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Sudachi ❤︎ Elasticsearch

Sudachi ❤︎ Elasticsearch

Elasticsearchで今すぐ使えるビジネス向けトークナイザー『Sudachi』

https://github.com/WorksApplications/Sudachi

【京都開催】Elasticsearch勉強会 #elasticsearchjp
https://www.meetup.com/ja-JP/Tokyo-Elastic-Fantastics/events/252971593/

Sorami Hisamoto

August 02, 2018
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Transcript

  1. &MBTUJDTFBSDIͰࠓ͙͢࢖͑Δ
    Ϗδωε޲͚τʔΫφΠβʔ
    4VEBDIJ
    !TPSBNJ

    &MBTUJDTFBSDIษڧձJOژ౎

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  2. View Slide


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  4. ݱߦͷ&MBTUJDTFBSDIඪ४Ͱ͋Δ
    ʰ,VSPNPKJʱͱൺ΂ͯΈ͍ͯͩ͘͞ʂ
    HJUIVCDPN8PSLT"QQMJDBUJPOT4VEBDIJ

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  5. 5-%3·ͱΊ
    w ιϑτ΢ΣΞˍߴ඼࣭ࣙॻ
    w ແྉ 044 "QBDIF
    w ๛෋ͳಛ௕ෳ਺෼ׂ୯Ґ େن໛ऩ࿥ޠኮ දهਖ਼نԽ ϓϥάΠϯ ʜ
    w اۀͷόοΫΞοϓʹΑΔܧଓతͳϝϯςφϯε
    w 4VEBDIJެࣜϓϥάΠϯ༗
    w ෳ਺෼ׂ୯Ґˠద߹཰Λอͪͭͭ࠶ݱ཰Λ޲্
    w දهਖ਼نԽˠΫΤϦͷ༳ΕΛٵऩ
    ܗଶૉղੳثʮ4VEBDIJʯ
    &MBTUJDTFBSDIʹ࠷ద

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  6. ྫ͑͹ɺ͜Μͳ͜ͱͰ͖·͢
    ΫΤϦ͕ʮΧϯψࠃࡍөըࡇʯͷͱ͖ʜ

    ˠΧϯψࠃࡍөըࡇ Χϯψ ࠃࡍ өը ࡇΛશͯ࢖͏ʂ
    ۭ͖؈ ۭ؈ ۭ͖᠒ ۭ᠒ ۭ͖Χϯ ۭ͖͔Μ

    ˠɹͥΜͿʮۭ͖؈ʯʹ·ͱΊΔʂ
    ෳ਺෼ׂ୯Ґͷซ༻
    දهͷਖ਼نԽ
    ଓ͖͸ຊฤͰʜ

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  7. !TPSBNJ
    4PSBNJ)JTBNPUP

    w ࣗવݴޠॲཧۀऀ
    w ಙౡݝࡏॅ
    w ϫʔΫεಙౡਓ޻஌ೳ/-1ݚڀॴ
    ژ౎ͷօ͞Μɺ͜Μ͹Μ͸ʂ

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  8. (PPHMF.BQT XXXHPPHMFDPNNBQT

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  9. (PPHMF.BQT XXXHPPHMFDPNNBQT

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  10. View Slide

  11. w &31ιϑτ΢ΣΞͷ։ൃɾൢച
    w ೥ઃཱ
    w ैۀһ਺ ໊ن໛
    w ࣗવݴޠॲཧʹಛԽͨ͠ݚڀॴ
    w ೥݄ઃཱ
    w ݱࡏ໊౦ژ ্ւ γϯΨϙʔϧʹ໊

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  12. 0440QFO4PVSDF4PGUXBSF
    4VEBDIJ $IJLLBSʢԾʣ
    ,JOUPLJʢԾʣ
    ঎༻ར༻ʹ଱͑͏Δ
    ܗଶૉղੳث
    ߴػೳͳ
    τϥΠ໦ϥΠϒϥϦ
    ܎Γड͚ղੳث
    /BSJNPOPʢԾʣ
    νϟϯΧʔ

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  13. 0440QFO4PVSDF4PGUXBSF
    4VEBDIJ $IJLLBSʢԾʣ
    ,JOUPLJʢԾʣ
    ঎༻ར༻ʹ଱͑͏Δ
    ܗଶૉղੳث
    ߴػೳͳ
    τϥΠ໦ϥΠϒϥϦ
    ܎Γड͚ղੳث
    /BSJNPOPʢԾʣ
    νϟϯΧʔ

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  14. 4VEBDIJ

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  15. View Slide

  16. View Slide

  17. 4VEBDIJB+BQBOFTF5PLFOJ[FSGPS#VTJOFTTCZ8"15PLVTIJNB"*/-1-BC
    ܗଶૉղੳثʰ4VEBDIJʱ
    w Φʔϓϯιʔεͷιϑτ΢ΣΞͱࣙॻ
    w "QBDIF +BWB੡
    w ೥Նʹॳެ։


    ৭ʑͱ͍͍τίϩ͕͋ΔΜͰ͢ʜ

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  18. 4VEBDIJB+BQBOFTF5PLFOJ[FSGPS#VTJOFTTCZ8"15PLVTIJNB"*/-1-BC
    ͦ΋ͦ΋ܗଶૉղੳͱ͸ʜ


    zʹΘͱΓ͸ඈ͹ͳ͍z
    ྫ͑͹
    ͜͏͍͏จ͕͋ͬͨ࣌ʹʜ

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  19. 4VEBDIJB+BQBOFTF5PLFOJ[FSGPS#VTJOFTTCZ8"15PLVTIJNB"*/-1-BC
    ͦ΋ͦ΋ܗଶૉղੳͱ͸ʜ


    zʹΘͱΓ͸ඈ͹ͳ͍z
    4FHNFOUBUJPO
    ςΩετΛ෼ׂ
    ͸ ඈ͹ ͳ͍
    ʹΘͱΓ

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  20. 4VEBDIJB+BQBOFTF5PLFOJ[FSGPS#VTJOFTTCZ8"15PLVTIJNB"*/-1-BC
    ͦ΋ͦ΋ܗଶૉղੳͱ͸ʜ


    zʹΘͱΓ͸ඈ͹ͳ͍z
    4FHNFOUBUJPO
    ςΩετΛ෼ׂ
    4UFNNJOH
    ޠܗΛࣙॻܗʹ
    ͸ ඈ͹ ͳ͍
    ʹΘͱΓ
    ඈ͹ ඈͿ

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  21. 4VEBDIJB+BQBOFTF5PLFOJ[FSGPS#VTJOFTTCZ8"15PLVTIJNB"*/-1-BC
    ͦ΋ͦ΋ܗଶૉղੳͱ͸ʜ


    zʹΘͱΓ͸ඈ͹ͳ͍z
    4FHNFOUBUJPO
    ςΩετΛ෼ׂ
    4UFNNJOH
    ޠܗΛࣙॻܗʹ
    1BSUPG4QFFDI5BHHJOH
    ඼ࢺΛ෇༩
    ͸ ඈ͹ ͳ͍
    ʹΘͱΓ
    ͸
    ॿࢺ
    ඈ͹
    ಈࢺ
    ͳ͍
    ॿಈࢺ
    ʹΘͱΓ
    ໊ࢺ
    ඈ͹ ඈͿ

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  22. 4VEBDIJB+BQBOFTF5PLFOJ[FSGPS#VTJOFTTCZ8"15PLVTIJNB"*/-1-BC
    ͦ΋ͦ΋ܗଶૉղੳͱ͸ʜ


    zʹΘͱΓ͸ඈ͹ͳ͍z
    4FHNFOUBUJPO
    ςΩετΛ෼ׂ
    4UFNNJOH
    ޠܗΛࣙॻܗʹ
    1BSUPG4QFFDI5BHHJOH
    ඼ࢺΛ෇༩
    ͸ ඈ͹ ͳ͍
    ʹΘͱΓ
    ͸
    ॿࢺ
    ඈ͹
    ಈࢺ
    ͳ͍
    ॿಈࢺ
    ʹΘͱΓ
    ໊ࢺ
    ඈ͹ ඈͿ
    ࣮༻্͸
    จࣈਖ਼نԽ ݁߹ॲཧ දهਖ਼نԽ ಡΈ෇༩ʜ
    ͳͲͳͲ෇ਵ͢Δ͞·͟·ͳॲཧ΋ඞཁ

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  23. 4VEBDIJB+BQBOFTF5PLFOJ[FSGPS#VTJOFTTCZ8"15PLVTIJNB"*/-1-BC
    ͳͥࠓɺܗଶૉղੳثΛ࡞Δͷ͔ʁ
    w ࣗ෼͕ͨͪཉ͔ͬͨ͠
    w ܗଶૉղੳͱݻ༗දݱநग़ͷ༥߹
    w ਓखͰखؒΛ͔͚ͨ΋ͷΛڞ༗͍ͨ͠
    w ࣙॻ࡞੡ٕज़ͷܧଓ
    w ඇઐ໳Ո΋࢖͑Δ΋ͷΛ
    w ϊ΢ϋ΢ͷڞ༗


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  24. 4VEBDIJB+BQBOFTF5PLFOJ[FSGPS#VTJOFTTCZ8"15PLVTIJNB"*/-1-BC
    4VEBDIJͷίί͕͍͢͝ΜͰ͢ʜ
    ෳ਺ͷ෼ׂ୯Ґ
    ଟ਺ͷऩ࿥ޠኮ
    දهͷਖ਼نԽ
    ػೳͷϓϥάΠϯԽ
    ܧଓతͳϝϯςφϯε


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  25. 4VEBDIJB+BQBOFTF5PLFOJ[FSGPS#VTJOFTTCZ8"15PLVTIJNB"*/-1-BC
    ෳ਺ͷ෼ׂ୯Ґ


    lΧϯψࠃࡍөըࡇz
    Χϯψࠃࡍөըࡇ
    "୯Ґ Χϯψ ࠃࡍ өը ࡇ
    Χϯψ ࠃࡍ өըࡇ
    #୯Ґ
    $୯Ґ
    ͦΕͧΕͷ୯ҐͰग़ྗ΍࠶෼ׂ͕Ͱ͖Δ
    ༻్ʹΑͬͯཉ͍͠௕͞͸͕ͪ͏ݕࡧ"$ ϚΠχϯά$ ޠኮௐࠪ#

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  26. 4VEBDIJB+BQBOFTF5PLFOJ[FSGPS#VTJOFTTCZ8"15PLVTIJNB"*/-1-BC
    ଟ਺ͷऩ࿥ޠኮ
    w ,VSPNPKJ΍ͦͷଞଟ͘ͷ৔߹ʹ࢖ΘΕ͍ͯΔ*1"%*$͸໿ສޠ
    w ଟ͚Ε͹ྑ͍ͱ͍͏Θ͚Ͱ͸ͳ͍ޡղੳ ύϑΥʔϚϯε
    w ࠃཱࠃޠݚڀॴͷ6OJ%JDͱɺ৽ޠΛࣗಈ֫ಘ͍ͯ͠Δ/&PMPHE
    Λ΋ͱʹઐ໳ՈͷखͰਫ਼ࠪ


    ສޠऩ࿥ʢ͏ͪਫ਼ࠪࡁΈສޠ ೥݄࣌఺

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  27. 4VEBDIJB+BQBOFTF5PLFOJ[FSGPS#VTJOFTTCZ8"15PLVTIJNB"*/-1-BC
    දهͷਖ਼نԽ


    ύλʔϯ ྫ
    จࣈछͷҧ͍
    ޲೔Ѯͻ·ΘΓώϚϫϦ
    ྜྷࢎΓΜࢎϦϯࢎ
    ׽ࣈͷҧ͍

    ʢҟମࣈ ୅༻දه ׳༻දهʣ
    ܳज़᥁ज़
    ڻ୵ڻ୰
    ಙ༻ಘ༻
    ૹΓԾ໊ͷҧ͍ ड͚෇͚ड෇͚ड෇
    ֎དྷޠͷදهҧ͍ ίϛϡχςΟʔίϛϡχςΟίϛχςΟʔDPNNVOJUZ
    ޡ༻ γϛϡϨʔγϣϯγϡϛϨʔγϣϯ
    ͚ͩͨ͘ݴ͍ํ ʙͪΌ͋ʙͯ͸
    ΋ͪΖΜɺͳΜͰ΋͔ΜͰ΋ਖ਼نԽ͢Ε͹ྑ͍Θ͚Ͱ͸ͳ͍
    ༻్Λ౿·͑ɺٞ࿦ͭͭ͠બఆ͍ͯ͠Δ
    ˞ৄࡉ͸ʮݴޠࢿݯ׆༻ϫʔΫγϣοϓʯͷݪߘΛࢀরͷ͜ͱ

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  28. 4VEBDIJB+BQBOFTF5PLFOJ[FSGPS#VTJOFTTCZ8"15PLVTIJNB"*/-1-BC
    ػೳͷϓϥάΠϯԽ
    w ೖྗςΩετҟମࣈ౷੍ දهิਖ਼
    w ϥςΟεະ஌ޠॲཧ ඼ࢺ઀ଓې੍
    w ग़ྗղ਺ࢺਖ਼نԽ ਓ໊ॲཧ


    ֤εςοϓͰɺ༷ʑͳॲཧΛϓϥάΠϯͱͯ͠௥ՃͰ͖Δ

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  29. 4VEBDIJB+BQBOFTF5PLFOJ[FSGPS#VTJOFTTCZ8"15PLVTIJNB"*/-1-BC
    ػೳͷϓϥάΠϯԽ
    w ೖྗςΩετҟମࣈ౷੍ දهิਖ਼
    w ϥςΟεະ஌ޠॲཧ ඼ࢺ઀ଓې੍
    w ग़ྗղ਺ࢺਖ਼نԽ ਓ໊ॲཧ


    ֤εςοϓͰɺ༷ʑͳॲཧΛϓϥάΠϯͱͯ͠௥ՃͰ͖Δ
    ྫ௕Իه߸ͷॖ໿
    lΰʙʙʙʔʔʔϧzˠlΰʔϧz

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  30. 4VEBDIJB+BQBOFTF5PLFOJ[FSGPS#VTJOFTTCZ8"15PLVTIJNB"*/-1-BC
    ػೳͷϓϥάΠϯԽ
    w ೖྗςΩετҟମࣈ౷੍ දهิਖ਼
    w ϥςΟεະ஌ޠॲཧ ඼ࢺ઀ଓې੍
    w ग़ྗղ਺ࢺਖ਼نԽ ਓ໊ॲཧ


    ֤εςοϓͰɺ༷ʑͳॲཧΛϓϥάΠϯͱͯ͠௥ՃͰ͖Δ
    ਺஋ਖ਼نԽ
    l̍̌̌ઍԁzˠlz
    ਓ໊ਪఆʢ·ͩ࡞ͬͯͳ͍ʣ
    lాத˓˓༷zˡະ஌ޠͩͬͨΒਓ໊ͬΆ͍

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  31. 4VEBDIJB+BQBOFTF5PLFOJ[FSGPS#VTJOFTTCZ8"15PLVTIJNB"*/-1-BC
    ػೳͷϓϥάΠϯԽ
    w ೖྗςΩετҟମࣈ౷੍ දهิਖ਼
    w ϥςΟεະ஌ޠॲཧ ඼ࢺ઀ଓې੍
    w ग़ྗղ਺ࢺਖ਼نԽ ਓ໊ॲཧ


    ֤εςοϓͰɺ༷ʑͳॲཧΛϓϥάΠϯͱͯ͠௥ՃͰ͖Δ
    w ಠࣗͷະ஌ޠॲཧ
    w ඼൪ɾܕࣜͷநग़
    w ʜ
    Ϣʔβʔ͕ࣗ༝ʹಠࣗͷϓϥάΠϯΛ࡞੒Ͱ͖Δ

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  32. 4VEBDIJB+BQBOFTF5PLFOJ[FSGPS#VTJOFTTCZ8"15PLVTIJNB"*/-1-BC
    ػೳͷϓϥάΠϯԽ
    w ೖྗςΩετҟମࣈ౷੍ දهิਖ਼
    w ϥςΟεະ஌ޠॲཧ ඼ࢺ઀ଓې੍
    w ग़ྗղ਺ࢺਖ਼نԽ ਓ໊ॲཧ


    ֤εςοϓͰɺ༷ʑͳॲཧΛϓϥάΠϯͱͯ͠௥ՃͰ͖Δ
    ֤ࣾɺΈΜͳಉ͡Α͏ͳ͜ͱΛ΍ͬͯͨΓ͢Δ
    ंྠͷ࠶ൃ໌Λ΍ΊͯɺϕετɾϓϥΫςΟεΛڞ༗͍͖͍ͯͨ͠
    w ಠࣗͷະ஌ޠॲཧ
    w ඼൪ɾܕࣜͷநग़
    w ʜ
    Ϣʔβʔ͕ࣗ༝ʹಠࣗͷϓϥάΠϯΛ࡞੒Ͱ͖Δ

    View Slide

  33. 4VEBDIJB+BQBOFTF5PLFOJ[FSGPS#VTJOFTTCZ8"15PLVTIJNB"*/-1-BC
    ܧଓతͳϝϯςφϯε


    اۀʢϫʔΫεΞϓϦέʔγϣϯζʣ͕
    ࣙॻͱιϑτ΢ΣΞΛܧଓతʹΞοϓσʔτ

    View Slide

  34. 4VEBDIJB+BQBOFTF5PLFOJ[FSGPS#VTJOFTTCZ8"15PLVTIJNB"*/-1-BC
    ܧଓతͳϝϯςφϯε


    اۀʢϫʔΫεΞϓϦέʔγϣϯζʣ͕
    ࣙॻͱιϑτ΢ΣΞΛܧଓతʹΞοϓσʔτ
    ࣌୅ͱڞʹݴ༿ͷ࢖ΘΕํ΋มΘΔɺ৽ޠ΋ग़ͯ͘Δ

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  35. 4VEBDIJB+BQBOFTF5PLFOJ[FSGPS#VTJOFTTCZ8"15PLVTIJNB"*/-1-BC
    ܧଓతͳϝϯςφϯε


    اۀʢϫʔΫεΞϓϦέʔγϣϯζʣ͕
    ࣙॻͱιϑτ΢ΣΞΛܧଓతʹΞοϓσʔτ
    ࣌୅ͱڞʹݴ༿ͷ࢖ΘΕํ΋มΘΔɺ৽ޠ΋ग़ͯ͘Δ
    ࠃཱେֶͳͲʹΑΔݴޠࢿݯ͸ɺ༧ࢉऴྃ΍ֶੜͷଔۀͳͲͰ

    ߋ৽ఀࢭʹͳΔ͜ͱ͕··͋Δ

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  36. 4VEBDIJB+BQBOFTF5PLFOJ[FSGPS#VTJOFTTCZ8"15PLVTIJNB"*/-1-BC
    ଞͷࣙॻͱൺ΂Δͱʜ


    *1"%*$ 6OJ%JD /&PMPHE 4VEBDIJ
    ෳ਺ͷ෼ׂ୯Ґ ✖ ✖ ✖ ˔
    ݻ༗දݱ ˛ ˛ ˔ ˔
    දهͷਖ਼نԽ ˔ ˔ ✖ ˔
    ܧଓతͳϝϯςφϯε ✖ ˛ ˔ ˔
    ਓखʹΑΔਫ਼ࠪ ˔ ˔ ✖ ˔

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  37. 4VEBDIJB+BQBOFTF5PLFOJ[FSGPS#VTJOFTTCZ8"15PLVTIJNB"*/-1-BC
    ࠃࡍֶձʮ-3&$ʯͰ΋ൃද͠·ͨ͠
    l4VEBDIJB+BQBOFTF5PLFOJ[FSGPS#VTJOFTTl

    ,B[VNB5BLBPLB 4PSBNJ)JTBNPUP /PSJLP,BXBIBSB 

    .JIP4BLBNPUP :PTIJUBLB6DIJEB :VKJ.BUTVNPUP


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  38. 4VEBDIJB+BQBOFTF5PLFOJ[FSGPS#VTJOFTTCZ8"15PLVTIJNB"*/-1-BC
    ࠃࡍֶձʮ-3&$ʯͰ΋ൃද͠·ͨ͠
    l4VEBDIJB+BQBOFTF5PLFOJ[FSGPS#VTJOFTTl

    ,B[VNB5BLBPLB 4PSBNJ)JTBNPUP /PSJLP,BXBIBSB 

    .JIP4BLBNPUP :PTIJUBLB6DIJEB :VKJ.BUTVNPUP


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  39. 4VEBDIJB+BQBOFTF5PLFOJ[FSGPS#VTJOFTTCZ8"15PLVTIJNB"*/-1-BC
    1ZUIPO൛΋͋ΔͰΑʢz4VEBDIJ1Zz։ൃதʣ


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  40. 4VEBDIJB+BQBOFTF5PLFOJ[FSGPS#VTJOFTTCZ8"15PLVTIJNB"*/-1-BC
    ࠓޙ΍Δ͜ͱ
    w લॲཧͱͯ͠จ෼ׂث
    w ಉٛޠࣙॻͱͷ࿈ܞ
    w ʮଧͪݴ༿ʯ΁ͷରԠ
    w ʮԠԉஂһʯ໰୊ʮԠԉஂஂһʯͱ͍ͨ͠
    w ʮࢢ۠ொଜ௕ʯ໰୊ʮࢢ۠ொଜͷ௕ʯͰ͸ͳ͘ɺʮ\ࢢ ۠ ொ ଜ^ͷ௕ʯ
    w ʜ


    Ӷҙ੡࡞த
    ۙ೔ެ։༧ఆ

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  41. 4VEBDIJB+BQBOFTF5PLFOJ[FSGPS#VTJOFTTCZ8"15PLVTIJNB"*/-1-BC
    4VEBDIJΛ׆༻ͨ͠෼ࢄදݱͷֶश
    w ·ͣ͸ɺطଘख๏ɾπʔϧʢXPSEWFD GBTU5FYUʣʹΑΔ

    ֤෼ׂ୯ҐͰͷ୯ޠϕΫτϧΛ࡞੒
    w ͦͷ͋ͱ͸ɺෳ਺෼ׂ୯ҐΛߟྀͨ͠ख๏Λݕ౼


    8
    PSLJO1SPHSFTT
    ˔˔˔˔˔
    ͬ͞ΆΖςϨϏౝ
    ˔˔˔˔˔
    ͸
    ˔˔˔˔˔
    ࠓ೔
    ˔˔˔˔˔
    ͷ
    ˔˔˔˔˔
    ͬ͞ΆΖ
    ˔˔˔˔˔
    ςϨϏ
    ˔˔˔˔˔

    ʜ

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  42. View Slide

  43. View Slide

  44. 4VEBDIJB+BQBOFTF5PLFOJ[FSGPS#VTJOFTTCZ8"15PLVTIJNB"*/-1-BC
    4VEBDIJ❤&MBTUJDTFBSDI
    w 4VEBDIJެࣜͷ&MBTUJDTFBSDIϓϥάΠϯ͕͋Γ·͢
    w 4VEBDIJͷಛ௕͕ݕࡧ༻్ʹϐολϦʂ


    )JSPTIJ.BUTVEB͞Μ͕
    όϦόϦͱରԠ͍ͯͬͯ͘͠Εͯ·͢ɻ
    ͋Γ͕ͱ͏͍͟͝·͢ʜ

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  45. 4VEBDIJB+BQBOFTF5PLFOJ[FSGPS#VTJOFTTCZ8"15PLVTIJNB"*/-1-BC
    ݕࡧʹ͓͚Δෳ਺෼ׂ୯Ґɾදهਖ਼نԽ
    w ෳ਺ͷ෼ׂ୯Ґͷซ༻ద߹཰Λอͪͭͭ࠶ݱ཰Λ޲্
    w ΫΤϦ͕ʮΧϯψࠃࡍөըࡇʯͷͱ͖ʜ

    ˠΧϯψࠃࡍөըࡇ Χϯψ ࠃࡍ өը ࡇΛͥΜͿʂ
    w දهͷਖ਼نԽΫΤϦͷ༳ΕΛٵऩ
    w ۭ͖؈ ۭ؈ ۭ͖᠒ ۭ᠒ ۭ͖Χϯ ۭ͖͔Μ

    ˠɹͥΜͿʮۭ͖؈ʯʹʂ


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  46. 4VEBDIJB+BQBOFTF5PLFOJ[FSGPS#VTJOFTTCZ8"15PLVTIJNB"*/-1-BC
    ,VSPNPKJͱൺ΂Δͱʜ


    ,VSPNPKJ 4VEBDIJ
    ෳ਺ͷ෼ׂ୯Ґ ˛ ˔
    දهͷਖ਼نԽ ˛ ˔
    ·ͱΊ্͛ ิਖ਼ॲཧ ˛ ˔
    ෳ਺Ϣʔβʔࣙॻ ✖ ˔
    লϝϞϦ ˔ ˕
    ղੳਫ਼౓ ˔ ˔
    ղੳ଎౓ ˛ ˛
    OCFTUղʹΑΔۙࣅ
    -VDFOFϑΟϧλʔซ༻
    ϝϞϦϚοϓར༻ʹΑΔෳ਺+BWB7.Ͱͷࣙॻڞ༗




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  47. 4VEBDIJB+BQBOFTF5PLFOJ[FSGPS#VTJOFTTCZ8"15PLVTIJNB"*/-1-BC
    &MBTUJDTFBSDIͷඪ४ʹͳΓ͍ͨʂ
    w ,VSPNPKJΛެࣜʹϦϓϨΠε͍ͨ͠
    w "84&MBTUJD4FSWJDFͩͱϓϥάΠϯ࢖͑ͳ͍
    w &MBTUJD$MPVEͰ΋͍͍ײ͡ʹ࢖͍͍ͨ


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  48. 4VEBDIJB+BQBOFTF5PLFOJ[FSGPS#VTJOFTTCZ8"15PLVTIJNB"*/-1-BC
    ͪ͜Β΋͝ࢀর͍ͩ͘͞


    &4΁ͷ4VEBDIJͷ
    ಋೖɾઃఆํ๏΋
    ղઆͯ͠·͢
    RJJUBDPNTPSBNJJUFNTFGGEEC

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  49. 4VEBDIJB+BQBOFTF5PLFOJ[FSGPS#VTJOFTTCZ8"15PLVTIJNB"*/-1-BC
    ಋೖࣄྫ
    w גࣜձࣾ4ZOD5IPVHIU༷

    z4ZOD4FBSDI͕ܗଶૉղੳث4VEBDIJΛ࠾༻αδΣετΤϯδϯΛ
    ϦχϡʔΞϧlKBQBODOFUDPNSFMFBTF
    w "DSPRVFTU5FDIOPMPHZגࣜձ༷ࣾ

    lݕࡧαʔϏεʹ4VEBDIJΛద༻ͯ͠ӡ༻ίετΛ࡟ݮͨ͠࿩z
    TMJEFTIBSFOFU4BTBLJ5BLBTIJTVEBDIJ
    w ʜ




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  50. 4VEBDIJB+BQBOFTF5PLFOJ[FSGPS#VTJOFTTCZ8"15PLVTIJNB"*/-1-BC
    ಋೖࣄྫ
    w גࣜձࣾ4ZOD5IPVHIU༷

    z4ZOD4FBSDI͕ܗଶૉղੳث4VEBDIJΛ࠾༻αδΣετΤϯδϯΛ
    ϦχϡʔΞϧlKBQBODOFUDPNSFMFBTF
    w "DSPRVFTU5FDIOPMPHZגࣜձ༷ࣾ

    lݕࡧαʔϏεʹ4VEBDIJΛద༻ͯ͠ӡ༻ίετΛ࡟ݮͨ͠࿩z
    TMJEFTIBSFOFU4BTBLJ5BLBTIJTVEBDIJ
    w ʜ




    ಋೖ͞Εͨํʑɺͥͻڭ͍͑ͯͩ͘͞ʂ
    ͝ҙݟ͝ཁ๬΋͓଴ͪͯ͠·͢ʂ

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  51. 4VEBDIJB+BQBOFTF5PLFOJ[FSGPS#VTJOFTTCZ8"15PLVTIJNB"*/-1-BC
    4MBDLͰ΋͓଴ͪͯ͠·͢ʂ


    (JU)VCϖʔδͷ
    ϦϯΫ͔ΒࢀՃʂ

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  52. 4VEBDIJB+BQBOFTF5PLFOJ[FSGPS#VTJOFTTCZ8"15PLVTIJNB"*/-1-BC
    4MBDLͰ΋͓଴ͪͯ͠·͢ʂ


    ˌCFHJOOFSνϟϯωϧ
    ΋͋Γ·͢Αʂ

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  53. 4VEBDIJB+BQBOFTF5PLFOJ[FSGPS#VTJOFTTCZ8"15PLVTIJNB"*/-1-BC
    ࠓޙͷΠϕϯτ
    w ܗଶૉղੳثʮ4VEBDIJʯ͔ΒݟΔܗଶૉղੳ͜ͱ͸͡ΊߴԬҰഅ
    w ΦʔϓϯιʔεΧϯϑΝϨϯε,ZPUP
    w !ژ౎ϦαʔνύʔΫژ౎ࢢԼژ۠
    w ܗଶૉղੳثʮ4VEBDIJʯͷͨΊͷେن໛ࣙॻ։ൃࡔຊඒอ
    w ݴޠࢿݯ׆༻ϫʔΫγϣοϓ
    w !ࠃཱࠃޠݚڀॴ౦ژ౎ཱ઒ࢢ


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  54. ·ͱΊ
    ͥͻҰ౓͓ࢼ͍ͩ͘͠͞
    w ιϑτ΢ΣΞˍߴ඼࣭ࣙॻ
    w ແྉ 044 "QBDIF
    w ๛෋ͳಛ௕ෳ਺෼ׂ୯Ґ େن໛ऩ࿥ޠኮ දهਖ਼نԽ ϓϥάΠϯ ʜ
    w اۀͷόοΫΞοϓʹΑΔܧଓతͳϝϯςφϯε
    w 4VEBDIJެࣜϓϥάΠϯ༗
    w ෳ਺෼ׂ୯Ґˠద߹཰Λอͪͭͭ࠶ݱ཰Λ޲্
    w දهਖ਼نԽˠΫΤϦͷ༳ΕΛٵऩ
    ܗଶૉղੳثʮ4VEBDIJʯ
    &MBTUJDTFBSDIʹ࠷ద

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  55. HJUIVCDPN8PSLT"QQMJDBUJPOT4VEBDIJ

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