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IMBD_notebook example for Tim
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gistfile1.txt
{
"cells": [
{
"cell_type": "code",
"execution_count": 40,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import pandas, scipy, matplotlib, math\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false,
"scrolled": false
},
"outputs": [
{
"data": {
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" <td>Christopher Nolan</td>\n",
" <td>813.0</td>\n",
" <td>164.0</td>\n",
" <td>22000.0</td>\n",
" <td>23000.0</td>\n",
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" <td>Color</td>\n",
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" <td>132.0</td>\n",
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" <td>530.0</td>\n",
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" <td>Nathan Greno</td>\n",
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" <td>Color</td>\n",
" <td>Joss Whedon</td>\n",
" <td>635.0</td>\n",
" <td>141.0</td>\n",
" <td>0.0</td>\n",
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" <th>9</th>\n",
" <td>Color</td>\n",
" <td>David Yates</td>\n",
" <td>375.0</td>\n",
" <td>153.0</td>\n",
" <td>282.0</td>\n",
" <td>10000.0</td>\n",
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" <th>10</th>\n",
" <td>Color</td>\n",
" <td>Zack Snyder</td>\n",
" <td>673.0</td>\n",
" <td>183.0</td>\n",
" <td>0.0</td>\n",
" <td>2000.0</td>\n",
" <td>Lauren Cohan</td>\n",
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" <td>3018.0</td>\n",
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" <td>4000.0</td>\n",
" <td>6.9</td>\n",
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" <tr>\n",
" <th>11</th>\n",
" <td>Color</td>\n",
" <td>Bryan Singer</td>\n",
" <td>434.0</td>\n",
" <td>169.0</td>\n",
" <td>0.0</td>\n",
" <td>903.0</td>\n",
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" <td>...</td>\n",
" <td>2367.0</td>\n",
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" <td>USA</td>\n",
" <td>PG-13</td>\n",
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" <td>10000.0</td>\n",
" <td>6.1</td>\n",
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" <td>0</td>\n",
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" <tr>\n",
" <th>12</th>\n",
" <td>Color</td>\n",
" <td>Marc Forster</td>\n",
" <td>403.0</td>\n",
" <td>106.0</td>\n",
" <td>395.0</td>\n",
" <td>393.0</td>\n",
" <td>Mathieu Amalric</td>\n",
" <td>451.0</td>\n",
" <td>168368427.0</td>\n",
" <td>Action|Adventure</td>\n",
" <td>...</td>\n",
" <td>1243.0</td>\n",
" <td>English</td>\n",
" <td>UK</td>\n",
" <td>PG-13</td>\n",
" <td>200000000.0</td>\n",
" <td>2008.0</td>\n",
" <td>412.0</td>\n",
" <td>6.7</td>\n",
" <td>2.35</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>Color</td>\n",
" <td>Gore Verbinski</td>\n",
" <td>313.0</td>\n",
" <td>151.0</td>\n",
" <td>563.0</td>\n",
" <td>1000.0</td>\n",
" <td>Orlando Bloom</td>\n",
" <td>40000.0</td>\n",
" <td>423032628.0</td>\n",
" <td>Action|Adventure|Fantasy</td>\n",
" <td>...</td>\n",
" <td>1832.0</td>\n",
" <td>English</td>\n",
" <td>USA</td>\n",
" <td>PG-13</td>\n",
" <td>225000000.0</td>\n",
" <td>2006.0</td>\n",
" <td>5000.0</td>\n",
" <td>7.3</td>\n",
" <td>2.35</td>\n",
" <td>5000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>Color</td>\n",
" <td>Gore Verbinski</td>\n",
" <td>450.0</td>\n",
" <td>150.0</td>\n",
" <td>563.0</td>\n",
" <td>1000.0</td>\n",
" <td>Ruth Wilson</td>\n",
" <td>40000.0</td>\n",
" <td>89289910.0</td>\n",
" <td>Action|Adventure|Western</td>\n",
" <td>...</td>\n",
" <td>711.0</td>\n",
" <td>English</td>\n",
" <td>USA</td>\n",
" <td>PG-13</td>\n",
" <td>215000000.0</td>\n",
" <td>2013.0</td>\n",
" <td>2000.0</td>\n",
" <td>6.5</td>\n",
" <td>2.35</td>\n",
" <td>48000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>Color</td>\n",
" <td>Zack Snyder</td>\n",
" <td>733.0</td>\n",
" <td>143.0</td>\n",
" <td>0.0</td>\n",
" <td>748.0</td>\n",
" <td>Christopher Meloni</td>\n",
" <td>15000.0</td>\n",
" <td>291021565.0</td>\n",
" <td>Action|Adventure|Fantasy|Sci-Fi</td>\n",
" <td>...</td>\n",
" <td>2536.0</td>\n",
" <td>English</td>\n",
" <td>USA</td>\n",
" <td>PG-13</td>\n",
" <td>225000000.0</td>\n",
" <td>2013.0</td>\n",
" <td>3000.0</td>\n",
" <td>7.2</td>\n",
" <td>2.35</td>\n",
" <td>118000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>Color</td>\n",
" <td>Andrew Adamson</td>\n",
" <td>258.0</td>\n",
" <td>150.0</td>\n",
" <td>80.0</td>\n",
" <td>201.0</td>\n",
" <td>Pierfrancesco Favino</td>\n",
" <td>22000.0</td>\n",
" <td>141614023.0</td>\n",
" <td>Action|Adventure|Family|Fantasy</td>\n",
" <td>...</td>\n",
" <td>438.0</td>\n",
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" <td>USA</td>\n",
" <td>PG</td>\n",
" <td>225000000.0</td>\n",
" <td>2008.0</td>\n",
" <td>216.0</td>\n",
" <td>6.6</td>\n",
" <td>2.35</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>Color</td>\n",
" <td>Joss Whedon</td>\n",
" <td>703.0</td>\n",
" <td>173.0</td>\n",
" <td>0.0</td>\n",
" <td>19000.0</td>\n",
" <td>Robert Downey Jr.</td>\n",
" <td>26000.0</td>\n",
" <td>623279547.0</td>\n",
" <td>Action|Adventure|Sci-Fi</td>\n",
" <td>...</td>\n",
" <td>1722.0</td>\n",
" <td>English</td>\n",
" <td>USA</td>\n",
" <td>PG-13</td>\n",
" <td>220000000.0</td>\n",
" <td>2012.0</td>\n",
" <td>21000.0</td>\n",
" <td>8.1</td>\n",
" <td>1.85</td>\n",
" <td>123000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>Color</td>\n",
" <td>Rob Marshall</td>\n",
" <td>448.0</td>\n",
" <td>136.0</td>\n",
" <td>252.0</td>\n",
" <td>1000.0</td>\n",
" <td>Sam Claflin</td>\n",
" <td>40000.0</td>\n",
" <td>241063875.0</td>\n",
" <td>Action|Adventure|Fantasy</td>\n",
" <td>...</td>\n",
" <td>484.0</td>\n",
" <td>English</td>\n",
" <td>USA</td>\n",
" <td>PG-13</td>\n",
" <td>250000000.0</td>\n",
" <td>2011.0</td>\n",
" <td>11000.0</td>\n",
" <td>6.7</td>\n",
" <td>2.35</td>\n",
" <td>58000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>Color</td>\n",
" <td>Barry Sonnenfeld</td>\n",
" <td>451.0</td>\n",
" <td>106.0</td>\n",
" <td>188.0</td>\n",
" <td>718.0</td>\n",
" <td>Michael Stuhlbarg</td>\n",
" <td>10000.0</td>\n",
" <td>179020854.0</td>\n",
" <td>Action|Adventure|Comedy|Family|Fantasy|Sci-Fi</td>\n",
" <td>...</td>\n",
" <td>341.0</td>\n",
" <td>English</td>\n",
" <td>USA</td>\n",
" <td>PG-13</td>\n",
" <td>225000000.0</td>\n",
" <td>2012.0</td>\n",
" <td>816.0</td>\n",
" <td>6.8</td>\n",
" <td>1.85</td>\n",
" <td>40000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>Color</td>\n",
" <td>Peter Jackson</td>\n",
" <td>422.0</td>\n",
" <td>164.0</td>\n",
" <td>0.0</td>\n",
" <td>773.0</td>\n",
" <td>Adam Brown</td>\n",
" <td>5000.0</td>\n",
" <td>255108370.0</td>\n",
" <td>Adventure|Fantasy</td>\n",
" <td>...</td>\n",
" <td>802.0</td>\n",
" <td>English</td>\n",
" <td>New Zealand</td>\n",
" <td>PG-13</td>\n",
" <td>250000000.0</td>\n",
" <td>2014.0</td>\n",
" <td>972.0</td>\n",
" <td>7.5</td>\n",
" <td>2.35</td>\n",
" <td>65000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>Color</td>\n",
" <td>Marc Webb</td>\n",
" <td>599.0</td>\n",
" <td>153.0</td>\n",
" <td>464.0</td>\n",
" <td>963.0</td>\n",
" <td>Andrew Garfield</td>\n",
" <td>15000.0</td>\n",
" <td>262030663.0</td>\n",
" <td>Action|Adventure|Fantasy</td>\n",
" <td>...</td>\n",
" <td>1225.0</td>\n",
" <td>English</td>\n",
" <td>USA</td>\n",
" <td>PG-13</td>\n",
" <td>230000000.0</td>\n",
" <td>2012.0</td>\n",
" <td>10000.0</td>\n",
" <td>7.0</td>\n",
" <td>2.35</td>\n",
" <td>56000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>Color</td>\n",
" <td>Ridley Scott</td>\n",
" <td>343.0</td>\n",
" <td>156.0</td>\n",
" <td>0.0</td>\n",
" <td>738.0</td>\n",
" <td>William Hurt</td>\n",
" <td>891.0</td>\n",
" <td>105219735.0</td>\n",
" <td>Action|Adventure|Drama|History</td>\n",
" <td>...</td>\n",
" <td>546.0</td>\n",
" <td>English</td>\n",
" <td>USA</td>\n",
" <td>PG-13</td>\n",
" <td>200000000.0</td>\n",
" <td>2010.0</td>\n",
" <td>882.0</td>\n",
" <td>6.7</td>\n",
" <td>2.35</td>\n",
" <td>17000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>Color</td>\n",
" <td>Peter Jackson</td>\n",
" <td>509.0</td>\n",
" <td>186.0</td>\n",
" <td>0.0</td>\n",
" <td>773.0</td>\n",
" <td>Adam Brown</td>\n",
" <td>5000.0</td>\n",
" <td>258355354.0</td>\n",
" <td>Adventure|Fantasy</td>\n",
" <td>...</td>\n",
" <td>951.0</td>\n",
" <td>English</td>\n",
" <td>USA</td>\n",
" <td>PG-13</td>\n",
" <td>225000000.0</td>\n",
" <td>2013.0</td>\n",
" <td>972.0</td>\n",
" <td>7.9</td>\n",
" <td>2.35</td>\n",
" <td>83000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>Color</td>\n",
" <td>Chris Weitz</td>\n",
" <td>251.0</td>\n",
" <td>113.0</td>\n",
" <td>129.0</td>\n",
" <td>1000.0</td>\n",
" <td>Eva Green</td>\n",
" <td>16000.0</td>\n",
" <td>70083519.0</td>\n",
" <td>Adventure|Family|Fantasy</td>\n",
" <td>...</td>\n",
" <td>666.0</td>\n",
" <td>English</td>\n",
" <td>USA</td>\n",
" <td>PG-13</td>\n",
" <td>180000000.0</td>\n",
" <td>2007.0</td>\n",
" <td>6000.0</td>\n",
" <td>6.1</td>\n",
" <td>2.35</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>Color</td>\n",
" <td>Peter Jackson</td>\n",
" <td>446.0</td>\n",
" <td>201.0</td>\n",
" <td>0.0</td>\n",
" <td>84.0</td>\n",
" <td>Thomas Kretschmann</td>\n",
" <td>6000.0</td>\n",
" <td>218051260.0</td>\n",
" <td>Action|Adventure|Drama|Romance</td>\n",
" <td>...</td>\n",
" <td>2618.0</td>\n",
" <td>English</td>\n",
" <td>New Zealand</td>\n",
" <td>PG-13</td>\n",
" <td>207000000.0</td>\n",
" <td>2005.0</td>\n",
" <td>919.0</td>\n",
" <td>7.2</td>\n",
" <td>2.35</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>Color</td>\n",
" <td>James Cameron</td>\n",
" <td>315.0</td>\n",
" <td>194.0</td>\n",
" <td>0.0</td>\n",
" <td>794.0</td>\n",
" <td>Kate Winslet</td>\n",
" <td>29000.0</td>\n",
" <td>658672302.0</td>\n",
" <td>Drama|Romance</td>\n",
" <td>...</td>\n",
" <td>2528.0</td>\n",
" <td>English</td>\n",
" <td>USA</td>\n",
" <td>PG-13</td>\n",
" <td>200000000.0</td>\n",
" <td>1997.0</td>\n",
" <td>14000.0</td>\n",
" <td>7.7</td>\n",
" <td>2.35</td>\n",
" <td>26000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>Color</td>\n",
" <td>Anthony Russo</td>\n",
" <td>516.0</td>\n",
" <td>147.0</td>\n",
" <td>94.0</td>\n",
" <td>11000.0</td>\n",
" <td>Scarlett Johansson</td>\n",
" <td>21000.0</td>\n",
" <td>407197282.0</td>\n",
" <td>Action|Adventure|Sci-Fi</td>\n",
" <td>...</td>\n",
" <td>1022.0</td>\n",
" <td>English</td>\n",
" <td>USA</td>\n",
" <td>PG-13</td>\n",
" <td>250000000.0</td>\n",
" <td>2016.0</td>\n",
" <td>19000.0</td>\n",
" <td>8.2</td>\n",
" <td>2.35</td>\n",
" <td>72000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>Color</td>\n",
" <td>Peter Berg</td>\n",
" <td>377.0</td>\n",
" <td>131.0</td>\n",
" <td>532.0</td>\n",
" <td>627.0</td>\n",
" <td>Alexander Skarsgård</td>\n",
" <td>14000.0</td>\n",
" <td>65173160.0</td>\n",
" <td>Action|Adventure|Sci-Fi|Thriller</td>\n",
" <td>...</td>\n",
" <td>751.0</td>\n",
" <td>English</td>\n",
" <td>USA</td>\n",
" <td>PG-13</td>\n",
" <td>209000000.0</td>\n",
" <td>2012.0</td>\n",
" <td>10000.0</td>\n",
" <td>5.9</td>\n",
" <td>2.35</td>\n",
" <td>44000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>Color</td>\n",
" <td>Colin Trevorrow</td>\n",
" <td>644.0</td>\n",
" <td>124.0</td>\n",
" <td>365.0</td>\n",
" <td>1000.0</td>\n",
" <td>Judy Greer</td>\n",
" <td>3000.0</td>\n",
" <td>652177271.0</td>\n",
" <td>Action|Adventure|Sci-Fi|Thriller</td>\n",
" <td>...</td>\n",
" <td>1290.0</td>\n",
" <td>English</td>\n",
" <td>USA</td>\n",
" <td>PG-13</td>\n",
" <td>150000000.0</td>\n",
" <td>2015.0</td>\n",
" <td>2000.0</td>\n",
" <td>7.0</td>\n",
" <td>2.00</td>\n",
" <td>150000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5013</th>\n",
" <td>Color</td>\n",
" <td>Eric Eason</td>\n",
" <td>28.0</td>\n",
" <td>79.0</td>\n",
" <td>3.0</td>\n",
" <td>42.0</td>\n",
" <td>Panchito Gómez</td>\n",
" <td>93.0</td>\n",
" <td>NaN</td>\n",
" <td>Drama|Family</td>\n",
" <td>...</td>\n",
" <td>21.0</td>\n",
" <td>English</td>\n",
" <td>USA</td>\n",
" <td>NaN</td>\n",
" <td>24000.0</td>\n",
" <td>2002.0</td>\n",
" <td>46.0</td>\n",
" <td>7.0</td>\n",
" <td>1.78</td>\n",
" <td>61</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5014</th>\n",
" <td>Color</td>\n",
" <td>Uwe Boll</td>\n",
" <td>58.0</td>\n",
" <td>80.0</td>\n",
" <td>892.0</td>\n",
" <td>492.0</td>\n",
" <td>Katharine Isabelle</td>\n",
" <td>986.0</td>\n",
" <td>NaN</td>\n",
" <td>Action|Crime|Thriller</td>\n",
" <td>...</td>\n",
" <td>129.0</td>\n",
" <td>English</td>\n",
" <td>Canada</td>\n",
" <td>R</td>\n",
" <td>NaN</td>\n",
" <td>2009.0</td>\n",
" <td>918.0</td>\n",
" <td>6.3</td>\n",
" <td>2.35</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5015</th>\n",
" <td>Black and White</td>\n",
" <td>Richard Linklater</td>\n",
" <td>61.0</td>\n",
" <td>100.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>Richard Linklater</td>\n",
" <td>5.0</td>\n",
" <td>1227508.0</td>\n",
" <td>Comedy|Drama</td>\n",
" <td>...</td>\n",
" <td>80.0</td>\n",
" <td>English</td>\n",
" <td>USA</td>\n",
" <td>R</td>\n",
" <td>23000.0</td>\n",
" <td>1991.0</td>\n",
" <td>0.0</td>\n",
" <td>7.1</td>\n",
" <td>1.37</td>\n",
" <td>2000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5016</th>\n",
" <td>Color</td>\n",
" <td>Joseph Mazzella</td>\n",
" <td>NaN</td>\n",
" <td>90.0</td>\n",
" <td>0.0</td>\n",
" <td>9.0</td>\n",
" <td>Mikaal Bates</td>\n",
" <td>313.0</td>\n",
" <td>NaN</td>\n",
" <td>Crime|Drama|Thriller</td>\n",
" <td>...</td>\n",
" <td>2.0</td>\n",
" <td>English</td>\n",
" <td>USA</td>\n",
" <td>NaN</td>\n",
" <td>25000.0</td>\n",
" <td>2015.0</td>\n",
" <td>25.0</td>\n",
" <td>4.8</td>\n",
" <td>NaN</td>\n",
" <td>33</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5017</th>\n",
" <td>Color</td>\n",
" <td>Travis Legge</td>\n",
" <td>1.0</td>\n",
" <td>90.0</td>\n",
" <td>138.0</td>\n",
" <td>138.0</td>\n",
" <td>Suzi Lorraine</td>\n",
" <td>370.0</td>\n",
" <td>NaN</td>\n",
" <td>Comedy|Romance</td>\n",
" <td>...</td>\n",
" <td>3.0</td>\n",
" <td>English</td>\n",
" <td>USA</td>\n",
" <td>NaN</td>\n",
" <td>22000.0</td>\n",
" <td>2013.0</td>\n",
" <td>184.0</td>\n",
" <td>3.3</td>\n",
" <td>1.78</td>\n",
" <td>200</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5018</th>\n",
" <td>Color</td>\n",
" <td>Alex Kendrick</td>\n",
" <td>5.0</td>\n",
" <td>120.0</td>\n",
" <td>589.0</td>\n",
" <td>4.0</td>\n",
" <td>Lisa Arnold</td>\n",
" <td>51.0</td>\n",
" <td>NaN</td>\n",
" <td>Drama</td>\n",
" <td>...</td>\n",
" <td>49.0</td>\n",
" <td>English</td>\n",
" <td>USA</td>\n",
" <td>NaN</td>\n",
" <td>20000.0</td>\n",
" <td>2003.0</td>\n",
" <td>49.0</td>\n",
" <td>6.9</td>\n",
" <td>1.85</td>\n",
" <td>725</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5019</th>\n",
" <td>Color</td>\n",
" <td>Marcus Nispel</td>\n",
" <td>43.0</td>\n",
" <td>91.0</td>\n",
" <td>158.0</td>\n",
" <td>265.0</td>\n",
" <td>Brittany Curran</td>\n",
" <td>630.0</td>\n",
" <td>NaN</td>\n",
" <td>Horror|Mystery|Thriller</td>\n",
" <td>...</td>\n",
" <td>33.0</td>\n",
" <td>English</td>\n",
" <td>USA</td>\n",
" <td>R</td>\n",
" <td>NaN</td>\n",
" <td>2015.0</td>\n",
" <td>512.0</td>\n",
" <td>4.6</td>\n",
" <td>1.85</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5020</th>\n",
" <td>NaN</td>\n",
" <td>Brandon Landers</td>\n",
" <td>NaN</td>\n",
" <td>143.0</td>\n",
" <td>8.0</td>\n",
" <td>8.0</td>\n",
" <td>Alana Kaniewski</td>\n",
" <td>720.0</td>\n",
" <td>NaN</td>\n",
" <td>Drama|Horror|Thriller</td>\n",
" <td>...</td>\n",
" <td>8.0</td>\n",
" <td>English</td>\n",
" <td>USA</td>\n",
" <td>NaN</td>\n",
" <td>17350.0</td>\n",
" <td>2011.0</td>\n",
" <td>19.0</td>\n",
" <td>3.0</td>\n",
" <td>NaN</td>\n",
" <td>33</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5021</th>\n",
" <td>Color</td>\n",
" <td>Jay Duplass</td>\n",
" <td>51.0</td>\n",
" <td>85.0</td>\n",
" <td>157.0</td>\n",
" <td>10.0</td>\n",
" <td>Katie Aselton</td>\n",
" <td>830.0</td>\n",
" <td>192467.0</td>\n",
" <td>Comedy|Drama|Romance</td>\n",
" <td>...</td>\n",
" <td>71.0</td>\n",
" <td>English</td>\n",
" <td>USA</td>\n",
" <td>R</td>\n",
" <td>15000.0</td>\n",
" <td>2005.0</td>\n",
" <td>224.0</td>\n",
" <td>6.6</td>\n",
" <td>NaN</td>\n",
" <td>297</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5022</th>\n",
" <td>Black and White</td>\n",
" <td>Jim Chuchu</td>\n",
" <td>6.0</td>\n",
" <td>60.0</td>\n",
" <td>0.0</td>\n",
" <td>4.0</td>\n",
" <td>Olwenya Maina</td>\n",
" <td>147.0</td>\n",
" <td>NaN</td>\n",
" <td>Drama</td>\n",
" <td>...</td>\n",
" <td>1.0</td>\n",
" <td>Swahili</td>\n",
" <td>Kenya</td>\n",
" <td>NaN</td>\n",
" <td>15000.0</td>\n",
" <td>2014.0</td>\n",
" <td>19.0</td>\n",
" <td>7.4</td>\n",
" <td>NaN</td>\n",
" <td>45</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5023</th>\n",
" <td>Color</td>\n",
" <td>Daryl Wein</td>\n",
" <td>22.0</td>\n",
" <td>88.0</td>\n",
" <td>38.0</td>\n",
" <td>211.0</td>\n",
" <td>Heather Burns</td>\n",
" <td>331.0</td>\n",
" <td>76382.0</td>\n",
" <td>Romance</td>\n",
" <td>...</td>\n",
" <td>8.0</td>\n",
" <td>English</td>\n",
" <td>USA</td>\n",
" <td>NaN</td>\n",
" <td>15000.0</td>\n",
" <td>2009.0</td>\n",
" <td>212.0</td>\n",
" <td>6.2</td>\n",
" <td>2.35</td>\n",
" <td>324</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5024</th>\n",
" <td>Color</td>\n",
" <td>Jason Trost</td>\n",
" <td>42.0</td>\n",
" <td>78.0</td>\n",
" <td>91.0</td>\n",
" <td>86.0</td>\n",
" <td>Jason Trost</td>\n",
" <td>407.0</td>\n",
" <td>NaN</td>\n",
" <td>Sci-Fi|Thriller</td>\n",
" <td>...</td>\n",
" <td>35.0</td>\n",
" <td>English</td>\n",
" <td>USA</td>\n",
" <td>Unrated</td>\n",
" <td>20000.0</td>\n",
" <td>2011.0</td>\n",
" <td>91.0</td>\n",
" <td>4.0</td>\n",
" <td>2.35</td>\n",
" <td>835</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5025</th>\n",
" <td>Color</td>\n",
" <td>John Waters</td>\n",
" <td>73.0</td>\n",
" <td>108.0</td>\n",
" <td>0.0</td>\n",
" <td>105.0</td>\n",
" <td>Mink Stole</td>\n",
" <td>462.0</td>\n",
" <td>180483.0</td>\n",
" <td>Comedy|Crime|Horror</td>\n",
" <td>...</td>\n",
" <td>183.0</td>\n",
" <td>English</td>\n",
" <td>USA</td>\n",
" <td>NC-17</td>\n",
" <td>10000.0</td>\n",
" <td>1972.0</td>\n",
" <td>143.0</td>\n",
" <td>6.1</td>\n",
" <td>1.37</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5026</th>\n",
" <td>Color</td>\n",
" <td>Olivier Assayas</td>\n",
" <td>81.0</td>\n",
" <td>110.0</td>\n",
" <td>107.0</td>\n",
" <td>45.0</td>\n",
" <td>Béatrice Dalle</td>\n",
" <td>576.0</td>\n",
" <td>136007.0</td>\n",
" <td>Drama|Music|Romance</td>\n",
" <td>...</td>\n",
" <td>39.0</td>\n",
" <td>French</td>\n",
" <td>France</td>\n",
" <td>R</td>\n",
" <td>4500.0</td>\n",
" <td>2004.0</td>\n",
" <td>133.0</td>\n",
" <td>6.9</td>\n",
" <td>2.35</td>\n",
" <td>171</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5027</th>\n",
" <td>Color</td>\n",
" <td>Jafar Panahi</td>\n",
" <td>64.0</td>\n",
" <td>90.0</td>\n",
" <td>397.0</td>\n",
" <td>0.0</td>\n",
" <td>Nargess Mamizadeh</td>\n",
" <td>5.0</td>\n",
" <td>673780.0</td>\n",
" <td>Drama</td>\n",
" <td>...</td>\n",
" <td>26.0</td>\n",
" <td>Persian</td>\n",
" <td>Iran</td>\n",
" <td>Not Rated</td>\n",
" <td>10000.0</td>\n",
" <td>2000.0</td>\n",
" <td>0.0</td>\n",
" <td>7.5</td>\n",
" <td>1.85</td>\n",
" <td>697</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5028</th>\n",
" <td>Black and White</td>\n",
" <td>Ivan Kavanagh</td>\n",
" <td>12.0</td>\n",
" <td>83.0</td>\n",
" <td>18.0</td>\n",
" <td>0.0</td>\n",
" <td>Michael Parle</td>\n",
" <td>10.0</td>\n",
" <td>NaN</td>\n",
" <td>Horror</td>\n",
" <td>...</td>\n",
" <td>1.0</td>\n",
" <td>English</td>\n",
" <td>Ireland</td>\n",
" <td>NaN</td>\n",
" <td>10000.0</td>\n",
" <td>2007.0</td>\n",
" <td>5.0</td>\n",
" <td>6.7</td>\n",
" <td>1.33</td>\n",
" <td>105</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5029</th>\n",
" <td>Color</td>\n",
" <td>Kiyoshi Kurosawa</td>\n",
" <td>78.0</td>\n",
" <td>111.0</td>\n",
" <td>62.0</td>\n",
" <td>6.0</td>\n",
" <td>Anna Nakagawa</td>\n",
" <td>89.0</td>\n",
" <td>94596.0</td>\n",
" <td>Crime|Horror|Mystery|Thriller</td>\n",
" <td>...</td>\n",
" <td>50.0</td>\n",
" <td>Japanese</td>\n",
" <td>Japan</td>\n",
" <td>NaN</td>\n",
" <td>1000000.0</td>\n",
" <td>1997.0</td>\n",
" <td>13.0</td>\n",
" <td>7.4</td>\n",
" <td>1.85</td>\n",
" <td>817</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5030</th>\n",
" <td>Color</td>\n",
" <td>Tadeo Garcia</td>\n",
" <td>NaN</td>\n",
" <td>84.0</td>\n",
" <td>5.0</td>\n",
" <td>12.0</td>\n",
" <td>Michael Cortez</td>\n",
" <td>21.0</td>\n",
" <td>NaN</td>\n",
" <td>Drama</td>\n",
" <td>...</td>\n",
" <td>3.0</td>\n",
" <td>English</td>\n",
" <td>USA</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>2004.0</td>\n",
" <td>20.0</td>\n",
" <td>6.1</td>\n",
" <td>NaN</td>\n",
" <td>22</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5031</th>\n",
" <td>Color</td>\n",
" <td>Thomas L. Phillips</td>\n",
" <td>13.0</td>\n",
" <td>82.0</td>\n",
" <td>120.0</td>\n",
" <td>84.0</td>\n",
" <td>Joe Coffey</td>\n",
" <td>785.0</td>\n",
" <td>NaN</td>\n",
" <td>Comedy|Horror|Thriller</td>\n",
" <td>...</td>\n",
" <td>8.0</td>\n",
" <td>English</td>\n",
" <td>USA</td>\n",
" <td>NaN</td>\n",
" <td>200000.0</td>\n",
" <td>2012.0</td>\n",
" <td>98.0</td>\n",
" <td>5.4</td>\n",
" <td>16.00</td>\n",
" <td>424</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5032</th>\n",
" <td>Color</td>\n",
" <td>Ash Baron-Cohen</td>\n",
" <td>10.0</td>\n",
" <td>98.0</td>\n",
" <td>3.0</td>\n",
" <td>152.0</td>\n",
" <td>Stanley B. Herman</td>\n",
" <td>789.0</td>\n",
" <td>NaN</td>\n",
" <td>Crime|Drama</td>\n",
" <td>...</td>\n",
" <td>14.0</td>\n",
" <td>English</td>\n",
" <td>USA</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>1995.0</td>\n",
" <td>194.0</td>\n",
" <td>6.4</td>\n",
" <td>NaN</td>\n",
" <td>20</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5033</th>\n",
" <td>Color</td>\n",
" <td>Shane Carruth</td>\n",
" <td>143.0</td>\n",
" <td>77.0</td>\n",
" <td>291.0</td>\n",
" <td>8.0</td>\n",
" <td>David Sullivan</td>\n",
" <td>291.0</td>\n",
" <td>424760.0</td>\n",
" <td>Drama|Sci-Fi|Thriller</td>\n",
" <td>...</td>\n",
" <td>371.0</td>\n",
" <td>English</td>\n",
" <td>USA</td>\n",
" <td>PG-13</td>\n",
" <td>7000.0</td>\n",
" <td>2004.0</td>\n",
" <td>45.0</td>\n",
" <td>7.0</td>\n",
" <td>1.85</td>\n",
" <td>19000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5034</th>\n",
" <td>Color</td>\n",
" <td>Neill Dela Llana</td>\n",
" <td>35.0</td>\n",
" <td>80.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>Edgar Tancangco</td>\n",
" <td>0.0</td>\n",
" <td>70071.0</td>\n",
" <td>Thriller</td>\n",
" <td>...</td>\n",
" <td>35.0</td>\n",
" <td>English</td>\n",
" <td>Philippines</td>\n",
" <td>Not Rated</td>\n",
" <td>7000.0</td>\n",
" <td>2005.0</td>\n",
" <td>0.0</td>\n",
" <td>6.3</td>\n",
" <td>NaN</td>\n",
" <td>74</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5035</th>\n",
" <td>Color</td>\n",
" <td>Robert Rodriguez</td>\n",
" <td>56.0</td>\n",
" <td>81.0</td>\n",
" <td>0.0</td>\n",
" <td>6.0</td>\n",
" <td>Peter Marquardt</td>\n",
" <td>121.0</td>\n",
" <td>2040920.0</td>\n",
" <td>Action|Crime|Drama|Romance|Thriller</td>\n",
" <td>...</td>\n",
" <td>130.0</td>\n",
" <td>Spanish</td>\n",
" <td>USA</td>\n",
" <td>R</td>\n",
" <td>7000.0</td>\n",
" <td>1992.0</td>\n",
" <td>20.0</td>\n",
" <td>6.9</td>\n",
" <td>1.37</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5036</th>\n",
" <td>Color</td>\n",
" <td>Anthony Vallone</td>\n",
" <td>NaN</td>\n",
" <td>84.0</td>\n",
" <td>2.0</td>\n",
" <td>2.0</td>\n",
" <td>John Considine</td>\n",
" <td>45.0</td>\n",
" <td>NaN</td>\n",
" <td>Crime|Drama</td>\n",
" <td>...</td>\n",
" <td>1.0</td>\n",
" <td>English</td>\n",
" <td>USA</td>\n",
" <td>PG-13</td>\n",
" <td>3250.0</td>\n",
" <td>2005.0</td>\n",
" <td>44.0</td>\n",
" <td>7.8</td>\n",
" <td>NaN</td>\n",
" <td>4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5037</th>\n",
" <td>Color</td>\n",
" <td>Edward Burns</td>\n",
" <td>14.0</td>\n",
" <td>95.0</td>\n",
" <td>0.0</td>\n",
" <td>133.0</td>\n",
" <td>Caitlin FitzGerald</td>\n",
" <td>296.0</td>\n",
" <td>4584.0</td>\n",
" <td>Comedy|Drama</td>\n",
" <td>...</td>\n",
" <td>14.0</td>\n",
" <td>English</td>\n",
" <td>USA</td>\n",
" <td>Not Rated</td>\n",
" <td>9000.0</td>\n",
" <td>2011.0</td>\n",
" <td>205.0</td>\n",
" <td>6.4</td>\n",
" <td>NaN</td>\n",
" <td>413</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5038</th>\n",
" <td>Color</td>\n",
" <td>Scott Smith</td>\n",
" <td>1.0</td>\n",
" <td>87.0</td>\n",
" <td>2.0</td>\n",
" <td>318.0</td>\n",
" <td>Daphne Zuniga</td>\n",
" <td>637.0</td>\n",
" <td>NaN</td>\n",
" <td>Comedy|Drama</td>\n",
" <td>...</td>\n",
" <td>6.0</td>\n",
" <td>English</td>\n",
" <td>Canada</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>2013.0</td>\n",
" <td>470.0</td>\n",
" <td>7.7</td>\n",
" <td>NaN</td>\n",
" <td>84</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5039</th>\n",
" <td>Color</td>\n",
" <td>NaN</td>\n",
" <td>43.0</td>\n",
" <td>43.0</td>\n",
" <td>NaN</td>\n",
" <td>319.0</td>\n",
" <td>Valorie Curry</td>\n",
" <td>841.0</td>\n",
" <td>NaN</td>\n",
" <td>Crime|Drama|Mystery|Thriller</td>\n",
" <td>...</td>\n",
" <td>359.0</td>\n",
" <td>English</td>\n",
" <td>USA</td>\n",
" <td>TV-14</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>593.0</td>\n",
" <td>7.5</td>\n",
" <td>16.00</td>\n",
" <td>32000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5040</th>\n",
" <td>Color</td>\n",
" <td>Benjamin Roberds</td>\n",
" <td>13.0</td>\n",
" <td>76.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>Maxwell Moody</td>\n",
" <td>0.0</td>\n",
" <td>NaN</td>\n",
" <td>Drama|Horror|Thriller</td>\n",
" <td>...</td>\n",
" <td>3.0</td>\n",
" <td>English</td>\n",
" <td>USA</td>\n",
" <td>NaN</td>\n",
" <td>1400.0</td>\n",
" <td>2013.0</td>\n",
" <td>0.0</td>\n",
" <td>6.3</td>\n",
" <td>NaN</td>\n",
" <td>16</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5041</th>\n",
" <td>Color</td>\n",
" <td>Daniel Hsia</td>\n",
" <td>14.0</td>\n",
" <td>100.0</td>\n",
" <td>0.0</td>\n",
" <td>489.0</td>\n",
" <td>Daniel Henney</td>\n",
" <td>946.0</td>\n",
" <td>10443.0</td>\n",
" <td>Comedy|Drama|Romance</td>\n",
" <td>...</td>\n",
" <td>9.0</td>\n",
" <td>English</td>\n",
" <td>USA</td>\n",
" <td>PG-13</td>\n",
" <td>NaN</td>\n",
" <td>2012.0</td>\n",
" <td>719.0</td>\n",
" <td>6.3</td>\n",
" <td>2.35</td>\n",
" <td>660</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5042</th>\n",
" <td>Color</td>\n",
" <td>Jon Gunn</td>\n",
" <td>43.0</td>\n",
" <td>90.0</td>\n",
" <td>16.0</td>\n",
" <td>16.0</td>\n",
" <td>Brian Herzlinger</td>\n",
" <td>86.0</td>\n",
" <td>85222.0</td>\n",
" <td>Documentary</td>\n",
" <td>...</td>\n",
" <td>84.0</td>\n",
" <td>English</td>\n",
" <td>USA</td>\n",
" <td>PG</td>\n",
" <td>1100.0</td>\n",
" <td>2004.0</td>\n",
" <td>23.0</td>\n",
" <td>6.6</td>\n",
" <td>1.85</td>\n",
" <td>456</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5043 rows × 28 columns</p>\n",
"</div>"
],
"text/plain": [
" color director_name num_critic_for_reviews duration \\\n",
"0 Color James Cameron 723.0 178.0 \n",
"1 Color Gore Verbinski 302.0 169.0 \n",
"2 Color Sam Mendes 602.0 148.0 \n",
"3 Color Christopher Nolan 813.0 164.0 \n",
"4 NaN Doug Walker NaN NaN \n",
"5 Color Andrew Stanton 462.0 132.0 \n",
"6 Color Sam Raimi 392.0 156.0 \n",
"7 Color Nathan Greno 324.0 100.0 \n",
"8 Color Joss Whedon 635.0 141.0 \n",
"9 Color David Yates 375.0 153.0 \n",
"10 Color Zack Snyder 673.0 183.0 \n",
"11 Color Bryan Singer 434.0 169.0 \n",
"12 Color Marc Forster 403.0 106.0 \n",
"13 Color Gore Verbinski 313.0 151.0 \n",
"14 Color Gore Verbinski 450.0 150.0 \n",
"15 Color Zack Snyder 733.0 143.0 \n",
"16 Color Andrew Adamson 258.0 150.0 \n",
"17 Color Joss Whedon 703.0 173.0 \n",
"18 Color Rob Marshall 448.0 136.0 \n",
"19 Color Barry Sonnenfeld 451.0 106.0 \n",
"20 Color Peter Jackson 422.0 164.0 \n",
"21 Color Marc Webb 599.0 153.0 \n",
"22 Color Ridley Scott 343.0 156.0 \n",
"23 Color Peter Jackson 509.0 186.0 \n",
"24 Color Chris Weitz 251.0 113.0 \n",
"25 Color Peter Jackson 446.0 201.0 \n",
"26 Color James Cameron 315.0 194.0 \n",
"27 Color Anthony Russo 516.0 147.0 \n",
"28 Color Peter Berg 377.0 131.0 \n",
"29 Color Colin Trevorrow 644.0 124.0 \n",
"... ... ... ... ... \n",
"5013 Color Eric Eason 28.0 79.0 \n",
"5014 Color Uwe Boll 58.0 80.0 \n",
"5015 Black and White Richard Linklater 61.0 100.0 \n",
"5016 Color Joseph Mazzella NaN 90.0 \n",
"5017 Color Travis Legge 1.0 90.0 \n",
"5018 Color Alex Kendrick 5.0 120.0 \n",
"5019 Color Marcus Nispel 43.0 91.0 \n",
"5020 NaN Brandon Landers NaN 143.0 \n",
"5021 Color Jay Duplass 51.0 85.0 \n",
"5022 Black and White Jim Chuchu 6.0 60.0 \n",
"5023 Color Daryl Wein 22.0 88.0 \n",
"5024 Color Jason Trost 42.0 78.0 \n",
"5025 Color John Waters 73.0 108.0 \n",
"5026 Color Olivier Assayas 81.0 110.0 \n",
"5027 Color Jafar Panahi 64.0 90.0 \n",
"5028 Black and White Ivan Kavanagh 12.0 83.0 \n",
"5029 Color Kiyoshi Kurosawa 78.0 111.0 \n",
"5030 Color Tadeo Garcia NaN 84.0 \n",
"5031 Color Thomas L. Phillips 13.0 82.0 \n",
"5032 Color Ash Baron-Cohen 10.0 98.0 \n",
"5033 Color Shane Carruth 143.0 77.0 \n",
"5034 Color Neill Dela Llana 35.0 80.0 \n",
"5035 Color Robert Rodriguez 56.0 81.0 \n",
"5036 Color Anthony Vallone NaN 84.0 \n",
"5037 Color Edward Burns 14.0 95.0 \n",
"5038 Color Scott Smith 1.0 87.0 \n",
"5039 Color NaN 43.0 43.0 \n",
"5040 Color Benjamin Roberds 13.0 76.0 \n",
"5041 Color Daniel Hsia 14.0 100.0 \n",
"5042 Color Jon Gunn 43.0 90.0 \n",
"\n",
" director_facebook_likes actor_3_facebook_likes actor_2_name \\\n",
"0 0.0 855.0 Joel David Moore \n",
"1 563.0 1000.0 Orlando Bloom \n",
"2 0.0 161.0 Rory Kinnear \n",
"3 22000.0 23000.0 Christian Bale \n",
"4 131.0 NaN Rob Walker \n",
"5 475.0 530.0 Samantha Morton \n",
"6 0.0 4000.0 James Franco \n",
"7 15.0 284.0 Donna Murphy \n",
"8 0.0 19000.0 Robert Downey Jr. \n",
"9 282.0 10000.0 Daniel Radcliffe \n",
"10 0.0 2000.0 Lauren Cohan \n",
"11 0.0 903.0 Marlon Brando \n",
"12 395.0 393.0 Mathieu Amalric \n",
"13 563.0 1000.0 Orlando Bloom \n",
"14 563.0 1000.0 Ruth Wilson \n",
"15 0.0 748.0 Christopher Meloni \n",
"16 80.0 201.0 Pierfrancesco Favino \n",
"17 0.0 19000.0 Robert Downey Jr. \n",
"18 252.0 1000.0 Sam Claflin \n",
"19 188.0 718.0 Michael Stuhlbarg \n",
"20 0.0 773.0 Adam Brown \n",
"21 464.0 963.0 Andrew Garfield \n",
"22 0.0 738.0 William Hurt \n",
"23 0.0 773.0 Adam Brown \n",
"24 129.0 1000.0 Eva Green \n",
"25 0.0 84.0 Thomas Kretschmann \n",
"26 0.0 794.0 Kate Winslet \n",
"27 94.0 11000.0 Scarlett Johansson \n",
"28 532.0 627.0 Alexander Skarsgård \n",
"29 365.0 1000.0 Judy Greer \n",
"... ... ... ... \n",
"5013 3.0 42.0 Panchito Gómez \n",
"5014 892.0 492.0 Katharine Isabelle \n",
"5015 0.0 0.0 Richard Linklater \n",
"5016 0.0 9.0 Mikaal Bates \n",
"5017 138.0 138.0 Suzi Lorraine \n",
"5018 589.0 4.0 Lisa Arnold \n",
"5019 158.0 265.0 Brittany Curran \n",
"5020 8.0 8.0 Alana Kaniewski \n",
"5021 157.0 10.0 Katie Aselton \n",
"5022 0.0 4.0 Olwenya Maina \n",
"5023 38.0 211.0 Heather Burns \n",
"5024 91.0 86.0 Jason Trost \n",
"5025 0.0 105.0 Mink Stole \n",
"5026 107.0 45.0 Béatrice Dalle \n",
"5027 397.0 0.0 Nargess Mamizadeh \n",
"5028 18.0 0.0 Michael Parle \n",
"5029 62.0 6.0 Anna Nakagawa \n",
"5030 5.0 12.0 Michael Cortez \n",
"5031 120.0 84.0 Joe Coffey \n",
"5032 3.0 152.0 Stanley B. Herman \n",
"5033 291.0 8.0 David Sullivan \n",
"5034 0.0 0.0 Edgar Tancangco \n",
"5035 0.0 6.0 Peter Marquardt \n",
"5036 2.0 2.0 John Considine \n",
"5037 0.0 133.0 Caitlin FitzGerald \n",
"5038 2.0 318.0 Daphne Zuniga \n",
"5039 NaN 319.0 Valorie Curry \n",
"5040 0.0 0.0 Maxwell Moody \n",
"5041 0.0 489.0 Daniel Henney \n",
"5042 16.0 16.0 Brian Herzlinger \n",
"\n",
" actor_1_facebook_likes gross \\\n",
"0 1000.0 760505847.0 \n",
"1 40000.0 309404152.0 \n",
"2 11000.0 200074175.0 \n",
"3 27000.0 448130642.0 \n",
"4 131.0 NaN \n",
"5 640.0 73058679.0 \n",
"6 24000.0 336530303.0 \n",
"7 799.0 200807262.0 \n",
"8 26000.0 458991599.0 \n",
"9 25000.0 301956980.0 \n",
"10 15000.0 330249062.0 \n",
"11 18000.0 200069408.0 \n",
"12 451.0 168368427.0 \n",
"13 40000.0 423032628.0 \n",
"14 40000.0 89289910.0 \n",
"15 15000.0 291021565.0 \n",
"16 22000.0 141614023.0 \n",
"17 26000.0 623279547.0 \n",
"18 40000.0 241063875.0 \n",
"19 10000.0 179020854.0 \n",
"20 5000.0 255108370.0 \n",
"21 15000.0 262030663.0 \n",
"22 891.0 105219735.0 \n",
"23 5000.0 258355354.0 \n",
"24 16000.0 70083519.0 \n",
"25 6000.0 218051260.0 \n",
"26 29000.0 658672302.0 \n",
"27 21000.0 407197282.0 \n",
"28 14000.0 65173160.0 \n",
"29 3000.0 652177271.0 \n",
"... ... ... \n",
"5013 93.0 NaN \n",
"5014 986.0 NaN \n",
"5015 5.0 1227508.0 \n",
"5016 313.0 NaN \n",
"5017 370.0 NaN \n",
"5018 51.0 NaN \n",
"5019 630.0 NaN \n",
"5020 720.0 NaN \n",
"5021 830.0 192467.0 \n",
"5022 147.0 NaN \n",
"5023 331.0 76382.0 \n",
"5024 407.0 NaN \n",
"5025 462.0 180483.0 \n",
"5026 576.0 136007.0 \n",
"5027 5.0 673780.0 \n",
"5028 10.0 NaN \n",
"5029 89.0 94596.0 \n",
"5030 21.0 NaN \n",
"5031 785.0 NaN \n",
"5032 789.0 NaN \n",
"5033 291.0 424760.0 \n",
"5034 0.0 70071.0 \n",
"5035 121.0 2040920.0 \n",
"5036 45.0 NaN \n",
"5037 296.0 4584.0 \n",
"5038 637.0 NaN \n",
"5039 841.0 NaN \n",
"5040 0.0 NaN \n",
"5041 946.0 10443.0 \n",
"5042 86.0 85222.0 \n",
"\n",
" genres ... \\\n",
"0 Action|Adventure|Fantasy|Sci-Fi ... \n",
"1 Action|Adventure|Fantasy ... \n",
"2 Action|Adventure|Thriller ... \n",
"3 Action|Thriller ... \n",
"4 Documentary ... \n",
"5 Action|Adventure|Sci-Fi ... \n",
"6 Action|Adventure|Romance ... \n",
"7 Adventure|Animation|Comedy|Family|Fantasy|Musi... ... \n",
"8 Action|Adventure|Sci-Fi ... \n",
"9 Adventure|Family|Fantasy|Mystery ... \n",
"10 Action|Adventure|Sci-Fi ... \n",
"11 Action|Adventure|Sci-Fi ... \n",
"12 Action|Adventure ... \n",
"13 Action|Adventure|Fantasy ... \n",
"14 Action|Adventure|Western ... \n",
"15 Action|Adventure|Fantasy|Sci-Fi ... \n",
"16 Action|Adventure|Family|Fantasy ... \n",
"17 Action|Adventure|Sci-Fi ... \n",
"18 Action|Adventure|Fantasy ... \n",
"19 Action|Adventure|Comedy|Family|Fantasy|Sci-Fi ... \n",
"20 Adventure|Fantasy ... \n",
"21 Action|Adventure|Fantasy ... \n",
"22 Action|Adventure|Drama|History ... \n",
"23 Adventure|Fantasy ... \n",
"24 Adventure|Family|Fantasy ... \n",
"25 Action|Adventure|Drama|Romance ... \n",
"26 Drama|Romance ... \n",
"27 Action|Adventure|Sci-Fi ... \n",
"28 Action|Adventure|Sci-Fi|Thriller ... \n",
"29 Action|Adventure|Sci-Fi|Thriller ... \n",
"... ... ... \n",
"5013 Drama|Family ... \n",
"5014 Action|Crime|Thriller ... \n",
"5015 Comedy|Drama ... \n",
"5016 Crime|Drama|Thriller ... \n",
"5017 Comedy|Romance ... \n",
"5018 Drama ... \n",
"5019 Horror|Mystery|Thriller ... \n",
"5020 Drama|Horror|Thriller ... \n",
"5021 Comedy|Drama|Romance ... \n",
"5022 Drama ... \n",
"5023 Romance ... \n",
"5024 Sci-Fi|Thriller ... \n",
"5025 Comedy|Crime|Horror ... \n",
"5026 Drama|Music|Romance ... \n",
"5027 Drama ... \n",
"5028 Horror ... \n",
"5029 Crime|Horror|Mystery|Thriller ... \n",
"5030 Drama ... \n",
"5031 Comedy|Horror|Thriller ... \n",
"5032 Crime|Drama ... \n",
"5033 Drama|Sci-Fi|Thriller ... \n",
"5034 Thriller ... \n",
"5035 Action|Crime|Drama|Romance|Thriller ... \n",
"5036 Crime|Drama ... \n",
"5037 Comedy|Drama ... \n",
"5038 Comedy|Drama ... \n",
"5039 Crime|Drama|Mystery|Thriller ... \n",
"5040 Drama|Horror|Thriller ... \n",
"5041 Comedy|Drama|Romance ... \n",
"5042 Documentary ... \n",
"\n",
" num_user_for_reviews language country content_rating budget \\\n",
"0 3054.0 English USA PG-13 237000000.0 \n",
"1 1238.0 English USA PG-13 300000000.0 \n",
"2 994.0 English UK PG-13 245000000.0 \n",
"3 2701.0 English USA PG-13 250000000.0 \n",
"4 NaN NaN NaN NaN NaN \n",
"5 738.0 English USA PG-13 263700000.0 \n",
"6 1902.0 English USA PG-13 258000000.0 \n",
"7 387.0 English USA PG 260000000.0 \n",
"8 1117.0 English USA PG-13 250000000.0 \n",
"9 973.0 English UK PG 250000000.0 \n",
"10 3018.0 English USA PG-13 250000000.0 \n",
"11 2367.0 English USA PG-13 209000000.0 \n",
"12 1243.0 English UK PG-13 200000000.0 \n",
"13 1832.0 English USA PG-13 225000000.0 \n",
"14 711.0 English USA PG-13 215000000.0 \n",
"15 2536.0 English USA PG-13 225000000.0 \n",
"16 438.0 English USA PG 225000000.0 \n",
"17 1722.0 English USA PG-13 220000000.0 \n",
"18 484.0 English USA PG-13 250000000.0 \n",
"19 341.0 English USA PG-13 225000000.0 \n",
"20 802.0 English New Zealand PG-13 250000000.0 \n",
"21 1225.0 English USA PG-13 230000000.0 \n",
"22 546.0 English USA PG-13 200000000.0 \n",
"23 951.0 English USA PG-13 225000000.0 \n",
"24 666.0 English USA PG-13 180000000.0 \n",
"25 2618.0 English New Zealand PG-13 207000000.0 \n",
"26 2528.0 English USA PG-13 200000000.0 \n",
"27 1022.0 English USA PG-13 250000000.0 \n",
"28 751.0 English USA PG-13 209000000.0 \n",
"29 1290.0 English USA PG-13 150000000.0 \n",
"... ... ... ... ... ... \n",
"5013 21.0 English USA NaN 24000.0 \n",
"5014 129.0 English Canada R NaN \n",
"5015 80.0 English USA R 23000.0 \n",
"5016 2.0 English USA NaN 25000.0 \n",
"5017 3.0 English USA NaN 22000.0 \n",
"5018 49.0 English USA NaN 20000.0 \n",
"5019 33.0 English USA R NaN \n",
"5020 8.0 English USA NaN 17350.0 \n",
"5021 71.0 English USA R 15000.0 \n",
"5022 1.0 Swahili Kenya NaN 15000.0 \n",
"5023 8.0 English USA NaN 15000.0 \n",
"5024 35.0 English USA Unrated 20000.0 \n",
"5025 183.0 English USA NC-17 10000.0 \n",
"5026 39.0 French France R 4500.0 \n",
"5027 26.0 Persian Iran Not Rated 10000.0 \n",
"5028 1.0 English Ireland NaN 10000.0 \n",
"5029 50.0 Japanese Japan NaN 1000000.0 \n",
"5030 3.0 English USA NaN NaN \n",
"5031 8.0 English USA NaN 200000.0 \n",
"5032 14.0 English USA NaN NaN \n",
"5033 371.0 English USA PG-13 7000.0 \n",
"5034 35.0 English Philippines Not Rated 7000.0 \n",
"5035 130.0 Spanish USA R 7000.0 \n",
"5036 1.0 English USA PG-13 3250.0 \n",
"5037 14.0 English USA Not Rated 9000.0 \n",
"5038 6.0 English Canada NaN NaN \n",
"5039 359.0 English USA TV-14 NaN \n",
"5040 3.0 English USA NaN 1400.0 \n",
"5041 9.0 English USA PG-13 NaN \n",
"5042 84.0 English USA PG 1100.0 \n",
"\n",
" title_year actor_2_facebook_likes imdb_score aspect_ratio \\\n",
"0 2009.0 936.0 7.9 1.78 \n",
"1 2007.0 5000.0 7.1 2.35 \n",
"2 2015.0 393.0 6.8 2.35 \n",
"3 2012.0 23000.0 8.5 2.35 \n",
"4 NaN 12.0 7.1 NaN \n",
"5 2012.0 632.0 6.6 2.35 \n",
"6 2007.0 11000.0 6.2 2.35 \n",
"7 2010.0 553.0 7.8 1.85 \n",
"8 2015.0 21000.0 7.5 2.35 \n",
"9 2009.0 11000.0 7.5 2.35 \n",
"10 2016.0 4000.0 6.9 2.35 \n",
"11 2006.0 10000.0 6.1 2.35 \n",
"12 2008.0 412.0 6.7 2.35 \n",
"13 2006.0 5000.0 7.3 2.35 \n",
"14 2013.0 2000.0 6.5 2.35 \n",
"15 2013.0 3000.0 7.2 2.35 \n",
"16 2008.0 216.0 6.6 2.35 \n",
"17 2012.0 21000.0 8.1 1.85 \n",
"18 2011.0 11000.0 6.7 2.35 \n",
"19 2012.0 816.0 6.8 1.85 \n",
"20 2014.0 972.0 7.5 2.35 \n",
"21 2012.0 10000.0 7.0 2.35 \n",
"22 2010.0 882.0 6.7 2.35 \n",
"23 2013.0 972.0 7.9 2.35 \n",
"24 2007.0 6000.0 6.1 2.35 \n",
"25 2005.0 919.0 7.2 2.35 \n",
"26 1997.0 14000.0 7.7 2.35 \n",
"27 2016.0 19000.0 8.2 2.35 \n",
"28 2012.0 10000.0 5.9 2.35 \n",
"29 2015.0 2000.0 7.0 2.00 \n",
"... ... ... ... ... \n",
"5013 2002.0 46.0 7.0 1.78 \n",
"5014 2009.0 918.0 6.3 2.35 \n",
"5015 1991.0 0.0 7.1 1.37 \n",
"5016 2015.0 25.0 4.8 NaN \n",
"5017 2013.0 184.0 3.3 1.78 \n",
"5018 2003.0 49.0 6.9 1.85 \n",
"5019 2015.0 512.0 4.6 1.85 \n",
"5020 2011.0 19.0 3.0 NaN \n",
"5021 2005.0 224.0 6.6 NaN \n",
"5022 2014.0 19.0 7.4 NaN \n",
"5023 2009.0 212.0 6.2 2.35 \n",
"5024 2011.0 91.0 4.0 2.35 \n",
"5025 1972.0 143.0 6.1 1.37 \n",
"5026 2004.0 133.0 6.9 2.35 \n",
"5027 2000.0 0.0 7.5 1.85 \n",
"5028 2007.0 5.0 6.7 1.33 \n",
"5029 1997.0 13.0 7.4 1.85 \n",
"5030 2004.0 20.0 6.1 NaN \n",
"5031 2012.0 98.0 5.4 16.00 \n",
"5032 1995.0 194.0 6.4 NaN \n",
"5033 2004.0 45.0 7.0 1.85 \n",
"5034 2005.0 0.0 6.3 NaN \n",
"5035 1992.0 20.0 6.9 1.37 \n",
"5036 2005.0 44.0 7.8 NaN \n",
"5037 2011.0 205.0 6.4 NaN \n",
"5038 2013.0 470.0 7.7 NaN \n",
"5039 NaN 593.0 7.5 16.00 \n",
"5040 2013.0 0.0 6.3 NaN \n",
"5041 2012.0 719.0 6.3 2.35 \n",
"5042 2004.0 23.0 6.6 1.85 \n",
"\n",
" movie_facebook_likes \n",
"0 33000 \n",
"1 0 \n",
"2 85000 \n",
"3 164000 \n",
"4 0 \n",
"5 24000 \n",
"6 0 \n",
"7 29000 \n",
"8 118000 \n",
"9 10000 \n",
"10 197000 \n",
"11 0 \n",
"12 0 \n",
"13 5000 \n",
"14 48000 \n",
"15 118000 \n",
"16 0 \n",
"17 123000 \n",
"18 58000 \n",
"19 40000 \n",
"20 65000 \n",
"21 56000 \n",
"22 17000 \n",
"23 83000 \n",
"24 0 \n",
"25 0 \n",
"26 26000 \n",
"27 72000 \n",
"28 44000 \n",
"29 150000 \n",
"... ... \n",
"5013 61 \n",
"5014 0 \n",
"5015 2000 \n",
"5016 33 \n",
"5017 200 \n",
"5018 725 \n",
"5019 0 \n",
"5020 33 \n",
"5021 297 \n",
"5022 45 \n",
"5023 324 \n",
"5024 835 \n",
"5025 0 \n",
"5026 171 \n",
"5027 697 \n",
"5028 105 \n",
"5029 817 \n",
"5030 22 \n",
"5031 424 \n",
"5032 20 \n",
"5033 19000 \n",
"5034 74 \n",
"5035 0 \n",
"5036 4 \n",
"5037 413 \n",
"5038 84 \n",
"5039 32000 \n",
"5040 16 \n",
"5041 660 \n",
"5042 456 \n",
"\n",
"[5043 rows x 28 columns]"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pd = pandas.read_csv(\"movie_metadata.csv\")\n",
"pd"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# What is my goal with this dataset?\n",
"# -Do I want a expalantory, or predictive, or exploratory model\n",
"-I will start with an explanatory model, with basic linear regression to serve as our null model\n",
"\n",
"# Provide a estimate - Regression (explanatory/predictive) [START HERE FOR THIS DATA]\n",
"# Provide a classification/group - Classification techniques\n",
"# Provide a exploratory model - can we generate hypotheses from this data?\n",
"\n",
"\n",
"# What data do I have? What does it look like? What biases might this data be subject to?\n",
"-human created dataset, could contiain human-errors\n",
"-interpretation (Stats) vs performance (ML)\n",
"-\"gross\" == 0 could be due to timeout, or no associated number\n",
"-director_fb_likes could be innaccurate, or return 0 due to timeout\n",
"-currencies are not standardized, and not inflation-adjusted (or adjusted in any way)\n",
"\n",
"# Obtain some descriptive statistics, and understand data distributions\n",
"# my goal would be to identify numeric variables with a high amount of variance (PCA)\n",
"\n",
"# Bias-variance tradeoff (ML concept)\n",
"# RF robust to small N (# of samples) large P (# predictors) problems\n",
"\n",
"# I choose to handle data in the following way\n",
"-Remove NAN observations/rows\n",
"-Remove the observations/rows containing \"0\" value for gross and director_fb_likes"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"collapsed": false
},
"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>color</th>\n",
" <th>director_name</th>\n",
" <th>num_critic_for_reviews</th>\n",
" <th>duration</th>\n",
" <th>director_facebook_likes</th>\n",
" <th>actor_3_facebook_likes</th>\n",
" <th>actor_2_name</th>\n",
" <th>actor_1_facebook_likes</th>\n",
" <th>gross</th>\n",
" <th>genres</th>\n",
" <th>...</th>\n",
" <th>num_user_for_reviews</th>\n",
" <th>language</th>\n",
" <th>country</th>\n",
" <th>content_rating</th>\n",
" <th>budget</th>\n",
" <th>title_year</th>\n",
" <th>actor_2_facebook_likes</th>\n",
" <th>imdb_score</th>\n",
" <th>aspect_ratio</th>\n",
" <th>movie_facebook_likes</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Color</td>\n",
" <td>Gore Verbinski</td>\n",
" <td>302.0</td>\n",
" <td>169.0</td>\n",
" <td>563.0</td>\n",
" <td>1000.0</td>\n",
" <td>Orlando Bloom</td>\n",
" <td>40000.0</td>\n",
" <td>309404152.0</td>\n",
" <td>Action|Adventure|Fantasy</td>\n",
" <td>...</td>\n",
" <td>1238.0</td>\n",
" <td>English</td>\n",
" <td>USA</td>\n",
" <td>PG-13</td>\n",
" <td>300000000.0</td>\n",
" <td>2007.0</td>\n",
" <td>5000.0</td>\n",
" <td>7.1</td>\n",
" <td>2.35</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Color</td>\n",
" <td>Christopher Nolan</td>\n",
" <td>813.0</td>\n",
" <td>164.0</td>\n",
" <td>22000.0</td>\n",
" <td>23000.0</td>\n",
" <td>Christian Bale</td>\n",
" <td>27000.0</td>\n",
" <td>448130642.0</td>\n",
" <td>Action|Thriller</td>\n",
" <td>...</td>\n",
" <td>2701.0</td>\n",
" <td>English</td>\n",
" <td>USA</td>\n",
" <td>PG-13</td>\n",
" <td>250000000.0</td>\n",
" <td>2012.0</td>\n",
" <td>23000.0</td>\n",
" <td>8.5</td>\n",
" <td>2.35</td>\n",
" <td>164000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>Color</td>\n",
" <td>Andrew Stanton</td>\n",
" <td>462.0</td>\n",
" <td>132.0</td>\n",
" <td>475.0</td>\n",
" <td>530.0</td>\n",
" <td>Samantha Morton</td>\n",
" <td>640.0</td>\n",
" <td>73058679.0</td>\n",
" <td>Action|Adventure|Sci-Fi</td>\n",
" <td>...</td>\n",
" <td>738.0</td>\n",
" <td>English</td>\n",
" <td>USA</td>\n",
" <td>PG-13</td>\n",
" <td>263700000.0</td>\n",
" <td>2012.0</td>\n",
" <td>632.0</td>\n",
" <td>6.6</td>\n",
" <td>2.35</td>\n",
" <td>24000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>Color</td>\n",
" <td>Nathan Greno</td>\n",
" <td>324.0</td>\n",
" <td>100.0</td>\n",
" <td>15.0</td>\n",
" <td>284.0</td>\n",
" <td>Donna Murphy</td>\n",
" <td>799.0</td>\n",
" <td>200807262.0</td>\n",
" <td>Adventure|Animation|Comedy|Family|Fantasy|Musi...</td>\n",
" <td>...</td>\n",
" <td>387.0</td>\n",
" <td>English</td>\n",
" <td>USA</td>\n",
" <td>PG</td>\n",
" <td>260000000.0</td>\n",
" <td>2010.0</td>\n",
" <td>553.0</td>\n",
" <td>7.8</td>\n",
" <td>1.85</td>\n",
" <td>29000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>Color</td>\n",
" <td>David Yates</td>\n",
" <td>375.0</td>\n",
" <td>153.0</td>\n",
" <td>282.0</td>\n",
" <td>10000.0</td>\n",
" <td>Daniel Radcliffe</td>\n",
" <td>25000.0</td>\n",
" <td>301956980.0</td>\n",
" <td>Adventure|Family|Fantasy|Mystery</td>\n",
" <td>...</td>\n",
" <td>973.0</td>\n",
" <td>English</td>\n",
" <td>UK</td>\n",
" <td>PG</td>\n",
" <td>250000000.0</td>\n",
" <td>2009.0</td>\n",
" <td>11000.0</td>\n",
" <td>7.5</td>\n",
" <td>2.35</td>\n",
" <td>10000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>Color</td>\n",
" <td>Marc Forster</td>\n",
" <td>403.0</td>\n",
" <td>106.0</td>\n",
" <td>395.0</td>\n",
" <td>393.0</td>\n",
" <td>Mathieu Amalric</td>\n",
" <td>451.0</td>\n",
" <td>168368427.0</td>\n",
" <td>Action|Adventure</td>\n",
" <td>...</td>\n",
" <td>1243.0</td>\n",
" <td>English</td>\n",
" <td>UK</td>\n",
" <td>PG-13</td>\n",
" <td>200000000.0</td>\n",
" <td>2008.0</td>\n",
" <td>412.0</td>\n",
" <td>6.7</td>\n",
" <td>2.35</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>Color</td>\n",
" <td>Gore Verbinski</td>\n",
" <td>313.0</td>\n",
" <td>151.0</td>\n",
" <td>563.0</td>\n",
" <td>1000.0</td>\n",
" <td>Orlando Bloom</td>\n",
" <td>40000.0</td>\n",
" <td>423032628.0</td>\n",
" <td>Action|Adventure|Fantasy</td>\n",
" <td>...</td>\n",
" <td>1832.0</td>\n",
" <td>English</td>\n",
" <td>USA</td>\n",
" <td>PG-13</td>\n",
" <td>225000000.0</td>\n",
" <td>2006.0</td>\n",
" <td>5000.0</td>\n",
" <td>7.3</td>\n",
" <td>2.35</td>\n",
" <td>5000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>Color</td>\n",
" <td>Gore Verbinski</td>\n",
" <td>450.0</td>\n",
" <td>150.0</td>\n",
" <td>563.0</td>\n",
" <td>1000.0</td>\n",
" <td>Ruth Wilson</td>\n",
" <td>40000.0</td>\n",
" <td>89289910.0</td>\n",
" <td>Action|Adventure|Western</td>\n",
" <td>...</td>\n",
" <td>711.0</td>\n",
" <td>English</td>\n",
" <td>USA</td>\n",
" <td>PG-13</td>\n",
" <td>215000000.0</td>\n",
" <td>2013.0</td>\n",
" <td>2000.0</td>\n",
" <td>6.5</td>\n",
" <td>2.35</td>\n",
" <td>48000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>Color</td>\n",
" <td>Andrew Adamson</td>\n",
" <td>258.0</td>\n",
" <td>150.0</td>\n",
" <td>80.0</td>\n",
" <td>201.0</td>\n",
" <td>Pierfrancesco Favino</td>\n",
" <td>22000.0</td>\n",
" <td>141614023.0</td>\n",
" <td>Action|Adventure|Family|Fantasy</td>\n",
" <td>...</td>\n",
" <td>438.0</td>\n",
" <td>English</td>\n",
" <td>USA</td>\n",
" <td>PG</td>\n",
" <td>225000000.0</td>\n",
" <td>2008.0</td>\n",
" <td>216.0</td>\n",
" <td>6.6</td>\n",
" <td>2.35</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>Color</td>\n",
" <td>Rob Marshall</td>\n",
" <td>448.0</td>\n",
" <td>136.0</td>\n",
" <td>252.0</td>\n",
" <td>1000.0</td>\n",
" <td>Sam Claflin</td>\n",
" <td>40000.0</td>\n",
" <td>241063875.0</td>\n",
" <td>Action|Adventure|Fantasy</td>\n",
" <td>...</td>\n",
" <td>484.0</td>\n",
" <td>English</td>\n",
" <td>USA</td>\n",
" <td>PG-13</td>\n",
" <td>250000000.0</td>\n",
" <td>2011.0</td>\n",
" <td>11000.0</td>\n",
" <td>6.7</td>\n",
" <td>2.35</td>\n",
" <td>58000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>Color</td>\n",
" <td>Barry Sonnenfeld</td>\n",
" <td>451.0</td>\n",
" <td>106.0</td>\n",
" <td>188.0</td>\n",
" <td>718.0</td>\n",
" <td>Michael Stuhlbarg</td>\n",
" <td>10000.0</td>\n",
" <td>179020854.0</td>\n",
" <td>Action|Adventure|Comedy|Family|Fantasy|Sci-Fi</td>\n",
" <td>...</td>\n",
" <td>341.0</td>\n",
" <td>English</td>\n",
" <td>USA</td>\n",
" <td>PG-13</td>\n",
" <td>225000000.0</td>\n",
" <td>2012.0</td>\n",
" <td>816.0</td>\n",
" <td>6.8</td>\n",
" <td>1.85</td>\n",
" <td>40000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>Color</td>\n",
" <td>Marc Webb</td>\n",
" <td>599.0</td>\n",
" <td>153.0</td>\n",
" <td>464.0</td>\n",
" <td>963.0</td>\n",
" <td>Andrew Garfield</td>\n",
" <td>15000.0</td>\n",
" <td>262030663.0</td>\n",
" <td>Action|Adventure|Fantasy</td>\n",
" <td>...</td>\n",
" <td>1225.0</td>\n",
" <td>English</td>\n",
" <td>USA</td>\n",
" <td>PG-13</td>\n",
" <td>230000000.0</td>\n",
" <td>2012.0</td>\n",
" <td>10000.0</td>\n",
" <td>7.0</td>\n",
" <td>2.35</td>\n",
" <td>56000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>Color</td>\n",
" <td>Chris Weitz</td>\n",
" <td>251.0</td>\n",
" <td>113.0</td>\n",
" <td>129.0</td>\n",
" <td>1000.0</td>\n",
" <td>Eva Green</td>\n",
" <td>16000.0</td>\n",
" <td>70083519.0</td>\n",
" <td>Adventure|Family|Fantasy</td>\n",
" <td>...</td>\n",
" <td>666.0</td>\n",
" <td>English</td>\n",
" <td>USA</td>\n",
" <td>PG-13</td>\n",
" <td>180000000.0</td>\n",
" <td>2007.0</td>\n",
" <td>6000.0</td>\n",
" <td>6.1</td>\n",
" <td>2.35</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>Color</td>\n",
" <td>Anthony Russo</td>\n",
" <td>516.0</td>\n",
" <td>147.0</td>\n",
" <td>94.0</td>\n",
" <td>11000.0</td>\n",
" <td>Scarlett Johansson</td>\n",
" <td>21000.0</td>\n",
" <td>407197282.0</td>\n",
" <td>Action|Adventure|Sci-Fi</td>\n",
" <td>...</td>\n",
" <td>1022.0</td>\n",
" <td>English</td>\n",
" <td>USA</td>\n",
" <td>PG-13</td>\n",
" <td>250000000.0</td>\n",
" <td>2016.0</td>\n",
" <td>19000.0</td>\n",
" <td>8.2</td>\n",
" <td>2.35</td>\n",
" <td>72000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>Color</td>\n",
" <td>Peter Berg</td>\n",
" <td>377.0</td>\n",
" <td>131.0</td>\n",
" <td>532.0</td>\n",
" <td>627.0</td>\n",
" <td>Alexander Skarsgård</td>\n",
" <td>14000.0</td>\n",
" <td>65173160.0</td>\n",
" <td>Action|Adventure|Sci-Fi|Thriller</td>\n",
" <td>...</td>\n",
" <td>751.0</td>\n",
" <td>English</td>\n",
" <td>USA</td>\n",
" <td>PG-13</td>\n",
" <td>209000000.0</td>\n",
" <td>2012.0</td>\n",
" <td>10000.0</td>\n",
" <td>5.9</td>\n",
" <td>2.35</td>\n",
" <td>44000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>Color</td>\n",
" <td>Colin Trevorrow</td>\n",
" <td>644.0</td>\n",
" <td>124.0</td>\n",
" <td>365.0</td>\n",
" <td>1000.0</td>\n",
" <td>Judy Greer</td>\n",
" <td>3000.0</td>\n",
" <td>652177271.0</td>\n",
" <td>Action|Adventure|Sci-Fi|Thriller</td>\n",
" <td>...</td>\n",
" <td>1290.0</td>\n",
" <td>English</td>\n",
" <td>USA</td>\n",
" <td>PG-13</td>\n",
" <td>150000000.0</td>\n",
" <td>2015.0</td>\n",
" <td>2000.0</td>\n",
" <td>7.0</td>\n",
" <td>2.00</td>\n",
" <td>150000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>32</th>\n",
" <td>Color</td>\n",
" <td>Shane Black</td>\n",
" <td>608.0</td>\n",
" <td>195.0</td>\n",
" <td>1000.0</td>\n",
" <td>3000.0</td>\n",
" <td>Jon Favreau</td>\n",
" <td>21000.0</td>\n",
" <td>408992272.0</td>\n",
" <td>Action|Adventure|Sci-Fi</td>\n",
" <td>...</td>\n",
" <td>1187.0</td>\n",
" <td>English</td>\n",
" <td>USA</td>\n",
" <td>PG-13</td>\n",
" <td>200000000.0</td>\n",
" <td>2013.0</td>\n",
" <td>4000.0</td>\n",
" <td>7.2</td>\n",
" <td>2.35</td>\n",
" <td>95000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33</th>\n",
" <td>Color</td>\n",
" <td>Tim Burton</td>\n",
" <td>451.0</td>\n",
" <td>108.0</td>\n",
" <td>13000.0</td>\n",
" <td>11000.0</td>\n",
" <td>Alan Rickman</td>\n",
" <td>40000.0</td>\n",
" <td>334185206.0</td>\n",
" <td>Adventure|Family|Fantasy</td>\n",
" <td>...</td>\n",
" <td>736.0</td>\n",
" <td>English</td>\n",
" <td>USA</td>\n",
" <td>PG</td>\n",
" <td>200000000.0</td>\n",
" <td>2010.0</td>\n",
" <td>25000.0</td>\n",
" <td>6.5</td>\n",
" <td>1.85</td>\n",
" <td>24000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>34</th>\n",
" <td>Color</td>\n",
" <td>Brett Ratner</td>\n",
" <td>334.0</td>\n",
" <td>104.0</td>\n",
" <td>420.0</td>\n",
" <td>560.0</td>\n",
" <td>Kelsey Grammer</td>\n",
" <td>20000.0</td>\n",
" <td>234360014.0</td>\n",
" <td>Action|Adventure|Fantasy|Sci-Fi|Thriller</td>\n",
" <td>...</td>\n",
" <td>1912.0</td>\n",
" <td>English</td>\n",
" <td>Canada</td>\n",
" <td>PG-13</td>\n",
" <td>210000000.0</td>\n",
" <td>2006.0</td>\n",
" <td>808.0</td>\n",
" <td>6.8</td>\n",
" <td>2.35</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>35</th>\n",
" <td>Color</td>\n",
" <td>Dan Scanlon</td>\n",
" <td>376.0</td>\n",
" <td>104.0</td>\n",
" <td>37.0</td>\n",
" <td>760.0</td>\n",
" <td>Tyler Labine</td>\n",
" <td>12000.0</td>\n",
" <td>268488329.0</td>\n",
" <td>Adventure|Animation|Comedy|Family|Fantasy</td>\n",
" <td>...</td>\n",
" <td>265.0</td>\n",
" <td>English</td>\n",
" <td>USA</td>\n",
" <td>G</td>\n",
" <td>200000000.0</td>\n",
" <td>2013.0</td>\n",
" <td>779.0</td>\n",
" <td>7.3</td>\n",
" <td>1.85</td>\n",
" <td>44000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>39</th>\n",
" <td>Color</td>\n",
" <td>Marc Webb</td>\n",
" <td>495.0</td>\n",
" <td>142.0</td>\n",
" <td>464.0</td>\n",
" <td>825.0</td>\n",
" <td>Andrew Garfield</td>\n",
" <td>15000.0</td>\n",
" <td>202853933.0</td>\n",
" <td>Action|Adventure|Fantasy|Sci-Fi</td>\n",
" <td>...</td>\n",
" <td>1067.0</td>\n",
" <td>English</td>\n",
" <td>USA</td>\n",
" <td>PG-13</td>\n",
" <td>200000000.0</td>\n",
" <td>2014.0</td>\n",
" <td>10000.0</td>\n",
" <td>6.7</td>\n",
" <td>2.35</td>\n",
" <td>41000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>40</th>\n",
" <td>Color</td>\n",
" <td>Joseph Kosinski</td>\n",
" <td>469.0</td>\n",
" <td>125.0</td>\n",
" <td>364.0</td>\n",
" <td>1000.0</td>\n",
" <td>Olivia Wilde</td>\n",
" <td>12000.0</td>\n",
" <td>172051787.0</td>\n",
" <td>Action|Adventure|Sci-Fi</td>\n",
" <td>...</td>\n",
" <td>665.0</td>\n",
" <td>English</td>\n",
" <td>USA</td>\n",
" <td>PG</td>\n",
" <td>170000000.0</td>\n",
" <td>2010.0</td>\n",
" <td>10000.0</td>\n",
" <td>6.8</td>\n",
" <td>2.35</td>\n",
" <td>30000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>41</th>\n",
" <td>Color</td>\n",
" <td>John Lasseter</td>\n",
" <td>304.0</td>\n",
" <td>106.0</td>\n",
" <td>487.0</td>\n",
" <td>776.0</td>\n",
" <td>Thomas Kretschmann</td>\n",
" <td>1000.0</td>\n",
" <td>191450875.0</td>\n",
" <td>Adventure|Animation|Comedy|Family|Sport</td>\n",
" <td>...</td>\n",
" <td>283.0</td>\n",
" <td>English</td>\n",
" <td>USA</td>\n",
" <td>G</td>\n",
" <td>200000000.0</td>\n",
" <td>2011.0</td>\n",
" <td>919.0</td>\n",
" <td>6.3</td>\n",
" <td>2.35</td>\n",
" <td>10000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>42</th>\n",
" <td>Color</td>\n",
" <td>Martin Campbell</td>\n",
" <td>436.0</td>\n",
" <td>123.0</td>\n",
" <td>258.0</td>\n",
" <td>326.0</td>\n",
" <td>Temuera Morrison</td>\n",
" <td>16000.0</td>\n",
" <td>116593191.0</td>\n",
" <td>Action|Adventure|Sci-Fi</td>\n",
" <td>...</td>\n",
" <td>550.0</td>\n",
" <td>English</td>\n",
" <td>USA</td>\n",
" <td>PG-13</td>\n",
" <td>200000000.0</td>\n",
" <td>2011.0</td>\n",
" <td>368.0</td>\n",
" <td>5.6</td>\n",
" <td>2.35</td>\n",
" <td>24000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>43</th>\n",
" <td>Color</td>\n",
" <td>Lee Unkrich</td>\n",
" <td>453.0</td>\n",
" <td>103.0</td>\n",
" <td>125.0</td>\n",
" <td>721.0</td>\n",
" <td>John Ratzenberger</td>\n",
" <td>15000.0</td>\n",
" <td>414984497.0</td>\n",
" <td>Adventure|Animation|Comedy|Family|Fantasy</td>\n",
" <td>...</td>\n",
" <td>733.0</td>\n",
" <td>English</td>\n",
" <td>USA</td>\n",
" <td>G</td>\n",
" <td>200000000.0</td>\n",
" <td>2010.0</td>\n",
" <td>1000.0</td>\n",
" <td>8.3</td>\n",
" <td>1.85</td>\n",
" <td>30000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>44</th>\n",
" <td>Color</td>\n",
" <td>McG</td>\n",
" <td>422.0</td>\n",
" <td>118.0</td>\n",
" <td>368.0</td>\n",
" <td>988.0</td>\n",
" <td>Bryce Dallas Howard</td>\n",
" <td>23000.0</td>\n",
" <td>125320003.0</td>\n",
" <td>Action|Adventure|Sci-Fi</td>\n",
" <td>...</td>\n",
" <td>974.0</td>\n",
" <td>English</td>\n",
" <td>USA</td>\n",
" <td>PG-13</td>\n",
" <td>200000000.0</td>\n",
" <td>2009.0</td>\n",
" <td>3000.0</td>\n",
" <td>6.6</td>\n",
" <td>2.35</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>46</th>\n",
" <td>Color</td>\n",
" <td>Marc Forster</td>\n",
" <td>654.0</td>\n",
" <td>123.0</td>\n",
" <td>395.0</td>\n",
" <td>1000.0</td>\n",
" <td>Brad Pitt</td>\n",
" <td>17000.0</td>\n",
" <td>202351611.0</td>\n",
" <td>Action|Adventure|Horror|Sci-Fi|Thriller</td>\n",
" <td>...</td>\n",
" <td>995.0</td>\n",
" <td>English</td>\n",
" <td>USA</td>\n",
" <td>PG-13</td>\n",
" <td>190000000.0</td>\n",
" <td>2013.0</td>\n",
" <td>11000.0</td>\n",
" <td>7.0</td>\n",
" <td>2.35</td>\n",
" <td>129000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>48</th>\n",
" <td>Color</td>\n",
" <td>J.J. Abrams</td>\n",
" <td>590.0</td>\n",
" <td>132.0</td>\n",
" <td>14000.0</td>\n",
" <td>928.0</td>\n",
" <td>Bruce Greenwood</td>\n",
" <td>19000.0</td>\n",
" <td>228756232.0</td>\n",
" <td>Action|Adventure|Sci-Fi</td>\n",
" <td>...</td>\n",
" <td>1171.0</td>\n",
" <td>English</td>\n",
" <td>USA</td>\n",
" <td>PG-13</td>\n",
" <td>190000000.0</td>\n",
" <td>2013.0</td>\n",
" <td>981.0</td>\n",
" <td>7.8</td>\n",
" <td>2.35</td>\n",
" <td>92000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50</th>\n",
" <td>Color</td>\n",
" <td>Baz Luhrmann</td>\n",
" <td>490.0</td>\n",
" <td>143.0</td>\n",
" <td>1000.0</td>\n",
" <td>77.0</td>\n",
" <td>Elizabeth Debicki</td>\n",
" <td>29000.0</td>\n",
" <td>144812796.0</td>\n",
" <td>Drama|Romance</td>\n",
" <td>...</td>\n",
" <td>753.0</td>\n",
" <td>English</td>\n",
" <td>Australia</td>\n",
" <td>PG-13</td>\n",
" <td>105000000.0</td>\n",
" <td>2013.0</td>\n",
" <td>509.0</td>\n",
" <td>7.3</td>\n",
" <td>2.35</td>\n",
" <td>115000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>51</th>\n",
" <td>Color</td>\n",
" <td>Mike Newell</td>\n",
" <td>306.0</td>\n",
" <td>116.0</td>\n",
" <td>179.0</td>\n",
" <td>236.0</td>\n",
" <td>Richard Coyle</td>\n",
" <td>15000.0</td>\n",
" <td>90755643.0</td>\n",
" <td>Action|Adventure|Fantasy|Romance</td>\n",
" <td>...</td>\n",
" <td>453.0</td>\n",
" <td>English</td>\n",
" <td>USA</td>\n",
" <td>PG-13</td>\n",
" <td>200000000.0</td>\n",
" <td>2010.0</td>\n",
" <td>567.0</td>\n",
" <td>6.6</td>\n",
" <td>2.35</td>\n",
" <td>23000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4890</th>\n",
" <td>Color</td>\n",
" <td>Tom Putnam</td>\n",
" <td>22.0</td>\n",
" <td>86.0</td>\n",
" <td>15.0</td>\n",
" <td>0.0</td>\n",
" <td>Donald Austin</td>\n",
" <td>2.0</td>\n",
" <td>111300.0</td>\n",
" <td>Documentary</td>\n",
" <td>...</td>\n",
" <td>6.0</td>\n",
" <td>English</td>\n",
" <td>USA</td>\n",
" <td>Not Rated</td>\n",
" <td>225000.0</td>\n",
" <td>2012.0</td>\n",
" <td>0.0</td>\n",
" <td>7.5</td>\n",
" <td>2.35</td>\n",
" <td>801</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4893</th>\n",
" <td>Black and White</td>\n",
" <td>Eugène Lourié</td>\n",
" <td>67.0</td>\n",
" <td>80.0</td>\n",
" <td>7.0</td>\n",
" <td>21.0</td>\n",
" <td>Cecil Kellaway</td>\n",
" <td>57.0</td>\n",
" <td>5000000.0</td>\n",
" <td>Adventure|Horror|Sci-Fi</td>\n",
" <td>...</td>\n",
" <td>88.0</td>\n",
" <td>English</td>\n",
" <td>USA</td>\n",
" <td>Approved</td>\n",
" <td>210000.0</td>\n",
" <td>1953.0</td>\n",
" <td>40.0</td>\n",
" <td>6.7</td>\n",
" <td>1.37</td>\n",
" <td>465</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4896</th>\n",
" <td>Color</td>\n",
" <td>Doug Liman</td>\n",
" <td>77.0</td>\n",
" <td>96.0</td>\n",
" <td>218.0</td>\n",
" <td>31.0</td>\n",
" <td>Alex Désert</td>\n",
" <td>4000.0</td>\n",
" <td>4505922.0</td>\n",
" <td>Comedy|Drama</td>\n",
" <td>...</td>\n",
" <td>252.0</td>\n",
" <td>English</td>\n",
" <td>USA</td>\n",
" <td>R</td>\n",
" <td>200000.0</td>\n",
" <td>1996.0</td>\n",
" <td>135.0</td>\n",
" <td>7.4</td>\n",
" <td>1.85</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4915</th>\n",
" <td>Color</td>\n",
" <td>Ricki Stern</td>\n",
" <td>11.0</td>\n",
" <td>106.0</td>\n",
" <td>15.0</td>\n",
" <td>0.0</td>\n",
" <td>Evelyn Jefferson</td>\n",
" <td>2.0</td>\n",
" <td>1111.0</td>\n",
" <td>Crime|Documentary</td>\n",
" <td>...</td>\n",
" <td>10.0</td>\n",
" <td>English</td>\n",
" <td>USA</td>\n",
" <td>PG-13</td>\n",
" <td>200000.0</td>\n",
" <td>2006.0</td>\n",
" <td>0.0</td>\n",
" <td>7.7</td>\n",
" <td>1.66</td>\n",
" <td>246</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4921</th>\n",
" <td>Color</td>\n",
" <td>Majid Majidi</td>\n",
" <td>46.0</td>\n",
" <td>89.0</td>\n",
" <td>373.0</td>\n",
" <td>27.0</td>\n",
" <td>Amir Farrokh Hashemian</td>\n",
" <td>36.0</td>\n",
" <td>925402.0</td>\n",
" <td>Drama|Family</td>\n",
" <td>...</td>\n",
" <td>130.0</td>\n",
" <td>Persian</td>\n",
" <td>Iran</td>\n",
" <td>PG</td>\n",
" <td>180000.0</td>\n",
" <td>1997.0</td>\n",
" <td>35.0</td>\n",
" <td>8.5</td>\n",
" <td>1.85</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4922</th>\n",
" <td>Color</td>\n",
" <td>Andrew Haigh</td>\n",
" <td>143.0</td>\n",
" <td>97.0</td>\n",
" <td>131.0</td>\n",
" <td>67.0</td>\n",
" <td>Chris New</td>\n",
" <td>507.0</td>\n",
" <td>469947.0</td>\n",
" <td>Drama|Romance</td>\n",
" <td>...</td>\n",
" <td>68.0</td>\n",
" <td>English</td>\n",
" <td>UK</td>\n",
" <td>Not Rated</td>\n",
" <td>120000.0</td>\n",
" <td>2011.0</td>\n",
" <td>75.0</td>\n",
" <td>7.7</td>\n",
" <td>1.85</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4926</th>\n",
" <td>Color</td>\n",
" <td>Mike Cahill</td>\n",
" <td>242.0</td>\n",
" <td>92.0</td>\n",
" <td>135.0</td>\n",
" <td>259.0</td>\n",
" <td>William Mapother</td>\n",
" <td>574.0</td>\n",
" <td>1316074.0</td>\n",
" <td>Drama|Romance|Sci-Fi</td>\n",
" <td>...</td>\n",
" <td>228.0</td>\n",
" <td>English</td>\n",
" <td>USA</td>\n",
" <td>PG-13</td>\n",
" <td>100000.0</td>\n",
" <td>2011.0</td>\n",
" <td>399.0</td>\n",
" <td>7.0</td>\n",
" <td>1.85</td>\n",
" <td>21000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4928</th>\n",
" <td>Color</td>\n",
" <td>Melvin Van Peebles</td>\n",
" <td>38.0</td>\n",
" <td>97.0</td>\n",
" <td>101.0</td>\n",
" <td>101.0</td>\n",
" <td>Mario Van Peebles</td>\n",
" <td>982.0</td>\n",
" <td>15180000.0</td>\n",
" <td>Crime|Drama|Thriller</td>\n",
" <td>...</td>\n",
" <td>50.0</td>\n",
" <td>English</td>\n",
" <td>USA</td>\n",
" <td>R</td>\n",
" <td>500000.0</td>\n",
" <td>1971.0</td>\n",
" <td>535.0</td>\n",
" <td>5.5</td>\n",
" <td>1.37</td>\n",
" <td>566</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4930</th>\n",
" <td>Color</td>\n",
" <td>Gary Winick</td>\n",
" <td>91.0</td>\n",
" <td>78.0</td>\n",
" <td>56.0</td>\n",
" <td>184.0</td>\n",
" <td>Aaron Stanford</td>\n",
" <td>376.0</td>\n",
" <td>2882062.0</td>\n",
" <td>Comedy|Drama|Romance</td>\n",
" <td>...</td>\n",
" <td>101.0</td>\n",
" <td>English</td>\n",
" <td>USA</td>\n",
" <td>PG-13</td>\n",
" <td>150000.0</td>\n",
" <td>2000.0</td>\n",
" <td>346.0</td>\n",
" <td>6.3</td>\n",
" <td>1.85</td>\n",
" <td>132</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4931</th>\n",
" <td>Color</td>\n",
" <td>John Carney</td>\n",
" <td>232.0</td>\n",
" <td>85.0</td>\n",
" <td>109.0</td>\n",
" <td>18.0</td>\n",
" <td>Markéta Irglová</td>\n",
" <td>200.0</td>\n",
" <td>9437933.0</td>\n",
" <td>Drama|Music|Romance</td>\n",
" <td>...</td>\n",
" <td>329.0</td>\n",
" <td>English</td>\n",
" <td>Ireland</td>\n",
" <td>R</td>\n",
" <td>180000.0</td>\n",
" <td>2007.0</td>\n",
" <td>96.0</td>\n",
" <td>7.9</td>\n",
" <td>1.85</td>\n",
" <td>26000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4936</th>\n",
" <td>Color</td>\n",
" <td>Tobe Hooper</td>\n",
" <td>277.0</td>\n",
" <td>88.0</td>\n",
" <td>365.0</td>\n",
" <td>177.0</td>\n",
" <td>Edwin Neal</td>\n",
" <td>383.0</td>\n",
" <td>30859000.0</td>\n",
" <td>Horror|Thriller</td>\n",
" <td>...</td>\n",
" <td>826.0</td>\n",
" <td>English</td>\n",
" <td>USA</td>\n",
" <td>R</td>\n",
" <td>83532.0</td>\n",
" <td>1974.0</td>\n",
" <td>371.0</td>\n",
" <td>7.5</td>\n",
" <td>1.85</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4941</th>\n",
" <td>Color</td>\n",
" <td>Michael Moore</td>\n",
" <td>40.0</td>\n",
" <td>91.0</td>\n",
" <td>909.0</td>\n",
" <td>42.0</td>\n",
" <td>Pat Boone</td>\n",
" <td>909.0</td>\n",
" <td>6706368.0</td>\n",
" <td>Documentary</td>\n",
" <td>...</td>\n",
" <td>133.0</td>\n",
" <td>English</td>\n",
" <td>USA</td>\n",
" <td>R</td>\n",
" <td>160000.0</td>\n",
" <td>1989.0</td>\n",
" <td>91.0</td>\n",
" <td>7.5</td>\n",
" <td>1.66</td>\n",
" <td>667</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4955</th>\n",
" <td>Color</td>\n",
" <td>Alex Kendrick</td>\n",
" <td>31.0</td>\n",
" <td>111.0</td>\n",
" <td>589.0</td>\n",
" <td>51.0</td>\n",
" <td>Erin Bethea</td>\n",
" <td>589.0</td>\n",
" <td>10174663.0</td>\n",
" <td>Drama|Sport</td>\n",
" <td>...</td>\n",
" <td>382.0</td>\n",
" <td>English</td>\n",
" <td>USA</td>\n",
" <td>PG</td>\n",
" <td>100000.0</td>\n",
" <td>2006.0</td>\n",
" <td>150.0</td>\n",
" <td>6.7</td>\n",
" <td>1.85</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4956</th>\n",
" <td>Color</td>\n",
" <td>Travis Cluff</td>\n",
" <td>159.0</td>\n",
" <td>81.0</td>\n",
" <td>3.0</td>\n",
" <td>7.0</td>\n",
" <td>Cassidy Gifford</td>\n",
" <td>220.0</td>\n",
" <td>22757819.0</td>\n",
" <td>Horror|Thriller</td>\n",
" <td>...</td>\n",
" <td>150.0</td>\n",
" <td>English</td>\n",
" <td>USA</td>\n",
" <td>R</td>\n",
" <td>100000.0</td>\n",
" <td>2015.0</td>\n",
" <td>40.0</td>\n",
" <td>4.2</td>\n",
" <td>1.85</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4959</th>\n",
" <td>Color</td>\n",
" <td>Robert Townsend</td>\n",
" <td>21.0</td>\n",
" <td>81.0</td>\n",
" <td>467.0</td>\n",
" <td>287.0</td>\n",
" <td>Keenen Ivory Wayans</td>\n",
" <td>467.0</td>\n",
" <td>5228617.0</td>\n",
" <td>Comedy</td>\n",
" <td>...</td>\n",
" <td>32.0</td>\n",
" <td>English</td>\n",
" <td>USA</td>\n",
" <td>R</td>\n",
" <td>100000.0</td>\n",
" <td>1987.0</td>\n",
" <td>322.0</td>\n",
" <td>7.0</td>\n",
" <td>1.85</td>\n",
" <td>471</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4962</th>\n",
" <td>Black and White</td>\n",
" <td>Larry Blamire</td>\n",
" <td>88.0</td>\n",
" <td>90.0</td>\n",
" <td>56.0</td>\n",
" <td>56.0</td>\n",
" <td>Brian Howe</td>\n",
" <td>126.0</td>\n",
" <td>110536.0</td>\n",
" <td>Comedy|Horror|Sci-Fi</td>\n",
" <td>...</td>\n",
" <td>118.0</td>\n",
" <td>English</td>\n",
" <td>USA</td>\n",
" <td>PG</td>\n",
" <td>40000.0</td>\n",
" <td>2001.0</td>\n",
" <td>76.0</td>\n",
" <td>7.0</td>\n",
" <td>1.85</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4964</th>\n",
" <td>Color</td>\n",
" <td>E.L. Katz</td>\n",
" <td>193.0</td>\n",
" <td>88.0</td>\n",
" <td>3.0</td>\n",
" <td>307.0</td>\n",
" <td>Ethan Embry</td>\n",
" <td>3000.0</td>\n",
" <td>59379.0</td>\n",
" <td>Comedy|Crime|Drama|Horror|Thriller</td>\n",
" <td>...</td>\n",
" <td>52.0</td>\n",
" <td>English</td>\n",
" <td>USA</td>\n",
" <td>Not Rated</td>\n",
" <td>200000.0</td>\n",
" <td>2013.0</td>\n",
" <td>982.0</td>\n",
" <td>6.8</td>\n",
" <td>2.35</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4971</th>\n",
" <td>Color</td>\n",
" <td>Dennis Iliadis</td>\n",
" <td>241.0</td>\n",
" <td>114.0</td>\n",
" <td>29.0</td>\n",
" <td>616.0</td>\n",
" <td>Monica Potter</td>\n",
" <td>956.0</td>\n",
" <td>32721635.0</td>\n",
" <td>Crime|Horror|Thriller</td>\n",
" <td>...</td>\n",
" <td>279.0</td>\n",
" <td>English</td>\n",
" <td>USA</td>\n",
" <td>R</td>\n",
" <td>15000000.0</td>\n",
" <td>2009.0</td>\n",
" <td>878.0</td>\n",
" <td>6.6</td>\n",
" <td>1.85</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4977</th>\n",
" <td>Color</td>\n",
" <td>Morgan Spurlock</td>\n",
" <td>193.0</td>\n",
" <td>100.0</td>\n",
" <td>293.0</td>\n",
" <td>0.0</td>\n",
" <td>Amanda Kearsan</td>\n",
" <td>0.0</td>\n",
" <td>11529368.0</td>\n",
" <td>Comedy|Documentary|Drama</td>\n",
" <td>...</td>\n",
" <td>404.0</td>\n",
" <td>English</td>\n",
" <td>USA</td>\n",
" <td>PG</td>\n",
" <td>65000.0</td>\n",
" <td>2004.0</td>\n",
" <td>0.0</td>\n",
" <td>7.3</td>\n",
" <td>1.78</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4978</th>\n",
" <td>Color</td>\n",
" <td>Brandon Trost</td>\n",
" <td>66.0</td>\n",
" <td>82.0</td>\n",
" <td>32.0</td>\n",
" <td>128.0</td>\n",
" <td>Sean Whalen</td>\n",
" <td>968.0</td>\n",
" <td>40557.0</td>\n",
" <td>Comedy</td>\n",
" <td>...</td>\n",
" <td>22.0</td>\n",
" <td>English</td>\n",
" <td>USA</td>\n",
" <td>R</td>\n",
" <td>60000.0</td>\n",
" <td>2011.0</td>\n",
" <td>407.0</td>\n",
" <td>5.6</td>\n",
" <td>2.35</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4979</th>\n",
" <td>Color</td>\n",
" <td>Joe Swanberg</td>\n",
" <td>65.0</td>\n",
" <td>82.0</td>\n",
" <td>217.0</td>\n",
" <td>442.0</td>\n",
" <td>Lena Dunham</td>\n",
" <td>10000.0</td>\n",
" <td>30084.0</td>\n",
" <td>Comedy|Drama</td>\n",
" <td>...</td>\n",
" <td>23.0</td>\n",
" <td>English</td>\n",
" <td>USA</td>\n",
" <td>R</td>\n",
" <td>70000.0</td>\n",
" <td>2014.0</td>\n",
" <td>969.0</td>\n",
" <td>5.6</td>\n",
" <td>1.85</td>\n",
" <td>812</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4987</th>\n",
" <td>Color</td>\n",
" <td>Lena Dunham</td>\n",
" <td>113.0</td>\n",
" <td>98.0</td>\n",
" <td>969.0</td>\n",
" <td>433.0</td>\n",
" <td>Merritt Wever</td>\n",
" <td>969.0</td>\n",
" <td>389804.0</td>\n",
" <td>Comedy|Drama|Romance</td>\n",
" <td>...</td>\n",
" <td>35.0</td>\n",
" <td>English</td>\n",
" <td>USA</td>\n",
" <td>Not Rated</td>\n",
" <td>65000.0</td>\n",
" <td>2010.0</td>\n",
" <td>529.0</td>\n",
" <td>6.3</td>\n",
" <td>2.35</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4997</th>\n",
" <td>Color</td>\n",
" <td>David Gordon Green</td>\n",
" <td>75.0</td>\n",
" <td>90.0</td>\n",
" <td>234.0</td>\n",
" <td>15.0</td>\n",
" <td>Eddie Rouse</td>\n",
" <td>552.0</td>\n",
" <td>241816.0</td>\n",
" <td>Drama</td>\n",
" <td>...</td>\n",
" <td>76.0</td>\n",
" <td>English</td>\n",
" <td>USA</td>\n",
" <td>Unrated</td>\n",
" <td>42000.0</td>\n",
" <td>2000.0</td>\n",
" <td>61.0</td>\n",
" <td>7.5</td>\n",
" <td>2.35</td>\n",
" <td>451</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4998</th>\n",
" <td>Color</td>\n",
" <td>Kevin Jordan</td>\n",
" <td>21.0</td>\n",
" <td>90.0</td>\n",
" <td>4.0</td>\n",
" <td>113.0</td>\n",
" <td>Christa Miller</td>\n",
" <td>20000.0</td>\n",
" <td>277233.0</td>\n",
" <td>Comedy|Romance</td>\n",
" <td>...</td>\n",
" <td>26.0</td>\n",
" <td>English</td>\n",
" <td>USA</td>\n",
" <td>R</td>\n",
" <td>40000.0</td>\n",
" <td>1999.0</td>\n",
" <td>467.0</td>\n",
" <td>7.6</td>\n",
" <td>1.85</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5011</th>\n",
" <td>Color</td>\n",
" <td>Neil LaBute</td>\n",
" <td>80.0</td>\n",
" <td>97.0</td>\n",
" <td>119.0</td>\n",
" <td>7.0</td>\n",
" <td>Matt Malloy</td>\n",
" <td>136.0</td>\n",
" <td>2856622.0</td>\n",
" <td>Comedy|Drama</td>\n",
" <td>...</td>\n",
" <td>197.0</td>\n",
" <td>English</td>\n",
" <td>Canada</td>\n",
" <td>R</td>\n",
" <td>25000.0</td>\n",
" <td>1997.0</td>\n",
" <td>108.0</td>\n",
" <td>7.3</td>\n",
" <td>1.85</td>\n",
" <td>489</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5012</th>\n",
" <td>Color</td>\n",
" <td>David Ayer</td>\n",
" <td>233.0</td>\n",
" <td>109.0</td>\n",
" <td>453.0</td>\n",
" <td>120.0</td>\n",
" <td>Martin Donovan</td>\n",
" <td>1000.0</td>\n",
" <td>10499968.0</td>\n",
" <td>Action|Crime|Drama|Thriller</td>\n",
" <td>...</td>\n",
" <td>212.0</td>\n",
" <td>English</td>\n",
" <td>USA</td>\n",
" <td>R</td>\n",
" <td>35000000.0</td>\n",
" <td>2014.0</td>\n",
" <td>206.0</td>\n",
" <td>5.7</td>\n",
" <td>1.85</td>\n",
" <td>10000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5026</th>\n",
" <td>Color</td>\n",
" <td>Olivier Assayas</td>\n",
" <td>81.0</td>\n",
" <td>110.0</td>\n",
" <td>107.0</td>\n",
" <td>45.0</td>\n",
" <td>Béatrice Dalle</td>\n",
" <td>576.0</td>\n",
" <td>136007.0</td>\n",
" <td>Drama|Music|Romance</td>\n",
" <td>...</td>\n",
" <td>39.0</td>\n",
" <td>French</td>\n",
" <td>France</td>\n",
" <td>R</td>\n",
" <td>4500.0</td>\n",
" <td>2004.0</td>\n",
" <td>133.0</td>\n",
" <td>6.9</td>\n",
" <td>2.35</td>\n",
" <td>171</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5027</th>\n",
" <td>Color</td>\n",
" <td>Jafar Panahi</td>\n",
" <td>64.0</td>\n",
" <td>90.0</td>\n",
" <td>397.0</td>\n",
" <td>0.0</td>\n",
" <td>Nargess Mamizadeh</td>\n",
" <td>5.0</td>\n",
" <td>673780.0</td>\n",
" <td>Drama</td>\n",
" <td>...</td>\n",
" <td>26.0</td>\n",
" <td>Persian</td>\n",
" <td>Iran</td>\n",
" <td>Not Rated</td>\n",
" <td>10000.0</td>\n",
" <td>2000.0</td>\n",
" <td>0.0</td>\n",
" <td>7.5</td>\n",
" <td>1.85</td>\n",
" <td>697</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5033</th>\n",
" <td>Color</td>\n",
" <td>Shane Carruth</td>\n",
" <td>143.0</td>\n",
" <td>77.0</td>\n",
" <td>291.0</td>\n",
" <td>8.0</td>\n",
" <td>David Sullivan</td>\n",
" <td>291.0</td>\n",
" <td>424760.0</td>\n",
" <td>Drama|Sci-Fi|Thriller</td>\n",
" <td>...</td>\n",
" <td>371.0</td>\n",
" <td>English</td>\n",
" <td>USA</td>\n",
" <td>PG-13</td>\n",
" <td>7000.0</td>\n",
" <td>2004.0</td>\n",
" <td>45.0</td>\n",
" <td>7.0</td>\n",
" <td>1.85</td>\n",
" <td>19000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5042</th>\n",
" <td>Color</td>\n",
" <td>Jon Gunn</td>\n",
" <td>43.0</td>\n",
" <td>90.0</td>\n",
" <td>16.0</td>\n",
" <td>16.0</td>\n",
" <td>Brian Herzlinger</td>\n",
" <td>86.0</td>\n",
" <td>85222.0</td>\n",
" <td>Documentary</td>\n",
" <td>...</td>\n",
" <td>84.0</td>\n",
" <td>English</td>\n",
" <td>USA</td>\n",
" <td>PG</td>\n",
" <td>1100.0</td>\n",
" <td>2004.0</td>\n",
" <td>23.0</td>\n",
" <td>6.6</td>\n",
" <td>1.85</td>\n",
" <td>456</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>3114 rows × 28 columns</p>\n",
"</div>"
],
"text/plain": [
" color director_name num_critic_for_reviews duration \\\n",
"1 Color Gore Verbinski 302.0 169.0 \n",
"3 Color Christopher Nolan 813.0 164.0 \n",
"5 Color Andrew Stanton 462.0 132.0 \n",
"7 Color Nathan Greno 324.0 100.0 \n",
"9 Color David Yates 375.0 153.0 \n",
"12 Color Marc Forster 403.0 106.0 \n",
"13 Color Gore Verbinski 313.0 151.0 \n",
"14 Color Gore Verbinski 450.0 150.0 \n",
"16 Color Andrew Adamson 258.0 150.0 \n",
"18 Color Rob Marshall 448.0 136.0 \n",
"19 Color Barry Sonnenfeld 451.0 106.0 \n",
"21 Color Marc Webb 599.0 153.0 \n",
"24 Color Chris Weitz 251.0 113.0 \n",
"27 Color Anthony Russo 516.0 147.0 \n",
"28 Color Peter Berg 377.0 131.0 \n",
"29 Color Colin Trevorrow 644.0 124.0 \n",
"32 Color Shane Black 608.0 195.0 \n",
"33 Color Tim Burton 451.0 108.0 \n",
"34 Color Brett Ratner 334.0 104.0 \n",
"35 Color Dan Scanlon 376.0 104.0 \n",
"39 Color Marc Webb 495.0 142.0 \n",
"40 Color Joseph Kosinski 469.0 125.0 \n",
"41 Color John Lasseter 304.0 106.0 \n",
"42 Color Martin Campbell 436.0 123.0 \n",
"43 Color Lee Unkrich 453.0 103.0 \n",
"44 Color McG 422.0 118.0 \n",
"46 Color Marc Forster 654.0 123.0 \n",
"48 Color J.J. Abrams 590.0 132.0 \n",
"50 Color Baz Luhrmann 490.0 143.0 \n",
"51 Color Mike Newell 306.0 116.0 \n",
"... ... ... ... ... \n",
"4890 Color Tom Putnam 22.0 86.0 \n",
"4893 Black and White Eugène Lourié 67.0 80.0 \n",
"4896 Color Doug Liman 77.0 96.0 \n",
"4915 Color Ricki Stern 11.0 106.0 \n",
"4921 Color Majid Majidi 46.0 89.0 \n",
"4922 Color Andrew Haigh 143.0 97.0 \n",
"4926 Color Mike Cahill 242.0 92.0 \n",
"4928 Color Melvin Van Peebles 38.0 97.0 \n",
"4930 Color Gary Winick 91.0 78.0 \n",
"4931 Color John Carney 232.0 85.0 \n",
"4936 Color Tobe Hooper 277.0 88.0 \n",
"4941 Color Michael Moore 40.0 91.0 \n",
"4955 Color Alex Kendrick 31.0 111.0 \n",
"4956 Color Travis Cluff 159.0 81.0 \n",
"4959 Color Robert Townsend 21.0 81.0 \n",
"4962 Black and White Larry Blamire 88.0 90.0 \n",
"4964 Color E.L. Katz 193.0 88.0 \n",
"4971 Color Dennis Iliadis 241.0 114.0 \n",
"4977 Color Morgan Spurlock 193.0 100.0 \n",
"4978 Color Brandon Trost 66.0 82.0 \n",
"4979 Color Joe Swanberg 65.0 82.0 \n",
"4987 Color Lena Dunham 113.0 98.0 \n",
"4997 Color David Gordon Green 75.0 90.0 \n",
"4998 Color Kevin Jordan 21.0 90.0 \n",
"5011 Color Neil LaBute 80.0 97.0 \n",
"5012 Color David Ayer 233.0 109.0 \n",
"5026 Color Olivier Assayas 81.0 110.0 \n",
"5027 Color Jafar Panahi 64.0 90.0 \n",
"5033 Color Shane Carruth 143.0 77.0 \n",
"5042 Color Jon Gunn 43.0 90.0 \n",
"\n",
" director_facebook_likes actor_3_facebook_likes actor_2_name \\\n",
"1 563.0 1000.0 Orlando Bloom \n",
"3 22000.0 23000.0 Christian Bale \n",
"5 475.0 530.0 Samantha Morton \n",
"7 15.0 284.0 Donna Murphy \n",
"9 282.0 10000.0 Daniel Radcliffe \n",
"12 395.0 393.0 Mathieu Amalric \n",
"13 563.0 1000.0 Orlando Bloom \n",
"14 563.0 1000.0 Ruth Wilson \n",
"16 80.0 201.0 Pierfrancesco Favino \n",
"18 252.0 1000.0 Sam Claflin \n",
"19 188.0 718.0 Michael Stuhlbarg \n",
"21 464.0 963.0 Andrew Garfield \n",
"24 129.0 1000.0 Eva Green \n",
"27 94.0 11000.0 Scarlett Johansson \n",
"28 532.0 627.0 Alexander Skarsgård \n",
"29 365.0 1000.0 Judy Greer \n",
"32 1000.0 3000.0 Jon Favreau \n",
"33 13000.0 11000.0 Alan Rickman \n",
"34 420.0 560.0 Kelsey Grammer \n",
"35 37.0 760.0 Tyler Labine \n",
"39 464.0 825.0 Andrew Garfield \n",
"40 364.0 1000.0 Olivia Wilde \n",
"41 487.0 776.0 Thomas Kretschmann \n",
"42 258.0 326.0 Temuera Morrison \n",
"43 125.0 721.0 John Ratzenberger \n",
"44 368.0 988.0 Bryce Dallas Howard \n",
"46 395.0 1000.0 Brad Pitt \n",
"48 14000.0 928.0 Bruce Greenwood \n",
"50 1000.0 77.0 Elizabeth Debicki \n",
"51 179.0 236.0 Richard Coyle \n",
"... ... ... ... \n",
"4890 15.0 0.0 Donald Austin \n",
"4893 7.0 21.0 Cecil Kellaway \n",
"4896 218.0 31.0 Alex Désert \n",
"4915 15.0 0.0 Evelyn Jefferson \n",
"4921 373.0 27.0 Amir Farrokh Hashemian \n",
"4922 131.0 67.0 Chris New \n",
"4926 135.0 259.0 William Mapother \n",
"4928 101.0 101.0 Mario Van Peebles \n",
"4930 56.0 184.0 Aaron Stanford \n",
"4931 109.0 18.0 Markéta Irglová \n",
"4936 365.0 177.0 Edwin Neal \n",
"4941 909.0 42.0 Pat Boone \n",
"4955 589.0 51.0 Erin Bethea \n",
"4956 3.0 7.0 Cassidy Gifford \n",
"4959 467.0 287.0 Keenen Ivory Wayans \n",
"4962 56.0 56.0 Brian Howe \n",
"4964 3.0 307.0 Ethan Embry \n",
"4971 29.0 616.0 Monica Potter \n",
"4977 293.0 0.0 Amanda Kearsan \n",
"4978 32.0 128.0 Sean Whalen \n",
"4979 217.0 442.0 Lena Dunham \n",
"4987 969.0 433.0 Merritt Wever \n",
"4997 234.0 15.0 Eddie Rouse \n",
"4998 4.0 113.0 Christa Miller \n",
"5011 119.0 7.0 Matt Malloy \n",
"5012 453.0 120.0 Martin Donovan \n",
"5026 107.0 45.0 Béatrice Dalle \n",
"5027 397.0 0.0 Nargess Mamizadeh \n",
"5033 291.0 8.0 David Sullivan \n",
"5042 16.0 16.0 Brian Herzlinger \n",
"\n",
" actor_1_facebook_likes gross \\\n",
"1 40000.0 309404152.0 \n",
"3 27000.0 448130642.0 \n",
"5 640.0 73058679.0 \n",
"7 799.0 200807262.0 \n",
"9 25000.0 301956980.0 \n",
"12 451.0 168368427.0 \n",
"13 40000.0 423032628.0 \n",
"14 40000.0 89289910.0 \n",
"16 22000.0 141614023.0 \n",
"18 40000.0 241063875.0 \n",
"19 10000.0 179020854.0 \n",
"21 15000.0 262030663.0 \n",
"24 16000.0 70083519.0 \n",
"27 21000.0 407197282.0 \n",
"28 14000.0 65173160.0 \n",
"29 3000.0 652177271.0 \n",
"32 21000.0 408992272.0 \n",
"33 40000.0 334185206.0 \n",
"34 20000.0 234360014.0 \n",
"35 12000.0 268488329.0 \n",
"39 15000.0 202853933.0 \n",
"40 12000.0 172051787.0 \n",
"41 1000.0 191450875.0 \n",
"42 16000.0 116593191.0 \n",
"43 15000.0 414984497.0 \n",
"44 23000.0 125320003.0 \n",
"46 17000.0 202351611.0 \n",
"48 19000.0 228756232.0 \n",
"50 29000.0 144812796.0 \n",
"51 15000.0 90755643.0 \n",
"... ... ... \n",
"4890 2.0 111300.0 \n",
"4893 57.0 5000000.0 \n",
"4896 4000.0 4505922.0 \n",
"4915 2.0 1111.0 \n",
"4921 36.0 925402.0 \n",
"4922 507.0 469947.0 \n",
"4926 574.0 1316074.0 \n",
"4928 982.0 15180000.0 \n",
"4930 376.0 2882062.0 \n",
"4931 200.0 9437933.0 \n",
"4936 383.0 30859000.0 \n",
"4941 909.0 6706368.0 \n",
"4955 589.0 10174663.0 \n",
"4956 220.0 22757819.0 \n",
"4959 467.0 5228617.0 \n",
"4962 126.0 110536.0 \n",
"4964 3000.0 59379.0 \n",
"4971 956.0 32721635.0 \n",
"4977 0.0 11529368.0 \n",
"4978 968.0 40557.0 \n",
"4979 10000.0 30084.0 \n",
"4987 969.0 389804.0 \n",
"4997 552.0 241816.0 \n",
"4998 20000.0 277233.0 \n",
"5011 136.0 2856622.0 \n",
"5012 1000.0 10499968.0 \n",
"5026 576.0 136007.0 \n",
"5027 5.0 673780.0 \n",
"5033 291.0 424760.0 \n",
"5042 86.0 85222.0 \n",
"\n",
" genres ... \\\n",
"1 Action|Adventure|Fantasy ... \n",
"3 Action|Thriller ... \n",
"5 Action|Adventure|Sci-Fi ... \n",
"7 Adventure|Animation|Comedy|Family|Fantasy|Musi... ... \n",
"9 Adventure|Family|Fantasy|Mystery ... \n",
"12 Action|Adventure ... \n",
"13 Action|Adventure|Fantasy ... \n",
"14 Action|Adventure|Western ... \n",
"16 Action|Adventure|Family|Fantasy ... \n",
"18 Action|Adventure|Fantasy ... \n",
"19 Action|Adventure|Comedy|Family|Fantasy|Sci-Fi ... \n",
"21 Action|Adventure|Fantasy ... \n",
"24 Adventure|Family|Fantasy ... \n",
"27 Action|Adventure|Sci-Fi ... \n",
"28 Action|Adventure|Sci-Fi|Thriller ... \n",
"29 Action|Adventure|Sci-Fi|Thriller ... \n",
"32 Action|Adventure|Sci-Fi ... \n",
"33 Adventure|Family|Fantasy ... \n",
"34 Action|Adventure|Fantasy|Sci-Fi|Thriller ... \n",
"35 Adventure|Animation|Comedy|Family|Fantasy ... \n",
"39 Action|Adventure|Fantasy|Sci-Fi ... \n",
"40 Action|Adventure|Sci-Fi ... \n",
"41 Adventure|Animation|Comedy|Family|Sport ... \n",
"42 Action|Adventure|Sci-Fi ... \n",
"43 Adventure|Animation|Comedy|Family|Fantasy ... \n",
"44 Action|Adventure|Sci-Fi ... \n",
"46 Action|Adventure|Horror|Sci-Fi|Thriller ... \n",
"48 Action|Adventure|Sci-Fi ... \n",
"50 Drama|Romance ... \n",
"51 Action|Adventure|Fantasy|Romance ... \n",
"... ... ... \n",
"4890 Documentary ... \n",
"4893 Adventure|Horror|Sci-Fi ... \n",
"4896 Comedy|Drama ... \n",
"4915 Crime|Documentary ... \n",
"4921 Drama|Family ... \n",
"4922 Drama|Romance ... \n",
"4926 Drama|Romance|Sci-Fi ... \n",
"4928 Crime|Drama|Thriller ... \n",
"4930 Comedy|Drama|Romance ... \n",
"4931 Drama|Music|Romance ... \n",
"4936 Horror|Thriller ... \n",
"4941 Documentary ... \n",
"4955 Drama|Sport ... \n",
"4956 Horror|Thriller ... \n",
"4959 Comedy ... \n",
"4962 Comedy|Horror|Sci-Fi ... \n",
"4964 Comedy|Crime|Drama|Horror|Thriller ... \n",
"4971 Crime|Horror|Thriller ... \n",
"4977 Comedy|Documentary|Drama ... \n",
"4978 Comedy ... \n",
"4979 Comedy|Drama ... \n",
"4987 Comedy|Drama|Romance ... \n",
"4997 Drama ... \n",
"4998 Comedy|Romance ... \n",
"5011 Comedy|Drama ... \n",
"5012 Action|Crime|Drama|Thriller ... \n",
"5026 Drama|Music|Romance ... \n",
"5027 Drama ... \n",
"5033 Drama|Sci-Fi|Thriller ... \n",
"5042 Documentary ... \n",
"\n",
" num_user_for_reviews language country content_rating budget \\\n",
"1 1238.0 English USA PG-13 300000000.0 \n",
"3 2701.0 English USA PG-13 250000000.0 \n",
"5 738.0 English USA PG-13 263700000.0 \n",
"7 387.0 English USA PG 260000000.0 \n",
"9 973.0 English UK PG 250000000.0 \n",
"12 1243.0 English UK PG-13 200000000.0 \n",
"13 1832.0 English USA PG-13 225000000.0 \n",
"14 711.0 English USA PG-13 215000000.0 \n",
"16 438.0 English USA PG 225000000.0 \n",
"18 484.0 English USA PG-13 250000000.0 \n",
"19 341.0 English USA PG-13 225000000.0 \n",
"21 1225.0 English USA PG-13 230000000.0 \n",
"24 666.0 English USA PG-13 180000000.0 \n",
"27 1022.0 English USA PG-13 250000000.0 \n",
"28 751.0 English USA PG-13 209000000.0 \n",
"29 1290.0 English USA PG-13 150000000.0 \n",
"32 1187.0 English USA PG-13 200000000.0 \n",
"33 736.0 English USA PG 200000000.0 \n",
"34 1912.0 English Canada PG-13 210000000.0 \n",
"35 265.0 English USA G 200000000.0 \n",
"39 1067.0 English USA PG-13 200000000.0 \n",
"40 665.0 English USA PG 170000000.0 \n",
"41 283.0 English USA G 200000000.0 \n",
"42 550.0 English USA PG-13 200000000.0 \n",
"43 733.0 English USA G 200000000.0 \n",
"44 974.0 English USA PG-13 200000000.0 \n",
"46 995.0 English USA PG-13 190000000.0 \n",
"48 1171.0 English USA PG-13 190000000.0 \n",
"50 753.0 English Australia PG-13 105000000.0 \n",
"51 453.0 English USA PG-13 200000000.0 \n",
"... ... ... ... ... ... \n",
"4890 6.0 English USA Not Rated 225000.0 \n",
"4893 88.0 English USA Approved 210000.0 \n",
"4896 252.0 English USA R 200000.0 \n",
"4915 10.0 English USA PG-13 200000.0 \n",
"4921 130.0 Persian Iran PG 180000.0 \n",
"4922 68.0 English UK Not Rated 120000.0 \n",
"4926 228.0 English USA PG-13 100000.0 \n",
"4928 50.0 English USA R 500000.0 \n",
"4930 101.0 English USA PG-13 150000.0 \n",
"4931 329.0 English Ireland R 180000.0 \n",
"4936 826.0 English USA R 83532.0 \n",
"4941 133.0 English USA R 160000.0 \n",
"4955 382.0 English USA PG 100000.0 \n",
"4956 150.0 English USA R 100000.0 \n",
"4959 32.0 English USA R 100000.0 \n",
"4962 118.0 English USA PG 40000.0 \n",
"4964 52.0 English USA Not Rated 200000.0 \n",
"4971 279.0 English USA R 15000000.0 \n",
"4977 404.0 English USA PG 65000.0 \n",
"4978 22.0 English USA R 60000.0 \n",
"4979 23.0 English USA R 70000.0 \n",
"4987 35.0 English USA Not Rated 65000.0 \n",
"4997 76.0 English USA Unrated 42000.0 \n",
"4998 26.0 English USA R 40000.0 \n",
"5011 197.0 English Canada R 25000.0 \n",
"5012 212.0 English USA R 35000000.0 \n",
"5026 39.0 French France R 4500.0 \n",
"5027 26.0 Persian Iran Not Rated 10000.0 \n",
"5033 371.0 English USA PG-13 7000.0 \n",
"5042 84.0 English USA PG 1100.0 \n",
"\n",
" title_year actor_2_facebook_likes imdb_score aspect_ratio \\\n",
"1 2007.0 5000.0 7.1 2.35 \n",
"3 2012.0 23000.0 8.5 2.35 \n",
"5 2012.0 632.0 6.6 2.35 \n",
"7 2010.0 553.0 7.8 1.85 \n",
"9 2009.0 11000.0 7.5 2.35 \n",
"12 2008.0 412.0 6.7 2.35 \n",
"13 2006.0 5000.0 7.3 2.35 \n",
"14 2013.0 2000.0 6.5 2.35 \n",
"16 2008.0 216.0 6.6 2.35 \n",
"18 2011.0 11000.0 6.7 2.35 \n",
"19 2012.0 816.0 6.8 1.85 \n",
"21 2012.0 10000.0 7.0 2.35 \n",
"24 2007.0 6000.0 6.1 2.35 \n",
"27 2016.0 19000.0 8.2 2.35 \n",
"28 2012.0 10000.0 5.9 2.35 \n",
"29 2015.0 2000.0 7.0 2.00 \n",
"32 2013.0 4000.0 7.2 2.35 \n",
"33 2010.0 25000.0 6.5 1.85 \n",
"34 2006.0 808.0 6.8 2.35 \n",
"35 2013.0 779.0 7.3 1.85 \n",
"39 2014.0 10000.0 6.7 2.35 \n",
"40 2010.0 10000.0 6.8 2.35 \n",
"41 2011.0 919.0 6.3 2.35 \n",
"42 2011.0 368.0 5.6 2.35 \n",
"43 2010.0 1000.0 8.3 1.85 \n",
"44 2009.0 3000.0 6.6 2.35 \n",
"46 2013.0 11000.0 7.0 2.35 \n",
"48 2013.0 981.0 7.8 2.35 \n",
"50 2013.0 509.0 7.3 2.35 \n",
"51 2010.0 567.0 6.6 2.35 \n",
"... ... ... ... ... \n",
"4890 2012.0 0.0 7.5 2.35 \n",
"4893 1953.0 40.0 6.7 1.37 \n",
"4896 1996.0 135.0 7.4 1.85 \n",
"4915 2006.0 0.0 7.7 1.66 \n",
"4921 1997.0 35.0 8.5 1.85 \n",
"4922 2011.0 75.0 7.7 1.85 \n",
"4926 2011.0 399.0 7.0 1.85 \n",
"4928 1971.0 535.0 5.5 1.37 \n",
"4930 2000.0 346.0 6.3 1.85 \n",
"4931 2007.0 96.0 7.9 1.85 \n",
"4936 1974.0 371.0 7.5 1.85 \n",
"4941 1989.0 91.0 7.5 1.66 \n",
"4955 2006.0 150.0 6.7 1.85 \n",
"4956 2015.0 40.0 4.2 1.85 \n",
"4959 1987.0 322.0 7.0 1.85 \n",
"4962 2001.0 76.0 7.0 1.85 \n",
"4964 2013.0 982.0 6.8 2.35 \n",
"4971 2009.0 878.0 6.6 1.85 \n",
"4977 2004.0 0.0 7.3 1.78 \n",
"4978 2011.0 407.0 5.6 2.35 \n",
"4979 2014.0 969.0 5.6 1.85 \n",
"4987 2010.0 529.0 6.3 2.35 \n",
"4997 2000.0 61.0 7.5 2.35 \n",
"4998 1999.0 467.0 7.6 1.85 \n",
"5011 1997.0 108.0 7.3 1.85 \n",
"5012 2014.0 206.0 5.7 1.85 \n",
"5026 2004.0 133.0 6.9 2.35 \n",
"5027 2000.0 0.0 7.5 1.85 \n",
"5033 2004.0 45.0 7.0 1.85 \n",
"5042 2004.0 23.0 6.6 1.85 \n",
"\n",
" movie_facebook_likes \n",
"1 0 \n",
"3 164000 \n",
"5 24000 \n",
"7 29000 \n",
"9 10000 \n",
"12 0 \n",
"13 5000 \n",
"14 48000 \n",
"16 0 \n",
"18 58000 \n",
"19 40000 \n",
"21 56000 \n",
"24 0 \n",
"27 72000 \n",
"28 44000 \n",
"29 150000 \n",
"32 95000 \n",
"33 24000 \n",
"34 0 \n",
"35 44000 \n",
"39 41000 \n",
"40 30000 \n",
"41 10000 \n",
"42 24000 \n",
"43 30000 \n",
"44 0 \n",
"46 129000 \n",
"48 92000 \n",
"50 115000 \n",
"51 23000 \n",
"... ... \n",
"4890 801 \n",
"4893 465 \n",
"4896 0 \n",
"4915 246 \n",
"4921 0 \n",
"4922 0 \n",
"4926 21000 \n",
"4928 566 \n",
"4930 132 \n",
"4931 26000 \n",
"4936 0 \n",
"4941 667 \n",
"4955 0 \n",
"4956 0 \n",
"4959 471 \n",
"4962 0 \n",
"4964 0 \n",
"4971 0 \n",
"4977 0 \n",
"4978 0 \n",
"4979 812 \n",
"4987 0 \n",
"4997 451 \n",
"4998 0 \n",
"5011 489 \n",
"5012 10000 \n",
"5026 171 \n",
"5027 697 \n",
"5033 19000 \n",
"5042 456 \n",
"\n",
"[3114 rows x 28 columns]"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Data Cleaning and Processing Cell\n",
"\n",
"# Dropping NaN values\n",
"pd = pd.dropna(axis=0, how='any').query(\"director_facebook_likes != 0\").query(\"gross != 0\")\n",
"# by dropping rows containing any NaN values, we lose 25% of the data. I am deeming this acceptabl\n",
"# for the time being, because 3756 data points are still ample\n",
"\n",
"# Drop the 0 values\n",
"# Actor FB likes may have been obtained using the same function as director FB likes. So be wary\n",
"pd"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<matplotlib.figure.Figure at 0x10f1dcf50>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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"text/plain": [
"<matplotlib.figure.Figure at 0x113da7dd0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"\n",
"pd['director_facebook_likes'].plot.hist()\n",
"plt.show()\n",
"pd['director_facebook_likes'].plot.box()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<matplotlib.figure.Figure at 0x111b54490>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"np.log(pd['director_facebook_likes']).plot.hist()\n",
"plt.show()\n",
"\n",
"# log transform to use simpler analytical methods downstream\n",
"# OR\n",
"# use non-parametric analytical approach"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# Skeleton of linear regression model\n",
"\n",
"IMDB_SCORE = B + X1*FB_LIKES + X2*GROSS\n",
"IMDB_SCORE = 3 + (0.01)*FB_LIKES + (0.1)*GROSS\n",
"R^2= 0.4 # 0.4 of the variance in IMDB_SCORE is explained by the MODEL\n",
"# Coefficients are the proportion of contribution of each variable to the variance explained\n",
"\n",
"SQRT(R^2) = Correlation\n",
"Correlation between IMDB_SCORE and the MODEL\n",
"Coefficients portion of the variance explained in the model\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.13"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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