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Py "Baseball" Data入門〜サービス(と野球)を支えるデータ分析基盤 #monotarotech

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MonotaRO TechTalk #4「データ分析」 発表資料http://www.kokuchpro.com/event/monotarotech4/

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Py "Baseball" Data入門〜サービス(と野球)を支えるデータ分析基盤 #monotarotech

  1. 1. Py “Baseball” Data ( ) MonotaRO TechTalk #4 2016/11/25 Shinichi Nakagawa(Baseball Analyst&Pythonista)
  2. 2. Starting Member • Who am I?( ) • PyData • Python •
  3. 3. Who am I? • Shinichi Nakagawa(@shinyorke) • Python , Hack ※ Python • HR . • Python/PyData/Agile/Scrum Master • • ( ) .
  4. 4. PyCon JP 2016
  5. 5. ( ) • Python • • • Itoi… ( • &
  6. 6. PyData
  7. 7. PyData #
  8. 8. “”” PyData Python Python Library “”” ※@iktakahiro http://www.slideshare.net/ iktakahiro/pydata-67913897
  9. 9. PyData • , ,Python 
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  11. 11. , Web
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  16. 16. , Web
  17. 17. # • (DB ) • = , , ※ • =DB, , ( ) 
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  18. 18. & ( & )
  19. 19. PyData • Grafana • Re:dash • Jupyter
  20. 20. Grafana • Elastic search, Cloud Watch metrics . • OSS, . • BI(Business Intelligence) , . • . • http://grafana.org/ • , ( & )
  21. 21. Re:dash • Web • RDBMS, KVS, Google Analytics,etc… • ( ) OSS
 AWS(EC2)/GCE/Docker • Flask(Python) + Angular JS
 Mail Slack •
  22. 22. Re:dash MLB Retrosheet 
 Metrics
  23. 23. Re:dash
  24. 24. Docker VISASQ TECH BLOG Re:dash Docker for Mac https://tech.visasq.com/redash-docker/
  25. 25. Jupyter • & • Python & • notebook • (kernel) Python • Google Cloud Datalab
  26. 26. Jupyter ( ) • Jupyter ipykernel jupyter-console notebook ,
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  27. 27. Jupyter (Jupyter lab) PyCon JP 2016 
 Jupyter notebook Jupyter lab
  28. 28. PyData • Re:dash
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  32. 32. “”” “”” https://ja.wikipedia.org/ wiki/
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  35. 35. http://www.daily.co.jp/tigers/2016/11/25/0009697275.shtml
  36. 36. • • • FA •
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  40. 40. (PyData + ) • • scrapy & CSV • CSV pandas, seaborn, jupyter & • ( ) , (RC,RC27 ) • ( )
  41. 41. RC(Run Created) • , ,
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  42. 42. RC 18%(99.8 / 544.8 *100) ※RC (544) (499) ( )
  43. 43. RC 18%(99.8 / 544.8 *100) ※RC (544) (499) ( )
  44. 44. RC • 18% • • ,RC 
 = • RC
  45. 45. RC27 • 9 1 ? • VS , !? • RC (3 ×9 =27 ) ,
  46. 46. RC27
  47. 47. RC27
  48. 48. RC27
  49. 49. ??? RC27 !?
  50. 50. RC27 5 6 …
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  53. 53. RC27 • • • ( , OK) • ( ) ? • 2015 1 ,

  54. 54. RC/RC27 • (RC/RC27 ) • ( ) • • ( )
 ※ DELTA http://1point02.jp/op/index.aspx
  55. 55. ( ) http://www.daily.co.jp/tigers/2016/11/25/0009697275.shtml
  56. 56. • ? • ? • ( )RC27
  57. 57. RC27 (39) …w
  58. 58. RC27 (39) …w
  59. 59. RC27 (39) …w
  60. 60. RC27 (39) …w
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  62. 62. RC27 • • , • ( 40 ) 
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  63. 63. RC27 • (RC27 ) • 
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  64. 64. RC27 ( ) 1.( ) 2.( ) 3.( ) 4.( ) 5.( ) 6.( ) 7.( ) 8.( ) 9.( ) (
  65. 65. • 
 
 • • ... • …
  66. 66. & Shinichi Nakagawa(Twitter/Facebook/visasQ:@shinyorke)

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