State of the Union 〜 2018年のアプリ開発事情

2018年9月1日 iOSDC Japan 2018 Day 2で発表したスライドです。(一部修正済み)

Transcript

1. ʙ೥ͷΞϓϦ։ൃࣄ৘ʙ
   !IVJO
   J04%$+BQBO
   4UBUFPGUIF6OJPO
   

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2. 2
   ࣗݾ঺հ
   ,PJDIJ4BLBUB
   !IVJO
   IVJONF
   ɹ೥ J04
   ʙ
   

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3. 3
   ࣗݾ঺հ
   ,PJDIJ4BLBUB
   !IVJO
   IVJONF
   ɹ೥ J04
   ʙ
   

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4. View Slide

5. ஶ ࡞ ঺ հ
   5
   

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6. 6
   w J04ΞϓϦ։ൃ̒೥ΞϓϦ։ൃ΋͍Ζ͍ΖมԽ͖ͯͨ͠
   w ݴޠ πʔϧ ઃܭʜͲΜͲΜෳࡶʹ
   w ͔͠΋
   ࠷ۙ͸ϚωδϝϯτدΓͰίʔυॻ͕࣌ؒ͘ SZ
   w Ͱ΋΍ͬͺΓΞϓϦ։ൃͷΩϟονΞοϓ͸͍ͨ͠
   ൃදͷϞνϕʔγϣϯ
   ࠷ۙͷτϐοΫεΛؤுͬͯ੔ཧͯ͠ΈΔ
   

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7. 7
   w ࠷ۙͷΞϓϦ։ൃʹ͓͚ΔτϐοΫεΛ੔ཧͯ͠঺հ
   w ਂ͘ΑΓͳΔ΂͘޿͘
   w ϕετϓϥΫςΟεͷ࿩Ͱ͸͋Γ·ͤΜ
   w ศརͳϥΠϒϥϦͷ࿩Ͱ΋͋Γ·ͤΜ
   w ΑΓྑ͍։ൃΛ͢ΔͨΊͷώϯτʹͳΕ͹خ͍͠Ͱ͢
   ͜ͷൃදͷΰʔϧ
   

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8. ʙ೥ͷΞϓϦ։ൃࣄ৘ʙ
   !IVJO
   J04%$+BQBO
   4UBUFPGUIF6OJPO
   

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9. 9
   ݴޠ ґଘੑ؅ཧ λʔήοτߏ੒ ΞʔΩςΫνϟ
   ࣗಈԽ CI / CD πʔϧ
   Ϋϩε
   ϓϥοτϑΥʔϜ
   

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10. 10
    ݴޠ ґଘੑ؅ཧ λʔήοτߏ੒ ΞʔΩςΫνϟ
    ࣗಈԽ CI / CD πʔϧ
    Ϋϩε
    ϓϥοτϑΥʔϜ
    

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11. 11
    w 88%$Ͱൃද
    w ೥ʹ͸ΦʔϓϯιʔεԽ
    w ͓͓Αͦ̍೥ʹ̍౓ͷϖʔεͰϝδϟʔΞοϓσʔτ͍ͯ͠Δ
    w ಛ௃
    w ҆શߴ଎ߴ͍දݱྗ
    w 4XJGUͰ͔͠J04։ൃͨ͜͠ͱͳ͍ਓ΋ଟ͍ͷͰ͸ʁ
    4XJGUͷݱࡏ
    

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12. 12
    w ೥݄ւ֎ΤϯδχΞͷ4XJGU൷൑΋࿩୊ʹͳͬͨ
    w 4XJGUϝδϟʔΞοϓσʔτͰյΕΔޓ׵ੑ
    w 4XJGUUPͷѱເ
    w $PNQJMBUJPO.PEFͷ͓͔͛Ͱ4XJGUUP͸ෛ୲ݮ
    w Ϗϧυ࣌ؒͱͷઓ͍
    w 88%$Ͱηογϣϯ͕ઃ͚ΒΕΔ͘Β͍ʹ͸ؔ৺ࣄ
    w ϓϩδΣΫτίʔυΛগͣͭ͠վળ͢Δ͔ࡳଋͰԥΔ͔
    w ࣌ؒܭଌͱߴ଎Խͷ5JQT͕(JU)VCͰެ։͞Ε͍ͯΔ
    4XJGU΁ͷෆຬ
    

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13. 13
    w ݱࡏͷόʔδϣϯ4XJGU ळʹ͸4XJGUϦϦʔε༧ఆ
    
    w &BSMZʹ͸4XJGU΁
    w "#*҆ఆԽ͕࠷େ໨ඪ "#*.BOJGFTUP "#*%BTICPBSE
    
    w όΠφϦͷޓ׵ੑ͕୲อ͞ΕΔͷͰ4XJGUΞοϓσʔτʹک͑ͳͯ͘ྑ͘ͳΔ
    4XJGUͷ͜Ε͔Β
    88%$8IBU`T/FXJO4XJGUΑΓ
    
    

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14. 14
    ݴޠ ґଘੑ؅ཧ λʔήοτߏ੒ ΞʔΩςΫνϟ
    ࣗಈԽ CI / CD πʔϧ
    Ϋϩε
    ϓϥοτϑΥʔϜ
    

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15. 15
    ݴޠ ґଘੑ؅ཧ λʔήοτߏ੒ ΞʔΩςΫνϟ
    ࣗಈԽ CI / CD πʔϧ
    Ϋϩε
    ϓϥοτϑΥʔϜ
    

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16. 16
    w 044ϥΠϒϥϦΛར༻͢ΔͨΊͷπʔϧ
    w όʔδϣϯΛࢦఆͨ͠Γɺ௥ՃͷґଘੑΛࣗಈͰղܾͯ͘͠ΕΔ
    w ੲ͸HJUTVCNPEVMFͰόʔδϣϯݻఆͭͭࣗ͠෼ͰϏϧυઃఆΛʜ
    w J04ΞϓϦ։ൃͰ༗໊ͳґଘੑ؅ཧπʔϧ
    w $PDPB1PET
    w $BSUIBHF
    w 4XJGU1BDLBHF.BOBHFS 41.
    
    ґଘੑ؅ཧ
    

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17. 17
    $PDPB1PETWT$BSUIBHF
    $PDPB1PET $BSUIBHF
    1SPT
    ϓϩδΣΫτͷઃఆ·Ͱ΍ͬͯ͘ΕΔ
    ࠷΋ීٴͯ͠ΔͷͰରԠϥΠϒϥϦ๛෋
    Ϗϧυ࣌ؒʹӨڹ༩͑ͳ͍
    ϓϩδΣΫτϑΝΠϧॻ͖׵͑ͳ͍
    $POT
    ϥΠϒϥϦ͕૿͑ΔͱϏϧυ࣌ؒԆͼΔ
    ϓϩδΣΫτϑΝΠϧΛॻ͖׵͑Δ
    ະରԠϥΠϒϥϦଟ͍
    ϦϯΫઃఆ͕खಈͰखؒ
    

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18. 18
    w ݸਓతʹ͸ϜϦͯ͠$BSUIBHFΛ࢖͏ඞཁ͸ͳ͍ͱ͍͏ߟ͑Ͱ͢
    w $PDPB1PET͚ͩͰࡁΉͳΒͦͷ΄͏͕γϯϓϧ
    w Ϗϧυ࣌ؒͳͲ͕໰୊ʹͳ͖ͬͯͨ࣌ʹ$BSUIBHFʹ੾Γग़͢
    w ܦݧతʹ$BSUIBHF͚ͩͰ׬݁͢Δͷ͸೉͍͠
    w ྆ऀซ༻ͭͭ͠GBTUMBOFͰϥοϓ͢Δͷ͕ݱ࣮త
    $PDPB1PETWT$BSUIBHF
    

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19. 19
    ݴޠ ґଘੑ؅ཧ λʔήοτߏ੒ ΞʔΩςΫνϟ
    ࣗಈԽ CI / CD πʔϧ
    Ϋϩε
    ϓϥοτϑΥʔϜ
    

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20. 20
    ݴޠ ґଘੑ؅ཧ λʔήοτߏ੒ ΞʔΩςΫνϟ
    ࣗಈԽ CI / CD πʔϧ
    Ϋϩε
    ϓϥοτϑΥʔϜ
    

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21. 21
    w 4JSJ΍ϦονϓογϡରԠͰΤΫεςϯγϣϯ௥Ճ͸΋͸΍ඞਢ
    w ࠷ॳ͔ΒΤΫεςϯγϣϯલఏͷϓϩδΣΫτߏ੒ʹ͓ͯ͘͠
    w "1*΍αʔϏεϩδοΫ෦෼ΛผϑϨʔϜϫʔΫͱͯ͠੾Γग़͢
    w ϑϨʔϜϫʔΫ෦෼͸6*,JUʹ͸ґଘͤ͞ͳ͍ઃܭ͕େࣄ
    λʔήοτߏ੒
    4BNQMF$PSFGSBNFXPSL
    4BNQMF"1*GSBNFXPSL
    *OUFOUT 5PEBZ
    4BNQMF"QQ
    "QQ$POUBJOFS
    

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22. 22
    w XBUDI04ɺUW04ʹՃ͑ͯɺ೥ʹ͸69,JU Ծ
    ͰNBD04ΞϓϦ΋։ൃՄೳʹʁ
    w ΫϩεϓϥοτϑΥʔϜରԠ͢Δ৔߹͸ϓϩδΣΫτΛ෼͚ͨ΄͏͕͍͍͔΋
    w ϓϥοτϑΥʔϜ͝ͱʹϑϨʔϜϫʔΫλʔήοτ͕ඞཁ
    w ඞཁʹͳͬͨͱ͖ʹؤுΓ·͠ΐ͏
    λʔήοτߏ੒ʙΫϩεϓϥοτϑΥʔϜ
    

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23. 23
    ݴޠ ґଘੑ؅ཧ λʔήοτߏ੒ ΞʔΩςΫνϟ
    ࣗಈԽ CI / CD πʔϧ
    Ϋϩε
    ϓϥοτϑΥʔϜ
    

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24. 24
    ݴޠ ґଘੑ؅ཧ λʔήοτߏ੒ ΞʔΩςΫνϟ
    ࣗಈԽ CI / CD πʔϧ
    Ϋϩε
    ϓϥοτϑΥʔϜ
    

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25. 25
    ΞϓϦΞʔΩςΫνϟ
    ʮJ04ΞϓϦઃܭύλʔϯೖ໳ʯͰษڧ͠·͠ΐ͏
    

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26. 26
    w 5FTUBCJMJUZͷ޲্
    w ϏδωεϩδοΫΛ7JFX$POUSPMMFS͔Β੾Γग़͢
    w 6*ͷঢ়ଶΛϞσϧԽ͠ɺͦΕࣗମΛςετͰ͖ΔΑ͏ʹ͢Δ
    w ঢ়ଶͷอ࣋ɾมߋΛ͢Δ໾ׂΛू໿͢Δ
    w Մಡੑͷ޲্΍ɺҙਤ͠ͳ͍෭࡞༻ όά
    ͷࠞೖΛ๷͙
    w ґଘੑͷ੍ޚ
    w ϏδωεϩδοΫΛ6*,JUͳͲϓϥοτϑΥʔϜʹґଘͤ͞ͳ͍
    w ֤ίϯϙʔωϯτΛQSPUPDPM࣮૷ͳͲͰૄ݁߹ʹ͢Δ
    ֤छΞʔΩςΫνϟͷίϯηϓτ
    

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27. 27
    w Ͳ͏ͯ͠ϦΞΫςΟϒϓϩάϥϛϯά͕ྲྀߦΔͷ͔ʁ
    w ʮ࣌ؒʯΛந৅Խͯ͠ѻ͑Δ͔Βͩͱߟ͍͑ͯΔ
    w ΠϯλʔϑΣΠεͷ҉໧తͳ࣮૷ ಉظඇಉظ
    ৘ใ
    w ͍ͭൃੜ͢Δ͔Θ͔Βͳ͍ϢʔβγεςϜΠϕϯτ
    w 6*ࣗମ͕࣋ͭঢ়ଶͷมԽ FHεΫϩʔϧҐஔ
    
    w ͢΂ͯͷ࣌ؒΛந৅Խ͢Δʹ͸࿑ྗ͕͔͔ΔͷͰ֮ޛ͕ඞཁ
    ༨ஊϦΞΫςΟϒʹ͍ͭͯ
    

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28. 28
    ݴޠ ґଘੑ؅ཧ λʔήοτߏ੒ ΞʔΩςΫνϟ
    ࣗಈԽ CI / CD πʔϧ
    Ϋϩε
    ϓϥοτϑΥʔϜ
    

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29. 29
    ݴޠ ґଘੑ؅ཧ λʔήοτߏ੒ ΞʔΩςΫνϟ
    ࣗಈԽ CI / CD πʔϧ
    Ϋϩε
    ϓϥοτϑΥʔϜ
    

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30. 30
    w ༷ʑͳఆܗ࡞ۀͷࣗಈԽπʔϧ
    w Ϗϧυ ςετ ॺ໊ ഑෍ ূ໌ॻߋ৽ͳͲ਺ଟ͘ͷ࡞ۀΛࣗಈԽͰ͖Δπʔϧ
    w සൟʹൃੜ͢Δ࡞ۀ΍ස౓͸௿͍͚Ͳ࣌ؒͷ͔͔Δ࡞ۀ͕Φεεϝ
    w Ϣχοτςετ
    w ಈ࡞֬ೝ༻ͷϏϧυ࡞੒
    w ূ໌ॻͷߋ৽
    w ։ൃϝϯόʔؒͰ࡞ۀ಺༰Λ౷ҰͰ͖Δ
    w $* ޙड़
    ʹͷͤΔͷ΋ϥΫʹͳΔ
    'BTUMBOF
    

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31. 31
    ݴޠ ґଘੑ؅ཧ λʔήοτߏ੒ ΞʔΩςΫνϟ
    ࣗಈԽ CI / CD πʔϧ
    Ϋϩε
    ϓϥοτϑΥʔϜ
    

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32. 32
    ݴޠ ґଘੑ؅ཧ λʔήοτߏ੒ ΞʔΩςΫνϟ
    ࣗಈԽ CI / CD πʔϧ
    Ϋϩε
    ϓϥοτϑΥʔϜ
    

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33. 33
    w $POUJOVPVT*OUFHSBUJPO ܧଓతΠϯςάϨʔγϣϯ
    
    w ϒϥϯνͷϚʔδλΠϛϯάͳͲͰςετΛ࣮ߦͯ͠඼࣭Λҡ࣋͢Δ͜ͱ
    w $POUJOVPVT%FMJWFSZ ܧଓతσϦόϦ
    
    w ࣗಈσϓϩΠΛࢦ͚͢ͲΞϓϦ։ൃʹ͓͍ͯ͸Ϗϧυ഑෍ͷࣗಈԽΛࢦ͢͜ͱ͕ଟ͍
    $*$%ͷϝϦοτͱϫʔΫϑϩʔ
    PullRequest
    Run Tests
    Merge
    Archive Upload
    
    
    
    Distribute
    Continuous Integration
    Continuous Delivery
    

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34. 34
    w ΞϓϦ͚ͩͰ͸ͳ͍൚༻$*αʔϏε
    w J04͸ઐ༻ͷϓϥϯ͕༻ҙ͞Ε͍ͯΔ
    w ฒྻ਺ Ϗϧυ࣌ؒ෼݄Ͱʙ
    w DJSDMFDJDPOpHZNMΛฤूͯ͠ॲཧΛఆٛ
    w $JSDMF$*Ͱ͸ॺ໊ؔ࿈ͷαϙʔτ͕ͳ͍
    w GBTUMBOFNBUDIͷར༻Λਪ঑
    $JSDMF$*
    

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35. 35
    w ϞόΠϧಛԽܕ$*αʔϏε
    w ฒྻ਺ ෼ϏϧυͰʙ
    w ෼Ϗϧυ Ϗϧυ݄ͷແྉϓϥϯ͋Γ
    w ϫʔΫϑϩʔͷϏδϡΞϧΤσΟλ͕༻ҙ͞Ε
    ͍ͯΔ
    w ॺ໊पΓ΋αϙʔτ
    #JUSJTF
    

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36. 36
    w .JDSPTPGUͷΞϓϦ։ൃαϙʔτπʔϧ
    w $* $%ʹՃ͑ͯΫϥογϡϨϙʔτػೳͳͲ৭ʑ
    w ฒྻ਺ ෼Ϗϧυ ෼݄·Ͱແྉ
    w ฒྻ਺͝ͱʹ ԁ
    w ߋʹ՝ۚ͢Δͱ࣮ػςετ΋Մೳ
    w ॺ໊·ΘΓ΋αϙʔτ
    w ݱࡏ͸8FC)PPL͔खಈͰͷ࣮ߦͷΈ
    7JTVBM4UVEJP"QQ$FOUFS
    

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37. 37
    w 9DPEF4FSWFS
    w 9DPEFͰ౷߹͞Εͨ$*ػೳ
    w .BDຊମͷՁ֨Λআ͚͹
    ແྉ
    w ࣮ػςετ ॺ໊ ఆظ࣮ߦͳͲ΋αϙʔτ
    w +FOLJOT
    w ੲ͔Β͋Δ൚༻$*πʔϧ
    w ࣾ಺2"νʔϜ͕͋Δͱ͜Ζ͸࠾༻ͯ͠Δ͔΋ʁ
    9DPEF4FSWFS +FOLJOT
    9DPEFͷ*OUFHSBUJPOϨϙʔτ
    

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38. 38
    $*αʔϏεൺֱ
    $JSDMF$* #JUSJTF "QQ$FOUFS 9DPEF4FSWFS +FOLJOT
    ϗεςΟϯά Ϛωʔδυ Ϛωʔδυ Ϛωʔδυ ηϧϑ ηϧϑ
    ແྉར༻ ෆՄ Մೳ Մೳ Մೳ Մೳ
    Ϗϧυ੍ݶ
    ࠷҆ϓϥϯ
    
    ฒྻ਺
    ෼݄
    ฒྻ਺
    ෼Ϗϧυ
    Ϗϧυ݄
    ฒྻ਺
    ෼Ϗϧυ
    ෼݄
    ฒྻ਺̍
    ੍ݶͳ͠
    ॺ໊αϙʔτ φγ ΞϦ ΞϦ ΞϦ ΞϦʁ
    ఆظ࣮ߦ ΞϦ ΞϦ φγ ΞϦ બ୒ࣜ
    ΞϦ
    

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39. 39
    w "QQMFެࣜͷϕʔλςετπʔϧ
    w ໊ͷ಺෦ςελʔ ໊ͷ֎෦ςελʔʹ഑෍Մೳ
    w ֎෦ςελʔ΁ͷ഑෍ʹ͸৹͕ࠪඞཁ
    w 1VCMJD-JOLʹΑΔެ։΋αϙʔτ༧ఆ
    w ؅ཧऀଆͯର৅Λ؅ཧ͠ͳͯ͘ྑ͍ͷͰϥΫ
    w ։ൃ؀ڥ༻Ϗϧυͷ഑෍ʹ͸޲͔ͳ͍
    "QQMF5FTU'MJHIU
    

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40. 40
    w (PPHMFࡿԼͷϕʔλ഑෍αʔϏε
    w &OUFSQSJTFͰ͋Ε͹
    ഑෍਺ͷ੍ݶ͸ͳ͍
    w Πϯετʔϧ͢ΔଆͰϢʔβొ࿥͕ඞཁ
    w ։ൃ؀ڥ༻ϏϧυͳͲ΋ࣗ༝ʹ഑෍Մೳ
    w 'JSFCBTF΁ͷ౷߹͸·ͩͰ͔͢
    
    'BCSJD#FUB
    

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41. 41
    w ࠃ࢈ͷϕʔλ഑෍αʔϏε
    w Πϯετʔϧ͢Δଆ͔Β͢Δͱ೔ຊޠ҆৺
    w &OUFSQSJTFͰ͋Ε͹
    ഑෍਺ͷ੍ݶ͸ͳ͍
    w 1VCMJD-JOLʹΑΔެ։΋αϙʔτ
    w Ϣʔβ؅ཧΛ͠ͳ͍͍ͯ͘ͷͰඇৗʹϥΫ
    w ݸਓ޲͚ແྉϓϥϯ΋͋Δ͕νʔϜ༻్ͩͱ༗ྉ
    %FQMPZ(BUF
    

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42. 42
    w .JDSPTPGU੡αʔϏε
    w $*ػೳͱҰॹʹ഑෍·Ͱ̍αʔϏεͰ࣮ݱͰ͖Δ
    w Πϯετʔϧ͢ΔଆͰϢʔβొ࿥͕ඞཁ
    w "QQ4UPSF$POOFDUͱ࿈ܞͯ͠ετΞ഑෍·Ͱߦ͑Δ
    w ແྉ
    7JTVBM4UVEJP"QQ$FOUFS
    

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43. 43
    w 9DPEFͰ౷߹͞Εͨػೳ
    w ηϧϑϗεςΟϯάܕ
    w ઃఆ͢Ε͹Ϣʔβొ࿥ແ͠ʹ୭Ͱ΋ΠϯετʔϧՄೳ
    w /8ߏங͕໘౗
    9DPEF4FSWFS
    

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44. 44
    ϕʔλ഑෍αʔϏεൺֱ
    5FTU'MJHIU 'BCSJD#FUB %FQMPZ(BUF "QQ$FOUFS 9DPEF4FSWFS
    ϗεςΟϯά Ϛωʔδυ Ϛωʔδυ Ϛωʔδυ Ϛωʔδυ ηϧϑ
    ແྉར༻ Մೳ Մೳ Մೳ Մೳ Մೳ
    Ϣʔβ؅ཧ ඞਢͰ͸ͳ͍ ඞਢ ඞਢͰ͸ͳ͍ ඞਢ ඞਢͰ͸ͳ͍
    &OUFSQSJTF഑෍ ෆՄ Մೳ Մೳ Մೳ Մೳ
    

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45. 45
    w Ͱ͖Δ͚ͩ࠷ॳʹ·Δͬͱ؀ڥΛ࡞͓ͬͯ͘ͷ͕Φεεϝ
    w ։ൃऴ൫ͰରԠ͠Α͏ͱࢥ͏ͱɺ༨༟ͳͯ͘์ஔ͕ͪ͠
    w Ϗϧυ͕௨Δ͔Ͳ͏͔͚ͩͷνΣοΫͰ΋͍͍ͱࢥ͍·͢
    w ࠷௿Ͱ΋ϕʔλ൛ͷࣗಈ഑෍͚ͩͰ΋࡞͓͖ͬͯ·͠ΐ͏
    w ΤϯδχΞҎ֎͕޷͖ͳ࣌ʹνΣοΫͰ͖ΔͷͰ։ൃʹूதͰ͖Δ
    w 'BTUMBOFͱ૊Έ߹Θͤͯ࢖͏ͱɺҠߦ͠΍ͯ͘͢(00%
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46. 46
    ݴޠ ґଘੑ؅ཧ λʔήοτߏ੒ ΞʔΩςΫνϟ
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47. 47
    ݴޠ ґଘੑ؅ཧ λʔήοτߏ੒ ΞʔΩςΫνϟ
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48. 48
    w -JOUFSίʔυελΠϧͷ౷Ұ΍ɺ໰୊͕ى͖΍͍͢ॻ͖ํͷνΣοΫπʔϧ
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    w νʔϜ։ൃͰศར͚ͩͲɺ-JOUFSΛ࢖͏͜ͱ͕໨తʹͳΒͳ͍Α͏ʹ஫ҙ
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49. 49
    ݴޠ ґଘੑ؅ཧ λʔήοτߏ੒ ΞʔΩςΫνϟ
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50. 50
    ݴޠ ґଘੑ؅ཧ λʔήοτߏ੒ ΞʔΩςΫνϟ
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51. 51
    ΫϩεϓϥοτϑΥʔϜ
    

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52. 52
    w 'BDFCPPL͕೥ʹൃදͨ͠ΫϩεϓϥοτϑΥʔϜ։ൃπʔϧ
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    w +BWB4DSJQU PS"MU+4
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53. 53
    w (PPHMF͕೥ʹൃදͨ͠πʔϧ
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54. 54
    w 3FBDUΛཧղͯ͠Δਓʹͱͬͯ͸Ұఆͷબ୒ࢶ
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    w ωΠςΟϒ࣮૷Λ3/'MVUUFSͰॻ͖௚͢ϝϦοτ͸ࠓ͸ײ͡ͳ͍
    w ৽نҊ݅ͰΫϩεϓϥοτϑΥʔϜ։ൃ଎౓ॏࢹͳΒΞϦ
    w ҰൠతʹαʔϏε͕੒௕ෳࡶԽ͢Ε͹ϓϥοτϑΥʔϜʹد͍ͬͯ͘ ϋζ
    
    w ނʹɺωΠςΟϒͱͷڞଘ͕Ͱ͖Δ͔Λॏཁࢹ
    w ݱঢ়'MVUUFSΑΓ͸3/ͷํ͕ωΠςΟϒͱͷϒϦοδ΍ڞଘ͕͠΍ͦ͢͏ͳҹ৅
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55. ·ͱΊ
    

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56. 56
    w ΞϓϦ։ൃͷ̔ͭͷτϐοΫεʹ͍ͭͯ঺հɾ੔ཧ
    w ݴޠɺґଘੑ؅ཧɺλʔήοτߏ੒ɺΞʔΩςΫνϟɺࣗಈԽɺ$*$%ɺπʔϧɺΫϩε
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    w ॠؒతͳ࿩୊ੑʹ߄ͯͳͯ͘΋େৎ෉
    w ͦΕ͕ղܾ͠Α͏ͱ͍ͯ͠Δ՝୊Λ͔ͬ͠Γͱཧղ͓ͯ͘͜͠ͱ͕େࣄ
    w ਓؾʹͳΔօ͕ಉ͡՝୊Λ͍࣋ͬͯΔࣗ෼΋͍͔ͭૺ۰͢Δ໰୊Ͱ͋Δ
    w ؾʹͳͬͨτϐοΫʹ͍ͭͯɺ͋ͱͰௐ΂ͯ΋Β͑Δͱ͍͍ͱࢥ͍·͢
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57. IUUQTXXXXBOUFEMZDPNQSPKFDUT
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58. 58
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59. 59
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60. 60
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61. 61
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