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自律制御しながら動的平衡状態の系を作るWebシステムとその未来 / a Future of Dimensionless Autonomous System

自律制御しながら動的平衡状態の系を作るWebシステムとその未来 / a Future of Dimensionless Autonomous System

なめらかなシステムのアイデアと実現に向けて

軽量Ruby普及・実用化促進フォーラム2016の講演

"GMOペパボの松本 亮介氏より「人工知能によってシステムを自動制御する『なめらかなシステム』に関するビジョンやmrubyを活用した具体的な取り組み」についてご講演いただきます。"

MATSUMOTO Ryosuke

August 22, 2016
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  1. ͳΊΒ͔ͳγεςϜͷΞΠσΞͱ࣮ݱʹ޲͚ͯ
    দຊ྄հ(.01&1"#0JOD
    ܰྔ3VCZීٴɾ࣮༻ԽଅਐϑΥʔϥϜ
    ࣗ཯੍ޚ͠ͳ͕Βಈతฏߧঢ়ଶͷܥΛ࡞Δ
    8FCγεςϜͱͦͷະདྷ

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  2. ओ੮ݚڀһγχΞɾϓϦϯγύϧΤϯδχΞ
    দຊ྄հ!NBUTVNPUPSZ
    ϖύϘݚڀॴ
    IUUQSFTFBSDINBUTVNPUPSKQ

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  3. ೥݄೔૑ઃ
    IUUQSBOEQFQBCPDPN

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  4. ϖύϘݚڀॴؔ࿈هࣄ
    w*/5&3/&58BUDI͞ΜʹΑΔऔࡐهࣄ
    ɹIUUQJOUFSOFUXBUDIJNQSFTTDPKQEPDTJOUFSWJFXIUNM
    w5IJOL*5͞ΜʹΑΔऔࡐهࣄ
    ɹIUUQTUIJOLJUDPKQBSUJDMF
    wϖύϘݚڀॴαΠτ
    ɹIUUQSBOEQFQBCPDPN

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  5. ϖύϘݚڀॴͷϛογϣϯ

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  6. ࣄۀΛࠩผԽͰ͖Δٕज़ΛੜΈग़͢

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  7. ͳΊΒ͔ͳγεςϜΛ໨ࢦ͢

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  8. ໨࣍ɿϖύϘݚڀॴͷऔΓ૊Έ
    wͳΊΒ͔ͳγεςϜͷίϯηϓτ
    w8FCαʔϏεͷݱঢ়ͱ՝୊ͱਓ޻஌ೳͷΞϓϩʔν
    w8FCαʔόͷࣗ཯੍ޚͱNSVCZʹΑΔ࣮૷
    w8FCαʔϏεج൫ͷಈతฏߧੑ
    w·ͱΊ

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  9. ͳΊΒ͔ͳγεςϜ

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  10. ͳΊΒ͔ͳγεςϜͱ͸ίϯηϓτ

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  11. ͳΊΒ͔ͳγεςϜͷཁ݅
    γεςϜʹͱͬͯͷϢʔβ΍ɺγεςϜΛߏ੒͢Δαʔό౳ͷཁૉ͕ɺͲͷ
    Α͏ͳΧςΰϦʹଐ͢Δ͔ɺ͍͔ͳΔಛ௃Λ͔࣋ͭΛɺৄࡉʹೝࣝ͢Δ
    ͦͷࡍɺϢʔβ΍γεςϜ؅ཧऀͱ͍ͬͨਓؒʹ࿑ۤΛڧ͍ΔΑ͏ͳ໌ࣔత
    ͳૢ࡞Λ՝͞ͳ͍
    ͓ΑͼͰಘͨΑΓਫ਼៛ͳΧςΰϦ΍ݸผͷಛ௃ɺ͋Δ͍͸ͦΕΒͷؒͷ
    ؔ܎ੑʹج͖ͮɺͦͷ࣌ʑͷঢ়گʹԠͯ͡࠷దͳαʔϏεΛఏڙ͢Δ
    ຊൃදͰ͸ͳΊΒ͔ͳγεςϜͱ͍͏ίϯηϓτΛ8FCΠϯϑϥ΁ద༻͢Δྫ

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  12. 8FCαʔϏεͷঢ়گͱ՝୊

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  13. ϖύϘ෱Ԭͷ8FCαʔϏε

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  14. ൺֱతن໛ͷେ͖͍ϩϦϙοϓʂ
    ສαΠτҎ্؅ཧ͓ͯ͠ΓɺฏۉͰඵؒສΞΫηεҎ্

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  15. 8FCαʔϏε΁ͷෆຬ
    wϢʔβɾΠϯλϑΣʔε͕࢖͍ʹ͍͘
    wද͕ࣔ஗͍ɺμ΢ϯϩʔυ͕஗͍
    w8FCαΠτʹͭͳ͕Βͳ͍
    w͜ͷ8FCαʔϏε͸࢖͑ͳ͍
    wݸਓͷ4/4֦ࢄͰ͋ͬͱ͍͏ؒʹධ൑͕མͪΔ࣌୅

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  16. շదʹར༻Ͱ͖ͯ౰ͨΓલͷੈք

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  17. 8FCαʔόͷӡ༻͕େม

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  18. ࣌ؒ೔ͷ8FCαʔόӡ༻ͱ͸
    wߴෛՙɾো֐ରԠ
    w໰͍߹ΘͤௐࠪɾରԠ
    wϋʔυ΢ΣΞɾιϑτ΢ΣΞͷόʔδϣϯΞοϓ
    wαʔϏε΍ج൫ʢΠϯϑϥʣͷ؂ࢹ
    w৽نߏங΍༧๷ાஔͳͲ

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  19. αʔό؂ࢹͷᮢ஋ઃఆ͸೉͍͠

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  20. Ұ࣌తͳߴෛՙ͸ແࢹ͍ͨ͠
    αʔόͷϦιʔε࢖༻ྔ







    ແࢹ͍ͨ͠

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  21. ܏޲͕มԽ͢Δߴෛՙ͸༧ଌ͍ͨ͠
    αʔόͷϦιʔε࢖༻ྔ







    Ͱ͖Δ͚ͩ͸΍͘༧ଌ͍ͨ͠

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  22. ਖ਼ৗʹݟ͑ΔҟৗΛݕ஌͍ͨ͠
    αʔόͷϦιʔε࢖༻ྔ







    ༧ଌ͍ͨ͠
    ࣮͸ҟৗ͕ൃੜ͍ͯ͠Δ࣌఺

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  23. ஈ֊తͳ܏޲ͷมԽ΋ݕ஌͍ͨ͠
    ݕ஌͍ͨ͠
    ແࢹ͍ͨ͠

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  24. ৄࡉͳมԽͱͦͷݪҼΛಘΔʹ͸
    ਓͷ໨ʹΑΔ؂ࢹӡ༻͕ඞཁ

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  25. Ͱ΋ࣗಈͰ੍ޚ͍ͨ͠

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  26. ਓͷ໨͸ର৅ͷৼΔ෣͍Λଊ͍͑ͯΔ

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  27. ৼΔ෣͍Λද͢ಛ௃Λநग़͢Ε͹ྑ͍

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  28. ਓ޻஌ೳͷΞϓϩʔν

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  29. ߟ͑ํ͸ඇৗʹγϯϓϧ
    wαʔό΍γεςϜʹ͸ಛ௃͕͋Δ͸ͣ
    wαʔόͷಛ௃ͷ௨ৗঢ়ଶΛֶश͓ͯ͘͠
    w௨ৗঢ়ଶ͔Β֎Εͨঢ়ଶΛղੳ͢Δ
    w࿈ଓతʹ֎Εͨঢ়ଶΛҟৗͷ͸͡·Γͱ͢Δ
    wσʔλϚΠχϯάͷ؍఺͔Β֎Ε஋ɾมԽ఺ݕग़

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  30. 8FCαʔόͷҟৗঢ়ଶΛ༧ଌͯ͠
    ࣗಈͰ੍ޚ

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  31. ֤छج൫ٕज़͸׬੒
    w8FCαʔόઃఆΛϓϩάϥϜԽ˞

    wઃఆϓϩάϥϜͱ04ͷϦιʔε੍ޚΛ࿈ܞ˞

    wޙ͸্هͷٕज़ؒͰಛ௃ྔͷఆٛͱղੳ͕ඞཁ
    ˞দຊ྄հ Ԭ෦णஉ NPE@NSVCZεΫϦϓτݴޠͰߴ଎͔ͭলϝϞϦʹ֦ுՄೳͳ8FCαʔόͷػೳ֦ுࢧԉػߏ ৘
    ใॲཧֶձ࿦จࢽɼ7PM /P QQ /PW
    ˞3ZPTVLF.BUTVNPUP 3FTPVSDF$POUSPM"SDIJUFDUVSFGPSB8FC4FSWFS4FQBSBUJOH$PNQVUFS3FTPVSDFT
    7JSUVBMMZBU&BDI)5513FRVFTU 3VCZ,BJHJ 4FQ

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  32. ղੳ͸มԽ఺ݕग़˞
    ΍ΫϥελϦϯάͳͲ
    ༷ʑͳख๏͕͋Δ
    ˞+5BLFVDIJBOE,:BNBOJTIJ l"6OJGZJOH'SBNFXPSLGPS%FUFDUJOH0VUMJFSTBOE$IBOHF1PJOUTGSPN5JNF4FSJFT z
    *&&&USBOTBDUJPOTPO,OPXMFEHFBOE%BUB&OHJOFFSJOH QQ

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  33. γϛϡϨʔγϣϯσʔλ
    Կ͔ى͖ͯΔͷͰݕ஌͍ͨ͠
    ैདྷͷᮢ஋ॲཧͰ͸ҙ֎ͱ໘౗
    ˞দຊ྄հ NSVCZDIBOHFpOEFS IUUQTHJUIVCDPNNBUTVNPUPSNSVCZDIBOHFpOEFS ೥݄

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  34. ಛ௃ྔͷఆ͕ٛॏཁ

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  35. ྫ͑͹ෳ਺σʔλͷؔ܎ੑΛಘΔ

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  36. ಛ௃ྔ"ͷ࣌ܥྻσʔλ
    ಛ௃ྔͷσʔλ஋







    ҟৗ͕ى͖͍ͯΔʁ
    ͜ͷσʔλͰ͸Α͘෼͔Βͳ͍
    ࣮͸ҟৗ͕ى͖͍ͯΔ࣌఺

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  37. ಛ௃ྔ#ͷ࣌ܥྻσʔλ
    ಛ௃ྔͷσʔλ஋







    ҟৗ͕ى͖͍ͯΔʁ

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  38. "ͱ#ͷσʔλؒͷ૬ؔؔ܎ΛݟΔ
    ಛ௃ྔͷσʔλ஋







    ҟৗ͕ى͖͍ͯͦ͏ʂ

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  39. "ͱ#ͷ૬ؔ܎਺ͷ࣌ܥྻσʔλ
    ಛ௃ྔͷσʔλ஋







    ҟৗʢมԽʣ͕ى͖͍ͯΔʂʂ
    ˞দຊ྄հ τϥϑΟοΫಛ௃ྔͷ૬ؔಛੑΛ༻͍ͨҟৗݕग़ ฏ੒೥౓ଔۀݚڀൃදձ ೥݄

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  40. ࣗݾ͋Δ͍͸ؔ܎ੑΛ؂ࢹ͠
    ࣗಈͰϦιʔε੍ޚ͢Δٕज़

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  41. 8FCαʔόͷࣗ཯੍ޚ

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  42. ैདྷͷᮢ஋؂ࢹ
    ᮢ஋

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  43. มԽ఺ݕग़ʹΑΔݕ஌Ͱ͖Δ࣌఺ͷ૿Ճ

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  44. ᮢ஋ҎԼͰ΋܏޲มԽΛݕ஌Ͱ͖Δ
    w܏޲มԽͷੵΈॏͶʹΑΓߴෛՙʹͳΔͱԾఆ
    wߴෛՙݕ஌࣌ʹ͸ݪҼ͕ແ਺ʹ͋Δঢ়ଶʹͳΔ
    wᮢ஋͸௒ա͍ͯ͠ͳ͍͕܏޲͕มԽͨ࣌͠఺Λ஌Δ
    w8FCαʔϏεج൫ʹ͓͍ͯ͸มԽ఺΍֎Ε஋ʹ͸Կ
    ͔ݪҼ͕͋Δ͸ͣ

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  45. ܏޲มԽͨ࣌͠఺ͰԿΛ͢΂͖͔
    wҟৗݕ஌ͳͷͰGBMTFQPTJUJWFOFHBUJWF͕ॏཁ
    wݕ஌੍͙ͯ͢͠ݶΛ͢Δͱޡݕ஌ͷӨڹ͕େ͖͍
    wͱ͸͍͑ݕग़ͨ͠ΒݪҼΛಛఆͯ͠ΞΫγϣϯ͢΂͖
    w͜ΕΒͷಛੑΛ׆੍͔͢ޚख๏Λߟ͑Δ
    wඇఆৗͳσʔλͷ౷ܭ஋ΛͲ͏׆༻͢Δ͔

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  46. զʑ͕๬ΉͳΊΒ͔ͳঢ়ଶͱ͸

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  47. όϥϯεͷྑ͍མͱ͠ॴΛݟ͚ͭΔ
    wྫ͑͹ߴूੵͳϚϧνςφϯτํࣜ
    wશମͷϦιʔε͕ۭ͍͍ͯΔঢ়گͰ͸ࣗ༝ʹ࢖͑Δ
    wϦιʔε͕ṧഭ͖ͯͨ࣌͠ͷΈʹ੍ݶΛ͔͚Δ
    wṧഭ࣌ͷ੍ݶର৅͸໰୊ͱͳΔςφϯτͷΈ
    wશମͱͯ҆͠ఆͨ͠ͳΊΒ͔ͳঢ়ଶΛ࡞Γ͍ͨ

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  48. ͞Βʹ۩ମతʹ

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  49. ϨϯαόΛྫʹݕ஌ɾ੍ޚΛߟ͑Δ
    wมԽ఺ݕग़࣌ʹͲͷϗετ͕มԽ఺είΞ͕ߴ͍͔
    w֤ϗετͷϦιʔε࢖༻܏޲ͷॏΈ෇͚Λߦ͏
    wॏΈ෇͚ϦετΛ܏޲มԽຖʹߋ৽͍ͯ͘͠
    wશϦιʔε͕ṧഭ͖ͯͨ͠ΒϦετΛݩʹࣗಈ੍ޚ

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  50. ॏΈ෇͚Ϧετͷੜ੒
    8FCαʔό
    ϓϩηε
    ॏΈ෇͚Ϧετ
    FYNBQMFDPN
    NBUTVNPUPSKQ
    FYBNQMFKQ
    FYBNQMFPSH
    ɾ
    ɾ
    ϗετຖʹϦιʔε࢖༻܏޲
    ͷॏΈ෇͚ϦετΛߋ৽
    ྫ͑͹ߴ͍είΞΛܭଌͨ͠৔߹ͷΈϦετΛߋ৽ͯ͘͠౳

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  51. αʔόͷϦιʔε͕ṧഭ͖ͯͨ͠Β੍ޚ
    αʔόϦιʔε͕ඡഭ͍ͯ͠ͳ͍৔߹͸ϦετͷॏΈ෇͚ͷΈʹ຿ΊΔ
    ॏΈ෇͚Ϧετ
    FYNBQMFDPN
    NBUTVNPUPSKQ
    FYBNQMFKQ
    FYBNQMFPSH
    ɾ
    ɾ
    ϗετຖʹϦιʔε࢖༻܏޲
    ͷॏΈ෇͚ϦετΛߋ৽
    αʔόશମͷϦιʔε͕ඡഭ͖ͯͨ͠Β
    ϦετΛݩʹ8FCαʔόࣗ਎੍͕ޚ
    8FCαʔό
    ϓϩηε

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  52. ࣌ܥྻσʔλͷੜ੒
    wϨεϙϯεੜ੒ʹফඅͨ͠Ϧιʔε஋͔Βੜ੒
    wؔ܎ੑͷ͋Δෳ਺ͷ࣌ܥྻσʔλ͔Β૬ؔؔ܎ͷ࣌ܥ
    ྻσʔλΛ࡞Δ͜ͱ΋Ͱ͖Δ
    wαʔόશମͷมԽͱϗετ୯ମͷมԽʹ૬͕ؔ͋Ε͹
    ͦΕ͸αʔόʹେ͖͘ෛՙΛ͔͚͍ͯΔɺͳͲ

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  53. σʔλੜ੒ͱղੳιϑτ΢ΣΞ͸࣮૷ࡁΈ
    w8FCαʔόͷػೳ֦ுNPE@NSVCZOHY@NSVCZ
    wϓϩηεͷϦιʔεফඅ஋औಘNSVCZSFTPVSDF
    wมԽ఺ݕग़ΤϯδϯNSVCZDIBOHFpOEFS
    w૬ؔ܎਺ੜ੒ΤϯδϯNSVCZDPSSFMBUJPO
    w͢΂ͯNSVCZΛ׆༻

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  54. ੍ݶख๏΋࣮૷ࡁΈ
    wϦΫΤετ୯ҐͰ$16΍*0ͳͲͷׂ౰Λมߋ
    wDHSPVQ NSVCZDHSPVQ
    ΍SMJNJU NSVCZSFTPVSDF

    wϗετ୯ҐͰͷಉ࣌઀ଓ਺Λมߋ
    wNPE@NSVCZ΍NPE@WIPTU@NBYDMJFOUT
    wͪ͜Β΋͢΂ͯNSVCZΛ׆༻

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  55. ϦΫΤετ୯ҐͰͷϦιʔε੍ޚ
    8FCαʔό
    ϓϩηε
    ΫϥΠΞϯτ
    ϦΫΤετ
    Ϩεϙϯε
    Ϩεϙϯεੜ੒ͷॲཧͷؒͷΈ
    ϓϩηεΛಛఆͷDHSPVQʹΞλον
    ʢ$16ͳͲʣ
    DHSPVQΞλον
    DHSPVQσλον

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  56. ϛυϧ΢ΣΞ͕ಛ௃ྔநग़ɾղੳɾ੍ޚ
    Λࣗ཯తʹߦ͏Α͏ʹͳΔ

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  57. ޙ͸࣮ફ͢ΔͷΈ

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  58. ͜ΕΒͷٕज़Λզʑ͕໨ࢦ͢
    ৽͍͠γεςϜ΁Ԡ༻ͤ͞Δ

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  59. զʑ͕໨ࢦ͢γεςϜͱ༧૝͢Δੈք

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  60. 8FCαʔϏεج൫ͷಈతฏߧੑ

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  61. ੜ໋ͱ͸
    wಈతฏߧʹ͋ΔྲྀΕ
    wࡉ๔पظνΣοΫϙΠϯτ

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  62. ੜ໋ͱ͸ಈతฏߧʹ͋ΔྲྀΕ
    ˞˞˞
    wੜମߏ੒੒෼ͷΤϯτϩϐʔ૿େͷ๏ଇʹΑΔ่յ
    wཚࡶ͕͞஝ੵ͢Δ଎౓ΑΓ΋ૣ͘෼ղͯ͠࠶ߏங
    wடংΛकΔͨΊʹઈ͑·ͳ͘յͯ͠࡞Γม͑Δ
    wࣗΒͷ੍ޚԽͰฏߧঢ়ଶΛ࡞Δ
    ˞8#$BOOPO l5IF8JTEPNPGUIF#PEZz
    88/PSUPO$P /FX:PSL
    ˞4DIPFOIFJNFS 3VEPMG5IFEZOBNJDTUBUFPGCPEZDPOTUJUVFOUT5IFEZOBNJDTUBUFPGCPEZDPOTUJUVFOUT

    ˞෱Ԭ৳Ұ
    ੜ෺ͱແੜ෺ͷ͍͋ͩ ߨஊࣾݱ୅৽ॻ ೥݄

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  63. ࡉ๔पظνΣοΫϙΠϯτ
    ˞
    wࡉ๔͕ਖ਼͘͠ࡉ๔पظΛਐߦ͍ͤͯ͞Δ͔؂ࢹ
    wҟৗ͕͋ͬͨ৔߹͸पظਐߦΛݪଇ͢ΔͳͲ੍ޚ
    wࡉ๔ࣗ਎͕͜ͷ੍ޚػߏΛ͍࣋ͬͯΔ
    ˞ࡉ๔पظνΣοΫϙΠϯτ IUUQTKBXJLJQFEJBPSHXJLJ
    &##&&&"&$'&&"&&"'
    &%&"&#&

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  64. ੜ໋ͷಛ௃Λ8FCγεςϜʹԠ༻

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  65. ҎԼͷΑ͏ʹݟཱͯΔ
    wࡉ๔ɿαʔόʢ7.ɺϓϩηεʣ
    wಈతฏߧɿઈ͑ؒͳ͍αʔόͷഁյͱ࠶ߏங
    wΤϯτϩϐʔ૿େɿҟৗঢ়ଶͷϦεΫ૿େ
    wࡉ๔पظνΣοΫϙΠϯτɿαʔόͷࣗ཯੍ޚ

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  66. 8FCαʔϏεج൫Λੜ໋ͷΑ͏ʹѻ͏
    wߴ౓ͳγεςϜ͸ੜ໋ͷΑ͏ʹݟ͑Δ
    wίϯϐϡʔλ͸௕͍ؒಈ͔͢ͱԿ͔Β͠ΒҟৗͱͳΔ
    wҟৗʢΤϯτϩϐʔ૿େʣ͔Β͸ಀΕΒΕͳ͍
    wࣗ཯੍ޚͭͭࣗ͠ΒΛյ͠૿৩͠࠶ߏங͢Ε͹ྑ͍
    wಈతฏߧੑʹΑΓடংΛอͭ8FCαʔϏεج൫

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  67. ιϑτ΢ΣΞ΋յΕΔલఏ
    wόά΍ϝϞϦϦʔΫͷͳ͍ιϑτ΢ΣΞ͸ͳ͍
    wӡ༻ϛεʹΑΔো֐Λͳ͘͢͜ͱ͸Ͱ͖ͳ͍
    wਓ͕௕࣌ؒಈ࡞ʹ଱͑Δద੾ͳߦ͍ΛͱΔͷ͸೉͍͠
    wͦΕΒΛڐ༰͢ΔγεςϜߏ੒ΛऔΔ΂͖

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  68. 7.͸ϓϩηεɾίϯςφ͸εϨου
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  69. ͳΊΒ͔ͳγεςϜͰ͸தԝूݖΛ
    ඞཁͱ͠ͳ͍ੈքΛ໨ࢦ͍ͨ͠

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  70. Քಇத ఀࢭத
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  71. Քಇத ఀࢭத
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  72. γϛϡϨʔγϣϯ
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  73. γεςϜશମͷϦιʔε؅ཧ
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    wγεςϜͷϦιʔε࢖༻ྔͷ૯࿨ͷมԽ఺ݕग़
    w࢒ྔ͕ݮগํ޲΁܏޲มԽ͢ΔͱϊʔυΛ૿΍͢
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  74. Քಇத ఀࢭத
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    ৗʹ̍ͷʮՔಇதʯ͕ଘࡏ͢ΔલఏͰɺʮՔಇதʯ͕૝ఆͷ൒෼ͷ࣌ؒ
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  75. ηΩϡϦςΟ΍όʔδϣϯ
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  76. ͳΊΒ͔ͳγεςϜ্ͷ؂ࢹͷະདྷ
    w͓٬༷͕࢖͏αʔϏεͷΤϯυϙΠϯτͷΈͷ؂ࢹ
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  77. ఀࢭத
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    7.ʹϥΠϒϥϦόʔδϣϯ΍ϩέʔγϣϯଐੑͳͲΛ࣋ͨͤͯ
    7.ͷৼΔ෣͍͕͓͔͍͠Ϋϥελ͔ΒҟৗͳଐੑΛநग़͢ΔΫϥελϦϯά؂ࢹ

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  78. ·ͱΊ
    wਓͷෆ׬શੑ΍Τϯτϩϐʔ૿େΛڐ༰͢ΔγεςϜ
    wࣗ཯੍ޚͱಈతฏߧͷܥʹ͋Δ8FCγεςϜج൫
    wγεςϜͦͷ΋ͷͷঢ়ଶ΍ಛ௃Λ෼ྨɾ؂ࢹ͢Δ

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  79. ·ͱΊ
    w8FCαʔόͷࣗ཯੍ޚ
    wࠓ೥தʹ͸ϓϩμΫγϣϯಋೖ͢Δ༧ఆ
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    w͜Ε͔Β਺೥͔͚ͯ۩ମతͳ࣮૷ΛਐΊ͍ͯ͘
    wͲͪΒ΋NSVCZʹΑͬͯ04΍ϛυϧ΢ΣΞΛ֦ு

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  80. ࣮ݱʹ޲͚ͯ·ͣऔΓ૊Ή΂͖͜ͱ
    wγεςϜͷʮσʔλʯͱʮॲཧʯΛ໌֬ʹ෼͚Δ
    wঢ়ଶΛ࣋ͭ7.ɺঢ়ଶΛ࣋ͨͳ͍7.ʢίϯςφʣ
    wʮॲཧʯ͢ΔγεςϜʹͳΊΒ͔ͳγεςϜΛద༻

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  81. ࠓޙͷݚڀ։ൃͷ༧ఆ
    w45/4ϓϩάϥϚϒϧͳ࣍ੈ୅-JOVYೝূج൫
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    wಈతฏߧੑΛ࣋ͭ8FCαʔϏεج൫
    wػցֶशʹΑΔγεςϜͷଐੑͷ෼ྨͱঢ়ଶ؂ࢹ

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  82. ݚڀһੵۃతʹืूத
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