2018年おすすめ映画・ドラマ・アニメをPythonを使って探し出す

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す。

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データの準備

先ずはimdbデータをロードする。

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)
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IMDBスコア最高値作品

IMDbスコアが9.7以上の作品を投票数順に抽出する。

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’]td> 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’]td> 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’]td> 9.7 NaN 180 NaN Okabe is forced to time leap thousands of time… NaN [[”]td> NaN 2018
36 Yours truly Roohani [[‘Romance’]td> 9.9 NaN 160 NaN Add a Plot\n Sammir i Patel [[‘Vibha Anand’, ‘Rishi Saxena’]td> 43.0 2018 TV Movie
2254 Meie suvi iraanlastega [[‘Adventure’, ‘ Comedy’, ‘ Family’]td> 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’]td> 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’]td> 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’]td> 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’]td> 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。

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メタスコア最高値作品

メタスコアが90以上の作品を投票数順に抽出する。

df[(df['メタスコア']span> > 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’]td> 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’]td> 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’]td> 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’]td> 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’]td> 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’]td> 8.4 91.0 16399 $17.96M A documentary about World War I with never-bef… NaN [[‘Director:Peter Jackson’]td> 99.0 II 2018
550 The Tale [[‘Drama’, ‘ Mystery’, ‘ Thriller’]td> 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’]td> 8.1 90.0 4873 $0.01M Three young men bond together to escape volati… Bing Liu [[‘Keire Johnson’, ‘Bing Liu’, ‘Zack Mulligan’]td> 93.0 2018
1150 Sunday’s Illness [[‘Drama’]td> 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’]td> 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’]td> 7.8 97.0 394 NaN A look at the final years in the life of Marti… NaN [[‘Director:Peter W. Kunhardt’]td> 111.0 2018
965 The Burial Of Kojo [[‘Drama’, ‘ Thriller’]td> 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。

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IMDBスコアと投票数で作品を絞り込む


IMDBスコアが8以上かつメタスコアが1以上で投票数が100以上の作品を投票数が多い順に抽出する。

word = 'They Shall Not Grow Old|Shoplifters|Minding the Gap'
df[(df['IMDBスコア']span>>7.9)&(df['投票数']span>>99)&(df['メタスコア']span>>0)&\
 (-df['タイトル']span>.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’]td> 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’]td> 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’]td> 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’]td> 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’]td> 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’]td> 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’]td> 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’]td> 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’]td> 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’]td> 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’]td> 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’]td> 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’]td> 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’]td> 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’]td> 8.2 63.0 342 $0.09M An uncensored look into the artistic process a… Andrey Paounov [[‘Star:Christo’]td> 105.0 2018
594 The Russian Five [[‘Documentary’, ‘ Sport’]td> 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’]td> 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’]td> 8.4 89.0 100 NaN A dozen aging survivors are interviewed from J… NaN [[‘Director:Bing Wang’]td> 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']span>>6.9)&(df['IMDBスコア']span><8.0)&(df['投票数']span>>=1e5)&\
 (-df['タイトル']span>.str.contains(word))&(df['メタスコア']span>>0)&\
 (df['興行収入']span>.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’]td> 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’]td> 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']an>.str.contains("Horror"))&(df[['興行収入']an>.str.contains("$"))&\
 (-df[['タイトル']an>.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 [[‘Co[‘Colin Woodell’, ‘Stephanie Nogueras’, ‘Betty… 92.0 2018
2832 Insidious: The Last Key [‘Horror’, ‘ Mystery’, ‘ Thriller’]td>5.7 49.0 42794 $67.35M Parapsychologist Dr. Elise Rainier faces her m… Adam Robitel [[‘Li[‘Lin Shaye’, ‘Leigh Whannell’, ‘Angus Sampson… 103.0 2018
2423 Lords of Chaos [‘Biography’, ‘ Drama’, ‘ Horror’]td>6.5 48.0 6668 $0.25M A teenager’s quest to launch Norwegian Black M… Jonas Åkerlund [[‘Ro[‘Rory Culkin’, ‘Emory Cohen’, ‘Jack Kilmer’, … 118.0 2018
557 The Strangers: Prey at Night [‘Horror’]td>5.2 48.0 21905 $24.43M A family of four staying at a secluded mobile … Johannes Roberts [[‘Ch[‘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']t;.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 [[‘An[‘Animation’, ‘ Action’, ‘ Adventure’]td>6.1 NaN 822 NaN Detective Conan investigates an explosion that… Yuzuru Tachikawa [[‘T[‘Tôru Furuya’, ‘Megumi Hayashibara’, ‘Rikiya … 115.0 2018
5298 Conan [‘Comedy’, ‘ Music’, ‘ Talk-Show’]td>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。

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