2019年おすすめアニメをPythonを使って探し出す

2019年公開の面白そうなアニメを、IMDBとPythonを駆使してくまなく徹底的に探しまくる。

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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

df5 = pd.read_csv('2019movies_10000.csv',encoding='utf-8')
df5['公開年'] = df5['公開年'].str.replace('–','')

重複タイトルをIMDBスコア最高値タイトルだけを残して削除する。

df6=df5.sort_values(['タイトル', 'IMDBスコア'],ascending=False).drop_duplicates(['タイトル'], keep='first')
#df6=df5.groupby(['タイトル']).max()

ジャンルがアニメの作品のみを抽出する。

df7 = df6.dropna(subset=['ジャンル'])
df8 = df7[(df7['ジャンル'].str.contains("Animation"))]
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IMDBスコア最高値作品

IMDBスコア最高値上位5位作品を抽出する。

df8.sort_values(by='IMDBスコア',ascending=False).head()
タイトル 公開年 上映時間 ジャンル IMDBスコア メタスコア あらすじ 監督 出演者 投票数 興行収入
9572 Bee Team 2 2019 NaN [‘Animation’] 10.0 NaN Add a Plot\n James Snider [‘Maria Petrano’, ‘Carmen Piroli’, ‘Chen Tsung’] 11 NaN
9548 Ogre 2019 NaN [‘Animation’] 10.0 NaN Add a Plot\n James Snider [‘Thomas Freeley’, ‘Maria Petrano’, ‘Jacob Whi… 11 NaN
9751 Dog Town 2019 72.0 [‘Animation’] 10.0 NaN Add a Plot\n James Snider [‘Thomas Freeley’, ‘Maria Petrano’, ‘Jacob Whi… 11 NaN
9547 Father’s Day 2019 NaN [‘Animation’] 10.0 NaN Add a Plot\n James Snider [‘Maria Petrano’, ‘Jacob Whiteshed’] 11 NaN
9886 Feather Friends 2019 70.0 [‘Animation’] 10.0 NaN Add a Plot\n James Snider [‘Star:Maria Petrano’] 10 NaN

全て監督がJames Snider氏の作品で、スコアが満点である。次にメタスコアが高い作品を抽出する。

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メタスコア最高値作品

メタスコア最高値上位5位作品を抽出する。

df8[(df8['メタスコア'] > 0)].sort_values(by='メタスコア',ascending=False).head(50)
タイトル 公開年 上映時間 ジャンル IMDBスコア メタスコア あらすじ 監督 出演者 投票数 興行収入
30 Toy Story 4 2019 100.0 [‘Animation’, ‘ Adventure’, ‘ Comedy’] 8.4 84.0 When a new toy called “Forky” joins Woody and … Josh Cooley [‘Tom Hanks’, ‘Tim Allen’, ‘Annie Potts’, ‘Ton… 41291 $178.99M
18 How to Train Your Dragon: The Hidden World 2019 104.0 [‘Animation’, ‘ Action’, ‘ Adventure’] 7.6 71.0 When Hiccup discovers Toothless isn’t the only… Dean DeBlois [‘Jay Baruchel’, ‘America Ferrera’, ‘F. Murray… 64613 $160.80M
236 Monsieur Link 2019 94.0 [‘Animation’, ‘ Adventure’, ‘ Comedy’] 7.0 68.0 Mr. Link recruits explorer Sir Lionel Frost to… Chris Butler [‘Hugh Jackman’, ‘David Walliams’, ‘Stephen Fr… 3382 $16.64M
41 The Lego Movie 2: The Second Part 2019 107.0 [‘Animation’, ‘ Action’, ‘ Adventure’] 6.7 65.0 It’s been five years since everything was awes… Mike Mitchell [‘Chris Pratt’, ‘Elizabeth Banks’, ‘Will Arnet… 32871 $105.81M
113 The Secret Life of Pets 2 2019 86.0 [‘Animation’, ‘ Adventure’, ‘ Comedy’] 6.6 55.0 Continuing the story of Max and his pet friend… Directors:Chris Renaud, Jonathan del Val [‘Patton Oswalt’, ‘Kevin Hart’, ‘Harrison Ford… 7943 $124.11M
195 Le parc des merveilles 2019 85.0 [‘Animation’, ‘ Adventure’, ‘ Comedy’] 5.7 45.0 Wonder Park tells the story of an amusement pa… Dylan Brown [‘Sofia Mali’, ‘Jennifer Garner’, ‘Ken Hudson … 4125 $45.22M
495 UglyDolls 2019 87.0 [‘Animation’, ‘ Adventure’, ‘ Comedy’] 4.5 40.0 An animated adventure in which the free-spirit… Kelly Asbury [‘Kelly Clarkson’, ‘Nick Jonas’, ‘Janelle Moná… 1254 $20.10M
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IMDBスコアと投票数で作品を探す

IMDBスコアが8以上かつ投票数1万未満の作品を投票数が多い順に抽出する。

word='Death'
df8[(df8['IMDBスコア'] > 7.9) & (df8['投票数'] < 1e4) & (-df8['タイトル'].str.contains(word))].sort_values(by='投票数',ascending=False).head(10)
タイトル 公開年 上映時間 ジャンル IMDBスコア メタスコア あらすじ 監督 出演者 投票数 興行収入
241 The Promised Neverland 2019 30.0 [‘Animation’, ‘ Fantasy’, ‘ Horror’] 8.9 NaN A group of the smartest kids at a seemingly pe… NaN [‘Stars:Sumire Morohoshi’, ‘Maaya Uchida’, ‘Ma… 3226 NaN
276 Steven Universe 2019 44.0 [‘Animation’, ‘ Action’, ‘ Adventure’] 9.7 NaN After landing on homeworld, Steven embarks on … Directors:Joseph D. Johnston, Kat Morris [‘Zach Callison’, ‘Estelle’, ‘Michaela Dietz’,… 2542 NaN
362 Carmen Sandiego 2019 22.0 [‘Animation’, ‘ Adventure’, ‘ Family’] 8.0 NaN The adventures of Carmen Sandiego, a globe-hop… NaN [‘Stars:Gina Rodriguez’, ‘Finn Wolfhard’, "Lia… 1919 NaN
381 Dororo 2019 30.0 [‘Animation’, ‘ Action’, ‘ Adventure’] 8.7 NaN A father in pursuit of power gives parts of hi… NaN [[‘Stars:Rio Suzuki’, ‘Mugihito’, ‘Hiroki Suzuk… 1811 NaN
642 Kitbull 2019 9.0 [‘Animation’, ‘ Short’, ‘ Drama’]td> 8.2 NaN An unlikely connection sparks between two crea… NaN [[‘Director:Rosana Sullivan’]td> 964 NaN
757 Kaguya-sama: Love Is War 2019 24.0 [[‘Animation’, ‘ Comedy’, ‘ Romance’]td> 8.0 NaN Shuchiin Academy is home to students from Japa… NaN [[‘Stars:Aoi Koga’, ‘Makoto Furukawa’, ‘Konomi … 800 NaN
803 Rilakkuma et Kaoru 2019 12.0 [‘Animation’, ‘ Family’]td> 8.6 NaN The adventures of Kaoru and her lovable roomma… NaN [[‘Stars:Veronica Taylor’, ‘Abby Trott’, ‘Barba… 740 NaN
849 Kimetsu no Yaiba 2019 25.0 [‘Animation’, ‘ Action’, ‘ Fantasy’]td> 8.6 NaN A family is attacked by demons and only two me… NaN [[‘Stars:Natsuki Hanae’, ‘Akari Kitô’, ‘Yoshits… 686 NaN
1199 Big Mouth 2019 46.0 [‘Animation’, ‘ Comedy’, ‘ Romance’]td> 8.1 NaN Sappy cards. Stupid clichés. And so much press… Directors:Kim Arndt, Bob Suarez [[‘Nick Kroll’, ‘John Mulaney’, ‘Jessi Klein’, … 443 NaN
1212 One Punch Man 2019 NaN [‘Animation’, ‘ Action’, ‘ Adventure’]td> 9.3 NaN Garou continues his fight against the A Class … NaN [[‘Stars:Makoto Furukawa’, ‘Kaito Ishikawa’, ‘H… 436 NaN

Rilakkuma et Kaoru (リラックマとカオルさん)はリラックマが可愛い。この作品もご多分に漏れずネットフリックスオリジナルのようである。

word='Death'
df8[(df8['IMDBスコア']span>>9.4)&(df8['投票数']span><100)&(df8['IMDBスコア']span>!=10)].sort_values(by='投票数',ascending=False)
タイトル 公開年 上映時間 ジャンル IMDBスコア メタスコア あらすじ 監督 出演者 投票数 興行収入
3560 JoJo’s Bizarre Adventure 2019 NaN [[‘Animation’, ‘ Action’, ‘ Adventure’]td> 9.7 NaN Bruno unknowingly leads Doppio to the Colosseu… NaN [[”]td> 94 NaN
4277 Tangled: The Series 2019 44.0 [[‘Animation’, ‘ Adventure’, ‘ Comedy’]td> 9.5 NaN Rapunzel follows the black rocks to the Dark K… Directors:Tom Caulfield, Joe Oh [[‘Zachary Levi’, ‘Mandy Moore’, ‘Eden Espinosa… 68 NaN
4831 Team Sonic Racing: Overdrive 2019 5.0 [‘Animation’, ‘ Short’, ‘ Action’]td> 9.5 NaN Team sonic Should compete with different teams… NaN [[”]td> 53 NaN
5044 Miraculous: Tales of Ladybug & Cat Noir 2019 NaN [[‘Animation’, ‘ Action’, ‘ Adventure’]td> 9.7 NaN After Ladybug and Cat Noir lose their memories… NaN [[‘Star:Minae Noji’]td> 48 NaN
5091 Today is Spaceship Day 2019 Video 10.0 [[‘Animation’, ‘ Short’]td> 9.5 NaN Harrison finds himself alone in his classroom…. Gregory Austin McConnell [[‘Star:Gregory Austin McConnell’]td> 47 NaN
5734 Black Clover 2019 NaN [[‘Animation’, ‘ Action’, ‘ Comedy’]td> 9.6 NaN Add a Plot\n NaN [[”]td> 36 NaN
6674 Robot Will Protect You 2019 NaN [[‘Animation’, ‘ Short’]td> 9.6 NaN One rainy night in futuristic Neo Berlin, nine… Nicola Piovesan [[‘Richard Epcar’, ‘Lizzie Freeman’, ‘Isaak Wel… 25 NaN
7805 OK K.O.! Let’s Be Heroes 2019 11.0 [‘Animation’, ‘ Action’, ‘ Adventure’]td> 9.9 NaN When the hot new toy trend of Whacky Jaxxyz co… NaN [[‘Stars:Nichole Bloom’, ‘Courtenay Taylor’]td> 18 NaN
8411 Zoo Wars 2 2019 84.0 [[‘Animation’]td> 9.5 NaN In the wake of a truce between the Nice Side a… Directors:James Snider, Evan Tramel [[‘Thomas Freeley’, ‘Bobbi Maxwell’, ‘Maria Pet… 15 NaN
8484 Team Sonic Racing: Overdrive 2019 NaN [‘Animation’, ‘ Short’, ‘ Action’]td> 9.7 NaN It’s Team Dark VS. Team Sonic as the race heat… NaN [[‘Directors:Tyson Hesse’, ‘Marko Larazabi’]td> 15 NaN
8633 Ninjago: Masters of Spinjitzu 2019 NaN [[‘Animation’, ‘ Action’, ‘ Adventure’]td> 9.6 NaN Add a Plot\n Frederik Budolph-Larsen [[‘Michael Adamthwaite’, ‘Jennifer Hayward’, ‘Z… 14 NaN
8877 Mother’s Day 2019 Video NaN [‘Animation’]td> 9.5 NaN Add a Plot\n James Snider [[‘Maria Petrano’, ‘Jacob Whiteshed’]td> 13 NaN
9554 Date a Live 2019 23.0 [[‘Animation’, ‘ Action’, ‘ Comedy’]td> 9.5 NaN Shido is losing his head and losing friends fa… NaN [[‘Star:Jamie Marchi’]td> 11 NaN

「Tangled: The Series」はディズニーアニメなので面白いと思われる。次にIMDBスコアが7〜8の作品を見てみる。

df8[([(df8['IMDBスコア']span>>6.9)&(df8['IMDBスコア']span><8)&(df8['投票数']span><1e4)].sort_values(by='投票数',ascending=False).head(10)
タイトル 公開年 上映時間 ジャンル IMDBスコア メタスコア あらすじ 監督 出演者 投票数 興行収入
207 Batman vs Teenage Mutant Ninja Turtles 2019 Video 87.0 [[‘Animation’, ‘ Action’, ‘ Adventure’]td> 7.2 NaN Batman, Batgirl and Robin forge an alliance wi… Jake Castorena [[‘Troy Baker’, ‘Eric Bauza’, ‘Darren Criss’, ‘… 3878 NaN
236 Monsieur Link 2019 94.0 [‘Animation’, ‘ Adventure’, ‘ Comedy’]td> 7.0 68.0 Mr. Link recruits explorer Sir Lionel Frost to… Chris Butler [[‘Hugh Jackman’, ‘David Walliams’, ‘Stephen Fr… 3382 $16.64M
313 Tuca & Bertie 2019 26.0 [‘Animation’, ‘ Comedy’]td> 7.4 NaN The story of two 30-year old bird women who li… NaN [[‘Stars:Tiffany Haddish’, ‘Ali Wong’, ‘Steven … 2268 NaN
586 Trailer Park Boys: The Animated Series 2019 25.0 [‘Animation’, ‘ Comedy’]td> 7.8 NaN Nova Scotia’s favorite miscreants have always … NaN [[‘Stars:John Paul Tremblay’, ‘Robb Wells’, ‘Mi… 1052 NaN
592 Ultraman 2019 25.0 [‘Animation’, ‘ Action’, ‘ Sci-Fi’]td> 7.0 NaN Shinjiro Hayata learns that his father passed … NaN [[‘Stars:D.C. Douglas’, ‘Tara Sands’, ‘Cristina… 1041 NaN
883 Gen: Lock 2019 30.0 [‘Animation’, ‘ Adventure’, ‘ Sci-Fi’]td> 7.8 NaN Earth, 2068. City by city, free society is bei… NaN [[‘Stars:Michael B. Jordan’, ‘Golshifteh Faraha… 654 NaN
1161 White Snake 2019 99.0 [‘Animation’, ‘ Fantasy’, ‘ Romance’]td> 7.4 NaN A love story between a snake spirit and a snak… Directors:Amp Wong, Ji Zhao [[‘Zhe Zhang’, ‘Tianxiang Yang’, ‘Xiaoxi Tang’]td> 462 NaN
1386 The Quintessential Quintuplets 2019 24.0 [[‘Animation’, ‘ Comedy’, ‘ Romance’]td> 7.1 NaN A poor, straight A student is hired to tutor s… NaN [[‘Stars:Yoshitsugu Matsuoka’, ‘Kana Hanazawa’,… 365 NaN
1427 Family Guy 2019 22.0 [‘Animation’, ‘ Comedy’]td> 7.1 NaN Stewie and Brian travel to Garbage Island to r… Jerry Langford [[‘Seth MacFarlane’, ‘Alex Borstein’, ‘Seth Gre… 352 NaN
1537 Code Geass: Lelouch of the Re;Surrection 2019 112.0 [‘Animation’, ‘ Action’, ‘ Adventure’]td> 7.9 NaN The story takes place several years after Lelo… Gorô Taniguchi [[‘Jun Fukuyama’, ‘Yukana Nogami’, ‘Takahiro Sa… 317 $0.52M

Ultramanが面白そうなので調べてみたら、これもネットフリックスオリジナル作品だった。最後に名探偵コナンを検索してみる。

df8[(df8['タイトル']span>.str.contains("Conan"))]
タイトル 公開年 上映時間 ジャンル IMDBスコア メタスコア あらすじ 監督 出演者 投票数 興行収入
2727 Detective Conan: The Fist of Blue Sapphire 2019 NaN [[‘Animation’, ‘ Action’, ‘ Adventure’]td> 6.8 NaN The world’s greatest blue sapphire, the “blue … Tomoka Nagaoka [[‘Yu Asakawa’, ‘Kurt Common’, ‘Ryan Drees’, ‘C… 136 NaN
8491 Conan le detective 2019 NaN [‘Animation’, ‘ Comedy’, ‘ Crime’]td> 9.2 NaN Add a Plot\n NaN [[”]td> 15 NaN

映画「名探偵コナン 紺青の拳」のスコア低過ぎだし、投票数も少な過ぎ。コナンは完全にガラニメ(ガラパゴスアニメ)と化している。

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