2018年おすすめ映画・ドラマ・アニメをPythonを使って探し出す

その買うを、もっとハッピーに。|ハピタス

2018年のmust see drama, anime, moviesをIMDBスコア、メタスコア、投票数を参考にして探し出します。日本のアニメは世界的に評価が高いので、何かしらのアニメ作品が出てくるのではないかと期待していますが、評価が高いのは宮崎アニメだけなのも確かなので、あまり期待しない方がいいかもしれません。

import pandas as pd
import requests

df = pd.read_csv('2018movies_10000.csv',encoding='utf-8')

データの中身をチラ見する。

df.head()
タイトル ジャンル IMDBスコア メタスコア 投票数 興行収入 あらすじ 監督 出演者 上映時間 公開年
0 Úsmevy smutných muzu [‘Comedy’, ‘ Drama’] 6.6 NaN 174 NaN Add a Plot\n Dan Svátek [‘David Svehlík’, ‘Jaroslav Dusek’, ‘Marika So… NaN 2018
1 Ölümlü Dünya [‘Action’, ‘ Comedy’] 7.8 NaN 12,217 NaN Mermer Family lives a double life working at t… Ali Atay [‘Ahmet Mümtaz Taylan’, ‘Alper Kul’, ‘Sarp Apa… 107.0 2018
2 Çocuklar Sana Emanet [‘Drama’, ‘ Mystery’, ‘ Thriller’] 5.4 NaN 494 NaN ‘Çocuklar Sana Emanet’ meaning ‘Children’s Saf… Çagan Irmak [‘Engin Akyürek’, ‘Hilal Altinbilek’, ‘Serif S… 105.0 2018
3 Çarpisma [‘Action’, ‘ Drama’, ‘ Thriller’] 7.9 NaN 2,209 NaN It is about life that intersects with the coll… NaN [‘Stars:Kivanç Tatlitug’, ‘Elçin Sangu’, ‘Alpe… 120.0 20182019
4 Çakallarla Dans 5 [‘Comedy’] 4.2 NaN 380 NaN Add a Plot\n Murat Seker [‘Sevket Çoruh’, ‘Ilker Ayrik’, ‘Murat Akkoyun… 102.0 2018

投票数からコンマを除去してデータ型をobjectからintに変換する。

df['投票数'] = df['投票数'].str.replace(',','')
df['投票数'] = df['投票数'].apply(pd.to_numeric, errors="coerce").astype(int)
df[(df['IMDBスコア'] > 9.6)].sort_values(by='投票数',ascending=False)
タイトル ジャンル IMDBスコア メタスコア 投票数 興行収入 あらすじ 監督 出演者 上映時間 公開年
1607 Red Dead Redemption II [‘Action’, ‘ Adventure’, ‘ Crime’] 9.7 NaN 12136 NaN Amidst the decline of the Wild West at the tur… NaN [‘Stars:Benjamin Byron Davis’, ‘Roger Clark’, … NaN 2018 Video Game
3188 God of War [‘Action’, ‘ Adventure’, ‘ Drama’] 9.7 NaN 10586 NaN After wiping out the gods of Mount Olympus, Kr… Cory Barlog [‘Christopher Judge’, ‘Sunny Suljic’, ‘Jeremy … NaN 2018 Video Game
5120 Lucifer [‘Crime’, ‘ Drama’, ‘ Fantasy’] 9.8 NaN 8545 NaN Shocked by someone’s death, Chloe, Lucifer and… Eagle Egilsson [‘Tom Ellis’, ‘Lauren German’, ‘Kevin Alejandr… 43.0 2018
5341 BoJack Horseman [‘Animation’, ‘ Comedy’, ‘ Drama’] 9.8 NaN 6248 NaN BoJack delivers a eulogy at a funeral. Amy Winfrey [‘Will Arnett’, ‘Amy Sedaris’, ‘Alison Brie’, … 26.0 2018
1774 Pew News [‘Comedy’, ‘ News’] 10.0 NaN 4223 NaN The Pew News team reports unbiased news in whi… NaN [‘Stars:Mary Katherine Ham’, ‘Poppy Gloria’, ‘… 15.0 2018
5365 Atlanta [‘Comedy’, ‘ Drama’, ‘ Music’] 9.7 NaN 3945 NaN When Darius goes to pick up a piano, he meets … Hiro Murai [‘Donald Glover’, ‘Brian Tyree Henry’, ‘LaKeit… 35.0 2018
4944 The 100 [‘Drama’, ‘ Mystery’, ‘ Sci-Fi’] 9.7 NaN 3895 NaN Clarke and her friends must risk everything to… Dean White [‘Eliza Taylor’, ‘Paige Turco’, ‘Bob Morley’, … 42.0 2018
5364 Attack on Titan [‘Animation’, ‘ Action’, ‘ Adventure’] 9.7 NaN 2805 NaN As battle breaks out to prevent the ritual, Hi… Directors:Takashi Andô, Tetsurô Araki, Masashi… [‘Yûki Kaji’, ‘Shiori Mikami’, ‘Yûsaku Yara’, … 24.0 2018
4940 The Americans [‘Crime’, ‘ Drama’, ‘ Mystery’] 9.7 NaN 2404 NaN The Jennings family face a choice that will ch… Chris Long [‘Keri Russell’, ‘Matthew Rhys’, ‘Brandon J. D… 69.0 2018
5389 Adventure Time [‘Animation’, ‘ Action’, ‘ Adventure’] 9.7 NaN 1269 NaN BMO narrates “The Great Gum War” in which Finn… Directors:Diana Lafyatis, Cole Sanchez [‘Jeremy Shada’, ‘John DiMaggio’, ‘Hynden Walc… 44.0 2018
5403 12 Monkeys [‘Adventure’, ‘ Drama’, ‘ Mystery’] 9.7 NaN 1034 NaN When all hope is lost, Cole must complete his … Terry Matalas [‘Aaron Stanford’, ‘Amanda Schull’, ‘Todd Stas… 48.0 2018
4370 Arupu [‘Short’, ‘ Music’] 9.9 NaN 678 NaN Arupu is a telugu rap music video about growin… Harikanth Gunamagari [‘Star:Roll Rida’] 5.0 2018 Video
4949 TVF Bachelors [‘Comedy’] 9.7 NaN 642 NaN Shivappa tells the painful ordeal which lead t… Amrit Raj Gupta [‘Atul Bhalla’, ‘Jasmeet Singh Bhatia’, ‘Nidhi… NaN 2018
4821 Violet Evergarden [‘Animation’, ‘ Drama’, ‘ Fantasy’] 9.7 NaN 495 NaN Violet goes to assist a medically ill woman wh… Directors:Haruka Fujita, Taichi Ishidate, Taii… [‘Yui Ishikawa’, ‘Aya Endô’, ‘Minori Chihara’,… 24.0 2018
5336 Boruto: Naruto Next Generations [‘Animation’, ‘ Action’, ‘ Adventure’] 9.8 NaN 383 NaN Momoshiki undergoes a transformation and becom… NaN [‘Stars:Yûko Sanpei’, ‘Junko Takeuchi’, ‘Noria… NaN 2018
4764 2 Wrongs [‘Short’, ‘ Drama’] 9.8 NaN 354 NaN A single father, with a troubled past dreams o… Andy Cruz [‘Casey Lee’, ‘Donnie Smith’, “Mia Denae’ Brat… 11.0 2018
2255 Meie aasta Iraanis [‘Adventure’, ‘ Family’, ‘ Reality-TV’] 9.7 NaN 257 NaN A family with two smart twin boys has lived in… NaN [‘Stars:Kristjan Roosma’, ‘Tuuli Roosma’, ‘And… 43.0 2018
5079 Nanatsu no taizai [‘Animation’, ‘ Action’, ‘ Adventure’] 9.7 NaN 210 NaN The awakening of the ten commandments and begi… NaN [‘Stars:Yûki Kaji’, ‘Sora Amamiya’, ‘Misaki Ku… NaN 2018
5288 DARLING in the FRANXX [‘Animation’, ‘ Action’, ‘ Fantasy’] 9.7 NaN 200 NaN Hiro and Zero Two remember about their childho… NaN [‘Stars:Bryn Apprill’, ‘Tia Lynn Ballard’, ‘Mo… 24.0 2018
4965 Steins;Gate 0 [‘Animation’, ‘ Comedy’, ‘ Drama’] 9.7 NaN 180 NaN Okabe is forced to time leap thousands of time… NaN [”] NaN 2018
36 Yours truly Roohani [‘Romance’] 9.9 NaN 160 NaN Add a Plot\n Sammir i Patel [‘Vibha Anand’, ‘Rishi Saxena’] 43.0 2018 TV Movie
2254 Meie suvi iraanlastega [‘Adventure’, ‘ Comedy’, ‘ Family’] 9.7 NaN 154 NaN The popular travel show does not explore exoti… NaN [‘Stars:Kristjan Roosma’, ‘Tuuli Roosma’, ‘And… 43.0 2018
4335 Audition [‘Short’, ‘ Comedy’, ‘ Drama’] 9.8 NaN 98 NaN AUDITION is a short film about the punishment … Sarah Kruchowski [‘Marie Laurin’, ‘Zoran Radanovich’, ‘Desi Iva… 17.0 II 2018
3240 Gazapizm – Ölüler Dirilerden Çalacak [‘Short’, ‘ Music’] 9.7 NaN 96 NaN Add a Plot\n Hasan Sezgin [‘Muzaffer Akin’, ‘Vildan Atasever’, ‘Sezen De… 5.0 2018 Video
4522 All Japan Peace and Coexistence: Moritomo Scan… [‘Documentary’, ‘ Talk-Show’] 9.7 NaN 92 NaN A public discussion to explore the social and … Kazuhide Uekusa [‘Shinzo Abe’, ‘Mizuho Fukushima’, ‘Katsumasa … 213.0 2018 Video
5346 Black and White Love [‘Action’, ‘ Drama’, ‘ Romance’] 9.7 NaN 86 NaN Asli leaves with Ferhat, Asli realizes that he… Directors:Altan Dönmez, Emir Khalilzadeh [‘Ugur Aslan’, ‘Ibrahim Celikkol’, ‘Cahit Gök’… NaN 2018

この中に特に気になる作品はない。今度はメタスコアで抽出する。

df[(df['メタスコア'] > 89)].sort_values(by='投票数',ascending=False)
タイトル ジャンル IMDBスコア メタスコア 投票数 興行収入 あらすじ 監督 出演者 上映時間 公開年
865 The Favourite [‘Biography’, ‘ Drama’, ‘ History’] 7.6 90.0 119549 $34.24M In early 18th century England, a frail Queen A… Yorgos Lanthimos [‘Olivia Colman’, ‘Emma Stone’, ‘Rachel Weisz’… 119.0 2018
1543 Roma [‘Drama’] 7.8 96.0 108466 NaN A year in the life of a middle-class family’s … Alfonso Cuarón [‘Yalitza Aparicio’, ‘Marina de Tavira’, ‘Dieg… 135.0 2018
3854 Cold War [‘Drama’, ‘ History’, ‘ Music’] 7.6 90.0 34142 $4.57M In the 1950s, a music director falls in love w… Pawel Pawlikowski [‘Joanna Kulig’, ‘Tomasz Kot’, ‘Borys Szyc’, ‘… 89.0 2018
1362 Shoplifters [‘Crime’, ‘ Drama’] 8.0 93.0 32726 $3.31M A family of small-time crooks take in a child … Hirokazu Koreeda [‘Lily Franky’, ‘Sakura Andô’, ‘Kirin Kiki’, ‘… 121.0 2018
4030 Burning [‘Drama’, ‘ Mystery’] 7.6 90.0 24164 $0.72M Jong-su bumps into a girl who used to live in … Chang-dong Lee [‘Ah-in Yoo’, ‘Steven Yeun’, ‘Jong-seo Jun’, ‘… 148.0 2018
463 They Shall Not Grow Old [‘Documentary’, ‘ History’, ‘ War’] 8.4 91.0 16399 $17.96M A documentary about World War I with never-bef… NaN [‘Director:Peter Jackson’] 99.0 II 2018
550 The Tale [‘Drama’, ‘ Mystery’, ‘ Thriller’] 7.3 90.0 10728 NaN A woman filming a documentary on childhood rap… Jennifer Fox [‘Elizabeth Debicki’, ‘Laura Dern’, ‘Common’, … 114.0 2018
2221 Minding the Gap [‘Documentary’] 8.1 90.0 4873 $0.01M Three young men bond together to escape volati… Bing Liu [‘Keire Johnson’, ‘Bing Liu’, ‘Zack Mulligan’] 93.0 2018
1150 Sunday’s Illness [‘Drama’] 7.0 92.0 2017 NaN A high-class old lady receives the unexpected … Ramón Salazar [‘Bárbara Lennie’, ‘Susi Sánchez’, ‘Greta Fern… 113.0 2018
4480 Amazing Grace [‘Documentary’, ‘ Music’] 7.8 94.0 953 $4.43M A documentary presenting Aretha Franklin with … Directors:Alan Elliott, Sydney Pollack [‘Aretha Franklin’, ‘Reverand James Cleveland’… 89.0 2018
2617 King in the Wilderness [‘Documentary’] 7.8 97.0 394 NaN A look at the final years in the life of Marti… NaN [‘Director:Peter W. Kunhardt’] 111.0 2018
965 The Burial Of Kojo [‘Drama’, ‘ Thriller’] 6.1 93.0 248 NaN A man is trapped in a mine shaft by his vengef… Sam Blitz Bazawule [‘Ama K. Abebrese’, ‘Joe Addo’, ‘Henry Adofo’,… 80.0 2018

「The Favourite (女王陛下のお気に入り)」は日本でも今年の2月15日に公開されている。「Shoplifters (万引き家族)」は日本映画である。「They Shall Not Grow Old」は第一次世界大戦の記録フィルムをカラー化したドキュメンタリー映画で、この映画はまだ日本未公開のようである。

word = 'They Shall Not Grow Old|Shoplifters|Minding the Gap'
df[(df['IMDBスコア']>7.9)&(df['投票数']>99)&(df['メタスコア']>0)&\
 (-df['タイトル'].str.contains(word))].sort_values(by='投票数',ascending=False)
タイトル ジャンル IMDBスコア メタスコア 投票数 興行収入 あらすじ 監督 出演者 上映時間 公開年
4326 Avengers: Infinity War [‘Action’, ‘ Adventure’, ‘ Sci-Fi’] 8.5 68.0 680672 $678.82M The Avengers and their allies must be willing … Directors:Anthony Russo, Joe Russo [‘Robert Downey Jr.’, ‘Chris Hemsworth’, ‘Mark… 149.0 2018
4087 Bohemian Rhapsody [‘Biography’, ‘ Drama’, ‘ Music’] 8.0 49.0 353822 $216.43M The story of the legendary rock band Queen and… Bryan Singer [‘Rami Malek’, ‘Lucy Boynton’, ‘Gwilym Lee’, ‘… 134.0 2018
1245 Spider-Man: Into the Spider-Verse [‘Animation’, ‘ Action’, ‘ Adventure’] 8.5 87.0 223211 $190.24M Teen Miles Morales becomes Spider-Man of his r… Directors:Bob Persichetti, Peter Ramsey, Rodne… [‘Shameik Moore’, ‘Jake Johnson’, ‘Hailee Stei… 117.0 2018
3147 Green Book [‘Biography’, ‘ Comedy’, ‘ Drama’] 8.2 69.0 215055 $85.08M A working-class Italian-American bouncer becom… Peter Farrelly [‘Viggo Mortensen’, ‘Mahershala Ali’, ‘Linda C… 130.0 2018
3285 Free Solo [‘Documentary’, ‘ Sport’] 8.2 83.0 33873 $17.54M Alex Honnold attempts to become the first pers… Directors:Jimmy Chin, Elizabeth Chai Vasarhelyi [‘Alex Honnold’, ‘Tommy Caldwell’, ‘Jimmy Chin… 100.0 2018
3990 Capernaum [‘Drama’] 8.5 75.0 21870 $1.66M While serving a five-year sentence for a viole… Nadine Labaki [‘Zain Al Rafeea’, ‘Yordanos Shiferaw’, ‘Boluw… 126.0 2018
84 Won’t You Be My Neighbor? [‘Documentary’, ‘ Biography’] 8.4 85.0 17016 $22.61M An exploration of the life, lessons, and legac… Morgan Neville [‘Fred Rogers’, ‘Joanne Rogers’, ‘John Rogers’… 94.0 2018
3548 Dragon Ball Super: Broly [‘Animation’, ‘ Action’, ‘ Adventure’] 8.0 59.0 16904 $30.71M Goku and Vegeta encounter Broly, a Saiyan warr… Tatsuya Nagamine [‘Masako Nozawa’, ‘Aya Hisakawa’, ‘Ryô Horikaw… 100.0 2018
494 The Wild Pear Tree [‘Drama’] 8.2 86.0 12312 $0.03M An unpublished writer returns to his hometown … Nuri Bilge Ceylan [‘Dogu Demirkol’, ‘Murat Cemcir’, ‘Bennu Yildi… 188.0 2018
4586 Active Measures [‘Documentary’] 8.2 68.0 6993 $0.01M Russian president Vladimir Putin attacks the 2… Jack Bryan [‘Donald Trump’, ‘Vladimir Putin’, ‘Jeremy Bas… 109.0 2018
1550 Robin Williams: Come Inside My Mind [‘Documentary’, ‘ Biography’, ‘ Comedy’] 8.0 74.0 5073 NaN An intimate look into the life and work of the… Marina Zenovich [‘Robin Williams’, ‘Steve Allen’, ‘Robert Altm… 116.0 2018
3853 Coldplay: A Head Full of Dreams [‘Documentary’, ‘ Music’] 8.0 64.0 1947 NaN A HEAD FULL OF DREAMS offers an in-depth and i… Mat Whitecross [‘Guy Berryman’, ‘Beyoncé’, ‘Jon Buckland’, ‘W… 115.0 2018
986 The Biggest Little Farm [‘Documentary’] 8.0 74.0 663 $3.65M Documentarian John Chester and his wife Molly … John Chester [‘John Chester’, ‘Molly Chester’, ‘Matthew Pil… 91.0 2018
578 The Silence of Others [‘Documentary’] 8.0 73.0 623 $0.06M The Silence of Others reveals the epic struggl… Directors:Robert Bahar, Almudena Carracedo [‘María Martín’, ‘José María Galante’, ‘Carlos… 96.0 2018
203 Walking on Water [‘Documentary’, ‘ Adventure’, ‘ Comedy’] 8.2 63.0 342 $0.09M An uncensored look into the artistic process a… Andrey Paounov [‘Star:Christo’] 105.0 2018
594 The Russian Five [‘Documentary’, ‘ Sport’] 8.3 75.0 255 $0.44M In the late 1980s, the Detroit Red Wings worke… Joshua Riehl [‘Jeff Daniels’, ‘Jim Devellano’, ‘Sergei Fedo… 102.0 2018
3234 General Magic [‘Documentary’] 8.0 72.0 146 NaN The ideas that dominate the tech industry and … Directors:Sarah Kerruish, Matt Maude [‘Tony Fadell’, ‘Andy Hertzfeld’, ‘Marc Porat’… 90.0 2018
3707 Dead Souls [‘Documentary’] 8.4 89.0 100 NaN A dozen aging survivors are interviewed from J… NaN [‘Director:Bing Wang’] 495.0 2018

ドラゴンボール以外は特に気になる作品はない。次に、IMDBスコアが7〜8かつメタスコアが0以上かつ興行収入が$1以上で投票数10万以上の作品を投票数が多い順に抽出する。

word = 'The Favourite'
df[(df['IMDBスコア']>6.9)&(df['IMDBスコア']<8.0)&(df['投票数']>=1e5)&\
 (-df['タイトル'].str.contains(word))&(df['メタスコア']>0)&\
 (df['興行収入'].str.contains('\d',regex=True,na=False))].sort_values(by='投票数',ascending=False)
タイトル ジャンル IMDBスコア メタスコア 投票数 興行収入 あらすじ 監督 出演者 上映時間 公開年
4135 Black Panther [‘Action’, ‘ Adventure’, ‘ Sci-Fi’] 7.3 88.0 522283 $700.06M T’Challa, heir to the hidden but advanced king… Ryan Coogler [‘Chadwick Boseman’, ‘Michael B. Jordan’, “Lup… 134.0 2018
3695 Deadpool 2 [‘Action’, ‘ Adventure’, ‘ Comedy’] 7.8 66.0 397926 $324.59M Foul-mouthed mutant mercenary Wade Wilson (AKA… David Leitch [‘Ryan Reynolds’, ‘Josh Brolin’, ‘Morena Bacca… 119.0 2018
4652 A Quiet Place [‘Drama’, ‘ Horror’, ‘ Sci-Fi’] 7.6 82.0 309422 $188.02M In a post-apocalyptic world, a family is force… John Krasinski [‘Emily Blunt’, ‘John Krasinski’, ‘Millicent S… 90.0 2018
1616 Ready Player One [‘Action’, ‘ Adventure’, ‘ Sci-Fi’] 7.5 64.0 305263 $137.69M When the creator of a virtual reality called t… Steven Spielberg [‘Tye Sheridan’, ‘Olivia Cooke’, ‘Ben Mendelso… 140.0 2018
4393 Aquaman [‘Action’, ‘ Adventure’, ‘ Fantasy’] 7.1 55.0 271093 $335.06M Arthur Curry, the human-born heir to the under… James Wan [‘Jason Momoa’, ‘Amber Heard’, ‘Willem Dafoe’,… 143.0 2018
4641 A Star Is Born [‘Drama’, ‘ Music’, ‘ Romance’] 7.7 88.0 256802 $215.29M A musician helps a young singer find fame as a… Bradley Cooper [‘Lady Gaga’, ‘Bradley Cooper’, ‘Sam Elliott’,… 136.0 2018
4409 Ant-Man and the Wasp [‘Action’, ‘ Adventure’, ‘ Comedy’] 7.1 70.0 248626 $216.65M As Scott Lang balances being both a Super Hero… Peyton Reed [‘Paul Rudd’, ‘Evangeline Lilly’, ‘Michael Peñ… 118.0 2018
2203 Mission: Impossible – Fallout [‘Action’, ‘ Adventure’, ‘ Thriller’] 7.8 86.0 237232 $220.16M Ethan Hunt and his IMF team, along with some f… Christopher McQuarrie [‘Tom Cruise’, ‘Henry Cavill’, ‘Ving Rhames’, … 147.0 2018
1278 Solo: A Star Wars Story [‘Action’, ‘ Adventure’, ‘ Fantasy’] 7.0 62.0 229033 $213.77M During an adventure into the criminal underwor… Ron Howard [‘Alden Ehrenreich’, ‘Woody Harrelson’, ‘Emili… 135.0 2018
2848 Incredibles 2 [‘Animation’, ‘ Action’, ‘ Adventure’] 7.7 80.0 207129 $608.58M The Incredibles hero family takes on a new mis… Brad Bird [‘Craig T. Nelson’, ‘Holly Hunter’, ‘Sarah Vow… 118.0 2018
3256 Game Night [‘Action’, ‘ Comedy’, ‘ Crime’] 7.0 66.0 165395 $69.00M A group of friends who meet regularly for game… Directors:John Francis Daley, Jonathan Goldstein [‘Jason Bateman’, ‘Rachel McAdams’, ‘Kyle Chan… 100.0 I 2018
3022 Hereditary [‘Drama’, ‘ Horror’, ‘ Mystery’] 7.3 87.0 156000 $44.07M After the family matriarch passes away, a grie… Ari Aster [‘Toni Collette’, ‘Milly Shapiro’, ‘Gabriel By… 127.0 2018
4142 BlacKkKlansman [‘Biography’, ‘ Crime’, ‘ Drama’] 7.5 83.0 152827 $48.69M Ron Stallworth, an African American police off… Spike Lee [‘John David Washington’, ‘Adam Driver’, ‘Laur… 135.0 2018
3331 First Man [‘Biography’, ‘ Drama’, ‘ History’] 7.4 84.0 122435 $44.94M A look at the life of the astronaut, Neil Arms… Damien Chazelle [‘Ryan Gosling’, ‘Claire Foy’, ‘Jason Clarke’,… 141.0 2018
2799 Isle of Dogs [‘Animation’, ‘ Adventure’, ‘ Comedy’] 7.9 82.0 109829 $32.02M Set in Japan, Isle of Dogs follows a boy’s ody… Wes Anderson [‘Bryan Cranston’, ‘Koyu Rankin’, ‘Edward Nort… 101.0 2018
283 Upgrade [‘Action’, ‘ Sci-Fi’, ‘ Thriller’] 7.6 67.0 107291 $11.87M Set in the near-future, technology controls ne… Leigh Whannell [‘Logan Marshall-Green’, ‘Melanie Vallejo’, ‘S… 100.0 2018
1425 Searching [‘Drama’, ‘ Mystery’, ‘ Thriller’] 7.7 71.0 101436 $26.02M After his 16-year-old daughter goes missing, a… Aneesh Chaganty [‘John Cho’, ‘Debra Messing’, ‘Joseph Lee’, ‘M… 102.0 III 2018
3803 Crazy Rich Asians [‘Comedy’, ‘ Romance’] 7.0 74.0 100120 $174.53M This contemporary romantic comedy, based on a … Jon M. Chu [‘Constance Wu’, ‘Henry Golding’, ‘Michelle Ye… 120.0 2018

特に気になる作品はない。今度はホラー映画に絞って検索してみる。

word = 'Hereditary'
df[(df['ジャンル'].str.contains("Horror"))&(df['興行収入'].str.contains("$"))&\
 (-df['タイトル'].str.contains(word))].sort_values(by='メタスコア',ascending=False).head(20)
タイトル ジャンル IMDBスコア メタスコア 投票数 興行収入 あらすじ 監督 出演者 上映時間 公開年
4652 A Quiet Place [‘Drama’, ‘ Horror’, ‘ Sci-Fi’] 7.6 82.0 309422 $188.02M In a post-apocalyptic world, a family is force… John Krasinski [‘Emily Blunt’, ‘John Krasinski’, ‘Millicent S… 90.0 2018
2322 Mandy [‘Action’, ‘ Fantasy’, ‘ Horror’] 6.6 81.0 45317 $1.21M The enchanted lives of a couple in a secluded … Panos Cosmatos [‘Nicolas Cage’, ‘Andrea Riseborough’, ‘Linus … 121.0 2018
4416 Annihilation [‘Adventure’, ‘ Drama’, ‘ Horror’] 6.9 79.0 231289 $32.73M A biologist signs up for a dangerous, secret e… Alex Garland [‘Natalie Portman’, ‘Jennifer Jason Leigh’, ‘T… 115.0 2018
1213 Starfish [‘Drama’, ‘ Horror’, ‘ Sci-Fi’] 5.7 74.0 1078 $0.01M A unique, intimate portrayal of a girl grievin… A.T. White [‘Virginia Gardner’, ‘Christina Masterson’, ‘E… 99.0 2018
2602 Knife+Heart [‘Drama’, ‘ Horror’, ‘ Romance’] 6.2 69.0 1552 $0.03M Paris, summer 1979. Anne is a producer of chea… Yann Gonzalez [‘Vanessa Paradis’, ‘Nicolas Maury’, ‘Kate Mor… 102.0 2018
3868 Climax [‘Drama’, ‘ Horror’, ‘ Music’] 7.2 67.0 25829 $0.80M French dancers gather in a remote, empty schoo… Gaspar Noé [‘Sofia Boutella’, ‘Romain Guillermic’, ‘Souhe… 97.0 I 2018
3101 Halloween [‘Horror’, ‘ Thriller’] 6.6 67.0 90964 $159.34M Laurie Strode confronts her long-time foe Mich… David Gordon Green [‘Jamie Lee Curtis’, ‘Judy Greer’, ‘Andi Matic… 106.0 I 2018
737 The Little Stranger [‘Drama’, ‘ Horror’, ‘ Mystery’] 5.6 67.0 5208 $0.71M After a doctor is called to visit a crumbling … Lenny Abrahamson [‘Domhnall Gleeson’, ‘Will Poulter’, ‘Ruth Wil… 111.0 2018
493 The Wind [‘Horror’, ‘ Western’] 5.6 66.0 2584 $0.03M A plains-woman faces the harshness and isolati… Emma Tammi [‘Caitlin Gerard’, ‘Julia Goldani Telles’, ‘As… 86.0 II 2018
1123 Suspiria [‘Fantasy’, ‘ Horror’, ‘ Mystery’] 6.8 64.0 38990 $2.47M A darkness swirls at the center of a world-ren… Luca Guadagnino [‘Chloë Grace Moretz’, ‘Tilda Swinton’, ‘Doris… 152.0 I 2018
294 Unsane [‘Drama’, ‘ Horror’, ‘ Mystery’] 6.4 63.0 32514 $7.73M A young woman is involuntarily committed to a … Steven Soderbergh [‘Claire Foy’, ‘Joshua Leonard’, ‘Jay Pharoah’… 98.0 2018
1762 Piercing [‘Horror’, ‘ Mystery’, ‘ Thriller’] 5.6 63.0 3471 $0.02M A man kisses his wife and baby goodbye and see… Nicolas Pesce [‘Christopher Abbott’, ‘Mia Wasikowska’, ‘Laia… 81.0 2018
1858 Overlord [‘Action’, ‘ Adventure’, ‘ Horror’] 6.7 60.0 57949 $21.70M A small group of American soldiers find horror… Julius Avery [‘Jovan Adepo’, ‘Wyatt Russell’, ‘Mathilde Oll… 110.0 2018
943 The Clovehitch Killer [‘Drama’, ‘ Horror’, ‘ Mystery’] 6.5 59.0 9638 $0.01M A picture-perfect family is shattered when the… Duncan Skiles [‘Dylan McDermott’, ‘Charlie Plummer’, ‘Samant… 109.0 2018
797 The House with a Clock in Its Walls [‘Comedy’, ‘ Fantasy’, ‘ Horror’] 6.0 57.0 33691 $68.55M A young orphan named Lewis Barnavelt aids his … Eli Roth [‘Jack Black’, ‘Cate Blanchett’, ‘Owen Vaccaro… 105.0 2018
857 The First Purge [‘Action’, ‘ Horror’, ‘ Sci-Fi’] 5.1 54.0 42501 $69.09M America’s third political party, the New Found… Gerard McMurray [“Y’lan Noel”, ‘Lex Scott Davis’, ‘Joivan Wade… 98.0 2018
299 Unfriended: Dark Web [‘Crime’, ‘ Horror’, ‘ Mystery’] 5.9 53.0 14297 $8.78M A teen comes into possession of a new laptop a… Stephen Susco [‘Colin Woodell’, ‘Stephanie Nogueras’, ‘Betty… 92.0 2018
2832 Insidious: The Last Key [‘Horror’, ‘ Mystery’, ‘ Thriller’] 5.7 49.0 42794 $67.35M Parapsychologist Dr. Elise Rainier faces her m… Adam Robitel [‘Lin Shaye’, ‘Leigh Whannell’, ‘Angus Sampson… 103.0 2018
2423 Lords of Chaos [‘Biography’, ‘ Drama’, ‘ Horror’] 6.5 48.0 6668 $0.25M A teenager’s quest to launch Norwegian Black M… Jonas Åkerlund [‘Rory Culkin’, ‘Emory Cohen’, ‘Jack Kilmer’, … 118.0 2018
557 The Strangers: Prey at Night [‘Horror’] 5.2 48.0 21905 $24.43M A family of four staying at a secluded mobile … Johannes Roberts [‘Christina Hendricks’, ‘Martin Henderson’, ‘B… 85.0 2018

2018年公開作品の中で、「Halloween (ハロウィン)」が最も興味深い作品だと思われる。最後に名探偵コナンを検索してみる。

df[(df['タイトル'].str.contains("Conan"))]
タイトル ジャンル IMDBスコア メタスコア 投票数 興行収入 あらすじ 監督 出演者 上映時間 公開年
3640 Detective Conan: Zero the Enforcer [‘Animation’, ‘ Action’, ‘ Adventure’] 6.1 NaN 822 NaN Detective Conan investigates an explosion that… Yuzuru Tachikawa [‘Tôru Furuya’, ‘Megumi Hayashibara’, ‘Rikiya … 115.0 2018
5298 Conan [‘Comedy’, ‘ Music’, ‘ Talk-Show’] 8.3 NaN 152 NaN Conan visits various sites throughout the coun… Mike Sweeney [“Conan O’Brien”, ‘Jordan Schlansky’, ‘Chiara … 42.0 2018

国内興収91.8億円、世界興収110億円のコナン映画史上屈指の名作「ゼロの執行人」がこの扱いである。

プリティ・ウーマンの悲惨なオリジナルエンディングに引いた
映画「Pretty Woman (プリティ・ウーマン)」と言えば、今はハリウッドの大女優となっているJulia Roberts (ジュリア・ロバーツ)の出世作であることは周知の事実であるが、あのハッピー・エンディングのお手本のような名作映画のオリジナルのエンディングは相当悲惨な内容なようです。
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