diff --git "a/movie-recommender.ipynb" "b/movie-recommender.ipynb" new file mode 100644--- /dev/null +++ "b/movie-recommender.ipynb" @@ -0,0 +1,3183 @@ +{ + "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": [ + "
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---|---|---|---|---|---|
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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
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---|---|---|---|
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
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---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
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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", + "