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オープンデータで変わる社会と未来

 オープンデータで変わる社会と未来

2020年2月12日(水)に開催されるセミナー「オープンデータから考える2020年代のビジネスと社会」における講演資料です。

Sayoko Shimoyama

February 12, 2020
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  1. ΦʔϓϯσʔλͰ
    มΘΔ
    ࣾձͱະདྷ
    Լࢁ ࣿ୅ࢠ
    Ұൠࣾஂ๏ਓϦϯΫσʔλ ୅දཧࣄ
    Φʔϓϯσʔλ͔Βߟ͑Δ2020೥୅ͷϏδωεͱࣾձ
    2020.2.12 (Wed.)
    QIPUP෋ࢁݝ ڸʹͳͬͨ೔ຊւ ˜[PPTBO$$#:

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  2. Enterprise
    Public
    Sector
    Civic
    Tech
    Sayoko
    Shimoyama
    2020/2/12 Sayoko Shimoyama, LinkData 2

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  3. Background:
    ෼ࢠੜ෺ֶˠόΠΦΠϯϑΥϚςΟΫε
    Integrated
    Database ஝ੵɾڞ༗͞Εͨσʔλʹ
    ΞΫηεͰ͖Δ͜ͱͰݚڀ͕Մೳ

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  4. σʔλ͸
    ڞ༗͞Εͳ͍ͱʜ

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  5. 2020/2/12 Sayoko Shimoyama, LinkData 5
    Ձ஋͸ຒ΋Εͨ··

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  6. Φʔϓϯσʔλͱ͸ɺ
    σʔλͰදݱ͞Ε͍ͯΔ
    Ϟϊɾίτͷ
    Ձ஋ΛߴΊΔखஈ

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  7. ࠓճͷߨԋ
    ஫໨ϙΠϯτ
    2020/2/12 Sayoko Shimoyama, LinkData 3
    $
    #! -0/&.
    $,*
    4 +1$
    "
    $
    (%

    $,*')

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  8. 2020/2/12
    ҧ͍Λฉ͔ΕͨΒઆ໌Ͱ͖·͔͢ʁ
    σʔλ ৘ใ
    Sayoko Shimoyama, LinkData 8

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  9. ʮσʔλʯͱ͸ʁ
    ISOٴͼJISن֨ʹΑΔఆٛ
    "A reinterpretable representation of information in a formalized manner
    suitable for communication, interpretation, or processing.”
    ৘ใͷදݱͰ͋ͬͯɺ
    ఻ୡɺղऍ·ͨ͸ॲཧʹద͢ΔΑ͏ʹܗࣜԽ͞Εɺ
    ࠶౓৘ใͱͯ͠ղऍͰ͖Δ΋ͷ
    ISO/IEC 2382-1:1993 https://www.iso.org/obp/ui/#iso:std:iso-iec:2382:-1:ed-3:en
    ೔ຊ޻ۀن֨ʮX0001 ৘ใॲཧ༻ޠ-جຊ༻ޠʯhttp://kikakurui.com/x0/X0001-1994-01.html
    2020/2/12 Sayoko Shimoyama, LinkData 9

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  10. ʮ৘ใʯͱ͸ʁ
    ISOٴͼJISن֨ʹΑΔఆٛ
    "Knowledge concerning objects, such as facts, events, things, processes, or ideas,
    including concepts, that within a certain context has a particular meaning.
    ࣄ࣮ɼࣄ৅ɼࣄ෺ɼաఔɼண૝ͳͲͷ
    ର৅෺ʹؔͯ͠஌Γಘͨ͜ͱͰ͋ͬͯɼ
    ֓೦ΛؚΈɼҰఆͷจ຺தͰಛఆͷҙຯΛ΋ͭ΋ͷɻ
    ISO/IEC 2382-1:1993 https://www.iso.org/obp/ui/#iso:std:iso-iec:2382:-1:ed-3:en
    ೔ຊ޻ۀن֨ʮX0001 ৘ใॲཧ༻ޠ-جຊ༻ޠʯhttp://kikakurui.com/x0/X0001-1994-01.html
    2020/2/12 Sayoko Shimoyama, LinkData 10

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  11. 2020/2/12
    σʔλ͸ɺ৘ใΛܗࣜԽͨ͠΋ͷ
    σʔλ ৘ใ
    ࠶౓৘ใͱͯ͠ղऍͰ͖Δ΋ͷ
    Sayoko Shimoyama, LinkData 11

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  12. 2020/2/12
    ਺ࣈ
    40
    Sayoko Shimoyama, LinkData 12
    2020 2
    12

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  13. 2020/2/12
    ৘ใ
    2020೥2݄12೔ʹ։࠵͞Εͨ
    ஌తࢿ࢈ܦӦηϛφʔͷ
    ࢀՃొ࿥ऀ਺͸
    ਓͰ͢ɻ
    Sayoko Shimoyama, LinkData 13

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  14. 2020/2/12
    σʔλ
    ηϛφʔ։࠵೔ ࢀՃొ࿥ऀ਺

    Sayoko Shimoyama, LinkData 14

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  15. ৘ใ⇄σʔλ
    ૒ํ޲ʹม׵Մೳ
    2020/2/12 Sayoko Shimoyama, LinkData 15
    ηϛφʔ։࠵೔ ࢀՃొ࿥ऀ਺

    2020೥2݄12೔ʹ։࠵͞Εͨ
    ஌తࢿ࢈ܦӦηϛφʔͷ
    ࢀՃొ࿥ऀ਺͸
    ਓͰ͢ɻ

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  16. σʔλԽ͢Δ͜ͱͰ
    ଞͷσʔλͱ૊Έ߹ΘͤΒΕΔ
    2020/2/12
    ৽͍͠ʮ৘ใʯ͕
    औΓग़ͤΔ
    Sayoko Shimoyama, LinkData 16
    30
    35
    40
    24
    29
    34
    0 5 10 15 20 25 30 35 40 45



    ϫʔΫγϣοϓผ ࢀՃऀ਺ͷൺֱ
    ౰೔ࢀՃऀ਺ ࢀՃొ࿥ऀ਺
    n ࢀՃऀ͸ճΛॏͶΔ
    ͝ͱʹ૿Ճ
    n Ωϟϯηϧ཰͸େମ
    15ʙ20%
    ˞σʔλ͸μϛʔͰ͢

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  17. σʔλͷ૊Έ߹Θͤ͸৽ͨͳՁ஋ΛੜΉ
    nαϯϑϥϯγείࢢͰ͸ɺҿ৯ళʹ
    ର࣮ͯ͠ࢪͨ͠อ݈Ӵੜݕࠪͷ݁Ռ
    Λσʔλͱͯ͠ެ։͍ͯ͠Δ
    n:FMQ͸ͦΕΛαʔϏεʹऔΓࠐΈɺ
    l)FBMUI 4DPSFzͱͯ͠఺ຬ఺
    ͷείΞԽ֤ͯ͠ҿ৯ళͷ
    ϨϏϡʔϖʔδʹදࣔ

    n ੈք࠷େڃͷϩʔΧϧϏδωεͷϨϏϡʔαΠτ
    n ೔ຊͰ͍͏ͱ͜Ζͷʮ৯΂ϩάʯతͳαʔϏε
    4":0,04)*.0:"." -*/,%"5"

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  18. 4":0,04)*.0:"." -*/,%"5"
    σʔλͷ૊Έ߹Θͤ͸৽ͨͳՁ஋ΛੜΉ
    ӴੜείΞɿ

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  19. 4":0,04)*.0:"." -*/,%"5"
    :FMQ͸ϢʔβʔʹΑΓ҆৺ɾ҆શΛಧ͚ΒΕΔ
    αʔϏεΛఏڙՄೳʹ
    ௚ۙͷอ݈Ӵੜ
    ݕࠪʹ͓͍ͯҧ൓
    ͕߲͋ͬͨ໨
    σʔλͷ૊Έ߹Θͤ͸৽ͨͳՁ஋ΛੜΉ

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  20. αϯϑϥϯγείࢢ º :FMQ͔Βݟ͑Δ
    σʔλ͕΋ͨΒࣾ͢ձมֵ

    ΋͠αϯϑϥϯγείࢢ͕
    Ӵੜௐࠪ݁ՌΛαΠτͰެද͍ͯ͠Δ
    ͚ͩͩͬͨΒʁ
    Ұ෦ͷਓ͔͠ݟʹདྷͳ͍
    ΋͠:FMQ͕
    ಠࣗʹҿ৯ళΛධՁ͢Δ
    είΞΛ෇͚͍ͯͨΒʁ
    ެฏੑ͕୲อ͞Εͳ͍
    ڧΈɿళฮͷӦۀσʔλ΍ޱίϛ
    σʔλΛूΊͯɺଟ͘ͷϢʔβ͕
    ू·Δ৔Λ͍࣋ͬͯΔ
    ڧΈɿࢢຽͷ҆શΛकΔͨΊʹ࣮ࢪ
    ͨ͠ௐࠪ݁Ռͱͯ͠ɺެฏͳσʔλ
    ΛఏڙͰ͖Δ
    σʔλ͕ڞ༗͞ΕΔ͜ͱͰ
    ʮ૊৫Λ௒͑ͯಘҙ෼໺Λ෼୲Ͱ͖ΔࣾձʯʹͳΔ
    4":0,04)*.0:"." -*/,%"5"

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  21. ߦ੓ͷσʔλ͸୭ʹͰ΋࢖͑ΔΑ͏ʹ
    ެ։͞Ε͍ͯΔඞཁ͕͋Δ
    nӴੜௐࠪ͸ࢢͷ੫ۚΛ࢖ͬͯӡ༻͞Ε͍ͯΔͷͰɺ
    ೲ੫ऀ͸౳ͦ͘͠ͷσʔλΛ࢖͏ݖརΛ͍࣋ͬͯΔ
    n୭Ͱ΋ࣗ༝ʹ࢖͑ΔσʔλͰ͋Δඞཁ͕͋Δ
    ΋͠αϯϑϥϯγείࢢ͕
    :FMQ͚ͩʹӴੜௐࠪ݁ՌσʔλΛ
    ౉͍ͯͨ͠Βʁ
    ෆެฏʹର͠ඇ೉͕ूத
    Φʔϓϯσʔλ
    4":0,04)*.0:"." -*/,%"5"

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  22. 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
    4":0,04)*.0:"." -*/,%"5"

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  23. l0QFO#Z%FGBVMUz
    ೥ (ʮΦʔϓϯσʔλݑষʯʹΑΔࠃࡍతͳ߹ҙ
    ʮ੫ۚΛ࢖ͬͯ࡞ΒΕͨ
    σʔλ͸શͯެڞࡒͱͯ͠
    ެ։͢Δ΂͖Ͱ͋Δʯ
    ͱ͍͏ߟ͑ํΛ
    ݪଇͱͯ͠࠾༻
    2020/2/12 4":0,04)*.0:"." -*/,%"5"

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  24. “Φʔϓϯσʔλ” ͱ͸ɺ
    ݩʑօ͞Μͷ΋ͷͩͬͨσʔλΛ
    ฦ͢͜ͱͩͱߟ͍͑ͯ·͢ɻ
    - Miquel Mateu, Open Data Manager of Barcelona City

    14-18 June 2016, World Data Viz Challenge 2016,
    Barcelona
    4":0,04)*.0:"." -*/,%"5"

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  25. ೥ɿ׭ຽσʔλ׆༻ਪਐجຊ๏ࢪߦ
    ˠࠃٴͼ࣏ࣗମ͸ΦʔϓϯσʔλʹऔΓ૊Ή͜ͱ͕ٛ຿෇͚ΒΕͨ
    4":0,04)*.0:"." -*/,%"5"

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  26. Φʔϓϯσʔλͷҙٛ
    ࠃຽࢀՃɾ׭ຽڠಇͷਪਐΛ௨ͨ͡
    ॾ՝୊ͷղܾɺܦࡁ׆ੑԽ
    ߦ੓ͷߴ౓Խɾޮ཰Խ
    ಁ໌ੑɾ৴པͷ޲্
    ʲग़యʳʮΦʔϓϯσʔλجຊࢦ਑ʯฏ੒೥݄೔
    ߴ౓৘ใ௨৴ωοτϫʔΫࣾձਪਐઓུຊ෦ɾ׭ຽσʔλ׆༻ਪਐઓུձܾٞఆ
    4":0,04)*.0:"." -*/,%"5"

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  27. Φʔϓϯσʔλͷҙٛ
    ࠃຽࢀՃɾ׭ຽڠಇͷਪਐΛ௨ͨ͡
    ॾ՝୊ͷղܾɺܦࡁ׆ੑԽ
    ߦ੓ͷߴ౓Խɾޮ཰Խ
    ಁ໌ੑɾ৴པͷ޲্
    ʲग़యʳʮΦʔϓϯσʔλجຊࢦ਑ʯฏ੒೥݄೔
    ߴ౓৘ใ௨৴ωοτϫʔΫࣾձਪਐઓུຊ෦ɾ׭ຽσʔλ׆༻ਪਐઓུձܾٞఆ
    4":0,04)*.0:"." -*/,%"5"

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  28. ͳͥ׭ຽڠಇ͕ඞཁͳͷ͔ʁ
    ͜Ε·Ͱ͸ߦ੓͕ެڞαʔϏεӡӦͷओମͩͬͨ
    2020/2/12 4":0,04)*.0:"." -*/,%"5"
    ߦ੓ ॅຽ
    ੫ۚ
    ެڞαʔϏε

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  29. ͳͥ׭ຽڠಇ͕ඞཁͳͷ͔ʁ
    ੫ऩ͕ݮΔͱɺ͜Ε·Ͱ௨ΓͷެڞαʔϏε͸
    ҡ࣋Ͱ͖ͳ͘ͳΔ
    2020/2/12 4":0,04)*.0:"." -*/,%"5"
    ߦ੓ ॅຽ
    ੫ۚ
    ެڞαʔϏε

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  30. ׭ຽڠಇʹΑͬͯ஍ҬΛ࣋ଓՄೳʹ͢Δ
    4":0,04)*.0:"." -*/,%"5"
    ߦ੓ ॅຽ
    ੫ۚ
    ެڞαʔϏε
    اۀɾݚڀػؔ
    ߦ੓͕ಘҙͳ෦෼ɺ
    ߦ੓ʹ͔͠Ͱ͖ͳ͍
    ෦෼ʹूத͢Δ
    ຽ͕ؒಘҙͳͱ͜Ζ͸
    ຽؒʹ೚ͤΔ

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  31. ΦʔϓϯσʔλʹΑͬͯɺ
    ૊৫Λ௒͑ͯಘҙ෼໺Λ෼୲Ͱ͖Δࣾձ ͕࣮ݱ͢Δ
    4":0,04)*.0:"." -*/,%"5"
    ߦ੓ ॅຽ
    ੫ۚ
    ެڞαʔϏε
    اۀɾݚڀػؔ
    ߦ੓ͷ࣋ͭ৘ใΛ
    ʮσʔλʯͱ͍͏
    ڞ༗ʹదͨ͠ܗͰ
    ຽؒʹ։์͢Δ
    OPEN
    DATA

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  32. ୆࿷੓෎͕ϚεΫͷ
    ϦΞϧλΠϜࡏݿঢ়گ
    ΛΦʔϓϯσʔλԽ
    ˠ਺೔ͰҎ্ͷ
    ΞϓϦ͕ຽ͔ؒΒ஀ੜ
    n৽ܕίϩφ΢ΟϧεʹΑΔ
    ϚεΫෆ଍͕ਂࠁͳ୆࿷ʹ͓
    ͍ͯɺ੓෎ͷதԝ݈߁อݥி
    ͕ඵ͝ͱͷϚεΫࡏݿঢ়
    گΛΦʔϓϯσʔλͰఏڙ
    nॠ࣌ʹγϏοΫςοΫ
    ίϛϡχςΟ΍اۀ͕ଟ͘ͷ
    ΞϓϦΛ։ൃ
    4":0,04)*.0:"." -*/,%"5"
    ग़యɿޱ᠚ࢦೆʢ༝ ↪⃟ྣ ࿨ ༶حӬʣ
    https://mask.chel.in
    ׭ຽڠಇͷࣄྫᶃ

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  33. ;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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  34. ׭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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  35. $PBJEP
    n౗Ε͍ͯΔਓΛൃݟͨ͠ਓ
    ͕ʮ$PBJEPʯΛૢ࡞
    ͢Δͱɺ൪௨ใͱಉ࣌
    ʹɺࣄલొ࿥͞Εͨपลͷ
    ٹ໋஌ࣝอ༗ऀ͓Αͼ"&%
    ઃஔઌʹ404ૹ৴Λߦ͏
    ۓٸ௨ใڞ༗ΞϓϦ
    n࣏ࣗମ͕ެ։͍ͯ͠Δ
    "&%ͷҐஔ৘ใ΍ઃஔࢪઃ
    ౳ͷΦʔϓϯσʔλΛ࢖༻
    4BZPLP4IJNPZBNB -JOL%BUB

    https://cio.go.jp/opendata100
    ׭ຽڠಇͷࣄྫᶅ

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  36. ׭ຽڠಇͷࣄྫᶅɿ$PBJEP
    ஍Ҭڞॿͷ404ͱ"&%ϚοϓͰେ੾ͳਓͷ໋ΛकΔ
    4BZPLP4IJNPZBNB -JOL%BUB
    https://cio.go.jp/opendata100

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

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  38. Φʔϓϯσʔλ׆༻Ϗδωε
    ͭͷ੒ޭύλʔϯ
    ෼ࢄ͍ͯͨ͠৘ใΛ
    ౷߹ͯ͠ఏڙ
    Θ͔Γ΍͘͢ࢦඪԽ
    ߴ౓ͳ෼ੳ΍༧ଌ ίϯςϯπͱͯ͠׆༻
    4BZPLP4IJNPZBNB -JOL%BUB

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  39. ෼ࢄ͍ͯͨ͠
    ৘ใΛ౷߹ͯ͠
    ఏڙ
    ෼ࢄͯ͠ଘࡏ͍ͯͯ͠୳͠ʹ͔ͬͨ͘৘ใΛɺ
    ෳ਺ͷΦʔϓϯσʔλΛ౷߹͢Δ͜ͱͰɺ
    ඞཁͳਓʹಧ͚ΒΕΔΑ͏ʹ͢Δ
    2020/2/12 SAYOKO SHIMOYAMA, LINKDATA 3

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  40. ҭͳͼ
    ʙσʔληοτΛ౷
    ߹ɺࢠҭͯ৘ใ഑৴Λ
    ύʔιφϥΠζʙ
    n࣏ࣗମʹ͸ࢠҭͯʹؔ͢Δ
    ଟछଟ༷ͳσʔλ͕͋Δ
    n͔͠͠σʔλ͸෦໳͝ͱʹ
    ؅ཧ͞Ε͓ͯΓɺ౷߹తʹ
    ѻ͍͑ͯͳ͔ͬͨ
    nͦͷͨΊɺॅຽ޲͚ͷ৘ใ
    ఏڙ΋ඇޮ཰ʹͳ͍ͬͯͨ
    4BZPLP4IJNPZBNB -JOL%BUB

    ඞཁͳਓʹ
    ඞཁͳ৘ใ͕
    ಧ͔ͳ͍



    Issue
    https://datashelf.jp/
    ෼ࢄˠ౷߹ ࣄྫᶃ

    View full-size slide

  41. ҭͳͼ
    ʙσʔληοτΛ౷
    ߹ɺࢠҭͯ৘ใ഑৴Λ
    ύʔιφϥΠζʙ
    nࢠҭͯؔ࿈ͷσʔλΛ
    σʔλ؅ཧج൫ɿ
    %BUBTIFMGͰ౷߹͠ɺ
    ΦʔϓϯσʔλԽ
    nࢠҭͯੈଳʹ޲͚ͯ
    ύʔιφϥΠζͨ͠৘ใ
    ഑৴ΛՄೳʹ
    4BZPLP4IJNPZBNB -JOL%BUB

    ډॅΤϦΞɺࢠڙͷ೥ྸ
    ͳͲʹԠͯ͡ɺύʔιφ
    ϥΠζ͞Εͨ৘ใ͕ಧ͘
    Solution
    https://datashelf.jp/
    ෼ࢄˠ౷߹ ࣄྫᶃ

    View full-size slide

  42. 4$6&-
    σʔλϕʔε
    ʙҩༀհޢ෼໺ͷ
    Ϗδωεࢧԉʙ
    nࠃ΍࣏ࣗମ͕ެ։͍ͯ͠Δҩྍػ
    ؔɾༀہɾհޢࢪઃͷσʔλΛ౷
    ߹ɾߏ଄Խͯ͠σʔλϕʔεͱ͠
    ͯఏڙ͢ΔαʔϏε
    n৽ن։ۀࢪઃ΍Ӧۀ೔ɾ਍ྍՊ໨
    ౳ͷৄࡉ৘ใΛೖखͰ͖ΔͨΊɺ
    ੡ༀձࣾ΍ҩྍػثϝʔΧʔͷӦ
    ۀࢧԉ΍ɺܦӦ෼ੳ౳Ͱ׆༻͞Ε
    ͍ͯΔ
    nެ։ݩʹΑͬͯόϥόϥͷϑΥʔ
    Ϛοτͩͬͨσʔλ͕౷߹͞Εͯ
    ͍ΔͨΊɺ஍ҬؒͰͷൺֱɾ෼ੳ
    ΋Մೳ
    4BZPLP4IJNPZBNB -JOL%BUB

    http://mecompany.me/service
    ෼ࢄˠ౷߹ ࣄྫᶄ

    View full-size slide

  43. Θ͔Γ΍͘͢
    ࢦඪԽ
    ෳࡶͳ਺஋Λྻڍ͢ΔͷͰ͸ͳ͘ɺ
    Θ͔Γ΍͘͢ࢦඪԽ͢Δ͜ͱͰɺ
    ௚ײతͳཧղΛॿ͚Δ
    2020/2/12 SAYOKO SHIMOYAMA, LINKDATA 43

    View full-size slide

  44. ࣄྫɿ0QPXFSʢถࠃʣ
    n֤Ոఉʹ޲͚ͯύʔιφϥΠζͨ͠ܗͰిྗ࢖༻܏޲ͷ௨஌Λߦ͏αʔϏε
    nؾ৅৘ใ΍ػثͷిྗফඅྔͷΦʔϓϯσʔλ αʔυύʔςΟʔ͔ΒఏڙΛ
    ड͚ͨσʔλΛಠࣗΞϧΰϦζϜͰղੳ
    nถࠃͰ0QPXFSͷαʔϏεΛಋೖͨ͠ిྗձࣾ͸ɺฏۉͯ͠ސ٬ͷిྗ࢖༻ྔΛʙˋఔ౓࡟ݮ͢Δ͜
    ͱʹ੒ޭ
    n೥ɺ೔ຊʹ͓͍ͯ΋࣮ূ։࢝
    4BZPLP4IJNPZBNB -JOL%BUB
    https://www.oracle.com/jp/corporate/features
    /pr/moe-nudge-project-oracle-utilities/

    View full-size slide

  45. ࣄྫɿՖค͘Μʢ೔ຊʣ
    ՖคඈࢄྔͷΦʔϓϯσʔλͱ5XJUUFS౤ߘ৘ใΛ૊Έ߹Θͤͯ෼ੳ͠ɺಠࣗࢦඪɿ
    ,51ʢΧϑϯ πϥΠ ϙΠϯτʣΛࢉग़
    4BZPLP4IJNPZBNB -JOL%BUB
    ① #
    KTP
    ② %"

    $!
    https://cio.go.jp/opendata100

    View full-size slide

  46. ߴ౓ͳ෼ੳ΍
    ༧ଌ
    ͋Δݱ৅Λ؍ଌ͢ΔͨΊʹඞཁͳෳ਺ͷσʔλ
    Λऩूɾ෼ੳ͠ɺҰఆͷ๏ଇੑΛಋ͖ग़͢͜ͱ
    ʹΑΓɺকདྷ༧ଌΛՄೳʹ͢Δ
    2020/2/12 SAYOKO SHIMOYAMA, LINKDATA 46

    View full-size slide

  47. PredPolʢถࠃͷ൜ࡑൃੜ༧ଌγες
    Ϝʣ
    nPredPol ͸ΧϦϑΥϧχΞେֶͷ
    ݚڀάϧʔϓ͕։ൃͨ͠൜ࡑ༧ଌ
    γεςϜ
    nաڈͷ๲େͳ൜ࡑ৘ใͷσʔλ
    ϕʔεΛ΋ͱʹɺকདྷʮ͍ͭɺͲ
    ͜Ͱʯ൜ࡑ͕ى͖Δͷ͔ɺػցֶ
    शΛϕʔεʹ༧ଌ
    nϩαϯθϧεࢢܯͷϓϩͷ൜ࡑ෼
    ੳ׭ͱPredPolͷ༧ଌΛൺֱͨ͠ͱ
    ͜Ζɺ
    ൜ࡑ෼ੳ׭ʹൺ΂̎ഒҎ্PredPol
    ͷํ͕ਖ਼֬ʹ༧ଌͰ͖ͨ
    2020/2/12 Sayoko Shimoyama, LinkData 47
    https://www.predpol.com/

    View full-size slide

  48. ෆಈ࢈Ձ֨ଌఆʮGEEOʯ
    http://geeo.otani.co/
    nಠࣗ։ൃͨ͠ΞϧΰϦζϜΛ༻͍ͯɺෆಈ࢈ͷۭؒ৘ใΛ΋ͱʹ௞ྉͷਪఆ΍ෆಈ࢈Ձ஋Λࢉग़
    n࿏ઢՁɺࠃ੎ௐࠪɺॅ୐ɾ౔஍౷ܭௐࠪ౳ͷΦʔϓϯσʔλΛར༻
    nجຊػೳ͸ແྉɺෆಈ࢈ٴͼۚ༥ۀքͷϓϩϑΣογϣφϧ޲͚αʔϏε “GEEO Pro” ͸༗ঈ
    48
    2020/2/12 Sayoko Shimoyama, LinkData

    View full-size slide

  49. ίϯςϯπ
    ͱͯ͠׆༻
    ը૾ͳͲͷΦʔϓϯσʔλ͸ͦͷ··ίϯςϯπͱ
    ͯ͠׆༻͢Δ͜ͱ΋Ͱ͖ΔͨΊɺ૊Έ߹Θͤͷ
    ΞΠσΟΞ࣍ୈͰϏδωεͷ෯Λ޿͛ΒΕΔ
    2020/2/12 SAYOKO SHIMOYAMA, LINKDATA 49

    View full-size slide

  50. ۝୩ম
    Φʔϓϯσʔλ
    Λ࢖ͬͨࢴࡼ
    ੴ઒ݝೳඒࢢͰ͸۝୩মͷ
    ը૾͕Φʔϓϯσʔλͱͯ͠
    ެ։͞Ε͍ͯΔ
    اըɾൢചɿגࣜձࣾϤγλ
    σβΠϯϓϥϯχϯά
    ੡඼֓ཁɿ
    ௚ܘ18cm 6ຕೖΓ
    550ԁ(੫ࠐ)
    Sayoko Shimoyama, LinkData 2020/2/12 50

    View full-size slide

  51. ۝୩ম
    ΦʔϓϯσʔλΛ
    ࢖ͬͨॅ୐
    ஫จॅ୐ͷ૷০ʹར༻
    ʢ͓٬༷͕๬ΜͰར༻ʣ
    ݱࡏ4౩
    CC BY 4.0 ʮγϏοΫςοΫί
    ϛϡχςΟͱγϏοΫςοΫϏδ
    ωε - CIVIC TECH FORUM 2018
    ొஃࢿྉ - ʯ෱ౡ ݈Ұ࿠ࢯ
    2020/2/12 Sayoko Shimoyama, LinkData 51

    View full-size slide

  52. ೄจΦʔϓϯ
    ιʔε
    ϓϩδΣΫτͷ
    3DϞσϧͷ׆༻
    ೄจΦʔϓϯιʔεϓϩδΣΫ
    τɿ https://jomon-
    supporters.jp/open-source/
    Րԍ౔ث3Dσʔλɿ
    https://hub.vroid.com/characters/
    6836844532334023059/models/
    5368911348220154711
    Րԍ౔ثʹͳͬͯΈͨʢಈ
    ըʣɿ
    https://twitter.com/Koka_safflowe
    r/status/1088740584204816384
    Sayoko Shimoyama, LinkData 2020/2/12 52

    View full-size slide

  53. FIND/47
    ೔ຊ֤஍ͷඒ͍ࣸ͠ਅΛऩू͠
    Φʔϓϯσʔλͱͯ͠ެ։͢Δ
    ϑΥτΞʔΧΠϒ
    Πϯό΢ϯυधཁΛߴΊΔ໨త
    Ͱܦࡁ࢈ۀলࣄۀʹΑΓߏங͞
    Εͨ
    ࣸਅͷ౤ߘ΋Մೳ
    https://find47.jp/
    2020/2/12 Sayoko Shimoyama, LinkData 53
    ˞ຊࢿྉͷදࢴͰ΋ར༻͍ͯ͠·͢

    View full-size slide

  54. Φʔϓϯσʔλ׆༻Ϗδωε
    4ͭͷ੒ޭύλʔϯ
    ෼ࢄ͍ͯͨ͠৘ใΛ
    ౷߹ͯ͠ఏڙ
    Θ͔Γ΍͘͢ࢦඪԽ
    ߴ౓ͳ෼ੳ΍༧ଌ ίϯςϯπͱͯ͠׆༻
    2020/2/12 Sayoko Shimoyama, LinkData 54

    View full-size slide

  55. Φʔϓϯσʔλͷҙٛ
    1. ࠃຽࢀՃɾ׭ຽڠಇͷਪਐΛ௨ͨ͡
    ॾ՝୊ͷղܾɺܦࡁ׆ੑԽ
    2. ߦ੓ͷߴ౓Խɾޮ཰Խ
    3. ಁ໌ੑɾ৴པͷ޲্
    ʲग़యʳʮΦʔϓϯσʔλجຊࢦ਑ʯฏ੒29೥5݄30೔
    ߴ౓৘ใ௨৴ωοτϫʔΫࣾձਪਐઓུຊ෦ɾ׭ຽσʔλ׆༻ਪਐઓུձܾٞఆ
    2020/2/12 Sayoko Shimoyama, LinkData 55

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

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  57. ࣄྫɿ
    ৘ใެ։੥ٻͷܰݮʢ੩Ԭࢢʣ
    ੩ԬࢢͰ͸ɺ৘ใެ։੥ٻ݅਺ͷଟ͔ͬͨ৯඼ӴੜڐՄʹؔ͢ΔσʔλΛΦʔϓϯσʔλͱͯ͠
    ެ։͢Δ͜ͱʹΑΓɺۀ຿ෛ୲ͷܰݮʹ੒ޭ
    4BZPLP4IJNPZBNB -JOL%BUB
    ৯඼ӴੜӦۀؔ܎ڐՄʹ܎Δ৘ใެ։੥ٻ݅਺ʢ੩Ԭࢢʣ
    ग़యɿ7-&%ʮୈճσʔλӡ༻ݕ౼෼Պձʢ೥݄೔ʣʯ੩ԬࢢϓϨθϯࢿྉΛ΋ͱʹ࡞੒
    ೥ؒ
    ݅ݮ
    ˣ
    ໿
    ࣌ؒ
    ۀ຿࣌ؒ࡟ݮ
    ʁ
    ʢ౴͑͸ύωϧσΟεΧογϣϯʹͯʣ

    View full-size slide

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

    View full-size slide

  59. ಁ໌ੑɾ৴པͷ޲্͸
    ׭ຽڠಇΛਐΊΔͨΊʹඞཁ
    n׭ຽڠಇΛਐΊΔͨΊʹ͸ɺߦ੓ͱຽ͕ؒ
    ର౳ͳཱ৔Ͱ࿩ͤΔ͜ͱ͕ॏཁ
    nߦ੓ͱຽؒͷʮ৘ใͷඇରশੑʯΛ
    ղফ͢Δඞཁ͕͋Δ
    n٬؍తͳσʔλΛڞ༗ͯ͠ɺಉ͡΋ͷΛ
    ݟͳ͕Β࿩͕Ͱ͖Δঢ়گΛ໨ࢦ͍ͨ͠
    4BZPLP4IJNPZBNB -JOL%BUB

    View full-size slide

  60. Φʔϓϯσʔλ͸
    ૊৫಺ͰσʔλΛద੾ʹ؅ཧ
    Ͱ͖͍ͯΔ͔Λࣔ͢໾ׂ΋͋Δ
    nͦ΋ͦ΋૊৫಺ͰσʔλΛ
    ͖ͪΜͱ؅ཧͰ͖͍ͯͳ͔ͬͨΒ
    ެ։͸౰વͰ͖ͳ͍
    nෆਖ਼ͷ཈ࢭྗʹ΋ͳΔ͜ͱ͕
    ظ଴Ͱ͖Δ
    4BZPLP4IJNPZBNB -JOL%BUB

    View full-size slide

  61. 4":0,04)*.0:"." -*/,%"5"
    https://public.tableau.com/profile/sayoko.shimoyama.linkdata#!/vizhome/5946/sheet0

    View full-size slide

  62. 4":0,04)*.0:"." -*/,%"5"
    https://public.tableau.com/profile/sayoko.shimoyama.linkdata#!/vizhome/5946/sheet0

    View full-size slide

  63. χʔζΛ௚઀
    ఻͑Α͏ʂ
    Φʔϓϯσʔλ
    ׭ຽϥ΢ϯυ
    ςʔϒϧ
    ຽؒاۀ౳σʔλ׆༻Λر๬
    ͢ΔऀͱɺσʔλΛอ༗͢Δ
    ෎লி౳͕௚઀ର࿩͢Δ৔Λ
    ઃ͚Δ͜ͱʹΑΓɺຽؒχʔ
    ζʹଈͨ͠Φʔϓϯσʔλͷ
    औ૊΍ຽؒσʔλͱͷ૊Έ߹
    ΘͤΛؚΊͨ׆༻Λଅਐ͢Δ
    ͜ͱͰɺσʔλͷՁ஋޲্ͱ
    ଟ༷ͳαʔϏεͷग़ݱʹߩݙ
    ͢Δ͜ͱΛ໨ࢦ͢औΓ૊Έ
    4":0,04)*.0:"." -*/,%"5"

    View full-size slide

  64. Φʔϓϯσʔλ͸
    ࠃ΍࣏ࣗମ͚͕ͩ
    ߦ͏΋ͷͰ͸ͳ͍
    ຽؒاۀɾຽؒஂମʹΑΔ
    Φʔϓϯσʔλ΋ਐΜͰ͍Δ
    Open Data
    2020/2/12 SAYOKO SHIMOYAMA, LINKDATA 7

    View full-size slide

  65. Χφμ
    (PMEDPSQࣾɿ
    ΦʔϓϯσʔλͰ
    ౗࢈ͷةػΛճආ
    ͠େखاۀʹ੒௕
    ೥ɿΧφμͷۚ࠾۷ۀऀ
    (PMEDPSQࣾ౗࢈ͷةػ
    ࣗࣾͷۃൿͰ͋Δ஍࣭σʔλΛ
    ެ։͠ɺ຺͕ۚ߭Ͳ͜ʹ͋Δ͔
    ෼ੳΛެื͢Δʮΰʔϧυίʔ
    ϓɾνϟϨϯδʯΛ։࠵
    ஍ֶ࣭ऀɺ਺ֶऀ౳ͷ෯޿͍ઐ
    ໳Ո͔Βͷ෼ੳ݁ՌΛಘΒΕɺ
    ˋ͕༗๬ͳ຺ۚͩͬͨ
    ݁Ռɺಉࣾ͸ԯυϧͷେखا
    ۀʹ੒௕
    4":0,04)*.0:"." -*/,%"5"
    "GGmap" by KGattens - Own work. Licensed under CC BY-SA 3.0 via Wikimedia Commons -
    http://commons.wikimedia.org/wiki/File:GGmap.jpg#/media/File:GGmap.jpg

    View full-size slide

  66. ඪ४తͳόε৘ใ
    ϑΥʔϚοτʹΑΔ
    ެڞަ௨Φʔϓϯ
    σʔλ
    ࠃ౔ަ௨ল͕੔උͨ͠
    ʮඪ४తͳόε৘ใϑΥʔ
    Ϛοτʢ(5'4+1ʣʯͰ
    όεࣄۀऀ͕Φʔϓϯσʔλ
    Λެ։͢Δ͜ͱͰɺ෯޿͍
    ׆༻͕Մೳʹ
    4":0,04)*.0:"." -*/,%"5"
    ग़యɿʮ (5'4+1ඪ४తͳόε৘ใϑΥʔϚοτʹΑΔ
    ެڞަ௨Φʔϓϯσʔλ࠷৽ঢ়گʯҏ౻ণؽࢯʢ౦ژେֶ ੜ࢈ٕज़ݚڀॴʣ
    IUUQTXXXSPTFO[VDPNOFUNJFSVCVTGPSNBU@QPTUFS@QEG

    View full-size slide

  67. ࣄۀऀ
    ͕όε৘ใΛ
    Φʔϓϯσʔλ
    ͱͯ͠ඪ४ܗࣜ
    Ͱެ։த
    4":0,04)*.0:"." -*/,%"5"
    ग़యɿʮ (5'4+1ඪ४తͳόε৘ใϑΥʔϚοτʹΑΔ
    ެڞަ௨Φʔϓϯσʔλ࠷৽ঢ়گʯҏ౻ণؽࢯʢ౦ژେֶ ੜ࢈ٕज़ݚڀॴʣ
    IUUQTXXXSPTFO[VDPNOFUNJFSVCVTGPSNBU@QPTUFS@QEG

    View full-size slide

  68. ࠓ೔͔Β͙͢Ͱ͖Δ
    Φʔϓϯσʔλ׆༻ํ๏
    n8FCͰΞΫηεͯ͠؆୯ͳૢ࡞Ͱ
    ͙͢ʹ࢖͑Δศརͳπʔϧ͕͍ͭ͘
    ͔͋Γ·͢
    n·ͣ͸؆୯ͳπʔϧͰσʔλΛ
    ࢖͏ײ֮Λ௫ΊΔͱɺ੎͍͕͖ͭ·
    ͢
    nʮ٬؍తͳσʔλʯΛ࢖ͬͯɺ
    ࣗ෼ͷ͍Δ૊৫΍ۀքͷஔ͔Εͯ
    ͍Δঢ়گΛ೺ѲͰ͖Δͱ৭ʑͱ
    ศརͰ͢
    4":0,04)*.0:"." -*/,%"5"
    σʔλΛ࢖ͬͨ
    ϏδωεϞσϧ
    ͸͙͢ʹ͸ߟ͑
    ΒΕͳ͍
    ࣗ෼ͰσʔλΛ
    μ΢ϯϩʔυ͠
    ͖ͯͯ࢖͏ͷ͸
    ೉ͦ͠͏
    ͜͜·Ͱͷ࿩Ͱɺ
    ͱࢥͬͨํͷͨΊʹɻ

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  69. Φεεϝπʔϧɿ 3&4"4ʢϦʔαεʣ
    IUUQTSFTBTHPKQ
    n஍Ҭܦࡁ෼ੳγεςϜ
    3FHJPOBM&DPOPNZ BOE
    4PDJFUZ "OBMZ[JOH
    4ZTUFN
    n಺ֳ׭๪·ͪɾͻͱɾ͠͝ͱ૑ੜຊ෦͕ߏங
    n஍Ҭܦࡁʹؔ͢Δ༷ʑͳσʔλʢ࢈ۀͷߏ଄ɺਓޱ
    ಈଶɺࣄۀॴ৘ใͳͲʣΛɺ஍ਤ΍άϥϑͰ؆୯ʹ
    ՄࢹԽͯ͠ݟΔ͜ͱ͕Ͱ͖ΔγεςϜ
    n஍ํ૑ੜͷ࣮ݱʹ޲͚ͯɺ٬؍తͳσʔλʹج͖ͮɺ
    ࣗΒͷ஍Ҭͷݱঢ়ͱ՝୊Λ೺Ѳ͠ɺͦͷಛੑʹଈ͠
    ͨ஍Ҭ՝୊Λநग़Ͱ͖ΔΑ͏ʹ͢Δ໨తͰ࡞ΒΕͨ
    4":0,04)*.0:"." -*/,%"5"

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  70. ਺஋Λ࢖͏ͱղऍͷᴥᴪΛݮΒͤΔ
    ྫʣ͋Δࢢʹ͓͚Δٹٸୂһ๊͕͍͑ͯͨ՝୊






    2020/2/12 Sayoko Shimoyama, LinkData 70

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  71. ਺஋Λ࢖͏ͱղऍͷᴥᴪΛݮΒͤΔ
    ࢢ಺ͷ֤ୂͷୂһ1ਓ͋ͨΓͷ
    ग़ಈ݅਺※ Λࢉग़ͯ͠ൺֱ
    ※࢖༻σʔλɿফ๷೥ใͷ೥ؒٹٸग़ಈ݅਺×֤ୂͷ഑ଐਓ਺
    ࠷େͰ
    7.75ഒ
    ͷࠩ
    2020/2/12 Sayoko Shimoyama, LinkData 71
    n ਺ࣈ͸ݴ༿ΑΓ΋ղऍͷ෯͕ڱ͍
    n ղऍͷᴥᴪ͕ݴ༿ʹൺ΂ͯ
    ى͜Γʹ͍͘
    ग़యݩɿ$PEFGPS+BQBOσʔλΞΧσϛʔʹ͓͚Δ๭࣏ࣗମͷνʔϜͷ౰೔ൃදࢿྉ

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  72. σʔλͰࠜڌΛࣔ͢͜ͱͰ߹ҙܗ੒ΛਐΊͨྫɿ
    εʔύʔϒϩοΫߏ૝ʢόϧηϩφࢢʣ
    nόϧηϩφͰ͸ࣗಈंͷަ௨ྔ͕ଟ͘ɺԚછ෺࣭΍CO2ɺ
    ૽ԻͳͲʹΑΔެ֐͕՝୊
    nʮࢢຽத৺౎ࢢʯΛίϯηϓτʹ͔͔͛ɺஈ֊తʹं͕௨ΕΔಓΛ
    ੍ݶ͢ΔܭըΛ࣮ࢪ
    nަ௨ྔ΍؀ڥʹؔ͢ΔηϯγϯάσʔλΛ༻͍ͯ෼ੳΛߦ͍ɺ
    ܭը͕ਐΜͩ৔߹ʹͲͷ͘Β͍໰୊͕վળ͢Δͷ͔ɺ
    ۩ମతͳ਺஋Ͱࣔ͢͜ͱͰ߹ҙܗ੒Λਪਐ
    • ަ௨ྔ͕21%ݮ
    • 94%ͷࢢຽ͕ةݥͳϨϕϧͷཻࢠঢ়෺࣭ʹࡽ͞ΕΔ͜ͱ͸ͳ͘ͳΔ
    • 73.5%ͷࢢຽ͸ʮ65σγϕϧҎ্ͷ૽ԻʯΛܦݧͤͣʹ͢Ή
    2020/2/12 Sayoko Shimoyama, LinkData 72
    https://citiesofthefuture.eu/superblocks-barcelona-answer-to-car-centric-city/

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  73. ٬؍తͳσʔλΛ༻͍ͨࢦඪ͸
    άϩʔόϧͳ໨ඪୡ੒Λޙԡ͠Ͱ͖Δ
    17 goals
    169 taegets
    232 indicators
    2020/2/12 Sayoko Shimoyama, LinkData 73

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  74. https://dashboards.sdgindex.org/#/JPN
    2020/2/12 Sayoko Shimoyama, LinkData 74

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  75. GLOBAL
    COUNTRY
    interpret
    2020/2/12 Sayoko Shimoyama, LinkData 75

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  76. ஍Ҭʹ͓͍ͯ
    ૊৫Λ௒͑ͨ
    ໾ׂ෼୲Λ
    ਐΊΔͨΊʹ
    ͋ͳͨͷ૊৫Ͱ͸
    ͲͷΑ͏ʹ໨ඪΛ
    ղऍ͠·͔͢ʁ
    ͲͷσʔλΛ࢖ͬ
    ͯଌΓ·͔͢ʁ
    2020/2/12 Sayoko Shimoyama, LinkData 76

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  77. Ұൠࣾஂ๏ਓϦϯΫσʔλ
    ୅දཧࣄ Լࢁ ࣿ୅ࢠ
    Email: [email protected]
    ຊࢿྉʹؔ͢Δ࣭͝໰ɾ͝ҙݟ΍ɺ
    σʔλ׆༻ݚमɾϫʔΫγϣοϓ։࠵ͷ͝૬ஊͳͲ͸
    ͪ͜Β΁͓د͍ͤͩ͘͞ɻ
    4":0,04)*.0:"." -*/,%"5"

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