検索基盤移行時の思考

Transcript

1. ݕࡧج൫Ҡߦ࣌ͷࢥߟ
   )JSPNV/BLBNVSB !QPSJO
   
   UIJOLJOHXIFONJHSBUJOHUPBGVMMTFBSDIQMBUGPSN
   

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2. தଜ߂෢
   ΤϜεϦʔͷ"*ɾػցֶशνʔϜͷιϑτ΢ΣΞ
   ΤϯδχΞͰओʹݕࡧج൫पΓΛ୲౰͍ͯ͠Δɻ
   ֤छΞΧ΢ϯτQPSJOͰ΍ͬͯ·͢ɻ
   )*SPNV/BLBNVSB
   

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3. *OUSPEVDUJPO
   

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4. 1BHF
   ͜ͷൃදͰ͸ɺΤϜεϦʔͷաڈͷݕࡧج൫ҠߦܭըΛৼΓฦΓɺ
   ݕࡧج൫ͷΞοϓσʔτ΍ɺ඼࣭վળɺҠߦ࣌ͷϙΠϯτΛ঺հ͠
   ͍͖ͯ·͢ɻ
   

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5. ͜ͷൃදͰಘΒΕΔ΋ͷ
   
   ݕࡧج൫Ҡߦͷࡍʹߟ͑ΔϙΠϯτ
   
   
   ݕࡧ඼࣭Λ্͛ΔͨΊͷΞΠσΞ
   

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6. ΤϜεϦʔ͕ͳͥݕࡧʹ
   ྗΛೖΕΔͷ͔ʁ
   

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7. ·ͨɺҩྍಛԽͷݕࡧΤϯδϯͷ࿦จ<>ʹݴٴ͕͋ΔΑ͏ʹҩྍݕࡧʹ͸ԼهͷࣾձతϝϦοτ͕
   ͋Δɻ
   
   ঱ঢ়ͷࣗݾ਍அΛ༰қʹ͢Δ
   
   ҩࢣͱͷ໘ձલʹ঱ঢ়ʹؔ͢Δ஌ࣝΛಘΔ
   
   
   ҩࢣͱͷ໘ձͷޙɺ׬શʹ͸ཧղ͍ͯ͠ͳ͍৘ใΛফԽ͢Δͷʹ໾ཱͯΔ͜ͱ͕Ͱ͖Δɻ
   ҩྍݕࡧͷॏཁੑ
   <>-VP( 5BOH$ :BOH) 8FJ9.FETFBSDIBTQFDJBMJ[FETFBSDIFOHJOFGPSNFEJDBMJOGPSNBUJPOSFUSJFWBM*O1SPDFFEJOHTPGUIFUI
   "$.$POGFSFODFPO*OGPSNBUJPOBOE,OPXMFEHF.BOBHFNFOU r
   4VTBOOBIΒ<>ʹΑΔͱˋҎ্ͷਓ͕ɺΦϯϥΠϯͰҩྍ৘ใΛݕࡧͨ͜͠ͱ͕͋Δɺࣗݾ਍அ
   Λ͢Δਓͷߦಈͷ͸ݕࡧΤϯδϯͰ࢝·Δ
   <>4VTBOOBI' .BFWF%)FBMUI0OMJOFIUUQTXXXQFXSFTFBSDIPSHJOUFSOFUIFBMUIPOMJOF
   

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8. ౰વΤϜεϦʔͰ΋αʔϏε಺ͰݕࡧػೳΛఏڙ͓ͯ͠Γɺ
   ೔ʑɺݕࡧ඼࣭վળ΍ӡ༻վળΛߦ͍ͬͯΔɻ
   

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9. ΤϜεϦʔͷݕࡧج൫Ҡߦ
   

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10. ΤϜεϦʔͷݕࡧج൫Ҡߦ #FGPSF
    
    ҩࢣ޲͚ݕࡧ
    ױऀ޲͚ݕࡧ
    ΦϯϓϨ
    Ϋϥ΢υ
    w "*ɾػցֶशνʔϜͰӡ༻؅ཧ
    w ਫ਼౓վળͷͨΊʹఆظతʹϝϯςφϯε
    w ܗଶૉղੳʹ4VEBDIJΛ࠾༻
    w ผνʔϜͰӡ༻؅ཧ
    w ݕࡧਫ਼౓͕՝୊ͩͬͨ
    w ܗଶૉղੳʹ͸σϑΥϧτͷLVSPNPKJΛ࠾༻
    

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11. ΤϜεϦʔͷݕࡧج൫Ҡߦ "GUFS
    
    ҩࢣ޲͚ݕࡧ
    ױऀ޲͚ݕࡧ
    Ϋϥ΢υ
    "*ɾػցֶशνʔϜͰӡ༻؅ཧ͍ͯ͠
    Δج൫ʹҠߦɻࣙॻ΍γϊχϜͷ؅ཧ
    ΋ߦΘΕ͓ͯΓɺҠߦͱಉ࣌ʹױऀ޲
    ͚ݕࡧͷਫ਼౓վળ΋๬·Εͨ
    

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12. ݕࡧج൫Ҡߦ࣌ͷϙΠϯτ
    

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13. ݕࡧͷ࢖ΘΕํͷҧ͍Λଊ͑Δ
    ҩऀͱױऀͩͱݕࡧͷ͞Εํ͕શ͘ҧ͓ͬͯΓɺҩࢣ޲͚ʹϝϯςφϯε͠
    ͨࣙॻ΍γϊχϜɺΫΤϦ͕શવػೳ͠ͳ͔ͬͨɻ
    ྫ͑͹ҩࢣ޲͚ͷݕࡧ͸΄ͱΜͲ਺ࣈ͕ΫΤϦʹೖͬͯ͜ͳ͍ͷͰɺΫΤϦ
    ଆͰ਺ࢺͳͲͷ඼ࢺΛϑΟϧλ͍͕ͯͨ͠ɺױऀ޲͚ݕࡧ͸਺ࣈ΍೔෇ͳͲ
    ͕όϯόϯೖͬͯ͘Δ
    ҩࢣʮίϩφॳظ঱ঢ়ʯ
    ױऀʮίϩφೋ೔લ͔Β౓ʯ
    ͜Ε͸ΫΤϦͷϑΟϧλΛม͑Ε͹௚Δ
    

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14. طଘγεςϜͷಛघͳ໊دͤΛଊ͑Δ
    ҩྍ༻ޠ͸දهΏΕ͕ඇৗʹେ͖͍ͷͰɺطଘγεςϜͰ͸શͯͷฏԾ໊ΛΧλΧφʹ໊د͍ͤͯͨ͠
    ͕ΜΨϯ
    ͜Εͯ͢ΖʔΔίϨεςϩʔϧ
    ͳ͓ΔφΦϧ
    ͔͠͠ɺ͜ͷํ๏͸ΧελϜࣙॻ΍γϊχϜ͕શ͘ޮ͔ͳ͍͚ͩʹͱͲ·ΒͣɺฏԾ໊ΦϯϦʔͷλʔϜ͕
    ݕࡧͷ඼࣭ʹେ͖͘ଧܸΛ༩͍͑ͯͨͷͰͦͷ··Ҡߦ࣌ʹ࠾༻ͨ͘͠ͳ͔ͬͨɻ
    

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15. ฏԾ໊ΧλΧφͷਖ਼نԽࣙॻΛ࡞Δ
    4VEBDIJͰ͸͋Δఔ౓ฏԾ໊ΧλΧφ׽ࣈͷදه༳ΕʹରԠͯ͘͠ΕΔ͕ɺશͯʹରԠͯ͘͠ΕΔ༁
    Ͱ͸ͳ͍ɻྫ͑͹ʮ͜Εͯ͢ΖʔΔʯ͸4VEBDIJࣙॻͰະఆٛͰ͋Γɺܗଶૉղੳ͢Δͱ͓͔͠ͳ݁
    ՌʹͳΔɻ
    

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16. ฏԾ໊ΧλΧφͷਖ਼نԽࣙॻΛ࡞Δ
    
    ͦ͜ͰࠓճͷҠߦʹ߹ΘͤͯฏԾ໊ΛΧλΧφʹਖ਼نԽͨ͠4VEBDIJϢʔβʔࣙॻΛੜ੒͢ΔIJSBLBOBEJD
    ͱ͍͏πʔϧΛ࡞ͬͨɻฏԾ໊ΛશͯγϊχϜͰఆٛ͢Δํ๏΋͋Δ͕ɺ͜ͷΑ͏ʹ4VEBDIJϢʔβʔࣙॻ
    Ͱਖ਼نԽΛఆٛͨ͠ํ͕4VEBDIJͷํ਑ʹ߹ΘͤΒΕΔͷͰɺ͜ͷํ๏Λ࠾༻͍ͯ͠Δɻ
    

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17. ҩऀͱױऀͩͱݕࡧͷ͞Εํ͕શ͘ҧ͓ͬͯΓɺҩࢣ޲͚ʹϝϯςφϯεͨࣙ͠ॻ΍γϊχϜɺΫΤϦ
    ͕શવػೳ͠ͳ͔ͬͨɻྫ͑͹ɺҩྍ༻ޠ͸ෳ߹ޠ ͭҎ্ͷ୯ޠ͕࿈݁ͯ͠ɺผͷͭͷޠΛܗ଄ͬͨ
    ΋ͷ
    ͕ඇৗʹଟ͘ɺྫ͑͹ʮң؞ʯΛ୯७ʹϢʔβʔࣙॻʹొ࿥ͯ͠͠·͏ͱɺʮΨϯʯͰʮңͷΨϯʯ
    ͕ώοτ͠ͳ͍ɻҩࢣ͸ң؞Ͱݕࡧͯ͘͠ΕΔ͕ױऀ͸ʮңͷ؞ʯͳͲͷදهΛଟ༻͢Δɻ
    ෳ߹ޠͷ෼ׂ໰୊
    ҩྍ༻ޠͷෳ߹ޠͷྫ
    ʮ༗ࢳ෼྾ੑෆ෼཭τϦιϛʔʯ
    ʮ༏ੑҨ఻ੑײ֮ੑχϡʔϩύνʔʯ
    ʮຫੑΞϨϧΪʔੑதࣖԌ ʯ
    ңΨϯ࣏ྍΛ͕Μ͹Δ
    ңΨϯ࣏ྍΛ͕Μ͹Δ
    ңͷΨϯ
    ώοτ͠ͳ͍ʂ
    *OEFY
    

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18. 4VEBDIJͰ͸ΧελϜࣙॻʹਖ਼نԽΛ૊ΈࠐΉ͜ͱ͕Ͱ͖ɺ͞Βʹ࿈઀ίετ΋ͪ͜ΒͰௐ੔Մ
    ೳɻฐࣾͷ4VEBDIJͷར༻๏Ͱ͸ෳ߹ޠͱ෼ׂ݁ՌΛ྆ํΠϯσοΫεͯ͠ɺෳ߹ޠͷώοτ͚ͩ
    είΞΛϒʔετͯ͠௕͍Ұக͸্Ґʹग़͢Α͏ʹ͍ͯ͠Δɻ
    4VEBDIJϢʔβʔࣙॻʹΑΔෳ߹ޠ໰୊ରॲ
    ʮңΨϯʯ͕
    ࣙॻొ࿥͞Εͯͯ΋ʜ
    ؞
    ώοτ͢Δʂ
    ͕Μ͹Δ
    ώοτ͢Δʂ
    ңΨϯ࣏ྍΛ͕Μ͹Δ
    ң؞ң؞࣏ྍΛ͕Μ͹Δ
    ʮ͕Μʯ͕
    ࣙॻొ࿥͞Ε͍ͯͯ΋ʜ
    ңΨϯ࣏ྍΛ͕Μ͹Δ
    ң؞ң؞࣏ྍΛ͕Μ͹Δ
    

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19. 4VEBDIJϢʔβʔࣙॻʹҠߦ͢Δ
    4VEBDIJʹҠߦ͢Δࡍʹ͢Ͱʹӡ༻͍ͯ͠ΔϢʔβʔࣙॻΛ4VEBDIJࣙॻʹม׵͢Δඞཁ͕͋ͬͨɻ
    ݕࡧج൫νʔϜͰ։ൃͨ͠LVSPTVEBDIJͱ͍͏ࣙॻม׵πʔϧΛ࢖ͬͯࣙॻΛҠߦ͠·ͨ͠ɻ͜ͷπʔϧ͸044ͱ
    ͯ͠ެ։͍ͯ͠·͢ɻ
    

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20. 4VEBDIJϢʔβʔࣙॻʹ
    Ҡߦ͢Δ
    LVSPTVEBDIJΛ࢖͏ͱɺม׵ํ๏Λ+40/Ͱࢦ
    ఆ͢Δ͚ͩͰɺ࿈઀ίετ෇༩ɺ෼ׂϞʔυఆ
    ٛࡁΈͷ4VEBDIJࣙॻ͕खʹೖΔɻ
    LVSPTVEBDIJͷ಺෦Ͱ͸4VEBDIJ1ZΛϞ
    δϡʔϧͱͯ͠ར༻͠ɺܗଶૉղੳͨ݁͠ՌΛ
    ෼ׂ৘ใͱͯ͠ొ࿥͍ͯ͠Δɻ
    

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21. Ҡߦ͢Δݕࡧج൫Ͱ࢖ΘΕ͍ͯΔݕࡧΫΤϦΛҠߦલʹ֬ೝ͓ͯ͘͠ͷ͕؊
    w ΫΤϦ૯਺ɺΫΤϦ૯ϢχʔΫ਺
    w ΫΤϦʹग़ݱ͢Δ඼ࢺͷ෼෍
    w λʔϜ͝ͱͷग़ݱ཰
    w λʔϜ਺ͷग़ݱ཰
    w λʔϜ௕ͷ౷ܭྔ ௕͍ͱෳ߹ޠ໰୊͕ൃੜ͢ΔڪΕ͕͋Δ
    
    w θϩώοτΫΤϦ૯਺
    ্ه͸΋ͪΖΜɺ໨ࢹͰ֬ೝ͍ͯ͘͜͠ͱͰݕࡧج൫͝ͱͷϢʔβʔͷݕࡧಈ޲ͷಛ௃Λ௫Ήɻ͔͜͜
    ΒΧελϜࣙॻ΍γϊχϜࣙॻߏஙɺΫΤϦߏங࣌ʹඞཁͳ৘ใ͕ݟ͑ͯ͘Δ
    ͜͜·Ͱͷ໰୊Λ౿Έൈ͔ͳ͍ͨΊͷࢥߟ
    

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22. ʮݕࡧ඼࣭Λमਖ਼ͯ͠1.ʹ֬ೝͯ͠΋Β͏1.ʹݕࡧ্ͷ໰୊఺Λࢦఠ͞ΕΔͷ܁Γฦ͠ʯΛൃੜ͞
    ͤͳ͍ͨΊʹҠߦ׬ྃͷ࠷௿ج४Λ1.ͱ਺ࣈͰѲΔ͜ͱΛߦͬͨɻ
    ݕࡧج൫Ҡߦ࣌ͷظ଴஋ௐ੔ͷॏཁੑ
    

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23. Ҡߦཁ݅ݕࡧ඼࣭ SFDBMM
    ͕མ͍ͪͯͳ͍͜ͱ
    
    ɾαϯϓϦϯάͨ͠ΫΤϦ݅ͷώοτ਺Ͱલޙൺֱʹେ͖͕ࠩ͘ͳ͍͜ͱΛ֬ೝ
    ɾ݅ͷதͷΫΤϦ݅Λ඼ࢺͳͲ͕ຊ൪ΫΤϦͱʹͳΔΑ͏ʹαϯϓϦϯά͠ɺ໨ࢹͰ࣮ࡍ
    ͷ඼࣭Λൺֱ͠ҧ࿨ײ͕ͳ͍͜ͱΛ֬ೝࠓ·Ͱ໰୊ʹͳ͍ͬͯͨΫΤϦ͸ඞؚͣΉ
    ݕࡧج൫Ҡߦཁ݅ఆٛͷྫ
    ཁ݅ આ໌ ख๏
    ΫΤϦ50000݅Ͱɺώοτ਺͕20%Ҏ
    ্ݮΔ΋ͷɺ΋͘͠͸৽ͨʹθϩ݅ʹ
    ͳͬͨ΋ͷͷ਺͕1%ҎԼ
    ͓͔͠ͳݕࡧͰͨ·ͨ·ώοτ͕ଟ͘ग़͍͚ͯͨ
    ͲɺҠߦͰݮͬͯ͠·ͬͨ΋ͷ͸Χ΢ϯτ͠ͳ͍
    ώοτ਺ܭଌπʔϧʹΑΔूܭͱ໨ࢹ
    ΫΤϦ50000݅Ͱɺݕࡧ݁Ռ͕5݅Ҏ
    ԼͩͬͨΫΤϦͷ਺͕ݮ͍ͬͯΔɻ
    ͓͔͠ͳݕࡧͰͨ·ͨ·ώοτ͕ଟ͘ग़͍ͯΔͷ
    ͷ͸Χ΢ϯτ͠ͳ͍
    ώοτ਺ܭଌπʔϧʹΑΔूܭͱ໨ࢹ
    ΫΤϦ5000݅Ͱɺ͓͔͠ͳཧ༝Ͱώο
    τ਺͕ݮͬͨ΋ͷ͕ͳ͍ɻ
    ໨ࢹ
    

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24. ΤϜεϦʔͰ৽ͨʹݕࡧվળ࣌ͷ౷ܭྔ֬ೝ໨ࢹ֬ೝπʔϧΛ։ൃ͠ɺલεϥΠυͷཁ݅Λຬͨ͞ͳ
    ͍΋ͷΛ͙͢ʹ֬ೝͰ͖ΔΑ͏ʹͨ͠ɻ1.͕֬ೝͰ͖ΔΑʹ$47ग़ྗΛߦͬͨɻώοτ਺͸΋ͪΖ
    Μɺ࣮ࡍͷϨεϙϯεͷ໨ࢹνΣοΫͷͨΊͷUPQLΛग़ྗɻ·ͨɺௐࠪͷͨΊʹΫΤϦͷܗଶૉղੳ݁
    Ռ΋෇༩͓ͯ͘͠ͱݪҼΛಛఆ͠΍͍͢ɻ
    ྫ
    ݕࡧج൫Ҡߦ࣌ͷ໨ࢹ֬ೝπʔϧͷಋೖ
    Query hits_before hits_after topk_before topk_after tokens_before tokens_after
    warn
    
    
    ඓਫͰͳ͍෭ඓߢԌ͋Γ·͔͢ 4888 4885 ݕࡧ݁JSON(লུ) ݕࡧ݁JSON(লུ) ඓਫ / ෭ / ඓߢ / Ԍ ඓਫ / ෭ඓߢԌ 0
    ศൿ 2103 3242 ݕࡧ݁JSON(লུ) ݕࡧ݁JSON(লུ) ศൿ ศൿ / ศൿ঱ 0
    ௿݂ѹ঱ 6000 123 ݕࡧ݁JSON(লུ) ݕࡧ݁JSON(লུ) ௿݂ѹ঱ / ௿݂ѹ ௿݂ѹ঱ 1
    

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25. ΤϜεϦʔͰ։ൃͨ͠πʔϧ͸ΦʔϓϯιʔεԽ͍ͯ͠ͳ͍͕ɺ6CJF͞Μ͕FTRBͱ͍͏ൺֱπʔϧΛެ
    ։͍ͯ͠Δɻ9͞ΜͷݕࡧվળͰ΋׆༂ͨ͠Έ͍ͨɻ
    ݕࡧج൫Ҡߦ࣌ͷ໨ࢹ֬ೝπʔϧͷಋೖ
    

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26. w ʮݕࡧ඼࣭͕མͪͳ͍͜ͱʯͷΑ͏ͳૈ͍ཁ݅ͩͱɺࡉ͔͍ݕࡧ඼࣭ͷมԽʹ໨͕͍ͬͯվળͷΠλ
    νͬ͜͝ʹͳΔͷͰɺ͔ͬ͠Γ੹೚ऀͱ਺ࣈͰཁ݅ΛѲΔ͜ͱ͕ॏཁɻ
    w ·ͨɺҠߦޙͷ݁ՌΛൺֱͰ͖ΔΑ͏ͳ؀ڥΛ੔උ͓ͯ͘͠ͱεϜʔζʹͳΔ
    ݕࡧج൫Ҡߦ࣌ͷظ଴஋ௐ੔ͷ·ͱΊ
    

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27. ඼࣭վળαΠΫϧΛߴ଎ʹճ͢
    ݕࡧվળνΣοΫϧʔϓ͸ΠϯσοΫεߋ৽͕සൟʹߦΘΕΔͷͰΠϯσοΫεͷ؅ཧ͕গ͠൥ࡶ
    ʹͳΔɻBMJBTͷ੾Γସ͑ϛεͳͲ΋ൃੜ͍ͯͨͨ͠ΊɺΑΓߴ଎ʹվળϧʔϓΛճͨ͢ΊʹΠϯσο
    ΫεΛ্खʹ؅ཧ͠ɺӡ༻ϛεΛݮΒ͢࢓૊Έ͕ඞཁͩͬͨɻ
    

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28. ݕࡧΠϯσοΫε؅ཧπʔϧͷ࣮૷
    ႈ౳ੑΛอͪͳ͕ΒఆٛϑΝΠϧͰ
    &MBTUJDTFBSDI*OEFYBMJBTΛએݴతʹ؅ཧ
    ͯ͘͠ΕΔπʔϧΛ࣮૷ͨ͠ɻ
    SFJOEFY΋ରԠ͍ͤͯ͞ΔͷͰɺZBNMΛ͍͡Ε
    ͹SFJOEFYࡁΈJOEFYΛ͙͢ʹ࡞ͬͯ͘ΕΔɻ
    ͜ΕʹΑΓJOEFY؅ཧͷෳࡶ͕͞େ෯ʹݮΓɺ
    ӡ༻ϛε΋ݮͬͨɻ
    

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29. ͜ͷΑ͏ʹఆٛϑΝΠϧͰ&MBTUJDTFBSDIͷ
    ঢ়ଶΛએݴͰ͖Δɻઃఆ֎ࡏԽɺແਓ࣮ߦ
    αϙʔτͳͲɺ*B$Ͱඞཁͱ͞ΕΔཁૉ<>
    Λἧ͍͑ͯΔɻ
    FTLFFQFS
    &MBTUJDTFBSDI*OEFYLFFQFS
    <>IUUQTXXXPSFJMMZDPKQCPPLT
    

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30. FTLFFQFSͰ͸Լهͷεςʔδʹ෼ׂ͞ΕΔ
    ઃఆϑΝΠϧͷόϦσʔγϣϯ
    ඥͮ͘NBQQJOH
    fi
    MF͸ଘࡏ͢Δ͔
    ඞਢϑΟʔϧυ͸ຬͨ͞Ε͍ͯΔ͔
    ࣄલνΣοΫ
    JOEFY͕࣮ࡍʹ࡞ΕΔ͔ Ұ࣌తͳJOEFYΛ࣮ࡍʹ࡞੒
    
    BMJBTͱʹඥͮ͘JOEFY͸ଘࡏ͢Δͷ͔
    ࣮ߦεςʔδ
    ࣮ࡍʹఆٛϑΝΠϧͷঢ়ଶΛಉظͤ͞Δ
    ࣄޙνΣοΫ
    ఆٛϑΝΠϧʹ͋ΔJOEFY΍BMJBT͕࡞ΒΕ͔ͨ
    

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31. w ݕࡧج൫ΛҠߦ͢Δࡍʹ͸ݕࡧվળΛಉ࣌ʹߦ͏ͱ͔ͳΓ௕ظతͳઓ͍ʹͳΔͷ
    Ͱɺ·ͣ͸Ҡߦɺ/FYU4UFQͰվળ͕๬·͍͠ɻ
    w ͨͩɺόʔδϣϯͷ໰୊ͳͲͰҠߦ࣌ʹશ͘ಉ͡ΠϯσοΫεઃఆ΍ࣙॻͷઃఆΛ
    Ҿ͖ܧ͙ͷ͕ࠔ೉ͳ৔߹͕͋ΔͷͰɺΉ͠ΖҠߦ௚ޙ͸एׯ඼࣭͕མͪΔҐͷظ଴
    ஋ௐ੔Ͱ΋͍͍͔΋͠Εͳ͍ɻ
    ݕࡧվળͱݕࡧج൫Ҡߦ͸ಉ࣌ʹ΍Βͳ͍ํ͕͍͍
    

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32. ·ͱΊ
    ݕࡧج൫ͷҠߦٴͼϚΠάϨʔγϣϯ͸ݕࡧج൫ॳߏஙͱಉ͘͡Β͍ਆܦ࣭ʹਐΊ͍ͯ͘΂
    ͖ɻಛʹԼهೋͭ͸ॏཁɻ
    w ݕࡧϩάͷ෼ੳ
    w ݕࡧ඼࣭ͷظ଴஋ௐ੔
    ·ͨɺݕࡧվળΛճ͢ͱ͖͸վળΛճ͠΍͍͢؀ڥΛؤுͬͯ੔͓͑ͯ͘ͱޙָ͕ɻ
    DPODMVT*PO
    

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33. ʮݕࡧγεςϜ࣮຿ऀͷͨΊͷ։ൃվળΨΠυϒοΫʯ͕ඇৗʹ͓͢
    ͢ΊɻݕࡧΤϯδϯΛ্ཱͪ͛ΔͨΊͷߟྀ͢΂͖ϙΠϯτ͸΄ͱΜ
    Ͳ໢ཏ͞Ε͍ͯΔɻݕࡧΤϯδχΞతʹ͸ষ͔Βͷ2VFSZ
    6OEFSTUBOEJOHܥͷ࿩͕ॆ࣮͍ͯ͠Δͷ͕خ͍͠ɻ
    ݕࡧج൫։ൃ΍Ҡߦʹؔ͢ΔτϐοΫΛֶͿͳΒ
    <>IUUQTXXXBNB[PODPKQEQSFGDN@TX@FN@S@NU@EQ@,):%#(:&$7#
    

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34. ΤϜεϦʔͷϒϩάͰ
    ݕࡧʹؔ͢ΔهࣄΛ
    ॻ͍ͯ·͢
    IUUQTXXXNUFDICMPH
    w ݕࡧϞσϧʹόϯσΟοτΞϧΰϦζϜΛ૊ΈࠐΉ
    w &MBTUJDTFBSDIʹ͓͚Δ,VSPNPKJ4VEBDIJҠߦ
    w λΠτϧͷଟ༷ੑΛߟྀͨ͠ϦϥϯΩϯά
    w -VDFOFͷ*OEFYߏ଄ͷίʔυϦʔσΟϯά
    w --3Λ࢖ͬͨҩྍ༻ޠෳ߹ޠ෼ׂ
    

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35. ΤϜεϦʔͰ͸ҩྍݕࡧʹ͓͚ΔݕࡧΛ͞Βʹྑ͍΋ͷʹ͍ͯ͘͠஥ؒΛੵۃ࠾༻தͰ͢ɻ
    ࠓޙͷΤϜεϦʔͷݕࡧͷνϟϨϯδ
    w ݕࡧͷϥϯΩϯά࠷దԽ
    w ݕࡧͷύʔιφϥΠζ
    w ݕࡧΛࢧԉ͢ΔΞϧΰϦζϜͷ։ൃ 2VFSZ6OEFSTUBOEJOH
    
    গ͠Ͱ΋ڵຯΛ࣋ͬͨํ͸ԼهϦϯΫ͔ΒPOͰ͓࿩Ͱ͖Ε͹ͱࢥ͍·͢ɻ
    IUUQTKPCTNDPNFOHJOFFS
    ࠾༻
    SFDSV*UNFOU
    

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36. ݕࡧج൫Ҡߦ࣌ͷࢥߟ
    )JSPNV/BLBNVSB !QPSJO
    
    UIJOLJOHXIFONJHSBUJOHUPBGVMMTFBSDIQMBUGPSN
    

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