秒間数万のログをいい感じにするアーキテクチャ

AWS Summit Tokyo 2016 Developer Conference (2016/06/03)

Transcript

1. ඵؒ਺ສͷϩάΛ

   ͍͍ײ͡ʹ͢ΔΞʔΩςΫνϟ
   )PLVUP)PTIJ!$PPLQBE*OD
   "844VNNJU5PLZP
   

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2. ੕๺ే ΄͠΄͘ͱ
   !LBOJ@C
   w ΫοΫύουגࣜձࣾΠϯϑϥετϥΫνϟʔ෦

   ηΩϡϦςΟάϧʔϓάϧʔϓ௕
   w 8FC\Πϯϑϥ ηΩϡϦςΟ^ΤϯδχΞ
   w ઃܭߏஙӡ༻
   w ੬ऑੑ਍அ *%4 8"' *4.4ӡ༻FUD
   w "84ೝఆ4" %FW0QTΤϯδχΞ
   1SPGFTTJPOBM
   
   

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4. w౤ߘϨγϐ਺ສ඼Ҏ্
   w݄ؒར༻ऀ਺ ສਓ

   ೥݄ݱࡏ
   
   

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5. ٕज़ελοΫ
   w ΄΅શͯͷαʔϏε͕3VCZ3VCZPO3BJMT
   w (PMBOH OPEFKT 1ZUIPOͳͲͷՕॴ΋
   w %PDLFS
   w ൒਺Ҏ্ͷγεςϜ͕%PDLFSͰຊ൪Քಇ
   w 6CVOUVX*UBNBF
   w $FOU04X1VQQFU͔ΒҠߦத
   w શαʔϏε͕"84্ͰՔಇ
   

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6. ΫοΫύουͱ"84
   w ೥ʹ%$͔Β׬શҠߦ
   w ೥ݱࡏ
   w "NB[PO&$Πϯελϯεd ୆ఔ౓
   w "NB[PO4ΦϒδΣΫτԯҎ্
   w ϐʔΫ࣌ಉ࣌ϦΫΤετ਺ SFRTҎ্
   

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7. "84ར༻αʔϏε
   w ΄΅શͯͷ"84αʔϏεΛར༻ɾݕূ
   w ࠓճͷ͓࿩ʹؔ܎͢ΔαʔϏε
   w "NB[PO&$ "NB[PO71$ Ҏ߱&$ 71$ͱදه
   
   w "NB[PO,JOFTJT4USFBNT Ҏ߱,JOFTJT4USFBNTͱදه
   
   w "NB[PO%ZOBNP%# Ҏ߱%ZOBNP%#ͱදه
   
   w "NB[PO3FETIJGU Ҏ߱3FETIJGUͱදه
   
   w "84-BNCEB Ҏ߱-BNCEBͱදه
   
   

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8. ࠓ೔ͷςʔϚ

   ϩάΛ͍͍ײ͡ʹ͢Δ
   

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9. ͳͥϩάΛूΊΔͷ͔ʁ
   w 8FCαʔϏεʹ͓͍ͯ͸ϩά͚͕ͩlى͖ͨ͜ͱzΛࣔͤΔ
   w αʔϏεվળΛ͢ΔͨΊʹ͸ඞཁෆՄܽ
   w Ծઆͷݕূ
   w ύϑΥʔϚϯεվળ
   w γεςϜτϥϒϧͷղফ
   w FUDʜ
   

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10. ऩू͍ͯ͠Δϩά
    w 17ϩά
    w ϖʔδӾཡ͝ͱʹه࿥͞ΕΔ
    w Ӿཡ਺ɺݕࡧಈ޲ͷ෼ੳͳͲ
    w ޿ࠂܥϩά
    w ΠϯϓϨογϣϯɺΫϦοΫɺ

    ίϯόʔδϣϯ
    w ഑৴੍ޚ΍ޮՌଌఆʹ
    w ΞΫςΟϏςΟϩά
    w Ϣʔβߦಈ ը໘ભҠͳͲ
    
    w ࢪࡦݕূɺϞόΠϧΞϓϦͷಈ࡞ϩάͱͯ͠
    w ؂ࠪϩά
    wϢʔβσʔλͷ࡞੒ɾߋ৽ɾ࡟আɺ

    ϩάΠϯϩάͳͲ
    wαϙʔτɺηΩϡϦςΟ؂ࠪͳͲʹ
    w,1*༻ϩά
    wlग़དྷࣄzΛه࿥͢Δϩά
    w66 %6ͳͲ΋ࣗಈܭࢉɺ,1*؅ཧ༻
    wγεςϜϩά
    w04ɺϛυϧ΢ΣΞͷϩά
    wγεςϜ؅ཧ༻
    wFUDʜ
    

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11. ϩάʹٻΊΔཁ݅
    w ࣮֬ʹ഑ૹ͞ΕΔ͜ͱ
    w Ͱ͖Δ͚ͩ஗Ԇ͕গͳ͍͜ͱ
    w ྔΛݮΒ͢ αϯϓϦϯά
    ඞཁ͕ͳ͍͜ͱ
    w ෼ੳ͠΍͍͢ܗͰอ࣋Ͱ͖Δ͜ͱ
    

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12. ϩάʹٻΊΔཁ݅
    ͍͍ײ͡ʹ
    w ࣮֬ʹ഑ૹ͞ΕΔ͜ͱ
    w Ͱ͖Δ͚ͩ஗Ԇ͕গͳ͍͜ͱ
    w ྔΛݮΒ͢ αϯϓϦϯά
    ඞཁ͕ͳ͍͜ͱ
    w ෼ੳ͠΍͍͢ܗͰอ࣋Ͱ͖Δ͜ͱ
    

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13. ݱࡏͷن໛
    w 'MVFOUEʹྲྀΕ͍ͯΔϩά ֓ࢉ
    
    w σʔλ૯ྔd(#೔
    w Ϩίʔυ਺ԯϨίʔυҎ্೔
    w ඵؒ d Ϩίʔυ͘Β͍
    ˞ΠϝʔδͰ͢
    

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14. ϩάऩूͷมભ
    w ೥͘Β͍·Ͱ
    w ڊେͳ.Z42-ςʔϒϧʹॻ͔ΕΔ࣌୅ 17ϩά ޿ࠂϩάͷΈ
    
    "QQ4FSWFST
    -# .Z42-.BTUFS
    .Z42-4MBWF
    QW@MPHUBCMF
    6TFS
    

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15. ϩάऩूͷมભ
    
    w ·ͩ17ϩά ޿ࠂϩάͷΈ
    w 'MVFOUEಋೖ
    w ։ൃऀ͕ࣗ༝ʹϩάΛऔಘɺอଘͰ͖ΔΑ͏ʹ
    w ϩά͸.Z42- .POHP%#΍4 &.3༻
    ʹอଘ
    

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16. 'MVFOUEʹ͍ͭͯ
    w ϩάऩू؅ཧπʔϧ
    w 5SFBTVSF%BUB͕ࣾ044ͱͯ͠։ൃ
    w ॊೈͰॻ͖΍͍͢ೖग़ྗϓϥάΠϯػߏ
    w όοϑΝϦϯάػೳΛσϑΥϧτͰ࣋ͭ
    w ϩάͷϧʔςΟϯά͕ඇৗʹ΍Γ΍͍͢
    w ΫοΫύουͰ͸΄΅શͯͷΠϯελϯεͰಋೖ
    

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17. "QQ4FSWFST
    &-# .Z42-.BTUFS
    .Z42-4MBWF
    ϩάऩूͷมભ
    
    -PH"HHSFHBUPS
    &.3$MVTUFS
    6TFS
    "NB[PO4
    %FWFMPQFS
    

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18. ϩάऩूͷมભ
    
    w 5SFBTVSF%BUBಋೖ
    w 42- )JWF2-
    ΞΫηεͰ͖Δ.BOBHFE)BEPPQ ౰࣌
    
    w ूܭͷߴ଎͞ɺར༻ͷ༰қ͞΋ख఻ͬͯϩά͕ٸ૿
    w 17ϩάҎ֎ͷϩά΋ऩू͞ΕΔΑ͏ʹ
    

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19. "QQ4FSWFST
    &-#
    ϩάऩूͷมભ
    
    -PH"HHSFHBUPS
    6TFS
    5SFBTVSF%BUB
    &.3$MVTUFS
    "NB[PO4
    %FWFMPQFS
    

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20. ϩάऩूͷมભ
    
    w "NB[PO3FETIJGUಋೖ
    w UP#޲͚෼ੳαʔϏε ͨ΂ΈΔ
    ͷόοΫΤϯυͱͯ͠
    w ΞϓϦέʔγϣϯͱ௚઀઀ଓ͢Δ%#ͱͯ͠ར༻
    w σʔλ͸5%.Z42-͔Βϩʔυͯ͠Ճ޻
    w ϩά͸ओʹ5%͔Βϩʔυ
    

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21. "QQ4FSWFST
    &-#
    ϩάऩूͷมભ
    
    -PH"HHSFHBUPS
    6TFS
    5SFBTVSF%BUB
    "NB[PO4
    "QQ4FSWFST
    &-#
    6TFS
    UBCFNJSV
    
    #BUDI4FSWFS
    3FETIJGU$MVTUFS
    %FWFMPQFS
    %JSFDUPS
    

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22. ϩάऩूͷมભ d
    
    w ৭ʑͳϩά͕ͲΜͲΜ5%43FETIJGUʹ஝ੵ͞Ε͍ͯ͘
    w &MBTUJDTFBSDIͳͲ΁ͷૹ৴΋͸͡·Δ
    w ྲྀྔ΍ॏཁ౓ɺॻ͖ࠐΈઌ͕૿͢ʹͭΕू໿ϊʔυ͕ϘτϧωοΫʹ
    

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23. ೥த०͘Β͍ͷߏ੒
    "QQ4FSWFST
    &-#
    -PH"HHSFHBUPS
    6TFS
    5SFBTVSF%BUB
    "NB[PO4
    "QQ4FSWFST
    &-#
    6TFS
    UBCFNJSV
    
    #BUDI4FSWFS
    3FETIJGU$MVTUFS
    %FWFMPQFS
    %JSFDUPS
    &MBTUJDTFBSDI
    

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24. ͳͥू໿ϊʔυΛ࢖͍ͬͯͨͷ͔
    w ઃఆͷ୯७Խ
    w શαʔόʹݸผʹઃఆΛ൓ө͍ͯ͘͠ͷ͸ඇޮ཰
    w ू໿ϗετͷϧʔςΟϯάͷΈΛมߋ͢Ε͹ྑ͍
    w εϧʔϓοτͷ࠷େԽ
    w σʔλࣗମͷΞάϦήʔγϣϯ
    w όονॻ͖ࠐΈ &MBTUJDTFBSDIͳͲ
    
    

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25. ى͖͍ͯͨ໰୊
    w ू໿ϊʔυͷෛՙ໰୊
    w ྲྀྔ૿ՃͰෛՙ্͕͕Γଓ͚Δ
    w ͦͷ··Ͱ͸ϚϧνίΞΛ࢖͑ͳ͍ͷͰϓϩηε෼ׂͰؤுͬͨΓʜ
    w ߴෛՙ࣌ͷΦϖϨʔγϣϯϛεͰԿ౓͔ϩάσʔλΛϩετ͢Δࣄނ΋͋ͬͨ

    ࠜຊݪҼ͕Ͳ͜ʹ͋Δ͔͸ෆ໌
    
    w ग़ྗઌ΁ͷૹ৴ස౓
    w ग़ྗઌΛl٧·Βͤͯ͠·͏z͜ͱ͕͋Δ &MBTUJDTFBSDIͳͲ
    
    w ૹ৴όοϑΝΛ࢖ͬͯ଴͓͔ͬͯ͘ϩάྔΛݮΒ͢ඞཁ͕͋ͬͨ
    

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26. ඞཁͱ͍ͯͨ͠΋ͷ
    w ૹ৴ઌͷू໿
    w ֤Πϯελϯε͔Β͸ʮಛʹߟ͑ͣσʔλΛૹΕΔʯঢ়ଶ
    w ϩάσʔλͷద੾ͳอޢ
    w ҆ఆͨ͠ύϑΥʔϚϯεɺѻ͍΍͍͢εέʔϧϞσϧ
    w ΞϓϦέʔγϣϯ͕ϩάΛQVMMͰ͖ΔϞσϧ
    w ॲཧཻ౓΍ύϑΥʔϚϯεͷҧ͏γεςϜͰ΋

    ಉ͡σʔλετϦʔϜΛѻ͑ΔΑ͏ʹ
    

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27. "NB[PO,JOFTJT4USFBNT
    

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28. "NB[PO,JOFTJT4USFBNT
    w ෼ࢄϝοηʔδϯάαʔϏε
    w %$ؒͰͷϨϓϦέʔγϣϯ
    w ෼ࢄߏ੒ʹΑΔ༰қͳεέʔϥϏϦςΟ֬อ
    w QVMMܕͷσʔλऔಘ
    w ϑϧϚωʔδυ
    w l҆શͳ౔؅z
    

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29. ,JOFTJT4USFBNTWT"QBDIF,BGLB
    w "QBDIF,BGLB
    w 044ͷ෼ࢄϝοηʔδϯάγεςϜ
    w 5XJUUFS /FUqJY ָఱͳͲ͕ར༻
    w ͲͪΒ΋ཁ݅Λຬ͕ͨ͢·ͣϚωʔδυͳ,JOFTJT4USFBNT͔Β
    w ӡ༻ෛՙͷܰݮ΋໨తͷҰͭͩͬͨ
    

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30. ͜Ε·ͰͷసૹϞσϧ
    &MBTUJDTFBSDI
    %ZOBNP%#
    4
    "HHSFHBUPS
    1SPEVDFS
    $POTVNFS
    

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31. ,JOFTJT4USFBNTͰͷసૹϞσϧ
    &MBTUJDTFBSDI
    %ZOBNP%#
    4
    ,JOFTJT4USFBNT
    1SPEVDFS
    $POTVNFS
    $POTVNFS͕
    4VCTDSJCF͢Δ
    

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32. ,JOFTJT4USFBNTʹΑΔQVMMܕૹ৴ͷར఺
    w ϩάͷऔΓѻ͍ΛऔΓࠐΈଆ੍͕ޚ͠΍͍͢
    w ʮͲͷ͘Β͍ʯϩάΛऔΓࠐΉ͔
    w औΓࠐΈͷҰ࣌ఀࢭɺ࠶։
    w ϩάͦͷ΋ͷΛετϦʔϜͱͯ͠อ͓͚࣋ͯ͠Δ
    w ૹ৴ଆ͸ʮͱʹ͔͘ϩάΛૹΔʯ͚ͩͰ͍͍
    

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33. ,JOFTJT4USFBNTͰͷసૹϞσϧ
    &MBTUJDTFBSDI
    %ZOBNP%#
    4
    ,JOFTJT4USFBNT
    1SPEVDFS
    $POTVNFS
    UFTUBQQ
    4VCTDSJCF͢Ε͹
    σʔλ͕ྲྀΕΔ
    

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34. 1SPEVDFS
    

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35. ,JOFTJT4USFBNT1SPEVDFSΛͭ͘Δ
    w ૹ৴ͦͷ΋ͷʹ͸'MVFOUE qVFOUQMVHJOLJOFTJT
    Λར༻
    w Πϯελϯε಺ͷόοϑΝϦϯά
    w ϩάͷϧʔςΟϯά
    w ΞϓϦέʔγϣϯͷίʔυΛมߋ͢Δඞཁ͕ͳ͍
    w ू໿ϊʔυ͔Βͷૹ৴͔Β։࢝
    w ࠷খݶͷมߋͰݕূͰ͖ΔΑ͏ʹ
    

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36. ߏ੒
    -PH"HHSFHBUPS
    ,JOFTJT4USFBNT
    "QQ4FSWFST "QQ4FSWFST "QQ4FSWFST
    

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37. ू໿ϊʔυͷෛՙ໰୊
    w ϩάྲྀྔʹରͯ͠εϧʔϓοτ͕ग़ͳ͍
    $16ෛՙ
    
    w εέʔϧΞοϓͯ͠΋ࠜຊղܾͰ͖ͳ͍
    -PH"HHSFHBUPS
    ,JOFTJT4USFBNT
    "QQ4FSWFST "QQ4FSWFST "QQ4FSWFST
    

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38. ू໿ϊʔυͷෛՙ໰୊
    w ϩάྲྀྔʹରͯ͠εϧʔϓοτ͕ग़ͳ͍
    $16ෛՙ
    
    w εέʔϧΞοϓͯ͠΋ࠜຊղܾͰ͖ͳ͍
    w ֤"QQαʔό͔Β௚઀ૹ৴͢ΔΑ͏ʹ
    ͯ͠ղফ
    ,JOFTJT4USFBNT
    "QQ4FSWFST "QQ4FSWFST "QQ4FSWFST
    

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39. Ϩίʔυ਺ଟ͗͢໰୊
    w Ϩίʔυ਺,# େྔͷϨίʔυ਺
    w γϟʔυ͕ॲཧͰ͖Δͷ͸ ϨίʔυTFD
    w Ϩίʔυ.#·Ͱαϙʔτ͞Ε͍ͯΔͷʹʜ
    w શͯΛࡹͨ͘Ίʹ͸ଟ͘ͷγϟʔυ͕ඞཁʹʜ
    w
    

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40. ,JOFTJT1SPEVDFS-JCSBSZ ,1-
    
    w ,JOFTJT΁ͷσʔλૹ৴Λl͍͍ײ͡ʹzͯ͘͠ΕΔόΠφϦ ίΞ෦෼͸$
    
    w ϦτϥΠɺγϟʔυ਺࠷దԽɺϨίʔυू໿ɺϝτϦΫεૹ৴
    w ,JOFTJTϨίʔυʹෳ਺ϨίʔυΛ٧ΊࠐΉ͜ͱͰεϧʔϓοτΛ্͛Δ
    w ࣮૷ͱͯ͠͸1SPUPDPM#V⒎FST
    w ಠཱͨ͠ϓϩηεͱͯ͠ಈ͖*1$ͰϩάΛड͚औΔ
    NTH NTH NTH NTH NTH NTH NTH
    .#
    NTH FNQUZ
    ͜Ε·Ͱ
    ,1-
    

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41. qVFOUQMVHJOLJOFTJT
    w IUUQTHJUIVCDPNBXTMBCTBXTqVFOUQMVHJOLJOFTJT
    w ,1-Λ࢖ͬͨૹ৴ʹରԠ
    w 'MVFOUEϓϩηεͷࢠϓϩηεͱͯ͠,1-͕ىಈ͢Δ
    

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42. ,1-ʹΑΔू໿ͷಋೖ
    w Ϩίʔυ਺͕ܹݮ
    w γϟʔυ਺͕ݮΒͤΔΑ͏ʹͳͬͨ
    w ࣌ؒ͝ͱͷϨίʔυ਺ͷৼΕ෯΋খ͘͞ͳͬͨ
    ू໿։࢝
    

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43. $POTVNFS
    ˞ݱࡏ͸ࢼݧӡ༻த
    

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44. ޿ࠂϩά
    w ΫϦοΫɺΠϯϓϨογϣϯɺΠϕϯτϩά
    w ྲྀྔ͕ඇৗʹଟ͍
    w ୯ମͰ ϨίʔυඵΛ௒͑Δ
    w ഑৴੍ޚɺ੒Ռใࠂʹར༻
    w ܽଛɺ େ͖ͳ
    ஗Ԇ͕Ϗδωε্ΫϦςΟΧϧʹ
    w ४ϦΞϧλΠϜͳσʔλूܭ͕ཁٻ͞ΕΔΑ͏ʹ
    

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45. ޿ࠂϩάߏங͍ͯ͠Δऩूɾूܭ
    w 'MVFOUEͰ5SFBTVSF%BUBͱ,JOFTJT4USFBNTʹૹ৴
    w 5SFBTVSF%BUBͰόονूܭ
    w ,JOFTJT4USFBNT͔Β-BNCEBGVODUJPO΁
    w -BNCEBGVODUJPO͔Β4ʹૹ৴ 3FETIJGUΠϯϙʔτ
    
    w -BNCEBGVODUJPOͰूܭͯ͠%ZOBNP%#ʹ֨ೲ ଎ใσʔλ
    
    w 3FETIJGU 5SFBTVSF%BUBͷσʔλΛ.Z42-ʹ֨ೲͯ͠ར༻
    w %ZOBNP%#ͷσʔλ͸௚઀ར༻
    

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46. ߏ੒
    -PH"HHSFHBUPS
    ,JOFTJT4USFBNT
    "QQ4FSWFST "QQ4FSWFST "QQ4FSWFST
    5SFBTVSF%BUB
    4
    -BNCEBGVODUJPO
    -BNCEBGVODUJPO
    %ZOBNP%#
    #BUDI4FSWFS
    3FETIJGU$MVTUFS
    

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47. -BNCEBͱ,JOFTJT4USFBNT
    w ૬ੑ͕ྑ͍
    w γϟʔυ਺୯ҐͰ࣮ߦίϯςφ͕εέʔϧ͢Δ
    w ϦτϥΠػߏΛ΋ͭ
    w &$Πϯελϯεͷ؅ཧ͕ෆཁ
    w ݸਓతʹ
    3VCZ͕࢖͑ΔΑ͏ʹͳͬͯ͘ΕΔͱخ͍͠ʜ
    

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48. -BNCEBͱ,1-
    w ,1-Ͱू໿͞ΕͨϨίʔυΛ΄Ͳ͘ඞཁ͕͋Δ
    w "84͕-BNCEBͰ࢖͑ΔϥΠϒϥϦΛग़͍ͯ͠Δ
    w IUUQTHJUIVCDPNBXTMBCTLJOFTJTBHHSFHBUJPO
    NTH NTH NTH NTH NTH NTH NTH
    

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49. ӡ༻ʹ͍ͭͯ
    w ߹ܭγϟʔυ͘Β͍
    w ,1-Ͱू໿͍ͯ͠ͳ͍ετϦʔϜ΋ؚΉ
    w ಈతͳγϟʔυͷ૿ݮ͸͍ͯ͠ͳ͍
    w γϟʔυ͸ഒʹ͢Δ͔ʹ͢Δ͔ͷબ୒ࢶ͔͠جຊతʹͳ͍
    w γϟʔυΩʔ͕े෼ʹ෼ࢄ͍ͯ͠Δ͜ͱ͕લఏ
    w γϟʔυ୯ҐͷϝτϦΫε͕औಘͰ͖ΔΑ͏ʹͳͬͨ
    w ϗοτͳγϟʔυ͕ͳ͍͔ͳͲͷ؂ࢹ͕͠΍͍͢
    

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50. ϩάʹٻΊΔཁ݅
    w ࣮֬ʹ഑ૹ͞ΕΔ͜ͱ
    w Ͱ͖Δ͚ͩ஗Ԇ͕গͳ͍͜ͱ
    w ྔΛݮΒ͢ αϯϓϦϯά
    ඞཁ͕ͳ͍͜ͱ
    w ෼ੳ͠΍͍͢ܗͰอ࣋Ͱ͖Δ͜ͱ
    

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51. ϩάʹٻΊΔཁ݅
    w ࣮֬ʹ഑ૹ͞ΕΔ͜ͱ
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    w ࠓͷͱ͜ΖϨίʔυ஗Ԇ͸΄΅ͳ͍
    w ྔΛݮΒ͢ αϯϓϦϯά
    ඞཁ͕ͳ͍͜ͱ
    w ϩάΛड͚Δ TVCTDSJCF͢Δ
    ଆͰௐ੔Ͱ͖ΔΑ͏ʹͳͬͨ

    4USFBNTࣗମ΋؆୯ʹεέʔϧͰ͖ΔΑ͏ʹͳͬͨ
    w ෼ੳ͠΍͍͢ܗͰอ࣋Ͱ͖Δ͜ͱ
    w ϩάࣗମΛஷΊ͓͚ͯΔͷͰࢼߦࡨޡ΋͠΍͍͢
    

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52. ,JOFTJT4USFBNTͭΒ͍ͱ͜Ζ
    w 4 3FETIJGUʹૹΔͷʹ$POTVNFSΛ͸͞Ήඞཁ͕͋Δ
    w ,JOFTJT'JSFIPTF5PLZPSFHJPOΛʜʂ
    w ։ൃऀଆͰϩάϧʔςΟϯάΛ͢Δඞཁ͕͋Δ
    w ݱࡏ͸$POTVNFSଆ΍1SPEVDFSଆͰ͕Μ͹Δ
    w 4USFBNT͸ͭಛఆͷλάͷΈ ͱ͍ͬͨQVMM͕͍ͨ͠
    w 71$&OEQPJOU͕ͳ͍ /"5͔QVCMJD*1͕ඞཁ
    
    w ഒPSͰγϟʔυ૿ݮ͢Δ"1*͕ཉ͍͠
    w γϟʔυ͝ͱʹૢ࡞͕ऴΘΔ·Ͱ଴ͭඞཁ͕͋Δ
    

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53. ࠓޙ΍Γ͍ͨ͜ͱ
    w ,JOFTJT4USFBNT -BNCEB
    Λ࢖ͬͨϩάॲཧͷ֦ॆ
    w *%4 8"'ϩάͷऩूɺ෼ੳ
    w ετϦʔϜࣗମ͕อ࣋͞Ε͍ͯΔͷͰࢼߦࡨޡ͸͠΍͘͢ͳͬͨ
    w ޿ࠂϩάҎ֎ͷ४ϦΞϧλΠϜूܭɺ෼ੳ
    w 4QBSL4USFBNJOHͳͲͷར༻
    

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54. ·ͱΊ
    w 'MVFOUE "NB[PO,JOFTJT4USFBNTΛத৺ͱͨ͠

    ϩάऩूɺ෼ੳج൫ͱͦͷมભʹ͍͓ͭͯ࿩͠·ͨ͠
    w QVTIܕ͔ΒQVMMܕʹΑΔॲཧ΁ͱస׵
    w σʔλྲྀྔʹԠͯ͡ద੾ͳΞʔΩςΫνϟΛબͼ·͠ΐ͏
    w ,JOFTJT4USFBNTࣗମͷ؅ཧίετ͸΋ͪΖΜ૿͑Δ
    w ྲྀྔ͕গͳ͍؀ڥͰ͋Ε͹Φʔόʔͳߏ੒͔΋͠Εͳ͍
    

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55. View Slide

56. 8F`SFIJSJOH
    

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57. IUUQTSFDSVJUDPPLQBEDPN
    

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58. ຖ೔ͷྉཧΛָ͠Έʹ
    5IBOLZPV
    

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