"4792 [{\"credit_id\": \"52fe45cc9251416c9103eb7b\", \"de... \n",
"4793 [{\"credit_id\": \"548c416392514122ef00197d\", \"de... \n",
"4794 [{\"credit_id\": \"545f8107c3a3686cbb0041fd\", \"de... \n",
"4795 [{\"credit_id\": \"52fe4ab0c3a368484e161add\", \"de... \n",
"4796 [{\"credit_id\": \"52fe45e79251416c75066791\", \"de... \n",
"4797 [{\"credit_id\": \"52fe475dc3a368484e0c319f\", \"de... \n",
"4798 [{\"credit_id\": \"52fe44eec3a36847f80b280b\", \"de... \n",
"4799 [{\"credit_id\": \"52fe487dc3a368484e0fb013\", \"de... \n",
"4800 [{\"credit_id\": \"52fe4df3c3a36847f8275ecf\", \"de... \n",
"4801 [{\"credit_id\": \"52fe4ad9c3a368484e16a36b\", \"de... \n",
"4802 [{\"credit_id\": \"58ce021b9251415a390165d9\", \"de... \n",
"\n",
"[4803 rows x 4 columns]"
]
},
"metadata": {
"tags": []
},
"execution_count": 6
}
]
},
{
"metadata": {
"id": "GC0u6g_aYX_h",
"colab_type": "code",
"outputId": "a64495c2-3177-4f0c-f363-65820172ff32",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 5457
}
},
"cell_type": "code",
"source": [
"#merge entre os dois datasets\n",
"\n",
"merged = pd.merge(filmes, creditos)\n",
"merged\n",
"\n"
],
"execution_count": 0,
"outputs": [
{
"output_type": "execute_result",
"data": {
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" <th></th>\n",
" <th>budget</th>\n",
" <th>genres</th>\n",
" <th>homepage</th>\n",
" <th>id</th>\n",
" <th>keywords</th>\n",
" <th>original_language</th>\n",
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" <td>[{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...</td>\n",
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" <td>Released</td>\n",
" <td>Enter the World of Pandora.</td>\n",
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" <td>11800</td>\n",
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" <td>[{\"cast_id\": 242, \"character\": \"Jake Sully\", \"...</td>\n",
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" <td>285</td>\n",
" <td>[{\"id\": 270, \"name\": \"ocean\"}, {\"id\": 726, \"na...</td>\n",
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" <td>Captain Barbossa, long believed to be dead, ha...</td>\n",
" <td>139.082615</td>\n",
" <td>[{\"name\": \"Walt Disney Pictures\", \"id\": 2}, {\"...</td>\n",
" <td>...</td>\n",
" <td>169.0</td>\n",
" <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
" <td>Released</td>\n",
" <td>At the end of the world, the adventure begins.</td>\n",
" <td>Pirates of the Caribbean: At World's End</td>\n",
" <td>6.9</td>\n",
" <td>4500</td>\n",
" <td>285</td>\n",
" <td>[{\"cast_id\": 4, \"character\": \"Captain Jack Spa...</td>\n",
" <td>[{\"credit_id\": \"52fe4232c3a36847f800b579\", \"de...</td>\n",
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" <th>2</th>\n",
" <td>245000000</td>\n",
" <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
" <td>http://www.sonypictures.com/movies/spectre/</td>\n",
" <td>206647</td>\n",
" <td>[{\"id\": 470, \"name\": \"spy\"}, {\"id\": 818, \"name...</td>\n",
" <td>en</td>\n",
" <td>Spectre</td>\n",
" <td>A cryptic message from Bond’s past sends him o...</td>\n",
" <td>107.376788</td>\n",
" <td>[{\"name\": \"Columbia Pictures\", \"id\": 5}, {\"nam...</td>\n",
" <td>...</td>\n",
" <td>148.0</td>\n",
" <td>[{\"iso_639_1\": \"fr\", \"name\": \"Fran\\u00e7ais\"},...</td>\n",
" <td>Released</td>\n",
" <td>A Plan No One Escapes</td>\n",
" <td>Spectre</td>\n",
" <td>6.3</td>\n",
" <td>4466</td>\n",
" <td>206647</td>\n",
" <td>[{\"cast_id\": 1, \"character\": \"James Bond\", \"cr...</td>\n",
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" <tr>\n",
" <th>3</th>\n",
" <td>250000000</td>\n",
" <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 80, \"nam...</td>\n",
" <td>http://www.thedarkknightrises.com/</td>\n",
" <td>49026</td>\n",
" <td>[{\"id\": 849, \"name\": \"dc comics\"}, {\"id\": 853,...</td>\n",
" <td>en</td>\n",
" <td>The Dark Knight Rises</td>\n",
" <td>Following the death of District Attorney Harve...</td>\n",
" <td>112.312950</td>\n",
" <td>[{\"name\": \"Legendary Pictures\", \"id\": 923}, {\"...</td>\n",
" <td>...</td>\n",
" <td>165.0</td>\n",
" <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
" <td>Released</td>\n",
" <td>The Legend Ends</td>\n",
" <td>The Dark Knight Rises</td>\n",
" <td>7.6</td>\n",
" <td>9106</td>\n",
" <td>49026</td>\n",
" <td>[{\"cast_id\": 2, \"character\": \"Bruce Wayne / Ba...</td>\n",
" <td>[{\"credit_id\": \"52fe4781c3a36847f81398c3\", \"de...</td>\n",
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" <th>4</th>\n",
" <td>260000000</td>\n",
" <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
" <td>http://movies.disney.com/john-carter</td>\n",
" <td>49529</td>\n",
" <td>[{\"id\": 818, \"name\": \"based on novel\"}, {\"id\":...</td>\n",
" <td>en</td>\n",
" <td>John Carter</td>\n",
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" <td>43.926995</td>\n",
" <td>[{\"name\": \"Walt Disney Pictures\", \"id\": 2}]</td>\n",
" <td>...</td>\n",
" <td>132.0</td>\n",
" <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
" <td>Released</td>\n",
" <td>Lost in our world, found in another.</td>\n",
" <td>John Carter</td>\n",
" <td>6.1</td>\n",
" <td>2124</td>\n",
" <td>49529</td>\n",
" <td>[{\"cast_id\": 5, \"character\": \"John Carter\", \"c...</td>\n",
" <td>[{\"credit_id\": \"52fe479ac3a36847f813eaa3\", \"de...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>258000000</td>\n",
" <td>[{\"id\": 14, \"name\": \"Fantasy\"}, {\"id\": 28, \"na...</td>\n",
" <td>http://www.sonypictures.com/movies/spider-man3/</td>\n",
" <td>559</td>\n",
" <td>[{\"id\": 851, \"name\": \"dual identity\"}, {\"id\": ...</td>\n",
" <td>en</td>\n",
" <td>Spider-Man 3</td>\n",
" <td>The seemingly invincible Spider-Man goes up ag...</td>\n",
" <td>115.699814</td>\n",
" <td>[{\"name\": \"Columbia Pictures\", \"id\": 5}, {\"nam...</td>\n",
" <td>...</td>\n",
" <td>139.0</td>\n",
" <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...</td>\n",
" <td>Released</td>\n",
" <td>The battle within.</td>\n",
" <td>Spider-Man 3</td>\n",
" <td>5.9</td>\n",
" <td>3576</td>\n",
" <td>559</td>\n",
" <td>[{\"cast_id\": 30, \"character\": \"Peter Parker / ...</td>\n",
" <td>[{\"credit_id\": \"52fe4252c3a36847f80151a5\", \"de...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>260000000</td>\n",
" <td>[{\"id\": 16, \"name\": \"Animation\"}, {\"id\": 10751...</td>\n",
" <td>http://disney.go.com/disneypictures/tangled/</td>\n",
" <td>38757</td>\n",
" <td>[{\"id\": 1562, \"name\": \"hostage\"}, {\"id\": 2343,...</td>\n",
" <td>en</td>\n",
" <td>Tangled</td>\n",
" <td>When the kingdom's most wanted-and most charmi...</td>\n",
" <td>48.681969</td>\n",
" <td>[{\"name\": \"Walt Disney Pictures\", \"id\": 2}, {\"...</td>\n",
" <td>...</td>\n",
" <td>100.0</td>\n",
" <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
" <td>Released</td>\n",
" <td>They're taking adventure to new lengths.</td>\n",
" <td>Tangled</td>\n",
" <td>7.4</td>\n",
" <td>3330</td>\n",
" <td>38757</td>\n",
" <td>[{\"cast_id\": 34, \"character\": \"Flynn Rider (vo...</td>\n",
" <td>[{\"credit_id\": \"52fe46db9251416c91062101\", \"de...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>280000000</td>\n",
" <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
" <td>http://marvel.com/movies/movie/193/avengers_ag...</td>\n",
" <td>99861</td>\n",
" <td>[{\"id\": 8828, \"name\": \"marvel comic\"}, {\"id\": ...</td>\n",
" <td>en</td>\n",
" <td>Avengers: Age of Ultron</td>\n",
" <td>When Tony Stark tries to jumpstart a dormant p...</td>\n",
" <td>134.279229</td>\n",
" <td>[{\"name\": \"Marvel Studios\", \"id\": 420}, {\"name...</td>\n",
" <td>...</td>\n",
" <td>141.0</td>\n",
" <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
" <td>Released</td>\n",
" <td>A New Age Has Come.</td>\n",
" <td>Avengers: Age of Ultron</td>\n",
" <td>7.3</td>\n",
" <td>6767</td>\n",
" <td>99861</td>\n",
" <td>[{\"cast_id\": 76, \"character\": \"Tony Stark / Ir...</td>\n",
" <td>[{\"credit_id\": \"55d5f7d4c3a3683e7e0016eb\", \"de...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>250000000</td>\n",
" <td>[{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...</td>\n",
" <td>http://harrypotter.warnerbros.com/harrypottera...</td>\n",
" <td>767</td>\n",
" <td>[{\"id\": 616, \"name\": \"witch\"}, {\"id\": 2343, \"n...</td>\n",
" <td>en</td>\n",
" <td>Harry Potter and the Half-Blood Prince</td>\n",
" <td>As Harry begins his sixth year at Hogwarts, he...</td>\n",
" <td>98.885637</td>\n",
" <td>[{\"name\": \"Warner Bros.\", \"id\": 6194}, {\"name\"...</td>\n",
" <td>...</td>\n",
" <td>153.0</td>\n",
" <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
" <td>Released</td>\n",
" <td>Dark Secrets Revealed</td>\n",
" <td>Harry Potter and the Half-Blood Prince</td>\n",
" <td>7.4</td>\n",
" <td>5293</td>\n",
" <td>767</td>\n",
" <td>[{\"cast_id\": 3, \"character\": \"Harry Potter\", \"...</td>\n",
" <td>[{\"credit_id\": \"52fe4273c3a36847f801fab1\", \"de...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>250000000</td>\n",
" <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
" <td>http://www.batmanvsupermandawnofjustice.com/</td>\n",
" <td>209112</td>\n",
" <td>[{\"id\": 849, \"name\": \"dc comics\"}, {\"id\": 7002...</td>\n",
" <td>en</td>\n",
" <td>Batman v Superman: Dawn of Justice</td>\n",
" <td>Fearing the actions of a god-like Super Hero l...</td>\n",
" <td>155.790452</td>\n",
" <td>[{\"name\": \"DC Comics\", \"id\": 429}, {\"name\": \"A...</td>\n",
" <td>...</td>\n",
" <td>151.0</td>\n",
" <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
" <td>Released</td>\n",
" <td>Justice or revenge</td>\n",
" <td>Batman v Superman: Dawn of Justice</td>\n",
" <td>5.7</td>\n",
" <td>7004</td>\n",
" <td>209112</td>\n",
" <td>[{\"cast_id\": 18, \"character\": \"Bruce Wayne / B...</td>\n",
" <td>[{\"credit_id\": \"553bf23692514135c8002886\", \"de...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>270000000</td>\n",
" <td>[{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...</td>\n",
" <td>http://www.superman.com</td>\n",
" <td>1452</td>\n",
" <td>[{\"id\": 83, \"name\": \"saving the world\"}, {\"id\"...</td>\n",
" <td>en</td>\n",
" <td>Superman Returns</td>\n",
" <td>Superman returns to discover his 5-year absenc...</td>\n",
" <td>57.925623</td>\n",
" <td>[{\"name\": \"DC Comics\", \"id\": 429}, {\"name\": \"L...</td>\n",
" <td>...</td>\n",
" <td>154.0</td>\n",
" <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...</td>\n",
" <td>Released</td>\n",
" <td>NaN</td>\n",
" <td>Superman Returns</td>\n",
" <td>5.4</td>\n",
" <td>1400</td>\n",
" <td>1452</td>\n",
" <td>[{\"cast_id\": 3, \"character\": \"Superman / Clark...</td>\n",
" <td>[{\"credit_id\": \"553bef6a9251416874003c8f\", \"de...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>200000000</td>\n",
" <td>[{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 28, \"...</td>\n",
" <td>http://www.mgm.com/view/movie/234/Quantum-of-S...</td>\n",
" <td>10764</td>\n",
" <td>[{\"id\": 627, \"name\": \"killing\"}, {\"id\": 1568, ...</td>\n",
" <td>en</td>\n",
" <td>Quantum of Solace</td>\n",
" <td>Quantum of Solace continues the adventures of ...</td>\n",
" <td>107.928811</td>\n",
" <td>[{\"name\": \"Eon Productions\", \"id\": 7576}]</td>\n",
" <td>...</td>\n",
" <td>106.0</td>\n",
" <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...</td>\n",
" <td>Released</td>\n",
" <td>For love, for hate, for justice, for revenge.</td>\n",
" <td>Quantum of Solace</td>\n",
" <td>6.1</td>\n",
" <td>2965</td>\n",
" <td>10764</td>\n",
" <td>[{\"cast_id\": 1, \"character\": \"James Bond\", \"cr...</td>\n",
" <td>[{\"credit_id\": \"52fe43b29251416c7501aa63\", \"de...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>200000000</td>\n",
" <td>[{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...</td>\n",
" <td>http://disney.go.com/disneypictures/pirates/</td>\n",
" <td>58</td>\n",
" <td>[{\"id\": 616, \"name\": \"witch\"}, {\"id\": 663, \"na...</td>\n",
" <td>en</td>\n",
" <td>Pirates of the Caribbean: Dead Man's Chest</td>\n",
" <td>Captain Jack Sparrow works his way out of a bl...</td>\n",
" <td>145.847379</td>\n",
" <td>[{\"name\": \"Walt Disney Pictures\", \"id\": 2}, {\"...</td>\n",
" <td>...</td>\n",
" <td>151.0</td>\n",
" <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...</td>\n",
" <td>Released</td>\n",
" <td>Jack is back!</td>\n",
" <td>Pirates of the Caribbean: Dead Man's Chest</td>\n",
" <td>7.0</td>\n",
" <td>5246</td>\n",
" <td>58</td>\n",
" <td>[{\"cast_id\": 37, \"character\": \"Captain Jack Sp...</td>\n",
" <td>[{\"credit_id\": \"52fe4211c3a36847f8001873\", \"de...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>255000000</td>\n",
" <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
" <td>http://disney.go.com/the-lone-ranger/</td>\n",
" <td>57201</td>\n",
" <td>[{\"id\": 1556, \"name\": \"texas\"}, {\"id\": 2673, \"...</td>\n",
" <td>en</td>\n",
" <td>The Lone Ranger</td>\n",
" <td>The Texas Rangers chase down a gang of outlaws...</td>\n",
" <td>49.046956</td>\n",
" <td>[{\"name\": \"Walt Disney Pictures\", \"id\": 2}, {\"...</td>\n",
" <td>...</td>\n",
" <td>149.0</td>\n",
" <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
" <td>Released</td>\n",
" <td>Never Take Off the Mask</td>\n",
" <td>The Lone Ranger</td>\n",
" <td>5.9</td>\n",
" <td>2311</td>\n",
" <td>57201</td>\n",
" <td>[{\"cast_id\": 4, \"character\": \"Tonto\", \"credit_...</td>\n",
" <td>[{\"credit_id\": \"52fe4928c3a36847f818be95\", \"de...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>225000000</td>\n",
" <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
" <td>http://www.manofsteel.com/</td>\n",
" <td>49521</td>\n",
" <td>[{\"id\": 83, \"name\": \"saving the world\"}, {\"id\"...</td>\n",
" <td>en</td>\n",
" <td>Man of Steel</td>\n",
" <td>A young boy learns that he has extraordinary p...</td>\n",
" <td>99.398009</td>\n",
" <td>[{\"name\": \"Legendary Pictures\", \"id\": 923}, {\"...</td>\n",
" <td>...</td>\n",
" <td>143.0</td>\n",
" <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
" <td>Released</td>\n",
" <td>You will believe that a man can fly.</td>\n",
" <td>Man of Steel</td>\n",
" <td>6.5</td>\n",
" <td>6359</td>\n",
" <td>49521</td>\n",
" <td>[{\"cast_id\": 2, \"character\": \"Clark Kent / Kal...</td>\n",
" <td>[{\"credit_id\": \"52fe4799c3a36847f813e667\", \"de...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>225000000</td>\n",
" <td>[{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 10751...</td>\n",
" <td>NaN</td>\n",
" <td>2454</td>\n",
" <td>[{\"id\": 818, \"name\": \"based on novel\"}, {\"id\":...</td>\n",
" <td>en</td>\n",
" <td>The Chronicles of Narnia: Prince Caspian</td>\n",
" <td>One year after their incredible adventures in ...</td>\n",
" <td>53.978602</td>\n",
" <td>[{\"name\": \"Walt Disney\", \"id\": 5888}, {\"name\":...</td>\n",
" <td>...</td>\n",
" <td>150.0</td>\n",
" <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
" <td>Released</td>\n",
" <td>Hope has a new face.</td>\n",
" <td>The Chronicles of Narnia: Prince Caspian</td>\n",
" <td>6.3</td>\n",
" <td>1630</td>\n",
" <td>2454</td>\n",
" <td>[{\"cast_id\": 1, \"character\": \"Prince Caspian\",...</td>\n",
" <td>[{\"credit_id\": \"55a239e69251412979002e8b\", \"de...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>220000000</td>\n",
" <td>[{\"id\": 878, \"name\": \"Science Fiction\"}, {\"id\"...</td>\n",
" <td>http://marvel.com/avengers_movie/</td>\n",
" <td>24428</td>\n",
" <td>[{\"id\": 242, \"name\": \"new york\"}, {\"id\": 5539,...</td>\n",
" <td>en</td>\n",
" <td>The Avengers</td>\n",
" <td>When an unexpected enemy emerges and threatens...</td>\n",
" <td>144.448633</td>\n",
" <td>[{\"name\": \"Paramount Pictures\", \"id\": 4}, {\"na...</td>\n",
" <td>...</td>\n",
" <td>143.0</td>\n",
" <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
" <td>Released</td>\n",
" <td>Some assembly required.</td>\n",
" <td>The Avengers</td>\n",
" <td>7.4</td>\n",
" <td>11776</td>\n",
" <td>24428</td>\n",
" <td>[{\"cast_id\": 46, \"character\": \"Tony Stark / Ir...</td>\n",
" <td>[{\"credit_id\": \"52fe4495c3a368484e02b1cf\", \"de...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>380000000</td>\n",
" <td>[{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 28, \"...</td>\n",
" <td>http://disney.go.com/pirates/index-on-stranger...</td>\n",
" <td>1865</td>\n",
" <td>[{\"id\": 658, \"name\": \"sea\"}, {\"id\": 1316, \"nam...</td>\n",
" <td>en</td>\n",
" <td>Pirates of the Caribbean: On Stranger Tides</td>\n",
" <td>Captain Jack Sparrow crosses paths with a woma...</td>\n",
" <td>135.413856</td>\n",
" <td>[{\"name\": \"Walt Disney Pictures\", \"id\": 2}, {\"...</td>\n",
" <td>...</td>\n",
" <td>136.0</td>\n",
" <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...</td>\n",
" <td>Released</td>\n",
" <td>Live Forever Or Die Trying.</td>\n",
" <td>Pirates of the Caribbean: On Stranger Tides</td>\n",
" <td>6.4</td>\n",
" <td>4948</td>\n",
" <td>1865</td>\n",
" <td>[{\"cast_id\": 15, \"character\": \"Captain Jack Sp...</td>\n",
" <td>[{\"credit_id\": \"566b4f54c3a3683f56005151\", \"de...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>225000000</td>\n",
" <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 35, \"nam...</td>\n",
" <td>http://www.sonypictures.com/movies/meninblack3/</td>\n",
" <td>41154</td>\n",
" <td>[{\"id\": 4379, \"name\": \"time travel\"}, {\"id\": 5...</td>\n",
" <td>en</td>\n",
" <td>Men in Black 3</td>\n",
" <td>Agents J (Will Smith) and K (Tommy Lee Jones) ...</td>\n",
" <td>52.035179</td>\n",
" <td>[{\"name\": \"Amblin Entertainment\", \"id\": 56}, {...</td>\n",
" <td>...</td>\n",
" <td>106.0</td>\n",
" <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
" <td>Released</td>\n",
" <td>They are back... in time.</td>\n",
" <td>Men in Black 3</td>\n",
" <td>6.2</td>\n",
" <td>4160</td>\n",
" <td>41154</td>\n",
" <td>[{\"cast_id\": 4, \"character\": \"Agent J\", \"credi...</td>\n",
" <td>[{\"credit_id\": \"52fe45b7c3a36847f80d68c7\", \"de...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>250000000</td>\n",
" <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
" <td>http://www.thehobbit.com/</td>\n",
" <td>122917</td>\n",
" <td>[{\"id\": 417, \"name\": \"corruption\"}, {\"id\": 603...</td>\n",
" <td>en</td>\n",
" <td>The Hobbit: The Battle of the Five Armies</td>\n",
" <td>Immediately after the events of The Desolation...</td>\n",
" <td>120.965743</td>\n",
" <td>[{\"name\": \"WingNut Films\", \"id\": 11}, {\"name\":...</td>\n",
" <td>...</td>\n",
" <td>144.0</td>\n",
" <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
" <td>Released</td>\n",
" <td>Witness the defining chapter of the Middle-Ear...</td>\n",
" <td>The Hobbit: The Battle of the Five Armies</td>\n",
" <td>7.1</td>\n",
" <td>4760</td>\n",
" <td>122917</td>\n",
" <td>[{\"cast_id\": 10, \"character\": \"Bilbo Baggins\",...</td>\n",
" <td>[{\"credit_id\": \"548ad49a9251414fa20011ab\", \"de...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>215000000</td>\n",
" <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
" <td>http://www.theamazingspiderman.com</td>\n",
" <td>1930</td>\n",
" <td>[{\"id\": 1872, \"name\": \"loss of father\"}, {\"id\"...</td>\n",
" <td>en</td>\n",
" <td>The Amazing Spider-Man</td>\n",
" <td>Peter Parker is an outcast high schooler aband...</td>\n",
" <td>89.866276</td>\n",
" <td>[{\"name\": \"Columbia Pictures\", \"id\": 5}, {\"nam...</td>\n",
" <td>...</td>\n",
" <td>136.0</td>\n",
" <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
" <td>Released</td>\n",
" <td>The untold story begins.</td>\n",
" <td>The Amazing Spider-Man</td>\n",
" <td>6.5</td>\n",
" <td>6586</td>\n",
" <td>1930</td>\n",
" <td>[{\"cast_id\": 56, \"character\": \"Peter Parker / ...</td>\n",
" <td>[{\"credit_id\": \"5395a60dc3a368641d004492\", \"de...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>200000000</td>\n",
" <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
" <td>http://www.robinhoodthemovie.com/</td>\n",
" <td>20662</td>\n",
" <td>[{\"id\": 4147, \"name\": \"robin hood\"}, {\"id\": 43...</td>\n",
" <td>en</td>\n",
" <td>Robin Hood</td>\n",
" <td>When soldier Robin happens upon the dying Robe...</td>\n",
" <td>37.668301</td>\n",
" <td>[{\"name\": \"Imagine Entertainment\", \"id\": 23}, ...</td>\n",
" <td>...</td>\n",
" <td>140.0</td>\n",
" <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...</td>\n",
" <td>Released</td>\n",
" <td>Rise and rise again, until lambs become lions.</td>\n",
" <td>Robin Hood</td>\n",
" <td>6.2</td>\n",
" <td>1398</td>\n",
" <td>20662</td>\n",
" <td>[{\"cast_id\": 1, \"character\": \"Robin Longstride...</td>\n",
" <td>[{\"credit_id\": \"52fe43f2c3a368484e0076ad\", \"de...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>250000000</td>\n",
" <td>[{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...</td>\n",
" <td>http://www.thehobbit.com/</td>\n",
" <td>57158</td>\n",
" <td>[{\"id\": 603, \"name\": \"elves\"}, {\"id\": 604, \"na...</td>\n",
" <td>en</td>\n",
" <td>The Hobbit: The Desolation of Smaug</td>\n",
" <td>The Dwarves, Bilbo and Gandalf have successful...</td>\n",
" <td>94.370564</td>\n",
" <td>[{\"name\": \"WingNut Films\", \"id\": 11}, {\"name\":...</td>\n",
" <td>...</td>\n",
" <td>161.0</td>\n",
" <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
" <td>Released</td>\n",
" <td>Beyond darkness... beyond desolation... lies t...</td>\n",
" <td>The Hobbit: The Desolation of Smaug</td>\n",
" <td>7.6</td>\n",
" <td>4524</td>\n",
" <td>57158</td>\n",
" <td>[{\"cast_id\": 3, \"character\": \"Bilbo Baggins\", ...</td>\n",
" <td>[{\"credit_id\": \"52fe4926c3a36847f818b787\", \"de...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>180000000</td>\n",
" <td>[{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...</td>\n",
" <td>http://www.goldencompassmovie.com/index_german...</td>\n",
" <td>2268</td>\n",
" <td>[{\"id\": 392, \"name\": \"england\"}, {\"id\": 1461, ...</td>\n",
" <td>en</td>\n",
" <td>The Golden Compass</td>\n",
" <td>After overhearing a shocking secret, precociou...</td>\n",
" <td>42.990906</td>\n",
" <td>[{\"name\": \"New Line Cinema\", \"id\": 12}, {\"name...</td>\n",
" <td>...</td>\n",
" <td>113.0</td>\n",
" <td>[{\"iso_639_1\": \"is\", \"name\": \"\\u00cdslenska\"},...</td>\n",
" <td>Released</td>\n",
" <td>There are worlds beyond our own - the compass ...</td>\n",
" <td>The Golden Compass</td>\n",
" <td>5.8</td>\n",
" <td>1303</td>\n",
" <td>2268</td>\n",
" <td>[{\"cast_id\": 43, \"character\": \"Lyra Belacqua\",...</td>\n",
" <td>[{\"credit_id\": \"52fe4348c3a36847f8048635\", \"de...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>207000000</td>\n",
" <td>[{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 18, \"...</td>\n",
" <td>NaN</td>\n",
" <td>254</td>\n",
" <td>[{\"id\": 774, \"name\": \"film business\"}, {\"id\": ...</td>\n",
" <td>en</td>\n",
" <td>King Kong</td>\n",
" <td>In 1933 New York, an overly ambitious movie pr...</td>\n",
" <td>61.226010</td>\n",
" <td>[{\"name\": \"WingNut Films\", \"id\": 11}, {\"name\":...</td>\n",
" <td>...</td>\n",
" <td>187.0</td>\n",
" <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
" <td>Released</td>\n",
" <td>The eighth wonder of the world.</td>\n",
" <td>King Kong</td>\n",
" <td>6.6</td>\n",
" <td>2337</td>\n",
" <td>254</td>\n",
" <td>[{\"cast_id\": 5, \"character\": \"Ann Darrow\", \"cr...</td>\n",
" <td>[{\"credit_id\": \"52fe422ec3a36847f800a1d7\", \"de...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>200000000</td>\n",
" <td>[{\"id\": 18, \"name\": \"Drama\"}, {\"id\": 10749, \"n...</td>\n",
" <td>http://www.titanicmovie.com</td>\n",
" <td>597</td>\n",
" <td>[{\"id\": 2580, \"name\": \"shipwreck\"}, {\"id\": 298...</td>\n",
" <td>en</td>\n",
" <td>Titanic</td>\n",
" <td>84 years later, a 101-year-old woman named Ros...</td>\n",
" <td>100.025899</td>\n",
" <td>[{\"name\": \"Paramount Pictures\", \"id\": 4}, {\"na...</td>\n",
" <td>...</td>\n",
" <td>194.0</td>\n",
" <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...</td>\n",
" <td>Released</td>\n",
" <td>Nothing on Earth could come between them.</td>\n",
" <td>Titanic</td>\n",
" <td>7.5</td>\n",
" <td>7562</td>\n",
" <td>597</td>\n",
" <td>[{\"cast_id\": 20, \"character\": \"Rose DeWitt Buk...</td>\n",
" <td>[{\"credit_id\": \"52fe425ac3a36847f8017985\", \"de...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>250000000</td>\n",
" <td>[{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 28, \"...</td>\n",
" <td>http://marvel.com/captainamericapremiere</td>\n",
" <td>271110</td>\n",
" <td>[{\"id\": 393, \"name\": \"civil war\"}, {\"id\": 6091...</td>\n",
" <td>en</td>\n",
" <td>Captain America: Civil War</td>\n",
" <td>Following the events of Age of Ultron, the col...</td>\n",
" <td>198.372395</td>\n",
" <td>[{\"name\": \"Studio Babelsberg\", \"id\": 264}, {\"n...</td>\n",
" <td>...</td>\n",
" <td>147.0</td>\n",
" <td>[{\"iso_639_1\": \"ro\", \"name\": \"Rom\\u00e2n\\u0103...</td>\n",
" <td>Released</td>\n",
" <td>Divided We Fall</td>\n",
" <td>Captain America: Civil War</td>\n",
" <td>7.1</td>\n",
" <td>7241</td>\n",
" <td>271110</td>\n",
" <td>[{\"cast_id\": 9, \"character\": \"Steve Rogers / C...</td>\n",
" <td>[{\"credit_id\": \"569443d59251414b67000428\", \"de...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>209000000</td>\n",
" <td>[{\"id\": 53, \"name\": \"Thriller\"}, {\"id\": 28, \"n...</td>\n",
" <td>NaN</td>\n",
" <td>44833</td>\n",
" <td>[{\"id\": 1721, \"name\": \"fight\"}, {\"id\": 4410, \"...</td>\n",
" <td>en</td>\n",
" <td>Battleship</td>\n",
" <td>When mankind beams a radio signal into space, ...</td>\n",
" <td>64.928382</td>\n",
" <td>[{\"name\": \"Universal Pictures\", \"id\": 33}, {\"n...</td>\n",
" <td>...</td>\n",
" <td>131.0</td>\n",
" <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...</td>\n",
" <td>Released</td>\n",
" <td>The Battle for Earth Begins at Sea</td>\n",
" <td>Battleship</td>\n",
" <td>5.5</td>\n",
" <td>2114</td>\n",
" <td>44833</td>\n",
" <td>[{\"cast_id\": 3, \"character\": \"Lieutenant Alex ...</td>\n",
" <td>[{\"credit_id\": \"52fe469ec3a36847f8108d45\", \"de...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>150000000</td>\n",
" <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
" <td>http://www.jurassicworld.com/</td>\n",
" <td>135397</td>\n",
" <td>[{\"id\": 1299, \"name\": \"monster\"}, {\"id\": 1718,...</td>\n",
" <td>en</td>\n",
" <td>Jurassic World</td>\n",
" <td>Twenty-two years after the events of Jurassic ...</td>\n",
" <td>418.708552</td>\n",
" <td>[{\"name\": \"Universal Studios\", \"id\": 13}, {\"na...</td>\n",
" <td>...</td>\n",
" <td>124.0</td>\n",
" <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
" <td>Released</td>\n",
" <td>The park is open.</td>\n",
" <td>Jurassic World</td>\n",
" <td>6.5</td>\n",
" <td>8662</td>\n",
" <td>135397</td>\n",
" <td>[{\"cast_id\": 10, \"character\": \"Owen Grady\", \"c...</td>\n",
" <td>[{\"credit_id\": \"52fe4bf7c3a368484e1a0683\", \"de...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>200000000</td>\n",
" <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
" <td>http://www.skyfall-movie.com</td>\n",
" <td>37724</td>\n",
" <td>[{\"id\": 470, \"name\": \"spy\"}, {\"id\": 4289, \"nam...</td>\n",
" <td>en</td>\n",
" <td>Skyfall</td>\n",
" <td>When Bond's latest assignment goes gravely wro...</td>\n",
" <td>93.004993</td>\n",
" <td>[{\"name\": \"Columbia Pictures\", \"id\": 5}]</td>\n",
" <td>...</td>\n",
" <td>143.0</td>\n",
" <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
" <td>Released</td>\n",
" <td>Think on your sins.</td>\n",
" <td>Skyfall</td>\n",
" <td>6.9</td>\n",
" <td>7604</td>\n",
" <td>37724</td>\n",
" <td>[{\"cast_id\": 1, \"character\": \"James Bond\", \"cr...</td>\n",
" <td>[{\"credit_id\": \"52fe46689251416c910537ad\", \"de...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4779</th>\n",
" <td>27000</td>\n",
" <td>[{\"id\": 35, \"name\": \"Comedy\"}]</td>\n",
" <td>http://www.miramax.com/movie/clerks/</td>\n",
" <td>2292</td>\n",
" <td>[{\"id\": 1361, \"name\": \"salesclerk\"}, {\"id\": 30...</td>\n",
" <td>en</td>\n",
" <td>Clerks</td>\n",
" <td>Convenience and video store clerks Dante and R...</td>\n",
" <td>19.748658</td>\n",
" <td>[{\"name\": \"Miramax Films\", \"id\": 14}, {\"name\":...</td>\n",
" <td>...</td>\n",
" <td>92.0</td>\n",
" <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
" <td>Released</td>\n",
" <td>Just because they serve you doesn't mean they ...</td>\n",
" <td>Clerks</td>\n",
" <td>7.4</td>\n",
" <td>755</td>\n",
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" <td>27000</td>\n",
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" <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...</td>\n",
" <td>Released</td>\n",
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" <th>4781</th>\n",
" <td>0</td>\n",
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" <td>Funny Ha Ha</td>\n",
" <td>6.3</td>\n",
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" <tr>\n",
" <th>4782</th>\n",
" <td>0</td>\n",
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" <td>Released</td>\n",
" <td>Are all men bastards...or just misunderstood?</td>\n",
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" <tr>\n",
" <th>4783</th>\n",
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" <td>5.5</td>\n",
" <td>2</td>\n",
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" <td>[{\"cast_id\": 1, \"character\": \"Junior Moreno\", ...</td>\n",
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" <th>4784</th>\n",
" <td>0</td>\n",
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" <td>Released</td>\n",
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" <tr>\n",
" <th>4785</th>\n",
" <td>0</td>\n",
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" <td>...</td>\n",
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" <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
" <td>Released</td>\n",
" <td>NaN</td>\n",
" <td>Slacker</td>\n",
" <td>6.4</td>\n",
" <td>77</td>\n",
" <td>14022</td>\n",
" <td>[{\"cast_id\": 1, \"character\": \"Should Have Stay...</td>\n",
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" <th>4786</th>\n",
" <td>0</td>\n",
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" <td>0.0</td>\n",
" <td>0</td>\n",
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" <th>4787</th>\n",
" <td>22000</td>\n",
" <td>[{\"id\": 35, \"name\": \"Comedy\"}, {\"id\": 10749, \"...</td>\n",
" <td>https://www.facebook.com/DrySpellMovie</td>\n",
" <td>255266</td>\n",
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" <td>[]</td>\n",
" <td>...</td>\n",
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" <td>Released</td>\n",
" <td>Getting divorced does funny things to a girl</td>\n",
" <td>Dry Spell</td>\n",
" <td>6.0</td>\n",
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" <th>4788</th>\n",
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" <td>17345</td>\n",
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" <td>...</td>\n",
" <td>120.0</td>\n",
" <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
" <td>Released</td>\n",
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" <td>Flywheel</td>\n",
" <td>6.8</td>\n",
" <td>19</td>\n",
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" <th>4789</th>\n",
" <td>0</td>\n",
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" <td>...</td>\n",
" <td>91.0</td>\n",
" <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
" <td>Released</td>\n",
" <td>nederlands</td>\n",
" <td>Backmask</td>\n",
" <td>4.7</td>\n",
" <td>79</td>\n",
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" <th>4790</th>\n",
" <td>0</td>\n",
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" <td>http://www.thepuffychairmovie.com</td>\n",
" <td>24055</td>\n",
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" <td>1.243955</td>\n",
" <td>[]</td>\n",
" <td>...</td>\n",
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" <td>The Puffy Chair</td>\n",
" <td>6.2</td>\n",
" <td>15</td>\n",
" <td>24055</td>\n",
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" <tr>\n",
" <th>4791</th>\n",
" <td>0</td>\n",
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" <td>NaN</td>\n",
" <td>287625</td>\n",
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" <td>Stories of Our Lives</td>\n",
" <td>0.0</td>\n",
" <td>0</td>\n",
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" <th>4792</th>\n",
" <td>0</td>\n",
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" <td>44990</td>\n",
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" <td>...</td>\n",
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" <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
" <td>Released</td>\n",
" <td>NaN</td>\n",
" <td>Breaking Upwards</td>\n",
" <td>5.6</td>\n",
" <td>12</td>\n",
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" <th>4793</th>\n",
" <td>0</td>\n",
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" <td>...</td>\n",
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" <td>Released</td>\n",
" <td>May The Best Man Win</td>\n",
" <td>All Superheroes Must Die</td>\n",
" <td>4.2</td>\n",
" <td>13</td>\n",
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" <td>12000</td>\n",
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" <td>692</td>\n",
" <td>[{\"id\": 237, \"name\": \"gay\"}, {\"id\": 900, \"name...</td>\n",
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" <td>...</td>\n",
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" <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
" <td>Released</td>\n",
" <td>An exercise in poor taste.</td>\n",
" <td>Pink Flamingos</td>\n",
" <td>6.2</td>\n",
" <td>110</td>\n",
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" <td>0</td>\n",
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" <td>17</td>\n",
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" <td>17</td>\n",
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" <td>...</td>\n",
" <td>84.0</td>\n",
" <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
" <td>Released</td>\n",
" <td>Everything You've Heard is True</td>\n",
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" <td>2.0</td>\n",
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" <td>[{\"name\": \"Daiei Studios\", \"id\": 881}]</td>\n",
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" <td>63</td>\n",
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" <td>en</td>\n",
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" <td>Isaac and Angel are two young Latinos involved...</td>\n",
" <td>0.029757</td>\n",
" <td>[{\"name\": \"Iconoclast Films\", \"id\": 26677}]</td>\n",
" <td>...</td>\n",
" <td>90.0</td>\n",
" <td>[]</td>\n",
" <td>Released</td>\n",
" <td>Two gangs. One secret. One crossroad.</td>\n",
" <td>On The Downlow</td>\n",
" <td>6.0</td>\n",
" <td>2</td>\n",
" <td>182291</td>\n",
" <td>[{\"cast_id\": 1, \"character\": \"Isaac\", \"credit_...</td>\n",
" <td>[{\"credit_id\": \"548c416392514122ef00197d\", \"de...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4800</th>\n",
" <td>0</td>\n",
" <td>[{\"id\": 53, \"name\": \"Thriller\"}, {\"id\": 27, \"n...</td>\n",
" <td>NaN</td>\n",
" <td>286939</td>\n",
" <td>[]</td>\n",
" <td>en</td>\n",
" <td>Sanctuary: Quite a Conundrum</td>\n",
" <td>It should have been just a normal day of sex, ...</td>\n",
" <td>0.166513</td>\n",
" <td>[{\"name\": \"Gold Lion Films\", \"id\": 37870}, {\"n...</td>\n",
" <td>...</td>\n",
" <td>82.0</td>\n",
" <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
" <td>Released</td>\n",
" <td>NaN</td>\n",
" <td>Sanctuary: Quite a Conundrum</td>\n",
" <td>0.0</td>\n",
" <td>0</td>\n",
" <td>286939</td>\n",
" <td>[{\"cast_id\": 3, \"character\": \"Mimi\", \"credit_i...</td>\n",
" <td>[{\"credit_id\": \"545f8107c3a3686cbb0041fd\", \"de...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4801</th>\n",
" <td>0</td>\n",
" <td>[{\"id\": 18, \"name\": \"Drama\"}]</td>\n",
" <td>NaN</td>\n",
" <td>124606</td>\n",
" <td>[{\"id\": 10726, \"name\": \"gang\"}, {\"id\": 33928, ...</td>\n",
" <td>en</td>\n",
" <td>Bang</td>\n",
" <td>A young woman in L.A. is having a bad day: she...</td>\n",
" <td>0.918116</td>\n",
" <td>[{\"name\": \"Asylum Films\", \"id\": 10571}, {\"name...</td>\n",
" <td>...</td>\n",
" <td>98.0</td>\n",
" <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
" <td>Released</td>\n",
" <td>Sometimes you've got to break the rules</td>\n",
" <td>Bang</td>\n",
" <td>6.0</td>\n",
" <td>1</td>\n",
" <td>124606</td>\n",
" <td>[{\"cast_id\": 2, \"character\": \"The Girl\", \"cred...</td>\n",
" <td>[{\"credit_id\": \"52fe4ab0c3a368484e161add\", \"de...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4802</th>\n",
" <td>7000</td>\n",
" <td>[{\"id\": 878, \"name\": \"Science Fiction\"}, {\"id\"...</td>\n",
" <td>http://www.primermovie.com</td>\n",
" <td>14337</td>\n",
" <td>[{\"id\": 1448, \"name\": \"distrust\"}, {\"id\": 2101...</td>\n",
" <td>en</td>\n",
" <td>Primer</td>\n",
" <td>Friends/fledgling entrepreneurs invent a devic...</td>\n",
" <td>23.307949</td>\n",
" <td>[{\"name\": \"Thinkfilm\", \"id\": 446}]</td>\n",
" <td>...</td>\n",
" <td>77.0</td>\n",
" <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
" <td>Released</td>\n",
" <td>What happens if it actually works?</td>\n",
" <td>Primer</td>\n",
" <td>6.9</td>\n",
" <td>658</td>\n",
" <td>14337</td>\n",
" <td>[{\"cast_id\": 1, \"character\": \"Aaron\", \"credit_...</td>\n",
" <td>[{\"credit_id\": \"52fe45e79251416c75066791\", \"de...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4803</th>\n",
" <td>0</td>\n",
" <td>[{\"id\": 10769, \"name\": \"Foreign\"}, {\"id\": 53, ...</td>\n",
" <td>NaN</td>\n",
" <td>67238</td>\n",
" <td>[]</td>\n",
" <td>en</td>\n",
" <td>Cavite</td>\n",
" <td>Adam, a security guard, travels from Californi...</td>\n",
" <td>0.022173</td>\n",
" <td>[]</td>\n",
" <td>...</td>\n",
" <td>80.0</td>\n",
" <td>[]</td>\n",
" <td>Released</td>\n",
" <td>NaN</td>\n",
" <td>Cavite</td>\n",
" <td>7.5</td>\n",
" <td>2</td>\n",
" <td>67238</td>\n",
" <td>[]</td>\n",
" <td>[{\"credit_id\": \"52fe475dc3a368484e0c319f\", \"de...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4804</th>\n",
" <td>220000</td>\n",
" <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 80, \"nam...</td>\n",
" <td>NaN</td>\n",
" <td>9367</td>\n",
" <td>[{\"id\": 5616, \"name\": \"united states\\u2013mexi...</td>\n",
" <td>es</td>\n",
" <td>El Mariachi</td>\n",
" <td>El Mariachi just wants to play his guitar and ...</td>\n",
" <td>14.269792</td>\n",
" <td>[{\"name\": \"Columbia Pictures\", \"id\": 5}]</td>\n",
" <td>...</td>\n",
" <td>81.0</td>\n",
" <td>[{\"iso_639_1\": \"es\", \"name\": \"Espa\\u00f1ol\"}]</td>\n",
" <td>Released</td>\n",
" <td>He didn't come looking for trouble, but troubl...</td>\n",
" <td>El Mariachi</td>\n",
" <td>6.6</td>\n",
" <td>238</td>\n",
" <td>9367</td>\n",
" <td>[{\"cast_id\": 1, \"character\": \"El Mariachi\", \"c...</td>\n",
" <td>[{\"credit_id\": \"52fe44eec3a36847f80b280b\", \"de...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4805</th>\n",
" <td>9000</td>\n",
" <td>[{\"id\": 35, \"name\": \"Comedy\"}, {\"id\": 10749, \"...</td>\n",
" <td>NaN</td>\n",
" <td>72766</td>\n",
" <td>[]</td>\n",
" <td>en</td>\n",
" <td>Newlyweds</td>\n",
" <td>A newlywed couple's honeymoon is upended by th...</td>\n",
" <td>0.642552</td>\n",
" <td>[]</td>\n",
" <td>...</td>\n",
" <td>85.0</td>\n",
" <td>[]</td>\n",
" <td>Released</td>\n",
" <td>A newlywed couple's honeymoon is upended by th...</td>\n",
" <td>Newlyweds</td>\n",
" <td>5.9</td>\n",
" <td>5</td>\n",
" <td>72766</td>\n",
" <td>[{\"cast_id\": 1, \"character\": \"Buzzy\", \"credit_...</td>\n",
" <td>[{\"credit_id\": \"52fe487dc3a368484e0fb013\", \"de...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4806</th>\n",
" <td>0</td>\n",
" <td>[{\"id\": 35, \"name\": \"Comedy\"}, {\"id\": 18, \"nam...</td>\n",
" <td>http://www.hallmarkchannel.com/signedsealeddel...</td>\n",
" <td>231617</td>\n",
" <td>[{\"id\": 248, \"name\": \"date\"}, {\"id\": 699, \"nam...</td>\n",
" <td>en</td>\n",
" <td>Signed, Sealed, Delivered</td>\n",
" <td>\"Signed, Sealed, Delivered\" introduces a dedic...</td>\n",
" <td>1.444476</td>\n",
" <td>[{\"name\": \"Front Street Pictures\", \"id\": 3958}...</td>\n",
" <td>...</td>\n",
" <td>120.0</td>\n",
" <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
" <td>Released</td>\n",
" <td>NaN</td>\n",
" <td>Signed, Sealed, Delivered</td>\n",
" <td>7.0</td>\n",
" <td>6</td>\n",
" <td>231617</td>\n",
" <td>[{\"cast_id\": 8, \"character\": \"Oliver O\\u2019To...</td>\n",
" <td>[{\"credit_id\": \"52fe4df3c3a36847f8275ecf\", \"de...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4807</th>\n",
" <td>0</td>\n",
" <td>[]</td>\n",
" <td>http://shanghaicalling.com/</td>\n",
" <td>126186</td>\n",
" <td>[]</td>\n",
" <td>en</td>\n",
" <td>Shanghai Calling</td>\n",
" <td>When ambitious New York attorney Sam is sent t...</td>\n",
" <td>0.857008</td>\n",
" <td>[]</td>\n",
" <td>...</td>\n",
" <td>98.0</td>\n",
" <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
" <td>Released</td>\n",
" <td>A New Yorker in Shanghai</td>\n",
" <td>Shanghai Calling</td>\n",
" <td>5.7</td>\n",
" <td>7</td>\n",
" <td>126186</td>\n",
" <td>[{\"cast_id\": 3, \"character\": \"Sam\", \"credit_id...</td>\n",
" <td>[{\"credit_id\": \"52fe4ad9c3a368484e16a36b\", \"de...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4808</th>\n",
" <td>0</td>\n",
" <td>[{\"id\": 99, \"name\": \"Documentary\"}]</td>\n",
" <td>NaN</td>\n",
" <td>25975</td>\n",
" <td>[{\"id\": 1523, \"name\": \"obsession\"}, {\"id\": 224...</td>\n",
" <td>en</td>\n",
" <td>My Date with Drew</td>\n",
" <td>Ever since the second grade when he first saw ...</td>\n",
" <td>1.929883</td>\n",
" <td>[{\"name\": \"rusty bear entertainment\", \"id\": 87...</td>\n",
" <td>...</td>\n",
" <td>90.0</td>\n",
" <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
" <td>Released</td>\n",
" <td>NaN</td>\n",
" <td>My Date with Drew</td>\n",
" <td>6.3</td>\n",
" <td>16</td>\n",
" <td>25975</td>\n",
" <td>[{\"cast_id\": 3, \"character\": \"Herself\", \"credi...</td>\n",
" <td>[{\"credit_id\": \"58ce021b9251415a390165d9\", \"de...</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>4809 rows × 23 columns</p>\n",
"</div>"
],
"text/plain": [
" budget genres \\\n",
"0 237000000 [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam... \n",
"1 300000000 [{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"... \n",
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"3 250000000 [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 80, \"nam... \n",
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"5 258000000 [{\"id\": 14, \"name\": \"Fantasy\"}, {\"id\": 28, \"na... \n",
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"7 280000000 [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam... \n",
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"14 225000000 [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam... \n",
"15 225000000 [{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 10751... \n",
"16 220000000 [{\"id\": 878, \"name\": \"Science Fiction\"}, {\"id\"... \n",
"17 380000000 [{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 28, \"... \n",
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"24 207000000 [{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 18, \"... \n",
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"28 150000000 [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam... \n",
"29 200000000 [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam... \n",
"... ... ... \n",
"4779 27000 [{\"id\": 35, \"name\": \"Comedy\"}] \n",
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"4783 0 [{\"id\": 18, \"name\": \"Drama\"}] \n",
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"4799 0 [{\"id\": 18, \"name\": \"Drama\"}] \n",
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"4806 0 [{\"id\": 35, \"name\": \"Comedy\"}, {\"id\": 18, \"nam... \n",
"4807 0 [] \n",
"4808 0 [{\"id\": 99, \"name\": \"Documentary\"}] \n",
"\n",
" homepage id \\\n",
"0 http://www.avatarmovie.com/ 19995 \n",
"1 http://disney.go.com/disneypictures/pirates/ 285 \n",
"2 http://www.sonypictures.com/movies/spectre/ 206647 \n",
"3 http://www.thedarkknightrises.com/ 49026 \n",
"4 http://movies.disney.com/john-carter 49529 \n",
"5 http://www.sonypictures.com/movies/spider-man3/ 559 \n",
"6 http://disney.go.com/disneypictures/tangled/ 38757 \n",
"7 http://marvel.com/movies/movie/193/avengers_ag... 99861 \n",
"8 http://harrypotter.warnerbros.com/harrypottera... 767 \n",
"9 http://www.batmanvsupermandawnofjustice.com/ 209112 \n",
"10 http://www.superman.com 1452 \n",
"11 http://www.mgm.com/view/movie/234/Quantum-of-S... 10764 \n",
"12 http://disney.go.com/disneypictures/pirates/ 58 \n",
"13 http://disney.go.com/the-lone-ranger/ 57201 \n",
"14 http://www.manofsteel.com/ 49521 \n",
"15 NaN 2454 \n",
"16 http://marvel.com/avengers_movie/ 24428 \n",
"17 http://disney.go.com/pirates/index-on-stranger... 1865 \n",
"18 http://www.sonypictures.com/movies/meninblack3/ 41154 \n",
"19 http://www.thehobbit.com/ 122917 \n",
"20 http://www.theamazingspiderman.com 1930 \n",
"21 http://www.robinhoodthemovie.com/ 20662 \n",
"22 http://www.thehobbit.com/ 57158 \n",
"23 http://www.goldencompassmovie.com/index_german... 2268 \n",
"24 NaN 254 \n",
"25 http://www.titanicmovie.com 597 \n",
"26 http://marvel.com/captainamericapremiere 271110 \n",
"27 NaN 44833 \n",
"28 http://www.jurassicworld.com/ 135397 \n",
"29 http://www.skyfall-movie.com 37724 \n",
"... ... ... \n",
"4779 http://www.miramax.com/movie/clerks/ 2292 \n",
"4780 NaN 42497 \n",
"4781 NaN 33693 \n",
"4782 NaN 14585 \n",
"4783 NaN 185465 \n",
"4784 NaN 38780 \n",
"4785 NaN 14022 \n",
"4786 NaN 366967 \n",
"4787 https://www.facebook.com/DrySpellMovie 255266 \n",
"4788 NaN 17345 \n",
"4789 NaN 226458 \n",
"4790 http://www.thepuffychairmovie.com 24055 \n",
"4791 NaN 287625 \n",
"4792 NaN 44990 \n",
"4793 NaN 86304 \n",
"4794 NaN 692 \n",
"4795 NaN 39851 \n",
"4796 NaN 13898 \n",
"4797 http://tincanmanthemovie.com/ 157185 \n",
"4798 NaN 36095 \n",
"4799 NaN 182291 \n",
"4800 NaN 286939 \n",
"4801 NaN 124606 \n",
"4802 http://www.primermovie.com 14337 \n",
"4803 NaN 67238 \n",
"4804 NaN 9367 \n",
"4805 NaN 72766 \n",
"4806 http://www.hallmarkchannel.com/signedsealeddel... 231617 \n",
"4807 http://shanghaicalling.com/ 126186 \n",
"4808 NaN 25975 \n",
"\n",
" keywords original_language \\\n",
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"1 [{\"id\": 270, \"name\": \"ocean\"}, {\"id\": 726, \"na... en \n",
"2 [{\"id\": 470, \"name\": \"spy\"}, {\"id\": 818, \"name... en \n",
"3 [{\"id\": 849, \"name\": \"dc comics\"}, {\"id\": 853,... en \n",
"4 [{\"id\": 818, \"name\": \"based on novel\"}, {\"id\":... en \n",
"5 [{\"id\": 851, \"name\": \"dual identity\"}, {\"id\": ... en \n",
"6 [{\"id\": 1562, \"name\": \"hostage\"}, {\"id\": 2343,... en \n",
"7 [{\"id\": 8828, \"name\": \"marvel comic\"}, {\"id\": ... en \n",
"8 [{\"id\": 616, \"name\": \"witch\"}, {\"id\": 2343, \"n... en \n",
"9 [{\"id\": 849, \"name\": \"dc comics\"}, {\"id\": 7002... en \n",
"10 [{\"id\": 83, \"name\": \"saving the world\"}, {\"id\"... en \n",
"11 [{\"id\": 627, \"name\": \"killing\"}, {\"id\": 1568, ... en \n",
"12 [{\"id\": 616, \"name\": \"witch\"}, {\"id\": 663, \"na... en \n",
"13 [{\"id\": 1556, \"name\": \"texas\"}, {\"id\": 2673, \"... en \n",
"14 [{\"id\": 83, \"name\": \"saving the world\"}, {\"id\"... en \n",
"15 [{\"id\": 818, \"name\": \"based on novel\"}, {\"id\":... en \n",
"16 [{\"id\": 242, \"name\": \"new york\"}, {\"id\": 5539,... en \n",
"17 [{\"id\": 658, \"name\": \"sea\"}, {\"id\": 1316, \"nam... en \n",
"18 [{\"id\": 4379, \"name\": \"time travel\"}, {\"id\": 5... en \n",
"19 [{\"id\": 417, \"name\": \"corruption\"}, {\"id\": 603... en \n",
"20 [{\"id\": 1872, \"name\": \"loss of father\"}, {\"id\"... en \n",
"21 [{\"id\": 4147, \"name\": \"robin hood\"}, {\"id\": 43... en \n",
"22 [{\"id\": 603, \"name\": \"elves\"}, {\"id\": 604, \"na... en \n",
"23 [{\"id\": 392, \"name\": \"england\"}, {\"id\": 1461, ... en \n",
"24 [{\"id\": 774, \"name\": \"film business\"}, {\"id\": ... en \n",
"25 [{\"id\": 2580, \"name\": \"shipwreck\"}, {\"id\": 298... en \n",
"26 [{\"id\": 393, \"name\": \"civil war\"}, {\"id\": 6091... en \n",
"27 [{\"id\": 1721, \"name\": \"fight\"}, {\"id\": 4410, \"... en \n",
"28 [{\"id\": 1299, \"name\": \"monster\"}, {\"id\": 1718,... en \n",
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"... ... ... \n",
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"4780 [{\"id\": 1566, \"name\": \"dream\"}, {\"id\": 13059, ... en \n",
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"4783 [] en \n",
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"4785 [{\"id\": 305, \"name\": \"moon\"}, {\"id\": 490, \"nam... en \n",
"4786 [] en \n",
"4787 [{\"id\": 13043, \"name\": \"dating\"}, {\"id\": 15160... en \n",
"4788 [{\"id\": 186, \"name\": \"christianity\"}, {\"id\": 4... en \n",
"4789 [{\"id\": 9712, \"name\": \"possession\"}] en \n",
"4790 [{\"id\": 171993, \"name\": \"mumblecore\"}] en \n",
"4791 [] en \n",
"4792 [{\"id\": 10183, \"name\": \"independent film\"}] en \n",
"4793 [{\"id\": 9715, \"name\": \"superhero\"}] en \n",
"4794 [{\"id\": 237, \"name\": \"gay\"}, {\"id\": 900, \"name... en \n",
"4795 [{\"id\": 6782, \"name\": \"addiction\"}, {\"id\": 155... en \n",
"4796 [] fa \n",
"4797 [{\"id\": 14903, \"name\": \"home invasion\"}] en \n",
"4798 [{\"id\": 233, \"name\": \"japan\"}, {\"id\": 549, \"na... ja \n",
"4799 [{\"id\": 718, \"name\": \"confession\"}, {\"id\": 100... en \n",
"4800 [] en \n",
"4801 [{\"id\": 10726, \"name\": \"gang\"}, {\"id\": 33928, ... en \n",
"4802 [{\"id\": 1448, \"name\": \"distrust\"}, {\"id\": 2101... en \n",
"4803 [] en \n",
"4804 [{\"id\": 5616, \"name\": \"united states\\u2013mexi... es \n",
"4805 [] en \n",
"4806 [{\"id\": 248, \"name\": \"date\"}, {\"id\": 699, \"nam... en \n",
"4807 [] en \n",
"4808 [{\"id\": 1523, \"name\": \"obsession\"}, {\"id\": 224... en \n",
"\n",
" original_title \\\n",
"0 Avatar \n",
"1 Pirates of the Caribbean: At World's End \n",
"2 Spectre \n",
"3 The Dark Knight Rises \n",
"4 John Carter \n",
"5 Spider-Man 3 \n",
"6 Tangled \n",
"7 Avengers: Age of Ultron \n",
"8 Harry Potter and the Half-Blood Prince \n",
"9 Batman v Superman: Dawn of Justice \n",
"10 Superman Returns \n",
"11 Quantum of Solace \n",
"12 Pirates of the Caribbean: Dead Man's Chest \n",
"13 The Lone Ranger \n",
"14 Man of Steel \n",
"15 The Chronicles of Narnia: Prince Caspian \n",
"16 The Avengers \n",
"17 Pirates of the Caribbean: On Stranger Tides \n",
"18 Men in Black 3 \n",
"19 The Hobbit: The Battle of the Five Armies \n",
"20 The Amazing Spider-Man \n",
"21 Robin Hood \n",
"22 The Hobbit: The Desolation of Smaug \n",
"23 The Golden Compass \n",
"24 King Kong \n",
"25 Titanic \n",
"26 Captain America: Civil War \n",
"27 Battleship \n",
"28 Jurassic World \n",
"29 Skyfall \n",
"... ... \n",
"4779 Clerks \n",
"4780 Pink Narcissus \n",
"4781 Funny Ha Ha \n",
"4782 In the Company of Men \n",
"4783 Manito \n",
"4784 Rampage \n",
"4785 Slacker \n",
"4786 Dutch Kills \n",
"4787 Dry Spell \n",
"4788 Flywheel \n",
"4789 Backmask \n",
"4790 The Puffy Chair \n",
"4791 Stories of Our Lives \n",
"4792 Breaking Upwards \n",
"4793 All Superheroes Must Die \n",
"4794 Pink Flamingos \n",
"4795 Clean \n",
"4796 دایره \n",
"4797 Tin Can Man \n",
"4798 キュア \n",
"4799 On The Downlow \n",
"4800 Sanctuary: Quite a Conundrum \n",
"4801 Bang \n",
"4802 Primer \n",
"4803 Cavite \n",
"4804 El Mariachi \n",
"4805 Newlyweds \n",
"4806 Signed, Sealed, Delivered \n",
"4807 Shanghai Calling \n",
"4808 My Date with Drew \n",
"\n",
" overview popularity \\\n",
"0 In the 22nd century, a paraplegic Marine is di... 150.437577 \n",
"1 Captain Barbossa, long believed to be dead, ha... 139.082615 \n",
"2 A cryptic message from Bond’s past sends him o... 107.376788 \n",
"3 Following the death of District Attorney Harve... 112.312950 \n",
"4 John Carter is a war-weary, former military ca... 43.926995 \n",
"5 The seemingly invincible Spider-Man goes up ag... 115.699814 \n",
"6 When the kingdom's most wanted-and most charmi... 48.681969 \n",
"7 When Tony Stark tries to jumpstart a dormant p... 134.279229 \n",
"8 As Harry begins his sixth year at Hogwarts, he... 98.885637 \n",
"9 Fearing the actions of a god-like Super Hero l... 155.790452 \n",
"10 Superman returns to discover his 5-year absenc... 57.925623 \n",
"11 Quantum of Solace continues the adventures of ... 107.928811 \n",
"12 Captain Jack Sparrow works his way out of a bl... 145.847379 \n",
"13 The Texas Rangers chase down a gang of outlaws... 49.046956 \n",
"14 A young boy learns that he has extraordinary p... 99.398009 \n",
"15 One year after their incredible adventures in ... 53.978602 \n",
"16 When an unexpected enemy emerges and threatens... 144.448633 \n",
"17 Captain Jack Sparrow crosses paths with a woma... 135.413856 \n",
"18 Agents J (Will Smith) and K (Tommy Lee Jones) ... 52.035179 \n",
"19 Immediately after the events of The Desolation... 120.965743 \n",
"20 Peter Parker is an outcast high schooler aband... 89.866276 \n",
"21 When soldier Robin happens upon the dying Robe... 37.668301 \n",
"22 The Dwarves, Bilbo and Gandalf have successful... 94.370564 \n",
"23 After overhearing a shocking secret, precociou... 42.990906 \n",
"24 In 1933 New York, an overly ambitious movie pr... 61.226010 \n",
"25 84 years later, a 101-year-old woman named Ros... 100.025899 \n",
"26 Following the events of Age of Ultron, the col... 198.372395 \n",
"27 When mankind beams a radio signal into space, ... 64.928382 \n",
"28 Twenty-two years after the events of Jurassic ... 418.708552 \n",
"29 When Bond's latest assignment goes gravely wro... 93.004993 \n",
"... ... ... \n",
"4779 Convenience and video store clerks Dante and R... 19.748658 \n",
"4780 An erotic poem set in the fantasies of a young... 0.027811 \n",
"4781 Unsure of what to do next, 23-year-old Marnie ... 0.362633 \n",
"4782 Two business executives--one an avowed misogyn... 2.634007 \n",
"4783 Fifteen years ago, their Washington Heights ne... 0.039264 \n",
"4784 The boredom of small town life is eating Bill ... 7.101197 \n",
"4785 Presents a day in the life in Austin, Texas am... 3.320622 \n",
"4786 A desperate ex-con is forced to gather his old... 0.038143 \n",
"4787 Sasha tries to get her soon-to-be ex husband K... 0.048948 \n",
"4788 Jay Austin wants to sell you a used car, but w... 1.048524 \n",
"4789 During an all-night, drug-fueled party at an a... 3.619167 \n",
"4790 Josh's life is pretty much in the toilet. He's... 1.243955 \n",
"4791 Created by the members of a Nairobi-based arts... 0.327794 \n",
"4792 'Breaking Upwards' explores a young, real-life... 0.674570 \n",
"4793 Masked vigilantes Charge (Jason Trost), Cutthr... 3.545991 \n",
"4794 Notorious Baltimore criminal and underground f... 4.553644 \n",
"4795 After losing her husband to a heroin overdose,... 1.464566 \n",
"4796 Various women struggle to function in the oppr... 1.193779 \n",
"4797 Recently dumped by his girlfirend for another ... 0.332679 \n",
"4798 A wave of gruesome murders is sweeping Tokyo. ... 0.212443 \n",
"4799 Isaac and Angel are two young Latinos involved... 0.029757 \n",
"4800 It should have been just a normal day of sex, ... 0.166513 \n",
"4801 A young woman in L.A. is having a bad day: she... 0.918116 \n",
"4802 Friends/fledgling entrepreneurs invent a devic... 23.307949 \n",
"4803 Adam, a security guard, travels from Californi... 0.022173 \n",
"4804 El Mariachi just wants to play his guitar and ... 14.269792 \n",
"4805 A newlywed couple's honeymoon is upended by th... 0.642552 \n",
"4806 \"Signed, Sealed, Delivered\" introduces a dedic... 1.444476 \n",
"4807 When ambitious New York attorney Sam is sent t... 0.857008 \n",
"4808 Ever since the second grade when he first saw ... 1.929883 \n",
"\n",
" production_companies \\\n",
"0 [{\"name\": \"Ingenious Film Partners\", \"id\": 289... \n",
"1 [{\"name\": \"Walt Disney Pictures\", \"id\": 2}, {\"... \n",
"2 [{\"name\": \"Columbia Pictures\", \"id\": 5}, {\"nam... \n",
"3 [{\"name\": \"Legendary Pictures\", \"id\": 923}, {\"... \n",
"4 [{\"name\": \"Walt Disney Pictures\", \"id\": 2}] \n",
"5 [{\"name\": \"Columbia Pictures\", \"id\": 5}, {\"nam... \n",
"6 [{\"name\": \"Walt Disney Pictures\", \"id\": 2}, {\"... \n",
"7 [{\"name\": \"Marvel Studios\", \"id\": 420}, {\"name... \n",
"8 [{\"name\": \"Warner Bros.\", \"id\": 6194}, {\"name\"... \n",
"9 [{\"name\": \"DC Comics\", \"id\": 429}, {\"name\": \"A... \n",
"10 [{\"name\": \"DC Comics\", \"id\": 429}, {\"name\": \"L... \n",
"11 [{\"name\": \"Eon Productions\", \"id\": 7576}] \n",
"12 [{\"name\": \"Walt Disney Pictures\", \"id\": 2}, {\"... \n",
"13 [{\"name\": \"Walt Disney Pictures\", \"id\": 2}, {\"... \n",
"14 [{\"name\": \"Legendary Pictures\", \"id\": 923}, {\"... \n",
"15 [{\"name\": \"Walt Disney\", \"id\": 5888}, {\"name\":... \n",
"16 [{\"name\": \"Paramount Pictures\", \"id\": 4}, {\"na... \n",
"17 [{\"name\": \"Walt Disney Pictures\", \"id\": 2}, {\"... \n",
"18 [{\"name\": \"Amblin Entertainment\", \"id\": 56}, {... \n",
"19 [{\"name\": \"WingNut Films\", \"id\": 11}, {\"name\":... \n",
"20 [{\"name\": \"Columbia Pictures\", \"id\": 5}, {\"nam... \n",
"21 [{\"name\": \"Imagine Entertainment\", \"id\": 23}, ... \n",
"22 [{\"name\": \"WingNut Films\", \"id\": 11}, {\"name\":... \n",
"23 [{\"name\": \"New Line Cinema\", \"id\": 12}, {\"name... \n",
"24 [{\"name\": \"WingNut Films\", \"id\": 11}, {\"name\":... \n",
"25 [{\"name\": \"Paramount Pictures\", \"id\": 4}, {\"na... \n",
"26 [{\"name\": \"Studio Babelsberg\", \"id\": 264}, {\"n... \n",
"27 [{\"name\": \"Universal Pictures\", \"id\": 33}, {\"n... \n",
"28 [{\"name\": \"Universal Studios\", \"id\": 13}, {\"na... \n",
"29 [{\"name\": \"Columbia Pictures\", \"id\": 5}] \n",
"... ... \n",
"4779 [{\"name\": \"Miramax Films\", \"id\": 14}, {\"name\":... \n",
"4780 [{\"name\": \"Strand Releasing\", \"id\": 3923}] \n",
"4781 [] \n",
"4782 [{\"name\": \"Alliance Atlantis Communications\", ... \n",
"4783 [] \n",
"4784 [{\"name\": \"Boll Kino Beteiligungs GmbH & Co. K... \n",
"4785 [] \n",
"4786 [] \n",
"4787 [] \n",
"4788 [] \n",
"4789 [{\"name\": \"GO Productions\", \"id\": 2943}, {\"nam... \n",
"4790 [] \n",
"4791 [] \n",
"4792 [] \n",
"4793 [{\"name\": \"Grindfest\", \"id\": 18818}] \n",
"4794 [{\"name\": \"Dreamland Productions\", \"id\": 407}] \n",
"4795 [] \n",
"4796 [{\"name\": \"Jafar Panahi Film Productions\", \"id... \n",
"4797 [{\"name\": \"Park Films\", \"id\": 21871}, {\"name\":... \n",
"4798 [{\"name\": \"Daiei Studios\", \"id\": 881}] \n",
"4799 [{\"name\": \"Iconoclast Films\", \"id\": 26677}] \n",
"4800 [{\"name\": \"Gold Lion Films\", \"id\": 37870}, {\"n... \n",
"4801 [{\"name\": \"Asylum Films\", \"id\": 10571}, {\"name... \n",
"4802 [{\"name\": \"Thinkfilm\", \"id\": 446}] \n",
"4803 [] \n",
"4804 [{\"name\": \"Columbia Pictures\", \"id\": 5}] \n",
"4805 [] \n",
"4806 [{\"name\": \"Front Street Pictures\", \"id\": 3958}... \n",
"4807 [] \n",
"4808 [{\"name\": \"rusty bear entertainment\", \"id\": 87... \n",
"\n",
" ... runtime \\\n",
"0 ... 162.0 \n",
"1 ... 169.0 \n",
"2 ... 148.0 \n",
"3 ... 165.0 \n",
"4 ... 132.0 \n",
"5 ... 139.0 \n",
"6 ... 100.0 \n",
"7 ... 141.0 \n",
"8 ... 153.0 \n",
"9 ... 151.0 \n",
"10 ... 154.0 \n",
"11 ... 106.0 \n",
"12 ... 151.0 \n",
"13 ... 149.0 \n",
"14 ... 143.0 \n",
"15 ... 150.0 \n",
"16 ... 143.0 \n",
"17 ... 136.0 \n",
"18 ... 106.0 \n",
"19 ... 144.0 \n",
"20 ... 136.0 \n",
"21 ... 140.0 \n",
"22 ... 161.0 \n",
"23 ... 113.0 \n",
"24 ... 187.0 \n",
"25 ... 194.0 \n",
"26 ... 147.0 \n",
"27 ... 131.0 \n",
"28 ... 124.0 \n",
"29 ... 143.0 \n",
"... ... ... \n",
"4779 ... 92.0 \n",
"4780 ... 64.0 \n",
"4781 ... 85.0 \n",
"4782 ... 97.0 \n",
"4783 ... 78.0 \n",
"4784 ... 85.0 \n",
"4785 ... 97.0 \n",
"4786 ... 90.0 \n",
"4787 ... 90.0 \n",
"4788 ... 120.0 \n",
"4789 ... 91.0 \n",
"4790 ... 85.0 \n",
"4791 ... 60.0 \n",
"4792 ... 88.0 \n",
"4793 ... 78.0 \n",
"4794 ... 93.0 \n",
"4795 ... 111.0 \n",
"4796 ... 90.0 \n",
"4797 ... 84.0 \n",
"4798 ... 111.0 \n",
"4799 ... 90.0 \n",
"4800 ... 82.0 \n",
"4801 ... 98.0 \n",
"4802 ... 77.0 \n",
"4803 ... 80.0 \n",
"4804 ... 81.0 \n",
"4805 ... 85.0 \n",
"4806 ... 120.0 \n",
"4807 ... 98.0 \n",
"4808 ... 90.0 \n",
"\n",
" spoken_languages status \\\n",
"0 [{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso... Released \n",
"1 [{\"iso_639_1\": \"en\", \"name\": \"English\"}] Released \n",
"2 [{\"iso_639_1\": \"fr\", \"name\": \"Fran\\u00e7ais\"},... Released \n",
"3 [{\"iso_639_1\": \"en\", \"name\": \"English\"}] Released \n",
"4 [{\"iso_639_1\": \"en\", \"name\": \"English\"}] Released \n",
"5 [{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso... Released \n",
"6 [{\"iso_639_1\": \"en\", \"name\": \"English\"}] Released \n",
"7 [{\"iso_639_1\": \"en\", \"name\": \"English\"}] Released \n",
"8 [{\"iso_639_1\": \"en\", \"name\": \"English\"}] Released \n",
"9 [{\"iso_639_1\": \"en\", \"name\": \"English\"}] Released \n",
"10 [{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso... Released \n",
"11 [{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso... Released \n",
"12 [{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso... Released \n",
"13 [{\"iso_639_1\": \"en\", \"name\": \"English\"}] Released \n",
"14 [{\"iso_639_1\": \"en\", \"name\": \"English\"}] Released \n",
"15 [{\"iso_639_1\": \"en\", \"name\": \"English\"}] Released \n",
"16 [{\"iso_639_1\": \"en\", \"name\": \"English\"}] Released \n",
"17 [{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso... Released \n",
"18 [{\"iso_639_1\": \"en\", \"name\": \"English\"}] Released \n",
"19 [{\"iso_639_1\": \"en\", \"name\": \"English\"}] Released \n",
"20 [{\"iso_639_1\": \"en\", \"name\": \"English\"}] Released \n",
"21 [{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso... Released \n",
"22 [{\"iso_639_1\": \"en\", \"name\": \"English\"}] Released \n",
"23 [{\"iso_639_1\": \"is\", \"name\": \"\\u00cdslenska\"},... Released \n",
"24 [{\"iso_639_1\": \"en\", \"name\": \"English\"}] Released \n",
"25 [{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso... Released \n",
"26 [{\"iso_639_1\": \"ro\", \"name\": \"Rom\\u00e2n\\u0103... Released \n",
"27 [{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso... Released \n",
"28 [{\"iso_639_1\": \"en\", \"name\": \"English\"}] Released \n",
"29 [{\"iso_639_1\": \"en\", \"name\": \"English\"}] Released \n",
"... ... ... \n",
"4779 [{\"iso_639_1\": \"en\", \"name\": \"English\"}] Released \n",
"4780 [{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso... Released \n",
"4781 [{\"iso_639_1\": \"en\", \"name\": \"English\"}] Released \n",
"4782 [{\"iso_639_1\": \"en\", \"name\": \"English\"}] Released \n",
"4783 [{\"iso_639_1\": \"es\", \"name\": \"Espa\\u00f1ol\"}, ... Released \n",
"4784 [{\"iso_639_1\": \"en\", \"name\": \"English\"}] Released \n",
"4785 [{\"iso_639_1\": \"en\", \"name\": \"English\"}] Released \n",
"4786 [] Released \n",
"4787 [{\"iso_639_1\": \"en\", \"name\": \"English\"}] Released \n",
"4788 [{\"iso_639_1\": \"en\", \"name\": \"English\"}] Released \n",
"4789 [{\"iso_639_1\": \"en\", \"name\": \"English\"}] Released \n",
"4790 [] Released \n",
"4791 [{\"iso_639_1\": \"sw\", \"name\": \"Kiswahili\"}, {\"i... Released \n",
"4792 [{\"iso_639_1\": \"en\", \"name\": \"English\"}] Released \n",
"4793 [{\"iso_639_1\": \"en\", \"name\": \"English\"}] Released \n",
"4794 [{\"iso_639_1\": \"en\", \"name\": \"English\"}] Released \n",
"4795 [{\"iso_639_1\": \"cn\", \"name\": \"\\u5e7f\\u5dde\\u8b... Released \n",
"4796 [{\"iso_639_1\": \"fa\", \"name\": \"\\u0641\\u0627\\u06... Released \n",
"4797 [{\"iso_639_1\": \"en\", \"name\": \"English\"}] Released \n",
"4798 [{\"iso_639_1\": \"ja\", \"name\": \"\\u65e5\\u672c\\u8a... Released \n",
"4799 [] Released \n",
"4800 [{\"iso_639_1\": \"en\", \"name\": \"English\"}] Released \n",
"4801 [{\"iso_639_1\": \"en\", \"name\": \"English\"}] Released \n",
"4802 [{\"iso_639_1\": \"en\", \"name\": \"English\"}] Released \n",
"4803 [] Released \n",
"4804 [{\"iso_639_1\": \"es\", \"name\": \"Espa\\u00f1ol\"}] Released \n",
"4805 [] Released \n",
"4806 [{\"iso_639_1\": \"en\", \"name\": \"English\"}] Released \n",
"4807 [{\"iso_639_1\": \"en\", \"name\": \"English\"}] Released \n",
"4808 [{\"iso_639_1\": \"en\", \"name\": \"English\"}] Released \n",
"\n",
" tagline \\\n",
"0 Enter the World of Pandora. \n",
"1 At the end of the world, the adventure begins. \n",
"2 A Plan No One Escapes \n",
"3 The Legend Ends \n",
"4 Lost in our world, found in another. \n",
"5 The battle within. \n",
"6 They're taking adventure to new lengths. \n",
"7 A New Age Has Come. \n",
"8 Dark Secrets Revealed \n",
"9 Justice or revenge \n",
"10 NaN \n",
"11 For love, for hate, for justice, for revenge. \n",
"12 Jack is back! \n",
"13 Never Take Off the Mask \n",
"14 You will believe that a man can fly. \n",
"15 Hope has a new face. \n",
"16 Some assembly required. \n",
"17 Live Forever Or Die Trying. \n",
"18 They are back... in time. \n",
"19 Witness the defining chapter of the Middle-Ear... \n",
"20 The untold story begins. \n",
"21 Rise and rise again, until lambs become lions. \n",
"22 Beyond darkness... beyond desolation... lies t... \n",
"23 There are worlds beyond our own - the compass ... \n",
"24 The eighth wonder of the world. \n",
"25 Nothing on Earth could come between them. \n",
"26 Divided We Fall \n",
"27 The Battle for Earth Begins at Sea \n",
"28 The park is open. \n",
"29 Think on your sins. \n",
"... ... \n",
"4779 Just because they serve you doesn't mean they ... \n",
"4780 A unique experience in visual fantasy! \n",
"4781 NaN \n",
"4782 Are all men bastards...or just misunderstood? \n",
"4783 NaN \n",
"4784 Vengeance is ruthless. \n",
"4785 NaN \n",
"4786 NaN \n",
"4787 Getting divorced does funny things to a girl \n",
"4788 NaN \n",
"4789 nederlands \n",
"4790 NaN \n",
"4791 NaN \n",
"4792 NaN \n",
"4793 May The Best Man Win \n",
"4794 An exercise in poor taste. \n",
"4795 When you don't have a choice, you change. \n",
"4796 NaN \n",
"4797 Everything You've Heard is True \n",
"4798 Madness. Terror. Murder. \n",
"4799 Two gangs. One secret. One crossroad. \n",
"4800 NaN \n",
"4801 Sometimes you've got to break the rules \n",
"4802 What happens if it actually works? \n",
"4803 NaN \n",
"4804 He didn't come looking for trouble, but troubl... \n",
"4805 A newlywed couple's honeymoon is upended by th... \n",
"4806 NaN \n",
"4807 A New Yorker in Shanghai \n",
"4808 NaN \n",
"\n",
" title vote_average vote_count \\\n",
"0 Avatar 7.2 11800 \n",
"1 Pirates of the Caribbean: At World's End 6.9 4500 \n",
"2 Spectre 6.3 4466 \n",
"3 The Dark Knight Rises 7.6 9106 \n",
"4 John Carter 6.1 2124 \n",
"5 Spider-Man 3 5.9 3576 \n",
"6 Tangled 7.4 3330 \n",
"7 Avengers: Age of Ultron 7.3 6767 \n",
"8 Harry Potter and the Half-Blood Prince 7.4 5293 \n",
"9 Batman v Superman: Dawn of Justice 5.7 7004 \n",
"10 Superman Returns 5.4 1400 \n",
"11 Quantum of Solace 6.1 2965 \n",
"12 Pirates of the Caribbean: Dead Man's Chest 7.0 5246 \n",
"13 The Lone Ranger 5.9 2311 \n",
"14 Man of Steel 6.5 6359 \n",
"15 The Chronicles of Narnia: Prince Caspian 6.3 1630 \n",
"16 The Avengers 7.4 11776 \n",
"17 Pirates of the Caribbean: On Stranger Tides 6.4 4948 \n",
"18 Men in Black 3 6.2 4160 \n",
"19 The Hobbit: The Battle of the Five Armies 7.1 4760 \n",
"20 The Amazing Spider-Man 6.5 6586 \n",
"21 Robin Hood 6.2 1398 \n",
"22 The Hobbit: The Desolation of Smaug 7.6 4524 \n",
"23 The Golden Compass 5.8 1303 \n",
"24 King Kong 6.6 2337 \n",
"25 Titanic 7.5 7562 \n",
"26 Captain America: Civil War 7.1 7241 \n",
"27 Battleship 5.5 2114 \n",
"28 Jurassic World 6.5 8662 \n",
"29 Skyfall 6.9 7604 \n",
"... ... ... ... \n",
"4779 Clerks 7.4 755 \n",
"4780 Pink Narcissus 6.0 9 \n",
"4781 Funny Ha Ha 6.3 8 \n",
"4782 In the Company of Men 6.8 44 \n",
"4783 Manito 5.5 2 \n",
"4784 Rampage 6.0 131 \n",
"4785 Slacker 6.4 77 \n",
"4786 Dutch Kills 0.0 0 \n",
"4787 Dry Spell 6.0 1 \n",
"4788 Flywheel 6.8 19 \n",
"4789 Backmask 4.7 79 \n",
"4790 The Puffy Chair 6.2 15 \n",
"4791 Stories of Our Lives 0.0 0 \n",
"4792 Breaking Upwards 5.6 12 \n",
"4793 All Superheroes Must Die 4.2 13 \n",
"4794 Pink Flamingos 6.2 110 \n",
"4795 Clean 6.7 17 \n",
"4796 The Circle 6.6 17 \n",
"4797 Tin Can Man 2.0 1 \n",
"4798 Cure 7.4 63 \n",
"4799 On The Downlow 6.0 2 \n",
"4800 Sanctuary: Quite a Conundrum 0.0 0 \n",
"4801 Bang 6.0 1 \n",
"4802 Primer 6.9 658 \n",
"4803 Cavite 7.5 2 \n",
"4804 El Mariachi 6.6 238 \n",
"4805 Newlyweds 5.9 5 \n",
"4806 Signed, Sealed, Delivered 7.0 6 \n",
"4807 Shanghai Calling 5.7 7 \n",
"4808 My Date with Drew 6.3 16 \n",
"\n",
" movie_id cast \\\n",
"0 19995 [{\"cast_id\": 242, \"character\": \"Jake Sully\", \"... \n",
"1 285 [{\"cast_id\": 4, \"character\": \"Captain Jack Spa... \n",
"2 206647 [{\"cast_id\": 1, \"character\": \"James Bond\", \"cr... \n",
"3 49026 [{\"cast_id\": 2, \"character\": \"Bruce Wayne / Ba... \n",
"4 49529 [{\"cast_id\": 5, \"character\": \"John Carter\", \"c... \n",
"5 559 [{\"cast_id\": 30, \"character\": \"Peter Parker / ... \n",
"6 38757 [{\"cast_id\": 34, \"character\": \"Flynn Rider (vo... \n",
"7 99861 [{\"cast_id\": 76, \"character\": \"Tony Stark / Ir... \n",
"8 767 [{\"cast_id\": 3, \"character\": \"Harry Potter\", \"... \n",
"9 209112 [{\"cast_id\": 18, \"character\": \"Bruce Wayne / B... \n",
"10 1452 [{\"cast_id\": 3, \"character\": \"Superman / Clark... \n",
"11 10764 [{\"cast_id\": 1, \"character\": \"James Bond\", \"cr... \n",
"12 58 [{\"cast_id\": 37, \"character\": \"Captain Jack Sp... \n",
"13 57201 [{\"cast_id\": 4, \"character\": \"Tonto\", \"credit_... \n",
"14 49521 [{\"cast_id\": 2, \"character\": \"Clark Kent / Kal... \n",
"15 2454 [{\"cast_id\": 1, \"character\": \"Prince Caspian\",... \n",
"16 24428 [{\"cast_id\": 46, \"character\": \"Tony Stark / Ir... \n",
"17 1865 [{\"cast_id\": 15, \"character\": \"Captain Jack Sp... \n",
"18 41154 [{\"cast_id\": 4, \"character\": \"Agent J\", \"credi... \n",
"19 122917 [{\"cast_id\": 10, \"character\": \"Bilbo Baggins\",... \n",
"20 1930 [{\"cast_id\": 56, \"character\": \"Peter Parker / ... \n",
"21 20662 [{\"cast_id\": 1, \"character\": \"Robin Longstride... \n",
"22 57158 [{\"cast_id\": 3, \"character\": \"Bilbo Baggins\", ... \n",
"23 2268 [{\"cast_id\": 43, \"character\": \"Lyra Belacqua\",... \n",
"24 254 [{\"cast_id\": 5, \"character\": \"Ann Darrow\", \"cr... \n",
"25 597 [{\"cast_id\": 20, \"character\": \"Rose DeWitt Buk... \n",
"26 271110 [{\"cast_id\": 9, \"character\": \"Steve Rogers / C... \n",
"27 44833 [{\"cast_id\": 3, \"character\": \"Lieutenant Alex ... \n",
"28 135397 [{\"cast_id\": 10, \"character\": \"Owen Grady\", \"c... \n",
"29 37724 [{\"cast_id\": 1, \"character\": \"James Bond\", \"cr... \n",
"... ... ... \n",
"4779 2292 [{\"cast_id\": 7, \"character\": \"Dante Hicks\", \"c... \n",
"4780 42497 [{\"cast_id\": 1006, \"character\": \"Pan\", \"credit... \n",
"4781 33693 [{\"cast_id\": 1, \"character\": \"Marnie\", \"credit... \n",
"4782 14585 [{\"cast_id\": 1, \"character\": \"Chad\", \"credit_i... \n",
"4783 185465 [{\"cast_id\": 1, \"character\": \"Junior Moreno\", ... \n",
"4784 38780 [{\"cast_id\": 1, \"character\": \"Bill Williamson\"... \n",
"4785 14022 [{\"cast_id\": 1, \"character\": \"Should Have Stay... \n",
"4786 366967 [{\"cast_id\": 4, \"character\": \"Val\", \"credit_id... \n",
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"4789 226458 [{\"cast_id\": 3, \"character\": \"Father Conway\", ... \n",
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"4791 287625 [{\"cast_id\": 8, \"character\": \"\", \"credit_id\": ... \n",
"4792 44990 [{\"cast_id\": 1, \"character\": \"Zoe\", \"credit_id... \n",
"4793 86304 [{\"cast_id\": 1, \"character\": \"Charge / John\", ... \n",
"4794 692 [{\"cast_id\": 8, \"character\": \"Divine / Babs Jo... \n",
"4795 39851 [{\"cast_id\": 1, \"character\": \"Emily Wang\", \"cr... \n",
"4796 13898 [{\"cast_id\": 3, \"character\": \"Nargess\", \"credi... \n",
"4797 157185 [{\"cast_id\": 1, \"character\": \"Dave\", \"credit_i... \n",
"4798 36095 [{\"cast_id\": 3, \"character\": \"Kenichi Takabe\",... \n",
"4799 182291 [{\"cast_id\": 1, \"character\": \"Isaac\", \"credit_... \n",
"4800 286939 [{\"cast_id\": 3, \"character\": \"Mimi\", \"credit_i... \n",
"4801 124606 [{\"cast_id\": 2, \"character\": \"The Girl\", \"cred... \n",
"4802 14337 [{\"cast_id\": 1, \"character\": \"Aaron\", \"credit_... \n",
"4803 67238 [] \n",
"4804 9367 [{\"cast_id\": 1, \"character\": \"El Mariachi\", \"c... \n",
"4805 72766 [{\"cast_id\": 1, \"character\": \"Buzzy\", \"credit_... \n",
"4806 231617 [{\"cast_id\": 8, \"character\": \"Oliver O\\u2019To... \n",
"4807 126186 [{\"cast_id\": 3, \"character\": \"Sam\", \"credit_id... \n",
"4808 25975 [{\"cast_id\": 3, \"character\": \"Herself\", \"credi... \n",
"\n",
" crew \n",
"0 [{\"credit_id\": \"52fe48009251416c750aca23\", \"de... \n",
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"... ... \n",
"4779 [{\"credit_id\": \"52fe434ac3a36847f8049253\", \"de... \n",
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"\n",
"[4809 rows x 23 columns]"
]
},
"metadata": {
"tags": []
},
"execution_count": 7
}
]
},
{
"metadata": {
"id": "u1D0TlzRfnTx",
"colab_type": "text"
},
"cell_type": "markdown",
"source": [
"Agora será calculada uma métrica utilizada pelo IMDb, que trás uma estimação Bayesiana para avaliar quais são os filmes com maior popularidade. A métrica será feita com média ponderada para evitar erros de recomendação de filmes com poucas avaliações (não sendo suficientes para comparar com filmes com muitas avaliações).\n",
"\n",
"\n",
" ![alt text](https://image.ibb.co/jYWZp9/wr.png)\n",
" \n",
" \n",
"\n",
"* v - número de votos de cada filme\n",
"* m - mínimo de votos para o filme ser comparado\n",
"\n",
"* R - classificação média do filme\n",
"* C - média de votos em todo relatório\n",
"\n",
"\n",
"\n",
"\n",
" \n",
" \n",
" "
]
},
{
"metadata": {
"id": "8xrlkzgX1UtH",
"colab_type": "text"
},
"cell_type": "markdown",
"source": [
"No database já existem as variáveis v (contagem de votos) e R (classificação média do filme)"
]
},
{
"metadata": {
"id": "064Tw9Yof3-v",
"colab_type": "code",
"outputId": "3c82d0b4-aad3-4710-84df-ef0449eb7054",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 34
}
},
"cell_type": "code",
"source": [
"C= filmes['vote_average'].mean()\n",
"C"
],
"execution_count": 0,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"6.092171559442016"
]
},
"metadata": {
"tags": []
},
"execution_count": 8
}
]
},
{
"metadata": {
"id": "oq6lMG0vxLNT",
"colab_type": "code",
"outputId": "b67677aa-faef-444f-983c-0399776519f0",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 34
}
},
"cell_type": "code",
"source": [
"m= filmes['vote_count'].quantile(0.9)\n",
"m"
],
"execution_count": 0,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"1838.4000000000015"
]
},
"metadata": {
"tags": []
},
"execution_count": 9
}
]
},
{
"metadata": {
"id": "vba44hDpz1hD",
"colab_type": "text"
},
"cell_type": "markdown",
"source": [
"Os filmes serão qualificados para gerar o gráfico. O bloco gera a quantidade de filmes que estão qualificados para entrarem no cálculo da métrica."
]
},
{
"metadata": {
"id": "1Qr0Y4iJxMPs",
"colab_type": "code",
"outputId": "08daa067-3d2a-4c45-8925-b81362a8e246",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 34
}
},
"cell_type": "code",
"source": [
"q_filmes = filmes.copy().loc[filmes['vote_count'] >= m]\n",
"q_filmes.shape"
],
"execution_count": 0,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"(481, 20)"
]
},
"metadata": {
"tags": []
},
"execution_count": 10
}
]
},
{
"metadata": {
"id": "6xyRhskN3GRy",
"colab_type": "text"
},
"cell_type": "markdown",
"source": [
"Essa função faz o classificação ponderada do IMDB, com os parâmetros explicados acima."
]
},
{
"metadata": {
"id": "3svDi8TC3uLI",
"colab_type": "code",
"colab": {}
},
"cell_type": "code",
"source": [
"def avaliacao_ponderada(x, m=m, C=C):\n",
" v = x['vote_count']\n",
" R = x['vote_average']\n",
"\n",
" return (v/(v+m) * R) + (m/(m+v) * C)"
],
"execution_count": 0,
"outputs": []
},
{
"metadata": {
"id": "hOKuICTN6TF6",
"colab_type": "text"
},
"cell_type": "markdown",
"source": [
"Aqui é definido o score que terá seu valor calculado com \"avaliacao_ponderada\""
]
},
{
"metadata": {
"id": "2roO5oKB6Ud3",
"colab_type": "code",
"colab": {}
},
"cell_type": "code",
"source": [
"q_filmes['score'] = q_filmes.apply(avaliacao_ponderada, axis=1)"
],
"execution_count": 0,
"outputs": []
},
{
"metadata": {
"id": "OST3gfJ674MM",
"colab_type": "text"
},
"cell_type": "markdown",
"source": [
"É classificado e gerado os filmes com base no \"score\", gerando o título, contagem de votos, média de votos e pontuação dos filmes que estão no top 10."
]
},
{
"metadata": {
"id": "pl0dE_yB74db",
"colab_type": "code",
"outputId": "4b87b47e-95da-4502-fbff-1ada6c0146c2",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 359
}
},
"cell_type": "code",
"source": [
"q_filmes = q_filmes.sort_values('score', ascending=False)\n",
"\n",
"#imprimindo os filmes top 10\n",
"q_filmes[['title', 'vote_count', 'vote_average', 'score']].head(10)"
],
"execution_count": 0,
"outputs": [
{
"output_type": "execute_result",
"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>title</th>\n",
" <th>vote_count</th>\n",
" <th>vote_average</th>\n",
" <th>score</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1881</th>\n",
" <td>The Shawshank Redemption</td>\n",
" <td>8205</td>\n",
" <td>8.5</td>\n",
" <td>8.059258</td>\n",
" </tr>\n",
" <tr>\n",
" <th>662</th>\n",
" <td>Fight Club</td>\n",
" <td>9413</td>\n",
" <td>8.3</td>\n",
" <td>7.939256</td>\n",
" </tr>\n",
" <tr>\n",
" <th>65</th>\n",
" <td>The Dark Knight</td>\n",
" <td>12002</td>\n",
" <td>8.2</td>\n",
" <td>7.920020</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3232</th>\n",
" <td>Pulp Fiction</td>\n",
" <td>8428</td>\n",
" <td>8.3</td>\n",
" <td>7.904645</td>\n",
" </tr>\n",
" <tr>\n",
" <th>96</th>\n",
" <td>Inception</td>\n",
" <td>13752</td>\n",
" <td>8.1</td>\n",
" <td>7.863239</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3337</th>\n",
" <td>The Godfather</td>\n",
" <td>5893</td>\n",
" <td>8.4</td>\n",
" <td>7.851236</td>\n",
" </tr>\n",
" <tr>\n",
" <th>95</th>\n",
" <td>Interstellar</td>\n",
" <td>10867</td>\n",
" <td>8.1</td>\n",
" <td>7.809479</td>\n",
" </tr>\n",
" <tr>\n",
" <th>809</th>\n",
" <td>Forrest Gump</td>\n",
" <td>7927</td>\n",
" <td>8.2</td>\n",
" <td>7.803188</td>\n",
" </tr>\n",
" <tr>\n",
" <th>329</th>\n",
" <td>The Lord of the Rings: The Return of the King</td>\n",
" <td>8064</td>\n",
" <td>8.1</td>\n",
" <td>7.727243</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1990</th>\n",
" <td>The Empire Strikes Back</td>\n",
" <td>5879</td>\n",
" <td>8.2</td>\n",
" <td>7.697884</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" title vote_count vote_average \\\n",
"1881 The Shawshank Redemption 8205 8.5 \n",
"662 Fight Club 9413 8.3 \n",
"65 The Dark Knight 12002 8.2 \n",
"3232 Pulp Fiction 8428 8.3 \n",
"96 Inception 13752 8.1 \n",
"3337 The Godfather 5893 8.4 \n",
"95 Interstellar 10867 8.1 \n",
"809 Forrest Gump 7927 8.2 \n",
"329 The Lord of the Rings: The Return of the King 8064 8.1 \n",
"1990 The Empire Strikes Back 5879 8.2 \n",
"\n",
" score \n",
"1881 8.059258 \n",
"662 7.939256 \n",
"65 7.920020 \n",
"3232 7.904645 \n",
"96 7.863239 \n",
"3337 7.851236 \n",
"95 7.809479 \n",
"809 7.803188 \n",
"329 7.727243 \n",
"1990 7.697884 "
]
},
"metadata": {
"tags": []
},
"execution_count": 13
}
]
},
{
"metadata": {
"id": "D6LPdSI39EF8",
"colab_type": "text"
},
"cell_type": "markdown",
"source": [
"O resultado anterior recomendou os filmes de acordo com a métrica de avaliação do IMDb, filtrou todos os filmes que entraram dentro da média ponderada gerada pelo cálculo e mostrou os resultados no top 10 com o maior score."
]
},
{
"metadata": {
"id": "0Xq7xt8W-Uwd",
"colab_type": "text"
},
"cell_type": "markdown",
"source": [
"Agora ele usa os valores de popularidade que estão no dataset, e plota um gráfico dos 6 filmes com maior popularidade no sistema."
]
},
{
"metadata": {
"id": "cX6FBT4S9EZv",
"colab_type": "code",
"outputId": "2f71fce7-44fb-4b1b-8358-2d3c2f44dbd4",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 311
}
},
"cell_type": "code",
"source": [
"#recebe a popularidade dos filmes e gera o gráfico da maior para a menor\n",
"\n",
"popularidade= filmes.sort_values('popularity', ascending=False)\n",
"\n",
"\n",
"plt.figure(figsize=(12,4))\n",
"\n",
"plt.barh(popularidade['title'].head(8),popularidade['popularity'].head(8), align='center',\n",
" color='skyblue')\n",
"\n",
"plt.gca().invert_yaxis()\n",
"plt.xlabel(\"Popularity\")\n",
"plt.title(\"Popular Movies\")"
],
"execution_count": 0,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"Text(0.5,1,'Popular Movies')"
]
},
"metadata": {
"tags": []
},
"execution_count": 16
},
{
"output_type": "display_data",
"data": {
"image/png": 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8vb2xWCyEh4fTrl27a9ZYsWJFevfuTenSpSldujS9e/fOsz8iIoIhQ4bg6OiI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\nSUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f47d1b1d860>"
]
},
"metadata": {
"tags": []
}
}
]
}
]
}
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