ISUCON 夏期講習 2020

http://isucon.net/archives/54757270.html の ISUCON 夏期講習 2020 座学にて使用したスライドです。

Transcript

1. *46$0/
   Նظߨश
   
   

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2. ߨٛதͷ஫ҙ
   w ߨٛதɺ࣭໰͕͋Δ৔߹͸%JTDPSEʹॻ͍͓ͯ͘ͱɺ๻͕͋ͱ͔Β౴͑ͨΓͰ
   ͖·͢ɻ

   %.Ͱͷ࣭໰͸΋͍ͬͨͳ͍ͷͰղ౴͠·ͤΜɻ
   w ߨٛʹର͢Δײ૝ɾϨεϙϯεɾ໺࣍͸ଟ͍ʹ׻ܴ͠·͕͢ɺ%JTDPSE্ΑΓ
   5XJUUFS্͕๬·͍͠Ͱ͢ɻ

   ϋογϡλά͸JTVDPO
   w ը໘ӈԼʹ5XJUUFSͷΞΠίϯ͕͋Δϖʔδ͸5XFFUνϟϯεͰ͢ɻ܅͚ͩͷ
   ΤϞ͍࣮گϩάΛ࡞Ζ͏ɻ
   w ࢿྉͷ1%'͸͜ͷߨٛ௚ޙɺ%JTDPSE্ʹͯ഑෍͞Ε·͕͢ɺ

   Ұൠެ։ʹ͸ҰఆͷظؒΛ͸͞Έ·͢ɻνʔϜϝϯόʔؒͰ1%'Λڞ༗͢Δ෼
   ʹ͸ࣗ༝ʹͯ͠΋Βͬͯߏ͍·ͤΜ͕ɺ8FC্Ͱͷެ։͸߇͍͑ͯͩ͘͞ɻ
   

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3. *46$0/
   Նظߨश
   
   

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4. ࣗݾ঺հ
   !SPTZMJMMZ
   4IP,VTBOP
   Ӊ஦ւ଑߹ಉձࣾ୅ද
   גࣜձࣾςοΫίϯγϦΤɾΠϯϓϦϝϯτ$50
   ϓϩϞʔλϧגࣜձࣾ૬ஊ໾
   IUUQTHJUIVCDPNSPTZMJMMZ
   IUUQTUXJUUFSDPNSPTZMJMMZ
   [FOHJODPEF
   8PSLT
   *46$0/17
   

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5. *46$0/ͱ͸
   

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6. *46$0/ͱ͸
   *JLBOKJOJ4QFFE6Q$0/UFTU
   

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7. *46$0/ͱ͸
   *JLBOKJOJ4QFFE6Q$0/UFTU
   Θ͔Δ
   ʁ
   

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8. ͍͍ײ͡
   ޷·͍͠ҹ৅Λड͚Δ͞·ɺΑ͍งғؾ͕
   ग़͍ͯΔ͞·ɻߠఆతʹධՁͰ͖Δ͞·ʹ
   ͍ͭͯ޿͘༻͍ΒΕΔදݱɻ
   ʮײ͕͡Α͍ʯͱ΋ݴ͏ɻ ࣮༻೔ຊޠදݱ࣌఺ΑΓ
   

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9. ͍͍ײ͡ʹͳΓ͍ͨ
   ֎ଆ 6TFS"HFOU
   ͔Βݟͨಈ࡞Λ
   มߋ͢Δ͜ͱͳ͘
   ਖ਼͍͠ڍಈΛҡ࣋ͨ͠··
   ߴ଎ʹͳͬͯ΄͍͠
   ˞ΉͪΌͪ͘Όݴ͏ͳɺͱࢥͬͨਓ͸͍ͨͩ͠ײੑΛ͓࣋ͪͰ͢ɻ
   

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10. ͍͍ײ͡ʹͳΓ͍ͨ
    ֎ଆ 6TFS"HFOU
    ͔Βݟͨಈ࡞Λ
    มߋ͢Δ͜ͱͳ͘
    ਖ਼͍͠ڍಈΛҡ࣋ͨ͠··
    ߴ଎ʹͳͬͯ΄͍͠
    ͱ͸
    

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11. ߴ଎
    *46$0/ʹ͓͚Δ
    ϨεϙϯελΠϜ͕খ͍͜͞ͱ
    εϧʔϓοτ͕ߴ͍͜ͱ
    Ϧιʔεͷ࢖༻ޮ཰͕ྑ͍͜ͱ
    

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12. ߴ଎
    *46$0/ʹ͓͚Δ
    ϨεϙϯελΠϜ͕খ͍͜͞ͱ
    εϧʔϓοτ͕ߴ͍͜ͱ
    Ϧιʔεͷ࢖༻ޮ཰͕ྑ͍͜ͱ
    

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13. ϨεϙϯελΠϜ͕খ͍͞
    *46$0/ʹ͓͚Δ
    "QQ
    6TFS
    "HFOU
    NT
    ͋ΔϨεϙϯεʹNT͔͔ΔΞϓϦ
    

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14. ϨεϙϯελΠϜ͕খ͍͞
    *46$0/ʹ͓͚Δ
    "QQ
    6TFS
    "HFOU
    NT
    ͜Ε͕NTʹͳͬͨΒഒߴ଎
    

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15. ߴ଎
    *46$0/ʹ͓͚Δ
    ϨεϙϯελΠϜ͕খ͍͜͞ͱ
    εϧʔϓοτ͕ߴ͍͜ͱ
    Ϧιʔεͷ࢖༻ޮ཰͕ྑ͍͜ͱ
    

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16. εϧʔϓοτ͕ߴ͍
    *46$0/ʹ͓͚Δ
    "QQ
    6TFS
    "HFOU
    NT
    ͋ΔϨεϙϯεʹNT͔͔ΔΞϓϦ
    

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17. εϧʔϓοτ͕ߴ͍
    *46$0/ʹ͓͚Δ
    "QQ
    6TFS
    "HFOU
    NT
    ฒྻͰϦΫΤετΛࡹ͚ΔͳΒഒߴ଎
    "QQ
    "QQ
    

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18. ߴ଎
    *46$0/ʹ͓͚Δ
    ϨεϙϯελΠϜ͕খ͍͜͞ͱ
    εϧʔϓοτ͕ߴ͍͜ͱ
    Ϧιʔεͷ࢖༻ޮ཰͕ྑ͍͜ͱ
    

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19. Ϧιʔεͷ࢖༻ޮ཰͕͍͍
    *46$0/ʹ͓͚Δ
    "QQ
    ͱ͋Δॲཧʹ$16Λ৯ΘΕ͓ͯΓϝϞϦ͸༨͍ͬͯΔ
    CPU 100%
    MEM 5%
    

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20. Ϧιʔεͷ࢖༻ޮ཰͕͍͍
    *46$0/ʹ͓͚Δ
    "QQ
    ΩϟογϡΛ࠾༻ͯ͠༨͍ͬͯͨϝϞϦΛ࢖͍
    $16ʹ༨༟Λ΋ͨͤΔ
    CPU 70%
    MEM 80%
    

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21. ߴ଎
    *46$0/ʹ͓͚Δ
    ϨεϙϯελΠϜ͕খ͍͜͞ͱ
    εϧʔϓοτ͕ߴ͍͜ͱ
    Ϧιʔεͷ࢖༻ޮ཰͕ྑ͍͜ͱ
    

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22. ۩ମతʹͲ͜Λ͍͡Δͷ͔
    "QQ 3%#
    ,74
    %JTL
    )551
    4FSWFS
    6TFS
    "HFOU
    04
    

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23. ۩ମతʹͲ͜Λ͍͡Δͷ͔
    "QQ 3%#
    ,74
    %JTL
    )551
    4FSWFS
    6TFS
    "HFOU
    04
    ͜͜
    

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24. View Slide

25. 
    ͦΜͳ௒αΠϠਓ͸ڧ͍͠
    *46$0/ʹ͓͍ͯڧ͍ਓ͸
    େମͷۀ຿ͳΓͰ΋༏लͱ͔
    ͦ͏͍͏Ͳ͏͠Α͏΋ͳ͍࿩Λ
    ฉ͔͞Εͯ΋ԿΛͲ͏͢Ε͹
    ΍͍͚ͬͯΔͷ͔ͱ͍͏ͷ͕
    Ұ൪ฉ͖͍ͨ࿩Ͱ͋ͬͯͦΜͳ
    ઓಆྗສͰ͢Έ͍ͨͳ͜ͱΛ
    ݴΘΕ͔ͨΒͬͯԶͨͪʹ͸Ͳ͏
    

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26. ͸͍
    

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27. *46$0/
    Նظߨश
    
    ͍͍ؾ෼Ͱ*46$0/Λऴ͍͑ͨ܅ͨͪͷͨΊͷ
    

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28. *46$0/ʹ͓͚ΔνʔϜ
    ϝϯόʔ ϝϯόʔ ϝϯόʔ
    ϝϯόʔ ϝϯόʔ
    ϝϯόʔ
    τϦΦ
    σϡΦ
    ιϩ
    ʙਓͷνʔϜߏ੒Ͱग़৔Ͱ͖·͢
    

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29. *46$0/ʹ͓͚ΔνʔϜ
    ϝϯόʔ ϝϯόʔ ϝϯόʔ
    ϝϯόʔ ϝϯόʔ
    ϝϯόʔ
    τϦΦ
    σϡΦ
    ιϩ
    աڈ͸τϦΦ͕༗རͩͱݴΘΕ͍ͯ·ͨ͠
    

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30. *46$0/ड৆ऀ
    ҐτϦΦ
    Ґιϩ
    ҐσϡΦ
    ಛผ৆σϡΦ
    ༗རͱ͔ෆརͱ͔࠷ॳʹݴ͍ग़ͨ͠ͷ͸୭ͳͷ͔͠Β
    

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31. νʔϜߏ੒Λߟ͑Δ
    ιϩͰ΍ΔͳΒ
    ϝϯόʔ
    ্͔ΒԼ·Ͱશ෦Ͱ͖ͳ͍ͱ
    ιϩͰ͸উͯͳ͍ʁ
    

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32. νʔϜߏ੒Λߟ͑Δ
    ιϩͰ΍ΔͳΒ
    ϝϯόʔ
    /0
    

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33. νʔϜߏ੒Λߟ͑Δ
    ιϩͰ΍ΔͳΒ
    ϝϯόʔ
    ίϛϡχέʔγϣϯίετ͕ͳ͍ɺ
    ͱ͍͏఺ͰιϩνʔϜ͸େ͖ͳΞυόϯςʔδ͕͋Δ
    ίϯςετதɺHJUDPOqJDUΛ௚͍ͯ͠ΔΑ͏ͳ࣌ؒ͸ͳ͍
    

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34. νʔϜߏ੒Λߟ͑Δ
    ιϩͰ΍ΔͳΒ
    "QQ
    3%#
    *OGSB
    ͨͩɺશҬzݟΕΔzΑ͏ʹߏ͍͑ͯͨํ͕Α͍
    ओʹ"QQͱ3%#͕ݟΕΔͱΑ͍
    
    04΍ଞϛυϧ΢ΣΞ͸සग़ͷ෺Λࢀߟʹɺ৮ΕΔఔ౓ʹͳ͓ͬͯ͘ͱ͍͍
    

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35. νʔϜߏ੒Λߟ͑Δ
    σϡΦͰ΍ΔͳΒ
    ϝϯόʔ
    ͲΜͳ෼୲͕ཧ૝తʁ
    ϝϯόʔ
    

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36. νʔϜߏ੒Λߟ͑Δ
    σϡΦͰ΍ΔͳΒ
    "QQ
    %#
    *OGSB
    "QQ
    *OGSB
    "QQ
    %#
    *OGSB %#
    

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37. νʔϜߏ੒Λߟ͑Δ
    σϡΦͰ΍ΔͳΒ
    "QQ
    %#
    *OGSB
    "QQ
    *OGSB
    "QQ
    *OGSB
    *OGSB %#
    όϥϯεܕ
    ྆ྠܕ
    ύϥϝʔλܕ
    ίϛϡχέʔγϣϯ΋ָͩΖ͏͠
    ࡞ۀͷίϯϑϦΫτ΋ͳͦ͞͏
    ͏·͘ϋϚΕ͹࡞ۀεϐʔυ͕ग़Δ
    ྲྀੴʹ͠ΜͲͦ͏
    

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38. νʔϜߏ੒Λߟ͑Δ
    τϦΦͰ΍ΔͳΒ
    "QQ
    %#
    *OGSB
    %# *OGSB
    "QQ
    %#
    *OGSB
    "QQ
    %#
    *OGSB
    όϥϯεܕ
    Πϯϑϥॏࢹܕ
    ઓಆྗສ
    ΞϓϦਓͷ࡞ۀ͕ඃΒͳ͍Α͏ʹ஫ҙ
    ͚ͦͩ͜ؾΛ͚ͭͯΔͱҊ֎ָ
    ΠϯϑϥͷͲͪΒ͔͕ΞϓϦͷਓʹ্ख͘ࢦࣔΛ
    ग़ͯ͋͛͠ΔͱɺΞϓϦͰ଎౓͕ग़͠΍͍͢
    ࡞ۀ͕όνϘίίϯϑϦΫτͯ͠Ҋ֎είΞ͕ग़ͳ͍
    "QQ
    "QQ
    "QQ
    %#
    *OGSB
    

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39. νʔϜߏ੒Λߟ͑Δ
    େࣄͳ͜ͱ
    શһͷख͕ࢭ·Βͳ͍
    ࡞ۀͷ෼୲͕Ͱ͖Δ͜ͱ
    ͓ޓ͍ͷ࡞ۀͷअຐΛ͠ͳ͍
    Ͳ͏͍͏ϫʔΫϑϩʔͰ͢͢ΊΔͷ͔
    ؒҧͬͨΒ͙͢ʹख໭ΓͰ͖Δ
    ࡞ۀ͕ه࿥͞Ε͍ͯΔ͜ͱ
    

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40. *46$0/Ͱ͸
    ԿΛ͠ͳ͍ͱ
    ͍͚ͳ͍ͷ͔
    

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41. *46$0/Ͱ͸
    ԿΛ΍ͬͯ͸
    ͍͚ͳ͍ͷ͔
    

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42. ҋӢʹίʔυΛ
    ॻ͍ͯ͸͍͚ͳ͍
    

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43. *46$0/Ͱ΍Δ͜ͱ
    ૝૾͞Ε͕ͪͳ΍ͭ
    ΞϓϦͷϩδοΫมߋ
    3%#ͷΠϯσοΫε΍ςʔϒϧͷมߋ
    ,74ͷ࢖͍ํ΍ύϥϝʔλͷมߋ
    ΞϓϦέʔγϣϯͷ഑ஔมߋ
    ϩʔυόϥϯαͳͲ௥Ճϛυϧ΢ΣΞͷηοτΞοϓ
    ϦΫΤετͷղੳ΍ଌఆ
    ʜʜ
    

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44. *46$0/Ͱ΍Δ͜ͱ
    ௒ॏཁͳํ
    ϨΪϡϨʔγϣϯΛಡΉ
    ΞϓϦέʔγϣϯΛಡΉ
    ࢓༷Λཧղ͢Δ
    

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45. *46$0/Ͱ΍Δ͜ͱ
    ڝٕ࣌ؒ͸͔࣌ؒ͠ͳ͍
    ແବͳ͜ͱΛ͢Δ
    ࣌ؒ͸ͳ͍
    

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46. *46$0/Ͱ΍Δ͜ͱ
    ௒ॏཁͳํ
    ϨΪϡϨʔγϣϯΛಡΉ
    ΞϓϦέʔγϣϯΛಡΉ
    ࢓༷Λཧղ͢Δ
    

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47. ࠓ೥ͷϨΪϡϨʔγϣϯ
    

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48. View Slide

49. νʔϜҰ੪Β͍ͧ͠
    ӡӦ΁ͷ࣭໰ํ๏͸ʁ
    ౰೔ɺ*46$0/Ҏ֎ͷ%JTDPSEαʔόʔ͸ϛϡʔτ͓ͯ͘͠΄͏͕ݡ͍͔΋͠Εͳ͍
    

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50. ճ౴Ͱ͖ͳ͍ʹͦΕ͸໰୊ͷҰ෦
    

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51. ېࢭࣄ߲ͷ೺Ѳ͸େࣄ
    

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52. ෳ਺୆ͱ໌ݴ͞ΕͯΔ
    ӬଓԽΛ͔ͬ͠Γ΍͓ͬͯ͘ඞཁ͕͋Δ
    

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53. (JU)VCʹެ։伴Λొ࿥͓ͯ͘͠ඞཁ͕͋Δ
    ެࣜͰศརεχϖοτ͕഑ΒΕͯΔʂ
    

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54. ౰೔ϚχϡΞϧͰ͜͜Λ֬ೝ͠ͳͪ͘Ό
    ࠶ىಈࢼݧͷৄࡉ
    

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55. ࣾձਓͳΒ
    ্ҐҐʹೖΒͳ͍ͱ͍͚ͳ͍
    

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56. ɾ5XJUUFSʹ͍ΒΜ͜ͱॻ͔ͳ͍
    ɾ(JU)VCͷϦϙδτϦެ։ൣғʹ஫ҙ
    

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57. ϨΪϡϨʔγϣϯ͸େࣄ
    ڝٕ։࢝·Ͱʹճ͘Β͍ಡΜͩ΄͏͕͍͍
    

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58. *46$0/Ͱ΍Δ͜ͱ
    ௒ॏཁͳํ
    ϨΪϡϨʔγϣϯΛಡΉ
    ΞϓϦέʔγϣϯΛಡΉ
    ࢓༷Λཧղ͢Δ
    

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59. ΞϓϦέʔγϣϯΛಡΉ
    ֤छυΩϡϝϯτ
    ΞϓϦέʔγϣϯ
    ίʔυ
    σʔλϕʔε
    εΩʔϚ
    ͲΕ͔ΒಡΉ΂͖͔
    

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60. ΞϓϦέʔγϣϯΛಡΉ
    ֤छυΩϡϝϯτ
    ΞϓϦέʔγϣϯ
    ίʔυ
    σʔλϕʔε
    εΩʔϚ
    υΩϡϝϯτΛಡ΋͏
    

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61. *46$0/༧બϚχϡΞϧ
    IUUQTHJUIVCDPNJTVDPOJTVDPORVBMJGZCMPCNBTUFSEPDTNBOVBMNE
    

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62. ௥ࢼʹࣦഊ͢Δͱࣦ֨
    

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63. ॏཁͬͯॻ͍ͯ͋ͬͨΒ͍͍ͩͨॏཁ
    

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64. ͍͍ͩͨಈ࡞֬ೝ͢Δ
    ํ๏͕ॻ͍ͯ͋Δ
    

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65. ࣗ෼ͨͪͷಘҙͳݴޠͰ
    

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66. ࠔͬͨΒ΍Δ
    

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67. ϢʔβʔετʔϦʔΛҙࣝ͢Δ
    

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68. ͍͍ͯ͜͠ͱɾͯ͠͸͍͚ͳ͍͜ͱ
    

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69. ϕϯν͕Ͳ͏ϦΫΤετͯ͘͠Δ͔
    ͸֬ೝ͓ͯ͘͠
    

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70. είΞܭࢉ͸௒ॏཁ
    

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71. ੍໿ࣄ߲΋֬ೝ͢Δ͜ͱ
    

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72. *46$0/Ͱ΍Δ͜ͱ
    ௒ॏཁͳํ
    ϨΪϡϨʔγϣϯΛಡΉ
    ΞϓϦέʔγϣϯΛಡΉ
    ࢓༷Λཧղ͢Δ
    

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73. ͔ͩΒ
    υΩϡϝϯτ
    ΛಡΊ
    

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74. υΩϡϝϯτΛಡΉ࿩
    ͹͔ͬΓͩͳʁ
    
    

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75. ௒ॏཁ৘ใ
    *46$0/͸ϓϩάϥϛϯάͷڝٕ
    

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76. ௒ॏཁ৘ใ
    *46$0/͸ϓϩάϥϛϯάͷڝٕ
    Ͱ͸ͳ͍
    

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77. View Slide

78. *46$0/ͱ͸
    ύϑΥʔϚϯενϡʔχϯά
    ίϯςετ
    

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79. ϘτϧωοΫΛݟ͚ͭΔ
    ύϑΥʔϚϯενϡʔχϯάͰେ੾ͳ͜ͱ
    

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80. Ұ൪஗͍ͱ͜ΖΛ௚͞ͳ͍ͱ
    ଞͷࢪࡦ͕ޮ͍ͯ͜ͳ͍
    ϘτϧωοΫ
    

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81. View Slide

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83. %9
    σϕϩούʔ
    ΤΫεϖϦΤϯε
    

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84. αʔϏεͷ
    νʔϜͷ
    ։ൃͷ
    ϘτϧωοΫ
    Λղফ͢Δ
    ίϯςετ
    

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85. αʔϏεͷ
    νʔϜͷ
    ։ൃͷ
    ϘτϧωοΫ
    Λղফ͢Δ
    ίϯςετ
    ͍͍ײ͡ʹεϐʔυΞοϓ
    

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86. ΋͏͜͜ͰऴΘͬͯ΋͍͍͘Β͍
    ͖Ε͍ͳམ͕͍ͪͭͯຬ଍ͨ͠
    !SPTZMJMMZ
    

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87. *46$0/ૉৼΓ
    νΣοΫϦετ
    

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88. ✅ར༻͢Δݴޠ͕ܾ·͍ͬͯΔ
    ✅͓ޓ͍ͷ࡞ۀྖҬ͕ܾ·͍ͬͯΔ
    ✅։͔࢝Β෼ԿΛ͢Δ͔ܾ·͍ͬͯΔ
    ✅Α͘΍Δ࡞ۀͷखॱ͕खݩʹ͋Δ
    ✅શһͷݴޠόʔδϣϯ͕ἧ͍ͬͯΔ
    ✅શһͷखݩϛυϧ΢ΣΞͷόʔδϣϯ͕ἧ͍ͬͯΔ
    ✅৘ใڞ༗ͷ࢓ํ͕ܾ·͍ͬͯΔ
    ✅σϓϩΠͷखॱ͸ίϚϯυʹͳ͍ͬͯΔ
    ✅ϩʔϧόοΫ͸࣮֬ʹͰ͖ΔΑ͏ʹͳ͍ͬͯΔ
    ✅ϝϯόʔؒͷ)35͕֬อ͞Ε͍ͯΔ
    

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89. ✅ར༻͢Δݴޠ͕ܾ·͍ͬͯΔ
    ✅͓ޓ͍ͷ࡞ۀྖҬ͕ܾ·͍ͬͯΔ
    ✅։͔࢝Β෼ԿΛ͢Δ͔ܾ·͍ͬͯΔ
    ✅Α͘΍Δ࡞ۀͷखॱ͕खݩʹ͋Δ
    ✅શһͷݴޠόʔδϣϯ͕ἧ͍ͬͯΔ
    ✅શһͷखݩϛυϧ΢ΣΞͷόʔδϣϯ͕ἧ͍ͬͯΔ
    ✅৘ใڞ༗ͷ࢓ํ͕ܾ·͍ͬͯΔ
    ✅σϓϩΠͷखॱ͸ίϚϯυʹͳ͍ͬͯΔ
    ✅ϩʔϧόοΫ͸࣮֬ʹͰ͖ΔΑ͏ʹͳ͍ͬͯΔ
    ✅ϝϯόʔؒͷ)35͕֬อ͞Ε͍ͯΔ
    

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90. ݴޠ͸Ұͭʹ
    ༨ܭͳίϛϡχέʔγϣϯΛ࢈·ͳ͍
    ͓ޓ͍ͷ࡞ۀ͸EJGGΛݟΕ͹ཧղͰ͖Δ
    ࡞ۀ෼ׂͷํ๏ཱ͕֬͞Ε͍ͯΔঢ়ଶʹ
    SVCZΠϯετʔϧ։࢝
    SVCZIFBEΠϯετʔϧࡁΈ
    SVCZΠϯετʔϧ։࢝
    

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91. ✅ར༻͢Δݴޠ͕ܾ·͍ͬͯΔ
    ✅͓ޓ͍ͷ࡞ۀྖҬ͕ܾ·͍ͬͯΔ
    ✅։͔࢝Β෼ԿΛ͢Δ͔ܾ·͍ͬͯΔ
    ✅Α͘΍Δ࡞ۀͷखॱ͕खݩʹ͋Δ
    ✅શһͷݴޠόʔδϣϯ͕ἧ͍ͬͯΔ
    ✅શһͷखݩϛυϧ΢ΣΞͷόʔδϣϯ͕ἧ͍ͬͯΔ
    ✅৘ใڞ༗ͷ࢓ํ͕ܾ·͍ͬͯΔ
    ✅σϓϩΠͷखॱ͸ίϚϯυʹͳ͍ͬͯΔ
    ✅ϩʔϧόοΫ͸࣮֬ʹͰ͖ΔΑ͏ʹͳ͍ͬͯΔ
    ✅ϝϯόʔؒͷ)35͕֬อ͞Ε͍ͯΔ
    

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92. ࡞ۀྖҬΛܾΊ͓ͯ͘
    ͋Ε΍ͬͯ͜Ε΍ͬͯΛݮΒ͢
    ೚ͤͨྖҬͷ࢓ࣄΛ৴͡Δ
    ؾʹͳΓ͝ͱΛ΁Β͢
    Πϯϑϥɾਞ಄ࢦشɾղੳ
    ΠϯϑϥɾΞϓϦɾϨϏϡʔ
    ΞϓϦɾඈͼಓ۩ɾ։ൃ੔උ
    

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93. ✅ར༻͢Δݴޠ͕ܾ·͍ͬͯΔ
    ✅͓ޓ͍ͷ࡞ۀྖҬ͕ܾ·͍ͬͯΔ
    ✅։͔࢝Β෼ԿΛ͢Δ͔ܾ·͍ͬͯΔ
    ✅Α͘΍Δ࡞ۀͷखॱ͕खݩʹ͋Δ
    ✅શһͷݴޠόʔδϣϯ͕ἧ͍ͬͯΔ
    ✅શһͷखݩϛυϧ΢ΣΞͷόʔδϣϯ͕ἧ͍ͬͯΔ
    ✅৘ใڞ༗ͷ࢓ํ͕ܾ·͍ͬͯΔ
    ✅σϓϩΠͷखॱ͸ίϚϯυʹͳ͍ͬͯΔ
    ✅ϩʔϧόοΫ͸࣮֬ʹͰ͖ΔΑ͏ʹͳ͍ͬͯΔ
    ✅ϝϯόʔؒͷ)35͕֬อ͞Ε͍ͯΔ
    

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94. ։࢝෼͕উෛ
    ࣌ؒΛ͍͔ʹ࢖͏͔ܾΊΔ෼
    ͳΜͱͳ͘Ͱ͍͍͔Βࢦ਑Λ࣋ͭ
    υΩϡϝϯτΛಡΉɾΠϯϑϥ੔උ
    ΞϓϦίʔυಡΉɾͱΓ͋͑ͣϕϯν࣮ߦ
    खݩͰ։ൃ͕ਐΉΑ͏ʹ͢Δɾىಈ͢Δ
    

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95. ✅ར༻͢Δݴޠ͕ܾ·͍ͬͯΔ
    ✅͓ޓ͍ͷ࡞ۀྖҬ͕ܾ·͍ͬͯΔ
    ✅։͔࢝Β෼ԿΛ͢Δ͔ܾ·͍ͬͯΔ
    ✅Α͘΍Δ࡞ۀͷखॱ͕खݩʹ͋Δ
    ✅શһͷݴޠόʔδϣϯ͕ἧ͍ͬͯΔ
    ✅શһͷखݩϛυϧ΢ΣΞͷόʔδϣϯ͕ἧ͍ͬͯΔ
    ✅৘ใڞ༗ͷ࢓ํ͕ܾ·͍ͬͯΔ
    ✅σϓϩΠͷखॱ͸ίϚϯυʹͳ͍ͬͯΔ
    ✅ϩʔϧόοΫ͸࣮֬ʹͰ͖ΔΑ͏ʹͳ͍ͬͯΔ
    ✅ϝϯόʔؒͷ)35͕֬อ͞Ε͍ͯΔ
    

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96. Α͘΍Δ࡞ۀͰ·͔ͭ͝ͳ͍
    TTIઃఆ΍ϛυϧ΢ΣΞͳͲ
    Α͘΍Δ࡞ۀ͸खॱΛཱ͓֬ͯ͘͠
    ϝτϦΫεऔΔํ๏ͷखॱɾΠϯϑϥ੔උ
    Α͘΍ΔࢪࡦͷεχϖοτΛࣄલʹ࣋ͬͯΔ
    ໰୊࣍ୈͰมΘΔͷͰͳΜ΋࣋ͬͯͳ͍
    

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97. ✅ར༻͢Δݴޠ͕ܾ·͍ͬͯΔ
    ✅͓ޓ͍ͷ࡞ۀྖҬ͕ܾ·͍ͬͯΔ
    ✅։͔࢝Β෼ԿΛ͢Δ͔ܾ·͍ͬͯΔ
    ✅Α͘΍Δ࡞ۀͷखॱ͕खݩʹ͋Δ
    ✅શһͷݴޠόʔδϣϯ͕ἧ͍ͬͯΔ
    ✅શһͷखݩϛυϧ΢ΣΞͷόʔδϣϯ͕ἧ͍ͬͯΔ
    ✅৘ใڞ༗ͷ࢓ํ͕ܾ·͍ͬͯΔ
    ✅σϓϩΠͷखॱ͸ίϚϯυʹͳ͍ͬͯΔ
    ✅ϩʔϧόοΫ͸࣮֬ʹͰ͖ΔΑ͏ʹͳ͍ͬͯΔ
    ✅ϝϯόʔؒͷ)35͕֬อ͞Ε͍ͯΔ
    

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98. ؀ڥΛἧ͓͑ͯ͘
    ͓ޓ͍ͷ؀ڥ͸ཧղ͓ͯ͘͠
    ࠩҟ͕͋ΔͳΒͦͷࠩҟ΋
    ͺͦ͜Μͷ͠ΐ͠Μ͠Ό
    ͺͦ͜ΜͷͤΜ͍ͤ
    ͺͦ͜Μͷ͠ΐ͠Μ͠Ό
    

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99. ✅ར༻͢Δݴޠ͕ܾ·͍ͬͯΔ
    ✅͓ޓ͍ͷ࡞ۀྖҬ͕ܾ·͍ͬͯΔ
    ✅։͔࢝Β෼ԿΛ͢Δ͔ܾ·͍ͬͯΔ
    ✅Α͘΍Δ࡞ۀͷखॱ͕खݩʹ͋Δ
    ✅શһͷݴޠόʔδϣϯ͕ἧ͍ͬͯΔ
    ✅શһͷखݩϛυϧ΢ΣΞͷόʔδϣϯ͕ἧ͍ͬͯΔ
    ✅৘ใڞ༗ͷ࢓ํ͕ܾ·͍ͬͯΔ
    ✅σϓϩΠͷखॱ͸ίϚϯυʹͳ͍ͬͯΔ
    ✅ϩʔϧόοΫ͸࣮֬ʹͰ͖ΔΑ͏ʹͳ͍ͬͯΔ
    ✅ϝϯόʔؒͷ)35͕֬อ͞Ε͍ͯΔ
    

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100. ৘ใڞ༗͸ਝ଎ʹ
     4MBDLΛ׆༻ͨ͠Γ
     ϝτϦΫε͕͓ޓ͍ݟΕΔΑ͏ʹ
     औͬͨϝτϦΫεΛ(JU)VC*TTVF΍4MBDLʹషͬͯ͘ΕΔ
     GSBNFHSBQIͷ݁ՌΛΞϓϦ͔Βͦͷ··ݟΕΔΑ͏ʹͯ͘͠Εͨ
     େ͖ͳύον͸1VMM3FRVFTUʹ͢Δ͜ͱͰϨϏϡʔ͠΍͍͢Α͏ʹ͢Δ
     

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101. ✅ར༻͢Δݴޠ͕ܾ·͍ͬͯΔ
     ✅͓ޓ͍ͷ࡞ۀྖҬ͕ܾ·͍ͬͯΔ
     ✅։͔࢝Β෼ԿΛ͢Δ͔ܾ·͍ͬͯΔ
     ✅Α͘΍Δ࡞ۀͷखॱ͕खݩʹ͋Δ
     ✅શһͷݴޠόʔδϣϯ͕ἧ͍ͬͯΔ
     ✅શһͷखݩϛυϧ΢ΣΞͷόʔδϣϯ͕ἧ͍ͬͯΔ
     ✅৘ใڞ༗ͷ࢓ํ͕ܾ·͍ͬͯΔ
     ✅σϓϩΠͷखॱ͸ίϚϯυʹͳ͍ͬͯΔ
     ✅ϩʔϧόοΫ͸࣮֬ʹͰ͖ΔΑ͏ʹͳ͍ͬͯΔ
     ✅ϝϯόʔؒͷ)35͕֬อ͞Ε͍ͯΔ
     

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102. σϓϩΠͰौ଺͠ͳ͍
     ϕϯν࣮ߦલͷσϓϩΠ͸੠ֻ͚
     खॱ͸εΫϦϓτԽ͓ͯ͘͠
     ϕϯν։࢝ޙʹϝτϦΫεோΊΔ໾
     σϓϩΠ͸͍͍ͩͨTPSBI͕ίϯτϩʔϧͯ͠Δ
     Ͱ΀Ζ͍͓Ͷ͕͍͠·ʔ͢?R?
     

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103. ✅ར༻͢Δݴޠ͕ܾ·͍ͬͯΔ
     ✅͓ޓ͍ͷ࡞ۀྖҬ͕ܾ·͍ͬͯΔ
     ✅։͔࢝Β෼ԿΛ͢Δ͔ܾ·͍ͬͯΔ
     ✅Α͘΍Δ࡞ۀͷखॱ͕खݩʹ͋Δ
     ✅શһͷݴޠόʔδϣϯ͕ἧ͍ͬͯΔ
     ✅શһͷखݩϛυϧ΢ΣΞͷόʔδϣϯ͕ἧ͍ͬͯΔ
     ✅৘ใڞ༗ͷ࢓ํ͕ܾ·͍ͬͯΔ
     ✅σϓϩΠͷखॱ͸ίϚϯυʹͳ͍ͬͯΔ
     ✅ϩʔϧόοΫ͸࣮֬ʹͰ͖ΔΑ͏ʹͳ͍ͬͯΔ
     ✅ϝϯόʔؒͷ)35͕֬อ͞Ε͍ͯΔ
     

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104. ϩʔϧόοΫ͸࣮֬ʹ
     ίϛοτΛখ͘͢͞ΔҙࣝΛ΋ͭ
     ෳ਺ՕॴʹӨڹͤ͞ͳ͍
     ίϛοτ໨త
     ͍͍ͩͨΠϯϑϥઃఆΛόγͬͱίϛοτ͢Δ
     ΞϓϦίʔυͷίϛοτཻ౓͸খͯ͘͞͠Δ
     ӨڹൣғσΧΊͳ͜ͱ͕ଟ͍ͷͰ1VMM3FRVFTUʹͨ͠Γ
     

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105. ✅ར༻͢Δݴޠ͕ܾ·͍ͬͯΔ
     ✅͓ޓ͍ͷ࡞ۀྖҬ͕ܾ·͍ͬͯΔ
     ✅։͔࢝Β෼ԿΛ͢Δ͔ܾ·͍ͬͯΔ
     ✅Α͘΍Δ࡞ۀͷखॱ͕खݩʹ͋Δ
     ✅શһͷݴޠόʔδϣϯ͕ἧ͍ͬͯΔ
     ✅શһͷखݩϛυϧ΢ΣΞͷόʔδϣϯ͕ἧ͍ͬͯΔ
     ✅৘ใڞ༗ͷ࢓ํ͕ܾ·͍ͬͯΔ
     ✅σϓϩΠͷखॱ͸ίϚϯυʹͳ͍ͬͯΔ
     ✅ϩʔϧόοΫ͸࣮֬ʹͰ͖ΔΑ͏ʹͳ͍ͬͯΔ
     ✅ϝϯόʔؒͷ)35͕֬อ͞Ε͍ͯΔ
     

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106. νʔϜͷ)35Λ֬อ͠Α͏
     )VNJMJUZ ݠڏ
     
     3FTQFDU ଚܟ
     
     5SVTU ৴པ
     
     ͳ͔Α͠ʂ
     

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107. )35Λ֬อ͠Α͏
     )VNJMJUZ ݠڏ
     
     3FTQFDU ଚܟ
     
     5SVTU ৴པ
     
     Կͯ͠Δ͔஌ΒΜ͚Ͳ
     ͓લ͕͍Ε͹ԶΒ͸উͯΔ
     

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108. ૉৼΓ͢Δ࣌ʹେࣄͳ͜ͱ
     νʔϜϏϧσΟϯάʹऴ࢝͢Δ
     աڈ໰Λղ͘ʹͤΑɺείΞΛग़͢͜ͱ͸໨తʹ͠ͳ͍
     ૬ޓཧղΛਂΊ͓ͯ͘
     ࠷ۙͷ࢓ࣄɺ࠷ۙͷٕज़ɺख׳ΕͯΔΦϖϨʔγϣϯΛ࿩͠߹͏
     ٞ࿦Ͱ͖Δ஥ʹͳ͓ͬͯ͘
     ʰਫ਼ਆత༨༟ͷͳ͍ʱঢ়گͰٞ࿦Ͱ͖Δ৴པؔ܎Λߏங͓ͯ͘͠
     

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109. നۚಈ෺Ԃͷྫ
     ϦʔμʔɾΠϯϑϥ
     ΞϓϦɾΠϯϑϥ
     ΞϓϦ
     

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110. നۚಈ෺Ԃͷྫ
     *46$0/ຊઓ
     ڝٕதίϛοτ
     ෼ʹճίϛοτ
     ࠷େίϛοτִؒ෼
     

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111. ࣌ؒ෼ʹݸਐḿ͕ग़Δ
     ໌Β͔ʹ࢓ࣄΑΓ๩͍͠
     

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112. ϘτϧωοΫͷݟ͚ͭํ
     ܭଌͨ݁͠ՌΛΑ͘ݟΔ
     ΞϓϦέʔγϣϯ࢓༷Λཧղ͢Δ
     είΞධՁΛཧղ͢Δ
     

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113. ܭଌͨ݁͠ՌΛΑ͘ݟΔ
     ϕϯνʔϚʔΧʔͷείΞ͸େࣄ͚ͩͲ
     είΞ͸ߴ଎Խͷࢦ਑ʹͳΒͳ͍
     

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114. ܭଌͨ݁͠ՌΛΑ͘ݟΔ
     ֤ݴޠɾ%#͝ͱʹ
     Ͳ͕͜ϘτϧωοΫ͔
     υϦϧμ΢ϯͰ͖Δ؀ڥΛ
     ༻ҙ͓ͯ͘͠
     ࠓ೥͸/FX3FMJD΋͋Δ͠Ͷʂ
     

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115. ΞϓϦͷ࢓༷Λཧղ͢Δ
     ͍ͨͩ͠ཧղ͕
     ͍ͨͩ͠ΞϓϩʔνΛݺͿ
     

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116. ΞϓϦͷ࢓༷Λཧղ͢Δ
     աڈ໰ͷߨධͱղઆΛݟͳ͕Β
     ౰೔ϚχϡΞϧͱίʔυΛಡΉ
     

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117. είΞධՁΛཧղ͢Δ
     *46$0/͸
     ϢʔβʔετʔϦʔ
     ͷ͋Δίϯςετ
     

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118. είΞධՁΛཧղ͢Δ
     ࢀরܥͱߋ৽ܥͷͲͪΒ͕ॏཁ͔
     ஗ͯ͘΋͍͍ΤϯυϙΠϯτ͸Ͳ͜
     Կ͕ىҼͯ͠཯଎ͳͷ͔
     ໰୊͝ͱʹҧ͏
     

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119. ͍ΘΏΔߴ଎Խख๏͸
     Πϯλʔωοτʹͨ͘͞Μస͕͍ͬͯΔ
     

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120. ͦͷ೔ͷzউෛॴz͸
     ໰୊ͷதʹ͔͠ͳ͍
     

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121. খωλू
     

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122. 2ϕϯν͸͍࣮ͭߦ͢΂͖ʁ
     ίϯςετ։࢝௚ޙɺܭଌܥૠೖޙɺࢪࡦ౤ೖޙɻ
     '"*-ͯ͠͠·ͬͨΒ͙͢ʹࠩ͠໭͔͢௚ͯ͠࠶౓ܭଌɻ
     '"*-ͷ··ʹ͓͔ͯ͠ͳ͍͜ͱ͕؊ཁɻ
     

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123. 2(JU)VCͰ؅ཧ͢΂͖ʁ
     νʔϜʹΑΔ͚Ͳ๻͸ਪ঑೿ɻ
     ͨͩ͠ɺ(JU)VCͰ·ͭ͘͝ͳΒೖΕΔ͚ͩແବͳͷͰ
     νʔϜ಺Ͱ(JU)VCΛ࢖ͬͨ։ൃͷ࿅शΛ͠Α͏ɻ
     

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124. 2༏উ৆ۚͷৼΓࠐΈ͙ͬͯ͢ʁ
     ཌ݄຤ͱͷ͜ͱͰ͢
     

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125. 2΍͓ͬͯ͘΂͖աڈ໰͸ʁ
     ΍ΕΔաڈ໰ͳΒͳʹΛ΍ͬͯ΋͍͍ͱࢥ͏͚Ͳɺ
     લड़ͷ௨ΓείΞΛग़ͨ͢ΊͰ͸ͳ͘ɺνʔϜͷशख़ͷͨΊʹ
     ࿅श͓ͯ͘͠ҙࣝΛ͍࣋ͬͯͨ΄͏͕͍͍Ͱ͢ɻ
     

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126. 2ϕϯνϚʔΧʔ߈ུ๏ͱ͔
     ϕϯνͷؾ࣋ͪΛཧղ͢ΔͨΊʹ͸ϕϯνΛॻ͘ͷ͕Ұ൪
     ʰ*46$0/ͷ໰୊Λ࡞ͬͯΈΔʱͱ͍͏࿅श͕
     ࣮͸Ұ൪ޮՌ͕ߴ͍͔΋͠Εͳ͍ɻ
     ͳ͓ɺϕϯνͷཪΛ͔͜͏ͱͯ͠ೖΕΔࢪࡦ͸΄΅࣮֬ʹࣦഊ͠·͢
     

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127. ࣭ٙԠ౴͸Ҏ߱
     %JTDPSE্Ͱड͚෇͚·͢
     ظؒະఆ
     

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128. *46$0/Ͱ଴ͬͯ·͢
     

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