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͏Θͬ…ΞΠπͷเɺߴ͗͢…ʁ
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ਖ਼ = ٿϢχϑΥʔϜʂ ※ࣸਅ͖ͰγΣΞ͓ئ͍͠·͢ʂ
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Who am I ?(͓લ୭Α) • PythonͰٿσʔλੳϚϯʢٿͷਓʣ • Shinichi Nakagawa(@shinyorke) • ΤϯδχΞͱͯ͠൧Λ৯ͬͯ·͢ • #ٿ #ηΠόʔϝτϦΫε #ٿ౷ܭֶ #Python • ͖ͳࢦඪʮwRAAʯʮxFIPʯ • ෆʹเΛΒͬͯΔબखΛݟಀͤ·ͤΜˡࠓͷςʔϚ
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ʮࢿޮՌʯ͔ΒٿΛߟ͑Δ મಆʁஊ͡ΌͶ͑,׆༂͔ͯ͠ΒϞϊΛݴ͑ʂ
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͖͏͔ΒֶͿ͓ۚͷͳ͠ • ʮνʔϜʯͱʮ͓ۚʯ • เ૯ֹϥϯΩϯά • ֤छ౷ܭσʔλʹ͍ͭͯ • ʮબखʯͱʮ͓ۚʯ • เ×νʔϜߩݙͷ૯ྔͰධՁͯ͠ΈΔ • ίεύͷྑ͍બखɾѱ͍બखΛΈ͚ͭΔ
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σʔλूΊͱੳ…Python આ໌͢Δ༨༟ͳ͍ͷͰϒϩάʹॻ͖·ͨ͠,ͦͪΒͰͲ͏ͧʂ http://shinyorke.hatenablog.com/entry/jupyter-and-baseball
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ʮνʔϜʯͱ͓ۚ νʔϜ͝ͱͷ౷ܭσʔλͱΛΈͯΈΑ͏ ΥʔϛϯάΞοϓΘΓʹ
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เ૯ֹϥϯΩϯά(2017) 30ԯ͑5νʔϜ,ϗʔΫε(60ԯ)͔ͳΓҟৗ 1:ԬιϑτόϯΫϗʔΫε(h) 2:ಡചδϟΠΞϯπ(g) 3:ࡕਆλΠΨʔε(t) 4:౦ژϠΫϧτεϫϩʔζ(s) 5:ΦϦοΫεɾόϑΝϩʔζ(bs) 6:࡛ۄϥΠΦϯζ(l) 7:ւಓຊϋϜϑΝΠλʔζ(f) 8:౦ָఱΰʔϧσϯΠʔάϧε(e) 9:ઍ༿ϩοςϚϦʔϯζ(m) 10:ԣDeNAϕΠελʔζ(db) 11:ౡ౦༸Χʔϓ(c) 12:தυϥΰϯζ(d)
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νʔϜ×เͷ౷ܭσʔλ(2017) ͍͋,pandasָͬͯͰ͍͍Ͷʂ
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νʔϜ×เͷ౷ܭσʔλ(2017) ͍͋,pandasָͬͯͰ͍͍Ͷʂ ϕΠελʔζͷฏۉเ ສԁͰγϦૉఢ
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νʔϜ×เͷ౷ܭσʔλ(2017) ͍͋,pandasָͬͯͰ͍͍Ͷʂ υϥΰϯζͷ࠷ߴเ ԯສ ϕΠελʔζͷฏۉเ ສԁͰγϦૉఢ
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νʔϜ×เͷ౷ܭσʔλ(2017) ͍͋,pandasָͬͯͰ͍͍Ͷʂ ϗʔΫεͷඪ४ภࠩ ԯສ ;͊ υϥΰϯζͷ࠷ߴเ ԯສ ϕΠελʔζͷฏۉเ ສԁͰγϦૉఢ
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ʲࢀߟʳϗʔΫεͱυϥΰϯζ เ1ԯ2000ສʙ1ԯ7000ສͷબख
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ʮબखʯͱ͓ۚ ͔ͬ͜Β໘ന͍ύλʔϯͷͭͰ͢
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ධՁํ๏ • ʮเʯ×ʮνʔϜߩݙʯͰՄࢹԽ͠,ධՁ • νʔϜߩݙ • ଧऀɿʮwRAAʢಘʹର͢Δߩݙʣʯ • खɿʮRSAAʢ્ࣦࢭߩݙʣʯ • wRAA,RSAAڞʹकඋɾྥͷϊΠζ͕ೖΔ͕, ͦ͜ओ؍ͰϑΟϧλϦϯά͠·͢ʢࡶʣ
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ΈΜͳ͍͖ͩ͢ʮ࢛ݶʯ ΛҾͬு͍ͬͯΔˡʲߩݙʳˠνʔϜʹߩݙ͍ͯ͠Δ ͍҆ˡʲเʢ͓څྉʣʳˠߴ͍ ٿքද ͓ۚ࣋ͪ څྉట େଟ
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ΈΜͳେ͖ࢄਤͷಡΈํ ͍҆ˡʲเʢ͓څྉʣʳˠߴ͍ ΛҾͬு͍ͬͯΔˡʲߩݙʳˠνʔϜʹߩݙ͍ͯ͠Δ ཧͷ૾
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ΈΜͳେ͖ࢄਤͷಡΈํ ͍҆ˡʲเʢ͓څྉʣʳˠߴ͍ څྉ૿Ճͱ࣮ྗͷਰ͑ ΛҾͬு͍ͬͯΔˡʲߩݙʳˠνʔϜʹߩݙ͍ͯ͠Δ ཧͷ૾
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ΈΜͳେ͖ࢄਤͷಡΈํ ͍҆ˡʲเʢ͓څྉʣʳˠߴ͍ څྉ૿Ճͱ࣮ྗͷਰ͑ ΛҾͬு͍ͬͯΔˡʲߩݙʳˠνʔϜʹߩݙ͍ͯ͠Δ ཧͷ૾ ྫྷ۰ͦͯ͠Ҿୀ
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เ×νʔϜߩݙʢଧऀʣ ྸ͝ͱʹ߈ΊͯΈ·͢
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12ٿஂଧऀ(18-23ࡀ) ओͳબखɿେ୩ᠳฏ,ླ ΛҾͬு͍ͬͯΔˡʲߩݙʳˠνʔϜʹߩݙ͍ͯ͠Δ ͍҆ˡʲเʢ͓څྉʣʳˠߴ͍
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12ٿஂଧऀ(18-23ࡀ) ओͳબखɿେ୩ᠳฏ,ླ ΛҾͬு͍ͬͯΔˡʲߩݙʳˠνʔϜʹߩݙ͍ͯ͠Δ ͍҆ˡʲเʢ͓څྉʣʳˠߴ͍ େ୩ᠳฏ खͳͷʹ ੌ
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12ٿஂଧऀ(18-23ࡀ) ओͳબखɿେ୩ᠳฏ,ླ ΛҾͬு͍ͬͯΔˡʲߩݙʳˠνʔϜʹߩݙ͍ͯ͠Δ ͍҆ˡʲเʢ͓څྉʣʳˠߴ͍ େ୩ᠳฏ खͳͷʹ ੌ ླʢౡʣ νʔϜ૯เୈҐ ͠
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12ٿஂଧऀ(24-29ࡀ) ओͳબखɿ߳Յஐ,Ϊʔλ ΛҾͬு͍ͬͯΔˡʲߩݙʳˠνʔϜʹߩݙ͍ͯ͠Δ ͍҆ˡʲเʢ͓څྉʣʳˠߴ͍
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12ٿஂଧऀ(24-29ࡀ) ओͳબखɿ߳Յஐ,Ϊʔλ ΛҾͬு͍ͬͯΔˡʲߩݙʳˠνʔϜʹߩݙ͍ͯ͠Δ ͍҆ˡʲเʢ͓څྉʣʳˠߴ͍ ϗϯτʹٿքදϨϕϧ Ϊʔλ ळࢁ
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12ٿஂଧऀ(24-29ࡀ) ओͳબखɿ߳Յஐ,Ϊʔλ ΛҾͬு͍ͬͯΔˡʲߩݙʳˠνʔϜʹߩݙ͍ͯ͠Δ ͍҆ˡʲเʢ͓څྉʣʳˠߴ͍ ϗϯτʹٿքදϨϕϧ Ϊʔλ ळࢁ ٿքදͷೋ༡ؒ ˞कඋࠐͩͱ࠷ڧʂ
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12ٿஂଧऀ(24-29ࡀ) ओͳબखɿ߳Յஐ,Ϊʔλ ΛҾͬு͍ͬͯΔˡʲߩݙʳˠνʔϜʹߩݙ͍ͯ͠Δ ͍҆ˡʲเʢ͓څྉʣʳˠߴ͍ ϗϯτʹٿքදϨϕϧ Ϊʔλ ळࢁ ʁʁʁʮ͜Ε׃Ͱ͢Ͷʯ ٿքදͷೋ༡ؒ ˞कඋࠐͩͱ࠷ڧʂ
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ʮຊͷ࢛൪ʯ͜ͱS.N͞Μ(28) • เɿ2ԯ7000ສԁ(2017) • ଧ.216/16ຊྥଧ/67ଧ • શʹଧઢͷΛҾͬுͬͯΔ(wRAAϚΠφε) • ҰํͰकඋྑ͍,ͳ͓Ұྥखͳ༷ • FA͠ͳͯ͘ਖ਼ղ(ຊਓతʹ),དྷϗϯτؤுͬͯʂ
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12ٿஂଧऀ(30-35ࡀ) ओͳબखɿҰ,ٱٛ ΛҾͬு͍ͬͯΔˡʲߩݙʳˠνʔϜʹߩݙ͍ͯ͠Δ ͍҆ˡʲเʢ͓څྉʣʳˠߴ͍
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12ٿஂଧऀ(30-35ࡀ) ओͳબखɿҰ,ٱٛ ΛҾͬு͍ͬͯΔˡʲߩݙʳˠνʔϜʹߩݙ͍ͯ͠Δ ͍҆ˡʲเʢ͓څྉʣʳˠߴ͍ দࢁཽฏʢౡʣ ࡙͖େ๒ͱͯ͠ظʂ
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12ٿஂଧऀ(36ࡀҎ্) ओͳબखɿѨ෦৻೭ॿ,ௗ୩ܟ ΛҾͬு͍ͬͯΔˡʲߩݙʳˠνʔϜʹߩݙ͍ͯ͠Δ ͍҆ˡʲเʢ͓څྉʣʳˠߴ͍
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12ٿஂଧऀ(36ࡀҎ্) ओͳબखɿѨ෦৻೭ॿ,ௗ୩ܟ ΛҾͬு͍ͬͯΔˡʲߩݙʳˠνʔϜʹߩݙ͍ͯ͠Δ ͍҆ˡʲเʢ͓څྉʣʳˠߴ͍ Ҭ͔ͳʁ
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เ×νʔϜߩݙʢखʣ ଧऀಉ༷,ྸ͝ͱʹΈͯΈΑ͏
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12ٿஂख(18-23ࡀ) ओͳબखɿେ୩ᠳฏ,দҪ༟थ ΛҾͬு͍ͬͯΔˡʲߩݙʳˠνʔϜʹߩݙ͍ͯ͠Δ ͍҆ˡʲเʢ͓څྉʣʳˠߴ͍
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12ٿஂख(18-23ࡀ) ओͳબखɿେ୩ᠳฏ,দҪ༟थ ΛҾͬு͍ͬͯΔˡʲߩݙʳˠνʔϜʹߩݙ͍ͯ͠Δ ͍҆ˡʲเʢ͓څྉʣʳˠߴ͍ େ୩ᠳฏʢΤϯδΣϧεʣ དྷقเສυϧ
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12ٿஂख(18-23ࡀ) ओͳબखɿେ୩ᠳฏ,দҪ༟थ ΛҾͬு͍ͬͯΔˡʲߩݙʳˠνʔϜʹߩݙ͍ͯ͠Δ ͍҆ˡʲเʢ͓څྉʣʳˠߴ͍ ࣆδϟύϯϝϯόʔ ظେʂʂʂ ࣆδϟύϯϝϯόʔ ظେʂʂʂ େ୩ᠳฏʢΤϯδΣϧεʣ དྷقเສυϧ
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12ٿஂख(24-29ࡀ) ओͳબखɿੁஐ೭,ଇຊ߉େ ΛҾͬு͍ͬͯΔˡʲߩݙʳˠνʔϜʹߩݙ͍ͯ͠Δ ͍҆ˡʲเʢ͓څྉʣʳˠߴ͍
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12ٿஂख(24-29ࡀ) ओͳબखɿੁஐ೭,ଇຊ߉େ ΛҾͬு͍ͬͯΔˡʲߩݙʳˠνʔϜʹߩݙ͍ͯ͠Δ ͍҆ˡʲเʢ͓څྉʣʳˠߴ͍ ੁஐ೭ ຊͷΤʔεڧ͍
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12ٿஂख(24-29ࡀ) ओͳબखɿੁஐ೭,ଇຊ߉େ ΛҾͬு͍ͬͯΔˡʲߩݙʳˠνʔϜʹߩݙ͍ͯ͠Δ ͍҆ˡʲเʢ͓څྉʣʳˠߴ͍ ੁஐ೭ ຊͷΤʔεڧ͍ ϚΠίϥε ͔Βϝδϟʔ ສυϧ ԯԁ
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12ٿஂख(30-35ࡀ) ओͳબखɿۚࢠઍਘ,؛೭ ΛҾͬு͍ͬͯΔˡʲߩݙʳˠνʔϜʹߩݙ͍ͯ͠Δ ͍҆ˡʲเʢ͓څྉʣʳˠߴ͍
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12ٿஂख(30-35ࡀ) ओͳબखɿۚࢠઍਘ,؛೭ ΛҾͬு͍ͬͯΔˡʲߩݙʳˠνʔϜʹߩݙ͍ͯ͠Δ ͍҆ˡʲเʢ͓څྉʣʳˠߴ͍ ຊਓख࠷ߴเ ҰԠೋܻউར
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12ٿஂख(30-35ࡀ) ओͳબखɿۚࢠઍਘ,؛೭ ΛҾͬு͍ͬͯΔˡʲߩݙʳˠνʔϜʹߩݙ͍ͯ͠Δ ͍҆ˡʲเʢ͓څྉʣʳˠߴ͍ ຊਓख࠷ߴเ ҰԠೋܻউར δϣϯιϯ ༏উ ർΕ
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12ٿஂख(30-35ࡀ) ओͳબखɿۚࢠઍਘ,؛೭ ΛҾͬு͍ͬͯΔˡʲߩݙʳˠνʔϜʹߩݙ͍ͯ͠Δ ͍҆ˡʲเʢ͓څྉʣʳˠߴ͍ ຊਓख࠷ߴเ ҰԠೋܻউར '4)νʔϜԯϝϯόʔ ˞'4) 'VLVPLB4PGUCBOL)BXLT δϣϯιϯ ༏উ ർΕ '4)νʔϜԯϝϯόʔ ˞'4) 'VLVPLB4PGUCBOL)BXLT
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12ٿஂख(36ࡀҎ্) দࡔੈ͔Β্ ΛҾͬு͍ͬͯΔˡʲߩݙʳˠνʔϜʹߩݙ͍ͯ͠Δ ͍҆ˡʲเʢ͓څྉʣʳˠߴ͍
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12ٿஂख(36ࡀҎ্) দࡔੈ͔Β্ ΛҾͬு͍ͬͯΔˡʲߩݙʳˠνʔϜʹߩݙ͍ͯ͠Δ ͍҆ˡʲเʢ͓څྉʣʳˠߴ͍ ύɾϦʔά.71 ਖ਼ྗদଠ
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12ٿஂख(36ࡀҎ্) দࡔੈ͔Β্ ΛҾͬு͍ͬͯΔˡʲߩݙʳˠνʔϜʹߩݙ͍ͯ͠Δ ͍҆ˡʲเʢ͓څྉʣʳˠߴ͍ ύɾϦʔά.71 ਖ਼ྗদଠ '4)νʔϜԯϝϯόʔ ˞'4) 'VLVPLB4PGUCBOL)BXLT
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͋Εʁʁʁ
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ʁʁʁʮҰਓݟͨΓ·ͤΜͶʯ
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FSH48νʔϜ࢛ԯDice-K͞Μ(37) • เɿ4ԯԁ(2017),3૯ֹ12ԯԁ • 3ؒͷҰ܉࣮ಇ… 1ճ5ࣦ,39ٿ ձ͑ͳ͍ΞΠυϧ ΨϥεͷΤʔεʹ • ࢼ߹ʹग़ͯͳ͍ͷͰ౷ܭσʔλ͕औΕͣʂʂʂ • ॏͳΔނোʹΑΓ࣮ಇͰ͖ͳ͔ͬͨ(ͱݴΘΕ͍ͯΔ) • ϚδϨε͢Δͱ,࣍ͷνʔϜ͕ݟ͔ͭΔ͜ͱΛفͬͯ·͢
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ݴ͏ͯոզਏ͍orz ৺ʁڞʹނোͰͭΒͦ͏ ͜͜ಉ͍ͨ͠ʢਅإʣ
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ͦΕͰʂ
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͏Θͬ…ΞΠπͷเɺߴ͗͢…ʁ
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͏Θͬ…ΞΠπͷเɺߴ͗͢…ʁ ʲʳਖ਼ղϯΰwwwwww
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·ͱΊ • ͓ۚͰݟΔٿ,ѱ͘ͳ͍ʢָ͍͠ʣ • ࢛ݶͱࢄਤͰ͍͍ͩͨΘ͔Δʢখฒײʣ • ຊͷ࢛൪ͱνʔϜ4ԯͷΈΜͳ͕ΜΖ͏ͳʂ • ʮમಆຽʯͱઓ͏ͱ͖σʔλͰઓ͍·͠ΐ͏ • ͱ͍͑ոզਏ͍,ոզ͕ݮΔΑ͏ͳੈͷதʹʂ
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ήʔϜηοτʂ ͝ਗ਼ௌ͋Γ͕ͱ͏͍͟͝·ͨ͠&དྷٿΛָ͠͏ʂʂʂ Shinichi Nakagawa(Twitter/Facebook/etc… @shinyorke)