質とスピード（AWS Dev Day 2023 Tokyo 特別編、質疑応答用資料付き） / Quality and Speed AWS Dev Day 2023 Tokyo Edition

by Takuto Wada

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࣭ͱεϐʔυ ࿨ా୎ਓ !U@XBEB ʙιϑτ΢ΣΞ։ൃͷయܕతͳޡղΛղ͘ʙ ʢ"84%FW%BZ5PLZPಛผฤʣ 📷🙆🙆 "84%FW%BZ rev.2 +VO

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೥͔ΒΞοϓσʔτΛॏͶ͖ͯͨߨԋͷ೥ՆಛผฤͰ͢ IUUQTTQFBLFSEFDLDPNUXBEB "84%FW%BZ5PLZPʹ߹Θͤͯ಺༰ΛߜΓͭͭ վగͨ͠΋ͷ͕ࠓճͷߨԋࢿྉͰ͢ य़ य़ Ն ळ

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&0' &OHJOFFSJOH0SHBOJ[BUJPO'FTUJWBM ొஃɺॳԋ גࣜձࣾϝϧΧϦࣾ಺ߨԋ σϒαϛొஃ /55ίϛϡχέʔγϣϯζגࣜձࣾࣾ಺ߨԋ ब׆ੜ޲͚ΧϯϑΝϨϯεٕҭࡇొஃ /55ίϛϡχέʔγϣϯζגࣜձࣾࣾ֎ٕज़ΧϯϑΝϨϯε ιϑτ΢ΣΞςετγϯϙδ΢Ϝ+B445`۝भجௐߨԋ גࣜձࣾϦΫϧʔτࣾ಺ߨԋ ொాιϑτ΢ΣΞৼڵձίϛϡχςΟߨԋ ΠϯϑΥίϜגࣜձࣾࣾ಺ߨԋ /55ςΫϊΫϩεגࣜձࣾࣾ಺ߨԋ )BNFFגࣜձࣾࣾ಺ߨԋ גࣜձࣾϢʔβϕʔεࣾ಺ߨԋ ύφιχοΫגࣜձࣾࣾ಺ٕज़ΧϯϑΝϨϯεجௐߨԋ גࣜձࣾϦίʔࣾ಺ٕज़ΧϯϑΝϨϯεجௐߨԋ ιϑτ΢ΣΞςετγϯϙδ΢Ϝ+B445࢛ࠃجௐߨԋ ΫϦΤʔγϣϯϥΠϯגࣜձࣾࣾ಺ߨԋ גࣜձࣾ8PSLT)VNBO*OUFMMJHFODFࣾ಺ߨԋ גࣜձࣾιχοΫϜʔϒࣾ಺ߨԋ /&$ιϦϡʔγϣϯΠϊϕʔλגࣜձࣾࣾ಺ߨԋ $IBUXPSLגࣜձࣾࣾ಺ߨԋ גࣜձࣾӬ࿨γεςϜϚωδϝϯτࣾ಺ߨԋ גࣜձࣾ.POPUB30ࣾ಺ٕज़ΧϯϑΝϨϯεجௐߨԋ ΫοΫύουגࣜձࣾࣾ಺ߨԋ ϔΠגࣜձࣾࣾ಺ߨԋ גࣜձࣾλΠϛʔࣾ಺ߨԋ ςΫϚτϦοΫεגࣜձࣾηϛφʔొஃ ब׆ੜ޲͚ΧϯϑΝϨϯεٕҭࡇొஃ ϨόςοΫגࣜձࣾϨόςοΫςοΫϑΣεळجௐߨԋ גࣜձࣾϕϦαʔϒϕϦαʔϒΞΧσϛοΫΠχγΞςΟϒجௐߨԋ αΠϘ΢ζגࣜձࣾࣾ಺ߨԋ γϯϓϨΫεגࣜձࣾࣾ಺ΧϯϑΝϨϯεجௐߨԋ 5743&(;"גࣜձࣾࣾ಺ߨԋ /55ίϛϡχέʔγϣϯζגࣜձࣾࣾ಺ߨԋ גࣜձࣾΞΠεϦʔσβΠϯࣾ಺ߨԋ גࣜձࣾ$"35"$0..6/*$"5*0/4ࣾ಺ߨԋ "84%FW%BZ5PLZPθωϥϧηογϣϯొஃ ʮ࣭ͱεϐʔυʯߨԋཤྺ

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͜ͷߨԋͷؔ࿈Ϧιʔε͕ࠓޙެ։͞ΕΔ͔΋͠Ε·ͤΜ ެ։͞ΕͨΒTQFBLFSEFDLͷಉҰ63-Ͱ ࢿྉΛΞοϓσʔτ͠·͢

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༩͑ΒΕͨ࣌ؒʹରͯ͠΍Δ΂͖͜ͱ͕ଟ͗͢Δ৔߹ɺͲ͏͢΂͖͔ B είʔϓΛ࡟Δ C ΋ͬͱਓΛ૿΍͢ D ϦϦʔε೔ΛԆظ͢Δ E ඼࣭Λ٘ਜ਼ʹ͢Δ ʰΞδϟΠϧαϜϥΠʱQ ߥͿΔ࢛ఱԦ͕͋ΒΘΕͨʂ

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༩͑ΒΕͨ࣌ؒʹରͯ͠΍Δ΂͖͜ͱ͕ଟ͗͢Δ৔߹ɺͲ͏͢΂͖͔ B είʔϓΛ࡟Δ C ΋ͬͱਓΛ૿΍͢ D ϦϦʔε೔ΛԆظ͢Δ E ඼࣭Λ٘ਜ਼ʹ͢Δ ʰΞδϟΠϧαϜϥΠʱQ ݱ৔Ͱબ୒͕ͪ͠ͳ͜ͱ 👉

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w୹ظతʹ͸ಘΒΕΔ wதظతʹ͸ٯޮՌʹͳΓͦ͏ w௕ظతʹ͸க໋ইʹͳΔ Ծઆ඼࣭Λ٘ਜ਼ʹ͢Ε͹εϐʔυ͸ಘΒΕΔʁ

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͜͜Ͱ͍͏ʮ඼࣭ʯͱ͸ʁ ʮ୹ظతதظతʯͷڥ໨͸ʁ ͭͷٙ໰

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͜͜Ͱ͍͏ʮ඼࣭ʯͱ͸ʁ ʮ୹ظతதظతʯͷڥ໨͸ʁ ·ͣ͸ͪ͜Βͷ໰͍͔ΒΞϓϩʔν

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"DDFTTJCJMJUZ "EBQUBCJMJUZ "ENJOJTUSBCJMJUZ "OBMZ[BCJMJUZ "VEJUBCJMJUZ "WBJMBCJMJUZ $BMJCSBCJMJUZ $IBOHFBCJMJUZ $PNQBUJCJMJUZ $PO fi HVSBCJMJUZ &YQMPJUBCJMJUZ &YUFOTJCJMJUZ 'MFYJCJMJUZ 'VODUJPOBMJUZ *OTUBMMBCJMJUZ *OUFHSBCJMJUZ *OUFSOBUJPOBMJ[BCJMJUZ *OUFSPQFSBCJMJUZ -FBSOBCJMJUZ .BJOUBJOBCJMJUZ .BSLFUBCJMJUZ .BUVSJUZ .PEJ fi BCJMJUZ 0QFSBCJMJUZ 1FSTPOBMJ[BCJMJUZ 1PSUBCJMJUZ 3FDPWFSBCJMJUZ 3FMJBCJMJUZ 3FQMBDFBCJMJUZ 3FVTBCJMJUZ 4DBMBCJMJUZ 4FDVSJUZ 4FOTJUJWJUZ 4UBCJMJUZ 4VJUBCJMJUZ 4VQQPSUBCJMJUZ 5FTUBCJMJUZ 5SBDFBCJMJUZ 5SBOTBDUJPOBMJUZ 6OEFSTUBOEBCJMJUZ 6QHSBEFBCJMJUZ 6TBCJMJUZ BOENPSF JMJUJFTΛฒ΂Δͱͨ͘͞Μ͋Γ͗͢Δʂ

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ϞσϦϯά ༷ʑͳࢹ఺Λ੾Γޱʹͯ͠ ෳࡶͰ޿ൣͳੈքΛ ཱମతʹཧղ͢ΔࢼΈ

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42VB3&඼࣭Ϟσϧར༻࣌ͷ඼࣭ͱ੡඼඼࣭ IUUQTXXXJQBHPKQTFDSFQPSUT@IUNM

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42VB3&඼࣭Ϟσϧར༻࣌ͷ඼࣭ͱ੡඼඼࣭ IUUQTXXXJQBHPKQTFDSFQPSUT@IUNM

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42VB3&඼࣭Ϟσϧར༻࣌ͷ඼࣭ͱ੡඼඼࣭ IUUQTXXXJQBHPKQTFDSFQPSUT@IUNM

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IUUQTXXXJQBHPKQTFDSFQPSUT@IUNM ಺෦඼࣭ͷडӹऀඃ֐ऀ͸։ൃνʔϜࣗ਎ͳͷͰɺࣗ෼ ͕ͨͪ٘ਜ਼ʹͳΔ͜ͱͰௐ੔ίετ͕௿͍಺෦඼࣭ͷํ Λ࡟Δͱ͍͏൑அΛ͕ͪ͠ͳͷͰ͸ͳ͍͔ ٘ਜ਼ʹ͞ΕΔͷ͸಺෦඼࣭ʢ*OUFSOBM2VBMJUZʣ

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࿨ా୎ਓ !U@XBEB ࣭ͱεϐʔυ ʙιϑτ΢ΣΞ։ൃͷయܕతͳޡղΛղ͘ʙ

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࿨ా୎ਓ !U@XBEB ಺෦඼࣭ͱεϐʔυ ʙιϑτ΢ΣΞ։ൃͷయܕతͳޡղΛղ͘ʙ

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಺෦඼࣭ͷதͰ٘ਜ਼ʹ ๋͛ΒΕͨ΋ͷ͸Կ͔

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42VB3&඼࣭Ϟσϧ੡඼඼࣭ͷ඼࣭ಛੑͱ඼࣭෭ಛੑ IUUQTXXXJQBHPKQTFDSFQPSUT@IUNM

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อकੑ .BJOUBJOBCJMJUZ IUUQTXXXJQBHPKQTFDSFQPSUT@IUNM

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࿨ా୎ਓ !U@XBEB ಺෦඼࣭ͱεϐʔυ ʙιϑτ΢ΣΞ։ൃͷయܕతͳޡղΛղ͘ʙ

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࿨ా୎ਓ !U@XBEB อकੑͱεϐʔυ ʙιϑτ΢ΣΞ։ൃͷయܕతͳޡղΛղ͘ʙ

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อकੑΛ ٘ਜ਼ʹ๋͛Δͱ Ͳ͏ͳΔ͔

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ʮ͋ͱͰΫϦʔϯʹ͢Ε͹͍͍Αɻઌʹࢢ৔ʹग़͞ͳ͚Ε͹ʂʯ ։ൃऀ͸ͦ͏΍͍ͬͯͭ΋͝·͔͢ɻ͕ͩɺ͋ͱͰΫϦʔϯʹ͢Δ͜ͱ͸ͳ ͍ɻࢢ৔͔ΒͷϓϨογϟʔ͸ࢭ·Βͳ͍͔Βͩɻʮઌʹࢢ৔ʹग़͞ͳ͚ Ε͹ʯͱ͍͏͜ͱ͸ɺޙΖʹڝ߹ଞ͕ࣾେ੎͍Δͱ͍͏͜ͱͰ͋Δɻڝ߹ ଞࣾʹ௥͍ൈ͔Εͳ͍ͨΊʹ͸ɺ͜Ε͔Β΋૸Γଓ͚Δ͔͠ͳ͍ɻ ͦͷ݁Ռɺ։ൃऀ͸ϞʔυΛ੾Γସ͑Δ͜ͱ͕Ͱ͖ͳ͍ɻ࣍ͷػೳɺ·ͨ ࣍ͷػೳɺ·ͨ·ͨ࣍ͷػೳΛ௥Ճ͢Δ͜ͱʹͳΓɺίʔυΛΫϦʔϯʹ ͢Δ͜ͱ·Ͱख͕ճΒͳ͍ɻ ͦͯ͠ɺ่յ͕࢝·Δɻੜ࢈ੑ͕θϩʹ͍͍ۙͮͯ͘ɻ ʰ$MFBO"SDIJUFDUVSFʱQ

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IUUQTUXJUUFSDPNOFLPZBTUBUVT

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IUUQTNBSUJOGPXMFSDPNBSUJDMFTJTRVBMJUZXPSUIDPTUIUNM อकੑͷ௿͕͞΋ͨΒ͢΋ͷ ͻͱͭͻͱͭͷมߋʹ ༨ܭͳ͕͔͔࣌ؒΔ

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w୹ظతʹ͸ಘΒΕΔ wதظతʹ͸ٯޮՌʹͳΓͦ͏ w௕ظతʹ͸க໋ইʹͳΔ ԾઆΞοϓσʔτʮอकੑʯΛ٘ਜ਼ʹ͢Ε͹εϐʔυ͸ಘΒΕΔʁ

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Ͱ͸ εϐʔυΛམͱͤ͹ อकੑ͸্͕Δʁ

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IUUQTUXJUUFSDPNWPMVOUBTTUBUVT

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IUUQTPTBIBUFOBCMPHDPNFOUSZ ٕज़ྗͷ͋Δਓ͸͋Δఔ౓ٸ͍Ͱ࡞ͬͨͱͯ͠΋Ұఆ Ҏ্ͷ඼࣭ͷίʔυΛॻ͘͠ɺҙਤతʹ඼࣭Λམͱ͠ ͨͱͯ͠΋଎౓͸͋·Γ্͕Βͳ͍ɻ ٯʹɺٕज़ྗ͕ߴ͘ͳ͍ਓ͕࣌ؒΛ͔͚ͯ࡞ͬͨͱ͠ ͯ΋ͦͷਓͷٕज़ྗҎ্ͷ඼࣭ͷίʔυ͸ॻ͚ͳ͍ɻ

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ܦӦతͳཁٻʹ߹Θͤͯɺ༩͑ΒΕͨ։ൃظ͔ؒΒॊೈʹԚ͞ͱ଎͞Λબ୒͢Δͱ͍͏Α͏ ͳث༻ͳܳ౰͸΄ͱΜ ど ෆՄೳ だ ͱ͍͑·͢ɻ͜Ε͸ɺۃΊͯجૅతͳͱ͜Ζ で ͋Ε ば ଟগ ͸ で ͖Δ͔΋͠Ε·ͤΜ が ɺ࣮ࡍʹ͸ɺιʔείʔ ドが Ԛͯ͘஗͍ਓ΋͍Ε ば ɺ៉ྷ で ଎͍ ਓ΋ଟ͍͘·͢ɻ ʰΤϯδχΞϦϯά૊৫࿦΁ͷট଴ʱQ ΫΠοΫμʔςΟͷਆ࿩

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ͭ·Γ τϨʔυΦϑͰ͸ͳ͍

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࣭ อकੑ εϐʔυ τϨʔυΦϑͱߟ͑Δͷ͸యܕతͳޡղ നؙ෇͖໼ҹෛͷ઀ଓࠜݩ͕૿͑Ε͹ઌ͸ݮΔɻࠜݩ͕ݮΕ͹ઌ͸૿͑Δ

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࠷ߴͷ։ൃऀ͕͍ͪ͹Μ͖Ε͍޷͖ͳ։ൃऀͰ͋Δ͜ͱʹؾͮ ͍ͨͱ͖ɺࢲ͸ͼͬ͘Γͨ͠ɻ଎͍ϓϩάϥϚʔ͸ࡶͳϓϩά ϥϚʔͩͱࢥ͍͔ͬͯͨΒͩɻ ͕ͩɺ࣮ࡍ͸ਖ਼൓ରͩͬͨɻࢲ͕ձͬͨதͰ࠷଎ͷϓϩάϥ Ϛʔ͸ɺίʔυΛѻ͍΍͍͢Α͏ʹอͭ͜ͱʹಛʹ஫ҙΛ෷ͬ ͍ͯͨɻ ʰϨΨγʔίʔυ͔Βͷ୤٫ʱQ

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ίʔυΛॻ͘଎͞ͱίʔυͷ͖Ε͍͞ʹؔ࿈͕͋Δͱೝࣝͨ͠ ͋ͱͰ΋ɺࢲ͸ͦͷͭͷ͍͋ͩͷҼՌؔ܎Λݟ͚ͭΔͷʹ࣌ ؒΛཁͨ͠ɻ ίʔυͷ඼࣭Λߴ͘อ͍ͬͯͨʮʹ΋ؔΘΒͣʯ଎͍ͷͰ͸ͳ ͍ɻίʔυͷ඼࣭Λߴ͘อ͍ͬͯͨʮ͔Βͦ͜ʯ଎͍ͷͩɻ ͜ͷ͜ͱΛཧղͨ͠Βɺιϑτ΢ΣΞ։ൃʹର͢Δ ݟํ͕มΘͬͨɻ ʰϨΨγʔίʔυ͔Βͷ୤٫ʱQQ

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࣭ อकੑ εϐʔυ ίʔυͷ඼࣭Λ٘ਜ਼ʹ͔ͨ͠Β଎͍ͷͰ͸ͳ͘ നؙ෇͖໼ҹෛͷ઀ଓࠜݩ͕૿͑Ε͹ઌ͸ݮΔɻࠜݩ͕ݮΕ͹ઌ͸૿͑Δ

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࣭ อकੑ εϐʔυ ίʔυͷ඼࣭Λߴ͘อ͍ͬͯͨʮ͔Βͦ͜ʯ଎͍ ໼ҹਖ਼ͷ઀ଓࠜݩ͕૿͑Ε͹ઌ΋૿͑Δɻࠜݩ͕ݮΕ͹ઌ΋ݮΔ

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Ͱ͸ εϐʔυ͔Β࣭΁ͷ Өڹ͸Ͳ͏͔

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࣭ อकੑ εϐʔυ Ͱ͸εϐʔυ͔Β࣭ อकੑ ΁ͷӨڹ͸Ͳ͏͔

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඼࣭͸ѱ͍ͱجຊతʹख໭ΓΛੜΉͷͰ଎౓ʹ௓ͶฦΔɻख໭ͬͯ Δ࣌ؒ͸ֶͼΛ͏·ͳ͍࣌ؒɻ඼࣭ΛԼ͛Δͱ͍͏൑அ͸ֶͼͷ଎ ౓௿ԼΛڐ༰͢Δͱ͍͏͜ͱɻ ैདྷͷమ൘ ͩͱޡղ͞Ε͍ͯͨ ͩͬͨ඼࣭ͯͯ͢଎౓͋͛Α͏͸ ඼࣭͸ྼԽ͢Ε͹ख໭Γ͕ൃੜ͢Δ͚ͩͰɺ݁ہ͸ϦʔυλΠϜͷ ૿Ճʹ௓ͶฦΔͷͰ΍Ί·͠ΐ͏ɻ ඼࣭͸ྼԽ͢Ε͹ϦʔυλΠϜͷ૿Ճʹ௓ͶฦΔ IUUQJLFZIBUFCMPKQFOUSZ

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εϐʔυ͕མͪΔͱԾઆݕূ͕ճΒͳ͍ IUUQJLFZIBUFCMPKQFOUSZ

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ຊ౰ͷؔ܎

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࣭ εϐʔυ ຊ౰ͷؔ܎ɹ ໼ҹਖ਼ͷ઀ଓࠜݩ͕૿͑Ε͹ઌ΋૿͑Δɻࠜݩ͕ݮΕ͹ઌ΋ݮΔ

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࣭WTεϐʔυͱ͍͏ೋ཯എ൓ͷؔ܎͸ɺ ہॴతͳ΋ͷͰ͔͠ͳ͍ɻ େҬతʹ͸ɺยํΛ٘ਜ਼ʹͨ͠৔߹ɺ஌ Β͵͏ͪʹ΋͏Ұͭ΋٘ਜ਼ʹ͍ͯ͠Δͱ ͍͏͜ͱΛ͓๨Εͳ͘ɻ IUUQTLOPIKQBOTXFSTEDB Evan Priestley

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IUUQTMFBSOJOHPSFJMMZDPNMJCSBSZWJFXJOGSBTUSVDUVSFBTDPEF ࣭ͱεϐʔυͷ྆ํΛଚॏ͠ͳ͍ͱ݁ہʮյΕ΍͍͢ΰϛʯʹͳͬͯ͠·͏

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͜͜Ͱ͍͏ʮ඼࣭ʯͱ͸ʁ ʮ୹ظతதظతʯͷڥ໨͸ʁ ͭΊͷٙ໰

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ςετࣗಈԽͷଛӹ෼ذ఺͸ʮճʯ IUUQTXXXBNB[PODPKQEQ ͓ΑͦճͰ खಈςετͱࣗಈԽ͞Εͨςετͷ ίετ͕ٯస͢Δ

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಺෦඼࣭΁ͷ౤ࢿͷଛӹ෼ذ఺͸ ೥ޙͱ͔Ͱ͸ͳ͘ ϲ݄Ҏ಺ʹݱΕΔ IUUQTNBSUJOGPXMFSDPNBSUJDMFTJTRVBMJUZXPSUIDPTUIUNM ಺෦඼࣭΁ͷ౤ࢿͷଛӹ෼ذ఺͸ϲ݄Ҏ಺ʹݱΕΔ

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w୹ظతʹ͸ಘΒΕΔ͔΋ʢॾઆ͋Γʣ wϲ݄Ҏ಺ʹ͸ٯޮՌʹͳΔ w௕ظతʹ͸க໋ইʹͳΔ ϲ݄Ҏ಺Ͱ͋Ε͹ɺ಺෦඼࣭΁ͷ౤ࢿͷडӹऀ͸ࣗ෼ͨͪࣗ਎ Ͱ͋Γɺͭ·Γಓಙ΍ᛗዟͷ࿩Ͱ͸ͳ͘ଛಘ΍ָۤͷ࿩Ͱ͋Δ ݁࿦ʮอकੑʯΛ٘ਜ਼ʹ͢Ε͹εϐʔυ͸ಘΒΕΔʁ

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ϦϑΝΫλϦϯά༻ͷϦιʔεΛ७૿ͨ͠༁Ͱ͸ͳ͍ɻTQSJOU಺ ͷΛ౤ࢿ͢ΔͱܾΊͨɻ࠷ॳ͸ϕϩγςΟ͕མ͕ͪͨɺ ϲ݄ܦͬͨޙ͸໌֬ʹσϦόϦʔ଎౓͕ߴ·ͬͨɻʢྫΛڍ ͛Δͱɺϲ݄͔͔ΔͱݴΘΕ͍ͯͨن໛ͷ։ൃ͕೔ͰऴΘΔΑ ͏ʹͳͬͨʣ ͨ·ͨ·ࢀՃͨ͠ΠϕϯτͰU@XBEB͞Μͷ ʮ࣭ͱεϐʔυʯʹؔ͢ΔߨԋΛฉ͖ɺ   ΋ͱ΋ͱ೰ΜͰ͍ͨϙΠϯτͩͬͨͷͰ   ਧͬ੾Δ͜ͱ͕Ͱ͖ͨɻ ΩϟσΟגࣜձ༷ࣾͷࣄྫ IUUQTDBEEJUFDIBSDIJWFT

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༩͑ΒΕͨ࣌ؒʹରͯ͠΍Δ΂͖͜ͱ͕ଟ͗͢Δ৔߹ɺͲ͏͢΂͖͔ B είʔϓΛ࡟Δ C ΋ͬͱਓΛ૿΍͢ D ϦϦʔε೔ΛԆظ͢Δ E ඼࣭Λ٘ਜ਼ʹ͢Δ ʰΞδϟΠϧαϜϥΠʱQ ࠶ܝߥͿΔ࢛ఱԦͱ୒໰୊

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༩͑ΒΕͨ࣌ؒʹରͯ͠΍Δ΂͖͜ͱ͕ଟ͗͢Δ৔߹ɺͲ͏͢΂͖͔ B είʔϓΛ࡟Δ C ΋ͬͱਓΛ૿΍͢ D ϦϦʔε೔ΛԆظ͢Δ E ඼࣭Λ٘ਜ਼ʹ͢Δ ʰΞδϟΠϧαϜϥΠʱQ 👉 ߥͿΔ࢛ఱԦ͸είʔϓΛ࡟Ε

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͝ਗ਼ௌ͋Γ͕ͱ͏͍͟͝·ͨ͠ w ʮ඼࣭ͱεϐʔυ͸τϨʔυΦϑͷؔ܎ʹ͋Δʯ͸େ͖ͳޡղ w ʮ඼࣭ʯͷ໊ͷ΋ͱʹ٘ਜ਼ʹ͞ΕΔͷ͸಺෦඼࣭ͷಛʹอकੑ w ࣮ࡍʹ͸อकੑΛߴΊΕ͹εϐʔυ͸্͕Δ͠ɺอकੑΛམͱͤ͹   εϐʔυ͸Լ͕Δ w εϐʔυΛམͱͯ͠΋อकੑ͸্͕Βͳ͍͠ɺεϐʔυΛམͱ͢ͱԾઆݕ ূϓϩηε͕ճΒͣڝ૪ྗͷ͋Διϑτ΢ΣΞΛ࡞Εͳ͘ͳΔ w ಺෦඼࣭΁ͷ౤ࢿͷଛӹ෼ذ఺͸ҙ֎ͱૣ͘ ϲ݄Ҏ಺ ΍ͬͯ͘Δ w ϲ݄Ҏ಺ͱ͍͏͜ͱ͸डӹऀ͸ࣗ෼ͨͪࣗ਎Ͱ͋Γɺͭ·Γಓಙ΍ᛗዟ ͷ࿩Ͱ͸ͳ͘ଛಘ΍ָۤͷ࿩Ͱ͋Δ

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2εϐʔυͱ࣭͕ τϨʔυΦϑͰͳ͍ͷͳΒ ʮεϐʔυ͓Αͼ࣭ʯ͸ ԿͱτϨʔυΦϑͳͷͰ͠ΐ͏͔

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࣭ͱεϐʔυ͕ τϨʔυΦϑͰ͸ͳ͍͜ͱΛ ౷ܭతʹࣔͨ͠ௐࠪ

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wϦʔυλΠϜ wσϓϩΠස౓ w.553 ฏۉम෮࣌ؒ wมߋࣦഊ཰ IUUQTXXXBNB[PODPKQEQ ݱ୅ʹ͓͚Δ࣭ͱεϐʔυΛଌΔͭͷΩʔϝτϦΫε

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ϦʔυλΠϜͱσϓϩΠස౓ԾઆݕূϓϩηεΛਝ଎ʹճ͢ IUUQJLFZIBUFCMPKQFOUSZ

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IUUQTDMPVEHPPHMFDPNEFWPQTTUBUFPGEFWPQT 2019

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ΤϦʔτ ϋΠύϑΥʔϚʔ ϛσΟΞϜ ύϑΥʔϚʔ ϩʔύϑΥʔϚʔ ϦʔυλΠϜ ೔ະຬ ೔͔Βिؒ ि͔ؒΒϱ݄ ϱ݄͔Β൒೥ σϓϩΠස౓ ΦϯσϚϯυ ೔ෳ਺ճ ೔ճ͔Βिճ िճ͔Β݄ճ ݄ճ͔Β൒೥ʹճ .553 ࣌ؒະຬ ೔ະຬ ೔ະຬ ि͔ؒΒϱ݄ มߋࣦഊ཰ ͭͷΩʔϝτϦΫε೥ͷௐࠪʢສઍ݅Ҏ্ͷճ౴ΛΫϥελʔ෼ੳʣ w։ൃ଎౓ͱ඼࣭͸τϨʔυΦϑͷؔ܎Ͱ͸ͳ͍ w૊৫ؒͷࠩ͸͔ͳΓେ͖͘ɺ͞Βʹ։͍͍ͯΔʢʣ wѹ౗తͳࠩ͸ܧଓతσϦόϦ΍%FW0QT΁ͷ૊৫తͳ౤ࢿͷࠩ IUUQTXXXTMJEFTIBSFOFU%FW0QT8FCJOBSTBDDFMFSBUFTUBUFPGEFWPQTTVSWFZSFTVMUTBSFJO 2019

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ΤϦʔτ ΤϦʔτͱϩʔύϑΥʔϚʔͷࠩ ϩʔύϑΥʔϚʔ ϦʔυλΠϜ ೔ະຬ ഒ ϱ݄͔Β൒೥ σϓϩΠස౓ ΦϯσϚϯυ ೔ෳ਺ճ ഒ ݄ճ͔Β൒೥ʹճ .553 ࣌ؒະຬ ि͔ؒΒϱ݄ มߋࣦഊ཰ ͭͷΩʔϝτϦΫε೥ͷௐࠪʹ͓͚ΔΤϦʔτΫϥελͱϩʔύϑΥʔϚʔΫϥελͷࠩ w։ൃ଎౓ͱ඼࣭͸τϨʔυΦϑͷؔ܎Ͱ͸ͳ͍ w૊৫ؒͷࠩ͸͔ͳΓେ͖͘ɺ͞Βʹ։͍͍ͯΔʢʣ wѹ౗తͳࠩ͸ܧଓతσϦόϦ΍%FW0QT΁ͷ૊৫తͳ౤ࢿͷࠩ IUUQTXXXTMJEFTIBSFOFU%FW0QT8FCJOBSTBDDFMFSBUFTUBUFPGEFWPQTTVSWFZSFTVMUTBSFJO 2019

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IUUQTDMPVEHPPHMFDPNEFWPQTTUBUFPGEFWPQT 2021

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ΤϦʔτ ϋΠύϑΥʔϚʔ ϛσΟΞϜ ύϑΥʔϚʔ ϩʔύϑΥʔϚʔ ϦʔυλΠϜ ࣌ؒະຬ ೔͔Βिؒ ϱ݄͔Β൒೥ ൒೥Ҏ্ σϓϩΠස౓ ΦϯσϚϯυ ೔ෳ਺ճ िճ͔Β݄ճ ݄ճ͔Β൒೥ʹճ ൒೥ʹճະຬ .553 ࣌ؒະຬ ೔ະຬ ೔͔Βिؒ ൒೥Ҏ্ มߋࣦഊ཰ ͭͷΩʔϝτϦΫε೥ͷௐࠪʢສઍ݅Ҏ্ͷճ౴ΛΫϥελʔ෼ੳʣ w։ൃ଎౓ͱ඼࣭͸τϨʔυΦϑͷؔ܎Ͱ͸ͳ͍ w૊৫ؒͷࠩ͸͔ͳΓେ͖͘ɺ͞Βʹ։͍͍ͯΔʢʣ wѹ౗తͳࠩ͸ܧଓతσϦόϦ΍%FW0QT΁ͷ૊৫తͳ౤ࢿͷࠩ IUUQTDMPVEHPPHMFDPNEFWPQTTUBUFPGEFWPQT 2021

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ΤϦʔτ ΤϦʔτͱϩʔύϑΥʔϚʔͷࠩ ϩʔύϑΥʔϚʔ ϦʔυλΠϜ ࣌ؒະຬ ഒ ൒೥Ҏ্ σϓϩΠස౓ ΦϯσϚϯυ ೔ෳ਺ճ ഒ ൒೥ʹճະຬ .553 ࣌ؒະຬ ൒೥Ҏ্ มߋࣦഊ཰ ͭͷΩʔϝτϦΫε೥ͷௐࠪʹ͓͚ΔΤϦʔτΫϥελͱϩʔύϑΥʔϚʔΫϥελͷࠩ w։ൃ଎౓ͱ඼࣭͸τϨʔυΦϑͷؔ܎Ͱ͸ͳ͍ w૊৫ؒͷࠩ͸͔ͳΓେ͖͘ɺ͞Βʹ։͍͍ͯΔʢʣ wѹ౗తͳࠩ͸ܧଓతσϦόϦ΍%FW0QT΁ͷ૊৫తͳ౤ࢿͷࠩ IUUQTDMPVEHPPHMFDPNEFWPQTTUBUFPGEFWPQT 2021

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ʮεϐʔυ͓Αͼ࣭ʯ͸ ԿͱτϨʔυΦϑͳͷ͔

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IUUQTCIBUFOBOFKQFOUSZTTQFBLFSEFDLDPNUXBEBRVBMJUZBOETQFFE Ͱ͸εϐʔυͱ࣭͸ԿͱτϨʔυΦϑͳͷ͔࣍ੈ୅΁ͷڭҭɺ৽ٕज़ͷௐࠪɺଟ༷ੑͷ֬อ

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IUUQTPTBIBUFOBCMPHDPNFOUSZ Ͱ͸ɺ඼࣭ͱ଎౓ʹ͍ͭͯͷτϨʔυΦϑ͕ҙࣝ͞ΕΔ ͱ͖ɺ࣮ࡍʹ͸ԿͱԿ͕ṝʹ͔͚ΒΕ͍ͯΔͷ͔ɻ ͦΕ͸֤ݸਓͰ͸ͳ͘ϓϩμΫτશମͷ඼࣭ͱ଎౓͕ṝ ʹ͔͚ΒΕ͍ͯΔͷͰ͸ͳ͍͔ɻݴ͍׵͑Ε͹ɺϓϩμ Ϋτͷ඼࣭Λࢧ͑ΔͨΊʹඞཁͳϝϯόʔͷ੒௕ͱͦͷ ੒௕ͷͨΊʹඞཁͳϑΟʔυόοΫ΍ֶशͷ͕࣌ؒṝʹ ͔͚ΒΕ͍ͯΔͷͰ͸ͳ͍͔ͱࢥ͏ɻ

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ٕज़͔ΒจԽ΁

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ٕज़ʮ͕ʯจԽʮʹʯӨڹΛ༩͑Δ IUUQTXXXBNB[PODPKQEQ զʑ͸ʮܧଓతσϦόϦΛ࣮ફ͢Δͱɺ૊৫จԽʹ޷ӨڹΛ༩͑ Δ͜ͱ͕Ͱ͖ΔʯͱͷԾઆΛཱͯͨɻͦͯ͠෼ੳͷ݁ՌɺͦΕ͕ ਅͰ͋Δ͜ͱΛཱূͰ͖ͨ ʰ-FBOͱ%FW0QTͷՊֶʱQ

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จԽʹӨڹΛٴ΅͢ཁૉ IUUQTXXXEFWPQTSFTFBSDIDPNSFTFBSDIIUNM

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IUUQTTQFBLFSEFDLDPNTOPP[FSSFBEZQMBZFSPOFZVOJLPORJZFGBMTFIJNJUVOJYVFCFSVLPUP จԽɾ෩౔͓ΑͼύϑΥʔϚϯεʹӨڹΛ༩͑Δ͜ͱ͕ೝΊΒΕͨཁૉ

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IUUQTTQFBLFSEFDLDPNTOPP[FSSFBEZQMBZFSPOFZVOJLPORJZFGBMTFIJNJUVOJYVFCFSVLPUP ϋΠύϑΥʔϚϯεͳ૊৫Λ࣮ݱ͢ΔͨΊͷจԽΛҭͯΔ

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ܧଓతσϦόϦΛࢧ͑Δٕज़ϓϥΫςΟε͕จԽʹͭͳ͕Δ IUUQTXXXEFWPQTSFTFBSDIDPNSFTFBSDIIUNM

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ܧଓతσϦόϦΛࢧ͑Δٕज़ϓϥΫςΟε͕จԽʹͭͳ͕Δ IUUQTTQFBLFSEFDLDPNTOPP[FSSFBEZQMBZFSPOFZVOJLPORJZFGBMTFIJNJUVOJYVFCFSVLPUP

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2͓ΘΓ

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2͏ͪͷ ձࣾcۀ຿cιϑτ΢ΣΞ ͸ಛघͳͷͰɺ͜ͷٞ࿦͸౰ͯ͸·Β ͳ͍ͷͰ͸ͳ͍Ͱ͠ΐ͏͔

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զʑ͸ύοέʔδιϑτ΢ΣΞɺ4P3ɺ૊ΈࠐΈιϑτ΢ΣΞΛ࢖͍ͬͯΔνʔϜ ͸ύϑΥʔϚϯε͕௿͘ɺ4P&΍৽छͷγεςϜΛ࢖͍ͬͯΔνʔϜ͸ύϑΥʔϚ ϯε͕ߴ͍ͱ༧ଌ͍͔ͯͨ͠ΒͰ͋Δɻͦͯͦ͠ͷ༧ଌ͕֎Ε͍ͯͨ͜ͱΛཱূ͢ Δσʔλ͕ಘΒΕͨɻ ͜ΕʹΑͬͯɺΞʔΩςΫνϟͷ࣮૷ͷৄࡉΑΓ΋   ʢ͜ͷ͋ͱઆ໌͢Δ̎ͭͷʣΞʔΩςΫνϟ͕࣋ͭಛੑʹ ஫໨͢Δ͜ͱͷॏཁੑ͕ු͖ூΓʹͳͬͨɻ γεςϜͷλΠϓͱύϑΥʔϚϯεʹ͸૬͕ؔͳ͍ IUUQTXXXBNB[PODPKQEQ ʰ-FBOͱ%FW0QTͷՊֶʱQ

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IUUQTXXXBNB[PODPKQEQ ʰ-FBOͱ%FW0QTͷՊֶʱQQ γεςϜͷλΠϓͱύϑΥʔϚϯεʹ͸૬͕ؔͳ͍

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ΞʔΩςΫνϟͷಛੑͷதʹ͸େ͖ͳӨڹΛٴ΅͠͏Δ΋ͷ͕ͭ͋Δɻզʑͷௐ ࠪͰ͸ɺ࣍ͷͭͷࣄ߲ʹʮಉҙͰ͖Δʯͱճ౴ͨ͠૊৫Ͱ͋Ε͹ϋΠύϑΥʔϚʔ Ͱ͋ΔՄೳੑ͕ߴ͍ɺͱ͍͏݁Ռ͕ग़ͨͷͰ͋Δɻ wςετͷେ൒Λɺ౷߹؀ڥΛඞཁͱͤͣʹ࣮ࢪͰ͖Δ wΞϓϦέʔγϣϯΛɺͦΕ͕ґଘ͢ΔଞͷΞϓϦέʔγϣϯ΍αʔϏε͔Β͸   ಠཱͨ͠ܗͰɺσϓϩΠ·ͨ͸ϦϦʔεͰ͖Δ ΞʔΩςΫνϟʹؔΘΔ͜ͷͭͷಛੑΛɺզʑ͸ʮςετ༰қੑʯͱ   ʮσϓϩΠ༰қੑʯͱݺΜͰ͍Δ͕ɺ͜ͷ͕ͭύϑΥʔϚϯεΛ ޲্ͤ͞Δ্ͰॏཁͩͱࢥΘΕΔɻ ςετ༰қੑͱσϓϩΠ༰қੑʢσϓϩΠಠཱੑʣ IUUQTXXXBNB[PODPKQEQ ʰ-FBOͱ%FW0QTͷՊֶʱQ

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IUUQTMPHNJKQUFDIBSUJDMFT ςεϥͷมߋස౓ͱΞʔΩςΫνϟ

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ςεϥͷมߋස౓ͱΞʔΩςΫνϟ IUUQTMPHNJKQUFDIBSUJDMFT

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ςεϥͷมߋස౓ͱΞʔΩςΫνϟ IUUQTMPHNJKQUFDIBSUJDMFT

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ϩʔύϑΥʔϚʔͱͳΔ܏޲͕ڧ͍ͷ͸ɺ࣍ͷΑ͏ʹճ ౴ͨ͠νʔϜͰ͋ͬͨ w ʮߏஙதͷιϑτ΢ΣΞ ͋Δ͍͸ར༻͢Δඞཁ ͷ͋ΔҰ܈ͷαʔϏε ͸ɺଞࣾ ֎஫ઌͳͲ ͕։ ൃͨ͠ΧελϜιϑτ΢ΣΞͰ͋Δʯ ݫ͍͠ݱ࣮ IUUQTXXXBNB[PODPKQEQ ʰ-FBOͱ%FW0QTͷՊֶʱQ

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ʮιϑτ΢ΣΞσϦόϦͷύϑΥʔϚϯε͸૊৫શମͷ ۀ੷ʹॏཁͳӨڹΛٴ΅͢ʯͱ͍͏ࣄ࣮͸ɺࣗ૊৫ͷࣄ ۀʹͱͬͯઓ্ུॏཁͳιϑτ΢ΣΞͷ։ൃೳྗΛࣗ૊ ৫ͷத֩తཁૉͱͯ͠Ґஔ෇͚ͣʹ֎෦ҕୗ͢Δ͜ͱ΁ ͷڧྗͳ൓ূͱͳΔɻ ݫ͍͠ݱ࣮ IUUQTXXXBNB[PODPKQEQ ʰ-FBOͱ%FW0QTͷՊֶʱQ

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2͓ΘΓ

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2 ɺϲ݄ޙʹޮՌ͕ಘΒΕΔͱ෼͔͍ͬͯͯ΋౤ࢿ ʹ౿Έ੾Δͷ͸೉͍͠Α͏ʹࢥ͑·͢ɻ ౤ࢿʹ౿Έ੾ΔͨΊͷ४උɺϓϥΫςΟε͸ͳ͍Ͱ ͠ΐ͏͔

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w ΞϝϦΧਓඈͼࠐΊ͹͋ͳͨ͸ӳ༤Ͱ͢ w ΠΪϦεਓඈͼࠐΊ͹͋ͳͨ͸ਈ࢜Ͱ͢ w υΠπਓඈͼࠐΉͷ͕͜ͷધͷنଇͰ͢ w ΠλϦΞਓඈͼࠐΉͱঁੑʹ΋ͯ·͢Α w ϑϥϯεਓඈͼࠐ·ͳ͍Ͱ͍ͩ͘͞ w ೔ຊਓΈΜͳඈͼࠐΜͰ͍·͢Α ೔ຊਓΛಈ͔͢ݴ༿ʢ༻๏༻ྔΛकͬͯ࢖͏͜ͱʣ IUUQTXXXBNB[PODPKQEQ ೔ຊਓ͸൑அΛ֎෦ʹҕͶ͕ͪͳ܏޲͕͋Δɻ   ͭ·ΓࣄྫͰԡ͢ͱޮՌ͕ߴ͍ɻ

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ίʔυͷ಺෦඼࣭ͷϏδωεΠϯύΫτ IUUQTUXJUUFSDPNJXBTIJTUBUVT

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2͓ΘΓ

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2ίʔυͷ࣭ɺઃܭͷ࣭Λ൑அ͢Δ ྗ͸Ͳ͏͚ͭΕ͹ྑ͍Ͱ͠ΐ͏͔

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ιϑτ΢ΣΞͷ։ൃʹ࠷ॳ͔Β࠷ޙ·ͰؔΘΔͱ͍͏ܦݧ͸ͱͯ΋وॏ ͩͬͨΜ͡Όͳ͍ͩΖ͏͔ɻͳͥͳΒɺϓϩδΣΫτ։࢝࣌ͷμϝͳσβ Πϯͷͬ͠΃ฦ͠ΛɺޙͰࣗ෼ͰϞϩʹड͚Δ͔Βͩɻ ౰ॳ΅͘͸ɺ΄ͱΜͲߟ͑ͣίʔυΛʮΞϯμʔΤϯδχΞϦϯάʯ͍ͯ͠ ͨɻޙʑ͜ΕΛա౓ʹमਖ਼ͯ͠͠·͍ɺશͯΛʮΦʔόʔΤϯδχΞϦϯ άʯ͠࡞ΓࠐΈ͗ͯ͢͠·ͬͨɻ̎೥൒ͱ͍͏࣌ؒ͸͜͏͍ࣦͬͨഊΛܦ ݧ͢Δʹ͸े෼ͳ࣌ؒͰɺࣙΊΔ͜Ζʹ͸γεςϜͷσβΠϯͷԘക͕ɺ ͔ͳΓΘ͔ΔΑ͏ʹͳ͍ͬͯͨͱࢥ͏ɻ IUUQTLOPIKQBOTXFSTEDB Evan Priestley

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2" Ԇ௕ઓ༻ͷ εϥΠυ

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ٕज़తෛ࠴ͱ͸Կ͔

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඼࣭ͱίετ͸ τϨʔυΦϑ͔

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Ͳͷ͘Β͍ ઃܭʹ౤ࢿ͢Δ͔

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ςετέʔε ϦεΫ खಈςετͷ ίετ ࣗಈԽίετ σβΠϯมߋ ηΩϡϦςΟΞϥʔτ औҾཤྺ ޱ࠲ͷౚ݁ ৽نϢʔβొ࿥ ݕࡧ݁Ռͷฒͼସ͑ ͓ۚͷೖۚ ৼΓࠐΈͷ֬ೝ IUUQTXXXBNB[PODPKQEQ9 ࣗಈԽίετΛݟੵ΋Δʢͬ͘͟Γߴ௿ʣ

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ςετέʔε ϦεΫ खಈςετͷ ίετ ࣗಈԽίετ ޱ࠲ͷౚ݁ ৼΓࠐΈͷ֬ೝ औҾཤྺ ݕࡧ݁Ռͷฒͼସ͑ ͓ۚͷೖۚ ηΩϡϦςΟΞϥʔτ ৽نϢʔβొ࿥ σβΠϯมߋ IUUQTXXXBNB[PODPKQEQ9 ༏ઌॱҐΛ෇͚ͯฒ΂ସ͑Δ