suzuri-data-driven-2020

by Osamtimizer

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࣌ాཧ(.01FQBCP *OD ϖύϘςοΫΧϯϑΝϨϯε 46;63*ͷσʔλ ج൫ࣄ৘

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ϞόΠϧ8FCΞϓϦέʔγϣϯΤϯδχΞ ࣌ాཧ!PTBNUJNJ[FS 46;63*ࣄۀ෦ϓϩμΫτνʔϜ IUUQTPTBNUJNJ[FSIBUFOBCMPHDPN

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ࠓ೔࿩͢͜ͱ w46;63*ͷݱঢ়ͱ՝୊ w͜Ε·Ͱ΍͖ͬͯͨ͜ͱ w͜Ε͔Β΍Δ͜ͱ

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46;63*ͷ ݱঢ়ͱ՝୊

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ΦϦδφϧάοζ͕࡞ΕΔɺചΕΔɺങ͑Δɻ ը૾Λ1ຕΞοϓ ͢Δ͚ͩ ࣗಈతʹ঎඼͕ Ͱ͖·͢ ࣗ෼Ͱ΋ങ͑Δ͠ ചΔ͜ͱ΋Ͱ͖·͢

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46;63*ͷݱঢ়ͱ՝୊ w೥͸ྲྀ௨ֹɺձһ਺ͱ΋ʹେ෯૿ wͦΕʹ൐͍ɺ໰͍߹ͤ΍ن໿ҧ൓ͷը૾Ξοϓϩʔυ΋૿Ճ܏޲ ૉࡐͷ௨ใ਺

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46;63*ͷݱঢ়ͱ՝୊ wཉ͍͠঎඼ʹͳ͔ͳ͔ͨͲΓண͚ͳ͍ w໰͍߹ͤ΍ߪೖϑϩʔͷ෼ੳɺυοάϑʔσΟϯά͔Β w4/4͔Β঎඼ϖʔδ΁ͷ௚ྲྀೖ͕ଟ͘ɺݕࡧͰ͸໨తͷ঎඼ʹͨͲΓ ண͖ͮΒ͍

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46;63*ͷݱঢ়ͱ՝୊ wن໿ҧ൓ૉࡐʹؔ܎͢Δ$4ۀ຿ͷෛ୲૿ wن໿ҧ൓ૉࡐͷ௨ใରԠ w஫จ͞Εͨ঎඼ͷൃ஫લνΣοΫ wྲྀ௨ֹ૿Ճʹ൐͏஫จ਺૿ՃͰɺख࡞ۀʹΑΔνΣοΫ͕ෛ୲ʹ wཉ͍͠঎඼ʹͨͲΓண͖ͮΒ͍

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͜ΕΒͷ՝୊Λ ղܾ͢ΔͨΊʹ

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ղܾͷͨΊʹ wن໿ҧ൓ૉࡐͷݕ஌ίετΛݮΒ͍ͨ͠ wࣗಈԽ wൃ஫࣌Ͱ͸ͳ͘ɺΞοϓϩʔυ࣌ʹݕ஌ wϢʔβʔ͕ཉ͍͠঎඼ʹͨͲΓண͚ΔΑ͏ʹ͍ͨ͠ wݕࡧମݧͷ޲্ wཉ͍͠঎඼ΛαʔϏεଆ͔ΒఏҊ

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ղܾʹ͸ σʔλ͕ඞཁ

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IUUQTUFDIQFQBCPDPNEYDSJUFSJB

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ղܾͷͨΊʹ w%9$SJUFSJBͷ਍அ݁Ռ͔Β΋෼͔Δ௨Γɺܭଌͱσʔλ׆༻͕ऑ͍ w·ͣ͸σʔλΛूΊΔͨΊͷج൫ͮ͘Γ͔Β

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͜Ε·Ͱ΍͖ͬͯͨ͜ͱ

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ߦಈσʔλͷ஝ੵ

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ߦಈσʔλͷ஝ੵ wϢʔβʔ͕46;63*্Ͱىͨ͜͠ߦಈΛ஝ੵ wͦͷߦಈσʔλΛݩʹɺҙࢥܾఆ͕Ͱ͖ΔΑ͏ʹ͢Δ wͦͷͨΊͷԼ४උ wϖύϘͷσʔλ෼ੳج൫ #JHGPPU ͱ࿈ܞͤ͞Δ

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#JHGPPU

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#JHGPPU wϖύϘͷσʔλ෼ੳج൫ w%8)ͱͯ͠#JH2VFSZΛ࢖༻ wߦಈσʔλͳͲΛ%8)ʹूੵͯ͠ɺ෼ੳ͕Ͱ͖Δ IUUQTSBOEQFQBCPDPNBSUJDMFCJHGPPUNJHSBUJPO

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8FCΞϓϦ্ͷ ߦಈϩά஝ੵ

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8FCΞϓϦ্ͷߦಈϩά஝ੵ w8FCΞϓϦ 3BJMT ΁ͷϦΫΤετ͔ΒɺඞཁͳύϥϝʔλΛநग़ wநग़ͨ͠ύϥϝʔλΛ%8)޲͚ʹՃ޻ w#JHGPPUͷ%8)Ͱ͋Δ#JH2VFSZʹߦಈσʔλΛૹ৴ wߦಈϩά͸ϦΫΤετ୯Ґ w3BDLNJEEMFXBSFʹૹ৴Λ࢓ࠐΉ

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ϞόΠϧΞϓϦ্ͷ ߦಈϩά஝ੵ

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ϞόΠϧΞϓϦ্ͷߦಈϩά஝ੵ w8FCΞϓϦͱҟͳΓɺ)551ϦΫΤετ୯ҐͰͷߦಈϩά͕औΕͳ͍ w঎඼ͷλοϓɺΧʔτը໘΁ͷҠಈɺߪೖ FUDʜ wશͯͷΞΫγϣϯ͕ϦΫΤετΛ൐͏ͱ͸ݶΒͳ͍ w'JSFCBTF"OBMZUJDT"EKVTUʹΧελϜΠϕϯτΛૹ৴

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ૉࡐը૾ʹ ৘ใΛ෇༩͢Δ

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ૉࡐը૾ʹ৘ใΛ෇༩͢Δ wΞοϓϩʔυ͞Εͨૉࡐը૾ͷ৘ใ͸গͳ͍ wը૾ϑΝΠϧ͔ΒऔΕͨ৘ใͷΈ wը૾ʹؚ·ΕΔ৘ใΛΑΓৄ͘͠஌Δ͜ͱͰɺ෼ੳͷ໾ʹཱͭ w(PPHMF7JTJPO"1*ͷྗΛआΓΔ

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(PPHMF 7JTJPO"1*

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(PPHMF7JTJPO"1* w($1ͷҰػೳ wը૾Λ౉͢ͱɺͦͷը૾͕࣋ͭ৘ใΛڭ͑ͯ͘ΕΔ wը૾ʹؚ·ΕΔ΋ͷ΍ը૾͕࣋ͭಛ௃ wϩΰɺΩϟϥΫλʔɺΠϥετɺ৭ɺFUDʜ wը૾ͷ݈શ౓΋ࢉग़ͯ͘͠ΕΔ w"EVMU 7JPMFODF .FEJDBM 4QPPG 3BDZͭͷࢦඪ

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(PPHMF7JTJPO"1*

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(PPHMF7JTJPO"1*

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ૉࡐը૾ʹ৘ใΛ෇༩͢Δ wૉࡐΞοϓϩʔυΛτϦΨʔʹ͠ɺ7JTJPO"1*ʹը૾Λඇಉظૹ৴ wಘΒΕͨ݁Ռ͸σʔλϕʔεʹ֨ೲ͠ɺ&5-Ͱ#JH2VFSZʹಉظ

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͜Ε·Ͱ΍͖ͬͯͨ͜ͱͷ·ͱΊ w46;63*্ͷߦಈϩάΛ#JHGPPUʹ஝ੵ wΞοϓϩʔυ͞Εͨૉࡐը૾ͷ෇Ճ৘ใΛ஝ੵ wσʔλۦಈͷͨΊͷԼ४උͱͯ͠ɺσʔλج൫Λ੔උ

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͜Ε͔Β΍Δ͜ͱ

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͜Ε͔Β΍Δ͜ͱ wҾ͖ଓ͖ɺσʔλج൫ͷվળ w஝ੵ͞ΕͨσʔλΛݩʹɺσʔλۦಈͰ͖ΔΑ͏ʹ͢Δ wૉࡐը૾ʹ෇༩͞Εͨ৘ใΛ࢖ͬͯɺن໿ҧ൓ը૾Λࣗಈݕग़͢Δ

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σʔλج൫ͷվળ w8FCϞόΠϧΞϓϦͷߦಈϩάΛ౷Ұతʹѻ͑ΔΑ͏ʹ wΧελϜΠϕϯτΛ#JHGPPUʹΠϯϙʔτ

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஝ੵ͞Εͨσʔλͷ׆༻ wߦಈϩάͱը૾ʹ෇༩͞Εͨ৘ใΛ૊Έ߹ΘͤΔ wߪങཤྺ wӾཡཤྺ wߪೖ͞Εͨ঎඼ʹ࢖༻͞Εͨૉࡐը૾ͷ৘ใ wΦεεϝ঎඼ͷఏҊ͕Ͱ͖Δ͔΋ʁ

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ن໿ҧ൓ૉࡐͷࣗಈݕ஌ w7JTJPO"1*ʹΑͬͯ෇༩͞Εͨ৘ใ wը૾͕࣋ͭಛ௃ wը૾ͷ݈શ౓ wن໿ҧ൓ʹΑ࣮ͬͯࡍʹൢചېࢭͱͳͬͨૉࡐը૾ w͜ΕΒͷ৘ใΛ࢖ͬͯɺڭࢣ͋Γֶश͕Ͱ͖ͦ͏ʁ

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·ͱΊ

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·ͱΊ wྲྀ௨ֹɾϢʔβʔ਺ͷେ෯૿ʹ൐͍ɺ՝୊΋૿͑ͨ w೥͸՝୊Λղܾ͢ΔͨΊͷԼ४උ w͜Ε͔Β͸ɺू·ͬͨσʔλΛݩʹ෼ੳ΍ࣗಈԽΛ੔͑Δ