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オープンデータ・ビッグデータを利用したスマートシティ

 オープンデータ・ビッグデータを利用したスマートシティ

全国市町村国際文化研修所(JIAM)における研修「Society5.0時代への対応~スマートシティの実現に向けて~」における講義資料です。

Sayoko Shimoyama

May 30, 2022
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  1. Φʔϓϯσʔλɾ
    ϏοάσʔλΛ
    ར༻ͨ͠
    εϚʔτγςΟ
    Լࢁ ࣿ୅ࢠ
    Ұࣾ
    ϦϯΫσʔλ ୅දཧࣄ
    ೥݄೔ ݄

    4PDJFUZ࣌୅΁ͷରԠ
    ʙεϚʔτγςΟͷ࣮ݱʹ޲͚
    ͯʙ

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  2. ໨࣍
    0. ߨࢣࣗݾ঺հɾεϚʔτγςΟͷؔΘΓ
    1. ͳͥɺߦ੓ʹ͓͍ͯσʔλΛ࢖͏ඞཁ͕͋Δͷ͔
    2. ΦʔϓϯσʔλͰߦ੓ΛΞοϓσʔτ͢ΔͨΊͷ6ͭͷϙΠϯτ
    3. ࢀߟਤॻɾࢿྉɾαΠτ౳
    2022-05-30 Sayoko Shimoyama, LinkData 2

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  3. Enterprise
    Public
    Sector
    Civic
    Tech
    3
    2022-05-30 Sayoko Shimoyama, LinkData

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  4. εϚʔτγςΟͱͷؔΘΓɿ
    World Data Viz Challenge (2016ʙ)
    2022-05-30 Sayoko Shimoyama, LinkData 4
    ਆށͱόϧηϩφͷࠃࡍ࿈ܞʹΑΔσʔλՄࢹԽϫʔΫγϣοϓʹൃදऀͱͯ͠ࢀՃ
    https://www.wdvc.riue.or.jp/

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  5. 2022-05-30 Sayoko Shimoyama, LinkData 5
    Japanese major cities are sometimes badly congested.
    This picture shows the train platform in the rush hours in Tokyo.
    (2018年の発表作品のご紹介)
    https://speakerdeck.com/shishamous/hun-za-zhuang-kuang-wozhi-gan-de-
    niba-wo-ke-neng-nisurutamefalseren-liu-sensinguzai-xian-shou-fa-falsekai-fa-
    development-of-a-reproduction-method-of-a-stream-of-people-for-intuitively-
    recognize-a-state-of-congestion

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  6. 2022-05-30 Sayoko Shimoyama, LinkData 6
    寿司詰め
    Sushi-Zume
    (n) jam-packed; packed in like sushi (like sardines)
    (2018年の発表作品のご紹介)
    https://speakerdeck.com/shishamous/hun-za-zhuang-kuang-wozhi-gan-de-
    niba-wo-ke-neng-nisurutamefalseren-liu-sensinguzai-xian-shou-fa-falsekai-fa-
    development-of-a-reproduction-method-of-a-stream-of-people-for-intuitively-
    recognize-a-state-of-congestion

    View full-size slide

  7. ࡳຈӺલ௨஍Լาߦۭؒ
    ʹ͓͚Δ࣮ূ
    2022-05-30 Sayoko Shimoyama, LinkData 7
    By 663highland, CC BY 2.5
    ๺ւಓ
    ࡳຈࢢ
    (2018年の発表作品のご紹介)
    https://speakerdeck.com/shishamous/hun-za-zhuang-kuang-wozhi-gan-de-
    niba-wo-ke-neng-nisurutamefalseren-liu-sensinguzai-xian-shou-fa-falsekai-fa-
    development-of-a-reproduction-method-of-a-stream-of-people-for-intuitively-
    recognize-a-state-of-congestion

    View full-size slide

  8. ࠃ಺࠷௕ͷ஍Լาߦۭؒ
    ʢ520mʣ
    2022-05-30 Sayoko Shimoyama, LinkData 8
    520m
    札幌駅 ⼤通公園
    (2018年の発表作品のご紹介)
    https://speakerdeck.com/shishamous/hun-za-zhuang-kuang-wozhi-gan-de-
    niba-wo-ke-neng-nisurutamefalseren-liu-sensinguzai-xian-shou-fa-falsekai-fa-
    development-of-a-reproduction-method-of-a-stream-of-people-for-intuitively-
    recognize-a-state-of-congestion

    View full-size slide

  9. ܭଌ༻ηϯαʔΛ
    5Օॴʹઃஔ
    2022-05-30 Sayoko Shimoyama, LinkData 9
    + + + +
    +
    札幌駅 ⼤通公園
    (2018年の発表作品のご紹介)
    https://speakerdeck.com/shishamous/hun-za-zhuang-kuang-wozhi-gan-de-
    niba-wo-ke-neng-nisurutamefalseren-liu-sensinguzai-xian-shou-fa-falsekai-fa-
    development-of-a-reproduction-method-of-a-stream-of-people-for-intuitively-
    recognize-a-state-of-congestion

    View full-size slide

  10. 2022-05-30 Sayoko Shimoyama, LinkData 10
    (2018年の発表作品のご紹介)
    https://speakerdeck.com/shishamous/hun-za-zhuang-kuang-wozhi-gan-de-
    niba-wo-ke-neng-nisurutamefalseren-liu-sensinguzai-xian-shou-fa-falsekai-fa-
    development-of-a-reproduction-method-of-a-stream-of-people-for-intuitively-
    recognize-a-state-of-congestion
    ηϯαʔΛ
    ఱҪʹྻͷ
    ϥΠϯঢ়ʹઃஔ
    ௨ߦਓ਺
    ͚ͩͰͳ͘
    Ҡಈํ޲΋
    ܭଌՄೳʹ

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  11. 2022-05-30 Sayoko Shimoyama, LinkData 11
    ݄ͷ֤೔ͷ࣌ؒ
    ͷ௨ߦਓ਺ͷਪҠ
    ʢ෼ؒ߹ܭ஋ʣ

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  12. 2022-05-30 Sayoko Shimoyama, LinkData 12
    n ϐʔΫ͸೔ʹճ
    • ேɿ࣌୆
    • ໷ɿʙ࣌୆
    n ஍఺ʹΑͬͯϐʔΫ
    ࣌ؒͷ௨ߦऀͷଟ͍
    ํ޲͕ҟͳ͍ͬͯΔ
    ݄ͷ֤೔ͷ࣌ؒ
    ͷྦྷܭ௨ߦਓ਺ͷਪҠ
    ʢ෼ؒ߹ܭ஋ʣ

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  13. ΑΓ௚ײతʹࠞࡶ౓Λ
    ೺Ѳ͢Δʹ͸ʁ
    2022-05-30 Sayoko Shimoyama, LinkData 13
    ʁ
    Sushi-Zume
    Not Sushi-Zume
    (2018年の発表作品のご紹介)
    https://speakerdeck.com/shishamous/hun-za-zhuang-kuang-wozhi-gan-de-
    niba-wo-ke-neng-nisurutamefalseren-liu-sensinguzai-xian-shou-fa-falsekai-fa-
    development-of-a-reproduction-method-of-a-stream-of-people-for-intuitively-
    recognize-a-state-of-congestion
    άϥϑͰՄࢹԽͨͩ͠
    ͚Ͱ͸ࠞࡶ౓Λ௚ײత
    ʹ೺ѲͰ͖ͳ͍

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  14. 3DϞσϧΛ࢖ͬͯਓྲྀΛ࠶ݱ
    ௨ৗϞʔυ ण࢘٧ΊϞʔυʢࠞࡶ࣌ʣ
    2022-05-30 Sayoko Shimoyama, LinkData 14
    (2018年の発表作品のご紹介)
    https://speakerdeck.com/shishamous/hun-za-zhuang-kuang-wozhi-gan-de-
    niba-wo-ke-neng-nisurutamefalseren-liu-sensinguzai-xian-shou-fa-falsekai-fa-
    development-of-a-reproduction-method-of-a-stream-of-people-for-intuitively-
    recognize-a-state-of-congestion
    σϞಈըɿhttps://youtu.be/HU8lyP7BZbg

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  15. Sayoko Shimoyama, LinkData 15
    σʔλͷՁ஋͸
    ૊Έ߹Θͤ࣍ୈͰ
    ແݶʹҾ͖ग़ͤΔ
    ૊Έ߹ΘͤͷνϟϯεΛ૿΍͢
    ͨΊʹ͸ɺσʔλ͸ΦʔϓϯͰɺ
    ͙͢ʹ࢖͑Δঢ়ଶʹͳ͍ͬͯΔ
    ඞཁ͕͋Δ
    2022-05-30

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  16. ࣄલʹ௖͍͍࣭ͯͨ໰ʢ֓ཁʣ
    Q1ɿΦʔϓϯσʔλ͸Ͳ͏ͯ͠΋੒Ռ͕ݟ͑ʹ͘͘ɺʮ΍Β͞Εײʯ͕ग़ͯ͠·͏ɻ
    શிతͳऔΓ૊Έʹ͢Δʹ͸Ͳ͏͢Ε͹ྑ͍͔ʁ
    →AɿΦʔϓϯσʔλ୯ମͰਐΊΑ͏ͱ͠ͳ͍͜ͱ͕ॏཁͰ͢
    Q: খن໛࣏ࣗମͰεϚʔτγςΟΛ໨ࢦͨ͢Ίʹඞཁͳσʔλ͸ʁ
    →Aɿ஍ҬॅຽͱҰॹʹ໨ࢦ͢·ͪͷ࢟ΛܾΊΔͨΊͷࢦඪσʔλ͕ඞཁͰ͢
    QɿΦʔϓϯσʔλͷ޷ࣄྫ΍ɺਪਐ͢ΔͨΊʹͲΜͳࠔ೉Λ৐Γӽ͔͑ͨ஌Γ͍ͨ
    →Aɿޙ൒Ͱ͍͔ͭ͘۩ମతͳࣄྫΛ͝঺հ͠·͢
    2022-05-30 Sayoko Shimoyama, LinkData 16

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  17. ໨࣍
    0. ߨࢣࣗݾ঺հɾεϚʔτγςΟͷؔΘΓ
    1. ͳͥɺߦ੓ʹ͓͍ͯσʔλΛ࢖͏ඞཁ͕͋Δͷ͔
    2. ΦʔϓϯσʔλͰߦ੓ΛΞοϓσʔτ͢ΔͨΊͷ6ͭͷϙΠϯτ
    3. ࢀߟਤॻɾࢿྉɾαΠτ౳
    2022-05-30 Sayoko Shimoyama, LinkData 17

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  18. ͳͥɺߦ੓ʹ͓͍ͯ
    σʔλΛ࢖͏ඞཁ͕
    ͋Δͷ͔
    4BZPLP4IJNPZBNB -JOL%BUB

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  19. ߦ੓ʹ͓͍ͯ
    σʔλΛ࢖͏
    ۀ຿ͱ͸ʁ nσδλϧલఏͷ࣌୅ɺ৘ใ͸શͯσʔλͱͯ͠ѻΘΕΔ
    n͜ͷઌσʔλͱແԑͰ͍ΒΕΔ՝͸ແ͍
    nσʔλ = ৘γε෦໳ʹ೚ͤΕ͹ྑ͍ͱ͍͏Θ͚Ͱ͸ͳ͍
    2022-05-30 Sayoko Shimoyama, LinkData 19
    ౴͑ɿશͯͷ՝ͷۀ຿
    ౷ܭ
    ICT
    ࡒ੓
    ੫຿
    etc…

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  20. σδλϧԽࡾݪଇ
    σδλϧٕज़Λ׆༻ͨ͠ߦ੓ͷਪਐͷجຊݪଇ
    ᶃσδλϧϑΝʔετ
    w σδλϧٕज़Λపఈత
    ʹ׆༻͠ɺσδλϧ
    ॲཧΛલఏͱͨ͠
    αʔϏεઃܭΛߦ͏
    ᶄϫϯεΦϯϦʔ
    w Ұ౓ఏग़ͨ͠৘ใ͸ɺ
    ೋ౓ఏग़͢Δ͜ͱΛ
    ෆཁͱ͢Δ
    ᶅίωΫςουɾ
    ϫϯετοϓ
    w ຽؒαʔϏεΛؚΊɺ
    ෳ਺ͷखଓɾαʔϏε
    ΛϫϯετοϓͰ࣮ݱ
    ͢Δ
    20
    ग़యɿσδλϧखଓ๏ͷ֓ཁʢྩ࿨ݩ೥12݄ࢪߦʣhttps://www.kantei.go.jp/jp/singi/it2/hourei/digital.html
    ੈք࠷ઌ୺σδλϧࠃՈ૑଄એݴɾ׭ຽσʔλ׆༻ਪਐجຊܭը(ྩ࿨ݩ೥6݄14೔ֳܾٞఆ) ༻ޠू http://www.kantei.go.jp/jp/singi/it2/decision.html
    खଓ͖ͷϑϩʔ΍࿈ܞ৘ใͷ͏ͪɺͲ͔͜ՕॴͰ΋
    σʔλԽग़དྷ͍ͯͳ͍ͱ࣮ݱෆՄೳ
    2022-05-30 Sayoko Shimoyama, LinkData

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  21. σδλϧॲཧΛ͢ΔͨΊʹ͸ɺ
    ৘ใΛίϯϐϡʔλ͕ॲཧͰ͖Δ
    σʔλͱͯ͠ѻ͏ඞཁ͕͋Δ
    2022-05-30 SAYOKO SHIMOYAMA, LINKDATA 21

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  22. ҧ͍Λฉ͔ΕͨΒઆ໌Ͱ͖·͔͢ʁ
    σʔλ ৘ใ
    4":0,04)*.0:"." -*/,%"5"

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  23. σʔλͱ͸ʁ
    *40ٴͼ+*4ن֨ʹΑΔఆٛ
    "SFJOUFSQSFUBCMFSFQSFTFOUBUJPOPGJOGPSNBUJPOJOBGPSNBMJ[FENBOOFSTVJUBCMFGPS
    DPNNVOJDBUJPO JOUFSQSFUBUJPO PSQSPDFTTJOHz
    *40*&$ IUUQTXXXJTPPSHPCQVJJTPTUEJTPJFDFEFO
    ೔ຊ޻ۀن֨ʮ9৘ใॲཧ༻ޠجຊ༻ޠʯIUUQLJLBLVSVJDPNY9IUNM
    4":0,04)*.0:"." -*/,%"5"
    ৘ใͷදݱͰ͋ͬͯɺ
    ఻ୡɺղऍ·ͨ͸ॲཧʹద͢ΔΑ͏ʹܗࣜԽ͞Εɺ
    ࠶౓৘ใͱͯ͠ղऍͰ͖Δ΋ͷ

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  24. ৘ใͱ͸ʁ
    *40ٴͼ+*4ن֨ʹΑΔఆٛ
    ,OPXMFEHFDPODFSOJOHPCKFDUT TVDIBTGBDUT FWFOUT UIJOHT QSPDFTTFT PSJEFBT
    JODMVEJOHDPODFQUT UIBUXJUIJOBDFSUBJODPOUFYUIBTBQBSUJDVMBSNFBOJOH
    *40*&$ IUUQTXXXJTPPSHPCQVJJTPTUEJTPJFDFEFO
    ೔ຊ޻ۀن֨ʮ9৘ใॲཧ༻ޠجຊ༻ޠʯIUUQLJLBLVSVJDPNY9IUNM
    4":0,04)*.0:"." -*/,%"5"
    ࣄ࣮ɼࣄ৅ɼࣄ෺ɼաఔɼண૝ͳͲͷ
    ର৅෺ʹؔͯ͠஌Γಘͨ͜ͱͰ͋ͬͯɼ
    ֓೦ΛؚΈɼҰఆͷจ຺தͰಛఆͷҙຯΛ΋ͭ΋ͷɻ

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  25. 2022-05-30
    σʔλ͸ɺ৘ใΛܗࣜԽͨ͠΋ͷ
    σʔλ ৘ใ
    ࠶౓৘ใͱͯ͠ղऍͰ͖Δ΋ͷ
    Sayoko Shimoyama, LinkData 25

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  26. ৘ใ⇄σʔλ
    ૒ํ޲ʹม׵Մೳ
    2022-05-30 Sayoko Shimoyama, LinkData 26
    ϫʔΫγϣοϓ
    ։࠵೔
    ϫʔΫγϣοϓ
    ։࠵৔ॴ
    ࢀՃొ࿥
    ऀ਺
    શࠃࢢொଜ
    ࠃࡍจԽݚमॴ

    શࠃࢢொଜࠃࡍจԽݚमॴͰ
    2022೥1݄23೔ʹ։࠵͞Εͨ
    σʔλ෼ੳϫʔΫγϣοϓͷ
    ࢀՃొ࿥ऀ਺͸
    ਓͰ͢ɻ

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  27. σʔλԽ͢Δ͜ͱͰ
    ଞͷσʔλͱ૊Έ߹ΘͤΒΕΔ
    2022-05-30
    ৽͍͠ʮ৘ใʯ͕
    औΓग़ͤΔ
    Sayoko Shimoyama, LinkData 27
    Qɿ֤ϫʔΫγϣοϓͷ
    ʮΩϟϯηϧ཰ʯ͸
    Ͳͷ͘Β͍ʁ
    30
    35
    40
    24
    29
    34
    0 5 10 15 20 25 30 35 40 45
    ϫʔΫγϣοϓผ ࢀՃऀ਺ͷൺֱ
    ౰೔ࢀՃऀ਺ ࢀՃొ࿥ऀ਺
    2022-01-23
    2022-02-06
    2022-02-25

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  28. σʔλ෼ੳ = σʔλ͔Βݱঢ়೺Ѳ΍
    ൑அʹ࢖͏ͨΊͷ৘ใΛҾ͖ग़͢͜ͱ
    2022-05-30 Sayoko Shimoyama, LinkData 28
    Ωϟϯηϧ཰



    30
    35
    40
    24
    29
    34
    0 5 10 15 20 25 30 35 40 45
    ϫʔΫγϣοϓผ ࢀՃऀ਺ͷൺֱ
    ౰೔ࢀՃऀ਺ ࢀՃొ࿥ऀ਺
    2022-01-23
    2022-02-06
    2022-02-25

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  29. ͜Ε͔Βͷ
    ߦ੓৬һʹ͸
    σʔλ෼ੳ
    εΩϧ͕ඞཁ
    nσδλϧલఏͷ࣌୅ʹ͓͍ͯɺ
    ߦ੓αʔϏεͷ޲্ͱۀ຿ޮ཰ԽΛ
    ਐΊΔͨΊʹ͸ɺ
    ৘ใΛʮσʔλʯͱͯ͠ѻ͏ඞཁ͕͋Δ
    nσʔλΛͨͩ఻ୡ͢ΔͨΊ͚ͩʹ
    ࢖͏ͷͰ͸ͳ͘ɺ
    ৽ͨͳ৘ใΛҾ͖ग़ͨ͢Ίʹ࢖͏
    σʔλ෼ੳ
    2022-05-30 Sayoko Shimoyama, LinkData 29

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  30. ϙΠϯτɿ
    %ɾ*ɾ,ɾ8ͷͭͳ͕ΓΛҙࣝ͢Δ
    8JTEPN
    ʢ஌ܙʣ
    ,OPXMFEHF
    ʢ஌ࣝʣ
    *OGPSNBUJPO
    ʢ৘ใʣ
    %BUB
    ʢσʔλʣ
    4BZPLP4IJNPZBNB -JOL%BUB
    Ձ஋
    աڈ
    ະདྷ
    ʮσʔλʯ͸ɺ୯ͳΔʢࣄ࣮΍ঢ়
    گΛද͢ʣ਺ࣈ΍จࣈྻͷू·Γ
    ͰɺͦΕ͚ͩͰ͸ҙຯΛ࣋ͨͳ͍ɻ
    σʔλͷॲཧ΍෼ੳʹΑͬͯɺ
    ݱঢ়೺Ѳ΍൑அʹ࢖͑Δʮ৘ใʯ
    ͕ಘΒΕΔɻ
    ৘ใΛ஝ੵؔ͠࿈෇͚Δ͜ͱͰɺ
    ʮ஌ࣝʯͱͯ͠ࣄ৅ͷنଇੑ΍
    ܏޲ΛཧղͰ͖ΔΑ͏ʹͳΔɻ
    ஌ࣝΛ׆༻ͯ͠൑அ͕Ͱ͖Δঢ়ଶ
    ʹͳΔͱʮ஌ܙʯͱݺ΂Δ΋ͷʹ
    ͳΔɻ

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  31. DIKWϞσϧʹ౰ͯ͸Ίͨྫ
    8JTEPN
    ʢ஌ܙʣ
    ,OPXMFEHF
    ʢ஌ࣝʣ
    *OGPSNBUJPO
    ʢ৘ใʣ
    %BUB
    ʢσʔλʣ
    2022-05-30 Sayoko Shimoyama, LinkData 31
    Ձ஋
    աڈ
    ະདྷ
    ֤ϫʔΫγϣοϓͷ
    ొ࿥ऀ਺ͱ౰೔ࢀՃऀ਺
    ֤ϫʔΫγϣοϓͷ
    Ωϟϯηϧ཰
    ϫʔΫγϣοϓͷΩϟϯηϧ཰
    ͸େମຖճʙ͘Β͍
    ࣍ճ͔Βఆһʙ͘Β͍
    ଟΊʹਃࠐΛड͚෇͚ͯ΋
    େৎ෉ͦ͏

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  32. ஫ҙɿʮ஌ܙʯ͸߃ٱతͳ΋ͷͰ͸ͳ͍
    nݱ஍ͰΠϕϯτΛߦͳ͍ͬͯͨ࣌ͱΦϯϥΠϯΠϕϯτͰ͸Ωϟϯηϧ
    ཰͸มΘΔͷͰ͸ʁ
    nࢀՃऀ૚͕શવҧ͏Πϕϯτͷ৔߹͸ʁ
    มԽʹରԠͯ͠ʮ஌ܙʯΛΞοϓσʔτ͢ΔͨΊʹ͸ɺ
    DIKWΛߦͬͨΓདྷͨΓ͢Δඞཁ͕͋Δ
    2022-05-30 Sayoko Shimoyama, LinkData 32

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  33. ױ

    ͷ



    ٬؍తͳσʔλͳ͠Ͱ͸
    ઐ໳ՈͰ͋ͬͯ΋൑அΛؒҧ͏͜ͱ͕͋Δ
    nEBPMɿEvidence Based
    Policy Making
    …ΤϏσϯεʢՊֶతࠜ
    ڌʣʹج͍ͮͨ੓ࡦཱҊ
    nEBPM͸ҩֶʢEvidence
    Based Medicineʣ͔Β೿ੜ
    ͨ͠ߟ͑ํ
    • 1989೥ɺ౰࣌Ұൠతʹ࢖༻͞Εͯ
    ͍ͨෆ੔຺ͷༀͷޮՌΛσʔλΛ
    औͬͯݕূͨ͠ͱ͜Ζɺ෰༻ʹ
    Αͬͯࢮ๢཰͕ߴ·Δ͜ͱ͕൑໌
    2022-05-30 Sayoko Shimoyama, LinkData 33
    ౰࣌Ұൠతͳෆ੔຺ͷༀ
    ϓϥηϘʢِༀʣ
    ܦݧత஌ࣝͷΈͰ൑அ͢Δ͜ͱͷ
    ةݥੑ

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  34. σʔλʹ
    ج͔ͮͳ͍ࢪࡦ͸
    ຽؒྍ๏ͱಉ͡
    σʔλΛ׆༻ͤͣʹɺ
    ܦݧ΍צ΍׳ྫͷΈͰࢪࡦΛਐΊΔͷ͸ɺ
    ຽؒྍ๏ͰපؾΛ࣏ͦ͏ͱ͢ΔΑ͏ͳ΋ͷ
    2022-05-30 Sayoko Shimoyama, LinkData 34

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  35. 2022-05-30 Sayoko Shimoyama, LinkData 35
    出典元︓ http://www.bcnecologia.net/en/statutes
    όϧηϩφ౎ࢢੜଶֶிɿ
    σʔλαΠΤϯεΛۦ࢖ͯ͠౎ࢢͷ
    ϚωδϝϯτΛߦ͏ࢢͷઐ໳ػؔ
    l౎ࢢΛ਍அ͢Δz
    ͱ͍͏දݱ͕Α͘ग़ͯ͘Δ

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  36. ౎ࢢΛ਍அ͢Δ
    2022-05-30 Sayoko Shimoyama, LinkData 36
    ਍அɿ
    ਍࡯΍ݕࠪΛߦ͍ɺಘΒΕͨॾ৘ใΛ༻͍ͯɺ
    ױऀͷ݈߁ঢ়ଶ΍පؾͷঢ়ଶΛ൑அ͢Δ͜ͱ
    ౎ࢢͷ਍அɿ
    ౎ࢢͷঢ়ଶΛௐࠪ͠؍ଌ͢Δ͜ͱͰɺ౎ࢢػೳ͕
    ྑ޷ͳঢ়ଶ͔ɺ՝୊͕͋Δঢ়ଶ͔Λ൑அ͢Δ͜ͱ
    画像出典元︓ http://www.bcnecologia.net/en/projects/urban-plan-llevant-sector-figueres

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  37. ΞδϟΠϧ
    ܕ੓ࡦܗ੒
    n༧ଌෆՄೳͳมԽ΍՝୊
    ʹεϐʔσΟʔʹରԠ
    Ͱ͖Δߦ੓͕ඞཁ
    ग़యɿ಺ֳ׭๪ߦ੓վֵਪਐຊ෦ɿΞδϟ
    Πϧܕ੓ࡦܗ੒ɾධՁͷࡏΓํʹؔ͢Δ
    ϫʔΩϯάάϧʔϓʢୈ̍ճʣʢ೥
    ݄೔ʣ
    IUUQTXXXLBOUFJHPKQKQTJOHJHTLBJ
    HJBHJMF@TFJTBLV@XHEBJHJKJTJEBJIUNM

    4BZPLP4IJNPZBNB -JOL%BUB
    ߦ੓ͷແටੑ
    ͔Β୤٫

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  38. มԽʹૉૣ͘
    ରԠ͢Δʹ͸
    σʔλ͕ඞਢ
    n1%$"αΠΫϧͷ$IFDLͷࡍɺ
    ໨ඪୡ੒ະୡͰධՁ͢Δ͚ͩ
    Ͱ͸ҙຯ͕ແ͍
    nσʔλͰϞχλϦϯά͠ͳ͕
    Βվળ఺Λૣظʹൃݟ͠ɺ
    يಓमਖ਼Ͱ͖ΔΑ͏ʹ͢Δ
    ग़యɿ಺ֳ׭๪ߦ੓վֵਪਐຊ෦ɿΞδϟ
    Πϧܕ੓ࡦܗ੒ɾධՁͷࡏΓํʹؔ͢Δ
    ϫʔΩϯάάϧʔϓʢୈ̍ճʣʢ೥
    ݄೔ʣ
    IUUQTXXXLBOUFJHPKQKQTJOHJHTLBJ
    HJBHJMF@TFJTBLV@XHEBJHJKJTJEBJIUNM

    4BZPLP4IJNPZBNB -JOL%BUB

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  39. ੓ࡦ͸վળ͢ΔલఏͰઃܭ͢Δ
    1MBO
    ܭը
    %P
    ࣮ߦ
    $IFDL
    ධՁ
    "DUJPO
    վળ
    2022-05-30 Sayoko Shimoyama, LinkData 39
    1MBOɿܭըΛ͍͘Β
    ஸೡʹߦ͍ɺ %Pɿ࣮ߦ
    ͔ͨ͠Βͱ͍ͬͯ
    ׬ᘳͳ੓ࡦͱ͍͏ͷ͸
    ͋Γಘͳ͍
    $IFDLɿධՁ͸໨ඪ͕
    ୡ੒Ͱ͖ͨͰ͖ͳ͍
    ΛܾΊΔͨΊͷ΋ͷͰ
    ͸ͳ͘ɺվળͷ͖͔ͬ
    ͚ʹ͢Δ΋ͷ
    "DUJPOɿվળͷ
    ػձ͸ଟ͚Ε͹
    ଟ͍΄Ͳྑ͍

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  40. ʮΞ΢τϓοτʯͱʮΞ΢τΧϜʯͷ
    ྆ํͰϞχλϦϯά͢Δ
    2022-05-30 4BZPLP4IJNPZBNB -JOL%BUB
    ౤ࢿɿͲͷ͘Β͍
    ਓɾϞϊɾΧωΛ
    ࢖͔ͬͨ
    ࣄۀ࣮ࢪɿࣄۀ͕
    ద੾ʹ࣮ࢪͰ͖ͯ
    ͍Δ͔ΛଌΔ
    ੒ՌɿࣄۀΛ࣮ࢪ
    ͨ݁͠Ռɺ੒Ռ͕
    ڍ͕͔ͬͨΛଌΔ
    ྫʣݟकΓୂ݁੒
    ʢਓ਺ɾ༧ࢉʣ
    ύτϩʔϧ८ճ
    ݅਺
    ൜ࡑൃੜ݅਺
    ʢ͕ݮগ͔ͨ͠ʣ
    Πϯϓοτ
    ౤ࢿ

    Ξ΢τϓοτ
    ߦಈࢦඪ

    Ξ΢τΧϜ
    ޮՌࢦඪ

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  41. ޮՌࢦඪɿఆੑతޮՌΛͲ͏ଌΔʁ
    ΞϯέʔτͰฉ͘
    ͱ͍͏ํ๏͕Α͘औΒΕΔ
    ࢦඪͷͭʹ͢Δͷ͸0,
    Ξϯέʔτ݁ՌͷΈͰଌΔͱ
    ٬؍ੑʹ͚ܽΔ৔߹͕͋Δ
    4BZPLP4IJNPZBNB -JOL%BUB
    ॅΈ΍͢͞
    ·ͪͷ
    ʹ͗Θ͍
    ࢠҭͯͷ
    ͠΍͢͞ உঁฏ౳
    ࿝ޙͷ҆৺

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  42. 4BZPLP4IJNPZBNB -JOL%BUB
    ϙΠϯτɿ
    ఆੑతޮՌ͸
    ఆྔతޮՌʹ
    ෼ղͯ͠
    ࢦඪԽ͢Δ
    ྫɿॅΈΑ͞ϥϯΩϯά
    ʢ౦༸ܦࡁʣ

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  43. 4BZPLP4IJNPZBNB -JOL%BUB
    ఆੑతޮՌ͸ఆྔతޮՌʹ෼ղͯ͠ࢦඪԽ͢Δ
    ྫɿॅΈΑ͞ϥϯΩϯάʢ౦༸ܦࡁʣར༻σʔλ
    ॅΈΑ͞
    "
    ҆৺౓
    ਓޱ౰ͨΓපӃɾҰൠ਍ྍॴපচ਺ʢ೥݄ʣɿްੜ࿑ಇলʮҩྍࢪઃௐࠪʯ
    ࿝೥ਓޱ౰ͨΓհޢ࿝ਓ෱ࢱɾอ݈ࢪઃఆһ਺ʢ೥݄ʣɿްੜ࿑ಇলʮհޢαʔϏεࢪઃɾࣄۀॴௐࠪʯ
    ʙࡀঁੑਓޱ౰ͨΓʙࡀࣇ਺ʢ೥݄ʣɿ૯຿লʮॅຽجຊ୆ாʹجͮ͘ਓޱɺਓޱಈଶٴͼੈଳ਺ʯ
    ࢠͲ΋ҩྍඅॿ੒ʢର৅೥ྸɾॴಘ੍ݶͷ༗ແʣʢ೥݄ʣɿ౦༸ܦࡁௐ΂
    ਓޱ౰ͨΓܐ๏൜ೝ஌݅਺ʢ೥ʣɿ֤౎ಓ෎ݝܯ࡯ௐ΂
    ਓޱ౰ͨΓަ௨ࣄނ݅਺ʢ೥ʣɿަ௨ࣄނ૯߹෼ੳηϯλʔௐ΂
    #
    རศ౓
    ਓޱ౰ͨΓখചൢചֹʢ೥ʣɿ૯຿লɾܦࡁ࢈ۀলʮܦࡁηϯαε׆ಈௐࠪʯ
    ਓޱ౰ͨΓେن໛খചళళฮ໘ੵʢ೥ʣɿ౦༸ܦࡁʮશࠃେܕখചళ૯ཡʯ
    Մॅ஍໘ੵ౰ͨΓҿ৯ྉ඼খചࣄۀॴ਺ʢ೥݄ʣɿ૯຿লɾܦࡁ࢈ۀলʮܦࡁηϯαε׆ಈௐࠪʯ
    ਓޱ౰ͨΓҿ৯ళ਺ʢ೥݄ʣ૯຿লɾܦࡁ࢈ۀলʮܦࡁηϯαε׆ಈௐࠪʯ
    $
    շద౓
    సग़ೖਓޱൺ཰ʢ೥ʣɿ૯຿লʮॅຽجຊ୆ாʹجͮ͘ਓޱɺਓޱಈଶٴͼੈଳ਺ʯ
    ਫಓྉۚʢ೥݄ʣɿ౦༸ܦࡁௐ΂
    Ԛਫॲཧਓޱීٴ཰ʢ೥݄ʣɿࠃ౔ަ௨লɺ೶ྛਫ࢈লɺ؀ڥলௐ΂
    ؾީʢ݄ฏۉ࠷ߴɾ࠷௿ؾԹɺ೔র࣌ؒɺ࠷ਂੵઇʣʢʙ೥ʣɿؾ৅ிʮϝογϡฏ೥஋σʔλʯ
    ౎ࢢܭը۠Ҭਓޱ౰ͨΓ౎ࢢެԂ໘ੵʢ೥݄ʣɿࠃ౔ަ௨লʮ౎ࢢެԂ੔උਫ४ௐॻʯ
    %
    ෋༟౓
    ࡒ੓ྗࢦ਺ʢ೥౓ʣɿ૯຿লʮࢢொଜผܾࢉঢ়گௐʯ
    ਓޱ౰ͨΓ๏ਓࢢຽ੫ʢ೥౓ʣ ɿ૯຿লʮࢢொଜผܾࢉঢ়گௐʯ
    ೲ੫ٛ຿ऀਓ౰ͨΓॴಘʢ೥ʣɿ૯຿লʮࢢொଜ੫՝੫ঢ়گ౳ͷௐʯ
    ॅ୐౰ͨΓԆ΂চ໘ੵʢ೥݄ʣɿ૯຿লʮॅ୐ɾ౔஍౷ܭௐࠪʯ
    ॅ୐஍ฏۉ஍Ձʢ೥݄ʣɿࠃ౔ަ௨লʮ౎ಓ෎ݝ஍Ձௐࠪʯ
    https://toyokeizai.net/articles/-/434259?page=2
    ˞੨എܠͷࢦඪ͸਺஋͕
    খ͍͞΄Ͳྑ͍ͱఆٛ

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  44. SDGsͰ΋άϩʔόϧͳ໨ඪୡ੒ͷͨΊʹ
    ࢦඪ͕࢖ΘΕ͍ͯΔ
    2022-05-30 Sayoko Shimoyama, LinkData 44

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  45. SDGsͰ΋άϩʔόϧͳ໨ඪୡ੒ͷͨΊʹ
    ࢦඪ͕࢖ΘΕ͍ͯΔ
    17 goals
    169 taegets
    232 indicators
    2022-05-30 Sayoko Shimoyama, LinkData 45

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  46. ࢀߟɿ
    Sustainable
    Development
    Report
    ʹΑΔ
    μογϡϘʔυ
    Cambridge University Press,
    CC BY 4.0
    https://dashboards.sdgindex.org/pr
    ofiles/japan
    Sayoko Shimoyama, LinkData 2022-05-30 46
    ໨ඪʹର͢Δୡ੒ঢ়گ
    Λ৭෼͚Ͱදࣔ

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  47. ࢀߟɿ
    Sustainable
    Development
    Report
    ʹΑΔ
    μογϡϘʔυ
    Cambridge University Press,
    CC BY 4.0
    https://dashboards.sdgindex.org/pr
    ofiles/japan
    Sayoko Shimoyama, LinkData 2022-05-30 47
    ࠃձʹ͓͍ͯঁੑ͕
    ઎ΊΔٞ੮ͷׂ߹
    ໨ඪ஋
    ݱঢ়஋

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  48. ݱঢ়Λ೺Ѳ͠ɺ
    ໨ࢦ࢟͢Λఆٛ
    ͢ΔͨΊͷ
    Well-Beingࢦඪ
    ࢢຽͷ޾෱ײΛߴΊΔ·ͪͮ͘Γ
    ͷࢦඪ ʢҰൠࣾஂ๏ਓεϚʔτ
    γςΟɾΠϯεςΟςϡʔτઐ຿
    ཧࣄೆӢַ඙ࢯʣ
    https://www.digital.go.jp/news/9ed3
    3277-5315-4dcf-9551-
    d49d1acaaae1/
    Sayoko Shimoyama, LinkData 2022-05-30 48

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  49. Well-Being
    = ਎ମతɾ
    ਫ਼ਆతɾࣾձత
    ʹྑ޷ͳঢ়ଶʹ
    ͋Δ͜ͱ
    ݈߁ͱ͸ɺපؾͰ͸ͳ͍
    ͱ͔ɺऑ͍ͬͯͳ͍ͱ͍͏
    ͜ͱͰ͸ͳ͘ɺ೑ମతʹ΋ɺ
    ਫ਼ਆతʹ΋ɺ ͦͯࣾ͠ձత
    ʹ΋ɺ͢΂͕ͯຬͨ͞Εͨ
    ঢ়ଶ(Well-Being)ʹ͋Δ
    ͜ͱ
    (WHOʹΑΔఆٛ)
    49 2022-05-30 SAYOKO SHIMOYAMA, LINKDATA

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  50. 2022-05-30 Sayoko Shimoyama, LinkData 50
    ग़యɿσδλϧަ௨ࣾձͷ͋Γ͔ͨʹؔ͢Δݚڀձʢୈ3ճʣ
    ࢿྉ5 ʮWell Beingͷࢹ఺͔Βߟ͑ΔϞϏϦςΟ Liveable Well Being City Indicatorͷ׆༻ʯʢೆӢ༷ ͝ൃදࢿྉʣ
    https://www.digital.go.jp/councils/e617a8c6-f884-4fad-b27f-cc1cbba04982/

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  51. 2022-05-30 Sayoko Shimoyama, LinkData 51
    ग़యɿσδλϧަ௨ࣾձͷ͋Γ͔ͨʹؔ͢Δݚڀձʢୈ3ճʣ
    ࢿྉ5 ʮWell Beingͷࢹ఺͔Βߟ͑ΔϞϏϦςΟ Liveable Well Being City Indicatorͷ׆༻ʯʢೆӢ༷ ͝ൃදࢿྉʣ
    https://www.digital.go.jp/councils/e617a8c6-f884-4fad-b27f-cc1cbba04982/

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  52. 2022-05-30 Sayoko Shimoyama, LinkData 52
    ग़యɿσδλϧަ௨ࣾձͷ͋Γ͔ͨʹؔ͢Δݚڀձʢୈ3ճʣ
    ࢿྉ5 ʮWell Beingͷࢹ఺͔Βߟ͑ΔϞϏϦςΟ Liveable Well Being City Indicatorͷ׆༻ʯʢೆӢ༷ ͝ൃදࢿྉʣ
    https://www.digital.go.jp/councils/e617a8c6-f884-4fad-b27f-cc1cbba04982/

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  53. 2022-05-30 Sayoko Shimoyama, LinkData 53
    ग़యɿσδλϧަ௨ࣾձͷ͋Γ͔ͨʹؔ͢Δݚڀձʢୈ3ճʣ
    ࢿྉ5 ʮWell Beingͷࢹ఺͔Βߟ͑ΔϞϏϦςΟ Liveable Well Being City Indicatorͷ׆༻ʯʢೆӢ༷ ͝ൃදࢿྉʣ
    https://www.digital.go.jp/councils/e617a8c6-f884-4fad-b27f-cc1cbba04982/

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  54. ఆྔతͳࢦඪΛ
    ༻͍ͯݱঢ়Λ೺Ѳ͠ɺ
    ໨ඪΛઃఆͯ͠
    ਐ௙Λ؅ཧ͢Δ
    ग़యɿσδλϧަ௨ࣾձͷ͋Γ͔
    ͨʹؔ͢Δݚڀձʢୈ3ճʣ
    ࢿྉ5 ʮWell Beingͷࢹ఺͔Βߟ
    ͑ΔϞϏϦςΟ Liveable Well
    Being City Indicatorͷ׆༻ʯʢೆӢ
    ༷ ͝ൃදࢿྉʣ
    https://www.digital.go.jp/councils/e
    617a8c6-f884-4fad-b27f-
    cc1cbba04982/
    Sayoko Shimoyama, LinkData 2022-05-30 54

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  55. ࢢຽࢀՃܕͷ஍Ҭಠࣗࢦඪ࡞Γ
    ʢࠇ෦ࢢɿ5GOALS for ࠇ෦ʣ
    ग़యɿࠇ෦ࢢࣾձ෱ࢱڠٞձ খࣲಙ໌ࢯʮ5GOALS for ࠇ෦ʯ
    https://5goalsforkurobe.com/index.html
    2022-05-30 Sayoko Shimoyama, LinkData 55

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  56. ࣾڠ + ༗ࢤͷࢢຽͷखͰ
    ࢦඪઃܭ→σʔλऩू→BIπʔϧͰՄࢹԽ
    2022-05-30 Sayoko Shimoyama, LinkData 56
    https://5goalsforkurobe.com/index.html

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  57. σʔλͰࠜڌΛࣔ͢͜ͱͰ߹ҙܗ੒ΛਐΊͨྫɿ
    εʔύʔϒϩοΫߏ૝ʢόϧηϩφࢢʣ
    nόϧηϩφͰ͸ࣗಈंͷަ௨
    ྔ͕ଟ͘ɺԚછ෺࣭΍CO2ɺ
    ૽ԻͳͲʹΑΔެ֐͕՝୊
    ʢWHOͷج४஋௒աঢ়ଶʣ
    nʮࢢຽத৺౎ࢢʯΛίϯηϓ
    τʹ͔͔͛ɺஈ֊తʹं͕௨
    ΕΔಓΛ੍ݶ͢ΔܭըΛ࣮ࢪ
    ʢ2015೥ʙʣ
    2022-05-30 Sayoko Shimoyama, LinkData 57
    出典︓Mueller et al., Changing the urban design of cities for health: The superblock model,
    Environment International, Volume 134, 2020, 105132, ISSN 0160-4120,
    https://doi.org/10.1016/j.envint.2019.105132.

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  58. 2022-05-30 Sayoko Shimoyama, LinkData 58
    ग़యɿAjuntament de Barcelona, SUPERBLOCK BARCELONA: Towards the city we want, 2021
    https://ajuntament.barcelona.cat/superilles/sites/default/files/20210202_Superblock_Barcelona_web.pdf

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  59. σʔλͰࠜڌΛࣔ͢͜ͱͰ߹ҙܗ੒ΛਐΊͨྫɿ
    εʔύʔϒϩοΫߏ૝ʢόϧηϩφࢢʣ
    nަ௨ྔ΍؀ڥʹؔ͢Δηϯγϯά
    σʔλΛ༻͍ͨ෼ੳΛ࣮ࢪ
    nܭը͕ਐΜͩ৔߹ʹͲͷ͘Β͍
    ໰୊͕վળ͢Δͷ͔ɺ۩ମతͳ
    ਺஋Ͱࣔ͢͜ͱͰ߹ҙܗ੒Λਪਐ
    2022-05-30 Sayoko Shimoyama, LinkData 59
    ަ௨ྔ͕21%ݮ
    94%ͷࢢຽ͕ةݥͳϨϕϧͷཻࢠ
    ঢ়෺࣭ʹࡽ͞ΕΔ͜ͱ͸ͳ͘ͳΔ
    73.5%ͷࢢຽ͸ʮ65σγϕϧҎ্
    ͷ૽ԻʯΛܦݧͤͣʹ͢Ή
    σʔλग़యɿ
    IUUQTDJUJFTPGUIFGVUVSFFVTVQFS
    CMPDLTCBSDFMPOBBOTXFSUPDBS
    DFOUSJDDJUZ

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  60. ߹ҙܗ੒ͷͨΊʹσʔλΛ࢖͏
    σʔλΛ࢖Θͳͯ͘΋
    ࣄۀ͸ਐΊΒΕΔ
    nࣗ෼ҰਓͰ͋Ε͹ࣗ෼
    ͕ೲಘͯ͠ਐΊΒΕΕ͹
    ԿͰ΋ྑ͍
    nτοϓ͕શݖݶΛ࣋ͭ
    ܗͷνʔϜ΍૊৫Ͱ͋Ε
    ͹ɺ௽ͷҰ੠ͰԿͰ΋ਐ
    Ή
    ར֐ͷҟͳΔؔ܎ऀ͕
    ͍Δͱਐ·ͳ͘ͳΔ
    nޮՌɺةػײͱ͍ͬͨ
    ײ֮ͦͷ΋ͷ͸ଞਓͱ
    ڞ༗Ͱ͖ͳ͍
    nݱঢ়ೝ͕ࣝ߹Θ͍ͣͭ
    ·Ͱܦͬͯ΋ٞ࿦͕ฏߦ
    ઢʹͳΔ͜ͱ΋
    ఆྔσʔλΛ࢖ͬͯ
    ೝࣝͷ͢Εҧ͍ΛݮΒ͢
    n਺ࣈ͸ݴ༿ΑΓ΋ղऍ
    ͷ෯͕ڱ͍
    n਺஋Ͱఆྔతʹࣔ͢͜
    ͱͰղऍͷᴥᴪ͕ݴ༿ʹ
    ൺ΂ͯى͜Γʹ͍͘
    2022-05-30 Sayoko Shimoyama, LinkData 60

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  61. ΦʔϓϯσʔλͰ
    ߦ੓ΛΞοϓσʔτ
    ͢ΔͨΊͷͭͷϙΠϯτ
    4BZPLP4IJNPZBNB -JOL%BUB

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  62. ΦʔϓϯσʔλͰߦ੓ΛΞοϓσʔτ
    ͢ΔͨΊͷͭͷϙΠϯτ
    ͦͷσʔλ͸
    ͋ͳͨͷࢲ෺
    Ͱ͸ͳ͍
    ͦͷσʔλͷՁ஋
    ΛܾΊΔͷ͸
    ͋ͳͨͰ͸ͳ͍
    ߦ੓͚ͩͰ
    શ෦ରԠ
    ͠Α͏ͱ͠ͳ͍
    ΦʔϓϯσʔλͰ
    ແବͳରԠίετΛ
    ݮΒ͢
    Φʔϓϯσʔλ
    ͚ͩΛ
    ਐΊΑ͏ͱ͠ͳ͍
    ໫Ͱ͸ͳ͘

    Λఏڙ͠Α͏
    2022-05-30 Sayoko Shimoyama, LinkData 62

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  63. ͦͷσʔλ͸
    ͋ͳͨͷࢲ෺
    Ͱ͸ͳ͍
    2022-05-30 Sayoko Shimoyama, LinkData 63
    1

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  64. “Open By Default”
    ೥ (ʮΦʔϓϯσʔλݑষʯʹΑΔࠃࡍతͳ߹ҙ
    ʮ੫ۚΛ࢖ͬͯ࡞ΒΕͨσʔλ͸શͯ
    ެڞࡒͱͯ͠ެ։͢Δ΂͖Ͱ͋Δʯ
    ͱ͍͏ߟ͑ํΛݪଇͱͯ͠࠾༻
    2022-05-30 Sayoko Shimoyama, LinkData 64

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  65. “Φʔϓϯσʔλ” ͱ͸ɺ
    ݩʑօ͞Μͷ΋ͷͩͬͨσʔλΛ
    ฦ͢͜ͱͩͱߟ͍͑ͯ·͢ɻ
    - Miquel Mateu, Open Data Manager of Barcelona City
    2022-05-30
    14-18 June 2016, World Data Viz Challenge 2016,
    Barcelona
    Sayoko Shimoyama, LinkData

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  66. Φʔϓϯσʔλͷఆٛ
    ࠃɺ஍ํެڞஂମٴͼࣄۀऀ͕อ༗͢Δ׭ຽσʔλͷ͏ͪɺࠃຽ୭΋͕Πϯλʔωοτ౳Λ௨ͯ͡༰қ
    ʹར༻ʢՃ޻ɺฤूɺ࠶഑෍౳ʣͰ͖ΔΑ͏ɺ࣍ͷ͍ͣΕͷ߲໨ʹ΋֘౰͢ΔܗͰެ։͞ΕͨσʔλΛ
    Φʔϓϯσʔλͱఆٛ͢Δ
    ʲग़యʳʮΦʔϓϯσʔλجຊࢦ਑ʯฏ੒29೥5݄30೔
    ߴ౓৘ใ௨৴ωοτϫʔΫࣾձਪਐઓུຊ෦ɾ׭ຽσʔλ׆༻ਪਐઓུձܾٞఆ
    1. Ӧར໨తɺඇӦར໨తΛ໰Θͣ
    ೋ࣍ར༻Մೳͳϧʔϧ͕ద༻͞Εͨ΋ͷ
    2. ػց൑ಡʹదͨ͠΋ͷ
    3. ແঈͰར༻Ͱ͖Δ΋ͷ
    2022-05-30 Sayoko Shimoyama, LinkData 66

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  67. Webʹެ։
    ͍ͯ͠Δσʔλ
    ≠ Φʔϓϯ
    σʔλ
    nߦ੓ػؔͷWebαΠτʹ
    ܝࡌ͞Ε͍ͯΔίϯςϯπ
    ͸ஶ࡞ݖͷର৅Ͱ͋Γɺ
    جຊతʹແஅͰෳ੡ɾస༻
    Ͱ͖ͳ͍
    nΦʔϓϯσʔλͱͯ͠ެ։
    ͢Δࡍ͸ɺࣗ༝ʹ࢖͑Δ
    σʔλͰ͋ΔࢫΛ໌ࣔ͢Δ
    ඞཁ͕͋Δ
    Sayoko Shimoyama, LinkData 2022-05-30 67
    Copyright © 2000ʙ
    Tokyo Metropolitan
    Government.
    All Rights Reserved.

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  68. ΫϦΤΠςΟϒɾίϞϯζɾϥΠηϯε
    ʢCCϥΠηϯεʣ
    lʮ͜ͷ৚݅ΛकΕ͹ࢲͷ࡞඼Λࣗ༝ʹ࢖ͬͯߏ͍·ͤΜɻʯͱ͍͏ҙࢥදࣔΛ͢ΔͨΊͷπʔ
    ϧ
    l࡞ऀ͸ஶ࡞ݖΛอ࣋ͨ͠··࡞඼Λࣗ༝ʹྲྀ௨ͤ͞Δ͜ͱ͕Ͱ͖Δ
    2022-05-30 Sayoko Shimoyama, LinkData 68
    http://creativecommons.jp/, CC-BY 2.1

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  69. ΦʔϓϯσʔλͰར༻͞ΕΔ
    ୅දతͳCCϥΠηϯε
    ໊শ ϚʔΫ ֓ཁ ίϞϯζূ
    $$#:
    ݪ࡞ऀͷΫϨδοτʢࢯ໊ɺ࡞඼λΠτϧͳͲʣ
    Λදࣔ͢Δ͜ͱΛओͳ৚݅ͱ͠ɺվม͸΋ͪΖΜɺ
    Ӧར໨తͰͷೋ࣍ར༻΋ڐՄ͞ΕΔ࠷΋ࣗ༝౓ͷ
    ߴ͍$$ϥΠηϯεɻ
    IUUQDSFBUJWFDPNN
    POTPSHMJDFOTFTCZ
    KQ
    $$#:4"
    ݪ࡞ऀͷΫϨδοτʢࢯ໊ɺ࡞඼λΠτϧͳͲʣ
    Λදࣔ͠ɺվมͨ͠৔߹ʹ͸ݩͷ࡞඼ͱಉ͡$$
    ϥΠηϯεʢ͜ͷϥΠηϯεʣͰެ։͢Δ͜ͱΛ
    ओͳ৚݅ʹɺӦར໨తͰͷೋ࣍ར༻΋ڐՄ͞ΕΔ
    $$ϥΠηϯεɻ
    IUUQDSFBUJWFDPNN
    POTPSHMJDFOTFTCZ
    TBKQ
    $$
    ࡞඼ʹ͍ͭͯੈքશ஍Ҭʹ͓͍ͯஶ࡞ݖ๏্ೝΊ
    ΒΕΔɺͦͷऀ͕࣋ͭ͢΂ͯͷݖརʢͦͷ࡞඼ʹ
    ؔ͢Δݖར΍ྡ઀͢ΔݖརΛؚΉɻʣΛɺ๏ྩ্
    ೝΊΒΕΔ࠷େݶͷൣғͰ์غ͢Δ֬໿ɻ
    IUUQDSFBUJWFDPNN
    POTPSHQVCMJDEPNBJ
    O[FSPEFFEKB
    2022-05-30 Sayoko Shimoyama, LinkData 69
    http://creativecommons.jp/, CC-BY 2.1

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  70. ৘ใެ։੍౓
    㱠Φʔϓϯ
    σʔλ
    ग़యɿCC BY 4.0 ಺ֳ׭๪IT૯߹
    ઓུࣨ, ʮΦʔϓϯσʔλΛ͸͡Ί
    Α͏ʙ஍ํެڞஂମͷͨΊͷ࠷ॳ
    ͷखҾॻʙʯʢ2021೥6݄15೔ʣ
    https://cio.go.jp/policy-
    opendata#guideline
    4":0,04)*.0:"." -*/,%"5"
    ߲໨ Φʔϓϯσʔλ ৘ใެ։੍౓
    ໨త ެతػ͕ؔอ༗͢ΔσʔλΛɺػց൑ಡʹద͠
    ͨܗࣜͰΠϯλʔωοτ্Ͱެ։͠ɺ
    ࠃຽ
    ࢀՃɾ׭ຽڠಇͷਪਐΛ௨ͨ͡ॾ՝୊ͷղܾɺ
    ܦࡁͷ׆ੑԽɺ
    ߦ੓ͷߴ౓Խɾޮ཰Խɺ

    ಁ໌ੑɾ৴པੑͷ޲্ΛਤΔɻ
    ߦ੓ͷಁ໌ԽΛਤΔͨΊʹ৚ྫʹج͍ͮͯॅຽ
    ͔Βͷެ։੥ٻͷखଓ͖ʹΑΓɺߦ੓จॻͷࣸ
    ͠Λ੥ٻऀʹఏڙ͢Δɻ
    ର৅ ஍ํެڞஂମ͕อ༗͢Δೋ࣍ར༻͕ೝΊΒΕΔ
    ৘ใʢσʔλʣ
    ʢ֤஍ํެڞஂମͷ৘ใެ։৚ྫʹجͮ͘ඇ։
    ࣔ৘ใΛআ͘ʣߦ੓จॻ
    ೋ࣍ར༻ $$ϥΠηϯεͳͲΛ࠾༻͓ͯ͠Γɺ঎༻ར༻
    ΛؚΊೋ࣍ར༻Մೳɻ
    ஍ํެڞஂମʹΑΓѻ͍͕ҟͳΔʢ঎༻ར༻Λ
    ؚΊೋ࣍ར༻ʹ੍ݶΛઃ͚͍ͯΔ৔߹͕͋Δʣɻ
    ഔମ $47΍&YDFMͳͲػց൑ಡՄೳͳσʔλͰఏڙ
    ͞ΕΔɻ
    "1*Λར༻͢Δ͜ͱͰࣗಈΞΫηεʢΞϓϦ౳
    ͔Βͷ௚઀ΞΫηεʣʹରԠ͍ͯ͠Δ৔߹΋͋
    Δɻ
    ௨ৗ͸ߦ੓จॻͷ͕ࣸ͠௨ৗ͸ࢴഔମͰఏڙ͞
    ΕΔ͕ɺΦϯϥΠϯ΍$%30.౳ʹΑΓిࢠ
    σʔλͰఏڙ͞ΕΔ৔߹΋͋Δɻ
    ిࢠσʔλͷ৔߹Ͱ͋ͬͯ΋ɺσʔλܗࣜ͸จ
    ॻઐ༻ιϑτͰ࡞੒͞Εͨ··ͷ΋ͷ͕ଟ͘ɺ
    Ұൠతʹػց൑ಡੑ͸௿͍ɻ
    ࣌ؒ ϗʔϜϖʔδ΍ϙʔλϧαΠτ͔Βμ΢ϯϩʔ
    υ͢ΔͨΊɺ΄ͱΜͲ͕͔͔࣌ؒΒͳ͍ɻ
    ։ܾࣔఆ͸։ࣔ੥ٻ͔ΒҰఆظؒʢ೔ͳ
    ͲʣΛཁ͢ΔͨΊɺ৘ใͷೖखʹ࣌ؒΛཁ͢Δɻ
    අ༻ ར༻ऀͷෛ୲ͳ͠ɻ ίϐʔ୅౳ͷ࣮අʹ͍ͭͯ͸ਃ੥ऀ͕ෛ୲͢Δ
    ஍ํެڞஂମ͕ଟ͘ɺίϐʔ౳Λ൐Θͳ͍Ӿཡ
    ͷΈͰ͋ͬͯ΋අ༻Λ௃ऩ͢Δ஍ํެڞஂମ΋
    ͋Δɻ
    खଓ͖ ϗʔϜϖʔδ΍ϙʔλϧαΠτͳͲΠϯλʔ
    ωοτ্ʹެ։͞Ε͍ͯΔͨΊɺखଓ͖͸ෆཁɻ
    Ͳ͔͜ΒͰ΋ɺ୭Ͱ΋ࣗ༝ʹར༻͢Δ͜ͱ͕Մ
    ೳɻ
    ։ࣔͷ੥ٻͷ΄͔ɺ։ࣔͷํ๏΍৚ྫͰఆΊΒ
    Ε͍ͯΔࣄ߲Λਃ͠ग़ΔͳͲͷखଓ͖͕ඞཁɻ
    Ұ෦ͷ஍ํެڞஂମͰ͸ɺ֘౰஍Ҭͷॅຽ౳ʹ
    ਃ੥Λݶఆ͍ͯ͠Δͱ͜Ζ͕͋Δɻ

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  71. 2016೥ɿ׭ຽσʔλ׆༻ਪਐجຊ๏ࢪߦ
    →ࠃٴͼ࣏ࣗମ͸ΦʔϓϯσʔλʹऔΓ૊Ή͜ͱ͕ٛ຿෇͚ΒΕͨ
    2022-05-30 4BZPLP4IJNPZBNB -JOL%BUB
    ʢࠃٴͼ஍ํެڞஂମ౳͕อ༗͢Δ׭ຽσʔλͷ
    ༰қͳར༻౳ʣ
    ୈेҰ৚ ࠃٴͼ஍ํެڞஂମ͸ɺࣗΒ͕อ༗
    ͢Δ׭ຽσʔλʹ͍ͭͯɺݸਓٴͼ๏ਓͷݖརར
    ӹɺࠃͷ҆શ౳͕֐͞ΕΔ͜ͱͷͳ͍Α͏ʹͭ͠
    ͭɺࠃຽ͕Πϯλʔωοτͦͷଞͷߴ౓৘ใ௨৴
    ωοτϫʔΫΛ௨ͯ͡༰қʹར༻Ͱ͖ΔΑ͏ɺඞ
    ཁͳાஔΛߨͣΔ΋ͷͱ͢Δɻ
    ʢ৘ใγεςϜʹ܎Δن֨ͷ੔උٴͼޓ׵ੑͷ֬
    อ౳ʣ
    ୈेޒ৚ ࠃٴͼ஍ํެڞஂମ͸ɺ׭ຽσʔλ
    ׆༻ʹࢿ͢ΔͨΊɺ૬ޓʹ࿈ܞͯ͠ɺࣗΒͷ৘ใ
    γεςϜʹ܎Δن֨ͷ੔උٴͼޓ׵ੑͷ֬อɺۀ
    ຿ͷݟ௚ͦ͠ͷଞͷඞཁͳાஔΛߨͣΔ΋ͷͱ͢
    Δɻ
    ग़యɿhttps://www.kantei.go.jp/jp/singi/it2/hourei/detakatsuyo_honbun.html
    ʢ৚จΑΓൈਮʣ

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  72. 2020೥12݄ɿ੓෎σʔλઓུʹ͓͍ͯʮ٤
    ۓʹऔΓ૊Ή͜ͱʯʹҐஔ෇͚ΒΕͨ
    Sayoko Shimoyama, LinkData
    ग़యɿʮσʔλઓུλεΫ
    ϑΥʔεୈҰ࣍ͱΓ·ͱΊʯ
    ྩ࿨̎೥݄೔σδλϧɾ
    Ψόϝϯτֳ྅ձܾٞఆ
    https://www.kantei.go.jp/jp/singi/i
    t2/dgov/dai10/siryou_a.pdf
    ʢΦʔϓϯσʔλͷਪਐʣ
    σʔλ͸෯޿͘ར׆༻͞ΕΔ͜ͱͰͦͷՁ஋͕࠷େݶൃش͞ΕΔ͜ͱ͔Βɺ͜Ε
    ·ͰΦʔϓϯσʔλͷଅਐΛߦ͖͓ͬͯͯΓɺଟ͘ͷ෎ল΍࣏ࣗମ͕Φʔϓϯ
    σʔλʹऔ૊ΜͰ͍Δɻ͔͠͠ͳ͕Βɺ࣭ɺྔͱ΋ʹ·ͩվળͷ༨஍͕͋Γɺ
    ΑΓ෯޿༷͘ʑͳܦࡁࣾձ׆ಈʹར׆༻͞ΕΔΑ͏ɺΦʔϓϯσʔλͷऔ૊Λ
    ڧԽ͢Δඞཁ͕͋Δɻ
    2022-05-30

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  73. ΦʔϓϯσʔλͰߦ੓ΛΞοϓσʔτ
    ͢ΔͨΊͷͭͷϙΠϯτ
    ͦͷσʔλ͸
    ͋ͳͨͷࢲ෺
    Ͱ͸ͳ͍
    ͦͷσʔλͷՁ஋
    ΛܾΊΔͷ͸
    ͋ͳͨͰ͸ͳ͍
    ߦ੓͚ͩͰ
    શ෦ରԠ
    ͠Α͏ͱ͠ͳ͍
    ΦʔϓϯσʔλͰ
    ແବͳରԠίετΛ
    ݮΒ͢
    Φʔϓϯσʔλ
    ͚ͩΛ
    ਐΊΑ͏ͱ͠ͳ͍
    ໫Ͱ͸ͳ͘

    Λఏڙ͠Α͏
    2022-05-30 Sayoko Shimoyama, LinkData 73

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  74. ͦͷσʔλͷ
    Ձ஋ΛܾΊΔͷ͸
    ͋ͳͨͰ͸ͳ͍
    2022-05-30 Sayoko Shimoyama, LinkData 74
    2

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  75. σʔλͷ૊Έ߹Θͤ͸৽ͨͳՁ஋ΛੜΉ
    nαϯϑϥϯγείࢢͰ͸ɺҿ৯ళʹର࣮ͯ͠ࢪͨ͠อ݈Ӵੜݕࠪ
    ͷ݁ՌΛσʔλͱͯ͠ެ։͍ͯ͠Δ
    n:FMQ͸ͦΕΛαʔϏεʹऔΓࠐΈɺ l)FBMUI 4DPSFzͱͯ͠
    ఺ຬ఺ͷείΞʹม׵͠ɺ֤ҿ৯ళͷϨϏϡʔϖʔδʹදࣔ
    2022-05-30 Sayoko Shimoyama, LinkData

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  76. 2022-05-30 Sayoko Shimoyama, LinkData
    ӴੜείΞɿ

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  77. 2022-05-30 Sayoko Shimoyama, LinkData
    :FMQ͸ϢʔβʔʹΑΓ҆৺ɾ҆શΛಧ͚ΒΕΔ
    αʔϏεΛఏڙՄೳʹ
    ௚ۙͷอ݈Ӵੜ
    ݕࠪʹ͓͍ͯҧ൓
    ͕߲͋ͬͨ໨
    :FMQͰ͸Ӵੜ؅ཧͷධՁͱͯ͠ l)FBMUI4DPSFzΛදࣔ

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  78. αϯϑϥϯγείࢢ º :FMQ͔Βݟ͑Δ
    σʔλ͕΋ͨΒࣾ͢ձมֵ
    2022-05-30
    ΋͠αϯϑϥϯγείࢢ͕
    Ӵੜௐࠪ݁ՌΛαΠτͰެද͍ͯ͠Δ
    ͚ͩͩͬͨΒʁ
    Ұ෦ͷਓ͔͠ݟʹདྷͳ͍
    ΋͠:FMQ͕
    ಠࣗʹҿ৯ళΛධՁ͢Δ
    είΞΛ෇͚͍ͯͨΒʁ
    ެฏੑ͕୲อ͞Εͳ͍
    ڧΈɿҿ৯ళʹؔ͢Δ৘ใ͕๛෋Ͱɺ
    ଟ͘ͷϢʔβ͕ू·Δ৔Λ͍࣋ͬͯΔ
    ڧΈɿࢢຽͷ҆શΛकΔͨΊʹ࣮ࢪͨ͠ௐࠪ
    ݁Ռͱͯ͠ɺެฏͳσʔλΛఏڙͰ͖Δ
    σʔλ͕ڞ༗͞ΕΔ͜ͱͰ
    ʮ૊৫Λ௒͑ͯಘҙ෼໺Λ෼୲Ͱ͖Δࣾձʯ͕࣮ݱ
    Sayoko Shimoyama, LinkData

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  79. ۝୩মͷը૾
    Φʔϓϯσʔλ
    ʢೳඒࢢʣ
    ੴ઒ݝೳඒࢢͰ͸۝୩ম
    ͷը૾ΛΦʔϓϯσʔλ
    ͱͯ͠ެ։
    IUUQVMUSBBSUKQ T
    4BZPLP4IJNPZBNB -JOL%BUB
    ৽ͨͳՁ஋ΛੜΉࣄྫ

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  80. ۝୩ম
    Φʔϓϯσʔλ
    Λ࢖ͬͨࢴࡼ
    اըɾൢചɿגࣜձࣾϤγλ
    σβΠϯϓϥϯχϯά
    ੡඼֓ཁɿ
    ௚ܘ18cm 6ຕೖΓ
    550ԁ(੫ࠐ)
    Sayoko Shimoyama, LinkData 2022-05-30 80
    ৽ͨͳՁ஋ΛੜΉࣄྫ
    2019೥౓Φʔϓϯσʔλɾ
    Ϗοάσʔλʹؔ͢Δ༏Εͨ
    औΓ૊Έͷදজɿ࠷༏ल৆

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  81. ۝୩ম
    Φʔϓϯσʔλ
    Λ࢖ͬͨॅ୐
    ஫จॅ୐ͷ૷০ʹར༻
    ʢ͓٬༷͕๬ΜͰར༻ʣ
    ݱࡏ4౩
    ը૾ɿCC BY 4.0 ʮγϏοΫςοΫί
    ϛϡχςΟͱγϏοΫςοΫϏδωε -
    CIVIC TECH FORUM 2018 ొஃࢿྉ -
    ʯ෱ౡ ݈Ұ࿠ࢯ
    2022-05-30 Sayoko Shimoyama, LinkData 81
    ৽ͨͳՁ஋ΛੜΉࣄྫ

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  82. ΦʔϓϯσʔλͰߦ੓ΛΞοϓσʔτ
    ͢ΔͨΊͷͭͷϙΠϯτ
    ͦͷσʔλ͸
    ͋ͳͨͷࢲ෺
    Ͱ͸ͳ͍
    ͦͷσʔλͷՁ஋
    ΛܾΊΔͷ͸
    ͋ͳͨͰ͸ͳ͍
    ߦ੓͚ͩͰ
    શ෦ରԠ
    ͠Α͏ͱ͠ͳ͍
    ΦʔϓϯσʔλͰ
    ແବͳରԠίετΛ
    ݮΒ͢
    Φʔϓϯσʔλ
    ͚ͩΛ
    ਐΊΑ͏ͱ͠ͳ͍
    ໫Ͱ͸ͳ͘

    Λఏڙ͠Α͏
    2022-05-30 4BZPLP4IJNPZBNB -JOL%BUB

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  83. ߦ੓͚ͩͰ
    શ෦ରԠ
    ͠Α͏ͱ͠ͳ͍
    ʢ֎ͷਓͷྗΛ͏·͘आΓΔʣ
    3
    2022-05-30 Sayoko Shimoyama, LinkData 83

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  84. Φʔϓϯσʔλͷҙٛ
    ࠃຽࢀՃɾ׭ຽڠಇͷਪਐΛ௨ͨ͡
    ॾ՝୊ͷղܾɺܦࡁ׆ੑԽ
    ߦ੓ͷߴ౓Խɾޮ཰Խ
    ಁ໌ੑɾ৴པͷ޲্
    ʲग़యʳʮΦʔϓϯσʔλجຊࢦ਑ʯฏ੒೥݄೔
    ߴ౓৘ใ௨৴ωοτϫʔΫࣾձਪਐઓུຊ෦ɾ׭ຽσʔλ׆༻ਪਐઓུձܾٞఆ
    4BZPLP4IJNPZBNB -JOL%BUB

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  85. Φʔϓϯσʔλͷҙٛ
    ࠃຽࢀՃɾ׭ຽڠಇͷਪਐΛ௨ͨ͡
    ॾ՝୊ͷղܾɺܦࡁ׆ੑԽ
    ߦ੓ͷߴ౓Խɾޮ཰Խ
    ಁ໌ੑɾ৴པͷ޲্
    ʲग़యʳʮΦʔϓϯσʔλجຊࢦ਑ʯฏ੒೥݄೔
    ߴ౓৘ใ௨৴ωοτϫʔΫࣾձਪਐઓུຊ෦ɾ׭ຽσʔλ׆༻ਪਐઓུձܾٞఆ
    4BZPLP4IJNPZBNB -JOL%BUB

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  86. ͳͥ׭ຽڠಇ͕ඞཁͳͷ͔ʁ
    ͜Ε·Ͱ͸ߦ੓͕ެڞαʔϏεӡӦͷओମͩͬͨ
    ߦ੓ ॅຽ
    ੫ۚ
    ެڞαʔϏε
    4BZPLP4IJNPZBNB -JOL%BUB

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  87. ͳͥ׭ຽڠಇ͕ඞཁͳͷ͔ʁ
    ੫ऩ͕ݮΔͱɺ͜Ε·Ͱ௨ΓͷެڞαʔϏε͸
    ҡ࣋Ͱ͖ͳ͘ͳΔ
    ߦ੓ ॅຽ
    ੫ۚ
    ެڞαʔϏε
    4BZPLP4IJNPZBNB -JOL%BUB

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  88. ׭ຽڠಇʹΑͬͯ஍ҬΛ࣋ଓՄೳʹ͢Δ
    ߦ੓ ॅຽ
    ެڞαʔϏε اۀɾݚڀػؔɾ
    γϏοΫςοΫ
    ߦ੓͕ಘҙͳ෦෼ɺ
    ߦ੓ʹ͔͠Ͱ͖ͳ͍
    ෦෼ʹूத͢Δ
    ຽ͕ؒಘҙͳͱ͜Ζ͸
    ຽؒʹ೚ͤΔ
    ੫ۚ
    4BZPLP4IJNPZBNB -JOL%BUB

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  89. ΦʔϓϯσʔλʹΑͬͯɺ
    ૊৫Λ௒͑ͯಘҙ෼໺Λ෼୲Ͱ͖Δࣾձ ͕࣮ݱ͢Δ
    ߦ੓ ॅຽ
    ੫ۚ
    ެڞαʔϏε اۀɾݚڀػؔɾ
    γϏοΫςοΫ
    ߦ੓ͷ࣋ͭ৘ใΛ
    ʮσʔλʯͱ͍͏
    ڞ༗ʹదͨ͠ܗͰ
    ຽؒʹ։์͢Δ
    OPEN
    DATA
    4BZPLP4IJNPZBNB -JOL%BUB

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  90. ࣄྫɿ೥೤ւࢢ౔࠭ࡂ֐ʹ͓͚Δʮ੝Γ౔ʯͷಛఆ
    ݚڀऀ΍ٕज़ऀʹΑΔ༗ࢤνʔϜ͕ΦʔϓϯσʔλΛ࢖ͬͯൃࡂޙ࣌ؒҎ಺ʹղੳ
    ग़యɿग़యɿ ʮ੩Ԭݝ͕໨ࢦ͢ʮ7*356"-4)*;60,"ߏ૝ʯͱ͸ʁʯਿຊ௚໵ࢯ
    4BZPLP4IJNPZBNB -JOL%BUB

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  91. 2017೥͔Β
    ਐΊ͍ͯͨ
    VIRTUAL
    SHIZUOKA
    ߏ૝
    σʔλ΋೔ࠒͷඋ͕͑
    ͋ΔͱΠϯγσϯτ࣌
    ʹ΋׆͖Δ
    ग़యɿ ʮ੩Ԭݝ͕໨ࢦ͢ʮ7*356"-4)*;60,"ߏ૝ʯͱ͸ʁʯਿຊ௚໵ࢯ
    IUUQTJOGPUPLZPEJHJUBMUXJONFUSPUPLZPMHKQLFOUPVLBJ
    4BZPLP4IJNPZBNB -JOL%BUB

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  92. 4":0,04)*.0:"." -*/,%"5"
    σʔλΛΦʔϓϯʹ͍ͯͨ͜͠ͱͰɺ
    ݝி૊৫͚ͩͰ͸ରԠ͕ݶΒΕ͍ͯ
    ͨͱ͜Ζɺ৭Μͳਓ͕৭ΜͳղੳΛ
    ͯ͠Լͬͨ͞ɻ
    ࣌୅͕มΘͬͨͳͱࢥ͍·͢ɻ
    ʢ೉೾෭஌ࣄ ೥݄೔ձݟʣ
    ग़యɿIUUQTXXXZPVUVCFDPNXBUDI W.:P92XV.YQL

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  93. ;BJN
    Θͨ͠ͷڅ෇ۚ
    n೔ຊ࠷େͷΦϯϥΠϯՈܭ
    ฽ʮ;BJNʯͷΦϓγϣϯ
    αʔϏε
    nॅΜͰ͍Δ஍Ҭ΍Ո଒ߏ੒ɺ
    Ոܭ฽ͷه࿥͔Βʮ΋Β͑Δ
    Մೳੑ͕͋Δڅ෇ۚ΍ख౰ɾ
    ߇আʯΛׂΓग़͢ػೳΛఏڙ
    nࠃɾ࣏ࣗମͷެ։͍ͯ͠Δ
    څ෇ۚ৘ใΛऔΓࠐΜͰ͍Δ
    4BZPLP4IJNPZBNB -JOL%BUB

    ׭ຽڠಇͷࣄྫᶄ

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  94. ׭ຽڠಇͷࣄྫᶄɿ;BJN Θͨ͠ͷڅ෇ۚ
    Φʔϓϯσʔλͷࣗಈऔಘͷ࢓૊ΈʹΑͬͯ
    ࠷৽৘ใͷ഑৴͕Մೳʹ
    ʢϓϨεϦϦʔεهࣄΑΓʣ
    ࠓޙ͸ΑΓଟ͘ͷ࣏ࣗମ
    ͷެࣜ৘ใͱ࿈ܞ͠ɺͻͱΓ
    ͻͱΓͷʮ஌Βͳ͔ͬͨʯ
    ʮΘ͔Βͳ͔ͬͨʯΛͳ͘͢
    ϓϥοτϑΥʔϜͱͯ͠
    վमɾվળͯ͠·͍Γ·͢ɻ
    IUUQT[BJNDPKQOFXTBSDIJWFT

    4BZPLP4IJNPZBNB -JOL%BUB

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  95. ࣭໰ʹ౴͑Δ͚ͩͰࣗ
    ෼ʹ੍͋ͬͨ౓͕Θ͔
    Δʮ$JWJDIBUʯ
    n/ߴىۀ෦ͷߴ໦ढ़ี͞Μ
    ͱଜాܓޜ͞Μ͕։ൃ
    n࣭໰ʹ౴͍͚͑ͯͩ͘Ͱສ
    छྨΛӽ͑Δத͔ΒϢʔβʔ
    ʹͽͬͨΓͳ੍౓Λνϟοτ
    ͰఏҊ
    n୳͠ํ͕Θ͔Βͳ͍ɺࣗ෼
    ͕ର৅ऀͳͷ͔Θ͔Βͳ͍ɺ
    ਃ੥ํ๏͕೉͍͠ͳͲͷ೰Έ
    Λղܾ
    4BZPLP4IJNPZBNB -JOL%BUB
    ग़యɿ/ߴϓϨεϦ
    Ϧʔε
    https://nnn.ed.jp/news/blog/
    archives/11586.html
    ׭ຽڠಇͷࣄྫᶅ

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  96. ΦʔϓϯσʔλͰߦ੓ΛΞοϓσʔτ
    ͢ΔͨΊͷͭͷϙΠϯτ
    ͦͷσʔλ͸
    ͋ͳͨͷࢲ෺
    Ͱ͸ͳ͍
    ͦͷσʔλͷՁ஋
    ΛܾΊΔͷ͸
    ͋ͳͨͰ͸ͳ͍
    ߦ੓͚ͩͰ
    શ෦ରԠ
    ͠Α͏ͱ͠ͳ͍
    ΦʔϓϯσʔλͰ
    ແବͳରԠίετΛ
    ݮΒ͢
    Φʔϓϯσʔλ
    ͚ͩΛ
    ਐΊΑ͏ͱ͠ͳ͍
    ໫Ͱ͸ͳ͘

    Λఏڙ͠Α͏
    4BZPLP4IJNPZBNB -JOL%BUB

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  97. ΦʔϓϯσʔλͰ
    ແବͳରԠίετ
    ΛݮΒ͢
    4
    2022-05-30 Sayoko Shimoyama, LinkData 97

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  98. Φʔϓϯσʔλͷҙٛ
    1. ࠃຽࢀՃɾ׭ຽڠಇͷਪਐΛ௨ͨ͡
    ॾ՝୊ͷղܾɺܦࡁ׆ੑԽ
    2. ߦ੓ͷߴ౓Խɾޮ཰Խ
    3. ಁ໌ੑɾ৴པͷ޲্
    ʲग़యʳʮΦʔϓϯσʔλجຊࢦ਑ʯฏ੒29೥5݄30೔
    ߴ౓৘ใ௨৴ωοτϫʔΫࣾձਪਐઓུຊ෦ɾ׭ຽσʔλ׆༻ਪਐઓུձܾٞఆ
    2022-05-30 4BZPLP4IJNPZBNB -JOL%BUB

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  99. ࣄྫɿ৘ใެ։੥ٻͷܰݮʢ੩Ԭࢢʣ
    n৘ใެ։੥ٻ݅਺ͷଟ͔ͬͨ
    ৯඼ӴੜڐՄʹؔ͢ΔσʔλΛ
    Φʔϓϯσʔλͱͯ͠ެ։
    n৘ใެ։੥ٻͷ݅਺͕ݮΓɺ
    ۀ຿ෛ୲ͷܰݮʹ੒ޭ
    ೥ؒ
    ݅ݮ
    ˣ
    ໿
    ࣌ؒ
    ۀ຿࣌ؒ࡟ݮ
    H25 H26 H27 H28 H29 H30
    ग़యɿ৽ঙ େีࢯʢ੩Ԭࢢ૯຿ہ*$5ਪਐ՝ʣʮ஌తࢿ࢈ܦӦ8&&,@0QFOEBUB"1*ʯ
    IUUQTXXXTMJEFTIBSFOFU%"*46,&4)*/+0XFFLPQFOEBUBBQJ
    4BZPLP4IJNPZBNB -JOL%BUB

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  100. ࣄྫɿࢢຽ͔Βͷۤ৘ͷܰݮʢࡸߐࢢʣ
    ࡸߐࢢͷόε͸߱ઇ
    ʹΑΔ஗Ε౳͕͋Γɺ
    ۤ৘͕ଟ͔ͬͨ
    ٸͳόεͷ஗ΕͳͲʹ
    ΋ରԠ͠΍͘͢ͳΓɺ
    ࢢຽ͔Βͷۤ৘͕ݮগ
    όεͷҐஔ৘ใΛ
    ΦʔϓϯσʔλԽɺ
    ϦΞϧλΠϜ഑৴
    ࢢຽ͕όεͷҐ
    ஔ͕Θ͔Δ஍ਤ
    ΞϓϦΛ࡞੒
    ૸ߦதͷόεͷ
    ݱࡏ஍͕දࣔ͞ΕΔ
    $$#:੓෎$*0ϙʔλϧʮΦʔϓϯσʔλʯΑΓʮࡸߐόεϞχλʔʯ IUUQTDJPHPKQPQFOEBUB
    4BZPLP4IJNPZBNB -JOL%BUB

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  101. ඪ४తͳόε৘ใ
    ϑΥʔϚοτʹΑΔ
    ެڞަ௨Φʔϓϯ
    σʔλ
    ࠃ౔ަ௨ল͕੔උͨ͠
    ʮඪ४తͳόε৘ใϑΥʔ
    Ϛοτʢ(5'4+1ʣʯͰ
    όεࣄۀऀ͕Φʔϓϯσʔλ
    Λެ։͢Δ͜ͱͰɺ෯޿͍
    ׆༻͕Մೳʹ
    4BZPLP4IJNPZBNB -JOL%BUB
    ग़యɿʮ (5'4+1ඪ४తͳόε৘ใϑΥʔϚοτʹΑΔ
    ެڞަ௨Φʔϓϯσʔλ࠷৽ঢ়گʯҏ౻ণؽࢯʢ౦ژେֶ ੜ࢈ٕज़ݚڀॴʣ
    IUUQTXXXSPTFO[VDPNOFUNJFSVCVTGPSNBU@QPTUFS@QEG

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  102. 483ࣄۀऀ
    ͕όε৘ใΛ
    Φʔϓϯσʔλ
    ͱͯ͠ඪ४ܗࣜ
    Ͱެ։த
    ग़యɿ (5'4+1ඪ४తͳόε৘ใ
    ϑΥʔϚοτ ೥݄ݱࡏ
    IUUQTXXXHUGTKQ
    4BZPLP4IJNPZBNB -JOL%BUB

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  103. ׭ຽڠಇͷਐΊํͷҧ͍
    แׅ࿈ܞڠఆܕͷ
    ׭ຽڠಇ
    Φʔϓϯσʔλܕͷ
    ׭ຽڠಇ
    ۚમతίετ େ খ
    ίϛϡχέʔγϣϯ
    ίετ
    େ খ
    ࣮૷εϐʔυ ஗͍ ଎͍
    ίϯτϩʔϧ ͋Δఔ౓ޮ͘ ޮ͔ͤͮΒ͍
    ࣋ଓੑ ߴ ௿
    4BZPLP4IJNPZBNB -JOL%BUB
    ్தͰҠߦ͢Δέʔε΋

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  104. ໾ॴ಺෦ͷແବͳίϛϡχέʔγϣ
    ϯίετͷ௿ݮʹ΋ͭͳ͕Δ
    nσʔλͷॴࡏ͕෼͔Βͣ৭ʑͳ՝ʹ໰͍߹ΘͤˠΦʔϓϯσʔλͱͯ͠
    ެ։͞Ε͍ͯΔ΋ͷΛऔಘͨ͠ํ͕ૣ͍
    n௚઀σʔλͷఏڙΛґཔ͠ʹ͍ؔ͘܎ੑͷ՝ˠΦʔϓϯσʔλͱͯ͠ެ
    ։͞Ε͍ͯΔ΋ͷΛऔಘͨ͠ํ͕ૣ͍
    nٞһ͞Μ͔Βͷ࣭໰ˠΦʔϓϯσʔλͰ։ࣔ͢Δ͜ͱͰจॻΑΓ΋٬؍
    ੑΛ֬อͰ͖Δ
    4BZPLP4IJNPZBNB -JOL%BUB

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  105. ΦʔϓϯσʔλͰߦ੓ΛΞοϓσʔτ
    ͢ΔͨΊͷͭͷϙΠϯτ
    ͦͷσʔλ͸
    ͋ͳͨͷࢲ෺
    Ͱ͸ͳ͍
    ͦͷσʔλͷՁ஋
    ΛܾΊΔͷ͸
    ͋ͳͨͰ͸ͳ͍
    ߦ੓͚ͩͰ
    શ෦ରԠ
    ͠Α͏ͱ͠ͳ͍
    ΦʔϓϯσʔλͰ
    ແବͳରԠίετΛ
    ݮΒ͢
    Φʔϓϯσʔλ
    ͚ͩΛ
    ਐΊΑ͏ͱ͠ͳ͍
    ໫Ͱ͸ͳ͘

    Λఏڙ͠Α͏
    4BZPLP4IJNPZBNB -JOL%BUB

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  106. Φʔϓϯσʔλ
    ͚ͩΛ
    ਐΊΑ͏ͱ͠ͳ͍
    5
    2022-05-30 Sayoko Shimoyama, LinkData 106

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  107. Φʔϓϯσʔλͷҙٛ
    1. ࠃຽࢀՃɾ׭ຽڠಇͷਪਐΛ௨ͨ͡
    ॾ՝୊ͷղܾɺܦࡁ׆ੑԽ
    2. ߦ੓ͷߴ౓Խɾޮ཰Խ
    3. ಁ໌ੑɾ৴པͷ޲্
    ʲग़యʳʮΦʔϓϯσʔλجຊࢦ਑ʯฏ੒29೥5݄30೔
    ߴ౓৘ใ௨৴ωοτϫʔΫࣾձਪਐઓུຊ෦ɾ׭ຽσʔλ׆༻ਪਐઓུձܾٞఆ
    2022-05-30 4BZPLP4IJNPZBNB -JOL%BUB
    ΦʔϓϯσʔλԽ
    ͢Δ࡞ۀͷ෼ɺ
    ࢓ࣄ͕૿͑ΔͷͰ͸ʜʁ

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  108. ͦ΋ͦ΋
    Φʔϓϯσʔλ
    ͷͨΊʹσʔλ
    ੔උ͕ඞཁʹ
    ͳ͍ͬͯΔঢ়گ
    ͕͓͔͍͠
    n%9ΛਐΊΔͨΊʹ͸ɺி಺Ͱѻ͏৘ใ͕
    σʔλʢίϯϐϡʔλॲཧʹ࠷దԽͨ͠
    ܗʣʹͳ͍ͬͯΔඞཁ͕͋Δ
    n.ΛਐΊΔͨΊʹ΋ɺி಺ͷσʔλ͕
    ෼ੳՄೳͳঢ়ଶʹͳ͍ͬͯΔඞཁ͕͋Δ
    nΦʔϓϯσʔλԽΛਐΊͳ͔ͬͨͱͯ͠΋ɺ
    ݁ہσʔλ੔උ͸ਐΊΔ͜ͱʹͳΔ
    nΦʔϓϯσʔλΛி಺σʔλ੔උͷ
    ͖͔͚ͬͷҰͭʹ͢Δͷ͕ಘࡦ
    4BZPLP4IJNPZBNB -JOL%BUB

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  109. ޿ใۀ຿ͷ%9ʢਆށࢢʣ
    nैདྷ͸ாථͰ޿ใࢴͷೖߘΛ؅ཧ͍ͯͨ͠
    nۀ຿ϑϩʔΛݟ௚͠ɺΠϕϯτ৘ใΛ8FCϑΥʔϜʹೖྗ͢
    Δ͚ͩͰɺ"1*ʹม׵͞Εɺೖߘ·ͰͷϫʔΫϑϩʔʹࣗಈ
    ࿈ܞ͢Δܗʹมߋ
    nΠϕϯτ৘ใൃ৴αΠτʮ,0#&5PEBZʯΛ৽ઃ͠ɺ޿ใࢴ
    ʹܝࡌ͖͠Εͳ͔ͬͨΠϕϯτ৘ใ΋ݕࡧՄೳʹ
    nΠϕϯτ৘ใͷ"1*͸Φʔϓϯσʔλͱͯ͠ެ։
    4BZPLP4IJNPZBNB -JOL%BUB

    *API (Application Programming Interface)ɿ
    ਓΛհͣ͞γεςϜಉ࢜Ͱ௚઀σʔλΛ΍ΓऔΓ͢Δͷʹ࠷దԽ͞Εͨ
    σʔλܗࣜ
    ग़యɿhttps://datashelf.jp/results/kobe
    %9ͱΦʔϓϯσʔλͷࣄྫ

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  110. ؀ڥল
    σʔλ
    Ϛωδϝϯτ
    ϙϦγʔ
    σʔλϚωδϝϯτ
    ͷ࣮ࢪͷҰ؀ͱͯ͠
    ΦʔϓϯσʔλΛ
    Ґஔ෇͚ͯਪਐ
    4BZPLP4IJNPZBNB -JOL%BUB

    ग़యɿhttps://www.env.go.jp/press/109431.html
    σʔλϚωδϝϯτͱ
    Φʔϓϯσʔλͷࣄྫ

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  111. 運⽤
    設計・開発
    利活⽤
    戦略
    ⾏政における成果
    (価値)の最⼤化
    データ品質の維持・向上
    継続的・組織的
    に取り組む
    σʔλϚωδϝϯτɿ
    σʔλΛద੾ʹҡ࣋ɾ؅ཧ͢ΔͨΊͷऔΓ૊Έ
    nۀ຿ʹ͓͍ͯσʔλΛ࠷େݶʹ
    ׆͔ͤΔঢ়ଶΛ࡞ΔͨΊͷऔΓ૊Έ
    nͦͷঢ়ଶΛܧଓతʹҡ࣋͠ɺΑΓ
    εςοϓΞοϓ͢Δ͜ͱΛ໨ࢦ͢
    n໨ඪʹ޲͔ͬͯ׆ಈ͕ਐΊΒΕΔ
    Α͏ʹɺ૊৫શମͷऔΓ૊Έͱͯ͠
    Ґஔ෇͚Δ͜ͱ͕ॏཁ
    4BZPLP4IJNPZBNB -JOL%BUB

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  112. σʔλ
    Ϛωδϝϯτ
    ࣮ફ
    ΨΠυϒοΫ
    n۩ମతͳ࡞ۀΛ࣮ࢪ͢Δ
    ͨΊͷ֤छςϯϓϨʔτ
    ʢௐࠪථαϯϓϧʣ΍
    ࡞੒ྫΛఏڙ
    n੓෎૬ޓӡ༻ੑϑϨʔϜ
    ϫʔΫʢ(*'ʣͷʮ࣮ફΨ
    ΠυϒοΫʯͷ͏ͪͷͭ
    4BZPLP4IJNPZBNB -JOL%BUB

    ग़యɿ https://www.digital.go.jp/policies/data_strategy_government_interoperability_framework/
    σʔλϚωδϝϯτΛ
    ਐΊΔͨΊͷ͓໾ཱͪࢿྉ
    ①導⼊編 ②運⽤編
    データマネジメント実施計画の
    策定⼿順をガイド
    データマネジメントの4つの
    重点テーマ別に⼿順をガイド

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  113. ΦʔϓϯσʔλͰߦ੓ΛΞοϓσʔτ
    ͢ΔͨΊͷͭͷϙΠϯτ
    ͦͷσʔλ͸
    ͋ͳͨͷࢲ෺
    Ͱ͸ͳ͍
    ͦͷσʔλͷՁ஋
    ΛܾΊΔͷ͸
    ͋ͳͨͰ͸ͳ͍
    ߦ੓͚ͩͰ
    શ෦ରԠ
    ͠Α͏ͱ͠ͳ͍
    ΦʔϓϯσʔλͰ
    ແବͳରԠίετΛ
    ݮΒ͢
    Φʔϓϯσʔλ
    ͚ͩΛ
    ਐΊΑ͏ͱ͠ͳ͍
    ໫Ͱ͸ͳ͘

    Λఏڙ͠Α͏
    4BZPLP4IJNPZBNB -JOL%BUB

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  114. ໫Ͱ͸ͳ͘
    ถΛఏڙ͠Α͏
    6
    2022-05-30 Sayoko Shimoyama, LinkData 114

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  115. ΦʔϓϯσʔλΛѻ͏ΤϯδχΞ͕
    ࠔ͍ͬͯΔʮ໫ถ໰୊ʯ
    ݩͷσʔλʢ=ถʣͰ͸ͳ͘ɺ
    ಛఆͷ໨తͷͨΊʹՃ޻͞Εͯ͠·ͬͨঢ়ଶͷσʔλʢ=໫ʣ͸
    ඇৗʹѻ͍ͮΒ͍
    2022-05-30 Sayoko Shimoyama, LinkData 115

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  116. ౦ژ౎
    ৽ܕίϩφ
    ΢Πϧεײછ঱
    ରࡦαΠτ
    IUUQTTUPQDPWJENFUS
    PUPLZPMHKQ
    ౦ژ౎Ͱ։ൃ͞Εͨରࡦ
    αΠτΛ͖͔͚ͬʹɺ
    શࠃ֤஍ͷγϏοΫςοΫ
    ஂମɾاۀɾݸਓʹΑͬͯ
    ֤஍Ҭ൛ͷରࡦαΠτ͕
    ্ཱ͕ͪͬͨ

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  117. ೥্݄०ɺ$07*%ରࡦαΠ
    τΛ։ൃ͠ΦʔϓϯιʔεԽ
    ౦ژ౎
    $PEFGPS
    +BQBO
    ౦ژ౎ެࣜ
    $07*%
    ରࡦαΠτ
    ҕୗ
    σʔλఏڙ ։ൃ
    ֎෦ͷ
    ΤϯδχΞ
    ืू
    ։ൃڠྗ
    Φʔϓϯιʔε
    4BZPLP4IJNPZBNB -JOL%BUB
    Φʔϓϯιʔεͱ͸
    n ϓϩάϥϜͷιʔείʔυΛɺஅΓ
    ͳ͠ʹࣗ༝ʹ࢖ͬͯྑ͍ͱ͍͏৚݅
    Ͱ޿͘ެ։͢Δ͜ͱ
    n ެ։͢Δ͜ͱͰɺ୭΋͕த਎Λ֬ೝ
    ͢Δ͜ͱ͕Ͱ͖ɺίϐʔͯࣗ͠෼ͷ
    ໨తʹ࠶ར༻͢Δ͜ͱ͕Ͱ͖Δ

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  118. ࣏ࣗମͱγϏοΫςοΫͷڞ૑ʹΑΓ
    ࣮ݱͨ͠৽ܕίϩφײછ঱ରࡦαΠτ
    4BZPLP4IJNPZBNB -JOL%BUB

    ౎ಓ෎ݝ
    ʹల։
    ࢢ۠ொଜ
    ˍւ֎

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  119. ΦʔϓϯσʔλԽະରԠͷݝͰ͸
    ຖ೔ͷσʔλߋ৽ʹ՝୊
    ౦ژ౎ެࣜ
    $07*%
    ରࡦαΠτͷ
    ιʔείʔυ
    $PEFGPS
    ʓʓ
    ʓʓݝ൛
    $07*%
    ରࡦαΠτ
    ʓʓݝ
    Φʔϓϯ
    σʔλ
    ˚˚ݝ൛
    $07*%
    ରࡦαΠτ
    $PEFGPS
    ˚˚
    ˚˚ݝ
    8FCαΠτ͔Βͷ
    εΫϨΠϐϯά΍ɺ
    1%'͔Βख࡞ۀͰίϐϖ
    ߋ৽ͷෛՙେ
    4BZPLP4IJNPZBNB -JOL%BUB

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  120. ೥݄೔࣌఺ɺ
    ΦʔϓϯσʔλԽରԠ౎ಓ෎ݝ͸൒਺௒
    4BZPLP4IJNPZBNB -JOL%BUB

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  121. Φʔϓϯσʔλͷ༗ແʹΑͬͯ
    ରࡦαΠτߋ৽଎౓ʹେ͖ͳҧ͍͕ੜ͍ͯͨ͡
    ʢ೥݄೔࣌఺ʣ
    4BZPLP4IJNPZBNB -JOL%BUB
    ߋ৽ఀࢭঢ়ଶͷ
    αΠτ΍ɺ
    ด࠯͞Εͨ
    αΠτ΋

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  122. Φʔϓϯσʔλͷఆٛ
    ࠃɺ஍ํެڞஂମٴͼࣄۀऀ͕อ༗͢Δ׭ຽσʔλͷ͏ͪɺࠃຽ୭΋͕Πϯλʔωοτ౳Λ௨ͯ͡༰қ
    ʹར༻ʢՃ޻ɺฤूɺ࠶഑෍౳ʣͰ͖ΔΑ͏ɺ࣍ͷ͍ͣΕͷ߲໨ʹ΋֘౰͢ΔܗͰެ։͞ΕͨσʔλΛ
    Φʔϓϯσʔλͱఆٛ͢Δ
    ʲग़యʳʮΦʔϓϯσʔλجຊࢦ਑ʯฏ੒೥݄೔
    ߴ౓৘ใ௨৴ωοτϫʔΫࣾձਪਐઓུຊ෦ɾ׭ຽσʔλ׆༻ਪਐઓུձܾٞఆ
    Ӧར໨తɺඇӦར໨తΛ໰Θͣ
    ೋ࣍ར༻Մೳͳϧʔϧ͕ద༻͞Εͨ΋ͷ
    ػց൑ಡʹదͨ͠΋ͷ
    ແঈͰར༻Ͱ͖Δ΋ͷ
    4BZPLP4IJNPZBNB -JOL%BUB

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  123. ػց൑ಡʹదͨ͠σʔλͱ͸ʁ
    nίϯϐϡʔλ͕ࣗಈతʹσʔλΛ
    ࠶ར༻ʢՃ޻ɺฤू౳ʣͰ͖Δ
    σʔλ
    nίϯϐϡʔλ͕ࣗಈతʹσʔλΛ
    ࠶ར༻͢ΔͨΊʹ͸ɺίϯϐϡʔ
    λ͕౰֘σʔλͷ࿦ཧతͳߏ଄Λ
    ࣝผʢ൑ಡʣͰ͖ɺߏ଄தͷ஋
    ʢදͷதʹೖ͍ͬͯΔ਺஋ɺςΩ
    ετ౳ʣ͕ॲཧͰ͖ΔΑ͏ʹͳͬ
    ͍ͯΔඞཁ͕͋Δ
    ग़యɿฏ੒೥݄೔ ೋ࣍ར༻ͷଅਐͷͨΊͷ෎লͷ
    σʔλެ։ʹؔ͢Δجຊతߟ͑ํʢΨΠυϥΠϯʣ
    ࢴ ࢴΛεΩϟϯ͚ͨͩ͠ͷ
    ը૾σʔλ
    &YDFM΍DTWͳͲදܗࣜͷσʔλ
    ྫʣ਺஋σʔλͷ৔߹
    4BZPLP4IJNPZBNB -JOL%BUB

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  124. ೥݄೔
    ౷ܭදʹ͓͚Δ
    ػց൑ಡՄೳͳ
    σʔλͷදهํ๏
    ʢϧʔϧ੔උʣ
    ֤෎লʹ͓͍ͯ΋σʔλ
    ͷػց൑ಡੑ޲্ͷରԠ
    ͕ਐΊΒΕ͍ͯΔ
    4BZPLP4IJNPZBNB -JOL%BUB

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  125. ࢀߟɿ
    දܗࣜσʔλ
    ͷػց൑ಡੑ
    ΛߴΊΔͨΊ
    ͷνΣοΫ
    ߲໨
    ʢશ߲໨ʣ
    ˘ ϑΝΠϧܗࣜ͸&YDFM͔$47ͱͳ͍ͬͯΔ͔
    ˘ ηϧσʔλͱͳ͍ͬͯΔ͔
    ˘ ਺஋σʔλ͸਺஋ଐੑͱ͠ɺจࣈྻΛؚ·ͳ͍͜ͱ
    ˘ ηϧͷ݁߹Λ͍ͯ͠ͳ͍͔
    ˘ εϖʔε΍վߦ౳ͰମࡋΛ੔͍͑ͯͳ͍͔
    ˘ ߲໨໊౳Λলུ͍ͯ͠ͳ͍͔
    ˘ ਺ࣜΛ࢖༻͍ͯ͠Δ৔߹͸ɺ਺஋σʔλʹमਖ਼͍ͯ͠Δ͔
    ˘ ΦϒδΣΫτΛ࢖༻͍ͯ͠ͳ͍͔
    ˘ σʔλͷ୯ҐΛهࡌ͍ͯ͠Δ͔
    ˘ ػछґଘจࣈΛ࢖༻͍ͯ͠ͳ͍͔ɻ
    ˘ F4UBUͷ࣌ؒ࣠ίʔυͷදهɺ੢ྐྵදهຢ͸࿨ྐྵʹ੢ྐྵͷซه͕͞Ε͍ͯΔ͔
    ˘ ஍Ҭίʔυຢ͸஍Ҭ໊শ͕දه͞Ε͍ͯΔ͔
    ˘ ਺஋σʔλͷಉҰྻ಺ʹಛघه߸ ൿಗ౳
    ؚ͕·ΕΔ৔߹
    ˘ σʔλ͕෼அ͞Ε͍ͯͳ͍͔
    ˘ γʔτʹෳ਺ͷද͕ܝࡌ͞Ε͍ͯͳ͍͔
    4BZPLP4IJNPZBNB -JOL%BUB
    ग़యɿ
    ౷ܭදʹ͓͚Δػց൑ಡՄೳͳ
    σʔλ࡞੒ʹؔ͢Δදهํ๏
    ʢ೥݄೔ɺ૯຿লʣ
    IUUQTXXXTPVNVHPKQN
    BJO@DPOUFOUQEG

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  126. දهϧʔϧͷྫᶃ
    ηϧσʔλͱ͢Δ
    4BZPLP4IJNPZBNB -JOL%BUB

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  127. දهϧʔϧͷྫᶄ
    ηϧͷ݁߹Λͤͣɺ֤ηϧʹೖྗ͢Δ
    4BZPLP4IJNPZBNB -JOL%BUB
    nηϧ݁߹͞Ε͍ͯ
    Δͱɺฒ΂ସ͕͑Ͱ
    ͖ͳ͍ʢΤϥʔͱͳ
    ΔʣɺάϥϑԽ͕Ͱ
    ͖ͳ͍ɺൣғબ୒͠
    ʹ͍͘ɺίϐʔϖʔ
    ετͰ͖ͳ͍౳ͷ໰
    ୊͕ൃੜ͢Δ
    nߦ΍ྻ͚ͩऔΓ
    ग़ͯ͠΋ɺͪΌΜͱ
    ҙຯ͕௨͡Δܗʹ͢
    Δ͜ͱ͕ϙΠϯτ

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  128. දهϧʔϧͷྫᶅ
    ମࡋΛ੔͑Δ໨తͰεϖʔε΍վߦ౳Λ༻͍ͳ͍
    4BZPLP4IJNPZBNB -JOL%BUB

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  129. ػց൑ಡੑ
    ͷߴ͍
    σʔλ࡞੒
    ͷݪଇ
    4BZPLP4IJNPZBNB -JOL%BUB
    ݟͨ໨Λ੔͑ΔͨΊͷ
    ༨ܭͳ࡞ۀ͸͠ͳͯ͘0,ʂ
    ػցʹͱͬͯͷಡΈ΍͢͞
    Λ༏ઌ
    ਓʹͱͬͯͷಡΈ΍͢͞͸ɺ
    σʔλΛ࡞ͬͨޙͰରԠ

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  130. εϚʔτγςΟʹ͸ػց൑ಡੑ
    ૬ޓӡ༻ੑͷߴ͍σʔλ͕ඞཁ
    ૬ޓӡ༻ੑͷ֬อ ͋ΒΏΔ෼໺ͷσʔλ͕ͭͳ͕͍ͬͯͯɺ
    ඞཁʹͳͬͨΒ͙͢࢖͑Δঢ়ଶʹͳ͍ͬͯΔ͜ͱ
    4BZPLP4IJNPZBNB -JOL%BUB

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  131. ྫʣ͜Ͳ΋ʹؔ͢Δσʔλͷ࿈ܞ
    ࢧԉ͕ඞཁͳ͜Ͳ΋Λൃݟ͢Δʹ͸༷ʑͳ૊৫ɾ෼໺ͷσʔλ͕ඞཁ
    ग़యɿ͜Ͳ΋ʹؔ͢Δ֤छσʔλͷ࿈ܞʹΑΔࢧԉ࣮ূࣄۀʹ͍ͭͯʢྩ࿨೥݄ σδλϧிʣ
    4BZPLP4IJNPZBNB -JOL%BUB

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  132. ̍ɽ҆৺ͯ͠σʔλ΍αʔϏεΛ࢖༻Ͱ͖Δτϥετʢ৴པੑʣͷ֬อ
    ̎ɽݟ͚ͭ΍͘͢ɺͭͳ͛΍͍͢σʔλ࿈ܞͷ࢓૊Έ
    ̏ɽଟ༷Ͱɺ඼࣭͕֬อ͞Εɺे෼ͳྔͷσʔλͷڙڅ
    σʔλͷ૬ޓӡ༻ੑΛ֬อ͢Δʹ͸
    ग़యɿ੓෎૬ޓӡ༻ੑϑϨʔϜϫʔΫʢ(*'ʣʢྩ࿨೥݄ σδλϧிʣ
    IUUQTXXXEJHJUBMHPKQQPMJDJFTEBUB@TUSBUFHZ@HPWFSONFOU@JOUFSPQFSBCJMJUZ@GSBNFXPSL
    4BZPLP4IJNPZBNB -JOL%BUB

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  133. ੓෎૬ޓӡ༻ੑ
    ϑϨʔϜϫʔΫ
    ʢ(*'ʣ
    ૬ޓӡ༻ੑͷߴ͍σʔλ
    ͷઃܭΛαϙʔτ͢Δ
    ͨΊͷٕज़υΩϡϝϯτ
    ͕ެ։͞Ε͍ͯΔ
    ग़యɿ੓෎૬ޓӡ༻ੑϑϨʔϜϫʔΫʢ(*'ʣʢྩ࿨೥݄ σδλϧிʣ
    IUUQTXXXEJHJUBMHPKQQPMJDJFTEBUB@TUSBUFHZ@HPWFSONFOU@JOUFSPQFSBCJMJUZ@GSBNFXPSL
    4BZPLP4IJNPZBNB -JOL%BUB

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  134. ΦʔϓϯσʔλͰߦ੓ΛΞοϓσʔτ
    ͢ΔͨΊͷͭͷϙΠϯτ
    ͦͷσʔλ͸
    ͋ͳͨͷࢲ෺
    Ͱ͸ͳ͍
    ͦͷσʔλͷՁ஋
    ΛܾΊΔͷ͸
    ͋ͳͨͰ͸ͳ͍
    ߦ੓͚ͩͰ
    શ෦ରԠ
    ͠Α͏ͱ͠ͳ͍
    ΦʔϓϯσʔλͰ
    ແବͳରԠίετΛ
    ݮΒ͢
    Φʔϓϯσʔλ
    ͚ͩΛ
    ਐΊΑ͏ͱ͠ͳ͍
    ໫Ͱ͸ͳ͘

    Λఏڙ͠Α͏
    4BZPLP4IJNPZBNB -JOL%BUB

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  135. ࢀߟਤॻɾࢿྉɾαΠτ౳
    4BZPLP4IJNPZBNB -JOL%BUB

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  136. σʔλΛར׆༻ͨ͠੓ࡦཱҊϓϩηεΛֶͼ͍ͨํ΁
    σʔλ׆༻Ͱ஍ҬͷϛϥΠΛม͑Δʂ
    ՝୊ղܾͷ4UFQ
    4BZPLP4IJNPZBNB -JOL%BUB
    nҎ্ͷ࣏ࣗମ͕डߨͨ͠
    σʔλར׆༻ݚम
    lσʔλΞΧσϛʔz ͷ
    ΤοηϯεΛ࡭ʹू໿
    n೥݄ൃച
    IUUQTTIPQHZPTFJKQQSPEVDUT
    EFUBJM

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  137. ਓʹʮ఻͑ΔʯͨΊͷσʔλՄࢹԽͷجૅΛԡ͍͑ͨ͞ํ΁
    άϥϑΛͭ͘ΔલʹಡΉຊ
    IUUQTXXXBNB[PODPKQEQSFGDN@TX@S@UX@EQ@6@Y@+H;O%C1/1"9/
    4BZPLP4IJNPZBNB -JOL%BUB

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  138. ޮՌతͳΞϯέʔτௐࠪͷख๏Λֶͼ͍ͨํ΁
    ࣾձڭҭௐࠪϋϯυϒοΫ
    4BZPLP4IJNPZBNB -JOL%BUB
    nʮࣾձڭҭௐࠪʯͱ୊͞Ε͍ͯΔ͕ɺ
    ࣮ࡍ͸Ξϯέʔτௐࠪશൠʹ࢖͑Δߟ͑ํ΍
    UJQT͕ղઆ͞Ε͍ͯΔ
    nಛʹʮୈᶚ෦ ௐࠪථͷ࡞Γํʯ͸
    ΞϯέʔτΛઃܭ͢Δํඞݟʂ
    n1%'ͰແྉͰμ΢ϯϩʔυՄೳ
    IUUQTXXXOJFSHPKQKJTTFODIPTBIBOECPPLIUN

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  139. εϞʔϧελʔτͰΦʔϓϯσʔλΛ࢝Ί͍ͨํ΁
    0QFO1IPUPʢΦʔϓϯϑΥτʣ
    nࣸਅͷΦʔϓϯσʔλԽΛαϙʔτ
    ͢ΔϑΥτΫϥ΢υαʔϏε
    n࣏ࣗମ͸5#·ͰແঈͰར༻Մೳ
    nશࠃ࣏ࣗମͰಋೖ࣮੷
    ʢࣨའࢢɺԣ඿ࢢɺੜۨࢢɺFUDʣ
    IUUQTPQFOQIPUPKQ
    4BZPLP4IJNPZBNB -JOL%BUB

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  140. ݸਓ৘ใͷऔΓѻ͍ʹෆ҆Λ͓࣋ͪͷํ΁
    ݸਓ৘ใΛؚΉσʔλ׆༻ݕ౼ͷͨΊͷϫʔΫγʔτ
    4BZPLP4IJNPZBNB -JOL%BUB
    n૯຿লʮ஍ํެڞஂମʹ͓͚Δσʔλ
    ར׆༻ΨΠυϒοΫʯͷ෇࿥ͱͯ͠ެ։
    ͞Ε͍ͯΔ
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    ʹɺ֬ೝ͢΂͖ࣄ߲ͱखॱΛ੔ཧ͢ΔͨΊ
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    ܝࡌ͞Ε͍ͯΔ
    IUUQXXXTPVNVHPKQNFOV@TFJTBLV
    JDUTFJTBLVJDUSJZPVCJHEBUBIUNM

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  141. શࠃͷ࣏ࣗମ৬һͷํʑͱ৘ใަ׵͍ͨ͠ํ΁
    ࣏ࣗମ৬һઐ༻ΦϯϥΠϯίϛϡχςΟબ
    σδλϧվֵڞ૑ϓϥοτϑΥʔϜ
    ࣏ࣗମ৬һº੓෎ػؔ৬һͷର࿩ͷ৔ͱͯ͠೥͔Βӡ༻͞Ε͍ͯΔ4MBDLεϖʔεɻ
    IUUQTXXXEJHJUBMHPKQOFXT1#,/Z
    ΦϯϥΠϯࢢ໾ॴ
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    IUUQTXXXPOMJOFTIJZBLVTIPKQ
    *$5ʬެڞؔ܎ऀݶఆʭ
    ࠃ΍஍ํ࣏ࣗମͷ৘ใܥͷ৬һΛத৺ͱ໊ͨ͠Ҏ্͕ࢀՃ͢Δ'BDFCPPLάϧʔϓɻ
    IUUQTXXXGBDFCPPLDPNHSPVQT
    4BZPLP4IJNPZBNB -JOL%BUB

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  142. Ұൠࣾஂ๏ਓϦϯΫσʔλ
    ୅දཧࣄ Լࢁ ࣿ୅ࢠ
    Email: [email protected]
    ຊࢿྉʹؔ͢Δ࣭͝໰ɾ͝ҙݟ΍ɺ
    σʔλ׆༻ݚमɾϫʔΫγϣοϓ։࠵ͷ͝૬ஊͳͲ͸
    ͪ͜Β΁͓د͍ͤͩ͘͞ɻ
    4BZPLP4IJNPZBNB -JOL%BUB

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