Data-Filled.ipynb

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    "# Data Manipulation in Python\n",
    "## Workflow\n",
    "This is only a sample, very basic workflow. There will be resources at the end for material that explores this subject in a lot more depth.\n",
    "\n",
    "There's a lot more that can be done, and a lot more tools that can be used.\n",
    "\n",
    "1. Download CSV\n",
    "1. Import data into a Pandas Dataframe\n",
    "1. Clean it up\n",
    "1. Extract slices of data\n",
    "1. Data Visualization (next section)"
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    "## Downloading some interesting Data\n",
    "Datasets can come in many formats, notably as CSVs, Excel Files, connection to databases, SQLite Database files, HP5 files and so, so many others.\n",
    "We'll be using some simple CSV data.\n",
    "\n",
    "### Our dataset\n",
    "For this workshop, we'll be working with a dataset that's commonly used for these sort of tutorials. It's a database of the top 5000 movies from TMDb which is a more tolerant competitor to IMDb which doesn't send DMCA takedown requests to people who scrape their website.\n",
    "\n",
    "The dataset is available on Kaggle at https://www.kaggle.com/tmdb/tmdb-movie-metadata"
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    "We normally would need to download the file, but I've added the file we need to our repository so that we don't need to do anything.\n",
    "\n",
    "The commands below should work just fine on the cloud environments and on non-Windows environments."
   ]
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   "source": [
    "#!mkdir sources\n",
    "#!curl -o sources/tmdb-5000-movie-dataset.zip https://marcolussetti.com/workshops/python4data2017/sources/tmdb-5000-movie-dataset.zip"
   ]
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   "outputs": [],
   "source": [
    "#!unzip sources/tmdb-5000-movie-dataset.zip -d sources/"
   ]
  },
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   "source": [
    "#!ls sources/*.csv"
   ]
  },
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     "slide_type": "slide"
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   "source": [
    "Now that we have a csv file downloaded in the sources directory, we can import into Pandas."
   ]
  },
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   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
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       "    <tr>\n",
       "      <th>255000000</th>\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>225000000</th>\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>225000000</th>\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>220000000</th>\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>380000000</th>\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>225000000</th>\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>250000000</th>\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>215000000</th>\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>200000000</th>\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>250000000</th>\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>180000000</th>\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>207000000</th>\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>200000000</th>\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>250000000</th>\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>209000000</th>\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>150000000</th>\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>200000000</th>\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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27000</th>\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>27000</th>\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>0</th>\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>0</th>\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>0</th>\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>0</th>\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>0</th>\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>0</th>\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>22000</th>\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>0</th>\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>0</th>\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>0</th>\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>0</th>\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>0</th>\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>0</th>\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>12000</th>\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>0</th>\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>0</th>\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>13</th>\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>20000</th>\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>0</th>\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>0</th>\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>0</th>\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>7000</th>\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>0</th>\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>220000</th>\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>9000</th>\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>0</th>\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>0</th>\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>0</th>\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 × 19 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                      genres  \\\n",
       "budget                                                         \n",
       "237000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
       "300000000  [{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...   \n",
       "245000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
       "250000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 80, \"nam...   \n",
       "260000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
       "258000000  [{\"id\": 14, \"name\": \"Fantasy\"}, {\"id\": 28, \"na...   \n",
       "260000000  [{\"id\": 16, \"name\": \"Animation\"}, {\"id\": 10751...   \n",
       "280000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
       "250000000  [{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...   \n",
       "250000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
       "270000000  [{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...   \n",
       "200000000  [{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 28, \"...   \n",
       "200000000  [{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...   \n",
       "255000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
       "225000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
       "225000000  [{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 10751...   \n",
       "220000000  [{\"id\": 878, \"name\": \"Science Fiction\"}, {\"id\"...   \n",
       "380000000  [{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 28, \"...   \n",
       "225000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 35, \"nam...   \n",
       "250000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
       "215000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
       "200000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
       "250000000  [{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...   \n",
       "180000000  [{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...   \n",
       "207000000  [{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 18, \"...   \n",
       "200000000  [{\"id\": 18, \"name\": \"Drama\"}, {\"id\": 10749, \"n...   \n",
       "250000000  [{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 28, \"...   \n",
       "209000000  [{\"id\": 53, \"name\": \"Thriller\"}, {\"id\": 28, \"n...   \n",
       "150000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
       "200000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
       "...                                                      ...   \n",
       "27000                         [{\"id\": 35, \"name\": \"Comedy\"}]   \n",
       "27000      [{\"id\": 18, \"name\": \"Drama\"}, {\"id\": 10749, \"n...   \n",
       "0          [{\"id\": 18, \"name\": \"Drama\"}, {\"id\": 35, \"name...   \n",
       "0          [{\"id\": 35, \"name\": \"Comedy\"}, {\"id\": 18, \"nam...   \n",
       "0                              [{\"id\": 18, \"name\": \"Drama\"}]   \n",
       "0          [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 18, \"nam...   \n",
       "0                             [{\"id\": 35, \"name\": \"Comedy\"}]   \n",
       "0          [{\"id\": 53, \"name\": \"Thriller\"}, {\"id\": 80, \"n...   \n",
       "22000      [{\"id\": 35, \"name\": \"Comedy\"}, {\"id\": 10749, \"...   \n",
       "0          [{\"id\": 18, \"name\": \"Drama\"}, {\"id\": 10751, \"n...   \n",
       "0          [{\"id\": 53, \"name\": \"Thriller\"}, {\"id\": 27, \"n...   \n",
       "0          [{\"id\": 18, \"name\": \"Drama\"}, {\"id\": 35, \"name...   \n",
       "0                              [{\"id\": 18, \"name\": \"Drama\"}]   \n",
       "0          [{\"id\": 35, \"name\": \"Comedy\"}, {\"id\": 10749, \"...   \n",
       "0          [{\"id\": 878, \"name\": \"Science Fiction\"}, {\"id\"...   \n",
       "12000      [{\"id\": 27, \"name\": \"Horror\"}, {\"id\": 35, \"nam...   \n",
       "0                              [{\"id\": 18, \"name\": \"Drama\"}]   \n",
       "0          [{\"id\": 18, \"name\": \"Drama\"}, {\"id\": 10769, \"n...   \n",
       "13                            [{\"id\": 27, \"name\": \"Horror\"}]   \n",
       "20000      [{\"id\": 80, \"name\": \"Crime\"}, {\"id\": 27, \"name...   \n",
       "0                              [{\"id\": 18, \"name\": \"Drama\"}]   \n",
       "0          [{\"id\": 53, \"name\": \"Thriller\"}, {\"id\": 27, \"n...   \n",
       "0                              [{\"id\": 18, \"name\": \"Drama\"}]   \n",
       "7000       [{\"id\": 878, \"name\": \"Science Fiction\"}, {\"id\"...   \n",
       "0          [{\"id\": 10769, \"name\": \"Foreign\"}, {\"id\": 53, ...   \n",
       "220000     [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 80, \"nam...   \n",
       "9000       [{\"id\": 35, \"name\": \"Comedy\"}, {\"id\": 10749, \"...   \n",
       "0          [{\"id\": 35, \"name\": \"Comedy\"}, {\"id\": 18, \"nam...   \n",
       "0                                                         []   \n",
       "0                        [{\"id\": 99, \"name\": \"Documentary\"}]   \n",
       "\n",
       "                                                    homepage      id  \\\n",
       "budget                                                                 \n",
       "237000000                        http://www.avatarmovie.com/   19995   \n",
       "300000000       http://disney.go.com/disneypictures/pirates/     285   \n",
       "245000000        http://www.sonypictures.com/movies/spectre/  206647   \n",
       "250000000                 http://www.thedarkknightrises.com/   49026   \n",
       "260000000               http://movies.disney.com/john-carter   49529   \n",
       "258000000    http://www.sonypictures.com/movies/spider-man3/     559   \n",
       "260000000       http://disney.go.com/disneypictures/tangled/   38757   \n",
       "280000000  http://marvel.com/movies/movie/193/avengers_ag...   99861   \n",
       "250000000  http://harrypotter.warnerbros.com/harrypottera...     767   \n",
       "250000000       http://www.batmanvsupermandawnofjustice.com/  209112   \n",
       "270000000                            http://www.superman.com    1452   \n",
       "200000000  http://www.mgm.com/view/movie/234/Quantum-of-S...   10764   \n",
       "200000000       http://disney.go.com/disneypictures/pirates/      58   \n",
       "255000000              http://disney.go.com/the-lone-ranger/   57201   \n",
       "225000000                         http://www.manofsteel.com/   49521   \n",
       "225000000                                                NaN    2454   \n",
       "220000000                  http://marvel.com/avengers_movie/   24428   \n",
       "380000000  http://disney.go.com/pirates/index-on-stranger...    1865   \n",
       "225000000    http://www.sonypictures.com/movies/meninblack3/   41154   \n",
       "250000000                          http://www.thehobbit.com/  122917   \n",
       "215000000                 http://www.theamazingspiderman.com    1930   \n",
       "200000000                  http://www.robinhoodthemovie.com/   20662   \n",
       "250000000                          http://www.thehobbit.com/   57158   \n",
       "180000000  http://www.goldencompassmovie.com/index_german...    2268   \n",
       "207000000                                                NaN     254   \n",
       "200000000                        http://www.titanicmovie.com     597   \n",
       "250000000           http://marvel.com/captainamericapremiere  271110   \n",
       "209000000                                                NaN   44833   \n",
       "150000000                      http://www.jurassicworld.com/  135397   \n",
       "200000000                       http://www.skyfall-movie.com   37724   \n",
       "...                                                      ...     ...   \n",
       "27000                   http://www.miramax.com/movie/clerks/    2292   \n",
       "27000                                                    NaN   42497   \n",
       "0                                                        NaN   33693   \n",
       "0                                                        NaN   14585   \n",
       "0                                                        NaN  185465   \n",
       "0                                                        NaN   38780   \n",
       "0                                                        NaN   14022   \n",
       "0                                                        NaN  366967   \n",
       "22000                 https://www.facebook.com/DrySpellMovie  255266   \n",
       "0                                                        NaN   17345   \n",
       "0                                                        NaN  226458   \n",
       "0                          http://www.thepuffychairmovie.com   24055   \n",
       "0                                                        NaN  287625   \n",
       "0                                                        NaN   44990   \n",
       "0                                                        NaN   86304   \n",
       "12000                                                    NaN     692   \n",
       "0                                                        NaN   39851   \n",
       "0                                                        NaN   13898   \n",
       "13                             http://tincanmanthemovie.com/  157185   \n",
       "20000                                                    NaN   36095   \n",
       "0                                                        NaN  182291   \n",
       "0                                                        NaN  286939   \n",
       "0                                                        NaN  124606   \n",
       "7000                              http://www.primermovie.com   14337   \n",
       "0                                                        NaN   67238   \n",
       "220000                                                   NaN    9367   \n",
       "9000                                                     NaN   72766   \n",
       "0          http://www.hallmarkchannel.com/signedsealeddel...  231617   \n",
       "0                                http://shanghaicalling.com/  126186   \n",
       "0                                                        NaN   25975   \n",
       "\n",
       "                                                    keywords  \\\n",
       "budget                                                         \n",
       "237000000  [{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...   \n",
       "300000000  [{\"id\": 270, \"name\": \"ocean\"}, {\"id\": 726, \"na...   \n",
       "245000000  [{\"id\": 470, \"name\": \"spy\"}, {\"id\": 818, \"name...   \n",
       "250000000  [{\"id\": 849, \"name\": \"dc comics\"}, {\"id\": 853,...   \n",
       "260000000  [{\"id\": 818, \"name\": \"based on novel\"}, {\"id\":...   \n",
       "258000000  [{\"id\": 851, \"name\": \"dual identity\"}, {\"id\": ...   \n",
       "260000000  [{\"id\": 1562, \"name\": \"hostage\"}, {\"id\": 2343,...   \n",
       "280000000  [{\"id\": 8828, \"name\": \"marvel comic\"}, {\"id\": ...   \n",
       "250000000  [{\"id\": 616, \"name\": \"witch\"}, {\"id\": 2343, \"n...   \n",
       "250000000  [{\"id\": 849, \"name\": \"dc comics\"}, {\"id\": 7002...   \n",
       "270000000  [{\"id\": 83, \"name\": \"saving the world\"}, {\"id\"...   \n",
       "200000000  [{\"id\": 627, \"name\": \"killing\"}, {\"id\": 1568, ...   \n",
       "200000000  [{\"id\": 616, \"name\": \"witch\"}, {\"id\": 663, \"na...   \n",
       "255000000  [{\"id\": 1556, \"name\": \"texas\"}, {\"id\": 2673, \"...   \n",
       "225000000  [{\"id\": 83, \"name\": \"saving the world\"}, {\"id\"...   \n",
       "225000000  [{\"id\": 818, \"name\": \"based on novel\"}, {\"id\":...   \n",
       "220000000  [{\"id\": 242, \"name\": \"new york\"}, {\"id\": 5539,...   \n",
       "380000000  [{\"id\": 658, \"name\": \"sea\"}, {\"id\": 1316, \"nam...   \n",
       "225000000  [{\"id\": 4379, \"name\": \"time travel\"}, {\"id\": 5...   \n",
       "250000000  [{\"id\": 417, \"name\": \"corruption\"}, {\"id\": 603...   \n",
       "215000000  [{\"id\": 1872, \"name\": \"loss of father\"}, {\"id\"...   \n",
       "200000000  [{\"id\": 4147, \"name\": \"robin hood\"}, {\"id\": 43...   \n",
       "250000000  [{\"id\": 603, \"name\": \"elves\"}, {\"id\": 604, \"na...   \n",
       "180000000  [{\"id\": 392, \"name\": \"england\"}, {\"id\": 1461, ...   \n",
       "207000000  [{\"id\": 774, \"name\": \"film business\"}, {\"id\": ...   \n",
       "200000000  [{\"id\": 2580, \"name\": \"shipwreck\"}, {\"id\": 298...   \n",
       "250000000  [{\"id\": 393, \"name\": \"civil war\"}, {\"id\": 6091...   \n",
       "209000000  [{\"id\": 1721, \"name\": \"fight\"}, {\"id\": 4410, \"...   \n",
       "150000000  [{\"id\": 1299, \"name\": \"monster\"}, {\"id\": 1718,...   \n",
       "200000000  [{\"id\": 470, \"name\": \"spy\"}, {\"id\": 4289, \"nam...   \n",
       "...                                                      ...   \n",
       "27000      [{\"id\": 1361, \"name\": \"salesclerk\"}, {\"id\": 30...   \n",
       "27000      [{\"id\": 1566, \"name\": \"dream\"}, {\"id\": 13059, ...   \n",
       "0                     [{\"id\": 171993, \"name\": \"mumblecore\"}]   \n",
       "0          [{\"id\": 1438, \"name\": \"office\"}, {\"id\": 9673, ...   \n",
       "0                                                         []   \n",
       "0          [{\"id\": 10022, \"name\": \"rampage\"}, {\"id\": 1454...   \n",
       "0          [{\"id\": 305, \"name\": \"moon\"}, {\"id\": 490, \"nam...   \n",
       "0                                                         []   \n",
       "22000      [{\"id\": 13043, \"name\": \"dating\"}, {\"id\": 15160...   \n",
       "0          [{\"id\": 186, \"name\": \"christianity\"}, {\"id\": 4...   \n",
       "0                       [{\"id\": 9712, \"name\": \"possession\"}]   \n",
       "0                     [{\"id\": 171993, \"name\": \"mumblecore\"}]   \n",
       "0                                                         []   \n",
       "0                [{\"id\": 10183, \"name\": \"independent film\"}]   \n",
       "0                        [{\"id\": 9715, \"name\": \"superhero\"}]   \n",
       "12000      [{\"id\": 237, \"name\": \"gay\"}, {\"id\": 900, \"name...   \n",
       "0          [{\"id\": 6782, \"name\": \"addiction\"}, {\"id\": 155...   \n",
       "0                                                         []   \n",
       "13                  [{\"id\": 14903, \"name\": \"home invasion\"}]   \n",
       "20000      [{\"id\": 233, \"name\": \"japan\"}, {\"id\": 549, \"na...   \n",
       "0          [{\"id\": 718, \"name\": \"confession\"}, {\"id\": 100...   \n",
       "0                                                         []   \n",
       "0          [{\"id\": 10726, \"name\": \"gang\"}, {\"id\": 33928, ...   \n",
       "7000       [{\"id\": 1448, \"name\": \"distrust\"}, {\"id\": 2101...   \n",
       "0                                                         []   \n",
       "220000     [{\"id\": 5616, \"name\": \"united states\\u2013mexi...   \n",
       "9000                                                      []   \n",
       "0          [{\"id\": 248, \"name\": \"date\"}, {\"id\": 699, \"nam...   \n",
       "0                                                         []   \n",
       "0          [{\"id\": 1523, \"name\": \"obsession\"}, {\"id\": 224...   \n",
       "\n",
       "          original_language                               original_title  \\\n",
       "budget                                                                     \n",
       "237000000                en                                       Avatar   \n",
       "300000000                en     Pirates of the Caribbean: At World's End   \n",
       "245000000                en                                      Spectre   \n",
       "250000000                en                        The Dark Knight Rises   \n",
       "260000000                en                                  John Carter   \n",
       "258000000                en                                 Spider-Man 3   \n",
       "260000000                en                                      Tangled   \n",
       "280000000                en                      Avengers: Age of Ultron   \n",
       "250000000                en       Harry Potter and the Half-Blood Prince   \n",
       "250000000                en           Batman v Superman: Dawn of Justice   \n",
       "270000000                en                             Superman Returns   \n",
       "200000000                en                            Quantum of Solace   \n",
       "200000000                en   Pirates of the Caribbean: Dead Man's Chest   \n",
       "255000000                en                              The Lone Ranger   \n",
       "225000000                en                                 Man of Steel   \n",
       "225000000                en     The Chronicles of Narnia: Prince Caspian   \n",
       "220000000                en                                 The Avengers   \n",
       "380000000                en  Pirates of the Caribbean: On Stranger Tides   \n",
       "225000000                en                               Men in Black 3   \n",
       "250000000                en    The Hobbit: The Battle of the Five Armies   \n",
       "215000000                en                       The Amazing Spider-Man   \n",
       "200000000                en                                   Robin Hood   \n",
       "250000000                en          The Hobbit: The Desolation of Smaug   \n",
       "180000000                en                           The Golden Compass   \n",
       "207000000                en                                    King Kong   \n",
       "200000000                en                                      Titanic   \n",
       "250000000                en                   Captain America: Civil War   \n",
       "209000000                en                                   Battleship   \n",
       "150000000                en                               Jurassic World   \n",
       "200000000                en                                      Skyfall   \n",
       "...                     ...                                          ...   \n",
       "27000                    en                                       Clerks   \n",
       "27000                    en                               Pink Narcissus   \n",
       "0                        en                                  Funny Ha Ha   \n",
       "0                        en                        In the Company of Men   \n",
       "0                        en                                       Manito   \n",
       "0                        en                                      Rampage   \n",
       "0                        en                                      Slacker   \n",
       "0                        en                                  Dutch Kills   \n",
       "22000                    en                                    Dry Spell   \n",
       "0                        en                                     Flywheel   \n",
       "0                        en                                     Backmask   \n",
       "0                        en                              The Puffy Chair   \n",
       "0                        en                         Stories of Our Lives   \n",
       "0                        en                             Breaking Upwards   \n",
       "0                        en                     All Superheroes Must Die   \n",
       "12000                    en                               Pink Flamingos   \n",
       "0                        en                                        Clean   \n",
       "0                        fa                                        دایره   \n",
       "13                       en                                  Tin Can Man   \n",
       "20000                    ja                                          キュア   \n",
       "0                        en                               On The Downlow   \n",
       "0                        en                 Sanctuary: Quite a Conundrum   \n",
       "0                        en                                         Bang   \n",
       "7000                     en                                       Primer   \n",
       "0                        en                                       Cavite   \n",
       "220000                   es                                  El Mariachi   \n",
       "9000                     en                                    Newlyweds   \n",
       "0                        en                    Signed, Sealed, Delivered   \n",
       "0                        en                             Shanghai Calling   \n",
       "0                        en                            My Date with Drew   \n",
       "\n",
       "                                                    overview  popularity  \\\n",
       "budget                                                                     \n",
       "237000000  In the 22nd century, a paraplegic Marine is di...  150.437577   \n",
       "300000000  Captain Barbossa, long believed to be dead, ha...  139.082615   \n",
       "245000000  A cryptic message from Bond’s past sends him o...  107.376788   \n",
       "250000000  Following the death of District Attorney Harve...  112.312950   \n",
       "260000000  John Carter is a war-weary, former military ca...   43.926995   \n",
       "258000000  The seemingly invincible Spider-Man goes up ag...  115.699814   \n",
       "260000000  When the kingdom's most wanted-and most charmi...   48.681969   \n",
       "280000000  When Tony Stark tries to jumpstart a dormant p...  134.279229   \n",
       "250000000  As Harry begins his sixth year at Hogwarts, he...   98.885637   \n",
       "250000000  Fearing the actions of a god-like Super Hero l...  155.790452   \n",
       "270000000  Superman returns to discover his 5-year absenc...   57.925623   \n",
       "200000000  Quantum of Solace continues the adventures of ...  107.928811   \n",
       "200000000  Captain Jack Sparrow works his way out of a bl...  145.847379   \n",
       "255000000  The Texas Rangers chase down a gang of outlaws...   49.046956   \n",
       "225000000  A young boy learns that he has extraordinary p...   99.398009   \n",
       "225000000  One year after their incredible adventures in ...   53.978602   \n",
       "220000000  When an unexpected enemy emerges and threatens...  144.448633   \n",
       "380000000  Captain Jack Sparrow crosses paths with a woma...  135.413856   \n",
       "225000000  Agents J (Will Smith) and K (Tommy Lee Jones) ...   52.035179   \n",
       "250000000  Immediately after the events of The Desolation...  120.965743   \n",
       "215000000  Peter Parker is an outcast high schooler aband...   89.866276   \n",
       "200000000  When soldier Robin happens upon the dying Robe...   37.668301   \n",
       "250000000  The Dwarves, Bilbo and Gandalf have successful...   94.370564   \n",
       "180000000  After overhearing a shocking secret, precociou...   42.990906   \n",
       "207000000  In 1933 New York, an overly ambitious movie pr...   61.226010   \n",
       "200000000  84 years later, a 101-year-old woman named Ros...  100.025899   \n",
       "250000000  Following the events of Age of Ultron, the col...  198.372395   \n",
       "209000000  When mankind beams a radio signal into space, ...   64.928382   \n",
       "150000000  Twenty-two years after the events of Jurassic ...  418.708552   \n",
       "200000000  When Bond's latest assignment goes gravely wro...   93.004993   \n",
       "...                                                      ...         ...   \n",
       "27000      Convenience and video store clerks Dante and R...   19.748658   \n",
       "27000      An erotic poem set in the fantasies of a young...    0.027811   \n",
       "0          Unsure of what to do next, 23-year-old Marnie ...    0.362633   \n",
       "0          Two business executives--one an avowed misogyn...    2.634007   \n",
       "0          Fifteen years ago, their Washington Heights ne...    0.039264   \n",
       "0          The boredom of small town life is eating Bill ...    7.101197   \n",
       "0          Presents a day in the life in Austin, Texas am...    3.320622   \n",
       "0          A desperate ex-con is forced to gather his old...    0.038143   \n",
       "22000      Sasha tries to get her soon-to-be ex husband K...    0.048948   \n",
       "0          Jay Austin wants to sell you a used car, but w...    1.048524   \n",
       "0          During an all-night, drug-fueled party at an a...    3.619167   \n",
       "0          Josh's life is pretty much in the toilet. He's...    1.243955   \n",
       "0          Created by the members of a Nairobi-based arts...    0.327794   \n",
       "0          'Breaking Upwards' explores a young, real-life...    0.674570   \n",
       "0          Masked vigilantes Charge (Jason Trost), Cutthr...    3.545991   \n",
       "12000      Notorious Baltimore criminal and underground f...    4.553644   \n",
       "0          After losing her husband to a heroin overdose,...    1.464566   \n",
       "0          Various women struggle to function in the oppr...    1.193779   \n",
       "13         Recently dumped by his girlfirend for another ...    0.332679   \n",
       "20000      A wave of gruesome murders is sweeping Tokyo. ...    0.212443   \n",
       "0          Isaac and Angel are two young Latinos involved...    0.029757   \n",
       "0          It should have been just a normal day of sex, ...    0.166513   \n",
       "0          A young woman in L.A. is having a bad day: she...    0.918116   \n",
       "7000       Friends/fledgling entrepreneurs invent a devic...   23.307949   \n",
       "0          Adam, a security guard, travels from Californi...    0.022173   \n",
       "220000     El Mariachi just wants to play his guitar and ...   14.269792   \n",
       "9000       A newlywed couple's honeymoon is upended by th...    0.642552   \n",
       "0          \"Signed, Sealed, Delivered\" introduces a dedic...    1.444476   \n",
       "0          When ambitious New York attorney Sam is sent t...    0.857008   \n",
       "0          Ever since the second grade when he first saw ...    1.929883   \n",
       "\n",
       "                                        production_companies  \\\n",
       "budget                                                         \n",
       "237000000  [{\"name\": \"Ingenious Film Partners\", \"id\": 289...   \n",
       "300000000  [{\"name\": \"Walt Disney Pictures\", \"id\": 2}, {\"...   \n",
       "245000000  [{\"name\": \"Columbia Pictures\", \"id\": 5}, {\"nam...   \n",
       "250000000  [{\"name\": \"Legendary Pictures\", \"id\": 923}, {\"...   \n",
       "260000000        [{\"name\": \"Walt Disney Pictures\", \"id\": 2}]   \n",
       "258000000  [{\"name\": \"Columbia Pictures\", \"id\": 5}, {\"nam...   \n",
       "260000000  [{\"name\": \"Walt Disney Pictures\", \"id\": 2}, {\"...   \n",
       "280000000  [{\"name\": \"Marvel Studios\", \"id\": 420}, {\"name...   \n",
       "250000000  [{\"name\": \"Warner Bros.\", \"id\": 6194}, {\"name\"...   \n",
       "250000000  [{\"name\": \"DC Comics\", \"id\": 429}, {\"name\": \"A...   \n",
       "270000000  [{\"name\": \"DC Comics\", \"id\": 429}, {\"name\": \"L...   \n",
       "200000000          [{\"name\": \"Eon Productions\", \"id\": 7576}]   \n",
       "200000000  [{\"name\": \"Walt Disney Pictures\", \"id\": 2}, {\"...   \n",
       "255000000  [{\"name\": \"Walt Disney Pictures\", \"id\": 2}, {\"...   \n",
       "225000000  [{\"name\": \"Legendary Pictures\", \"id\": 923}, {\"...   \n",
       "225000000  [{\"name\": \"Walt Disney\", \"id\": 5888}, {\"name\":...   \n",
       "220000000  [{\"name\": \"Paramount Pictures\", \"id\": 4}, {\"na...   \n",
       "380000000  [{\"name\": \"Walt Disney Pictures\", \"id\": 2}, {\"...   \n",
       "225000000  [{\"name\": \"Amblin Entertainment\", \"id\": 56}, {...   \n",
       "250000000  [{\"name\": \"WingNut Films\", \"id\": 11}, {\"name\":...   \n",
       "215000000  [{\"name\": \"Columbia Pictures\", \"id\": 5}, {\"nam...   \n",
       "200000000  [{\"name\": \"Imagine Entertainment\", \"id\": 23}, ...   \n",
       "250000000  [{\"name\": \"WingNut Films\", \"id\": 11}, {\"name\":...   \n",
       "180000000  [{\"name\": \"New Line Cinema\", \"id\": 12}, {\"name...   \n",
       "207000000  [{\"name\": \"WingNut Films\", \"id\": 11}, {\"name\":...   \n",
       "200000000  [{\"name\": \"Paramount Pictures\", \"id\": 4}, {\"na...   \n",
       "250000000  [{\"name\": \"Studio Babelsberg\", \"id\": 264}, {\"n...   \n",
       "209000000  [{\"name\": \"Universal Pictures\", \"id\": 33}, {\"n...   \n",
       "150000000  [{\"name\": \"Universal Studios\", \"id\": 13}, {\"na...   \n",
       "200000000           [{\"name\": \"Columbia Pictures\", \"id\": 5}]   \n",
       "...                                                      ...   \n",
       "27000      [{\"name\": \"Miramax Films\", \"id\": 14}, {\"name\":...   \n",
       "27000             [{\"name\": \"Strand Releasing\", \"id\": 3923}]   \n",
       "0                                                         []   \n",
       "0          [{\"name\": \"Alliance Atlantis Communications\", ...   \n",
       "0                                                         []   \n",
       "0          [{\"name\": \"Boll Kino Beteiligungs GmbH & Co. K...   \n",
       "0                                                         []   \n",
       "0                                                         []   \n",
       "22000                                                     []   \n",
       "0                                                         []   \n",
       "0          [{\"name\": \"GO Productions\", \"id\": 2943}, {\"nam...   \n",
       "0                                                         []   \n",
       "0                                                         []   \n",
       "0                                                         []   \n",
       "0                       [{\"name\": \"Grindfest\", \"id\": 18818}]   \n",
       "12000         [{\"name\": \"Dreamland Productions\", \"id\": 407}]   \n",
       "0                                                         []   \n",
       "0          [{\"name\": \"Jafar Panahi Film Productions\", \"id...   \n",
       "13         [{\"name\": \"Park Films\", \"id\": 21871}, {\"name\":...   \n",
       "20000                 [{\"name\": \"Daiei Studios\", \"id\": 881}]   \n",
       "0                [{\"name\": \"Iconoclast Films\", \"id\": 26677}]   \n",
       "0          [{\"name\": \"Gold Lion Films\", \"id\": 37870}, {\"n...   \n",
       "0          [{\"name\": \"Asylum Films\", \"id\": 10571}, {\"name...   \n",
       "7000                      [{\"name\": \"Thinkfilm\", \"id\": 446}]   \n",
       "0                                                         []   \n",
       "220000              [{\"name\": \"Columbia Pictures\", \"id\": 5}]   \n",
       "9000                                                      []   \n",
       "0          [{\"name\": \"Front Street Pictures\", \"id\": 3958}...   \n",
       "0                                                         []   \n",
       "0          [{\"name\": \"rusty bear entertainment\", \"id\": 87...   \n",
       "\n",
       "                                        production_countries release_date  \\\n",
       "budget                                                                      \n",
       "237000000  [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2009-12-10   \n",
       "300000000  [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2007-05-19   \n",
       "245000000  [{\"iso_3166_1\": \"GB\", \"name\": \"United Kingdom\"...   2015-10-26   \n",
       "250000000  [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2012-07-16   \n",
       "260000000  [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2012-03-07   \n",
       "258000000  [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2007-05-01   \n",
       "260000000  [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2010-11-24   \n",
       "280000000  [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2015-04-22   \n",
       "250000000  [{\"iso_3166_1\": \"GB\", \"name\": \"United Kingdom\"...   2009-07-07   \n",
       "250000000  [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2016-03-23   \n",
       "270000000  [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2006-06-28   \n",
       "200000000  [{\"iso_3166_1\": \"GB\", \"name\": \"United Kingdom\"...   2008-10-30   \n",
       "200000000  [{\"iso_3166_1\": \"JM\", \"name\": \"Jamaica\"}, {\"is...   2006-06-20   \n",
       "255000000  [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2013-07-03   \n",
       "225000000  [{\"iso_3166_1\": \"GB\", \"name\": \"United Kingdom\"...   2013-06-12   \n",
       "225000000  [{\"iso_3166_1\": \"CZ\", \"name\": \"Czech Republic\"...   2008-05-15   \n",
       "220000000  [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2012-04-25   \n",
       "380000000  [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2011-05-14   \n",
       "225000000  [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2012-05-23   \n",
       "250000000  [{\"iso_3166_1\": \"NZ\", \"name\": \"New Zealand\"}, ...   2014-12-10   \n",
       "215000000  [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2012-06-27   \n",
       "200000000  [{\"iso_3166_1\": \"GB\", \"name\": \"United Kingdom\"...   2010-05-12   \n",
       "250000000  [{\"iso_3166_1\": \"NZ\", \"name\": \"New Zealand\"}, ...   2013-12-11   \n",
       "180000000  [{\"iso_3166_1\": \"GB\", \"name\": \"United Kingdom\"...   2007-12-04   \n",
       "207000000  [{\"iso_3166_1\": \"NZ\", \"name\": \"New Zealand\"}, ...   2005-12-14   \n",
       "200000000  [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   1997-11-18   \n",
       "250000000  [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2016-04-27   \n",
       "209000000  [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2012-04-11   \n",
       "150000000  [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2015-06-09   \n",
       "200000000  [{\"iso_3166_1\": \"GB\", \"name\": \"United Kingdom\"...   2012-10-25   \n",
       "...                                                      ...          ...   \n",
       "27000      [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   1994-09-13   \n",
       "27000      [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   1971-01-01   \n",
       "0          [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2002-09-20   \n",
       "0          [{\"iso_3166_1\": \"CA\", \"name\": \"Canada\"}, {\"iso...   1997-01-19   \n",
       "0          [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2002-01-15   \n",
       "0          [{\"iso_3166_1\": \"CA\", \"name\": \"Canada\"}, {\"iso...   2009-08-14   \n",
       "0          [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   1990-07-27   \n",
       "0                                                         []   2015-10-02   \n",
       "22000      [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2013-02-14   \n",
       "0          [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2003-01-01   \n",
       "0          [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2015-01-16   \n",
       "0                                                         []   2005-01-17   \n",
       "0                    [{\"iso_3166_1\": \"KE\", \"name\": \"Kenya\"}]   2014-09-05   \n",
       "0          [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2009-03-14   \n",
       "0                                                         []   2011-10-26   \n",
       "12000      [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   1972-03-12   \n",
       "0          [{\"iso_3166_1\": \"GB\", \"name\": \"United Kingdom\"...   2004-09-01   \n",
       "0                     [{\"iso_3166_1\": \"IR\", \"name\": \"Iran\"}]   2000-09-08   \n",
       "13                 [{\"iso_3166_1\": \"IE\", \"name\": \"Ireland\"}]   2007-01-01   \n",
       "20000                [{\"iso_3166_1\": \"JP\", \"name\": \"Japan\"}]   1997-11-06   \n",
       "0          [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2004-04-11   \n",
       "0          [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2012-01-20   \n",
       "0          [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   1995-09-09   \n",
       "7000       [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2004-10-08   \n",
       "0                                                         []   2005-03-12   \n",
       "220000     [{\"iso_3166_1\": \"MX\", \"name\": \"Mexico\"}, {\"iso...   1992-09-04   \n",
       "9000                                                      []   2011-12-26   \n",
       "0          [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2013-10-13   \n",
       "0          [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2012-05-03   \n",
       "0          [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2005-08-05   \n",
       "\n",
       "              revenue  runtime  \\\n",
       "budget                           \n",
       "237000000  2787965087    162.0   \n",
       "300000000   961000000    169.0   \n",
       "245000000   880674609    148.0   \n",
       "250000000  1084939099    165.0   \n",
       "260000000   284139100    132.0   \n",
       "258000000   890871626    139.0   \n",
       "260000000   591794936    100.0   \n",
       "280000000  1405403694    141.0   \n",
       "250000000   933959197    153.0   \n",
       "250000000   873260194    151.0   \n",
       "270000000   391081192    154.0   \n",
       "200000000   586090727    106.0   \n",
       "200000000  1065659812    151.0   \n",
       "255000000    89289910    149.0   \n",
       "225000000   662845518    143.0   \n",
       "225000000   419651413    150.0   \n",
       "220000000  1519557910    143.0   \n",
       "380000000  1045713802    136.0   \n",
       "225000000   624026776    106.0   \n",
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       "\n",
       "                                            spoken_languages    status  \\\n",
       "budget                                                                   \n",
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       "250000000           [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
       "260000000           [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
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       "12000               [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
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       "13                  [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
       "20000      [{\"iso_639_1\": \"ja\", \"name\": \"\\u65e5\\u672c\\u8a...  Released   \n",
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       "9000                                                      []  Released   \n",
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       "\n",
       "                                                     tagline  \\\n",
       "budget                                                         \n",
       "237000000                        Enter the World of Pandora.   \n",
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       "270000000                                                NaN   \n",
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       "200000000                                      Jack is back!   \n",
       "255000000                            Never Take Off the Mask   \n",
       "225000000               You will believe that a man can fly.   \n",
       "225000000                               Hope has a new face.   \n",
       "220000000                            Some assembly required.   \n",
       "380000000                        Live Forever Or Die Trying.   \n",
       "225000000                          They are back... in time.   \n",
       "250000000  Witness the defining chapter of the Middle-Ear...   \n",
       "215000000                           The untold story begins.   \n",
       "200000000     Rise and rise again, until lambs become lions.   \n",
       "250000000  Beyond darkness... beyond desolation... lies t...   \n",
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       "207000000                    The eighth wonder of the world.   \n",
       "200000000          Nothing on Earth could come between them.   \n",
       "250000000                                    Divided We Fall   \n",
       "209000000                 The Battle for Earth Begins at Sea   \n",
       "150000000                                  The park is open.   \n",
       "200000000                                Think on your sins.   \n",
       "...                                                      ...   \n",
       "27000      Just because they serve you doesn't mean they ...   \n",
       "27000                 A unique experience in visual fantasy!   \n",
       "0                                                        NaN   \n",
       "0              Are all men bastards...or just misunderstood?   \n",
       "0                                                        NaN   \n",
       "0                                     Vengeance is ruthless.   \n",
       "0                                                        NaN   \n",
       "0                                                        NaN   \n",
       "22000           Getting divorced does funny things to a girl   \n",
       "0                                                        NaN   \n",
       "0                                                 nederlands   \n",
       "0                                                        NaN   \n",
       "0                                                        NaN   \n",
       "0                                                        NaN   \n",
       "0                                       May The Best Man Win   \n",
       "12000                             An exercise in poor taste.   \n",
       "0                  When you don't have a choice, you change.   \n",
       "0                                                        NaN   \n",
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       "0                                                        NaN   \n",
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       "0                                                        NaN   \n",
       "0                                   A New Yorker in Shanghai   \n",
       "0                                                        NaN   \n",
       "\n",
       "                                                 title  vote_average  \\\n",
       "budget                                                                 \n",
       "237000000                                       Avatar           7.2   \n",
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       "245000000                                      Spectre           6.3   \n",
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       "260000000                                      Tangled           7.4   \n",
       "280000000                      Avengers: Age of Ultron           7.3   \n",
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       "250000000           Batman v Superman: Dawn of Justice           5.7   \n",
       "270000000                             Superman Returns           5.4   \n",
       "200000000                            Quantum of Solace           6.1   \n",
       "200000000   Pirates of the Caribbean: Dead Man's Chest           7.0   \n",
       "255000000                              The Lone Ranger           5.9   \n",
       "225000000                                 Man of Steel           6.5   \n",
       "225000000     The Chronicles of Narnia: Prince Caspian           6.3   \n",
       "220000000                                 The Avengers           7.4   \n",
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       "225000000                               Men in Black 3           6.2   \n",
       "250000000    The Hobbit: The Battle of the Five Armies           7.1   \n",
       "215000000                       The Amazing Spider-Man           6.5   \n",
       "200000000                                   Robin Hood           6.2   \n",
       "250000000          The Hobbit: The Desolation of Smaug           7.6   \n",
       "180000000                           The Golden Compass           5.8   \n",
       "207000000                                    King Kong           6.6   \n",
       "200000000                                      Titanic           7.5   \n",
       "250000000                   Captain America: Civil War           7.1   \n",
       "209000000                                   Battleship           5.5   \n",
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       "200000000                                      Skyfall           6.9   \n",
       "...                                                ...           ...   \n",
       "27000                                           Clerks           7.4   \n",
       "27000                                   Pink Narcissus           6.0   \n",
       "0                                          Funny Ha Ha           6.3   \n",
       "0                                In the Company of Men           6.8   \n",
       "0                                               Manito           5.5   \n",
       "0                                              Rampage           6.0   \n",
       "0                                              Slacker           6.4   \n",
       "0                                          Dutch Kills           0.0   \n",
       "22000                                        Dry Spell           6.0   \n",
       "0                                             Flywheel           6.8   \n",
       "0                                             Backmask           4.7   \n",
       "0                                      The Puffy Chair           6.2   \n",
       "0                                 Stories of Our Lives           0.0   \n",
       "0                                     Breaking Upwards           5.6   \n",
       "0                             All Superheroes Must Die           4.2   \n",
       "12000                                   Pink Flamingos           6.2   \n",
       "0                                                Clean           6.7   \n",
       "0                                           The Circle           6.6   \n",
       "13                                         Tin Can Man           2.0   \n",
       "20000                                             Cure           7.4   \n",
       "0                                       On The Downlow           6.0   \n",
       "0                         Sanctuary: Quite a Conundrum           0.0   \n",
       "0                                                 Bang           6.0   \n",
       "7000                                            Primer           6.9   \n",
       "0                                               Cavite           7.5   \n",
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       "9000                                         Newlyweds           5.9   \n",
       "0                            Signed, Sealed, Delivered           7.0   \n",
       "0                                     Shanghai Calling           5.7   \n",
       "0                                    My Date with Drew           6.3   \n",
       "\n",
       "           vote_count  \n",
       "budget                 \n",
       "237000000       11800  \n",
       "300000000        4500  \n",
       "245000000        4466  \n",
       "250000000        9106  \n",
       "260000000        2124  \n",
       "258000000        3576  \n",
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       "200000000        5246  \n",
       "255000000        2311  \n",
       "225000000        6359  \n",
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       "220000000       11776  \n",
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       "200000000        1398  \n",
       "250000000        4524  \n",
       "180000000        1303  \n",
       "207000000        2337  \n",
       "200000000        7562  \n",
       "250000000        7241  \n",
       "209000000        2114  \n",
       "150000000        8662  \n",
       "200000000        7604  \n",
       "...               ...  \n",
       "27000             755  \n",
       "27000               9  \n",
       "0                   8  \n",
       "0                  44  \n",
       "0                   2  \n",
       "0                 131  \n",
       "0                  77  \n",
       "0                   0  \n",
       "22000               1  \n",
       "0                  19  \n",
       "0                  79  \n",
       "0                  15  \n",
       "0                   0  \n",
       "0                  12  \n",
       "0                  13  \n",
       "12000             110  \n",
       "0                  17  \n",
       "0                  17  \n",
       "13                  1  \n",
       "20000              63  \n",
       "0                   2  \n",
       "0                   0  \n",
       "0                   1  \n",
       "7000              658  \n",
       "0                   2  \n",
       "220000            238  \n",
       "9000                5  \n",
       "0                   6  \n",
       "0                   7  \n",
       "0                  16  \n",
       "\n",
       "[4803 rows x 19 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataframe = pd.DataFrame.from_csv('sources/tmdb_5000_movies.csv')\n",
    "dataframe"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Cleaning up the data\n",
    "What are some issues you can spot with this data, by just glancing at the dataframe above?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "These are the ones I could think of quickly when I prepared the presentation, but I'm sure I missed some:\n",
    "- The row index is the budget, whereas it should be the id.\n",
    "- There are a lot of columns, do we even need all of them?\n",
    "- There are a bunch of movies empty values for some values (indicated by NaN in Pandas)\n",
    "- There are movies with a budget of 0\n",
    "- There are movies with revenue of 0\n",
    "- The genre, keywords, production_company, production_country, language columns contain data in what appears to be JSON structures. Some even include what look like unicode escaping sequences.\n",
    "- There are movies with no languages listed (denoted by an empty JSON array)\n",
    "- There are movies whose rating is based on thousand of votes, and movies whose rating is based on 5 votes."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "##### Fixing the index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-10-26T07:47:59.967236Z",
     "start_time": "2017-10-26T07:47:59.866801Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "      <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>206647</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>[{\"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>49026</th>\n",
       "      <td>250000000</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 80, \"nam...</td>\n",
       "      <td>http://www.thedarkknightrises.com/</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>49529</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>[{\"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>559</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>[{\"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>38757</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>[{\"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>99861</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>[{\"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>767</th>\n",
       "      <td>250000000</td>\n",
       "      <td>[{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...</td>\n",
       "      <td>http://harrypotter.warnerbros.com/harrypottera...</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>209112</th>\n",
       "      <td>250000000</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
       "      <td>http://www.batmanvsupermandawnofjustice.com/</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>1452</th>\n",
       "      <td>270000000</td>\n",
       "      <td>[{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...</td>\n",
       "      <td>http://www.superman.com</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>10764</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>[{\"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>58</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>[{\"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>57201</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>[{\"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>49521</th>\n",
       "      <td>225000000</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
       "      <td>http://www.manofsteel.com/</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>2454</th>\n",
       "      <td>225000000</td>\n",
       "      <td>[{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 10751...</td>\n",
       "      <td>NaN</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>24428</th>\n",
       "      <td>220000000</td>\n",
       "      <td>[{\"id\": 878, \"name\": \"Science Fiction\"}, {\"id\"...</td>\n",
       "      <td>http://marvel.com/avengers_movie/</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>1865</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>[{\"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>41154</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>[{\"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>122917</th>\n",
       "      <td>250000000</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
       "      <td>http://www.thehobbit.com/</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>1930</th>\n",
       "      <td>215000000</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
       "      <td>http://www.theamazingspiderman.com</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>20662</th>\n",
       "      <td>200000000</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
       "      <td>http://www.robinhoodthemovie.com/</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>57158</th>\n",
       "      <td>250000000</td>\n",
       "      <td>[{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...</td>\n",
       "      <td>http://www.thehobbit.com/</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>2268</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>[{\"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>254</th>\n",
       "      <td>207000000</td>\n",
       "      <td>[{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 18, \"...</td>\n",
       "      <td>NaN</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>597</th>\n",
       "      <td>200000000</td>\n",
       "      <td>[{\"id\": 18, \"name\": \"Drama\"}, {\"id\": 10749, \"n...</td>\n",
       "      <td>http://www.titanicmovie.com</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>271110</th>\n",
       "      <td>250000000</td>\n",
       "      <td>[{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 28, \"...</td>\n",
       "      <td>http://marvel.com/captainamericapremiere</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>44833</th>\n",
       "      <td>209000000</td>\n",
       "      <td>[{\"id\": 53, \"name\": \"Thriller\"}, {\"id\": 28, \"n...</td>\n",
       "      <td>NaN</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>135397</th>\n",
       "      <td>150000000</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
       "      <td>http://www.jurassicworld.com/</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>37724</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>[{\"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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2292</th>\n",
       "      <td>27000</td>\n",
       "      <td>[{\"id\": 35, \"name\": \"Comedy\"}]</td>\n",
       "      <td>http://www.miramax.com/movie/clerks/</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>42497</th>\n",
       "      <td>27000</td>\n",
       "      <td>[{\"id\": 18, \"name\": \"Drama\"}, {\"id\": 10749, \"n...</td>\n",
       "      <td>NaN</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>33693</th>\n",
       "      <td>0</td>\n",
       "      <td>[{\"id\": 18, \"name\": \"Drama\"}, {\"id\": 35, \"name...</td>\n",
       "      <td>NaN</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>14585</th>\n",
       "      <td>0</td>\n",
       "      <td>[{\"id\": 35, \"name\": \"Comedy\"}, {\"id\": 18, \"nam...</td>\n",
       "      <td>NaN</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>185465</th>\n",
       "      <td>0</td>\n",
       "      <td>[{\"id\": 18, \"name\": \"Drama\"}]</td>\n",
       "      <td>NaN</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>38780</th>\n",
       "      <td>0</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 18, \"nam...</td>\n",
       "      <td>NaN</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>14022</th>\n",
       "      <td>0</td>\n",
       "      <td>[{\"id\": 35, \"name\": \"Comedy\"}]</td>\n",
       "      <td>NaN</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>366967</th>\n",
       "      <td>0</td>\n",
       "      <td>[{\"id\": 53, \"name\": \"Thriller\"}, {\"id\": 80, \"n...</td>\n",
       "      <td>NaN</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>255266</th>\n",
       "      <td>22000</td>\n",
       "      <td>[{\"id\": 35, \"name\": \"Comedy\"}, {\"id\": 10749, \"...</td>\n",
       "      <td>https://www.facebook.com/DrySpellMovie</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>17345</th>\n",
       "      <td>0</td>\n",
       "      <td>[{\"id\": 18, \"name\": \"Drama\"}, {\"id\": 10751, \"n...</td>\n",
       "      <td>NaN</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>226458</th>\n",
       "      <td>0</td>\n",
       "      <td>[{\"id\": 53, \"name\": \"Thriller\"}, {\"id\": 27, \"n...</td>\n",
       "      <td>NaN</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>24055</th>\n",
       "      <td>0</td>\n",
       "      <td>[{\"id\": 18, \"name\": \"Drama\"}, {\"id\": 35, \"name...</td>\n",
       "      <td>http://www.thepuffychairmovie.com</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>287625</th>\n",
       "      <td>0</td>\n",
       "      <td>[{\"id\": 18, \"name\": \"Drama\"}]</td>\n",
       "      <td>NaN</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>44990</th>\n",
       "      <td>0</td>\n",
       "      <td>[{\"id\": 35, \"name\": \"Comedy\"}, {\"id\": 10749, \"...</td>\n",
       "      <td>NaN</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>86304</th>\n",
       "      <td>0</td>\n",
       "      <td>[{\"id\": 878, \"name\": \"Science Fiction\"}, {\"id\"...</td>\n",
       "      <td>NaN</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>692</th>\n",
       "      <td>12000</td>\n",
       "      <td>[{\"id\": 27, \"name\": \"Horror\"}, {\"id\": 35, \"nam...</td>\n",
       "      <td>NaN</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>39851</th>\n",
       "      <td>0</td>\n",
       "      <td>[{\"id\": 18, \"name\": \"Drama\"}]</td>\n",
       "      <td>NaN</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>13898</th>\n",
       "      <td>0</td>\n",
       "      <td>[{\"id\": 18, \"name\": \"Drama\"}, {\"id\": 10769, \"n...</td>\n",
       "      <td>NaN</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>157185</th>\n",
       "      <td>13</td>\n",
       "      <td>[{\"id\": 27, \"name\": \"Horror\"}]</td>\n",
       "      <td>http://tincanmanthemovie.com/</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>36095</th>\n",
       "      <td>20000</td>\n",
       "      <td>[{\"id\": 80, \"name\": \"Crime\"}, {\"id\": 27, \"name...</td>\n",
       "      <td>NaN</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>182291</th>\n",
       "      <td>0</td>\n",
       "      <td>[{\"id\": 18, \"name\": \"Drama\"}]</td>\n",
       "      <td>NaN</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>286939</th>\n",
       "      <td>0</td>\n",
       "      <td>[{\"id\": 53, \"name\": \"Thriller\"}, {\"id\": 27, \"n...</td>\n",
       "      <td>NaN</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>124606</th>\n",
       "      <td>0</td>\n",
       "      <td>[{\"id\": 18, \"name\": \"Drama\"}]</td>\n",
       "      <td>NaN</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>14337</th>\n",
       "      <td>7000</td>\n",
       "      <td>[{\"id\": 878, \"name\": \"Science Fiction\"}, {\"id\"...</td>\n",
       "      <td>http://www.primermovie.com</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>67238</th>\n",
       "      <td>0</td>\n",
       "      <td>[{\"id\": 10769, \"name\": \"Foreign\"}, {\"id\": 53, ...</td>\n",
       "      <td>NaN</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>9367</th>\n",
       "      <td>220000</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 80, \"nam...</td>\n",
       "      <td>NaN</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>72766</th>\n",
       "      <td>9000</td>\n",
       "      <td>[{\"id\": 35, \"name\": \"Comedy\"}, {\"id\": 10749, \"...</td>\n",
       "      <td>NaN</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>231617</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>[{\"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>126186</th>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>http://shanghaicalling.com/</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>25975</th>\n",
       "      <td>0</td>\n",
       "      <td>[{\"id\": 99, \"name\": \"Documentary\"}]</td>\n",
       "      <td>NaN</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 × 19 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           budget                                             genres  \\\n",
       "id                                                                     \n",
       "19995   237000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
       "285     300000000  [{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...   \n",
       "206647  245000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
       "49026   250000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 80, \"nam...   \n",
       "49529   260000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
       "559     258000000  [{\"id\": 14, \"name\": \"Fantasy\"}, {\"id\": 28, \"na...   \n",
       "38757   260000000  [{\"id\": 16, \"name\": \"Animation\"}, {\"id\": 10751...   \n",
       "99861   280000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
       "767     250000000  [{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...   \n",
       "209112  250000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
       "1452    270000000  [{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...   \n",
       "10764   200000000  [{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 28, \"...   \n",
       "58      200000000  [{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...   \n",
       "57201   255000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
       "49521   225000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
       "2454    225000000  [{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 10751...   \n",
       "24428   220000000  [{\"id\": 878, \"name\": \"Science Fiction\"}, {\"id\"...   \n",
       "1865    380000000  [{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 28, \"...   \n",
       "41154   225000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 35, \"nam...   \n",
       "122917  250000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
       "1930    215000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
       "20662   200000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
       "57158   250000000  [{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...   \n",
       "2268    180000000  [{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...   \n",
       "254     207000000  [{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 18, \"...   \n",
       "597     200000000  [{\"id\": 18, \"name\": \"Drama\"}, {\"id\": 10749, \"n...   \n",
       "271110  250000000  [{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 28, \"...   \n",
       "44833   209000000  [{\"id\": 53, \"name\": \"Thriller\"}, {\"id\": 28, \"n...   \n",
       "135397  150000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
       "37724   200000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
       "...           ...                                                ...   \n",
       "2292        27000                     [{\"id\": 35, \"name\": \"Comedy\"}]   \n",
       "42497       27000  [{\"id\": 18, \"name\": \"Drama\"}, {\"id\": 10749, \"n...   \n",
       "33693           0  [{\"id\": 18, \"name\": \"Drama\"}, {\"id\": 35, \"name...   \n",
       "14585           0  [{\"id\": 35, \"name\": \"Comedy\"}, {\"id\": 18, \"nam...   \n",
       "185465          0                      [{\"id\": 18, \"name\": \"Drama\"}]   \n",
       "38780           0  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 18, \"nam...   \n",
       "14022           0                     [{\"id\": 35, \"name\": \"Comedy\"}]   \n",
       "366967          0  [{\"id\": 53, \"name\": \"Thriller\"}, {\"id\": 80, \"n...   \n",
       "255266      22000  [{\"id\": 35, \"name\": \"Comedy\"}, {\"id\": 10749, \"...   \n",
       "17345           0  [{\"id\": 18, \"name\": \"Drama\"}, {\"id\": 10751, \"n...   \n",
       "226458          0  [{\"id\": 53, \"name\": \"Thriller\"}, {\"id\": 27, \"n...   \n",
       "24055           0  [{\"id\": 18, \"name\": \"Drama\"}, {\"id\": 35, \"name...   \n",
       "287625          0                      [{\"id\": 18, \"name\": \"Drama\"}]   \n",
       "44990           0  [{\"id\": 35, \"name\": \"Comedy\"}, {\"id\": 10749, \"...   \n",
       "86304           0  [{\"id\": 878, \"name\": \"Science Fiction\"}, {\"id\"...   \n",
       "692         12000  [{\"id\": 27, \"name\": \"Horror\"}, {\"id\": 35, \"nam...   \n",
       "39851           0                      [{\"id\": 18, \"name\": \"Drama\"}]   \n",
       "13898           0  [{\"id\": 18, \"name\": \"Drama\"}, {\"id\": 10769, \"n...   \n",
       "157185         13                     [{\"id\": 27, \"name\": \"Horror\"}]   \n",
       "36095       20000  [{\"id\": 80, \"name\": \"Crime\"}, {\"id\": 27, \"name...   \n",
       "182291          0                      [{\"id\": 18, \"name\": \"Drama\"}]   \n",
       "286939          0  [{\"id\": 53, \"name\": \"Thriller\"}, {\"id\": 27, \"n...   \n",
       "124606          0                      [{\"id\": 18, \"name\": \"Drama\"}]   \n",
       "14337        7000  [{\"id\": 878, \"name\": \"Science Fiction\"}, {\"id\"...   \n",
       "67238           0  [{\"id\": 10769, \"name\": \"Foreign\"}, {\"id\": 53, ...   \n",
       "9367       220000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 80, \"nam...   \n",
       "72766        9000  [{\"id\": 35, \"name\": \"Comedy\"}, {\"id\": 10749, \"...   \n",
       "231617          0  [{\"id\": 35, \"name\": \"Comedy\"}, {\"id\": 18, \"nam...   \n",
       "126186          0                                                 []   \n",
       "25975           0                [{\"id\": 99, \"name\": \"Documentary\"}]   \n",
       "\n",
       "                                                 homepage  \\\n",
       "id                                                          \n",
       "19995                         http://www.avatarmovie.com/   \n",
       "285          http://disney.go.com/disneypictures/pirates/   \n",
       "206647        http://www.sonypictures.com/movies/spectre/   \n",
       "49026                  http://www.thedarkknightrises.com/   \n",
       "49529                http://movies.disney.com/john-carter   \n",
       "559       http://www.sonypictures.com/movies/spider-man3/   \n",
       "38757        http://disney.go.com/disneypictures/tangled/   \n",
       "99861   http://marvel.com/movies/movie/193/avengers_ag...   \n",
       "767     http://harrypotter.warnerbros.com/harrypottera...   \n",
       "209112       http://www.batmanvsupermandawnofjustice.com/   \n",
       "1452                              http://www.superman.com   \n",
       "10764   http://www.mgm.com/view/movie/234/Quantum-of-S...   \n",
       "58           http://disney.go.com/disneypictures/pirates/   \n",
       "57201               http://disney.go.com/the-lone-ranger/   \n",
       "49521                          http://www.manofsteel.com/   \n",
       "2454                                                  NaN   \n",
       "24428                   http://marvel.com/avengers_movie/   \n",
       "1865    http://disney.go.com/pirates/index-on-stranger...   \n",
       "41154     http://www.sonypictures.com/movies/meninblack3/   \n",
       "122917                          http://www.thehobbit.com/   \n",
       "1930                   http://www.theamazingspiderman.com   \n",
       "20662                   http://www.robinhoodthemovie.com/   \n",
       "57158                           http://www.thehobbit.com/   \n",
       "2268    http://www.goldencompassmovie.com/index_german...   \n",
       "254                                                   NaN   \n",
       "597                           http://www.titanicmovie.com   \n",
       "271110           http://marvel.com/captainamericapremiere   \n",
       "44833                                                 NaN   \n",
       "135397                      http://www.jurassicworld.com/   \n",
       "37724                        http://www.skyfall-movie.com   \n",
       "...                                                   ...   \n",
       "2292                 http://www.miramax.com/movie/clerks/   \n",
       "42497                                                 NaN   \n",
       "33693                                                 NaN   \n",
       "14585                                                 NaN   \n",
       "185465                                                NaN   \n",
       "38780                                                 NaN   \n",
       "14022                                                 NaN   \n",
       "366967                                                NaN   \n",
       "255266             https://www.facebook.com/DrySpellMovie   \n",
       "17345                                                 NaN   \n",
       "226458                                                NaN   \n",
       "24055                   http://www.thepuffychairmovie.com   \n",
       "287625                                                NaN   \n",
       "44990                                                 NaN   \n",
       "86304                                                 NaN   \n",
       "692                                                   NaN   \n",
       "39851                                                 NaN   \n",
       "13898                                                 NaN   \n",
       "157185                      http://tincanmanthemovie.com/   \n",
       "36095                                                 NaN   \n",
       "182291                                                NaN   \n",
       "286939                                                NaN   \n",
       "124606                                                NaN   \n",
       "14337                          http://www.primermovie.com   \n",
       "67238                                                 NaN   \n",
       "9367                                                  NaN   \n",
       "72766                                                 NaN   \n",
       "231617  http://www.hallmarkchannel.com/signedsealeddel...   \n",
       "126186                        http://shanghaicalling.com/   \n",
       "25975                                                 NaN   \n",
       "\n",
       "                                                 keywords original_language  \\\n",
       "id                                                                            \n",
       "19995   [{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...                en   \n",
       "285     [{\"id\": 270, \"name\": \"ocean\"}, {\"id\": 726, \"na...                en   \n",
       "206647  [{\"id\": 470, \"name\": \"spy\"}, {\"id\": 818, \"name...                en   \n",
       "49026   [{\"id\": 849, \"name\": \"dc comics\"}, {\"id\": 853,...                en   \n",
       "49529   [{\"id\": 818, \"name\": \"based on novel\"}, {\"id\":...                en   \n",
       "559     [{\"id\": 851, \"name\": \"dual identity\"}, {\"id\": ...                en   \n",
       "38757   [{\"id\": 1562, \"name\": \"hostage\"}, {\"id\": 2343,...                en   \n",
       "99861   [{\"id\": 8828, \"name\": \"marvel comic\"}, {\"id\": ...                en   \n",
       "767     [{\"id\": 616, \"name\": \"witch\"}, {\"id\": 2343, \"n...                en   \n",
       "209112  [{\"id\": 849, \"name\": \"dc comics\"}, {\"id\": 7002...                en   \n",
       "1452    [{\"id\": 83, \"name\": \"saving the world\"}, {\"id\"...                en   \n",
       "10764   [{\"id\": 627, \"name\": \"killing\"}, {\"id\": 1568, ...                en   \n",
       "58      [{\"id\": 616, \"name\": \"witch\"}, {\"id\": 663, \"na...                en   \n",
       "57201   [{\"id\": 1556, \"name\": \"texas\"}, {\"id\": 2673, \"...                en   \n",
       "49521   [{\"id\": 83, \"name\": \"saving the world\"}, {\"id\"...                en   \n",
       "2454    [{\"id\": 818, \"name\": \"based on novel\"}, {\"id\":...                en   \n",
       "24428   [{\"id\": 242, \"name\": \"new york\"}, {\"id\": 5539,...                en   \n",
       "1865    [{\"id\": 658, \"name\": \"sea\"}, {\"id\": 1316, \"nam...                en   \n",
       "41154   [{\"id\": 4379, \"name\": \"time travel\"}, {\"id\": 5...                en   \n",
       "122917  [{\"id\": 417, \"name\": \"corruption\"}, {\"id\": 603...                en   \n",
       "1930    [{\"id\": 1872, \"name\": \"loss of father\"}, {\"id\"...                en   \n",
       "20662   [{\"id\": 4147, \"name\": \"robin hood\"}, {\"id\": 43...                en   \n",
       "57158   [{\"id\": 603, \"name\": \"elves\"}, {\"id\": 604, \"na...                en   \n",
       "2268    [{\"id\": 392, \"name\": \"england\"}, {\"id\": 1461, ...                en   \n",
       "254     [{\"id\": 774, \"name\": \"film business\"}, {\"id\": ...                en   \n",
       "597     [{\"id\": 2580, \"name\": \"shipwreck\"}, {\"id\": 298...                en   \n",
       "271110  [{\"id\": 393, \"name\": \"civil war\"}, {\"id\": 6091...                en   \n",
       "44833   [{\"id\": 1721, \"name\": \"fight\"}, {\"id\": 4410, \"...                en   \n",
       "135397  [{\"id\": 1299, \"name\": \"monster\"}, {\"id\": 1718,...                en   \n",
       "37724   [{\"id\": 470, \"name\": \"spy\"}, {\"id\": 4289, \"nam...                en   \n",
       "...                                                   ...               ...   \n",
       "2292    [{\"id\": 1361, \"name\": \"salesclerk\"}, {\"id\": 30...                en   \n",
       "42497   [{\"id\": 1566, \"name\": \"dream\"}, {\"id\": 13059, ...                en   \n",
       "33693              [{\"id\": 171993, \"name\": \"mumblecore\"}]                en   \n",
       "14585   [{\"id\": 1438, \"name\": \"office\"}, {\"id\": 9673, ...                en   \n",
       "185465                                                 []                en   \n",
       "38780   [{\"id\": 10022, \"name\": \"rampage\"}, {\"id\": 1454...                en   \n",
       "14022   [{\"id\": 305, \"name\": \"moon\"}, {\"id\": 490, \"nam...                en   \n",
       "366967                                                 []                en   \n",
       "255266  [{\"id\": 13043, \"name\": \"dating\"}, {\"id\": 15160...                en   \n",
       "17345   [{\"id\": 186, \"name\": \"christianity\"}, {\"id\": 4...                en   \n",
       "226458               [{\"id\": 9712, \"name\": \"possession\"}]                en   \n",
       "24055              [{\"id\": 171993, \"name\": \"mumblecore\"}]                en   \n",
       "287625                                                 []                en   \n",
       "44990         [{\"id\": 10183, \"name\": \"independent film\"}]                en   \n",
       "86304                 [{\"id\": 9715, \"name\": \"superhero\"}]                en   \n",
       "692     [{\"id\": 237, \"name\": \"gay\"}, {\"id\": 900, \"name...                en   \n",
       "39851   [{\"id\": 6782, \"name\": \"addiction\"}, {\"id\": 155...                en   \n",
       "13898                                                  []                fa   \n",
       "157185           [{\"id\": 14903, \"name\": \"home invasion\"}]                en   \n",
       "36095   [{\"id\": 233, \"name\": \"japan\"}, {\"id\": 549, \"na...                ja   \n",
       "182291  [{\"id\": 718, \"name\": \"confession\"}, {\"id\": 100...                en   \n",
       "286939                                                 []                en   \n",
       "124606  [{\"id\": 10726, \"name\": \"gang\"}, {\"id\": 33928, ...                en   \n",
       "14337   [{\"id\": 1448, \"name\": \"distrust\"}, {\"id\": 2101...                en   \n",
       "67238                                                  []                en   \n",
       "9367    [{\"id\": 5616, \"name\": \"united states\\u2013mexi...                es   \n",
       "72766                                                  []                en   \n",
       "231617  [{\"id\": 248, \"name\": \"date\"}, {\"id\": 699, \"nam...                en   \n",
       "126186                                                 []                en   \n",
       "25975   [{\"id\": 1523, \"name\": \"obsession\"}, {\"id\": 224...                en   \n",
       "\n",
       "                                     original_title  \\\n",
       "id                                                    \n",
       "19995                                        Avatar   \n",
       "285        Pirates of the Caribbean: At World's End   \n",
       "206647                                      Spectre   \n",
       "49026                         The Dark Knight Rises   \n",
       "49529                                   John Carter   \n",
       "559                                    Spider-Man 3   \n",
       "38757                                       Tangled   \n",
       "99861                       Avengers: Age of Ultron   \n",
       "767          Harry Potter and the Half-Blood Prince   \n",
       "209112           Batman v Superman: Dawn of Justice   \n",
       "1452                               Superman Returns   \n",
       "10764                             Quantum of Solace   \n",
       "58       Pirates of the Caribbean: Dead Man's Chest   \n",
       "57201                               The Lone Ranger   \n",
       "49521                                  Man of Steel   \n",
       "2454       The Chronicles of Narnia: Prince Caspian   \n",
       "24428                                  The Avengers   \n",
       "1865    Pirates of the Caribbean: On Stranger Tides   \n",
       "41154                                Men in Black 3   \n",
       "122917    The Hobbit: The Battle of the Five Armies   \n",
       "1930                         The Amazing Spider-Man   \n",
       "20662                                    Robin Hood   \n",
       "57158           The Hobbit: The Desolation of Smaug   \n",
       "2268                             The Golden Compass   \n",
       "254                                       King Kong   \n",
       "597                                         Titanic   \n",
       "271110                   Captain America: Civil War   \n",
       "44833                                    Battleship   \n",
       "135397                               Jurassic World   \n",
       "37724                                       Skyfall   \n",
       "...                                             ...   \n",
       "2292                                         Clerks   \n",
       "42497                                Pink Narcissus   \n",
       "33693                                   Funny Ha Ha   \n",
       "14585                         In the Company of Men   \n",
       "185465                                       Manito   \n",
       "38780                                       Rampage   \n",
       "14022                                       Slacker   \n",
       "366967                                  Dutch Kills   \n",
       "255266                                    Dry Spell   \n",
       "17345                                      Flywheel   \n",
       "226458                                     Backmask   \n",
       "24055                               The Puffy Chair   \n",
       "287625                         Stories of Our Lives   \n",
       "44990                              Breaking Upwards   \n",
       "86304                      All Superheroes Must Die   \n",
       "692                                  Pink Flamingos   \n",
       "39851                                         Clean   \n",
       "13898                                         دایره   \n",
       "157185                                  Tin Can Man   \n",
       "36095                                           キュア   \n",
       "182291                               On The Downlow   \n",
       "286939                 Sanctuary: Quite a Conundrum   \n",
       "124606                                         Bang   \n",
       "14337                                        Primer   \n",
       "67238                                        Cavite   \n",
       "9367                                    El Mariachi   \n",
       "72766                                     Newlyweds   \n",
       "231617                    Signed, Sealed, Delivered   \n",
       "126186                             Shanghai Calling   \n",
       "25975                             My Date with Drew   \n",
       "\n",
       "                                                 overview  popularity  \\\n",
       "id                                                                      \n",
       "19995   In the 22nd century, a paraplegic Marine is di...  150.437577   \n",
       "285     Captain Barbossa, long believed to be dead, ha...  139.082615   \n",
       "206647  A cryptic message from Bond’s past sends him o...  107.376788   \n",
       "49026   Following the death of District Attorney Harve...  112.312950   \n",
       "49529   John Carter is a war-weary, former military ca...   43.926995   \n",
       "559     The seemingly invincible Spider-Man goes up ag...  115.699814   \n",
       "38757   When the kingdom's most wanted-and most charmi...   48.681969   \n",
       "99861   When Tony Stark tries to jumpstart a dormant p...  134.279229   \n",
       "767     As Harry begins his sixth year at Hogwarts, he...   98.885637   \n",
       "209112  Fearing the actions of a god-like Super Hero l...  155.790452   \n",
       "1452    Superman returns to discover his 5-year absenc...   57.925623   \n",
       "10764   Quantum of Solace continues the adventures of ...  107.928811   \n",
       "58      Captain Jack Sparrow works his way out of a bl...  145.847379   \n",
       "57201   The Texas Rangers chase down a gang of outlaws...   49.046956   \n",
       "49521   A young boy learns that he has extraordinary p...   99.398009   \n",
       "2454    One year after their incredible adventures in ...   53.978602   \n",
       "24428   When an unexpected enemy emerges and threatens...  144.448633   \n",
       "1865    Captain Jack Sparrow crosses paths with a woma...  135.413856   \n",
       "41154   Agents J (Will Smith) and K (Tommy Lee Jones) ...   52.035179   \n",
       "122917  Immediately after the events of The Desolation...  120.965743   \n",
       "1930    Peter Parker is an outcast high schooler aband...   89.866276   \n",
       "20662   When soldier Robin happens upon the dying Robe...   37.668301   \n",
       "57158   The Dwarves, Bilbo and Gandalf have successful...   94.370564   \n",
       "2268    After overhearing a shocking secret, precociou...   42.990906   \n",
       "254     In 1933 New York, an overly ambitious movie pr...   61.226010   \n",
       "597     84 years later, a 101-year-old woman named Ros...  100.025899   \n",
       "271110  Following the events of Age of Ultron, the col...  198.372395   \n",
       "44833   When mankind beams a radio signal into space, ...   64.928382   \n",
       "135397  Twenty-two years after the events of Jurassic ...  418.708552   \n",
       "37724   When Bond's latest assignment goes gravely wro...   93.004993   \n",
       "...                                                   ...         ...   \n",
       "2292    Convenience and video store clerks Dante and R...   19.748658   \n",
       "42497   An erotic poem set in the fantasies of a young...    0.027811   \n",
       "33693   Unsure of what to do next, 23-year-old Marnie ...    0.362633   \n",
       "14585   Two business executives--one an avowed misogyn...    2.634007   \n",
       "185465  Fifteen years ago, their Washington Heights ne...    0.039264   \n",
       "38780   The boredom of small town life is eating Bill ...    7.101197   \n",
       "14022   Presents a day in the life in Austin, Texas am...    3.320622   \n",
       "366967  A desperate ex-con is forced to gather his old...    0.038143   \n",
       "255266  Sasha tries to get her soon-to-be ex husband K...    0.048948   \n",
       "17345   Jay Austin wants to sell you a used car, but w...    1.048524   \n",
       "226458  During an all-night, drug-fueled party at an a...    3.619167   \n",
       "24055   Josh's life is pretty much in the toilet. He's...    1.243955   \n",
       "287625  Created by the members of a Nairobi-based arts...    0.327794   \n",
       "44990   'Breaking Upwards' explores a young, real-life...    0.674570   \n",
       "86304   Masked vigilantes Charge (Jason Trost), Cutthr...    3.545991   \n",
       "692     Notorious Baltimore criminal and underground f...    4.553644   \n",
       "39851   After losing her husband to a heroin overdose,...    1.464566   \n",
       "13898   Various women struggle to function in the oppr...    1.193779   \n",
       "157185  Recently dumped by his girlfirend for another ...    0.332679   \n",
       "36095   A wave of gruesome murders is sweeping Tokyo. ...    0.212443   \n",
       "182291  Isaac and Angel are two young Latinos involved...    0.029757   \n",
       "286939  It should have been just a normal day of sex, ...    0.166513   \n",
       "124606  A young woman in L.A. is having a bad day: she...    0.918116   \n",
       "14337   Friends/fledgling entrepreneurs invent a devic...   23.307949   \n",
       "67238   Adam, a security guard, travels from Californi...    0.022173   \n",
       "9367    El Mariachi just wants to play his guitar and ...   14.269792   \n",
       "72766   A newlywed couple's honeymoon is upended by th...    0.642552   \n",
       "231617  \"Signed, Sealed, Delivered\" introduces a dedic...    1.444476   \n",
       "126186  When ambitious New York attorney Sam is sent t...    0.857008   \n",
       "25975   Ever since the second grade when he first saw ...    1.929883   \n",
       "\n",
       "                                     production_companies  \\\n",
       "id                                                          \n",
       "19995   [{\"name\": \"Ingenious Film Partners\", \"id\": 289...   \n",
       "285     [{\"name\": \"Walt Disney Pictures\", \"id\": 2}, {\"...   \n",
       "206647  [{\"name\": \"Columbia Pictures\", \"id\": 5}, {\"nam...   \n",
       "49026   [{\"name\": \"Legendary Pictures\", \"id\": 923}, {\"...   \n",
       "49529         [{\"name\": \"Walt Disney Pictures\", \"id\": 2}]   \n",
       "559     [{\"name\": \"Columbia Pictures\", \"id\": 5}, {\"nam...   \n",
       "38757   [{\"name\": \"Walt Disney Pictures\", \"id\": 2}, {\"...   \n",
       "99861   [{\"name\": \"Marvel Studios\", \"id\": 420}, {\"name...   \n",
       "767     [{\"name\": \"Warner Bros.\", \"id\": 6194}, {\"name\"...   \n",
       "209112  [{\"name\": \"DC Comics\", \"id\": 429}, {\"name\": \"A...   \n",
       "1452    [{\"name\": \"DC Comics\", \"id\": 429}, {\"name\": \"L...   \n",
       "10764           [{\"name\": \"Eon Productions\", \"id\": 7576}]   \n",
       "58      [{\"name\": \"Walt Disney Pictures\", \"id\": 2}, {\"...   \n",
       "57201   [{\"name\": \"Walt Disney Pictures\", \"id\": 2}, {\"...   \n",
       "49521   [{\"name\": \"Legendary Pictures\", \"id\": 923}, {\"...   \n",
       "2454    [{\"name\": \"Walt Disney\", \"id\": 5888}, {\"name\":...   \n",
       "24428   [{\"name\": \"Paramount Pictures\", \"id\": 4}, {\"na...   \n",
       "1865    [{\"name\": \"Walt Disney Pictures\", \"id\": 2}, {\"...   \n",
       "41154   [{\"name\": \"Amblin Entertainment\", \"id\": 56}, {...   \n",
       "122917  [{\"name\": \"WingNut Films\", \"id\": 11}, {\"name\":...   \n",
       "1930    [{\"name\": \"Columbia Pictures\", \"id\": 5}, {\"nam...   \n",
       "20662   [{\"name\": \"Imagine Entertainment\", \"id\": 23}, ...   \n",
       "57158   [{\"name\": \"WingNut Films\", \"id\": 11}, {\"name\":...   \n",
       "2268    [{\"name\": \"New Line Cinema\", \"id\": 12}, {\"name...   \n",
       "254     [{\"name\": \"WingNut Films\", \"id\": 11}, {\"name\":...   \n",
       "597     [{\"name\": \"Paramount Pictures\", \"id\": 4}, {\"na...   \n",
       "271110  [{\"name\": \"Studio Babelsberg\", \"id\": 264}, {\"n...   \n",
       "44833   [{\"name\": \"Universal Pictures\", \"id\": 33}, {\"n...   \n",
       "135397  [{\"name\": \"Universal Studios\", \"id\": 13}, {\"na...   \n",
       "37724            [{\"name\": \"Columbia Pictures\", \"id\": 5}]   \n",
       "...                                                   ...   \n",
       "2292    [{\"name\": \"Miramax Films\", \"id\": 14}, {\"name\":...   \n",
       "42497          [{\"name\": \"Strand Releasing\", \"id\": 3923}]   \n",
       "33693                                                  []   \n",
       "14585   [{\"name\": \"Alliance Atlantis Communications\", ...   \n",
       "185465                                                 []   \n",
       "38780   [{\"name\": \"Boll Kino Beteiligungs GmbH & Co. K...   \n",
       "14022                                                  []   \n",
       "366967                                                 []   \n",
       "255266                                                 []   \n",
       "17345                                                  []   \n",
       "226458  [{\"name\": \"GO Productions\", \"id\": 2943}, {\"nam...   \n",
       "24055                                                  []   \n",
       "287625                                                 []   \n",
       "44990                                                  []   \n",
       "86304                [{\"name\": \"Grindfest\", \"id\": 18818}]   \n",
       "692        [{\"name\": \"Dreamland Productions\", \"id\": 407}]   \n",
       "39851                                                  []   \n",
       "13898   [{\"name\": \"Jafar Panahi Film Productions\", \"id...   \n",
       "157185  [{\"name\": \"Park Films\", \"id\": 21871}, {\"name\":...   \n",
       "36095              [{\"name\": \"Daiei Studios\", \"id\": 881}]   \n",
       "182291        [{\"name\": \"Iconoclast Films\", \"id\": 26677}]   \n",
       "286939  [{\"name\": \"Gold Lion Films\", \"id\": 37870}, {\"n...   \n",
       "124606  [{\"name\": \"Asylum Films\", \"id\": 10571}, {\"name...   \n",
       "14337                  [{\"name\": \"Thinkfilm\", \"id\": 446}]   \n",
       "67238                                                  []   \n",
       "9367             [{\"name\": \"Columbia Pictures\", \"id\": 5}]   \n",
       "72766                                                  []   \n",
       "231617  [{\"name\": \"Front Street Pictures\", \"id\": 3958}...   \n",
       "126186                                                 []   \n",
       "25975   [{\"name\": \"rusty bear entertainment\", \"id\": 87...   \n",
       "\n",
       "                                     production_countries release_date  \\\n",
       "id                                                                       \n",
       "19995   [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2009-12-10   \n",
       "285     [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2007-05-19   \n",
       "206647  [{\"iso_3166_1\": \"GB\", \"name\": \"United Kingdom\"...   2015-10-26   \n",
       "49026   [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2012-07-16   \n",
       "49529   [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2012-03-07   \n",
       "559     [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2007-05-01   \n",
       "38757   [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2010-11-24   \n",
       "99861   [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2015-04-22   \n",
       "767     [{\"iso_3166_1\": \"GB\", \"name\": \"United Kingdom\"...   2009-07-07   \n",
       "209112  [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2016-03-23   \n",
       "1452    [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2006-06-28   \n",
       "10764   [{\"iso_3166_1\": \"GB\", \"name\": \"United Kingdom\"...   2008-10-30   \n",
       "58      [{\"iso_3166_1\": \"JM\", \"name\": \"Jamaica\"}, {\"is...   2006-06-20   \n",
       "57201   [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2013-07-03   \n",
       "49521   [{\"iso_3166_1\": \"GB\", \"name\": \"United Kingdom\"...   2013-06-12   \n",
       "2454    [{\"iso_3166_1\": \"CZ\", \"name\": \"Czech Republic\"...   2008-05-15   \n",
       "24428   [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2012-04-25   \n",
       "1865    [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2011-05-14   \n",
       "41154   [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2012-05-23   \n",
       "122917  [{\"iso_3166_1\": \"NZ\", \"name\": \"New Zealand\"}, ...   2014-12-10   \n",
       "1930    [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2012-06-27   \n",
       "20662   [{\"iso_3166_1\": \"GB\", \"name\": \"United Kingdom\"...   2010-05-12   \n",
       "57158   [{\"iso_3166_1\": \"NZ\", \"name\": \"New Zealand\"}, ...   2013-12-11   \n",
       "2268    [{\"iso_3166_1\": \"GB\", \"name\": \"United Kingdom\"...   2007-12-04   \n",
       "254     [{\"iso_3166_1\": \"NZ\", \"name\": \"New Zealand\"}, ...   2005-12-14   \n",
       "597     [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   1997-11-18   \n",
       "271110  [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2016-04-27   \n",
       "44833   [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2012-04-11   \n",
       "135397  [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2015-06-09   \n",
       "37724   [{\"iso_3166_1\": \"GB\", \"name\": \"United Kingdom\"...   2012-10-25   \n",
       "...                                                   ...          ...   \n",
       "2292    [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   1994-09-13   \n",
       "42497   [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   1971-01-01   \n",
       "33693   [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2002-09-20   \n",
       "14585   [{\"iso_3166_1\": \"CA\", \"name\": \"Canada\"}, {\"iso...   1997-01-19   \n",
       "185465  [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2002-01-15   \n",
       "38780   [{\"iso_3166_1\": \"CA\", \"name\": \"Canada\"}, {\"iso...   2009-08-14   \n",
       "14022   [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   1990-07-27   \n",
       "366967                                                 []   2015-10-02   \n",
       "255266  [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2013-02-14   \n",
       "17345   [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2003-01-01   \n",
       "226458  [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2015-01-16   \n",
       "24055                                                  []   2005-01-17   \n",
       "287625            [{\"iso_3166_1\": \"KE\", \"name\": \"Kenya\"}]   2014-09-05   \n",
       "44990   [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2009-03-14   \n",
       "86304                                                  []   2011-10-26   \n",
       "692     [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   1972-03-12   \n",
       "39851   [{\"iso_3166_1\": \"GB\", \"name\": \"United Kingdom\"...   2004-09-01   \n",
       "13898              [{\"iso_3166_1\": \"IR\", \"name\": \"Iran\"}]   2000-09-08   \n",
       "157185          [{\"iso_3166_1\": \"IE\", \"name\": \"Ireland\"}]   2007-01-01   \n",
       "36095             [{\"iso_3166_1\": \"JP\", \"name\": \"Japan\"}]   1997-11-06   \n",
       "182291  [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2004-04-11   \n",
       "286939  [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2012-01-20   \n",
       "124606  [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   1995-09-09   \n",
       "14337   [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2004-10-08   \n",
       "67238                                                  []   2005-03-12   \n",
       "9367    [{\"iso_3166_1\": \"MX\", \"name\": \"Mexico\"}, {\"iso...   1992-09-04   \n",
       "72766                                                  []   2011-12-26   \n",
       "231617  [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2013-10-13   \n",
       "126186  [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2012-05-03   \n",
       "25975   [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2005-08-05   \n",
       "\n",
       "           revenue  runtime  \\\n",
       "id                            \n",
       "19995   2787965087    162.0   \n",
       "285      961000000    169.0   \n",
       "206647   880674609    148.0   \n",
       "49026   1084939099    165.0   \n",
       "49529    284139100    132.0   \n",
       "559      890871626    139.0   \n",
       "38757    591794936    100.0   \n",
       "99861   1405403694    141.0   \n",
       "767      933959197    153.0   \n",
       "209112   873260194    151.0   \n",
       "1452     391081192    154.0   \n",
       "10764    586090727    106.0   \n",
       "58      1065659812    151.0   \n",
       "57201     89289910    149.0   \n",
       "49521    662845518    143.0   \n",
       "2454     419651413    150.0   \n",
       "24428   1519557910    143.0   \n",
       "1865    1045713802    136.0   \n",
       "41154    624026776    106.0   \n",
       "122917   956019788    144.0   \n",
       "1930     752215857    136.0   \n",
       "20662    310669540    140.0   \n",
       "57158    958400000    161.0   \n",
       "2268     372234864    113.0   \n",
       "254      550000000    187.0   \n",
       "597     1845034188    194.0   \n",
       "271110  1153304495    147.0   \n",
       "44833    303025485    131.0   \n",
       "135397  1513528810    124.0   \n",
       "37724   1108561013    143.0   \n",
       "...            ...      ...   \n",
       "2292       3151130     92.0   \n",
       "42497            0     64.0   \n",
       "33693        76901     85.0   \n",
       "14585            0     97.0   \n",
       "185465           0     78.0   \n",
       "38780            0     85.0   \n",
       "14022            0     97.0   \n",
       "366967           0     90.0   \n",
       "255266           0     90.0   \n",
       "17345            0    120.0   \n",
       "226458           0     91.0   \n",
       "24055            0     85.0   \n",
       "287625           0     60.0   \n",
       "44990            0     88.0   \n",
       "86304            0     78.0   \n",
       "692        6000000     93.0   \n",
       "39851            0    111.0   \n",
       "13898            0     90.0   \n",
       "157185           0     84.0   \n",
       "36095        99000    111.0   \n",
       "182291           0     90.0   \n",
       "286939           0     82.0   \n",
       "124606           0     98.0   \n",
       "14337       424760     77.0   \n",
       "67238            0     80.0   \n",
       "9367       2040920     81.0   \n",
       "72766            0     85.0   \n",
       "231617           0    120.0   \n",
       "126186           0     98.0   \n",
       "25975            0     90.0   \n",
       "\n",
       "                                         spoken_languages    status  \\\n",
       "id                                                                    \n",
       "19995   [{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...  Released   \n",
       "285              [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
       "206647  [{\"iso_639_1\": \"fr\", \"name\": \"Fran\\u00e7ais\"},...  Released   \n",
       "49026            [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
       "49529            [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
       "559     [{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...  Released   \n",
       "38757            [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
       "99861            [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
       "767              [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
       "209112           [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
       "1452    [{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...  Released   \n",
       "10764   [{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...  Released   \n",
       "58      [{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...  Released   \n",
       "57201            [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
       "49521            [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
       "2454             [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
       "24428            [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
       "1865    [{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...  Released   \n",
       "41154            [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
       "122917           [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
       "1930             [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
       "20662   [{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...  Released   \n",
       "57158            [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
       "2268    [{\"iso_639_1\": \"is\", \"name\": \"\\u00cdslenska\"},...  Released   \n",
       "254              [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
       "597     [{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...  Released   \n",
       "271110  [{\"iso_639_1\": \"ro\", \"name\": \"Rom\\u00e2n\\u0103...  Released   \n",
       "44833   [{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...  Released   \n",
       "135397           [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
       "37724            [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
       "...                                                   ...       ...   \n",
       "2292             [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
       "42497   [{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...  Released   \n",
       "33693            [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
       "14585            [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
       "185465  [{\"iso_639_1\": \"es\", \"name\": \"Espa\\u00f1ol\"}, ...  Released   \n",
       "38780            [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
       "14022            [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
       "366967                                                 []  Released   \n",
       "255266           [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
       "17345            [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
       "226458           [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
       "24055                                                  []  Released   \n",
       "287625  [{\"iso_639_1\": \"sw\", \"name\": \"Kiswahili\"}, {\"i...  Released   \n",
       "44990            [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
       "86304            [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
       "692              [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
       "39851   [{\"iso_639_1\": \"cn\", \"name\": \"\\u5e7f\\u5dde\\u8b...  Released   \n",
       "13898   [{\"iso_639_1\": \"fa\", \"name\": \"\\u0641\\u0627\\u06...  Released   \n",
       "157185           [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
       "36095   [{\"iso_639_1\": \"ja\", \"name\": \"\\u65e5\\u672c\\u8a...  Released   \n",
       "182291                                                 []  Released   \n",
       "286939           [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
       "124606           [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
       "14337            [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
       "67238                                                  []  Released   \n",
       "9367        [{\"iso_639_1\": \"es\", \"name\": \"Espa\\u00f1ol\"}]  Released   \n",
       "72766                                                  []  Released   \n",
       "231617           [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
       "126186           [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
       "25975            [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
       "\n",
       "                                                  tagline  \\\n",
       "id                                                          \n",
       "19995                         Enter the World of Pandora.   \n",
       "285        At the end of the world, the adventure begins.   \n",
       "206647                              A Plan No One Escapes   \n",
       "49026                                     The Legend Ends   \n",
       "49529                Lost in our world, found in another.   \n",
       "559                                    The battle within.   \n",
       "38757            They're taking adventure to new lengths.   \n",
       "99861                                 A New Age Has Come.   \n",
       "767                                 Dark Secrets Revealed   \n",
       "209112                                 Justice or revenge   \n",
       "1452                                                  NaN   \n",
       "10764       For love, for hate, for justice, for revenge.   \n",
       "58                                          Jack is back!   \n",
       "57201                             Never Take Off the Mask   \n",
       "49521                You will believe that a man can fly.   \n",
       "2454                                 Hope has a new face.   \n",
       "24428                             Some assembly required.   \n",
       "1865                          Live Forever Or Die Trying.   \n",
       "41154                           They are back... in time.   \n",
       "122917  Witness the defining chapter of the Middle-Ear...   \n",
       "1930                             The untold story begins.   \n",
       "20662      Rise and rise again, until lambs become lions.   \n",
       "57158   Beyond darkness... beyond desolation... lies t...   \n",
       "2268    There are worlds beyond our own - the compass ...   \n",
       "254                       The eighth wonder of the world.   \n",
       "597             Nothing on Earth could come between them.   \n",
       "271110                                    Divided We Fall   \n",
       "44833                  The Battle for Earth Begins at Sea   \n",
       "135397                                  The park is open.   \n",
       "37724                                 Think on your sins.   \n",
       "...                                                   ...   \n",
       "2292    Just because they serve you doesn't mean they ...   \n",
       "42497              A unique experience in visual fantasy!   \n",
       "33693                                                 NaN   \n",
       "14585       Are all men bastards...or just misunderstood?   \n",
       "185465                                                NaN   \n",
       "38780                              Vengeance is ruthless.   \n",
       "14022                                                 NaN   \n",
       "366967                                                NaN   \n",
       "255266       Getting divorced does funny things to a girl   \n",
       "17345                                                 NaN   \n",
       "226458                                         nederlands   \n",
       "24055                                                 NaN   \n",
       "287625                                                NaN   \n",
       "44990                                                 NaN   \n",
       "86304                                May The Best Man Win   \n",
       "692                            An exercise in poor taste.   \n",
       "39851           When you don't have a choice, you change.   \n",
       "13898                                                 NaN   \n",
       "157185                    Everything You've Heard is True   \n",
       "36095                            Madness. Terror. Murder.   \n",
       "182291              Two gangs. One secret. One crossroad.   \n",
       "286939                                                NaN   \n",
       "124606            Sometimes you've got to break the rules   \n",
       "14337                  What happens if it actually works?   \n",
       "67238                                                 NaN   \n",
       "9367    He didn't come looking for trouble, but troubl...   \n",
       "72766   A newlywed couple's honeymoon is upended by th...   \n",
       "231617                                                NaN   \n",
       "126186                           A New Yorker in Shanghai   \n",
       "25975                                                 NaN   \n",
       "\n",
       "                                              title  vote_average  vote_count  \n",
       "id                                                                             \n",
       "19995                                        Avatar           7.2       11800  \n",
       "285        Pirates of the Caribbean: At World's End           6.9        4500  \n",
       "206647                                      Spectre           6.3        4466  \n",
       "49026                         The Dark Knight Rises           7.6        9106  \n",
       "49529                                   John Carter           6.1        2124  \n",
       "559                                    Spider-Man 3           5.9        3576  \n",
       "38757                                       Tangled           7.4        3330  \n",
       "99861                       Avengers: Age of Ultron           7.3        6767  \n",
       "767          Harry Potter and the Half-Blood Prince           7.4        5293  \n",
       "209112           Batman v Superman: Dawn of Justice           5.7        7004  \n",
       "1452                               Superman Returns           5.4        1400  \n",
       "10764                             Quantum of Solace           6.1        2965  \n",
       "58       Pirates of the Caribbean: Dead Man's Chest           7.0        5246  \n",
       "57201                               The Lone Ranger           5.9        2311  \n",
       "49521                                  Man of Steel           6.5        6359  \n",
       "2454       The Chronicles of Narnia: Prince Caspian           6.3        1630  \n",
       "24428                                  The Avengers           7.4       11776  \n",
       "1865    Pirates of the Caribbean: On Stranger Tides           6.4        4948  \n",
       "41154                                Men in Black 3           6.2        4160  \n",
       "122917    The Hobbit: The Battle of the Five Armies           7.1        4760  \n",
       "1930                         The Amazing Spider-Man           6.5        6586  \n",
       "20662                                    Robin Hood           6.2        1398  \n",
       "57158           The Hobbit: The Desolation of Smaug           7.6        4524  \n",
       "2268                             The Golden Compass           5.8        1303  \n",
       "254                                       King Kong           6.6        2337  \n",
       "597                                         Titanic           7.5        7562  \n",
       "271110                   Captain America: Civil War           7.1        7241  \n",
       "44833                                    Battleship           5.5        2114  \n",
       "135397                               Jurassic World           6.5        8662  \n",
       "37724                                       Skyfall           6.9        7604  \n",
       "...                                             ...           ...         ...  \n",
       "2292                                         Clerks           7.4         755  \n",
       "42497                                Pink Narcissus           6.0           9  \n",
       "33693                                   Funny Ha Ha           6.3           8  \n",
       "14585                         In the Company of Men           6.8          44  \n",
       "185465                                       Manito           5.5           2  \n",
       "38780                                       Rampage           6.0         131  \n",
       "14022                                       Slacker           6.4          77  \n",
       "366967                                  Dutch Kills           0.0           0  \n",
       "255266                                    Dry Spell           6.0           1  \n",
       "17345                                      Flywheel           6.8          19  \n",
       "226458                                     Backmask           4.7          79  \n",
       "24055                               The Puffy Chair           6.2          15  \n",
       "287625                         Stories of Our Lives           0.0           0  \n",
       "44990                              Breaking Upwards           5.6          12  \n",
       "86304                      All Superheroes Must Die           4.2          13  \n",
       "692                                  Pink Flamingos           6.2         110  \n",
       "39851                                         Clean           6.7          17  \n",
       "13898                                    The Circle           6.6          17  \n",
       "157185                                  Tin Can Man           2.0           1  \n",
       "36095                                          Cure           7.4          63  \n",
       "182291                               On The Downlow           6.0           2  \n",
       "286939                 Sanctuary: Quite a Conundrum           0.0           0  \n",
       "124606                                         Bang           6.0           1  \n",
       "14337                                        Primer           6.9         658  \n",
       "67238                                        Cavite           7.5           2  \n",
       "9367                                    El Mariachi           6.6         238  \n",
       "72766                                     Newlyweds           5.9           5  \n",
       "231617                    Signed, Sealed, Delivered           7.0           6  \n",
       "126186                             Shanghai Calling           5.7           7  \n",
       "25975                             My Date with Drew           6.3          16  \n",
       "\n",
       "[4803 rows x 19 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataframe = dataframe.reset_index()\n",
    "dataframe = dataframe.set_index('id')\n",
    "dataframe"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "##### Removing columns we don't need"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-10-26T07:48:00.016401Z",
     "start_time": "2017-10-26T07:47:59.969091Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\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>release_date</th>\n",
       "      <th>runtime</th>\n",
       "      <th>budget</th>\n",
       "      <th>revenue</th>\n",
       "      <th>vote_average</th>\n",
       "      <th>vote_count</th>\n",
       "      <th>genres</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>19995</th>\n",
       "      <td>Avatar</td>\n",
       "      <td>2009-12-10</td>\n",
       "      <td>162.0</td>\n",
       "      <td>237000000</td>\n",
       "      <td>2787965087</td>\n",
       "      <td>7.2</td>\n",
       "      <td>11800</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285</th>\n",
       "      <td>Pirates of the Caribbean: At World's End</td>\n",
       "      <td>2007-05-19</td>\n",
       "      <td>169.0</td>\n",
       "      <td>300000000</td>\n",
       "      <td>961000000</td>\n",
       "      <td>6.9</td>\n",
       "      <td>4500</td>\n",
       "      <td>[{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>206647</th>\n",
       "      <td>Spectre</td>\n",
       "      <td>2015-10-26</td>\n",
       "      <td>148.0</td>\n",
       "      <td>245000000</td>\n",
       "      <td>880674609</td>\n",
       "      <td>6.3</td>\n",
       "      <td>4466</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49026</th>\n",
       "      <td>The Dark Knight Rises</td>\n",
       "      <td>2012-07-16</td>\n",
       "      <td>165.0</td>\n",
       "      <td>250000000</td>\n",
       "      <td>1084939099</td>\n",
       "      <td>7.6</td>\n",
       "      <td>9106</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 80, \"nam...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49529</th>\n",
       "      <td>John Carter</td>\n",
       "      <td>2012-03-07</td>\n",
       "      <td>132.0</td>\n",
       "      <td>260000000</td>\n",
       "      <td>284139100</td>\n",
       "      <td>6.1</td>\n",
       "      <td>2124</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>559</th>\n",
       "      <td>Spider-Man 3</td>\n",
       "      <td>2007-05-01</td>\n",
       "      <td>139.0</td>\n",
       "      <td>258000000</td>\n",
       "      <td>890871626</td>\n",
       "      <td>5.9</td>\n",
       "      <td>3576</td>\n",
       "      <td>[{\"id\": 14, \"name\": \"Fantasy\"}, {\"id\": 28, \"na...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38757</th>\n",
       "      <td>Tangled</td>\n",
       "      <td>2010-11-24</td>\n",
       "      <td>100.0</td>\n",
       "      <td>260000000</td>\n",
       "      <td>591794936</td>\n",
       "      <td>7.4</td>\n",
       "      <td>3330</td>\n",
       "      <td>[{\"id\": 16, \"name\": \"Animation\"}, {\"id\": 10751...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99861</th>\n",
       "      <td>Avengers: Age of Ultron</td>\n",
       "      <td>2015-04-22</td>\n",
       "      <td>141.0</td>\n",
       "      <td>280000000</td>\n",
       "      <td>1405403694</td>\n",
       "      <td>7.3</td>\n",
       "      <td>6767</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>767</th>\n",
       "      <td>Harry Potter and the Half-Blood Prince</td>\n",
       "      <td>2009-07-07</td>\n",
       "      <td>153.0</td>\n",
       "      <td>250000000</td>\n",
       "      <td>933959197</td>\n",
       "      <td>7.4</td>\n",
       "      <td>5293</td>\n",
       "      <td>[{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>209112</th>\n",
       "      <td>Batman v Superman: Dawn of Justice</td>\n",
       "      <td>2016-03-23</td>\n",
       "      <td>151.0</td>\n",
       "      <td>250000000</td>\n",
       "      <td>873260194</td>\n",
       "      <td>5.7</td>\n",
       "      <td>7004</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1452</th>\n",
       "      <td>Superman Returns</td>\n",
       "      <td>2006-06-28</td>\n",
       "      <td>154.0</td>\n",
       "      <td>270000000</td>\n",
       "      <td>391081192</td>\n",
       "      <td>5.4</td>\n",
       "      <td>1400</td>\n",
       "      <td>[{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10764</th>\n",
       "      <td>Quantum of Solace</td>\n",
       "      <td>2008-10-30</td>\n",
       "      <td>106.0</td>\n",
       "      <td>200000000</td>\n",
       "      <td>586090727</td>\n",
       "      <td>6.1</td>\n",
       "      <td>2965</td>\n",
       "      <td>[{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 28, \"...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>Pirates of the Caribbean: Dead Man's Chest</td>\n",
       "      <td>2006-06-20</td>\n",
       "      <td>151.0</td>\n",
       "      <td>200000000</td>\n",
       "      <td>1065659812</td>\n",
       "      <td>7.0</td>\n",
       "      <td>5246</td>\n",
       "      <td>[{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57201</th>\n",
       "      <td>The Lone Ranger</td>\n",
       "      <td>2013-07-03</td>\n",
       "      <td>149.0</td>\n",
       "      <td>255000000</td>\n",
       "      <td>89289910</td>\n",
       "      <td>5.9</td>\n",
       "      <td>2311</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49521</th>\n",
       "      <td>Man of Steel</td>\n",
       "      <td>2013-06-12</td>\n",
       "      <td>143.0</td>\n",
       "      <td>225000000</td>\n",
       "      <td>662845518</td>\n",
       "      <td>6.5</td>\n",
       "      <td>6359</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2454</th>\n",
       "      <td>The Chronicles of Narnia: Prince Caspian</td>\n",
       "      <td>2008-05-15</td>\n",
       "      <td>150.0</td>\n",
       "      <td>225000000</td>\n",
       "      <td>419651413</td>\n",
       "      <td>6.3</td>\n",
       "      <td>1630</td>\n",
       "      <td>[{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 10751...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24428</th>\n",
       "      <td>The Avengers</td>\n",
       "      <td>2012-04-25</td>\n",
       "      <td>143.0</td>\n",
       "      <td>220000000</td>\n",
       "      <td>1519557910</td>\n",
       "      <td>7.4</td>\n",
       "      <td>11776</td>\n",
       "      <td>[{\"id\": 878, \"name\": \"Science Fiction\"}, {\"id\"...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1865</th>\n",
       "      <td>Pirates of the Caribbean: On Stranger Tides</td>\n",
       "      <td>2011-05-14</td>\n",
       "      <td>136.0</td>\n",
       "      <td>380000000</td>\n",
       "      <td>1045713802</td>\n",
       "      <td>6.4</td>\n",
       "      <td>4948</td>\n",
       "      <td>[{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 28, \"...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41154</th>\n",
       "      <td>Men in Black 3</td>\n",
       "      <td>2012-05-23</td>\n",
       "      <td>106.0</td>\n",
       "      <td>225000000</td>\n",
       "      <td>624026776</td>\n",
       "      <td>6.2</td>\n",
       "      <td>4160</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 35, \"nam...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122917</th>\n",
       "      <td>The Hobbit: The Battle of the Five Armies</td>\n",
       "      <td>2014-12-10</td>\n",
       "      <td>144.0</td>\n",
       "      <td>250000000</td>\n",
       "      <td>956019788</td>\n",
       "      <td>7.1</td>\n",
       "      <td>4760</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1930</th>\n",
       "      <td>The Amazing Spider-Man</td>\n",
       "      <td>2012-06-27</td>\n",
       "      <td>136.0</td>\n",
       "      <td>215000000</td>\n",
       "      <td>752215857</td>\n",
       "      <td>6.5</td>\n",
       "      <td>6586</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20662</th>\n",
       "      <td>Robin Hood</td>\n",
       "      <td>2010-05-12</td>\n",
       "      <td>140.0</td>\n",
       "      <td>200000000</td>\n",
       "      <td>310669540</td>\n",
       "      <td>6.2</td>\n",
       "      <td>1398</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57158</th>\n",
       "      <td>The Hobbit: The Desolation of Smaug</td>\n",
       "      <td>2013-12-11</td>\n",
       "      <td>161.0</td>\n",
       "      <td>250000000</td>\n",
       "      <td>958400000</td>\n",
       "      <td>7.6</td>\n",
       "      <td>4524</td>\n",
       "      <td>[{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2268</th>\n",
       "      <td>The Golden Compass</td>\n",
       "      <td>2007-12-04</td>\n",
       "      <td>113.0</td>\n",
       "      <td>180000000</td>\n",
       "      <td>372234864</td>\n",
       "      <td>5.8</td>\n",
       "      <td>1303</td>\n",
       "      <td>[{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>254</th>\n",
       "      <td>King Kong</td>\n",
       "      <td>2005-12-14</td>\n",
       "      <td>187.0</td>\n",
       "      <td>207000000</td>\n",
       "      <td>550000000</td>\n",
       "      <td>6.6</td>\n",
       "      <td>2337</td>\n",
       "      <td>[{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 18, \"...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>597</th>\n",
       "      <td>Titanic</td>\n",
       "      <td>1997-11-18</td>\n",
       "      <td>194.0</td>\n",
       "      <td>200000000</td>\n",
       "      <td>1845034188</td>\n",
       "      <td>7.5</td>\n",
       "      <td>7562</td>\n",
       "      <td>[{\"id\": 18, \"name\": \"Drama\"}, {\"id\": 10749, \"n...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>271110</th>\n",
       "      <td>Captain America: Civil War</td>\n",
       "      <td>2016-04-27</td>\n",
       "      <td>147.0</td>\n",
       "      <td>250000000</td>\n",
       "      <td>1153304495</td>\n",
       "      <td>7.1</td>\n",
       "      <td>7241</td>\n",
       "      <td>[{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 28, \"...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44833</th>\n",
       "      <td>Battleship</td>\n",
       "      <td>2012-04-11</td>\n",
       "      <td>131.0</td>\n",
       "      <td>209000000</td>\n",
       "      <td>303025485</td>\n",
       "      <td>5.5</td>\n",
       "      <td>2114</td>\n",
       "      <td>[{\"id\": 53, \"name\": \"Thriller\"}, {\"id\": 28, \"n...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135397</th>\n",
       "      <td>Jurassic World</td>\n",
       "      <td>2015-06-09</td>\n",
       "      <td>124.0</td>\n",
       "      <td>150000000</td>\n",
       "      <td>1513528810</td>\n",
       "      <td>6.5</td>\n",
       "      <td>8662</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37724</th>\n",
       "      <td>Skyfall</td>\n",
       "      <td>2012-10-25</td>\n",
       "      <td>143.0</td>\n",
       "      <td>200000000</td>\n",
       "      <td>1108561013</td>\n",
       "      <td>6.9</td>\n",
       "      <td>7604</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2292</th>\n",
       "      <td>Clerks</td>\n",
       "      <td>1994-09-13</td>\n",
       "      <td>92.0</td>\n",
       "      <td>27000</td>\n",
       "      <td>3151130</td>\n",
       "      <td>7.4</td>\n",
       "      <td>755</td>\n",
       "      <td>[{\"id\": 35, \"name\": \"Comedy\"}]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42497</th>\n",
       "      <td>Pink Narcissus</td>\n",
       "      <td>1971-01-01</td>\n",
       "      <td>64.0</td>\n",
       "      <td>27000</td>\n",
       "      <td>0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>9</td>\n",
       "      <td>[{\"id\": 18, \"name\": \"Drama\"}, {\"id\": 10749, \"n...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33693</th>\n",
       "      <td>Funny Ha Ha</td>\n",
       "      <td>2002-09-20</td>\n",
       "      <td>85.0</td>\n",
       "      <td>0</td>\n",
       "      <td>76901</td>\n",
       "      <td>6.3</td>\n",
       "      <td>8</td>\n",
       "      <td>[{\"id\": 18, \"name\": \"Drama\"}, {\"id\": 35, \"name...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14585</th>\n",
       "      <td>In the Company of Men</td>\n",
       "      <td>1997-01-19</td>\n",
       "      <td>97.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6.8</td>\n",
       "      <td>44</td>\n",
       "      <td>[{\"id\": 35, \"name\": \"Comedy\"}, {\"id\": 18, \"nam...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185465</th>\n",
       "      <td>Manito</td>\n",
       "      <td>2002-01-15</td>\n",
       "      <td>78.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5.5</td>\n",
       "      <td>2</td>\n",
       "      <td>[{\"id\": 18, \"name\": \"Drama\"}]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38780</th>\n",
       "      <td>Rampage</td>\n",
       "      <td>2009-08-14</td>\n",
       "      <td>85.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>131</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 18, \"nam...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14022</th>\n",
       "      <td>Slacker</td>\n",
       "      <td>1990-07-27</td>\n",
       "      <td>97.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6.4</td>\n",
       "      <td>77</td>\n",
       "      <td>[{\"id\": 35, \"name\": \"Comedy\"}]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>366967</th>\n",
       "      <td>Dutch Kills</td>\n",
       "      <td>2015-10-02</td>\n",
       "      <td>90.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>[{\"id\": 53, \"name\": \"Thriller\"}, {\"id\": 80, \"n...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>255266</th>\n",
       "      <td>Dry Spell</td>\n",
       "      <td>2013-02-14</td>\n",
       "      <td>90.0</td>\n",
       "      <td>22000</td>\n",
       "      <td>0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1</td>\n",
       "      <td>[{\"id\": 35, \"name\": \"Comedy\"}, {\"id\": 10749, \"...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17345</th>\n",
       "      <td>Flywheel</td>\n",
       "      <td>2003-01-01</td>\n",
       "      <td>120.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6.8</td>\n",
       "      <td>19</td>\n",
       "      <td>[{\"id\": 18, \"name\": \"Drama\"}, {\"id\": 10751, \"n...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>226458</th>\n",
       "      <td>Backmask</td>\n",
       "      <td>2015-01-16</td>\n",
       "      <td>91.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4.7</td>\n",
       "      <td>79</td>\n",
       "      <td>[{\"id\": 53, \"name\": \"Thriller\"}, {\"id\": 27, \"n...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24055</th>\n",
       "      <td>The Puffy Chair</td>\n",
       "      <td>2005-01-17</td>\n",
       "      <td>85.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6.2</td>\n",
       "      <td>15</td>\n",
       "      <td>[{\"id\": 18, \"name\": \"Drama\"}, {\"id\": 35, \"name...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>287625</th>\n",
       "      <td>Stories of Our Lives</td>\n",
       "      <td>2014-09-05</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>[{\"id\": 18, \"name\": \"Drama\"}]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44990</th>\n",
       "      <td>Breaking Upwards</td>\n",
       "      <td>2009-03-14</td>\n",
       "      <td>88.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5.6</td>\n",
       "      <td>12</td>\n",
       "      <td>[{\"id\": 35, \"name\": \"Comedy\"}, {\"id\": 10749, \"...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86304</th>\n",
       "      <td>All Superheroes Must Die</td>\n",
       "      <td>2011-10-26</td>\n",
       "      <td>78.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4.2</td>\n",
       "      <td>13</td>\n",
       "      <td>[{\"id\": 878, \"name\": \"Science Fiction\"}, {\"id\"...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>692</th>\n",
       "      <td>Pink Flamingos</td>\n",
       "      <td>1972-03-12</td>\n",
       "      <td>93.0</td>\n",
       "      <td>12000</td>\n",
       "      <td>6000000</td>\n",
       "      <td>6.2</td>\n",
       "      <td>110</td>\n",
       "      <td>[{\"id\": 27, \"name\": \"Horror\"}, {\"id\": 35, \"nam...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39851</th>\n",
       "      <td>Clean</td>\n",
       "      <td>2004-09-01</td>\n",
       "      <td>111.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6.7</td>\n",
       "      <td>17</td>\n",
       "      <td>[{\"id\": 18, \"name\": \"Drama\"}]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13898</th>\n",
       "      <td>The Circle</td>\n",
       "      <td>2000-09-08</td>\n",
       "      <td>90.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6.6</td>\n",
       "      <td>17</td>\n",
       "      <td>[{\"id\": 18, \"name\": \"Drama\"}, {\"id\": 10769, \"n...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157185</th>\n",
       "      <td>Tin Can Man</td>\n",
       "      <td>2007-01-01</td>\n",
       "      <td>84.0</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1</td>\n",
       "      <td>[{\"id\": 27, \"name\": \"Horror\"}]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36095</th>\n",
       "      <td>Cure</td>\n",
       "      <td>1997-11-06</td>\n",
       "      <td>111.0</td>\n",
       "      <td>20000</td>\n",
       "      <td>99000</td>\n",
       "      <td>7.4</td>\n",
       "      <td>63</td>\n",
       "      <td>[{\"id\": 80, \"name\": \"Crime\"}, {\"id\": 27, \"name...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182291</th>\n",
       "      <td>On The Downlow</td>\n",
       "      <td>2004-04-11</td>\n",
       "      <td>90.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2</td>\n",
       "      <td>[{\"id\": 18, \"name\": \"Drama\"}]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>286939</th>\n",
       "      <td>Sanctuary: Quite a Conundrum</td>\n",
       "      <td>2012-01-20</td>\n",
       "      <td>82.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>[{\"id\": 53, \"name\": \"Thriller\"}, {\"id\": 27, \"n...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124606</th>\n",
       "      <td>Bang</td>\n",
       "      <td>1995-09-09</td>\n",
       "      <td>98.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1</td>\n",
       "      <td>[{\"id\": 18, \"name\": \"Drama\"}]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14337</th>\n",
       "      <td>Primer</td>\n",
       "      <td>2004-10-08</td>\n",
       "      <td>77.0</td>\n",
       "      <td>7000</td>\n",
       "      <td>424760</td>\n",
       "      <td>6.9</td>\n",
       "      <td>658</td>\n",
       "      <td>[{\"id\": 878, \"name\": \"Science Fiction\"}, {\"id\"...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67238</th>\n",
       "      <td>Cavite</td>\n",
       "      <td>2005-03-12</td>\n",
       "      <td>80.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7.5</td>\n",
       "      <td>2</td>\n",
       "      <td>[{\"id\": 10769, \"name\": \"Foreign\"}, {\"id\": 53, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9367</th>\n",
       "      <td>El Mariachi</td>\n",
       "      <td>1992-09-04</td>\n",
       "      <td>81.0</td>\n",
       "      <td>220000</td>\n",
       "      <td>2040920</td>\n",
       "      <td>6.6</td>\n",
       "      <td>238</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 80, \"nam...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72766</th>\n",
       "      <td>Newlyweds</td>\n",
       "      <td>2011-12-26</td>\n",
       "      <td>85.0</td>\n",
       "      <td>9000</td>\n",
       "      <td>0</td>\n",
       "      <td>5.9</td>\n",
       "      <td>5</td>\n",
       "      <td>[{\"id\": 35, \"name\": \"Comedy\"}, {\"id\": 10749, \"...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>231617</th>\n",
       "      <td>Signed, Sealed, Delivered</td>\n",
       "      <td>2013-10-13</td>\n",
       "      <td>120.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>6</td>\n",
       "      <td>[{\"id\": 35, \"name\": \"Comedy\"}, {\"id\": 18, \"nam...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126186</th>\n",
       "      <td>Shanghai Calling</td>\n",
       "      <td>2012-05-03</td>\n",
       "      <td>98.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5.7</td>\n",
       "      <td>7</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25975</th>\n",
       "      <td>My Date with Drew</td>\n",
       "      <td>2005-08-05</td>\n",
       "      <td>90.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6.3</td>\n",
       "      <td>16</td>\n",
       "      <td>[{\"id\": 99, \"name\": \"Documentary\"}]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4803 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                              title release_date  runtime  \\\n",
       "id                                                                          \n",
       "19995                                        Avatar   2009-12-10    162.0   \n",
       "285        Pirates of the Caribbean: At World's End   2007-05-19    169.0   \n",
       "206647                                      Spectre   2015-10-26    148.0   \n",
       "49026                         The Dark Knight Rises   2012-07-16    165.0   \n",
       "49529                                   John Carter   2012-03-07    132.0   \n",
       "559                                    Spider-Man 3   2007-05-01    139.0   \n",
       "38757                                       Tangled   2010-11-24    100.0   \n",
       "99861                       Avengers: Age of Ultron   2015-04-22    141.0   \n",
       "767          Harry Potter and the Half-Blood Prince   2009-07-07    153.0   \n",
       "209112           Batman v Superman: Dawn of Justice   2016-03-23    151.0   \n",
       "1452                               Superman Returns   2006-06-28    154.0   \n",
       "10764                             Quantum of Solace   2008-10-30    106.0   \n",
       "58       Pirates of the Caribbean: Dead Man's Chest   2006-06-20    151.0   \n",
       "57201                               The Lone Ranger   2013-07-03    149.0   \n",
       "49521                                  Man of Steel   2013-06-12    143.0   \n",
       "2454       The Chronicles of Narnia: Prince Caspian   2008-05-15    150.0   \n",
       "24428                                  The Avengers   2012-04-25    143.0   \n",
       "1865    Pirates of the Caribbean: On Stranger Tides   2011-05-14    136.0   \n",
       "41154                                Men in Black 3   2012-05-23    106.0   \n",
       "122917    The Hobbit: The Battle of the Five Armies   2014-12-10    144.0   \n",
       "1930                         The Amazing Spider-Man   2012-06-27    136.0   \n",
       "20662                                    Robin Hood   2010-05-12    140.0   \n",
       "57158           The Hobbit: The Desolation of Smaug   2013-12-11    161.0   \n",
       "2268                             The Golden Compass   2007-12-04    113.0   \n",
       "254                                       King Kong   2005-12-14    187.0   \n",
       "597                                         Titanic   1997-11-18    194.0   \n",
       "271110                   Captain America: Civil War   2016-04-27    147.0   \n",
       "44833                                    Battleship   2012-04-11    131.0   \n",
       "135397                               Jurassic World   2015-06-09    124.0   \n",
       "37724                                       Skyfall   2012-10-25    143.0   \n",
       "...                                             ...          ...      ...   \n",
       "2292                                         Clerks   1994-09-13     92.0   \n",
       "42497                                Pink Narcissus   1971-01-01     64.0   \n",
       "33693                                   Funny Ha Ha   2002-09-20     85.0   \n",
       "14585                         In the Company of Men   1997-01-19     97.0   \n",
       "185465                                       Manito   2002-01-15     78.0   \n",
       "38780                                       Rampage   2009-08-14     85.0   \n",
       "14022                                       Slacker   1990-07-27     97.0   \n",
       "366967                                  Dutch Kills   2015-10-02     90.0   \n",
       "255266                                    Dry Spell   2013-02-14     90.0   \n",
       "17345                                      Flywheel   2003-01-01    120.0   \n",
       "226458                                     Backmask   2015-01-16     91.0   \n",
       "24055                               The Puffy Chair   2005-01-17     85.0   \n",
       "287625                         Stories of Our Lives   2014-09-05     60.0   \n",
       "44990                              Breaking Upwards   2009-03-14     88.0   \n",
       "86304                      All Superheroes Must Die   2011-10-26     78.0   \n",
       "692                                  Pink Flamingos   1972-03-12     93.0   \n",
       "39851                                         Clean   2004-09-01    111.0   \n",
       "13898                                    The Circle   2000-09-08     90.0   \n",
       "157185                                  Tin Can Man   2007-01-01     84.0   \n",
       "36095                                          Cure   1997-11-06    111.0   \n",
       "182291                               On The Downlow   2004-04-11     90.0   \n",
       "286939                 Sanctuary: Quite a Conundrum   2012-01-20     82.0   \n",
       "124606                                         Bang   1995-09-09     98.0   \n",
       "14337                                        Primer   2004-10-08     77.0   \n",
       "67238                                        Cavite   2005-03-12     80.0   \n",
       "9367                                    El Mariachi   1992-09-04     81.0   \n",
       "72766                                     Newlyweds   2011-12-26     85.0   \n",
       "231617                    Signed, Sealed, Delivered   2013-10-13    120.0   \n",
       "126186                             Shanghai Calling   2012-05-03     98.0   \n",
       "25975                             My Date with Drew   2005-08-05     90.0   \n",
       "\n",
       "           budget     revenue  vote_average  vote_count  \\\n",
       "id                                                        \n",
       "19995   237000000  2787965087           7.2       11800   \n",
       "285     300000000   961000000           6.9        4500   \n",
       "206647  245000000   880674609           6.3        4466   \n",
       "49026   250000000  1084939099           7.6        9106   \n",
       "49529   260000000   284139100           6.1        2124   \n",
       "559     258000000   890871626           5.9        3576   \n",
       "38757   260000000   591794936           7.4        3330   \n",
       "99861   280000000  1405403694           7.3        6767   \n",
       "767     250000000   933959197           7.4        5293   \n",
       "209112  250000000   873260194           5.7        7004   \n",
       "1452    270000000   391081192           5.4        1400   \n",
       "10764   200000000   586090727           6.1        2965   \n",
       "58      200000000  1065659812           7.0        5246   \n",
       "57201   255000000    89289910           5.9        2311   \n",
       "49521   225000000   662845518           6.5        6359   \n",
       "2454    225000000   419651413           6.3        1630   \n",
       "24428   220000000  1519557910           7.4       11776   \n",
       "1865    380000000  1045713802           6.4        4948   \n",
       "41154   225000000   624026776           6.2        4160   \n",
       "122917  250000000   956019788           7.1        4760   \n",
       "1930    215000000   752215857           6.5        6586   \n",
       "20662   200000000   310669540           6.2        1398   \n",
       "57158   250000000   958400000           7.6        4524   \n",
       "2268    180000000   372234864           5.8        1303   \n",
       "254     207000000   550000000           6.6        2337   \n",
       "597     200000000  1845034188           7.5        7562   \n",
       "271110  250000000  1153304495           7.1        7241   \n",
       "44833   209000000   303025485           5.5        2114   \n",
       "135397  150000000  1513528810           6.5        8662   \n",
       "37724   200000000  1108561013           6.9        7604   \n",
       "...           ...         ...           ...         ...   \n",
       "2292        27000     3151130           7.4         755   \n",
       "42497       27000           0           6.0           9   \n",
       "33693           0       76901           6.3           8   \n",
       "14585           0           0           6.8          44   \n",
       "185465          0           0           5.5           2   \n",
       "38780           0           0           6.0         131   \n",
       "14022           0           0           6.4          77   \n",
       "366967          0           0           0.0           0   \n",
       "255266      22000           0           6.0           1   \n",
       "17345           0           0           6.8          19   \n",
       "226458          0           0           4.7          79   \n",
       "24055           0           0           6.2          15   \n",
       "287625          0           0           0.0           0   \n",
       "44990           0           0           5.6          12   \n",
       "86304           0           0           4.2          13   \n",
       "692         12000     6000000           6.2         110   \n",
       "39851           0           0           6.7          17   \n",
       "13898           0           0           6.6          17   \n",
       "157185         13           0           2.0           1   \n",
       "36095       20000       99000           7.4          63   \n",
       "182291          0           0           6.0           2   \n",
       "286939          0           0           0.0           0   \n",
       "124606          0           0           6.0           1   \n",
       "14337        7000      424760           6.9         658   \n",
       "67238           0           0           7.5           2   \n",
       "9367       220000     2040920           6.6         238   \n",
       "72766        9000           0           5.9           5   \n",
       "231617          0           0           7.0           6   \n",
       "126186          0           0           5.7           7   \n",
       "25975           0           0           6.3          16   \n",
       "\n",
       "                                                   genres  \n",
       "id                                                         \n",
       "19995   [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...  \n",
       "285     [{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...  \n",
       "206647  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...  \n",
       "49026   [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 80, \"nam...  \n",
       "49529   [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...  \n",
       "559     [{\"id\": 14, \"name\": \"Fantasy\"}, {\"id\": 28, \"na...  \n",
       "38757   [{\"id\": 16, \"name\": \"Animation\"}, {\"id\": 10751...  \n",
       "99861   [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...  \n",
       "767     [{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...  \n",
       "209112  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...  \n",
       "1452    [{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...  \n",
       "10764   [{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 28, \"...  \n",
       "58      [{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...  \n",
       "57201   [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...  \n",
       "49521   [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...  \n",
       "2454    [{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 10751...  \n",
       "24428   [{\"id\": 878, \"name\": \"Science Fiction\"}, {\"id\"...  \n",
       "1865    [{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 28, \"...  \n",
       "41154   [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 35, \"nam...  \n",
       "122917  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...  \n",
       "1930    [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...  \n",
       "20662   [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...  \n",
       "57158   [{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...  \n",
       "2268    [{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...  \n",
       "254     [{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 18, \"...  \n",
       "597     [{\"id\": 18, \"name\": \"Drama\"}, {\"id\": 10749, \"n...  \n",
       "271110  [{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 28, \"...  \n",
       "44833   [{\"id\": 53, \"name\": \"Thriller\"}, {\"id\": 28, \"n...  \n",
       "135397  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...  \n",
       "37724   [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...  \n",
       "...                                                   ...  \n",
       "2292                       [{\"id\": 35, \"name\": \"Comedy\"}]  \n",
       "42497   [{\"id\": 18, \"name\": \"Drama\"}, {\"id\": 10749, \"n...  \n",
       "33693   [{\"id\": 18, \"name\": \"Drama\"}, {\"id\": 35, \"name...  \n",
       "14585   [{\"id\": 35, \"name\": \"Comedy\"}, {\"id\": 18, \"nam...  \n",
       "185465                      [{\"id\": 18, \"name\": \"Drama\"}]  \n",
       "38780   [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 18, \"nam...  \n",
       "14022                      [{\"id\": 35, \"name\": \"Comedy\"}]  \n",
       "366967  [{\"id\": 53, \"name\": \"Thriller\"}, {\"id\": 80, \"n...  \n",
       "255266  [{\"id\": 35, \"name\": \"Comedy\"}, {\"id\": 10749, \"...  \n",
       "17345   [{\"id\": 18, \"name\": \"Drama\"}, {\"id\": 10751, \"n...  \n",
       "226458  [{\"id\": 53, \"name\": \"Thriller\"}, {\"id\": 27, \"n...  \n",
       "24055   [{\"id\": 18, \"name\": \"Drama\"}, {\"id\": 35, \"name...  \n",
       "287625                      [{\"id\": 18, \"name\": \"Drama\"}]  \n",
       "44990   [{\"id\": 35, \"name\": \"Comedy\"}, {\"id\": 10749, \"...  \n",
       "86304   [{\"id\": 878, \"name\": \"Science Fiction\"}, {\"id\"...  \n",
       "692     [{\"id\": 27, \"name\": \"Horror\"}, {\"id\": 35, \"nam...  \n",
       "39851                       [{\"id\": 18, \"name\": \"Drama\"}]  \n",
       "13898   [{\"id\": 18, \"name\": \"Drama\"}, {\"id\": 10769, \"n...  \n",
       "157185                     [{\"id\": 27, \"name\": \"Horror\"}]  \n",
       "36095   [{\"id\": 80, \"name\": \"Crime\"}, {\"id\": 27, \"name...  \n",
       "182291                      [{\"id\": 18, \"name\": \"Drama\"}]  \n",
       "286939  [{\"id\": 53, \"name\": \"Thriller\"}, {\"id\": 27, \"n...  \n",
       "124606                      [{\"id\": 18, \"name\": \"Drama\"}]  \n",
       "14337   [{\"id\": 878, \"name\": \"Science Fiction\"}, {\"id\"...  \n",
       "67238   [{\"id\": 10769, \"name\": \"Foreign\"}, {\"id\": 53, ...  \n",
       "9367    [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 80, \"nam...  \n",
       "72766   [{\"id\": 35, \"name\": \"Comedy\"}, {\"id\": 10749, \"...  \n",
       "231617  [{\"id\": 35, \"name\": \"Comedy\"}, {\"id\": 18, \"nam...  \n",
       "126186                                                 []  \n",
       "25975                 [{\"id\": 99, \"name\": \"Documentary\"}]  \n",
       "\n",
       "[4803 rows x 8 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataframe_filtered = dataframe[['title', 'release_date', 'runtime',\n",
    "                                'budget', 'revenue', 'vote_average', 'vote_count', 'genres']]\n",
    "dataframe_filtered"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "#### Exploring data\n",
    "Let's look at the what sort of data we're looking at!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-10-26T07:48:00.120680Z",
     "start_time": "2017-10-26T07:48:00.018164Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Rows 4803\n",
      "Avg budget 29045040.0 Min budget 0 Max budget 380000000\n",
      "Avg revenue 82260639.0 Min revenue 0 Max revenue 2787965087\n"
     ]
    }
   ],
   "source": [
    "print(\"Rows\", len(dataframe_filtered))\n",
    "\n",
    "print(\"Avg budget\", round(dataframe_filtered['budget'].mean(), 0),\n",
    "      \"Min budget\", dataframe_filtered['budget'].min(), \"Max budget\", dataframe_filtered['budget'].max())\n",
    "\n",
    "print(\"Avg revenue\", round(dataframe_filtered['revenue'].mean(), 0),\n",
    "      \"Min revenue\", dataframe_filtered['revenue'].min(), \"Max revenue\", dataframe_filtered['revenue'].max())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-10-26T07:48:00.249790Z",
     "start_time": "2017-10-26T07:48:00.123687Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\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>popularity</th>\n",
       "      <th>revenue</th>\n",
       "      <th>runtime</th>\n",
       "      <th>vote_average</th>\n",
       "      <th>vote_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>4.803000e+03</td>\n",
       "      <td>4803.000000</td>\n",
       "      <td>4.803000e+03</td>\n",
       "      <td>4801.000000</td>\n",
       "      <td>4803.000000</td>\n",
       "      <td>4803.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>2.904504e+07</td>\n",
       "      <td>21.492301</td>\n",
       "      <td>8.226064e+07</td>\n",
       "      <td>106.875859</td>\n",
       "      <td>6.092172</td>\n",
       "      <td>690.217989</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>4.072239e+07</td>\n",
       "      <td>31.816650</td>\n",
       "      <td>1.628571e+08</td>\n",
       "      <td>22.611935</td>\n",
       "      <td>1.194612</td>\n",
       "      <td>1234.585891</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>7.900000e+05</td>\n",
       "      <td>4.668070</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>94.000000</td>\n",
       "      <td>5.600000</td>\n",
       "      <td>54.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>1.500000e+07</td>\n",
       "      <td>12.921594</td>\n",
       "      <td>1.917000e+07</td>\n",
       "      <td>103.000000</td>\n",
       "      <td>6.200000</td>\n",
       "      <td>235.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>4.000000e+07</td>\n",
       "      <td>28.313505</td>\n",
       "      <td>9.291719e+07</td>\n",
       "      <td>118.000000</td>\n",
       "      <td>6.800000</td>\n",
       "      <td>737.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>3.800000e+08</td>\n",
       "      <td>875.581305</td>\n",
       "      <td>2.787965e+09</td>\n",
       "      <td>338.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>13752.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             budget   popularity       revenue      runtime  vote_average  \\\n",
       "count  4.803000e+03  4803.000000  4.803000e+03  4801.000000   4803.000000   \n",
       "mean   2.904504e+07    21.492301  8.226064e+07   106.875859      6.092172   \n",
       "std    4.072239e+07    31.816650  1.628571e+08    22.611935      1.194612   \n",
       "min    0.000000e+00     0.000000  0.000000e+00     0.000000      0.000000   \n",
       "25%    7.900000e+05     4.668070  0.000000e+00    94.000000      5.600000   \n",
       "50%    1.500000e+07    12.921594  1.917000e+07   103.000000      6.200000   \n",
       "75%    4.000000e+07    28.313505  9.291719e+07   118.000000      6.800000   \n",
       "max    3.800000e+08   875.581305  2.787965e+09   338.000000     10.000000   \n",
       "\n",
       "         vote_count  \n",
       "count   4803.000000  \n",
       "mean     690.217989  \n",
       "std     1234.585891  \n",
       "min        0.000000  \n",
       "25%       54.000000  \n",
       "50%      235.000000  \n",
       "75%      737.000000  \n",
       "max    13752.000000  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataframe.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "Now let's say we can to add a new column, called ROI that tracks the return on the investement.\n",
    "\n",
    "The formula for ROI is: $\\frac{Revenue - Cost}{Cost}$\n",
    "\n",
    "However, we have several columns where the revenue and or cost are zero, which is obviously not very useful for our calculations. So we need to drop all such movies."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-10-26T07:48:00.306890Z",
     "start_time": "2017-10-26T07:48:00.253352Z"
    }
   },
   "outputs": [],
   "source": [
    "has_revenue = dataframe_filtered['revenue'] > 0\n",
    "has_budget = dataframe_filtered['budget'] > 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-10-26T07:48:00.412647Z",
     "start_time": "2017-10-26T07:48:00.310249Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Movies with 0 votes: 62\n",
      "Movies with 10 or less votes: 411\n"
     ]
    }
   ],
   "source": [
    "# How many have no votes though?\n",
    "has_votes = dataframe_filtered['vote_count'] > 0\n",
    "print(\"Movies with 0 votes:\", len(dataframe_filtered) - len(dataframe_filtered[has_votes]))\n",
    "\n",
    "has_votes = dataframe_filtered['vote_count'] >= 10\n",
    "print(\"Movies with 10 or less votes:\", len(dataframe_filtered) - len(dataframe_filtered[has_votes]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-10-26T07:48:00.552989Z",
     "start_time": "2017-10-26T07:48:00.416279Z"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>runtime</th>\n",
       "      <th>budget</th>\n",
       "      <th>revenue</th>\n",
       "      <th>vote_average</th>\n",
       "      <th>vote_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>3186.000000</td>\n",
       "      <td>3.186000e+03</td>\n",
       "      <td>3.186000e+03</td>\n",
       "      <td>3186.000000</td>\n",
       "      <td>3186.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>110.831136</td>\n",
       "      <td>4.111187e+07</td>\n",
       "      <td>1.228261e+08</td>\n",
       "      <td>6.320213</td>\n",
       "      <td>990.413685</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>20.946498</td>\n",
       "      <td>4.450889e+07</td>\n",
       "      <td>1.870525e+08</td>\n",
       "      <td>0.849175</td>\n",
       "      <td>1419.272410</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>41.000000</td>\n",
       "      <td>1.000000e+00</td>\n",
       "      <td>5.000000e+00</td>\n",
       "      <td>2.300000</td>\n",
       "      <td>10.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>96.000000</td>\n",
       "      <td>1.100000e+07</td>\n",
       "      <td>1.775538e+07</td>\n",
       "      <td>5.800000</td>\n",
       "      <td>188.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>107.000000</td>\n",
       "      <td>2.600000e+07</td>\n",
       "      <td>5.679228e+07</td>\n",
       "      <td>6.300000</td>\n",
       "      <td>483.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>121.000000</td>\n",
       "      <td>5.500000e+07</td>\n",
       "      <td>1.483932e+08</td>\n",
       "      <td>6.900000</td>\n",
       "      <td>1156.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>338.000000</td>\n",
       "      <td>3.800000e+08</td>\n",
       "      <td>2.787965e+09</td>\n",
       "      <td>8.500000</td>\n",
       "      <td>13752.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           runtime        budget       revenue  vote_average    vote_count\n",
       "count  3186.000000  3.186000e+03  3.186000e+03   3186.000000   3186.000000\n",
       "mean    110.831136  4.111187e+07  1.228261e+08      6.320213    990.413685\n",
       "std      20.946498  4.450889e+07  1.870525e+08      0.849175   1419.272410\n",
       "min      41.000000  1.000000e+00  5.000000e+00      2.300000     10.000000\n",
       "25%      96.000000  1.100000e+07  1.775538e+07      5.800000    188.250000\n",
       "50%     107.000000  2.600000e+07  5.679228e+07      6.300000    483.000000\n",
       "75%     121.000000  5.500000e+07  1.483932e+08      6.900000   1156.500000\n",
       "max     338.000000  3.800000e+08  2.787965e+09      8.500000  13752.000000"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies_with_revenue = dataframe_filtered[has_budget & has_revenue & has_votes]\n",
    "movies_with_revenue.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-10-26T07:48:00.624192Z",
     "start_time": "2017-10-26T07:48:00.556512Z"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Rows 3186\n",
      "Avg budget 41111874.0 Min budget 1 Max budget 380000000\n",
      "Avg revenue 122826134.0 Min revenue 5 Max revenue 2787965087\n",
      "Avg rating 6.0 Min rating 2.3 Max rating 8.5\n",
      "Avg votes 990.0 Min votes 10 Max votes 13752\n",
      "Avg runtime 111.0 Min runtime 41.0 Max runtime 338.0\n"
     ]
    }
   ],
   "source": [
    "print(\"Rows\", len(movies_with_revenue))\n",
    "\n",
    "print(\"Avg budget\", round(movies_with_revenue['budget'].mean(), 0),\n",
    "      \"Min budget\", movies_with_revenue['budget'].min(), \"Max budget\", movies_with_revenue['budget'].max())\n",
    "\n",
    "print(\"Avg revenue\", round(movies_with_revenue['revenue'].mean(), 0),\n",
    "      \"Min revenue\", movies_with_revenue['revenue'].min(), \"Max revenue\", movies_with_revenue['revenue'].max())\n",
    "\n",
    "print(\"Avg rating\", round(movies_with_revenue['vote_average'].mean(), 0),\n",
    "      \"Min rating\", movies_with_revenue['vote_average'].min(), \"Max rating\", movies_with_revenue['vote_average'].max())\n",
    "\n",
    "print(\"Avg votes\", round(movies_with_revenue['vote_count'].mean(), 0),\n",
    "      \"Min votes\", movies_with_revenue['vote_count'].min(), \"Max votes\", movies_with_revenue['vote_count'].max())\n",
    "\n",
    "print(\"Avg runtime\", round(movies_with_revenue['runtime'].mean(), 0),\n",
    "      \"Min runtime\", movies_with_revenue['runtime'].min(), \"Max runtime\", movies_with_revenue['runtime'].max())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-10-26T07:48:00.705959Z",
     "start_time": "2017-10-26T07:48:00.627511Z"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "338 minutes is equivalent to 5:38:00 hours\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "title                                                      Carlos\n",
       "release_date                                           2010-05-19\n",
       "runtime                                                       338\n",
       "budget                                                   18000000\n",
       "revenue                                                    871279\n",
       "vote_average                                                  6.7\n",
       "vote_count                                                     50\n",
       "genres          [{\"id\": 80, \"name\": \"Crime\"}, {\"id\": 18, \"name...\n",
       "Name: 43434, dtype: object"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Wait, what sort of movies has 338 minutes runtime?\n",
    "from datetime import timedelta\n",
    "print('338 minutes is equivalent to', timedelta(minutes=338), 'hours')\n",
    "movies_with_revenue.loc[movies_with_revenue['runtime'].idxmax()]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "Now we can create our new ROI column. Let's review the formula:\n",
    "\n",
    "$\\frac{Revenue - Cost}{Cost}$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-10-26T07:48:00.855994Z",
     "start_time": "2017-10-26T07:48:00.710190Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\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>release_date</th>\n",
       "      <th>runtime</th>\n",
       "      <th>budget</th>\n",
       "      <th>revenue</th>\n",
       "      <th>vote_average</th>\n",
       "      <th>vote_count</th>\n",
       "      <th>genres</th>\n",
       "      <th>ROI</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>19995</th>\n",
       "      <td>Avatar</td>\n",
       "      <td>2009-12-10</td>\n",
       "      <td>162.0</td>\n",
       "      <td>237000000</td>\n",
       "      <td>2787965087</td>\n",
       "      <td>7.2</td>\n",
       "      <td>11800</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
       "      <td>10.763566</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285</th>\n",
       "      <td>Pirates of the Caribbean: At World's End</td>\n",
       "      <td>2007-05-19</td>\n",
       "      <td>169.0</td>\n",
       "      <td>300000000</td>\n",
       "      <td>961000000</td>\n",
       "      <td>6.9</td>\n",
       "      <td>4500</td>\n",
       "      <td>[{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...</td>\n",
       "      <td>2.203333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>206647</th>\n",
       "      <td>Spectre</td>\n",
       "      <td>2015-10-26</td>\n",
       "      <td>148.0</td>\n",
       "      <td>245000000</td>\n",
       "      <td>880674609</td>\n",
       "      <td>6.3</td>\n",
       "      <td>4466</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
       "      <td>2.594590</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49026</th>\n",
       "      <td>The Dark Knight Rises</td>\n",
       "      <td>2012-07-16</td>\n",
       "      <td>165.0</td>\n",
       "      <td>250000000</td>\n",
       "      <td>1084939099</td>\n",
       "      <td>7.6</td>\n",
       "      <td>9106</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 80, \"nam...</td>\n",
       "      <td>3.339756</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49529</th>\n",
       "      <td>John Carter</td>\n",
       "      <td>2012-03-07</td>\n",
       "      <td>132.0</td>\n",
       "      <td>260000000</td>\n",
       "      <td>284139100</td>\n",
       "      <td>6.1</td>\n",
       "      <td>2124</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
       "      <td>0.092843</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>559</th>\n",
       "      <td>Spider-Man 3</td>\n",
       "      <td>2007-05-01</td>\n",
       "      <td>139.0</td>\n",
       "      <td>258000000</td>\n",
       "      <td>890871626</td>\n",
       "      <td>5.9</td>\n",
       "      <td>3576</td>\n",
       "      <td>[{\"id\": 14, \"name\": \"Fantasy\"}, {\"id\": 28, \"na...</td>\n",
       "      <td>2.452991</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38757</th>\n",
       "      <td>Tangled</td>\n",
       "      <td>2010-11-24</td>\n",
       "      <td>100.0</td>\n",
       "      <td>260000000</td>\n",
       "      <td>591794936</td>\n",
       "      <td>7.4</td>\n",
       "      <td>3330</td>\n",
       "      <td>[{\"id\": 16, \"name\": \"Animation\"}, {\"id\": 10751...</td>\n",
       "      <td>1.276134</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99861</th>\n",
       "      <td>Avengers: Age of Ultron</td>\n",
       "      <td>2015-04-22</td>\n",
       "      <td>141.0</td>\n",
       "      <td>280000000</td>\n",
       "      <td>1405403694</td>\n",
       "      <td>7.3</td>\n",
       "      <td>6767</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
       "      <td>4.019299</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>767</th>\n",
       "      <td>Harry Potter and the Half-Blood Prince</td>\n",
       "      <td>2009-07-07</td>\n",
       "      <td>153.0</td>\n",
       "      <td>250000000</td>\n",
       "      <td>933959197</td>\n",
       "      <td>7.4</td>\n",
       "      <td>5293</td>\n",
       "      <td>[{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...</td>\n",
       "      <td>2.735837</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>209112</th>\n",
       "      <td>Batman v Superman: Dawn of Justice</td>\n",
       "      <td>2016-03-23</td>\n",
       "      <td>151.0</td>\n",
       "      <td>250000000</td>\n",
       "      <td>873260194</td>\n",
       "      <td>5.7</td>\n",
       "      <td>7004</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
       "      <td>2.493041</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1452</th>\n",
       "      <td>Superman Returns</td>\n",
       "      <td>2006-06-28</td>\n",
       "      <td>154.0</td>\n",
       "      <td>270000000</td>\n",
       "      <td>391081192</td>\n",
       "      <td>5.4</td>\n",
       "      <td>1400</td>\n",
       "      <td>[{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...</td>\n",
       "      <td>0.448449</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10764</th>\n",
       "      <td>Quantum of Solace</td>\n",
       "      <td>2008-10-30</td>\n",
       "      <td>106.0</td>\n",
       "      <td>200000000</td>\n",
       "      <td>586090727</td>\n",
       "      <td>6.1</td>\n",
       "      <td>2965</td>\n",
       "      <td>[{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 28, \"...</td>\n",
       "      <td>1.930454</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>Pirates of the Caribbean: Dead Man's Chest</td>\n",
       "      <td>2006-06-20</td>\n",
       "      <td>151.0</td>\n",
       "      <td>200000000</td>\n",
       "      <td>1065659812</td>\n",
       "      <td>7.0</td>\n",
       "      <td>5246</td>\n",
       "      <td>[{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...</td>\n",
       "      <td>4.328299</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57201</th>\n",
       "      <td>The Lone Ranger</td>\n",
       "      <td>2013-07-03</td>\n",
       "      <td>149.0</td>\n",
       "      <td>255000000</td>\n",
       "      <td>89289910</td>\n",
       "      <td>5.9</td>\n",
       "      <td>2311</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
       "      <td>-0.649843</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49521</th>\n",
       "      <td>Man of Steel</td>\n",
       "      <td>2013-06-12</td>\n",
       "      <td>143.0</td>\n",
       "      <td>225000000</td>\n",
       "      <td>662845518</td>\n",
       "      <td>6.5</td>\n",
       "      <td>6359</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
       "      <td>1.945980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2454</th>\n",
       "      <td>The Chronicles of Narnia: Prince Caspian</td>\n",
       "      <td>2008-05-15</td>\n",
       "      <td>150.0</td>\n",
       "      <td>225000000</td>\n",
       "      <td>419651413</td>\n",
       "      <td>6.3</td>\n",
       "      <td>1630</td>\n",
       "      <td>[{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 10751...</td>\n",
       "      <td>0.865117</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24428</th>\n",
       "      <td>The Avengers</td>\n",
       "      <td>2012-04-25</td>\n",
       "      <td>143.0</td>\n",
       "      <td>220000000</td>\n",
       "      <td>1519557910</td>\n",
       "      <td>7.4</td>\n",
       "      <td>11776</td>\n",
       "      <td>[{\"id\": 878, \"name\": \"Science Fiction\"}, {\"id\"...</td>\n",
       "      <td>5.907081</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1865</th>\n",
       "      <td>Pirates of the Caribbean: On Stranger Tides</td>\n",
       "      <td>2011-05-14</td>\n",
       "      <td>136.0</td>\n",
       "      <td>380000000</td>\n",
       "      <td>1045713802</td>\n",
       "      <td>6.4</td>\n",
       "      <td>4948</td>\n",
       "      <td>[{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 28, \"...</td>\n",
       "      <td>1.751878</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41154</th>\n",
       "      <td>Men in Black 3</td>\n",
       "      <td>2012-05-23</td>\n",
       "      <td>106.0</td>\n",
       "      <td>225000000</td>\n",
       "      <td>624026776</td>\n",
       "      <td>6.2</td>\n",
       "      <td>4160</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 35, \"nam...</td>\n",
       "      <td>1.773452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122917</th>\n",
       "      <td>The Hobbit: The Battle of the Five Armies</td>\n",
       "      <td>2014-12-10</td>\n",
       "      <td>144.0</td>\n",
       "      <td>250000000</td>\n",
       "      <td>956019788</td>\n",
       "      <td>7.1</td>\n",
       "      <td>4760</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
       "      <td>2.824079</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1930</th>\n",
       "      <td>The Amazing Spider-Man</td>\n",
       "      <td>2012-06-27</td>\n",
       "      <td>136.0</td>\n",
       "      <td>215000000</td>\n",
       "      <td>752215857</td>\n",
       "      <td>6.5</td>\n",
       "      <td>6586</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
       "      <td>2.498678</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20662</th>\n",
       "      <td>Robin Hood</td>\n",
       "      <td>2010-05-12</td>\n",
       "      <td>140.0</td>\n",
       "      <td>200000000</td>\n",
       "      <td>310669540</td>\n",
       "      <td>6.2</td>\n",
       "      <td>1398</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
       "      <td>0.553348</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57158</th>\n",
       "      <td>The Hobbit: The Desolation of Smaug</td>\n",
       "      <td>2013-12-11</td>\n",
       "      <td>161.0</td>\n",
       "      <td>250000000</td>\n",
       "      <td>958400000</td>\n",
       "      <td>7.6</td>\n",
       "      <td>4524</td>\n",
       "      <td>[{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...</td>\n",
       "      <td>2.833600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2268</th>\n",
       "      <td>The Golden Compass</td>\n",
       "      <td>2007-12-04</td>\n",
       "      <td>113.0</td>\n",
       "      <td>180000000</td>\n",
       "      <td>372234864</td>\n",
       "      <td>5.8</td>\n",
       "      <td>1303</td>\n",
       "      <td>[{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...</td>\n",
       "      <td>1.067971</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>254</th>\n",
       "      <td>King Kong</td>\n",
       "      <td>2005-12-14</td>\n",
       "      <td>187.0</td>\n",
       "      <td>207000000</td>\n",
       "      <td>550000000</td>\n",
       "      <td>6.6</td>\n",
       "      <td>2337</td>\n",
       "      <td>[{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 18, \"...</td>\n",
       "      <td>1.657005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>597</th>\n",
       "      <td>Titanic</td>\n",
       "      <td>1997-11-18</td>\n",
       "      <td>194.0</td>\n",
       "      <td>200000000</td>\n",
       "      <td>1845034188</td>\n",
       "      <td>7.5</td>\n",
       "      <td>7562</td>\n",
       "      <td>[{\"id\": 18, \"name\": \"Drama\"}, {\"id\": 10749, \"n...</td>\n",
       "      <td>8.225171</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>271110</th>\n",
       "      <td>Captain America: Civil War</td>\n",
       "      <td>2016-04-27</td>\n",
       "      <td>147.0</td>\n",
       "      <td>250000000</td>\n",
       "      <td>1153304495</td>\n",
       "      <td>7.1</td>\n",
       "      <td>7241</td>\n",
       "      <td>[{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 28, \"...</td>\n",
       "      <td>3.613218</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44833</th>\n",
       "      <td>Battleship</td>\n",
       "      <td>2012-04-11</td>\n",
       "      <td>131.0</td>\n",
       "      <td>209000000</td>\n",
       "      <td>303025485</td>\n",
       "      <td>5.5</td>\n",
       "      <td>2114</td>\n",
       "      <td>[{\"id\": 53, \"name\": \"Thriller\"}, {\"id\": 28, \"n...</td>\n",
       "      <td>0.449883</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135397</th>\n",
       "      <td>Jurassic World</td>\n",
       "      <td>2015-06-09</td>\n",
       "      <td>124.0</td>\n",
       "      <td>150000000</td>\n",
       "      <td>1513528810</td>\n",
       "      <td>6.5</td>\n",
       "      <td>8662</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
       "      <td>9.090192</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37724</th>\n",
       "      <td>Skyfall</td>\n",
       "      <td>2012-10-25</td>\n",
       "      <td>143.0</td>\n",
       "      <td>200000000</td>\n",
       "      <td>1108561013</td>\n",
       "      <td>6.9</td>\n",
       "      <td>7604</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
       "      <td>4.542805</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3060</th>\n",
       "      <td>The Big Parade</td>\n",
       "      <td>1925-11-05</td>\n",
       "      <td>151.0</td>\n",
       "      <td>245000</td>\n",
       "      <td>22000000</td>\n",
       "      <td>7.0</td>\n",
       "      <td>21</td>\n",
       "      <td>[{\"id\": 18, \"name\": \"Drama\"}, {\"id\": 10749, \"n...</td>\n",
       "      <td>88.795918</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18533</th>\n",
       "      <td>Bronson</td>\n",
       "      <td>2008-10-09</td>\n",
       "      <td>92.0</td>\n",
       "      <td>230000</td>\n",
       "      <td>2260712</td>\n",
       "      <td>6.9</td>\n",
       "      <td>733</td>\n",
       "      <td>[{\"id\": 18, \"name\": \"Drama\"}, {\"id\": 28, \"name...</td>\n",
       "      <td>8.829183</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35073</th>\n",
       "      <td>The Beast from 20,000 Fathoms</td>\n",
       "      <td>1953-06-13</td>\n",
       "      <td>80.0</td>\n",
       "      <td>210000</td>\n",
       "      <td>5000000</td>\n",
       "      <td>6.7</td>\n",
       "      <td>41</td>\n",
       "      <td>[{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 27, \"...</td>\n",
       "      <td>22.809524</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9659</th>\n",
       "      <td>Mad Max</td>\n",
       "      <td>1979-04-12</td>\n",
       "      <td>93.0</td>\n",
       "      <td>400000</td>\n",
       "      <td>100000000</td>\n",
       "      <td>6.6</td>\n",
       "      <td>1213</td>\n",
       "      <td>[{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 28, \"...</td>\n",
       "      <td>249.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10218</th>\n",
       "      <td>Swingers</td>\n",
       "      <td>1996-10-18</td>\n",
       "      <td>94.0</td>\n",
       "      <td>200000</td>\n",
       "      <td>4505922</td>\n",
       "      <td>6.8</td>\n",
       "      <td>253</td>\n",
       "      <td>[{\"id\": 35, \"name\": \"Comedy\"}, {\"id\": 10749, \"...</td>\n",
       "      <td>21.529610</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>391</th>\n",
       "      <td>A Fistful of Dollars</td>\n",
       "      <td>1964-09-12</td>\n",
       "      <td>99.0</td>\n",
       "      <td>200000</td>\n",
       "      <td>14500000</td>\n",
       "      <td>7.6</td>\n",
       "      <td>883</td>\n",
       "      <td>[{\"id\": 37, \"name\": \"Western\"}]</td>\n",
       "      <td>71.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43595</th>\n",
       "      <td>She Done Him Wrong</td>\n",
       "      <td>1933-02-09</td>\n",
       "      <td>66.0</td>\n",
       "      <td>200000</td>\n",
       "      <td>2200000</td>\n",
       "      <td>5.1</td>\n",
       "      <td>27</td>\n",
       "      <td>[{\"id\": 35, \"name\": \"Comedy\"}]</td>\n",
       "      <td>10.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54897</th>\n",
       "      <td>The Grace Card</td>\n",
       "      <td>2011-02-25</td>\n",
       "      <td>101.0</td>\n",
       "      <td>200000</td>\n",
       "      <td>2295733</td>\n",
       "      <td>6.5</td>\n",
       "      <td>10</td>\n",
       "      <td>[{\"id\": 18, \"name\": \"Drama\"}]</td>\n",
       "      <td>10.478665</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21334</th>\n",
       "      <td>Children of Heaven</td>\n",
       "      <td>1997-08-01</td>\n",
       "      <td>89.0</td>\n",
       "      <td>180000</td>\n",
       "      <td>900000</td>\n",
       "      <td>7.8</td>\n",
       "      <td>112</td>\n",
       "      <td>[{\"id\": 18, \"name\": \"Drama\"}, {\"id\": 35, \"name...</td>\n",
       "      <td>4.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79120</th>\n",
       "      <td>Weekend</td>\n",
       "      <td>2011-09-22</td>\n",
       "      <td>96.0</td>\n",
       "      <td>8000</td>\n",
       "      <td>469947</td>\n",
       "      <td>7.4</td>\n",
       "      <td>163</td>\n",
       "      <td>[{\"id\": 18, \"name\": \"Drama\"}, {\"id\": 10749, \"n...</td>\n",
       "      <td>57.743375</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55420</th>\n",
       "      <td>Another Earth</td>\n",
       "      <td>2011-07-22</td>\n",
       "      <td>92.0</td>\n",
       "      <td>100000</td>\n",
       "      <td>1776935</td>\n",
       "      <td>6.8</td>\n",
       "      <td>527</td>\n",
       "      <td>[{\"id\": 18, \"name\": \"Drama\"}, {\"id\": 878, \"nam...</td>\n",
       "      <td>16.769350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5822</th>\n",
       "      <td>Sweet Sweetback's Baadasssss Song</td>\n",
       "      <td>1971-04-23</td>\n",
       "      <td>97.0</td>\n",
       "      <td>150000</td>\n",
       "      <td>15200000</td>\n",
       "      <td>4.6</td>\n",
       "      <td>18</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 18, \"nam...</td>\n",
       "      <td>100.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39141</th>\n",
       "      <td>Tadpole</td>\n",
       "      <td>2002-11-01</td>\n",
       "      <td>78.0</td>\n",
       "      <td>150000</td>\n",
       "      <td>2891288</td>\n",
       "      <td>5.5</td>\n",
       "      <td>19</td>\n",
       "      <td>[{\"id\": 35, \"name\": \"Comedy\"}, {\"id\": 18, \"nam...</td>\n",
       "      <td>18.275253</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5723</th>\n",
       "      <td>Once</td>\n",
       "      <td>2007-03-23</td>\n",
       "      <td>85.0</td>\n",
       "      <td>160000</td>\n",
       "      <td>20710513</td>\n",
       "      <td>7.3</td>\n",
       "      <td>453</td>\n",
       "      <td>[{\"id\": 18, \"name\": \"Drama\"}, {\"id\": 10402, \"n...</td>\n",
       "      <td>128.440706</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1779</th>\n",
       "      <td>Roger &amp; Me</td>\n",
       "      <td>1989-09-01</td>\n",
       "      <td>91.0</td>\n",
       "      <td>160000</td>\n",
       "      <td>6706368</td>\n",
       "      <td>7.4</td>\n",
       "      <td>90</td>\n",
       "      <td>[{\"id\": 99, \"name\": \"Documentary\"}, {\"id\": 36,...</td>\n",
       "      <td>40.914800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84355</th>\n",
       "      <td>Your Sister's Sister</td>\n",
       "      <td>2011-09-11</td>\n",
       "      <td>90.0</td>\n",
       "      <td>125000</td>\n",
       "      <td>3200000</td>\n",
       "      <td>6.5</td>\n",
       "      <td>137</td>\n",
       "      <td>[{\"id\": 18, \"name\": \"Drama\"}, {\"id\": 35, \"name...</td>\n",
       "      <td>24.600000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>339408</th>\n",
       "      <td>The Birth of a Nation</td>\n",
       "      <td>2016-09-09</td>\n",
       "      <td>120.0</td>\n",
       "      <td>8500000</td>\n",
       "      <td>15861566</td>\n",
       "      <td>6.5</td>\n",
       "      <td>178</td>\n",
       "      <td>[{\"id\": 18, \"name\": \"Drama\"}]</td>\n",
       "      <td>0.866067</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18925</th>\n",
       "      <td>Facing the Giants</td>\n",
       "      <td>2006-09-29</td>\n",
       "      <td>111.0</td>\n",
       "      <td>100000</td>\n",
       "      <td>10178331</td>\n",
       "      <td>6.6</td>\n",
       "      <td>64</td>\n",
       "      <td>[{\"id\": 18, \"name\": \"Drama\"}]</td>\n",
       "      <td>100.783310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>299245</th>\n",
       "      <td>The Gallows</td>\n",
       "      <td>2015-07-10</td>\n",
       "      <td>87.0</td>\n",
       "      <td>100000</td>\n",
       "      <td>42664410</td>\n",
       "      <td>4.9</td>\n",
       "      <td>361</td>\n",
       "      <td>[{\"id\": 27, \"name\": \"Horror\"}, {\"id\": 53, \"nam...</td>\n",
       "      <td>425.644100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>985</th>\n",
       "      <td>Eraserhead</td>\n",
       "      <td>1977-03-19</td>\n",
       "      <td>89.0</td>\n",
       "      <td>10000</td>\n",
       "      <td>7000000</td>\n",
       "      <td>7.5</td>\n",
       "      <td>485</td>\n",
       "      <td>[{\"id\": 18, \"name\": \"Drama\"}, {\"id\": 14, \"name...</td>\n",
       "      <td>699.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>473</th>\n",
       "      <td>Pi</td>\n",
       "      <td>1998-07-10</td>\n",
       "      <td>84.0</td>\n",
       "      <td>60000</td>\n",
       "      <td>3221152</td>\n",
       "      <td>7.1</td>\n",
       "      <td>586</td>\n",
       "      <td>[{\"id\": 9648, \"name\": \"Mystery\"}, {\"id\": 18, \"...</td>\n",
       "      <td>52.685867</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9372</th>\n",
       "      <td>Super Size Me</td>\n",
       "      <td>2004-01-17</td>\n",
       "      <td>100.0</td>\n",
       "      <td>65000</td>\n",
       "      <td>28575078</td>\n",
       "      <td>6.6</td>\n",
       "      <td>506</td>\n",
       "      <td>[{\"id\": 99, \"name\": \"Documentary\"}, {\"id\": 35,...</td>\n",
       "      <td>438.616585</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47607</th>\n",
       "      <td>Tiny Furniture</td>\n",
       "      <td>2010-11-12</td>\n",
       "      <td>99.0</td>\n",
       "      <td>65000</td>\n",
       "      <td>416498</td>\n",
       "      <td>5.6</td>\n",
       "      <td>59</td>\n",
       "      <td>[{\"id\": 10749, \"name\": \"Romance\"}, {\"id\": 35, ...</td>\n",
       "      <td>5.407662</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>242095</th>\n",
       "      <td>The Signal</td>\n",
       "      <td>2014-03-15</td>\n",
       "      <td>95.0</td>\n",
       "      <td>4000000</td>\n",
       "      <td>600896</td>\n",
       "      <td>5.8</td>\n",
       "      <td>631</td>\n",
       "      <td>[{\"id\": 53, \"name\": \"Thriller\"}, {\"id\": 878, \"...</td>\n",
       "      <td>-0.849776</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42151</th>\n",
       "      <td>Down Terrace</td>\n",
       "      <td>2009-09-01</td>\n",
       "      <td>89.0</td>\n",
       "      <td>31192</td>\n",
       "      <td>10000</td>\n",
       "      <td>6.3</td>\n",
       "      <td>26</td>\n",
       "      <td>[{\"id\": 18, \"name\": \"Drama\"}, {\"id\": 28, \"name...</td>\n",
       "      <td>-0.679405</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2292</th>\n",
       "      <td>Clerks</td>\n",
       "      <td>1994-09-13</td>\n",
       "      <td>92.0</td>\n",
       "      <td>27000</td>\n",
       "      <td>3151130</td>\n",
       "      <td>7.4</td>\n",
       "      <td>755</td>\n",
       "      <td>[{\"id\": 35, \"name\": \"Comedy\"}]</td>\n",
       "      <td>115.708519</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>692</th>\n",
       "      <td>Pink Flamingos</td>\n",
       "      <td>1972-03-12</td>\n",
       "      <td>93.0</td>\n",
       "      <td>12000</td>\n",
       "      <td>6000000</td>\n",
       "      <td>6.2</td>\n",
       "      <td>110</td>\n",
       "      <td>[{\"id\": 27, \"name\": \"Horror\"}, {\"id\": 35, \"nam...</td>\n",
       "      <td>499.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36095</th>\n",
       "      <td>Cure</td>\n",
       "      <td>1997-11-06</td>\n",
       "      <td>111.0</td>\n",
       "      <td>20000</td>\n",
       "      <td>99000</td>\n",
       "      <td>7.4</td>\n",
       "      <td>63</td>\n",
       "      <td>[{\"id\": 80, \"name\": \"Crime\"}, {\"id\": 27, \"name...</td>\n",
       "      <td>3.950000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14337</th>\n",
       "      <td>Primer</td>\n",
       "      <td>2004-10-08</td>\n",
       "      <td>77.0</td>\n",
       "      <td>7000</td>\n",
       "      <td>424760</td>\n",
       "      <td>6.9</td>\n",
       "      <td>658</td>\n",
       "      <td>[{\"id\": 878, \"name\": \"Science Fiction\"}, {\"id\"...</td>\n",
       "      <td>59.680000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9367</th>\n",
       "      <td>El Mariachi</td>\n",
       "      <td>1992-09-04</td>\n",
       "      <td>81.0</td>\n",
       "      <td>220000</td>\n",
       "      <td>2040920</td>\n",
       "      <td>6.6</td>\n",
       "      <td>238</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 80, \"nam...</td>\n",
       "      <td>8.276909</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3186 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                              title release_date  runtime  \\\n",
       "id                                                                          \n",
       "19995                                        Avatar   2009-12-10    162.0   \n",
       "285        Pirates of the Caribbean: At World's End   2007-05-19    169.0   \n",
       "206647                                      Spectre   2015-10-26    148.0   \n",
       "49026                         The Dark Knight Rises   2012-07-16    165.0   \n",
       "49529                                   John Carter   2012-03-07    132.0   \n",
       "559                                    Spider-Man 3   2007-05-01    139.0   \n",
       "38757                                       Tangled   2010-11-24    100.0   \n",
       "99861                       Avengers: Age of Ultron   2015-04-22    141.0   \n",
       "767          Harry Potter and the Half-Blood Prince   2009-07-07    153.0   \n",
       "209112           Batman v Superman: Dawn of Justice   2016-03-23    151.0   \n",
       "1452                               Superman Returns   2006-06-28    154.0   \n",
       "10764                             Quantum of Solace   2008-10-30    106.0   \n",
       "58       Pirates of the Caribbean: Dead Man's Chest   2006-06-20    151.0   \n",
       "57201                               The Lone Ranger   2013-07-03    149.0   \n",
       "49521                                  Man of Steel   2013-06-12    143.0   \n",
       "2454       The Chronicles of Narnia: Prince Caspian   2008-05-15    150.0   \n",
       "24428                                  The Avengers   2012-04-25    143.0   \n",
       "1865    Pirates of the Caribbean: On Stranger Tides   2011-05-14    136.0   \n",
       "41154                                Men in Black 3   2012-05-23    106.0   \n",
       "122917    The Hobbit: The Battle of the Five Armies   2014-12-10    144.0   \n",
       "1930                         The Amazing Spider-Man   2012-06-27    136.0   \n",
       "20662                                    Robin Hood   2010-05-12    140.0   \n",
       "57158           The Hobbit: The Desolation of Smaug   2013-12-11    161.0   \n",
       "2268                             The Golden Compass   2007-12-04    113.0   \n",
       "254                                       King Kong   2005-12-14    187.0   \n",
       "597                                         Titanic   1997-11-18    194.0   \n",
       "271110                   Captain America: Civil War   2016-04-27    147.0   \n",
       "44833                                    Battleship   2012-04-11    131.0   \n",
       "135397                               Jurassic World   2015-06-09    124.0   \n",
       "37724                                       Skyfall   2012-10-25    143.0   \n",
       "...                                             ...          ...      ...   \n",
       "3060                                 The Big Parade   1925-11-05    151.0   \n",
       "18533                                       Bronson   2008-10-09     92.0   \n",
       "35073                 The Beast from 20,000 Fathoms   1953-06-13     80.0   \n",
       "9659                                        Mad Max   1979-04-12     93.0   \n",
       "10218                                      Swingers   1996-10-18     94.0   \n",
       "391                            A Fistful of Dollars   1964-09-12     99.0   \n",
       "43595                            She Done Him Wrong   1933-02-09     66.0   \n",
       "54897                                The Grace Card   2011-02-25    101.0   \n",
       "21334                            Children of Heaven   1997-08-01     89.0   \n",
       "79120                                       Weekend   2011-09-22     96.0   \n",
       "55420                                 Another Earth   2011-07-22     92.0   \n",
       "5822              Sweet Sweetback's Baadasssss Song   1971-04-23     97.0   \n",
       "39141                                       Tadpole   2002-11-01     78.0   \n",
       "5723                                           Once   2007-03-23     85.0   \n",
       "1779                                     Roger & Me   1989-09-01     91.0   \n",
       "84355                          Your Sister's Sister   2011-09-11     90.0   \n",
       "339408                        The Birth of a Nation   2016-09-09    120.0   \n",
       "18925                             Facing the Giants   2006-09-29    111.0   \n",
       "299245                                  The Gallows   2015-07-10     87.0   \n",
       "985                                      Eraserhead   1977-03-19     89.0   \n",
       "473                                              Pi   1998-07-10     84.0   \n",
       "9372                                  Super Size Me   2004-01-17    100.0   \n",
       "47607                                Tiny Furniture   2010-11-12     99.0   \n",
       "242095                                   The Signal   2014-03-15     95.0   \n",
       "42151                                  Down Terrace   2009-09-01     89.0   \n",
       "2292                                         Clerks   1994-09-13     92.0   \n",
       "692                                  Pink Flamingos   1972-03-12     93.0   \n",
       "36095                                          Cure   1997-11-06    111.0   \n",
       "14337                                        Primer   2004-10-08     77.0   \n",
       "9367                                    El Mariachi   1992-09-04     81.0   \n",
       "\n",
       "           budget     revenue  vote_average  vote_count  \\\n",
       "id                                                        \n",
       "19995   237000000  2787965087           7.2       11800   \n",
       "285     300000000   961000000           6.9        4500   \n",
       "206647  245000000   880674609           6.3        4466   \n",
       "49026   250000000  1084939099           7.6        9106   \n",
       "49529   260000000   284139100           6.1        2124   \n",
       "559     258000000   890871626           5.9        3576   \n",
       "38757   260000000   591794936           7.4        3330   \n",
       "99861   280000000  1405403694           7.3        6767   \n",
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       "24428   220000000  1519557910           7.4       11776   \n",
       "1865    380000000  1045713802           6.4        4948   \n",
       "41154   225000000   624026776           6.2        4160   \n",
       "122917  250000000   956019788           7.1        4760   \n",
       "1930    215000000   752215857           6.5        6586   \n",
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       "57158   250000000   958400000           7.6        4524   \n",
       "2268    180000000   372234864           5.8        1303   \n",
       "254     207000000   550000000           6.6        2337   \n",
       "597     200000000  1845034188           7.5        7562   \n",
       "271110  250000000  1153304495           7.1        7241   \n",
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       "135397  150000000  1513528810           6.5        8662   \n",
       "37724   200000000  1108561013           6.9        7604   \n",
       "...           ...         ...           ...         ...   \n",
       "3060       245000    22000000           7.0          21   \n",
       "18533      230000     2260712           6.9         733   \n",
       "35073      210000     5000000           6.7          41   \n",
       "9659       400000   100000000           6.6        1213   \n",
       "10218      200000     4505922           6.8         253   \n",
       "391        200000    14500000           7.6         883   \n",
       "43595      200000     2200000           5.1          27   \n",
       "54897      200000     2295733           6.5          10   \n",
       "21334      180000      900000           7.8         112   \n",
       "79120        8000      469947           7.4         163   \n",
       "55420      100000     1776935           6.8         527   \n",
       "5822       150000    15200000           4.6          18   \n",
       "39141      150000     2891288           5.5          19   \n",
       "5723       160000    20710513           7.3         453   \n",
       "1779       160000     6706368           7.4          90   \n",
       "84355      125000     3200000           6.5         137   \n",
       "339408    8500000    15861566           6.5         178   \n",
       "18925      100000    10178331           6.6          64   \n",
       "299245     100000    42664410           4.9         361   \n",
       "985         10000     7000000           7.5         485   \n",
       "473         60000     3221152           7.1         586   \n",
       "9372        65000    28575078           6.6         506   \n",
       "47607       65000      416498           5.6          59   \n",
       "242095    4000000      600896           5.8         631   \n",
       "42151       31192       10000           6.3          26   \n",
       "2292        27000     3151130           7.4         755   \n",
       "692         12000     6000000           6.2         110   \n",
       "36095       20000       99000           7.4          63   \n",
       "14337        7000      424760           6.9         658   \n",
       "9367       220000     2040920           6.6         238   \n",
       "\n",
       "                                                   genres         ROI  \n",
       "id                                                                     \n",
       "19995   [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   10.763566  \n",
       "285     [{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...    2.203333  \n",
       "206647  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...    2.594590  \n",
       "49026   [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 80, \"nam...    3.339756  \n",
       "49529   [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...    0.092843  \n",
       "559     [{\"id\": 14, \"name\": \"Fantasy\"}, {\"id\": 28, \"na...    2.452991  \n",
       "38757   [{\"id\": 16, \"name\": \"Animation\"}, {\"id\": 10751...    1.276134  \n",
       "99861   [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...    4.019299  \n",
       "767     [{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...    2.735837  \n",
       "209112  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...    2.493041  \n",
       "1452    [{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...    0.448449  \n",
       "10764   [{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 28, \"...    1.930454  \n",
       "58      [{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...    4.328299  \n",
       "57201   [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   -0.649843  \n",
       "49521   [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...    1.945980  \n",
       "2454    [{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 10751...    0.865117  \n",
       "24428   [{\"id\": 878, \"name\": \"Science Fiction\"}, {\"id\"...    5.907081  \n",
       "1865    [{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 28, \"...    1.751878  \n",
       "41154   [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 35, \"nam...    1.773452  \n",
       "122917  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...    2.824079  \n",
       "1930    [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...    2.498678  \n",
       "20662   [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...    0.553348  \n",
       "57158   [{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...    2.833600  \n",
       "2268    [{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...    1.067971  \n",
       "254     [{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 18, \"...    1.657005  \n",
       "597     [{\"id\": 18, \"name\": \"Drama\"}, {\"id\": 10749, \"n...    8.225171  \n",
       "271110  [{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 28, \"...    3.613218  \n",
       "44833   [{\"id\": 53, \"name\": \"Thriller\"}, {\"id\": 28, \"n...    0.449883  \n",
       "135397  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...    9.090192  \n",
       "37724   [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...    4.542805  \n",
       "...                                                   ...         ...  \n",
       "3060    [{\"id\": 18, \"name\": \"Drama\"}, {\"id\": 10749, \"n...   88.795918  \n",
       "18533   [{\"id\": 18, \"name\": \"Drama\"}, {\"id\": 28, \"name...    8.829183  \n",
       "35073   [{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 27, \"...   22.809524  \n",
       "9659    [{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 28, \"...  249.000000  \n",
       "10218   [{\"id\": 35, \"name\": \"Comedy\"}, {\"id\": 10749, \"...   21.529610  \n",
       "391                       [{\"id\": 37, \"name\": \"Western\"}]   71.500000  \n",
       "43595                      [{\"id\": 35, \"name\": \"Comedy\"}]   10.000000  \n",
       "54897                       [{\"id\": 18, \"name\": \"Drama\"}]   10.478665  \n",
       "21334   [{\"id\": 18, \"name\": \"Drama\"}, {\"id\": 35, \"name...    4.000000  \n",
       "79120   [{\"id\": 18, \"name\": \"Drama\"}, {\"id\": 10749, \"n...   57.743375  \n",
       "55420   [{\"id\": 18, \"name\": \"Drama\"}, {\"id\": 878, \"nam...   16.769350  \n",
       "5822    [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 18, \"nam...  100.333333  \n",
       "39141   [{\"id\": 35, \"name\": \"Comedy\"}, {\"id\": 18, \"nam...   18.275253  \n",
       "5723    [{\"id\": 18, \"name\": \"Drama\"}, {\"id\": 10402, \"n...  128.440706  \n",
       "1779    [{\"id\": 99, \"name\": \"Documentary\"}, {\"id\": 36,...   40.914800  \n",
       "84355   [{\"id\": 18, \"name\": \"Drama\"}, {\"id\": 35, \"name...   24.600000  \n",
       "339408                      [{\"id\": 18, \"name\": \"Drama\"}]    0.866067  \n",
       "18925                       [{\"id\": 18, \"name\": \"Drama\"}]  100.783310  \n",
       "299245  [{\"id\": 27, \"name\": \"Horror\"}, {\"id\": 53, \"nam...  425.644100  \n",
       "985     [{\"id\": 18, \"name\": \"Drama\"}, {\"id\": 14, \"name...  699.000000  \n",
       "473     [{\"id\": 9648, \"name\": \"Mystery\"}, {\"id\": 18, \"...   52.685867  \n",
       "9372    [{\"id\": 99, \"name\": \"Documentary\"}, {\"id\": 35,...  438.616585  \n",
       "47607   [{\"id\": 10749, \"name\": \"Romance\"}, {\"id\": 35, ...    5.407662  \n",
       "242095  [{\"id\": 53, \"name\": \"Thriller\"}, {\"id\": 878, \"...   -0.849776  \n",
       "42151   [{\"id\": 18, \"name\": \"Drama\"}, {\"id\": 28, \"name...   -0.679405  \n",
       "2292                       [{\"id\": 35, \"name\": \"Comedy\"}]  115.708519  \n",
       "692     [{\"id\": 27, \"name\": \"Horror\"}, {\"id\": 35, \"nam...  499.000000  \n",
       "36095   [{\"id\": 80, \"name\": \"Crime\"}, {\"id\": 27, \"name...    3.950000  \n",
       "14337   [{\"id\": 878, \"name\": \"Science Fiction\"}, {\"id\"...   59.680000  \n",
       "9367    [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 80, \"nam...    8.276909  \n",
       "\n",
       "[3186 rows x 9 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.options.mode.chained_assignment = None  # Disable warning we don't care about\n",
    "movies_with_revenue['ROI'] = (movies_with_revenue['revenue'] -\n",
    "                              movies_with_revenue['budget']) / movies_with_revenue['budget']\n",
    "movies_with_revenue"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-10-26T07:48:00.891124Z",
     "start_time": "2017-10-26T07:48:00.859327Z"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Avg ROI 2994.0 Min ROI -0.999999478261 Max ROI 8499999.0\n"
     ]
    }
   ],
   "source": [
    "print(\"Avg ROI\", round(movies_with_revenue['ROI'].mean(), 0),\n",
    "      \"Min ROI\", movies_with_revenue['ROI'].min(), \"Max ROI\", movies_with_revenue['ROI'].max())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-10-26T07:48:01.040785Z",
     "start_time": "2017-10-26T07:48:00.894166Z"
    }
   },
   "outputs": [
    {
     "data": {
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       "<div>\n",
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       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\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>release_date</th>\n",
       "      <th>runtime</th>\n",
       "      <th>budget</th>\n",
       "      <th>revenue</th>\n",
       "      <th>vote_average</th>\n",
       "      <th>vote_count</th>\n",
       "      <th>genres</th>\n",
       "      <th>ROI</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>id</th>\n",
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       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3082</th>\n",
       "      <td>Modern Times</td>\n",
       "      <td>1936-02-05</td>\n",
       "      <td>87.0</td>\n",
       "      <td>1</td>\n",
       "      <td>8500000</td>\n",
       "      <td>8.1</td>\n",
       "      <td>856</td>\n",
       "      <td>[{\"id\": 18, \"name\": \"Drama\"}, {\"id\": 35, \"name...</td>\n",
       "      <td>8.499999e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78383</th>\n",
       "      <td>Nurse 3-D</td>\n",
       "      <td>2013-09-28</td>\n",
       "      <td>99.0</td>\n",
       "      <td>10</td>\n",
       "      <td>10000000</td>\n",
       "      <td>4.9</td>\n",
       "      <td>119</td>\n",
       "      <td>[{\"id\": 27, \"name\": \"Horror\"}, {\"id\": 53, \"nam...</td>\n",
       "      <td>9.999990e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23827</th>\n",
       "      <td>Paranormal Activity</td>\n",
       "      <td>2007-09-14</td>\n",
       "      <td>86.0</td>\n",
       "      <td>15000</td>\n",
       "      <td>193355800</td>\n",
       "      <td>5.9</td>\n",
       "      <td>1316</td>\n",
       "      <td>[{\"id\": 27, \"name\": \"Horror\"}, {\"id\": 9648, \"n...</td>\n",
       "      <td>1.288939e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1435</th>\n",
       "      <td>Tarnation</td>\n",
       "      <td>2003-10-19</td>\n",
       "      <td>91.0</td>\n",
       "      <td>218</td>\n",
       "      <td>1162014</td>\n",
       "      <td>7.5</td>\n",
       "      <td>22</td>\n",
       "      <td>[{\"id\": 99, \"name\": \"Documentary\"}, {\"id\": 18,...</td>\n",
       "      <td>5.329339e+03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2667</th>\n",
       "      <td>The Blair Witch Project</td>\n",
       "      <td>1999-07-14</td>\n",
       "      <td>81.0</td>\n",
       "      <td>60000</td>\n",
       "      <td>248000000</td>\n",
       "      <td>6.3</td>\n",
       "      <td>1055</td>\n",
       "      <td>[{\"id\": 27, \"name\": \"Horror\"}, {\"id\": 9648, \"n...</td>\n",
       "      <td>4.132333e+03</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                         title release_date  runtime  budget    revenue  \\\n",
       "id                                                                        \n",
       "3082              Modern Times   1936-02-05     87.0       1    8500000   \n",
       "78383                Nurse 3-D   2013-09-28     99.0      10   10000000   \n",
       "23827      Paranormal Activity   2007-09-14     86.0   15000  193355800   \n",
       "1435                 Tarnation   2003-10-19     91.0     218    1162014   \n",
       "2667   The Blair Witch Project   1999-07-14     81.0   60000  248000000   \n",
       "\n",
       "       vote_average  vote_count  \\\n",
       "id                                \n",
       "3082            8.1         856   \n",
       "78383           4.9         119   \n",
       "23827           5.9        1316   \n",
       "1435            7.5          22   \n",
       "2667            6.3        1055   \n",
       "\n",
       "                                                  genres           ROI  \n",
       "id                                                                      \n",
       "3082   [{\"id\": 18, \"name\": \"Drama\"}, {\"id\": 35, \"name...  8.499999e+06  \n",
       "78383  [{\"id\": 27, \"name\": \"Horror\"}, {\"id\": 53, \"nam...  9.999990e+05  \n",
       "23827  [{\"id\": 27, \"name\": \"Horror\"}, {\"id\": 9648, \"n...  1.288939e+04  \n",
       "1435   [{\"id\": 99, \"name\": \"Documentary\"}, {\"id\": 18,...  5.329339e+03  \n",
       "2667   [{\"id\": 27, \"name\": \"Horror\"}, {\"id\": 9648, \"n...  4.132333e+03  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies_with_revenue.sort_values('ROI', ascending=False).head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-10-26T07:48:01.149564Z",
     "start_time": "2017-10-26T07:48:01.045086Z"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
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       "      <th>16340</th>\n",
       "      <td>Rugrats in Paris: The Movie</td>\n",
       "      <td>2000-09-14</td>\n",
       "      <td>78.0</td>\n",
       "      <td>30</td>\n",
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       "      <td>2.433333e+00</td>\n",
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       "    <tr>\n",
       "      <th>14844</th>\n",
       "      <td>Chasing Liberty</td>\n",
       "      <td>2004-01-09</td>\n",
       "      <td>111.0</td>\n",
       "      <td>23000000</td>\n",
       "      <td>12</td>\n",
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       "      <td>152</td>\n",
       "      <td>[{\"id\": 35, \"name\": \"Comedy\"}, {\"id\": 10749, \"...</td>\n",
       "      <td>-9.999995e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1613</th>\n",
       "      <td>The 51st State</td>\n",
       "      <td>2001-12-07</td>\n",
       "      <td>93.0</td>\n",
       "      <td>28</td>\n",
       "      <td>14</td>\n",
       "      <td>5.9</td>\n",
       "      <td>173</td>\n",
       "      <td>[{\"id\": 53, \"name\": \"Thriller\"}, {\"id\": 28, \"n...</td>\n",
       "      <td>-5.000000e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10397</th>\n",
       "      <td>Angela's Ashes</td>\n",
       "      <td>1999-12-25</td>\n",
       "      <td>145.0</td>\n",
       "      <td>25</td>\n",
       "      <td>13</td>\n",
       "      <td>7.0</td>\n",
       "      <td>59</td>\n",
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       "      <td>-4.800000e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2196</th>\n",
       "      <td>Death at a Funeral</td>\n",
       "      <td>2007-02-09</td>\n",
       "      <td>90.0</td>\n",
       "      <td>9000000</td>\n",
       "      <td>46</td>\n",
       "      <td>6.9</td>\n",
       "      <td>497</td>\n",
       "      <td>[{\"id\": 35, \"name\": \"Comedy\"}, {\"id\": 18, \"nam...</td>\n",
       "      <td>-9.999949e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18475</th>\n",
       "      <td>The Cookout</td>\n",
       "      <td>2004-09-03</td>\n",
       "      <td>97.0</td>\n",
       "      <td>16000000</td>\n",
       "      <td>12</td>\n",
       "      <td>4.6</td>\n",
       "      <td>10</td>\n",
       "      <td>[{\"id\": 35, \"name\": \"Comedy\"}, {\"id\": 18, \"nam...</td>\n",
       "      <td>-9.999993e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10944</th>\n",
       "      <td>In the Cut</td>\n",
       "      <td>2003-09-09</td>\n",
       "      <td>119.0</td>\n",
       "      <td>12000000</td>\n",
       "      <td>23</td>\n",
       "      <td>4.6</td>\n",
       "      <td>89</td>\n",
       "      <td>[{\"id\": 9648, \"name\": \"Mystery\"}, {\"id\": 53, \"...</td>\n",
       "      <td>-9.999981e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28932</th>\n",
       "      <td>F.I.S.T.</td>\n",
       "      <td>1978-04-26</td>\n",
       "      <td>145.0</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>6.4</td>\n",
       "      <td>29</td>\n",
       "      <td>[{\"id\": 18, \"name\": \"Drama\"}, {\"id\": 28, \"name...</td>\n",
       "      <td>0.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>217708</th>\n",
       "      <td>Of Horses and Men</td>\n",
       "      <td>2013-08-30</td>\n",
       "      <td>85.0</td>\n",
       "      <td>10</td>\n",
       "      <td>11</td>\n",
       "      <td>6.9</td>\n",
       "      <td>26</td>\n",
       "      <td>[{\"id\": 18, \"name\": \"Drama\"}, {\"id\": 10749, \"n...</td>\n",
       "      <td>1.000000e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78383</th>\n",
       "      <td>Nurse 3-D</td>\n",
       "      <td>2013-09-28</td>\n",
       "      <td>99.0</td>\n",
       "      <td>10</td>\n",
       "      <td>10000000</td>\n",
       "      <td>4.9</td>\n",
       "      <td>119</td>\n",
       "      <td>[{\"id\": 27, \"name\": \"Horror\"}, {\"id\": 53, \"nam...</td>\n",
       "      <td>9.999990e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13006</th>\n",
       "      <td>Split Second</td>\n",
       "      <td>1992-05-01</td>\n",
       "      <td>90.0</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>5.7</td>\n",
       "      <td>63</td>\n",
       "      <td>[{\"id\": 53, \"name\": \"Thriller\"}, {\"id\": 28, \"n...</td>\n",
       "      <td>-2.857143e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22649</th>\n",
       "      <td>A Farewell to Arms</td>\n",
       "      <td>1932-12-08</td>\n",
       "      <td>89.0</td>\n",
       "      <td>4</td>\n",
       "      <td>25</td>\n",
       "      <td>6.2</td>\n",
       "      <td>28</td>\n",
       "      <td>[{\"id\": 18, \"name\": \"Drama\"}, {\"id\": 10749, \"n...</td>\n",
       "      <td>5.250000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3082</th>\n",
       "      <td>Modern Times</td>\n",
       "      <td>1936-02-05</td>\n",
       "      <td>87.0</td>\n",
       "      <td>1</td>\n",
       "      <td>8500000</td>\n",
       "      <td>8.1</td>\n",
       "      <td>856</td>\n",
       "      <td>[{\"id\": 18, \"name\": \"Drama\"}, {\"id\": 35, \"name...</td>\n",
       "      <td>8.499999e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1435</th>\n",
       "      <td>Tarnation</td>\n",
       "      <td>2003-10-19</td>\n",
       "      <td>91.0</td>\n",
       "      <td>218</td>\n",
       "      <td>1162014</td>\n",
       "      <td>7.5</td>\n",
       "      <td>22</td>\n",
       "      <td>[{\"id\": 99, \"name\": \"Documentary\"}, {\"id\": 18,...</td>\n",
       "      <td>5.329339e+03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11980</th>\n",
       "      <td>The Prophecy</td>\n",
       "      <td>1995-09-01</td>\n",
       "      <td>98.0</td>\n",
       "      <td>8</td>\n",
       "      <td>16</td>\n",
       "      <td>6.4</td>\n",
       "      <td>138</td>\n",
       "      <td>[{\"id\": 14, \"name\": \"Fantasy\"}, {\"id\": 27, \"na...</td>\n",
       "      <td>1.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51942</th>\n",
       "      <td>I Married a Strange Person!</td>\n",
       "      <td>1998-08-28</td>\n",
       "      <td>72.0</td>\n",
       "      <td>250</td>\n",
       "      <td>203</td>\n",
       "      <td>7.5</td>\n",
       "      <td>12</td>\n",
       "      <td>[{\"id\": 18, \"name\": \"Drama\"}, {\"id\": 35, \"name...</td>\n",
       "      <td>-1.880000e-01</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                              title release_date  runtime    budget   revenue  \\\n",
       "id                                                                              \n",
       "16340   Rugrats in Paris: The Movie   2000-09-14     78.0        30       103   \n",
       "14844               Chasing Liberty   2004-01-09    111.0  23000000        12   \n",
       "1613                 The 51st State   2001-12-07     93.0        28        14   \n",
       "10397                Angela's Ashes   1999-12-25    145.0        25        13   \n",
       "2196             Death at a Funeral   2007-02-09     90.0   9000000        46   \n",
       "18475                   The Cookout   2004-09-03     97.0  16000000        12   \n",
       "10944                    In the Cut   2003-09-09    119.0  12000000        23   \n",
       "28932                      F.I.S.T.   1978-04-26    145.0        11        11   \n",
       "217708            Of Horses and Men   2013-08-30     85.0        10        11   \n",
       "78383                     Nurse 3-D   2013-09-28     99.0        10  10000000   \n",
       "13006                  Split Second   1992-05-01     90.0         7         5   \n",
       "22649            A Farewell to Arms   1932-12-08     89.0         4        25   \n",
       "3082                   Modern Times   1936-02-05     87.0         1   8500000   \n",
       "1435                      Tarnation   2003-10-19     91.0       218   1162014   \n",
       "11980                  The Prophecy   1995-09-01     98.0         8        16   \n",
       "51942   I Married a Strange Person!   1998-08-28     72.0       250       203   \n",
       "\n",
       "        vote_average  vote_count  \\\n",
       "id                                 \n",
       "16340            6.0         100   \n",
       "14844            6.1         152   \n",
       "1613             5.9         173   \n",
       "10397            7.0          59   \n",
       "2196             6.9         497   \n",
       "18475            4.6          10   \n",
       "10944            4.6          89   \n",
       "28932            6.4          29   \n",
       "217708           6.9          26   \n",
       "78383            4.9         119   \n",
       "13006            5.7          63   \n",
       "22649            6.2          28   \n",
       "3082             8.1         856   \n",
       "1435             7.5          22   \n",
       "11980            6.4         138   \n",
       "51942            7.5          12   \n",
       "\n",
       "                                                   genres           ROI  \n",
       "id                                                                       \n",
       "16340   [{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 16, \"...  2.433333e+00  \n",
       "14844   [{\"id\": 35, \"name\": \"Comedy\"}, {\"id\": 10749, \"... -9.999995e-01  \n",
       "1613    [{\"id\": 53, \"name\": \"Thriller\"}, {\"id\": 28, \"n... -5.000000e-01  \n",
       "10397                       [{\"id\": 18, \"name\": \"Drama\"}] -4.800000e-01  \n",
       "2196    [{\"id\": 35, \"name\": \"Comedy\"}, {\"id\": 18, \"nam... -9.999949e-01  \n",
       "18475   [{\"id\": 35, \"name\": \"Comedy\"}, {\"id\": 18, \"nam... -9.999993e-01  \n",
       "10944   [{\"id\": 9648, \"name\": \"Mystery\"}, {\"id\": 53, \"... -9.999981e-01  \n",
       "28932   [{\"id\": 18, \"name\": \"Drama\"}, {\"id\": 28, \"name...  0.000000e+00  \n",
       "217708  [{\"id\": 18, \"name\": \"Drama\"}, {\"id\": 10749, \"n...  1.000000e-01  \n",
       "78383   [{\"id\": 27, \"name\": \"Horror\"}, {\"id\": 53, \"nam...  9.999990e+05  \n",
       "13006   [{\"id\": 53, \"name\": \"Thriller\"}, {\"id\": 28, \"n... -2.857143e-01  \n",
       "22649   [{\"id\": 18, \"name\": \"Drama\"}, {\"id\": 10749, \"n...  5.250000e+00  \n",
       "3082    [{\"id\": 18, \"name\": \"Drama\"}, {\"id\": 35, \"name...  8.499999e+06  \n",
       "1435    [{\"id\": 99, \"name\": \"Documentary\"}, {\"id\": 18,...  5.329339e+03  \n",
       "11980   [{\"id\": 14, \"name\": \"Fantasy\"}, {\"id\": 27, \"na...  1.000000e+00  \n",
       "51942   [{\"id\": 18, \"name\": \"Drama\"}, {\"id\": 35, \"name... -1.880000e-01  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies_with_revenue[(movies_with_revenue['budget'] < 1000)\n",
    "                    | (movies_with_revenue['revenue'] < 1000)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-10-26T07:48:01.275283Z",
     "start_time": "2017-10-26T07:48:01.153810Z"
    },
    "scrolled": true,
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\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>release_date</th>\n",
       "      <th>runtime</th>\n",
       "      <th>budget</th>\n",
       "      <th>revenue</th>\n",
       "      <th>vote_average</th>\n",
       "      <th>vote_count</th>\n",
       "      <th>genres</th>\n",
       "      <th>ROI</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1435</th>\n",
       "      <td>Tarnation</td>\n",
       "      <td>2003-10-19</td>\n",
       "      <td>91.0</td>\n",
       "      <td>218</td>\n",
       "      <td>1162014</td>\n",
       "      <td>7.5</td>\n",
       "      <td>22</td>\n",
       "      <td>[{\"id\": 99, \"name\": \"Documentary\"}, {\"id\": 18,...</td>\n",
       "      <td>5329.33945</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          title release_date  runtime  budget  revenue  vote_average  \\\n",
       "id                                                                     \n",
       "1435  Tarnation   2003-10-19     91.0     218  1162014           7.5   \n",
       "\n",
       "      vote_count                                             genres  \\\n",
       "id                                                                    \n",
       "1435          22  [{\"id\": 99, \"name\": \"Documentary\"}, {\"id\": 18,...   \n",
       "\n",
       "             ROI  \n",
       "id                \n",
       "1435  5329.33945  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Let's fix some stuff, the data is from Wikipedia\n",
    "# Tarnation. This is actually semi-accurate and we can leave it as is.\n",
    "# We don't have enough info from Wikipedia for both budgets & revenues\n",
    "movies_to_drop = [217708, 78383, 22649, 11980]\n",
    "movies_with_revenue.drop(movies_to_drop, inplace=True)\n",
    "\n",
    "# Budgets were supposed to be in millions\n",
    "budgets_to_increment = [16340, 1613, 10397, 13006, 3082]\n",
    "for movie in budgets_to_increment:\n",
    "    movies_with_revenue.at[movie, 'budget'] = 1000000\n",
    "\n",
    "# Revenues were supposed to be in millions\n",
    "revenues_to_increment = [16340, 1613, 10397, 13006, 14844, 2196, 18475, 10944]\n",
    "for movie in revenues_to_increment:\n",
    "    movies_with_revenue.at[movie, 'revenue'] *= 1000000\n",
    "\n",
    "# Budgets are just plain wrong\n",
    "# F.I.S.T.\n",
    "movies_with_revenue.at[28932, 'budget'] = 8000000\n",
    "movies_with_revenue.at[28932, 'revenue'] = 20388920\n",
    "# I Married a Strange Person!\n",
    "movies_with_revenue.at[51942, 'budget'] = 250000\n",
    "movies_with_revenue.at[51942, 'revenue'] = 467272\n",
    "\n",
    "# Check what's left\n",
    "movies_with_revenue[(movies_with_revenue['budget'] < 1000)\n",
    "                    | (movies_with_revenue['revenue'] < 1000)]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "<center>![Tarnation](https://images-na.ssl-images-amazon.com/images/I/51X9ED5D5EL.jpg \"Tarnation\")</center>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-10-26T07:48:01.358549Z",
     "start_time": "2017-10-26T07:48:01.278511Z"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "count     3182.000000\n",
      "mean        11.867908\n",
      "std        258.903084\n",
      "min         -0.999744\n",
      "25%          0.058312\n",
      "50%          1.329405\n",
      "75%          3.453665\n",
      "max      12889.386667\n",
      "Name: ROI, dtype: float64\n",
      "\n",
      "title                                         Paranormal Activity\n",
      "release_date                                           2007-09-14\n",
      "runtime                                                        86\n",
      "budget                                                      15000\n",
      "revenue                                                 193355800\n",
      "vote_average                                                  5.9\n",
      "vote_count                                                   1316\n",
      "genres          [{\"id\": 27, \"name\": \"Horror\"}, {\"id\": 9648, \"n...\n",
      "ROI                                                       12889.4\n",
      "Name: 23827, dtype: object\n"
     ]
    }
   ],
   "source": [
    "movies_with_revenue['ROI'] = (movies_with_revenue['revenue'] -\n",
    "                              movies_with_revenue['budget']) / movies_with_revenue['budget']\n",
    "\n",
    "print(movies_with_revenue['ROI'].describe())\n",
    "print()\n",
    "print(movies_with_revenue.loc[movies_with_revenue['ROI'].idxmax()])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-10-26T07:48:01.490066Z",
     "start_time": "2017-10-26T07:48:01.363016Z"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>runtime</th>\n",
       "      <th>budget</th>\n",
       "      <th>revenue</th>\n",
       "      <th>vote_average</th>\n",
       "      <th>vote_count</th>\n",
       "      <th>ROI</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>3182.000000</td>\n",
       "      <td>3.182000e+03</td>\n",
       "      <td>3.182000e+03</td>\n",
       "      <td>3182.00000</td>\n",
       "      <td>3182.000000</td>\n",
       "      <td>3182.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>110.853865</td>\n",
       "      <td>4.116772e+07</td>\n",
       "      <td>1.230556e+08</td>\n",
       "      <td>6.32049</td>\n",
       "      <td>991.560968</td>\n",
       "      <td>11.867908</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>20.948786</td>\n",
       "      <td>4.450936e+07</td>\n",
       "      <td>1.870819e+08</td>\n",
       "      <td>0.84927</td>\n",
       "      <td>1419.794036</td>\n",
       "      <td>258.903084</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>41.000000</td>\n",
       "      <td>2.180000e+02</td>\n",
       "      <td>6.399000e+03</td>\n",
       "      <td>2.30000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>-0.999744</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>96.000000</td>\n",
       "      <td>1.100000e+07</td>\n",
       "      <td>1.798612e+07</td>\n",
       "      <td>5.80000</td>\n",
       "      <td>189.000000</td>\n",
       "      <td>0.058312</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>107.000000</td>\n",
       "      <td>2.600000e+07</td>\n",
       "      <td>5.710004e+07</td>\n",
       "      <td>6.30000</td>\n",
       "      <td>484.000000</td>\n",
       "      <td>1.329405</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>121.000000</td>\n",
       "      <td>5.500000e+07</td>\n",
       "      <td>1.488700e+08</td>\n",
       "      <td>6.90000</td>\n",
       "      <td>1163.000000</td>\n",
       "      <td>3.453665</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>338.000000</td>\n",
       "      <td>3.800000e+08</td>\n",
       "      <td>2.787965e+09</td>\n",
       "      <td>8.50000</td>\n",
       "      <td>13752.000000</td>\n",
       "      <td>12889.386667</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           runtime        budget       revenue  vote_average    vote_count  \\\n",
       "count  3182.000000  3.182000e+03  3.182000e+03    3182.00000   3182.000000   \n",
       "mean    110.853865  4.116772e+07  1.230556e+08       6.32049    991.560968   \n",
       "std      20.948786  4.450936e+07  1.870819e+08       0.84927   1419.794036   \n",
       "min      41.000000  2.180000e+02  6.399000e+03       2.30000     10.000000   \n",
       "25%      96.000000  1.100000e+07  1.798612e+07       5.80000    189.000000   \n",
       "50%     107.000000  2.600000e+07  5.710004e+07       6.30000    484.000000   \n",
       "75%     121.000000  5.500000e+07  1.488700e+08       6.90000   1163.000000   \n",
       "max     338.000000  3.800000e+08  2.787965e+09       8.50000  13752.000000   \n",
       "\n",
       "                ROI  \n",
       "count   3182.000000  \n",
       "mean      11.867908  \n",
       "std      258.903084  \n",
       "min       -0.999744  \n",
       "25%        0.058312  \n",
       "50%        1.329405  \n",
       "75%        3.453665  \n",
       "max    12889.386667  "
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies_with_revenue.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-10-26T07:48:01.568256Z",
     "start_time": "2017-10-26T07:48:01.494291Z"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>runtime</th>\n",
       "      <th>budget</th>\n",
       "      <th>revenue</th>\n",
       "      <th>vote_average</th>\n",
       "      <th>vote_count</th>\n",
       "      <th>ROI</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
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       "      <th>runtime</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.227413</td>\n",
       "      <td>0.231520</td>\n",
       "      <td>0.392767</td>\n",
       "      <td>0.256679</td>\n",
       "      <td>-0.036856</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>budget</th>\n",
       "      <td>0.227413</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.703356</td>\n",
       "      <td>-0.042950</td>\n",
       "      <td>0.536696</td>\n",
       "      <td>-0.035303</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>revenue</th>\n",
       "      <td>0.231520</td>\n",
       "      <td>0.703356</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.186911</td>\n",
       "      <td>0.754587</td>\n",
       "      <td>0.008334</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>vote_average</th>\n",
       "      <td>0.392767</td>\n",
       "      <td>-0.042950</td>\n",
       "      <td>0.186911</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.383734</td>\n",
       "      <td>0.009563</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>vote_count</th>\n",
       "      <td>0.256679</td>\n",
       "      <td>0.536696</td>\n",
       "      <td>0.754587</td>\n",
       "      <td>0.383734</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.002203</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ROI</th>\n",
       "      <td>-0.036856</td>\n",
       "      <td>-0.035303</td>\n",
       "      <td>0.008334</td>\n",
       "      <td>0.009563</td>\n",
       "      <td>0.002203</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               runtime    budget   revenue  vote_average  vote_count       ROI\n",
       "runtime       1.000000  0.227413  0.231520      0.392767    0.256679 -0.036856\n",
       "budget        0.227413  1.000000  0.703356     -0.042950    0.536696 -0.035303\n",
       "revenue       0.231520  0.703356  1.000000      0.186911    0.754587  0.008334\n",
       "vote_average  0.392767 -0.042950  0.186911      1.000000    0.383734  0.009563\n",
       "vote_count    0.256679  0.536696  0.754587      0.383734    1.000000  0.002203\n",
       "ROI          -0.036856 -0.035303  0.008334      0.009563    0.002203  1.000000"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies_with_revenue.corr(method='pearson')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-10-26T07:48:01.743518Z",
     "start_time": "2017-10-26T07:48:01.572387Z"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>runtime</th>\n",
       "      <th>budget</th>\n",
       "      <th>revenue</th>\n",
       "      <th>vote_average</th>\n",
       "      <th>vote_count</th>\n",
       "      <th>ROI</th>\n",
       "      <th>Year</th>\n",
       "      <th>Month</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>3182.000000</td>\n",
       "      <td>3.182000e+03</td>\n",
       "      <td>3.182000e+03</td>\n",
       "      <td>3182.00000</td>\n",
       "      <td>3182.000000</td>\n",
       "      <td>3182.000000</td>\n",
       "      <td>3182.000000</td>\n",
       "      <td>3182.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>110.853865</td>\n",
       "      <td>4.116772e+07</td>\n",
       "      <td>1.230556e+08</td>\n",
       "      <td>6.32049</td>\n",
       "      <td>991.560968</td>\n",
       "      <td>11.867908</td>\n",
       "      <td>2001.815525</td>\n",
       "      <td>6.974859</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>20.948786</td>\n",
       "      <td>4.450936e+07</td>\n",
       "      <td>1.870819e+08</td>\n",
       "      <td>0.84927</td>\n",
       "      <td>1419.794036</td>\n",
       "      <td>258.903084</td>\n",
       "      <td>13.033759</td>\n",
       "      <td>3.367466</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>41.000000</td>\n",
       "      <td>2.180000e+02</td>\n",
       "      <td>6.399000e+03</td>\n",
       "      <td>2.30000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>-0.999744</td>\n",
       "      <td>1916.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>96.000000</td>\n",
       "      <td>1.100000e+07</td>\n",
       "      <td>1.798612e+07</td>\n",
       "      <td>5.80000</td>\n",
       "      <td>189.000000</td>\n",
       "      <td>0.058312</td>\n",
       "      <td>1998.000000</td>\n",
       "      <td>4.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>107.000000</td>\n",
       "      <td>2.600000e+07</td>\n",
       "      <td>5.710004e+07</td>\n",
       "      <td>6.30000</td>\n",
       "      <td>484.000000</td>\n",
       "      <td>1.329405</td>\n",
       "      <td>2005.000000</td>\n",
       "      <td>7.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>121.000000</td>\n",
       "      <td>5.500000e+07</td>\n",
       "      <td>1.488700e+08</td>\n",
       "      <td>6.90000</td>\n",
       "      <td>1163.000000</td>\n",
       "      <td>3.453665</td>\n",
       "      <td>2010.000000</td>\n",
       "      <td>10.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>338.000000</td>\n",
       "      <td>3.800000e+08</td>\n",
       "      <td>2.787965e+09</td>\n",
       "      <td>8.50000</td>\n",
       "      <td>13752.000000</td>\n",
       "      <td>12889.386667</td>\n",
       "      <td>2016.000000</td>\n",
       "      <td>12.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           runtime        budget       revenue  vote_average    vote_count  \\\n",
       "count  3182.000000  3.182000e+03  3.182000e+03    3182.00000   3182.000000   \n",
       "mean    110.853865  4.116772e+07  1.230556e+08       6.32049    991.560968   \n",
       "std      20.948786  4.450936e+07  1.870819e+08       0.84927   1419.794036   \n",
       "min      41.000000  2.180000e+02  6.399000e+03       2.30000     10.000000   \n",
       "25%      96.000000  1.100000e+07  1.798612e+07       5.80000    189.000000   \n",
       "50%     107.000000  2.600000e+07  5.710004e+07       6.30000    484.000000   \n",
       "75%     121.000000  5.500000e+07  1.488700e+08       6.90000   1163.000000   \n",
       "max     338.000000  3.800000e+08  2.787965e+09       8.50000  13752.000000   \n",
       "\n",
       "                ROI         Year        Month  \n",
       "count   3182.000000  3182.000000  3182.000000  \n",
       "mean      11.867908  2001.815525     6.974859  \n",
       "std      258.903084    13.033759     3.367466  \n",
       "min       -0.999744  1916.000000     1.000000  \n",
       "25%        0.058312  1998.000000     4.000000  \n",
       "50%        1.329405  2005.000000     7.000000  \n",
       "75%        3.453665  2010.000000    10.000000  \n",
       "max    12889.386667  2016.000000    12.000000  "
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies_with_revenue['release_date'] = pd.to_datetime(movies_with_revenue['release_date'])\n",
    "\n",
    "movies_with_revenue['Year'] = movies_with_revenue['release_date'].dt.year\n",
    "movies_with_revenue['Month'] = movies_with_revenue['release_date'].dt.month\n",
    "movies_with_revenue.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-10-26T07:48:01.959214Z",
     "start_time": "2017-10-26T07:48:01.746052Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>runtime</th>\n",
       "      <th>budget</th>\n",
       "      <th>revenue</th>\n",
       "      <th>vote_average</th>\n",
       "      <th>vote_count</th>\n",
       "      <th>ROI</th>\n",
       "      <th>Year</th>\n",
       "      <th>Month</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>runtime</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.227413</td>\n",
       "      <td>0.231520</td>\n",
       "      <td>0.392767</td>\n",
       "      <td>0.256679</td>\n",
       "      <td>-0.036856</td>\n",
       "      <td>-0.162446</td>\n",
       "      <td>0.162647</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>budget</th>\n",
       "      <td>0.227413</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.703356</td>\n",
       "      <td>-0.042950</td>\n",
       "      <td>0.536696</td>\n",
       "      <td>-0.035303</td>\n",
       "      <td>0.267197</td>\n",
       "      <td>0.019797</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>revenue</th>\n",
       "      <td>0.231520</td>\n",
       "      <td>0.703356</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.186911</td>\n",
       "      <td>0.754587</td>\n",
       "      <td>0.008334</td>\n",
       "      <td>0.145366</td>\n",
       "      <td>0.038818</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>vote_average</th>\n",
       "      <td>0.392767</td>\n",
       "      <td>-0.042950</td>\n",
       "      <td>0.186911</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.383734</td>\n",
       "      <td>0.009563</td>\n",
       "      <td>-0.208644</td>\n",
       "      <td>0.134572</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>vote_count</th>\n",
       "      <td>0.256679</td>\n",
       "      <td>0.536696</td>\n",
       "      <td>0.754587</td>\n",
       "      <td>0.383734</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.002203</td>\n",
       "      <td>0.171368</td>\n",
       "      <td>0.021391</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ROI</th>\n",
       "      <td>-0.036856</td>\n",
       "      <td>-0.035303</td>\n",
       "      <td>0.008334</td>\n",
       "      <td>0.009563</td>\n",
       "      <td>0.002203</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.009788</td>\n",
       "      <td>0.014678</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Year</th>\n",
       "      <td>-0.162446</td>\n",
       "      <td>0.267197</td>\n",
       "      <td>0.145366</td>\n",
       "      <td>-0.208644</td>\n",
       "      <td>0.171368</td>\n",
       "      <td>-0.009788</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.071258</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Month</th>\n",
       "      <td>0.162647</td>\n",
       "      <td>0.019797</td>\n",
       "      <td>0.038818</td>\n",
       "      <td>0.134572</td>\n",
       "      <td>0.021391</td>\n",
       "      <td>0.014678</td>\n",
       "      <td>-0.071258</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               runtime    budget   revenue  vote_average  vote_count  \\\n",
       "runtime       1.000000  0.227413  0.231520      0.392767    0.256679   \n",
       "budget        0.227413  1.000000  0.703356     -0.042950    0.536696   \n",
       "revenue       0.231520  0.703356  1.000000      0.186911    0.754587   \n",
       "vote_average  0.392767 -0.042950  0.186911      1.000000    0.383734   \n",
       "vote_count    0.256679  0.536696  0.754587      0.383734    1.000000   \n",
       "ROI          -0.036856 -0.035303  0.008334      0.009563    0.002203   \n",
       "Year         -0.162446  0.267197  0.145366     -0.208644    0.171368   \n",
       "Month         0.162647  0.019797  0.038818      0.134572    0.021391   \n",
       "\n",
       "                   ROI      Year     Month  \n",
       "runtime      -0.036856 -0.162446  0.162647  \n",
       "budget       -0.035303  0.267197  0.019797  \n",
       "revenue       0.008334  0.145366  0.038818  \n",
       "vote_average  0.009563 -0.208644  0.134572  \n",
       "vote_count    0.002203  0.171368  0.021391  \n",
       "ROI           1.000000 -0.009788  0.014678  \n",
       "Year         -0.009788  1.000000 -0.071258  \n",
       "Month         0.014678 -0.071258  1.000000  "
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies_with_revenue.corr()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "# Data Visualization\n",
    "Now that we have some semi-useful data, we can experiment with some graphs.\n",
    "\n",
    "We will use Seaborn and Matplotlib, the standard plotting library in Python."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-10-26T07:48:02.565575Z",
     "start_time": "2017-10-26T07:48:01.963682Z"
    }
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Seaborn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-10-26T07:48:03.235571Z",
     "start_time": "2017-10-26T07:48:02.567822Z"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x63fb31fb33c8>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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YXxSR+8snzomIekF0EN0oag+H7tzDR588Qa7k1uSAO1WRoe/z0mOMIVN0mS64FJ3Ws6qZ\nostXXr7Ml45fYmhspi0iEW02oTCDekGsQqo3iqpbdx8C/eO8SlZSRYa+z0uL5xum8w7TBQfPbz3a\nPXkpzVPHL/H1V0YoujMpiusHk7x7/zbeuYj3ZEEBLke6n6LWC+LHCNqSlQ6gG0Xt5eC+wRXxOur7\nvDQU3aCaIVtsPc2QKbp89eXLPPXiJYZGq6LdiMU7bxrknv3buHFLisUmBBYUYGOMEZEPAAeBtxPY\nUP6GMWZsUWdUrhpt3V16VuKlvr7PV0em6DKddyi0mGYwxnBqOIh2nz1VF+0OJLnn1m381L5BeuJN\nt1HMSbPP8AKwxxjzpas+o3LVXM1G0UoUmk6zUi/1dUOwdTzfkC44TOddXL/FSoaiy9dOXuap45f4\nQX20u2+Qd+3fxr6ti492G9GsAL8N+CUReR3IEkTBxhizf8lWojTNYjeKVqrQdJr6S33PN4xMFzj0\n2ee5bVdfxz6kVtqG4Eqm3hSnWaqj3a+fGqFQFe1eN9DDPfu38VM3bSG5BNFuI5p91p9ty9mVRbHY\njSLNKTam+lI/XXC4OFkADAZmfUgt5xXEStoQXKnkSi5TeadlX4Zs0eWrJ0d46vjFWdHuT+4LcrtL\nHe02otmpyK+3dRVKyyxmo0hzio2pvtQfTRcRAYxUPqzCDymgY1cQS+tAsLrxfUO64DJdaK1bzRjD\nK5fTPHUsyO1WR7t7Bnp491VEu/GovajHtSeuVlYkmlNsTPWlftENIinPB8eHodEM/ckY5ydyy34F\noSmjWhyvnGZo0RQnW3T52qkRnjp2iTOjmcrt8YjFT944yLtvXVy0G7EskokIyXiEWKT1GmBQAV5X\naE6xMdWX+m+M53DKNaLGQK7kcX4iz97B5LJfQWjKKGAxpjjGGF69nOGLxy8G0a5TFe32B7ndn35z\n69GuiNATs0klonTF7IUfsAAqwOsIzSnOTZjS+fGHn+XcRL5m5LdnIFvylv0KYj2njBZrilOJdo9f\n4sxI89Hud4au8Ph3z3FpOs+23i7e+yM7uX3Ppsr9iagdRLuxCJa1/FUQyhphpTQZrFRG0kVsCXKu\nxoBI4Fg1ki7yu++5ZVmvINZjysj1fKYLLukWutWuNtr9ztAVPvHsaSKW0JuIMJ4t8olnT/NvrRuC\nxyUiRO3FpRgWQgVYUeoQCcS3+mdY/iuI9ZQyCk1xMsXm0wy5ksvXTo7wxQbR7sEbB7hn/zbevK13\nwdzu4989R8QK/J8R6IlHKLoef/W9C/zjH9m56N+pGVSAFaWKgZ4o56dmbE6MAd/A1lSQCljOK4iD\n+wa57/wkn/7mWbIlj56Yza++Y/eauYJZrCnOq5fTfPHYJb526nJNtLu7HO3+zE1B1Nosl6bzbOyK\nYlsWlgR53ogly5LqUQFW1g3N1PCmumJYU0WMzKQgxAS3d2K9T7xwgYFUnF3lCPiJFy6wf8fGVS3C\nizHFyZVcni3ndl+9PBPtxiIWP9lCtFtN1LZIJSLs3tzDaKZILDLz2OVK9bRNgEXkM8A9wIgx5pYG\n9wvwCeDngBzwK8aYF9q1HmV902xJV7rosnNTF2OZEiXPJ2Zb9CdjLV0aLxVrrQqi4HhMF1ozxXn1\nctCl9rWTIzWTs6/d3M09+6/hZ948SCoRnecZarFE6IlHSCUiJMrG+7/2E9d1LNXTzgj4vwOfBP5s\njvvvBvaW/70N+OPyV0VZcpoVs3Dja89AsnJbruQymEos+5rXQhWEMYZsyWvJFCeIdkd56vjFWdHu\nwRuCaPfma1qLdrtjEZKJCD0xe9bjOlkd1DYBNsYcEZFr5znkPcCfmeCj8FsislFEthljLrVrTUp7\nWA0GP82K2Ura+FrNVRCLMcU5XY52v1oX7b5pczfv3r+Nn3nzlpai3VjEIhWP0hO3iSxQxdCp6qBO\n5oC3A+eqfj5fvm2WAIvIA8ADALt27VqWxa0GVoLwrbRurblek2bFbCXVSq+kD4Nm/19r1RQnX/Iq\nud1XLqcrt0dt4eCNg7y7xWjXtoRkPIh245Grb5RoN6tiE84Y8xjwGARj6Tu8nBXBShG+lZSnnO81\naUXMVkqt9MF9g/zw98/z5PFhPN9gW8K9+7euqNc1XEurpjinL6d56sUgt5sr1Ua7YSVDb1dz0a6I\n0B2zSSUidEVnpxhWMp0U4AtAdZHdjvJtShMsVviWOmpeSXnK+V6Tzz3w9hUT2TbLI199lSePD2MJ\nRCKCb+DJ48Ps7n+VB3/6hmVbx1yv66f+/ge8dVdf06Y4+ZLH118J6nZfGZ4d7d7zlm3csr35aDc0\nwEnGI9hL2J22nHRSgJ8E/rWIPE6w+Tal+d/mWYzwtSNqXqo85VJ8MCz0mqyUyLZZPv3Ns4DB88EN\nS+IkuH05Bbj+dTXGELWE18azjGcXHg15ZiToUpsV7W7q5p5bW4t2l8IAZyXRzjK0zxGMMeoXkfPA\nvweiAMaYTwFfJihBO0NQhvbP2rWW1chCglQtfOmCw2i6SMH16IlFOHxqpKHQXE26YK71LEWe8vCp\nEd7/xDEyRRfPN4xlirz/iWN8/L5bWxLM1bxp1YhM0cU3wfQDZKYpZLlL4sLXNRGx8YzB9w15x2Nr\nb9ecj8k7HodPBdHuqbpo9yduGODd+69pOtoNDXCSiUjNe7sWaGcVxP0L3G+Af9Wu869mmolUQ+Eb\nyxQYS5dAghrH7pg9Z1S72HTBQuu52kv7jz19ksmcgy2CLYLxYTLn8LGnT7b0PCtp02opkLAnOtQo\nAQzLmuM0xvDLb9/F733pJCXXJxG1KDg+rm94b4M23R+MZPji8Ut89eTlmmh316Zu3rV/G//gzVvY\n0GS02y4DnJXE2vo4WSM0E6mGwvfg49/DAHHboj8Zp7crOmdUu9gIcaH1XO2l/dnxHJZQ+SMTAeMb\nzo63lkdeSRUMS0FXVMgUDfXFBN3R9otRtSnOvm29PPjOvTz+3XMMT+fZWucWtlC0e8/+bbxl+4am\nPjiitlWpYmiXAc5KQgV4BdJspHpw3yC9XVF2bequ+Z+7/tgwfXB6JE264NLXHaU/GW86QlyOjTbP\nN7i+N9P+C0Ts1oVmteV55+Mt2/s4eWmK6UKQirAEehMRtm3o4v7HvtWW8sOCE45wr01z3L5nU409\nIwTR7lPlaDdbFe3u7OvinluvaTratUTojtuk4kvjsbuaUAFegTQTqYaiOpouMpYpsiWVqGxkVB9b\nnT7Y2pvA9/Ncni5yebpIKhHhp/YN8OiRIT78hZfm/GNud251MBWv8eA1BnzgmlR8SZ5/NVGda0/G\nbKK2xe7+nkpKZTrvMJopUvL8JdtIDU1xpvIOJXf+aoa843H4laBL7eSl2dHuu/ZvY3+T0W5XLKhi\n6FnDKYaFUAFegSyUy6wV1TgXJgtcmMwDhoht1RxbnT4YmS4wkXMwBNFUxBKePD7MQDJGfzI+5x9z\nu3OrPTEbW4INJkMQ/doS3L6eqM+15x2PguORLXkUXZ+emE1v3CYeiyxJ3XUr3rtDo+Xc7stXF+2G\nBjjJeGTB7rT1gArwCmShXGZ9TlZEGJ4qMDxdnDVGPUwfpAsOI+mZkiHfwETOwbIgXXAZSCXm/GNu\nd241U/LY0TfbACfb4qRbWBndgYul/n11PUPe8YlYwk1bU+Qdj9fGs+zYWCtcraaDQu/dbGl+U5yC\n4/H1V0b50vGLvFwX7d65N8jt7t+xcLTbyABHCVABXqHMl8usz8mmElGS8QhTeYfPPfD2mmPD9MFo\nuliJLiGIgH0Dvg+lqiL6Rn/MrYpaq8cvlQHOSukOXCz17+tYpogl4BlT7vaKELUsLqeL9FbZYzaT\nDgpNcabyzoLeu5Vo9+RlssWZY3f0dXHP/m387Ju3sqF74Wh3PgMcJUAFeBXSSk42TB8UXC+sYgLA\nDmav4xuIVV0KNso1tyJqixHBQ3fu4QNPHOPCRB7X94lYwWXqR9715pZel5XUFr0Y6t/Xkucj1L4/\nW3rjnJ8sNJ0OCr1304X5TXEKVbnd+mj3x/cO8O4mo91WDHAUFeBVSau+BmG5Wqboggnyq7Yl+F4g\nx6lEBGNMw+eZS9QefuZUwyh3sSJoAMrTCJCZDwpoPqJeSW3Ri6H+fbUtwfUMA1WbkRHb4obBJBu7\nY/Omg4puWM0wf5phaDSoZPhKg2j3XW/Zxl03LxztrjYDnJWECvAqpNVRNQf3DfLIe9/KR588Qcn1\nSBdciq5PxLa495YtDE+X5vxjbiRqrufz2niOazd3z4py5xPBuYT00SNDbOiKsm3DTGdVKNpA0xH1\nau+Eq8+1X7upm/FsCduSmg/Ij7xr35zvdaboLui9W3Q8Dr86ylPHL3Hi4nTl9qgtvOP6ft596zXc\nukC0GxrgJOMRujXFsGikWWf6lcKBAwfM0aNHO72MjlJ9mV8dAT90781N5WZb2Ui7/7FvzRK105fT\nILB3MFW5rTpnW398ruQSsy2yJa/hmj/8hZfY2BWt+SM2xjCVd9jRQFTDc9Xnuxf7uqxkmnnPmvXe\nPTuW5UvHL/F3L1+uaWcOo92fvXkLG7vnH720Fgxw2kxLL4oKcJnVtHveSBTnEqWrpZGoBTvxXTUb\nQaFghqPb60WwO2rh+KbhmqGxaA+mEpybyGELsyokfAPf+OA7G653rXTCLUTR9ZjOu/N67xYdj79/\ndZQv1kW7EUv48b39vGv/Nt66c+O8EexaM8BpMy0JsKYgWJ7d82YEfiXmOhuVoEUtwamrGw0v9edK\nj3z++fNzrjkU7UY57Y89fZIzo9mKT4TrGS5MFrh+oGfO9c71njX7+q70D+Ns0WW6ML/37nzR7s+9\nZRt3LRDtrmUDnJWEvrIE4uJ4HuMZtxJl9XZFlmz3vBmBb+VDYLlznfWiFq61kWDONck3GQu+b7Tm\n+eqMH37mVHCwMBNbVBnStCKqzby+S+XMttT4viFdcOf13i06Hn9/eoynjl3kpbpo9x3X93PPrQtH\nu+vBAGcloQIMnB5JM5VzsCwJdp59w1i6hOOlF35wEzRTGdBK9UCnXb/qBbMnZhOzLT78hZeYzjt0\nx2w2dCVqfg8RwfH8Odc8V+SaLrps35ioSUFs7Y2TKboLimq1OM+1rvrXd6mc2ZaKkuszXXDIFFz8\nOdIMr41neerY7Gh3+8Yu3rU/yO32zRPtrjcDnJWECjDB/+ShnSMEZjC+mAX74pulmZRBK2mFleD6\nFQrm4VMjfOCJY5U6U9eHbMklHrEr3hRdUbuSH251zY2aNMYyBbJFj0OffR4Btm5IVBoVqqsnmllX\n/evbijNbO1MVuZLLdD74kHn8u+e4NJ1nW5ULWdHxOHJ6jKeOX+TFC7XR7o9d38+792/jh3ZtrPw/\nXc96NsBZSagAE5Tf5J3gMi+0YAWILcKNqxHNpAxaTSusFNevh585xUTOwbaEiG3h+T6eD8PThVnm\nQI1SGaGrVyoe1CJnSt68hu/j2SIj6RIDyRh5J2guuThZ4JqNQUeg6/m88MYE/+LPj+J4hkgT66qn\nGWe2duwb+L4hXS4jczyf7wxd4RPPniZiCb2JCOPZIh//yivcuCXF8QtTpAsz0e41GxPc85Zt/Owt\nW+eNdtUAZ2WhAgzcsKWXs2MZ0oWZHHAqEWV3f3LhBzdBMymDTqcVFsvQWDaIGMuRVtS2KHk+Rdef\ns7kDagXMFjg9kgFg+8bEvIbv2aLHQDLGQCoRRLdeYFg+Wva5OD+RxxC0WQO4vsESaXpdzTqzLWXX\nneP5lW616jTD4989R8QS4hGLdKE89NLxGcuMA0EDxDuaiHbVAGflogLMjPht3RBpi/g1kzJYCWmF\npbikti0hYsAzVOp4Gz1PtYANjWaCmlITlJvtGUjOafj+joefraRq+pNxLk7lEQNF1+fiZB7PQMSa\nEWAIBC4RtZtaV7PObEtRiZIvezPkSo1HDJ2byOL5hgtlP+DKayzwf75jNz9781Y29TSOdtUAZ3Wg\nAszyiF+1iIRCV+/B28m0wmIvqXdv7ubMaBapSd8INw728My/+Yk5H1ctYKHngeMZil7QHtufjDUU\ns+pUTW9XlMlcianKpXigUlHbxvVnSrQMweV9M+vKlDw29UQZzzqVFMSmnugsZ7bFVqIYM5NmaLTH\nUHJ9jpweel7IAAAgAElEQVQe5YvHLjGedWruS8ZtuqI212zo4v7bdzV8fjXAWV2oAJdZLvFbrNC1\nuzZ1sZfUH7r7ppqyLdsSNsajfOjum+Y9386+7krax/FmwjtLgrTBhckCewdnp4CqUzXpvFMR34gF\noZ4VHY9YOeUQIhZNrSsZsxmeKhC1rMoHykTO5fqB2hREqymjhbx3Xx/P8qUXL/F3Jy4zXZXbtUVI\nJmw29cRwPYPrm1niqwY4qxcV4GVmMULXSLQ/8MQxNvfEZm1aLZbFXlIf3DfIx++7teWrhzv2bOI7\nr11h1j6QoeLE06i7q/pqZWg0G2yQVTbavCDaZcZw3vUNEQveurOvqXVVosY56o4brWO+3zv03m00\nyTiMdp86fonj56cqt9uW8GPXbeae/dtwPcPnj56fNYtNDXDWBirAy8xc5jYvvDHBOx5+tqGY1ou2\n5xsmcg7posv1A8kl2YG/muaOxVw9PDd0hcFUjOm8i+PNWGX6gOP7bG5w2V+PIUgRhESrol7PGCK2\nsLE72lITxXx1x/XM9XsvNOLnjfEcX3rxEn97Yrgm2t22IRE4kN1Sm9t9+3WbATXAWYuoALeJuVIG\n9UKXLjhcmCwEYjFHSqJetEfTZaNu38yqf12sAC93Fca5iRybe+L0JxOcvpymUCVUxsB4xuGGLbNn\nwlVfDUj5WMcE0h2xLexyDnprb2JRufyrMYevTjM8d2a8pn73vtu2k3c9njp+iWMNot137d/GD7+p\nr2ElgxrgrF1UgNvAfHneeqEbnioAsCU1u5kgFI5mjLoXiqIXYrmqMBoNE/XqUg1hFiKMOus72mwL\nSm5tzbZryuM9EH7jndfz4E/fsKj1LeaDqH7ET3X9biJi8YPRDB/54oma8fLbNiT4ubds5e5btjWs\nZFADnPWBCnAbmC/P+7kH3l4jdIag9rW3KsKtz73OMuqWILfZnwwixOl8OYq2rq4poJVUwmI2Beca\nJurWbUoFdcUwminN+jC7VFVqFotYFB0/EGwTlI7du3/rosUXmv8gmm/Ez//4zhsUXY/Jkk++7r4f\n39vPPXNEu2qAs/7Qd7kNLLShVS10obVkNfW513pR2N3fw2imSMQOjLovlx/fqCW3vvRtKaooWvFg\nmG9aRjhM1PVNzWYagFf2ta1/TCjVvgHPM5WfBbh2czfPvzHF4VMjVxW5z/dBNJ/37rkrOZ46fokX\nL07VRLsRS9jQFcES4T/ce/Os51QDnPWLCnAbWMzMtoUueRu18VaiaBNE0alE4yh6MXPd5hPrRpuC\nI9MFDn32efaUPxw2dEUXnJYRDhN9ZTiN5xsc3+CU63ct4MatyVmPkXLeIQiaA5UTglzqUs2Aa/T7\n33H95obeuyXX53+fGeOLxy/x/XOTNc8TamnECta4fePM+68GOAqoAF8VcwlVs6IaPj5Xcim5PjFb\n2Lult6notJUoupXSt2bEuloU0wWHi5MFIIhGz45lcX1DTyyCxGpFsdEG5PBUAc8Y6msFfGDf1iTD\n06WaxyQiFgXHq7Qbh+IbL+dJr9YXuf73H57O89t/8yIP/uRebt+zqXLc+Ykg2v3bE5eZys80TGzp\njbN9QxffOzeJJUGVhusbruQc3n3rBpKJiBrgKBX0o3eRhH+oI+lCjVCFl78P3Xszg6kEU3mHwVRi\n1lic6sdv7U0wkIrTHY8uKjVw6M49OJ4hVwqis1zJrRH8cxM5uuraUecSqmqxroxCt6XiMAZBhD+e\nLTI0muH18RyO71emK3vGYEkwUr3+XNXrnM6XOD8R5H8b9CUA8LVTo7N+t96uCIgwmIrTE7OJ2IIl\nUhlcebW+yI8eGSJiQTxi43iGqGVhi/D4d89Rcn2+fmqEf/v5Y7zvM9/l80fPM5V3sATecX0/D//C\nW/iLX30bvoH+ZJSobWFMEO0OpGKcvJRmMJVQ8VUqaAS8SBaKKhfa0FpKM5eFNo6SMZszoxk835RH\n+sSJ2NJQqJppyKhuoggzAa4x9MVsKAXeCwXXZ2g0Q8nzsS3h2k21xusvvDFBxBa2pBK8fqVxxDpd\ncGf9btduTnL/j2ziuaErnL48jesbNvUEqYz6D55WKbk+r41nScYjuFVddJYEntG/+Ni3ZkW7Yd1u\nuCEKcGk6T193nP5U4CksEuTqL0zmF7WuuVjpkzuUhVEBXiRXa8ay1GOF5hL8w6dGGM+WcL0gMnU8\nnwuTeTZ2R/nIu9486/hm8tfPDV1hIBkru5F5IGADuZLHQCrOuSs5fBOcy/cNrmd4dSTD3f/1CHff\nshUILsvjttBML0Gj3+3Bqt/vakvnQu/dXMllSyrBhcls2RkvCM1nInQPS+COcpfagTdtqqnLDQ1w\nrt3Uw1i2SNyaiXSXemLJcozRUtqPCvAiqRaqdMFhNF2k4Hr0xCIcPjUCMG90slxjhR49MkRvV5Se\neITRdJGS5xOxhIFkvOEfanX+2vV8Lk8XcXyfqCWV9Mq5iRz9yXjZEnImBxxGu5YlWCbwLTAmyNFa\nAj8YzfCJZ88wkIyRiARda8FjG9NMPcBiPTzqvXdDruvv5vvnJ2cd3xOz+ScHdnLXLVsr6Y6QegOc\nXz94XdubWpbyCkrpHCrAiyQUqrFMgbF0qTJRoztm84EnjmGgYSVA+MexXJ1nYaQtIpUqiXCCcSPC\nS/6HnznF2bFs5fahsSy/+mffZUNXFMczuJ7PQCqovLhmIwxPFTDAYCrBZK7Etg1dwYacZ7AswWAo\nOj4RW0gX3IqV5Ewh2WzaUZLVyHvX8YJKhqeOX+KFN2aLb1fE4vqBJL98x5sqt81ngLMcTS3LOZhV\naR8qwIsk/CN78PHvYYB4Obfa2xXl9OU0CGzb0AXMjk6upvqhVRYTaR/cN8jHnj6JVZ6L5htTuRzP\nFFw2JWOMpEtA4MlbdIOqhGQ8uOTuilicGc1QcIKOvSjWTKrBGHIlj4tT+WAHWEIXiNl0R5dOgAtO\n0DSRrfJ0uDCR50svXuKZl4aZrPtAsiTw3QXB8X3OjEzzW58/xvB0gV2buvn1n7hu3veq3e56yz2Y\nVWkPKsDzsNAmx8F9g/R2Rdm1qbvGGMX1/VlGKWF0UtsNlpgV+YYjeurPt9gNl0Yjfa5kHSZzJe5/\n7FtzPk/1bDTH9StmOSXP0J8MfBGyRY/h6UIQTRvDVN7n+dev4HimYiYWPMYvN1lI5T5bBGOCGuKu\nqEU8YjFdNh63BHoTEW7atqGVt6uGw6dG+NTf/4A3JnJsTSX4Jwd2AkGX2utXsng+NQY7lsAdezZz\n9PUJXM+viWod15D1DVP5Ept7Yoxlih3Pt67WCSpKLdLI8m8lc+DAAXP06NG2n6daKKv/B68vJwtr\ncKsjkTAC3juYqtxWbehSf3yu5BKzLbIlr+H5gFlrGcsUKbk+Jc/QE7P51XfsnrMF95Gvvsqnv3k2\naCIANiQi7OjrnvN3Arjxw09jjMG2grpbyr4LAtyyfUMljZGMRzg9Eky0EKHSGhy1BQsoVnn9hoIc\nsSBSLtHyfMO2cgffQq91szz78mU+8uQJbAviEYuC4wctw64fbAxW/S+/oSvKz7/1Gu6+ZRsDqTi/\n8Mf/H5M5Z1ZMbgu8+ZqZD4Tw/fzcA29veX1LxVJsQCpLTkuXbRoBz0GzmxyNIpFUIoKBhtHJh7/w\nUsPc3emRDDv6uhqeD6hZS6bgMpV3A0OeiJB3PP7LV0/zl8+fx0BNhHz41AhPvHCBgVQc1/Nx/MDD\nIF1w6e2KMpYp8ODj36O3K1rzuD39PZweySCmblBpueEhvNx94Y2JmplwIeFAzGpmRvwInm+wCDbo\nLk4VuGEwWRH1xYpJwfGYLjg88vUzgbG75zM8VcDxZmeae2LBdIntG7t43x3XAoEBzuaeGFM5p2a9\nwYdG4yuaTtLJCSrK0qACPAf1mxzTeYexTJHXxnPc/9i3uGNPUItaPdE3FI+wvKtRdLLzSOPcHTBn\ns4SBWjvKqiYHSyx8P4g6z0/kufma3ppNv+oPEqc8scL4QaOECIylSxhg16bumsd98K59lbHuQtCZ\nZgts7Y3X1Nse+uzzc76GvjEVAYtHLCKWBOmIcr784lQeTFCOVvJ8HM/wu++5pSVRCU1xpvNOEKmX\n37ui45EpzvYTTsUj9CdjQZMEgY9GdXda1LawLKlE9KY8b65ewDXfqiwFbRVgEbkL+ARBmeinjTEf\nq7v/IPAF4Gz5pr8yxjzUzjU1S/Umx3TeCcQCiNvCa+MZvvNaUAvbn4xXItx68ViozKs6Ot69OUgJ\nzLWpUi3a4SV0GHSGdo6BQXlt+++5iRy2wKvD0zieqeRgHb88SViCDcRM0a2U0j34+Pd45L1v5T9V\nTbpIlj9ksiWPwVSi8oEyayZc1e9a0+FmDAOpBBcm8hRdv9IpJwiDvYmWyqgq+d0rObb0JvjFAzu5\n7U0b+d8/GOd/fPsNxjOlmuMtqZ6S7BO1LUSEkutz7eaeGq/fRobsG5IxxnOO5luVJadtAiwiNvCH\nwM8A54HvisiTxpiX6w79hjHmnnatY7FUC2W9WISG6OmCy0CqNfGYq0QJgjzvaLpAuuBSdIOa2vfc\neg37d2ysua9CZXTPzE2nhqfL3W7BUMtUPMLJ4XTNGkL7xjDn3BOzuThZQMpjfHIlL4iE7715wRxn\n/Uy44HWCmC1B5YRARIIIOpWI0p/yyBY9siWPuB28nmF5XDOX9V85MczvfPFlLIGeuM3wVJ7f/fLL\nCNJwagWAGCqTjkuuT9QWCm6QC/61n7iu5tidfd28Np6puc22hRsGk2zsjmm+VVlS2hkB3w6cMcYM\nAYjI48B7gHoB7hjzVRYc3DfIfecn+fQ3z5ItBR1Q/T1RUokoFybzWELN0Mdmc4LznfO+85P84eEf\n4Po+cdtiQ3eUJ164wP4dG7nvtu2V+8IBlD7geF5N1BkMbvQ4P5Hnhi0p0vlSw3WE9MRssiUPKedx\nfR/ikWBD7GNPn1yw8uLgvkHe9/Y3Ba+T52FbQipus3NTT6VJwxC0QOdKLlHb5pH37ufRI0MNjXkM\nNKzOyBZdpgsOf/j1H1B0HKYLXsPcbiJqsak7xmi6gFN+e3xgx8YuXN8nW/SYLrhzimh1m3X4Ho+k\nS9z/I7uuymdYURrRTgHeDpyr+vk88LYGx/2oiBwHLgDvN8acqD9ARB4AHgDYtavxOO5WmauV877z\nk4HPwEiadMGlrzta2byayDt0xSKVibvVEymayQku1D763NAVNvVEmc4HEfDl6SDyfvDx73HNhkTN\nJt3IdIGRdJH6kWOhN4MHpPMlRrONGy4giArzjl8W9UB8fYIyM9fzOTuWJ2bncH2fsXSRDzxxjP9U\nnq8WfpBUv067NgUmPSPpEqPpAv3JOJuTUa5kHbqiVk3qAqjpuLtQ7ojbvjFReV1+xxh++E2bmC4E\n3WqXpvKcGp6uGV8UkogEEyT6uqMIgiWJ8usXzJaPRSzEEx557/6a9X/4Cy/VfLhUt1mH73EqEeG5\noSuV9mdFWSo6vQn3ArDLGJMRkZ8D/gbYW3+QMeYx4DEIytCW4sSNqhzGMgX+8PAP2NHXRa4YdEqN\nZ0v0dUWZzLsYDGOZIr1dEUbSpaDawZhKTvCOPZvmrOOd65zVqYvTI+lgB7487w1mRvOcHs2wY2NX\n5bkGyw5qU3mHkXQRx/VnWTqenyrO67WQiNp0xWxKrl++fA/OOZYpUnA8fFOuACiXjE3kHB5+5hQw\nUxZX/TrFI3ZNjfBU3uHazUn+4Odr65nD1yjcvDw/UawY8/R2RfGNwfVdHnn2DP/xF97Cc0NXeOr4\nRY6+NlET8YbVF0G5nLCzr5uJXIlk3CYejROxrZoOverKkLk+CKvbrEOCNc54K6sBjrJUtFOALwA7\nq37eUb6tgjFmuur7L4vIH4lIvzFmrI3rAmaqHEIfh5Ln43rBRlJ9xUC25HHNxgQj0wXyTnCZ3R21\nyJU8hqfy7N3Syx17NvHECxea9tENqU5dlFwfJEgj1OxfATHL4tJUobI5FHaohZtJYclUeHxI1JJK\nF1s9qUSE3f1J7tiziU88e6bmstszgVdpWF4mAkYMQ2PZeSsreruibO6JE7EcvvHBd9ac7/CpEX7j\nf36P6bxbWW9vV4RkPBg6OZoucGEyR9S2iNrCuSs57vrEN2o288Lf0S43iWDAF0hEhN/4qb189MkT\n5B0vGN1kBTnm+nri+T4I5+swUwMcZalppx/wd4G9IrJbRGLAe4Enqw8Qka1SbhkTkdvL6xlv45oq\nhJ62FyeDkTi2JZXNqem8Q6wc9UlZkFKJKBu6o2Vv1zhv2txT4+H73NCVpnx062eEVacuonYgqvVy\naQzlUq3A8AZjKJSbMHoTM6Vr4TDLEBG4ZmNXw8rwnpjFRM7h1cvTfPqbZ+lN2MRsq+LrS91zVVPt\nL1z/OtX/TtV85AsvMVUW3/D5p/IukzmH8xP5ygj3vOMzXQgi8ErFR3nNXVGLZNwmGrHwy6Pn+5Nx\nbti6oSkf5vr1h1R7Fk/lHU6PpDk1PB1cleQdDt25pymvZEVphbZFwMYYV0T+NfC3BGVonzHGnBCR\nXyvf/yngPuDXRcQF8sB7zTK15oU1rAaDRRDBCYGQjGWKDKTiXJws4Jc3kMYyBYanigiB8Uzo+1Bd\n7rWQOcpC7aM3bOnl6GvjzK5ehamihxB8QpX8cBIE5Eo+liWVlEU1ofBaAl5VJQAEta39yTjxiMXr\nV2ZK7K7Z0EVvV5RXh6cpegbfn2nE8A1c399NX0+8EiXWv07zefKen2jsh+vVh/tVpOI2+VLQieeb\nIGIeTZcYTMVrSgDD8zXTnLCQj4KU12GMASOV17EVAxxNVSjN0NYcsDHmy8CX6277VNX3nwQ+2c41\nzMXBfYMk4zYFx5+p9+yKMZELCvpHpgt45UkPtvhcKW9miQQpiWzZRHwgGaXk+uzs6+bsWGbW5s3u\n/mTNOedzyTp05x6+89p4pcqhHtsC19QOpiy6fmVMT0WDy/688agdlMxZQsK22DMQrCVslU5Ey+Vn\nzPg8hPXOm5IxRspWlKE/QzJm86G7bwIopxKylbXYFg032qpZzCdrutxMESHwEB5MdWGJVHLM85WE\nLWZkVGjfuXXDTL69mfRE/Xk1VaE0Q6c34TpC+IeZKQblV2HUB8Ef+UTeoeQZElGbVCLCRM6hrzvK\neLaEU5dPHc047NhgNSxfGs2U+Ke3b6o5fr4I7eC+QfYOJHntSg6DqamrLSdqaiJdY4ImjGQ8QtH1\niUeELal4paKgPxnj/GQeS6RmYkNoFjSaDjbpouWqjjAvezldIBWP0B2zcfxgHbYlxMqX7cfPTzKd\nn6m5FcD34X13XMuDP31DzUbbzr5u/sWP7+aHr619HVrFNRD+BtU55ke++ioPPv49siWvxhNjIRGc\n64Nwrlbx8xM5fvc9tzRlgKNevUqzrDsBrnUjC8QqGBVjiJQNcbakZszGR9NFiq7PSLrIXMmRK3mX\n54auMJiKMZENTF8gyOk+/dJwTf3oQpemH7r7psr63riSK1/+Cn3dUUbSxZrzhsY2U/ngA2JzT4xs\nyWNv2VchEKVASHurRCViBWN6S17gcuZWibrrGaIibO6J4fhmlmnQo0eGOHFxiogtwfOEj/N9Pv3N\ns5WmkagtbEhEuDSV57f/+kV+5qatM80ZLWCV0x8GKq1/49ki2aLH/t/5W6YLLpYEr3Xe8fjEs2cA\nanLy0PzIqPmi3GZ9fleCV6+mQFYH606A66MTEWF4qsDwdJHbdvUxmSsRj1icvpymULZhBOYcHBm1\ngjTAuYnczCZWJPC/9f1gFE84IePhZ07x6kiGqB1EqvVRWfhHky06lUjbEmHrhqBbbDxbqkTAMTuY\nNeaVN+3C+tx6wg+cRmZB0+VIPyT8XXdv7iZT8rCFyly30Lv3tfEcnm+I1G3fWuXUzKNHhrCtIKrO\nlT0apvIOf/7t11t+r8Lf3zOmnL82jGUKjKRLDCRjlTpp3wQReMS2KLkzIpyIzHg0Q3MiuFCefily\nzO1GUyCrh3U3FTncAU8XHIZGM5WutlQiwuceeDsDySAqDqPY+eI1WwJPBd+YwC9iMl/pKAv/i9rC\nR77wEoc++zwnh9PBjDTX5+JUIYg2y7vo1VOSk/FIUArmGzxjgjHsxgT/ymty/GAqhW9MZSR7Iw7u\nG+S+27Yzmi7y8qVpXhvPkXdcBpLxWRt3hqBrLFN0ScZsLkwGa8QYip6h6PpEhHLUTM3gSs83dEct\nhkbTjE4XOTWc5ux4jis5p7LJlopH2L+9l+5osF4BBpKxed+vm7b18qbN3YFJTjn3O5CMMZBK1JTe\necaUX69gLTbBFcDrV3K8eGGKV4enGc8WFxTB6tfr5HCa0XSR+27b3pJwLTSlut1otcbqYd1FwGGv\n/3jGQSSwQ3R8Q7rgcvjUCCKC7883KGeGUFj6e6JE7MBQ3DZ+ZRy5j6HbsjhXtftvCPKZEd9webqA\nJfDaeI4TF6fojtnkS4axTKkiLr5vmMgFBurVV+++CcQSE2yAHfrs8yTjNjeUa5KrndpGM0V6qqoJ\niq5hovx8Fsxq4LicLpJKRDHGUDKmJvUiIgymYlxOF3F8g+PP1GxkS15l06wR2ZLLixemGUzFABfH\nN7MmUdRjjKmZuJEpevR1BxFtmJ4IjgvSIJRft/pMR9EzXJoqcv+PzN9JWW3fuascAYft4M2K8HKM\nJJqPlZACUZpj3RmyHz41wqHPPo9vTGUqg49hc0+M3f1JTlycYrrQ2NSlEREBsYLRPWGLbGhGs6Er\nykimsRfD3IN4ZrO1N85opoQlgSFQtQcFlEfnVBmmewY2dgWm62dGMjjlxgqY6R6LR4J893w0auyI\nWML2jV1zjpJvhnjEYtuGRMUnon5js5r+cltwX3eU/mScMyMZXN+wfWMXBcfjcjkvXu1ZHLWo+EDU\n0xW12JyMz5kXbWSwvxLM11thLfwOq5iWDNnXXQoiLD+L2RZeuZD/mg1d9CfjnJ/ILShKUPsKuybY\nuKr2J4jYgg9M5EoNHwOtlWSlC4HT2FwzKoPLbiqtwwCTeZeXL01TdP1ZkbPrm5r89lzUN3ZAcHl/\nafLqIqmS65eHeSaILjB4c+9gih19XQykgqkZWzcELcKX0wUGUnE2dUcrdbu2JfR1R5iv/zrv+DV5\n0TA/HzJfk8ZqodMpEKV51p0AQ9Dw0Ns1Y6ozlikyni2SjEcaNjTUYzeY9FBN6LtbHYVdzXVGaE3p\nV11mz0X98uc6r9dkmqUeQ9AIshSkElG2VflbNKJeEFOJKNs3JjAmqP64cWsvf/orP8LZj72LP3nf\nASKWNes9lLrv58uL7uzrZixTZGg0w6nhaYZGM4xlFs4drySa7QhUOs+6ywFDY8vBy9NFJrPzWzeG\nuE2I9FIiAu9+y1a+cOzSnNUYjVjmZS6IXe7Ii1jUmBjNhdC4oiBiW9y2q6/h5bShtuMvvC2kesOy\nUWTbbD33SkfHFa0O1mUEHFoOVnsfCJB3V5hilYlawu7+ZHlM+tJQThsvinmKLuYlGrHojdtcN5Bk\nquy3EVZENMLQ+HJ6Ou8wkS3yjoef5f7HvlVJIzx6ZIiIJcQidsN0jS2wpXfG5axRadhzQ1fYkAiu\nhIpuUFmxoWxHGTaY1J9XURbLuoyAG1kOvnhhqoMrmp+84/PIs2caticvFkuCyLrV50zFbaK2BPac\nZv7UyoZE0KEXzlS7dlM3H7r7plmWkPNRX1GQjEcqZXgbu6KcHctw6LPPk0pEmMw5+MYQtSxitoXr\nz3QT7tuaYjQT2F5WR9/1edHQ3zgYWxRs7KULLicuTmltrbLkrEsBrp/3NpYpLvygDmJoT9rDW4Sg\nZ4seyUQk8J9w/Tm7Ay2BqbpqkrPjOb7w/fM8emSIF96YQAS2VH0IzkX15fT9j32LkudX3rvxctoo\nVx6JZAjqsiNWYGkp4tMVtXn6N+9saox7aAlabcPpS1BTPJBaWe3F2u22+lmXAhx2O42mC5U/4PXG\nfB3BjcrPQnwgV/ICC08JxhcFkSak4oGh0fnJwqz8c8QSXN/nr79/ia29cbzyZuIbLZazVde4jmWK\nWAhiUfEldn2Da4JGDFMu44iVcybN5EWDlmZqXOAg+HklVUdot9vaYF0JcPUYnVzJI1cuOYvbQcfa\nfBtC64nqV6FahELCaNwz4LlBedym7ig3bu2dU5CqKxOGpxd/xVF99RIa0xsz42Hsl13hCo6PJbCx\nK8rewVTTz3/Dlt4GrnZRciVv3qnVy40a/qwN1s0m3OFTI7z/iWM8//oVxjKloCusTNGbvxlgPbNQ\nn44QXK6nCy6nR9Jzev42qileiEbp4epNubCW2xgYSMVJxiP45WaUeESwLWGq4HLHnuYrGA7duYdY\nxGbrhgQ3bkmxdUOCWCRwWVtJtbVroV5ZWUcC/LGnTzKZmzG5Ubmdn/pW1rkI89OOH8yFW8rX9YYt\nsyPX6hrXrmjgD7E5GSUZjzCVd7Al6EIMq1sGkjGeG7rS9DnnqqF98KdvWFG1tQtNV1FWB+smBXF2\nPBdMhqDxZbVSy85N3eTLUzGaZSlfU0vg7lu2NryvOpdbvbFmgB19XfR2zRj8VA/UbJa5csUrqbZ2\nIdc2ZXWwbgQ4RMW3OdIFpyXxXUosgQ1drY2CNwRNFvU+GYuJCldDdUGnDX+UpWHdCPCe/h5Oj2SC\nnXLN9y7IxcmZXG4rxkGtHDsXvoGJXJBTno/6SgDX8xlJB1Utm3tmz4urf2wjkV1N1QUrKSJXFse6\nEeAP3rWPDzxxjHTBxdUM8II4dbPgK4MqF3jcfPfXX31YAv09sTkd46Zy85cI1lcChI012aJHxJp7\nXlwjkf3AE8fY3BPj7HiuUp8sMdHqAqWtrBsBBuhPxpnMOSq/C2BL4Lfglm0s61M2O/u6uDCRx9QJ\n6nz1wzBbfLuiNl2xCNBYaBfq0js3kauZ2hGzLXpidqXzbi7qhdsrey6niy6e72OJVIaT9nZFtbpA\nadMeIIQAABCSSURBVBvrogoijHgm8+uz6aJVjAlSNqG/cDUxW5jIFfGZLczVpWaNvCaE4H+4Td1R\nbAl8jUOha7iO8te5PBhS8UgwtaPchFHyfEYyJUquz+XpAt87N8H7nzi2oOXkaLoYbND6hnjERkSw\nkEqHpFYXKO1iXUTAYcQznnEX70CzjjDlCoRXLqdniWzJMw3bostDmyvHRywhUm6OcP2gHfjmazZU\nmijCgacFd27/ZUvgwO99hclcCUsEQ9D99v4njvHx+26lMkyg/KW6xNAWwfgwmXP42NMna9IH9Q5r\n4XDSmG0xkIpzcbIAGEpe5+t9lbXNuoiAw4gnnLOmzI8xgSvYlt44PTGbSJW1mCWNbS7DEUrhocHM\nOg+/aohodeSZSkTZM5Dkpq29dMfs2U9IMFRzOlfC9QPhx1AjqpmSx/aNCSJ2MLgzJPT8tSzBkqAE\nsZp6hzVbgrrh/mS8YhRviWCJdLzeV1nbrIsIOIx4YrZF1lt44oUSfGht7onTn0wwNJrBLXcOzlfC\n5xvoidkUHA/PBGOBLPHpTUTYu6UXgNfGM0znZ9p8e7siRCxhU3eUybxTEXeLQERDU/tg1JIhYlsY\n33B2PMdtu/oYSRfYM5AE4KULU5U0SMHxkPLmYaSupa6+hGt3f0+NU5ptCYO9KrxK+1kXAhwWrc8z\nqUapYzxTxPV8BlKJYCx9OfJdqI46GY/UjHWyLSFd9CrtwPVm5yPpEt1Ri2s2drO9nGc9NTxdub+a\n+vPWNyNYMmMyZKqO39Zg8nJ9CVczTmmKstSsCwE+uG+Q+85P8l++drrTS1k15B2fglMMhNif2RBr\nNEU5xJJgpL1tSSXV45V9e8N24IHykM0Zo5sIuZLHeLZYiYw93+ADiaiNLTPz9kQCq0nfwN6BnlmR\nbDwSRN9hFBymRFKJhduqtaZW6QTrQoAhyGlqB1xrBD4PVCJLiyCi9bzAd9cCopHARc43gX/EVN6p\nsbo0BDnb0yNpElGbeMSiur0iHrHIFl1G0qVKZOxL4FUctYX+ZIzzE/nK+QXo647ywbv2AbXC+Y6H\nn8UWGMuUKgLfn4yRKTY/5VpRlpN1I8ALdVUpjTGAZQlRERzfp+QbYpEgcs0WXUqeIRmP8FP7Bhie\nLvHc0Hjt48vNG9miS39PjDOjWWwRbAk6Ei9MFojaUhMZJyI2sYhUJj3vHUwiImSK7rzpgTDXH+aE\nYWYcu6KsRNaNAF+Zo9tKaQJj8AiiUksCQRzPFstRb4QbtvTynh/awcF9g1z/21/G9U1NtZ8BXM8g\nYRK+ukjYBOVj9SOijDFM5R2+8cF3Nr3MtW5Qsxo8KpTWWBdlaDB33lJZGMefqbH1DZwZyTCaLuEb\nQ8HxK34Jh0+NYFuCXZ43V/schpPDaSAQZ883RCxh+8YEtiVLYq24lsexh81EI+lCjUeFDgZd3ayb\nCFhZOsJW32i5+6zaLyE0PYpYQUlXqSzcoR4H+2mGHX1d5UkTLnv6e8iWvCWJXNfqZppOwFibrJsI\nWFlahMCIPRwFFPolfPCuffTEbUquXxFfKHfGlbs0XN8wMl2odJl98K593HfbdkbTRU4OpxlNF7nv\ntu01nr/rfRy8TsBYm6ybCDgi4GoVRNNU6n6pmxFX/hrelnc8hkYzpBIRdvcHm1+mbqBlSNCa7OH6\nwRiowVSiEuU+8cIFBlJxdpUj4CdeuMD+HRsBVo09ZDupb58G9ahYC6ybCFjFtzVEIFr3f0fYUFad\n343aQRpiNFPijj2bePiZU+Qcn6htUdXBXPGPsCyLeMTi9ms38bkH3s7BfYM8emQIx/MYnirwyuU0\nw1MFHM/j0SNDNZfeIsHXqC08emSoza/AyqK+fVo9KtYG6yYCVpqnvydaNqLx6I4FFo+TeReDIWFb\neL7B8Xwi1szstd7yBIuhsWy5nleIWDMTKgzg+T6+Cep4D925p7Kr/+2z4xgDtlW2wfQNY+kSjhfU\nDtfPp1uPl946AWNtogK8jmmUXrAkMDb/4F37Kpf+XVEb2y5yJevQFbVIF72mZq/ZlhBjRoRFhL0D\nPZUmivD5w1ph1wch8HvwxVByffYOpvTSu8xa3WBcz7Q1BSEid4nIKyJyRkQ+1OB+EZFHyvcfF5Hb\n2rkepZb6rIwIbO4JOsfqS7qu3Zzk0f/jhzn6kX/Abbv6KlaTIaEo7t7cjW/A9w3GBCVnEUvYtyXJ\nK793N0//5p2VtEOYWrAsqeSWPWNqHNT00ltZy7QtAhYRG/hD4GeA88B3ReRJY8zLVYfdDewt/3sb\n8Mflr0vKv3n8haV+yjVHEP0KV3IOewfjwNwR10IND+9/4hiZootXNkrfGI/yobtvqnmOcxO5Smoh\nEbEoumUPCBO4l6USUXb3J/XSW1nTtDMFcTtwxhg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      "text/plain": [
       "<matplotlib.figure.Figure at 0x63fb218e19e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Scatterplot of budget vs revenue\n",
    "sns.lmplot(x=\"budget\", y=\"revenue\", data=movies_with_revenue)\n",
    "# sns.lmplot(x=\"budget\", y=\"revenue\", data=movies_with_revenue, scatter_kws={\"s\": 2})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-10-26T07:48:03.849518Z",
     "start_time": "2017-10-26T07:48:03.237934Z"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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IgzRd8PZ2t3FstMjLI8Vpz5dDZ6wUkjFj3Yp83eE7tYOcAU5NRBV8N6xuZ+WU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\nioikTMErIpKy/w9+kLUOZyFJTAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x63fb215bacc0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Same scale on both axes\n",
    "sns.lmplot(x=\"budget\", y=\"revenue\", data=movies_with_revenue)\n",
    "plt.xlim(0, max(movies_with_revenue['budget'].max(), movies_with_revenue['revenue'].max()))\n",
    "plt.ylim(0, max(movies_with_revenue['budget'].max(), movies_with_revenue['revenue'].max()))\n",
    "plt.gca().set_aspect('equal', adjustable='box')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-10-26T07:48:04.400380Z",
     "start_time": "2017-10-26T07:48:03.851744Z"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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f8qcqWbEkGz+yr384rxF8IjJjpfZD/gZwTVHf4Dlt3ap2boPRgSPL1ctCRMqg1ED+F+AW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\nAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x63fb205033c8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "scaled_values = movies_with_revenue[['budget', 'revenue']].apply(lambda x: x / 1000000)\n",
    "\n",
    "sns.lmplot(x='budget', y='revenue', data=scaled_values)\n",
    "plt.xlim(0, max(scaled_values['budget'] + scaled_values['revenue']))\n",
    "plt.ylim(0, max(scaled_values['budget'] + scaled_values['revenue']))\n",
    "plt.gca().set_aspect('equal', adjustable='box')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-10-26T07:48:04.619719Z",
     "start_time": "2017-10-26T07:48:04.402812Z"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x63fb35b9fc18>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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C987M/Itq8xMRcW5m7omIc4GZJsJuYE3Tw1dX23QSO/ePcebS4aO2dUN/az/NydCt70Gd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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x63fb35b9fd68>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "scaled_values = movies_with_revenue[['budget', 'revenue']].sample(n=50).apply(lambda x: x / 1000000)\n",
    "\n",
    "sns.lmplot(x='budget', y='revenue', data=scaled_values, fit_reg=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-10-26T07:48:04.797225Z",
     "start_time": "2017-10-26T07:48:04.623571Z"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x63fb1db40630>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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WMwQkqcUMAUlqMUNAklrMEJCkFjMEJKnFDAFJajFDQJJazBCQpBbr5R7D9wFXAa9V1UVN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\nQ6TyGxsDECcAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x63fb204695c0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "scaled_values = movies_with_revenue[['title', 'budget', 'revenue']].sort_values('revenue', ascending=False)[:25]\n",
    "scaled_values['budget'] = scaled_values['budget'].apply(lambda x: x / 1000000)\n",
    "scaled_values['revenue'] = scaled_values['revenue'].apply(lambda x: x / 1000000)\n",
    "# scaled_values.head()\n",
    "sns.boxplot(data=scaled_values[['revenue']])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-10-26T07:48:05.048233Z",
     "start_time": "2017-10-26T07:48:04.799493Z"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x63fb1db2c5c0>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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A31I7C46IOPdYf6Gk0dTurDZ3sC0i9pP6lCPiCUmbgbOojbaYUth8SmobVkQsB5ZD7V4Q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\nQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x63fb1db2c390>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lmplot(x='budget', y='revenue', data=scaled_values, fit_reg=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-10-26T07:48:05.259771Z",
     "start_time": "2017-10-26T07:48:05.050571Z"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x63fb1db9ac18>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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qnEEvSY0z6CWpcQa9JDXOoJekxhn0ktS43r+muHX79+9n0Us/Zem+k/5mB0n6hUUvHWL/\n/qNTd1wgnNFLUuOc0XdWrFjBT44s5vCb3j7sUiQtcEv3fZsVK84ddhm9OaOXpMYZ9JLUOINekhpn\n0EtS4/o8M/b8JPckeSTJniSbuvY3JtmR5Ifd1zcMjLkpyXiSR5O8bT4vQJJ0an1m9EeBj1fVxcBb\ngRuTXAz8CfDdqloDfLd7T3fueuASYB3wueMPC5ckvfKmDPqqOlBVD3THLwB7gRXAdcDWrttW4F3d\n8XXA7VV1pKqeAMaBy+e6cElSP9PaR59kFXAZcB9wblUd6E79BDi+qXQFcO/AsKe6tgVv0UvPemes\nfsUZP3segJfPet2QK9FCsuilZ/ll5C18vYM+ydnAduCjVfV8kl+cq6pKUtP5xkk2ABsAVq5cOZ2h\n82L16tXDLkEL0Pj4CwCsvvD0+UOtV8K5p1Vm9Ar6JEuYCPnbquprXfPTSZZX1YEky4Fnuvb9wPkD\nw8/r2n5FVW0BtgCMjo5O64fEfNi4ceOwS9ACtGnTJgBuvfXWIVcizVyfXTcBvgjsrarPDJy6A1jf\nHa8HvjHQfn2SM5NcAKwB7p+7kiVJ09FnRn8F8H7g4SS7u7ZPAP8R2Jbkw8CPgPcAVNWeJNuAR5jY\nsXNjVR2b88olSb1MGfRVtRPIJKd/a5IxtwC3zKIuSdIc8c5YSWqcQS9JjTPoJalxBr0kNc4nTOkf\n2bx5M+Pj48MuY0E4/t/h+H76V7vVq1d7z8lpyKCXTmHp0qXDLkGaNYNe/4gzNqktrtFLUuMMeklq\nnEEvSY0z6CWpcQa9JDXOoJekxhn0ktQ4g16SGpeqoT/FjyQHmXh4ibQQnQP8/bCLkE7in1TVyFSd\nFkTQSwtZkrGqGh12HdJMuXQjSY0z6CWpcQa9NLUtwy5Amg3X6CWpcc7oJalxBr2almRVkh/MYvyT\nSc6Z4dh3Jbl4pt9bmisGvTR/3gUY9Bo6g16vBouT3JZkb5K/SvKawZl6ktEkf9MdL0vynSR7kvwn\nIMc/JMm/S/Jokp1JvpLkD7v2X09yV5JdSf5nkjcl+U3gncCnkuxO8uuv/GVLEwx6vRr8U+BzVfXP\ngOeBf3OKvv8e2FlVlwBfB1YCJPnnwO8CbwZ+Gxi8gWoLsLGq3gL8Yfe9/hdwB/BHVbW2qh6b42uS\nevOZsXo1+HFV/W13/F+Bj5yi71XAuwGq6q+T/EPXfgXwjar6GfCzJN8ESHI28JvAf0t+Mfk/c47r\nl2bFoNerwYl7iAs4yi//RnvWLD77DOC5qlo7i8+Q5pVLN3o1WJnkX3TH/xrYCTwJvKVr+92Bvv+j\n60OS3wbe0LX/LfCvkpzVzeLfAVBVzwNPJPm9bkySvLkb8wLw2nm5ImkaDHq9GjwK3JhkLxPB/Xng\nZuDWJGPAsYG+NwNXJdnDxBLO/wWoqv/NxJr7Q8CdwMPAT7sx7wM+nORBYA9wXdd+O/BHSf6P/xir\nYfLOWKmnJGdX1YtJXsPEzH9DVT0w7LqkqbhGL/W3pbsB6ixgqyGv04UzeklqnGv0ktQ4g16SGmfQ\nS1LjDHpJapxBL0mNM+glqXH/H8x5O6KxLFdGAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x63fb1dada588>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "scaled_values = movies_with_revenue[['title', 'budget', 'revenue']].sort_values('budget', ascending=False)[:50]\n",
    "scaled_values['budget'] = scaled_values['budget'].apply(lambda x: x / 1000000)\n",
    "scaled_values['revenue'] = scaled_values['revenue'].apply(lambda x: x / 1000000)\n",
    "# scaled_values.head()\n",
    "sns.boxplot(data=scaled_values[['budget']])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-10-26T07:48:05.590852Z",
     "start_time": "2017-10-26T07:48:05.262144Z"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x63fb1d9c67b8>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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V9Wd0P7k7nQMx3jreT9uJft46PsCLb3dSEg4RCYc4p6aM5Q1VJJIpLbUuRSmn\nQDCzG4EHgDDwNXe/f9R+C/bfDESB33f3l8c71szqgX8FWoH9wMfcvXv6X2l8e4728aUfvsnNl5zL\nhy9tnu2PkyJTXVbCtec1wqiup2zdON964QB9wwmO9Q5xsDvK2x0D7NjfxfNvdQJQW1nKogXllEfC\nnByM09E/TN9Q4tTxFaVhqstKSKRSDCdSRPcnAfiX5/fzgQvO4YMXLuJ95zdRU156xmeLFMKEgWBm\nYeArwA3AYWC7mW12910ZxW4CVgePjcCDwMYJjr0PeNbd7zez+4LXfzJzX+1Mnf3DfP7bO6kpL+Uv\nNl2syxHllGytFDOjpryUmvJSVgdjDolUine6B9nfGaU7GuPkUIKB4QQXLa6hvirC8oYqzjunmvPO\nqaa5ppwntx869X490RgHOqOk3PnRG8f5/s53KAkZV65s4KpVDVy0uIbzz11AU3XZjLUghhNJHvrJ\nPrqjsXR9B9NXby2rr6Q0HKKqrIS6ylKaaytYvLCc5toKFi2Yuc+XuSWXFsIGoM3d9wGY2ZPAJiAz\nEDYBj3n6GtYXzKzWzJpJ//U/1rGbgPcHxz8K/IRZCoT23kG+uvVtnnjxIEOJJA/+7nt1tYlMSUko\nxLKGqjNuqJTLQHFtZYTayvSY1XtaajnUFWV3ex+7j57kubaOU+VCBvVVZdSUl1ARCVMZCVMRKaGy\nNExlWfp1ZaSEitIw5aVhwiEwjMF4koHhBB39MQ51RTnYFeVY39Bp4yMGlJWGaDveTzyZYmD43W6x\nzM8/Z0E5zbXlLF5YQXMQFAvKSygvDVNeEqIikv7skBnhkBEyMp4b4dDpr0MhI2xBuWDbWIx0mcz3\nzfycQv8hl3mp/shTz9jnwfaU+7v/Evybevf1yLkIZ54nS18Qkfkd3Z140gkH52Q25RIIS4BDGa8P\nk24FTFRmyQTHLnL39uD5UWBRjnWetL95+k2+t/MImy5bzKfev4rzztE16fNBPuePTPazQmYsb6hi\neUMVN158LoOxJO0nBzl+Mt3t1D8cZyieIp5M0dkfI5YcIpZIEUumiCVSpNwZip85T6MkZFRGwtRX\nRVhcW85Fi2uoq4pQXxmhrirCgvKSM36Mh+JJegfj6Uc0Ts/I88EYBzuj9A7GSRTRrVPNCMLFCAVh\nCODBz3JmAPqoJ87YP+bpbX7atkJN0xr5jsCpc//of93A+9Y0zernFsWgsru7mWU99WZ2F3BX8LLf\nzPZM9XO9s9hrAAADc0lEQVS+GDymoBHomLDU/KXzMzGdo/Hp/Iyv8f1/Oa3zszyXQrkEwhGgJeP1\n0mBbLmVKxzn2mJk1u3t70L10PNuHu/vDwMM51HPWmNmOXGb5zVc6PxPTORqfzs/48nV+chk52g6s\nNrMVZhYBbgU2jyqzGfi4pV0J9AbdQeMduxm4M3h+J/D9aX4XERGZhglbCO6eMLN7gadJXzr6iLu/\nbmZ3B/sfAraQvuS0jfRlp58Y79jgre8HnjKzTwIHgI/N6DcTEZFJmVOL2xWKmd0VdF1JFjo/E9M5\nGp/Oz/jydX4UCCIiAszzO6aJiMi7FAgTMLMbzWyPmbUFM6rnHTN7xMyOm9lrGdvqzewZM9sb/FuX\nse9Pg/O1x8x+szC1zh8zazGzH5vZLjN73cw+G2zXOQLMrNzMXjSzXwXn538G23V+MphZ2Mx+aWY/\nCF7n/fwoEMaRsfTGTcBa4DYzW1vYWhXEN4AbR20bWXpkNfBs8Jrg/NwKXBQc84/BeTybJYDPu/ta\n4ErgnuA86BylDQPXu/t7gMuAG4OrEXV+TvdZYHfG67yfHwXC+E4t2+HuMWBk6Y15xd23Al2jNm8i\nveQIwb8fydj+pLsPu/vbpK8825CXihaIu7ePLObo7n2k/0+9BJ0jID3x1N37g5elwcPR+TnFzJYC\nHwK+lrE57+dHgTC+sZbkkLGXHpnX58zMWoF1wDZ0jk4JukN2kp6A+oy76/yc7kvAHwOZ65Hk/fwo\nEGTagkUN5/3lamZWDXwH+Jy7n8zcN9/Pkbsn3f0y0qsVbDCzi0ftn7fnx8w+DBx395fGKpOv86NA\nGF8uy3bMV8eCJUcYtfTIvDxnZlZKOgy+5e7fDTbrHI3i7j3Aj0n3fev8pF0D/JaZ7SfdLX29mX2T\nApwfBcL4clm2Y74aa+mRzcCtZlZmZitI3yPjxQLUL28svVbx14Hd7v53Gbt0jgAzazKz2uB5Ben7\no7yBzg8A7v6n7r7U3VtJ/8b8yN1/jwKcn6JY7bRYTbD0xrxhZk+QvndFo5kdBv6cMZYeCZY1eYr0\nPS8SwD3unixIxfPnGuAO4NWgnxzgz9A5GtEMPBpcCRMCnnL3H5jZ8+j8jCfv//1oprKIiADqMhIR\nkYACQUREAAWCiIgEFAgiIgIoEEREJKBAEBERQIEgIiIBBYKIiADw/wGOiX/IMKdQIgAAAABJRU5E\nrkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x63fb1db11908>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Suppose we want to have an idea of what sort of distribution budgets have in our movie dataset\n",
    "sns.distplot(movies_with_revenue[['budget']].apply(lambda x: x / 1000000))\n",
    "# plt.xlim(0, max(movies_with_revenue['budget'].apply(lambda x: x / 1000000)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Matplotlib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-10-26T07:48:05.854119Z",
     "start_time": "2017-10-26T07:48:05.593439Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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tC+P45p6p7X6Kd3AQhvf1YXhfH35/7gCqamrZdewkG4wmrvc2pPLm2hScHYVx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      "text/plain": [
       "<matplotlib.figure.Figure at 0x63fb1d7a8f60>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Prepare data by sorting and splitting into two separate entities per axii\n",
    "budgets = movies_with_revenue['budget'].apply(lambda x: x / 1000000).tolist()\n",
    "revenues = movies_with_revenue['revenue'].apply(lambda x: x / 1000000).tolist()\n",
    "\n",
    "# Monstrosity to be seen later.\n",
    "#budgets, revenues = zip(*sorted(zip(movies_with_revenue['budget'].apply(lambda x: x / 1000000).tolist(), movies_with_revenue['revenue'].apply(lambda x: x / 1000000).tolist()), key=lambda budget: budget[0], reverse=True))\n",
    "\n",
    "\n",
    "plt.axis([0, max(budgets), 0, max(revenues)])\n",
    "plt.plot(budgets, revenues)\n",
    "plt.xlabel('Budgets')\n",
    "plt.ylabel('Revenues')\n",
    "plt.title('Revenues vs Budgets')\n",
    "plt.draw()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-10-26T07:48:06.142307Z",
     "start_time": "2017-10-26T07:48:05.857405Z"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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55tEhee8i09X+01Z/r9CdZ5EpQOpptohTnppBvckUG6XGGrXT1I46//5PtmSW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\nNOgXXldZ56VoD6qsWkK9brZ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      "text/plain": [
       "<matplotlib.figure.Figure at 0x63fb1d8b4da0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.axis([0, max(budgets), 0, max(revenues)])\n",
    "plt.scatter(budgets, revenues)\n",
    "# We can make this more readable by shrinking down the sizes\n",
    "#plt.scatter(budgets, revenues, s=2)\n",
    "plt.xlabel('Budgets')\n",
    "plt.ylabel('Revenues')\n",
    "plt.title('Revenues vs Budgets')\n",
    "#plt.gca().set_aspect('equal', adjustable='box')\n",
    "plt.draw()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Revenue by Genre\n",
    "\n",
    "Let's try to correlate genres and revenues! As each movie has multiple genre, we'll take the simple approach of duplicating the movie for each genre it exists in."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-10-26T07:48:06.150873Z",
     "start_time": "2017-10-26T07:48:06.144905Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"name\": \"Fantasy\"}, {\"id\": 878, \"name\": \"Science Fiction\"}]']"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(movies_with_revenue['genres'][:1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-10-26T07:48:06.258161Z",
     "start_time": "2017-10-26T07:48:06.153526Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Action', 'Adventure', 'Fantasy', 'Science Fiction'}"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import json\n",
    "\n",
    "def genres_to_sets(json_string):\n",
    "    input_list = json.loads(json_string)\n",
    "    return {genre['name'] for genre in input_list}\n",
    "\n",
    "genres_to_sets(movies_with_revenue['genres'][19995])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-10-26T07:48:06.572552Z",
     "start_time": "2017-10-26T07:48:06.262972Z"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Index</th>\n",
       "      <th>title</th>\n",
       "      <th>genre</th>\n",
       "      <th>budget</th>\n",
       "      <th>revenue</th>\n",
       "      <th>ROI</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>19995</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>Science Fiction</td>\n",
       "      <td>237.0</td>\n",
       "      <td>2787.965087</td>\n",
       "      <td>10.763566</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>19995</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>Adventure</td>\n",
       "      <td>237.0</td>\n",
       "      <td>2787.965087</td>\n",
       "      <td>10.763566</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>19995</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>Action</td>\n",
       "      <td>237.0</td>\n",
       "      <td>2787.965087</td>\n",
       "      <td>10.763566</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>19995</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>Fantasy</td>\n",
       "      <td>237.0</td>\n",
       "      <td>2787.965087</td>\n",
       "      <td>10.763566</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>285</td>\n",
       "      <td>Pirates of the Caribbean: At World's End</td>\n",
       "      <td>Adventure</td>\n",
       "      <td>300.0</td>\n",
       "      <td>961.000000</td>\n",
       "      <td>2.203333</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Index                                     title            genre  budget  \\\n",
       "0  19995                                    Avatar  Science Fiction   237.0   \n",
       "1  19995                                    Avatar        Adventure   237.0   \n",
       "2  19995                                    Avatar           Action   237.0   \n",
       "3  19995                                    Avatar          Fantasy   237.0   \n",
       "4    285  Pirates of the Caribbean: At World's End        Adventure   300.0   \n",
       "\n",
       "       revenue        ROI  \n",
       "0  2787.965087  10.763566  \n",
       "1  2787.965087  10.763566  \n",
       "2  2787.965087  10.763566  \n",
       "3  2787.965087  10.763566  \n",
       "4   961.000000   2.203333  "
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies_by_genre = []\n",
    "\n",
    "for row in movies_with_revenue[['title', 'genres', 'budget', 'revenue', 'ROI']].itertuples():\n",
    "    for genre in genres_to_sets(row.genres):\n",
    "        movies_by_genre.append(row._asdict())\n",
    "        movies_by_genre[-1]['genres'] = genre\n",
    "        movies_by_genre[-1]['budget'] /= 1000000\n",
    "        movies_by_genre[-1]['revenue'] /= 1000000\n",
    "        \n",
    "movies_by_genre = pd.DataFrame(movies_by_genre)\n",
    "movies_by_genre.rename(columns={'genres': 'genre'}, inplace=True)\n",
    "movies_by_genre.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-10-26T07:48:07.162149Z",
     "start_time": "2017-10-26T07:48:06.574982Z"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x63fb1d0086a0>"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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6riMtrfeWNy0tTewC51JIfb95PSeiVMAC0xDEz22WMte5uLg4Nl3I5XKhuLhYcUb2iN6s\nDBSTs0gtpJIsUh/ESBZN0+Dz+eByueDz+UQtcC6R1Peb13MiSgVKnpB//OMfo6ysDHfccQceffRR\nXLhwASdPnsTixYvh8/mwePFinDp1Kvbz69atQ0lJCRYsWIDt27erSLlfUgstuq7D7XYD6B0hkfIF\nVlRUZIo5MuRsUj/fkknc3lnqg5hkEs9zoPfepbCwUMw9i3QS329ez4koFdheYGpvb8dPfvIT/Nd/\n/RfefvtthMNhBAIBrF+/HjNnzkQwGMTMmTOxfv16AEBzczMCgQACgQBee+01PPPMMwiHw3an3S9d\n102xlC8xTdOQnZ0NAMjOzhbzBVZeXm4aGSovL1ecEVlJaiFVsurqauzduxcbNmxQnYqtJD6ISSZ1\nG3NN07BmzRox9yzSSX2/eT0nItWUdDCFw2GcP38e3d3dOH/+PLKyslBfX4+FCxcCABYuXIgtW7YA\n6N2xrKysDBkZGbjyyiuRn5+PPXv2qEi7X313U5PCMAy0tbUBAA4fPixmFFTTtFjXUnFxsbibFmk0\nTcOkSZMAAHl5eXy/Hc4wjNiOmPX19WKua4DcBzGJJG9jLrVzi2Th9ZyIVPPY/YLZ2dkoLy9HUVER\nRowYgdmzZ2POnDkwDCO2iO7EiRNhGAaA3o6n6dOnm/5+e3u73Wn3q7q62hRv2LABVVVVirKxT3V1\ntamwJuW4AeCuu+5CY2Mj7r77btWpkMX6FlKPHDmC48ePD9sbtrq6OgSDwaR/PvoANtjj9fl8KCkp\nGdTfSRWSr2skR3/bmC9dulRxVvbo27kl5ZiJiIjsZnuB6dSpU6ivr0d9fT3GjBmDhx9+GG+99Zbp\nZ1wuV2ztk8HYt2/fpUozKfHbf4ZCIdxxxx225qCC1OMGeh9Cz549i3Xr1uHee+9VnQ5Z6Be/+EXs\nQSwcDuOVV17B1772NcVZXZy2tjacOXMm6Z8/duwYAGDEiBGDfh27r8OXSrR7qW8s5bpGctTV1Zm2\nMa+rq8P8+fMVZ2W9U6dOoba2FpFIBJs3b8ZNN92EsWPHqk6LiIjIcWwvMDU2NmLy5MmxkXGfz4fd\nu3dD0zR0dHQgKysLHR0dsf+enZ2No0ePxv5+e3t7bP2feNOmTbP+AProb9t6u3NQQepxG4YRm575\n+9//XtT6UxLt3r07tt5bOBzG7t27sXLlSsVZXZxp06bhO9/5TtI/H+3cWb16tVUppRyp1zWSpaSk\nBIFAAJFIBC6XCyUlJSLO85dffjn275FIBO+99x67mIiIiAZh165dSf2c7Wsw5eXl4Q9/+APOnTuH\nSCSCX//615gyZQq8Xi82bdoEANi0aVNsxyav14tAIIDOzk4cPHgQ+/fvx7XXXmt32v3q74FEguhC\n1wPFTrV27dqEMTmL1+uNLfLtdru5ayARDXulpaWmqaBlZWWKM7JHKBQydW7Fd2ITERHRpWF7ZWD6\n9OlYsGAB7rrrLtx5553o6enBN77xDSxZsgQ7d+6Ez+dDY2MjlixZAgC4+uqrUVpaittvvx333Xcf\nVq5cGXvoIzVycnJMcW5urqJM7LVjxw5TvH37dkWZkB10XTd1MHFHFmeLLugeNXnyZEWZEFmnpqYm\ntgSBy+VCIBBQnJE9vF4vPJ7epn2Px8MBAyIiIosoaT156KGHUFtbi7fffhurV69GRkYGxo8fj9df\nfx3BYBA//vGPMW7cuNjPV1RUYMuWLdi8eTNuueUWFSlTH/E7sEQXZHc6qR1rUp04ccIUnzx5UlEm\nZIcVK1aY4ieeeEJRJvbj7lpyhEIhUweTlE4eXddj3dZpaWkcMCDH4vWciFSTMbfJItHRsIFip4pO\nXxwodqr4zjl20jnb888/b4qfe+45RZmQHaZOnRrrYpo8eTIKCgoUZ2SfvrtrkbNJ7eTRNA0+nw8u\nlws+n4/rJ5Jj8XpORKrJqIgMwmC2847O5+8bJ7ut9XDezlvXddTW1qK7uxsej0fMSGB0utRAMTnL\n4cOHTfGhQ4cUZUJ2eeCBB/Dkk0/iwQcfVJ2KbQzDQDAYRCQSQTAYxKJFi/jw7WC6rsfucaR18ui6\njtbWVlHHLJlhGFi1ahVWrFgh5prG6zkRpQJ2MA1B/Bbeg93Se7jSNC020j9p0iR+eRGRIzQ2NiIS\niXxmvTUn8/v96OnpAQD09PRw1NvhJHfyaJqGNWvWiDpmySR28vB6TkSpgB1McUpKSpLuLGpubsYD\nDzwQi1966SUR0yoMw4h1cxw6dAjHjx8XccM2Y8YMvPvuu6aYnGvu3Lmmhdznzp2rMBuymmEYqK2t\nRSQSwebNm8WM/Pa3uxa3b3e20tJShEIhMTvIkTxSO3l4PSeiVMAOpiGYOnVqrGspPz9fRHEJ6B0h\n6bu7lpQRkjFjxpjisWPHKsrEfhIXjayoqDDF//iP/6goE7KD3++P3Zh3dXWJua55vV7TrmJS1uSR\nrKamBufOnROzgxzJI7WTR+oaa0SUWlhgGqIrr7wSaWlpWL58uepUbFNXV5cwdqqdO3eaYmnTaKS1\nmpMsW7ZsSRg7VWlpqWlXMXa1OFt8Z4ekQQOSo79OHgm4WyIRpQIWmIYoMzMThYWFYrqXgP4XN5dg\n3LhxCWOnkvpAsnbt2oQxOUv0pnyg2KlqampMHUzsanE2qZ0dJIvUTh7Ja6wRUeqQcQdNl5TU3dSO\nHDmSMHYqqQ8k8R1qfddjIuc5e/ZswtipQqGQqYNJyki/VFI7O0gWyZ08uq6jsLBQ1DETUWphgYmI\nEpL6QBJ96B4oJnKCWbNmmeLZs2cryoTswDW3SALJnTzcLZGIVGOBiQYtKysrYexUo0aNShg7ldRW\n88zMzIQxOYvUKXLxWEh1Nq65RVKwk4eISA2Zd9A0JE8//bQpfuaZZxRlYi+pUwOltppHpwUOFJOz\n5ObmmuK8vDxFmdirsbExYUzOwjW3SAp28hARqcECEw3a1KlTY11LWVlZYhY4nz9/fsLYqaS2mkt9\nv6WKX7zeMAxFmdjL6/XC7XYDANxut5gORam45hYRERFZiQUmuihPP/00MjMzxXQvAb2dPH2niknp\n5AFktprrum568JZ07BIVFxcnjJ1KaoeiVFKnPAO9RePKykoxO6ESERGpwAITXZTx48djypQpGDdu\nnOpUbKNpGiZOnAgAmDhxophOHkBmq7mmaRgxYgQAYMSIEaKOXSJd15Geng4AyMjIEFNo0TQt1pGa\nnZ3N89zhJBcU165di71792Lt2rWqUyEbsKBIRKQGC0x0Uaqrq7F3715UV1erTsU2hmHgyJEjAIAj\nR47wpsXhmpubY1vVnz17Fi0tLYozIitpmoYFCxaImwra97rW1tbG65rDSZ3ybBgGtm/fDgBoaGjg\neS6A3+9HU1MTNm7cqDoVIiJRWGCiQTMMI7ZuQ319vZgbtfhRT46COtuzzz5rin/0ox8pyoTsInEq\naHV1dWwB+56eHlGDBlJJPM/5/S2LYRgIBoOIRCIIBoNi7lOJiFIBC0w0aFIfSKKjn1ENDQ2KMiE7\nRLs6BorJeSROBd22bZsp3rp1q5pEyDYSz/MdO3aY4vjvc3IWv99vuk9lFxMRkX1YYKJB4wMJEZEz\nRHcUGygmcgKe57KEQiF0d3cDALq7u7lbIhGRjVhgokHjjRpJkJOTkzAmcoKioqKEMZET5ObmJozJ\nWWbNmmWKZ8+erSgTIiJ5WGCiQYt/0JZyozZjxoyEMTnLU089ZYqffvppRZkQWeeuu+4yxV/5ylcU\nZUJknalTp5riq6++WlEmpAIHQomI7MMCEw2aYRim+NixY4oysdeYMWNM8dixYxVlQnYYP368KR43\nbpyiTIisU1NTY4oDgYCiTIiss2vXLlP8/vvvK8qE7NDY2JgwJiIi67DARIOWnZ2dMHaq+BuUnTt3\nKsqE7OD3++F2uwEAbrebi4SSI8WvTcK1SpzPMAxUVlaK2lnL6/UiLa33ljctLQ1er1dxRmQlvt9E\nROqwwESD1tHRkTB2Ks7plyUUCiEcDgMAwuEwH7zJkXhdk8fv96OpqUlU0VzXddM0qUWLFinMhqym\n67op5vtNRGQfFpho0IqLi+FyuQAALpcLxcXFijNSg3P6nc3r9ZrOc46AkgS8rjmbYRgIBoOIRCII\nBoOiupii53Z0+3oiJ5LYoUhEqYUFJho0Xdfh8XgAAB6PR8zIEOf0y1JaWhp7IIlEIigrK1OcEdGl\nx+uaLH6/P1Zg6enpEdPFVF1dnTAmZ/H7/aYpclLOc0BmhyIRpRYWmGjQNE3DggUL4HK5sGDBAkyY\nMEF1Srbwer2mNXnY0eJsNTU1pg4mLn5MThQ/RS4+JmcJhULo7u4GAHR3d4uZ+rt161ZTLOW4pZJ6\nnkvuUCSi1MECE10UXddRWFgopnsJMK/hEIlERB27RKFQyPR+S7lBJdmiRVVyJq/Xa+pAljJQEl1P\nb6CYnEXqeS61Q5GIUotHdQI0PGmahjVr1qhOw3Z9Cw7kbLNmzcKWLVtiMRc/Hn7q6uoQDAaT/vno\naO9guzJ9Ph9KSkoG9XdSRX+7Y1ZWVirKhqym6zp+9atfAeh9AJUyUOJ2u01FpWg3MjmTruuxa39a\nWpqY87y/zq2lS5cqzoqIpGGBiQDwQSwZfr/fVGDauHEjv7gFYVHR+U6cOAFg8Ne14czr9aK2thbd\n3d2iRvolk3gtKyoqMg0Y8Dx3Nk3T4PP5EAgE4PP5xFzTeT0nolTAAhNdFIkPYvX19Z+JWWByLi5+\nPPyVlJQMqqBdVVUFAFi9erVVKaUcqSP9UvUdKIlOoZHwPVZeXo5QKISenh6kpaWhvLxcdUpkMV3X\n0draKuqaxus5EaUCFpgIAB/EkjFu3DicO3fOFJNzxU+R4+LH5ERSR/qlkjpQomkavF4vtmzZguLi\nYp7nAkhcyoHXcyJKBSwwESXpyJEjCWNylgsXLpjizs5ORZkQWUviSL9UWVlZaG1tNcVSlJeXo729\nnd1L5Gi8nhORaiwwERH1o7/Fj4mcSOJIv1QdHR0JYyfjeU4S8DwnItXSVCdARJSK4rdr5/btRDTc\nFRcXJ4ydzDAMVFZWxjYpISIiokuPBSaiJMVva8xtjp3t1ltvNcVFRUVqEiEiukR0XY8Vy10ul6hp\nNH6/H01NTdi4caPqVIiIiByLBSaiJMUv8ixp0WeJI7933XWXKb777rsVZUJkLYmfb8n6FpikMAwD\nwWAQkUgEwWCQ5zoREZFFWGAiStKIESNM8WWXXaYoE/tJHPmtqakxxYFAQFEmRNaS+PmWyu/3o6en\nBwDQ09Mj5j2XetxERER2Y4GJKEkNDQ2m+J133lGUib2kjvxu2bIlYUzkBFI/31JJva6FQiF0d3cD\nALq7uxEKhRRnRERE5EwsMBElqaurK2HsVFJHfj0eT8KYyAmkfr6lknpd83q9sXUT3W43vF6v4oyI\niIiciQUmoiRFIpGEsVNJHfk9ffp0wpjICaR+vqWSel3TdT1WSI1EIqIWN5eKa8sREanBAhNRkiSP\n/EaP1ePxiBn5zc/PTxgTOYHUz7dUvK7JGRySjmvLERGpwQITUZK+/e1vm+J7771XTSI203UdaWm9\nl4q0tDQxI7/Lli0zxcuXL1eUCZF1JG9bL9E3v/lNU/ytb31LUSb2qq6ujhWWIpEIqqurFWdEVuLa\nckRE6igpMH3yySd46KGHcNttt6G0tBS7d+/GyZMnsXjxYvh8PixevBinTp2K/fy6detQUlKCBQsW\nYPv27SpSJvrM1JG6ujpFmdhL0zT4fD64XC74fD5MmDBBdUq2mDp1amx0Pz8/HwUFBYozIrr0NE1D\nXl4eACAvL0/M51uqn/3sZ6b4P//zPxVlYq9t27aZ4q1bt6pJhGzBteWIiNRRUmB67rnnMHfuXNTW\n1uKtt97ClClTsH79esycORPBYBAzZ87E+vXrAQDNzc0IBAIIBAJ47bXX8MwzzyAcDqtIm4RrbW1N\nGDuZrusoLCwU191w//33Iy0tDRUVFapTIbKEYRhoa2sDALS1tXGk3+Gkfo9JXUNRKq4tR0Skju0F\npk8//RS//e1v8dWvfhUAkJGRgbFjx6K+vh4LFy4EACxcuDC2dW59fT3KysqQkZGBK6+8Evn5+diz\nZ4/daRP3iA6RAAAgAElEQVRh9OjRCWMn0zQNa9asEdfdEAqF0NPTI2Yrb5LH7/ebHsQ40u9sUtdg\nKioqShiTs3BtOSIidWxfpfjQoUOYMGECHn/8cfzpT3/CNddcgyeeeAKGYSArKwsAMHHiRBiGAQBo\nb2/H9OnTY38/Ozsb7e3t/f7uffv2WX8Acc6cOaPstVWSeNydnZ2fiaUc/6lTp/CTn/wE3/nOdzB2\n7FjV6dji1KlTpkL3vHnzxBy7xM83IPO46+rqTGvT1NXVYf78+YqzIqt87Wtfw5o1a2Lx17/+dRHn\n+9y5c1FfX49IJAKXy4V58+aJOG5A5vf3jTfeiNraWgC9a8vddNNNYt5vIiLVbC8wdXd344MPPsBT\nTz2F6dOn49lnn41Nh4tyuVyxRUcHY9q0aZcqzaSNGjVK2WurJPG4582bZ+pkmTdvnpjjf/nll9HS\n0oL33nsPS5cuVZ2OLVavXh3790gkgoaGBlRVVSnMyD4SP9+AzOPOyckxTZPKyckRdfzSRAfyoq67\n7joxnal5eXk4fPgwJk2ahBkzZqhOxzYSv78B4LbbbkMgEMCCBQtEvd9ERFbZtWtXUj9n+xS5nJwc\n5OTkxLqSbrvtNnzwwQfQNA0dHR0AgI6OjtgNT3Z2No4ePRr7++3t7cjOzrY7baJYV13UiRMnFGVi\nL6m7scQvAstFYcmJ+n6/9heTs8TvniZlNzXDMGL3mO3t7WK+x6R+fwNy144kIlLN9gLTxIkTkZOT\ng5aWFgDAr3/9a0yZMgVerxebNm0CAGzatAnFxcUAeudRBwIBdHZ24uDBg9i/fz+uvfZau9Mmwu7d\nu01xslXc4U7qbizxmwlwcwFyovT09IQxOYvU3dSkfo9JPW4iIlJHyS5yTz31FCorK3HnnXdi3759\n+P73v48lS5Zg586d8Pl8aGxsxJIlSwAAV199NUpLS3H77bfjvvvuw8qVK+F2u1WkTSQSd2Mhcq7T\np08njMlZpO6mFgqFYoME4XBYzPeY5O9vv9+PpqYmFtWIiGxm+xpMQO/6Fr/85S8/8+evv/56vz9f\nUVHBbcJJucsuuwznz583xRJ4vV7U1taiu7tb1G4sOTk5pulCubm5CrMhssakSZNw+PDhWDx58mSF\n2ZDVZs2ahe3bt5tiCWbNmmVaQ1HKcUv9/o6fGrho0SIxa40REammpIOJaDiK333l8ssvV5SJvXRd\nR1pa76UiLS1NzHoGV199dcKYyAkKCgoSxuQsI0aMMMVSBkriXcxGMsOR1O9vTg0kIlKHBSaiJEUX\nCI1qb29XlIm9NE2Dz+eDy+WCz+cTMwoYv8bW+++/rygTIuvwPJdl586dpnjHjh2KMrFXY2OjKY7/\n/8GppH5/S54aSESkGgtMREnKz89PGDuZxN1YvF5vbL03t9stZmoBycLzXJZx48YljJ3K6/XC4+ld\nFULSVDFA7ve31PebiEg1FpiIkrRs2TJTvHz5ckWZ2E/TNKxZs0bM6CfQe1MeXQA3EomIujknOXie\ny9J3Xbn+YqfSdT02LU7SVDFA7ve3xKmBRESpgAUmIqIB9H3wJnIqnudySN1FTtM0ZGVlAQAmTpwo\nqtgikaZpmDdvHgDglltu4ftNRGSjpApMkUgEb731Fl555RUAQFtbG/bs2WNpYkSp5vnnnzfFzz33\nnKJMyA5+v9/04M1FQsmJeJ7LkpOTY4ql7I5pGAba2toA9N7DHj9+XHFGZBcpRVTpDMNAZWUlP9tE\nKSCpAtMPf/hD/P73v0cgEAAAjBo1Cs8884yliRGlmr5beQPAoUOHFGVCdui7pXV/MZET8DyXReru\nmNXV1aZC6oYNGxRnRFYyDAMNDQ0AgIaGBhYdBPD7/WhqauIgCVEKSKrAtGfPHjz99NOx7W0vv/xy\ndHV1WZoYEZFK0QVCB4qJnEDyeS5xxFvqroFbt25NGDuZxPPc7/ejp6cHANDT08Oig8MZhoFgMIhI\nJIJgMCjqXCdKRUkVmDweD8LhcGyBxOPHj8cWzyMicqLTp08njImcQPJ5LnHEe9asWaZ49uzZijKx\nV/T+daDYySSe56FQCN3d3QCA7u5uhEIhxRmRlVhQJEotSVWJvv3tb+OBBx6AYRj413/9V3zzm9/E\n/fffb3VuRJQiJI6Ajho1KmFM5ATxa/BIWpOHI95y1qe5/vrrTfENN9ygKBN7ST3PvV5vrBvT4/HA\n6/Uqzsg+Eu/XWFAkSi1JFZi+9KUvoaqqCvfffz8mTpyIV199FaWlpVbnRkQpQuII6Pnz5xPGRE4g\npcAQT+qId2NjY8LYqeLXTJSyhqLU81zX9dhMi7S0NCxatEhxRvaReL8muaBIlIqSKjC1tbVh5MiR\nKCoqgtfrxciRI2O7cRCRs0kdASWS4OjRo6b4yJEjijKxl9QR7/gpcvGxU0ndpEPqea5pGubNmwcA\nmDdvHiZMmKA4I3tIvV+TXFAkSkVJFZjuv//+2D/33nsv5s+fj+9973tW50aUUjRNSxg7ldQR0KKi\nooQxkRNMmjTJFE+ePFlRJvaSOuJ94cIFU9zZ2akoE3vl5+cnjJ1K6nnel7T1tiTer2maBp/PB5fL\nBZ/PJ6agSJSqktou5r//+79N8R//+Ef4/X5LEiJKVfEjQVJGhvobAV26dKnirC5OXV0dgsFgUj8b\nv1Pm4cOHUVVVldTf9fl8KCkpGXR+RHYrKCgwdXcUFBQozMY+uq7HrgWSRrzjp8Tt3LlTUSb2WrZs\nGR544IFYvHz5coXZ2EfqeW4YBhoaGgAA77zzDsrLy0UUHZx0vzZYuq6jtbVVzDlOlMouaiu4a665\nBnv27LnUuRCltPi1SqSsXSJ1BDQ9PR1utxsAMH78eKSnpyvOiOjSk7ptvdQR73A4nDB2qqlTp8a6\n9SZPniymkCr1PPf7/aZCi5ROHq/XG7tvcbvdYu7XgN5zfc2aNWLOcaJUllQH03/8x3/E/r2npwcf\nfPABsrKyLEuKiFKHk0ZAS0pKBtVZ9Mgjj+DAgQN49dVXedNCjuT1evH222+bYikkjni73W5TUSn6\nMCpBtFtPSnEpSuJ5HgqFTFPFpHTy6LqOX/3qVwB6B0ElvedElDqS6mA6c+ZM7J/Ozk7ccsstePXV\nV63OjSilzJ071xRHF5B0OqkjoEBvF9OUKVNEHTPJEr8jbFlZmaJM7CdxxDt+Ue/Zs2crysRehmHg\nN7/5DQDgN7/5jZgp7oDM8/z6669PGJPzGIaByspKUZ9tolSVVIHpwQcfjP1TUVGBL33pSxgxYoTV\nuRGllIqKioSxk+m6jsLCQo6GETlMTU1NbBFcl8uFQCCgOCOiS6/vlKmuri4xU6akamlpMcUfffSR\nokzs5ff7TbupSTrP/X4/mpqaRB0zUapKqsD00Ucf4amnnkJ5eTn+4R/+IfYPkSSapiE3NxcAkJub\nK2o0UOIIKJEEoVAotp5cJBIRs425VFIX+a6vrzed5/X19YozIiv13bgAAA4dOqQoE3v1t8i3BIZh\nIBgMIhKJIBgMsouJSLGk1mB6+OGHcc899+BrX/tarDJOJI1hGDh27Fjs348fP86CCxENa16vF7W1\nteju7ha1iL9UUhf5njBhgqnowO9uZ8vPz0dra6splkDq9dzv95vW3Nq4caOINbeIUlVS1SKPxwNd\n13HttdeisLAw9g+RJH6/PzYCGv0CIyIaznRdj02RG+6L+NNfF7+ot5RFvo8cOZIwJmdZtmyZKV6+\nfLmiTOyl67ppipyU67nUzi2Aa09RakqqwFRUVISNGzeio6MDJ0+ejP1DJInkLzAiciZN02K7wmZl\nZbGzw+GuvfZaUzx9+nRFmdgrvvue3fjONnXq1FjXUn5+vpidA6VuyuL1ek1rCUrp3AK49hSlpqS+\nYd98801s2LAB99xzD+6++27cfffd+MpXvmJ1bkQpxev1wuPpnVUqqfWYiJzLMAy0tbUB6F23hKOg\nzvaXv/zFFP/5z39WlIm94ncRu+GGGxRlQnZZtmwZMjMzxXQvRUnclKW0tNS0xpqU3VC59hSlqqTW\nYGKnBjlVXV0dgsFgUj/b1dUV62AKh8P48MMPUVVVldTf9fl8KCkpueg8iYisUF1dbboxr66uRmVl\npeKsyCpnzpxJGDvVgQMHTHHf9XmczjAMrFq1CitWrBDT0QL0djG9+eabqtOwXXRTFkmiu6FGIpHY\nbqgS1mDi2lOUqpLqYDp37hxeffVVPPXUUwCA/fv3Y+vWrZYmRpRq0tPTYx1MEyZMQHp6uuKMiIiG\nZtu2baaY3+3kRJLXYOIUGnI6qbuhcukOSlVJdTA9/vjjuOaaa7B7924AQHZ2Nh5++GEUFRVZmhyR\n1UpKSgbVWfTII4/gwIEDeOWVV0SNBBKRM0VHPweKiWj4ip9Cs2jRIjH3LlI7tySSunue1OOm1JdU\nB9OBAwfwve99L9a9MXLkyFilmEiS9PR0TJkyhTcrROQII0eOTBgTOUFOTo4pzs3NVZSJvfqbQiMF\nO7fkkLobqtTjptSXVIEpIyMD58+fj53EBw4cQEZGhqWJERERkbWkrslDspw6dcoUS9kJWeoUGi5+\nLIumacjLywPQWzyWMggs9bgp9SVVYHrwwQdx33334ciRI3jsscdw7733Jr24MRENf4ZhoLKykjdp\nRA4T38khpbNDKrfbnTB2qvhd42688UZFmdhL6u63kju3JDIMA4cPHwYAtLW1iblXlXrclPqSKjDN\nmTMHL7/8Ml544QXccccdeOONNzBjxgyrcyOiFMFWcyJnip/uzunvzhYOhxPGTtXS0mKKP/zwQ0WZ\n2EvXdaSl9d7qS5pCI7VzSyq/3x+7lnV3d4u5V5V63JT6kiowff/738fOnTtx0003oaioiC14RIKw\n1ZzIuY4ePZowJmeJLnUwUOxU0VH+gWKn0jQN8+bNAwDccsstYu7fZ82aZYpnz56tKBP7Sew4r6+v\nN+0iV19frzgje0g9bgBobm7GXXfd9ZnBA0oNSRWYysvL8f7776OsrAwPPfQQamtrceHCBatzI6IU\nwFZzIucaPXp0wpicZc6cOaZ47ty5ijKxV35+fsJYAsndiZKOXWLHeVZWVsLYqaQeNwC8+OKLOHv2\nLF544QXVqVA/kiow3XTTTfjhD3+ILVu24Bvf+AZqamowc+ZMq3MjohTAVnMi54ofLOLgkbPFd3JI\nKTDFrz1UUlKiKBN7GYaBhoYGAEBDQ4OYrpadO3cmjJ1Kasd5R0dHwtippB53c3MzWltbAQCtra3s\nYkpBSRWYAOD8+fPYvHkzfv7zn2Pv3r246667rMyLiFKE1EVCiSTgGkyyvPLKK6b43/7t3xRlYq+f\n/vSnpvjHP/6xmkRsJrUDWWpnh9T3u7i4ODbd1+Vyobi4WHFG9pB63C+++KIpZhdT6kmqwPTwww/j\n9ttvx29+8xssWrQIW7ZswVNPPWV1bkSUAqQuEkokQbQ7caDYySSuVXL69OmEsVNJPc+ldiBL7eyQ\n+n7rum4aCJVynyr1uKPdSwPFpF5SBaavfvWrqKurw49+9CPcfPPNsYdNInI+TdPg8/ngcrng8/nE\nLBJKJEH05nSg2Mmqq6uxd+9ebNiwQXUqtpG65pbU81xqB7LUzg6p77emabjlllsAyFrMXtM0LFiw\nAC6XCwsWLBBz3FxTL/UlVSm64YYbsG7duljX0v79+7F161ZLEyOi1KHrOgoLC8WMjhBJIXXbesMw\nYqP7oVBITBfTihUrTPGTTz6pKBN7fe5znzPF06ZNU5SJvaR2IPft7EhPTxd13BLf776k7IwZJfH+\nfNmyZaZ4+fLlijKhgSRVYHr88ceRnp6O3bt3AwCys7Px0ksvWZoYEaUOTdOwZs0aMaMjRORs1dXV\nprVKpHQxXX/99Rg1ahQAYNSoUfjiF7+oOCN77Nu3zxR/8MEHijKxl9QO5L6dHdKOW+L73Xcx+3fe\neUfMgIFUU6dOjXUt5efno6CgQHFGFC+pAtOBAwfwve99LzYaMHLkSC4ESkRENMzFT3mXMgU+vgtb\nUld2YWGh6X8lkNqpB8jscACA0tJSjBw5EmVlZapTsZXE91vq4uZA77E3NTWJOmYAuP/++5GWloaK\nigrVqVA/krqTzMjIwPnz52NthwcOHEBGRoaliREREZG1Zs2alTB2qvhpFFKmVRiGEetG3717t5iR\nfqmFVEBuB3JNTQ3OnTuHQCCgOhWymNTFzQ3DQDAYRCQSQTAYFHM9B4DGxkZEIhHs2LFDdSrUj7/6\nDRuJRHDPPffgvvvuw5EjR/DYY4/h3nvvRVVVlR35ERERkU2kFFpuvfVWU1xUVKQmEZtJHem/7LLL\nEsbkLJIfvKObF1RXV6tOxTZSFzeXej2X/PkeLv5qgcnlcmHDhg14+eWX8cILL+COO+7AG2+8gRkz\nZgzphcPhMBYuXIj7778fAHDy5EksXrwYPp8PixcvxqlTp2I/u27dOpSUlGDBggXYvn37kF6XiIiI\nejU2NprinTt3KsrEXuXl5abFcMvLyxVnZA+pI/1nz55NGJOz+P3+2DTIcDgs6sE7+pmur68X8+Ct\n67pp10Ap0wOlXs+lFtaGk6R6hD//+c/j4MGDuPXWW1FUVHRJ2mx/8pOfYMqUKbF4/fr1mDlzJoLB\nIGbOnIn169cDAJqbmxEIBBAIBPDaa6/hmWeeETV3noiIyCpS16bRNC02yl1cXCxm+pDUkX6SJRQK\nmQpMUh684zcvkNLFpGka8vLyAAB5eXm8njuc1MLacJJUgekPf/gD7rnnHsyfPx933nln7J+LdfTo\nUWzbtg1f/epXY39WX1+PhQsXAgAWLlyILVu2xP68rKwMGRkZuPLKK5Gfn489e/Zc9GsT0eAZhoHK\nykoxo2FE5Hzl5eX4whe+IKZ7CZA70i91zS2ppK4tt23bNlMsZfMCwzDQ1tYGADhy5IiYe1Vd102d\nuFKu51ILa8OJJ5kfutTb9z7//POoqqrCmTNnYn9mGAaysrIAABMnToRhGACA9vZ2TJ8+PfZz2dnZ\naG9vv6T5EFFifXepWLp0qep0iOgSyczMNE0XyszMVJiNvaKLH0sSHelvbW0VNdKfk5ODI0eOmGKS\nQ0pBMX6Hbyk7fvv9/tixRqdMSbhX1TQNPp8PgUAAPp9PzPVc13UEg0EAsgprw0lSBaZJkyZdshfc\nunUrJkyYgMLCQrz77rv9/ozL5bqoL4N9+/YNNb1BixbJVLy2SjxuOcd96tQp1NbWIhKJYPPmzbjp\nppswduxY1WnZQuL7DfC4JR13V1fXZ2JJxy/NqVOncPDgQQDAwYMH8e6774q4nscPTLa3t/M8d7D4\n9VobGhpQVlamKBv7XHfddfjtb39riiWc53V1daYpU3V1dZg/f77irOxx4403Yt++fbjppptEvNdR\nN954IxobG3HjjTeivb2dzScpJqkC06X0u9/9DqFQCA0NDbhw4QJOnz6NyspKaJqGjo4OZGVloaOj\nI1aFzc7OxtGjR2N/v729HdnZ2f3+7mnTptlyDH2NGjVK2WurxOOWc9wvv/xy7N8jkQjee+89ESND\ngMz3G+BxSzruBQsW4O233zbFko5fmpdfftm0RouU63n0mPvGPM+dKycnB62traZYwvv9gx/8AN/6\n1rfQ09ODtLQ0PProoyK6WkpKSlBbW4vu7m54PB6UlJSIeL+jbr75ZtUp2O6BBx7AJ598ggcffFDE\nOZ4qdu3aldTPJbUG06X02GOPoaGhAaFQCP/yL/+Cm2++GWvWrIHX68WmTZsAAJs2bUJxcTGA3nmW\ngUAAnZ2dOHjwIPbv349rr73W7rSJxOJiekTOVVpaaooljPJLFl3fcqCYyAk6OjoSxk7Vd/MCr9cr\n5sFb6lpEkkWnuEs5x4cb2zuYBrJkyRI88sgjeOONN5CXl4eXXnoJAHD11VejtLQUt99+O9xuN1au\nXAm32604WyI5vF6vqcOBi+mptXbtWrS0tFj6Gh9++CEAoKqqytLXKSgoQEVFhaWvQYn9/Oc/N8U/\n+9nP8MQTTyjKhqwWfQgbKHaqnJwcUzd8bm6uwmzIarNnzzYVT2fPnq0wG3t5vV6EQiExU8QAuWsR\nEaUqpQWmGTNmYMaMGQCA8ePH4/XXX+/35yoqKvgQQqTIrFmzTAWmOXPmKMyGWlpa8MG+PRhj4f1T\n5H9r+Afbrdux81MZm7ykvP7WKmGBybn6LujeX+xU+fn5pgJTfn6+wmzIahcuXDDFnZ2dijKx37//\n+7+jp6cHr7zyyiXfpCmV6bqO1tZWdi8RpYCU6WAiotS0bt06U7x27VqsX79eUTYEAGMmADeW/vWf\nS2W/rVGdARFJ8f7775vivgshk/M0Njaa4p07dyrKxF7Nzc04fPgwAODQoUNoaWlBQUGB4qzsIXFX\nUKJUJaM3moguWt+FMvuLiYiIUlk4HE4Yk7NIfb+ff/55U/zcc88pyoTIWoZhoLKyEsePsx0+FbHA\nREQJRXfWGigmIiIiIrWi3UtRhw4dUpSJ/VhwkMXv96OpqQkbN25UnQr1gwUmIkro3LlzCWMiIiIi\nUsvlciWMnYwFBzkMw0AwGEQkEkEwGGRRMQWxwERECfX09CSMiYiIiEitiRMnmuKsrCxFmdiLBQdZ\n/H5/7Fmkp6eHRcUUxAITESUkdVtrIiJyBn6PyaJpmim+4oorFGViL8MwTPGxY8cUZWIvFhxkCYVC\n6O7uBgB0d3cjFAopzoji8RuWiBKS3HJNROQkUgst7MSVJb6DJb7w4lRSz3MWHGTxer2xZxGXywWv\n16s4I4on486CiC6a1N1YiIicRuoDKMkSiUQSxk6VmZmZMHYqr9cLj8cDAPB4PCw4OFxpaWnsMx2J\nRFBWVqY4I4rHAhMRERERETlCTk5Owtipzpw5kzB2Kl3XTVPkFi1apDgjslJNTY2pgykQCCjOiOKx\nwERECf3d3/2dKf7c5z6nKBMiutRGjBiRMCZyghkzZpjim2++WVEmZIfc3FxTnJeXpygTe8Uv6p2d\nna0oEyLrhEIhUwcTp0SmHo/qBKy0du1atLS0WPoaH374IQCgqqrK0tcpKChARUWFpa9B1J9Dhw6Z\n4oMHDyrKhIiI4tXV1SEYDF7030/2/sXn86GkpOSiX0elMWPGmOLRo0cryoTssHv3blP8u9/9TlEm\n9vr0009N8SeffKIoE3v5/X5TR8vGjRuxdOlSxVmRVbxeL2pra9Hd3c0pkSnK0QWmlpYWNH+wD1dd\nPsGy1xjrcgMAOg+3W/YaB05xu01SR2rLNZEEFy5cSBiTs2RmZuLs2bOmWIIdO3Z8JrZ6YDBVNDc3\no6qqCv/8z/+MgoIC1emQhc6dO5cwdqpQKBRbHzQcDiMUCokpMBmGgVWrVmHFihWYMMG6591Uout6\nbFAlLS2NUyJTkKMLTABw1eUT8ORcn+o0huTZ7Rc/Mkk0VB6PJ7Y7RzQmIqLUUFJSknRnkWEY0HU9\nFm/YsEHEQ4nU3fMA4MUXX8TZs2fxwgsvYP369arTIQtJvV+T3NHi9/vR1NQkqmtL0zT4fD4EAgH4\nfD4R32HDjZxvWCK6KJJvzImInETTtFjX0nXXXSfmxrxv11Z/sVM1NzejtbUVANDa2mr5shGpQup9\ni9vtThg7la7rsfdYUkeLYRgIBoOIRCIIBoM4flzOjBdd11FYWCjmvR5uZJS2ieiiTZw4EYcPH47F\n8YtIEhHR8JGfn48DBw6ImSIm2YsvvmiKpXQxXXHFFejo6IjFEydOVJiNfUpKSvD222+b4uFqsGvL\npaeno7OzE2PGjMGqVauS/nvDeW05v99v2j1PUhcTpTYZJX0iumhHjhwxxW1tbYoyISKioUpPT8eU\nKVPEdC9JFu1eGih2qo8//tgU9y02OZmu67FpcR6PR1R3R09PD9LS0kQNgoZCodiUyO7ublG7qfWd\nGkiphx1MRJRQdHRkoJjIDtwVNHncVYyIgN5utb5Fpfz8fIXZ2Ce6hflAsVNpmobbbrsNgUAAt912\n27AuIg9mbTng/763Vq9ebVVKKUfq2lPxUwMXLVo0rM91J2KBiYiIUl5LSwv2/mkP0jXrXiP8v9+I\nf/p4j2Wv0WVY9quJiEyWLVuGBx54IBYvX75cYTZkh9LSUoRCIZSVlalOhSwmdTc1Tg1MfSwwERHR\nsJCuAVd82aU6jSE59pb1I+mDGfldvXo1tmzZEovnz5/PtXmIHGL8+PGmeNy4cYoyIbu8+eabOHv2\nLH75y1+isrJSdTpkIam7qfU3NZAFptTCApMDcSoJXUpZWVmm9Quys7MVZkNEl1J5ebmpwPTd735X\nYTZEdCn5/X6kpaXF1qeRMtKfmZlp2ikwunOi0xmGEVuHp76+HuXl5WKKDlJJ7Fjzer2oqalBOByG\n2+0WMzVwOGGByYFaWlrQ/MEfcdXl1n2hjnWFAQCdhz+y7DUOnJKxjXCqMwzznJ5jx44pyoSILjVN\n0zBu3DicPHkS8+fP58MIkYOEQiHTVBIpI/1S146srq42vd/V1dXsYnK4mpoanDt3DoFAQMRnG+id\nGhgIBAD0nudSpgYOJywwOdRVl2fi8TnXqE5jSFbt+KPqFIiIHC83NxddXV3sXiLHinbx9I0lkLoI\n8LRp07B79+5Y/PnPf15hNvbZtm2bKd66dSsLTA4mebHr6ML9UhbwH25kfMMS0UWL/7LSNAtXWSYi\n23HbenI6qbuK6boeK6ZJWgR4zx7zRg1/+MMfFGViL6nnuVT9LXYtQXV1tSnesGGDokxoIOxgIqKE\nPv74Y1Pcdz0mIiKiVCf1wVvqIsDhcDhhPJzU1dXFdgr7a8aMGYOTJ0/G4rFjxya9VqrP50t6cwhK\nDVIXu966detnYm5OklpYYCIiIiIiciBd19Ha2jrsu5cGU2jpj4RCS25urqnAlJOTozAbstqsWbNM\nm3TMnj1bYTb2cblcCWNSjwUmIkoofhe5rKwshdkQERFRsjRNw5o1a1SnQReppKRkUAWvb3zjG7FN\nG/9E7EgAACAASURBVNjVIYuUzsxbb73VVFgrKipSmA31hwUmIhoUjhQQERGRnQZTaFm9erXpAVRS\nsYWbNsjR2NiYMHaqu+66y/T5vvvuuxVmQ/3hIt9ElFD8mkvt7e2KMiEiIqLBMAwDlZWVOH78uOpU\nbFNeXh77d5fLJarYwk0b5PB6vXC73QAAt9stZpfImpoaUxwIBBRlQgNhBxORQFzLgIikMwwDq1at\nwooVK/gwRo7l9/vR1NSEjRs3ilgAGOidFjhu3DicPHkSxcXF/HyTI+m6jmAwiHA4DLfbPezXWUtW\nKBT6TCzl2jZcsIOJiIiIxOn74E3kRIZhYPPmzYhEIti8ebOoLqbc3FyMGjVKVPcSyRLdJdLlcona\nJdLr9cLj6e2R8Xg8Yjq3hhN2MBEJxLUMiEiyvg/ewWAQixYtEnNzTnL4/X7TNuaSupg4VYwkcMou\nkYMR7dwCgLS0NFHHPlywg4mIEpK8lgEROVPfB++uri52MZEj1dfXx3aWikQiqK+vV5wREV1K0V0i\nJRVSpXZuDScsMBFRQtG1DABwLQMicgQ+eJMEWVlZCWMiouFI13UUFhayeylFscBERH8V1zIgIifh\ngzdJEL/rK3eBJXIWibtEAjI7t4YTFpiI6K/iWgZE5CQdHR0JYyInyM7OThgT0fDGzSooFXGRbyIi\nIhKluLgYgUAAkUgELpcLxcXFqlOiQaqrq4st9Hoxkt2swufzJb0pRqphIZXIuQzDQDAY5GYVlHLY\nwURERESi6LoOt9sNoHebY67jQE40e/ZsUzxnzhxFmRDRpeb3+9HT0wMA6OnpYRcTpQx2MBEREZEo\nmqZh0qRJaG1tRV5eHkd9h6GSkpKkO4tWr16NLVu2mP5uZWWlVamljE8//dQUf/LJJ4oyIaJLLRQK\nxXZD7e7uRigUwtKlSxVnRcQOJiIiIhLGMAy0tbUBANra2sQtkCpNeXl5wtip3n333YQxEQ1fXq8X\nHk9vr4jH44HX61WcEVEvdjAR0bC0du1atLS0WPoaH374IYDk1+q4WAUFBaioqLD0NYjo//j9fkQi\nEQBAJBLBxo0bOfLrYJqmYdy4cTh58iRKSkrYsUZEw56u67F16NLS0jjVm1IGC0xENCy1tLRg3749\nGD/eutdI+98ez6NH91j2GidOWPariWgAnFogT25uLrq6usR0LwGA2+1GOBw2xUSUuga7eUF6ejo6\nOzsxZswYrFq1Kum/l2qbFwz2uKNdx4MdLEi143YqFpiIaNgaPx7wDfPNn4L1qjMgksfr9aK2thbd\n3d2cWiBEeno6pkyZIqp7qW9xqb+YiIa3np4epKWlISsrS3Uqtjrxv6Ozkq7nw4ntBaYjR45g2bJl\nMAwDLpcLX//61/Gd73wHJ0+exA9+8AMcPnwYkyZNwksvvYTLL78cALBu3Tq88cYbSEtLw5NPPom5\nc+fanTYNA5wyRUREyeDUAiIiSjWD2bwA+L/nkdWrV1uVki2kHrdT2V5gcrvdWL58Oa655hqcPn0a\nX/nKVzB79mz88pe/xMyZM7FkyRKsX78e69evR1VVFZqbmxEIBBAIBNDe3o7Fixdj8+bNbPOlz2hp\nacFfPtiDvMtdlr1Gpqt3zY7Th/da9hptpyKW/W4iIupdk8fn8yEQCMDn83EUlIiIiOgSsL3AlJWV\nFWvjGz16NAoKCtDe3o76+nr89Kc/BQAsXLgQ3/72t1FVVYX6+nqUlZUhIyMDV155JfLz87Fnzx58\n8YtftDt1GgbyLnehYm6G6jSGZO32TtUpEBE5nq7raG1tZfcSORbXYCIiIrspXYPp0KFD2LdvH6ZP\nnw7DMGKFp4kTJ8IwDABAe3s7pk+fHvs72dnZaG9v7/f37du3zxSfOXMG6RblbrczZ8585vgS/azU\n43aKwRy3HaL/36ZiTk7A8zy5n3UKfr5Tx3e/+120t7cPeF/hRFLfb4nH/cUvfhHvv/9+LL7uuuvE\nHL/E9xvgcfO4ZZB63MOFsgLTmTNn8NBDD2HFihUYPXq06b+5XC64XIOf5jRt2jRTPGrUKHSePD2k\nPFPFqFGjPnN8iX6286TFCdlksMd9WuBx22HUqFEAPvsZU2nUqFH49FPVWVwag3m/Ozs78elx4Lc1\nFidlsU+PA6MzOgf1+cZZi5OyCT/fpJLU99spxz2Y3Za6urpM8enTp1FdXZ3U3x3uuy055f0eLB43\nj1sCqcet2q5du5L6uTSL8+hXV1cXHnroIdx5553w+XwAetdD6OjoAAB0dHTE1kPIzs7G0aNHY3+3\nvb0d2dnZ9idNRERERDRMpKenx6bFjRs3DunpTulvJyKiVGV7B1MkEsETTzyBgoICLF68OPbnXq8X\nmzZtwpIlS7Bp0yYUFxfH/vyxxx7D4sWL0d7ejv379+Paa6+1O20iopQwfvx4nO48iBtLVWcyNL+t\n6T0WIiJK3mB3W3rkkUdw4MABrF27lovZExGR5WwvMO3atQtvvfUW/vZv/xZf/vKXAQCPPvoolixZ\ngkceeQRvvPEG8vLy8NJLLwEArr76apSWluL222+H2+3GypUruUghEREREdFfkZ6ejilTprC4RERE\ntrC9wHTDDTfgz3/+c7//7fXXX+/3zysqKlBRUWFlWkREREREREREdJGUrMFERERERERERETOwQIT\nERERERERERENCQtMREREREREREQ0JCwwERERERERERHRkNi+yDcRERHRpVZXV4dgMJj0zx8/fhwA\nBr27ls/nG9Q28URERERSsIOJiIiIxDlx4gROnDihOg0iIiIix2AHExEREQ17JSUlg+osqqqqAgCs\nXr3aqpSIiIiIRGGBiYiIiCgFrF27Fi0tLZa+xocffgjg/wpsVikoKEBFRYWlr0FERESphQUmIiIi\nohTQ0tKCPX/aB5c2uHWhBiPicQMA9n7cbt1rGMct+91ENLywcE4kCwtMREREKYo35vK4tAnw3LFA\ndRpD0v32ZtUpEFGKaGlpwZ/3NSNn/FWWvcZlaWMBAKeOdlr2GkdPHLDsdxMlwzAMrFq1CitWrBj0\nBiV2YoGJiIgoRfV2tPwRuCLTuhdJDwMA9hz7yLrXOHbWut9NREQpLWf8VfhOyZOq0xiS1+ueVZ0C\nCef3+9HU1ISNGzdi6dKlqtMZEAtMREREqeyKTLi/PE11FkMSfmuf6hSIiJRiRyoRXSzDMLB582ZE\nIhFs3rwZixYtStkuJkcXmE6cOIFjp47j2e1B1akMSeup47giM0N1GkREypw4cQJdBnDsrYjqVIak\nywBOeE6oToOIiGzW0tKCfX9qxgTNuqlibk/vVLH2j62bKnbc4FQxIrv5/X50dXUBALq6ulK6i8nR\nBSapegtrZ7Fqxx9VpzIkrafO4opMPogREREROYXkTp4J2lUovXN4TxWr+W9OFSOy25YtWz4Ts8Ck\nwPjx4zHqbCeenOtTncqQPLs9iIzx41WnQUSkzPjx49HefRBXfNmlOpUhOfZWBON5PSciwVpaWtD0\np//BCO1Ky16j2zMGAPA/H5+37DUuGAct+91ERH15PJ6EcSpJ3czoovUW1k7i8TnXqE5lSFbt+CML\na0mQPBJIREREw88I7Upc9eVlqtMYkgNvvag6BaKUw+cSa5w+fTphnEpYYCIa5nq3f92DieOse42M\ntN7/PX5kj2Wv8fFJy341ERERERFZrKWlBc0f/AVXjcmz7DXGRnp31u08aF2R5cCnbZb97ouRn5+P\n1tZWU5yqWGAicoCJ44CvF7lVpzEk/29rWHUKREREREQ0BFeNycOKGanR+XOxnn93reoUTJYtW4YH\nHnggFi9fvlxhNomxwEREREREynBKBRE5Da9rdCnFr985bpyFU1eGiAUmIiIiIlKmpaUFe/70J7i0\niZa9RsSTAQDY+7Fh3WsYH1v2u4loeGlpacH/fNCMK8deZdlrjMFYAMD5Q52WvcbBTw5Y9rspeX6/\nH263G+FwGG63Gxs3buQuckRERERE/XFpE5Fxx92q0xiSzrd/qToFIkohV469Co/NeFx1GkPyz++u\nUp0CAQiFQgiHe5cTCYfDCIVCLDAREREREVEvTqEhIqJkeL1e1NbWoru7Gx6PB16vV3VKA2KBiRzj\nxIkT+PhUBGu3W9cmaoe2UxFMzDyhOg0iIiKyUO/UwL8gTcux7DUinpEAgKaPP7HsNXqMo5b9biIi\nAnRdRzAYBACk/f/27jysiWvvA/gXEBT3gIhr721F1Fp3W7XaoqioQBJBrV6XaqvXrS5VaqXauiut\nS71utfq0al2q9VUUhRfRty61Lly0VFyw1qUCLgghAoIEkpz3Dy5zQQkmhCSA38/z+GAgM/P7Zc6c\nc3Jm5oy9PUaMGGHjiAzjABMRERERkQ3YuzaAs/wDW4dhlqeHt9o6BCKiSs3V1RU+Pj6IiIiAj48P\nXFxcbB2SQRxgokpDJpPBMTsJk95xsnUoZtl4Ohc1n3lSAD1PrVZDrQaO/mzrSMyjVgNVq/KKNSIi\nIiIiKt7w4cNx9+7dcn31EsABJiIiIiIiIiKicsvV1RUrV660dRgvxAEmIqqQZDIZNJpE+PS2dSTm\nOfpzfi6myEwDYiItFBAAzdP8n1WdLbeNzDQA7pZbP1VsnPyYiIiIKrNjx45J8yoZIy0tDQBMvj3O\nx8cHffv2NWkZc3CAiYioAnnttdcsvo2CL95N3ZtZbiPu1smFKqb8yY+vAa51LLeRKnYAgLiUe5bb\nhirdcusmIqoA1Go1HqlT8cOxJbYOxSwP1Xehr1rP1mHQS0ytzp9SozzPvwRwgImIqEKxxpUQBVd0\nrFixwuLbIjLItQ6qKHrYOgqzaA/9ausQiIiIqBzq27evSVcWVZT+OQeYiIiIyim1Wg2kZkMXFm/r\nUMyTmg21AyezfxG1Wg2hSoM2PMrWoZhFqNKgrlKxH7hBVNbUajXSVKmIPFyxr+RJU92FUxXjr+SR\nyWSw19TA6L6fWzAqy/vh2BLUkbFeI3oRe1sHQEREREREREREFRuvYCIiogohTwWkhgmLrV+Xnf/T\nobrFNoE8FQA3498vk8mQqHsMB2Uri8VkDbqweJMns38ZyWQyJGlzUcW/n61DMYs2PIr7m+gZMpkM\nudoaGCCv2FfyRB5eAhmv5HkhtVqN1IxUrIoOsXUoZknMuIt6as49RcbjABNRBadWq/HoMbD3hM7W\noZjl0WPArhpvoaHiWXNy82ZuFpzc3I2TmxMRERFR5VTpB5gS0tOw5LTxj/8zVfp/nuddx4LP805I\nT4NHY9Oe552Qno2QX69aKCIgXZMHAKhT1dFi20hIz4ZHY4utnogqEE5uTkSVjVqthl71CE8Pb7V1\nKGbRqx5AXcX4k1xqtRoaVSoSwpZbMCrL06gSoTZhLiJ6uchkMjhn1UBQl89sHYpZVkWHoBqvWCMT\nVOoBJmucJc74zxlvNxMHgEzh0djdpFysm/erFtuGR2Oe6TeGTCaDyEnEe70cbB2KWfae0PGWCiKi\nl1D+5OYpyA0PtXUoZhGqFKircHpTInp5qdVqpGamYFn0RluHYpa7mfdRT23CnAYkqdQDTC/rGe+X\nNW8iIiKiikImk+Ge1gHO8g9sHYpZnh7eCpmsttHvl8lkSNU64xXlpxaMyvISwpZDJqtm6zCIqBzY\nuHEjbt++bdFtFEzlUPA93FJee+01s8YTKvUAExERERGVb/mTm+vh5B9o61DMkhseyitxieilJpPJ\nUOOJI+Z0sfwFD5a0LHojnGQ1jX7/7du3cfPaH3ildn2LxVQbVQEAuUmWm7M2IeOR2evgABMRERER\nERERUSm9Urs+5r49zNZhmGXp2T1mr4MDTFSp3E8X2Hg612Lrz9TkPyK9VlU7i23jfrqAJyc3N4pa\nDRz92XLrf5o/hz+cLTeHP9RqoEEDy62fiIiIiIjIGjjARJWGNSYET/7Pva8NG1vuMeaenNzcKNZ8\nbH2DBpbb3w0acH/TC6RmQxcWb7n1Z+c/FRTVLfdUUKRmA3zYklGEKg3a8CjLrT87f+TcrrrlRs6F\nKg1ws9zDT4gqqjRVAiIPL7HY+p9mpwMAnKvXsdg20lQJcHfzMGmZh+oE/HDMcnk/eZqfd01ny+X9\nUJ2AOg1MyzsxIwGrokMsFBGQocnPu3ZVy+WdmJGA5jAtb3q5cYCJKo2XeXLzlMf5T2GzlKyc/J81\nLDiXZcpjwKWh8e9/mfc3vTysOZDarJ7lngqKeqblolarAVU6tId+tVxM1qBKh7pKdaPfbtX9bckB\nIDfTnn77MtOrHuLp4a0WW7/IfgIAsKtu/FwiptKrHgJuxk/yDQAaVSISwpZbKCJAm50BAKhS3bS4\nTKFRJQJuzY1+v3WO7/y83d0s9/QrdzePcvd069T/5N24geXyrtOg/OV97z95129iubybw7S8ASAh\n875FnyKXrskEANSpWsti20jIvA8PeBr9frVajdSMR2Vyi5kt3c14hHpmTvHEASaiCs4aDZj6P19I\nmja03JU8Lg15JQ/RsziQ+nJ5mfe3UKUgNzzUcuvPzgYA2FU3fsDP5G2oUgA3V6Pfb50BhxQAQDO3\nRpbbiFvtcvfF+9atewCAZm6Wm3AXbs1NyuVlPb6Zt+WUx7ytcXxn3EoGALg1NeHMtIk84MnvJaVU\nYQaYfvnlFyxduhR6vR5DhgzB+PHjbR0SUbnwsjZgRFR5yWQyJCY/sOxGsjX5P6tXtehm+FSxF7PO\ngMNjAEAzt6aW24ibKwccjPCy5k30MnhZj2+ZTIYaWagUk3w7mdlvqRADTDqdDosWLcLWrVvh7u6O\nwYMHw9vbGx4evB+UiIiosrHurWIWfKqCW2OeATXCy/qFhIiIqLKxE0IIWwfxIrGxsVi/fj2+//57\nAMCmTZsAABMmTJDec/HiRXTq1MnsbR07dgxHjx41+v1SB7WZabcO+fj4oG/fviYtY0nM2zjMm3kb\ng3mXD8zbOMybeRuDeZcPzNs4zJt5G4N5lw+VIe9Zs2bh5rU/8Ept42/LTddk4bEmyyLxFFa3ag3U\nqVrDqPcmZDyCx+stij0ZY+x4S4W4gik5ORkNCj3H293dHXFxcc+9Lz7e/Kfs3L9/H1lZxu/oGjXy\nd5YpyxRspyziLSvM2zjMm3kbux3mbXvM2zjMm3kbux3mbXvM2zjMm3kbux3mbXuVIe+6deui4d+a\nIM+EZXSZGgidnUXiKbKdGlWQV8vJqPc2lDVB3bp1zfqcKsQVTEeOHMHp06exdOlSAMDBgwcRFxeH\nefPmSe8pqyuYiIiIiIiIiIgon7HjLfZWiMVs7u7uePjwofQ6OTkZ7u4WfLwuEREREREREREZrUIM\nMLVp0wZ//fUXEhMTkZubi4iICHh7e9s6LCIiIiIiIiIiQgWZg6lKlSqYN28exo0bB51Oh0GDBqF5\n8+a2DouIiIiIiIiIiFBBBpgAwMvLC15eXrYOg4iIiIiIiIiInlEhbpEjIiIiIiIiIqLyiwNMRERE\nRERERERkFg4wERERERERERGRWTjAREREREREREREZuEAExERERERERERmYUDTEREREREREREZJYq\ntg6gLF28eNHWIRARERERERERvXTshBDC1kEQEREREREREVHFxVvkiIiIiIiIiIjILBxgIiIiIiIi\nIiIis7wUA0z/93//hxYtWuDWrVvF/j04OBhHjhwp021GR0fjt99+K9N1lpVWrVpBqVRK/5KSkkq1\nnm3btuHp06dlHJ11vahsFAgNDUVycrL0eu7cubh586alw7OYlJQUzJgxA3369EFgYCD++c9/4s6d\nO8+9b9iwYVaPbePGjfDz84NcLodSqcSlS5cMvvfy5ctYsmSJFaPLl5SUhLZt2xY5jnJzc/Hzzz9j\n8+bNBpfLyMjArl27pNfJycmYNm1aqeMwtvwCZVdmk5KScPjwYem1rfZBScqqjits9+7dOHjwIADL\ntBmlpVarpTy7d++Od955B0qlEp07d4avr69R6zCU26hRo3D58mWLxV4ay5Ytw7Zt26TXY8eOxdy5\nc6XXX375JbZu3WrSOitKW2ZsvW0J3t7eSEtLs8q2SlJwbPv5+UGhUGDLli3Q6/W2DssqOnToUOR1\naGgoFi1aZKNoylbBfvX398fEiRORkZFh65CsrkWLFvjkk0+k11qtFl27dsWECRNMXld8fDxOnTpV\nluHZlCXq/fKipOO6cNtcnPL8XdNUZVn+Act9T6vIbZA164VKNcm3IeHh4ejUqRMiIiLM+jJnin//\n+9+oXr06OnbsaPQyWq0WVapYfpdUq1YNYWFhZq9n+/btUCgUcHZ2LoOobMPYsnHgwAE0b94c7u7u\nAIClS5daK8QyJ4TAlClTMHDgQKxevRoAcP36dahUKrz66qsA/lsW9+zZY9XYYmNjcfLkSRw4cABO\nTk5IS0tDXl6ewfe3adMGbdq0sWKE//XKK688dxz17t0bvXv3NrhMRkYGdu/ejREjRgAA3N3dsXbt\n2lLHYErdVlZl9t69ewgPD4dcLgdg231gSFnVcYX94x//KNP1lRWZTCblum7dOlSvXh1jx45FUlIS\nJk6c+MLltVptmeWm0+ng4OBQJusypGPHjoiMjMSYMWOg1+uhVqvx5MkT6e+xsbH47LPPTFpnadoy\na+RamDH19sug8LGtUqkQFBSEJ0+ePFf/Was/VZE8+5kY+xlZ47MsvF9nz56NXbt2YdKkSRbdZnlT\nvXp1/Pnnn8jJyUG1atVw5swZqc9pqvj4eFy5cgVeXl5GL1Oej5myqveFEBBCwN6+Ylxf8aK2uTx/\n1zRVWZZ/wHLf04xtg8oja9YL5a+ElbGsrCxcvHgR27dvx8SJEzFt2jQIIbB48WKcOXMGDRs2hKOj\nIwDgl19+wb59+6QvfNHR0diyZQs2bdqEX3/9FevWrUNubi6aNm2KkJAQ1KhRA97e3hg4cCBOnDgB\nrVaLf/3rX6hatSr27NkDe3t7HDp0CF988QX27duHnj17on///gDyR6xjY2MRHR2NNWvWoHbt2rhz\n5w6ioqIQFhaGHTt2IC8vD+3atcP8+fMt3pFNSkrCp59+Kp3F/eKLL9CxY0dER0dj/fr1kMlkuHHj\nBlq3bo2VK1dix44dePToEUaPHo26detix44dmD9/Pi5fvgyNRoN+/fpJB9vKlStx/PhxODg4oEeP\nHvjoo4+gUCgQFRUFR0dHPHnypMhraymubADA5s2bcfjwYdjZ2eHdd9/FG2+8gStXruCTTz5BtWrV\n8NNPP+Gf//wnPv30U7Rp0wbh4eHYtGkThBDw8vLCrFmzAOTv4/fffx8nTpxAtWrV8M0336BevXpW\ny8+Q8+fPo0qVKkUarpYtWyI6OhrDhw8vUhYLl9N169ahVq1auHHjBgYMGABPT09s374dGo0GGzZs\nwCuvvIK0tDTMnz8f9+/fBwDMmTMHnTp1Mjq2lJQUyGQyODk5AQBcXFykv8XFxWHZsmXIzs6Gk5MT\ntm3bhqtXr0rHaHZ2NhYvXow///wTWq0WU6ZMQZ8+fRAaGorjx4/j6dOnSExMRJ8+ffDpp58CyD/m\nV69eDZ1OB5lMhh9++MHgeowRGhqKK1euYN68eUhNTcX8+fORmJgIAFiwYAF27NiBhIQEKJVKvP32\n2xgxYgQmTpyI8PBwaDQaLFiwAFeuXIGDgwOCg4PRtWtXg/EXV34NHa92dnYYNWqUVGY7dOiAYcOG\n4ZdffoGbmxtmzpyJFStW4P79+5gzZw569+5tsE5YtWoVbt26BaVSiYCAALRq1UraB48fP8acOXOQ\nmJgIZ2dnLFq0CC1btsS6detw//59JCUl4f79+xg9ejTef/99o8tFWSipjjOmbBcevClw7tw57Nix\nA9988w0A4MyZM/jxxx+xYcMGq+ZmiE6nw+eff47Y2Fi4u7vjm2++QbVq1TBq1Ci0bNkSFy9ehL+/\nP7Kysp7L7VkltYEDBgzA2bNnMW7cOPj5+Vk0pw4dOiAkJAQA8Oeff6J58+ZISUlBeno6nJ2dcevW\nLbz++uv47rvvEBkZidzcXPTt2xfTpk1DdnY2Pv74Yzx8+BB6vR6TJ09Gamrqc22Zsbnu2bMHbdu2\nRXR0NDIzM7F06VJ07tzZInkbqreFEPjqq69w+vRp2NnZYdKkSfD19TW7zlar1QgKCkJycjLat2+P\ngufBrFmzBnXq1MGYMWMAAKtXr4aLiwtGjx5tkbxL4urqisWLF2Pw4MGYOnUqDhw4gKNHjyI7Oxt6\nvR6bNm3C5MmTkZGRAa1Wi+nTp6NPnz5ISkrCuHHj0L59e8TGxuKNN97AoEGDsHbtWqSlpWHlypVo\n27Yt4uLisHTpUmg0GlSrVg3Lli3Da6+9ZvU8jZGUlIQ5c+ZArVbDxcUFISEhaNSoEYKDg+Hk5IT4\n+Hh07NgRNWvWREJCAhITE9GoUSOEhIQYbHcKf5Y7d+60Wi7t27fHH3/8ASB/QGD58uWlLt/Hjx/H\nxo0bkZeXh7p162LlypWoV69eiW3SwYMH8f3338POzg4tWrTAihUrzO7bGMvLywsnT55E//79ERER\nAT8/P1y8eBF6vR79+/fHnj174OLiAr1ej379+uGnn35CdHQ0NmzYAHt7e9SqVQtbt27F2rVrkZOT\ng4sXL2LChAno2bOnwf5R4f3cqFEj+Pj4SH2eoKAgDBgwwOg+kKUYU+97eHhg9OjRxR7vY8eORbt2\n7XD16lVs3rwZjRs3tmk+xirc79i+fTv27NkDBwcHeHh4ICgo6Lnvmg0aNDCqHjhx4kSxZalwn9sW\nDJX/Zz8LAPD398e3334LFxeX59p1X1/fIn3e4vr6ZeHZNig3N7fY+lSn02HlypVSPfbee+9h1KhR\n8Pb2xr59++Di4oLLly9j+fLl2LFjB9atW4ekpCQkJibiwYMH+Oyzz/D777/j9OnTqF+/Pr799ls4\nOjriypUr+PLLL5GdnQ2ZTIaQkBDUr18fo0aNeq5v0rZt2+fqhSZNmhTbxpVJvSAqubCwMPHZ8Wia\nHgAAFulJREFUZ58JIYQYOnSouHz5soiKihJjxowRWq1WPHz4UHTq1ElERkaKvLw84eXlJbKysoQQ\nQsybN08cPHhQqFQqMXz4cOn3mzZtEuvWrRNCCNGrVy+xfft2IYQQO3fuFHPmzBFCCLF27Vrx3Xff\nSXHMnj1bREZGSq/bt28vhBDi/Pnzol27diIhIUEIIcTNmzfFhAkTRG5urhBCiPnz54sDBw6U6WfS\nsmVLoVAohEKhEJMnTxZCCJGdnS1ycnKEEELcuXNHBAQESPF17NhRPHjwQOh0OvHee++JmJgYKXeV\nSiWtV61WCyGE0Gq1YuTIkSI+Pl6kpaUJHx8fodfrhRBCpKenCyGECA4OFseOHRNCCLFnzx4REhJS\npjkao7iycfLkSTF06FCRnZ0thPhvTiNHjhRxcXHSsgWvHz58KLy8vIRKpRJ5eXli1KhRUl6enp7i\n559/FkII8dVXX4kNGzZYMz2DfvjhB7F06dLnfv9sWRSiaDnt1KmTSE5OFhqNRvTo0UOsWbNGCCHE\ntm3bxJIlS4QQQsycOVMqH/fu3RP9+/c3KbYnT54IhUIhfHx8xPz580V0dLQQQgiNRiO8vb3FpUuX\nhBBCZGZmiry8PHH+/Hkxfvx4IYQQq1atEgcPHhRC5JczHx8fkZWVJfbv3y+8vb1FRkaGyMnJET17\n9hT3798XKpVKvPvuu1K+Bfva0HoKS0xMFG3atJGOowULFgghhNi/f79YuHChEEKI6dOni61btwoh\n8o+JjIwMkZiYKPz8/Iqsp+D1999/L4KDg4UQ+fWAl5eXyMnJMRh/ceW3pOO1cBn29PQUJ0+eFEII\nMXnyZPHBBx+I3NxcER8fLxQKhRCi5Dqh4DN/9vWiRYukuvHs2bPSutauXSuGDh0qNBqNUKlU4q23\n3pLqOEswtY4zpmwXrtML6nO9Xi/69esn1YMzZ86UjnlbKBxjYmKiaNWqlbh27ZoQQohp06ZJ5Xrk\nyJFi/vz5xS5XuK0qKDMvagM3b95slfwK9OrVS9y7d0/s3r1b/Pjjj2L16tXi5MmT4sKFC+If//iH\nOH36tPj888+FXq8XOp1OjB8/Xvz73/8WR44cEXPnzpXWk5GRIa2vYB+akuvIkSOltuvkyZNi9OjR\nFsvZUL195MgRqT+TkpIivLy8RHJystl19uLFi6W8T5w4ITw9PYVKpRKJiYli4MCBQgghdDqd6N27\nt0hLS7NY3s8qaJMK69Spk0hJSRH79+8X77zzjlSX5+XliczMTCFE/n7t06eP0Ov10rFx/fp1odPp\nREBAgAgODhZ6vV4cO3ZMTJo0SQjx33ZGCCHOnDkjpkyZYqUsi1e4XlMoFMLLy0tqbyZMmCBCQ0OF\nEEL8z//8j5TD7Nmzxfjx44VWqxVC5B/rAQEB4unTp0KIktudwp+lpRXsV61WK6ZOnSpOnTolhDC/\nfD9+/Fjqf+7du1c6Xg21STdu3BA+Pj5SfVCQv7l9G2M/g/j4eDF16lSRk5MjFApFkfZ13bp1Up/i\n9OnTUnn09/cXDx8+FEL8t49duC8iRMn9o8L7OTo6Wio7GRkZolevXtIxYGsvqvdLOt5btGghYmNj\nbZxB8Uo6rgu3zd27dxcajUYI8d/9/Ox3TWPrAUNlyZZeVP6fzdXPz08kJiYabNcL91+K6+ubE+ez\nCtogQ/Xprl27xNSpU6VjqSCGwn2PuLg4MXLkSCnXYcOGSf3ytm3bFumzHzt2TOTm5oqhQ4dKy0dE\nREjbNtQ3ebZeMNTGlUW9UOmvYIqIiJDOSvj6+iIiIgJarRZ+fn5wcHCAu7s7unbtCgCoUqUK3nnn\nHZw4cQL9+vXDqVOnMGvWLMTExODmzZvSmcO8vDy0b99e2oaPjw8A4I033sCxY8dMjrFNmzZo2rQp\ngPwz4leuXMHgwYMBADk5OXB1dS39B1CM4m4f0Wq1WLRoEa5fvw57e3v89ddf0t/atm2LBg0aAMg/\nY3rv3r1iz9JGRkZi79690Gq1SElJkc4oVK1aFXPmzEGvXr3Qs2dPAMDgwYPx3XffSWdQFi9eXKY5\nGqO4siGEQGBgoHSrRN26dUtcx+XLl/HWW29Jo/5yuRwxMTHo06cPHB0d0atXLwD5ZePMmTMWzKZs\nFC6Lxf2tfv36APJvD+vevTsAwNPTE9HR0QCAs2fPFrnn+cmTJ8jKykKNGjWM2n6NGjUQGhqKCxcu\nIDo6GjNmzEBQUBBat24NNzc3tG3bFgBQs2bN55b99ddfcfz4cWzZsgUAoNFo8ODBAwBAt27dUKtW\nLQBAs2bNcO/ePWRkZKBz585SvgX72tB6mjVrVmR7xd0iV9j58+exfPlyAICDgwNq1aqF9PR0g++/\nePEiRo4cKcXYqFEjaX6V4uIvrvz27NnTqOPV0dER7777LoD8/efk5ARHR0d4enri3r17AEquE0rK\nYd26dVLMjx8/li5j9/LygpOTE1xcXODi4gKVSiXFWdZMreOMKdvFsbOzg1KpxKFDhxAYGIjY2Fh8\n9dVXZZ9QKTVp0gStWrUCALRu3VratwCMnp8JAC5dulRiG2jKuspCwZWVsbGx+OCDD5CcnIzffvsN\ntWrVQseOHXHmzBmcOXMGAwcOBABkZ2fjr7/+QufOnfHVV19hxYoV6NWrV7HtmKm59u3bF8Dzn6+1\nXLx4UerP1KtXD2+++SYuX76MmjVrmlVnx8TEYP369QCAnj17ok6dOgDyy1TdunVx7do1pKam4vXX\nX4dMJrNmyiXq3r27VJcLIfD1118jJiYG9vb2SE5ORmpqKoD8PFq0aAEA8PDwQLdu3aQrVgr2Y2Zm\nJmbPno27d+/Czs6uxNu1reHZeq3gilkg/xahgrpXqVRixYoV0vv69+9f5Cp4b29vVKtWDUDJ7U7h\nz9LScnJyoFQqkZycjGbNmkll1dzy/fDhQ8yYMQMpKSnIzc1FkyZNpG0W1yadP38e/fv3l/p0Bfmb\n27cxVsuWLZGUlITw8PDnbmMZNGgQJk+ejDFjxmD//v0IDAwEkF8fBgcHY8CAAVJ99KyS+keF9/Nb\nb72FhQsXIi0tDVFRUejXr1+5uZ3qRfV+Scd7o0aNitTj5UlJx3VhBXMU9e7d2+CVI8bWA4bKkq2V\nVP4N8fT0LLFd//3334vt61uCofr03LlzGDZsmHQsGRPDu+++K/XLdTpdkT57UlIS7ty5gxs3buCD\nDz4AAOj1eri5uUnLG9M3KamNM7deKB+1hoU8fvwY58+fx40bN2BnZwedTgc7O7sSL+ny9fXFrl27\nUKdOHbzxxhuoWbMmhBDo3r07vv7662KXKbity97eHjqdrtj3ODg4SJOA6fX6IjuxevXq0v+FEAgI\nCEBQUJDJ+Zpj27ZtqFevHsLCwqDX66Uv8gCk25WA/DyKyzExMRFbtmzBvn37UKdOHQQHB0Oj0aBK\nlSrYt28fzp07hyNHjmDnzp3Yvn07OnXqhIULFyI6Oho6nQ6enp5WybOAobJRcAtjWXB0dISdnR2A\nksuGtTVv3hxRUVHF/q1wWXxW4XJgb28vvS6cm16vx969e1G1atVSx+fg4IAuXbqgS5cu8PT0xMGD\nB9G6dWujll27du1ztzBcunTJqDL8ovXY0rPxp6enF1t+CzrMhd9bXK7Pls3i9mVJdUJZ5KDVas1a\nn6mMreMMfR6GBAYGYtKkSXByckL//v3LTWcceP4z12g00mtT5ht6URto7Xn4OnbsiNjYWNy4cQPN\nmzdHgwYNsGXLFtSsWROBgYGIiYnB+PHji31IQWhoKE6dOoV//etf6Nq1K6ZMmVLk76bmakpZMUdJ\n9bYhlqqzhwwZgtDQUKSmpmLQoEEmxVTWEhMT4eDgIJ2IK7x/Dh8+jLS0NISGhsLR0RHe3t7SMWDo\nsymoT4H82wG7dOmCDRs2ICkpyeq39ZaVZ8usscerNY/rgi/ZT58+xdixY7Fr164Xft7GlO8lS5Zg\nzJgx6N27t3QLeXHLv6hNKou+jbG8vb2xfPlybN++HY8fP5Z+37BhQ7i6uuLcuXOIi4vDypUrAQCL\nFi3CpUuXcPLkSQwaNAj79+8vdr2G+kfP7ueCkyYRERHSbWnlwYvq/ZKO95L6thXF5s2bERMTgxMn\nTuDbb78t8rAVYxTez4bKUnlgqPwX/h4NQNq3r7766gvbdUt6tg0yhYODg3T7eeH+GVC0b1Hc90kh\nBJo3b46ffvqp2HUb0zcpqY0zt16oGLOclVJUVBSUSiVOnDiB48eP49SpU9LZt8jISOh0Ojx69KjI\nGeq33noL165dw969e6Uzle3bt8dvv/2Gu3fvAsg/G/qiJ7fUqFEDWVlZ0uvGjRvj6tWrAIDjx48b\nPBPWrVs3REVFQaVSAcgfCLHGWdHMzEy4ubnB3t4eYWFhRnWUC+eYlZUFZ2dn1KpVC6mpqfjll1+k\n32dmZsLLywtz5syR7qsHgIEDByIoKMgmI+eGykbNmjURGhoqzdNSULk9uz8LtG3bFjExMUhLS4NO\np0NERATefPNNq+Ziqq5duyI3N7dIpXT9+nVcuHDB7HX36NEDO3bskF7Hx8ebtPzt27eLXFkSHx+P\nRo0a4dVXX0VKSgri4uIA5J89fLYz2KNHD+zcuVOqrK9du1bittq3b48LFy5IcyQV7GtT12NIt27d\n8OOPPwLInwsnMzPTYDkCgM6dO0sdhjt37uDBgwcGB7liYmKKLb9lsQ8LGKoTXpTDoUOHAOTPYSeT\nyYq92swWSlPHGcPd3R3169fHxo0bbf5l21JK0wZaUsEcEnXq1IGDgwPq1q2LzMxM/P777+jQoQN6\n9OiB/fv3S+U0OTkZKpUKycnJcHZ2hlKpxNixY6Vju3CZLm+5FjBUb9euXVvqz6SlpeHChQsmDQYb\nqrPffPNNqT46depUkasv+/Tpg9OnT+Py5cvo0aOHuamVWsG8OCNGjJA634VlZmbC1dUVjo6OOH/+\nvMl9qczMTGmS2QMHDpRJzJbSoUMHREREAMgfWDN2LjBT2h1rcHZ2xueff46tW7dCq9Wic+fOZpXv\nwvuwpKdxFejatSuOHDkCtVoNoGi/wJy+jSkGDx6Mjz76SLrCrrAhQ4Zg1qxZRa5GSUhIQLt27TB9\n+nTIZDI8fPjwuXbalH5NYGCgNEeNh4dHWaZmlhfV++Ye7+WZXq/HgwcP0LVrV3zyySfIzMxEdnb2\nc/vZlHqguLJUHhgq/40bN5bK7dWrV6WnAxtq1wsY6uuXhWfbIEP16dtvv42ffvpJ+t5SEEPjxo2l\nq9WOHj1q0rZfffVVpKWlITY2FkD+1dZ//vlnics8W15MaeNMrRcq9QBTeHj4c1cr+fj4ICUlBX/7\n29/g6+uL2bNnF7ls0sHBAT179sTp06el25sKJkqbOXMm5HI5hg4ditu3b5e47V69euHYsWNQKpW4\ncOEC3nvvPcTExEChUCA2NtbgaLqHhwc+/vhjfPjhh5DL5fjwww+RkpJi5ifxYsOHD8eBAwegUChw\n+/Zto0b733vvPYwbN06aMPb111/HgAEDEBQUJD3RICsrCxMmTIBcLsfw4cMRHBwsLS+Xy5GRkQF/\nf3+L5WVISWXD29sbgwYNglKplC4nDggIwPz586FUKpGTkyMtU79+fQQFBWH06NFQKpVo3bq1zSdD\nfBE7OzusX78eZ8+eRZ8+feDn54evv/66yKWVpTV37lxcuXIFcrkcvr6+2L17t0nLZ2dnIzg4GL6+\nvpDL5bh16xamTJkCJycnrF69GkuWLIFCocCHH3743Gj/5MmTodVqoVAo4OfnhzVr1pS4LRcXFyxa\ntAhTp06FQqHAjBkzSrUeQ+bOnYvo6GjI5XIEBgbi5s2bkMlk6NixI/z9/Z+7lWr48OEQQkAul2PG\njBkICQkpcoa1sPPnzxdbfgs6FmXBUJ3QokUL2NvbQ6FQFHlsMABMmTIFV69ehVwux6pVq/Dll1+W\nWTzmKk0dZyy5XI6GDRs+dxtlZVGaNtCSPD09oVar0a5duyK/q1mzJlxcXNCjRw/4+/tj2LBhkMvl\nmDZtGrKysnDjxg0MHjwYSqUS69evl55SVbgtK2+5FjBUb/v7+8PT0xNKpRKjR4/GrFmzTKrLDdXZ\nH330ES5cuAA/Pz8cO3YMjRo1kpZxcnJCly5dMGDAAKt/MSm4lcrPzw9jxoxB9+7dDZ6tlsvlUm5h\nYWEmD5yMGzcOX3/9NQYOHGj1Ky5N9cUXXyA0NFTKtfAj3EtiSrtjLa+//jpatGiB8PBw9O3b16zy\nPWXKFEyfPh2BgYFG3ZbSvHlzTJw4EaNGjYJCoZDaMHP7NqZo0KCBwau3vL29kZ2dXeTE7PLlyyGX\ny+Hv748OHTqgZcuW6NKlC27evAmlUon//d//NalfU69ePbz22mvl5rapAi+q98093ssznU6HWbNm\nQS6XIyAgAO+//z5q16793HdNU+qB4spSeWCo/Pfr1w/p6enw8/PDzp078fe//x0ADLbrBQz19Uur\npDbIUH06ZMgQNGzYEAqFAgqFAuHh4QDy66dly5YhMDDQ5LbUyckJa9euxcqVK6FQKDBw4EBpsMmQ\nZ+sFU9o4U+sFO1EwnE1kZUeOHMHPP/9c5B5hIqKKZtGiRWjVqhWGDBli61CILE6v1yMgIABr1qyR\nOvlEZHmXL19GSEiIdHW0JTx9+hRyuRwHDhyQ5n6kyscaZYkqD1PrhUp9BROVX4sXL8aqVaswefJk\nW4dCRFRqgYGB+OOPP6BUKm0dCpHF3bx5E3379kW3bt04uERkRZs3b8a0adMwc+ZMi23j7Nmz8PX1\nxciRIzm4VIlZoyxR5VGaeoFXMBERERERERERkVl4BRMREREREREREZmFA0xERERERERERGQWDjAR\nEREREREREZFZOMBERERERERERERm4QATERERUTmi1WptHQIRERGRyarYOgAiIiKiimzDhg04dOgQ\nXFxc0LBhQ7Ru3Rp9+/bFwoULoVarUa1aNSxevBjNmjVDcHAwatasiStXriAlJQWzZs1C//79ER0d\njTVr1qB27dq4c+cOoqKiEBYWhh07diAvLw/t2rXD/Pnz4eDgYOt0iYiIiIrFASYiIiKiUoqLi8PR\no0dx6NAh5OXlITAwEK1bt8YXX3yBhQsX4u9//zsuXbqEhQsXYvv27QCAR48e4ccff8Tt27cxadIk\n9O/fHwBw7do1HD58GE2bNsWtW7cQGRmJ3bt3w9HREQsWLMDhw4cxcOBAW6ZLREREZBAHmIiIiIhK\n6bfffkPv3r1RtWpVVK1aFb169YJGo0FsbCymT58uvS83N1f6f58+fWBvbw8PDw+kpqZKv2/Tpg2a\nNm0KADh37hyuXLmCwYMHAwBycnLg6upqpayIiIiITMcBJiIiIqIypNfrUbt2bYSFhRX7dycnp2J/\nX716den/QggEBAQgKCjIIjESERERlTVO8k1ERERUSh07dsSJEyeg0WiQlZWFkydPwtnZGU2aNEFk\nZCSA/MGi69evm7Tebt26ISoqCiqVCgDw+PFj3Lt3r8zjJyIiIiorvIKJiIiIqJTatm0Lb29vKBQK\nuLq6wtPTE7Vq1cKKFSuwYMECbNy4EVqtFr6+vmjZsqXR6/Xw8MDHH3+MDz/8EHq9Ho6Ojpg3bx4a\nN25swWyIiIiISs9OCCFsHQQRERFRRZWVlYUaNWrg6dOnGDFiBBYvXozWrVvbOiwiIiIiq+IVTERE\nRERmmDdvHm7evAmNRoOAgAAOLhEREdFLiVcwERERERERERGRWTjJNxERERERERERmYUDTERERERE\nREREZBYOMBERERERERERkVk4wERERERERERERGbhABMREREREREREZmFA0xERERERERERGSW/wfF\nl2JVbAFNIwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x63fb1d6bde48>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set_style('whitegrid')\n",
    "plt.rcParams[\"figure.figsize\"] = (20,5)  # Changes the size of the graph\n",
    "sns.boxplot(x='genre', y='revenue', data=movies_by_genre[movies_by_genre['revenue'] < 1000])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-10-26T07:48:07.747678Z",
     "start_time": "2017-10-26T07:48:07.165034Z"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x63fb1d127080>"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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w4UPhdW2xuGXLFly5cgVJSUmYOXMm\njh8/rvG42sYKDdsz9WRaXFyc8LhZe2murUpNTcXSpUs1fqlPTEwMLly4gI8++giTJk3CihUr6v29\npePSlsRKR9AWB3XHHwCEtvvZZ59t9py0p4bXzi0hEomErT/qXocA9ctF01ibiDB8+HAcOXJE47F1\nKdemrs1bUz/+GjsKPqEePXrg3XffxRdffAGFQoHx48cjPj4eSqUSpaWlSEtLa1FnU15eLmz+1dS3\nZKhNmjQJZ8+exYMHDwBAqCSOjo6Ijo4W/i8nJ6cl2WoV9T43L730khCodZWXl6Nv374wMDBASkpK\ni2er656jEydOtEmaW2vSpEmorq6uVwGvX7+OtLS0Vh+7M8tSTVv+evXq1ap415a3559/Xhi0Xrhw\nod5KDDc3N1y8eBFZWVlwdHRsbda6DFtbW/z444/47bffANTeLeqob79rTkJCAqRSKRITE3H+/Hlc\nuHABQ4YMgbGxMWJiYoR9FdTtT8+ePVFRUdHoODY2NkhNTUVpaSmUSiXi4uLw/PPPtzp9N2/erHcn\nNScnB+bm5nj22WdRVFSEzMxMALUr3RoO1h0dHXHw4EGh87127VqTn2Vra4u0tDRhz6K6bW5LjqON\ng4MDDh06BKB2v63y8nKt5xMAxo8fL9SVW7du4d69e1onslJTUzWWY58+fYR6/Pvvv9e72zxhwgRc\nu3YNR48eFe46PkmsNszD4MGDcfXqVQDA+fPnta4odXBwQEJCAkpKSgDUnu/2vsNZXl6O/v37Q19f\nH7GxsToNhuvmr6KiAj169ICJiQmKi4vx/fffC6+Xl5fDyckJwcHBwl6KAODj44PAwMB2WaXRWnZ2\ndoiLiwNQexNI130uWhKbXY16L5/evXtDJBKhT58+KC8vx08//QQ7O7tWj2O6MpVKhXv37mHSpEl4\n8803UV5ejsrKykZ1uCVxMXv2bKxbt67RyrW2oK1/aovxl5q2NqG5tvnUqVMAaveTMzU11bgatjM8\nSRuni6effhoDBgzAJ5980qk3+WbNmoXXX39deLKhLk2xePv2bYwdOxarV6+Gqakp7t+/36hsW9LH\n+/n5CXvlWFhYtGXWGmmurXJ0dMTx48eFvBQWFqKkpASFhYXo0aMHpFIpXn31VSE/dfPdlcelutAW\nB4MHDxbye/XqVeEbC7WdEzVt47+20PDaWVv/+cILL+DIkSPCWFadhsGDBwurSr/99tsWffazzz6L\n0tJSZGRkAKhdcfbLL780+Z6G9aMl1+YtqR9/60kkABg1ahRGjBiBM2fOYNq0abC0tIRUKoW/vz/W\nrVtXb0lYc1asWIHVq1fDz89PpyVqw4cPx2uvvYaFCxdCIpHgww8/BFD7dYTZ2dkQi8Xw9PTEN998\n88T504X68T4vLy8sWrQIkydP1jp7KxaLhbTFxsa2eFC5ZMkS7Ny5Ez4+Ph1+90YbPT097NmzB5cu\nXYKbmxu8vLywc+fOFpW9Nh1dlppoy5+3t3er4l1b3l5//XWkpaXBy8sL586dg7m5ufAeQ0NDTJw4\nETNmzOhS3wbRWuqNSdeuXQuxWIy5c+fi5s2bnZ0sALXfetNwtYq7uzuKiorg6uqKmTNnQiqVCsu8\nfX19ERISAqlUiqqqKuE9AwYMQGBgIPz9/SGVSmFtbd0mm01WVlYiKCgInp6eEIvFuHHjBlasWAFD\nQ0Ps2rUL7733HiQSCRYvXtzoDk1AQAAUCgUkEgm8vLwQERHR5GeZmZlhy5YtWLlyJSQSCdasWfNE\nx9HmnXfegUwmg1gshp+fH/Ly8mBqagp7e3t4e3s3ejxg/vz5ICKIxWKsWbMGYWFh9e4k15WSkqK1\nHP/5z3/C09MT69evr7dcXSQSwdnZGRcvXhQeN3ySWHVxccG5c+cglUqRlpaGOXPmIDU1FRKJBBkZ\nGVpXb1hYWOCNN97A4sWLIRaLsXjxYhQVFTV7Hltj/vz5OHHiBCQSCW7evKnTypI5c+ZgyZIlwob6\no0aNwowZMxAYGCh8m1VFRQWWLVsGsViM+fPnIygoSHi/WCxGWVkZvL292y1fT2rDhg2IiYkR+uy6\nXyHdlJbEZldjaWmJBw8eYOzYsfVeMzY2hpmZWavHMV2ZUqnEunXrIBaL4evri5dffhm9evVqVIdb\nEheurq6orKxsl0lSbf2TeoKrLWhrE0aMGAF9fX1IJJJ6X7UO1I7nr169CrFYjB07dgjj867gSdo4\nXYnFYgwaNKjRo9wdaeDAgVqfUtAUi9u2bYNYLIa3tzfs7OxgZWWFiRMnIi8vD1KpFP/9739b1Mf3\n69cPzz33XIfcFGiurXJ0dIS3tzfmzZsHsViMVatWoaKiArm5uZg1axakUin27NkjfMN43b6sK49L\ndaEtDqZPn45Hjx7By8sLBw8exDPPPAMAWs+Jmrbx35Nq6tpZW/85e/ZsDBo0CBKJBBKJBGfOnAFQ\n29588MEH8PPza/G1kaGhIXbv3o3w8HBIJBL4+PgIE0raNKwfLbk2b0n90CP1tC1jjLWSSqWCr68v\nIiIihIafMcb+ys6ePYvvvvuu3r4yjP1dZGVlISwsTFhlyf6+tmzZgpEjR2L27NmdnRSNOiIWHz9+\nDLFYjBMnTgj7EjLGarWkfvztVyIxxjpGXl4epk2bBgcHB55AYoz9LYSGhmLHjh0ICAjo7KQw1ub2\n79+PVatWYe3atZ2dFNbO/Pz88PPPP0MqlXZ2UjTqiFi8dOkSPD09sWDBAp5AYqyBltYPXonEGGOM\nMcYYY4wxxprFK5EYY4wxxhhjjDHGWLN4EokxxhhjjDHGGGOMNYsnkRhjjDHGGGOMMcZYs3gSiTHG\nGGOMMcYYY4w1iyeRGGOMMcY6gUKh6OwkMMYYY4y1SLfOTgBjjDHG2F/B3r17cerUKZiZmWHQoEGw\ntrbGtGnTsHnzZjx48ABGRkYIDQ3FsGHDEBQUBGNjY2RnZ6OoqAjr1q2Dh4cHZDIZIiIi0KtXL9y6\ndQsJCQmIjY1FdHQ0ampqMHbsWISEhEAkEnV2dhljjDHGGuFJJMYYY4yxZmRmZuLbb7/FqVOnUFNT\nAz8/P1hbW2PDhg3YvHkznnnmGVy5cgWbN29GVFQUAOD333/HoUOHcPPmTSxfvhweHh4AgGvXruH0\n6dMYOnQobty4gfj4eHzzzTcwMDDApk2bcPr0afj4+HRmdhljjDHGNOJJJMYYY4yxZvz444+YOnUq\nunfvju7du8PFxQVyuRwZGRlYvXq18H/V1dXCz25ubtDX14eFhQWKi4uF18eMGYOhQ4cCAC5fvozs\n7GzMmjULAFBVVYW+fft2UK4YY4wxxlqGJ5EYY4wxxp6ASqVCr169EBsbq/HvhoaGGl9/6qmnhJ+J\nCL6+vggMDGyXNDLGGGOMtSXeWJsxxhhjrBn29vZITEyEXC5HRUUFkpKS0KNHDwwZMgTx8fEAaieE\nrl+/3qLjOjg4ICEhASUlJQCAhw8f4s6dO22efsYYY4yxtsArkRhjjDHGmmFjYwNXV1dIJBL07dsX\nlpaWMDExwfbt27Fp0yZ88sknUCgU8PT0hJWVlc7HtbCwwBtvvIHFixdDpVLBwMAAGzduxODBg9sx\nN4wxxhhjT0aPiKizE8EYY4wx1tVVVFSgZ8+eePz4MV566SWEhobC2tq6s5PFGGOMMdZheCUS30Tf\nFwAAAIhJREFUY4wxxpgONm7ciLy8PMjlcvj6+vIEEmOMMcb+3+GVSIwxxhhjjDHGGGOsWbyxNmOM\nMcYYY4wxxhhrFk8iMcYYY4wxxhhjjLFm8SQSY4wxxhhjjDHGGGsWTyIxxhhjjDHGGGOMsWbxJBJj\njDHGGGOMMcYYaxZPIjHGGGOMMcYYY4yxZv0fNWqCxCfZwKwAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x63fb1d90ef98>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set_style('whitegrid')\n",
    "plt.rcParams[\"figure.figsize\"] = (20,5)  # Changes the size of the graph\n",
    "sns.boxplot(x='genre', y='budget', data=movies_by_genre[movies_by_genre['budget'] < 150])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-10-26T07:48:08.391983Z",
     "start_time": "2017-10-26T07:48:07.750526Z"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x63fb1d4674a8>"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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LZIxRv3799NRTT1l5/v73v9fGjRvVqlUrvfXWW7ryyittyeV85efn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\nERERERGP+D/nW31TpCKgOwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x63fb1d654320>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set_style('whitegrid')\n",
    "plt.rcParams[\"figure.figsize\"] = (20,5)  # Changes the size of the graph\n",
    "sns.boxplot(x='genre', y='ROI', data=movies_by_genre[movies_by_genre['ROI'] < 20000])\n",
    "#sns.boxplot(x='genre', y='ROI', data=movies_by_genre[movies_by_genre['ROI'] < 2000])\n",
    "#sns.boxplot(x='genre', y='ROI', data=movies_by_genre[movies_by_genre['ROI'] < 100])\n",
    "# sns.boxplot(x='genre', y='ROI', data=movies_by_genre[movies_by_genre['ROI'] < 50])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-10-26T07:48:08.496758Z",
     "start_time": "2017-10-26T07:48:08.394733Z"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th colspan=\"8\" halign=\"left\">ROI</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>count</th>\n",
       "      <th>mean</th>\n",
       "      <th>std</th>\n",
       "      <th>min</th>\n",
       "      <th>25%</th>\n",
       "      <th>50%</th>\n",
       "      <th>75%</th>\n",
       "      <th>max</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>genre</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Action</th>\n",
       "      <td>915.0</td>\n",
       "      <td>2.610393</td>\n",
       "      <td>10.056396</td>\n",
       "      <td>-0.998866</td>\n",
       "      <td>0.042748</td>\n",
       "      <td>1.170408</td>\n",
       "      <td>2.732189</td>\n",
       "      <td>249.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Adventure</th>\n",
       "      <td>658.0</td>\n",
       "      <td>3.622426</td>\n",
       "      <td>12.605543</td>\n",
       "      <td>-0.999744</td>\n",
       "      <td>0.194622</td>\n",
       "      <td>1.411362</td>\n",
       "      <td>3.274062</td>\n",
       "      <td>249.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Animation</th>\n",
       "      <td>186.0</td>\n",
       "      <td>5.692525</td>\n",
       "      <td>25.621383</td>\n",
       "      <td>-0.998866</td>\n",
       "      <td>0.520001</td>\n",
       "      <td>1.797744</td>\n",
       "      <td>3.885434</td>\n",
       "      <td>310.709965</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Comedy</th>\n",
       "      <td>1093.0</td>\n",
       "      <td>4.350234</td>\n",
       "      <td>22.306176</td>\n",
       "      <td>-0.998866</td>\n",
       "      <td>0.100460</td>\n",
       "      <td>1.367685</td>\n",
       "      <td>3.424867</td>\n",
       "      <td>499.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Crime</th>\n",
       "      <td>518.0</td>\n",
       "      <td>3.294467</td>\n",
       "      <td>22.532732</td>\n",
       "      <td>-0.994922</td>\n",
       "      <td>0.003667</td>\n",
       "      <td>1.037851</td>\n",
       "      <td>2.653224</td>\n",
       "      <td>499.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Documentary</th>\n",
       "      <td>32.0</td>\n",
       "      <td>22.229295</td>\n",
       "      <td>77.313750</td>\n",
       "      <td>-0.965422</td>\n",
       "      <td>-0.142430</td>\n",
       "      <td>2.920980</td>\n",
       "      <td>11.982347</td>\n",
       "      <td>438.616585</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Drama</th>\n",
       "      <td>1415.0</td>\n",
       "      <td>4.747008</td>\n",
       "      <td>27.766846</td>\n",
       "      <td>-0.999126</td>\n",
       "      <td>-0.134420</td>\n",
       "      <td>1.103953</td>\n",
       "      <td>3.324978</td>\n",
       "      <td>699.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Family</th>\n",
       "      <td>360.0</td>\n",
       "      <td>4.503927</td>\n",
       "      <td>19.076703</td>\n",
       "      <td>-0.999744</td>\n",
       "      <td>0.415171</td>\n",
       "      <td>1.616565</td>\n",
       "      <td>3.857042</td>\n",
       "      <td>310.709965</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fantasy</th>\n",
       "      <td>340.0</td>\n",
       "      <td>4.845790</td>\n",
       "      <td>38.657510</td>\n",
       "      <td>-0.999744</td>\n",
       "      <td>0.290678</td>\n",
       "      <td>1.230590</td>\n",
       "      <td>3.170359</td>\n",
       "      <td>699.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>History</th>\n",
       "      <td>142.0</td>\n",
       "      <td>3.109704</td>\n",
       "      <td>7.460733</td>\n",
       "      <td>-0.996388</td>\n",
       "      <td>-0.179187</td>\n",
       "      <td>0.898194</td>\n",
       "      <td>2.530502</td>\n",
       "      <td>56.508517</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Horror</th>\n",
       "      <td>328.0</td>\n",
       "      <td>13.277118</td>\n",
       "      <td>60.032485</td>\n",
       "      <td>-0.994820</td>\n",
       "      <td>0.356628</td>\n",
       "      <td>1.886369</td>\n",
       "      <td>5.436799</td>\n",
       "      <td>699.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Music</th>\n",
       "      <td>108.0</td>\n",
       "      <td>5.567479</td>\n",
       "      <td>14.450679</td>\n",
       "      <td>-0.998641</td>\n",
       "      <td>0.122843</td>\n",
       "      <td>2.126266</td>\n",
       "      <td>5.202962</td>\n",
       "      <td>128.440706</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mystery</th>\n",
       "      <td>261.0</td>\n",
       "      <td>2.579310</td>\n",
       "      <td>6.998952</td>\n",
       "      <td>-0.982069</td>\n",
       "      <td>-0.109046</td>\n",
       "      <td>1.130232</td>\n",
       "      <td>3.045857</td>\n",
       "      <td>85.593058</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Romance</th>\n",
       "      <td>562.0</td>\n",
       "      <td>4.161531</td>\n",
       "      <td>10.935636</td>\n",
       "      <td>-0.998641</td>\n",
       "      <td>0.093297</td>\n",
       "      <td>1.430961</td>\n",
       "      <td>4.080641</td>\n",
       "      <td>128.440706</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Science Fiction</th>\n",
       "      <td>431.0</td>\n",
       "      <td>4.936654</td>\n",
       "      <td>36.213958</td>\n",
       "      <td>-0.992978</td>\n",
       "      <td>0.069823</td>\n",
       "      <td>1.260046</td>\n",
       "      <td>2.983068</td>\n",
       "      <td>699.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Thriller</th>\n",
       "      <td>930.0</td>\n",
       "      <td>4.424132</td>\n",
       "      <td>23.660201</td>\n",
       "      <td>-0.998253</td>\n",
       "      <td>-0.002169</td>\n",
       "      <td>1.178966</td>\n",
       "      <td>2.942605</td>\n",
       "      <td>425.644100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>War</th>\n",
       "      <td>116.0</td>\n",
       "      <td>3.975374</td>\n",
       "      <td>12.739420</td>\n",
       "      <td>-0.999126</td>\n",
       "      <td>-0.158417</td>\n",
       "      <td>1.008179</td>\n",
       "      <td>3.426263</td>\n",
       "      <td>99.044115</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Western</th>\n",
       "      <td>57.0</td>\n",
       "      <td>3.901748</td>\n",
       "      <td>11.414628</td>\n",
       "      <td>-0.996086</td>\n",
       "      <td>-0.509607</td>\n",
       "      <td>0.800687</td>\n",
       "      <td>2.540003</td>\n",
       "      <td>71.500000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    ROI                                                      \\\n",
       "                  count       mean        std       min       25%       50%   \n",
       "genre                                                                         \n",
       "Action            915.0   2.610393  10.056396 -0.998866  0.042748  1.170408   \n",
       "Adventure         658.0   3.622426  12.605543 -0.999744  0.194622  1.411362   \n",
       "Animation         186.0   5.692525  25.621383 -0.998866  0.520001  1.797744   \n",
       "Comedy           1093.0   4.350234  22.306176 -0.998866  0.100460  1.367685   \n",
       "Crime             518.0   3.294467  22.532732 -0.994922  0.003667  1.037851   \n",
       "Documentary        32.0  22.229295  77.313750 -0.965422 -0.142430  2.920980   \n",
       "Drama            1415.0   4.747008  27.766846 -0.999126 -0.134420  1.103953   \n",
       "Family            360.0   4.503927  19.076703 -0.999744  0.415171  1.616565   \n",
       "Fantasy           340.0   4.845790  38.657510 -0.999744  0.290678  1.230590   \n",
       "History           142.0   3.109704   7.460733 -0.996388 -0.179187  0.898194   \n",
       "Horror            328.0  13.277118  60.032485 -0.994820  0.356628  1.886369   \n",
       "Music             108.0   5.567479  14.450679 -0.998641  0.122843  2.126266   \n",
       "Mystery           261.0   2.579310   6.998952 -0.982069 -0.109046  1.130232   \n",
       "Romance           562.0   4.161531  10.935636 -0.998641  0.093297  1.430961   \n",
       "Science Fiction   431.0   4.936654  36.213958 -0.992978  0.069823  1.260046   \n",
       "Thriller          930.0   4.424132  23.660201 -0.998253 -0.002169  1.178966   \n",
       "War               116.0   3.975374  12.739420 -0.999126 -0.158417  1.008179   \n",
       "Western            57.0   3.901748  11.414628 -0.996086 -0.509607  0.800687   \n",
       "\n",
       "                                        \n",
       "                       75%         max  \n",
       "genre                                   \n",
       "Action            2.732189  249.000000  \n",
       "Adventure         3.274062  249.000000  \n",
       "Animation         3.885434  310.709965  \n",
       "Comedy            3.424867  499.000000  \n",
       "Crime             2.653224  499.000000  \n",
       "Documentary      11.982347  438.616585  \n",
       "Drama             3.324978  699.000000  \n",
       "Family            3.857042  310.709965  \n",
       "Fantasy           3.170359  699.000000  \n",
       "History           2.530502   56.508517  \n",
       "Horror            5.436799  699.000000  \n",
       "Music             5.202962  128.440706  \n",
       "Mystery           3.045857   85.593058  \n",
       "Romance           4.080641  128.440706  \n",
       "Science Fiction   2.983068  699.000000  \n",
       "Thriller          2.942605  425.644100  \n",
       "War               3.426263   99.044115  \n",
       "Western           2.540003   71.500000  "
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies_by_genre[['genre', 'ROI']][movies_by_genre['ROI'] < 1000].groupby('genre').describe()"
   ]
  }
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