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pixivとPawooの インフラ構成的な話2017

19d76165a349908cca693668be1046a0?s=47 konoiz
September 27, 2017

pixivとPawooの インフラ構成的な話2017

pixivとPawooのインフラ構成的な話 @ pixiv summer intern 2017

19d76165a349908cca693668be1046a0?s=128

konoiz

September 27, 2017
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  1. QJYJWͱ1BXPPͷ Πϯϑϥߏ੒తͳ࿩ !QJYJWTVNNFSJOUFSO

  2. w LPOPJ[ ͜ͷ͍ͣ  w ೥౓ೖࣾ৽ଔ೥໨ w ৽ଔ࠾༻ͷॻྨબߟͷࠒ͔Βͻͨ͢ΒΠϯϑϥ΍Γ͍ͨͬͯݴͬͯ ͨΒಉظͰ།ҰΠϯϑϥ෦഑ଐʹͳͬͨ w

    ҰԠϐΫγϒ͕ఏڙ͢ΔαʔϏεͷ΄΅શͯʹؔΘͬͯΔ ࣗݾ঺հ
  3. QJYJWOFUͷαʔόߏ੒

  4. "1'SPOU 4FSWFS -PBE#BMBODFS %BUBCBTF
 .BTUFS %BUBCBTF
 4MBWF *NBHF
 4UPSBHF ,74

    /"5(BUFXBZ -PH4UPSBHF XSJUF JNHVQMPBE SFQMJDBUJPO SFBE
 SFR SFBE SFT MPH DBDIF ˞/"5HBUFXBZ͸*OUFSOFUʹ௚͍݁ͯ͠ͳ͍ αʔόʹରͯ͠ΠϯλʔωοτΞΫηεΛఏڙ *OUFSOFU XXXQJYJWOFUͷجຊߏ੒ $POWFSU $BDIF4FSWFS "QQMJDBUJPO4FSWFS 4FBSDI4FSWFS TFBSDI JNQPSU *NBHF %JTQBUDIFS
  5. "1'SPOU 4FSWFS -PBE#BMBODFS %BUBCBTF
 .BTUFS %BUBCBTF
 4MBWF *NBHF
 4UPSBHF ,74

    /"5(BUFXBZ -PH4UPSBHF XSJUF JNHVQMPBE SFQMJDBUJPO SFBE
 SFR SFBE SFT MPH DBDIF ˞/"5HBUFXBZ͸*OUFSOFUʹ௚͍݁ͯ͠ͳ͍ αʔόʹରͯ͠ΠϯλʔωοτΞΫηεΛఏڙ *OUFSOFU "1'SPOU 1SPYZ 4FSWFS $POWFSU $BDIF4FSWFS "QQMJDBUJPO4FSWFS 4FBSDI4FSWFS TFBSDI JNQPSU *NBHF %JTQBUDIFS
  6. w ࣾ಺Ͱ͸୯ʹ"1'SPOUͱݺ͹ΕΔ͜ͱ͕ଟ͍ w -PBE#BMBODFSͷҰछ w Ұ෦ͷը૾ͳͲ͸͜͜ͰΩϟογϡͯ͠Ԡ౴ w )5514ͷ҉߸Խɾ෮߸ॲཧΛ͢Δඞཁ͕
 ͋ΔͷͰ$16͕ڧΊ w

    OHJOY w "1'SPOUࣗମ͸%/4ϥ΢ϯυϩϏϯ
 Ͱෛՙ෼ࢄ "1'SPOU 1SPYZ 4FSWFS "1'SPOU "1'SPOU "QQMJDBUJPO 4FSWFS "QQMJDBUJPO 4FSWFS "QQMJDBUJPO 4FSWFS
  7. 1SPYZ4FSWFS -PBE#BMBODFS %BUBCBTF
 .BTUFS %BUBCBTF
 4MBWF *NBHF
 4UPSBHF ,74 /"5(BUFXBZ

    -PH4UPSBHF XSJUF JNHVQMPBE SFQMJDBUJPO SFBE
 SFR SFBE SFT MPH DBDIF ˞/"5HBUFXBZ͸*OUFSOFUʹ௚͍݁ͯ͠ͳ͍ αʔόʹରͯ͠ΠϯλʔωοτΞΫηεΛఏڙ *OUFSOFU "QQMJDBUJPO4FSWFS $POWFSU $BDIF4FSWFS "QQMJDBUJPO4FSWFS 4FBSDI4FSWFS TFBSDI JNQPSU *NBHF %JTQBUDIFS
  8. w ࣾ಺Ͱ͸୯ʹ"14FSWFSͱݺ͹ΕΔ͜ͱ͕ଟ͍ w QJYJWHJUͷίʔυ͕ಈ͍͍ͯΔͱ͜Ζ w جຊ͸"QBDIF 1SFGPL  1)1 w

    Ұ෦"1*΍ܾࡁج൫γεςϜ͸+BWB 4DBMB  w PHJNBHF༻ͷը૾ੜ੒͸HP w $16ͭΑΊ "QQMJDBUJPO4FSWFS "QQMJDBUJPO 4FSWFS "QQMJDBUJPO 4FSWFS "1'SPOU ಈ͍͍ͯΔίʔυ͸શͯಉ͕ͩ͡ɺXXX΍ UPVDIͳͲαʔϏεຖʹαʔόΛ෼͚͍ͯΔ
  9. 1SPYZ4FSWFS -PBE#BMBODFS %BUBCBTF
 .BTUFS %BUBCBTF
 4MBWF *NBHF
 4UPSBHF ,74 /"5(BUFXBZ

    -PH4UPSBHF XSJUF JNHVQMPBE SFQMJDBUJPO SFBE
 SFR SFBE SFT MPH DBDIF ˞/"5HBUFXBZ͸*OUFSOFUʹ௚͍݁ͯ͠ͳ͍ αʔόʹରͯ͠ΠϯλʔωοτΞΫηεΛఏڙ *OUFSOFU %BUBCBTF4FSWFS $POWFSU $BDIF4FSWFS "QQMJDBUJPO4FSWFS 4FBSDI4FSWFS TFBSDI JNQPSU *NBHF %JTQBUDIFS
  10. w QJYJWOFU͚ͩͰछྨͷσʔλϕʔε͕ଘࡏ w ਺(#ఔ౓ͷখ͞Ίͳ%#΋͋Ε͹5#ͷ%#΋ w CPPLNBSL͸དྷ೥ॳΊʹ͸*%͕JOUͷൣғΛ௒͑Δ w ଟ͍%#ܥ౷ͰϐʔΫඵؒສΫΤϦఔ౓ w ͢΂ͯ.Z42-

    w QJYJWͰ͸΄΅ΦϯϝϞϦͰॲཧͰ͖ΔΑ͏ʹ
 ͍ͯ͠ΔͷͰɺ$16ͦͦ͜͜ϝϞϦ͍ͬͺ͍ %BUBCBTF4FSWFS -PBE#BMBODFS XSJUF SFQMJDBUJPO SFBE
 SFR "QQMJDBUJPO4FSWFS %BUBCBTF
 4MBWF %BUBCBTF
 .BTUFS SFBE SFT
  11. w ߋ৽ܥΫΤϦΛड͚෇͚Δ།Ұͷαʔό w */4&35ɺ61%"5& %&-&5& w ֤%#ܥ౷͝ͱʹඞͣ୆͚ͩଘࡏ͢Δ w ෛՙ෼ࢄ͕Ͱ͖ͳ͍ %BUBCBTF.BTUFS

    -PBE#BMBODFS XSJUF SFQMJDBUJPO SFBE
 SFR "QQMJDBUJPO4FSWFS %BUBCBTF
 4MBWF %BUBCBTF
 .BTUFS SFBE SFT
  12. w .BTUFSͷσʔλΛෳ੡͠ɺಉظͨ͠%# w .BTUFSͱಉظ͢Δඞཁ͕͋ΔͷͰߋ৽ܥΫΤϦ
 Λ࣮ߦ͢Δ͜ͱ͸Ͱ͖ͳ͍ ෆ੔߹͕ൃੜ͢Δ  w ֤%#ܥ౷͝ͱʹෳ਺୆ଘࡏͰ͖Δ w

    ෛՙ෼ࢄ͕Մೳ %BUBCBTF4MBWF -PBE#BMBODFS XSJUF SFQMJDBUJPO SFBE
 SFR "QQMJDBUJPO4FSWFS %BUBCBTF
 4MBWF %BUBCBTF
 .BTUFS SFBE SFT
  13. w "14FSWFS͔Β͘Δ42-ΫΤϦΛɺෳ਺୆ଘࡏ͢Δ
 %#4MBWFʹ෼ࢄͯ͠ૹΓ௚͢ w 3FTQPOTF͸%#4MBWF͕"14FSWFSʹ௚઀͢Δ w %JSFDU4FSWFS3FUVSO %43  w

    Ұൠʹ3FTQPOTF͸3FRVFTUΑΓ΋େ͖͍ͷͰ
 %43Λ࢖͏ͱ-#ͷෛՙΛݮΒ͢͜ͱ͕Ͱ͖Δ w དྷͨύέοτΛগ͠ॻ͖׵͑ͯԣྲྀ͢͠Δ͚ͩ
 ͳͷͰεϖοΫ͸ͦΕ΄Ͳඞཁͳ͍ -PBE#BMBODFS -74 -PBE#BMBODFS XSJUF SFQMJDBUJPO SFBE
 SFR "QQMJDBUJPO4FSWFS %BUBCBTF
 4MBWF %BUBCBTF
 .BTUFS SFBE SFT
  14. "1'SPOU 4FSWFS -PBE#BMBODFS %BUBCBTF
 .BTUFS %BUBCBTF
 4MBWF *NBHF
 4UPSBHF ,74

    /"5(BUFXBZ -PH4UPSBHF XSJUF JNHVQMPBE SFQMJDBUJPO SFBE
 SFR SFBE SFT MPH DBDIF ˞/"5HBUFXBZ͸*OUFSOFUʹ௚͍݁ͯ͠ͳ͍ αʔόʹରͯ͠ΠϯλʔωοτΞΫηεΛఏڙ *OUFSOFU ,74 $POWFSU $BDIF4FSWFS "QQMJDBUJPO4FSWFS 4FBSDI4FSWFS TFBSDI JNQPSU *NBHF %JTQBUDIFS
  15. w Ұ࣌తͳΩϟογϡͳͲΛอଘ͢Δͱ͜Ζ w ηογϣϯ৘ใͳͲɺߴ଎ʹԠ౴͢Δඞཁ͕͋Γɺ
 ͔ͭෳ਺ͷαʔόͰڞ༗͢Δඞཁͷ͋ΔσʔλΛ֨ೲ w ࠓ೥,ZPUP5ZDPPO͔Β3FEJTʹஔ͖׵͕͑׬ྃ w ͢΂ͯͷσʔλΛϝϞϦ্ʹ࣋ͭ w

    ඵؒສΫΤϦఔ౓ ,74 ,FZ7BMVF4UPSF ,74 "14FSWFS "14FSWFS
  16. "1'SPOU 4FSWFS -PBE#BMBODFS %BUBCBTF
 .BTUFS %BUBCBTF
 4MBWF *NBHF
 4UPSBHF ,74

    /"5(BUFXBZ -PH4UPSBHF XSJUF JNHVQMPBE SFQMJDBUJPO SFBE
 SFR SFBE SFT MPH DBDIF ˞/"5HBUFXBZ͸*OUFSOFUʹ௚͍݁ͯ͠ͳ͍ αʔόʹରͯ͠ΠϯλʔωοτΞΫηεΛఏڙ *OUFSOFU 4FBSDI4FSWFS *NBHF %JTQBUDIFS $POWFSU $BDIF4FSWFS "QQMJDBUJPO4FSWFS 4FBSDI4FSWFS TFBSDI JNQPSU
  17. w ʮλάݕࡧʯʮϢʔβݕࡧʯͳͲΛߦ͏ͨΊͷαʔό w %#αʔόͷ৘ใΛఆظతʹQVMMͯ͠ݕࡧ༻JOEFYΛ࡞੒ w ෼ִؒͰJOEFYΛߋ৽ w ඵؒສΫΤϦఔ౓ w "QBDIF4PMS

    w ϝϞϦ΋$16΋ඞཁ 4FBSDI4FSWFS "14FSWFS 4FBSDI4FSWFS TFBSDI %BUBCBTF
 4MBWF JNQPSU
  18. "1'SPOU 4FSWFS -PBE#BMBODFS %BUBCBTF
 .BTUFS %BUBCBTF
 4MBWF *NBHF
 4UPSBHF ,74

    /"5(BUFXBZ -PH4UPSBHF XSJUF JNHVQMPBE SFQMJDBUJPO SFBE
 SFR SFBE SFT MPH DBDIF ˞/"5HBUFXBZ͸*OUFSOFUʹ௚͍݁ͯ͠ͳ͍ αʔόʹରͯ͠ΠϯλʔωοτΞΫηεΛఏڙ *OUFSOFU -PH4UPSBHF *NBHF %JTQBUDIFS $POWFSU $BDIF4FSWFS "QQMJDBUJPO4FSWFS 4FBSDI4FSWFS TFBSDI JNQPSU
  19. w ֤छϩάΛอଘ͓ͯͨ͘͠Ίͷαʔό w ࣮ࡍʹ͸"DDFTT-PH΍&SSPS-PHͳͲෳ਺ଘࡏ w ඞཁʹԠͯ͡&SSPSϩάΛॲཧαʔόʹૹͬͨΓ
 TMBDLʹ௨஌ͨ͠Δ͢Δ৔߹΋͋Δ w ΞΫηεϩάͷ৔߹͸਺े5#ͷ)%%Ͱ
 ਺೥෼ͷϩάΛอଘ

    -PH4UPSBHF "14FSWFS -PH4UPSBHF "14FSWFS
  20. "1'SPOU 4FSWFS -PBE#BMBODFS %BUBCBTF
 .BTUFS %BUBCBTF
 4MBWF *NBHF
 4UPSBHF ,74

    /"5(BUFXBZ -PH4UPSBHF XSJUF JNHVQMPBE SFQMJDBUJPO SFBE
 SFR SFBE SFT MPH DBDIF ˞/"5HBUFXBZ͸*OUFSOFUʹ௚͍݁ͯ͠ͳ͍ αʔόʹରͯ͠ΠϯλʔωοτΞΫηεΛఏڙ *OUFSOFU *NBHF4FSWFS *NBHF %JTQBUDIFS $POWFSU $BDIF4FSWFS "QQMJDBUJPO4FSWFS 4FBSDI4FSWFS TFBSDI JNQPSU
  21. w QJYJWͰ࠷΋େࣄͳ΋ͷͷҰͭ w ౤ߘ͞ΕͨΠϥετͷอ؅ɾม׵ɾ഑৴Λ
 ߦ͏αʔό܈ *NBHF4FSWFS *NBHF
 4UPSBHF JNHVQMPBE *NBHF

    %JTQBUDIFS $POWFSU $BDIF4FSWFS "14FSWFS "1'SPOU 4FSWFS
  22. w ౤ߘ͞ΕͨΠϥετΛอ؅͢Δ w ࣾ಺Ͱ͸ը૾ΦϦδϯαʔόͱ͔ݺ͹ΕΔ w 5)%% Λ3"*%ʹͨ͠αʔό୆ΛΫϥελ
 ͱͯ͠ɺ୆ʹಉ͡ը૾Λอଘ͢Δ ৑௕ 

    w ݱࡏΫϥελ෼༻ҙ͞Ε͍ͯΔ w OHJOY w ୯७ʹVQMPBE͞Εͨը૾Λ੩తϑΝΠϧͱͯ͠
 OHJOYͰԠ౴͍ͯ͠Δ͚ͩ w $16΋ϝϞϦ΋͍Βͳ͍͚Ͳ༰ྔ͕ඞཁ *NBHF4UPSBHF JNHVQMPBE "14FSWFS "1'SPOU 4FSWFS *NBHF
 4UPSBHF *NBHF %JTQBUDIFS $POWFSU $BDIF4FSWFS
  23. w ౤ߘ͞ΕͨΠϥετΛอ؅͢Δ w ࣾ಺Ͱ͸ը૾ΦϦδϯαʔόͱ͔ݺ͹ΕΔ w 5)%% Λ3"*%ʹͨ͠αʔό୆ΛΫϥελ
 ͱͯ͠ɺ୆ʹಉ͡ը૾Λอଘ͢Δ ৑௕ 

    w ݱࡏΫϥελ෼༻ҙ͞Ε͍ͯΔ w OHJOY w ୯७ʹVQMPBE͞Εͨը૾Λ੩తϑΝΠϧͱͯ͠
 OHJOYͰԠ౴͍ͯ͠Δ͚ͩ w $16΋ϝϞϦ΋͍Βͳ͍͚Ͳ༰ྔ͕ඞཁ *NBHF4UPSBHF JNHVQMPBE "14FSWFS "1'SPOU 4FSWFS *NBHF
 4UPSBHF *NBHF %JTQBUDIFS $POWFSU $BDIF4FSWFS ͦΕͳΓͷJPੑೳ΋ඞཁ ͳͷͰ3"*%Ͱ૊ΜͰ͋Δ
  24. w $BDIF4FSWFSͱ*NBHF4UPSBHFͷؒͷ௨৴Λ
 1SPYZ͢ΔͨΊͷαʔό w ෳ਺͋Δ*NBHF4UPSBHFͷ͏ͪɺͲ͜ʹ໨తͷ
 Πϥετ͕อଘ͞Ε͍ͯΔͷ͔Λ஌͍ͬͯΔ w QJYJW͸೥݄೔Ͱอଘઌαʔό͕มΘΔ w OHJOY

    w ը૾ઐ༻ͱ͍͏͚ͩͰ"1'SPOUͱ΄΅ಉ͡ w ஥հ͢Δ͚ͩͳͷͰεϖοΫ͸ͦΕ΄Ͳඞཁͳ͍ *NBHF%JTQBUDIFS 1SPYZ JNHVQMPBE "14FSWFS "1'SPOU 4FSWFS *NBHF
 4UPSBHF *NBHF %JTQBUDIFS $POWFSU $BDIF4FSWFS
  25. w *NBHF'MVYͷΦϯϓϨ൛ w ը૾ͷม׵ͱΩϟογϡΛߦ͏ w େྔͷΠϥετΛߴ଎ʹม׵ɾԠ౴͢Δඞཁ͕͋Δ w 5SB⒏D4FSWFS OHJOY HP

    ը૾ม׵  w ͱʹ͔͘ߴ଎ʹԠ౴͢ΔͨΊʹ44%୆Λ
 3"*%Ͱӡ༻ w ඵؒສϦΫΤετҎ্ɺ(CQTఔ౓ $POWFSU$BDIF4FSWFS JNHVQMPBE "14FSWFS "1'SPOU 4FSWFS *NBHF
 4UPSBHF *NBHF %JTQBUDIFS $POWFSU $BDIF4FSWFS *NBHF'MVYQJYJW͕ڞಉ։ൃ͍ͯ͠Δը૾ͷม׵ɾ഑৴Λߦ͏Ϋϥ ΢υαʔϏεIUUQTXXXTBLVSBBEKQTFSWJDFTJNBHFqVY
  26. w ࣮ࡍʹ͸֤αʔό͸΋ͬͱࡉ͔͘෼͔Ε͍ͯΔ w ਤͷ΋ͷҎ֎ʹ΋ؔ࿈͢Δαʔό͸͍͔ͭ͋͘Δ w 3FDPNNFOE4FSWFS $ Ͱॻ͔ΕͨಠࣗΤϯδϯ  w

    #BUDI4FSWFS KFOLJOT  w %FQMPZ4FSWFS QQMPZ  w .POJUPSJOH4FSWFS OBHJPT NVOJO ͦͷଞ
  27. 1BXPPͷαʔόߏ੒

  28. w جຊతʹ͢΂ͯ"NB[PO8FC4FSWJDFΛ࢖༻ w ը૾ͷ഑৴ͷΈΦϯϓϨ 1BXPPͷجຊߏ੒

  29. "QQMJDBUJPO -PBE#BMBODFS %BUBCBTF
 .BTUFS *NBHF
 4UPSBHF 3FEJT /"5(BUFXBZ MPH DBDIF

    ˞/"5HBUFXBZ͸*OUFSOFUʹ௚͍݁ͯ͠ͳ͍ αʔόʹରͯ͠ΠϯλʔωοτΞΫηεΛఏڙ *OUFSOFU 1BXPPͷجຊߏ੒ $POWFSU $BDIF4FSWFS "QQMJDBUJPO4FSWFS -PH4UPSBHF
  30. "QQMJDBUJPO -PBE#BMBODFS %BUBCBTF
 .BTUFS *NBHF
 4UPSBHF 3FEJT /"5(BUFXBZ MPH DBDIF

    ˞/"5HBUFXBZ͸*OUFSOFUʹ௚͍݁ͯ͠ͳ͍ αʔόʹରͯ͠ΠϯλʔωοτΞΫηεΛఏڙ *OUFSOFU "QQMJDBUJPO-PBE#BMBODFS $POWFSU $BDIF4FSWFS "QQMJDBUJPO4FSWFS -PH4UPSBHF
  31. w QJYJWͷ"1'SPOUͱಉ༷ w "NB[PO͞Μ͕ෛՙঢ়گʹԠͯ͡
 ͍͍ײ͡ʹεέʔϦϯάͯ͘͠ΕΔ "QQMJDBUJPO-PBE#BMBODFS "QQMJDBUJPO -PBE#BMBODFS "QQMJDBUJPO -PBE#BMBODFS

    "QQMJDBUJPO 4FSWFS "QQMJDBUJPO 4FSWFS "QQMJDBUJPO 4FSWFS
  32. "QQMJDBUJPO -PBE#BMBODFS %BUBCBTF
 .BTUFS *NBHF
 4UPSBHF 3FEJT /"5(BUFXBZ MPH DBDIF

    ˞/"5HBUFXBZ͸*OUFSOFUʹ௚͍݁ͯ͠ͳ͍ αʔόʹରͯ͠ΠϯλʔωοτΞΫηεΛఏڙ *OUFSOFU "QQMJDBUJPO4FSWFS $POWFSU $BDIF4FSWFS "QQMJDBUJPO4FSWFS -PH4UPSBHF
  33. w "NB[PO&$ w 1BXPP .BTUPEPO ͷίʔυ͕ಈ͍ͯΔͱ͜Ζ w جຊతʹ͸.BTUPEPO1SPEVDUJPO(VJEFͷ௨Γ w EFCJBO

    QVNB TJEFLJR OPEFKT QHCPVODFS w 1BXPPͰ͸QVNB༻ɺTJEFLJR༻ɺOPEFKT༻Έ͍ͨͳ
 ෼͚ํ͸͓ͯ͠Βͣɺ͢΂ͯͷ"1Ͱಉ͡෺͕ಈ͍͍ͯΔ w ͲͷαʔόʹϦΫΤετΛৼͬͯ΋ྑ͍ w TJEFLJR͚͍ͩͤͨ࣌͞͸"-#ʹࢀՃͤ͞ͳ͍ "QQMJDBUJPO4FSWFS "QQMJDBUJPO 4FSWFS "QQMJDBUJPO 4FSWFS "QQMJDBUJPO -PBE#BMBODFS
  34. "QQMJDBUJPO -PBE#BMBODFS %BUBCBTF
 .BTUFS *NBHF
 4UPSBHF 3FEJT /"5(BUFXBZ MPH DBDIF

    ˞/"5HBUFXBZ͸*OUFSOFUʹ௚͍݁ͯ͠ͳ͍ αʔόʹରͯ͠ΠϯλʔωοτΞΫηεΛఏڙ *OUFSOFU 1BXPPͷجຊߏ੒ $POWFSU $BDIF4FSWFS "QQMJDBUJPO4FSWFS -PH4UPSBHF
  35. w "NB[PO3%4ͷ1PTUHSF42-4FSWFS w .VMUJ"; ৑௕ߏ੒  w 3FBE3FQMJDB 4MBWF ͸؅ཧ༻͚ͩ༻ҙ

    w αʔϏεͱͯ͠͸%#͸αʔόͷΈ w ݱࡏͷ%#αΠζ͸(#ऑ w τΡʔτΛอଘ͍ͯ͠ΔTUBUVTFT͕(# %BUBCBTF.BTUFS "QQMJDBUJPO 4FSWFS %BUBCBTF
 .BTUFS
  36. "QQMJDBUJPO -PBE#BMBODFS %BUBCBTF
 .BTUFS *NBHF
 4UPSBHF 3FEJT /"5(BUFXBZ MPH DBDIF

    ˞/"5HBUFXBZ͸*OUFSOFUʹ௚͍݁ͯ͠ͳ͍ αʔόʹରͯ͠ΠϯλʔωοτΞΫηεΛఏڙ *OUFSOFU 3FEJT $BDIF4FSWFS $POWFSU $BDIF4FSWFS "QQMJDBUJPO4FSWFS -PH4UPSBHF
  37. w "NB[PO&MBTUJ$BDIF .VMUJ";  w %#ͱಉ༷ɺ৑௕ߏ੒͕ͩීஈ͸୆ͷΈͰ͞͹͘ w 5JNFMJOFͷ৘ใ΍TJEFLJRͷRVFVF͕อଘ͞ΕΔ w ࠷దԽ͕ೖΔલ͸(CQT͍ۙτϥϑΟοΫ

    3FEJT $BDIF4FSWFS ,74 "14FSWFS "14FSWFS ౰ॳ$16΋ϝϞϦ΋༨༟ͳͷʹɺωοτ ϫʔΫଳҬ͚͍ͩͬͺ͍͍ͬͺ͍ͱ͍͏ ঢ়گ͕ଟൃ͍ͯͨ͠
  38. "QQMJDBUJPO -PBE#BMBODFS %BUBCBTF
 .BTUFS *NBHF
 4UPSBHF 3FEJT /"5(BUFXBZ MPH DBDIF

    ˞/"5HBUFXBZ͸*OUFSOFUʹ௚͍݁ͯ͠ͳ͍ αʔόʹରͯ͠ΠϯλʔωοτΞΫηεΛఏڙ *OUFSOFU -PH4UPSBHF $POWFSU $BDIF4FSWFS "QQMJDBUJPO4FSWFS -PH4UPSBHF
  39. w "NB[PO&$ w "DDFTT-PHΛUEBHFOU qFVFOUE Ͱऩूɾ஝ੵ w Ұ෦͸͞Βʹ4ʹసૹͯ͠"UIFOBͰར༻ w &SSPS-PHʹ͍ͭͯ͸STZTMPHͰऩूɾ஝ੵ

    -PH4UPSBHF "14FSWFS -PH4UPSBHF "14FSWFS ͦͷଞɺ3%4ͷTMPXMPHͳͲ΋ ऩूɾอଘͯ͠ɺ։ൃऀ͕֬ೝ͠ ΍͍͢Α͏ʹ͍ͯ͠Δ
  40. "QQMJDBUJPO -PBE#BMBODFS %BUBCBTF
 .BTUFS *NBHF
 4UPSBHF 3FEJT /"5(BUFXBZ MPH DBDIF

    ˞/"5HBUFXBZ͸*OUFSOFUʹ௚͍݁ͯ͠ͳ͍ αʔόʹରͯ͠ΠϯλʔωοτΞΫηεΛఏڙ *OUFSOFU *NBHF4USBHF $POWFSU $BDIF4FSWFS "QQMJDBUJPO4FSWFS -PH4UPSBHF
  41. w "NB[PO4 w τΡʔτʹఴ෇͞Εͨը૾ɾಈըΛอଘ w ׬શͳख์͠ӡ༻ ಛʹ৮ΕΔॴ͕ͳ͍ͱ΋ݴ͏ *NBHF4UPSBHF JNHVQMPBE "14FSWFS

    "QQMJDBUJPO -PBE#BMBODFS *NBHF
 4UPSBHF $POWFSU $BDIF4FSWFS
  42. "QQMJDBUJPO -PBE#BMBODFS %BUBCBTF
 .BTUFS *NBHF
 4UPSBHF 3FEJT /"5(BUFXBZ MPH DBDIF

    ˞/"5HBUFXBZ͸*OUFSOFUʹ௚͍݁ͯ͠ͳ͍ αʔόʹରͯ͠ΠϯλʔωοτΞΫηεΛఏڙ *OUFSOFU $POWFSU$BDIF4FSWFS $POWFSU $BDIF4FSWFS "QQMJDBUJPO4FSWFS -PH4UPSBHF
  43. w *NBHF'MVYͷΦϯϓϨ൛ w 1BXPPͰ།ҰΦϯϓϨʹͳ͍ͬͯΔ w ͪ͜Β͸44%୆Λ3"*%ʹ͢Δߏ੒ w ݱࡏ͸΄΅$BDIF༻్ʹ͔͠࢖ͬͯͳ͍ w αϜωΠϧੜ੒͸.BTUPEPOඪ४ͷ··

    $POWFSU$BDIF4FSWFS JNHVQMPBE "14FSWFS "1'SPOU 4FSWFS *NBHF
 4UPSBHF *NBHF %JTQBUDIFS $POWFSU $BDIF4FSWFS
  44. ͦͷଞ "1αʔόͷ୆਺ͳͲ͸සൟʹ มߋ͞ΕΔͷͰɺ׬શʹ͜ͷ ਤͷ௨Γͱ͍͏Θ͚Ͱ͸ͳ͍

  45. ΦϯϓϨͱΫϥ΢υ

  46. w QJYJW͸͢΂ͯΦϯϓϨ w ࣗࣾͰ෺ཧαʔόΛ؅ཧ w 1BXPP͸΄΄͢΂ͯΫϥ΢υ "84  w ΄΅"84ʹ͓೚ͤͰ͔ͳΓख์͠ӡ༻

    w ը૾഑৴͚ͩΦϯϓϨ QJYJWͱ1BXPP
  47. w ༻్ʹ߹ΘͤͯΧελϚΠζͨ͠ϋʔυ΢ΣΞΛ࢖༻Մೳ w কདྷ͔͔Δඅ༻ͷݟੵ΋Γ͕͠΍͍͢ w ௕ظӡ༻͢Δ৔߹͸͍҆ w ϋʔυ΢ΣΞʹ߹Θͤͨνϡʔχϯά͕Մೳ w Ծ૝ԽʹΑΔੑೳ௿Լ͕ى͖ͳ͍

    ΦϯϓϨͷϝϦοτ
  48. w ঢ়گʹ͋ΘͤͨεϖοΫͷબ୒͕Մೳ w جຊతʹ࢖͍͍ͨ࣌ʹ࢖͑Δ w ୹ظӡ༻͢Δ৔߹͸͍҆ w ϋʔυ΢ΣΞݻ༗ͷ໰୊ʹӨڹ͞Εͳ͍ w ϋʔυ΢ΣΞো֐Λ͋·Γؾʹ͠ͳͯ͘ྑ͍

    Ϋϥ΢υͷϝϦοτ
  49. w ΦϯϓϨ͸༻్ʹ߹ΘͤͯΧελϚΠζͰ͖Δ w Ϋϥ΢υ͸ҰఆͷεϖοΫ͔Βબ୒͢ΔͷͰ΍΍ॊೈੑʹ͚ܽΔ w Ϋϥ΢υ͸ঢ়گʹ߹ΘͤͯεϖοΫΛมߋͰ͖Δ w ΦϯϓϨͰεϖοΫΛมߋ͢Δʹ͸ௐୡ͔Β࢝·Δ ༻్ͱঢ়گ ٯʹݴ͑͹Ұ౓࡞ͬͨαʔό

    Λผͷ༻్ʹస༻͢Δͷ͕೉ ͘͠ͳΔέʔε΋͋Δ
  50. w Ϋϥ΢υ͸͍ͭͰ΋͙͢ʹαʔόΛ௥ՃͰ͖Δ w ͨͩ͠Ϧιʔεෆ଍ͰҰ࣌తʹ௥ՃͰ͖ͳ͍έʔε͸ଘࡏ͢Δ w ͦͷ౎౓૿ݮͤ͞Δؔ܎Ͱඅ༻ͷݟੵ΋Γ͕ग़ͮ͠Β͍ w ΦϯϓϨͰαʔόΛ௥Ճ͢Δʹ͸ɺௐୡɾઃஔ͕ඞཁ w த௕ظతͳܭըΛ͓ͯ͘͠ඞཁ͕͋Δ

    w අ༻ͷݟੵ΋Γ͸ग़͠΍͍͢ ్தͰมΘΓͮΒ͍ɾม͑ΒΕͳ͍ ࢖͍͍ͨ࣌ʹ࢖͏ 3FTFSWFE*OTUBODF ͰϦιʔεͷ༧໿Λ ͓͚ͯ͠͹ྑ͍
  51. w ΦϯϓϨ͸ॳظඅ༻͕ߴ͍͕ϥϯχϯάίετ͕͍҆ w ௕ظӡ༻͢Ε͹͢Δ΄Ͳׂ҆ͳΔ˞ w Ϋϥ΢υ͸ॳظඅ༻͸͍͕҆ϥϯχϯάίετ͕ߴ͍ w ௕ظӡ༻͢Ε͹͢Δ΄ͲׂߴʹͳΔ˞ ୹ظͱ௕ظ ˞ϝϯςφϯείετͰ݁ՌׂߴʹͳΔέʔε΋͋Δ


    ˞"84ͷ3FTFSWFE*OTUBODFͳͲͰ཈͑Δ͜ͱ͸Մೳ
  52. w ΦϯϓϨ͸ϋʔυ΢ΣΞʹ࠷దԽ͢Δνϡʔχϯά͕Մೳ w ٯʹݴ͑͹ϋʔυ΢ΣΞݻ༗ͷ໰୊ͷӨڹΛड͚Δ w Ϋϥ΢υ͸ϋʔυ΢ΣΞΛؾʹ͢Δඞཁ͕ͳ͍ w ͦ΋ͦ΋࣮ࡍͲ͏͍͏ϋʔυ͕࢖ΘΕ͍ͯΔ͔͸Θ͔Βͳ͍ w ϋʔυ΢ΣΞݻ༗ͷػೳ͸࢖༻Ͱ͖ͳ͍

    ϋʔυ΢ΣΞ
  53. w ΦϯϓϨͰϋʔυ΢ΣΞো֐͕ى͜Δͱ୅ସػͷ༻ҙ͕ඞཁ w ීஈ͔ΒނোΛҙࣝͨ͠ߏ੒ΛͱΔඞཁ͕͋Δ w Ϋϥ΢υ͸ϋʔυ΢ΣΞো֐ͷӨڹΛड͚ͮΒ͍ w "84Ͱ΋ϋʔυ΢ΣΞো֐͕ݪҼͰΠϯελϯε͕ࢮΜͰ͠·͏ έʔε͸ଘࡏ͢Δ ϋʔυ΢ΣΞো֐

  54. w ΦϯϓϨͰϋʔυ΢ΣΞো֐͕ى͜Δͱ୅ସػͷ༻ҙ͕ඞཁ w ීஈ͔ΒނোΛҙࣝͨ͠ߏ੒ΛͱΔඞཁ͕͋Δ w Ϋϥ΢υ͸ϋʔυ΢ΣΞো֐ͷӨڹΛड͚ͮΒ͍ w "84Ͱ΋ϋʔυ΢ΣΞো֐͕ݪҼͰΠϯελϯε͕ࢮΜͰ͠·͏ έʔε͸ଘࡏ͢Δ ϋʔυ΢ΣΞো֐

    ΦϯϓϨ͸ௐୡ͔Β࢝·Δ͜ͱʹͳ ΔͷͰɺނোͷӨڹ͕େ͖͍ɻ୆ ఔ౓ͷނোͰ͋Ε͹தظతʹӨڹ͕ Ͱͳ͍Α͏ͳߏ੒Λ࡞Δ͜ͱʹͳΔ ΋ͪΖΜଈ࠲ʹࢮ͵έʔε͸ൺֱతϚϨɻো ֐͕ىͬͯ͜΋୅ସͷ༻ҙ͕؆୯ͳͷͰɺ୹ ظతʹӨڹ͕ग़ͳ͍ߏ੒͕࡞ΕΕ͹ॆ෼ɻ ࣗಈ෮چ͢ΔΑ͏ͳߏ੒΋ߏஙՄೳɻ
  55. ͓·͚

  56. ͋Δ೔ͷ1BXPP

  57. ͋Δ೔ͷ1BXPP

  58. ͋Δिͷ1BXPP ͜ͷลΓͰαʔό୆ ਺Λ૿΍ͨ͠ ͜ͷลΓͰεϖοΫ Λഒͷ΋ͷʹมߋ ͜ͷลΓͰεϖοΫ Λগ͠Լ͛ͨ ࠶ͼΞΫηε͕૿͑ ͯ୆਺ௐ੔

  59. ͋Δिͷ1BXPPͷը૾഑৴αʔό

  60. ͋Δिͷ1BXPPͷը૾഑৴αʔό