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ੴҪɹ५ ݩɹږप ͜͜਺೥ؒͷ λ΢ϯϫʔΫJ04ΞϓϦͷΤϯδχΞͷνϟϨϯδ ʙݱ৔Ͱͷ੍໿ͱͷઓ͍ʙ

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঺հ ݩɹږप ΞϓϦ։ൃ͸ΧϨίϨ೥໨ ࠷ۙ͸4XJGU6*ͱ+FUQBDL$PNQPTF͕େ޷͖ ͱΓ͋͑ͣ࿝֐ʹͳΒͳ͍Α͏ʹؤுͬͯ·͢ ੴҪɹ५ ৽ଔೖࣾ೥໨ɺJ04ྺ೥ ࠷ۙϨΨγʔγεςϜͷצॴ͕͔ͭΊ͖ͯͨʢ͸ͣʣ ೖࣾ࣌ͱൺ΂ͯମॏ͕LH૿͑ͨ ൃදऀ ΢Υϯώϣϯδϡ ΠγΠɹɹδϡϯ

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໨࣍ ΤϯδχΞ͔Βݟͨλ΢ϯϫʔΫΞϓϦͷಛ௃ େن໛αʔϏεΏ͑ͷ։ൃݱ৔ͱͯ͠ͷ੍໿ νϟϨϯδʔ σόοάϞʔυ &&ςετπʔϧϨϯτήϯ Ϋϥογϡ཰ͷ௿ݮ 4XJGUԽ ίϯύΠϧ଎౓ͷվળ

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ΤϯδχΞ͔Βݟͨ λ΢ϯϫʔΫΞϓϦͷಛ௃

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ಛ௃ᶃɹ େن໛αʔϏεʢλ΢ϯϫʔΫʣ ͷΫϥΠΞϯτʢJ04ΞϓϦʣ

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ͨ͏ΜΘʔ͘ʁ ʮϦϘϯϞσϧʯ ٻ ৬ ऀ ا ۀ ٻ৬ऀͱاۀͱΛϚονϯά͢Δɺେن໛ͳαʔϏε

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େن໛αʔϏε ˞஍Լమͷ࿏ઢਤͰ͸͋Γ·ͤΜ https://speakerdeck.com/rtechkouhou/taunwaku90mo-yuan-gao-falsejie-zai-wozhi-eruregasibatutipahuomansutiyuningu-number-devsumi-number-devisumid

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J04ΞϓϦͷείʔϓ https://speakerdeck.com/rtechkouhou/taunwaku90mo-yuan-gao-falsejie-zai-wozhi-eruregasibatutipahuomansutiyuningu-number-devsumi-number-devisumid ͕͜͜ΫϥΠΞϯτͷ είʔϓ ͜ͷJ04ͷ࿩Ͱ͢

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ಛ௃ᶄɹ ΞϓϦ͸γϯϓϧʁ

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ΞϓϦͷ࢓༷͸γϯϓϧ ݕࡧ Ұཡ ৄࡉ Ԡื

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Ͱ͸ͳ͍ ը໘਺ɿɹɹɹɹɹɹɹɹ໿ը໘ શίʔυߦɿɹɹɹίʔυͷΈສߦ $PSF%BUBςʔϒϧ਺ɿɹɹɹݸ खಈςετ߲໨਺ɿɹ໿ ߲໨ 6OJU5FTUʢ9$5FTUʣɿɹ໿ έʔε

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ಛ௃ᶅɹ ݹ͔͘Βͷ׆ൃͳ։ൃ

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௕೥૸Γଓ͚͍ͯΔ ೥ॳΊͯϦϦʔε͔ͯ͠Β ճ΋ܧଓతʹʢ໿िճස౓ʣҊ݅Λ੝ΓࠐΜͰϦϦʔε ˞೥݄೔ج४

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େن໛αʔϏεΏ͑ͷ ։ൃݱ৔ͱͯ͠ͷ੍໿

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લఏͱͳΔ੍໿͕ೋͭ ̍ɽਐߦதͷҊ݅։ൃʹ2%ӨڹΛ༩͑ͨ͘ͳ͍ ɹɹɾෳ਺νʔϜͰฒߦ։ൃ ɹɹɾ֤νʔϜ͕ͦΕͧΕͷ ɹɹɹϏδωε,1*ʹᬏਐ ̎ɽ։ൃޮ཰Խ΋େࣄ͕ͩɺ֎෦඼࣭͕࠷ॏཁ ɹɹɾٻ৬ऀاۀؒͷϚονϯά ɹɹɹͷͨΊͷ࢓༷ΛकΔ ɹɹɾJ04ͱͯ͠ͷಈ࡞ج४ ໿Ҋ͕݅ ৗ࣌ฒߦ ࢀߟɿେن໛ϨΨγʔ؀ڥʹཱͪ޲͔͏༗ػతͳ։ൃϑΥʔϝʔγϣϯ

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ϨΨγʔͳߏ଄͕ҡ࣋͞Εͯདྷͨ ਐߦதͷҊ݅։ൃͷ2%ʹӨڹϦεΫ͕͋ΔͨΊɺ ϦϑΝΫλϦϯάͰ͖ͳ͍ ݁Ռɺमਖ਼࣌ͷӨڹൣғ͕໌֬ʹΘ͔Βͳ͍ ɹɹɹ6OJU5FTUͰ୲อͮ͠Β͍ ܰ͘ ߦΛ௒͑Δ7$ͨͪ ݸΛ௒͑Δ$PSF%BUB&OUJUJFT ຆͲ͕.7ʢ1ʣ 0CKD4XJGU0CKDͱͦͷٯύλʔϯͷґଘؔ܎ ·ͩಈ͘%FQSFDBUFE"1*ͳΒී௨ʹݱ໾ 0CK$3VOUJNFͰح੻తʹಈ͍͍ͯΔܕͷϛεϚονॲཧ ΧΦεͷ··Ҋ݅։ൃ͸ଓ͘

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݁Ռతʹ͸ςετ͕λΠϔϯ ཧ૝తςετϐϥϛου ݱ࣮͸͜ͷΑ͏ͳΠϝʔδ *5 *5 && 65 *5 && ໌֬ͳςετείʔϓ ࠷௿ݶͷखಈςετ ΄ͱΜͲͷػೳΛखಈςετͰ୲อ͢Δ͔͠ͳ͍ 65 https://www.youtube.com/watch?v=VJi2vmaQe6w ᐆດͳςετείʔϓ *5ͱ&&ͷखಈςετ

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࠷ѱͷεύΠϥϧ΁ ςετʹ޻਺͕ୣΘΕΔ ։ൃ޻਺͕ѹഭ͞ΕΔ ϦϑΝΫλϦϯά͸ઌૹΓ ϨΨγʔͷ··Ͱઃܭɾ࣮૷

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੍໿ΛݟۃΊͯɺ νϟϨϯδͩʂ

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఻͍͑ͨ͜ͱ վળͰେࣄͳ͜ͱ Ұൠతʹྑ͍ͱ͞ΕΔํ๏ΛҋӢʹऔΓೖΕΔ ࣗ෼͕ͨͪ௚໘͍ͯ͠Δ੍໿Λਖ਼͘͠ཧղͯ͠ ࣗ෼ͨͪݻ༗ͷ՝୊ʹରͯ͠ޮՌతͳղܾࡦΛͱΔ ݁Ռɺখ͞ͳ౒ྗɾظؒͰ࠷େͷ݁Ռ͕ಘΒΕΔ

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͜͜਺೥ͷ νϟϨϯδͷ͓࿩ औΓ૊Έͷ۩ମతͳ಺༰͕ؾʹͳΔํ͸ɺ Ξϯέʔτʹ࣭͝໰Λ͓ئ͍͠·͢

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ᶃσόοάϞʔυͷ։ൃ

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σόοάϞʔυͱ͸ ήʔϜͰྫ͑Δͱࣗ༝ʹ-WΛʹͨ͠Γɺ Ӆ͞ΕͨΞΠςϜΛॴ࣋Ͱ͖ΔΑ͏ʹͨ͠Γ͢ΔӅ͞Εͨػೳͷ͜ͱ

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ߟ͑ํ ςετ͕ͲΜͲΜ޻਺Λѹഭ͍ͯ͠Δ ˣ ΄ͱΜͲ͸खಈςετ ˣ ͱ͸͍͑ɺߏ଄తʹࣗಈςετՄೳͳੈք΁ߦ͘ʹ͸௕͍ಓͷΓ ˣ ˣ ˣ खಈςετޮ཰ԽͳΒɺ௿޻਺ɾ୹ظͰޮՌΛಘΒΕΔʂʂ

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σϞ ΦϑγϣΞ։ൃ޲͚ͷࣗಈ຋༁

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ଞʹ΋ͨ͘͞ΜͷػೳͰ खಈςετޮ཰Խ ɾΞϓϦͷ೔෇͚ͩΛِ૷ʢຊମ೔෇͸ͦͷ··ʣ ɾखಈςετͷͨΊͷࣄલ৚݅ΛࣗಈͰੜ੒ ɾը໘্Ͱ͸֬ೝͰ͖ͳ͍಺෦σʔλΛΞϓϦͷ7JFXʹදࣔ ೔෇ِ૷ σʔλੜ੒ ϩάίϯιʔϧ "#ςετૢ࡞

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खಈςετ޻਺ͷ࡟ݮ *5 *5 && 65 σόοάϞʔυͰ ׂఔ౓ͷ޻਺࡟ݮ खಈςετྖҬ ςετίʔυྖҬ खಈςετྖҬ

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σόοάϞʔυ͸େώοτʂ ࣮੷͕ೝΊΒΕɺԣల։͞Εͨ ɾ·ͣ͸ɺλ΢ϯϫʔΫ"OESPJE ɾ࣍ʹɺϦΫϧʔτδϣϒζͷ֤ϓϩμΫτ ςετ޻ఔͰσόοάϞʔυ͸ඞਢԽ ಺෦ίϯτϦϏϡʔλʔ૿Ճ ɾҊ݅։ൃ࣌ʹɺඞཁͳΒσόοάϞʔυΛ࣮ܰ͘૷͢Δ׳श λ΢ϯϫʔΫͷσόοάϞʔυ͸ͲΜͲΜਐԽதʂʂ

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ᶄ&&ςετπʔϧͷ։ൃ dϨϯτήϯd

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ͳΜͱ͔*5ͷίετ͸ݮΒ͚ͨ͠Ͳɾɾɾ *5 *5 && &&ςετ͸಺෦ߏ଄Λม͑ͣͱ΋ࣗಈԽ͕Մೳͳ͸ͣ 65 ϨΨγʔߏ଄Ͱ͸ΧόϨοδ͸ݶք ͦΕͰ΋͢Ͱʹ౰࣌͸έʔε σόοάϞʔυͰ ׂఔ౓ͷ޻਺͸ݮΒͨ͠ײ֮ खಈςετྖҬ ςετίʔυྖҬ खಈςετྖҬ ͜͜ΛࣗಈԽ͠Α͏ʂ

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͔͠͠طଘͷ&&ςετπʔϧ͸՝୊͕͋ͬͨ ɾεΫϦϓτૢ࡞ͷ੒ޭՄ൱ͱɺ ɹεΫγϣ΍ಈըܗࣜͷΞ΢τϓοτͰݕূΛߦ͏ͨΊɺ ɹݟͨ໨Ҏ্ͷݕূ͸ෆՄೳ ɹɹྫʣ7JFXͷ֊૚΍6*ʹ͸ग़ͳ͍ଐੑͳͲ ɾ6*෦඼͝ͱͷݕূͷͨΊʹ͸ૢ࡞εΫϦϓτΛ௥Ճ͢Δ͔ɺ ɹBTTFSUจΛॻ͔ͳ͍ͱߦ͚ͳ͍ ͳ͚Ε͹࡞Ε͹ྑ͍ ৽͍͠࢓૊Έͷ&&πʔϧʹνϟϨϯδʂ طଘ&&ςετࣗಈԽπʔϧͷ՝୊

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ࣾ಺&&πʔϧʮϨϯτήϯʯΛ։ൃʂ ɾJ04ͷը໘͸7JFX$POUSPMMFS୯Ґ ɾ7JFX$POUSPMMFSͷ7JFX͸֊૚Խ͞Ε͍ͯΔ ɾը໘͕දࣔʢඳըʣ͞ΕͨΒ֊૚ʹԊͬͯݕূͰ͖Δ͸ͣ ։ൃͷ1PJOU 7JFX֊૚Λు͖ग़͠ɺࠩ෼Λൺֱ͢Δ

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ϨϯτήϯͷγεςϜߏ੒ Ϩϯτήϯ4%, Ϩϯτήϯ"1* Ϩϯτήϯ8FC5PPM 7JFX֊૚ͷ +40/ ࣗಈૢ࡞

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σϞ "QQJVNͰࣗಈૢ࡞

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ཪͰ7JFX֊૚Λ%VNQ 7JFX֊૚Λ͢΂ͯ%VNQ

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%VNQσʔλ͸+40/ʹม׵

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+40/ʹม׵ͨ͠σʔλΛαʔόʹ஝ੵ

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+40/σʔλͳͷͰ ؆୯ʹࠩ෼ൺֱ͕Ͱ͖Δ جຊతʹ%VNQͨ͠HJUIBTI୯ҐͰ ಉ͡ૢ࡞εΫϦϓτͰൺֱΛߦ͏

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஝ੵͨ͠ը໘σʔλΛ8FCͰ࠶ݱͰ͖Δ $BOWBTʹJ04ը໘σʔλΛඳը͢ΔϞδϡʔϧ։ൃ ը૾σʔλ΋#BTFԽͯ͋͠ΔͷͰ8FCͰඳըՄೳ

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σϞ 8FC5PPMͰࠩ෼ͷ֬ೝ

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Ϩϯτήϯ׆༻࣮੷ ఆظ࣮ࢪͷςετ ɾϦϦʔεલͷॏཁػೳͷਖ਼ৗܥςετ ϦϑΝΫλϦϯάͷςετ ɾ4XJGUԽͷςετ ɾґଘϥΠϒϥϦมߋޙͷςετ ϦϑΝΫλϦϯάܥͷςετͰ͜Ε͔Β΋׆༻৔໘Λ޿Ίͯߦ͘༧ఆ ࠓ··ͰෆՄೳͩͬͨΞϓϦશମʹ Өڹ͢ΔΑ͏ͳվम΋ɺ Մೳʹͳͬͨʂʂʂ

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ᶅΫϥογϡ཰ͷ௿ݮ

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඼࣭Λߟ͑Δͱ͖ʹɺ ΫϥογϡϨʔτ΋ॏཁ͕ͩʜ

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೥൒Ͱ Ϋϥογϡ཰͕ഒҎ্ʹ

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Ϋϥογϡ཰૿ՃͷݪҼ͸ʁ λ΢ϯϫʔΫΞϓϦͷ঎඼࢓༷ଆ໘ λ΢ϯϫʔΫ඼࣭ج४ʹఆٛΞϦ ͜Ε͕ΞϓϦͷΫϥογϡ λ΢ϯϫʔΫ඼࣭ج४ʹఆٛφγ Ϋϥογϡʹؔͯ͠͸༏ઌ౓͕௿͔ͬͨ͜ͱ ੲ͔Βλ΢ϯϫʔΫΞϓϦͰ͸඼࣭ج४͕ʮػೳʯͷΈͩͬͨ ͦͯ͠ΤϯδχΞओಋͰ ୲อ͢Δ΂͖ྖҬ "QQ$PSF2VBMJUZ(PPHMF Ҿ༻IUUQTEFWFMPQFSBOESPJEDPNEPDTRVBMJUZHVJEFMJOFTDPSFBQQRVBMJUZ

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඼࣭޲্΁ͷνϟϨϯδ ɾΫϥογϡϞχλϦϯάΛ೔ʑߦ͏ͨΊ$SBTIMZUJDTಋೖ ʢಋೖ͕͓ͦ͗ͨ͢ཧ༝͸ผͷࣾ಺πʔϧʹґଘ͍ͯͨͨ͠Ίʣ ɾ೔ʑΫϥογϡʔ܏޲Λ೺Ѳ͢Δ ɾΫϥογϡʔ͝ͱͷൃੜ֬཰ɺ04܏޲ɺؔ࿈͢ΔॲཧΛ෼ੳ ɾۓٸ౓ॱΛܾΊͯJTTVFԽ͠ॗʑରԠ ɾରԠͨ͠όά͸࣍ͷϦϦʔεʹࠞͥࠐΉ ೔ৗతʹΫϥογϡ཰ΛϞχλϦϯάɾվળ͢ΔΑ͏ ։ൃϓϩηεʹ૊ΈࠐΜͩ

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େࣄͳͷ͸খ͍͞ΞΫγϣϯΛॗʑ΍Δ͜ͱ 1%$"αΠΫϧతͳ͜ͱͰ͢

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ΫϥογϡϑϦʔϢʔβʔ͕ Ҏ্ʹճ෮ ͦͷޙ΋ɺλ΢ϯϫʔΫJ04͸$'6ͷΛҡ͍࣋ͯ͠·͢

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ᶆ4XJGUԽ

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0CKFDUJWF$ΑΓ͸4XJGU

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ૣ͍λΠϛϯάͰ4XJGUΛಋೖ͸͚ͨ͠Ͳ λ΢ϯϫʔΫͰ͸೥݄͔Βঃʑʹ4XJGUΛಋೖ ํ਑ɿɹɾ৽نΫϥεΛ4XJGUͰ࣮૷ ɹɹɹɹɾہॴతͳ4XJGUԽ΋਺ճ࣮ࢪ ೥ޙ ੍໿͕͋ΔͷͰ೥͔Β͸΄΅ಉ͡ ڞଘظ͕ؒ௕͘ͳͬͯ৭ʑ໰୊͕ൃੜ͍ͯͨ͠

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0CK$ڞଘΛ૝ఆͨ͠Ϋϥεઃܭɾ࣮૷ίετ $MBTTͱ4USVDUઃܭ࣌ʹ0CK$ଆ͔Βͷར༻Λલఏʹ͢Δඞཁ͕͋Δ ઃܭɾ࣮૷޻ఔͷ࣌ؒͷ͏͕ͪ࣌ؒڞଘؔ࿈λεΫ

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ΫϥογϡͷݪҼͷ΄ͱΜͲ͸ 0CK$4XJGUڞଘՕॴ ίϯύΠϥʹΑΔOJMνΣοΫʹґଘͰ͖ͳ͍ͨΊϥϯλΠϜΤϥʔΛ ૝ఆ࣮ͨ͠૷͕ඞཁʢOVMMBCMF͸طଘӨڹ͋ΓͷͨΊ࿦֎ʣ ࣾ಺ݶ ౰࣌ͷ5PQΫϥογϡ͕͢΂ͯڞଘՕॴ

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੍໿ΛݟۃΊͯɺ νϟϨϯδͩʂ ˞ಉ࣌ਐߦதෳ਺Ҋ݅։ൃʹӨڹͯ͠͸͍͚ͳ͍

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λ΢ϯϫʔΫྲྀ 4XJGUԽͷਐΊํ

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࢒Γͷ0CK$pMFΛ͢΂ͯϦετԽ ໿pMFɺສߦʢશମͷׂ̑ʣ ΧςΰϦԽ ߦ਺Ͱن໛ײΛ೺Ѳ ·ͣ͸શର৅ΛϦετԽ

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։ൃঢ়گΛ͢΂ͯ೺Ѳͯ͠ύζϧܭը Ҋ݅։ൃͱ$POqJDUى͜͞ͳ͍ظؒɺ ߦ਺͔Βͷن໛ײͰ4XJGUԽର৅pMFΛબఆɻ ΄ͱΜͲ͸೔੍͕ݶ࣌ؒ 4XJGUԽͱฒߦͰෳ਺Ҋ͕݅૸͍ͬͯΔ੍໿ʹϑΥʔΧε

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՝୊ΛΦϑγϣΞ։ൃͰղܾ ୹͍σϦόϦʔ੍໿ͱΫΦϦςΟʔ୲อͷ೉͠͞Λ ɹ೔ຊΤϯδχΞʢ༗ࣝऀʣͱ ɹΦϑγϣΞ։ൃʢεέʔϥϒϧʣɹͰղܾ 0CKFDUJWF$4XJGUͷ࡞ۀ ର৅'JMFબఆ͓Αͼ Өڹൣғ೺Ѳ ίʔυϨϏϡʔ 65͓Αͼ*5 && ೔ຊΤϯδχΞʢ༗ࣝऀʣ ΦϑγϣΞ։ൃʢεέʔϥϒϧʣ ࢀߟɿେن໛ϨΨγʔ؀ڥʹཱͪ޲͔͏༗ػతͳ։ൃϑΥʔϝʔγϣϯ

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΄΅̍೔͕ϚʔδαΠΫϧ બఆ࣌ʹӨڹൣғ΋͔ͬ͠ΓνΣοΫ͠ ͔ͯΒΦϑγϣΞ։ൃ΁ճ͢ 4XJGUԽ͔ΒίʔυϨϏϡʔ͸ ΄΅೔Ͱ׬ྃ બఆ͔ͯ͠Β͸؅ཧ͸ΧϯόϯͰ

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ຖ೔ॗʑ΍͍ͬͯ͘ ظؒ͸݄d݄ʢ೥ʣ ਐ௙ͷ֬ೝ͸ HJUIVCMJOHVJTUͰ͙͢ग़ͤΔ

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ܭը௨ΓʹऴΘ͍ͬͯͨ ࢒Γͷ͸ߏ੒pMF ໿pMFɺສߦ͕୹ظؒͰ׬ྃ ೥݄׬ྃ

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ᶇϏϧυ࣌ؒͷվળ ɹ࠷ۙ΍ͬͯ·͢ʂ

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Ϗϧυ͕࣌ؒ՝୊ େ͖͍ϓϩδΣΫτΏ͑ͷϏϧυ࣌ؒ͸ਂࠁͳ໰୊ εΫϦϓτΛ૊ΈࠐΜͰϏϧυλΠϜΛܭଌ Ϝμʂʂ ։ൃऀਓ͋ͨΓʜ ɹϏϧυճ਺ճ݄ ɹϏϧυ޻਺ਓ೔݄ Ϗϧυ࣌ؒ໿ඵճ

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ҰൠతͳղܾࡦͰ͸ɹޮՌແ͠ ɹɹɹɹɹɹɹɹɹɹ͙͢ޮՌΛಘΒΕͳ͍ ޮՌͳ͠ʜܕਪ࿦࣌ؒͷվળɺϏϧυઃఆͷมߋͳͲ ͙͢ޮՌΛಘΒΕͳ͍ʜ'SBNFXPSL΁ͷ੾Γग़͠ͳͲɻӨڹ͕େ͖͕͔͔࣌ؒ͘ΔͨΊ ͦ΋ͦ΋Ұൠతͳঢ়ଶͰ͸ͳ͍ͨΊ λ΢ϯϫʔΫಠಛͳ໰୊͕ผͷͱ͜ΖͰ͋ͬͨ

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ࠩ෼Ϗϧυ͕શવޮ͍͍ͯͳ͍ʜ 3TXJGU͕΄΅શͯͷ7JFX7JFX$POUSPMMFSΛ ࢀর͍ͯͨ͜͠ͱ͕ݪҼͰɺ ΋ͱ΋ͱෳࡶͳґଘؔ܎͕͞ΒʹෳࡶʹͳΓɺ ࠩ෼Ϗϧυ͕΄ͱΜͲػೳ͠ͳ͔ͬͨ 3TXJGUΛআ٫ͯ͠ɺ ࠩ෼Ϗϧυ͕ػೳ͢ΔΑ͏ʹͳͬͨɻ ݁ՌɺϏϧυ࣌ؒΛׂఔ౓ݮΒͨ͠

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։ൃ؀ڥͷվળ ίΞҎ্ͷϚγϯʹ౷Ұ͠ɺ Ϗϧυ࣌ؒΛʙׂݮΒͨ͠ ͜ͷϓϩμΫτʹదͨ͠ϚγϯεϖοΫͷج४͕ແ͔ͬͨͨΊɺ ௿εϖοΫͳϚγϯ͕ଟ͘࢖ΘΕ͍ͯͨɻ ֤εϖοΫͷϚγϯͰϏϧυ࣌ؒΛܭଌɻඞਢϚγϯεϖοΫΛ͖ͭͱΊͨ

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Ҿ͖ଓ͖৭ʑ΍͍ͬͯ·͢ʂ

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Ҋ಺ࣄ߲

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औΓ૊Έͷ۩ମతͳ಺༰͕ؾʹͳΔํ͸ɺ ͪ͜Βʹ࣭͝໰Λ͓ئ͍͠·͢

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