AKIBA.AWS #12 Cloudinaryで画像や動画配信を最適化しよう「デイリーポータルZでのCloudinary導入に向けての検証について」

Transcript

1. 
   σΠϦʔϙʔλϧ;Ͱͷ
   $MPVEJOBSZಋೖʹ޲͚ͯͷݕূʹ͍ͭͯ Ϋϥεϝιουגࣜձࣾ
   ਗ਼ਫ
   ढ़໵
2. ࣗݾ঺հ
    ਗ਼ਫ
   ढ़໵ʢ͠Έͣ
   ͱ͠΍ʣ
   wΫϥεϝιουגࣜձࣾ
   w"84ࣄۀຊ෦
   ίϯαϧςΟϯά෦
   wιϦϡʔγϣϯΞʔΩςΫτ
   w"84ͷಋೖࢧԉɺίϯαϧςΟϯά
   w"84ͷϝσΟΞܥαʔϏεʹڵຯ͋Γ
   wલ৬͸ಈը഑৴ΤϯδχΞ
   w೥͙Β͍͔Β"84Ͱಈը഑৴αʔϏεͷ։ൃɾߏஙɾӡ༻
3. σΠϦʔϙʔλϧ;
    w೥Ҏ্ͷྺ࢙Λ࣋ͭΦϧλφܥϙʔλϧαΠτ
   wهࣄ਺ ຊҎ্
   wࣄۀৡ౉ʹ൐͍$.4ɺαʔόɺͦͯ͠υϝΠϯͷҾͬӽ͠
   w೥݄
   αΠτϦχϡʔΞϧ
   IUUQTEBJMZQPSUBM[KQ
   wΫϥεϝιουʹͯ"84ʹΑΔΠϯϑϥߏஙΛ୲౰
4. 
    wτʔΫΠϕϯτʮ8FC୲౰ऀ'PSVN҆ాฤू౷ׅ͕㘤͘
   σ ΠϦʔϙʔλϧ;ͷαΠτϦχϡʔΞϧཪ࿩ͥΜͿʯͰొஃ
5. Πϕϯτऴྃޙͷָ԰ʹͯ
    σΠϦʔϙʔλϧ;
   wʮ࠷ۙ͸4/4͔ΒͷαΠτྲྀೖ΋ଟ͍ͷͰɺྫ͑͹ը૾ͷ֯ Λؙ͘͢Δͱ͔ͯ͠ͻͱ໨ͰσΠϦʔϙʔλϧ;ͬͯΘ͔Δ Α͏ʹ͍ͨ͠ʜʯ
   ਗ਼ਫ
   wʮ$MPVEJOBSZ͍ͬͯ͏͓΋͠Ζ͍αʔϏε͕͋Γ·͢Αʂʯ
6. ಋೖʹ޲͚ͯͷݕূ
    w$MPVEJOBSZͷػೳͱͯ͠ͲͷΑ͏ͳ͜ͱ͕Ͱ͖Δ͔ͷݕূ
   w࣮ࡍͷΠϯϑϥߏ੒΍γεςϜߏ੒Λ౿·͑ͯɺͲͷΑ͏ʹ ಋೖ͕Ͱ͖Δ͔ͷݕূ
7. σΠϦʔϙʔλϧ;͞Μ͔ΒͷϦΫΤετ
   ͦͷ
    $MPVEJOBSZͰ͜Μͳ͜ͱ͕Ͱ͖ͳ͍͔ʁ
   wαΠτͷը૾Λؙ֯ʹ
   wαϜωΠϧը૾ͷੜ੒
   wλΠτϧը૾ͷࣗಈੜ੒
   wεϚϗ༻ը૾ͷѹॖ
8. ݕূྫͷ͝঺հ
    ࣮ࡍʹσΠϦʔϙʔλϧ;͞Μͷهࣄͷը૾Ͱݕূ
   w͸͡Ίͯͷඓ͏͕͍
   
   σΠϦʔϙʔλϧ;
   wIUUQTEBJMZQPSUBM[KQLJKJIBKJNFUFOPIBOB@VHBJ
9. σΠϦʔϙʔλϧ;͞Μ͔ΒͷϦΫΤετ
   ͦͷ
    $MPVEJOBSZͰ͜Μͳ͜ͱ͕Ͱ͖ͳ͍͔ʁ
   wαΠτͷը૾Λؙ֯ʹ
   wαϜωΠϧը૾ͷੜ੒
   wλΠτϧը૾ͷࣗಈੜ੒
   wεϚϗ༻ը૾ͷѹॖ
10. αΠτͷը૾Λؙ֯ʹ
     w$MPVEJOBSZ঺հͷൃ୺
    w΋ͬͱݴ͑͹ʮͻͱ໨ͰσΠϦʔϙʔλϧ;ͱΘ͔ΔʯΑ͏ͳը૾
11. .FEJB
    -JCSBSZ͔Β$PSOFS
    SBEJVTΛมߋ
    
12. 63-ϕʔεͰ͞ΒʹؙΈΛେ͖͘͢Δ
     IUUQTSFTDMPVEJOBSZDPN99JNBHFVQMPBES@W99'JMF/BNFKQH ˣ IUUQTSFTDMPVEJOBSZDPN99JNBHFVQMPBES@W99'JMF/BNFKQH
13. 63-ϕʔεͰ͞ΒʹؙΈΛେ͖͘͢Δ มߋલ
    S@
    
14. 63-ϕʔεͰ͞ΒʹؙΈΛେ͖͘͢Δ มߋޙ
    S@
    
15. ͞Βʹʜ
    ࢛۱ͰҟͳΔؙΈΛࢦఆ͢Δ
     wS@
    ࠨ্͔Β࣌ܭ·ΘΓͷॱ
    wྫ
    
    wS@
16. ؙͨ֯͘͠ͷѻ͍͸ʁ
     w+1&(ϑΥʔϚοτͩͱɺؙͨ͘͠෦෼͸σϑΥϧτͰന
    w1/(ϑΥʔϚοτʹ͢Δ͜ͱͰಁաͤ͞Δ͜ͱ͕Ͱ͖Δ
    w1/(ϑΥʔϚοτ΁ͷม׵
    ˣ IUUQTSFTDMPVEJOBSZDPN99JNBHFVQMPBES@W99'JMF/BNFQOH IUUQTSFTDMPVEJOBSZDPN99JNBHFVQMPBES@W99'JMF/BNFKQH
17. 1/(ϑΥʔϚοτͰಁաͤ͞Δ มߋલ
    +1&(
    
18. 1/(ϑΥʔϚοτͰಁաͤ͞Δ มߋޙ
    1/(
    
19. 1/(ࢦఆͨ͠ࡍͷݒ೦ࣄ߲
     w1/(ϑΥʔϚοτ͸৔߹ʹΑͬͯ͸+1&(ΑΓ΋ϑΝΠϧα Πζ͕େ͖͍
    w$MPVEJOBSZͷಛ௃ͷͻͱͭͰ͋Δը૾ͷ࠷దԽ഑৴ ޙड़ ͕ Ͱ͖ͳ͍Մೳੑ
    ಁաͤ͞ΔҎ֎ͷղܾࡦʜ
    wྫ͑͹ɺഎܠͷ৭΍എܠը૾Λࢦఆ͢Δ
20. CBDLHSPVOEύϥϝλ C@99 Ͱഎܠ৭ͷࢦఆ
     JNBHFVQMPBEC@SHCFB S@
21. ը૾ͷΦʔόʔϨΠɺΞϯμʔϨΠ΋Ͱ͖Δ
     wΦʔόʔϨΠʢ8BSUFSNBSLͳͲͰ࢖͏͜ͱ͕ଟ͍ʁʣ
    wΞϯμʔϨΠ
    σΠϦʔϙʔλϧ;ͷഎܠը૾ʢࢢদ໛༷ʣ͸Ͳ͏ʁʁ IUUQTDMPVEJOBSZDPNEPDVNFOUBUJPO JNBHF@USBOTGPSNBUJPOTBEEJOH@JNBHF@VOEFSMBZT
22. σΠϦʔϙʔλϧ;ͷഎܠʢΦϨϯδͷࢢদ໛༷ʣ
    
23. ࢢদ໛༷Λؙ֯ͷഎܠʹ
     ͳΜͱ͔Ͱ͖ͨɻͨͩ͠ύϥϝʔλௐ੔͸ඞཁͦ͏
    wIUUQTSFTDMPVEJOBSZDPNEQ[DEOSZQPDEMLVSJRHJNBHFVQMPBEM@DN TIJNJ[VUFTUCH@DPNNPO X@ I@ q@UJMFE D@DSPQ H@OPSUI@FBTU M@DNTIJNJ[VUFTU S@WDNTIJNJ[V UFTUKQH
24. ͦͷଞɺͻͱ໨ͰΘ͔ΔΑ͏ʹʜ
     σΠϦʔϙʔλϧ;ͷϩΰΛ8BUFSNBSLͰૠೖ https://cloudinary.com/documentation/image_transformations + = https://res.cloudinary.com/demo/image/upload/w_500/ l_cloudinary_icon,o_50,w_100,e_brightness:200,fl_tiled/flowers.jpg
25. σΠϦʔϙʔλϧ;͞Μ͔ΒͷϦΫΤετ
    ͦͷ
     $MPVEJOBSZͰ͜Μͳ͜ͱ͕Ͱ͖ͳ͍͔ʁ
    wαΠτͷը૾Λؙ֯ʹ
    wαϜωΠϧը૾ͷੜ੒
    wλΠτϧը૾ͷࣗಈੜ੒
    wεϚϗ༻ը૾ͷѹॖ
26. σΠϦʔϙʔλϧ;͞Μ͔ΒͷϦΫΤετ
    ͦͷ
     $MPVEJOBSZͰ͜Μͳ͜ͱ͕Ͱ͖ͳ͍͔ʁ
    wαΠτͷը૾Λؙ֯ʹ
    wαϜωΠϧը૾ͷੜ੒
    wλΠτϧը૾ͷࣗಈੜ੒
    wεϚϗ༻ը૾ͷѹॖ
27. .FEJB
    -JCSBSZͷ3FTJ[F
    
    DSPQͰࢦఆ
     w8JEUI͔)FJHIUͷࢦఆͰॖখ͕Մೳ
    D@TMBMF
    X@
28. ଟ༷ͳαϜωΠϧ࡞੒ ϦαΠζ ํ๏
    
     wإ෦෼ʹϑΥʔΧεͨ͠αϜωΠϧ
    D@UIVNC
    H@GBDF
    X@
29. ଟ༷ͳαϜωΠϧ࡞੒ ϦαΠζ ํ๏
    
     wࣗಈͰؔ৺ͷ͋Γͦ͏ͳ෦෼Λબ୒
    D@UIVNC H@BVUP X@
30. छྨͷαϜωΠϧΛൺֱ
     ͦͷ·· إϑΥʔΧε
    D@UIVNC
    H@GBDF NPTU
    JOUFSFTUJOH
    D@UIVN H@BVUP
31. αϜωΠϧը૾ͷ֯Λؙͯ͘͠ΈΔ
     wύϥϝʔλͷ௥ՃͰαϜωΠϧը૾΋ؙ֯ʹม׵Մೳ
    wD@TDBMF X@ S@
    wD@UIVNC H@GBDF X@ S@
32. αϜωΠϧը૾ͷੜ੒
     αΠζมߋ͸$MPVEJOBSZͷը૾ม׵ͰରԠՄೳ
    ΦϦδφϧը૾ΛΞοϓϩʔυ͠ϦαΠζ΋Մೳ
    wσΠϦʔϙʔλϧ;ͷը૾͸ݱࡏɺ$.4ΞοϓϩʔυલʹYʹϦ αΠζ͍ͯ͠Δ
    wҎલʢ೥લʣ͸΋ͬͱখ͍͞ը૾ͩͬͨ
    wݱࡏɺੲͷهࣄͷߴը࣭൛ͷهࣄΛެ։͢Δ͜ͱ͕͋Δ
    wੲͷهࣄͰɺΦϦδφϧը૾͕طʹଘࡏ͠ͳ͍΋ͷ΋ʜ
    ΦϦδφϧը૾Λอ࣋͠ͳ͕ΒɺϦαΠζͨ͠ը૾ͷ഑৴͕Մೳ
33. σΠϦʔϙʔλϧ;͞Μ͔ΒͷϦΫΤετ
    ͦͷ
     $MPVEJOBSZͰ͜Μͳ͜ͱ͕Ͱ͖ͳ͍͔ʁ
    wαΠτͷը૾Λؙ֯ʹ
    wαϜωΠϧը૾ͷੜ੒
    wλΠτϧը૾ͷࣗಈੜ੒
    wεϚϗ༻ը૾ͷѹॖ
34. σΠϦʔϙʔλϧ;͞Μ͔ΒͷϦΫΤετ
    ͦͷ
     $MPVEJOBSZͰ͜Μͳ͜ͱ͕Ͱ͖ͳ͍͔ʁ
    wαΠτͷը૾Λؙ֯ʹ
    wαϜωΠϧը૾ͷੜ੒
    wλΠτϧը૾ͷࣗಈੜ੒
    wεϚϗ༻ը૾ͷѹॖ
35. λΠτϧը૾ͷࣗಈੜ੒
    
36. λΠτϧը૾ͷࣗಈੜ੒
    
37. λΠτϧը૾ͷࣗಈੜ੒
     هࣄ͝ͱɺख࡞ۀʢ1IPUPTIPQʣͰ࡞੒͍ͯ͠Δͱͷ͜ͱ
38. λΠτϧը૾ͷࣗಈੜ੒
    
39. λΠτϧը૾ͷࣗಈੜ੒
    
40. $MPVEJOBSZͷ5FYU
    $BQUJPOػೳ
     IUUQTDMPVEJOBSZDPNEPDVNFOUBUJPOJNBHF@USBOTGPSNBUJPOTBEEJOH@UFYU@DBQUJPOT
41. $MPVEJOBSZͷ5FYU
    $BQUJPOػೳ
     wΦʔόʔϨΠύϥϝλͷUFYUϓϩύςΟͷར༻
    wM@UFYUϑΥϯτ໊@αΠζදࣔจࣈྻ
    wഎܠը૾Λ४උ
    wUJUMF@CBTFKQHʢYɺಁա͠ͳ͍ɺ.BDͷϓϨϏϡʔͰ࡞੒ʣ
    wUJUMF@CBTF@BQOHʢYɺಁաɺ.BDͷϓϨϏϡʔͰ࡞੒ʣ
42. 5FYU
    $BQUJPO࡞੒
     w·ͣ͸υΩϡϝϯτͱಉ͡ύϥϝλ
    wM@UFYU"SJBM@'MPXFSTUJUMF@CBTFKQH
43. 
     ೔ຊޠʹରԠ͍ͯ͠Δͷ͔…ʁ
44. ೔ຊޠͷ5FYU
    $BQUJPO࡞੒
     wڪΔڪΔɺ63-ʹ೔ຊޠΛೖྗͯ͠ΈΔ
    wM@UFYU"SJBM@೔ຊޠUJUMF@CBTFKQH
45. ೔ຊޠͷ5FYU
    $BQUJPO࡞੒
     wڪΔڪΔɺ63-ʹ೔ຊޠΛೖྗͯ͠ΈΔ
    wM@UFYU"SJBM@೔ຊޠUJUMF@CBTFKQH
46. 
     Cloudinaryɺ͍͢͝ʂ (վΊͯ)
47. ςΩετͷҐஔ΍αΠζͷௐ੔
     wը૾ࣗମ͸ΦʔόʔϨΠͷѻ͍ͳͷͰɺಉ༷ͷํ๏ͰҐஔௐ ੔͕Մೳ
    wM@UFYU"SJBM@@CPME͸͡Ίͯͷඓ͏͕͍ H@XFTU Y@
48. ֦େ͢Δͱ1/(ͷ΄͏͕ϊΠζ͕গͳͦ͏ʁ
     +1&( 1/(
49. λΠτϧը૾ͷࣗಈੜ੒
     w5FYU
    $BQUJPOػೳͰ೔ຊޠؚΊͨจࣈը૾ੜ੒͕Մೳ
    wϑΥϯτʹ͍ͭͯ
    wVOJWFSTBMMZ
    BWBJMBCMF
    GPOU
    ͕ར༻Մೳͱͷ͜ͱ
    wΧελϜϑΥϯτ΋ར༻Մೳʢผ్4%,Λ༻͍ͯΞοϓϩʔυͷඞཁ͋Γʣ
    w͞Βʹ׬੒౓ΛߴΊΔͨΊʹ
    wִؒͷௐ੔͕Ͱ͖Δ͔ʁʢྫ͑͹จࣈ਺͕ଟ͘ͳͬͨ৔߹ʣ
50. σΠϦʔϙʔλϧ;͞Μ͔ΒͷϦΫΤετ
    ͦͷ
     $MPVEJOBSZͰ͜Μͳ͜ͱ͕Ͱ͖ͳ͍͔ʁ
    wαΠτͷը૾Λؙ֯ʹ
    wαϜωΠϧը૾ͷੜ੒
    wλΠτϧը૾ͷࣗಈੜ੒
    wεϚϗ༻ը૾ͷѹॖ
51. σΠϦʔϙʔλϧ;͞Μ͔ΒͷϦΫΤετ
    ͦͷ
     $MPVEJOBSZͰ͜Μͳ͜ͱ͕Ͱ͖ͳ͍͔ʁ
    wαΠτͷը૾Λؙ֯ʹ
    wαϜωΠϧը૾ͷੜ੒
    wλΠτϧը૾ͷࣗಈੜ੒
    wεϚϗ༻ը૾ͷѹॖ
52. εϚϗ༻ը૾ͷѹॖ
     wϥΠλʔ͞Μͱͯ͠͸ɺͳΔ΂͘ߴը࣭ͳը૾Λ࢖͍͍ͨ
    w͔͠͠ɺϖʔδΛॏ͘͸ͨ͘͠ͳ͍ʜʢಛʹεϚϗʣ
    $MPVEJOBSZͷػೳͰରԠͰ͖ͦ͏
    wը૾࠷దԽػೳ
    wμΠφϛοΫϑΥʔϚοτબ୒ɺѹॖ඼࣭ͷࣗಈௐ੔
    wϨεϙϯγϒΠϝʔδੜ੒ػೳ
53. ը૾࠷దԽ
    μΠφϛοΫϑΥʔϚοτબ୒ػೳ
     8FC1ϑΥʔϚοτ͕ྑ͍Β͍͠
    w(PPHMF͕։ൃ͍ͯ͠Δ੩ࢭըϑΥʔϚοτ
    w8FC1΢Σοϐʔʢࢲ͸΢ΣϒϐʔͱಡΜͰ͠·͍·͢ʣ
    wಉҰը૾ɺಉ౳ը࣭ͷ+1&(΍1/(ը૾ͱൺ΂Δͱ΄ͲϑΝΠϧαΠζΛখ ͘͢͞Δ͜ͱ͕Մೳ
    wΘΓͱྺ࢙͕͋Δʢ࢓༷ެ։͕೥݄ʣ
    wରԠ͍ͯ͠Δϒϥ΢β؀ڥ౳͕ݶఆ͞ΕΔ
    w(PPHMF
    $ISPNF΍"OESPJE؀ڥͰ͋Ε͹໰୊ͳ͍͚ΕͲʜ
    w೔ܦిࢠ൛ͷϞόΠϧ൛8FCαΠτͷදࣔ଎౓͕ര଎Խͨ͠έʔε͕༗໊
54. $MPVEJOBSZͰ8FC1ܗࣜͷม׵ɺ഑৴
     w֦ுࢠΛXFCQʹ͢Δ͚ͩͰม׵͸0,
    w഑৴ʹ͸ʮμΠφϛοΫϑΥʔϚοτม׵ʯΛ࢖͏
    wϒϥ΢βʹ࠷దͳϑΥʔϚοτͰ഑৴Λߦ͏
    w(PPHMF
    $ISPNFͳΒ8FC1
    w*OUFSOFU
    &YQMPSFSͳΒ+1&(93 ˣ IUUQTSFTDMPVEJOBSZDPN99JNBHFVQMPBEW99'JMF/BNFXFCQ IUUQTSFTDMPVEJOBSZDPN99JNBHFVQMPBEW99'JMF/BNFKQH
55. μΠφϛοΫϑΥʔϚοτม׵
     w.FEJB
    -JCSBSZͷ'PSNBUͰ"VUPΛબ୒
    wG@BVUP
    ύϥϝλΛ͚ͭΔ͚ͩ
    wJNBHFVQMPBEG@BVUP'JMF/BNFKQH
56. G@BVUP
    (PPHMF
    $ISPNFͷྫ
    
57. G@BVUP
    *OUFSOFU
    &YQMPSFS
    
    8JO ͷྫ
    
58. ѹॖ඼࣭ͷࣗಈௐ੔ػೳ
     wR@BVUPύϥϝλΛ͚ͭΔ͚ͩ
    w.FEJB
    -JCSBSZ͔Β͸2VBMJUZͰ"VUPΛબ୒
    w඼࣭ͷ௿ԼΛͤ͞Δ͜ͱͳ͘ɺϑΝΠϧαΠζͷ࡟ݮ͕Մೳ
    wखಈͰ΍Δͷ͸೉͍͠ɻ$MPVEJBSZͳΒࣗಈͰ෼ੳɺ࠷దԽ͢Δ
    wྫ
    IUUQTEFNPDMPVEJOBSZDPN NPEFRB
59. ѹॖ඼࣭ͷࣗಈௐ੔ػೳ
    
60. ϨεϙϯγϒϧΠϝʔδੜ੒
     wϒϥ΢β εϚϗͷղ૾౓ ͷԣ෯ʹ͋Θͤͯ࠷దͳα Πζͷը૾Λදࣔ
    wࣄલʹෳ਺ͷղ૾౓ͷը૾ Λ४උɺIUNMίʔυʹهࡌ ͷඞཁ https://www.responsivebreakpoints.com/
61. $MPVEJOBSZͷϨεϙϯγϒϧੜ੒ػೳ
     ԣ෯ͳΒYͷը૾
    ԣ෯ͳΒYͷը૾
62. Ϩεϙϯγϒϧੜ੒
    ίʔυ
     print cl_image_tag("cm-shimizu/test01/rtest3.jpg", array( "width" => "auto", "crop" => "scale", "responsive" => "true", "responsive_placeholder" => "blank" ));
63. Ϩεϙϯγϒϧੜ੒
    ίʔυ
     <script src="cloudinary-core-shrinkwrap.js" type="text/javascript"> </script> <script type="text/javascript"> var cl = cloudinary.Cloudinary.new({cloud_name: “XXXX"}); cl.responsive(); </script>
64. Ϩεϙϯγϒϧੜ੒
    ࣮ࡍͷIUNMίʔυ
     <img src='data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP/// yH5BAEAAAAALAAAAAABAAEAAAIBRAA7' class='cld-responsive' data- src=‘http://res.cloudinary.com/XXXX/image/upload/c_scale,w_auto/ v1/FileName.jpg'/> <script src="cloudinary-core-shrinkwrap.js" type="text/javascript"> </script> <script type="text/javascript"> var cl = cloudinary.Cloudinary.new({cloud_name: "XXXX2"}); cl.responsive(); </script>
65. Ϩεϙϯγϒϧੜ੒ͱଞͷม׵ػೳͷ૊Έ߹Θͤ
     print cl_image_tag("cm-shimizu/test01/rtest1.jpg", array( "transformation" => array( "width" => "1920", "height" => "1080", "crop" => "crop", "gravity" => "face" ), "width" => "auto", "crop" => "scale", "responsive" => "true", "responsive_placeholder" => "blank" ));
66. 
     إΛத৺ʹ੾Γൈ͍ͨը૾͔ΒϨεϙϯγϒϧը૾ੜ੒
    
    
    
    ԣ෯
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    ԣ෯
67. σΠϦʔϙʔλϧ;͞Μ͔ΒͷϦΫΤετ
    ͦͷ
     $MPVEJOBSZͰ͜Μͳ͜ͱ͕Ͱ͖ͳ͍͔ʁ
    wαΠτͷը૾Λؙ֯ʹ
    wαϜωΠϧը૾ͷੜ੒
    wλΠτϧը૾ͷࣗಈੜ੒
    wεϚϗ༻ը૾ͷѹॖ
68. $MPVEJOBSZͷγεςϜ΁ͷ૊ΈࠐΈʹ޲͚ͯ
     ը૾ม׵ͷ݁ՌΛ࣮ࡍʹϖʔδʹ૊ΈࠐΈ͍ͨ
    w63-ϕʔεͰଧͪࠐΉͷ͸ݱ࣮తͰ͸ͳ͍
    w$.4 $PODSFUF ࢖༻ɻϥΠλʔ͞Μ͕IUNM͕ॻ͚Δͱ͸ݶΒͳ͍
    wΞοϓϩʔυ͔Βը૾ม׵ɺ૊ΈࠐΈ·ͰҰ؏͍ͨ͠
    wը૾ʹΑͬͯ͸ɺؙ֯ͷPOP⒎΍8BUFSNBSLͷҐஔΛม͍͑ͨ
    
69. $MPVEJOBSZͷγεςϜ΁ͷ૊ΈࠐΈʹ޲͚ͯ
     $.4ͱ$MPVEJOBSZΛ࿈ܞͤ͞Δͱྑͦ͞͏
    w$.4ʹΞοϓϩʔυ͢Ε͹ɺࣗಈͰ$MPVEJOBSZ ଆʹ΋Ξοϓϩʔυ
    wը૾ฤूը໘ͷΦϓγϣϯͰม׵ύλʔϯΛબ୒ ͢Δ6*Λ༻ҙ
    w$.4ଆͰ$MPVEJOBSZ
    4%,Λ࢖ͬͯύϥϝʔλ ෇͖63-ͷࣗಈੜ੒
    w8PSE1SFTTʹ͸͋ΔΒ͍͠ʜ
    $PODSFUF΋ର Ԡ͢Δͱ͍͍ͳʂ
70. $MPVEJOBSZͷγεςϜ΁ͷ૊ΈࠐΈʹ޲͚ͯ
     Πϯϑϥ "84 ໘
    w಺෦తʹ΋"84͕ར༻͞Ε͍ͯΔ IUUQTDMPVEJOBSZDPNEPDVNFOUBUJPOTPMVUJPO@PWFSWJFX
    ΑΓ
71. $MPVEJOBSZͷγεςϜ΁ͷ૊ΈࠐΈʹ޲͚ͯ
     Πϯϑϥ "84 ໘
    wը૾อଘʹ4όέοτ͕ར༻Մೳ
    wࣗΞΧ΢ϯτͷ4όέοτ࣋ͪࠐΈɺΦϦδϯͱͯ͠ར༻
    wࣗΞΧ΢ϯτͷ4όέοτΛόοΫΞοϓར༻΋
    w഑৴ʹ$MPVE'SPOUΛར༻Մೳ
    wͦ΋ͦ΋$%/͕ೖ͍ͬͯΔ͕ɺࣗલ$MPVE'SPOU΋ར༻Մ
72. σΠϦʔϙʔλϧ;͞Μ͔ΒͷϦΫΤετ
    ͦͷ
     ͜Μͳ͜ͱ΋$MPVEJOBSZͰͰ͖ͳ͍͔ͳʁ
    wը૾Λ0$3ղੳͯ͠ςΩετநग़
    wը૾ͷλά෇͚ɺΩʔϫʔυݕࡧɺإݕࡧ
    ະݕূͰ͕͢ɺ࣮ݱ΁ͷಓے͚ͩ͝঺հ͠·͢
73. ը૾Λ0$3ղੳͯ͠ςΩετநग़
     ϚϯΨهࣄ͕͍͔ͭ͋͘Δ
    wྫ͑͹
    IUUQTEBJMZQPSUBM[KQLJKJ
    wը૾ͷΈͰߏ੒ɺςΩετ৘ใ͕ͳ͘4&0తʹऑͦ͏
    wJNHλάͷBMUଐੑʹςΩετ৘ใΛೖΕ͓͖͍ͯͨ
    w$MPVEJOBSZͰը૾͔Β0$3ղੳͯ͠ςΩετΛBMUଐੑʹೖΕΔ
74. ը૾Λ0$3ղੳͯ͠ςΩετநग़
     0$3ͷ"EEPOΛ࢖͏ͱ࣮ݱͰ͖ͦ͏
    w೔ຊޠରԠ͸ཁ֬ೝ
75. ը૾ͷλά෇ɺΩʔϫʔυݕࡧɺλάݕࡧ
     ౤ߘίʔφʔͳͲɺςΩετ͚ͩͷهࣄ
    w%1;ͩͱաڈهࣄͷը૾Λ࢖͏͜ͱ͕ଟ͍
    wʢଞͷαΠτͩͱɺૉࡐू͔ͷը૾ͳͲΛ͔͍ͭͬͯΔʣ
    աڈهࣄͰΠϝʔδʹ߹ͬͨը૾Λ୳͢ͷ͕େม
    wݱࡏ͸ΩʔϫʔυݕࡧͰաڈهࣄΛࢀরɺը૾Λ୳͍ͯ͠Δ
76. ը૾ͷλά෇ɺΩʔϫʔυݕࡧɺλάݕࡧ
     ը૾ʹ༧Ίλά෇͚͓͖ͯ͠ɺΩʔϫʔυݕࡧ͍ͨ͠
    wը૾ೝࣝͱ͍͑͹ʜ
    "NB[PO
    3FLPHOJUJPO
    w$MPVEJOBSZʹ΋3FLPHOJUJPOΛ࢖ͬͨ"EEPO͋Γ
    w3FLPHOJUJPOͷλά෇͚͕ӳޠͷΈ
    w೔ຊޠͱͷରԠ෇Λ͢Δඞཁ͕͋Γͦ͏
77. ը૾ͷλά෇ɺΩʔϫʔυݕࡧɺλάݕࡧ
    
78. ը૾ͷλά෇ɺΩʔϫʔυݕࡧɺλάݕࡧ
     إͰλάάϧʔϓͱͯ͠ɺਓ໊ݕࡧ͍ͨ͠
    w"NB[PO
    3FLPHOJUJPOͰ༗໊ਓೝࣝ͸Մೳ
    w೔ຊਓͰ΋57ʹग़͍ͯΔਓ͙Β͍ͳΒೝࣝͰ͖ΔΒ͍͠ʜ
    w3FLPHOJUJPO
    $FMFCSJUZ
    %FUFDUJPO
79. ը૾ͷλά෇ɺΩʔϫʔυݕࡧɺλάݕࡧ
    
80. ͦͷଞɺ͍͍ͨͩͨϑΟʔυόοΫ
     ͜Ε·ͰਓͷखͰ΍͍ͬͯͯɺ͕͔͔͍࣌ؒͬͯͨ࡞ۀ ͷ୹ॖԽͳͲؚΊͯɺޮՌ͕͋Γͦ͏
    wը૾ฤूͳͲ
    wΤϑΣΫτͷ΄͔ɺ഑৴࠷దԽͷͨΊͷฤू
    wݕࡧͷͨΊͷλά෇͚ɺάϧʔϓԽͳͲ
81. ·ͱΊ
     ʮσΠϦʔϙʔλϧ;ʯͰͷ$MPVEJOBSZಋೖʹ޲͚ͯͷ ݕূʹ͍ͭͯ
    w$MPVEJOBSZͷػೳͱͯ͠ͲͷΑ͏ͳ͜ͱ͕Ͱ͖Δ͔ͷݕূ
    wσΠϦʔϙʔλϧ;͞Μ͔ΒͷϦΫΤετ
    ͦͷ
    wσΠϦʔϙʔλϧ;͞Μ͔ΒͷϦΫΤετ
    ͦͷ
    w࣮ࡍͷΠϯϑϥߏ੒Λ;·͑ͯɺͲͷΑ͏ʹಋೖ͕Ͱ͖Δ͔ ͷݕূ
82. AWSɺϞόΠϧɺϏοά σʔλɺIoTͳͲ࠷৽ٕज़৘ ใ΍ΠϕϯτϨϙʔτΛܝ ࡌ͢ΔϒϩάϝσΟΞͰ͢ɻ