IPython과 Pandas를 활용한 게임데이터 분석 - PyConKR 2014

IPython Notebook의 편리한 기능과 Pandas의 강력한 데이터 분석 능력으로 게임 로그 분석 시스템(WzDat)을 구축한 사례를 소개합니다. PyConKR 2014에서 발표된 내용입니다.

Transcript

1. *1ZUIPOҗ1BOEBTܳ
   ഝਊೠѱ੐ؘ੉ఠ࠙ࢳ
   

   View Slide

2. ߊ಴੗ࣗѐ
   ↟ ӣ੿઱ !IBKF
   
   ↟ ਗ%ূ૓ѱ੐௿ۄ੉঱౟ѐߊ
   ↟ അ੤r8FC[FO1MBZsীࢲѱ੐
   ؘ੉ఠࣻ૘߂࠙ࢳदझమѐߊ
   

   View Slide

3. *1ZUIPOҗ1BOEBT
   

   View Slide

4. *1ZUIPO OPUFCPPL
   
   ↟ ౵੉ॆਸਤೠ؊ա਷ੋఠ
   ۑ౭࠳ஹೊ౴ജ҃
   ↟ ਢ࠳ۄ਋੷ӝ߈ਵ۽5SZ
   %JTDPWFSܳಞܻೞѱ
   ೡࣻ੓׮ ؘ੉ఠ࠙ࢳী
   ୭੸
   
   

   View Slide

5. 1BOEBT
   ↟ 3੄࠙ࢳמ۱ਸ౵੉ॆਵ۽
   ↟ ؘ੉ఠ੄੿ഋച .VOHJOH
   
   ↟ ઱۽DTW౵ੌਸоઉ৬оҕ
   ↟ ъ۱ೠद҅ৌ࠙ࢳ 5JNF4FSJFT
   
   ↟ ా҅߂࠙ࢳҙ۲׮নೠӝמٜ
   

   View Slide

6. 8[%BU
   

   View Slide

7. 8[%BU
   ↟ 8FC[FO%BUB5PPMLJU੄ড੗ r৲எ؆sਵ۽੍਺
   
   ↟ *1ZUIPO1BOEBTӝ߈੄ѱ੐ ۽Ӓ
   ؘ੉ఠ࠙ࢳद
   झమਸٜ݅ӝਤ೧द੘
   ↟ *1ZUIPOҗ1BOEBT݅ਵ۽ࠗ઒ೠӝמਸࠁъ
   

   View Slide

8. ࠺੹
   ↟ য়ېػ೐۽ં౟ীࢲ௏٘ࣻ੿হ੉ॶࣻ੓ѱೞ੗
   ↟ ־ҳա3BXؘ੉ఠী੽Ӕೡࣻ੓ѱೞ੗
   ↟ ࠙ࢳҗ੿җѾҗܳ׮ܲࢎۈٜҗҕਬೞ੗
   ↟ ࠙ࢳਸ੗زചೞҊ दпചೞ੗
   

   View Slide

9. ҳࢿ
   ↟ 8[%BUನਕ؊
   ↟ 8[%BU౵੉ॆݽٕ
   ↟ 8[%BU؀एࠁ٘
   

   View Slide

10. View Slide

11. ನਕ؊ 'PSXBSEFS
    
    ↟ ౵੉ॆਵ۽݅ٚਦب਋ࢲ࠺झ QZFYF
    
    ↟ %# ۽Ӓ౵ੌ दझమ۽Ӓ ৘੿
    ١ਸѱ੐%#ࢲߡী
    ࢲ࠙ࢳࢲߡ۽੹࣠
    ↟ ࢸ੿౵ੌ ZBNM
    ীزӝച੿଼ӝࣿ
    

    View Slide

12. 8[%BU౵੉ॆݽٕ
    ↟ ݆਷۽Ӓ౵ੌ઺ਗೞחѪਸࡅܰѱ଺ইն
    ↟ ౵ੌఋੑMPH ECMPH ENQ
    ↟ ࣄ۩ఠGJMFT OPEFT TFSWFST EBUFT
    ↟ ࢚ࣻ೙ఠ݂OPEF TFSWFS EBUF
    ↟ ղਊѨ࢝GJOE
    ↟ 1BOEBTؘ੉ఠ೐ۨ੐ਵ۽߸ജUP@GSBNF
    

    View Slide

13. 8[%BU౵੉ॆݽٕदো
    ZPVUVCFSZH9+(&X
    

    View Slide

14. ؀एࠁ٘ %BTICPBSE
    
    ↟ *1ZUIPO֢౟࠘ীࢲ࠙ࢳػѾҗ݅಴द
    ↟ ౵ੌݺਵ۽рױ൤झாે݂߂Ӓܛ૙ӝ
    ↟ FY
    t<!઺ਃ>ؘੌܻ૑಴uݒੌदী࠙
    ࢳप೯റr઺ਃsӒܛীrؘੌܻ૑಴s೦ݾਵ۽١۾
    ↟ 6*ஶ౟܀ਸࢎਊೞৈ؀۝੄ؘ੉ఠ઺ੌࠗ݅ࢶఖ೧ࠁ
    ӝ
    

    View Slide

15. 8[%BU؀एࠁ٘दো
    ZPVUVCFNEJJ(N;5[D
    

    View Slide

16. റӝ
    

    View Slide

17. ѐߊೞݴו՛੼
    ↟ 5%%
    ↟ ੋఠ೐ܻఠ঱যחపझ౟о઺ਃ
    ↟ ޙࢲച
    ↟ ݅ٚࢎۈبөݡח׮աܳਤ೧ࢲद੘ೞ੗
    ↟ (JU IVC
    ਸੜഝਊೞ੗
    ↟ 7$4ܳੜॳחѪ਷೐۽Ӓې߁מ۱җ੉য૗
    ↟ ਦب਋ਊߓನܳਤ೧ࢲQZFYFॶ݅ೞ׮
    

    View Slide

18. ؘ੉ఠ࠙ࢳೞݴו՛੼
    ↟ അ੢੄ݾܻࣗীӈӝ਎ৈঠ
    ↟ بݫੋ૑ध੉হਵݶޖ঺ਸࠊঠೡ૑ݽܲ׮
    ↟ 1BOEBT۽؀ਊ۝࠙ࢳਸਤ೧ࢲח)%'ܳੜഝਊೞ੗
    ↟ ࠻ؘ੉ఠחইפযب)%%ਊ۝݅ఀٚٚ
    ↟ 1BOEBT௪ܻ୭੸ചҕࠗ೙ਃ
    ↟ ҃೷੉ऺੌࣻ۾௪ܻоૣই૓׮ݺܐೞҊࡈۄ૕оמࢿ
    ↟ ࢎਊ੗஘ച੸ੋदпചܳਤ೧Ҋ޹ೞ੗
    

    View Slide

19. ߓನೞݴו՛੼
    ↟ ೒ۖಬਵ۽ઁҕೞ۰פࢸ஖оցޖߣѢ܂׮
    ↟ *1ZUIPO1BOEBT V84(* OHJOY $FMFSZ 3FEJT 42-JUF
    )%' 4VQFSWJTPS
    ↟ ࣗझDMPOFറQJQ۽੄ઓݽٕࢸ஖ пઙझ௼݀౟߂$SPOUBCࢸ੿
    ߑച߷١दझమࢸ੿
    ↟ %PDLFS
    • docker pull haje01/wzdat
    

    View Slide

20. ب਑઱नٜ࠙
    ↟ झ݃౟झఠ٣߅അ਋੉ࢎש 8#&34
    
    ↟ ਢઃঙ೒ۨ੉੉ੋӏ؀಴ש
    ↟ ౵੉ॆ௏ܻইъթझఠ٣ৈ۞ٜ࠙
    

    View Slide

21. ٜয઱࣊ࢲхࢎ೤פ׮
    ѱ੐ؘ੉ఠ࠙ࢳীҙब੓ਵन࠙਷োۅ઱ࣁਃ_
    IBKF!OBWFSDPN
    

    View Slide