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May 11, 2018 03:24
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{ | |
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" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>id</th>\n", | |
" <th>imdb_id</th>\n", | |
" <th>popularity</th>\n", | |
" <th>budget</th>\n", | |
" <th>revenue</th>\n", | |
" <th>original_title</th>\n", | |
" <th>cast</th>\n", | |
" <th>homepage</th>\n", | |
" <th>director</th>\n", | |
" <th>tagline</th>\n", | |
" <th>...</th>\n", | |
" <th>overview</th>\n", | |
" <th>runtime</th>\n", | |
" <th>genres</th>\n", | |
" <th>production_companies</th>\n", | |
" <th>release_date</th>\n", | |
" <th>vote_count</th>\n", | |
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" <th>release_year</th>\n", | |
" <th>budget_adj</th>\n", | |
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" <tr>\n", | |
" <th>30</th>\n", | |
" <td>280996</td>\n", | |
" <td>tt3168230</td>\n", | |
" <td>3.927333</td>\n", | |
" <td>0</td>\n", | |
" <td>29355203</td>\n", | |
" <td>Mr. Holmes</td>\n", | |
" <td>Ian McKellen|Milo Parker|Laura Linney|Hattie M...</td>\n", | |
" <td>http://www.mrholmesfilm.com/</td>\n", | |
" <td>Bill Condon</td>\n", | |
" <td>The man behind the myth</td>\n", | |
" <td>...</td>\n", | |
" <td>The story is set in 1947, following a long-ret...</td>\n", | |
" <td>103</td>\n", | |
" <td>Mystery|Drama</td>\n", | |
" <td>BBC Films|See-Saw Films|FilmNation Entertainme...</td>\n", | |
" <td>6/19/15</td>\n", | |
" <td>425</td>\n", | |
" <td>6.4</td>\n", | |
" <td>2015</td>\n", | |
" <td>0.0</td>\n", | |
" <td>2.700677e+07</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>36</th>\n", | |
" <td>339527</td>\n", | |
" <td>tt1291570</td>\n", | |
" <td>3.358321</td>\n", | |
" <td>0</td>\n", | |
" <td>22354572</td>\n", | |
" <td>Solace</td>\n", | |
" <td>Abbie Cornish|Jeffrey Dean Morgan|Colin Farrel...</td>\n", | |
" <td>NaN</td>\n", | |
" <td>Afonso Poyart</td>\n", | |
" <td>A serial killer who can see your future, a psy...</td>\n", | |
" <td>...</td>\n", | |
" <td>A psychic doctor, John Clancy, works with an F...</td>\n", | |
" <td>101</td>\n", | |
" <td>Crime|Drama|Mystery</td>\n", | |
" <td>Eden Rock Media|FilmNation Entertainment|Flynn...</td>\n", | |
" <td>9/3/15</td>\n", | |
" <td>474</td>\n", | |
" <td>6.2</td>\n", | |
" <td>2015</td>\n", | |
" <td>0.0</td>\n", | |
" <td>2.056620e+07</td>\n", | |
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" <th>72</th>\n", | |
" <td>284289</td>\n", | |
" <td>tt2911668</td>\n", | |
" <td>2.272044</td>\n", | |
" <td>0</td>\n", | |
" <td>45895</td>\n", | |
" <td>Beyond the Reach</td>\n", | |
" <td>Michael Douglas|Jeremy Irvine|Hanna Mangan Law...</td>\n", | |
" <td>NaN</td>\n", | |
" <td>Jean-Baptiste Léonetti</td>\n", | |
" <td>NaN</td>\n", | |
" <td>...</td>\n", | |
" <td>A high-rolling corporate shark and his impover...</td>\n", | |
" <td>95</td>\n", | |
" <td>Thriller</td>\n", | |
" <td>Furthur Films</td>\n", | |
" <td>4/17/15</td>\n", | |
" <td>81</td>\n", | |
" <td>5.5</td>\n", | |
" <td>2015</td>\n", | |
" <td>0.0</td>\n", | |
" <td>4.222338e+04</td>\n", | |
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"text/plain": [ | |
" id imdb_id popularity budget revenue original_title \\\n", | |
"30 280996 tt3168230 3.927333 0 29355203 Mr. Holmes \n", | |
"36 339527 tt1291570 3.358321 0 22354572 Solace \n", | |
"72 284289 tt2911668 2.272044 0 45895 Beyond the Reach \n", | |
"\n", | |
" cast \\\n", | |
"30 Ian McKellen|Milo Parker|Laura Linney|Hattie M... \n", | |
"36 Abbie Cornish|Jeffrey Dean Morgan|Colin Farrel... \n", | |
"72 Michael Douglas|Jeremy Irvine|Hanna Mangan Law... \n", | |
"\n", | |
" homepage director \\\n", | |
"30 http://www.mrholmesfilm.com/ Bill Condon \n", | |
"36 NaN Afonso Poyart \n", | |
"72 NaN Jean-Baptiste Léonetti \n", | |
"\n", | |
" tagline ... \\\n", | |
"30 The man behind the myth ... \n", | |
"36 A serial killer who can see your future, a psy... ... \n", | |
"72 NaN ... \n", | |
"\n", | |
" overview runtime \\\n", | |
"30 The story is set in 1947, following a long-ret... 103 \n", | |
"36 A psychic doctor, John Clancy, works with an F... 101 \n", | |
"72 A high-rolling corporate shark and his impover... 95 \n", | |
"\n", | |
" genres production_companies \\\n", | |
"30 Mystery|Drama BBC Films|See-Saw Films|FilmNation Entertainme... \n", | |
"36 Crime|Drama|Mystery Eden Rock Media|FilmNation Entertainment|Flynn... \n", | |
"72 Thriller Furthur Films \n", | |
"\n", | |
" release_date vote_count vote_average release_year budget_adj \\\n", | |
"30 6/19/15 425 6.4 2015 0.0 \n", | |
"36 9/3/15 474 6.2 2015 0.0 \n", | |
"72 4/17/15 81 5.5 2015 0.0 \n", | |
"\n", | |
" revenue_adj \n", | |
"30 2.700677e+07 \n", | |
"36 2.056620e+07 \n", | |
"72 4.222338e+04 \n", | |
"\n", | |
"[3 rows x 21 columns]" | |
] | |
}, | |
"execution_count": 452, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"#filter the zero budget data\n", | |
"df_budget_zero = df.query('budget == 0')\n", | |
"# choice the first three randomly\n", | |
"df_budget_zero.head(3)" | |
] | |
}, | |
{ | |
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"execution_count": 453, | |
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" <th>48</th>\n", | |
" <td>265208</td>\n", | |
" <td>tt2231253</td>\n", | |
" <td>2.932340</td>\n", | |
" <td>30000000</td>\n", | |
" <td>0</td>\n", | |
" <td>Wild Card</td>\n", | |
" <td>Jason Statham|Michael Angarano|Milo Ventimigli...</td>\n", | |
" <td>NaN</td>\n", | |
" <td>Simon West</td>\n", | |
" <td>Never bet against a man with a killer hand.</td>\n", | |
" <td>...</td>\n", | |
" <td>When a Las Vegas bodyguard with lethal skills ...</td>\n", | |
" <td>92</td>\n", | |
" <td>Thriller|Crime|Drama</td>\n", | |
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" <td>1/14/15</td>\n", | |
" <td>481</td>\n", | |
" <td>5.3</td>\n", | |
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" <td>2.759999e+07</td>\n", | |
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" <th>67</th>\n", | |
" <td>334074</td>\n", | |
" <td>tt3247714</td>\n", | |
" <td>2.331636</td>\n", | |
" <td>20000000</td>\n", | |
" <td>0</td>\n", | |
" <td>Survivor</td>\n", | |
" <td>Pierce Brosnan|Milla Jovovich|Dylan McDermott|...</td>\n", | |
" <td>http://survivormovie.com/</td>\n", | |
" <td>James McTeigue</td>\n", | |
" <td>His Next Target is Now Hunting Him</td>\n", | |
" <td>...</td>\n", | |
" <td>A Foreign Service Officer in London tries to p...</td>\n", | |
" <td>96</td>\n", | |
" <td>Crime|Thriller|Action</td>\n", | |
" <td>Nu Image Films|Winkler Films|Millennium Films|...</td>\n", | |
" <td>5/21/15</td>\n", | |
" <td>280</td>\n", | |
" <td>5.4</td>\n", | |
" <td>2015</td>\n", | |
" <td>1.839999e+07</td>\n", | |
" <td>0.0</td>\n", | |
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" <th>74</th>\n", | |
" <td>347096</td>\n", | |
" <td>tt3478232</td>\n", | |
" <td>2.165433</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>Mythica: The Darkspore</td>\n", | |
" <td>Melanie Stone|Kevin Sorbo|Adam Johnson|Jake St...</td>\n", | |
" <td>http://www.mythicamovie.com/#!blank/wufvh</td>\n", | |
" <td>Anne K. Black</td>\n", | |
" <td>NaN</td>\n", | |
" <td>...</td>\n", | |
" <td>When Teela’s sister is murdered and a powerf...</td>\n", | |
" <td>108</td>\n", | |
" <td>Action|Adventure|Fantasy</td>\n", | |
" <td>Arrowstorm Entertainment</td>\n", | |
" <td>6/24/15</td>\n", | |
" <td>27</td>\n", | |
" <td>5.1</td>\n", | |
" <td>2015</td>\n", | |
" <td>0.000000e+00</td>\n", | |
" <td>0.0</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
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"<p>3 rows × 21 columns</p>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" id imdb_id popularity budget revenue original_title \\\n", | |
"48 265208 tt2231253 2.932340 30000000 0 Wild Card \n", | |
"67 334074 tt3247714 2.331636 20000000 0 Survivor \n", | |
"74 347096 tt3478232 2.165433 0 0 Mythica: The Darkspore \n", | |
"\n", | |
" cast \\\n", | |
"48 Jason Statham|Michael Angarano|Milo Ventimigli... \n", | |
"67 Pierce Brosnan|Milla Jovovich|Dylan McDermott|... \n", | |
"74 Melanie Stone|Kevin Sorbo|Adam Johnson|Jake St... \n", | |
"\n", | |
" homepage director \\\n", | |
"48 NaN Simon West \n", | |
"67 http://survivormovie.com/ James McTeigue \n", | |
"74 http://www.mythicamovie.com/#!blank/wufvh Anne K. Black \n", | |
"\n", | |
" tagline ... \\\n", | |
"48 Never bet against a man with a killer hand. ... \n", | |
"67 His Next Target is Now Hunting Him ... \n", | |
"74 NaN ... \n", | |
"\n", | |
" overview runtime \\\n", | |
"48 When a Las Vegas bodyguard with lethal skills ... 92 \n", | |
"67 A Foreign Service Officer in London tries to p... 96 \n", | |
"74 When Teela’s sister is murdered and a powerf... 108 \n", | |
"\n", | |
" genres \\\n", | |
"48 Thriller|Crime|Drama \n", | |
"67 Crime|Thriller|Action \n", | |
"74 Action|Adventure|Fantasy \n", | |
"\n", | |
" production_companies release_date vote_count \\\n", | |
"48 Current Entertainment|Lionsgate|Sierra / Affin... 1/14/15 481 \n", | |
"67 Nu Image Films|Winkler Films|Millennium Films|... 5/21/15 280 \n", | |
"74 Arrowstorm Entertainment 6/24/15 27 \n", | |
"\n", | |
" vote_average release_year budget_adj revenue_adj \n", | |
"48 5.3 2015 2.759999e+07 0.0 \n", | |
"67 5.4 2015 1.839999e+07 0.0 \n", | |
"74 5.1 2015 0.000000e+00 0.0 \n", | |
"\n", | |
"[3 rows x 21 columns]" | |
] | |
}, | |
"execution_count": 453, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"#filter the zero revenue data\n", | |
"df_revenue_zero = df.query('revenue == 0')\n", | |
"# choice the first three randomly\n", | |
"df_revenue_zero.head(3)" | |
] | |
} | |
], | |
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