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マルチテナントSaaSにおけるAmazon QuickSightの活用例

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September 26, 2022
Programming
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マルチテナントSaaSにおけるAmazon QuickSightの活用例

BigData-JAWS 勉強会#21の登壇資料です。
https://jawsug-bigdata.connpass.com/event/257903/

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shogo452

September 26, 2022
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Transcript

  1. #JH%BUB+"84ษڧձ Ϛϧνςφϯτ4BB4ʹ͓͚Δ "NB[PO2VJDL4JHIUͷ׆༻ྫ  4IPHP5BOBLB!TIPHP@@

  2. $PQZSJHIU˜TUNO JOD"MMSJHIUTSFTFSWFE ࣗݾ঺հ 2 Shogo Tanaka GitHub @shogo452 / Twitter

    @shogo__452 2021.2 גࣜձࣾελϝϯʹೖࣾ ॴଐɿνʔϜͶ͗· ؙͷ্ʹࣗ෼ͷࣸਅΛ υϥοάˍυϩοϓ

  3. $PQZSJHIU˜TUNO JOD"MMSJHIUTSFTFSWFE ΞδΣϯμ 3  ձࣾɾࣄۀ঺հ  ΧελϜμογϡϘʔυػೳͷ։ൃ  "NB[PO2VJDL4JHIUͷ֓ཁ

     ΧελϜμογϡϘʔυػೳͷΞʔΩςΫνϟ  "NB[PO2VJDL4JHIUͷΞϓϦέʔγϣϯ΁ͷຒΊࠐΈ  -BNCEBؔ਺ͷ׆༻ྫ  $MPVE8BUDIؔ਺ͷ׆༻ྫ  ӡ༻ͷޮ཰Խ  ·ͱΊ

  4. ձࣾɾࣄۀ঺հ

  5. $PQZSJHIU˜TUNO JOD"MMSJHIUTSFTFSWFE ձࣾ֓ཁ 5 w ໊ࣾɿגࣜձࣾελϝϯ w ઃཱɿ೥݄೔ w ॴࡏ஍

    ຊࣾ ɿ໊ݹ԰ࢢதଜ۠Լ޿Ҫொ w ڌ఺ɿח૔ࢧࣾେࡕࢧࣾ w ୅දऀɿՃ౻ް࢙ w ैۀһ਺ɿ໊ ೥݄຤࣌఺ͷਖ਼ࣾһ਺  w ࢿຊۚɿԯສԁ w ࣄۀ಺༰ɿʮ56/"(ʯ͓Αͼʮ'"/54ʯͷاըɾ։ൃɾӡӦ

  6. $PQZSJHIU˜TUNO JOD"MMSJHIUTSFTFSWFE ࣄۀ঺հ 6 ʮ56/"(ʯ͸ɺ4BB4Ϟσϧͷʮࣾ಺੍౓ӡ༻Ϋϥ΢υʯͱ ʮ૊৫ίϯαϧςΟϯάʯΛϫϯετοϓαʔϏεͱͯ͠ఏڙ͠ɺ ސ٬ͷ૊৫՝୊ʹߩݙ͢ΔΤϯήʔδϝϯτܦӦϓϥοτϑΥʔϜ ΤϯήʔδϝϯτܦӦΛ࣮ફ͢ΔͨΊͷπʔϧ ΧελϚʔαΫηεͷ׆༻ࢧԉ

  7. $PQZSJHIU˜TUNO JOD"MMSJHIUTSFTFSWFE ओཁը໘ 7 ʲ੍౓Ұཡʳ ॏཁͳऔΓ૊Έ΍ࣾ಺ͷจԽΛ ՄࢹԽ ʲλΠϜϥΠϯʳ ձࣾ΍ਓͷಈ͖Λ ϦΞϧλΠϜʹڞ༗

    ʲ૊৫Ұཡʳ ͲͷΑ͏ͳ૊৫ɾਓ͕͍Δͷ͔Λ ՄࢹԽ ૊৫΍ਓͷ৘ใΛ஌Δ͖͔͚ͬΛͭ͘Δͭͷը໘

  8. $PQZSJHIU˜TUNO JOD"MMSJHIUTSFTFSWFE 56/"(ͷར༻ͷྲྀΕ 8 ੍౓Λઃܭ ੍౓Λར༻ λΠϜϥΠϯͰڞ༗ αϯΫεΧʔυ੍౓ͷར༻ͷྲྀΕ ʰࣾ಺੍౓ʱΛઃܭɾӡ༻͠ɺࣾ಺ίϛϡχέʔγϣϯΛ׆ੑԽ

  9. ΧελϜμογϡϘʔυػೳͷ։ൃ

  10. $PQZSJHIU˜TUNO JOD"MMSJHIUTSFTFSWFE ΧελϜμογϡϘʔυػೳͷ։ൃഎܠ 10 ैۀһΤϯήʔδϝϯτΛܦӦઓུ΍ۀ੷ʹܨ͛ΔͨΊʹɺ ໨తʹԠͯ͡ಠࣗͷ෼ੳμογϡϘʔυΛઃܭ͍ͨ͠ͱ͍͏੠Λ ଟ͍͍͍ͨͩͯͨ͘ɻ ैདྷ͔Βఏڙ͍ͯ͠ΔμογϡϘʔυ

  11. $PQZSJHIU˜TUNO JOD"MMSJHIUTSFTFSWFE ΧελϜμογϡϘʔυػೳͷ֓ཁ 11 w56/"(ͷར༻ঢ়گΛಋೖاۀ༷͝ͱʹΧελϚΠζͯ͠ ࢹ֮ԽͰ͖ΔʮΧελϜμογϡϘʔυػೳʯΛ։ൃɻ w࠷খݶͷ։ൃ޻਺ͰͷఏڙΛ໨ࢦ͠ɺ#*πʔϧΛ׆༻ɻ "NB[PO2VJDL4JHIU ɾطଘͷΠϯϑϥ؀ڥͱͷ਌࿨ੑ͕ߴ͍ ɾ"1*ʹΑΔ࿈ܞ͕Մೳ

    ΧελϜμογϡϘʔυ

  12. "NB[PO2VJDL4JHIUͷ֓ཁ

  13. $PQZSJHIU˜TUNO JOD"MMSJHIUTSFTFSWFE ΞΧ΢ϯτ 13 ؅ཧऀ "%.*/ ࡞੒ऀ "65)03 Ӿཡऀ 3&"%&3

    ɾμογϡϘʔυͷ࡞੒ ɾυϧ݄˞ ɾμογϡϘʔυͷӾཡ ɾ࠷େυϧ݄˞ ɾ֤छઃఆͷมߋ ɾμογϡϘʔυͷ࡞੒ ɾυϧ݄˞ ˞&OUFSQSJTF൛݄ܖ໿ͷ৔߹

  14. $PQZSJHIU˜TUNO JOD"MMSJHIUTSFTFSWFE Ξηοτ 14 σʔλιʔε σʔληοτ ෼ੳ μογϡϘʔυ ެ։ ࢹ֮Խ

    ɾμΠϨΫτΫΤϦ ɾ41*$&Πϯϙʔτ

  15. $PQZSJHIU˜TUNO JOD"MMSJHIUTSFTFSWFE Ξηοτᶃɿσʔλιʔε 15 ෼ੳ༻ͷσʔλͷιʔεɻϑΝΠϧͷΞοϓϩʔυɺ "84಺֎ͷαʔϏεͱͷ઀ଓ͕Մೳɻ σʔλιʔεͷ઀ଓઌྫ

  16. $PQZSJHIU˜TUNO JOD"MMSJHIUTSFTFSWFE Ξηοτᶄɿσʔληοτ 16 σʔλιʔεͷ೚ҙͷςʔϒϧΛݩʹ࡞੒͢Δ෼ੳ༻ͷσʔλɻ ΧελϜ42-΍ܭࢉϑΟʔϧυΛ༻͍ͯΧελϚΠζ͕Մೳɻ σʔληοτͷฤूը໘ ܭࢉϑΟʔϧυʹ͍ͭͯ͸ɺͪ͜ΒͷهࣄͰ঺հ͍ͯ͠·͢👆

  17. $PQZSJHIU˜TUNO JOD"MMSJHIUTSFTFSWFE Ξηοτᶅɿ෼ੳ 17 ϏδϡΞϧͱݺ͹ΕΔσʔληοτΛݩʹ࡞੒ͨ͠άϥϑ΍ ςʔϒϧͳͲͷཁૉ܈ɻ ෼ੳͷฤूը໘

  18. $PQZSJHIU˜TUNO JOD"MMSJHIUTSFTFSWFE ΞηοτᶆɿμογϡϘʔυ 18 ෼ੳΛμογϡϘʔυͱͯ͠ެ։ͯ͠࡞੒ɻ ෳ਺γʔτԽɾ&ϝʔϧૹ৴ɾҹ࡮ɾ1%'ग़ྗͳͲ͕Մೳɻ ެ։͞ΕͨμογϡϘʔυ

  19. $PQZSJHIU˜TUNO JOD"MMSJHIUTSFTFSWFE Ϣʔβʔ؅ཧํ๏ᶃɿάϧʔϓ 19 Ұ࿈ͷϢʔβʔΛάϧʔϓʹॴଐͤ͞Δ͜ͱͰɺ ΞΫηεݖݶΛ؅ཧͰ͖Δɻ άϧʔϓΛ࢖༻ͨ͠৔߹ͷ؀ڥߏ੒ਤ

  20. $PQZSJHIU˜TUNO JOD"MMSJHIUTSFTFSWFE Ϣʔβʔ؅ཧํ๏ᶄɿ໊લۭؒ 20 ΫϥΠΞϯτɺࢠձࣾɺνʔϜͳͲΛ੔ཧ͢ΔͨΊʹ ࢖༻͢Δ࿦ཧίϯςφɻ ໊લۭؒΛ࢖༻ͨ͠৔߹ͷ؀ڥߏ੒ਤ

  21. $PQZSJHIU˜TUNO JOD"MMSJHIUTSFTFSWFE άϧʔϓͱ໊લۭؒͷ࡞੒ํ๏ w໊લۭؒ͸$SFBUF/BNFTQBDF"1*Ͱ࡞੒Մೳɻ wάϧʔϓ͸$SFBUF(SPVQ"1*PS2VJDL4JHIUίϯιʔϧͰ ࡞੒Մೳɻ $SFBUF/BNFTQBDF"1* $SFBU(SPVQ"1* 2VJDL4JHIUίϯιʔϧάϧʔϓ࡞੒ը໘

  22. $PQZSJHIU˜TUNO JOD"MMSJHIUTSFTFSWFE άϧʔϓͱ໊લۭؒͷൺֱ 22 w͍ͣΕ΋Ϣʔβʔ΋͘͠͸άϧʔϓผʹ"1*ͳͲΛ༻͍ͯ ֤Ξηοτ΁ͷΞΫηεݖݶΛઃఆՄೳ wϚϧνςφϯτߏ੒ͷ৔߹ɺ໊લۭؒͷར༻͕ਪ঑͞Ε͍ͯΔ quicksight:DescribeDataSet quicksight:DescribeDataSetPermissions quicksight:PassDataSet

    quicksight:DescribeIngestion quicksight:ListIngestions quicksight:UpdateDataSet quicksight:DeleteDataSet quicksight:CreateIngestion quicksight:CancelIngestion quicksight:UpdateDataSetPermissions ฤूݖݶͷΞΫγϣϯ܈ ӾཡݖݶͷΞΫγϣϯ܈ σʔληοτ "65)03 3&"%&3 σʔληοτͷ৔߹ 6QEBUF%BUBTFU1FSNJTTJPOT"1*ͰࢦఆͰ͖Δ"DUJPOT "65)03 "65)03 "65)03 "65)03 σϑΥϧτͷ໊લۭؒ άϧʔϓ" άϧʔϓ# ໊લۭؒ" ໊લۭؒ# ެ։Մೳ 🙆 ެ։ෆՄ 🙅 ✕ άϧʔϓͷ৔߹ ໊લۭؒͷ৔߹

  23. $PQZSJHIU˜TUNO JOD"MMSJHIUTSFTFSWFE 41*$& 4VQFSGBTU 1BSBMMFM *ONFNPSZ$BMDVMBUJPO&OHJOF 23 σʔληοτΛ࡞੒͢Δࡍʹར༻ՄೳͳΠϯϝϞϦΤϯδϯ w"65)03΋͘͠͸"%.*/ͷΞΧ΢ϯτͭʹ͖ͭ (#ͷ༰ྔׂ͕Γ౰ͯΒΕΔɻ

    wίετɿυϧ(# 2VJDL4JHIUίϯιʔϧͷ41*$&؅ཧը໘

  24. ΧελϜμογϡϘʔυػೳͷ ΞʔΩςΫνϟ

  25. $PQZSJHIU˜TUNO JOD"MMSJHIUTSFTFSWFE શମΞʔΩςΫνϟ 25 ໊લۭؒΛ༻͍ͨ Ϛϧνςφϯτߏ੒Λ࠾༻

  26. $PQZSJHIU˜TUNO JOD"MMSJHIUTSFTFSWFE શମΞʔΩςΫνϟ 26 ᶃσʔλιʔεͷ४උ wϚελʔσʔλɿϢʔβʔɾ෦ॺͳͲͷ৘ใ 㱺"VSPSBͱ઀ଓ wτϥϯβΫγϣϯσʔλɿ౤ߘɺ౤ߘͷطಡFUD 㱺%#΁ͷෛՙΛߟྀ͠ɺ"UIFOBͱ઀ଓ 㱺طଘͷ&5-ج൫Ͱ४උ͞ΕͨσʔλΛ࢖༻

  27. $PQZSJHIU˜TUNO JOD"MMSJHIUTSFTFSWFE શମΞʔΩςΫνϟ 27 ݁߹ͨ͠σʔληοτͷྫ  ϢʔβʔผͷαϯΫεΧʔυૹ෇਺ ᵓαϯΫεૹ෇਺ ᵓϢʔβʔ ૹ෇ऀ

     ᵓ෦ॺº໾৬ ᵓϢʔβʔηάϝϯτ ᵓ੍౓ ᵋϢʔβʔ डྖऀ ᶄᶅΞηοτͷ࡞੒ wϚελʔσʔλͱτϥϯβΫγϣϯσʔλͷ ֤σʔληοτΛ૊Έ߹Θͤͯ݁߹͠ɺࢦඪผͷ σʔληοτΛ࡞੒ w෼ੳΛ࡞੒͠ɺμογϡϘʔυ΁ެ։ ໊લۭؒΛ༻͍ͨ Ϛϧνςφϯτߏ੒Λ࠾༻ 👆 ਖ਼نԽ͞Εͨσʔληοτ

  28. $PQZSJHIU˜TUNO JOD"MMSJHIUTSFTFSWFE શମΞʔΩςΫνϟ 28 ᶆ56/"(ͷ؅ཧը໘΁ຒΊࠐΈ w3&"%&3μογϡϘʔυ w"65)03μογϡϘʔυฤूը໘

  29. $PQZSJHIU˜TUNO JOD"MMSJHIUTSFTFSWFE શମΞʔΩςΫνϟ 29 ᶇᶈσʔληοτͷߋ৽ wఆظߋ৽ ຖே࣌ʹ&WFOU#SJEHF͕ߋ৽༻ͷ-BNCEBؔ਺Λىಈ wଈ࣌ߋ৽ Ϣʔβʔ͕ߋ৽ϘλϯΛԡԼ 㱺ߋ৽༻ͷ-BNCEBؔ਺͕ىಈ

    👆

  30. "NB[PO2VJDL4JHIUͷ ΞϓϦέʔγϣϯ΁ͷຒΊࠐΈ

  31. $PQZSJHIU˜TUNO JOD"MMSJHIUTSFTFSWFE 4%,Λ༻͍ͨຒΊࠐΈ 31  "844%,GPS3VCZΛ༻͍ͨຒΊࠐΈ༻63-ͷऔಘ "NB[PO2VJDL4JHIU&NCFEEJOH4%,Λ༻͍ͯຒΊࠐΈ 👆 (FOFSBUF&NCFE6SM'PS3FHJTUFSFE6TFS"1*Λ࢖༻ 👈

    औಘͨ͠ຒΊࠐΈ༻63-Λ࢖༻

  32. $PQZSJHIU˜TUNO JOD"MMSJHIUTSFTFSWFE Ӿཡը໘ͷຒΊࠐΈ 32 3&"%&3ɿ56/"(؅ཧը໘ʹμογϡϘʔυΛຒΊࠐΈ

  33. $PQZSJHIU˜TUNO JOD"MMSJHIUTSFTFSWFE ฤूը໘ͷຒΊࠐΈ 33 "65)03ɿฤूϘλϯΛ഑ஔ㱺෼ੳͷฤूը໘ʹભҠ ฤूϘλϯ 👆

  34. $PQZSJHIU˜TUNO JOD"MMSJHIUTSFTFSWFE ฤूը໘ͷຒΊࠐΈ 34 "65)03ɿ෼ੳͷฤूը໘ΛຒΊࠐΈ 56/"(ͷ؅ཧը໘্Ͱ෼ੳΛฤूՄೳ👏

  35. -BNCEBؔ਺ͷ׆༻ྫᶃ σʔληοτͷࣗಈߋ৽

  36. $PQZSJHIU˜TUNO JOD"MMSJHIUTSFTFSWFE  ఆظߋ৽ σʔληοτͷߋ৽ͷ՝୊ͱχʔζ 36 ՝୊ طଘͷεέδϡʔϧߋ৽ػೳ͸ɺ2VJDL4JHIUίϯιʔϧ͔Β ౎౓ઃఆ͕ඞཁɻϢʔβʔ͕σʔληοτΛ࡞੒ͨ͠ࡍͷઃఆ͕ ࿙Ε΍͍͢ɻ

    χʔζ ຖ೔56/"(্ʹར༻σʔλ͕஝ੵ͞ΕΔͨΊɺ ࠷৽ͷར༻σʔλ͕ຖ೔൓ө͞ΕΔΑ͏ʹ͍ͨ͠ɻ 2VJDL4JHIUίϯιʔϧߋ৽εέδϡʔϧ࡞੒ը໘

  37. $PQZSJHIU˜TUNO JOD"MMSJHIUTSFTFSWFE  ଈ࣌ߋ৽ σʔληοτͷߋ৽ͷ՝୊ͱχʔζ 37 ՝୊ 2VJDL4JHIUίϯιʔϧ͔Βʮࠓ͙͢ߋ৽ʯͷԡԼ͕ඞཁɻ શσʔληοτΛߋ৽͠Α͏ͱ͢Δͱ2VJDL4JHIUίϯιʔϧ Ͱͷ࡞ۀͷ޻਺େɻ

    χʔζ ɾϢʔβʔ৘ใɺ෦ॺͷॴଐ৘ใ͕มߋ͞Εͨ৔߹ʹଈ࣌ʹ ෼ੳʹ൓ө͍ͨ͠ɻ ɾଈ࣌ߋ৽Λ56/"(ͷ؅ཧը໘͔ΒϢʔβʔૢ࡞Ͱ͖ΔΑ͏ʹ ͍ͨ͠ɻ 👆 2VJDL4JHIUίϯιʔϧσʔληοτৄࡉը໘ ൈਮ

  38. $PQZSJHIU˜TUNO JOD"MMSJHIUTSFTFSWFE  ਖ਼نԽ͞Εͨσʔληοτ΋͘͠͸݁߹ͯ͠࡞੒͞Εͨ σʔληοτͷߋ৽ʹ͓͍ͯɺਖ਼نԽ͞ΕͨσʔληοτΛ ߋ৽ͨ͠ޙʹ݁߹ࡁΈͷσʔληοτΛߋ৽͢ΔΑ͏ʹ͍ͨ͠ɻ    

       41*$&σʔλߋ৽࣌ʹ"VSPSB΋͘͠͸"UIFOB΁ͷ ଟॏϦΫΤετΛ࠷খݶʹ͍ͨ͠ɻ ࣗಈߋ৽ͷཁ݅ 38 㱺͜ΕΒͷཁ݅Λຬͨࣗ͢ಈߋ৽ͷ࢓૊ΈΛߏங

  39. $PQZSJHIU˜TUNO JOD"MMSJHIUTSFTFSWFE ࣗಈߋ৽ͷΞʔΩςΫνϟ 39

  40. $PQZSJHIU˜TUNO JOD"MMSJHIUTSFTFSWFE ࣗಈߋ৽ͷΞʔΩςΫνϟ 40 w&$4λεΫ͕ىಈ w56/"(Ͱσʔλม׵ͷॲཧΛ࣮ߦ w56/"(͔Β-BNCEBؔ਺ͦͷΛىಈ

  41. $PQZSJHIU˜TUNO JOD"MMSJHIUTSFTFSWFE ࣗಈߋ৽ͷΞʔΩςΫνϟ 41 -BNCEBؔ਺ͦͷ w"1*Ͱσʔληοτͷ৘ใऔಘ wσʔληοτಉ࢜ͷґଘؔ܎Λղܾ wσʔληοτ*%Λߋ৽ॱʹ഑ྻԽ w-BNCEBؔ਺ͦͷΛىಈ

  42. $PQZSJHIU˜TUNO JOD"MMSJHIUTSFTFSWFE ࣗಈߋ৽ͷΞʔΩςΫνϟ 42 -BNCEBؔ਺ͦͷ wͭͷؔ਺ͰσʔληοτͭΛ"1*Ͱߋ৽ w࠷ॳͷߋ৽͕׬ྃ͢Δͱ഑ྻͷ࣍ͷ൪஍ͷσʔληοτΛ ߋ৽͢ΔͨΊʹ਺चͭͳ͗ঢ়ʹؔ਺ͦͷΛىಈ 㱺"VSPSB΁ͷಉ࣮࣌ߦ਺Λ௿ݮ w࠷ޙͷ൪஍ͷσʔληοτͷߋ৽͕׬ྃ࣍ୈɺ

    4/4ܦ༝Ͱ56/"(ʹ௨஌

  43. -BNCEBؔ਺ͷ׆༻ྫᶄ ໊લۭؒผͷ41*$&࢖༻ྔͷ؂ࢹ

  44. $PQZSJHIU˜TUNO JOD"MMSJHIUTSFTFSWFE  ໊લۭؒผʹ41*$&ͷ࢖༻ྔΛ೺Ѳ͍ͨ͠      

      ҙਤͤͣେ༰ྔͷσʔληοτ͕࡞੒͞Εɺಛఆͷ໊લۭؒ Ͱ41*$&༰ྔΛେ෯ʹઐ༗͞Εͨ৔߹ʹؾ͖͍ͮͨ 41*$&࢖༻ྔͷ೺Ѳͷχʔζ 44 wͭͷ"84ΞΧ΢ϯτͷ2VJDL4JHIU؀ڥͷ41*$&༰ྔ໊͕લ ۭؒΛԣஅͯ͠࢖༻͞ΕΔɻ w2VJDL4JHIUίϯιʔϧͰ͸໊લۭؒผͷ41*$&࢖༻ྔ͸ ֬ೝͰ͖ͳ͍ɻ 㱺41*$&ͷ࢖༻ྔΛ؂ࢹ͢Δ࢓૊ΈΛߏங

  45. $PQZSJHIU˜TUNO JOD"MMSJHIUTSFTFSWFE 41*$&࢖༻ྔͷ؂ࢹͷ࢓૊Έ 45 ؂ࢹͷΞʔΩςΫνϟ $MPVE8BUDIͷμογϡϘʔυ 👇 ໊લۭؒผͷ41*$&ͷ࢖༻ྔ 👇 "65)03ਓ͋ͨΓͷ41*$&ͷ࢖༻ྔ

  46. $MPVE8BUDIͷ׆༻ྫ

  47. $PQZSJHIU˜TUNO JOD"MMSJHIUTSFTFSWFE μογϡϘʔυͷύϑΥʔϚϯε 47 μογϡϘʔυͷಡΈࠐΈ͕࣌ؒ஗͍ 㱺ύϑΥʔϚϯεΛݟ͑ΔԽ͢Δํ๏Λ໛ࡧ

  48. $PQZSJHIU˜TUNO JOD"MMSJHIUTSFTFSWFE ύϑΥʔϚϯεͷ؂ࢹ 48 ɺ$MPVE8BUDIϝτϦΫεͰ2VJDL4JHIUͷύ ϑΥʔϚϯεΛϞχλϦϯάՄೳʹʂ ϝτϦΫε໊ ಺༰ *OHFUJPO&SSPS$PVOU σʔλऔΓࠐΈΤϥʔͷճ਺

    *OHFTUJPO*OWPDBUJPO$PVOU σʔλऔΓࠐΈճ਺ *OHFTUJPO-BUFODZ σʔλऔΓࠐΈ଎౓ *OHFTUJPOSPX$PVOU σʔλऔΓࠐΈߦ਺ %BTICPBSE7JFX$PVOU μογϡϘʔυͷදࣔճ਺ %BTICPBSE7JFX-PBE5JNF μογϡϘʔυͷදࣔ଎౓ 7JTVBM-PBE5JNF ϏδϡΞϧͷදࣔ଎౓ 7JTVBM-PBE&SSPS$PVOU ϏδϡΞϧͷදࣔΤϥʔͷճ਺ 2VJDL4JHIUͷϝτϦΫεҰཡ

  49. $PQZSJHIU˜TUNO JOD"MMSJHIUTSFTFSWFE ύϑΥʔϚϯεͷ؂ࢹ 49 ʮ.POJUPSZPVS"NB[PO2VJDL4JHIUEFQMPZNFOUTVTJOHUIFOFX"NB[PO $MPVE8BUDIJOUFHSBUJPOʯΛࢀߟʹɺύϑΥʔϚϯε֬ೝ༻ͷ$8μογϡϘʔυΛ࡞੒ μογϡϘʔυ࡞੒ྫ ࠓޙɺύϑΥʔϚϯεվળͰ ׆༻༧ఆʂ

  50. ӡ༻ͷޮ཰Խᶃ ΧελϜ42-ͷ؅ཧ

  51. $PQZSJHIU˜TUNO JOD"MMSJHIUTSFTFSWFE ΧελϜ42-ͷ؅ཧ 51 ΧελϜ42-ΛςφϯτΛԣஅͯ͠ڞ༻͢Δʹ͋ͨΓɺ ΧελϜ42-ͷ؅ཧ͕ඞཁͱͳͬͨ w൚༻తʹ࢖͍͍ͨ wҙਤ͠ͳ͍มߋΛ๷͍͗ͨ wߋ৽͢ΔࡍͷखؒΛݮΒ͍ͨ͠ ΧελϜ42-ฤूը໘

  52. $PQZSJHIU˜TUNO JOD"MMSJHIUTSFTFSWFE :".-ϑΝΠϧʹΑΔΧελϜ42-ͷ؅ཧ 52 w:".-ϑΝΠϧͰఆܗԽ wϦϙδτϦ؅ཧ wߋ৽࣌͸"84$-*ܦ༝Ͱมߋ :".-ϑΝΠϧͷྫ

  53. ӡ༻ͷޮ཰Խᶄ ॳظηοτΞοϓͷࣗಈԽ

  54. $PQZSJHIU˜TUNO JOD"MMSJHIUTSFTFSWFE ॳظηοτΞοϓ࡞ۀͷ޻਺ංେԽ 54 w৽نར༻ʹ޲͚ͨॳظηοτΞοϓʹ ࣾ͋ͨΓ࠷௿͔͔͍࣌ؒͬͯͨ wϢʔβʔ௥Ճ΍ɺ"65)03΁ͷมߋ͸શͯΤϯδχΞ͕ "84$-*ܦ༝Ͱ࣮ߦ σʔληοτͷ݁߹࡞ۀͷྫ

  55. $PQZSJHIU˜TUNO JOD"MMSJHIUTSFTFSWFE ॳظηοτΞοϓͷࣗಈԽ 55 👆 ໊લۭؒɺϢʔβʔɺσʔληοτɺ෼ੳΛࣗಈ࡞੒ "844%,3VCZΛ׆༻͠ɺॳظηοτΞοϓΛػೳԽ ΫϦοΫ ͔͔͍࣌ؒͬͯͨॳظηοτΞοϓ࡞ۀ͕ ਺ඵ·Ͱ୹ॖ🎉

  56. $PQZSJHIU˜TUNO JOD"MMSJHIUTSFTFSWFE ॳظηοτΞοϓͷࣗಈԽ 56 👆 👆 Ϣʔβʔͷ৽ن௥Ճɺ"65)03΁ͷมߋ΋ࣗಈԽ ฤूݖݶͷ෇༩ ৽نϢʔβʔͷ௥Ճ

  57. ӡ༻ͷޮ཰Խᶅ "84$-*Λ׆༻ͨ͠εΫϦϓτूͷ࡞੒

  58. $PQZSJHIU˜TUNO JOD"MMSJHIUTSFTFSWFE ৘ใͷऔಘͷޮ཰Խͷχʔζ 58  Ξηοτಉ࢜ͷؔ܎ੑͷ೺Ѳ w֤Ξηοτͷؔ܎ੑΛ໢ཏతʹ֬ೝ͍ͨ͠ɻ ɾͲͷ෼ੳ͕ͲͷμογϡϘʔυʹެ։͞Ε͍ͯΔͷ͔ ɾͲͷσʔληοτ͕Ͳͷ෼ੳʹ࢖༻͞Ε͍ͯΔͷ͔ ɾͲͷσʔληοτ͕݁߹͞Ε͍ͯΔͷ͔

    wΞηοτͷؔ܎ੑΛπϦʔߏ଄Ͱݟ΍͘͢ද͍ࣔͨ͠ σʔληοτͷ෼ྨɾҰཡԽ wͲͷ໊લۭؒʹଐ͍ͯ͠Δ͔ΛҰཡԽ͍ͨ͠ w֤σʔληοτͷ41*$&ͷ࢖༻ྔΛҰཡԽ͍ͨ͠ 㱺ޮ཰Խ༻ͷεΫϦϓτΛ࡞੒

  59. $PQZSJHIU˜TUNO JOD"MMSJHIUTSFTFSWFE εΫϦϓτूͷ࡞੒ 59 ೖྗྫ ग़ྗྫ ग़ྗྫ ೖྗྫ Ξηοτಉ࢜ͷؔ܎ੑΛπϦʔܗࣜͰग़ྗ͢ΔεΫϦϓτ ⾣μογϡϘʔυΛى఺ʹπϦʔදࣔ͢Δ৔߹

    ⾣෼ੳΛى఺ʹπϦʔදࣔ͢Δ৔߹

  60. $PQZSJHIU˜TUNO JOD"MMSJHIUTSFTFSWFE εΫϦϓτूͷ࡞੒ 60 ೖྗྫ ग़ྗྫ ໊લۭؒผͷσʔληοτΛҰཡԽͰ͖ΔεΫϦϓτ

  61. $PQZSJHIU˜TUNO JOD"MMSJHIUTSFTFSWFE εΫϦϓτूͷ࡞੒ 61 👇࡞੒ͨ͠εΫϦϓτू͸ͪ͜ΒͰެ։͍ͯ͠·͢ 👇৘ใऔಘͷ՝୊ʹ͍ͭͯ͸ͪ͜ΒͷهࣄͰ঺հ͍ͯ͠·͢

  62. ·ͱΊ

  63. $PQZSJHIU˜TUNO JOD"MMSJHIUTSFTFSWFE ·ͱΊ 63 w ໊લۭؒͷ׆༻ 㱺Ϛϧνςφϯτߏ੒Λ࣮ݱՄೳ w ຒΊࠐΈͷ׆༻ 㱺࠷খ޻਺Ͱ෼ੳ؀ڥΛఏڙՄೳ

    w -BNCEB $MPVE8BUDIͱͷ࿈ܞ 㱺ߋ৽ͷࣗಈԽ΍؂ࢹͷ࢓૊Έ͕ߏஙՄೳ w "844%,ͷ׆༻ 㱺ϢʔβʔɾΞηοτͷॲཧͷػೳԽ͕Մೳ w "84$-*ͷ׆༻ 㱺ΦϖϨʔγϣϯΛޮ཰ԽɺࣗಈԽ͕Մೳ

  64. $PQZSJHIU˜TUNO JOD"MMSJHIUTSFTFSWFE ·ͱΊ 64 Ϛϧνςφϯτߏ੒ɺຒΊࠐΈɺ-BNCEBؔ਺ͷৄࡉ͸ ςοΫϒϩάͰ΋·ͱΊ͍ͯ·͢ɻ w ໊લۭؒΛ༻͍ͨ2VJDL4JHIU্ͰͷϚϧνςφϯτͷ࣮ݱ w 2VJDL4JHIUΛར༻ͯ͠ΧελϚΠζͨ͠μογϡϘʔυΛຒΊࠐΉ

    w 2VJDL4JHIU41*$&σʔλͷ-BNCEBؔ਺Λ༻͍ͨࣗಈߋ৽ॲཧ w 2VJDL4JHIUͷ41*$&σʔλ࢖༻ྔΛ-BNCEBͰ؂ࢹ͍ͯ͠Δ࿩ 👇 ςοΫϒϩά

  65. $PQZSJHIU˜TUNO JOD"MMSJHIUTSFTFSWFE ΤϯδχΞઈࢍ࠾༻தͰ͢ʂ 65 ΤϯδχΞ σβΠφʔ 1E.Λ࠾༻தɻ ೥݄ΑΓ౦ژڌ఺Λ։ઃ͠·͢ʂ 8BOUFEMZ ΤϯδχΞϦϯά

    ϋϯυϒοΫ 👇 ։ൃମ੍΍։ൃͷྲྀΕʹ͍ͭͯ 👇 ౦ژڌ఺ͷ࠾༻৘ใ

  66. $PQZSJHIU˜TUNO JOD"MMSJHIUTSFTFSWFE 66 ͝ਗ਼ௌ͋Γ͕ͱ͏͍͟͝·ͨ͠