Soocer-Hack入門

サッカーのデータを分析した話です

Transcript

1. Soccer-Hackೖ໳ @ohmuraken
2. About me • ଔۀݚڀͯ͠Δ • খதֶߍͰαοΧʔখૐ
3. Soccer-Hackͱ͸ • ໺ٿHackͷαοΧʔ൛ • ໺ٿHackͱ͸ - ໺ٿʹؔ͢Δσʔλͷऩू - ෼ੳ - ύοέʔδԽ
4. Soccer-Hackͱ͸ • ϏοάσʔλͱPythonͰ͸͡ΊΔ໺ٿͷ౷ܭ෼ੳ
5. ࿩͢͜ͱ • σʔλͷऩू • ؆୯ͳ෼ੳ • ࠓޙ΍Γ͍ͨࣄ
6. • σʔλͷऩू • ؆୯ͳ෼ੳ • ࠓޙ΍Γ͍ͨࣄ ࿩͢͜ͱ
7. σʔλͷऩू • ֤ॴʹσʔλ͸͋Δ • GitHub - openfootball ‣ football.json (star 287) ‣ world-cup (star 229) ‣ eng-england (star 131) - jakecamp/FootballData (star 180) • JϦʔάͷσʔλ͸…
8. • openfootball/football.json σʔλͷऩू
9. • openfootball/football.json σʔλͷऩू ͳΜ͔ҧ͏
10. • openfootball/football.json σʔλͷऩू ΋ͬͱૉੑ͕΄͍͠
11. σʔλͷऩू
12. σʔλͷऩू
13. • Football-Data • 64ͷૉੑ • 4େϦʔά σʔλͷऩू
14. • σʔλͷऩू • ؆୯ͳ෼ੳ • ࠓޙ΍Γ͍ͨࣄ ࿩͢͜ͱ
15. ؆୯ͳ෼ੳ
16. ؆୯ͳ෼ੳ • Ծઆ: ʮڧ͍νʔϜ͸ܾఆྗ͕ߴ͍ʯ • ܾఆྗ = ΰʔϧ਺ / γϡʔτ਺ • ର৅ - ϓϨϛΞϦʔά (2015-2016) ˒ ϨελʔɾγςΟFC͕༏উʂʂ
17. ΰʔϧ਺ͷ෼෍ • ֤ΰʔϧͷ෼෍ - 2.7఺ / 1ࢼ߹
18. νʔϜ ϗʔϜͷΰʔϧ਺ Man City 47 Southampton 39 Tottenham 35 Leicester 35 Everton 35 West Ham 34 Liverpool 33 Chelsea 32 Newcastle 32 Arsenal 31 Man United 27 Norwich 26 Sunderland 23 Bournemouth 23 Stoke 22 Swansea 20 Watford 20 West Brom 20 Crystal Palace 19 Aston Villa 14 νʔϜ Ξ΢ΣΠͷΰʔϧ਺ Tottenham 34 Arsenal 34 Leicester 33 West Ham 31 Liverpool 30 Chelsea 27 Sunderland 25 Man City 24 Everton 24 Man United 22 Bournemouth 22 Swansea 22 Southampton 20 Watford 20 Crystal Palace 20 Stoke 19 West Brom 14 Norwich 13 Aston Villa 13 Newcastle 12 ΰʔϧ਺
19. νʔϜ ܾఆ཰ Leicester 0.1300191205 Everton 0.1199186992 West Ham 0.1169064748 Man City 0.1160130719 Man United 0.1139534884 Southampton 0.1136801541 Arsenal 0.1136363636 Chelsea 0.1121673004 Newcastle 0.1105527638 Sunderland 0.1093394077 Tottenham 0.104387292 Liverpool 0.1001589825 Stoke 0.0980861244 Bournemouth 0.09719222462 Swansea 0.09502262443 Norwich 0.09375 Watford 0.08988764045 West Brom 0.08854166667 Crystal Palace 0.08369098712 Aston Villa 0.07336956522 νʔϜ ΰʔϧ਺ Man City 71 Tottenham 69 Leicester 68 West Ham 65 Arsenal 65 Liverpool 63 Everton 59 Southampton 59 Chelsea 59 Man United 49 Sunderland 48 Bournemouth 45 Newcastle 44 Swansea 42 Stoke 41 Watford 40 Norwich 39 Crystal Palace 39 West Brom 34 Aston Villa 27 ܾఆ཰ͱΰʔϧ਺
20. ॱҐ νʔϜ ॱҐ
    ܾఆ཰ ॱҐ
    ΰʔϧ਺ ॱҐ Leicester 1 3 1 Everton 2 7 11 West Ham 3 4 7 Man City 4 1 4 Man United 5 10 5
21. • ϗʔϜͱΞ΢ΣΠͰνʔϜͷ߈ܸྗ͕มΘΔ - ϗʔϜ߈ܸྗUP: ManCity, Southampton - Ξ΢ΣΠ߈ܸྗUP: Arsenal ! • ϓϨϛΞϦʔά(2015-2016)͸कඋ͕େ੾ - Τόʔτϯ͸গͳ͍γϡʔτͰಘ఺ - कඋΛڧԽ͢Ε͹݁ߏ͍͍ͷͰ͸ʁ - ϚϯU΋ಉ༷ͷࣄ͕ݴ͑Δ • ܾఆ཰͕ඞͣ͠΋ॱҐʹ௚݁Ͱ͸ͳ͍ - Ͱ΋༏উͨ͠ͷ͸, ܾఆ཰1ҐͷϨελʔ ؆୯ͳ෼ੳ
22. ࠓޙ΍Γ͍ͨࣄ • ύοέʔδԽ - উ཰΍ܾఆ཰Λ؆୯ʹऔಘͰ͖ΔΑ͏ʹ - ՄࢹԽͷηοτ • ೥୅ͷಛ௃ - ڧ͘ͳͬͨνʔϜ - ελΠϧͷมԽ • Ϧʔάͷಛ௃ - ΠλϦΞͷΧςφνΦ
23. ͓͠·͍