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
   
   "84
   4VNNJU
   5PLZP
   
2. ੕
   ๺ే
   ΄͠
   ΄͘ͱ
   
   !LBOJ@C w ΫοΫύουגࣜձࣾ
   ΠϯϑϥετϥΫνϟʔ෦
 ηΩϡϦςΟάϧʔϓ
   άϧʔϓ௕
   w 8FC
   \Πϯϑϥ
   ηΩϡϦςΟ^
   ΤϯδχΞ
   w ઃܭߏஙӡ༻
   w ੬ऑੑ਍அ
   *%4 8"'
   *4.4
   ӡ༻
   FUD
   w "84
   ೝఆ
   4"
   %FW0QT
   ΤϯδχΞ
   1SPGFTTJPOBM
4. w౤ߘϨγϐ਺
   
   ສ඼Ҏ্
   w݄ؒར༻ऀ਺
    
   ສਓ
 ೥݄ݱࡏ
5. ٕज़ελοΫ w ΄΅શͯͷαʔϏε͕
   3VCZ
   
   3VCZ
   PO
   3BJMT
   w (PMBOH
   OPEFKT
   1ZUIPO
   ͳͲͷՕॴ΋
   w %PDLFS
   w ൒਺Ҏ্ͷγεςϜ͕
   %PDLFS
   Ͱຊ൪Քಇ
   w 6CVOUV
   X
   *UBNBF
   w $FOU04
   X
   1VQQFU
   ͔ΒҠߦத
   w શαʔϏε͕
   "84
   ্ͰՔಇ
6. ΫοΫύουͱ
   "84 w ೥ʹ
   %$
   ͔Β׬શҠߦ
   w ೥ݱࡏ
   w "NB[PO
   &$
   Πϯελϯε
   
   d
    
   ୆ఔ౓
   w "NB[PO
   4
   ΦϒδΣΫτ
   ԯҎ্
   w ϐʔΫ࣌ಉ࣌ϦΫΤετ਺
    
   SFRT
   Ҏ্
7. "84
   ར༻αʔϏε w ΄΅શͯͷ
   "84
   αʔϏεΛར༻ɾݕূ
   w ࠓճͷ͓࿩ʹؔ܎͢ΔαʔϏε
   w "NB[PO
   &$
   "NB[PO
   71$
   Ҏ߱
   &$
   71$
   ͱදه
   w "NB[PO
   ,JOFTJT
   4USFBNT
   Ҏ߱
   ,JOFTJT
   4USFBNT
   ͱදه
   w "NB[PO
   %ZOBNP%#
   Ҏ߱
   %ZOBNP%#
   ͱදه
   w "NB[PO
   3FETIJGU
   Ҏ߱
   3FETIJGU
   ͱදه
   w "84
   -BNCEB
   Ҏ߱
   -BNCEB
   ͱදه
8. ࠓ೔ͷςʔϚ
 ϩάΛ͍͍ײ͡ʹ͢Δ
9. ͳͥϩάΛूΊΔͷ͔ʁ w 8FC
   αʔϏεʹ͓͍ͯ͸ϩά͚͕ͩ
   lى͖ͨ͜ͱz
   ΛࣔͤΔ
   w αʔϏεվળΛ͢ΔͨΊʹ͸ඞཁෆՄܽ
   w Ծઆͷݕূ
   w ύϑΥʔϚϯεվળ
   w γεςϜτϥϒϧͷղফ
   w FUDʜ
10. ऩू͍ͯ͠Δϩά w 17
    ϩά
    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
    wlग़དྷࣄz
    Λه࿥͢Δϩά
    w66
    %6
    ͳͲ΋ࣗಈܭࢉɺ,1*
    ؅ཧ༻
    wγεςϜϩά
    w04ɺϛυϧ΢ΣΞͷϩά
    wγεςϜ؅ཧ༻
    wFUDʜ
11. ϩάʹٻΊΔཁ݅ w ࣮֬ʹ഑ૹ͞ΕΔ͜ͱ
    w Ͱ͖Δ͚ͩ஗Ԇ͕গͳ͍͜ͱ
    w ྔΛݮΒ͢
    αϯϓϦϯά
    ඞཁ͕ͳ͍͜ͱ
    w ෼ੳ͠΍͍͢ܗͰอ࣋Ͱ͖Δ͜ͱ
12. ϩάʹٻΊΔཁ݅ ͍͍ײ͡ʹ w ࣮֬ʹ഑ૹ͞ΕΔ͜ͱ
    w Ͱ͖Δ͚ͩ஗Ԇ͕গͳ͍͜ͱ
    w ྔΛݮΒ͢
    αϯϓϦϯά
    ඞཁ͕ͳ͍͜ͱ
    w ෼ੳ͠΍͍͢ܗͰอ࣋Ͱ͖Δ͜ͱ
13. ݱࡏͷن໛ w 'MVFOUE
    ʹྲྀΕ͍ͯΔϩά
    ֓ࢉ
    w σʔλ૯ྔ
    d(#
    
    ೔
    w Ϩίʔυ਺
    ԯϨίʔυҎ্
    
    ೔
    w ඵؒ
     
    d
     
    Ϩίʔυ͘Β͍ ˞ΠϝʔδͰ͢
14. ϩάऩूͷมભ w ೥͘Β͍·Ͱ
    w ڊେͳ
    .Z42-
    ςʔϒϧʹॻ͔ΕΔ࣌୅
    17
    ϩά
    ޿ࠂϩάͷΈ "QQ
    4FSWFST -# .Z42-
    .BTUFS .Z42-
    4MBWF QW@MPH
    UBCMF 6TFS
15. ϩάऩूͷมભ
     w ·ͩ
    17
    ϩά
    ޿ࠂϩάͷΈ
    w 'MVFOUE
    ಋೖ
    w ։ൃऀ͕ࣗ༝ʹϩάΛऔಘɺอଘͰ͖ΔΑ͏ʹ
    w ϩά͸
    .Z42-
    .POHP%#
    ΍
    4
    &.3
    ༻
    ʹอଘ
16. 'MVFOUE
    ʹ͍ͭͯ w ϩάऩू؅ཧπʔϧ
    w 5SFBTVSF
    %BUB
    ͕ࣾ
    044
    ͱͯ͠։ൃ
    w ॊೈͰॻ͖΍͍͢ೖग़ྗϓϥάΠϯػߏ
    w όοϑΝϦϯάػೳΛσϑΥϧτͰ࣋ͭ
    w ϩάͷϧʔςΟϯά͕ඇৗʹ΍Γ΍͍͢
    w ΫοΫύουͰ͸΄΅શͯͷΠϯελϯεͰಋೖ
17. "QQ
    4FSWFST &-# .Z42-
    .BTUFS .Z42-
    4MBWF ϩάऩूͷมભ
     -PH
    "HHSFHBUPS &.3
    $MVTUFS 6TFS "NB[PO
    4 %FWFMPQFS
18. ϩάऩूͷมભ
     w 5SFBTVSF
    %BUB
    ಋೖ
    w 42-
    )JWF2-
    ΞΫηεͰ͖Δ
    .BOBHFE
    )BEPPQ
    ౰࣌
    w ूܭͷߴ଎͞ɺར༻ͷ༰қ͞΋ख఻ͬͯϩά͕ٸ૿
    w 17
    ϩάҎ֎ͷϩά΋ऩू͞ΕΔΑ͏ʹ
19. "QQ
    4FSWFST &-# ϩάऩूͷมભ
     -PH
    "HHSFHBUPS 6TFS 5SFBTVSF
    %BUB &.3
    $MVTUFS "NB[PO
    4 %FWFMPQFS
20. 
    ϩάऩूͷมભ
     w "NB[PO
    3FETIJGU
    ಋೖ
    w UP#
    ޲͚෼ੳαʔϏε
    ͨ΂ΈΔ
    ͷόοΫΤϯυͱͯ͠
    w ΞϓϦέʔγϣϯͱ௚઀઀ଓ͢Δ
    %#
    ͱͯ͠ར༻
    w σʔλ͸
    5%.Z42-
    ͔Βϩʔυͯ͠Ճ޻
    w ϩά͸ओʹ
    5%
    ͔Βϩʔυ
21. "QQ
    4FSWFST &-# ϩάऩूͷมભ
     -PH
    "HHSFHBUPS 6TFS 5SFBTVSF
    %BUB "NB[PO
    4 "QQ
    4FSWFST &-# 6TFS
    UBCFNJSV #BUDI
    4FSWFS 3FETIJGU
    $MVTUFS %FWFMPQFS
    %JSFDUPS
22. ϩάऩूͷมભ
    d w ৭ʑͳϩά͕ͲΜͲΜ
    5%43FETIJGU
    ʹ஝ੵ͞Ε͍ͯ͘
    w &MBTUJDTFBSDI
    ͳͲ΁ͷૹ৴΋͸͡·Δ
    w ྲྀྔ΍ॏཁ౓ɺॻ͖ࠐΈઌ͕૿͢ʹͭΕू໿ϊʔυ͕ϘτϧωοΫʹ
23. ೥த०͘Β͍ͷߏ੒ "QQ
    4FSWFST &-# -PH
    "HHSFHBUPS 6TFS 5SFBTVSF
    %BUB "NB[PO
    4 "QQ
    4FSWFST &-# 6TFS
    UBCFNJSV #BUDI
    4FSWFS 3FETIJGU
    $MVTUFS %FWFMPQFS
    %JSFDUPS &MBTUJDTFBSDI
24. ͳͥू໿ϊʔυΛ࢖͍ͬͯͨͷ͔ w ઃఆͷ୯७Խ
    w શαʔόʹݸผʹઃఆΛ൓ө͍ͯ͘͠ͷ͸ඇޮ཰
    w ू໿ϗετͷϧʔςΟϯάͷΈΛมߋ͢Ε͹ྑ͍
    w εϧʔϓοτͷ࠷େԽ
    w σʔλࣗମͷΞάϦήʔγϣϯ
    w όονॻ͖ࠐΈ
    &MBTUJDTFBSDI
    ͳͲ
25. ى͖͍ͯͨ໰୊ w ू໿ϊʔυͷෛՙ໰୊
    w ྲྀྔ૿ՃͰෛՙ্͕͕Γଓ͚Δ
    w ͦͷ··Ͱ͸ϚϧνίΞΛ࢖͑ͳ͍ͷͰϓϩηε෼ׂͰؤுͬͨΓʜ
    w ߴෛՙ࣌ͷΦϖϨʔγϣϯϛεͰԿ౓͔ϩάσʔλΛϩετ͢Δࣄނ΋͋ͬͨ
 ࠜຊݪҼ͕Ͳ͜ʹ͋Δ͔͸ෆ໌
    w ग़ྗઌ΁ͷૹ৴ස౓
    w ग़ྗઌΛ
    l٧·Βͤͯ͠·͏z
    ͜ͱ͕͋Δ
    &MBTUJDTFBSDI
    ͳͲ
    w ૹ৴όοϑΝΛ࢖ͬͯ଴͓͔ͬͯ͘ϩάྔΛݮΒ͢ඞཁ͕͋ͬͨ
26. ඞཁͱ͍ͯͨ͠΋ͷ w ૹ৴ઌͷू໿
    w ֤Πϯελϯε͔Β͸ʮಛʹߟ͑ͣσʔλΛૹΕΔʯঢ়ଶ
    w ϩάσʔλͷద੾ͳอޢ
    w ҆ఆͨ͠ύϑΥʔϚϯεɺѻ͍΍͍͢εέʔϧϞσϧ
    w ΞϓϦέʔγϣϯ͕ϩάΛ
    QVMM
    Ͱ͖ΔϞσϧ
    w ॲཧཻ౓΍ύϑΥʔϚϯεͷҧ͏γεςϜͰ΋
 ಉ͡σʔλετϦʔϜΛѻ͑ΔΑ͏ʹ
27. "NB[PO
    ,JOFTJT
    4USFBNT
28. "NB[PO
    ,JOFTJT
    4USFBNT w ෼ࢄϝοηʔδϯάαʔϏε
    w 
    %$
    ؒͰͷϨϓϦέʔγϣϯ
    w ෼ࢄߏ੒ʹΑΔ༰қͳεέʔϥϏϦςΟ֬อ
    w QVMM
    ܕͷσʔλऔಘ
    w ϑϧϚωʔδυ
    w l҆શͳ౔؅z
29. ,JOFTJT
    4USFBNT
    WT
    "QBDIF
    ,BGLB w "QBDIF
    ,BGLB
    w 044
    ͷ෼ࢄϝοηʔδϯάγεςϜ
    w 5XJUUFS
    /FUqJY
    ָఱ
    ͳͲ͕ར༻
    w ͲͪΒ΋ཁ݅Λຬ͕ͨ͢·ͣϚωʔδυͳ
    ,JOFTJT
    4USFBNT
    ͔Β
    w ӡ༻ෛՙͷܰݮ΋໨తͷҰͭͩͬͨ
30. ͜Ε·ͰͷసૹϞσϧ &MBTUJDTFBSDI %ZOBNP%# 4 "HHSFHBUPS 1SPEVDFS $POTVNFS
31. ,JOFTJT
    4USFBNT
    ͰͷసૹϞσϧ &MBTUJDTFBSDI %ZOBNP%# 4 ,JOFTJT
    4USFBNT 1SPEVDFS $POTVNFS $POTVNFS
    ͕
    4VCTDSJCF
    ͢Δ
32. ,JOFTJT
    4USFBNT
    ʹΑΔ
    QVMM
    ܕૹ৴ͷར఺ w ϩάͷऔΓѻ͍ΛऔΓࠐΈଆ੍͕ޚ͠΍͍͢
    w ʮͲͷ͘Β͍ʯϩάΛऔΓࠐΉ͔
    w औΓࠐΈͷҰ࣌ఀࢭɺ࠶։
    w ϩάͦͷ΋ͷΛετϦʔϜͱͯ͠อ͓͚࣋ͯ͠Δ
    w ૹ৴ଆ͸ʮͱʹ͔͘ϩάΛૹΔʯ͚ͩͰ͍͍
33. ,JOFTJT
    4USFBNT
    ͰͷసૹϞσϧ &MBTUJDTFBSDI %ZOBNP%# 4 ,JOFTJT
    4USFBNT 1SPEVDFS $POTVNFS UFTU
    BQQ 4VCTDSJCF
    ͢Ε͹ σʔλ͕ྲྀΕΔ
34. 1SPEVDFS
35. ,JOFTJT
    4USFBNT
    1SPEVDFS
    Λͭ͘Δ w ૹ৴ͦͷ΋ͷʹ͸
    'MVFOUE
    qVFOUQMVHJOLJOFTJT
    Λར༻
    w Πϯελϯε಺ͷόοϑΝϦϯά
    w ϩάͷϧʔςΟϯά
    w ΞϓϦέʔγϣϯͷίʔυΛมߋ͢Δඞཁ͕ͳ͍
    w ू໿ϊʔυ͔Βͷૹ৴͔Β։࢝
    w ࠷খݶͷมߋͰݕূͰ͖ΔΑ͏ʹ
36. ߏ੒ -PH
    "HHSFHBUPS ,JOFTJT
    4USFBNT "QQ
    4FSWFST "QQ
    4FSWFST "QQ
    4FSWFST
37. ू໿ϊʔυͷෛՙ໰୊ w ϩάྲྀྔʹରͯ͠εϧʔϓοτ͕ग़ͳ͍
    $16
    ෛՙ
    w εέʔϧΞοϓͯ͠΋ࠜຊղܾͰ͖ͳ͍ -PH
    "HHSFHBUPS ,JOFTJT
    4USFBNT "QQ
    4FSWFST "QQ
    4FSWFST "QQ
    4FSWFST
38. ू໿ϊʔυͷෛՙ໰୊ w ϩάྲྀྔʹରͯ͠εϧʔϓοτ͕ग़ͳ͍
    $16
    ෛՙ
    w εέʔϧΞοϓͯ͠΋ࠜຊղܾͰ͖ͳ͍
    w ֤
    "QQ
    αʔό͔Β௚઀ૹ৴͢ΔΑ͏ʹ ͯ͠ղফ ,JOFTJT
    4USFBNT "QQ
    4FSWFST "QQ
    4FSWFST "QQ
    4FSWFST
39. Ϩίʔυ਺ଟ͗͢໰୊ w Ϩίʔυ਺
    ,#
    େྔͷϨίʔυ਺
    w γϟʔυ͕ॲཧͰ͖Δͷ͸
     Ϩίʔυ
    
    TFD
    w Ϩίʔυ
    .#
    ·Ͱαϙʔτ͞Ε͍ͯΔͷʹʜ
    w શͯΛࡹͨ͘Ίʹ͸ଟ͘ͷγϟʔυ͕ඞཁʹʜ
    w
40. ,JOFTJT
    1SPEVDFS
    -JCSBSZ
    ,1- w ,JOFTJT
    ΁ͷσʔλૹ৴Λ
    l͍͍ײ͡ʹz
    ͯ͘͠ΕΔόΠφϦ
    ίΞ෦෼͸
    $
    w ϦτϥΠɺγϟʔυ਺࠷దԽɺϨίʔυू໿ɺϝτϦΫεૹ৴
    w 
    ,JOFTJT
    Ϩίʔυʹෳ਺ϨίʔυΛ٧ΊࠐΉ͜ͱͰεϧʔϓοτΛ্͛Δ
    w ࣮૷ͱͯ͠͸
    1SPUPDPM
    #V⒎FST
    w ಠཱͨ͠ϓϩηεͱͯ͠ಈ͖
    *1$
    ͰϩάΛड͚औΔ NTH NTH NTH NTH NTH NTH NTH .# NTH FNQUZ ͜Ε·Ͱ ,1-
41. qVFOUQMVHJOLJOFTJT w IUUQTHJUIVCDPNBXTMBCTBXTqVFOUQMVHJOLJOFTJT
    w ,1-
    Λ࢖ͬͨૹ৴ʹରԠ
    w 'MVFOUE
    ϓϩηεͷࢠϓϩηεͱͯ͠
    ,1-
    ͕ىಈ͢Δ
42. ,1-
    ʹΑΔू໿ͷಋೖ w Ϩίʔυ਺͕ܹݮ
    w γϟʔυ਺͕ݮΒͤΔΑ͏ʹͳͬͨ
    w ࣌ؒ͝ͱͷϨίʔυ਺ͷৼΕ෯΋খ͘͞ͳͬͨ ू໿։࢝
43. $POTVNFS
    ˞ݱࡏ͸ࢼݧӡ༻த
44. ޿ࠂϩά w ΫϦοΫɺΠϯϓϨογϣϯɺΠϕϯτϩά
    w ྲྀྔ͕ඇৗʹଟ͍
    w ୯ମͰ
     
    ϨίʔυඵΛ௒͑Δ
    w ഑৴੍ޚɺ੒Ռใࠂʹར༻
    w ܽଛɺ େ͖ͳ
    ஗Ԇ͕Ϗδωε্ΫϦςΟΧϧʹ
    w ४ϦΞϧλΠϜͳσʔλूܭ͕ཁٻ͞ΕΔΑ͏ʹ
45. ޿ࠂϩά
    ߏங͍ͯ͠Δऩूɾूܭ w 'MVFOUE
    Ͱ
    5SFBTVSF
    %BUB
    ͱ
    ,JOFTJT
    4USFBNT
    ʹૹ৴
    w 5SFBTVSF
    %BUB
    Ͱόονूܭ
    w ,JOFTJT
    4USFBNT
    ͔Β
    -BNCEB
    GVODUJPO
    ΁
    w -BNCEB
    GVODUJPO
    ͔Β
    4
    ʹૹ৴
    
    3FETIJGU
    Πϯϙʔτ
    w -BNCEB
    GVODUJPO
    Ͱूܭͯ͠
    %ZOBNP%#
    ʹ֨ೲ
    ଎ใσʔλ
    w 3FETIJGU
    5SFBTVSF
    %BUB
    ͷσʔλΛ
    .Z42-
    ʹ֨ೲͯ͠ར༻
    w %ZOBNP%#
    ͷσʔλ͸௚઀ར༻
46. ߏ੒ -PH
    "HHSFHBUPS ,JOFTJT
    4USFBNT "QQ
    4FSWFST "QQ
    4FSWFST "QQ
    4FSWFST 5SFBTVSF
    %BUB 4 -BNCEB
    GVODUJPO -BNCEB
    GVODUJPO %ZOBNP%# #BUDI
    4FSWFS 3FETIJGU
    $MVTUFS
47. -BNCEB
    ͱ
    ,JOFTJT
    4USFBNT w ૬ੑ͕ྑ͍
    w γϟʔυ਺୯ҐͰ࣮ߦίϯςφ͕εέʔϧ͢Δ
    w ϦτϥΠػߏΛ΋ͭ
    w &$
    Πϯελϯεͷ؅ཧ͕ෆཁ
    w ݸਓతʹ
    3VCZ
    ͕࢖͑ΔΑ͏ʹͳͬͯ͘ΕΔͱخ͍͠ʜ
48. -BNCEB
    ͱ
    ,1- w ,1-
    Ͱू໿͞ΕͨϨίʔυΛ΄Ͳ͘ඞཁ͕͋Δ
    w "84
    ͕
    -BNCEB
    Ͱ࢖͑ΔϥΠϒϥϦΛग़͍ͯ͠Δ
    w IUUQTHJUIVCDPNBXTMBCTLJOFTJTBHHSFHBUJPO NTH NTH NTH NTH NTH NTH NTH
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΍͍͢
50. ϩάʹٻΊΔཁ݅ w ࣮֬ʹ഑ૹ͞ΕΔ͜ͱ
    w Ͱ͖Δ͚ͩ஗Ԇ͕গͳ͍͜ͱ
    w ྔΛݮΒ͢
    αϯϓϦϯά
    ඞཁ͕ͳ͍͜ͱ
    w ෼ੳ͠΍͍͢ܗͰอ࣋Ͱ͖Δ͜ͱ
51. ϩάʹٻΊΔཁ݅ w ࣮֬ʹ഑ૹ͞ΕΔ͜ͱ
    w %$
    ؒͰϨϓϦέʔγϣϯ͞ΕΔΑ͏ʹ
    w Ͱ͖Δ͚ͩ஗Ԇ͕গͳ͍͜ͱ
    w ࠓͷͱ͜ΖϨίʔυ஗Ԇ͸΄΅ͳ͍
    w ྔΛݮΒ͢
    αϯϓϦϯά
    ඞཁ͕ͳ͍͜ͱ
    w ϩάΛड͚Δ
    TVCTDSJCF
    ͢Δ
    ଆͰௐ੔Ͱ͖ΔΑ͏ʹͳͬͨ
 
    4USFBNT
    ࣗମ΋؆୯ʹεέʔϧͰ͖ΔΑ͏ʹͳͬͨ
    w ෼ੳ͠΍͍͢ܗͰอ࣋Ͱ͖Δ͜ͱ
    w ϩάࣗମΛஷΊ͓͚ͯΔͷͰࢼߦࡨޡ΋͠΍͍͢
52. ,JOFTJT
    4USFBNT
    ͭΒ͍ͱ͜Ζ w 4
    3FETIJGU
    ʹૹΔͷʹ
    $POTVNFS
    Λ͸͞Ήඞཁ͕͋Δ
    w ,JOFTJT
    'JSFIPTF
    5PLZP
    SFHJPO
    Λʜʂ
    w ։ൃऀଆͰϩάϧʔςΟϯάΛ͢Δඞཁ͕͋Δ
    w ݱࡏ͸
    $POTVNFS
    ଆ΍
    1SPEVDFS
    ଆͰ͕Μ͹Δ
    w 4USFBNT
    ͸ͭ
    
    ಛఆͷλάͷΈ
    ͱ͍ͬͨ
    QVMM
    ͕͍ͨ͠
    w 71$
    &OEQPJOU
    ͕ͳ͍
    /"5
    ͔
    QVCMJD
    *1
    ͕ඞཁ
    w ഒ
    PS
    
    Ͱγϟʔυ૿ݮ͢Δ
    "1*
    ͕ཉ͍͠
    w γϟʔυ͝ͱʹૢ࡞͕ऴΘΔ·Ͱ଴ͭඞཁ͕͋Δ
53. ࠓޙ΍Γ͍ͨ͜ͱ w ,JOFTJT
    4USFBNT
    
    -BNCEB
    Λ࢖ͬͨϩάॲཧͷ֦ॆ
    w *%4
    8"'
    ϩάͷऩूɺ෼ੳ
    w ετϦʔϜࣗମ͕อ࣋͞Ε͍ͯΔͷͰࢼߦࡨޡ͸͠΍͘͢ͳͬͨ
    w ޿ࠂϩάҎ֎ͷ४ϦΞϧλΠϜूܭɺ෼ੳ
    w 4QBSL
    4USFBNJOH
    ͳͲͷར༻
54. ·ͱΊ w 'MVFOUE
    "NB[PO
    ,JOFTJT
    4USFBNT
    Λத৺ͱͨ͠
 ϩάऩूɺ෼ੳج൫ͱͦͷมભʹ͍͓ͭͯ࿩͠·ͨ͠
    w QVTI
    ܕ͔Β
    QVMM
    ܕʹΑΔॲཧ΁ͱస׵
    w σʔλྲྀྔʹԠͯ͡ద੾ͳΞʔΩςΫνϟΛબͼ·͠ΐ͏
    w ,JOFTJT
    4USFBNT
    ࣗମͷ؅ཧίετ͸΋ͪΖΜ૿͑Δ
    w ྲྀྔ͕গͳ͍؀ڥͰ͋Ε͹Φʔόʔͳߏ੒͔΋͠Εͳ͍
56. 8F`SF
    IJSJOH
    
57. IUUQTSFDSVJUDPPLQBEDPN
58. ຖ೔ͷྉཧΛָ͠Έʹ 5IBOL
    ZPV