2019年おすすめ映画とドラマをPythonを使って探し出す

2019年公開の面白そうなドラマ、劇場版映画、TV映画を、IMDBとPythonを駆使してくまなく徹底的に探しまくる。

スポンサーリンク

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('2019movies_10000.csv',encoding='utf-8')

邪魔臭い-を除去する。

df['公開年'] = df['公開年'].str.replace('–','')

(シリーズ物等の)重複タイトルをIMDBスコア最高値だけを残して除去する。

df1=df.sort_values(['タイトル', 'IMDBスコア'],ascending=False).drop_duplicates(['タイトル'], keep='first')

列の順序を見易いように変更する。

df1=df1[['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']]

アニメジャンルは前回検索済みなので今回は除去する。

df2 = df1.dropna(subset=['ジャンル'])
df3 = df2[(-df2['ジャンル'].str.contains("Animation"))]

IMDBスコア最高値作品

IMDBスコア上位20作品を抽出する。

df3.sort_values(by='IMDB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
7422 All Japan for Peace and Coexistence: Gerbera R… [‘Documentary’] 10.0 NaN 20 NaN All Japan for Peace and Coexistence, the four … Kazuhide Uekusa [‘Yukihisa Fujita’, ‘Kazuhiro Haraguchi’, ‘Kat… 76.0 2019 Video
7831 120 years of Moscow tram. Parade [‘Documentary’, ‘ Short’] 10.0 NaN 18 NaN The parade of Moscow trams at the 120th birthday. Sergey A. [‘Sergey A.’, ‘Random People’] 11.0 2019
7804 Spring at the patriarchal ponds [‘Documentary’, ‘ Short’] 10.0 NaN 18 NaN The spring arrived in the center of Moscow, in… Sergey A. [‘Star:Random People’] 4.0 2019
7811 Tashkent [‘Documentary’, ‘ Short’] 10.0 NaN 18 NaN Short documentary walking in the capital of Uz… Sergey A. [‘Star:Random People’] 9.0 2019
4785 Mr. Swag Boss and the Inglorious Pacifist [‘Short’, ‘ Adventure’] 10.0 NaN 54 NaN Mr. swag boss’s world gets turned upside down … Smileybs [‘Jordan Gilbert’, ‘Tony Hawk’, ‘Franz J.’, ‘L… NaN 2019
8773 Meie aasta Aafrikas [‘Adventure’, ‘ Comedy’, ‘ Family’] 10.0 NaN 14 NaN Adventuring foursome meet the grumpiest animal… Asko Kase [‘Kristjan Roosma’, ‘Tuuli Roosma’, ‘Andres Ta… NaN 2019
7836 Moscow spring [‘Documentary’, ‘ Short’] 10.0 NaN 18 NaN Spring arrives in Moscow. The weather changes. Sergey A. [‘Star:Sergey A.’] 8.0 2019
7080 Face to Face with Sammo Hung [‘Documentary’, ‘ Biography’] 10.0 NaN 22 NaN Sammo Kam-Bo Hung made the film master class ‘… Directors:Sammo Kam-Bo Hung, Chiu-Wing Lam [‘Sammo Kam-Bo Hung’, ‘Chiu-Wing Lam’, ‘Ryota … 58.0 2019 Video
2809 Halka [‘Action’, ‘ Crime’, ‘ Drama’] 10.0 NaN 130 NaN Cihangir and Kaan make a new plan to learn mor… Volkan Kocatürk [‘Serkan Çayoglu’, ‘Hande Erçel’, ‘Kaan Yildir… NaN 2019
27 Chernobyl [‘Drama’, ‘ History’] 9.9 NaN 42702 NaN Valery, Boris and Ulana risk their lives and r… Johan Renck [‘Douggie McMeekin’, ‘Jamie Sives’, ‘Michael S… 72.0 2019
7693 Novodevichy cemetery [‘Documentary’, ‘ Short’] 9.9 NaN 18 NaN Documentary photo-chronicle of the most presti… Sergey A. [‘Star:Sergey A.’] 19.0 2019
7673 Moscow we will lose [‘Documentary’] 9.9 NaN 18 NaN 2 days the author of the film spent in Moscow…. Sergey A. [‘Star:Sergey A.’] 51.0 2019
7712 Sparrow Hills Cableway [‘Documentary’, ‘ Short’] 9.9 NaN 18 NaN Documentary about new cable way in Moscow, Rus… Sergey A. [‘Star:Sergey A.’] 6.0 2019
8930 In the Mind’s Eye [‘Short’, ‘ Mystery’] 9.9 NaN 13 NaN Gifted with the ability to extract and inhabit… Kellen Gibbs [‘Sarah Navratil’, ‘Richard Neil’, ‘Ernest Pip… 17.0 2019
7807 Tashkent railroad museum [‘Documentary’, ‘ Short’] 9.9 NaN 18 NaN The walking in the Tashkent railroad museum in… Sergey A. [‘Star:Random People’] 4.0 2019
3695 Nuckles – My Squad [‘Short’, ‘ Music’] 9.9 NaN 88 NaN Add a Plot\n Nuckles [‘Star:Nuckles’] 4.0 2019 Video
5498 Çarpisma [‘Action’, ‘ Drama’, ‘ Thriller’] 9.8 NaN 40 NaN Zeynep is very concerned that Kadir learns the… Uluç Bayraktar [‘Kivanç Tatlitug’, ‘Elçin Sangu’, ‘Alperen Du… NaN 2019
8134 Vuslat [‘Action’, ‘ Drama’, ‘ Romance’] 9.8 NaN 16 NaN Add a Plot\n Murat Onbul [‘Kadir Dogulu’, ‘Devrim Özkan’, ‘Mehmet Özgür… NaN 2019
2787 Skam France [‘Drama’] 9.8 NaN 132 NaN Add a Plot\n David Hourrègue [‘Axel Auriant’, ‘Michel Biel’, ‘Théo Christin… NaN 2019
8818 The Chosen [‘Drama’] 9.8 NaN 13 NaN Add a Plot\n Dallas Jenkins [‘Grey Acuna’, ‘David Amito’, ‘Erick Avari’, ‘… NaN 2019

「All Japan for Peace and Coexistence: Gerbera Revolution (オールジャパン平和と共生:ガーベラ革命)」っていうのが何なのか調べたら反安倍政権市民運動のような内容だった。

メタスコア最高値作品

メタスコア上位20作品を抽出する。

df3[(df3['メタスコア'] > 0)].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
1519 Portrait de la jeune fille en feu [‘Drama’, ‘ History’, ‘ Romance’] 8.5 95.0 322 NaN On an isolated island in Brittany at the end o… Céline Sciamma [‘Noémie Merlant’, ‘Adèle Haenel’, ‘Luàna Bajr… 119.0 2019
3033 One Child Nation [‘Documentary’, ‘ History’] 7.5 92.0 118 NaN After becoming a mother, a filmmaker uncovers … NaN [‘Directors:Nanfu Wang’, ‘Jialing Zhang’] 85.0 2019
657 The Souvenir [‘Drama’, ‘ Mystery’, ‘ Romance’] 6.9 92.0 941 $0.93M A young film student in the early 80s becomes … Joanna Hogg [‘Neil Young’, ‘Tosin Cole’, ‘Jack McMullen’, … 120.0 2019
1299 The Lighthouse [‘Drama’, ‘ Fantasy’, ‘ Horror’] 8.3 91.0 396 NaN The story of an aging lighthouse keeper named … Robert Eggers [‘Robert Pattinson’, ‘Willem Dafoe’] 110.0 2019
4351 For Sama [‘Documentary’] 8.5 90.0 65 NaN A young woman’s struggles with love, war and m… NaN [‘Directors:Waad Al-Khateab’, ‘Edward Watts’] 95.0 2019
206 Parasite [‘Drama’, ‘ Thriller’] 8.6 89.0 3881 NaN All unemployed, Ki-taek’s family takes peculia… Joon-ho Bong [‘Kang-ho Song’, ‘Sun-kyun Lee’, ‘Yeo-jeong Jo… 132.0 2019
4849 The River and the Wall [‘Documentary’, ‘ Adventure’] 7.7 89.0 52 $0.13M The River and the Wall follows five friends on… Ben Masters [‘Ben Masters’, ‘Jay Kleberg’, ‘Filipe DeAndra… 97.0 2019
3917 Midnight Traveler [‘Documentary’, ‘ War’] 8.0 88.0 79 NaN When the Taliban puts a bounty on Afghan direc… Hassan Fazili [‘Hassan Fazili’, ‘Nargis Fazili’, ‘Zahra Fazi… 90.0 2019
135 Once Upon a Time … in Hollywood [‘Comedy’, ‘ Drama’] 9.6 88.0 6651 NaN A faded television actor and his stunt double … Quentin Tarantino [‘Leonardo DiCaprio’, ‘Brad Pitt’, ‘Margot Rob… 159.0 2019
1733 Cold Case Hammarskjöld [‘Documentary’] 8.2 88.0 267 NaN Danish director Mads Brügger and Swedish priva… Mads Brügger [‘Mads Brügger’, ‘Göran Björkdahl’, ‘Dag Hamma… 128.0 2019
1653 The Farewell [‘Comedy’, ‘ Drama’] 6.9 87.0 284 NaN A Chinese family discovers their grandmother h… Lulu Wang [‘Awkwafina’, ‘Tzi Ma’, ‘Gil Perez-Abraham’, ‘… 98.0 I 2019
2128 Honeyland [‘Documentary’] 8.4 87.0 194 NaN The last female beehunter in Europe must save … Directors:Tamara Kotevska, Ljubomir Stefanov [‘Star:Hatidze Muratova’] 87.0 2019
159 Apollo 11 [‘Documentary’, ‘ History’] 8.3 87.0 5745 $8.88M A look at the Apollo 11 mission to land on the… Todd Douglas Miller [‘Buzz Aldrin’, ‘Joan Ann Archer’, ‘Janet Arms… 93.0 2019
734 Synonymes [‘Drama’] 7.1 86.0 825 NaN A young Israeli man absconds to Paris to flee … Nadav Lapid [‘Tom Mercier’, ‘Quentin Dolmaire’, ‘Louise Ch… 123.0 2019
5801 David Crosby: Remember My Name [‘Documentary’, ‘ Music’] 6.3 86.0 35 NaN Meet David Crosby in this portrait of a man wi… A.J. Eaton [‘David Crosby’, ‘Cameron Crowe’, ‘Henry Diltz… 95.0 2019
353 Rolling Thunder Revue: A Bob Dylan Story by Ma… [‘Documentary’, ‘ Music’] 8.0 86.0 1979 NaN In an alchemic mix of fact and fantasy, Martin… Martin Scorsese [‘Bob Dylan’, ‘Allen Ginsberg’, ‘Patti Smith’,… 142.0 2019
1604 Divine Love [‘Drama’] 6.4 86.0 299 NaN A woman who uses her bureaucratic job to convi… Gabriel Mascaro [‘Dira Paes’, ‘Julio Machado’, ‘Teca Pereira’,… 101.0 2019
3102 Midnight Family [‘Documentary’, ‘ Action’, ‘ Crime’] 7.9 85.0 115 NaN In Mexico City’s wealthiest neighborhoods, the… NaN [‘Director:Luke Lorentzen’] 90.0 2019
6064 Light from Light [‘Drama’] 6.2 85.0 31 NaN A single mom and part-time paranormal investig… Paul Harrill [‘Marin Ireland’, ‘Jim Gaffigan’, ‘Josh Wiggin… NaN 2019
636 The Last Black Man in San Francisco [‘Drama’] 7.7 84.0 970 $1.55M A young man searches for home in the changing … Joe Talbot [‘Jimmie Fails’, ‘Jonathan Majors’, ‘Danny Glo… 121.0 2019

IMDBスコアと投票数で作品を絞り込む

IMDBスコアが8以上かつ投票数1万以上の作品を投票数が多い順に抽出する。

df3[(df3['IMDBスコア'] > 7.9) & (df3['投票数'] > 1e4) & (-df3['タイトル'].str.contains('Chernobyl'))].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
0 Avengers: Endgame [‘Action’, ‘ Adventure’, ‘ Sci-Fi’] 8.7 78.0 462086 $835.78M After the devastating events of Avengers: Infi… Directors:Anthony Russo, Joe Russo [‘Robert Downey Jr.’, ‘Chris Evans’, ‘Mark Ruf… 181.0 2019
12 John Wick: Chapter 3 – Parabellum [‘Action’, ‘ Crime’, ‘ Thriller’] 8.0 73.0 97779 $158.14M Super-assassin John Wick is on the run after k… Chad Stahelski [‘Keanu Reeves’, ‘Halle Berry’, ‘Ian McShane’,… 131.0 2019
16 The Umbrella Academy [‘Action’, ‘ Adventure’, ‘ Comedy’] 8.1 NaN 73133 NaN A disbanded group of superheroes reunites afte… NaN [‘Stars:Ellen Page’, ‘Tom Hopper’, ‘David Cast… 60.0 2019
17 Sex Education [‘Comedy’, ‘ Drama’] 8.4 NaN 68002 NaN A teenage boy with a sex therapist mother team… NaN [‘Stars:Asa Butterfield’, ‘Gillian Anderson’, … 45.0 2019
32 Russian Doll [‘Comedy’, ‘ Drama’, ‘ Mystery’] 8.0 NaN 40613 NaN A cynical young woman in New York City keeps d… NaN [‘Stars:Natasha Lyonne’, ‘Charlie Barnett’, ‘G… 30.0 2019
35 After Life [‘Comedy’, ‘ Drama’] 8.5 NaN 38290 NaN After Tony’s wife dies unexpectedly, his nice-… NaN [‘Stars:Ricky Gervais’, ‘Tom Basden’, ‘Tony Wa… 30.0 2019
44 Uri: The Surgical Strike [‘Action’, ‘ Drama’, ‘ War’] 8.6 NaN 31009 $4.19M Indian army special forces carries a covert op… Aditya Dhar [‘Vicky Kaushal’, ‘Paresh Rawal’, ‘Yami Gautam… 138.0 2019
49 When They See Us [‘Biography’, ‘ Drama’, ‘ History’] 9.1 NaN 26169 NaN Five teens from Harlem become trapped in a nig… NaN [‘Stars:Asante Blackk’, ‘Caleel Harris’, ‘Etha… 296.0 2019
55 Good Omens [‘Comedy’, ‘ Fantasy’] 8.4 NaN 23420 NaN A tale of the bungling of Armageddon features … NaN [‘Stars:David Tennant’, ‘Michael Sheen’, ‘Fran… 60.0 2019
57 Dead to Me [‘Comedy’, ‘ Drama’] 8.2 NaN 22677 NaN A series about a powerful friendship that blos… NaN [‘Stars:Christina Applegate’, ‘Linda Cardellin… 30.0 2019
68 Gully Boy [‘Drama’, ‘ Music’] 8.3 65.0 18378 $5.57M A coming-of-age story based on the lives of st… Zoya Akhtar [‘Ranveer Singh’, ‘Alia Bhatt’, ‘Siddhant Chat… 153.0 2019
70 Doom Patrol [‘Action’, ‘ Adventure’, ‘ Comedy’] 8.2 NaN 15149 NaN The adventures of an idealistic mad scientist … NaN [‘Stars:Diane Guerrero’, ‘April Bowlby’, ‘Alan… 60.0 2019
77 Our Planet [‘Documentary’] 9.4 NaN 13654 NaN Documentary series focusing on the breadth of … NaN [‘Star:David Attenborough’] 403.0 2019
78 Kota Factory [‘Comedy’, ‘ Drama’] 9.3 NaN 12939 NaN Dedicated to Shrimati SL Loney ji, Shri Irodov… NaN [‘Stars:Mayur More’, ‘Ranjan Raj’, ‘Revathi Pi… 45.0 2019
87 Badla [‘Crime’, ‘ Drama’, ‘ Mystery’] 8.1 NaN 10678 NaN A dynamic young entrepreneur finds herself loc… Sujoy Ghosh [‘Amitabh Bachchan’, ‘Taapsee Pannu’, ‘Amrita … 118.0 2019
88 Kingdom [‘Action’, ‘ Drama’, ‘ Thriller’] 8.3 NaN 10668 NaN While strange rumors about their ill king grip… NaN [‘Stars:Doona Bae’, ‘Greg Chun’, ‘Jun-ho Heo’,… 45.0 2019
90 What We Do in the Shadows [‘Comedy’, ‘ Fantasy’, ‘ Horror’] 8.4 NaN 10464 NaN A look into the daily (or rather, nightly) liv… NaN [‘Stars:Kayvan Novak’, ‘Matt Berry’, ‘Natasia … 30.0 2019
93 Enaaya [‘Drama’] 9.2 NaN 10249 NaN A college student with father-estrangement iss… NaN [‘Stars:Mehwish Hayat’, ‘Azfar Rehman’, ‘Asad … 25.0 2019

IMDBスコアが7〜8かつ投票数1万以上の作品を投票数が多い順に抽出する。

df3[(df3['IMDBスコア'] > 6.9) & (df3['IMDBスコア'] < 8.0) & (df3['投票数'] >= 1e4)].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
1 Captain Marvel [‘Action’, ‘ Adventure’, ‘ Sci-Fi’] 7.0 64.0 314454 $426.79M Carol Danvers becomes one of the universe’s mo… Directors:Anna Boden, Ryan Fleck [‘Brie Larson’, ‘Samuel L. Jackson’, ‘Ben Mend… 123.0 2019
8 Shazam! [‘Action’, ‘ Adventure’, ‘ Comedy’] 7.3 70.0 122701 $140.02M We all have a superhero inside us, it just tak… David F. Sandberg [‘Zachary Levi’, ‘Mark Strong’, ‘Asher Angel’,… 132.0 2019
9 Us [‘Horror’, ‘ Mystery’, ‘ Thriller’] 7.0 81.0 117712 $175.01M A family’s serene beach vacation turns to chao… Jordan Peele [“Lupita Nyong’o”, ‘Winston Duke’, ‘Elisabeth … 116.0 2019
11 Game of Thrones [‘Action’, ‘ Adventure’, ‘ Drama’] 7.9 NaN 114532 NaN Jaime faces judgment and Winterfell prepares f… David Nutter [‘Peter Dinklage’, ‘Nikolaj Coster-Waldau’, ‘E… 58.0 2019
13 Alita: Battle Angel [‘Action’, ‘ Adventure’, ‘ Sci-Fi’] 7.5 53.0 95056 $85.71M A deactivated female cyborg is revived, but ca… Robert Rodriguez [‘Rosa Salazar’, ‘Christoph Waltz’, ‘Jennifer … 122.0 2019
14 Aladdin [‘Adventure’, ‘ Comedy’, ‘ Family’] 7.4 53.0 74823 $296.52M A kind-hearted street urchin and a power-hungr… Guy Ritchie [‘Will Smith’, ‘Mena Massoud’, ‘Naomi Scott’, … 128.0 2019
25 The Highwaymen [‘Biography’, ‘ Crime’, ‘ Drama’] 7.0 58.0 46167 NaN A pair of Texas Rangers come out of retirement… John Lee Hancock [‘Kevin Costner’, ‘Woody Harrelson’, ‘Kathy Ba… 132.0 2019
37 Rocketman [‘Biography’, ‘ Drama’, ‘ Music’] 7.7 69.0 38019 $80.30M A musical fantasy about the fantastical human … Dexter Fletcher [‘Taron Egerton’, ‘Jamie Bell’, ‘Richard Madde… 121.0 2019
45 Fighting with My Family [‘Biography’, ‘ Comedy’, ‘ Drama’] 7.2 68.0 31002 $22.96M A former wrestler and his family make a living… Stephen Merchant [‘Dwayne Johnson’, ‘Lena Headey’, ‘Vince Vaugh… 108.0 2019
48 The Dirt [‘Biography’, ‘ Comedy’, ‘ Drama’] 7.0 39.0 27887 NaN The story of how Mötley Crüe came to be one of… Jeff Tremaine [‘Douglas Booth’, ‘Iwan Rheon’, ‘Daniel Webber… 107.0 2019
50 Fyre [‘Documentary’, ‘ Music’] 7.3 75.0 25851 NaN An exclusive behind the scenes look at the inf… Chris Smith [‘Billy McFarland’, ‘Jason Bell’, ‘Gabrielle B… 97.0 2019
53 Booksmart [‘Comedy’] 7.4 84.0 23976 $20.98M On the eve of their high school graduation, tw… Olivia Wilde [‘Kaitlyn Dever’, ‘Beanie Feldstein’, ‘Jessica… 102.0 2019
59 Black Mirror [‘Drama’, ‘ Sci-Fi’, ‘ Thriller’] 7.6 NaN 20452 NaN A cab driver with an agenda becomes the centre… James Hawes [‘Andrew Scott’, ‘Damson Idris’, ‘Topher Grace… 70.0 2019
62 Leaving Neverland [‘Documentary’] 7.1 NaN 20112 NaN At the height of his stardom, the world’s bigg… Dan Reed [‘Michael Jackson’, ‘Wade Robson’, ‘Joy Robson… 240.0 2019
71 Long Shot [‘Comedy’, ‘ Romance’] 7.2 67.0 14790 $30.32M Journalist Fred Flarsky reunites with his chil… Jonathan Levine [‘Charlize Theron’, ‘Seth Rogen’, ‘June Diane … 125.0 2019
72 Five Feet Apart [‘Drama’, ‘ Romance’] 7.2 53.0 14531 $45.73M A pair of teenagers with cystic fibrosis meet … Justin Baldoni [‘Haley Lu Richardson’, ‘Cole Sprouse’, ‘Moise… 116.0 2019
73 Conversations with a Killer: The Ted Bundy Tapes [‘Documentary’, ‘ Crime’] 7.8 NaN 14492 NaN A look inside the mind of serial killer Ted Bu… NaN [‘Stars:Stephen Michaud’, ‘Bob Keppel’, ‘Kathl… 236.0 2019
79 The Professor and the Madman [‘Biography’, ‘ Drama’, ‘ Mystery’] 7.4 25.0 12648 NaN Professor James Murray begins work compiling w… Farhad Safinia [‘Natalie Dormer’, ‘Mel Gibson’, ‘Sean Penn’, … 124.0 2019
81 Hanna [‘Action’, ‘ Drama’] 7.6 NaN 12329 NaN In equal parts high-concept thriller and comin… NaN [‘Stars:Esme Creed-Miles’, ‘Mireille Enos’, ‘J… 60.0 2019
84 The Boy Who Harnessed the Wind [‘Drama’] 7.6 68.0 11335 NaN A boy in Malawi helps his village by building … Chiwetel Ejiofor [‘Chiwetel Ejiofor’, ‘Maxwell Simba’, ‘Felix L… 113.0 2019
89 Quicksand [‘Drama’] 7.6 NaN 10519 NaN Maja, a student in Stockholm, finds herself on… NaN [‘Stars:Hanna Ardéhn’, ‘Felix Sandman’, ‘David… 45.0 2019
92 The Order [‘Drama’, ‘ Fantasy’, ‘ Horror’] 7.0 NaN 10254 NaN Out to avenge his mother’s death, a college st… NaN [‘Stars:Jake Manley’, ‘Sarah Grey’, ‘Adam DiMa… 60.0 2019

Usが面白そうである。日本では9月6日公開となっている。アスのメタスコアはアラジンを遥かに上回っているが、世界興収は遥かに下回っている。日本でもアラジンに遠く及ばないことが予想される。ホラー映画好きの日本ではあるものの、洋物ホラー・サスペンス映画は全く受けないのが現実である。今度はホラー映画に絞って検索してみる。

df3[(df3['ジャンル'].str.contains("Horror"))&(df3['興行収入'].str.contains("$"))].sort_values(by='IMDBスコア',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
9 Us [‘Horror’, ‘ Mystery’, ‘ Thriller’] 7.0 81.0 117712 $175.01M A family’s serene beach vacation turns to chao… Jordan Peele [“Lupita Nyong’o”, ‘Winston Duke’, ‘Elisabeth … 116.0 2019
148 Annabelle Comes Home [‘Horror’, ‘ Mystery’, ‘ Thriller’] 6.6 53.0 6206 $10.83M While babysitting the daughter of Ed and Lorra… Gary Dauberman [‘Vera Farmiga’, ‘Patrick Wilson’, ‘Mckenna Gr… 106.0 2019
24 Escape Room [‘Action’, ‘ Adventure’, ‘ Horror’] 6.4 48.0 46357 $57.01M Six strangers find themselves in a maze of dea… Adam Robitel [‘Taylor Russell’, ‘Logan Miller’, ‘Jay Ellis’… 99.0 I 2019
119 Child’s Play [‘Horror’] 6.4 48.0 7584 $19.13M A mother gives her 13-year-old son a toy doll … Lars Klevberg [‘Aubrey Plaza’, ‘Mark Hamill’, ‘Gabriel Batem… 90.0 2019
65 Brightburn [‘Horror’, ‘ Sci-Fi’] 6.4 44.0 19789 $17.30M What if a child from another world crash-lande… David Yarovesky [‘Elizabeth Banks’, ‘David Denman’, ‘Jackson A… 90.0 2019
47 Happy Death Day 2U [‘Drama’, ‘ Horror’, ‘ Mystery’] 6.3 57.0 30453 $28.05M Tree Gelbman discovers that dying over and ove… Christopher Landon [‘Jessica Rothe’, ‘Israel Broussard’, ‘Phi Vu’… 100.0 2019
142 The Dead Don’t Die [‘Comedy’, ‘ Fantasy’, ‘ Horror’] 6.0 54.0 6348 $5.36M The peaceful town of Centerville finds itself … Jim Jarmusch [‘Bill Murray’, ‘Adam Driver’, ‘Tom Waits’, ‘C… 104.0 2019
34 Pet Sematary [‘Horror’, ‘ Mystery’, ‘ Thriller’] 6.0 57.0 39207 $54.72M Dr. Louis Creed and his wife, Rachel, relocate… Directors:Kevin Kölsch, Dennis Widmyer [‘Jason Clarke’, ‘Amy Seimetz’, ‘John Lithgow’… 101.0 2019
80 The Prodigy [‘Horror’, ‘ Thriller’] 5.9 45.0 12645 $14.86M A mother concerned about her young son’s distu… Nicholas McCarthy [‘Taylor Schilling’, ‘Jackson Robert Scott’, ‘… 92.0 2019
110 Ma [‘Horror’, ‘ Thriller’] 5.9 53.0 8049 $44.20M A lonely woman befriends a group of teenagers … Tate Taylor [‘Octavia Spencer’, ‘Diana Silvers’, ‘Juliette… 99.0 2019
158 The Hole in the Ground [‘Horror’] 5.7 63.0 5777 $0.02M A young mother living in the Irish countryside… Lee Cronin [‘Seána Kerslake’, ‘James Quinn Markey’, ‘Kati… 90.0 2019
75 The Curse of La Llorona [‘Horror’, ‘ Mystery’, ‘ Thriller’] 5.6 41.0 14170 $54.68M Ignoring the eerie warning of a troubled mothe… Michael Chaves [‘Linda Cardellini’, ‘Raymond Cruz’, ‘Patricia… 93.0 2019
338 The Intruder [‘Drama’, ‘ Horror’, ‘ Mystery’] 5.4 39.0 2092 $35.42M A young married couple buy a beautiful house o… Deon Taylor [‘Dennis Quaid’, ‘Meagan Good’, ‘Joseph Sikora… 102.0 I 2019
820 Shed of the Dead [‘Comedy’, ‘ Horror’] 5.3 NaN 723 $0.04M Trevor is ‘between jobs’. He spends his days a… Drew Cullingham [‘Spencer Brown’, ‘Lauren Socha’, ‘Ewen MacInt… 82.0 2019
3471 Clinton Road [‘Horror’] 3.1 NaN 98 $0.05M A widowed firefighter seeks closure after his … Directors:Richard Grieco, Steve Stanulis [‘Ace Young’, “Erin O’Brien”, ‘Cody Calafiore’… 77.0 2019

「Annabelle Comes Home (アナベル死霊博物館)」の日本公開は9月20日。「エスケープルーム」は日本公開未定のようだ。チャッキーで有名な「チャイルド・プレイ」は7月19日公開予定。この日は新海誠監督の新作「天気の子」も公開される予定である。「Happy Death Day 2U (ハッピー・デス・デイ 2U)」は7月12日公開予定。「ペット・セメタリー」まだやってんのかという感じだが、この作品の日本公開日は未定。「プロディジー」も日本公開日未定。「Ma」の日本公開日も未定。「The Intruder (ジ・イントルーダー)」も公開日未定。「The Curse of La Llorona (ラ・ヨローナ〜泣く女〜)」は5月10日に日本公開されている。ついでにゴジラの評価を見てみる。

df3[(df3['タイトル'].str.contains("Godzilla"))]
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
22 Godzilla: King of the Monsters [‘Action’, ‘ Adventure’, ‘ Fantasy’] 6.6 48.0 48439 $104.53M The crypto-zoological agency Monarch faces off… Michael Dougherty [‘Kyle Chandler’, ‘Vera Farmiga’, ‘Millie Bobb… 132.0 2019

IMDBスコアもメタスコアも低過ぎる。北米興行収入も国内興行収入同様、相当悲惨な事になっている。「ゴジラ キング・オブ・モンスターズ」は史上最悪の洋物ゴジラ映画と言っても決して過言ではないだろう。次に、IMDBスコア最低映画を抽出する。

df3[df3['興行収入'].str.contains('\d',regex=True,na=False)].sort_values(by='IMDBスコア',ascending=True).head(10)
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
91 Student of the Year 2 [‘Comedy’, ‘ Drama’, ‘ Romance’] 2.1 NaN 10464 $0.78M A student must face off against bullies and ov… Punit Malhotra [‘Tiger Shroff’, ‘Tara Sutaria’, ‘Ananya Panda… 145.0 2019
3471 Clinton Road [‘Horror’] 3.1 NaN 98 $0.05M A widowed firefighter seeks closure after his … Directors:Richard Grieco, Steve Stanulis [‘Ace Young’, “Erin O’Brien”, ‘Cody Calafiore’… 77.0 2019
4701 Chokehold [‘Action’, ‘ Crime’, ‘ Drama’] 3.4 NaN 56 $0.01M Story of a woman who seeks revenge on the Russ… Brian Skiba [‘Casper Van Dien’, ‘Melissa Croden’, ‘Lochlyn… 98.0 2019 Video
123 Kalank [‘Drama’, ‘ Romance’] 3.5 NaN 7387 $2.73M The lives of six enigmatic characters become e… Abhishek Varman [‘Varun Dhawan’, ‘Alia Bhatt’, ‘Aditya Roy Kap… 166.0 2019
918 India’s Most Wanted [‘Action’, ‘ Drama’, ‘ Thriller’] 3.5 NaN 623 $0.18M A group of intelligence officers embark on a t… Raj Kumar Gupta [‘Arjun Kapoor’, ‘Aasif Khan’, ‘Resh Lamba’, ‘… 123.0 2019
2886 High on the Hog [‘Action’, ‘ Crime’, ‘ Drama’] 3.7 NaN 126 $0.05M With a potent strain of pot sweeping the City,… Tony Wash [‘Sid Haig’, ‘Joe Estevez’, “Robert Z’Dar”, ‘F… 85.0 2019
1134 No manches Frida 2 [‘Comedy’] 3.8 NaN 478 $9.27M Zequi tries to regain Lucy’s love by bringing … Nacho G. Velilla [‘Martha Higareda’, ‘Omar Chaparro’, ‘Itatí Ca… 102.0 2019
299 A Madea Family Funeral [‘Comedy’] 4.3 39.0 2342 $73.26M A joyous family reunion becomes a hilarious ni… Tyler Perry [‘Tyler Perry’, ‘Cassi Davis’, ‘Patrice Lovely… 109.0 2019
8486 Always Miss You [‘Romance’] 4.4 NaN 15 $0.09M Xinyi believes she’s finally found a good man;… Directors:Hung-i Chen, Haozhou Qiu [‘Amber Kuo’, ‘Ryan Zheng’, ‘Dong-xue Li’, ‘Ev… 98.0 2019
187 Total Dhamaal [‘Action’, ‘ Adventure’, ‘ Comedy’] 4.4 NaN 4360 $2.17M A group of people learn about a hidden treasur… Indra Kumar [‘Ajay Devgn’, ‘Madhuri Dixit’, ‘Anil Kapoor’,… 130.0 2019

IMDBスコアが最低の作品を抽出してみる。

df3[-df3['あらすじ'].str.contains('Add a Plot\n')].sort_values(by='IMDBスコア',ascending=True).head(10)
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
3153 Roofied: The Lethal Dose [‘Drama’] 1.0 NaN 112 NaN A game of snakes and ladders as we conclude Lu… Sammie Lei [‘Sammie Lei’, ‘Aaron Twinn’, ‘Stacey Fordham’… NaN 2019
891 Loqueesha [‘Comedy’] 1.2 NaN 646 NaN A white guy pretends to be a black female talk… Jeremy Saville [‘Susan Diol’, ‘Jeremy Saville’, ‘Albie Selzni… 98.0 2019
3148 Greyhound Attack [‘Action’, ‘ Drama’, ‘ War’] 1.3 NaN 112 NaN In the early days of WWII, an international co… Christopher Forbes [‘Jezibell Anat’, ‘Ronald Blanton’, ‘Christoph… 80.0 2019
221 Borç Harç [‘Comedy’] 1.4 NaN 3646 NaN Murat separates from his girlfriend who made m… Efe Hizir [‘Oguzhan Ugur’, ‘Melisa Akman’, ‘Burak Topalo… 90.0 2019
9355 Hunting Evil [‘Thriller’] 1.5 NaN 12 NaN After losing repeatedly to demons, a man opens… Charles Peterson [‘Lanny Rethaber’, ‘Orchid Tao’] NaN 2019
6752 Makuko [‘Family’, ‘ Sci-Fi’] 1.6 NaN 24 NaN Satoshi is only in the fifth grade at elementa… Keiko Tsuruoka [‘Atsushi Hashimoto’, ‘Tsuyoshi Kusanagi’, ‘Ju… 108.0 2019
1007 Adventures of Aladdin [‘Adventure’, ‘ Fantasy’] 1.7 NaN 556 NaN With the help of a magical lamp, an impoverish… Glenn Campbell [‘Adam Hollick’, “Daniel O’Reilly”, ‘Lucia Dim… 87.0 2019
7583 Tonight With Vladimir Putin [‘Comedy’, ‘ Talk-Show’] 1.9 NaN 19 NaN Everyone’s favourite global strongman finally … NaN [‘Stars:Nathaniel Tapley’, ‘Gbemisola Ikumelo’… 14.0 2019
2449 The Haunting of Borley Rectory [‘Horror’] 1.9 NaN 162 NaN The story of Borley Rectory, said to be the mo… Steven M. Smith [‘Zach Clifford’, ‘Rad Brown’, ‘Sonera Angel’,… 92.0 2019
3629 The Gown [‘Horror’, ‘ Thriller’] 2.0 NaN 91 NaN After discovering that the vintage wedding dre… Alan Casper [‘Ally Matteodo’, ‘Drew DeSimone’, ‘Jaimie Tuc… 99.0 2019

「まく子」とかいう日本映画があるようだ。IMDBスコアと投票数から察するに酷い映画であることは容易に想像がつく。