テキストマイニングによる新人選手の分析 / Baseball Play Study 2017 Winter

6fa3836d10d691125749472297cf516a?s=47 7pairs
December 19, 2017
Programming
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63

テキストマイニングによる新人選手の分析 / Baseball Play Study 2017 Winter

6fa3836d10d691125749472297cf516a?s=128

7pairs

December 19, 2017
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Transcript

  1. ςΩετϚΠχϯάʹΑΔ ৽ਓબखͷ෼ੳ #BTFCBMM1MBZ4UVEZౙʢ#14UVEZʣ ௕୩৔५໵

  2. ౰ͨΓোΓͷͳ͍ࣗݾ঺հ w ௕୩৔५໵ʢ͸ͤ͹͡ΎΜ΍ʣ w 8FC"OESPJEJ04ΤϯδχΞ w $+BWB4DSJQU+BWB0CKFDUJWF$ w ωοτͰ͸ͪ͌ͱ͍ͭQBJST w

    5XJUUFS!QBJST w (JU)VCIUUQTHJUIVCDPNQBJST w 2."Ͱ͸̙̝γΞϯϑϩ͜

  3. 2."ʢΫΠζϚδοΫΞΧσϛʔʣͱ͸ ΫΠζϚδοΫΞΧσϛʔ5)&803-%&70-7&ʢίφϛʣΑΓ

  4. 2."ʢΫΠζϚδοΫΞΧσϛʔʣͱ͸ ΫΠζϚδοΫΞΧσϛʔ5)&803-%&70-7&ʢίφϛʣΑΓ

  5. ౰ͨΓোΓͷ͋Δࣗݾ঺հ w ޷͖ͳνʔϜ ࡛ۄ੢෢ϥΠΦϯζ w ޷͖ͳબख ઙଜӫే ΄ͱ΅Γ͕ྫྷΊͯొ࿥໊Λ໊ࣈʹ໭֑ͨͬ͠΀ͪͷഎ൪߸ w ޷͖ͳഅࣛࢼ߹

    ೥݄೔࡛ۄ੢෢Y෱ԬιϑτόϯΫʢϝοτϥΠϑʣ w ޷͖ͳஆ伩εϨ ʉʛγʛϡʛϨʛοʛμʛʔʛʉ w ޷͖ͳϚείοτ Β͍ʹΐΜ w ޷͖ͳବ໨֎ਓ ϚΠΫɾύάϦΞϧʔϩ ΞʔΩʔɾγΞϯϑϩοί

  6. ࠓ೔ͷΰʔϧ w ࣗવݴޠॲཧʹڵຯΛ͍࣋ͬͯͨͩ͘ w Β͍ʹΐΜͷՄѪ͞Λཧղ͍ͯͨͩ͘͠

  7. Β͍ʹΐΜͱ͸ ࣸਅఏڙ!KPF@VSBHBNJ༷

  8. Β͍ʹΐΜͱ͸ ࣸਅఏڙ!KPF@VSBHBNJ༷

  9. Β͍ʹΐΜͱ͸ ࣸਅఏڙ!KPF@VSBHBNJ༷

  10. εϙʔπࢴͷهࣄΛ෼ੳͯ͠Έͨ

  11. ಈػ w աڈճͷ#BTFCBMM1MBZ4UVEZͰͷൃද w ʮςΩετϚΠχϯάʹΑΔબखͷ෼ੳʯ w ʮςΩετϚΠχϯάʹΑΔ؂ಜͷ෼ੳʯ w ʮςΩετϚΠχϯάʹΑΔ֎ࠃਓબखͷ෼ੳʯ w

    XPSEWFDͰ΍Γ͍ͨ͜ͱ͸΍ͬͨ w ࠓճ͸EPDWFDΛ࢖͍͍ͨ w ૉࡐͱͳΔهࣄ͸͋Δఔ౓஝ੵ͍ͯ͠Δ w ղੳର৅͕هࣄจষ୯ҐͰ·ͱ·͍ͬͯΔඞཁ͕͋Δ w υϥϑτࢦ໊બखͷੇධͳΒߦ͚ΔͷͰ͸ʁ

  12. ෼ੳର৅ͷσʔλ w εϙʔπࢴͷυϥϑτࢦ໊બखͷੇධهࣄ w ࠷ۙͷهࣄʹؔͯ͠͸αΠτ͔ΒεΫϨΠϐϯά w ݹ͍هࣄ͸༗ྉݕࡧαʔϏεΛར༻ w ެڞੑͷߴ͍ɺશࠃࢴࡿԼͷεϙʔπࢴΛର৅ w

    ೔ץεϙʔπʢ೥ʙʣ w εϙʔπχοϙϯʢ೥ʙʣ w εϙʔπใ஌ʢ೥ʙʣ w αϯέΠεϙʔπʢ೥ʙʣ

  13. ෼ੳख๏ w هࣄΛ.F$BCͰ෼͔ͪॻ͖ w ϕʔεͷࣙॻ͸NFDBCJQBEJD/&PMPHEΛ࢖༻ w 8JLJQFEJBͷݟग़͠ޠΛ௥Ճ w ͸ͯͳΩʔϫʔυΛ௥Ճ w

    EPDWFDͰ৽ਓબखͷੇධهࣄΛϕΫτϧԽ w ϕΫτϧͷ֤ཁૉΛಠཱม਺ͱݟͳͯ͠ॏճؼ෼ੳ w ֤ཁૉ͕આ໌ม਺ɺ೥ޙͷ೥เ͕໨తม਺ w ౷ܭతʹҙຯ͕͋Δ͔͸ԣʹ͓͍͓ͯ͘

  14. ͓அΓ ۀ຿Ͱ͸͜ΜͳςΩτʔͳ෼ੳ͸͍ͯ͠·ͤΜɻ ࠓճͷൃද͸͋͘·Ͱ΋ωλͱָ͓ͯ͠͠Έ͍ͩ͘͞ɻ

  15. ೥౓υϥϑτࢦ໊બखͷ ೥ޙͷ೥เΛ༧ଌͯ͠Έͨ

  16. ͓அΓ w ͋͘·Ͱ΋ॏճؼ෼ੳͷ݁Ռͷ਺஋Ͱ͢ w ͋Γಘͳֹ͍ͷ೥เ͕ग़͍ͯΔ৔߹΋͋Γ·͢ w ׆༂΍࠳ંΛ༧ݟɾอূ͢Δ΋ͷͰ͸͋Γ·ͤΜ w ಛఆͷબखΛ্࣋ͪ͛ͨΓᩫΊΔҙਤ͸͋Γ·ͤΜ

  17. ෱ԬιϑτόϯΫϗʔΫε ࢯ໊ Ґஔ ॴଐ 2022೥༧ଌ೥เ 1 ٢ॅ੖ే ౤ख ௽Ԭ౦ 3586

    2 ߴڮྱ ౤ख ઐେ 2941 3 ૿ాच ֎໺ख ԣ඿ 4947 4 ௣໺৽ ౤ख ࠃؘ࢜େ 2340 5 ాӜจؙ ౤ख लַؗ 3333

  18. ࡛ۄ੢෢ϥΠΦϯζ ࢯ໊ Ґஔ ॴଐ 2022೥༧ଌ೥เ 1 ੪౻େক ౤ख ໌େ 4660

    2 ੢઒Ѫ໵ ֎໺ख Ֆ࡙ಙӫ 4876 3 ҏ౻ᠳ ౤ख ࢛ࠃ̡̞ɾಙౡ 3739 4 ฏྑւഅ ౤ख ീॏࢁ঎޻ 1758 5 ༩࠲ւਓ ౤ख ذෞܦେ 1279 6 ߝౡཾੜ ಺໺ख ࢳڕ઒നྮ 87

  19. ౦๺ָఱΰʔϧσϯΠʔάϧε ࢯ໊ Ґஔ ॴଐ 2022೥༧ଌ೥เ 1 ۙ౻߂थ ౤ख Ԭࢁ঎େ 2659

    2 ؠݟխل ֎໺ख ܚେ 826 3 ࢁ࡚߶ ಺໺ख ࠃֶӃେ 1477 4 ౉ล༎थ ౤ख ԣ඿঎େ 222 5 ాத༾ඈ ֎໺ख ฌݿϒϧʔαϯμʔζ 1271 6 ੢רݡೋ ಺໺ख ઋ୆ҭӳ 888 7 ࣉԬ׮࣏ ౤ख ̗̘ɾੴ઒ 295

  20. ΦϦοΫεόϑΝϩʔζ ࢯ໊ Ґஔ ॴଐ 2022೥༧ଌ೥เ 1 ాౢେथ ౤ख ̧̟౦೔ຊ 3428

    2 ླ໦߁ฏ ౤ख ೔ཱ੡࡞ॴ 1544 3 ෱ాपฏ ಺໺ख ̣̩̩౦೔ຊ 4606 4 ຊాਔւ ౤ख ੕ᒍࠃࡍভೆ 3993 5 ੢ଜ྇ ัख ̨̧̪̗̖̪ 1888 6 ੢Ӝᰜେ ֎໺ख ໌ಙٛक़ 999 7 ޿୔৳࠸ ಺໺ख େ෼঎ 2696 8 ࢁ଍ୡ໵ ಺໺ख ϗϯμླࣛ 1299

  21. ๺ւಓ೔ຊϋϜϑΝΠλʔζ ࢯ໊ Ґஔ ॴଐ 2022೥༧ଌ೥เ 1 ਗ਼ٶ޾ଠ࿠ ಺໺ख ૣ࣮ 3489

    2 ੢ଜఱ༟ ౤ख ̣̩̩౦೔ຊ 2044 3 ాதӯే ౤ख ༄έӜ 2644 4 ೉೾ါฏ ಺໺ख ૑ࢤֶԂ 2849 5 ๺Ӝཽ࣍ ౤ख നԪେ଍ར 4255 6 ླ໦ྒྷଠ࿠ ౤ख ౦๺ֶӃେ 60 7 ٶ୆߁ฏ ౤ख ౦େ 4281

  22. ઍ༿ϩοςϚϦʔϯζ ࢯ໊ Ґஔ ॴଐ 2022೥༧ଌ೥เ 1 ҆ాঘݑ ಺໺ख ཤਖ਼ࣾ 2823

    2 ౻Ԭ༟େ ಺໺ख τϤλࣗಈं 4995 3 ࢁຊେو ౤ख ࡾඛࣗಈंԬ࡚ 4540 4 ੁ໺߶࢜ ֎໺ख ೔ཱ੡࡞ॴ 4713 5 ౉ลܒଠ ౤ख ̣̩̩౦೔ຊ 1839 6 Ӭ໺ক࢘ ౤ख ϗϯμ 3508

  23. ޿ౡ౦༸Χʔϓ ࢯ໊ Ґஔ ॴଐ 2022೥༧ଌ೥เ 1 தଜ঑੒ ัख ޿ྕ 2738

    2 ࢁޱᠳ ౤ख ۽ຊ޻ 2932 3 έϜφϒϥου੣ ౤ख ೔ຊจཧେ 4062 4 ӬҪರ࢜ ֎໺ख ೋদֶࣷେ෇ 2145 5 ԕ౻३ࢤ ౤ख բέӜ 1442 6 ฏԬܟਓ ౤ख த෦ֶӃେ 3981

  24. ࡕਆλΠΨʔε ࢯ໊ Ґஔ ॴଐ 2022೥༧ଌ೥เ 1 അ৔ࡷี ౤ख ઋ୆େ 129

    2 ߴڮངਓ ౤ख ѥେ 13 3 ۽୩ܟ༒ ಺໺ख ཱେ 1515 4 ౡాւལ ֎໺ख ্෢େ 3744 5 ୩઒ণر ౤ख ۝भࡾඛࣗಈं 3050 6 ຀ৎҰ࿠ ౤ख ܒ৽ 3963

  25. ԣ඿%F/"ϕΠελʔζ ࢯ໊ Ґஔ ॴଐ 2022೥༧ଌ೥เ 1 ౦ࠀथ ౤ख ໋ཱେ 2594

    2 ਆཬ࿨ؽ ֎໺ख ೔ຊੜ໋ 4075 3 ࡕޱᚠ྄ ౤ख ๺ւ 554 4 ࡈ౻ढ़հ ౤ख ̟̭ʵ̨̣̤̚̚ 1660 5 ࡩҪपే ౤ख ೔େࡾ 654 6 ࣉాޫً ౤ख ̗̘ɾੴ઒ 1248 7 ٶຊल໌ ಺໺ख ύφιχοΫ 838 8 ೇຊହ࢙ ಺໺ख ౦๺෱ࢱେ 4921 9 ࢁຊ༞େ ัख ̗̘ɾ࣎լ 211

  26. ಡചδϟΠΞϯπ ࢯ໊ Ґஔ ॴଐ 2022೥༧ଌ೥เ 1 ܃ݪ୓໵ ౤ख தେ 415

    2 ؛ాߦྙ ัख େࡕΨε 2907 3 େ৓୎ࡾ ัख ̣̩̩੢೔ຊ 4173 4 ๺ଜ୓ݾ ಺໺ख ѥେ 2732 5 ాதढ़ଠ ಺໺ख ೔ཱ੡࡞ॴ 4502 6 एྛߊ߂ ಺໺ख ̟̭ʵ̨̣̤̚̚ 688 7 ଜ্ւే ֎໺ख ಸྑֶԂେ 335 8 ౬ઙେ ಺໺ख ߴ࡚݈߁෱ࢱେߴ࡚ 3492

  27. த೔υϥΰϯζ ࢯ໊ Ґஔ ॴଐ 2022೥༧ଌ೥เ 1 ླ໦തࢤ ౤ख ϠϚϋ 1419

    2 ੴ઒ᠳ ౤ख ੨ཟହే 1788 3 ߴদ౉ ಺໺ख ୌ઒ೋ 691 4 ਗ਼ਫୡ໵ ౤ख Ֆ࡙ಙӫ 4859 5 ҏ౻߁༞ ֎໺ख தژେதژ 1081 6 ࢁຊ୓࣮ ౤ख ࢢ੢ٶ 520

  28. ౦ژϠΫϧτεϫϩʔζ ࢯ໊ Ґஔ ॴଐ 2022೥༧ଌ೥เ 1 ଜ্फོ ัख ۝भֶӃ 1268

    2 େԼ༎അ ౤ख ࡾඛॏ޻޿ౡ 598 3 ଂຊ࣏޹ ౤ख Ԭࢁ঎େ 155 4 Ԙݟହོ ֎໺ख ̟̭ʵ̨̣̤̚̚ 4243 5 ۚٱอ༏ే ౤ख ౦ւେࢢݪ๬༸ 4886 6 ٶຊৎ ಺໺ख ಸྑֶԂେ 3107 7 দຊ௚थ ัख ੢ೱӡ༌ 1693 8 পా୓າ ౤ख ̗̘ɾੴ઒ 4565

  29. ·ͱΊ

  30. ·ͱΊ w εΫϨΠϐϯάΛଓ͚ͯσʔλΛ஝ੵ͢Δ͜ͱ͕ॏཁ w ࡳଋͰԥΕ͹աڈͷ৘ใΛങ͏͜ͱ΋Ͱ͖Δ w ͍͔ͭདྷΔຊ൪ͷ࿅शͩͱࢥͬͯͲΜͲΜ༡΅͏ w Β͍ʹΐΜ͘Μ͸ՄѪ͍

  31. ͝ਗ਼ௌ͋Γ͕ͱ͏͍͟͝·ͨ͠ དྷγʔζϯ΋ΑΖ͓͘͠ئ͍͍ͨ͠·͢