{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "be7a2809", "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "from sklearn.feature_extraction.text import TfidfVectorizer\n", "from sklearn.metrics.pairwise import cosine_similarity\n", "import itertools" ] }, { "cell_type": "markdown", "id": "2666c747", "metadata": {}, "source": [ "# Loading dataset's" ] }, { "cell_type": "code", "execution_count": 2, "id": "860834e9", "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
\n", " | cast | \n", "crew | \n", "id | \n", "
---|---|---|---|
0 | \n", "[{'cast_id': 14, 'character': 'Woody (voice)',... | \n", "[{'credit_id': '52fe4284c3a36847f8024f49', 'de... | \n", "862 | \n", "
1 | \n", "[{'cast_id': 1, 'character': 'Alan Parrish', '... | \n", "[{'credit_id': '52fe44bfc3a36847f80a7cd1', 'de... | \n", "8844 | \n", "
2 | \n", "[{'cast_id': 2, 'character': 'Max Goldman', 'c... | \n", "[{'credit_id': '52fe466a9251416c75077a89', 'de... | \n", "15602 | \n", "
3 | \n", "[{'cast_id': 1, 'character': \"Savannah 'Vannah... | \n", "[{'credit_id': '52fe44779251416c91011acb', 'de... | \n", "31357 | \n", "
4 | \n", "[{'cast_id': 1, 'character': 'George Banks', '... | \n", "[{'credit_id': '52fe44959251416c75039ed7', 'de... | \n", "11862 | \n", "
... | \n", "... | \n", "... | \n", "... | \n", "
45471 | \n", "[{'cast_id': 0, 'character': '', 'credit_id': ... | \n", "[{'credit_id': '5894a97d925141426c00818c', 'de... | \n", "439050 | \n", "
45472 | \n", "[{'cast_id': 1002, 'character': 'Sister Angela... | \n", "[{'credit_id': '52fe4af1c3a36847f81e9b15', 'de... | \n", "111109 | \n", "
45473 | \n", "[{'cast_id': 6, 'character': 'Emily Shaw', 'cr... | \n", "[{'credit_id': '52fe4776c3a368484e0c8387', 'de... | \n", "67758 | \n", "
45474 | \n", "[{'cast_id': 2, 'character': '', 'credit_id': ... | \n", "[{'credit_id': '533bccebc3a36844cf0011a7', 'de... | \n", "227506 | \n", "
45475 | \n", "[] | \n", "[{'credit_id': '593e676c92514105b702e68e', 'de... | \n", "461257 | \n", "
45476 rows × 3 columns
\n", "\n", " | movieId | \n", "imdbId | \n", "tmdbId | \n", "
---|---|---|---|
0 | \n", "1 | \n", "114709 | \n", "862.0 | \n", "
1 | \n", "2 | \n", "113497 | \n", "8844.0 | \n", "
2 | \n", "3 | \n", "113228 | \n", "15602.0 | \n", "
3 | \n", "4 | \n", "114885 | \n", "31357.0 | \n", "
4 | \n", "5 | \n", "113041 | \n", "11862.0 | \n", "
... | \n", "... | \n", "... | \n", "... | \n", "
9120 | \n", "162672 | \n", "3859980 | \n", "402672.0 | \n", "
9121 | \n", "163056 | \n", "4262980 | \n", "315011.0 | \n", "
9122 | \n", "163949 | \n", "2531318 | \n", "391698.0 | \n", "
9123 | \n", "164977 | \n", "27660 | \n", "137608.0 | \n", "
9124 | \n", "164979 | \n", "3447228 | \n", "410803.0 | \n", "
9125 rows × 3 columns
\n", "\n", " | userId | \n", "movieId | \n", "rating | \n", "timestamp | \n", "
---|---|---|---|---|
0 | \n", "1 | \n", "31 | \n", "2.5 | \n", "1260759144 | \n", "
1 | \n", "1 | \n", "1029 | \n", "3.0 | \n", "1260759179 | \n", "
2 | \n", "1 | \n", "1061 | \n", "3.0 | \n", "1260759182 | \n", "
3 | \n", "1 | \n", "1129 | \n", "2.0 | \n", "1260759185 | \n", "
4 | \n", "1 | \n", "1172 | \n", "4.0 | \n", "1260759205 | \n", "
... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "
99999 | \n", "671 | \n", "6268 | \n", "2.5 | \n", "1065579370 | \n", "
100000 | \n", "671 | \n", "6269 | \n", "4.0 | \n", "1065149201 | \n", "
100001 | \n", "671 | \n", "6365 | \n", "4.0 | \n", "1070940363 | \n", "
100002 | \n", "671 | \n", "6385 | \n", "2.5 | \n", "1070979663 | \n", "
100003 | \n", "671 | \n", "6565 | \n", "3.5 | \n", "1074784724 | \n", "
100004 rows × 4 columns
\n", "\n", " | id | \n", "keywords | \n", "
---|---|---|
0 | \n", "862 | \n", "[{'id': 931, 'name': 'jealousy'}, {'id': 4290,... | \n", "
1 | \n", "8844 | \n", "[{'id': 10090, 'name': 'board game'}, {'id': 1... | \n", "
2 | \n", "15602 | \n", "[{'id': 1495, 'name': 'fishing'}, {'id': 12392... | \n", "
3 | \n", "31357 | \n", "[{'id': 818, 'name': 'based on novel'}, {'id':... | \n", "
4 | \n", "11862 | \n", "[{'id': 1009, 'name': 'baby'}, {'id': 1599, 'n... | \n", "
... | \n", "... | \n", "... | \n", "
46414 | \n", "439050 | \n", "[{'id': 10703, 'name': 'tragic love'}] | \n", "
46415 | \n", "111109 | \n", "[{'id': 2679, 'name': 'artist'}, {'id': 14531,... | \n", "
46416 | \n", "67758 | \n", "[] | \n", "
46417 | \n", "227506 | \n", "[] | \n", "
46418 | \n", "461257 | \n", "[] | \n", "
46419 rows × 2 columns
\n", "\n", " | adult | \n", "belongs_to_collection | \n", "budget | \n", "genres | \n", "homepage | \n", "id | \n", "imdb_id | \n", "original_language | \n", "original_title | \n", "overview | \n", "... | \n", "release_date | \n", "revenue | \n", "runtime | \n", "spoken_languages | \n", "status | \n", "tagline | \n", "title | \n", "video | \n", "vote_average | \n", "vote_count | \n", "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | \n", "False | \n", "{'id': 10194, 'name': 'Toy Story Collection', ... | \n", "30000000 | \n", "[{'id': 16, 'name': 'Animation'}, {'id': 35, '... | \n", "http://toystory.disney.com/toy-story | \n", "862 | \n", "tt0114709 | \n", "en | \n", "Toy Story | \n", "Led by Woody, Andy's toys live happily in his ... | \n", "... | \n", "1995-10-30 | \n", "373554033.0 | \n", "81.0 | \n", "[{'iso_639_1': 'en', 'name': 'English'}] | \n", "Released | \n", "NaN | \n", "Toy Story | \n", "False | \n", "7.7 | \n", "5415.0 | \n", "
1 | \n", "False | \n", "NaN | \n", "65000000 | \n", "[{'id': 12, 'name': 'Adventure'}, {'id': 14, '... | \n", "NaN | \n", "8844 | \n", "tt0113497 | \n", "en | \n", "Jumanji | \n", "When siblings Judy and Peter discover an encha... | \n", "... | \n", "1995-12-15 | \n", "262797249.0 | \n", "104.0 | \n", "[{'iso_639_1': 'en', 'name': 'English'}, {'iso... | \n", "Released | \n", "Roll the dice and unleash the excitement! | \n", "Jumanji | \n", "False | \n", "6.9 | \n", "2413.0 | \n", "
2 | \n", "False | \n", "{'id': 119050, 'name': 'Grumpy Old Men Collect... | \n", "0 | \n", "[{'id': 10749, 'name': 'Romance'}, {'id': 35, ... | \n", "NaN | \n", "15602 | \n", "tt0113228 | \n", "en | \n", "Grumpier Old Men | \n", "A family wedding reignites the ancient feud be... | \n", "... | \n", "1995-12-22 | \n", "0.0 | \n", "101.0 | \n", "[{'iso_639_1': 'en', 'name': 'English'}] | \n", "Released | \n", "Still Yelling. Still Fighting. Still Ready for... | \n", "Grumpier Old Men | \n", "False | \n", "6.5 | \n", "92.0 | \n", "
3 | \n", "False | \n", "NaN | \n", "16000000 | \n", "[{'id': 35, 'name': 'Comedy'}, {'id': 18, 'nam... | \n", "NaN | \n", "31357 | \n", "tt0114885 | \n", "en | \n", "Waiting to Exhale | \n", "Cheated on, mistreated and stepped on, the wom... | \n", "... | \n", "1995-12-22 | \n", "81452156.0 | \n", "127.0 | \n", "[{'iso_639_1': 'en', 'name': 'English'}] | \n", "Released | \n", "Friends are the people who let you be yourself... | \n", "Waiting to Exhale | \n", "False | \n", "6.1 | \n", "34.0 | \n", "
4 | \n", "False | \n", "{'id': 96871, 'name': 'Father of the Bride Col... | \n", "0 | \n", "[{'id': 35, 'name': 'Comedy'}] | \n", "NaN | \n", "11862 | \n", "tt0113041 | \n", "en | \n", "Father of the Bride Part II | \n", "Just when George Banks has recovered from his ... | \n", "... | \n", "1995-02-10 | \n", "76578911.0 | \n", "106.0 | \n", "[{'iso_639_1': 'en', 'name': 'English'}] | \n", "Released | \n", "Just When His World Is Back To Normal... He's ... | \n", "Father of the Bride Part II | \n", "False | \n", "5.7 | \n", "173.0 | \n", "
... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "
45461 | \n", "False | \n", "NaN | \n", "0 | \n", "[{'id': 18, 'name': 'Drama'}, {'id': 10751, 'n... | \n", "http://www.imdb.com/title/tt6209470/ | \n", "439050 | \n", "tt6209470 | \n", "fa | \n", "رگ خواب | \n", "Rising and falling between a man and woman. | \n", "... | \n", "NaN | \n", "0.0 | \n", "90.0 | \n", "[{'iso_639_1': 'fa', 'name': 'فارسی'}] | \n", "Released | \n", "Rising and falling between a man and woman | \n", "Subdue | \n", "False | \n", "4.0 | \n", "1.0 | \n", "
45462 | \n", "False | \n", "NaN | \n", "0 | \n", "[{'id': 18, 'name': 'Drama'}] | \n", "NaN | \n", "111109 | \n", "tt2028550 | \n", "tl | \n", "Siglo ng Pagluluwal | \n", "An artist struggles to finish his work while a... | \n", "... | \n", "2011-11-17 | \n", "0.0 | \n", "360.0 | \n", "[{'iso_639_1': 'tl', 'name': ''}] | \n", "Released | \n", "NaN | \n", "Century of Birthing | \n", "False | \n", "9.0 | \n", "3.0 | \n", "
45463 | \n", "False | \n", "NaN | \n", "0 | \n", "[{'id': 28, 'name': 'Action'}, {'id': 18, 'nam... | \n", "NaN | \n", "67758 | \n", "tt0303758 | \n", "en | \n", "Betrayal | \n", "When one of her hits goes wrong, a professiona... | \n", "... | \n", "2003-08-01 | \n", "0.0 | \n", "90.0 | \n", "[{'iso_639_1': 'en', 'name': 'English'}] | \n", "Released | \n", "A deadly game of wits. | \n", "Betrayal | \n", "False | \n", "3.8 | \n", "6.0 | \n", "
45464 | \n", "False | \n", "NaN | \n", "0 | \n", "[] | \n", "NaN | \n", "227506 | \n", "tt0008536 | \n", "en | \n", "Satana likuyushchiy | \n", "In a small town live two brothers, one a minis... | \n", "... | \n", "1917-10-21 | \n", "0.0 | \n", "87.0 | \n", "[] | \n", "Released | \n", "NaN | \n", "Satan Triumphant | \n", "False | \n", "0.0 | \n", "0.0 | \n", "
45465 | \n", "False | \n", "NaN | \n", "0 | \n", "[] | \n", "NaN | \n", "461257 | \n", "tt6980792 | \n", "en | \n", "Queerama | \n", "50 years after decriminalisation of homosexual... | \n", "... | \n", "2017-06-09 | \n", "0.0 | \n", "75.0 | \n", "[{'iso_639_1': 'en', 'name': 'English'}] | \n", "Released | \n", "NaN | \n", "Queerama | \n", "False | \n", "0.0 | \n", "0.0 | \n", "
45466 rows × 24 columns
\n", "\n", " | id | \n", "genres | \n", "overview | \n", "original_title | \n", "belongs_to_collection | \n", "
---|---|---|---|---|---|
0 | \n", "862 | \n", "animation comedy family | \n", "Led by Woody, Andy's toys live happily in his ... | \n", "Toy Story | \n", "toystorycollection | \n", "
1 | \n", "8844 | \n", "adventure fantasy family | \n", "When siblings Judy and Peter discover an encha... | \n", "Jumanji | \n", "\n", " |
2 | \n", "15602 | \n", "romance comedy | \n", "A family wedding reignites the ancient feud be... | \n", "Grumpier Old Men | \n", "grumpyoldmencollection | \n", "
3 | \n", "11862 | \n", "comedy | \n", "Just when George Banks has recovered from his ... | \n", "Father of the Bride Part II | \n", "fatherofthebridecollection | \n", "
4 | \n", "949 | \n", "action crime drama thriller | \n", "Obsessive master thief, Neil McCauley leads a ... | \n", "Heat | \n", "\n", " |
... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "
9613 | \n", "265189 | \n", "comedy drama | \n", "While holidaying in the French Alps, a Swedish... | \n", "Turist | \n", "\n", " |
9614 | \n", "277839 | \n", "comedy | \n", "Franky and Krimo dream of leaving the grey gri... | \n", "Pattaya | \n", "\n", " |
9615 | \n", "430365 | \n", "comedy | \n", "Jean-Étienne Fougerole is an intellectual bohe... | \n", "À bras ouverts | \n", "\n", " |
9616 | \n", "455661 | \n", "family animation romance comedy | \n", "A closeted boy runs the risk of being outed by... | \n", "In a Heartbeat | \n", "\n", " |
9617 | \n", "14008 | \n", "comedy | \n", "Hyperactive teenager Kelly is enrolled into a ... | \n", "Cadet Kelly | \n", "\n", " |
9618 rows × 5 columns
\n", "\n", " | id | \n", "cast | \n", "
---|---|---|
0 | \n", "862 | \n", "tomhanks timallen donrickles jimvarney wallace... | \n", "
1 | \n", "8844 | \n", "robinwilliams jonathanhyde kirstendunst bradle... | \n", "
2 | \n", "15602 | \n", "waltermatthau jacklemmon ann-margret sophialor... | \n", "
3 | \n", "31357 | \n", "whitneyhouston angelabassett lorettadevine lel... | \n", "
4 | \n", "11862 | \n", "stevemartin dianekeaton martinshort kimberlywi... | \n", "
... | \n", "... | \n", "... | \n", "
45471 | \n", "439050 | \n", "leilahatami kouroshtahami elhamkorda hamidnema... | \n", "
45472 | \n", "111109 | \n", "angelaquino perrydizon hazelorencio joeltorre ... | \n", "
45473 | \n", "67758 | \n", "erikaeleniak adambaldwin juliedupage jamesrema... | \n", "
45474 | \n", "227506 | \n", "iwanmosschuchin nathalielissenko pavelpavlov a... | \n", "
45475 | \n", "461257 | \n", "daisyasquith | \n", "
45476 rows × 2 columns
\n", "\n", " | id | \n", "keywords | \n", "
---|---|---|
0 | \n", "862 | \n", "jealousy toy boy friendship friends rivalry bo... | \n", "
1 | \n", "8844 | \n", "boardgame disappearance basedonchildren'sbook ... | \n", "
2 | \n", "15602 | \n", "fishing bestfriend duringcreditsstinger oldmen | \n", "
3 | \n", "31357 | \n", "basedonnovel interracialrelationship singlemot... | \n", "
4 | \n", "11862 | \n", "baby midlifecrisis confidence aging daughter m... | \n", "
... | \n", "... | \n", "... | \n", "
46414 | \n", "439050 | \n", "tragiclove | \n", "
46415 | \n", "111109 | \n", "artist play pinoy | \n", "
46416 | \n", "67758 | \n", "\n", " |
46417 | \n", "227506 | \n", "\n", " |
46418 | \n", "461257 | \n", "\n", " |
46419 rows × 2 columns
\n", "\n", " | id | \n", "genres | \n", "overview | \n", "original_title | \n", "belongs_to_collection | \n", "keywords | \n", "cast | \n", "
---|---|---|---|---|---|---|---|
0 | \n", "862 | \n", "animation comedy family | \n", "Led by Woody, Andy's toys live happily in his ... | \n", "Toy Story | \n", "toystorycollection | \n", "jealousy toy boy friendship friends rivalry bo... | \n", "tomhanks timallen donrickles jimvarney wallace... | \n", "
1 | \n", "8844 | \n", "adventure fantasy family | \n", "When siblings Judy and Peter discover an encha... | \n", "Jumanji | \n", "\n", " | boardgame disappearance basedonchildren'sbook ... | \n", "robinwilliams jonathanhyde kirstendunst bradle... | \n", "
2 | \n", "15602 | \n", "romance comedy | \n", "A family wedding reignites the ancient feud be... | \n", "Grumpier Old Men | \n", "grumpyoldmencollection | \n", "fishing bestfriend duringcreditsstinger oldmen | \n", "waltermatthau jacklemmon ann-margret sophialor... | \n", "
3 | \n", "11862 | \n", "comedy | \n", "Just when George Banks has recovered from his ... | \n", "Father of the Bride Part II | \n", "fatherofthebridecollection | \n", "baby midlifecrisis confidence aging daughter m... | \n", "stevemartin dianekeaton martinshort kimberlywi... | \n", "
4 | \n", "949 | \n", "action crime drama thriller | \n", "Obsessive master thief, Neil McCauley leads a ... | \n", "Heat | \n", "\n", " | robbery detective bank obsession chase shootin... | \n", "alpacino robertdeniro valkilmer jonvoight toms... | \n", "
... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "
9752 | \n", "265189 | \n", "comedy drama | \n", "While holidaying in the French Alps, a Swedish... | \n", "Turist | \n", "\n", " | femalenudity darkcomedy familyvacation avalanc... | \n", "lisalovenkongsli johannesbahkuhnke clarawetter... | \n", "
9753 | \n", "277839 | \n", "comedy | \n", "Franky and Krimo dream of leaving the grey gri... | \n", "Pattaya | \n", "\n", " | \n", " | ramzybedia malikbentalha franckgastambide gade... | \n", "
9754 | \n", "430365 | \n", "comedy | \n", "Jean-Étienne Fougerole is an intellectual bohe... | \n", "À bras ouverts | \n", "\n", " | \n", " | christianclavier aryabittan elsazylberstein cy... | \n", "
9755 | \n", "455661 | \n", "family animation romance comedy | \n", "A closeted boy runs the risk of being outed by... | \n", "In a Heartbeat | \n", "\n", " | love teenager lgbt short | \n", "bethdavid estebanbravo | \n", "
9756 | \n", "14008 | \n", "comedy | \n", "Hyperactive teenager Kelly is enrolled into a ... | \n", "Cadet Kelly | \n", "\n", " | militaryschool | \n", "hilaryduff christycarlsonromano garycole shawn... | \n", "
9757 rows × 7 columns
\n", "\n", " | id | \n", "title | \n", "token | \n", "
---|---|---|---|
0 | \n", "862 | \n", "Toy Story | \n", "animation comedy family Led by Woody, Andy's t... | \n", "
1 | \n", "8844 | \n", "Jumanji | \n", "adventure fantasy family When siblings Judy an... | \n", "
2 | \n", "15602 | \n", "Grumpier Old Men | \n", "romance comedy A family wedding reignites the ... | \n", "
3 | \n", "11862 | \n", "Father of the Bride Part II | \n", "comedy Just when George Banks has recovered fr... | \n", "
4 | \n", "949 | \n", "Heat | \n", "action crime drama thriller Obsessive master t... | \n", "
... | \n", "... | \n", "... | \n", "... | \n", "
9752 | \n", "265189 | \n", "Turist | \n", "comedy drama While holidaying in the French Al... | \n", "
9753 | \n", "277839 | \n", "Pattaya | \n", "comedy Franky and Krimo dream of leaving the g... | \n", "
9754 | \n", "430365 | \n", "À bras ouverts | \n", "comedy Jean-Étienne Fougerole is an intellectu... | \n", "
9755 | \n", "455661 | \n", "In a Heartbeat | \n", "family animation romance comedy A closeted boy... | \n", "
9756 | \n", "14008 | \n", "Cadet Kelly | \n", "comedy Hyperactive teenager Kelly is enrolled ... | \n", "
9757 rows × 3 columns
\n", "\n", " | id | \n", "title | \n", "token | \n", "
---|---|---|---|
0 | \n", "862 | \n", "Toy Story | \n", "animation comedy family Led by Woody, Andy's t... | \n", "
1 | \n", "8844 | \n", "Jumanji | \n", "adventure fantasy family When siblings Judy an... | \n", "
2 | \n", "15602 | \n", "Grumpier Old Men | \n", "romance comedy A family wedding reignites the ... | \n", "
3 | \n", "11862 | \n", "Father of the Bride Part II | \n", "comedy Just when George Banks has recovered fr... | \n", "
4 | \n", "949 | \n", "Heat | \n", "action crime drama thriller Obsessive master t... | \n", "
... | \n", "... | \n", "... | \n", "... | \n", "
9752 | \n", "265189 | \n", "Turist | \n", "comedy drama While holidaying in the French Al... | \n", "
9753 | \n", "277839 | \n", "Pattaya | \n", "comedy Franky and Krimo dream of leaving the g... | \n", "
9754 | \n", "430365 | \n", "À bras ouverts | \n", "comedy Jean-Étienne Fougerole is an intellectu... | \n", "
9755 | \n", "455661 | \n", "In a Heartbeat | \n", "family animation romance comedy A closeted boy... | \n", "
9756 | \n", "14008 | \n", "Cadet Kelly | \n", "comedy Hyperactive teenager Kelly is enrolled ... | \n", "
9716 rows × 3 columns
\n", "\n", " | adult | \n", "belongs_to_collection | \n", "budget | \n", "genres | \n", "homepage | \n", "id | \n", "imdb_id | \n", "original_language | \n", "original_title | \n", "overview | \n", "... | \n", "release_date | \n", "revenue | \n", "runtime | \n", "spoken_languages | \n", "status | \n", "tagline | \n", "title | \n", "video | \n", "vote_average | \n", "vote_count | \n", "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | \n", "False | \n", "{'id': 10194, 'name': 'Toy Story Collection', ... | \n", "30000000 | \n", "[{'id': 16, 'name': 'Animation'}, {'id': 35, '... | \n", "http://toystory.disney.com/toy-story | \n", "862 | \n", "tt0114709 | \n", "en | \n", "Toy Story | \n", "Led by Woody, Andy's toys live happily in his ... | \n", "... | \n", "1995-10-30 | \n", "373554033.0 | \n", "81.0 | \n", "[{'iso_639_1': 'en', 'name': 'English'}] | \n", "Released | \n", "NaN | \n", "Toy Story | \n", "False | \n", "7.7 | \n", "5415.0 | \n", "
1 | \n", "False | \n", "NaN | \n", "65000000 | \n", "[{'id': 12, 'name': 'Adventure'}, {'id': 14, '... | \n", "NaN | \n", "8844 | \n", "tt0113497 | \n", "en | \n", "Jumanji | \n", "When siblings Judy and Peter discover an encha... | \n", "... | \n", "1995-12-15 | \n", "262797249.0 | \n", "104.0 | \n", "[{'iso_639_1': 'en', 'name': 'English'}, {'iso... | \n", "Released | \n", "Roll the dice and unleash the excitement! | \n", "Jumanji | \n", "False | \n", "6.9 | \n", "2413.0 | \n", "
2 | \n", "False | \n", "{'id': 119050, 'name': 'Grumpy Old Men Collect... | \n", "0 | \n", "[{'id': 10749, 'name': 'Romance'}, {'id': 35, ... | \n", "NaN | \n", "15602 | \n", "tt0113228 | \n", "en | \n", "Grumpier Old Men | \n", "A family wedding reignites the ancient feud be... | \n", "... | \n", "1995-12-22 | \n", "0.0 | \n", "101.0 | \n", "[{'iso_639_1': 'en', 'name': 'English'}] | \n", "Released | \n", "Still Yelling. Still Fighting. Still Ready for... | \n", "Grumpier Old Men | \n", "False | \n", "6.5 | \n", "92.0 | \n", "
3 | \n", "False | \n", "NaN | \n", "16000000 | \n", "[{'id': 35, 'name': 'Comedy'}, {'id': 18, 'nam... | \n", "NaN | \n", "31357 | \n", "tt0114885 | \n", "en | \n", "Waiting to Exhale | \n", "Cheated on, mistreated and stepped on, the wom... | \n", "... | \n", "1995-12-22 | \n", "81452156.0 | \n", "127.0 | \n", "[{'iso_639_1': 'en', 'name': 'English'}] | \n", "Released | \n", "Friends are the people who let you be yourself... | \n", "Waiting to Exhale | \n", "False | \n", "6.1 | \n", "34.0 | \n", "
4 | \n", "False | \n", "{'id': 96871, 'name': 'Father of the Bride Col... | \n", "0 | \n", "[{'id': 35, 'name': 'Comedy'}] | \n", "NaN | \n", "11862 | \n", "tt0113041 | \n", "en | \n", "Father of the Bride Part II | \n", "Just when George Banks has recovered from his ... | \n", "... | \n", "1995-02-10 | \n", "76578911.0 | \n", "106.0 | \n", "[{'iso_639_1': 'en', 'name': 'English'}] | \n", "Released | \n", "Just When His World Is Back To Normal... He's ... | \n", "Father of the Bride Part II | \n", "False | \n", "5.7 | \n", "173.0 | \n", "
... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "
45461 | \n", "False | \n", "NaN | \n", "0 | \n", "[{'id': 18, 'name': 'Drama'}, {'id': 10751, 'n... | \n", "http://www.imdb.com/title/tt6209470/ | \n", "439050 | \n", "tt6209470 | \n", "fa | \n", "رگ خواب | \n", "Rising and falling between a man and woman. | \n", "... | \n", "NaN | \n", "0.0 | \n", "90.0 | \n", "[{'iso_639_1': 'fa', 'name': 'فارسی'}] | \n", "Released | \n", "Rising and falling between a man and woman | \n", "Subdue | \n", "False | \n", "4.0 | \n", "1.0 | \n", "
45462 | \n", "False | \n", "NaN | \n", "0 | \n", "[{'id': 18, 'name': 'Drama'}] | \n", "NaN | \n", "111109 | \n", "tt2028550 | \n", "tl | \n", "Siglo ng Pagluluwal | \n", "An artist struggles to finish his work while a... | \n", "... | \n", "2011-11-17 | \n", "0.0 | \n", "360.0 | \n", "[{'iso_639_1': 'tl', 'name': ''}] | \n", "Released | \n", "NaN | \n", "Century of Birthing | \n", "False | \n", "9.0 | \n", "3.0 | \n", "
45463 | \n", "False | \n", "NaN | \n", "0 | \n", "[{'id': 28, 'name': 'Action'}, {'id': 18, 'nam... | \n", "NaN | \n", "67758 | \n", "tt0303758 | \n", "en | \n", "Betrayal | \n", "When one of her hits goes wrong, a professiona... | \n", "... | \n", "2003-08-01 | \n", "0.0 | \n", "90.0 | \n", "[{'iso_639_1': 'en', 'name': 'English'}] | \n", "Released | \n", "A deadly game of wits. | \n", "Betrayal | \n", "False | \n", "3.8 | \n", "6.0 | \n", "
45464 | \n", "False | \n", "NaN | \n", "0 | \n", "[] | \n", "NaN | \n", "227506 | \n", "tt0008536 | \n", "en | \n", "Satana likuyushchiy | \n", "In a small town live two brothers, one a minis... | \n", "... | \n", "1917-10-21 | \n", "0.0 | \n", "87.0 | \n", "[] | \n", "Released | \n", "NaN | \n", "Satan Triumphant | \n", "False | \n", "0.0 | \n", "0.0 | \n", "
45465 | \n", "False | \n", "NaN | \n", "0 | \n", "[] | \n", "NaN | \n", "461257 | \n", "tt6980792 | \n", "en | \n", "Queerama | \n", "50 years after decriminalisation of homosexual... | \n", "... | \n", "2017-06-09 | \n", "0.0 | \n", "75.0 | \n", "[{'iso_639_1': 'en', 'name': 'English'}] | \n", "Released | \n", "NaN | \n", "Queerama | \n", "False | \n", "0.0 | \n", "0.0 | \n", "
45466 rows × 24 columns
\n", "\n", " | userId | \n", "movieId | \n", "rating | \n", "timestamp | \n", "
---|---|---|---|---|
0 | \n", "1 | \n", "31 | \n", "2.5 | \n", "1260759144 | \n", "
1 | \n", "1 | \n", "1029 | \n", "3.0 | \n", "1260759179 | \n", "
2 | \n", "1 | \n", "1061 | \n", "3.0 | \n", "1260759182 | \n", "
3 | \n", "1 | \n", "1129 | \n", "2.0 | \n", "1260759185 | \n", "
4 | \n", "1 | \n", "1172 | \n", "4.0 | \n", "1260759205 | \n", "
... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "
99999 | \n", "671 | \n", "6268 | \n", "2.5 | \n", "1065579370 | \n", "
100000 | \n", "671 | \n", "6269 | \n", "4.0 | \n", "1065149201 | \n", "
100001 | \n", "671 | \n", "6365 | \n", "4.0 | \n", "1070940363 | \n", "
100002 | \n", "671 | \n", "6385 | \n", "2.5 | \n", "1070979663 | \n", "
100003 | \n", "671 | \n", "6565 | \n", "3.5 | \n", "1074784724 | \n", "
100004 rows × 4 columns
\n", "