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気軽に手に入る成績データで野球分析をしてみた
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kuma127
December 12, 2018
Programming
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気軽に手に入る成績データで野球分析をしてみた
12/12 Baseball Play Study で使ったスライドです。ボツネタ入り
kuma127
December 12, 2018
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Transcript
2018/12/12 ؾܰʹखʹೖΔσʔλͰ ٿੳΛͯ͠Έͨ ʙࢁాਓͷ෮׆ͱϑϥΠϘʔϧֵ໋Λఴ͑ͯʙ ͘·ͽ TwitterIDɿ@kumappp27
ࣗݾհ ✤ ʮ͘·ͽʯͱ͍͍·͢ ✤ TwitterID:@kumappp27 ✤ ύϦʔάΦϑΟγϟϧεϙϯαʔاۀͰWebΤϯδχΞ ͬͯ·͢ ✤ ݹాPM͔࣌ΒͷͪͳϠΫ
✤ ಉ͍ʹࠓFAࢢΛ૽͕ͤͨ˓˓બखͱ˓બख͕͍Δ ʢϠΫϧτͰ͍͏ͱখखதଜબखͳͲʣ
ࠓγʔζϯɺԠԉ͓ർΕ༷Ͱͨ͠ʂ
ࠓγʔζϯͷ;Γ͔͑Γ ✤ ͪͳϠΫతʹେຬͷ γʔζϯͰͨ͠ ✤ ੨ͷ෮ؼɺࢁాͷ෮׆ɺ ݪथཧͷҰຊཱͪ…ͳͲ ✤ ·ͨएखͷʹΛ ݟுΔͷ͕͋Γ·ͨ͠
ͳ͓
ຊͷ͓
ؾܰʹखʹೖΔσʔλͰٿੳΛͯ͠Έͨ
͓ͷ֓ཁ ✤ ͱΓ͋͑ͣٿͷσʔλੳ͕͍͚ͨ͠ͲɺຊͰMLBͷΑ͏ͳ ৄࡉͳσʔλ͕Ұൠެ։͞Εͯͳ͍ͷͰɺϠ˓ʔͷΑ͏ͳ୭Ͱݟ ΕΔʢ༡ΰɾݟࡾৼͳͲʣΛͬͯͰ͖Δ͚ͩੳͯ͠ΈΔ ͧʂ͓ͬͯͰ͢ ✤ ػցֶशͳͲߴͳٕज़ͷͳ͍ͷͰѱ͔͠Βͣ ✤ ٿքͰ͍ݹ͞Εͨͩͱࢥ͏ͷͰɺ؍ઓͷࡘఔʹͲ͏ͧ
✤ 6ͳͷʹΉͬͪΌεϥΠυ࡞ͬͯ͠·ͬͨͷͰۦ͚ؾຯͰߦ͖ ·͢ʢ৭ʑੳͯ͠Δͱָ͍ͯͭ͘͠…
͓ͷϫέ ✤ ڈΑ͘ݟͨͭ ࢁా·ͨΈͷ͞Μͯ͠Δʂ ෆௐͳબखͬͯಉ͡Α͏ͳܗͰΞτ ʹͳΔޫܠΛΑ͘ݟͨʢؾ͕ͨ͠ʣͷ Ͱɺ͡Ό͋ௐͯΈΑ͏ʂͱ͍͏ͷ͕ ΩοΧέ
ʮଧ੮݁Ռʯʹ͍ͭͯ ✤ ʮ༡ΰʯʮݟࡾৼʯͳͲͷ݁Ռ͔Β͋Δఔঢ়گ͕ਪ ଌͰ͖Δ ✤ ༡ΰͳΒɺӈଧऀͳΒʮҾͬுͬͯస͕ͨ͠ʢͻ͔ͬ ͚ͨʁʣʯதඈͳΒʮηϯλʔํʹଧ্ͪ͛ͨʢਊ Λ֎ͨ͠ʁʣʯͳͲʢώοτܥใগͳΊͰ͕͢ ✤ →֤ଧ੮݁ՌΛूܭ͢Δ͜ͱͰόοςΟϯάΞϓϩʔ
νෆௐͳ࣌ͷ͕͔ͭΊΔͷͰͳ͍͔ʁ
Special Thanks ✤ ࠓճੳ͢Δʹ͋ͨͬͯݩͱͳΔσʔλΛఏڙ͍ͯ͠ ͍ͨͩͨʢͱ͍͏͔ϦϯΫϑϦʔͩͬͨͷͰউखʹར ༻͍ͤͯͨ͞ʣʮσʔλͰָ͠Ήϓϩٿʯ༷ ✤ ϦϯΫɿhttp://baseballdata.jp/ ✤ શଧ੮σʔλΛ͡Ί༷ʑͳσʔλ͕ॆ࣮͍ͯ͠Δૉ
Β͍͠αΠτͰ͢ʢએʣ
ੳͯ͠Έͨʙࢁాਓฤ
ࢁాਓ෮׆ͷཧ༝Λ୳Δ ✤ ࠓɺલͷෆৼ͔Βݟࣄ෮׆͠3ͱͳΔτϦϓ ϧεϦʔΛୡͨ͠զ͕ϠΫϧτͷࢁాਓબख ✤ ࠓͱલͱͰଧ੮݁ՌʹͲͷΑ͏ͳ͕ࠩ͋ͬͨͷ͔ʁ ·͔ͨͦ͜Β෮׆ͷཧ༝Λ୳Εͳ͍͔ʁ ✤ ͬͦ͘͞σʔλΛݟͯΈ͍ͨͱࢥ͍·͢
ଧ੮݁ՌΛूܭ͢Δʹ͋ͨͬͯ ✤ ଧ੮݁ՌΛԼهͷΑ͏ʹྨ͠·͢ 1.ଧٿํʢࠨɾதɾӈʣ 2.֯ʢϑϥΠɺΰϩɺϥΠφʔʣ 3.࢛ࢮٿ 4.ࡾৼ ✤ ҆ଧํผͱͯ݁͠Ռ͚ͩͰϑϥΠ͔ΰϩ͔அͰ͖ ͳ͍ͷͰɺʮෆ໌ʯͱக͠·͢ʢHRϑϥΠѻ͍ʣ
ྨͨ͠σʔλ͕ͪ͜Β ྆ͱ630ଧ੮΄ͲͳͷͰɺ1% = 6.3ճ ڈʹൺͯࠨํͷΰϩʢओʹ༡ΰɺࡾΰʣ͕ݮΓɺ ࠨํͷϑϥΠʢओʹࠨඈɺࠨຊʣ͕૿͑ͨ
ෆௐظΰϩ͕૿͑Δʁ ✤ Έͨײ͡Լهͷ݁Ռ͕ڈͱൺͯݮ͍ͬͯΔΑ͏ 1.Ҿֻ͚ͬΔʢࠨଆͷΰϩʣ 2.ԡ͞ΕΔʢӈଆͷϑϥΠʣ ✤ ෆௐظڈͱಉ͡Α͏ͳଧ੮݁Ռͷׂ߹ʹͳ͍ͬͯ Δͷ͔ʁͦΕͱಉ͡ෆௐͰதશ͘ҧ͏ͷ͔ʁ
ظؒΛ͠΅Δ ✤ ࢀߟ·ͰʹɺࠓͷதͰ 1.ෆௐ݄ͩͬͨʢ3ɾ4݄ɺ.264 6݄ɺ.253ʣ 2.ௐ݄ͩͬͨʢ5݄ɺ.326 7݄ɺ.425ʣ ✤ ͜ΕΒΛ߹ࢉͯ͠ൺͯΈΔ ✤
ʢͪͳΈʹෆௐظͱ͍͍ͳ͕ΒOPS .900͘Β͍͋Δʣ
ௐظͱෆௐظͷൺֱ ෆௐظࡾৼ͕͘͢͝ଟ͍͕ɺ ڈͷΑ͏ʹࠨํͷΰϩ͕͘͢͝૿͑ͨΓɺʢΉ͠Ζ݁ߏݮͬͯΔʣ ࠨɾதํͷϑϥΠ͕ݮͬͨΓ͍ͯ͠ͳ͍
·ͱΊΔͱ ✤ ෮׆ͨ͠ࠓڈʹൺ 1.ࠨํͷΰϩ͕ݮͬͨ 2.ࠨதํͷϑϥΠ͕૿͑ͨ 3.্هɺௐظɾෆௐظมΘΓ͕΄΅ͳ͠ ✤ ݁ɿ͘·ͱΊΔͱʮҾͬுΓํʹଧ্ͪ͛Δҙ ͕ࣝపఈͰ͖͍ͯΔʯͷ͕෮׆ͷཧ༝Ͱʁ
དྷͷࢁాਓΛݟकΔʹ͋ͨͬͯ ✤ ࡾৼ͕ଟͯۤ͘͠ΜͰΔ͋ͨΓ·ͩେৎ ✤ ʹݟ͑ͯࠨํͷΰϩɾӈํͷϑϥΠ͕૿͑ͨ Γ͠ͳ͍ݶΓɺདྷق҆ହ…ͳͣ ✤ དྷق՚ྷͳҾͬுͬͨHRΛظ͠·͠ΐ͏
ੳͯ͠ΈͨʙϑϥΠϘʔϧֵ໋ฤ
ϑϥΠϘʔϧֵ໋ɺى͖ͯΔʁ ✤ ࡢɺMLBΛ੮רͨ͠ʮϑϥΠϘʔϧֵ໋ʯ ✤ ελοτΩϟετͷొͰৄࡉͳσʔλ͕औΕΔΑ ͏ʹͳͬͨ݁ՌɺϑϥΠΛଧͭ͜ͱ͕༗ޮͰ͋Δͱ ໌͠ɺଧऀͷେ෦͕ϑϥΠૂ͍Λ࢝ΊͨΞϨͰ͢ ✤ ຊͰౡҎ֎ͷ11ٿஂ͕ຊڌʹτϥοΫϚϯΛ ಋೖ͠·ͨ͠͠ɺຊͰͲ͏ͳΜͰ͠ΐʁ
ͱɺௐΑ͏ͱͨ͠ઌʹ͜Μͳهࣄ͕ ग़యɿhttps://full-count.jp/2018/11/23/post254049/
ͦΒ͏ΞϨʢωλόϨʣΑ ✤ ·͋ถٿͷࢼ߹ͷͳͷͰ͋·Γؾʹͤͣ… ✤ Ή͠ΖʮϗϯϚ͔ʁʯͱௐͨ͘ͳΔܹΛ͘Εͨ ʢ͑
୯७ͳຊྥଧൺֱ͔Β ✤ ※ຊྥଧɿ1ຊྥଧ͋ͨΓʹ͔͔Δଧɺগͳ͍΄ͲHR͕ଟ͍ 2018 2017 2016 ηɾϦʔά 35.3 40.2 40.6
ύɾϦʔά 33.7 36.5 45.8 ※খҎԼୈ2ҐͰ࢛ࣺޒೖ
݁ߏݮͬͯΔ… ✤ ୯७ͳຊྥଧͩͱ͔͋Β͞·ʹݮগ͍ͯ͠Δɺͭ· ΓHRͷׂ߹͕૿͍͑ͯΔ ✤ ಛʹηͷ্ঢ͕ੌ·͍͡ʢԣͱڊਓ͕ಛʹ৳ͼͯ ͍Δɺࠓʹ͍ؔͯ͑͠ڪΒ͘ιτͱԬຊޮՌ͔ͱ ✤ ΞϓϩʔνʹࣗମʹมԽ͋Δͷ͔ʁ
Let’sूܭ ✤ 2018ͱ2017ɺ͍ͭͰʹ2016ަ͑ͯɺͦͷͷ نఆଧ੮ͷҎ্ଧ੮ʹཱͬͨଧऀΛରʹूܭ͠ ·͢ ✤ ଧ੮݁ՌΛΰϩɺϑϥΠɺϥΠφʔɺࡾৼɺ࢛ࢮٿɺ ෆ໌ʢ΄΅΄΅ώοτʣͷ6ͭʹྨ͠·͢
2018 ✤ ΰϩɿ26% ✤ ϑϥΠɿ24% ✤ ࡾৼɿ17%
2017 ✤ ΰϩɿ26% ✤ ϑϥΠɿ24% ✤ ࡾৼɿ18%
2016 ✤ ΰϩɿ26% ✤ ϑϥΠɿ23% ✤ ࡾৼɿ17%
ੴࢁହஓʢϠʣͳΈͷ҆ఆײ ✤ ԁάϥϑͩͱͼͬ͘Γ͢Δ͘Β͍มΘͬͯͳ͍ ✤ ΓٿքશମͰϑϥΠϘʔϧֵ໋ى͖͍ͯͳ͍ ͱߟ͑Δͷ͕ແ͔
ϐοΫΞοϓ ✤ ݸਓϨϕϧͰͱ͍͏͜ͱͰɺڈͱൺͯຊྥଧ ͷ্ঢ͕ੌ·͍͡2ਓΛϐοΫΞοϓ͠ௐࠪ͠·͢ ✤ ରԼهͷબखͰ͢ʢӈଆڈͱࠓͷຊྥଧ ͷมԽʣ 1.ٶ㟒 හ खʢYBʣɿ2017
: 32.0 → 2018 : 19.7 2.ؙ Ղߒ ֎खʢCʣɿ2017 : 24.2 → 2018 : 11.1
ٶ㟒બखʹ͍ͭͯ ✤ ڈͷटҐଧऀ ✤ ࠓຊྥଧ͕15→28ͱ΄ ΅ഒ૿ ✤ ૿ྔʹΑΔεΠϯάεϐʔ υ্͕HRܹ૿ͷཧ༝ ͷҰͭͩͱ͔
ٶ㟒બखͷൺֱ ϑϥΠͰͳ͘ɺΰϩ্͕ঢ ࡾৼͱ࢛ࢮٿݮ͓ͬͯΓɺ όοςΟϯά͕ੵۃతʹͳͬͨΑ͏ʹݟ͑Δ
ؙબखʹ͍ͭͯ ✤ ڈͱࠓͷMVP ✤ ڈͷ23ຊ͕ΩϟϦΞϋΠ ͕ͩͬͨࠓͳΜͱ39ຊ ✤ લड़ͷ௨ΓౡτϥοΫ ϚϯΛಋೖ͍ͯ͠ͳ͍ͨΊ Ұݟؔͳͦ͞͏͕ͩ…
ؙબखͷൺֱ ΰϩϑϥΠݮগ͍ͯ͠Δ Ұํɺݩʑଟ͍ࡾৼ࢛ࢮٿ͕͞Βʹ૿͑ɺ HRΛؚΊΔͱΠϯϓϨʔͰͳ͍݁Ռ͕աΛ͑ΔτϯσϞ
2ਓʹ͍ͭͯͷߟ ✤ ٶ㟒બखؙબखϑϥΠΛ্͛Δ͜ͱͳ͘ຊྥଧ Λٸ্ঢ͍ͤͯ͞Δ ͭ·ΓɺϑϥΠΛಛผҙ͍ࣝͯ͠Δ༁Ͱͳ͍ →୯७ʹεΠϯάεϐʔυ͕૿͍ͯ͠Δʁ
Α͏͢Δʹࠓ·ͰͷΛ·ͱΊΔͱ ✤ ຊͰϑϥΠϘʔϧֵ໋Γى͖ͯͳͦ͞͏ʂ ✤ ͔͠͠ຊྥଧ͜͜3Ͱʑݮগ͍ͯ͠Δʂ ✤ ͭ·ΓɺڪΒ͘ຊͰଧٿ֯Ͱͳ͘ɺεΠϯά εϐʔυΛҙࣝͨ͠ϚοεϧεΠϯά͕ྲྀߦ͍ͬͯΔ ͷͰͳ͍͔ʂʢʁʣ ※ը૾ʹಛʹҙຯ͋Γ·ͤΜ
͜Ε͚͔ͩ͑ͨͬͨ ✤ དྷͷࢁాਓʹͥͻຌଧؚΊɺશଧ੮ͯ͠ ΈͯΈΑ͏ ✤ ຊͰϚοεϧϘʔϧֵ໋͕ى͖͍ͯΔʂʂʂ ظͷ৽ਓˠ
͝੩ௌɺ͋Γ͕ͱ͏͍͟͝·ͨ͠ʂ