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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/

C6b97a47d5406cfdef50a5c755751c16?s=128

Sorami Hisamoto

August 02, 2018
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Transcript

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

  2. None
  3. 

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

  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
  6. ྫ͑͹ɺ͜Μͳ͜ͱͰ͖·͢ ΫΤϦ͕ʮΧϯψࠃࡍөըࡇʯͷͱ͖ʜ
 ˠΧϯψࠃࡍөըࡇ Χϯψ ࠃࡍ өը ࡇΛશͯ࢖͏ʂ ۭ͖؈ ۭ؈ ۭ͖᠒

    ۭ᠒ ۭ͖Χϯ ۭ͖͔Μ
 ˠɹͥΜͿʮۭ͖؈ʯʹ·ͱΊΔʂ ෳ਺෼ׂ୯Ґͷซ༻ දهͷਖ਼نԽ ଓ͖͸ຊฤͰʜ
  7. !TPSBNJ 4PSBNJ)JTBNPUP w ࣗવݴޠॲཧۀऀ w ಙౡݝࡏॅ w ϫʔΫεಙౡਓ޻஌ೳ/-1ݚڀॴ ژ౎ͷօ͞Μɺ͜Μ͹Μ͸ʂ

  8. (PPHMF.BQT XXXHPPHMFDPNNBQT

  9. (PPHMF.BQT XXXHPPHMFDPNNBQT

  10. None
  11. w &31ιϑτ΢ΣΞͷ։ൃɾൢച w ೥ઃཱ w ैۀһ਺ ໊ن໛ w ࣗવݴޠॲཧʹಛԽͨ͠ݚڀॴ w

    ೥݄ઃཱ w ݱࡏ໊ ౦ژ ্ւ γϯΨϙʔϧʹ໊
  12. 0440QFO4PVSDF4PGUXBSF 4VEBDIJ $IJLLBSʢԾʣ ,JOUPLJʢԾʣ ঎༻ར༻ʹ଱͑͏Δ ܗଶૉղੳث ߴػೳͳ τϥΠ໦ϥΠϒϥϦ ܎Γड͚ղੳث /BSJNPOPʢԾʣ

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

    νϟϯΧʔ
  14. 4VEBDIJ

  15. None
  16. None
  17. 4VEBDIJB+BQBOFTF5PLFOJ[FSGPS#VTJOFTTCZ8"15PLVTIJNB"*/-1-BC ܗଶૉղੳثʰ4VEBDIJʱ w Φʔϓϯιʔεͷιϑτ΢ΣΞͱࣙॻ w "QBDIF +BWB੡ w ೥Նʹॳެ։ 

     ৭ʑͱ͍͍τίϩ͕͋ΔΜͰ͢ʜ
  18. 4VEBDIJB+BQBOFTF5PLFOJ[FSGPS#VTJOFTTCZ8"15PLVTIJNB"*/-1-BC ͦ΋ͦ΋ܗଶૉղੳͱ͸ʜ   zʹΘͱΓ͸ඈ͹ͳ͍z ྫ͑͹ ͜͏͍͏จ͕͋ͬͨ࣌ʹʜ

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

    ʹΘͱΓ
  20. 4VEBDIJB+BQBOFTF5PLFOJ[FSGPS#VTJOFTTCZ8"15PLVTIJNB"*/-1-BC ͦ΋ͦ΋ܗଶૉղੳͱ͸ʜ   zʹΘͱΓ͸ඈ͹ͳ͍z 4FHNFOUBUJPO ςΩετΛ෼ׂ 4UFNNJOH ޠܗΛࣙॻܗʹ ͸

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

     ܧଓతͳϝϯςφϯε  
  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#
  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

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

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

  34. 4VEBDIJB+BQBOFTF5PLFOJ[FSGPS#VTJOFTTCZ8"15PLVTIJNB"*/-1-BC ܧଓతͳϝϯςφϯε   اۀʢϫʔΫεΞϓϦέʔγϣϯζʣ͕ ࣙॻͱιϑτ΢ΣΞΛܧଓతʹΞοϓσʔτ ࣌୅ͱڞʹݴ༿ͷ࢖ΘΕํ΋มΘΔɺ৽ޠ΋ग़ͯ͘Δ

  35. 4VEBDIJB+BQBOFTF5PLFOJ[FSGPS#VTJOFTTCZ8"15PLVTIJNB"*/-1-BC ܧଓతͳϝϯςφϯε   اۀʢϫʔΫεΞϓϦέʔγϣϯζʣ͕ ࣙॻͱιϑτ΢ΣΞΛܧଓతʹΞοϓσʔτ ࣌୅ͱڞʹݴ༿ͷ࢖ΘΕํ΋มΘΔɺ৽ޠ΋ग़ͯ͘Δ ࠃཱେֶͳͲʹΑΔݴޠࢿݯ͸ɺ༧ࢉऴྃ΍ֶੜͷଔۀͳͲͰ
 ߋ৽ఀࢭʹͳΔ͜ͱ͕··͋Δ

  36. 4VEBDIJB+BQBOFTF5PLFOJ[FSGPS#VTJOFTTCZ8"15PLVTIJNB"*/-1-BC ଞͷࣙॻͱൺ΂Δͱʜ   *1"%*$ 6OJ%JD /&PMPHE 4VEBDIJ ෳ਺ͷ෼ׂ୯Ґ ✖

    ✖ ✖ ˔ ݻ༗දݱ ˛ ˛ ˔ ˔ දهͷਖ਼نԽ ˔ ˔ ✖ ˔ ܧଓతͳϝϯςφϯε ✖ ˛ ˔ ˔ ਓखʹΑΔਫ਼ࠪ ˔ ˔ ✖ ˔
  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

     
  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

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

  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
  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 ˔˔˔˔˔ ౝ ʜ
  42. None
  43. None
  44. 4VEBDIJB+BQBOFTF5PLFOJ[FSGPS#VTJOFTTCZ8"15PLVTIJNB"*/-1-BC 4VEBDIJ❤&MBTUJDTFBSDI w 4VEBDIJެࣜͷ&MBTUJDTFBSDIϓϥάΠϯ͕͋Γ·͢ w 4VEBDIJͷಛ௕͕ݕࡧ༻్ʹϐολϦʂ   )JSPTIJ.BUTVEB͞Μ͕ όϦόϦͱରԠ͍ͯͬͯ͘͠Εͯ·͢ɻ

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

  48. 4VEBDIJB+BQBOFTF5PLFOJ[FSGPS#VTJOFTTCZ8"15PLVTIJNB"*/-1-BC ͪ͜Β΋͝ࢀর͍ͩ͘͞   &4΁ͷ4VEBDIJͷ ಋೖɾઃఆํ๏΋ ղઆͯ͠·͢ RJJUBDPNTPSBNJJUFNTFGGEEC

  49. 4VEBDIJB+BQBOFTF5PLFOJ[FSGPS#VTJOFTTCZ8"15PLVTIJNB"*/-1-BC ಋೖࣄྫ w גࣜձࣾ4ZOD5IPVHIU༷
 z4ZOD4FBSDI͕ܗଶૉղੳث4VEBDIJΛ࠾༻αδΣετΤϯδϯΛ ϦχϡʔΞϧlKBQBODOFUDPNSFMFBTF w "DSPRVFTU5FDIOPMPHZגࣜձ༷ࣾ
 lݕࡧαʔϏεʹ4VEBDIJΛద༻ͯ͠ӡ༻ίετΛ࡟ݮͨ͠࿩z TMJEFTIBSFOFU4BTBLJ5BLBTIJTVEBDIJ

    w ʜ
 
  
  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
  51. 4VEBDIJB+BQBOFTF5PLFOJ[FSGPS#VTJOFTTCZ8"15PLVTIJNB"*/-1-BC 4MBDLͰ΋͓଴ͪͯ͠·͢ʂ   (JU)VCϖʔδͷ ϦϯΫ͔ΒࢀՃʂ

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

  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  
  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
  55.  HJUIVCDPN8PSLT"QQMJDBUJPOT4VEBDIJ