DeNA流データエンジニアリングの極意

Developers Summit 2017 における「DeNA の機械学習基盤と分析基盤」の発表から「データエンジニアリングの極意」のパートを抜き出したもの。「機械学習基盤」のパートについては https://speakerdeck.com/sonots/dena-aisisutemubu-niokerukuraudowohuo-yong-sitaji-jie-xue-xi-ji-pan-falsegou-zhu を参照。

Transcript

1. Copyright (C) DeNA Co.,Ltd. All Rights Reserved. ʲ#ʳ%F/"ͷ
   ػցֶशج൫ͱ෼ੳج൫
   EFWTVNJ# 1 Feb 17, 2017 Developer Summit 2017 Naotoshi Seo AI System Division
 DeNA Co., Ltd.
2. ˞%F/"ͷػցֶशج൫ͱ෼ੳج൫
   ͷࢿྉ͔Β෼ੳج൫ͷύʔτ
   ʮσʔλΤϯδχΞϦϯάͷۃҙʯ
   Λൈ͖ग़ͨ͠΋ͷͰ͢ 2 Copyright (C) DeNA Co.,Ltd. All Rights Reserved. ˞ػցֶशج൫ͷύʔτ͸ͪ͜Β
   IUUQTTQFBLFSEFDLDPNTPOPUTEFOB BJTJTVUFNVCVOJPLFSVLVSBVEPXPIVPZPOHTJUBKJKJF YVFYJKJQBOGBMTFHPV[IV
3. ࣗݾ঺հ 3 Copyright (C) DeNA Co.,Ltd. All Rights Reserved. ɾ੉ඌ௚ར
   !TPOPUT
   ɾ"*γεςϜ෦
   چ෼ੳج൫෦
   ɾ"OBMZUJDT
   5PPMT
   νʔϜ
   
   
   
   $MPVE
   *OGSB
   νʔϜ
   
   
   
   ϦʔυΤϯδχΞ
   ɾ'MVFOUE
   
   3VCZ
   ίϛολ
4. σʔλϨΠΫͱ%8)ʹ෼͚Δ΂͠
   4 Copyright (C) DeNA Co.,Ltd. All Rights Reserved. 1 2 ετϦʔϛϯάऩूʹ͸όοϑΝΛ ઃ͚Δ΂͠
   3 3FUSZBCMF
   ʹ͢΂͠
   4 7BMJEBUJPO
   ͢΂͠
   5 42-Ͱ෼ੳ͢΂͠
   6 ࠶औΓࠐΈΛ༰қʹ͢΂͠
   DeNAྲྀσʔλΤϯδχΞϦϯάͷۃҙ
5. σʔλϨΠΫͱσʔλ΢ΣΞϋ΢ε 5 Copyright (C) DeNA Co.,Ltd. All Rights Reserved. σʔλϨΠΫͱDWHʹ෼͚Δ΂͠ DB Log Data Lake ౷߹DWH Data Source શͯ͸Ұ౓σʔλ ϨΠΫʹೖΔ ҙࢥܾఆͷͨΊʹ ໨తผʹฤ੒͞Εɺ ౷߹͞Εͨ࣌ܥྻ σʔλϕʔε ※ ͞ΒʹΞϓϦέʔγϣϯ༻ʹ༻ҙͨ͠ Data MartΛ࣋ͭ૊৫΋͋Δׂ͕Ѫ
6. 6 Copyright (C) DeNA Co.,Ltd. All Rights Reserved. σʔλϨΠΫͱDWHʹ෼͚Δ΂͠ DB Log Data Lake ౷߹DWH Data Source HDFS %F/"ͷ৔߹ Google BigQuery (BQʹҠߦத)
7. 7 Copyright (C) DeNA Co.,Ltd. All Rights Reserved. σʔλϨΠΫͱDWHʹ෼͚Δ΂͠ • ऩू͚ͩͰ΋ࠔ೉͕͋Δ
   • σʔλ͕͚͍ܽͯͳ͍͔
   • ٯʹɺσʔλ͕ॏෳ͍ͯ͠ͳ͍͔
   • ଞͷ͜ͱ·Ͱಉ࣌ʹߟ͑Δͷ͸೉͍͠
   • ϑΥʔϚοτͷ౷Ұ
   • ΧϥϜ໊ͷ౷Ұ
   • σʔλόϦσʔγϣϯ
   • ΦϯϥΠϯεΩʔϚมߋ
   • ूΊΔ͜ͱ͚ͩʹઐ೦͢Δ
   • શͯͷσʔλ͸ͦ͜ʹ͋Δ ͱʹ͔͘σʔλϨΠΫʹूΊΔ
8. σʔλϨΠΫͱ%8)ʹ෼͚Δ΂͠
   8 Copyright (C) DeNA Co.,Ltd. All Rights Reserved. DeNAྲྀσʔλΤϯδχΞϦϯάͷۃҙ 1 2 ετϦʔϛϯάऩूʹ͸όοϑΝΛ ઃ͚Δ΂͠
   3 3FUSZBCMF
   ʹ͢΂͠
   4 7BMJEBUJPO
   ͢΂͠
   5 42-Ͱ෼ੳ͢΂͠
   6 ࠶औΓࠐΈΛ༰қʹ͢΂͠
   
9. ετϦʔϛϯάऩू
   ͱ
   όονऩू
   9 Copyright (C) DeNA Co.,Ltd. All Rights Reserved. ετϦʔϛϯάऩूʹ͸όοϑΝΛઃ͚Δ΂͠
10. 10 Copyright (C) DeNA Co.,Ltd. All Rights Reserved. ετϦʔϛϯάऩूͱόονऩू • ϦΞϧλΠϜʹ͍ۙ ετϦʔϛϯάऩू • ӡ༻͕೉͍͠
    • ϓϩηεΛσʔϞϯԽ͠ৗறԽͤ͞ΔͨΊϝϞ ϦϦʔΫͷ໰୊ΛҾ͖ى͜͠΍͍͢
    • Ұ෦ܽଛͨ͠৔߹ͷ࠶సૹ͕ࠔ೉
    • ߴτϥϑΟοΫͳ࣌ؒͰͷෛՙ্ঢʹΑΔసૹ ஗Ԇͷൃੜ ϦΞϧλΠϜੑͷ୲อ ❌ܽ఺ ⭕ར఺
11. 11 Copyright (C) DeNA Co.,Ltd. All Rights Reserved. ετϦʔϛϯάऩूͱόονऩू όονऩू • ϓϩηε͕ৗற͠ͳ͍ͨΊɺϝϞϦϦʔΫ΋ॏେͳ ໰୊ͱ͸ͳΒͣπʔϧͷ࣮૷͕༰қ
    • σʔλͷऔΓ௚͠΋Ұൠతʹ࠶࣮ߦ͢Δ͚ͩͰ༰қ • ϦΞϧλΠϜੑ͕ͳ͍
    • ϚγϯϦιʔεΛ࠷େʹར༻͠Α͏ͱ͢ΔͨΊɺଞ ͷγεςϜʹӨڹΛ༩͑ͯ͠·͏͜ͱ͕͋Δ
    • ॲཧ͕ऴΘͬͨΒશ͘ϦιʔεΛ࢖Θͳ͘ͳΔ %BJMZ΋͘͠͸)PVSMZͰόονπʔϧΛىಈ ⭕ར఺ ❌ܽ఺
12. %F/"ͰͷετϦʔϛϯάͱόονͷ࢖͍෼͚ 12 Copyright (C) DeNA Co.,Ltd. All Rights Reserved. ετϦʔϛϯάऩूͱόονऩू • ϩάऩू ετϦʔϛϯά όον • .Z42-ʹ֨ೲ͞Ε͍ͯΔϚελσʔλͷऔΓࠐΈ
    • σʔλసૹ
    )%'4͔Β#2΁ͷऔΓࠐΈ
    FUD
13. 13 Copyright (C) DeNA Co.,Ltd. All Rights Reserved. Web Web Web Cassandra Storm HBase ログコレクタ Hadoop HDFS ログAPI イベント ログ %F/"ͷϩάऩूج൫ • qVFOUE
    ·ͨ͸
    IBEPPQ
    MPH
    EBFNPO
    ͱ͍ ͏಺੡πʔϧ
    ͕ϩά"1*ʹσʔλΛૹΔ
    • )%'4ʹ֨ೲ͞ΕΔ ετϦʔϛϯάऩूͱόονऩू
14. 14 Copyright (C) DeNA Co.,Ltd. All Rights Reserved. DB (MySQL) Sqoop Importdb MapReduce ジョブ Map HDFS Map HDFS Map HDFS 起動 *NQPSUEC
    
    Ϛελσʔλͷόονऩू • Ϣʔβ৘ใͳͲͷϚελσʔλΛ࣋ͭαʔϏεͷσʔ λϕʔε .Z42- ͔Β೔࣌Ͱऔಘ
    • 4RPPQ
    Λϕʔεʹͨ͠಺੡*NQPSUECπʔϧɺ .BQ3FEVDFͰ)%'4ʹσʔλΛ֨ೲ
    ετϦʔϛϯάऩूͱόονऩू
15. Rails (Web UI) Embulk Sidekiq Worker Hadoop HDFS Vertica アナリスト 設定情報 (MySQL) ジョブキュー (Redis) Embulk Sidekiq Worker 15 Copyright (C) DeNA Co.,Ltd. All Rights Reserved. .FEKFE
    
    όονͰσʔλసૹ • )%'4ͷσʔλΛ
    7FSUJDB
    PS
    #JH2VFSZʹҠ͢
    • &NCVMLΛόοΫΤϯυʹͨ͠಺੡
    3BJMT
    ΞϓϦ έʔγϣϯ
    .FEKFE
    ͰσʔλΛసૹ ετϦʔϛϯάऩूͱόονऩू
16. σʔλϨΠΫͱ%8)ʹ෼͚Δ΂͠
    16 Copyright (C) DeNA Co.,Ltd. All Rights Reserved. DeNAྲྀσʔλΤϯδχΞϦϯάͷۃҙ 1 2 ετϦʔϛϯάऩूʹ͸όοϑΝΛ ઃ͚Δ΂͠
    3 3FUSZBCMF
    ʹ͢΂͠
    4 7BMJEBUJPO
    ͢΂͠
    5 42-Ͱ෼ੳ͢΂͠
    6 ࠶औΓࠐΈΛ༰қʹ͢΂͠
    
17. 17 Copyright (C) DeNA Co.,Ltd. All Rights Reserved. Web Web Web Cassandra Storm HBase ログコレクタ Hadoop HDFS ログAPI イベント ログ %F/"ͷϩάऩूج൫ • $BTTBOESB͕όοϑΝϨΠϠʔ
    • ࡉ͔͘ॻ͖ࠐΉͱɺ*0ෛՙ͕ߴ·Γɺ·ͨஅยԽ ͕ى͜Γ΍͍͢
    • ૹ৴ଆ qVFOUE ʹ΋όοϑΝϨΠϠʔ͕͋Γɺ σʔλΛ·ͱΊͯૹΔ͜ͱͰޮ཰Խ͍ͯ͠Δ
18. σʔλϨΠΫͱ%8)ʹ෼͚Δ΂͠
    18 Copyright (C) DeNA Co.,Ltd. All Rights Reserved. DeNAྲྀσʔλΤϯδχΞϦϯάͷۃҙ 1 2 ετϦʔϛϯάऩूʹ͸όοϑΝΛ ઃ͚Δ΂͠
    3 3FUSZBCMF
    ʹ͢΂͠
    4 7BMJEBUJPO
    ͢΂͠
    5 42-Ͱ෼ੳ͢΂͠
    6 ࠶औΓࠐΈΛ༰қʹ͢΂͠
    
19. 19 Copyright (C) DeNA Co.,Ltd. All Rights Reserved. Retryableʹ͢΂͠ 3 3FUSZBCMF
    ʹ͢΂͠
    • खಈͰ࠶࣮ߦͨ͠৔߹ͷߟ͑ࣄΛগͳ͘
    • ࣗಈϦτϥΠΛೖΕΒΕΔΑ͏ʹ
20. 20 Copyright (C) DeNA Co.,Ltd. All Rights Reserved. Retryableʹ͢΂͠ 3 3FUSZBCMF
    ʹ͢Δۃҙ
    ᶃ ΂͖౳ʹ͢΂͠
    ᶄ BUPNJD
    ʹ͢΂͠
    ᶅ VVJEͰॏෳআ֎͢΂͠
21. 21 Copyright (C) DeNA Co.,Ltd. All Rights Reserved. ᶃ΂͖౳ʹ͢΂͠ • ϦτϥΠͰಉ͡σʔλΛೋॏʹೖΕͯ͠·͏ Retryableʹ͢΂͠ ❌ϦτϥΠػೳͰΑ͘ൃੜ͢Δ໰୊ ⭕ରॲ๏ ͋Δૢ࡞Λ1ճߦͬͯ΋ෳ਺ճߦͬͯ΋݁Ռ͕ಉ͡Ͱ͋Δ͜ͱ ႈ౳ੑ • ௥هͰ͸ͳ্͘ॻ͖͕ݪଇ
    • ྫ
    #2ͷ৔߹
    83*5&@"11&/%
    Ͱ͸ͳ͘
    83*5&@536/$"5&
    • ͦΕͰ΋௥ه͍ͨ͠৔߹͸ϢχʔΫͳ
    KPC@JE
    ΛৼΓɺϦτϥ Π͕૸ͬͯ΋ॏʹ࣮ߦ͞Εͳ͍Α͏ʹ͢Δ
22. 22 Copyright (C) DeNA Co.,Ltd. All Rights Reserved. FNCVMLPVUQVUCJHRVFSZ
    ੿࡞ • BQQFOE
    Ϟʔυͱ
    SFQMBDF
    Ϟʔυ
    • 83*5&@"11&/%
    Λ࢖ͬͨ
    BQQFOE
    Ϟʔυ
    • 83*5&@536/$"5&
    Λ࢖ͬͨ
    SFQMBDF
    Ϟʔυ
    • SFQMBDF
    ϞʔυΛ࢖͏‷
    ŋŷŋ و ̑̑
    • ಺෦తʹ
    VOJRVF
    ͳ
    KPC@JE
    Λੜ੒
    • #JH2VFSZ
    ଆͰෆҙʹϦτϥΠ͕૸ͬͯ΋σʔλ ͕ॏෳ͠ͳ͍Α͏ʹ͍ͯ͠Δ ΂͖౳ʹ͢΂͠
23. 23 Copyright (C) DeNA Co.,Ltd. All Rights Reserved. ᶄBUPNJD
    ʹ͢΂͠ • ్த·Ͱ͔͠σʔλ͕֨ೲ͞Ε͍ͯͳ͍ঢ়ଶͰޙଓ ͷδϣϒΛ࣮ߦͯ͠͠·͏
    • ϦτϥΠ͢Δͱɺ֨ೲઌσʔλ͕Ұ࣌తʹফ͞Εͯ ͠·͍ɺσʔλ͕ଘࡏ͍ͯ͠ͳ͍ॠ͕ؒൃੜ͢Δ τϥϯβΫγϣϯʹؚ·ΕΔλεΫ͕શ࣮ͯߦ͞ΕΔ ͔ɺ͋Δ͍͸શ࣮͘ߦ͞Εͳ͍͜ͱΛอূ͢Δੑ࣭ Retryableʹ͢΂͠ atomicity ❌Α͘ൃੜ͢Δ໰୊
24. 24 Copyright (C) DeNA Co.,Ltd. All Rights Reserved. %F/"ͷ৔߹ • BUPNJD
    ͳૢ࡞ΛετϨʔδ͝ͱʹௐࠪ
    • )%'4
    • UNQ
    σΟϨΫτϦʹσʔλΛॻ͍ͯશͯ׬ྃ ͨ͠Β
    SFOBNF
    • 7FSUJDB
    • UNQ
    ςʔϒϧʹσʔλΛॻ͍ͯɺ"-5&3
    5"#-&
    3&/".&
    50
    Ͱ
    TXBQ
    • #JH2VFSZ
    • UNQ
    ςʔϒϧʹσʔλΛॻ͍ͯɺDPQZ
    KPC atomicʹ͢΂͠
25. 25 Copyright (C) DeNA Co.,Ltd. All Rights Reserved. ᶅVVJEͰॏෳআ֎͢΂͠ • ઀ଓ͕ෆҙʹ੾ΕͯϦτϥΠ͕૸Γ͕ͪ
    • ಉ͡σʔλ͕ೋॏʹೖͬͯ͠·͏ Retryableʹ͢΂͠ ❌ΫϥΠΞϯτϩάͰΑ͘ൃੜ͢Δ໰୊ • ϩάʹ
    VVJE
    ͳΧϥϜΛઃ͚ͯσʔλॏෳআ֎͢Δ ⭕ରॲ๏
26. 26 Copyright (C) DeNA Co.,Ltd. All Rights Reserved. Web Web Web Cassandra Storm HBase ログコレクタ Hadoop HDFS ログAPI イベント ログ %F/"ͷ৔߹ • ΫϥΠΞϯτϩάߦͣͭʹVVJE
    • ϩάऩूج൫Ͱॏෳআڈ
    • %8)Ͱ
    %*45*/$5
    Ͱॏෳআڈ uuid Ͱॏෳআ֎͢΂͠
27. σʔλϨΠΫͱ%8)ʹ෼͚Δ΂͠
    27 Copyright (C) DeNA Co.,Ltd. All Rights Reserved. DeNAྲྀσʔλΤϯδχΞϦϯάͷۃҙ 1 2 ετϦʔϛϯάऩूʹ͸όοϑΝΛ ઃ͚Δ΂͠
    3 3FUSZBCMF
    ʹ͢΂͠
    4 7BMJEBUJPO
    ͢΂͠
    5 42-Ͱ෼ੳ͢΂͠
    6 ࠶औΓࠐΈΛ༰қʹ͢΂͠
    
28. 28 Copyright (C) DeNA Co.,Ltd. All Rights Reserved. 7BMJEBUJPO
    ͢΂͠ • ͳʹ΋Τϥʔ͕ى͜ΒͣͲ͔͜Ͱσʔλ͕ /6--஋ʹมΘ͍ͬͯͨ
    • ྫ
    %8)ͷΧϥϜܕΛ
    JOU
    ܕʹ͍͕ͯͨ͠ɺ σʔλϨΠΫʹ
     
    ͷΑ͏ͳσʔλ͕ೖΔ͜ ͱ͕͋ͬͨ ❌Α͘ൃੜ͢Δ໰୊ • 7BMJEBUJPOͯ͠ૣΊʹؾͮ͘΂͠ ⭕ରॲ๏ Validation͢΂͠ 4
29. 29 Copyright (C) DeNA Co.,Ltd. All Rights Reserved. Spreadsheet্ͷςʔϒϧఆٛΛWeb UI ͔ΒऔΓࠐΈɺϝλ৘ใͱͯ͠ѻ͏ SpreadsheetͰఆٛ͞Εͨ ςʔϒϧఆٛॻ .FEKFE
    
    (44ͰΧϥϜͷܕఆٛ Validation͢΂͠ औΓࠐΈ࣌ʹܕνΣοΫΛߦ͏
30. σʔλϨΠΫͱ%8)ʹ෼͚Δ΂͠
    30 Copyright (C) DeNA Co.,Ltd. All Rights Reserved. DeNAྲྀσʔλΤϯδχΞϦϯάͷۃҙ 1 2 ετϦʔϛϯάऩूʹ͸όοϑΝΛ ઃ͚Δ΂͠
    3 3FUSZBCMF
    ʹ͢΂͠
    4 7BMJEBUJPO
    ͢΂͠
    5 42-Ͱ෼ੳ͢΂͠
    6 ࠶औΓࠐΈΛ༰қʹ͢΂͠
    
31. 31 Copyright (C) DeNA Co.,Ltd. All Rights Reserved. 42-Ͱ෼ੳ͢΂͠ ❌υϦϧΞοϓɺυϦϧμ΢ϯͳͲ42-ࣗಈੜ ੒ܥͷ#*πʔϧͷ໰୊఺
    • ಺෦Ͱෳࡶ͕ΫΤϦ͕࡞ΒΕͯҟৗʹॏ͍
    • πʔϧ͕αϙʔτ͓ͯ͠Βͣ΍Γ͍ͨ͜ͱ͕ Ͱ͖ͳ͍৔߹͕͋Δ
    ⭕෼ੳऀ͕ࣗ෼Ͱ42-Λهड़͢Δ΂͠
    • ѹ౗తͳࣗ༝౓
    
     SQLͰ෼ੳ͢΂͠ 5
32. 32 Copyright (C) DeNA Co.,Ltd. All Rights Reserved. "SHVT
    
    ಺੡Ϩϙʔτπʔϧ 1. ΫΤϦΛॻ͘ 2. νϟʔτԽͷઃ ఆΛߦͳ͏ 3. Ϩϙʔτ͕ ग़དྷΔʂ ๻ΞʔΨε ͘Μ! SQLͰ෼ੳ͢΂͠
33. Copyright © DeNA Co.,Ltd. All Rights Reserved. ෳ਺ͷϨϙʔτΛ·ͱΊͯμογϡϘʔυʹ! ഑ஔ΋ࣗ༝ʹग़དྷΔʂ ϨϙʔτΛ ू໿ʂ SQLͰ෼ੳ͢΂͠
34. σʔλϨΠΫͱ%8)ʹ෼͚Δ΂͠
    34 Copyright (C) DeNA Co.,Ltd. All Rights Reserved. DeNAྲྀσʔλΤϯδχΞϦϯάͷۃҙ 1 2 ετϦʔϛϯάऩूʹ͸όοϑΝΛ ઃ͚Δ΂͠
    3 3FUSZBCMF
    ʹ͢΂͠
    4 7BMJEBUJPO
    ͢΂͠
    5 42-Ͱ෼ੳ͢΂͠
    6 ࠶औΓࠐΈΛ༰қʹ͢΂͠
    
35. 35 Copyright (C) DeNA Co.,Ltd. All Rights Reserved. ࠶औΓࠐΈΛ༰қʹ͢΂͠ • ࠶औΓࠐΈ͸සൟʹൃੜ͠͏Δ
    • σʔλ஗Ԇ
    • σʔλෆਖ਼
    • औΓࠐΈࣦഊ
    #JH2VFSZ͕ෆ҆ఆ
    • ༰қʹͰ͖Δ͜ͱͰӡ༻ָ͕ʹͳΔ ࠶औΓࠐΈΛ༰қʹ͢΂͠ 6
36. 36 Copyright (C) DeNA Co.,Ltd. All Rights Reserved. ࠶औΓࠐΈΛ༰қʹ͢Δۃҙ ࠶औΓࠐΈΛ༰қʹ͢΂͠ 6 ᶃ 3FUSZBCMF
    ʹ͢΂͠
    • ΂͖౳ʹ͢΂͠
    • BUPNJD
    ʹ͢΂͠
    • VVJEͰॏෳഉআ
    ᶄ ࣌ؒύϥϝʔλͷࢦఆΛՄೳʹ͢΂͠
    ᶅ σʔλൃੜ࣌ࠁͰσʔλΛ෼͚Δ΂͠
    ᶆ σʔλͷͭͳ͕ΓΛ؅ཧ͢Δ΂͠
37. 37 Copyright (C) DeNA Co.,Ltd. All Rights Reserved. ᶄ࣌ؒύϥϝʔλͷࢦఆΛՄೳʹ͢΂͠ • ࣌ؒύϥϝʔλΛ
    EBUF
    ίϚϯυ΍
    /08
    ͷΑ ͏ͳ
    42-
    ؔ਺Ͱࢦఆ
    • ࣮ߦλΠϛϯάͰύϥϝʔλ͕ܾ·ͬͯ͠·͍ɺ࠶ ࣮ߦͰ͖ͳ͍ ❌Α͋͘Δ໰୊ • σϑΥϧτ஋ͱͯ͠ͷ
    /08
    Ҏ֎ʹ΋ɺ࠶࣮ߦ ࣌ʹɺ࣌ؒύϥϝʔλΛࢦఆͰ͖ΔΑ͏ʹ͓ͯ͘͠ ⭕ରॲ๏ ࠶औΓࠐΈΛ༰қʹ͢΂͠
38. 38 Copyright (C) DeNA Co.,Ltd. All Rights Reserved. ࣌ؒύϥϝʔλͷࢦఆΛՄೳʹ͢΂͠ ϘλϯҰͭͰςʔϒϧ ࡞੒/ߋ৽ ೔෇Λࢦఆͯ͠ ࠶औΓࠐΈ࣮ߦ ΧϨϯμʔͰऔΓࠐΈ ঢ়گΛ֬ೝग़དྷΔ औΓࠐΈͷৄࡉ৘ใ͕ ֬ೝग़དྷΔɻ .FEKFE
    
    8FC
    6*
    ͔Β࠶࣮ߦ ࠶औΓࠐΈΛ༰қʹ͢΂͠
39. 39 Copyright (C) DeNA Co.,Ltd. All Rights Reserved. ᶅσʔλൃੜ࣌ࠁͰσʔλΛ෼͚Δ΂͠ • σʔλൃੜ࣌ࠁͰσΟϨΫτϦΛ෼ׂ
    • ϩάൃੜ࣌ࠁɺߦߋ৽࣌ࠁ
    ·ͨ͸औΓࠐΈ࣌ࠁ
    • ಛఆσΟϨΫτϦͷΈͷ࠶औΓࠐΈ‷
    ŋŷŋ و ̑̑
    • )%'4ͷσΟϨΫτϦΛ೔࣌Ͱ෼͚͍ͯͳ͍
    • ࠶औΓࠐΈ͕શσʔλऔΓࠐΈʹͳΔ
    • σʔλճऩ࣌ࠁͰσΟϨΫτϦΛ෼ׂ
    • ෼ੳର৅೔ͷσʔλΛ࠶औΓࠐΈ͢Δͷʹ
    
    ϑΟϧλϦϯάͱϚʔδ͕ඞཁʹͳΔ ❌Α͋͘Δ໰୊ ⭕ରॲ๏ ࠶औΓࠐΈΛ༰қʹ͢΂͠
40. 40 Copyright (C) DeNA Co.,Ltd. All Rights Reserved. %F/"ͷ৔߹ • σʔλൃੜ࣌ࠁͰσʔλ෼ׂ
    • )%'4
    
    :NE
    ͰσΟϨΫτϦ෼ׂ
    • 7FSUJDB
    
    E
    EBUF
    ΧϥϜͰ෼ׂ
    • #JH2VFSZ
    
    @:NE
    αϑΟοΫεͰςʔϒ ϧ෼ׂ͢Δ͔
    :NE
    ͰύʔςΟγϣϯ σʔλൃੜ࣌ࠁͰσʔλΛ෼͚Δ΂͠
41. 41 Copyright (C) DeNA Co.,Ltd. All Rights Reserved. ᶆσʔλͷͭͳ͕ΓΛ؅ཧ͢Δ΂͠ • ࠶࣮ߦ͍͕ͨ͠ɺͲͷδϣϒ͕Ͳͷσʔλʹґଘ͠ ͍ͯΔͷ͔Α͘෼͔Βͳ͍
    • δϣϒΛఆٛͨ͠ਓ͔͠Θ͔Βͳ͍ଐਓঢ়ଶ ࠶औΓࠐΈΛ༰қʹ͢΂͠ ❌Α͋͘Δ໰୊ ⭕ରॲ๏ • ϫʔΫϑϩʔπʔϧ΍
    +FOLJOT
    ύΠϓϥΠϯͰ ґଘؔ܎Λ੔ཧ͢Δ
42. 42 Copyright (C) DeNA Co.,Ltd. All Rights Reserved. • σʔλϨΠΫͱ%8)ʹ෼͚Δ΂͠
    • ετϦʔϛϯάऩूʹ͸όοϑΝΛઃ͚Δ΂͠
    • 3FUSZBCMF
    ʹ͢΂͠
    • ΂͖౳ʹ͢΂͠
    • BUPNJD
    ʹ͢΂͠
    • VVJE
    Ͱॏෳഉআ͢΂͠
    • 7BMJEBUJPO
    ͢΂͠
    • 42-
    Ͱ෼ੳ͢΂͠
    • ࠶औΓࠐΈΛ༰қʹ͢΂͠
    • 3FUSZBCMF
    ʹ͢΂͠
    • ࣌ؒύϥϝʔλͷࢦఆΛՄೳʹ͢΂͠
    • σʔλൃੜ࣌ࠁͰσʔλΛ෼͚Δ΂͠
    • σʔλͷͭͳ͕ΓΛ؅ཧ͢Δ΂͠ ·ͱΊ 1 2 3 4 5 6