Data Platform Guide - 事業を成長させるデータ基盤を作るには #DataEngineeringStudy / 20200715

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%BUB1MBUGPSN(VJEF ࣄۀΛ੒௕ͤ͞Δσʔλج൫Λ࡞Δʹ͸ %BUB&OHJOFFSJOH4UVEZ ʮ%8)ɾ#*ͷ͜Ε·Ͱͱ͜Ε͔Βʯ %BUB&OHJOFFSJOH4UVEZ QSFTFOUFECZ!ZV[VUBT

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͸͡Ίʹ

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8&#ʹެ։ࡁΈͰ͢%BUB&OHJOFFSJOH4UVEZ ɹࡱӨ΍ϝϞ͸ෆཁͰ͢ɻϦϥοΫεͯ͠ฉ͍͍͚ͯͨͩΕ͹ͱࢥ͍·͢ɻ ొஃऀͷݸਓతݟղͰ͢ ɹॴଐ૊৫΍୲౰Ҋ݅ͷݟղΛ୅ද͢Δ΋ͷͰ͸͋Γ·ͤΜɻສ͕Ұɺෆշʹײͤͯ͡͞͠·ͬͨ৔߹ɺ ɹશͯొஃऀຊਓͷ੹೚ʹΑΔͱ͜ΖͰ͢ͷͰɺొஃऀຊਓʹ௚઀͓໰͍߹Θ͍͚ͤͨͩΔͱ޾͍Ͱ͢ɻ μϛʔ৘ใΛަ͍͑ͯ·͢ ɹέʔεελσ Ο͸ෳ਺اۀͷࣄྫΛ౿·͑ͨμϛʔ৘ใͰ͢ɻ ɹಛఆاۀͷ৘ใެ։΍শࢍɾ൷൑Λҙਤ͢Δ΋ͷͰ͸͋Γ·ͤΜɻ ༻ޠ΍πʔϧͷ঺հ͸ݫີͰ͸͋Γ·ͤΜ ɹࣗ͝਎΍ॴଐνʔϜͰͷཧղɾղऍ͕঺հ಺༰ͱҟͳΔ৔߹͸ɺదٓಡΈସ͍͚͑ͯͨͩΔͱ޾͍Ͱ͢ɻ εϥΠυຕNJO ɹؤுͬͯ෇͍͖͍ͯͯͩ͘͞ɻԿ͔ͭͰ΋࣋ͪؼ͍͚ͬͯͨͩΕ͹ͱࢥ͍·͢ɻ ɹ໔੹ɾ஫ҙࣄ߲

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ɹొஃऀ 4IP:PLPZBNB !ZV[VUBT 1Z$PO+1ϕεττʔΫΞϫʔυ༏ल৆ ʮ1ZUIPOͱ#JH2VFSZʹΑΔ෼ੳج൫ͷ%FW0QTʯ %FWFMPQFS`T4VNNJUՆΞϯέʔτຬ଍౓Ґ ʮࣄۀͷάϩʔεΛࢧ͑Δ%BUB0QTͷݱ৔ʯ !*5࿈ࡌهࣄ ʮ։ൃݱ৔ʹσʔλจԽΛਁಁͤ͞Δσʔλج൫େղ๤ʯ ,JOEMFਓؾ౓ϥϯΩϯάҐ ೥݄೔ ʰσʔλϚωδϝϯτ͕෼ͰΘ͔Δຊʱ

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ɹ೔ຊʹ͓͚Δ%BUB0QTͷୈҰਓऀͱ͍͏͜ͱʹͳ͍ͬͯ·͢

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͜ͷൃද͸ɺൃදऀ Ώͣͨͦ ͕ ʰ4PGUXBSF%FTJHO೥݄߸ʱʹ دߘͨ͠಺༰ʹ४ڌ͍ͯ͠·͢ ɹએ఻

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σʔλج൫ͷߏங΍ӡ༻Λ୲౰͢Δ 5FDI-FBE4PGUXBSF&OHJOFFS ɹ૝ఆ͢Δର৅

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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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ɹຊ೔ͷࢀՃਓ਺͸ࠃ಺τοϓن໛ʹʂ

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Ͳ͏ج൫Λ࡞Ε͹ྑ͍͔Θ͔Βͳ͍ ͔ͤͬ͘ج൫Λ࡞ͬͨͷʹ࢖ΘΕͳ͍ ɹ࠷ॳͷམͱ݀͠

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ɹԶͷߟ͑ͨ࠷ڧͷμογϡϘʔυ

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ɹिؒͰ୭΋ݟͳ͘ͳΔ

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ɹ࠷ॳʹඳ͍ͨج൫͸ɺ͓ͦΒ͘࢖ΘΕͳ͍ IUUQXXXQSPKFDUDBSUPPODPN

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ʮ࢖ΘΕΔσʔλج൫ʯߏஙͷצॴΛֶͿ ɹຊ೔ͷΰʔϧ

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ɹΞδΣϯμ 8IZσʔλج൫Λͳͥ࡞Δͷ͔ 8IBUσʔλج൫ʹ͸Կ͕ඞཁ͔ खܰʹσʔλΛࢀরͰ͖Δπʔϧ ҆શʹσʔλΛड͚౉ͤΔγεςϜ ҆৺ͯ͠σʔλΛѻ͑Δϓϩηε )PXσʔλج൫ΛͲͷΑ͏ʹ࣮ݱ͢Δ͔ σʔλͷऔಘݩͱͳΔର৅ σʔλΛू໿͢ΔͨΊͷςΫϊϩδʔ σʔλΛར༻ऀʹಧ͚Δ·Ͱͷઃܭྫ

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8IZ σʔλج൫Λͳͥ࡞Δͷ͔

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ɹސ٬ͷͨΊɿσʔλ׆༻ͰՁ஋Λఏڙ͢Δ ϓϩμΫτ Ϣʔβʔ ސ٬ %#ɾϩά ࢪࡦɾۀ຿ ૊৫ԣஅ ౷߹σʔλ FH%8) ऩू సૹ %BUB0QTʹ͓͍ͯ ࠷େԽ͢΂͖໨తม਺ ͜ͷαΠΫϧͰ σʔλ͕ॆ࣮͢Δͱ ΑΓޮՌ͕ߴ·Δ ׆༻ Ձ஋

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ɹݱ৔ͷͨΊɿૉૣ͘1%$"Λճ͢ ෼ੳऀ %BUB ͱݱ৔ 0QT ͕ԕ͍ͱɺ࢓༷೺ѲʹखؒऔΔվળҊ͕ෲམͪ͞Εͳ͍ ɹɹσʔλ࢓༷ʹৄ͍͠ গͳ͘ͱ΋ௐࠪ͠΍͍͢ ݱ৔୲౰ऀ͕اըɾܭଌΛߦ͏͜ͱͰ ɹɹɾલޙ޻ఔͷϦʔυλΠϜΛ୹ॖͰ͖Δ ɹɹɾଌఆ݁ՌΛվળΞΫγϣϯʹܨ͛ΒΕΔ ੡଄ɾ ࡞ۀ ઃܭ ࢼݧɾ ݕূ ϦϦʔε ޮՌ ଌఆ ཁ݅ ఆٛ ཁٻ ੔ཧ طʹ΍͍ͬͯΔ ෼ੳཁٻ ϩάཁ݅ ܭଌ ΞΠσΞ

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ɹܦӦͷͨΊɿαΠϩԽΛ๷͗શମ࠷దΛଅ͢ Ҿ༻ʰϏδωεϓϩηεͷڭՊॻʱ

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ɹݱ৔ͱܦӦΛܨ͗ɺސ٬Ձ஋Λఏڙ͢ΔͨΊ 4&$*Ϟσϧ ސ٬Ձ஋ উͪےɾ671 ΤϯδχΞ σβΠϯ ηΩϡϦςΟ ๏຿ ࢧԉऀɾ։୓ऀͱͯ͠ͷ σʔλΤϯδχΞ σʔλ ޿ใ ൢଅ ސ٬αϙʔτ

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ɹྫൃදऀ͕࠷ۙߦͬͨσʔλ෼ੳ Ӧۀ׆ಈͷܭଌࢦඪΛ ΑΓશମࢹ఺ʹ ม͑ͨͱ͖ͷΠϯύΫτ͸ʁ #FGPSFܖ໿ΛऔͬͨΒΠϯηϯςΟϒ̋̋ԁ "GUFSܖ໿ޙʹϲ݄ղ໿͞Εͳ͔ͬͨΒΠϯηϯςΟϒ̋̋ԁ ,JOUPOF #JH2VFSZ .Z42- &NCVML %BUB4UVEJP Ӧۀ ղ໿ #* &5- %8) ݩσʔλ

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ɹσʔλ׆༻ͷϢʔεέʔε͸ଟذʹ౉Δ

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ɹσʔλ׆༻ΛυϥΠϒ͢Δج൫Λ࡞Ζ͏ ଟ༷ͳσʔλιʔεͱଟ༷ͳϢʔεέʔε ར༻ऀ Λ ϦϘϯͷΑ͏ʹ݁ͼ෇͚Δ΋ͷ σʔλ׆༻ج൫

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ɹରͳΒ௚઀ࢀরͰࡁΉ ɾࣄۀ΍૊৫͕খ͍͞ͱ͖͸σʔλͱར༻ऀ͸ͭͣͭ ɾ௚઀σʔλΛࢀর͢Δ͚ͩͰཁٻ͸࣮ݱͰ͖Δ ɾྫݸਓϒϩάͷӡӦͳΒ(PPHMF"OBMZUJDTͰ׬݁͢Δ

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ɹ࣍ୈʹσʔλͷྲྀΕ͕ෳࡶʹͳΔ ɾࣄۀ੒௕΍ମ੍֦େͰϦϘϯͷ྆ଆ͸ଟ༷ʹͳΔ ɾ༷ʑͳཱ৔ͷਓ͕ಠࣗʹσʔλΛ࢖͓͏ͱ͢Δ ɾσʔλͷྲྀΕ͕ෳࡶʹͳͬͯࠞཚ͕ੜͯ͡͠·͏ ݩσʔλ Ճ޻ Ճ޻ Ճ޻ Ճ޻ ෦ॺ ෦ॺ ෦ॺ ൢചه࿥ ͜Ε͕ച্ʂ ͜Ε͕ച্ʂ ͜Ε͕ച্ʂ

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ߟ͑ํ΍༻్ʹΑͬͯఆٛ͸มΘΔ ফඅ੫ΛؚΉʁɹ్தղ໿͸Ͳ͜ʹܭ্͢Δʁ ೥ؒܖ໿͸݄࣍Ͱ҈෼͢ΔʁׂҾ͸Ͳ͜Ͱࠩ͠Ҿ͘ʁ ฦۚ͸ޙͰࠩ͠Ҿ͘ʁߪೖ࣌ʹ૎ͬͯࠩ͠Ҿ͘ʁ ΞϓϦ՝ۚ͸"QQMF΍(PPHMFͷܾࡁख਺ྉΛؚΉʁ ͋ΔνʔϜ͸ࣗ෼ͨͪͷࢪࡦͰ,1*͕େ෯ʹ্͕ͬͨͱओுͯ͠΋ ผͷνʔϜ͔Β͸Կͷࢀߟʹ΋ͳΒͳ͍਺ࣈʹݟ͑Δ σʔλ͕౷߹͞Ε͍ͯͳ͍ͱɺԣஅͰͷҙࢥܾఆ΍ௐ੔͕ࠔ೉ʹͳΔ ɹྫ෦ॺ͝ͱʹʮച্ʯ͕ζϨΔ໰୊

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ɹҙࢥܾఆʹ͸دΔล͕ඞཁ ࣄ࣮ͷ୯Ұ৘ใݯΛ͍࣋ͬͯΔ৔߹ʹ͸ɺ ΞφϦετ΍ଞͷҙࢥܾఆऀͱ͍ͬͨ ΤϯυϢʔβʔͨͪʹɺ༏ΕͨՁ஋Λ ఏڙ͢Δ͜ͱ͕Ͱ͖Δɻ൴Β͸૊৫಺Ͱ σʔλΛ୳͕࣌ؒ͢গͳͯ͘ࡁΉΑ͏ʹͳΓɺ σʔλͷར༻ʹΑΓଟ͘ͷ࣌ؒΛׂ͘͜ͱ͕ Ͱ͖ΔΑ͏ʹͳΔ͔Βͩɻ http://jp.techcrunch.com/2017/06/25/20170623ﬁve-building-blocks-of-a-data-driven-culture/

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8IBU σʔλج൫ʹ͸Կ͕ඞཁ͔

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ɹઃܭͷͭͷצॴ खܰʹσʔλΛࢀরͰ͖Δπʔϧ ҆શʹσʔλΛड͚౉ͤΔγεςϜ ҆৺ͯ͠σʔλΛѻ͑Δϓϩηε

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खܰʹσʔλΛࢀরͰ͖Δπʔϧ

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ɹσʔλΛूΊΔ͚ͩͰ͸/( Ϣʔεέʔε ར༻ऀ ʹ݁ͼ͔ͭͳ͚Ε͹ຊ຤స౗ ͍͔ʹʮར༻ऀʹಧ͚Δ͔ʁʯ͕େࣄ

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ɹ.PEFMͱ7JFXΛ෼͚Δ .PEFMɿσʔλͷ஝ੵ΍Ճ޻ FHओཁࢦඪͷूܭϩδοΫ 7JFXɿσʔλͷࢀর΍׆༻ FH෦ॺผμογϡϘʔυ

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ࣗ෼ʹͱͬͯͷϕετʺଞਓʹͱͬͯͷϕετ ൃදऀ͕ώΞϦϯάͨ͠ͱ͖ͷճ౴͸ݟࣄʹόϥόϥ ɹద੾ͳ7JFX͸෦ॺ΍໾ׂʹΑͬͯҟͳΔ Ϛʔέλʔ ΞφϦετ ϓϩσϡʔαʔ ΤϯδχΞ &YDFM 5BCMFBV 3FEBTI +VQZUFS/PUFCPPL ؾܰʹ਺ࣈΛม͑ͯ γϛϡϨʔγϣϯ ߴՁ֨ɾߴػೳ ෼ੳཁٻʹରԠ 42-͕ॻ͚Δͻͱ ͓खܰར༻ (JUͰίʔυ؅ཧ ϓϩάϥϜͷԸܙ

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ɹπʔϧ͸ར༻ऀʹ߹ΘͤΔ ج൫։ൃͰ͸.PEFMͷڞ௨ԽʹҙࣝΛ޲͚͕͕ͪͩ 7JFXͷݸผ࠷దԽ΋ಉ͘͡Β͍ॏཁͳઃܭϙΠϯτ .PEFM શһ͕ಉ͡σʔλΛ ࢀরͰ͖ΔΑ͏ʹڞ௨Խ σʔλ඼࣭୲อͷͨΊʹ ඞཁͳઃܭ σʔλ׆༻ଅਐͷͨΊʹ ඞཁͳઃܭ ֤ࣗͷϢʔεέʔεʹ ߹Θͤͯݸผ࠷దԽ 7JFX

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ɹ࣮ݧ͠Α͏ɻ෼ੳ͠Α͏ɻ 2݁ہͲͷπʔϧ͕ϕετͳͷʁ "σʔλΛར༻͢Δ౰ࣄऀͱҰॹʹࢼͦ͏ɻ ͦͷਓʹͱͬͯԿ͕ϕετ͔͸ࢼ͞ͳ͍ͱ෼͔Βͳ͍ɻ ɹɹᶃؾʹͳͬͨπʔϧΛϐοΫΞοϓ ɹɹᶄެࣜαΠτͷσϞΛҰॹʹݟΔ ɹɹᶅʮྑͦ͞͏ͩʯͱࢥͬͨ΋ͷΛࢼ͢ ɹɹᶆ࢖͍΍͔ͬͨ͢Βຊ֨తʹಋೖ͢Δ

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҆શʹσʔλΛड͚౉ͤΔγεςϜ

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ɹڞ௨ՕॴΛ୲อ͢Δ࢓૊Έ͕ඞཁ ݩσʔλ Ճ޻ Ճ޻ Ճ޻ Ճ޻ ෦ॺ ෦ॺ ෦ॺ ൢചه࿥ ͜Ε͕ച্ʂ ͜Ε͕ച্ʂ ͜Ε͕ച্ʂ

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ɹσʔλͷ֊૚Λ෼͚Δ %BUB1MBUGPSN ϨΠΫ ΢ΣΞϋ΢ε Ϛʔτ

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ϩάΛՃ޻ͤͣͦͷ··ͭͷγεςϜʹू໿ͨ͠΋ͷ ɾԿ΋Ճ޻͍ͯ͠ͳ͍ɺͨͩͷίϐʔͰ͋Δ͜ͱ͕ॏཁ ɾ΋͠Ճ޻ࡁΈͷσʔλ͔͠࢒͍ͬͯͳ͍ͱɺޙͰʮ͜ͷ ɹՃ޻ํ๏͸ؒҧ͍ͬͯΔʯͱ൑໌ͨ͠ͱ͖ʹ௚ͤͳ͍ ɾσʔλϨΠΫʹݩσʔλ͕͋Ε͹ɺௐࠪ΍ࣄޙमਖ਼͕Մೳ ɹσʔλϨΠΫ

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ɹσʔλ΢ΣΞϋ΢ε ෳ਺σʔλΛ౷߹ɾ஝ੵͯ͠ɺ෼ੳ޲͚ʹ੔ཧͨ͠΋ͷ ɾۀ຿υϝΠϯ஌ࣝΛσʔλϞσϧʹ൓ө͢Δ͜ͱ͕ॏཁ ɾݩσʔλͰ͸࢖͍উख͕ѱ͘ɺ͔ͱ͍ͬͯಛఆ༻్ʹݶఆ ɹ͢ΔͱԠ༻Ͱ͖ͳ͍ɺͱ͍͏χʔζΛຬͨ͢ ɾྫɿෳ਺%#͔Βސ٬*%Ͱඥ෇͚ͨʮސ٬৘ใςʔϒϧʯ

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ɹσʔλϚʔτ ಛఆͷར༻ऀɾ༻్޲͚ʹσʔλΛՃ޻ɾ੔ཧͨ͠΋ͷ ɾϢʔεέʔε͝ͱʹ࠷దԽ͞Ε͍ͯΔ͜ͱ͕ॏཁ ɾύϑΥʔϚϯεΛؾʹͤͣʹେྔσʔλΛॲཧͨ͠Γɺ ɹෳࡶͳूܭΛͤͣʹࢦඪΛݟΔ͜ͱ͕Ͱ͖Δ ɾ࠷ऴతʹ&YDFMͰूܭ͢ΔͳΒͦͷγʔτ͕σʔλϚʔτ

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ɹ૚ߏ଄ʹ͓͚ΔͭͷྲྀΕ σʔλϚʔτ ༻్ಛԽ σʔλ΢ΣΞϋ΢ε υϝΠϯ஌ࣝ σʔλϨΠΫ ݩσʔλ σʔλύΠϓϥΠϯʹ͓͍ͯػց͕ॲཧ͢ΔྲྀΕ ࣄۀ΍γεςϜͷ શσʔλΛίϐʔ͢Δ μογϡϘʔυ΍ ϨϙʔτͱରʹͳΔ ։ൃϓϩηεʹ͓͍ͯਓ͕ؒઃܭ͢ΔྲྀΕ ूܭɾ෼ੳύλʔϯΛ੔ཧ ˺සग़σʔλ ᶃ ᶄ ᶅ ᶃ ᶃ ᶄ

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lFOPLJMPH@@EBUBMBLF@@NZTRMVTFSTz ͱ͍͏σʔλͳΒ Ͱ͋Δ͜ͱ͕ͻͱ໨Ͱ෼͔Δ ɹྫ#JH2VFSZͷ໋໊نଇͰ؅ཧ͢Δ FOPLJMPH ΤϊΩϩά ͱ͍͏8&#αΠτ σʔλऔಘݩ͸.Z42-ͷVTFSTςʔϒϧ Ճ޻ͤͣʹίϐʔ͚ͨͩ͠ͷݩσʔλ

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҆৺ͯ͠σʔλΛѻ͑Δϓϩηε

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ɹαʔϏεϨϕϧͷ߹ҙ ɾ෦ॺ΍༻్͝ͱʹ҉໧తʹظ଴͞Ε͍ͯΔ඼࣭Λચ͍ग़͢ ɾ඼࣭໨ඪʹ͍ͭͯؔ܎ऀͱ߹ҙ͢Δ ྫ ༻్ ໿ଋ૬ख ࿈བྷઌ ར༻σʔλ ظ଴඼࣭ ະୡ࣌ͷӨڹൣғ ೔࣍ Ϩϙʔτ Ϛʔέλʔ 4MBDL EBJMZ@LQJ #JH2VFSZͷ ച্ςʔϒϧ ຖӦۀ೔ͷ࣌·Ͱʹ ܽଛͳ͘લ೔ച্͕ Ϩϙʔτ͞ΕΔ͜ͱ ച্ঢ়گʹԠͨ͡ ࢪࡦ͕ଧͯͳ͘ͳΔ ʢػձଛࣦʣ ʜ ʜ ʜ ʜ ʜ ʜ ʜ ʜ ʜ ʜ ʜ ʜ ʜ ʜ ʜ ʜ ʜ ʜ ʜ

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ɹΠϯγσϯτରԠͷ࢓૊ΈԽ ظ଴඼࣭͕ຬͨ͞Εͳ͍ͱ͖ʮͲ͏ରԠ͢Δ͔ʯΛఆٛ ྫσʔλ࿈ܞόονδϣϒͷΤϥʔ ਂ໷ٳ೔Ͱ΋ରԠҊ݅ΛࢭΊͯରԠҊ݅ͱௐ੔ ༏ઌॱҐ ࠶࣮ߦˠμϝͳΒ୅ସσʔλҊ಺ˠؔ܎ऀʹϨϙʔτ ରԠखॱ

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ɹΦϖϨʔγϣϯΛܕԽ͢Δ

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ɹ඼࣭Λܭଌ͢Δ ظ଴ͱ࣮੷Λܭଌ͠ɺσʔλΛݟͳ͕Βվળ͢Δ ຖӦۀ೔ͷே࣌·Ͱʹച্͕ूܭ͞ΕΔ͜ͱ ظ଴ ୡ੒౓ ೔0, ೔/( Ӧۀ೔ ࣮੷ ʹѱԽ͠ͳ͍Α͏ νΣοΫ͢Δ ʹ޲্͢ΔΑ͏ γεςϜվम͢Δ

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ɹఆظతʹݟ௚͢ ৼΓฦΓϛʔςΟϯάͰݱঢ় "T*T ͱظ଴ 5P#F Λൺ΂Δ 8IBU ԿΛ͢Δ͔ εϓϦϯτ ϨϏϡʔ Ͳ͏΍ͬͯ͢Δ͔ )PX εϓϦϯτ ϓϥϯχϯά Ϩτϩ εϖΫςΟϒ σΠϦʔ εΫϥϜ σΠϦʔ εΫϥϜ σΠϦʔ εΫϥϜ σΠϦʔ εΫϥϜ σΠϦʔ εΫϥϜ

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ɹϛʔςΟϯάͷΞδΣϯμʹվળΛ࢓ࠐΉ ɾ໨ඪΛຬͨͤΔΑ͏վળFHγεςϜػೳ௥ՃҊ݅Λىථ ɾ໨ඪ͕աେͳΒԼํमਖ਼FHະ࢖༻μογϡϘʔυͷআ٫ ɾ໨ඪ͕աখͳΒ্ํमਖ਼FHߋ৽ස౓Λຖिˠຖ೔Ͱ୲อ

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)PX σʔλج൫ΛͲͷΑ͏ʹ࣮ݱ͢Δ͔

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ɹ࣮૷ʹඞཁͳͭͷجຊ৘ใ σʔλͷऔಘݩͱͳΔର৅ σʔλΛू໿͢ΔͨΊͷςΫϊϩδʔ σʔλΛར༻ऀʹಧ͚Δ·Ͱͷઃܭྫ

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σʔλͷऔಘݩͱͳΔର৅

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ɹ8&#αʔϏεͷ୅දతͳσʔλιʔε ΞΫηεղੳπʔϧ 8&#αʔό 8&#αΠτ΍ εϚϗΞϓϦ ͷը໘ αʔόαΠυ ΞϓϦέʔγϣϯ σʔλετΞ 3%#.4 ,74FUDʜ 8&#αʔόϩά ΞϓϦέʔγϣϯϩά Ϣʔβʔ

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ɹΞϓϦέʔγϣϯϩά 4QSJOH#PPU΍3VCZPO3BJMTͳͲͷΞϓϦέʔγϣϯ͕ -PHHFSͰग़ྗͨ͠ϩά

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ɹ8&#αʔόϩά "QBDIF)5514FSWFS΍/HJOYͷ ΞΫηεϩά΍Τϥʔϩά

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ɹ஫ҙᶃݩσʔλͷ඼࣭ʹ஫ҙ͠Α͏ ج൫ͰͷΧόʔʹ͸ݶք͕͋ΔɺݩσʔλΛ௚ͦ͏ Ωϟϯϖʔϯ όφʔΛݟͨ Ϣʔβʔͷ ը໘ભҠߦಈΛ ෼ੳ͍ͨ͠ ը໘ભҠϩάʹ ϢʔβʔJE͕ ؚ·Εͯ ͍ͳ͔ͬͨʂ Ωϟϯϖʔϯ όφʔΛݟͨ ϢʔβʔJEΛ ൑ผͰ͖ͳ͍ ຬͨͤͳ͍ʂ ཁٻ σʔλ࢓༷ ج൫ɾ෼ੳ

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ɹ஫ҙᶄݩσʔλͷ࢓༷Λ؅ཧ͠Α͏ Ұݴઆ໌Λॻ͚ͩ͘Ͱ΋σʔλར༻͕ϥΫʹͳΔ

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ɹ஫ҙᶅखೖྗͷσʔλʹ΋໨Λ޲͚Α͏ ιϑτ΢ΣΞ͕ࣗಈͰੜ੒͢Δσʔλ͚ͩͰͳ͘ɺ ελοϑ͕खಈೖྗ͢Δσʔλ͕ඞཁͳ৔໘΋ଟ͍ ྫ 48ΤϯδχΞ͕఍߅ײΛ֮͑Δπʔϧ΋͋Δ͔΋ʜʜͰ΋ඞཁͳσʔλʂ 4BMFTGPSDF ,JOUPOF )VC4QPU Ӧۀͷ๚໰ઌϦετ ൢଅΩϟϯϖʔϯҰཡ ࢢ۠ொଜϚελʔ 4QSFBETIFFU LSFJTFM ϓϩάϥϜఆٛ +BWBͷ&OVNͳͲ

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σʔλΛू໿͢ΔͨΊͷςΫϊϩδʔ

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ɹͭͷٕज़ཁૉ ,JOUPOF .Z42- &NCVML %BUB4UVEJP ݩσʔλ #*πʔϧ &5- %8) "JSqPX ϫʔΫϑϩʔΤϯδϯ ˞ଞʹ΋%BUBͷ1SFQBSBUJPO΍$BUBMPHʹಛԽͨ͠πʔϧ͕͋Γ·͢ #JH2VFSZ ૝ఆߏ੒ྫ

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ɹϫʔΫϑϩʔΤϯδϯͷબఆྫ ϫʔΫϑϩʔΤϯδϯɾδϣϒεέδϡʔϥػೳΛ࣋ͭ&5-πʔϧ΋͋Δ σϑΝΫτෆࡏ͕࣮৘ γΣΞ͸"JSqPXͷΑ͏ʹݟ͑Δ͕ʜ ͲΕ΋Ϋη͕͋ΔͷͰखʹೃછΉ΍ͭΛબΜͰ͍ͩ͘͞ ؍఺ બ୒ࢶͷྫ ίʔυ؅ཧ "QBDIF"JSqPX -VJHJ %JHEBH "[LBCBO (6*؅ཧ +FOLJOT ࠷ۙ͸ίʔυ؅ཧػೳ͕௥Ճ͞Ε͍ͯΔ 3VOEFDL ͦͷଞ OPUϫʔΫϑϩʔΤϯδϯ NBLF DSPO "SHP +1 ༗ྉ

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σʔλΛར༻ऀʹಧ͚Δ·Ͱͷઃܭྫ

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ɹ$BTF૑ۀ௚ޙͷϝσ ΟΞاۀ ޿ࠂओ ϝσΟΞ ΞϓϦ ಡऀ Ϣʔβʔ ܝࡌྉ ޿ࠂදࣔ ޮՌใࠂ ๚໰ɾӾཡ

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ɹ$BTFઃܭϙΠϯτ γεςϜͷ։ൃ΍ӡ༻ʹ࿑ྗΛׂ͘༨༟͕ͳ͍ͨΊ Ϋϥ΢υΠϯϑϥ ($1 ʹඋ͑෇͚ͷϩά࿈ܞػೳΛϑϧ׆༻ ɾ&5-ͷͨΊͷαʔόΛཱͯͳ͍ ɾઐ༻ͷγεςϜΛ։ൃ͠ͳ͍ ɾίϯιʔϧը໘Λૢ࡞͢Δ͚ͩ ΋͠Ϗδωε΍૊৫͕੒௕ͯ͠ ຊ֨తͳσʔλύΠϓϥΠϯΛߏங͢Δ͜ͱʹͳͬͯ΋ γϯϓϧͳ࡞Γʹ͓͚ͯ͠͹ɺ؆୯ʹஔ͖׵͑ΒΕΔ

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ɹ$BTFେखاۀͷ༧໿αΠτ ళฮ ༧໿ αΠτ Ϣʔβʔ ొ࿥ දࣔ ༧໿ঢ়گ ݕࡧɾ༧໿ αϒ γεςϜ αϒ γεςϜ αϒ γεςϜ αϒ γεςϜ

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ɹ$BTFγεςϜߏ੒ #JH2VFSZ ఆظόον ɹɹɹɹ1ZUIPO ɹɹɹɹɹ4DSJQU جװ γεςϜ 8FC"1*࿈ܞ ετϦʔϛϯά Ϩϙʔτ ෼ੳ ػցֶश ɹɹɹɹ+FOLJOT δϣϒ࣮ߦ

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ɹ$BTFେྔσʔλͷϝΨϕϯνϟʔ Ϣʔβʔ ΍ΓͱΓ Ϣʔβʔ ౤ߘ Ӿཡ Ӿཡ ౤ߘ Ӿཡ Ӿཡ ౤ߘ ౤ߘ ౤ߘ ౤ߘ ΍ΓͱΓ ΍ΓͱΓ Ӿཡ Ӿཡ Ϣʔβʔ Ϣʔβʔ Ϣʔβʔ Ϣʔβʔ

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