累計参加者8,500名！ #DataEngineeringStudy の43スライドから学ぶ、データエンジニアリングの羅針盤 / 20220224

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%BUB&OHJOFFSJOH4UVEZͷεϥΠυ͔ΒֶͿ σʔλΤϯδχΞϦϯάͷཏ਑൫ ೥݄ऩ࿥ גࣜձࣾQSJNF/VNCFSʮʯ์ө༧ఆ QSFTFOUFECZ!ZV[VUBT ྦྷܭࢀՃऀ ໊ʂ

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ɹ%BUB&OHJOFFSJOH4UVEZ൪֎ฤ

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ର৅ ʮσʔλ෼ੳΛࢧ͑ΔγεςϜʯʹؔΘΔਓ ՝୊ ʮԿΛͨ͠Β͍͍ͷʁʯͱ͍͏ٙ໰ ʮ͜ΕͰ͋ͬͯΔͷʁʯͱ͍͏ෆ҆ ఏڙՁ஋ ʮ࣍͸͜ΕΛௐ΂ͯΈΑ͏ʯͱ͍͏ཏ਑൫ ɹ͜ͷొஃͷ֓ཁ

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4/4Ͱެ։ࡁΈ ࡱӨ΍ϝϞ͸ෆཁͰ͢ɻϦϥοΫεͯ͠ฉ͍͍͚ͯͨͩΕ͹ͱࢥ͍·͢ɻ εϥΠυຕNJO ؤுͬͯ෇͍͖͍ͯͯͩ͘͞ɻԿ͔ͭͰ΋࣋ͪؼ͍͚ͬͯͨͩΕ͹ͱࢥ͍·͢ɻ ɹ໔੹ɾ஫ҙࣄ߲ᶃ ҰݴͰݴ͏ͱ ؾָʹฉ͍ͯͶ

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ຊࢿྉ͸ಛఆاۀɾ੡඼΁ͷশࢍɾ൷൑Λҙਤ͢Δ΋ͷͰ͸͋Γ·ͤΜɻ ·ͨɺ৘ใఏڙʹ͋ͨΓɺͦͷਖ਼֬ੑΛอূ͢Δ΋ͷͰ͸͋Γ·ͤΜɻ ඞͣଞͷ৘ใݯ΍Ҿ༻ݩΛ֬ೝͷ্ɺࣗ਎ͷ੹೚ʹ΋ͱ͍ͮͯ͝൑அ͍ͩ͘͞ɻ ༻ޠ΍πʔϧͷઆ໌ʹ͍ͭͯɺࣗ͝਎΍ॴଐνʔϜͰͷཧղɾղऍ͕ ঺հ಺༰ͱҟͳΔ৔߹͸దٓಡΈସ͍͚͑ͯͨͩΔͱ޾͍Ͱ͢ɻ ɹ໔੹ɾ஫ҙࣄ߲ᶄ ҰݴͰݴ͏ͱ έν͚ͭͳ͍ͰͶ

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ຊࢿྉͷར༻ʹΑΓൃੜ͍͔ͨ͠ͳΔଛ֐ʹରͯ͠΋ ࢿྉ࡞੒ऀ͸ͦͷ੹೚Λෛ͍͔Ͷ·͢ɻ ຊࢿྉʹهࡌ͞Ε͍ͯΔձ໊ࣾɾ੡඼໊ͳͲ͸ɺ Ұൠʹ֤ࣾͷొ࿥঎ඪ·ͨ͸঎ඪɺ঎඼໊Ͱ͢ɻ ࢿྉ಺Ͱ͸ äϚʔΫͳͲ͸ද͍ࣔͯ͠·ͤΜɻ !ZV[VUBTͷஶ࡞෺ͷݖརʹ͍ͭͯ͸ IUUQTZV[VUBTIBUFOBCMPHDPNFOUSZDPQZSJHIUʹ४ڌ͠·͢ɻ ຊࢿྉΛࢀߟʹͨ͠৔߹͸ɺඞͣͦͷࢫΛ໌ه͍ͯͩ͘͠͞ɻ ɹ໔੹ɾ஫ҙࣄ߲ᶅ ҰݴͰݴ͏ͱ ͓ޓ͍ʹ๏཯ΛकΖ͏ͥ

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ɹΞδΣϯμ ͸͡Ίʹ σʔλج൫ͷཏ਑൫ ͓ΘΓʹ ɾࣗݾ঺հ ɾ෯޿͍σʔλ׆༻ࢪࡦ ɾσʔλΤϯδχΞϦϯάͷॏཁੑ ɾ%BUB&OHJOFFSJOH4UVEZͱ͸ ɾσʔλΞʔΩςΫνϟͷશମ૾ ɾσʔλΛूΊΔ ɾσʔλΛஷΊΔ ɾσʔλΛՃ޻͢Δ ɾσʔλΛՄࢹԽ͢Δ ɾσʔλͷར༻Λଅ͢ ɾσʔλ૊৫ΛӡӦ͢Δ ɾ·ͱΊ ɾUSPDDPʹΑΔߏங

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ࣗݾ঺հ ˞ऩ࿥࣌఺ͷ಺༰ͱͳΓ·͢

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ɹొஃऀ4IP:PLPZBNB ίϛϡχςΟ ɾ%BUB&OHJOFFSJOH4UVEZʙϞσϨʔλʔ ɾ%FWFMPQFST4VNNJU ίϯςϯπҕһ ొஃ ɾ1Z$PO+1ʹͯϕεττʔΫΞϫʔυ༏ल৆ ɾ%FWFMPQFST4VNNJU4VNNFSʹͯΞϯέʔτຬ଍౓Ґ ɾ(PPHMF$MPVE%BZ%JHJUBM ࿈ࡌ ɾ*5NFEJB։ൃݱ৔ʹlσʔλจԽzΛਁಁͤ͞Δʮσʔλج൫ʯେղ๤ ɾ1SPEVDU;JOFϓϩμΫτϚωʔδϟʔ΁ͷస਎ʹඞཁͳϚΠϯυηοτ ܝࡌ ɾ೔ܦ࢈ۀ৽ฉ໘ ೥݄೔ ɾ'PSCFT+BQBO೥݄߸

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ϑΥϩʔΑΖ͓͘͠Ͷ͕͍͠·͢ʂ ɹ4/4!ZV[VUBT

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ɹσʔλج൫Λ࣌ؒͰߏங

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ɹ೔ຊʹ͓͚Δ%BUB0QTͷୈҰਓऀ

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ɹग़൛ॻ੶

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ɹגࣜձࣾ෩Ի԰ ͔͟Ͷ΍ σʔλϚωδϝϯτˍσʔλΤϯδχΞϦϯάʹಛԽͨ͠αʔϏεΛఏڙ ٕज़ސ໰ डୗ։ൃ اۀݚम

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ɹԶͷߟ͑ͨ࠷ڧͷडୗձࣾ

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ɹ஥ؒΛืू͍ͯ͠·͢ %BUB"OBMZUJDT&OHJOFFS%BUB"OBMZUJDT$POTVMUBOU ओͳۀ຿ ɾσʔλύΠϓϥΠϯͷاըɺߏஙɺӡ༻ ɾϞχλϦϯά׆༻ʹΑΔۀ຿վળࢧԉ ಇ͖ํ ɾि೔ʙ0,ɺϑϧϦϞʔτ0,ɺ෭ۀͰͷࢀՃ0, ɾՔಇͷΛεΩϧ޲্044׆ಈهࣄࣥචʹ౤ࢿ ɾΠϕϯτొஃ΍ॻ੶ࣥචͷػձΛఏڙ ɾ߽՚ΞυόΠβʔਞʹΑΔϨϏϡʔମ੍༗ બߟ՝୊ʮ,%&$ʯ΁ͷ௅ઓΛͥͻ͝ݕ౼͍ͩ͘͞ IUUQTLB[BOFZBDPNLEFD

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෯޿͍σʔλ׆༻ࢪࡦ γεςϜͰ࣮ݱ͍ͨ͜͠ͱ

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ൢച਺ɺొ࿥਺ɺར༻཰ɺ޿ࠂඅɺ঎ஊ਺ɺ໰͍߹Θͤ਺ɺϨεϙϯελΠϜFUDʜ ɹࢦඪͷϞχλϦϯά %FWFMPQFST4VNNJU4VNNFSࢿྉΑΓ ຖேͷച্4MBDL௨஌ ༧ࢉ؅ཧγʔτ άϥϑɾμογϡϘʔυ

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ओཁಋઢʹ͓͚ΔભҠɾ཭୤ͷՄࢹԽ ɹϢʔβʔͷར༻ঢ়گ ߦಈϑΝωϧ ભҠ཰ δϟʔχʔϚοϓ֤ભҠͷભҠ཰ %FWFMPQFST4VNNJU4VNNFSࢿྉΑΓ

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ɹސ٬ηά ϝϯτͷՄࢹԽ ೥ͷϒϩάهࣄΑΓ શମηά ϝϯτผ ηά ϝϯτO YYYYYYYY YYYYYYYY YYYYYYYY YYYYYYYY YYYYYYYY YYYYYYYY YYYYYYYY YYYYYYYY YYYYYYYY YYYYYYYY YYYYYYYY YYYYYYYY YYYYYYYY YYYYYYYY YYYYYYYY YYYYYYYY YYYYYYYY YYYYYYYY YYYYYYYY YYYYYYYY YYYYYYYY YYYYYYYY YYYYYYYY YYYYYYYY YYYYYYYY YYYYYYYY YYYYYYYY YYYYYYYY YYYYYYYY YYYYYYYY YYYYYYYY YYYYYYYY YYYYYYYY YYYYYYYY YYYYYYYY YYYYYYYY "૚ ϩΠϠϧސ٬ ϩΠϠϧ૿Ճ ϩΠϠϧ཭୤ ط஌ ύλʔϯ ɾYYYͩͬͨ ɾYYYͩͬͨ ɾYYYͩͬͨ ɾYYYͩͬͨ ৽ن ύλʔϯ ɾ͓ͦΒ͘YYY ɾ͓ͦΒ͘YYY ɾ͓ͦΒ͘YYY ɾ͓ͦΒ͘YYY ཁ Ҽ ᶃશମͷ਺஋ˠᶄ੾ΓޱʹΑΔυϦϧμ΢ϯˠᶅ/ʢ۩ମతͳਓʣͱॱΛ௥ͬͯਂງΓɺ՝୊Λಛఆ

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ɹࢪࡦͷޮՌଌఆ ৽ػೳͷར༻཰ "#ςετ݁Ռ %FWFMPQFST4VNNJU4VNNFSࢿྉΑΓ

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ྫɿεΫϥϜνʔϜͷϕϩγςΟɺΧελϚʔαϙʔτͷॲཧ݅਺ ɹΩϟύγςΟܭଌ %FWFMPQFST4VNNJU4VNNFSࢿྉΑΓ ϕϩγςΟ νέοτফԽͷৄࡉ

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ɹ܏޲෼ੳ ໰͍߹Θͤ಺༰ͷภΓɺചΕߦ͖ͷྑ͍δϟϯϧͱѱ͍δϟϯϧ %FWFMPQFST4VNNJU4VNNFSࢿྉΑΓ ໰͍߹Θͤͷৄࡉ ໰͍߹Θͤͷ܏޲

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ɹର৅ऀͷநग़ ྫɿΫʔϙϯ഑෍ͷର৅ސ٬ɺো֐ൃੜ࣌ͷӨڹௐࠪ %FWFMPQFST4VNNJU4VNNFSࢿྉΑΓ ର৅ͷநग़ϩδοΫݕ౼ நग़ίʔυ

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ɹࣾ಺ڞ༗ɾҾ͖ܧ͗ ਓࡐѺટࣄۀͷཤྺνΣοΫࣗಈԽ ɾաڈͷίϛϡχέʔγϣϯΛ֬ೝ͢Δ͜ͱͰɺީิऀଧ਍લʹΞϯϚονΛ๷͙ ɾࣾ಺ʹࢄࡏ͍ͯ͠ΔਓࡐσʔλΛ౷߹͠ɺϘλϯͭͰݕࡧͰ͖ΔΑ͏ʹγεςϜԽ ɾ୲౰ऀͷࣗॿ౒ྗʹґଘ͍ͯͨ͠ˠγεςϜԽʹΑͬͯ҆ఆ඼࣭Λ࣮ݱՄೳʹ͢Δ ೥ͷϒϩάهࣄΑΓ

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ྫɿਓࣄϚελΛۀ຿πʔϧʹ࿈ܞ͢Δ͜ͱͰ ΞΧ΢ϯτ؅ཧ΍෦ॺ͝ͱͷݖݶ෇༩ΛࣗಈԽ͢Δ ɹۀ຿πʔϧ΁ͷ৘ใొ࿥ %9ηϛφʔࢿྉΑΓ σʔλ౷߹ ɾۀ຿վֵ ɾγεςϜ։ൃ ɾπʔϧಋೖ ސ٬Ϛελ ঎඼Ϛελ ਓࣄϚελ ӦۀΛ%9 ੡଄Λ%9 ௐୡΛ%9 ܦཧΛ%9 ๏຿Λ%9 ൢଅΛ%9 ձٞΛ%9

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ྨࣅ঎඼΍ίϯςϯπͷ঺հɺϓογϡ௨஌΍ϝʔϧͰͷ঎඼঺հɺ $53Λ࠷େԽ͢Δݕࡧ݁ՌͷදࣔॱɺϚονϯάͷظ଴஋͕ߴ͍ਓࡐ΍͓૬खͷ঺հ ɹϨίϝϯυ IUUQJNBHFJUNFEJBDPKQMJNBJUBSUJDMFTM@OFXT@KQH 508/803,J04ΞϓϦ ɺը໘อଘ

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ա৒ΞΫηε΍໎࿭౤ߘΛ֤ϑΣʔζͰݕ஌ ҧ൓ީิऀͷϦετΛ࡞੒ ΦϖϨʔλʔ͕໨ࢹνΣοΫ ɹ໎࿭ߦҝͷݕ஌ %FWFMPQFST4VNNJU4VNNFSࢿྉΑΓ ҟৗݕ஌ શମ૾

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ɾϥδΦہͷ൪૊ΛϙουΩϟετʹ഑৴ ɾΠϯλʔωοτΛ௨ͯ͠ੈքத΁ͱର৅ϦεφʔΛ֦େԻ੠޿ࠂʹΑΔऩӹԽ ɾ஍Ҭผ࣌ؒଳผͷ࠶ੜঢ়گΛϞχλϦϯά͠ɺσʔλۦಈͷ൪૊اըΛ࣮ݱ ɹίϯςϯπ੍࡞ͷଅਐ ೥ͷϒϩάهࣄΑΓ IUUQTQJUQBKQTUVEJP

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30"4Λ࠷େԽͰ͖ΔΑ͏ʹ ഔମ ΫϦΤΠςΟϒ ΞϩέʔγϣϯΛௐ੔ ɹ޿ࠂ഑৴ͷ࠷దԽ %FWFMPQFST4VNNJU4VNNFSࢿྉΑΓ Ϩϙʔτ ഔମ ॲཧͷྲྀΕ

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ɹैྔ՝ۚͷ࣮ݱ ܖ໿݅਺Ͱ͸ͳ͘-57ʹԠͯ͡ӦۀελοϑʹΠϯηϯςΟϒΛ෇༩ ैྔ՝ۚɺϨϕχϡʔγΣΞɺμΠφϛοΫϓϥΠγϯάͷ࣮ݱ (PPHMF$MPVE%BZ`ࢿྉΑΓ

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ɹϓϥΠγϯάͷదਖ਼Խ IUUQTQSUJNFTKQNBJOIUNMSEQIUNM رগͳΫϥγοΫΧʔͷߪೖر๬ऀʹաڈͷՁ֨Λఏڙ ϑϦʔϥϯεґཔ࣌ʹՁ͕֨௿͗͢ͳ͍͔νΣοΫ IUUQTJOGPMBODFSTKQ

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σʔλఏڙ΍ΠϯϑΥάϥϑΟοΫʹΑΔࢢ৔΁ͷϝοηʔδ ɹχϡʔεϨλʔ 135*.&4ΑΓ IUUQTQJUQBKQBOOJWFSTBSZIBMG ೥

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σʔλΤϯδχΞϦϯάͷ ॏཁੑ

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ɾࣾ಺֎ͷσʔλΛऩू͠ɺ࢖͍΍͍͢ܗࣜ৔ॴΛఏڙ͢Δ ɾ֤෦໳ͷσʔλ׆༻ࢪࡦΛυϥΠϒͤ͞Δ ɹσʔλ׆༻Λࢧ͑ΔγεςϜ σʔλ׆༻ج൫

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ࠓ͙͢ʹࡢ೔ͷച্Λݴ͑·͔͢ʁ ࡢ೔ʹൺ΂ͯ૿͍͑ͯ·͔͢ʁݮ͍ͬͯ·͔͢ʁ ೥લʹൺ΂ͯ૿͍͑ͯ·͔͢ʁݮ͍ͬͯ·͔͢ʁ िલʹൺ΂ͯ૿͍͑ͯ·͔͢ʁݮ͍ͬͯ·͔͢ʁ ಛʹͲͷ ސ٬૚c঎඼ΧςΰϦcྲྀೖܦ࿏ ͷച্͕มԽ͍ͯ͠·͔͢ʁ ͓٬༷ͷ͏ͪԿ໊͕ࠓ݄΋Ϧϐʔτ͍ͯ͠·͔͢ʁ Կਓ͕཭୤͠·͔ͨ͠ʁ ܧଓɾ཭୤ͷ܏޲͸ઌ݄ͱಉ͡Ͱ͔͢ʁڈ೥ͱಉ͡Ͱ͔͢ʁ ɹσʔλΛ࢖͍͑ͯ·͔͢ʁ

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&YDFMͰσʔλ෼ੳΛ͸͡ΊΑ͏ʂͰ͸ෆे෼ ɾ౎߹Αֵ͘৽తͳΠϯαΠτ͕ݟ͔ͭΔ͜ͱ͸໓ଟʹͳ͍ ɾϫϯϚϯܦӦऀ΍τοϓηʔϧεͷ,,%ʢצͱܦݧͱ౓ڳʣͷ΄͏͕ ɹ୹ظతͳརӹʹߩݙ͠΍͍͢ σʔλΛͲ͔͜ΒूΊΔͷʁ &YDFMͰ෼ੳ͢ΔͨΊͷσʔλΛɺ୭͔͕Ͳ͔͔͜Β࣋ͬͯ͘Δඞཁ͕͋Δ σʔλΛͲ͏΍ͬͯ࢖͏ͷʁ γεςϜԽ͠ͳ͚Ε͹ຖ೔ϞχλϦϯάͰ͖ͳ͍ ɹγεςϜԽͷඞཁੑ

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σʔλ׆༻΍%9͕஫໨͞Ε͍ͯΔ͕ ࣮ࡍʹϓϩδΣΫτΛਐΊΔͱσʔλ੔උͷ՝୊͕࣍ʑͱු্͢Δ ɹσʔλͱγεςϜʹ·ͭΘΔ՝୊ ඞཁͳσʔλ͕ ೖྗ͞Ε͍ͯͳ͍ ༻్Λ ࣮ݱͰ͖Δ΄Ͳ σʔλ඼࣭͕ ߴ͘ͳ͍ ۩ମతʹ ͲͷΑ͏ʹσʔλΛ ࿈ܞ͢Δͷ͔ ෼͔Βͳ͍

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ɹσʔλج൫ਓࡐ΁ͷ஫໨ धཁ l z ฏۉ೥ऩͷߴ͍৬छ͸…(தུ)… ʮData Warehouse ArchitectʯͰ 15ສ4800υϧʢ1702ສ8000ԁʣ ITۀքͰฏۉ೥ऩͷߴ͍৬छ͸ιϑτ΢ΣΞΤϯδχΞ ϦϯάϚωʔδϟɺσʔλ΢ΣΞϋ΢εΞʔΩςΫτɺ ιϑτ΢ΣΞ։ൃϚωʔδϟͳͲɻถGlassdoor https://www.publickey1.jp/blog/18/itglassdoor.html

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ɹσʔλج൫ਓࡐ΁ͷ஫໨ ڙڅ IUUQCIBUFOBOFKQFOUSZZV[VUBTIBUFOBCMPHDPNFOUSZ

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%BUB&OHJOFFSJOH4UVEZͱ͸

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ɹ%BUB&OHJOFFSJOH4UVEZ

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೔ຊ࠷େڃͷσʔλΤϯδχΞϦϯάษڧձ ɾ։࠵਺ճ ೥݄ʹୈճ໨Λ༧ఆ ɾొஃ਺ຊ ɾྦྷܭࢀՃऀ ໊ ɹ%BUB&OHJOFFSJOH4UVEZͱ͸

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ɹ%BUB&OHJOFFSJOH4UVEZͷҙٛ IUUQTNPCJMFUXJUUFSDPNZV[VUBTTUBUVT

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ɾͲΕ΋ʮσʔλ෼ੳΛࢧ͑ΔγεςϜʯʹඞཁͳ࿩ ɾશͯΛಡΈࠐΊ͹࠷ڧͷσʔλΤϯδχΞʹͳΕΔʁ ɾܰ͘ྲྀ͠ಡΈ͢Δ͚ͩͰ΋ʮཏ਑൫ʯʹͳΔ͸ͣ ɹଟछଟ༷ͳςʔϚͷTMJEFT

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ɹTMJEFT͕ࣔ͢εΩϧϩʔυϚοϓ ٕज़ධ࿦ࣾʰ࣮ફతσʔλج൫΁ͷॲํᝦʱͷਤʹϚοϐϯά

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ɹTMJEFT͕ࣔ͢εΩϧϩʔυϚοϓ ٕज़ධ࿦ࣾʰ࣮ફతσʔλج൫΁ͷॲํᝦʱͷਤʹϚοϐϯά ୈճ

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ɹTMJEFT͕ࣔ͢εΩϧϩʔυϚοϓ ٕज़ධ࿦ࣾʰ࣮ફతσʔλج൫΁ͷॲํᝦʱͷਤʹϚοϐϯά ୈճ ୈճ

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ɹTMJEFT͕ࣔ͢εΩϧϩʔυϚοϓ ٕज़ධ࿦ࣾʰ࣮ફతσʔλج൫΁ͷॲํᝦʱͷਤʹϚοϐϯά ୈճ ୈճ ୈճ

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ɹTMJEFT͕ࣔ͢εΩϧϩʔυϚοϓ ٕज़ධ࿦ࣾʰ࣮ફతσʔλج൫΁ͷॲํᝦʱͷਤʹϚοϐϯά ୈ ճ ୈճ ୈճ ୈճ

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ɹTMJEFT͕ࣔ͢εΩϧϩʔυϚοϓ ٕज़ධ࿦ࣾʰ࣮ફతσʔλج൫΁ͷॲํᝦʱͷਤʹϚοϐϯά ୈ ճ ୈ ճ ୈճ ୈճ ୈճ

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ɹTMJEFT͕ࣔ͢εΩϧϩʔυϚοϓ ٕज़ධ࿦ࣾʰ࣮ફతσʔλج൫΁ͷॲํᝦʱͷਤʹϚοϐϯά ୈ ճ ୈ ճ ୈճ ୈճ ୈճ ୈճ

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ɹTMJEFT͕ࣔ͢εΩϧϩʔυϚοϓ ٕज़ධ࿦ࣾʰ࣮ફతσʔλج൫΁ͷॲํᝦʱͷਤʹϚοϐϯά ୈ ճ ୈ ճ ୈճ ୈճ ୈճ ୈճ ୈճ

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ɹTMJEFT͕ࣔ͢εΩϧϩʔυϚοϓ ٕज़ධ࿦ࣾʰ࣮ફతσʔλج൫΁ͷॲํᝦʱͷਤʹϚοϐϯά ୈ ճ ୈ ճ ୈ ճ ୈճ ୈճ ୈճ ୈճ ୈճ

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ର৅ ʮσʔλ෼ੳΛࢧ͑ΔγεςϜʯʹؔΘΔਓ ՝୊ ʮԿΛͨ͠Β͍͍ͷʁʯͱ͍͏ٙ໰ ʮ͜ΕͰ͋ͬͯΔͷʁʯͱ͍͏ෆ҆ ఏڙՁ஋ ʮ࣍͸͜ΕΛௐ΂ͯΈΑ͏ʯͱ͍͏ཏ਑൫ ɹ͜ͷొஃͷ֓ཁʢ࠶ܝʣ

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σʔλΞʔΩςΫνϟͷ શମ૾

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ɹσʔλΞʔΩςΫνϟ ٕज़ධ࿦ࣾʰ࣮ફతσʔλج൫΁ͷॲํᝦʱͷਤʹϚοϐϯά ୈճ

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σʔλΛूΊΔ

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#JH2VFSZʹ͍ͭͯ ɹୈճ IUUQTXXXZPVUVCFDPNXBUDI WXMEHW%3*":

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#JH2VFSZͷར༻ྫ͸ଞͷճͰ΋঺հ͞Ε͍ͯ·͢ʂ ɹࢿྉඇެ։ͷͨΊׂѪ ˞εΫϦʔϯγϣοτ͸IUUQTOPUFDPNTVXBTIOOBGCΑΓ

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σʔλΛՃ޻͢Δ

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ɹσʔλΛՃ޻͢Δ ٕज़ධ࿦ࣾʰ࣮ફతσʔλج൫΁ͷॲํᝦʱͷਤʹϚοϐϯά ୈճ

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&-5ɾσʔλϞσϦϯάπʔϧʹ͍ͭͯ ɹୈճ ݄ʹ։࠵༧ఆ IUUQTGPSLXFMMDPOOQBTTDPNFWFOU

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ʮECUΛ׆༻ͨ͠σʔλج൫ͷ࿦ཧɾ෺ཧઃܭͷݱࡏ஍ͱৼΓฦΓʯʢୈճͷৼΓฦΓ-5ʹͯൃදʣ IUUQTTQFBLFSEFDLDPNUBOBLBSJBOEBUBXBSFIPVTFMPHJDEFTJHOCZVTJOHECU 6CJFͷߏ੒ྫɿ#JH2VFSZʹWJFXUBCMFͱͯ͠อଘ ɹCZ!@TPUBSPO@

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ϑΝΫτ ཤྺ ͱ σΟϝϯγϣϯ ଐੑ Λ ૊Έ߹Θͤͯूܭ͠΍͍͢ܗʹ σʔλΛઃܭ͢Δ͜ͱ ɹख๏ྫɿσΟϝϯγϣφϧϞσϦϯά ʰ࣮ફతσʔλج൫΁ͷॲํᝦʙϏδωεՁ஋૑ग़ͷͨΊͷσʔλɾγεςϜɾώτͷϊ΢ϋ΢ʱΑΓ

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'BDFCPPLͷ޿ࠂσʔλͱ.Z42-ͷࣄۀσʔλΛ#JH2VFSZʹ౷߹ͯ͠ɺ αΠτొ࿥ޙ·ͰؚΊͨ޿ࠂͷ౤ࢿޮ཰Λूܭͨ͠ޙɺ5BCMFBVͰՄࢹԽ͢Δαϯϓϧ ɹπʔϧྫɿUSPDDPʹΑΔ&-5ͷ࣮ݱ IUUQTCMPHUSPDDPJPUSJBMZV[VUBTUSPDDPSFWJFXΑΓ

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σʔλΛՄࢹԽ͢Δ

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ɹσʔλΛՄࢹԽ͢Δ ٕज़ධ࿦ࣾʰ࣮ફతσʔλج൫΁ͷॲํᝦʱͷਤʹϚοϐϯά ୈ ճ

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#*πʔϧʹ͍ͭͯ ɹୈճ IUUQTXXXZPVUVCFDPNXBUDI W36U$9NK5:C.

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ӡ༻ͯ͠Θ͔ͬͨ-PPLFSͷຊ࣭తϝϦοτ IUUQTXXXTMJEFTIBSFOFU.BTBUPTIJ"CFMPPLFSEBUBFOHJOFFSJOHTUVEZ -PPLFS͸ूܭɾఆٛΛڞ௨؅ཧͰ͖ΔͷͰɺՄࢹԽ͕૿͑Δ΄Ͳ༗ӹ ɹCZ!"#&@.BTBUPTIJ

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஌໊౓ͷߴ͍঎༻#*πʔϧʹ͍ͭͯ ɹୈճ IUUQTXXXZPVUVCFDPNXBUDI WDV;J-"L1B*

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σʔλՄࢹԽʹ͍ͭͯ ɹୈճ IUUQTXXXZPVUVCFDPNXBUDI W+[1*LP&K/FD

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ɹσʔλͷར༻Λଅ͢ ٕज़ධ࿦ࣾʰ࣮ફతσʔλج൫΁ͷॲํᝦʱͷਤʹϚοϐϯά ୈճ

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σʔλج൫ͷ׆༻ଅਐʹ͍ͭͯ ɹୈճ IUUQTXXXZPVUVCFDPNXBUDI W*$S1C:"T

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-*/&ͷσʔλ෼ੳ૊৫ͷ঺հ IUUQTTQFBLFSEFDLDPNMJOF@EFWFMPQFSTJOUSPEVDUJPOUPMJOFEBUBBOBMZTJTPSHBOJ[BUJPO -*/&ͷྫɿࣾһ਺ ໊ˠ໾ׂʹԠͯͭ͡ͷ෦ॺ ɹCZ!TIOTL

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-*/&ͷσʔλ෼ੳ૊৫ͷ঺հ IUUQTTQFBLFSEFDLDPNMJOF@EFWFMPQFSTJOUSPEVDUJPOUPMJOFEBUBBOBMZTJTPSHBOJ[BUJPO -*/&ͷྫɿࣾһ਺ ໊ˠͦΕͧΕͷ෦ॺʹͭͷ৬छ ɹCZ!TIOTL

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ʮෳ਺σʔλج൫ͷಁ໌ԽʯʢୈճͷৼΓฦΓ-5ʹͯൃදʣ IUUQTTQFBLFSEFDLDPNZVZBNBEBGVTIVEFUBKJQBOGBMTFUPVNJOHIVB ϦΫϧʔτͷྫɿࣾһ਺ ໊ˠࣄۀ͝ͱʹσʔλج൫͕ෳ਺ଘࡏ ɹCZ!OJJ@ZBO

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ʮෳ਺σʔλج൫ͷಁ໌ԽʯʢୈճͷৼΓฦΓ-5ʹͯൃදʣ IUUQTTQFBLFSEFDLDPNZVZBNBEBGVTIVEFUBKJQBOGBMTFUPVNJOHIVB ϦΫϧʔτͷྫɿࣾһ਺ ໊ˠޓ͍ͷ৘ใަ׵ͷͨΊʹࣾ಺ษڧձ ɹCZ!OJJ@ZBO

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ʮো֐͸νϟϯεͩʂো֐Λલ޲͖ʹଊ͑Δʯʢୈճͷো֐ରԠ-5ʹͯൃදʣ IUUQTTQFBLFSEFDLDPNSUFDILPVIPV[IBOHIBJIBUJZBOTVEB[IBOHIBJXPRJBOYJBOHLJOJ[IVPFSV ϦΫϧʔτͷྫɿো֐ରԠΛ௨ͯ͠νʔϜֶ͕ͼΛಘΔΑ͏ʹ࢓૊ΈԽ ɹCZ!OJJ@ZBO

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·ͱΊ

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ର৅ ʮσʔλ෼ੳΛࢧ͑ΔγεςϜʯʹؔΘΔਓ ՝୊ ʮԿΛͨ͠Β͍͍ͷʁʯͱ͍͏ٙ໰ ʮ͜ΕͰ͋ͬͯΔͷʁʯͱ͍͏ෆ҆ ఏڙՁ஋ ʮ࣍͸͜ΕΛௐ΂ͯΈΑ͏ʯͱ͍͏ཏ਑൫ ɹ͜ͷొஃͷ֓ཁ ࠶ܝ

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ɾͲΕ΋ʮσʔλ෼ੳΛࢧ͑ΔγεςϜʯʹඞཁͳ࿩ ɾશͯΛಡΈࠐΊ͹࠷ڧͷσʔλΤϯδχΞʹͳΕΔʁ ɾܰ͘ྲྀ͠ಡΈ͢Δ͚ͩͰ΋ʮཏ਑൫ʯʹͳΔ͸ͣ ɹଟछଟ༷ͳςʔϚͷTMJEFT ࠶ܝ

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ɹTMJEFT͕ࣔ͢εΩϧϩʔυϚοϓ ࠶ܝ ٕज़ධ࿦ࣾʰ࣮ફతσʔλج൫΁ͷॲํᝦʱͷਤʹϚοϐϯά ୈ ճ ୈ ճ ୈ ճ ୈճ ୈճ ୈճ ୈճ ୈճ

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ͥͻ5XJUUFS%BUB&OHJOFFSJOH4UVEZʹ౤ථίϝϯτΛد͍ͤͯͩ͘͞ʂ ଞʹ΋ʮ͜Ε͕ฉ͖͍ͨʯʮ͜ΕΛ࿩͍ͨ͠ʯΞΠσΞΛืूதͰ͢ʂ ɹࠓޙͷ%&4Ͱѻ͍͍ͨςʔϚ Ҋ &5-πʔϧ FHpWFUSBO "JSCZUF δϣϒ؅ཧπʔϧ FH"JSqPX %JHEBH σʔλϞσϦϯά FH%BUB7BMVU σʔλ෼ੳख๏ FHސ٬෼ੳ ঎඼෼ੳ .PEFSO%BUB4UVDL֓࿦ SFWFSTF&5- ϦτϥΠɾႈ౳ੑͷઃܭ ໊دͤ ޮՌଌఆ FH""ςετ σʔλϚωδϝϯτ ಗ໊Ճ޻ɾϓϥΠόγʔอޢ Φʔϓϯσʔλ FHॅॴϚελ ෼ࢄॲཧͷجຊ 4QBSLೖ໳ &3ઃܭೖ໳ .-0QTೖ໳ ػցֶशೖ໳

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USPDDPʹΑΔߏங ˞USPDDP͸ຊΠϕϯτͷӡӦݩͰ͋Δ גࣜձࣾQSJNF/VNCFS༷͕ఏڙ͢ΔαʔϏεͰ͢

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&5-΍ϫʔΫϑϩʔΛߏஙͰ͖Δ4BB4 ɹUSPDDPͱ͸ IUUQTTQFBLFSEFDLDPNZV[VUBT

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ɹUSPDDPͰσʔλΛूΊΔ ٕज़ධ࿦ࣾʰ࣮ફతσʔλج൫΁ͷॲํᝦʱͷਤʹϚοϐϯά

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೔ຊಠࣗͷ4BB4͔ΒσʔλΛऩूͰ͖Δ ɹUSPDDPͰσʔλΛूΊΔ IUUQTTQFBLFSEFDLDPNZV[VUBT

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ɹUSPDDPͰσʔλΛՃ޻͢Δ ٕज़ධ࿦ࣾʰ࣮ફతσʔλج൫΁ͷॲํᝦʱͷਤʹϚοϐϯά

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ΞφϦετ͕42-ͰϫʔΫϑϩʔΛ૊ΊΔ ɹUSPDDPͰσʔλΛՃ޻͢Δ IUUQTCMPHUSPDDPJPUSJBMZV[VUBTUSPDDPSFWJFXΑΓ

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ɹUSPDDPͰσʔλͷར༻Λଅ͢ ٕज़ධ࿦ࣾʰ࣮ફతσʔλج൫΁ͷॲํᝦʱͷਤʹϚοϐϯά

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σʔλར༻ऀ͕ࣗ෼Ͱσʔλͷ࿈ܞɾՃ޻Λߦ͑Δ ɹUSPDDPͰσʔλͷར༻Λଅ͢ IUUQTTQFBLFSEFDLDPNZV[VUBT

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%&4౉෦͞ΜൃදࢿྉQ IUUQTXXXTMJEFTIBSFOFUUFUTVUBSPXBUBOBCFKBQBOUBYJ ɹUSPDDPʹΑΔߏஙྫᶃ

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%&4ϠϓϦѨ෦͞ΜൃදࢿྉQ IUUQTXXXTMJEFTIBSFOFU.BTBUPTIJ"CFMPPLFSEBUBFOHJOFFSJOHTUVEZ ɹUSPDDPʹΑΔߏஙྫᶄ

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%&4หޢ࢜υοτίϜখాౡ͞ΜൃදࢿྉQ IUUQTTQFBLFSEFDLDPNPEBTIEFUBGFOYJUPTJUBUJ TMJEF ɹUSPDDPʹΑΔߏஙྫᶅ

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%&4λΠϛʔ౔઒͞ΜൃදࢿྉQ IUUQTTQFBLFSEFDLDPNUUDDEEUPLJEFUBKJQBOQJO[IJYJBOHTIBOHGBMTFUBNFGBMTFOJBO TMJEF ɹUSPDDPʹΑΔߏஙྫᶇ

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ʮUSPDDPΏͣͨͦʯͰݕࡧʂ ɹUSPDDPͷར༻ํ๏ IUUQTCMPHUSPDDPJPDBUFHPSZUSJBM