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マネーフォワードの子会社MF KESSAIが選択したアーキテクチャ

127be94df020299a489089c86ba1d69a?s=47 shinofara
March 25, 2018

マネーフォワードの子会社MF KESSAIが選択したアーキテクチャ

Rails Developers Meetup 2018

127be94df020299a489089c86ba1d69a?s=128

shinofara

March 25, 2018
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  1. 3BJMT%FWFMPQFST.FFUVQ ϚωʔϑΥϫʔυͷࢠձࣾ.',&44"*͕બ୒ ͨ͠ΞʔΩςΫνϟ !TIJOPGBSB

  2. ·ͣ͸ࣗݾ঺հ

  3. ·ͣ͸ࣗݾ঺հ ࣰݪ༞و !TIJOPGBSB  w (Pྺ೥"84ྺ೥($1ྺ೥%PDLFSྺ೥
 3BJMT͝ΊΜͳ͍͞ w &NBDT(PMBOE w

    ೥৽ଔͰ:BIPP+"1"/ʹೖࣾɺͦͷޙస৬Λ܁Γฦ͢ w ೥݄Ϋϥ΢υίϯςφԽ೚ͤͯԼ͍͞ʂͱ.'ʹೖࣾ
 ͨ͠΋ͷͷɺؾ͚ͮ͹ w ೥݄ʹ.',&44"*גࣜձࣾͷ্ཱͪ͛ʹࢀՃ w ͦͯ͠ݱࡏ$5043&ͱͳΔ
  4. ࠓ೔࿩͢ࣄ w .',&44"*͍ͭͯ w ͜Ε͔Β͓࿩͢Δࣄͷେલఏ w .',&44"*ͷΞʔΩςΫνϟ

  5. .',&44"*ͱ͸ .',&44"*ͱ͍͏ձࣾΛ͝ଘ஌Ͱ͠ΐ͏͔

  6. .',&44"*ͱ͸ .POFZ'PSXBSE͸͝ଘ஌Ͱ͠ΐ͏͔

  7. .',&44"*ͱ͸ w ݄೔ઃཱ w ϚωʔϑΥϫʔυͷࢠձࣾ w σʔλͷՄࢹԽʹΑΔʮۀ຿ޮ཰Խʯ͚ͩͰ ͸ͳ͘ɺʮࢿۚ܁ΓվળʯʹϑΥʔΧεͨ͠ ձࣾ

  8. .',&44"*͸Ͳ͏͍͏αʔϏεͳͷ͔ ചΓख ങ͍ख ༩৴ௐࠪ ੥ٻॻൃߦ ೖۚ؅ཧ ಜଅɾ࠵ଅ ୅ۚճऩ ੥ٻۀ຿ϓϩηε ͜ͷϓϩηεͷ͢΂ͯΛ୅ߦ

  9. .',&44"*͸Ͳ͏͍͏αʔϏεͳͷ͔ ؆୯ʹݴ͏ͱɺ੥ٻ୅ߦ

  10. .',&44"*ͱ͸ ͜Ε͔Β͓࿩͢Δ͜ͱͷେલఏ

  11. ͜Ε͔Β͓࿩͠ͳ͍ࣄ w 3BJMTͷ͓࿩͸ग़͖ͯ·ͤΜ w .POFZ'PSXBSE΍ɺ.',&44"*ͷ͓࿩΋Ͱ·ͤ Μ

  12. ͜Ε͔Β͓࿩͢Δ͜ͱ w ࠓճ͸ʮ3BJMTʯͷձࣾͷࢠձࣾͱͯ͠஀ੜͨ͠ɺ .',&44"*͕ɺ͔̌ΒͲͷ༷ͳΞʔΩςΫνϟ બఆΛ͔ͨ͠Λ͓࿩͠·͢ɻ w ಺༰ͱͯ͠͸ਂ͘ΑΓ޿͘ͳͬͯ·͢ɻ w ৽نࣄۀɺ৽αʔϏεɺ·ͨ͸ࢠձ্ཱࣾͪ͛ ͷࡍʹ໾ཱͯΕΕ͹ͱࢥͬͯ·͢ɻ

  13. .',&44"*ͷΞʔΩςΫνϟ

  14. .',&44"*ͷΞʔΩςΫνϟ ։ൃશൠͷํ਑ ݴޠͷબ୒ ։ൃ؀ڥ (PΞϓϦέʔγϣϯ
 ͷ։ൃํ਑ ΠϯϑϥετϥΫνϟ αʔϏε &YUFSOBM"1* *OUFSOBM"1*

    ͦͷଞαʔϏε ৘ใ؅ཧ
 $POpH4FDSFU  ։ൃɾӡ༻ࢧԉπʔϧ ݱࡏͷνʔϜʹ͍ͭͯ
  15. ։ൃશମͷํ਑

  16. ։ൃશମͷํ਑ w ഁյతͳมߋΛڪΕͳ͍ w ඞཁ͕͋Ε͹%#ͷϦϑΝΫλͳͲ΋ੵۃతʹ w υϝΠϯ஌͕ࣝඞཁͳ৔ॴͷ։ൃʹूத͢Δ w 044΍֎෦αʔϏεΛੵۃతʹ࠾༻͢Δ w

    'JSFCBTF"VUIFOUJDBUJPO w 4FOE(SJE w "1*(BUFXBZͱͯ͠,POH w NBJMDBUIFSNBJMUSBQ
  17. ݴޠͷબ୒

  18. ݴޠͷબ୒ w 3BJMTΛ࢖͏ձࣾͷࢠձ͔ࣾͩΒ3BJMTͱ͍͏ܾΊ ํ͸΍ΊΔ w ݴޠʹٻΊΔࣄΛ໌֬ʹͯ͠ɺબ୒͢Δ w ݴޠ࢓༷ϨϕϧͰ๷͛Δόά͸๷͍͗ͨ w ݴޠϨϕϧͰॻ͖ํ͕͋Δఔ౓౷ҰͰ͖Δ

    w ͳʹΑΓࢠڙ͸਌ͱ͕ͪ͏ಓʹਐΈͨʜ SZ w ݁Ռ(PݴޠΛ࠾༻
  19. ։ൃ؀ڥ

  20. ΤσΟλ w ࠷ॳͷࠒ͸WJN FNBDT WJTVBMTUVEJPDPEFͱͦ ΕͧΕ͕޷͖ͳΤσΟλ w (PMBOEʢ౰ॳ͸(PHMBOEʣ͕ແྉͰެ։͞Εͩ ͔ͯ͠Βɺ෩޲͖͕มΘͬͨ w

    ༗ྉʹͳ͚ͬͨͲ
 શһ(PMBOE
  21. ։ൃ؀ڥ 3&"%.&΍8*,*ʹॻ͔Εͨ؀ڥߏஙʹखॱ͸ɺ࠷৽ͷखॱͰ ͸ͳͳ͘ͳΔࣄ͸Α͋͘Δ࿩ ͦͷҝɺखॱॻ͸ͭ͘Βͣɺ୭Ͱ΋̍ίϚϯυͰαΫοͱ࡞ ΕΔΑ͏ʹ͍ͯ͠·͢ɻ .',&44"*ͷϚΠΫϩαʔϏεԽΛࢧ͑Δɺ%PDLFSΛϑϧ׆༻ͨ͠։ൃ؀ڥͷྺ࢙ʹৄࡉ ͕͋Γ·͢ɻ $ make up

    # ΋͘͠͸ $ make up-web
  22. .',&44"*ͷΞʔΩςΫνϟ (PΞϓϦέʔγϣϯͷ։ൃํ਑

  23. ੩తղੳπʔϧ͸࠷ॳ͔Β ͋ͨΓ·͔͑΋͠Ε·ͤΜ͕ɺ࠷ॳ͔Β੩తղੳπʔ ϧΛಋೖ͓ͯ͘͜͠ͱͰɺ࠷௿ݶίʔυͷ඼࣭Λอ ͭࣄ͕ग़དྷΔ w ίϝϯτΛڧ੍ w ϑΥʔϚοτΤϥʔ w ෆཁͳύοέʔδΛΠϯϙʔτ͍ͯ͠ͳ͍͔

    w ٯʹඞཁͳύοέʔδΛΠϯϙʔτ͍ͯ͠Δ͔
  24. ϑϨʔϜϫʔΫ΍ϥΠϒϥϦͷબ୒ w (PݴޠͰ͸ɺඪ४ύοέʔδ͕े෼ἧͬͯΔ ҝɺϑϨʔϜϫʔΫΛ࢖Θͣγϯϓϧʹ w ඞཁʹԠͯ͡ɺύοέʔδΛબ୒֦ͯ͠ு w ྫ͑͹-PH͸6CFS͕։ൃͨ͠[BQΛ׆༻ w γϯϓϧͳϨΠϠʔυΞʔΩςΫνϟ࠾༻

    w ඞཁʹԠͯ͡σβΠϯύλʔϯΛదԠ w %*΍4FSWFJDF-PDBUPS1BUUFSOಋೖ
  25. ϨΠϠʔυΞʔΩςΫνϟ w ӈਤͷ༷ͳɺγϯϓϧͳϨΠ ϠʔυΞʔΩςΫνϟΛ࠾༻ w %%%ϥΠΫͳ-BZFSFE "SDIJUFDUVSFΛઓज़తʹ࠾༻ ͯ͠·͕͢ɺ׬ᘳͳ%%%ઃܭ Λ͍ͯ͠Δ༁Ͱ͸͋Γ·ͤΜɻ ΞϓϦέʔγϣϯ

    υϝΠϯ ΠϯϑϥετϥΫνϟ ΤϯςΟςΟ ϦϙδτϦ FUDʜ
  26. %* GVOD$POUSPMMFS \ লུ 4FSWJDF EC MPHHFS  ^ EC

    MPHHFSΠϯελϯΛ֎෦͔ Βड͚औΔ GVOD4FSWJDF  EC EC%#  M MPHHFS-PHHFS \ ^ %FQFOEFODZ*OKFDUJPOͱݺ͹ΕΔ σβΠϯύλʔϯͷҰछ ར༻͢ΔΦϒδΣΫτΛݺͼग़͠ ݩ͔Β஫ೖ͢ΔࣄͰɺૄ݁߹Խ ֎෦͔ΒΦϒδΣΫτΛ౉ͤΔΑ ͏ʹͳͬͨࣄͰɺςετ͕͠΍͢ ͘ͳΓ·͢ɻ
  27. 4FSWJDF-PDBUPS1BUUFSO GVOD$POUSPMMFS \ লུ 4FSWJDF MPDBUPS  ^ EC MPHHFSΠϯελϯΛ֎෦͔

    Βड͚औΔ GVOD4FSWJDF MPDBUPSJOUFSGBDF\ (FU%#  EC%#  (FU-PHHFS  MPHHFS-PHHFS^ \ ^ σβΠϯύλʔϯͷҰछ ஫ೖ͢Δඞཁͷ͋ΔΦϒδΣΫτ ͕૿͑ͯ΋ɺҾ਺౳Λมߋ͢Δඞ ཁ͕ͳ͘ͳΓɺςετͷࡍͳͲʹ ϞοΫʹࠩ͠ସ͑ͨΓ͢Δͷָ͕ ʹͳΔ (PݴޠͰ͸ɺ͜ͷΑ͏ʹΠϯλ ϑΣʔεΛҾ਺ͱͯ͠ఆ͓ٛͯ͠ ͘͜ͱ͕Ͱ͖Δ
  28. .',&44"*ͷΞʔΩςΫνϟ ΠϯϑϥετϥΫνϟ

  29. %PDLFS w ͩΕ͕Ͳ͜Ͱ࡞ͬͯ΋ಉ͡؀ڥΛ࠶ݱ͍ͨ͠ w ؀ڥͷಉҰੑͷ୲อ w ΞϓϦέʔγϣϯຖʹಈ࡞؀ڥΛ෼཭ͯ͠؅ཧ w ΞϓϦέʔγϣϯͷΧϓηϧԽ w

    $*Ͱ࢖ͬͨ؀ڥɺεςʔδϯάͰ֬ೝͨ͠؀ڥ Λຊ൪Ͱ΋࢖͍͍ͨ w SVOUJNF؀ڥͷҰ؏ੑ
  30. ($1Λ࢖͏ࣄʹͨ͠ཧ༝  (4VJUFͱ࿈ܞ͢ΔࣄͰɺ༰қʹݖݶ؅ཧ͕ग़དྷΔࣄʢ*".ʣ  ҙࣝ͠ͳͯ͘΋σʔλ͕஝ੵ͞ΕΔ4UBDLESJWFSͷଘࡏ  ,VCFSOFUFTαʔϏε͕ଘࡏͨ͠ࣄ  ࠓ͸"84ɺ#MVF.JYɺ"[VSFʹ΋ଘࡏ͍ͯ͠Δ 

    ΠϯϑϥΤϯδχΞෆࡏͰ΋ӡ༻͠΍͍͢
  31. ,VCFSOFUFT w %PDLFSͷΦʔέετϨʔγϣϯπʔϧͱͯ͠ɺ "84&$4($1(,& ,VCFSOFUFTʣͰɺ ,VCFSOFUFTΛ࠾༻ w બ୒౰࣌͸("&'&΋ແ͔ͬͨ w ΋͠ଘࡏ͍ͯͨ͠Β࠷ॳ͸("&'&ʹ͔ͯͨ͠

    ΋
 ˞ޙड़͢Δཧ༝ʹΑΓɺ("&(P͸બ୒Ͱ͖ͣ
  32. (PPHMF"QQ&OHJOF'MFYJCMF&OWJSPONFOU ("&'& w $SPO+PC΍ɺ1VC4VC͔Βͷ1VTIઌʢ4VCTDSJCFSʣ ͱͯ͠ར༻ w ("&'&ʹͨ͠ཧ༝͸ɺ1%'ੜ੒ʹ$ISPNF )FBEMFTT͕ඞཁ͔ͩͬͨΒ w LTͰىಈதͷίϯςφͱ$SPO+PCͰ͸ಉ͡υϝ

    ΠϯΛѻ͏ͷͰ̍ϦϙδτϦͰ؅ཧ͍ͯ͠·͢ w (PݴޠͩͱɺDNEXFCNBJOHP΍DNEDSPO NBJOHPͷ༷ʹ͓ͯ͘͜͠ͱͰϓϩηεΛ෼཭͢ Δࣄ͕ग़དྷΔ
  33. .',&44"*ͷΞʔΩςΫνϟ αʔϏεઃܭ

  34. αʔϏεઃܭ ΞϓϦέʔγϣϯͷ࣌ظ͸ γϯϓϧʹ̍ϦϙδτϦ w ࠷ॳ͔Β8&#"1*ͱ෼͚ͯ͠·͏ͱɺૣ͗ͨ͢ ࠷దʹͳͬͯ͠·͏ͱɺ݁ہ։ൃޮ཰͕௿Լ͠ ͯ͠·͏ɻ

  35. ·ͣ࠷ॳʹ։ൃͨ͠෺ ࠷௿ݶҎԼͷػೳ͕͋Ε͹ɺϏδωεΛ։࢝͢Δࣄ ͕Ͱ͖ͨͷͰɺࣾ಺πʔϧͷ։ൃ͔Βணख w اۀ৹͕ࠪग़དྷΔࣄ w औҾ৘ใͷ؅ཧ͕ग़དྷΔࣄ w ৼࠐͷҝʹܭࢉ͕Ͱ͖Δࣄ

  36. αʔϏεઃܭ ෳ਺ͷΞϓϦέʔγϣϯΛఏڙ͢ΔλΠϛϯάͰɺ ίΞυϝΠϯ΍ɺ1%'࡞੒ʹ੹೚Λ࣋ͭαʔϏεΛ ։ൃ w ্ཱͪ͛࣌ظ͸ಛʹԿ͕ڞ௨ج൫ʹͳΔ͔͸ɺ Θ͔Βͳ͍ҝɺඞཁʹԠͯ͡αʔϏε։ൃΛਐ ΊΔ

  37. αʔϏεઃܭ ͋ͨΒ͘͠αʔϏεઃܭɾ։ൃ͢Δࡍ͸ w ΞϓϦέʔγϣϯࢹ఺͚ͩͰ͸ͳ͘ɺ(P͚ͩʹ ͱΒΘΕͣɺ($1ͷ֤छαʔϏεɺ044Λҙࣝ͠ ͯ໨తʹରͯ͠దͨ͠ɺΞʔΩςΫνϟΛߟ͑ ΔΑ͏ʹ͢Δ

  38. αʔϏεઃܭ &YUFSOBM"1*

  39. 3&45"1*։ൃ 3&45"1*ͷ։ൃʹ
 HJUIVCDPNHPBEFTJHOHPBΛ࠾༻ "1*,&:ೝূ΍ɺήʔτ΢ΣΠͱͯ͠
 "1*"HHSFHBUPSͷ,POHΛ࠾༻

  40. αʔϏεઃܭ *OUFSOBM"1*

  41. *OUFSOBM"1* ίΞυϝΠϯΛऔΓѻ͏*OUFSOBM"1*ͷܦҢ w 8&#"ENJO&YUFSOBM"1*ͷ։ൃΛਐΊΔλΠϛ ϯάͰɺίΞυϝΠϯ෦෼ͷαʔϏε෼཭ͱͯ͠ ࡞੒

  42. *OUFSOBM"1* FYBNQMFQSPUP TFSWJDF(SFFUFS\ 4FOETBHSFFUJOH SQD4BZ)FMMP )FMMP3FRVFTU SFUVSOT )FMMP3FQMZ  \^

    4FOETBOPUIFSHSFFUJOH SQD4BZ)FMMP"HBJO )FMMP3FRVFTU SFUVSOT )FMMP3FQMZ \^ ^ NFTTBHF)FMMP3FRVFTU\ TUSJOHOBNF ^ NFTTBHF)FMMP3FQMZ\ TUSJOHNFTTBHF ^ 31$͸H31$Λ࠾༻ w QSPUPDPMCV⒎FS͕εΩʔϚ؅ ཧʹͳΔ w 1SPUPDPMMCV⒎FSΛݩʹαʔ ό༻ύοέʔδΛੜ੒ w QSPUPDPMCV⒎FSΛݩʹ࢖༻ݴ ޠͷΫϥΠΞϯτύοέʔ δΛ࡞Δࣄ͕ग़དྷΔ w ಺෦"1*ͷ։ൃͰ63*ઃܭΛ ͠ͳͯ͘ྑ͘ͳͬͨ
  43. αʔϏεઃܭ αʔϏεྫ

  44. αʔϏεྫ 1%'αʔϏεʣ طଘͷαʔϏε͔Β෼཭ͨ͠ܦҢ w ௚ྻͰ͸ੜ੒ʹ̍ຕʙඵ͔͔Δҝɺ਺ඦຕͰ ͸਺ඦඵ͔͔ΔͷͰɺฒྻԽΛͯ͠୹࣌ؒͰ׬ ͍ྃͤͨ͞ w 1VC4VCͱ("&ͰඇಉظతʹฒྻͰ࣮ߦͰ͖Δ Α͏ʹ͍ͨ͠

  45. ݱࡏͷΞʔΩςΫνϟ

  46. ݱࡏͷΞʔΩςΫνϟ Ϣʔβ͕ϘλϯΛԡ͢ͱɺ1VC4VCʹ1%'ੜ੒͕ඞཁͳ %BUB͕1VCMJTI͞Ε·͢

  47. ݱࡏͷΞʔΩςΫνϟ 1VC4VCͷ5PQJDΛ4VCTDSJCF ͍ͯ͠Δ("&'&ʹ%BUB͕ 1VTI͞Ε·͢

  48. ݱࡏͷΞʔΩςΫνϟ $MPVE'VODUJPOͰ΋
 ("&4&Ͱ΋ແ͍ཧ༝͸ɺ %PDLFSͷ಺෦Ͱ$ISPNFͱ (PMBOHΛ࣮ߦ͍ͯ͠Δ͔Β

  49. ݱࡏͷΞʔΩςΫνϟ ͦͯ͠ɺ("&Ͱ)5.-ੜ੒ɺ $ISPNFͰ1%'ੜ੒ͨ͠ޙʹɺ $MPVE4UPSBHFʹ6QMPBE ࠷ޙʹɺ݁Ռ௨஌༻5PQJDʹ 1VCMJTI

  50. ݱࡏͷΞʔΩςΫνϟ ݁Ռ5PQJD͔Β1VTIΛ("& Ͱड͚ͯ%#ͷεςʔλεΛ มߋ

  51. ݱࡏͷΞʔΩςΫνϟ ࠷ޙ͸ɺ1%'Λ4FOE(SJEܦ༝Ͱૹ৴

  52. ݱࡏͷΞʔΩςΫνϟ ޙ͸ɺൃߦ೔ࢦఆ΋ग़དྷΔͷͰɺ("&$SPOͰಈ͔ͯ͠ɺ 1VC4VCʹ1VCMJTI Ҏ߱ͷϑϩʔ͸ಉ͡

  53. ݱࡏͷΞʔΩςΫνϟ (,&ͱ("&ͷΞϓϦέʔγϣ ϯ͸ಉ͡αʔϏεͳͷͰɺ̍ ϦϙδτϦʹͭͷ$.%Λ࡞ ੒ͯ͠ɺυϝΠϯ૚Λڞ༗͠ ͍ͯ·͢

  54. .',&44"*ͷΞʔΩςΫνϟ ৘ใ؅ཧʢ$POpH4FDSFUʣ

  55. ৘ใ؅ཧʢ$POpH4FDSFUʣ 1SPEVDUJPO4UBHJOH%FWFMPQNFOUͳͲͷ؀ڥຖ ʹมΘΔઃఆ஋ͷ؅ཧ w ىಈ࣌ʹಡΈࠐΊͨΒྑ͍ͷͰϑΝΠϧԽ w ΦϒδΣΫτͷߏ଄ʹ߹Θ͍ͤͨ:".-Խ w ΞϓϦέʔγϣϯͱઃఆ஋͸Ұॹʹૢ࡞͍ͨ͠ ͷͰɺҰॹʹϦϙδτϦ؅ཧ

  56. ৘ใ؅ཧ$POpH FOWJSPONFOU
 cEFWFMPQNFOU ccDPOpHZNM cQSPEVDUJPO ccDPOpHZNM cTUBHJOH cDPOpHZNM &OWJSPONFOUຖͷ֤ϑΝΠϧΛ؀ڥຖʹ؅ཧ

  57. ৘ใ؅ཧ$POpH &OWJSPONFOUຖͷઃఆϑΝΠϧ DPOpHZNM NBJM UZQFTFOEHSJE TFOEHSJE BQJ@LFZ MPHHFS MFWFMJOGP TFOUSZ

    ETOIUUQTYYYYYYYYY
  58. ৘ใ؅ཧ$POpH $POpHʹରԠͨ͠ΦϒδΣΫτߏ଄ମ ZBNMzIPHFz͸$POpHϑΝΠϧ͔Βநग़ TFDSFUzIPHFz͸4FDSFUϑΝΠϧ͔Βநग़ UZQF$POpHTUSVDU\ .BJMTUSVDU\ 5ZQFTUSJOHAZBNMzUZQFzA 4FOE(SJETUSVDU\ "1*,FZATFDSFUzTFOEHSJEBQJLFZzA ^

    ^
  59. ৘ใ؅ཧ4FDSFU w 4FDSFU͸ΞϓϦέʔγϣϯͱ͸෼཭ͯ͠؅ཧ w σϓϩΠ࣌ʹLTTFDSFUʹ௥Ճͯ͠Δ w Լه͸ྫ LVCFDUMDSFBUFTFDSFUHFOFSJDBQQTFDSFUa ŠGSPNpMFTFDSFUZNMQBUIUPMPDBMTFDSFUZNM

  60. ৘ใ؅ཧ4FDSFU DPOUBJOFST OBNFIPHF JNBHFIPHF DPNNBOE<DPOG DPOpHZNM TFDSFU TFDSFUZNM> WPMVNF.PVOUT OBNFIPHFTFDSFU

    NPVOU1BUITFDSFU SFBE0OMZUSVF
 WPMVNFT OBNFIPHFTFDSFU TFDSFU TFDSFU/BNFIPHFTFDSFU EFGBVMU.PEF
  61. ৘ใ؅ཧ4FDSFUల๬ ల๬ͱͯ͠͸ɺ4FDSFU.BOBHFNFOU5PPMʢྫ͑͹ )BTIJDPSQ7BVMU Λ࢖ͬͯ (,&΍ɺ("&ͷΑ͏ʹϚωʔδυαʔϏε͕มΘͬ ͯ΋"1*ܦ༝Ͱൿີ৘ใΛऔಘͰ͖ΔΑ͏ʹ 7BVMU ,41PET ("&"QQMJDBUJPO

  62. .',&44"*ͷΞʔΩςΫνϟ ։ൃɾӡ༻ࢧԉπʔϧ

  63. ։ൃɾӡ༻ࢧԉπʔϧ w ($1Ͱ͸σϑΥϧτͰ4UBDL%SJWFSͷԸܙΛड͚ Δࣄ͕ग़དྷΔ w -PHHJOH ϩάϏϡʔΞʣ w ϩά؂ࢹ͸Ͱ͖Δ͕ɺᮢ஋൑ఆ͕೉͍͠ w

    &SSPS3QPSUJOHʢΤϥʔ؂ࢹʣ w Τϥʔ௨஌͕ॳճ̍ճ͚͔ͩ͠Ͱ͖ͳ͍ w .POJUPSJOHʢϦιʔε؂ࢹʣ w ($1ͷαʔϏεϞχλϦϯάʹ͸ຬ଍͕ͩɺ (,&ͷ1PETϨϕϧͰϞχλϦϯά͍ͨ͠
  64. ։ൃɾӡ༻ࢧԉπʔϧ w ࣮ࡍʹӡ༻࢓ग़͔ͯ͠Β͸ɺ෺଍Γͳ͘ͳͬͯ ͖ͨͷͰ࠷ۙͰ͸ w &SSPS3FQPSUJOH͔Β4FOUSZʹ w ,VCFSOFUFTͷNPOJUPSJOHΛɺ%BUB%PHʹ w %BUB%PHͷLTαϙʔτ͸͍͢͝

  65. .',&44"*ͷΞʔΩςΫνϟ ݱࡏͷνʔϜʹ͍ͭͯ

  66. ݱࡏͷνʔϜʹ͍ͭͯ ݱࡏԼهͷϝϯόʔͰɺεΫϥϜ։ൃΛऔΓೖΕͯ ·͢ɻ w ݩϚωʔϑΥϫʔυ3BJMTΤϯδχΞ໊̎ w લ৬(PΤϯδχΞ໊̏ w ϑϩϯτΤϯυ໊̍ w

    σβΠφ໊̎
  67. ະདྷͷνʔϜʹ͍ͭͯ ࠾༻Ͱ͸ɺ(P͕ॻ͚ΔࣄΑΓ͸ɺࠓ·Ͱͷ։ൃܦ ݧ΍ɺϨΠϠʔઃܭɺσβΠϯύλʔϯɺυϝΠϯ ઃܭͳͲݴޠʹؔΘΒͣ։ൃʹ׆͔ͤΔ஌ࣝΛٻ Ί͍ͯ·͢ɻ
 ˞·ͩ·ͩ(PQIFS͸ଟ͍Α͏Ͱগͳ͍Ͱ͢͠Ͷ

  68. ະདྷͷνʔϜʹ͍ͭͯ ฐࣾͰ͸ΞϓϦέʔγϣϯΤϯδχΞɺΠϯϑϥΤ ϯδχΞͱ໾ׂͱͯ͠͸෼͚͍ͯ·͕͢ɺ໾ׂʹด ͡Δ͜ͱͳ͘ɺܦݧ΍ҙݟ͍ͯ͘͜͠ͱ͕Ͱ͖͍ͯ ·͢ɻ ઈࢍ࠾༻தͰ͢ʂʂ IUUQTXXXXBOUFEMZDPNQSPKFDUT

  69. ࠷ޙʹ ͋Γ͕ͱ͏͍͟͝·ͨ͠ɻ