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/

Transcript

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

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2. View Slide

3. 
   

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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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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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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
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    ͜͏͍͏จ͕͋ͬͨ࣌ʹʜ
    

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19. 4VEBDIJB+BQBOFTF5PLFOJ[FSGPS#VTJOFTTCZ8"15PLVTIJNB"*/-1-BC
    ͦ΋ͦ΋ܗଶૉղੳͱ͸ʜ
    
    
    zʹΘͱΓ͸ඈ͹ͳ͍z
    4FHNFOUBUJPO
    ςΩετΛ෼ׂ
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    ʹΘͱΓ
    

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20. 4VEBDIJB+BQBOFTF5PLFOJ[FSGPS#VTJOFTTCZ8"15PLVTIJNB"*/-1-BC
    ͦ΋ͦ΋ܗଶૉղੳͱ͸ʜ
    
    
    zʹΘͱΓ͸ඈ͹ͳ͍z
    4FHNFOUBUJPO
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    ޠܗΛࣙॻܗʹ
    ͸ ඈ͹ ͳ͍
    ʹΘͱΓ
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21. 4VEBDIJB+BQBOFTF5PLFOJ[FSGPS#VTJOFTTCZ8"15PLVTIJNB"*/-1-BC
    ͦ΋ͦ΋ܗଶૉղੳͱ͸ʜ
    
    
    zʹΘͱΓ͸ඈ͹ͳ͍z
    4FHNFOUBUJPO
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    ޠܗΛࣙॻܗʹ
    1BSUPG4QFFDI5BHHJOH
    ඼ࢺΛ෇༩
    ͸ ඈ͹ ͳ͍
    ʹΘͱΓ
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    ඈ͹ ඈͿ
    

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22. 4VEBDIJB+BQBOFTF5PLFOJ[FSGPS#VTJOFTTCZ8"15PLVTIJNB"*/-1-BC
    ͦ΋ͦ΋ܗଶૉղੳͱ͸ʜ
    
    
    zʹΘͱΓ͸ඈ͹ͳ͍z
    4FHNFOUBUJPO
    ςΩετΛ෼ׂ
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    ޠܗΛࣙॻܗʹ
    1BSUPG4QFFDI5BHHJOH
    ඼ࢺΛ෇༩
    ͸ ඈ͹ ͳ͍
    ʹΘͱΓ
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    ॿࢺ
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    ॿಈࢺ
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    ࣮༻্͸
    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
    

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

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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
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    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 

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38. 4VEBDIJB+BQBOFTF5PLFOJ[FSGPS#VTJOFTTCZ8"15PLVTIJNB"*/-1-BC
    ࠃࡍֶձʮ-3&$ʯͰ΋ൃද͠·ͨ͠
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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
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41. 4VEBDIJB+BQBOFTF5PLFOJ[FSGPS#VTJOFTTCZ8"15PLVTIJNB"*/-1-BC
    4VEBDIJΛ׆༻ͨ͠෼ࢄදݱͷֶश
    w ·ͣ͸ɺطଘख๏ɾπʔϧʢXPSEWFD GBTU5FYUʣʹΑΔ

    ֤෼ׂ୯ҐͰͷ୯ޠϕΫτϧΛ࡞੒
    w ͦͷ͋ͱ͸ɺෳ਺෼ׂ୯ҐΛߟྀͨ͠ख๏Λݕ౼
    
    
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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
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45. 4VEBDIJB+BQBOFTF5PLFOJ[FSGPS#VTJOFTTCZ8"15PLVTIJNB"*/-1-BC
    ݕࡧʹ͓͚Δෳ਺෼ׂ୯Ґɾදهਖ਼نԽ
    w ෳ਺ͷ෼ׂ୯Ґͷซ༻ద߹཰Λอͪͭͭ࠶ݱ཰Λ޲্
    w ΫΤϦ͕ʮΧϯψࠃࡍөըࡇʯͷͱ͖ʜ

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    w දهͷਖ਼نԽΫΤϦͷ༳ΕΛٵऩ
    w ۭ͖؈ ۭ؈ ۭ͖᠒ ۭ᠒ ۭ͖Χϯ ۭ͖͔Μ

    ˠɹͥΜͿʮۭ͖؈ʯʹʂ
    
    
    

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46. 4VEBDIJB+BQBOFTF5PLFOJ[FSGPS#VTJOFTTCZ8"15PLVTIJNB"*/-1-BC
    ,VSPNPKJͱൺ΂Δͱʜ
    
    
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    ෳ਺Ϣʔβʔࣙॻ ✖ ˔
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47. 4VEBDIJB+BQBOFTF5PLFOJ[FSGPS#VTJOFTTCZ8"15PLVTIJNB"*/-1-BC
    &MBTUJDTFBSDIͷඪ४ʹͳΓ͍ͨʂ
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    w &MBTUJD$MPVEͰ΋͍͍ײ͡ʹ࢖͍͍ͨ
    
    
    

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48. 4VEBDIJB+BQBOFTF5PLFOJ[FSGPS#VTJOFTTCZ8"15PLVTIJNB"*/-1-BC
    ͪ͜Β΋͝ࢀর͍ͩ͘͞
    
    
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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
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51. 4VEBDIJB+BQBOFTF5PLFOJ[FSGPS#VTJOFTTCZ8"15PLVTIJNB"*/-1-BC
    4MBDLͰ΋͓଴ͪͯ͠·͢ʂ
    
    
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52. 4VEBDIJB+BQBOFTF5PLFOJ[FSGPS#VTJOFTTCZ8"15PLVTIJNB"*/-1-BC
    4MBDLͰ΋͓଴ͪͯ͠·͢ʂ
    
    
    ˌCFHJOOFSνϟϯωϧ
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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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