diff --git a/.gitignore b/.gitignore
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--- a/.gitignore
+++ b/.gitignore
@@ -1 +1,2 @@
-__pycache__
\ No newline at end of file
+__pycache__
+venv
\ No newline at end of file
diff --git a/app/WATCHLIST.csv b/app/WATCHLIST.csv
index 8a09087..c17e2b6 100644
--- a/app/WATCHLIST.csv
+++ b/app/WATCHLIST.csv
@@ -1,174 +1,176 @@
Position,Const,Created,Modified,Description,Title,URL,Title Type,IMDb Rating,Runtime (mins),Year,Genres,Num Votes,Release Date,Directors,Your Rating,Date Rated
-1,tt6315640,2021-01-06,2021-01-06,,Atypical,https://www.imdb.com/title/tt6315640/,tvSeries,8.3,30,2017,"Comedy, Drama",83815,2017-08-11,,,
-2,tt8064302,2021-01-06,2021-01-06,,Dead to Me,https://www.imdb.com/title/tt8064302/,tvSeries,8.0,30,2019,"Comedy, Crime, Drama",73760,2019-05-03,,,
-3,tt6257970,2021-01-06,2021-01-06,,The End of the F***ing World,https://www.imdb.com/title/tt6257970/,tvSeries,8.1,25,2017,"Adventure, Comedy, Crime, Drama, Romance, Thriller",178873,2017-10-24,,,
-4,tt7767422,2021-01-06,2021-01-06,,Sex Education,https://www.imdb.com/title/tt7767422/,tvSeries,8.4,45,2019,"Comedy, Drama",261572,2019-01-11,,,
-5,tt5753856,2021-01-06,2021-01-06,,Dark,https://www.imdb.com/title/tt5753856/,tvSeries,8.7,60,2017,"Crime, Drama, Mystery, Sci-Fi, Thriller",356456,2017-09-09,,,
-6,tt0109830,2021-01-06,2021-01-06,,Forrest Gump,https://www.imdb.com/title/tt0109830/,movie,8.8,142,1994,"Drama, Romance",2001895,1994-06-23,Robert Zemeckis,,
-7,tt8398600,2021-01-06,2021-01-06,,After Life,https://www.imdb.com/title/tt8398600/,tvSeries,8.4,30,2019,"Comedy, Drama",128897,2019-03-08,,,
-8,tt0434409,2021-01-06,2021-01-06,,V for Vendetta,https://www.imdb.com/title/tt0434409/,movie,8.2,132,2005,"Action, Drama, Sci-Fi, Thriller",1100666,2005-12-11,James McTeigue,,
-9,tt1527186,2021-01-06,2021-01-06,,Melancholia,https://www.imdb.com/title/tt1527186/,movie,7.1,135,2011,"Drama, Sci-Fi",180167,2011-05-18,Lars von Trier,,
-10,tt0870984,2021-01-06,2021-01-06,,Antichrist,https://www.imdb.com/title/tt0870984/,movie,6.5,108,2009,"Drama, Horror, Thriller",125185,2009-05-18,Lars von Trier,,
-11,tt2085059,2021-01-08,2021-01-08,,Black Mirror,https://www.imdb.com/title/tt2085059/,tvSeries,8.8,60,2011,"Drama, Mystery, Sci-Fi, Thriller",518438,2011-12-04,,,
-12,tt1375666,2021-01-08,2021-01-08,,Inception,https://www.imdb.com/title/tt1375666/,movie,8.8,148,2010,"Action, Adventure, Sci-Fi, Thriller",2275339,2010-07-08,Christopher Nolan,,
-13,tt0816692,2021-01-08,2021-01-08,,Interstellar,https://www.imdb.com/title/tt0816692/,movie,8.6,169,2014,"Adventure, Drama, Sci-Fi",1735777,2014-10-26,Christopher Nolan,,
-14,tt9561862,2021-01-08,2021-01-08,,"Love, Death & Robots",https://www.imdb.com/title/tt9561862/,tvSeries,8.4,15,2019,"Animation, Short, Action, Adventure, Comedy, Drama, Fantasy, Horror, Mystery, Sci-Fi, Thriller",144684,2019-03-15,,,
-15,tt2395695,2021-01-08,2021-01-08,,Cosmos: A Spacetime Odyssey,https://www.imdb.com/title/tt2395695/,tvMiniSeries,9.3,557,2014,Documentary,119761,2014-03-09,,,
-16,tt0111161,2021-01-08,2021-01-08,,The Shawshank Redemption,https://www.imdb.com/title/tt0111161/,movie,9.3,142,1994,Drama,2593118,1994-09-10,Frank Darabont,,
-17,tt0137523,2021-01-08,2021-01-08,,Fight Club,https://www.imdb.com/title/tt0137523/,movie,8.8,139,1999,Drama,2041659,1999-09-10,David Fincher,,
-18,tt0133093,2021-01-08,2021-01-08,,The Matrix,https://www.imdb.com/title/tt0133093/,movie,8.7,136,1999,"Action, Sci-Fi",1862672,1999-03-24,"Lilly Wachowski, Lana Wachowski",,
-19,tt0120815,2021-01-08,2021-01-08,,Saving Private Ryan,https://www.imdb.com/title/tt0120815/,movie,8.6,169,1998,"Drama, War",1349885,1998-07-21,Steven Spielberg,,
-20,tt0120689,2021-01-08,2021-01-08,,The Green Mile,https://www.imdb.com/title/tt0120689/,movie,8.6,189,1999,"Crime, Drama, Fantasy, Mystery",1260587,1999-12-06,Frank Darabont,,
-21,tt0253474,2021-01-08,2021-01-08,,The Pianist,https://www.imdb.com/title/tt0253474/,movie,8.5,150,2002,"Biography, Drama, Music, War",806997,2002-05-24,Roman Polanski,,
-22,tt1675434,2021-01-08,2021-01-08,,Intouchables,https://www.imdb.com/title/tt1675434/,movie,8.5,112,2011,"Biography, Comedy, Drama",833610,2011-09-23,"Olivier Nakache, Éric Toledano",,
-23,tt4154756,2021-01-08,2021-01-08,,Avengers: Infinity War,https://www.imdb.com/title/tt4154756/,movie,8.4,149,2018,"Action, Adventure, Sci-Fi",1019160,2018-04-23,"Anthony Russo, Joe Russo",,
-24,tt4633694,2021-01-08,2021-01-08,,Spider-Man: Into the Spider-Verse,https://www.imdb.com/title/tt4633694/,movie,8.4,117,2018,"Animation, Action, Adventure, Comedy, Family, Fantasy, Sci-Fi",493049,2018-12-06,"Peter Ramsey, Rodney Rothman, Bob Persichetti",,
-25,tt4154796,2021-01-08,2021-01-08,,Avengers: Endgame,https://www.imdb.com/title/tt4154796/,movie,8.4,181,2019,"Action, Adventure, Drama, Sci-Fi",1058051,2019-04-22,"Anthony Russo, Joe Russo",,
-26,tt1187043,2021-01-08,2021-01-08,,3 Idiots,https://www.imdb.com/title/tt1187043/,movie,8.4,170,2009,"Comedy, Drama",387112,2009-11-09,Rajkumar Hirani,,
-27,tt0338013,2021-01-08,2021-01-08,,Eternal Sunshine of the Spotless Mind,https://www.imdb.com/title/tt0338013/,movie,8.3,108,2004,"Drama, Romance, Sci-Fi",983042,2004-03-09,Michel Gondry,,
-28,tt1392170,2021-01-08,2021-01-08,,The Hunger Games,https://www.imdb.com/title/tt1392170/,movie,7.2,142,2012,"Action, Adventure, Sci-Fi, Thriller",899746,2012-03-12,Gary Ross,,
-29,tt1951264,2021-01-08,2021-01-08,,The Hunger Games: Catching Fire,https://www.imdb.com/title/tt1951264/,movie,7.5,146,2013,"Action, Adventure, Drama, Sci-Fi, Thriller",652317,2013-11-11,Francis Lawrence,,
-30,tt6468322,2021-01-08,2021-01-08,,La casa de papel,https://www.imdb.com/title/tt6468322/,tvSeries,8.2,70,2017,"Action, Crime, Drama, Mystery, Thriller",456845,2017-05-02,,,
-31,tt0241527,2021-01-11,2021-01-11,,Harry Potter and the Sorcerer's Stone,https://www.imdb.com/title/tt0241527/,movie,7.6,152,2001,"Adventure, Family, Fantasy",754115,2001-11-04,Chris Columbus,,
-32,tt1201607,2021-01-11,2021-01-11,,Harry Potter and the Deathly Hallows: Part 2,https://www.imdb.com/title/tt1201607/,movie,8.1,130,2011,"Adventure, Fantasy, Mystery",848318,2011-07-07,David Yates,,
-33,tt3268458,2021-01-14,2021-01-14,,The Internet's Own Boy: The Story of Aaron Swartz,https://www.imdb.com/title/tt3268458/,movie,8.0,105,2014,"Documentary, Biography, Crime",17582,2014-01-20,Brian Knappenberger,8,2021-01-14
-34,tt11394180,2021-01-30,2021-01-30,,Dick Johnson Is Dead,https://www.imdb.com/title/tt11394180/,movie,7.4,89,2020,"Documentary, Biography, Drama",6446,2020-01-25,Kirsten Johnson,,
-35,tt1663202,2021-02-04,2021-02-04,,The Revenant,https://www.imdb.com/title/tt1663202/,movie,8.0,156,2015,"Action, Adventure, Drama, History, Western",779837,2015-12-16,Alejandro G. Iñárritu,,
-36,tt10810430,2021-02-11,2021-02-11,,"The Mind, Explained",https://www.imdb.com/title/tt10810430/,tvSeries,8.0,20,2019,Documentary,5261,2019-09-12,,,
-37,tt1173494,2021-02-15,2021-02-15,,God on Trial,https://www.imdb.com/title/tt1173494/,tvMovie,7.6,86,2008,"Drama, War",3627,2008-09-03,Andy De Emmony,,
-38,tt7440726,2021-02-16,2021-02-16,,Your Honor,https://www.imdb.com/title/tt7440726/,tvSeries,7.6,57,2020,"Crime, Drama, Thriller",44042,2020-12-06,,,
-39,tt6723592,2021-03-02,2021-03-02,,Tenet,https://www.imdb.com/title/tt6723592/,movie,7.3,150,2020,"Action, Adventure, Sci-Fi, Thriller",469945,2020-08-22,Christopher Nolan,,
-40,tt9184994,2021-03-03,2021-03-03,,How to Sell Drugs Online (Fast),https://www.imdb.com/title/tt9184994/,tvSeries,7.9,30,2019,"Comedy, Crime, Drama, Romance",30918,2019-04-06,,,
-41,tt8655470,2021-03-06,2021-03-06,,Hors normes,https://www.imdb.com/title/tt8655470/,movie,7.4,114,2019,"Comedy, Drama",8903,2019-05-25,"Olivier Nakache, Éric Toledano",,
-42,tt0166924,2021-03-07,2021-03-07,,Mulholland Dr.,https://www.imdb.com/title/tt0166924/,movie,7.9,147,2001,"Drama, Mystery, Thriller",348556,2001-05-16,David Lynch,,
-43,tt7939766,2021-03-07,2021-03-07,,I'm Thinking of Ending Things,https://www.imdb.com/title/tt7939766/,movie,6.6,134,2020,"Drama, Thriller",81915,2020-08-28,Charlie Kaufman,,
-44,tt5859238,2021-03-09,2021-03-09,,Lucky,https://www.imdb.com/title/tt5859238/,movie,7.3,88,2017,"Comedy, Drama",22982,2017-03-11,John Carroll Lynch,,
-45,tt2543164,2021-04-12,2021-04-12,,Arrival,https://www.imdb.com/title/tt2543164/,movie,7.9,116,2016,"Drama, Sci-Fi",671380,2016-09-01,Denis Villeneuve,,
-46,tt0756683,2021-04-12,2021-04-12,,The Man from Earth,https://www.imdb.com/title/tt0756683/,movie,7.9,87,2007,"Drama, Fantasy, Mystery, Sci-Fi",185292,2007-06-10,Richard Schenkman,,
-47,tt1136608,2021-04-12,2021-04-12,,District 9,https://www.imdb.com/title/tt1136608/,movie,7.9,112,2009,"Action, Sci-Fi, Thriller",671606,2009-08-13,Neill Blomkamp,,
-48,tt0206634,2021-04-12,2021-04-12,,Children of Men,https://www.imdb.com/title/tt0206634/,movie,7.9,109,2006,"Action, Drama, Sci-Fi, Thriller",492787,2006-09-03,Alfonso Cuarón,,
-49,tt7057496,2021-04-24,2021-04-24,,Gi-eok-ui bam,https://www.imdb.com/title/tt7057496/,movie,7.4,108,2017,"Mystery, Thriller",31039,2017-11-29,Hang-jun Jang,,
-50,tt0758742,2021-04-24,2021-04-24,,Death Note: Desu nôto,https://www.imdb.com/title/tt0758742/,movie,7.6,126,2006,"Crime, Drama, Fantasy, Mystery, Thriller",30282,2006-06-17,Shûsuke Kaneko,,
-51,tt0810827,2021-04-24,2021-04-24,,Death Note - Desu nôto: The Last Name,https://www.imdb.com/title/tt0810827/,movie,7.2,141,2006,"Adventure, Crime, Drama, Fantasy, Mystery, Thriller",16614,2006-10-16,Shûsuke Kaneko,,
-52,tt10795658,2021-04-24,2021-04-24,,Alice in Borderland,https://www.imdb.com/title/tt10795658/,tvSeries,7.6,50,2020,"Action, Drama, Mystery, Sci-Fi, Thriller",48061,2020-12-10,,,
-53,tt9050352,2021-04-24,2021-04-24,,Le Bazar de la Charité,https://www.imdb.com/title/tt9050352/,tvMiniSeries,7.6,48,2019,"Drama, History",4547,2019-09-12,,,
-54,tt9815454,2021-04-24,2021-04-24,,Unorthodox,https://www.imdb.com/title/tt9815454/,tvMiniSeries,8.0,53,2020,Drama,75923,2020-03-26,,,
-55,tt1706620,2021-04-24,2021-04-24,,Snowpiercer,https://www.imdb.com/title/tt1706620/,movie,7.1,126,2013,"Action, Sci-Fi, Thriller",354076,2013-07-29,Bong Joon Ho,,
-56,tt1632701,2021-04-24,2021-04-24,,Suits,https://www.imdb.com/title/tt1632701/,tvSeries,8.5,44,2011,"Comedy, Drama",396888,2011-06-23,,,
-57,tt0123755,2021-04-24,2021-04-24,,Cube,https://www.imdb.com/title/tt0123755/,movie,7.2,90,1997,"Drama, Horror, Mystery, Sci-Fi",227370,1997-09-09,Vincenzo Natali,,
-58,tt1637688,2021-04-24,2021-04-24,,In Time,https://www.imdb.com/title/tt1637688/,movie,6.7,109,2011,"Action, Sci-Fi, Thriller",403624,2011-10-20,Andrew Niccol,,
-59,tt0945513,2021-04-24,2021-04-24,,Source Code,https://www.imdb.com/title/tt0945513/,movie,7.5,93,2011,"Action, Drama, Mystery, Sci-Fi, Thriller",512374,2011-03-11,Duncan Jones,,
-60,tt0816442,2021-04-24,2021-04-24,,The Book Thief,https://www.imdb.com/title/tt0816442/,movie,7.5,131,2013,"Drama, War",134340,2013-10-03,Brian Percival,,
-61,tt0482571,2021-04-24,2021-04-24,,The Prestige,https://www.imdb.com/title/tt0482571/,movie,8.5,130,2006,"Drama, Mystery, Thriller",1296408,2006-10-17,Christopher Nolan,,
-62,tt1130884,2021-04-24,2021-04-24,,Shutter Island,https://www.imdb.com/title/tt1130884/,movie,8.2,138,2010,"Mystery, Thriller",1261552,2010-02-13,Martin Scorsese,,
-63,tt9117054,2021-04-24,2021-04-24,,Spinning Out,https://www.imdb.com/title/tt9117054/,tvSeries,7.6,48,2020,"Drama, Sport",14034,2020-01-01,,,
-64,tt12078990,2021-04-24,2021-04-24,,La casa de papel: El fenómeno,https://www.imdb.com/title/tt12078990/,tvMovie,7.4,57,2020,Documentary,3432,2020-04-03,"Pablo Lejarreta, Luis Alfaro",,
-65,tt5687612,2021-04-26,2021-04-26,,Fleabag,https://www.imdb.com/title/tt5687612/,tvSeries,8.7,27,2016,"Comedy, Drama",141019,2016-07-21,,,
-66,tt0361862,2021-05-04,2021-05-04,,The Machinist,https://www.imdb.com/title/tt0361862/,movie,7.7,101,2004,"Drama, Thriller",382708,2004-01-18,Brad Anderson,,
-67,tt1190634,2021-05-05,2021-05-05,,The Boys,https://www.imdb.com/title/tt1190634/,tvSeries,8.7,60,2019,"Action, Crime, Drama, Sci-Fi",366938,2019-07-16,,,
-68,tt9698442,2021-05-10,2021-05-10,,Behind Her Eyes,https://www.imdb.com/title/tt9698442/,tvMiniSeries,7.2,298,2021,"Drama, Mystery, Thriller",58029,2021-02-17,,,
-69,tt6341832,2021-05-19,2021-05-19,,Oxygène,https://www.imdb.com/title/tt6341832/,movie,6.5,100,2021,"Drama, Fantasy, Sci-Fi, Thriller",37187,2021-05-12,Alexandre Aja,,
-70,tt1285016,2021-05-19,2021-05-19,,The Social Network,https://www.imdb.com/title/tt1285016/,movie,7.8,120,2010,"Biography, Drama",684566,2010-09-24,David Fincher,,
-71,tt2872732,2021-05-22,2021-05-22,,Lucy,https://www.imdb.com/title/tt2872732/,movie,6.4,89,2014,"Action, Sci-Fi, Thriller",485084,2014-07-25,Luc Besson,,
-72,tt7286456,2021-05-25,2021-05-25,,Joker,https://www.imdb.com/title/tt7286456/,movie,8.4,122,2019,"Crime, Drama, Thriller",1197465,2019-08-31,Todd Phillips,,
-73,tt0480249,2021-05-25,2021-05-25,,I Am Legend,https://www.imdb.com/title/tt0480249/,movie,7.2,101,2007,"Action, Drama, Sci-Fi, Thriller",740234,2007-12-05,Francis Lawrence,,
-74,tt0437086,2021-05-25,2021-05-25,,Alita: Battle Angel,https://www.imdb.com/title/tt0437086/,movie,7.3,122,2019,"Action, Adventure, Sci-Fi, Thriller",260086,2019-01-31,Robert Rodriguez,,
-75,tt1286537,2021-05-25,2021-05-25,,"Food, Inc.",https://www.imdb.com/title/tt1286537/,movie,7.8,94,2008,"Documentary, News",51047,2008-09-07,Robert Kenner,,
-76,tt1270797,2021-05-25,2021-05-25,,Venom,https://www.imdb.com/title/tt1270797/,movie,6.6,112,2018,"Action, Adventure, Sci-Fi",467467,2018-10-01,Ruben Fleischer,,
-77,tt8228288,2021-05-25,2021-05-25,,El hoyo,https://www.imdb.com/title/tt8228288/,movie,7.0,94,2019,"Horror, Sci-Fi, Thriller",209365,2019-09-06,Galder Gaztelu-Urrutia,,
-78,tt0499549,2021-05-25,2021-05-25,,Avatar,https://www.imdb.com/title/tt0499549/,movie,7.8,162,2009,"Action, Adventure, Fantasy, Sci-Fi",1202650,2009-12-10,James Cameron,,
-79,tt0120338,2021-05-25,2021-05-25,,Titanic,https://www.imdb.com/title/tt0120338/,movie,7.9,194,1997,"Drama, Romance",1136688,1997-11-01,James Cameron,,
-80,tt3659388,2021-05-25,2021-05-25,,The Martian,https://www.imdb.com/title/tt3659388/,movie,8.0,144,2015,"Adventure, Drama, Sci-Fi",830010,2015-09-11,Ridley Scott,,
-81,tt0268978,2021-05-25,2021-05-25,,A Beautiful Mind,https://www.imdb.com/title/tt0268978/,movie,8.2,135,2001,"Biography, Drama",912523,2001-12-13,Ron Howard,,
-82,tt0110413,2021-05-25,2021-05-25,,Léon,https://www.imdb.com/title/tt0110413/,movie,8.5,110,1994,"Action, Crime, Drama, Thriller",1128920,1994-09-14,Luc Besson,,
-83,tt0162222,2021-05-25,2021-05-25,,Cast Away,https://www.imdb.com/title/tt0162222/,movie,7.8,143,2000,"Adventure, Drama, Romance",577195,2000-12-07,Robert Zemeckis,,
-84,tt1392190,2021-05-25,2021-05-25,,Mad Max: Fury Road,https://www.imdb.com/title/tt1392190/,movie,8.1,120,2015,"Action, Adventure, Sci-Fi, Thriller",971698,2015-05-07,George Miller,,
-85,tt6146586,2021-05-25,2021-05-25,,John Wick: Chapter 3 - Parabellum,https://www.imdb.com/title/tt6146586/,movie,7.4,130,2019,"Action, Crime, Thriller",327382,2019-05-15,Chad Stahelski,,
-86,tt0120382,2021-05-25,2021-05-25,,The Truman Show,https://www.imdb.com/title/tt0120382/,movie,8.2,103,1998,"Comedy, Drama",1039949,1998-06-01,Peter Weir,,
-87,tt0988045,2021-05-25,2021-05-25,,Sherlock Holmes,https://www.imdb.com/title/tt0988045/,movie,7.6,128,2009,"Action, Adventure, Mystery",622215,2009-12-14,Guy Ritchie,,
-88,tt1825683,2021-05-25,2021-05-25,,Black Panther,https://www.imdb.com/title/tt1825683/,movie,7.3,134,2018,"Action, Adventure, Sci-Fi",724587,2018-01-29,Ryan Coogler,,
-89,tt2250912,2021-05-25,2021-05-25,,Spider-Man: Homecoming,https://www.imdb.com/title/tt2250912/,movie,7.4,133,2017,"Action, Adventure, Sci-Fi",630518,2017-06-28,Jon Watts,,
-90,tt6320628,2021-05-25,2021-05-25,,Spider-Man: Far from Home,https://www.imdb.com/title/tt6320628/,movie,7.4,129,2019,"Action, Adventure, Sci-Fi",464947,2019-06-26,Jon Watts,,
-91,tt1300854,2021-05-25,2021-05-25,,Iron Man Three,https://www.imdb.com/title/tt1300854/,movie,7.1,130,2013,"Action, Adventure, Sci-Fi",827515,2013-04-14,Shane Black,,
-92,tt1228705,2021-05-25,2021-05-25,,Iron Man 2,https://www.imdb.com/title/tt1228705/,movie,6.9,124,2010,"Action, Adventure, Sci-Fi",794932,2010-04-26,Jon Favreau,,
-93,tt0413300,2021-05-25,2021-05-25,,Spider-Man 3,https://www.imdb.com/title/tt0413300/,movie,6.2,139,2007,"Action, Adventure, Sci-Fi",575042,2007-04-03,Sam Raimi,,
-94,tt5463162,2021-05-25,2021-05-25,,Deadpool 2,https://www.imdb.com/title/tt5463162/,movie,7.7,119,2018,"Action, Adventure, Comedy, Sci-Fi",556010,2018-05-01,David Leitch,,
-95,tt7909970,2021-05-25,2021-05-25,,Unbelievable,https://www.imdb.com/title/tt7909970/,tvMiniSeries,8.4,385,2019,"Crime, Drama",96735,2019-09-13,,,
-96,tt0120804,2021-05-30,2021-05-30,,Resident Evil,https://www.imdb.com/title/tt0120804/,movie,6.6,100,2002,"Action, Horror, Sci-Fi",266219,2002-03-12,Paul W.S. Anderson,,
-97,tt1855325,2021-05-30,2021-05-30,,Resident Evil: Retribution,https://www.imdb.com/title/tt1855325/,movie,5.3,95,2012,"Action, Horror, Sci-Fi, Thriller",140949,2012-09-03,Paul W.S. Anderson,,
-98,tt0396171,2021-05-31,2021-05-31,,Perfume: The Story of a Murderer,https://www.imdb.com/title/tt0396171/,movie,7.5,147,2006,"Crime, Drama, Fantasy",247085,2006-09-07,Tom Tykwer,,
-99,tt4244998,2021-06-06,2021-06-06,,Alpha,https://www.imdb.com/title/tt4244998/,movie,6.6,96,2018,"Action, Adventure, Drama",61692,2018-08-16,Albert Hughes,,
-100,tt1602620,2021-06-14,2021-06-14,,Amour,https://www.imdb.com/title/tt1602620/,movie,7.9,127,2012,Drama,99347,2012-05-20,Michael Haneke,,
-101,tt5304464,2021-06-14,2021-06-14,,Happy End,https://www.imdb.com/title/tt5304464/,movie,6.6,107,2017,Drama,15350,2017-05-22,Michael Haneke,,
-102,tt2431438,2021-06-17,2021-06-17,,Sense8,https://www.imdb.com/title/tt2431438/,tvSeries,8.2,60,2015,"Drama, Mystery, Sci-Fi, Thriller",151865,2015-06-05,,,
-103,tt13879466,2021-06-27,2021-06-27,,The One,https://www.imdb.com/title/tt13879466/,tvSeries,6.6,,2021,"Crime, Drama, Sci-Fi, Thriller",12471,2021-03-12,,,
-104,tt9731242,2021-06-29,2021-06-29,,El desorden que dejas,https://www.imdb.com/title/tt9731242/,tvSeries,6.8,56,2020,"Crime, Drama, Mystery, Thriller",8909,2020-12-11,,,
-105,tt1210166,2021-07-12,2021-07-12,,Moneyball,https://www.imdb.com/title/tt1210166/,movie,7.6,133,2011,"Biography, Drama, Sport",412042,2011-09-09,Bennett Miller,,
-106,tt1615147,2021-07-13,2021-07-13,,Margin Call,https://www.imdb.com/title/tt1615147/,movie,7.1,107,2011,"Drama, Thriller",128013,2011-01-25,J.C. Chandor,,
-107,tt11464826,2021-07-14,2021-07-14,,The Social Dilemma,https://www.imdb.com/title/tt11464826/,movie,7.6,94,2020,"Documentary, Drama",80249,2020-01-26,Jeff Orlowski-Yang,,
-108,tt1596363,2021-07-15,2021-07-15,,The Big Short,https://www.imdb.com/title/tt1596363/,movie,7.8,130,2015,"Biography, Comedy, Drama, History",417058,2015-11-12,Adam McKay,,
-109,tt0114369,2021-07-26,2021-07-26,,Se7en,https://www.imdb.com/title/tt0114369/,movie,8.6,127,1995,"Crime, Drama, Mystery, Thriller",1591393,1995-09-15,David Fincher,,
-110,tt0246578,2021-07-26,2021-07-26,,Donnie Darko,https://www.imdb.com/title/tt0246578/,movie,8.0,113,2001,"Drama, Mystery, Sci-Fi, Thriller",785316,2001-01-19,Richard Kelly,,
-111,tt3042408,2021-08-05,2021-08-05,,Who Am I - Kein System ist sicher,https://www.imdb.com/title/tt3042408/,movie,7.5,102,2014,"Crime, Drama, Mystery, Sci-Fi, Thriller",56031,2014-09-06,Baran bo Odar,,
-112,tt4158110,2021-08-05,2021-08-05,,Mr. Robot,https://www.imdb.com/title/tt4158110/,tvSeries,8.6,49,2015,"Crime, Drama, Thriller",374963,2015-03-17,,,
-113,tt3170832,2021-08-22,2021-08-22,,Room,https://www.imdb.com/title/tt3170832/,movie,8.1,118,2015,"Drama, Thriller",410372,2015-09-04,Lenny Abrahamson,,
-114,tt4052886,2021-09-22,2021-09-22,,Lucifer,https://www.imdb.com/title/tt4052886/,tvSeries,8.1,42,2016,"Crime, Drama, Fantasy",309199,2016-01-25,,,
-115,tt7668870,2021-09-24,2021-09-24,,Searching,https://www.imdb.com/title/tt7668870/,movie,7.6,102,2018,"Drama, Mystery, Thriller",159403,2018-01-21,Aneesh Chaganty,,
-116,tt1179933,2021-09-24,2021-09-24,,10 Cloverfield Lane,https://www.imdb.com/title/tt1179933/,movie,7.2,103,2016,"Action, Drama, Horror, Sci-Fi, Thriller",317437,2016-03-08,Dan Trachtenberg,,
-117,tt2188671,2021-10-03,2021-10-03,,Bates Motel,https://www.imdb.com/title/tt2188671/,tvSeries,8.2,45,2013,"Drama, Horror, Mystery, Thriller",105628,2013-03-18,,,
-118,tt0485947,2021-10-03,2021-10-03,,Mr. Nobody,https://www.imdb.com/title/tt0485947/,movie,7.8,141,2009,"Drama, Fantasy, Romance, Sci-Fi",230464,2009-09-11,Jaco Van Dormael,,
-119,tt0407887,2021-10-03,2021-10-03,,The Departed,https://www.imdb.com/title/tt0407887/,movie,8.5,151,2006,"Crime, Drama, Thriller",1288973,2006-09-26,Martin Scorsese,,
-120,tt1933667,2021-10-10,2021-10-10,,The Wizard of Lies,https://www.imdb.com/title/tt1933667/,tvMovie,6.8,133,2017,"Biography, Crime, Drama",25277,2017-05-11,Barry Levinson,,
-121,tt10919420,2021-10-10,2021-10-10,,Ojing-eo geim,https://www.imdb.com/title/tt10919420/,tvSeries,8.0,55,2021,"Action, Drama, Mystery, Thriller",419000,2021-09-17,,,
-122,tt4698684,2021-10-12,2021-10-12,,Hunt for the Wilderpeople,https://www.imdb.com/title/tt4698684/,movie,7.8,101,2016,"Adventure, Comedy, Drama",127605,2016-01-22,Taika Waititi,,
-123,tt15392100,2021-10-18,2021-10-18,,The Billion Dollar Code,https://www.imdb.com/title/tt15392100/,tvMiniSeries,8.0,267,2021,"Biography, Crime, Drama, Thriller",7921,2021-10-01,,,
-124,tt6264654,2021-10-20,2021-10-20,,Free Guy,https://www.imdb.com/title/tt6264654/,movie,7.1,115,2021,"Action, Adventure, Comedy, Fantasy, Sci-Fi",340417,2021-08-10,Shawn Levy,,
-125,tt6966692,2021-10-29,2021-10-29,,Green Book,https://www.imdb.com/title/tt6966692/,movie,8.2,130,2018,"Biography, Comedy, Drama, Music",465981,2018-09-11,Peter Farrelly,,
-126,tt1504320,2021-10-29,2021-10-29,,The King's Speech,https://www.imdb.com/title/tt1504320/,movie,8.0,118,2010,"Biography, Drama, History",671820,2010-09-06,Tom Hooper,,
-127,tt1454468,2021-10-31,2021-10-31,,Gravity,https://www.imdb.com/title/tt1454468/,movie,7.7,91,2013,"Action, Drama, Sci-Fi, Thriller",812878,2013-08-28,Alfonso Cuarón,,
-128,tt2562232,2021-11-01,2021-11-01,,Birdman or (The Unexpected Virtue of Ignorance),https://www.imdb.com/title/tt2562232/,movie,7.7,119,2014,"Comedy, Drama",618979,2014-08-27,Alejandro G. Iñárritu,,
-129,tt1895587,2021-11-02,2021-11-02,,Spotlight,https://www.imdb.com/title/tt1895587/,movie,8.1,129,2015,"Biography, Crime, Drama",460228,2015-09-03,Tom McCarthy,,
-130,tt0993846,2021-11-04,2021-11-04,,The Wolf of Wall Street,https://www.imdb.com/title/tt0993846/,movie,8.2,180,2013,"Biography, Comedy, Crime, Drama",1345362,2013-12-09,Martin Scorsese,,
-131,tt9421570,2021-11-04,2021-11-04,,The Guilty,https://www.imdb.com/title/tt9421570/,movie,6.3,90,2021,"Crime, Drama, Thriller",114751,2021-09-11,Antoine Fuqua,,
-132,tt8946378,2021-11-09,2021-11-09,,Knives Out,https://www.imdb.com/title/tt8946378/,movie,7.9,130,2019,"Comedy, Crime, Drama, Mystery, Thriller",592119,2019-09-07,Rian Johnson,,
-133,tt0405094,2021-11-13,2021-11-13,,Das Leben der Anderen,https://www.imdb.com/title/tt0405094/,movie,8.4,137,2006,"Drama, Mystery, Thriller",383834,2006-03-15,Florian Henckel von Donnersmarck,,
-134,tt0758758,2021-11-13,2021-11-13,,Into the Wild,https://www.imdb.com/title/tt0758758/,movie,8.1,148,2007,"Adventure, Biography, Drama",613086,2007-09-01,Sean Penn,,
-135,tt2084970,2021-11-22,2021-11-22,,The Imitation Game,https://www.imdb.com/title/tt2084970/,movie,8.0,114,2014,"Biography, Drama, Thriller, War",750944,2014-08-29,Morten Tyldum,,
-136,tt1160419,2021-12-11,2021-12-11,,Dune: Part One,https://www.imdb.com/title/tt1160419/,movie,8.1,155,2021,"Action, Adventure, Drama, Sci-Fi",573713,2021-09-03,Denis Villeneuve,,
-137,tt9140554,2021-12-15,2021-12-15,,Loki,https://www.imdb.com/title/tt9140554/,tvSeries,8.2,,2021,"Action, Adventure, Fantasy, Sci-Fi",284993,2021-06-09,,,
-138,tt10366460,2021-12-17,2021-12-17,,CODA,https://www.imdb.com/title/tt10366460/,movie,8.0,111,2021,"Comedy, Drama, Music",110864,2021-01-29,Sian Heder,,
-139,tt8721424,2021-12-17,2021-12-17,,"tick, tick...BOOM!",https://www.imdb.com/title/tt8721424/,movie,7.5,120,2021,"Biography, Drama, Musical",97831,2021-11-10,Lin-Manuel Miranda,,
-140,tt9620288,2021-12-18,2021-12-18,,King Richard,https://www.imdb.com/title/tt9620288/,movie,7.5,144,2021,"Biography, Drama, Sport",93856,2021-09-02,Reinaldo Marcus Green,,
-141,tt11003218,2021-12-20,2021-12-20,,Pig,https://www.imdb.com/title/tt11003218/,movie,6.9,92,2021,"Drama, Mystery, Thriller",66042,2021-07-16,Michael Sarnoski,,
-142,tt3661210,2021-12-21,2021-12-21,,The Dig,https://www.imdb.com/title/tt3661210/,movie,7.1,112,2021,"Biography, Drama, History",72415,2021-01-14,Simon Stone,,
-143,tt2798920,2022-01-09,2022-01-09,,Annihilation,https://www.imdb.com/title/tt2798920/,movie,6.8,115,2018,"Adventure, Drama, Horror, Mystery, Sci-Fi, Thriller",315081,2018-02-13,Alex Garland,,
-144,tt5563334,2022-01-28,2022-01-28,,The Good Liar,https://www.imdb.com/title/tt5563334/,movie,6.7,109,2019,"Crime, Drama, Mystery, Thriller",40542,2019-11-08,Bill Condon,,
-145,tt7125774,2022-01-29,2022-01-29,,Ballon,https://www.imdb.com/title/tt7125774/,movie,7.5,125,2018,"Drama, History, Thriller",11349,2018-09-27,Michael Herbig,,
-146,tt10574558,2022-01-31,2022-01-31,,Midnight Mass,https://www.imdb.com/title/tt10574558/,tvMiniSeries,7.7,450,2021,"Drama, Fantasy, Horror, Mystery",103392,2021-09-22,,,
-147,tt6763664,2022-01-31,2022-01-31,,The Haunting of Hill House,https://www.imdb.com/title/tt6763664/,tvMiniSeries,8.6,572,2018,"Drama, Horror, Mystery, Thriller",228025,2018-10-07,,,
-148,tt0824747,2022-01-31,2022-01-31,,Changeling,https://www.imdb.com/title/tt0824747/,movie,7.8,141,2008,"Biography, Crime, Drama, History, Mystery, Thriller",252876,2008-05-20,Clint Eastwood,,
-149,tt9179552,2022-02-06,2022-02-06,,Dr. Death,https://www.imdb.com/title/tt9179552/,tvMiniSeries,7.6,60,2021,"Crime, Drama, Thriller",11774,2021-07-15,,,
-150,tt2278388,2022-02-26,2022-02-26,,The Grand Budapest Hotel,https://www.imdb.com/title/tt2278388/,movie,8.1,99,2014,"Adventure, Comedy, Crime",782725,2014-02-06,Wes Anderson,,
-151,tt11398870,2022-03-21,2022-03-21,,Kalifat,https://www.imdb.com/title/tt11398870/,tvSeries,8.2,46,2020,"Crime, Drama, Thriller",17912,2020-01-12,,,
-152,tt10166622,2022-03-22,2022-03-22,,The Dropout,https://www.imdb.com/title/tt10166622/,tvMiniSeries,7.5,403,2022,"Biography, Drama",15047,2022-03-03,,,
-153,tt13365348,2022-03-24,2022-03-24,,Archive 81,https://www.imdb.com/title/tt13365348/,tvSeries,7.3,60,2022,"Drama, Horror, Mystery, Sci-Fi, Thriller",43937,2022-01-14,,,
-154,tt12987894,2022-03-26,2022-03-26,,American Murder: The Family Next Door,https://www.imdb.com/title/tt12987894/,movie,7.2,83,2020,"Documentary, Crime",26704,2020-09-30,Jenny Popplewell,,
-155,tt4276820,2022-03-26,2022-03-26,,The Founder,https://www.imdb.com/title/tt4276820/,movie,7.2,115,2016,"Biography, Drama",146387,2016-11-24,John Lee Hancock,,
-156,tt14152756,2022-03-27,2022-03-27,,Seaspiracy,https://www.imdb.com/title/tt14152756/,movie,8.1,89,2021,"Documentary, Adventure",29947,2021-03-24,Ali Tabrizi,,
-157,tt10872600,2022-03-27,2022-03-27,,Spider-Man: No Way Home,https://www.imdb.com/title/tt10872600/,movie,8.3,148,2021,"Action, Adventure, Fantasy, Sci-Fi",644296,2021-12-13,Jon Watts,,
-158,tt1937390,2022-03-29,2022-03-29,,Nymphomaniac: Vol. I,https://www.imdb.com/title/tt1937390/,movie,6.9,117,2013,Drama,122970,2013-12-25,Lars von Trier,,
-159,tt2382009,2022-03-30,2022-03-30,,Nymphomaniac: Vol. II,https://www.imdb.com/title/tt2382009/,movie,6.6,124,2013,Drama,91654,2013-12-25,Lars von Trier,,
-160,tt0309987,2022-04-03,2022-04-03,,The Dreamers,https://www.imdb.com/title/tt0309987/,movie,7.2,115,2003,"Drama, Romance",119771,2003-09-01,Bernardo Bertolucci,,
-161,tt8543390,2022-04-14,2022-04-14,,Modern Love,https://www.imdb.com/title/tt8543390/,tvSeries,7.9,32,2019,"Comedy, Romance",31446,2019-10-17,,,
-162,tt1568921,2022-04-16,2022-04-16,,Kari-gurashi no Arietti,https://www.imdb.com/title/tt1568921/,movie,7.6,94,2010,"Animation, Adventure, Drama, Family, Fantasy",90631,2010-07-17,Hiromasa Yonebayashi,,
-163,tt2584384,2022-04-17,2022-04-17,,Jojo Rabbit,https://www.imdb.com/title/tt2584384/,movie,7.9,108,2019,"Comedy, Drama, War",369903,2019-09-08,Taika Waititi,,
-164,tt2582496,2022-04-18,2022-04-18,,Me and Earl and the Dying Girl,https://www.imdb.com/title/tt2582496/,movie,7.7,105,2015,"Comedy, Drama",130346,2015-01-25,Alfonso Gomez-Rejon,,
-165,tt7772582,2022-04-22,2022-04-22,,Never Rarely Sometimes Always,https://www.imdb.com/title/tt7772582/,movie,7.4,101,2020,Drama,26718,2020-01-24,Eliza Hittman,,
-166,tt12680684,2022-04-24,2022-04-24,,È stata la mano di Dio,https://www.imdb.com/title/tt12680684/,movie,7.3,130,2021,Drama,38843,2021-09-02,Paolo Sorrentino,,
-167,tt11286314,2022-04-25,2022-04-25,,Don't Look Up,https://www.imdb.com/title/tt11286314/,movie,7.2,138,2021,"Comedy, Drama, Sci-Fi",504449,2021-12-05,Adam McKay,,
-168,tt0075314,2022-05-02,2022-05-02,,Taxi Driver,https://www.imdb.com/title/tt0075314/,movie,8.2,114,1976,"Crime, Drama",799248,1976-02-08,Martin Scorsese,,
-169,tt4736550,2022-05-12,2022-05-12,,The Great Hack,https://www.imdb.com/title/tt4736550/,movie,7.0,114,2019,"Documentary, Biography, History",23302,2019-01-26,"Jehane Noujaim, Karim Amer",,
-170,tt5022702,2022-05-14,2022-05-14,,Hush,https://www.imdb.com/title/tt5022702/,movie,6.6,82,2016,"Horror, Thriller",127309,2016-03-12,Mike Flanagan,,
-171,tt5952634,2022-05-18,2022-05-18,,The Spy,https://www.imdb.com/title/tt5952634/,tvMiniSeries,7.9,53,2019,"Drama, History",40839,2019-09-06,,,
-172,tt11318602,2022-05-21,2022-05-21,,Don't F**k with Cats: Hunting an Internet Killer,https://www.imdb.com/title/tt11318602/,tvMiniSeries,8.0,187,2019,"Documentary, Crime",50775,2019-12-18,,,
-173,tt0259324,2022-05-28,2022-05-28,,Ghost Rider,https://www.imdb.com/title/tt0259324/,movie,5.2,110,2007,"Action, Fantasy, Thriller",236403,2007-01-15,Mark Steven Johnson,,
+1,tt6315640,2021-01-06,2021-01-06,,Atypical,https://www.imdb.com/title/tt6315640/,tvSeries,8.3,30,2017,"Comedy, Drama",85060,2017-08-11,,,
+2,tt8064302,2021-01-06,2021-01-06,,Dead to Me,https://www.imdb.com/title/tt8064302/,tvSeries,8.0,30,2019,"Comedy, Crime, Drama",74779,2019-05-03,,,
+3,tt6257970,2021-01-06,2021-01-06,,The End of the F***ing World,https://www.imdb.com/title/tt6257970/,tvSeries,8.1,25,2017,"Adventure, Comedy, Crime, Drama, Romance, Thriller",181741,2017-10-24,,,
+4,tt7767422,2021-01-06,2021-01-06,,Sex Education,https://www.imdb.com/title/tt7767422/,tvSeries,8.4,45,2019,"Comedy, Drama",266095,2019-01-11,,,
+5,tt5753856,2021-01-06,2021-01-06,,Dark,https://www.imdb.com/title/tt5753856/,tvSeries,8.7,60,2017,"Crime, Drama, Mystery, Sci-Fi, Thriller",362422,2017-09-09,,,
+6,tt0109830,2021-01-06,2021-01-06,,Forrest Gump,https://www.imdb.com/title/tt0109830/,movie,8.8,142,1994,"Drama, Romance",2018215,1994-06-23,Robert Zemeckis,,
+7,tt8398600,2021-01-06,2021-01-06,,After Life,https://www.imdb.com/title/tt8398600/,tvSeries,8.4,30,2019,"Comedy, Drama",130811,2019-03-08,,,
+8,tt0434409,2021-01-06,2021-01-06,,V for Vendetta,https://www.imdb.com/title/tt0434409/,movie,8.2,132,2006,"Action, Drama, Sci-Fi, Thriller",1105227,2006-02-13,James McTeigue,,
+9,tt1527186,2021-01-06,2021-01-06,,Melancholia,https://www.imdb.com/title/tt1527186/,movie,7.1,135,2011,"Drama, Sci-Fi",180978,2011-05-18,Lars von Trier,,
+10,tt0870984,2021-01-06,2021-01-06,,Antichrist,https://www.imdb.com/title/tt0870984/,movie,6.5,108,2009,"Drama, Horror, Thriller",125810,2009-05-18,Lars von Trier,,
+11,tt2085059,2021-01-08,2021-01-08,,Black Mirror,https://www.imdb.com/title/tt2085059/,tvSeries,8.8,60,2011,"Drama, Mystery, Sci-Fi, Thriller",525059,2011-12-04,,,
+12,tt1375666,2021-01-08,2021-01-08,,Inception,https://www.imdb.com/title/tt1375666/,movie,8.8,148,2010,"Action, Adventure, Sci-Fi, Thriller",2290976,2010-07-08,Christopher Nolan,,
+13,tt0816692,2021-01-08,2021-01-08,,Interstellar,https://www.imdb.com/title/tt0816692/,movie,8.6,169,2014,"Adventure, Drama, Sci-Fi",1753419,2014-10-26,Christopher Nolan,,
+14,tt9561862,2021-01-08,2021-01-08,,"Love, Death & Robots",https://www.imdb.com/title/tt9561862/,tvSeries,8.4,15,2019,"Animation, Short, Action, Adventure, Comedy, Drama, Fantasy, Horror, Mystery, Sci-Fi, Thriller",158285,2019-03-15,,,
+15,tt2395695,2021-01-08,2021-01-08,,Cosmos: A Spacetime Odyssey,https://www.imdb.com/title/tt2395695/,tvMiniSeries,9.3,557,2014,Documentary,120419,2014-03-09,,,
+16,tt0111161,2021-01-08,2021-01-08,,The Shawshank Redemption,https://www.imdb.com/title/tt0111161/,movie,9.3,142,1994,Drama,2610813,1994-09-10,Frank Darabont,,
+17,tt0137523,2021-01-08,2021-01-08,,Fight Club,https://www.imdb.com/title/tt0137523/,movie,8.8,139,1999,Drama,2057232,1999-09-10,David Fincher,,
+18,tt0133093,2021-01-08,2021-01-08,,The Matrix,https://www.imdb.com/title/tt0133093/,movie,8.7,136,1999,"Action, Sci-Fi",1872960,1999-03-24,"Lilly Wachowski, Lana Wachowski",,
+19,tt0120815,2021-01-08,2021-01-08,,Saving Private Ryan,https://www.imdb.com/title/tt0120815/,movie,8.6,169,1998,"Drama, War",1359225,1998-07-21,Steven Spielberg,,
+20,tt0120689,2021-01-08,2021-01-08,,The Green Mile,https://www.imdb.com/title/tt0120689/,movie,8.6,189,1999,"Crime, Drama, Fantasy, Mystery",1269268,1999-12-06,Frank Darabont,,
+21,tt0253474,2021-01-08,2021-01-08,,The Pianist,https://www.imdb.com/title/tt0253474/,movie,8.5,150,2002,"Biography, Drama, Music, War",812346,2002-05-24,Roman Polanski,,
+22,tt1675434,2021-01-08,2021-01-08,,Intouchables,https://www.imdb.com/title/tt1675434/,movie,8.5,112,2011,"Biography, Comedy, Drama",838738,2011-09-23,"Olivier Nakache, Éric Toledano",,
+23,tt4154756,2021-01-08,2021-01-08,,Avengers: Infinity War,https://www.imdb.com/title/tt4154756/,movie,8.4,149,2018,"Action, Adventure, Sci-Fi",1034214,2018-04-23,"Anthony Russo, Joe Russo",,
+24,tt4633694,2021-01-08,2021-01-08,,Spider-Man: Into the Spider-Verse,https://www.imdb.com/title/tt4633694/,movie,8.4,117,2018,"Animation, Action, Adventure, Comedy, Family, Fantasy, Sci-Fi",501966,2018-12-06,"Bob Persichetti, Rodney Rothman, Peter Ramsey",,
+25,tt4154796,2021-01-08,2021-01-08,,Avengers: Endgame,https://www.imdb.com/title/tt4154796/,movie,8.4,181,2019,"Action, Adventure, Drama, Sci-Fi",1075570,2019-04-22,"Anthony Russo, Joe Russo",,
+26,tt1187043,2021-01-08,2021-01-08,,3 Idiots,https://www.imdb.com/title/tt1187043/,movie,8.4,170,2009,"Comedy, Drama",390171,2009-11-09,Rajkumar Hirani,,
+27,tt0338013,2021-01-08,2021-01-08,,Eternal Sunshine of the Spotless Mind,https://www.imdb.com/title/tt0338013/,movie,8.3,108,2004,"Drama, Romance, Sci-Fi",988321,2004-03-09,Michel Gondry,,
+28,tt1392170,2021-01-08,2021-01-08,,The Hunger Games,https://www.imdb.com/title/tt1392170/,movie,7.2,142,2012,"Action, Adventure, Sci-Fi, Thriller",903910,2012-03-12,Gary Ross,,
+29,tt1951264,2021-01-08,2021-01-08,,The Hunger Games: Catching Fire,https://www.imdb.com/title/tt1951264/,movie,7.5,146,2013,"Action, Adventure, Drama, Sci-Fi, Thriller",655337,2013-11-11,Francis Lawrence,,
+30,tt6468322,2021-01-08,2021-01-08,,La casa de papel,https://www.imdb.com/title/tt6468322/,tvSeries,8.2,70,2017,"Action, Crime, Drama, Mystery, Thriller",462449,2017-05-02,,,
+31,tt0241527,2021-01-11,2021-01-11,,Harry Potter and the Sorcerer's Stone,https://www.imdb.com/title/tt0241527/,movie,7.6,152,2001,"Adventure, Family, Fantasy",759216,2001-11-04,Chris Columbus,,
+32,tt1201607,2021-01-11,2021-01-11,,Harry Potter and the Deathly Hallows: Part 2,https://www.imdb.com/title/tt1201607/,movie,8.1,130,2011,"Adventure, Fantasy, Mystery",854804,2011-07-07,David Yates,,
+33,tt3268458,2021-01-14,2021-01-14,,The Internet's Own Boy: The Story of Aaron Swartz,https://www.imdb.com/title/tt3268458/,movie,8.0,105,2014,"Documentary, Biography, Crime",17579,2014-01-20,Brian Knappenberger,8,2021-01-14
+34,tt11394180,2021-01-30,2021-01-30,,Dick Johnson Is Dead,https://www.imdb.com/title/tt11394180/,movie,7.4,89,2020,"Documentary, Biography, Drama",6517,2020-01-25,Kirsten Johnson,,
+35,tt1663202,2021-02-04,2021-02-04,,The Revenant,https://www.imdb.com/title/tt1663202/,movie,8.0,156,2015,"Action, Adventure, Drama, History, Western",785425,2015-12-16,Alejandro G. Iñárritu,,
+36,tt10810430,2021-02-11,2021-02-11,,"The Mind, Explained",https://www.imdb.com/title/tt10810430/,tvSeries,8.0,20,2019,Documentary,5315,2019-09-12,,,
+37,tt1173494,2021-02-15,2021-02-15,,God on Trial,https://www.imdb.com/title/tt1173494/,tvMovie,7.6,86,2008,"Drama, War",3646,2008-09-03,Andy De Emmony,,
+38,tt7440726,2021-02-16,2021-02-16,,Your Honor,https://www.imdb.com/title/tt7440726/,tvSeries,7.6,57,2020,"Crime, Drama, Thriller",44656,2020-12-06,,,
+39,tt6723592,2021-03-02,2021-03-02,,Tenet,https://www.imdb.com/title/tt6723592/,movie,7.3,150,2020,"Action, Sci-Fi, Thriller",476333,2020-08-22,Christopher Nolan,,
+40,tt9184994,2021-03-03,2021-03-03,,How to Sell Drugs Online (Fast),https://www.imdb.com/title/tt9184994/,tvSeries,7.9,30,2019,"Comedy, Crime, Drama, Romance",31434,2019-04-06,,,
+41,tt8655470,2021-03-06,2021-03-06,,Hors normes,https://www.imdb.com/title/tt8655470/,movie,7.4,114,2019,"Comedy, Drama",9024,2019-05-25,"Olivier Nakache, Éric Toledano",,
+42,tt0166924,2021-03-07,2021-03-07,,Mulholland Dr.,https://www.imdb.com/title/tt0166924/,movie,7.9,147,2001,"Drama, Mystery, Thriller",350397,2001-05-16,David Lynch,,
+43,tt7939766,2021-03-07,2021-03-07,,I'm Thinking of Ending Things,https://www.imdb.com/title/tt7939766/,movie,6.6,134,2020,"Drama, Thriller",83268,2020-08-28,Charlie Kaufman,,
+44,tt5859238,2021-03-09,2021-03-09,,Lucky,https://www.imdb.com/title/tt5859238/,movie,7.3,88,2017,"Comedy, Drama",23123,2017-03-11,John Carroll Lynch,,
+45,tt2543164,2021-04-12,2021-04-12,,Arrival,https://www.imdb.com/title/tt2543164/,movie,7.9,116,2016,"Drama, Mystery, Sci-Fi",676403,2016-09-01,Denis Villeneuve,,
+46,tt0756683,2021-04-12,2021-04-12,,The Man from Earth,https://www.imdb.com/title/tt0756683/,movie,7.9,87,2007,"Drama, Fantasy, Mystery, Sci-Fi",186041,2007-06-10,Richard Schenkman,,
+47,tt1136608,2021-04-12,2021-04-12,,District 9,https://www.imdb.com/title/tt1136608/,movie,7.9,112,2009,"Action, Sci-Fi, Thriller",674128,2009-08-13,Neill Blomkamp,,
+48,tt0206634,2021-04-12,2021-04-12,,Children of Men,https://www.imdb.com/title/tt0206634/,movie,7.9,109,2006,"Action, Drama, Sci-Fi, Thriller",494889,2006-09-03,Alfonso Cuarón,,
+49,tt7057496,2021-04-24,2021-04-24,,Gi-eok-ui bam,https://www.imdb.com/title/tt7057496/,movie,7.4,108,2017,"Mystery, Thriller",32113,2017-11-29,Hang-jun Jang,,
+50,tt0758742,2021-04-24,2021-04-24,,Death Note: Desu nôto,https://www.imdb.com/title/tt0758742/,movie,7.6,126,2006,"Crime, Drama, Fantasy, Mystery, Thriller",30389,2006-06-17,Shûsuke Kaneko,,
+51,tt0810827,2021-04-24,2021-04-24,,Death Note - Desu nôto: The Last Name,https://www.imdb.com/title/tt0810827/,movie,7.2,141,2006,"Adventure, Crime, Drama, Fantasy, Mystery, Thriller",16674,2006-10-16,Shûsuke Kaneko,,
+52,tt10795658,2021-04-24,2021-04-24,,Alice in Borderland,https://www.imdb.com/title/tt10795658/,tvSeries,7.6,50,2020,"Action, Drama, Mystery, Sci-Fi, Thriller",49243,2020-12-10,,,
+53,tt9050352,2021-04-24,2021-04-24,,Le Bazar de la Charité,https://www.imdb.com/title/tt9050352/,tvMiniSeries,7.6,48,2019,"Drama, History",4615,2019-09-12,,,
+54,tt9815454,2021-04-24,2021-04-24,,Unorthodox,https://www.imdb.com/title/tt9815454/,tvMiniSeries,8.0,53,2020,Drama,77035,2020-03-26,,,
+55,tt1706620,2021-04-24,2021-04-24,,Snowpiercer,https://www.imdb.com/title/tt1706620/,movie,7.1,126,2013,"Action, Sci-Fi, Thriller",355969,2013-07-29,Bong Joon Ho,,
+56,tt1632701,2021-04-24,2021-04-24,,Suits,https://www.imdb.com/title/tt1632701/,tvSeries,8.5,44,2011,"Comedy, Drama",400314,2011-06-23,,,
+57,tt0123755,2021-04-24,2021-04-24,,Cube,https://www.imdb.com/title/tt0123755/,movie,7.2,90,1997,"Drama, Horror, Mystery, Sci-Fi",228422,1997-09-09,Vincenzo Natali,,
+58,tt1637688,2021-04-24,2021-04-24,,In Time,https://www.imdb.com/title/tt1637688/,movie,6.7,109,2011,"Action, Sci-Fi, Thriller",405892,2011-10-20,Andrew Niccol,,
+59,tt0945513,2021-04-24,2021-04-24,,Source Code,https://www.imdb.com/title/tt0945513/,movie,7.5,93,2011,"Action, Drama, Mystery, Sci-Fi, Thriller",514310,2011-03-11,Duncan Jones,,
+60,tt0816442,2021-04-24,2021-04-24,,The Book Thief,https://www.imdb.com/title/tt0816442/,movie,7.5,131,2013,"Drama, War",134840,2013-10-03,Brian Percival,,
+61,tt0482571,2021-04-24,2021-04-24,,The Prestige,https://www.imdb.com/title/tt0482571/,movie,8.5,130,2006,"Drama, Mystery, Sci-Fi, Thriller",1304127,2006-10-17,Christopher Nolan,,
+62,tt1130884,2021-04-24,2021-04-24,,Shutter Island,https://www.imdb.com/title/tt1130884/,movie,8.2,138,2010,"Mystery, Thriller",1271773,2010-02-13,Martin Scorsese,,
+63,tt9117054,2021-04-24,2021-04-24,,Spinning Out,https://www.imdb.com/title/tt9117054/,tvSeries,7.6,48,2020,"Drama, Sport",14269,2020-01-01,,,
+64,tt12078990,2021-04-24,2021-04-24,,La casa de papel: El fenómeno,https://www.imdb.com/title/tt12078990/,tvMovie,7.4,57,2020,Documentary,3478,2020-04-03,"Pablo Lejarreta, Luis Alfaro",,
+65,tt5687612,2021-04-26,2021-04-26,,Fleabag,https://www.imdb.com/title/tt5687612/,tvSeries,8.7,27,2016,"Comedy, Drama",144257,2016-07-21,,,
+66,tt0361862,2021-05-04,2021-05-04,,The Machinist,https://www.imdb.com/title/tt0361862/,movie,7.7,101,2004,"Drama, Thriller",384764,2004-01-18,Brad Anderson,,
+67,tt1190634,2021-05-05,2021-05-05,,The Boys,https://www.imdb.com/title/tt1190634/,tvSeries,8.7,60,2019,"Action, Crime, Drama, Sci-Fi",417548,2019-07-16,,,
+68,tt9698442,2021-05-10,2021-05-10,,Behind Her Eyes,https://www.imdb.com/title/tt9698442/,tvMiniSeries,7.2,298,2021,"Drama, Mystery, Thriller",59081,2021-02-17,,,
+69,tt6341832,2021-05-19,2021-05-19,,Oxygène,https://www.imdb.com/title/tt6341832/,movie,6.5,100,2021,"Drama, Fantasy, Sci-Fi, Thriller",37773,2021-05-12,Alexandre Aja,,
+70,tt1285016,2021-05-19,2021-05-19,,The Social Network,https://www.imdb.com/title/tt1285016/,movie,7.8,120,2010,"Biography, Drama",689238,2010-09-24,David Fincher,,
+71,tt2872732,2021-05-22,2021-05-22,,Lucy,https://www.imdb.com/title/tt2872732/,movie,6.4,89,2014,"Action, Sci-Fi, Thriller",488067,2014-07-25,Luc Besson,,
+72,tt7286456,2021-05-25,2021-05-25,,Joker,https://www.imdb.com/title/tt7286456/,movie,8.4,122,2019,"Crime, Drama, Thriller",1214869,2019-08-31,Todd Phillips,,
+73,tt0480249,2021-05-25,2021-05-25,,I Am Legend,https://www.imdb.com/title/tt0480249/,movie,7.2,101,2007,"Action, Drama, Sci-Fi, Thriller",744352,2007-12-05,Francis Lawrence,,
+74,tt0437086,2021-05-25,2021-05-25,,Alita: Battle Angel,https://www.imdb.com/title/tt0437086/,movie,7.3,122,2019,"Action, Adventure, Sci-Fi, Thriller",262050,2019-01-31,Robert Rodriguez,,
+75,tt1286537,2021-05-25,2021-05-25,,"Food, Inc.",https://www.imdb.com/title/tt1286537/,movie,7.8,94,2008,"Documentary, News",51127,2008-09-07,Robert Kenner,,
+76,tt1270797,2021-05-25,2021-05-25,,Venom,https://www.imdb.com/title/tt1270797/,movie,6.6,112,2018,"Action, Adventure, Sci-Fi",471772,2018-10-01,Ruben Fleischer,,
+77,tt8228288,2021-05-25,2021-05-25,,El hoyo,https://www.imdb.com/title/tt8228288/,movie,7.0,94,2019,"Horror, Sci-Fi, Thriller",213024,2019-09-06,Galder Gaztelu-Urrutia,,
+78,tt0499549,2021-05-25,2021-05-25,,Avatar,https://www.imdb.com/title/tt0499549/,movie,7.8,162,2009,"Action, Adventure, Fantasy, Sci-Fi",1211515,2009-12-10,James Cameron,,
+79,tt0120338,2021-05-25,2021-05-25,,Titanic,https://www.imdb.com/title/tt0120338/,movie,7.9,194,1997,"Drama, Romance",1145096,1997-11-01,James Cameron,,
+80,tt3659388,2021-05-25,2021-05-25,,The Martian,https://www.imdb.com/title/tt3659388/,movie,8.0,144,2015,"Adventure, Drama, Sci-Fi",835424,2015-09-11,Ridley Scott,,
+81,tt0268978,2021-05-25,2021-05-25,,A Beautiful Mind,https://www.imdb.com/title/tt0268978/,movie,8.2,135,2001,"Biography, Drama",917324,2001-12-13,Ron Howard,,
+82,tt0110413,2021-05-25,2021-05-25,,Léon,https://www.imdb.com/title/tt0110413/,movie,8.5,110,1994,"Action, Crime, Drama, Thriller",1136023,1994-09-14,Luc Besson,,
+83,tt0162222,2021-05-25,2021-05-25,,Cast Away,https://www.imdb.com/title/tt0162222/,movie,7.8,143,2000,"Adventure, Drama, Romance",581203,2000-12-07,Robert Zemeckis,,
+84,tt1392190,2021-05-25,2021-05-25,,Mad Max: Fury Road,https://www.imdb.com/title/tt1392190/,movie,8.1,120,2015,"Action, Adventure, Sci-Fi, Thriller",978394,2015-05-07,George Miller,,
+85,tt6146586,2021-05-25,2021-05-25,,John Wick: Chapter 3 - Parabellum,https://www.imdb.com/title/tt6146586/,movie,7.4,130,2019,"Action, Crime, Thriller",330672,2019-05-15,Chad Stahelski,,
+86,tt0120382,2021-05-25,2021-05-25,,The Truman Show,https://www.imdb.com/title/tt0120382/,movie,8.2,103,1998,"Comedy, Drama",1049065,1998-06-01,Peter Weir,,
+87,tt0988045,2021-05-25,2021-05-25,,Sherlock Holmes,https://www.imdb.com/title/tt0988045/,movie,7.6,128,2009,"Action, Adventure, Mystery",625163,2009-12-14,Guy Ritchie,,
+88,tt1825683,2021-05-25,2021-05-25,,Black Panther,https://www.imdb.com/title/tt1825683/,movie,7.3,134,2018,"Action, Adventure, Sci-Fi",732305,2018-01-29,Ryan Coogler,,
+89,tt2250912,2021-05-25,2021-05-25,,Spider-Man: Homecoming,https://www.imdb.com/title/tt2250912/,movie,7.4,133,2017,"Action, Adventure, Sci-Fi",637100,2017-06-28,Jon Watts,,
+90,tt6320628,2021-05-25,2021-05-25,,Spider-Man: Far from Home,https://www.imdb.com/title/tt6320628/,movie,7.4,129,2019,"Action, Adventure, Sci-Fi",471669,2019-06-26,Jon Watts,,
+91,tt1300854,2021-05-25,2021-05-25,,Iron Man Three,https://www.imdb.com/title/tt1300854/,movie,7.1,130,2013,"Action, Adventure, Sci-Fi",833199,2013-04-14,Shane Black,,
+92,tt1228705,2021-05-25,2021-05-25,,Iron Man 2,https://www.imdb.com/title/tt1228705/,movie,6.9,124,2010,"Action, Adventure, Sci-Fi",800811,2010-04-26,Jon Favreau,,
+93,tt0413300,2021-05-25,2021-05-25,,Spider-Man 3,https://www.imdb.com/title/tt0413300/,movie,6.2,139,2007,"Action, Adventure, Sci-Fi",579156,2007-04-03,Sam Raimi,,
+94,tt5463162,2021-05-25,2021-05-25,,Deadpool 2,https://www.imdb.com/title/tt5463162/,movie,7.7,119,2018,"Action, Adventure, Comedy, Sci-Fi",561913,2018-05-01,David Leitch,,
+95,tt7909970,2021-05-25,2021-05-25,,Unbelievable,https://www.imdb.com/title/tt7909970/,tvMiniSeries,8.4,385,2019,"Crime, Drama",98170,2019-09-13,,,
+96,tt0120804,2021-05-30,2021-05-30,,Resident Evil,https://www.imdb.com/title/tt0120804/,movie,6.6,100,2002,"Action, Horror, Sci-Fi",267793,2002-03-12,Paul W.S. Anderson,,
+97,tt1855325,2021-05-30,2021-05-30,,Resident Evil: Retribution,https://www.imdb.com/title/tt1855325/,movie,5.3,95,2012,"Action, Horror, Sci-Fi, Thriller",141736,2012-09-03,Paul W.S. Anderson,,
+98,tt0396171,2021-05-31,2021-05-31,,Perfume: The Story of a Murderer,https://www.imdb.com/title/tt0396171/,movie,7.5,147,2006,"Crime, Drama, Fantasy",248327,2006-09-07,Tom Tykwer,,
+99,tt4244998,2021-06-06,2021-06-06,,Alpha,https://www.imdb.com/title/tt4244998/,movie,6.6,96,2018,"Action, Adventure, Drama",62000,2018-08-16,Albert Hughes,,
+100,tt1602620,2021-06-14,2021-06-14,,Amour,https://www.imdb.com/title/tt1602620/,movie,7.9,127,2012,Drama,99828,2012-05-20,Michael Haneke,,
+101,tt5304464,2021-06-14,2021-06-14,,Happy End,https://www.imdb.com/title/tt5304464/,movie,6.6,107,2017,Drama,15499,2017-05-22,Michael Haneke,,
+102,tt2431438,2021-06-17,2021-06-17,,Sense8,https://www.imdb.com/title/tt2431438/,tvSeries,8.2,60,2015,"Drama, Mystery, Sci-Fi, Thriller",152705,2015-06-05,,,
+103,tt13879466,2021-06-27,2021-06-27,,The One,https://www.imdb.com/title/tt13879466/,tvSeries,6.6,,2021,"Crime, Drama, Sci-Fi, Thriller",12564,2021-03-12,,,
+104,tt9731242,2021-06-29,2021-06-29,,El desorden que dejas,https://www.imdb.com/title/tt9731242/,tvSeries,6.7,56,2020,"Crime, Drama, Mystery, Thriller",9028,2020-12-11,,,
+105,tt1210166,2021-07-12,2021-07-12,,Moneyball,https://www.imdb.com/title/tt1210166/,movie,7.6,133,2011,"Biography, Drama, Sport",415609,2011-09-09,Bennett Miller,,
+106,tt1615147,2021-07-13,2021-07-13,,Margin Call,https://www.imdb.com/title/tt1615147/,movie,7.1,107,2011,"Drama, Thriller",129270,2011-01-25,J.C. Chandor,,
+107,tt11464826,2021-07-14,2021-07-14,,The Social Dilemma,https://www.imdb.com/title/tt11464826/,movie,7.6,94,2020,"Documentary, Drama",81005,2020-01-26,Jeff Orlowski-Yang,,
+108,tt1596363,2021-07-15,2021-07-15,,The Big Short,https://www.imdb.com/title/tt1596363/,movie,7.8,130,2015,"Biography, Comedy, Drama, History",420733,2015-11-12,Adam McKay,,
+109,tt0114369,2021-07-26,2021-07-26,,Se7en,https://www.imdb.com/title/tt0114369/,movie,8.6,127,1995,"Crime, Drama, Mystery, Thriller",1603622,1995-09-15,David Fincher,,
+110,tt0246578,2021-07-26,2021-07-26,,Donnie Darko,https://www.imdb.com/title/tt0246578/,movie,8.0,113,2001,"Drama, Mystery, Sci-Fi, Thriller",788898,2001-01-19,Richard Kelly,,
+111,tt3042408,2021-08-05,2021-08-05,,Who Am I - Kein System ist sicher,https://www.imdb.com/title/tt3042408/,movie,7.5,102,2014,"Crime, Drama, Mystery, Sci-Fi, Thriller",56461,2014-09-06,Baran bo Odar,,
+112,tt4158110,2021-08-05,2021-08-05,,Mr. Robot,https://www.imdb.com/title/tt4158110/,tvSeries,8.6,49,2015,"Crime, Drama, Thriller",377829,2015-03-17,,,
+113,tt3170832,2021-08-22,2021-08-22,,Room,https://www.imdb.com/title/tt3170832/,movie,8.1,118,2015,"Drama, Thriller",413186,2015-09-04,Lenny Abrahamson,,
+114,tt4052886,2021-09-22,2021-09-22,,Lucifer,https://www.imdb.com/title/tt4052886/,tvSeries,8.1,42,2016,"Crime, Drama, Fantasy",312463,2016-01-25,,,
+115,tt7668870,2021-09-24,2021-09-24,,Searching,https://www.imdb.com/title/tt7668870/,movie,7.6,102,2018,"Drama, Mystery, Thriller",160243,2018-01-21,Aneesh Chaganty,,
+116,tt1179933,2021-09-24,2021-09-24,,10 Cloverfield Lane,https://www.imdb.com/title/tt1179933/,movie,7.2,103,2016,"Drama, Horror, Mystery, Sci-Fi, Thriller",320382,2016-03-08,Dan Trachtenberg,,
+117,tt2188671,2021-10-03,2021-10-03,,Bates Motel,https://www.imdb.com/title/tt2188671/,tvSeries,8.2,45,2013,"Drama, Horror, Mystery, Thriller",106157,2013-03-18,,,
+118,tt0485947,2021-10-03,2021-10-03,,Mr. Nobody,https://www.imdb.com/title/tt0485947/,movie,7.8,141,2009,"Drama, Fantasy, Romance, Sci-Fi",231367,2009-09-11,Jaco Van Dormael,,
+119,tt0407887,2021-10-03,2021-10-03,,The Departed,https://www.imdb.com/title/tt0407887/,movie,8.5,151,2006,"Crime, Drama, Thriller",1297210,2006-09-26,Martin Scorsese,,
+120,tt1933667,2021-10-10,2021-10-10,,The Wizard of Lies,https://www.imdb.com/title/tt1933667/,tvMovie,6.8,133,2017,"Biography, Crime, Drama",25463,2017-05-11,Barry Levinson,,
+121,tt10919420,2021-10-10,2021-10-10,,Ojing-eo geim,https://www.imdb.com/title/tt10919420/,tvSeries,8.0,55,2021,"Action, Drama, Mystery, Thriller",425954,2021-09-17,,,
+122,tt4698684,2021-10-12,2021-10-12,,Hunt for the Wilderpeople,https://www.imdb.com/title/tt4698684/,movie,7.8,101,2016,"Adventure, Comedy, Drama",128839,2016-01-22,Taika Waititi,,
+123,tt15392100,2021-10-18,2021-10-18,,The Billion Dollar Code,https://www.imdb.com/title/tt15392100/,tvMiniSeries,8.0,267,2021,"Biography, Crime, Drama, Thriller",8191,2021-10-01,,,
+124,tt6264654,2021-10-20,2021-10-20,,Free Guy,https://www.imdb.com/title/tt6264654/,movie,7.1,115,2021,"Action, Adventure, Comedy, Fantasy, Sci-Fi",350205,2021-08-10,Shawn Levy,,
+125,tt6966692,2021-10-29,2021-10-29,,Green Book,https://www.imdb.com/title/tt6966692/,movie,8.2,130,2018,"Biography, Comedy, Drama, Music",471326,2018-09-11,Peter Farrelly,,
+126,tt1504320,2021-10-29,2021-10-29,,The King's Speech,https://www.imdb.com/title/tt1504320/,movie,8.0,118,2010,"Biography, Drama, History",674055,2010-09-06,Tom Hooper,,
+127,tt1454468,2021-10-31,2021-10-31,,Gravity,https://www.imdb.com/title/tt1454468/,movie,7.7,91,2013,"Action, Drama, Sci-Fi, Thriller",815768,2013-08-28,Alfonso Cuarón,,
+128,tt2562232,2021-11-01,2021-11-01,,Birdman or (The Unexpected Virtue of Ignorance),https://www.imdb.com/title/tt2562232/,movie,7.7,119,2014,"Comedy, Drama",621591,2014-08-27,Alejandro G. Iñárritu,,
+129,tt1895587,2021-11-02,2021-11-02,,Spotlight,https://www.imdb.com/title/tt1895587/,movie,8.1,129,2015,"Biography, Crime, Drama",462699,2015-09-03,Tom McCarthy,,
+130,tt0993846,2021-11-04,2021-11-04,,The Wolf of Wall Street,https://www.imdb.com/title/tt0993846/,movie,8.2,180,2013,"Biography, Comedy, Crime, Drama",1358338,2013-12-09,Martin Scorsese,,
+131,tt9421570,2021-11-04,2021-11-04,,The Guilty,https://www.imdb.com/title/tt9421570/,movie,6.3,90,2021,"Crime, Drama, Thriller",117846,2021-09-11,Antoine Fuqua,,
+132,tt8946378,2021-11-09,2021-11-09,,Knives Out,https://www.imdb.com/title/tt8946378/,movie,7.9,130,2019,"Comedy, Crime, Drama, Mystery, Thriller",599557,2019-09-07,Rian Johnson,,
+133,tt0405094,2021-11-13,2021-11-13,,Das Leben der Anderen,https://www.imdb.com/title/tt0405094/,movie,8.4,137,2006,"Drama, Mystery, Thriller",385282,2006-03-15,Florian Henckel von Donnersmarck,,
+134,tt0758758,2021-11-13,2021-11-13,,Into the Wild,https://www.imdb.com/title/tt0758758/,movie,8.1,148,2007,"Adventure, Biography, Drama",615873,2007-09-01,Sean Penn,,
+135,tt2084970,2021-11-22,2021-11-22,,The Imitation Game,https://www.imdb.com/title/tt2084970/,movie,8.0,114,2014,"Biography, Drama, Thriller, War",755477,2014-08-29,Morten Tyldum,,
+136,tt1160419,2021-12-11,2021-12-11,,Dune: Part One,https://www.imdb.com/title/tt1160419/,movie,8.0,155,2021,"Action, Adventure, Drama, Sci-Fi",590234,2021-09-03,Denis Villeneuve,,
+137,tt9140554,2021-12-15,2021-12-15,,Loki,https://www.imdb.com/title/tt9140554/,tvSeries,8.2,,2021,"Action, Adventure, Fantasy, Sci-Fi",292494,2021-06-09,,,
+138,tt10366460,2021-12-17,2021-12-17,,CODA,https://www.imdb.com/title/tt10366460/,movie,8.0,111,2021,"Comedy, Drama, Music",117191,2021-01-29,Sian Heder,,
+139,tt8721424,2021-12-17,2021-12-17,,"tick, tick...BOOM!",https://www.imdb.com/title/tt8721424/,movie,7.5,120,2021,"Biography, Drama, Musical",100411,2021-11-10,Lin-Manuel Miranda,,
+140,tt9620288,2021-12-18,2021-12-18,,King Richard,https://www.imdb.com/title/tt9620288/,movie,7.5,144,2021,"Biography, Drama, Sport",99226,2021-09-02,Reinaldo Marcus Green,,
+141,tt11003218,2021-12-20,2021-12-20,,Pig,https://www.imdb.com/title/tt11003218/,movie,6.9,92,2021,"Drama, Mystery",68585,2021-07-16,Michael Sarnoski,,
+142,tt3661210,2021-12-21,2021-12-21,,The Dig,https://www.imdb.com/title/tt3661210/,movie,7.1,112,2021,"Biography, Drama, History",73164,2021-01-14,Simon Stone,,
+143,tt2798920,2022-01-09,2022-01-09,,Annihilation,https://www.imdb.com/title/tt2798920/,movie,6.8,115,2018,"Adventure, Drama, Horror, Mystery, Sci-Fi, Thriller",318430,2018-02-13,Alex Garland,,
+144,tt5563334,2022-01-28,2022-01-28,,The Good Liar,https://www.imdb.com/title/tt5563334/,movie,6.7,109,2019,"Crime, Drama, Mystery, Thriller",41097,2019-11-08,Bill Condon,,
+145,tt7125774,2022-01-29,2022-01-29,,Ballon,https://www.imdb.com/title/tt7125774/,movie,7.5,125,2018,"Drama, History, Thriller",11443,2018-09-27,Michael Herbig,,
+146,tt10574558,2022-01-31,2022-01-31,,Midnight Mass,https://www.imdb.com/title/tt10574558/,tvMiniSeries,7.7,450,2021,"Drama, Fantasy, Horror, Mystery",105859,2021-09-22,,,
+147,tt6763664,2022-01-31,2022-01-31,,The Haunting of Hill House,https://www.imdb.com/title/tt6763664/,tvMiniSeries,8.6,572,2018,"Drama, Horror, Mystery, Thriller",231280,2018-10-07,,,
+148,tt0824747,2022-01-31,2022-01-31,,Changeling,https://www.imdb.com/title/tt0824747/,movie,7.8,141,2008,"Biography, Crime, Drama, History, Mystery, Thriller",253975,2008-05-20,Clint Eastwood,,
+149,tt9179552,2022-02-06,2022-02-06,,Dr. Death,https://www.imdb.com/title/tt9179552/,tvMiniSeries,7.6,403,2021,"Crime, Drama, Thriller",12030,2021-07-15,,,
+150,tt2278388,2022-02-26,2022-02-26,,The Grand Budapest Hotel,https://www.imdb.com/title/tt2278388/,movie,8.1,99,2014,"Adventure, Comedy, Crime",789590,2014-02-06,Wes Anderson,,
+151,tt11398870,2022-03-21,2022-03-21,,Kalifat,https://www.imdb.com/title/tt11398870/,tvSeries,8.2,46,2020,"Crime, Drama, Thriller",18164,2020-01-12,,,
+152,tt10166622,2022-03-22,2022-03-22,,The Dropout,https://www.imdb.com/title/tt10166622/,tvMiniSeries,7.5,403,2022,"Biography, Drama",18101,2022-03-03,,,
+153,tt13365348,2022-03-24,2022-03-24,,Archive 81,https://www.imdb.com/title/tt13365348/,tvSeries,7.3,60,2022,"Drama, Horror, Mystery, Sci-Fi, Thriller",45604,2022-01-14,,,
+154,tt12987894,2022-03-26,2022-03-26,,American Murder: The Family Next Door,https://www.imdb.com/title/tt12987894/,movie,7.2,83,2020,"Documentary, Crime",27299,2020-09-30,Jenny Popplewell,,
+155,tt4276820,2022-03-26,2022-03-26,,The Founder,https://www.imdb.com/title/tt4276820/,movie,7.2,115,2016,"Biography, Drama",147805,2016-11-24,John Lee Hancock,,
+156,tt14152756,2022-03-27,2022-03-27,,Seaspiracy,https://www.imdb.com/title/tt14152756/,movie,8.1,89,2021,"Documentary, Adventure",30355,2021-03-24,Ali Tabrizi,,
+157,tt10872600,2022-03-27,2022-03-27,,Spider-Man: No Way Home,https://www.imdb.com/title/tt10872600/,movie,8.3,148,2021,"Action, Adventure, Fantasy, Sci-Fi",679348,2021-12-13,Jon Watts,,
+158,tt1937390,2022-03-29,2022-03-29,,Nymphomaniac: Vol. I,https://www.imdb.com/title/tt1937390/,movie,6.9,117,2013,Drama,123486,2013-12-25,Lars von Trier,,
+159,tt2382009,2022-03-30,2022-03-30,,Nymphomaniac: Vol. II,https://www.imdb.com/title/tt2382009/,movie,6.6,124,2013,Drama,92040,2013-12-25,Lars von Trier,,
+160,tt0309987,2022-04-03,2022-04-03,,The Dreamers,https://www.imdb.com/title/tt0309987/,movie,7.1,115,2003,"Drama, Romance",120471,2003-09-01,Bernardo Bertolucci,,
+161,tt8543390,2022-04-14,2022-04-14,,Modern Love,https://www.imdb.com/title/tt8543390/,tvSeries,7.9,32,2019,"Comedy, Romance",31779,2019-10-17,,,
+162,tt1568921,2022-04-16,2022-04-16,,Karigurashi no Arietty,https://www.imdb.com/title/tt1568921/,movie,7.6,94,2010,"Animation, Adventure, Drama, Family, Fantasy",91312,2010-07-17,Hiromasa Yonebayashi,,
+163,tt2584384,2022-04-17,2022-04-17,,Jojo Rabbit,https://www.imdb.com/title/tt2584384/,movie,7.9,108,2019,"Comedy, Drama, War",374701,2019-09-08,Taika Waititi,,
+164,tt2582496,2022-04-18,2022-04-18,,Me and Earl and the Dying Girl,https://www.imdb.com/title/tt2582496/,movie,7.7,105,2015,"Comedy, Drama",130890,2015-01-25,Alfonso Gomez-Rejon,,
+165,tt7772582,2022-04-22,2022-04-22,,Never Rarely Sometimes Always,https://www.imdb.com/title/tt7772582/,movie,7.4,101,2020,Drama,27323,2020-01-24,Eliza Hittman,,
+166,tt12680684,2022-04-24,2022-04-24,,È stata la mano di Dio,https://www.imdb.com/title/tt12680684/,movie,7.3,130,2021,Drama,40042,2021-09-02,Paolo Sorrentino,,
+167,tt11286314,2022-04-25,2022-04-25,,Don't Look Up,https://www.imdb.com/title/tt11286314/,movie,7.2,138,2021,"Comedy, Drama, Sci-Fi",513631,2021-12-05,Adam McKay,,
+168,tt0075314,2022-05-02,2022-05-02,,Taxi Driver,https://www.imdb.com/title/tt0075314/,movie,8.2,114,1976,"Crime, Drama",807337,1976-02-08,Martin Scorsese,,
+169,tt4736550,2022-05-12,2022-05-12,,The Great Hack,https://www.imdb.com/title/tt4736550/,movie,7.0,114,2019,"Documentary, Biography, History",23428,2019-01-26,"Karim Amer, Jehane Noujaim",,
+170,tt5022702,2022-05-14,2022-05-14,,Hush,https://www.imdb.com/title/tt5022702/,movie,6.6,82,2016,"Horror, Thriller",129187,2016-03-12,Mike Flanagan,,
+171,tt5952634,2022-05-18,2022-05-18,,The Spy,https://www.imdb.com/title/tt5952634/,tvMiniSeries,7.9,53,2019,"Drama, History",41284,2019-09-06,,,
+172,tt11318602,2022-05-21,2022-05-21,,Don't F**k with Cats: Hunting an Internet Killer,https://www.imdb.com/title/tt11318602/,tvMiniSeries,8.0,187,2019,"Documentary, Crime",51709,2019-12-18,,,
+173,tt0259324,2022-05-28,2022-05-28,,Ghost Rider,https://www.imdb.com/title/tt0259324/,movie,5.2,110,2007,"Action, Fantasy, Thriller",237537,2007-01-15,Mark Steven Johnson,,
+174,tt11280740,2022-06-01,2022-06-01,,Severance,https://www.imdb.com/title/tt11280740/,tvSeries,8.7,55,2022,"Drama, Mystery, Sci-Fi, Thriller",75883,2022-02-18,,,
+175,tt8267604,2022-06-02,2022-06-02,,Capharnaüm,https://www.imdb.com/title/tt8267604/,movie,8.4,126,2018,Drama,86359,2018-05-17,Nadine Labaki,,
diff --git a/app/app.py b/app/app.py
deleted file mode 100644
index 4a2d707..0000000
--- a/app/app.py
+++ /dev/null
@@ -1,50 +0,0 @@
-from matplotlib.pyplot import bar
-import pandas as pd
-import plotly.express as px
-from collections import Counter
-import streamlit as st
-from typing import Optional, List
-
-
-class App():
- def __init__(self, page_title: str, page_icon: str, layout: str) -> None:
- self.st = st
- self.st.set_page_config(page_title=page_title, page_icon=page_icon, layout=layout)
-
- def getDataGenresCount(self, data: pd.DataFrame, genres_type: str) -> Counter:
- if genres_type == 'Movie':
- data = data.query("Title_Type == 'movie' or Title_Type == 'tvMovie'")
- elif genres_type == 'Series':
- data = data.query("Title_Type == 'tvSeries' or Title_Type == 'tvMiniSeries'")
-
- data_genres = pd.DataFrame({'title': data['Title'], 'genres': data['Genres']})
-
- genres = []
- for i in data_genres['genres']:
- genres += i.replace(' ', '').split(',')
- genres_count = Counter(genres)
- return genres_count
-
- def createPieChart(self, data: pd.DataFrame, genres_type: str, selected_genres: List[str]):
- genres_count = self.getDataGenresCount(data, genres_type)
- if len(selected_genres) < 2: return None
- df = pd.DataFrame({'title': genres_count.keys(), 'count': genres_count.values()}).\
- query('title == @selected_genres')
- pie_chart = px.pie(df, names='title', values='count', title=genres_type + ' genres')
- return pie_chart
-
- def createBarChart(self, data: pd.DataFrame, genres_type: str, selected_genres: List[str]):
- genres_count = self.getDataGenresCount(data, genres_type)
- if len(selected_genres) < 2: return None
- genres_count_selected = {}
- for i, j in genres_count.items():
- if i in selected_genres:
- genres_count_selected[i] = j
- bar_chart = px.bar(x=genres_count_selected.keys(), y=genres_count_selected.values())
- return bar_chart
-
- def preprocessingData(self, upload_file: str) -> Optional[pd.DataFrame]:
- if upload_file is not None:
- data = pd.read_csv(upload_file)
- data.rename(columns = {'Title Type': 'Title_Type'}, inplace = True)
- return data
diff --git a/app/data_preprocessing.py b/app/data_preprocessing.py
new file mode 100644
index 0000000..9ea337c
--- /dev/null
+++ b/app/data_preprocessing.py
@@ -0,0 +1,42 @@
+import pandas as pd
+import plotly.express as px
+from collections import Counter
+from typing import Optional, List
+
+
+class DataPreprocessing:
+ @staticmethod
+ def getDataGenresCount(data: pd.DataFrame, genres_type: str) -> Counter:
+ if genres_type == 'Movie':
+ data = data.query("Title_Type == 'movie' or Title_Type == 'tvMovie'")
+ elif genres_type == 'Series':
+ data = data.query("Title_Type == 'tvSeries' or Title_Type == 'tvMiniSeries'")
+
+ data_genres = pd.DataFrame({'title': data['Title'], 'genres': data['Genres']})
+
+ genres = []
+ for i in data_genres['genres']:
+ genres += i.replace(' ', '').split(',')
+ return Counter(genres)
+
+ @staticmethod
+ def createPieChart(data: pd.DataFrame, genres_type: str, selected_genres: List[str]):
+ genres_count = DataPreprocessing.getDataGenresCount(data, genres_type)
+ if len(selected_genres) < 2: return None
+ df = pd.DataFrame({'title': genres_count.keys(), 'count': genres_count.values()}).\
+ query('title == @selected_genres')
+ return px.pie(df, names='title', values='count', title=f'{genres_type} genres')
+
+ @staticmethod
+ def createBarChart(data: pd.DataFrame, genres_type: str, selected_genres: List[str]):
+ genres_count = DataPreprocessing.getDataGenresCount(data, genres_type)
+ if len(selected_genres) < 2: return None
+ genres_count_selected = {i: j for i, j in genres_count.items() if i in selected_genres}
+ return px.bar(x=genres_count_selected.keys(), y=genres_count_selected.values())
+
+ @staticmethod
+ def preprocessingData(upload_file: str) -> Optional[pd.DataFrame]:
+ if upload_file is not None:
+ data = pd.read_csv(upload_file)
+ data.rename(columns = {'Title Type': 'Title_Type'}, inplace = True)
+ return data
diff --git a/app/main.py b/app/main.py
index a1b4336..1f19d4d 100644
--- a/app/main.py
+++ b/app/main.py
@@ -1,40 +1,39 @@
-from app import App
+import contextlib
+from data_preprocessing import DataPreprocessing
import pandas as pd
+import streamlit as st
class Main():
def __init__(self):
- self.app = App(page_title='Dashboard', page_icon=':bar_chart:', layout='wide')
- data = self.uploadFile()
- self.sideBar(data)
-
+ self.st = st
+ self.st.set_page_config(page_title='Dashboard', page_icon=':bar_chart:', layout='wide')
+ self.sideBar(self.uploadFile())
self.addStyle()
def sideBar(self, data: pd.DataFrame):
- data_genres_count = self.app.getDataGenresCount(data, 'all')
- genres_radio_btn = self.app.st.sidebar.radio('', ['All', 'Movie', 'Series'])
- graphics_radio_btn = self.app.st.sidebar.radio('', ['Pie Chart', 'Bar Chart'])
+ data_genres_count = DataPreprocessing.getDataGenresCount(data, 'all')
+ genres_radio_btn = self.st.sidebar.radio('', ['All', 'Movie', 'Series'])
+ graphics_radio_btn = self.st.sidebar.radio('', ['Pie Chart', 'Bar Chart'])
# radio buttons vertical to horizontal
- # self.app.st.write('', unsafe_allow_html=True)
- # self.app.st.sidebar.header('Data by Genre:')
- data_genre_filter = self.app.st.sidebar.multiselect(
+ self.st.write('', unsafe_allow_html=True)
+ # self.st.sidebar.header('Data by Genre:')
+ data_genre_filter = self.st.sidebar.multiselect(
'Select Genre:',
options = data_genres_count.keys(),
default = data_genres_count.keys()
)
if data is not None:
- try:
+ with contextlib.suppress(Exception):
if graphics_radio_btn == 'Pie Chart':
- self.app.st.plotly_chart(self.app.createPieChart(data, genres_radio_btn, data_genre_filter))
+ self.st.plotly_chart(DataPreprocessing.createPieChart(data, genres_radio_btn, data_genre_filter))
else:
- self.app.st.plotly_chart(self.app.createBarChart(data, genres_radio_btn, data_genre_filter))
- except: pass
+ self.st.plotly_chart(DataPreprocessing.createBarChart(data, genres_radio_btn, data_genre_filter))
def uploadFile(self) -> pd.DataFrame:
- uploaded_file = 'app\\WATCHLIST.csv' # app.st.file_uploader("Choose a file")
- data = self.app.preprocessingData(uploaded_file)
- return data
+ uploaded_file = 'app/WATCHLIST.csv' # self.st.file_uploader("Choose a file")
+ return DataPreprocessing.preprocessingData(uploaded_file)
def addStyle(self):
hide_st_style = """
@@ -44,4 +43,4 @@ class Main():
header {visibility: hidden;}
"""
- self.app.st.markdown(hide_st_style, unsafe_allow_html=True)
\ No newline at end of file
+ self.st.markdown(hide_st_style, unsafe_allow_html=True)
\ No newline at end of file
diff --git a/poetry.lock b/poetry.lock
index cfd873b..3e8353b 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -109,7 +109,7 @@ lxml = ["lxml"]
[[package]]
name = "bleach"
-version = "5.0.0"
+version = "5.0.1"
description = "An easy safelist-based HTML-sanitizing tool."
category = "main"
optional = false
@@ -120,8 +120,8 @@ six = ">=1.9.0"
webencodings = "*"
[package.extras]
-css = ["tinycss2 (>=1.1.0)"]
-dev = ["pip-tools (==6.5.1)", "pytest (==7.1.1)", "flake8 (==4.0.1)", "tox (==3.24.5)", "sphinx (==4.3.2)", "twine (==4.0.0)", "wheel (==0.37.1)", "hashin (==0.17.0)", "black (==22.3.0)", "mypy (==0.942)"]
+css = ["tinycss2 (>=1.1.0,<1.2)"]
+dev = ["build (==0.8.0)", "flake8 (==4.0.1)", "hashin (==0.17.0)", "pip-tools (==6.6.2)", "pytest (==7.1.2)", "Sphinx (==4.3.2)", "tox (==3.25.0)", "twine (==4.0.1)", "wheel (==0.37.1)", "black (==22.3.0)", "mypy (==0.961)"]
[[package]]
name = "blinker"
@@ -141,7 +141,7 @@ python-versions = "~=3.7"
[[package]]
name = "certifi"
-version = "2022.5.18.1"
+version = "2022.6.15"
description = "Python package for providing Mozilla's CA Bundle."
category = "main"
optional = false
@@ -149,7 +149,7 @@ python-versions = ">=3.6"
[[package]]
name = "cffi"
-version = "1.15.0"
+version = "1.15.1"
description = "Foreign Function Interface for Python calling C code."
category = "main"
optional = false
@@ -160,37 +160,48 @@ pycparser = "*"
[[package]]
name = "charset-normalizer"
-version = "2.0.12"
+version = "2.1.0"
description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
category = "main"
optional = false
-python-versions = ">=3.5.0"
+python-versions = ">=3.6.0"
[package.extras]
unicode_backport = ["unicodedata2"]
[[package]]
name = "click"
-version = "8.0.4"
+version = "8.1.3"
description = "Composable command line interface toolkit"
category = "main"
optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
[package.dependencies]
colorama = {version = "*", markers = "platform_system == \"Windows\""}
[[package]]
name = "colorama"
-version = "0.4.4"
+version = "0.4.5"
description = "Cross-platform colored terminal text."
category = "main"
optional = false
python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+[[package]]
+name = "commonmark"
+version = "0.9.1"
+description = "Python parser for the CommonMark Markdown spec"
+category = "main"
+optional = false
+python-versions = "*"
+
+[package.extras]
+test = ["flake8 (==3.7.8)", "hypothesis (==3.55.3)"]
+
[[package]]
name = "debugpy"
-version = "1.6.0"
+version = "1.6.2"
description = "An implementation of the Debug Adapter Protocol for Python"
category = "main"
optional = false
@@ -230,7 +241,7 @@ python-versions = "*"
[[package]]
name = "fastjsonschema"
-version = "2.15.3"
+version = "2.16.1"
description = "Fastest Python implementation of JSON schema"
category = "main"
optional = false
@@ -271,7 +282,7 @@ python-versions = ">=3.5"
[[package]]
name = "importlib-metadata"
-version = "4.11.4"
+version = "4.12.0"
description = "Read metadata from Python packages"
category = "main"
optional = false
@@ -283,11 +294,11 @@ zipp = ">=0.5"
[package.extras]
docs = ["sphinx", "jaraco.packaging (>=9)", "rst.linker (>=1.9)"]
perf = ["ipython"]
-testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-flake8", "pytest-cov", "pytest-enabler (>=1.0.1)", "packaging", "pyfakefs", "flufl.flake8", "pytest-perf (>=0.9.2)", "pytest-black (>=0.3.7)", "pytest-mypy (>=0.9.1)", "importlib-resources (>=1.3)"]
+testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-flake8", "pytest-cov", "pytest-enabler (>=1.3)", "packaging", "pyfakefs", "flufl.flake8", "pytest-perf (>=0.9.2)", "pytest-black (>=0.3.7)", "pytest-mypy (>=0.9.1)", "importlib-resources (>=1.3)"]
[[package]]
name = "ipykernel"
-version = "6.13.0"
+version = "6.15.1"
description = "IPython Kernel for Jupyter"
category = "main"
optional = false
@@ -302,11 +313,12 @@ matplotlib-inline = ">=0.1"
nest-asyncio = "*"
packaging = "*"
psutil = "*"
+pyzmq = ">=17"
tornado = ">=6.1"
traitlets = ">=5.1.0"
[package.extras]
-test = ["pytest (>=6.0)", "pytest-cov", "flaky", "ipyparallel", "pre-commit", "pytest-timeout"]
+test = ["flaky", "ipyparallel", "pre-commit", "pytest-cov", "pytest-timeout", "pytest (>=6.0)"]
[[package]]
name = "ipython"
@@ -353,7 +365,7 @@ python-versions = "*"
[[package]]
name = "ipywidgets"
-version = "7.7.0"
+version = "7.7.1"
description = "IPython HTML widgets for Jupyter"
category = "main"
optional = false
@@ -364,7 +376,6 @@ ipykernel = ">=4.5.1"
ipython = {version = ">=4.0.0", markers = "python_version >= \"3.3\""}
ipython-genutils = ">=0.2.0,<0.3.0"
jupyterlab-widgets = {version = ">=1.0.0", markers = "python_version >= \"3.6\""}
-nbformat = ">=4.2.0"
traitlets = ">=4.3.1"
widgetsnbextension = ">=3.6.0,<3.7.0"
@@ -402,7 +413,7 @@ i18n = ["Babel (>=2.7)"]
[[package]]
name = "jsonschema"
-version = "4.6.0"
+version = "4.7.2"
description = "An implementation of JSON Schema validation for Python"
category = "main"
optional = false
@@ -418,7 +429,7 @@ format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-
[[package]]
name = "jupyter-client"
-version = "7.3.1"
+version = "7.3.4"
description = "Jupyter protocol implementation and client libraries"
category = "main"
optional = false
@@ -429,17 +440,17 @@ entrypoints = "*"
jupyter-core = ">=4.9.2"
nest-asyncio = ">=1.5.4"
python-dateutil = ">=2.8.2"
-pyzmq = ">=22.3"
+pyzmq = ">=23.0"
tornado = ">=6.0"
traitlets = "*"
[package.extras]
-doc = ["ipykernel", "myst-parser", "sphinx (>=1.3.6)", "sphinx-rtd-theme", "sphinxcontrib-github-alt"]
+doc = ["ipykernel", "myst-parser", "sphinx-rtd-theme", "sphinx (>=1.3.6)", "sphinxcontrib-github-alt"]
test = ["codecov", "coverage", "ipykernel (>=6.5)", "ipython", "mypy", "pre-commit", "pytest", "pytest-asyncio (>=0.18)", "pytest-cov", "pytest-timeout"]
[[package]]
name = "jupyter-core"
-version = "4.10.0"
+version = "4.11.1"
description = "Jupyter core package. A base package on which Jupyter projects rely."
category = "main"
optional = false
@@ -462,7 +473,7 @@ python-versions = ">=3.7"
[[package]]
name = "jupyterlab-widgets"
-version = "1.1.0"
+version = "1.1.1"
description = "A JupyterLab extension."
category = "main"
optional = false
@@ -497,7 +508,7 @@ python-versions = "*"
[[package]]
name = "nbclient"
-version = "0.6.4"
+version = "0.6.6"
description = "A client library for executing notebooks. Formerly nbconvert's ExecutePreprocessor."
category = "main"
optional = false
@@ -573,7 +584,7 @@ python-versions = ">=3.5"
[[package]]
name = "notebook"
-version = "6.4.11"
+version = "6.4.12"
description = "A web-based notebook environment for interactive computing"
category = "main"
optional = false
@@ -603,7 +614,7 @@ test = ["pytest", "coverage", "requests", "testpath", "nbval", "selenium", "pyte
[[package]]
name = "numpy"
-version = "1.22.4"
+version = "1.23.1"
description = "NumPy is the fundamental package for array computing with Python."
category = "main"
optional = false
@@ -622,7 +633,7 @@ pyparsing = ">=2.0.2,<3.0.5 || >3.0.5"
[[package]]
name = "pandas"
-version = "1.4.2"
+version = "1.4.3"
description = "Powerful data structures for data analysis, time series, and statistics"
category = "main"
optional = false
@@ -677,19 +688,19 @@ python-versions = "*"
[[package]]
name = "pillow"
-version = "9.1.1"
+version = "9.2.0"
description = "Python Imaging Library (Fork)"
category = "main"
optional = false
python-versions = ">=3.7"
[package.extras]
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+docs = ["furo", "olefile", "sphinx (>=2.4)", "sphinx-copybutton", "sphinx-issues (>=3.0.1)", "sphinx-removed-in", "sphinxext-opengraph"]
tests = ["check-manifest", "coverage", "defusedxml", "markdown2", "olefile", "packaging", "pyroma", "pytest", "pytest-cov", "pytest-timeout"]
[[package]]
name = "plotly"
-version = "5.8.0"
+version = "5.9.0"
description = "An open-source, interactive data visualization library for Python"
category = "main"
optional = false
@@ -711,7 +722,7 @@ twisted = ["twisted"]
[[package]]
name = "prompt-toolkit"
-version = "3.0.29"
+version = "3.0.30"
description = "Library for building powerful interactive command lines in Python"
category = "main"
optional = false
@@ -878,7 +889,7 @@ python-versions = "*"
[[package]]
name = "pywinpty"
-version = "2.0.5"
+version = "2.0.6"
description = "Pseudo terminal support for Windows from Python."
category = "main"
optional = false
@@ -886,7 +897,7 @@ python-versions = ">=3.7"
[[package]]
name = "pyzmq"
-version = "23.0.0"
+version = "23.2.0"
description = "Python bindings for 0MQ"
category = "main"
optional = false
@@ -898,21 +909,36 @@ py = {version = "*", markers = "implementation_name == \"pypy\""}
[[package]]
name = "requests"
-version = "2.27.1"
+version = "2.28.1"
description = "Python HTTP for Humans."
category = "main"
optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
+python-versions = ">=3.7, <4"
[package.dependencies]
certifi = ">=2017.4.17"
-charset-normalizer = {version = ">=2.0.0,<2.1.0", markers = "python_version >= \"3\""}
-idna = {version = ">=2.5,<4", markers = "python_version >= \"3\""}
+charset-normalizer = ">=2,<3"
+idna = ">=2.5,<4"
urllib3 = ">=1.21.1,<1.27"
[package.extras]
-socks = ["PySocks (>=1.5.6,!=1.5.7)", "win-inet-pton"]
-use_chardet_on_py3 = ["chardet (>=3.0.2,<5)"]
+socks = ["PySocks (>=1.5.6,!=1.5.7)"]
+use_chardet_on_py3 = ["chardet (>=3.0.2,<6)"]
+
+[[package]]
+name = "rich"
+version = "12.5.1"
+description = "Render rich text, tables, progress bars, syntax highlighting, markdown and more to the terminal"
+category = "main"
+optional = false
+python-versions = ">=3.6.3,<4.0.0"
+
+[package.dependencies]
+commonmark = ">=0.9.0,<0.10.0"
+pygments = ">=2.6.0,<3.0.0"
+
+[package.extras]
+jupyter = ["ipywidgets (>=7.5.1,<8.0.0)"]
[[package]]
name = "semver"
@@ -961,7 +987,7 @@ python-versions = ">=3.6"
[[package]]
name = "stack-data"
-version = "0.2.0"
+version = "0.3.0"
description = "Extract data from python stack frames and tracebacks for informative displays"
category = "main"
optional = false
@@ -977,36 +1003,37 @@ tests = ["pytest", "typeguard", "pygments", "littleutils", "cython"]
[[package]]
name = "streamlit"
-version = "1.9.2"
+version = "1.11.0"
description = "The fastest way to build data apps in Python"
category = "main"
optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
[package.dependencies]
altair = ">=3.2.0"
-attrs = "*"
-blinker = "*"
+attrs = ">=16.0.0"
+blinker = ">=1.0.0"
cachetools = ">=4.0"
-click = ">=7.0,<8.1"
+click = ">=7.0"
gitpython = "!=3.1.19"
importlib-metadata = ">=1.4"
numpy = "*"
-packaging = "*"
+packaging = ">=14.1"
pandas = ">=0.21.0"
pillow = ">=6.2.0"
protobuf = ">=3.12,<4"
-pyarrow = "*"
+pyarrow = ">=4.0"
pydeck = ">=0.1.dev5"
pympler = ">=0.9"
python-dateutil = "*"
-requests = "*"
+requests = ">=2.4"
+rich = ">=10.11.0"
semver = "*"
toml = "*"
tornado = ">=5.0"
-typing-extensions = "*"
-tzlocal = "*"
-validators = "*"
+typing-extensions = ">=3.10.0.0"
+tzlocal = ">=1.1"
+validators = ">=0.2"
watchdog = {version = "*", markers = "platform_system != \"Darwin\""}
[[package]]
@@ -1061,7 +1088,7 @@ python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*"
[[package]]
name = "toolz"
-version = "0.11.2"
+version = "0.12.0"
description = "List processing tools and functional utilities"
category = "main"
optional = false
@@ -1069,15 +1096,15 @@ python-versions = ">=3.5"
[[package]]
name = "tornado"
-version = "6.1"
+version = "6.2"
description = "Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed."
category = "main"
optional = false
-python-versions = ">= 3.5"
+python-versions = ">= 3.7"
[[package]]
name = "traitlets"
-version = "5.2.2.post1"
+version = "5.3.0"
description = ""
category = "main"
optional = false
@@ -1088,7 +1115,7 @@ test = ["pre-commit", "pytest"]
[[package]]
name = "typing-extensions"
-version = "4.2.0"
+version = "4.3.0"
description = "Backported and Experimental Type Hints for Python 3.7+"
category = "main"
optional = false
@@ -1120,11 +1147,11 @@ test = ["pytest-mock (>=3.3)", "pytest (>=4.3)"]
[[package]]
name = "urllib3"
-version = "1.26.9"
+version = "1.26.10"
description = "HTTP library with thread-safe connection pooling, file post, and more."
category = "main"
optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, <4"
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*, <4"
[package.extras]
brotli = ["brotlicffi (>=0.8.0)", "brotli (>=1.0.9)", "brotlipy (>=0.6.0)"]
@@ -1133,7 +1160,7 @@ socks = ["PySocks (>=1.5.6,!=1.5.7,<2.0)"]
[[package]]
name = "validators"
-version = "0.19.0"
+version = "0.20.0"
description = "Python Data Validation for Humans™."
category = "main"
optional = false
@@ -1147,7 +1174,7 @@ test = ["pytest (>=2.2.3)", "flake8 (>=2.4.0)", "isort (>=4.2.2)"]
[[package]]
name = "watchdog"
-version = "2.1.8"
+version = "2.1.9"
description = "Filesystem events monitoring"
category = "main"
optional = false
@@ -1174,7 +1201,7 @@ python-versions = "*"
[[package]]
name = "widgetsnbextension"
-version = "3.6.0"
+version = "3.6.1"
description = "IPython HTML widgets for Jupyter"
category = "main"
optional = false
@@ -1185,20 +1212,20 @@ notebook = ">=4.4.1"
[[package]]
name = "zipp"
-version = "3.8.0"
+version = "3.8.1"
description = "Backport of pathlib-compatible object wrapper for zip files"
category = "main"
optional = false
python-versions = ">=3.7"
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+docs = ["sphinx", "jaraco.packaging (>=9)", "rst.linker (>=1.9)", "jaraco.tidelift (>=1.4)"]
+testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-flake8", "pytest-cov", "pytest-enabler (>=1.3)", "jaraco.itertools", "func-timeout", "pytest-black (>=0.3.7)", "pytest-mypy (>=0.9.1)"]
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python-versions = "^3.10"
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@@ -1973,38 +2012,38 @@ tzlocal = [
{file = "tzlocal-4.2.tar.gz", hash = "sha256:ee5842fa3a795f023514ac2d801c4a81d1743bbe642e3940143326b3a00addd7"},
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validators = [
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- {file = "watchdog-2.1.8.tar.gz", hash = "sha256:6d03149126864abd32715d4e9267d2754cede25a69052901399356ad3bc5ecff"},
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+ {file = "watchdog-2.1.9-py3-none-win32.whl", hash = "sha256:5952135968519e2447a01875a6f5fc8c03190b24d14ee52b0f4b1682259520b1"},
+ {file = "watchdog-2.1.9-py3-none-win_amd64.whl", hash = "sha256:7a833211f49143c3d336729b0020ffd1274078e94b0ae42e22f596999f50279c"},
+ {file = "watchdog-2.1.9-py3-none-win_ia64.whl", hash = "sha256:ad576a565260d8f99d97f2e64b0f97a48228317095908568a9d5c786c829d428"},
+ {file = "watchdog-2.1.9.tar.gz", hash = "sha256:43ce20ebb36a51f21fa376f76d1d4692452b2527ccd601950d69ed36b9e21609"},
]
wcwidth = [
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@@ -2015,10 +2054,10 @@ webencodings = [
{file = "webencodings-0.5.1.tar.gz", hash = "sha256:b36a1c245f2d304965eb4e0a82848379241dc04b865afcc4aab16748587e1923"},
]
widgetsnbextension = [
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- {file = "widgetsnbextension-3.6.0.tar.gz", hash = "sha256:e84a7a9fcb9baf3d57106e184a7389a8f8eb935bf741a5eb9d60aa18cc029a80"},
+ {file = "widgetsnbextension-3.6.1-py2.py3-none-any.whl", hash = "sha256:954e0faefdd414e4e013f17dbc7fd86f24cf1d243a3ac85d5f0fc2c2d2b50c66"},
+ {file = "widgetsnbextension-3.6.1.tar.gz", hash = "sha256:9c84ae64c2893c7cbe2eaafc7505221a795c27d68938454034ac487319a75b10"},
]
zipp = [
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- {file = "zipp-3.8.0.tar.gz", hash = "sha256:56bf8aadb83c24db6c4b577e13de374ccfb67da2078beba1d037c17980bf43ad"},
+ {file = "zipp-3.8.1-py3-none-any.whl", hash = "sha256:47c40d7fe183a6f21403a199b3e4192cca5774656965b0a4988ad2f8feb5f009"},
+ {file = "zipp-3.8.1.tar.gz", hash = "sha256:05b45f1ee8f807d0cc928485ca40a07cb491cf092ff587c0df9cb1fd154848d2"},
]
diff --git a/pyproject.toml b/pyproject.toml
index 2b591f1..7062b46 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,14 +1,14 @@
[tool.poetry]
-name = "imdb_data_visualization"
+name = "imdbdatavisualization"
version = "0.1.0"
description = ""
-authors = ["Ayxan "]
+authors = ["ayxan "]
[tool.poetry.dependencies]
python = "^3.10"
-pandas = "^1.4.2"
-plotly = "^5.8.0"
-streamlit = "^1.9.2"
+pandas = "^1.4.3"
+plotly = "^5.9.0"
+streamlit = "^1.11.0"
[tool.poetry.dev-dependencies]
diff --git a/test.ipynb b/test.ipynb
new file mode 100644
index 0000000..5a32a32
--- /dev/null
+++ b/test.ipynb
@@ -0,0 +1,74 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "class DataPreparation():\n",
+ " def __init__(self, page_title: str, page_icon: str, layout: str) -> None:\n",
+ " self.st = st\n",
+ " self.st.set_page_config(page_title=page_title, page_icon=page_icon, layout=layout)\n",
+ "\n",
+ " def getDataGenresCount(self, data: pd.DataFrame, genres_type: str) -> Counter:\n",
+ " if genres_type == 'Movie':\n",
+ " data = data.query(\"Title_Type == 'movie' or Title_Type == 'tvMovie'\")\n",
+ " elif genres_type == 'Series':\n",
+ " data = data.query(\"Title_Type == 'tvSeries' or Title_Type == 'tvMiniSeries'\")\n",
+ "\n",
+ " data_genres = pd.DataFrame({'title': data['Title'], 'genres': data['Genres']})\n",
+ "\n",
+ " genres = []\n",
+ " for i in data_genres['genres']:\n",
+ " genres += i.replace(' ', '').split(',')\n",
+ " return Counter(genres)\n",
+ "\n",
+ " def createPieChart(self, data: pd.DataFrame, genres_type: str, selected_genres: List[str]):\n",
+ " genres_count = self.getDataGenresCount(data, genres_type)\n",
+ " if len(selected_genres) < 2: return None\n",
+ " df = pd.DataFrame({'title': genres_count.keys(), 'count': genres_count.values()}).\\\n",
+ " query('title == @selected_genres')\n",
+ " return px.pie(df, names='title', values='count', title=f'{genres_type} genres')\n",
+ "\n",
+ " def createBarChart(self, data: pd.DataFrame, genres_type: str, selected_genres: List[str]):\n",
+ " genres_count = self.getDataGenresCount(data, genres_type)\n",
+ " if len(selected_genres) < 2: return None\n",
+ " genres_count_selected = {i: j for i, j in genres_count.items() if i in selected_genres}\n",
+ " return px.bar(x=genres_count_selected.keys(), y=genres_count_selected.values())\n",
+ "\n",
+ " def preprocessingData(self, upload_file: str) -> Optional[pd.DataFrame]:\n",
+ " if upload_file is not None:\n",
+ " data = pd.read_csv(upload_file)\n",
+ " data.rename(columns = {'Title Type': 'Title_Type'}, inplace = True)\n",
+ " return data"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3.10.4 ('venv': venv)",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "name": "python",
+ "version": "3.10.4"
+ },
+ "orig_nbformat": 4,
+ "vscode": {
+ "interpreter": {
+ "hash": "bf977f077e71610de8bc34395c7967902e3367702f38f6975908043ca1c810e0"
+ }
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}