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33෼4ඵͰ͸͡ΊΔ Py “Baseball” Dataೖ໳ Shinichi Nakagawa @shinyorke (໺ٿPythonͷਓ)

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Who am I ? • Shinichi Nakagawa(@shinyorke) • Retty. Inc Engineer/Tech Lead • Python/PyData/Baseball Science/Agile • ໺ٿͷਓʮ໺ٿʯʮPythonʯͰݕࡧʂ • Ͳ͜ͷνʔϜͷϑΝϯ͔͸࡯͍ͯͩ͘͠͞

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͜ΕΛॻ͍ͨਓͰ͢(࣮࿩) ॳ৺ऀ͕PythonΛ֮͑ΔҝͷຊͷબͼํΛମܥԽͯ͠Έͨ(2017൛) http://shinyorke.hatenablog.com/entry/2017/01/15/170602

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Starting member • PyData #ͱ͸ • Py Baseball Data #ͱ͸ • 33෼4ඵ(ఔ౓)ͰͰ͖ΔPy “Baseball” Data • ·ͱΊ

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PyData #ͱ͸

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“”” PyDataͱ͸σʔλ෼ੳ΍σʔλ׆༻ ʹPythonͳΒͼʹPython Library Λ ར༻͠Α͏ͱ͍͏ਓྨͷӦΈͷ૯শ “”” ※@iktakahiro ͞Μͷ͓ݴ༿ΑΓൈਮ http://www.slideshare.net/ iktakahiro/pydata-67913897

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PyDataɹ˞ݸਓతͳղऍͱݟղ • ਓྨ͕࢒ͨ͠,΋͘͠͸͜Ε͔Β࢒͢σʔλΛ,Pythonͷ
 ΤίγεςϜͰ෼ੳ&(ϚτϞʹ)׆༻͠Α͏ʂͱ͍͏ӦΈ. • PyDataͷ݁Ռ,Πϊϕʔγϣϯ͕ى͖ͨΓؔΘΔਓୡ͕
 ޾ͤʹͳͬͨΒ͍͍ͳ. • Excelͷ୅ΘΓʹPython, ΨνͷػցֶशɾDeep Learning, ໺ٿσʔλΛָ͍ͬͯ͡͠Ήetc…શ෦PyDataͩΑʂ

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Py Baseball Data #ͱ͸

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“”” Py Baseball Dataͱ͸, ໺ٿ౷ܭֶٴͼ,ͳΜJͳωλ࡞ΓͷͨΊ,
 PythonͳΒͼʹPython Library Λ
 ར༻͠Α͏ͱ͍͏,
 ʮ΍͖͏ຽ(໺ٿϑΝϯ)ʯͷӦΈͷ૯শ “”” ※ࢲ(@shinyorke)͕࡞ͬͨ଄ޠ

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ࣄྫ ʲॳ৺ऀ޲͚ʳ33෼4ඵͰ͓΅͑Δ໺ٿ౷ܭֶͱPyDataʙཅଲ߯Λఴ͑ͯ http://qiita.com/shinyorke/items/ee58a82ad589f7f4c446

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ࠓ೔΍Δ͜ͱ • Python 3(3.6.0)͕ಈ͘؀ڥΛ࡞Δ • PyData؀ڥΛ࡞Δ&ಈ͔͢ • WBC೔ຊ୅දࡔຊ༐ਓ(G)ͷ੒੷Λ࣋ͬͯ͘Δ #࡯͠ • લॲཧͱՄࢹԽ,ηΠόʔϝτϦΫεΛ΍ͬͯΈΔ • ॴཁ࣌ؒɿ33෼4ඵ #ͳΜͰ΍ࡕਆؔ܎ͳ͍΍Ζ • https://github.com/Shinichi-Nakagawa/pynyumon_baseball/blob/ master/hayato_sakamoto.ipynb

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Python 3(3.6.0)؀ڥΛ࡞Δ ~ ᐅ # Mac OS X(macOS)ͷ৔߹Ͱ͢,ଞͷOS͸্ख͘άά͍ͬͯͩ͘͞. ~ ᐅ brew install python3 ~ ᐅ python3 -m venv ~/Document/yakiu # venvͰ؀ڥ࡞Δ(Path͸Ͳ͜Ͱ΋) ~ ᐅ source ~/Documents/yakiu/bin/activate # Ծ૝؀ڥΛ༗ޮԽ͢ΔΑ

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PyData؀ڥΛ࡞Δ&ಈ͔͢ $ # Mac OS X(macOS)ͷ৔߹Ͱ͢,ଞͷOS͸্ख͘άά͍ͬͯͩ͘͞. (yakiu) ~ ᐅ pip install ipython pandas beautifulsoup4 numpy lxml html5lib jupyter matplotlib seaborn (yakiu) ~ ᐅ jupyter notebook

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ଓ͖͸ͪ͜ΒͰ(ࢼͯ͠Έͯ) https://github.com/Shinichi-Nakagawa/pynyumon_baseball/ blob/master/hayato_sakamoto.ipynb

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·ͱΊ • ͦΒ(Python͸Data؀ڥ࡞Γָ͕Ͱ)
 ͦ͏(ࡔຊ༐ਓ͸ϝνϟΫνϟੌ͍ʹ)
 Αɹ(ܾ·͍ͬͯΔ͡Όͳ͍͔) • ໺ٿ޷͖ͳΒ,PyData͸໺ٿ͔Βೖͬͨ΄͏͕΍Γ΍͍͢ͱ ࢥ͍·͢ʂ(ݸਓͷݟղ) • ໺ٿʹݶΒͣ,޷͖ͳςʔϚɾ೤தͰ͖ΔϞϊͰγϯϓϧʹ ͸͡ΊΔͷ͕ྑ͍ͱࢥ͏Αʂ #ଃΔݴ༿

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ήʔϜηοτʂʂʂ ͝ਗ਼ௌ͋Γ͕ͱ͏͍͟͝·ͨ͠. Shinichi Nakagawa(Twitter/Facebook:@shinyorke)