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持続可能な地域を作るために:DX時代の必須スキルはデータ活用力!

 持続可能な地域を作るために:DX時代の必須スキルはデータ活用力!

とくしまDXフォーラムにおける基調講演の資料です。
https://www.pref.tokushima.lg.jp/ippannokata/sangyo/ict/7211136/

Sayoko Shimoyama

January 30, 2023
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  1. ࣋ଓՄೳͳ஍ҬΛ
    ࡞ΔͨΊʹɿ
    %9࣌୅ͷ
    ඞਢεΩϧ͸
    σʔλ׆༻ྗʂ
    講師:下⼭ 紗代⼦
    Ұࣾ
    ϦϯΫσʔλ
    ୅දཧࣄ
    ΠϯϑΥɾϥ΢ϯδגࣜձࣾ
    औక໾
    σδλϧி
    σʔλεϖγϟϦετଞ
    ೥݄೔ʢ݄ʣ
    ͱ͘͠·%9ϑΥʔϥϜ

    View Slide

  2. Enterprise
    Public
    Sector
    Civic
    Tech
    3
    2023-01-30 Sayoko Shimoyama, LinkData

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  3. 2023-01-30 Sayoko Shimoyama, LinkData 4
    DX
    σδλϧ
    τϥϯε
    ϑΥʔϝʔ
    γϣϯ
    ʢมֵʣ

    View Slide

  4. 2023-01-30 Sayoko Shimoyama, LinkData 5
    DX
    σδλϧ
    τϥϯε
    ϑΥʔϝʔ
    γϣϯ
    ʢมֵʣ
    !"#$%&'(")*

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  5. 2023-01-30 Sayoko Shimoyama, LinkData 6
    D
    X
    !"#$%&'()

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  6. 2023-01-30 Sayoko Shimoyama, LinkData 7
    D
    X
    %&'()*+))

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  7. 2023-01-30 Sayoko Shimoyama, LinkData 8
    X
    ,'-+))

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  8. 2023-01-30 Sayoko Shimoyama, LinkData 9
    X
    ͍͔ʹɺτϥϯεϑΥʔϝʔγϣϯʢมֵʣΛਐΊΔ͔
    D
    σδλϧͷྗ΋࢖͏
    ͦΕҎ֎ͷ৭ʑͳྗ΋࢖͏

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  9. 2023-01-30 Sayoko Shimoyama, LinkData 10
    X
    ͍͔ʹɺτϥϯεϑΥʔϝʔγϣϯʢมֵʣΛਐΊΔ͔
    D
    σδλϧͷྗ΋࢖͏
    σʔλͷྗ΋࢖͏
    Data

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  10. SAYOKO SHIMOYAMA, LINKDATA 2023-01-30 11
    ૝૾ͯ͠Έͯ
    ͍ͩ͘͞

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  11. 2023-01-30 SAYOKO SHIMOYAMA, LINKDATA 12
    ଎౓ϝʔλʔ΋ΧʔφϏ΋෇͍͍ͯͳ͍ंɺ
    ӡసͰ͖·͔͢ʁ

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  12. 2023-01-30 Sayoko Shimoyama, LinkData 13
    ࢲͨͪ͸ɺ஌Βͳ͍ಓΛ
    ਐΜͰߦ͜͏ͱ͍ͯ͠Δ

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  13. SAYOKO SHIMOYAMA, LINKDATA 2023-01-30 14
    ঢ়گΛਖ਼͘͠
    ೺Ѳͯ͠൑அ
    Ͱ͖ͳ͍ਓʹ
    ӡస͸೚ͤΒ
    Εͳ͍

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  14. 2023-01-30 SAYOKO SHIMOYAMA, LINKDATA 15
    ਖ਼֬ͳݱঢ়೺Ѳͱ໨ࢦ͢΂͖৔ॴΛઃఆ
    ͢ΔͨΊͷσʔλ׆༻
    現在速度は
    どのくらい︖
    ガソリンは
    ⼗分ある︖ ⽬的地は正しく
    設定されている︖
    ⽬的地に
    近づいている︖

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

    View Slide

  16. 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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  17. ৘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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  18. 2023-01-30
    σʔλ͸ɺ৘ใΛܗࣜԽͨ͠΋ͷ
    σʔλ ৘ใ
    ࠶౓৘ใͱͯ͠ղऍͰ͖Δ΋ͷ
    Sayoko Shimoyama, LinkData 19

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  19. 2023-01-30
    ਺ࣈ
    40
    Sayoko Shimoyama, LinkData 20

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  20. 2023-01-30
    ৘ใ
    ΞεςΟͱ͘͠·Ͱ
    2023೥1݄23೔ʹ։࠵͞Εͨ
    σʔλ෼ੳϫʔΫγϣοϓͷ
    ࢀՃొ࿥ऀ਺͸
    ਓͰ͢ɻ
    Sayoko Shimoyama, LinkData 21

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  21. 2023-01-30
    σʔλ
    ϫʔΫγϣοϓ
    ։࠵೔
    ϫʔΫγϣοϓ
    ։࠵৔ॴ
    ࢀՃొ࿥ऀ

    ΞεςΟͱ͘͠·
    Sayoko Shimoyama, LinkData 22

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  22. ৘ใ⇄σʔλ
    ૒ํ޲ʹม׵Մೳ
    2023-01-30 Sayoko Shimoyama, LinkData 23
    ϫʔΫγϣοϓ
    ։࠵೔
    ϫʔΫγϣοϓ
    ։࠵৔ॴ
    ࢀՃొ࿥
    ऀ਺
    ΞεςΟͱ͘͠·
    ΞεςΟͱ͘͠·Ͱ
    2023೥1݄23೔ʹ։࠵͞Εͨ
    σʔλ෼ੳϫʔΫγϣοϓͷ
    ࢀՃొ࿥ऀ਺͸
    ਓͰ͢ɻ

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  23. σʔλԽ͢Δ͜ͱͰ
    ଞͷσʔλͱ૊Έ߹ΘͤΒΕΔ
    2023-01-30
    ৽͍͠ʮ৘ใʯ͕
    औΓग़ͤΔ
    Sayoko Shimoyama, LinkData 24
    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࿥ऀ਺
    2023-01-23
    2023-02-06
    2023-02-25

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  24. σʔλ෼ੳ = σʔλ͔Βݱঢ়೺Ѳ΍
    ൑அʹ࢖͏ͨΊͷ৘ใΛҾ͖ग़͢͜ͱ
    2023-01-30 Sayoko Shimoyama, LinkData 25
    Ωϟϯηϧ཰



    30
    35
    40
    24
    29
    34
    0 5 10 15 20 25 30 35 40 45
    ϫʔΫγϣοϓผ ࢀՃऀ਺ͷൺֱ
    ౰೔ࢀՃऀ਺ ࢀՃొ࿥ऀ਺
    2023-01-23
    2023-02-06
    2023-02-25

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  25. 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
    σʔλॲཧʹΑͬͯಘΒΕΔ
    ʮ৘ใʯʹͳͬͯ͸͡Ίͯɺҙຯ
    Λ࣋ͭ΋ͷʹͳΔɻ
    ৘ใΛ஝ੵؔ͠࿈෇͚Δ͜ͱͰɺ
    ʮ஌ࣝʯͱͯ͠ࣄ৅ͷنଇੑ΍
    ܏޲ΛཧղͰ͖Δɻ
    ஌ࣝΛ׆༻ͯ͠൑அ͕Ͱ͖Δঢ়ଶ
    ʹͳΔͱʮ஌ܙʯͱݺ΂Δ΋ͷʹ
    ͳΔɻ

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  26. DIKWϞσϧʹ౰ͯ͸Ίͨྫ
    8JTEPN
    ʢ஌ܙʣ
    ,OPXMFEHF
    ʢ஌ࣝʣ
    *OGPSNBUJPO
    ʢ৘ใʣ
    %BUB
    ʢσʔλʣ
    2023-01-30 Sayoko Shimoyama, LinkData 27
    Ձ஋
    աڈ
    ະདྷ
    ֤ϫʔΫγϣοϓͷ
    ొ࿥ऀ਺ͱ౰೔ࢀՃऀ਺
    ֤ϫʔΫγϣοϓͷ
    Ωϟϯηϧ཰
    ϫʔΫγϣοϓͷΩϟϯηϧ཰
    ͸େମຖճʙ͘Β͍
    ࣍ճ͔Βఆһ͘Β͍
    ଟΊʹਃࠐΛड͚෇͚ͯ΋
    େৎ෉ͦ͏

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  27. ஫ҙɿʮ஌ܙʯ͸߃ٱతͳ΋ͷͰ͸ͳ͍
    nݱ஍ͰΠϕϯτΛߦͳ͍ͬͯͨ࣌ͱΦϯϥΠϯΠϕϯτͰ͸Ωϟϯηϧ
    ཰͸มΘΔͷͰ͸ʁ
    nࢀՃऀ૚͕શવҧ͏Πϕϯτͷ৔߹͸ʁ
    มԽʹରԠͯ͠ʮ஌ܙʯΛΞοϓσʔτ͢ΔͨΊʹ͸ɺ
    DIKWΛߦͬͨΓདྷͨΓ͢Δඞཁ͕͋Δ
    2023-01-30 Sayoko Shimoyama, LinkData 28

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  28. ਺஋Λ࢖͏ͱ٬؍ੑ͕ߴ·Δ
    ྫʣ͋Δࢢʹ͓͚Δٹٸୂһ๊͕͍͑ͯͨ՝୊
    配属先が変わって
    業務負担が増えた
    しかし上司の理解が得られない
    根性が
    ⾜りない
    2023-01-30 Sayoko Shimoyama, LinkData 29

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  29. ਺஋Λ࢖͏ͱ٬؍ੑ͕ߴ·Δ
    ࢢ಺ͷ֤ୂͷୂһ1ਓ͋ͨΓͷ
    ग़ಈ݅਺※ Λࢉग़ͯ͠ൺֱ
    ※࢖༻σʔλɿফ๷೥ใͷ೥ؒٹٸग़ಈ݅਺×֤ୂͷ഑ଐਓ਺
    ࠷େͰ
    7.75ഒ
    ͷࠩ
    2023-01-30 Sayoko Shimoyama, LinkData 30
    n ਺ࣈ͸ݴ༿ΑΓ΋ղऍͷ෯͕ڱ͍
    n ղऍͷᴥᴪ͕ݴ༿ʹൺ΂ͯى͜Γʹ͍͘
    n ཱ৔ͷҟͳΔਓͷؒͰͷೝࣝͷ͢Εҧ͍ΛݮΒ͢ޮՌ͕ظ଴Ͱ͖Δ
    ग़యݩɿ$PEFGPS+BQBOσʔλΞΧσϛʔʹ͓͚Δ๭࣏ࣗମͷνʔϜͷ౰೔ൃදࢿྉ

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  30. ױ

    ͷ



    ٬؍తͳσʔλͳ͠Ͱ͸ɺ
    ઐ໳ՈͰ͋ͬͯ΋൑அΛؒҧ͏͜ͱ͕͋Δ
    1989೥ɺ౰࣌Ұൠతʹ
    ࢖༻͞Ε͍ͯͨෆ੔຺ͷ
    ༀ͕͋ͬͨ
    ༀͷޮՌΛσʔλΛऔͬͯ
    ݕূͨ͠ͱ͜Ζɺ
    ෰༻ʹΑͬͯࢮ๢཰͕
    ߴ·Δ͜ͱ͕൑໌
    2023-01-30 Sayoko Shimoyama, LinkData 31
    ౰࣌Ұൠతͳෆ੔຺ͷༀ
    ϓϥηϘʢِༀʣ
    ܦݧత஌ࣝͷΈͰ൑அ͢Δ͜ͱͷ
    ةݥੑ

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  31. σʔλʹ
    ج͔ͮͳ͍ࢪࡦ͸
    ຽؒྍ๏ͱಉ͡
    σʔλΛ׆༻ͤͣʹɺ
    ܦݧ΍צ΍׳ྫͷΈͰࢪࡦΛਐΊΔͷ͸ɺ
    ຽؒྍ๏ͰපؾΛ࣏ͦ͏ͱ͢ΔΑ͏ͳ΋ͷ
    2023-01-30 Sayoko Shimoyama, LinkData 32

    View Slide

  32. σʔλ෼ੳ݁Ռ͕ܦݧ΍ΧϯΛӽ͑ͨྫɿ
    PredPolʢถࠃͷ൜ࡑൃੜ༧ଌγεςϜʣ
    nΧϦϑΥϧχΞେֶ͕։ൃͨ͠൜ࡑ༧ଌ
    γεςϜ
    nաڈͷ൜ࡑ৘ใͷσʔλϕʔεΛ΋ͱʹɺ
    কདྷʮ͍ͭɺͲ͜Ͱʯ൜ࡑ͕ى͖Δͷ͔ɺ
    ػցֶशͰ༧ଌ
    nϩαϯθϧεࢢܯͷ൜ࡑ෼ੳ׭ͱPredPol
    ͷ༧ଌΛൺֱͨ͠ͱ͜ΖɺPredPolͷํ͕
    ̎ഒҎ্ਖ਼֬ʹ༧ଌͰ͖ͨ
    2023-01-30 Sayoko Shimoyama, LinkData 33
    ैདྷͷܦݧ΍ΧϯཔΓͷํ๏Ͱ͸ͳ͘ɺ
    σʔλʹجͮ͘٬؍తͳࠜڌ͔Β൑அ͢Δํ๏΁γϑτ
    https://www.predpol.com/

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  33. σʔλͰࠜڌΛࣔ͢͜ͱͰ߹ҙܗ੒ΛਐΊͨྫɿ
    εʔύʔϒϩοΫߏ૝ʢόϧηϩφࢢʣ
    nόϧηϩφͰ͸ࣗಈंͷ
    ަ௨ྔ͕ଟ͘ɺԚછ෺࣭΍
    CO2ɺ૽ԻͳͲʹΑΔެ֐
    ͕՝୊
    ʢWHOͷج४஋Λৗʹ௒
    աঢ়ଶʣ
    nʮࢢຽத৺౎ࢢʯΛίϯ
    ηϓτʹ͔͔͛ɺஈ֊తʹ
    ं͕௨ΕΔಓΛ੍ݶ͢Δ
    ܭըΛ࣮ࢪ
    ʢ2015೥ʙʣ
    2023-01-30 Sayoko Shimoyama, LinkData 34
    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.

    View Slide

  34. 2023-01-30 Sayoko Shimoyama, LinkData 35
    ग़యɿAjuntament de Barcelona, SUPERBLOCK BARCELONA: Towards the city we want, 2021
    https://ajuntament.barcelona.cat/superilles/sites/default/files/20210202_Superblock_Barcelona_web.pdf

    View Slide

  35. σʔλͰࠜڌΛࣔ͢͜ͱͰ߹ҙܗ੒ΛਐΊͨྫɿ
    εʔύʔϒϩοΫߏ૝ʢόϧηϩφࢢʣ
    nަ௨ྔ΍؀ڥʹؔ͢Δηϯγϯά
    σʔλΛ༻͍ͨ෼ੳΛ࣮ࢪ
    nܭը͕ਐΜͩ৔߹ʹͲͷ͘Β͍
    ໰୊͕վળ͢Δͷ͔ɺ۩ମతͳ
    ਺஋Ͱࣔ͢͜ͱͰ߹ҙܗ੒Λਪਐ
    2023-01-30 Sayoko Shimoyama, LinkData 36
    ަ௨ྔ͕21%ݮ
    94%ͷࢢຽ͕ةݥͳϨϕϧͷཻࢠ
    ঢ়෺࣭ʹࡽ͞ΕΔ͜ͱ͸ͳ͘ͳΔ
    73.5%ͷࢢຽ͸ʮ65σγϕϧҎ্
    ͷ૽ԻʯΛܦݧͤͣʹ͢Ή
    σʔλग़యɿ
    IUUQTDJUJFTPGUIFGVUVSFFVTVQFS
    CMPDLTCBSDFMPOBBOTXFSUPDBS
    DFOUSJDDJUZ

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  36. ͜Ε͔Βͷࣾձʹඞཁͳͷ͸ɺ
    ߹ҙܗ੒ͷͨΊʹσʔλΛ࢖͏͜ͱ
    ݱঢ়
    w σʔλΛ࢖Θͳͯ͘΋
    ϓϩδΣΫτΛਐΊΔ
    ͜ͱ͸Մೳ
    ໰୊
    w ར֐ͷҟͳΔؔ܎ऀ͕
    ͍Δͱ߹ҙܗ੒͕ࠔ೉
    ղܾࡦ
    w ఆྔσʔλΛ࢖ͬͯ
    ೝࣝͷ͢Εҧ͍ΛݮΒ͠
    ্ͨͰ߹ҙܗ੒ΛਐΊΔ
    2023-01-30 Sayoko Shimoyama, LinkData 37
    ୲౰ऀͷ൑அͷΈ
    ͰਐΊͯ0,ͳ৔߹
    τοϓμ΢ϯͰ
    ԿͰ΋௨ΔνʔϜ
    ΍૊৫
    ݸਓͷײ֮͸
    ଞਓͱڞ༗Ͱ
    ͖ͳ͍
    ݱঢ়ೝ͕ࣝ߹Θͣ
    ٞ࿦͕ฏߦઢʹͳ
    Δ͜ͱ΋
    ਺஋Ͱఆྔతʹࣔ
    ͢͜ͱͰɺݴ༿Α
    Γ΋ղऍͷᴥᴪ͕
    ੜ͡ʹ͘͘ͳΔ
    ཱ৔ͷҟͳΔਓ
    ಉ࢜Ͱ΋ೝࣝΛ
    ߹Θ্ͤͨͰ߹ҙ
    ܗ੒ΛਐΊΒΕΔ

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  37. 2023-01-30 Sayoko Shimoyama, LinkData 38
    σʔλͷຽओԽ
    EBUBEFNPDSBUJ[BUJPO

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  38. σʔλͷ
    ຽओԽ
    ݚڀऀ΍σʔλαΠΤϯςΟετ
    ͳͲɺैདྷҰ෦ઐ໳ՈͷΈ͕ѻ͑ͯ
    ͍ͨσʔλͷར׆༻Λɺಛผͳ஌ࣝ
    Λ࣋ͨͳ͍ਓͰ΋Մೳʹ͢Δ͜ͱ
    2023-01-30 Sayoko Shimoyama, LinkData 39

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  39. Sayoko Shimoyama, LinkData 2023-01-30
    DXͷਐߦͰ
    σʔλ΁ͷ
    ΞΫηεͱ
    πʔϧ׆༻͕
    ༰қʹ
    ग़యɿ “ Data Democratization and
    How to Get Started?”, DZone,
    https://dzone.com/articles/data-
    democratization-and-how-to-get-
    started
    40

    View Slide

  40. σʔλͷຽओԽʹΑΔ૊৫มֵ
    ʮσʔλͷຽओԽʯ͸࣍ୈʹاۀશମ
    ʹӨڹΛٴ΅͍ͯ͘͠ɻ
    ͦ͏ͳΔͱɺϏδωεͱσʔλΛࠓ·Ͱ
    Ҏ্ʹີ઀ʹ݁ͼ͚ͭΔ͜ͱ͕Ͱ͖Δɻ
    σʔλͷར׆༻ʹՃΘΔैۀһΛ޿͘૿
    ΍͠ɺ͋ΒΏΔࣄۀʹ͓͍ͯσʔλʹج
    ͍ͮͨҙࢥܾఆΛߦͬͯޮ཰Խ΍ੜ࢈ੑ
    ޲্Λଅਐ͢ΔσʔλυϦϒϯͳ૊৫΁
    ͱมֵ͍ͯ͘͜͠ͱ͕Ͱ͖Δɻ
    ग़యɿʮσʔλͷຽओԽʯैۀһʹΑΔσʔλར׆༻ͷ֦େ, IPA
    ࣾձج൫ηϯλʔ, 2022೥5݄12೔
    https://www.ipa.go.jp/ikc/reports/datademocra_01.html
    2023-01-30 Sayoko Shimoyama, LinkData 41

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  41. ࣄྫɿ౷ܭσʔλΛࣄۀܭըͷࡦఆʹ׆༻ɺ
    ԯԁ΋ͷࢿۚௐୡʹ੒ޭ
    ൘ۚృ૷ళφοϓϑΝΫτϦʔʢैۀһ਺ɿ19໊ʣ
    Sayoko Shimoyama, LinkData 42
    ग़యɿܦࡁ࢈ۀল ౷ܭར׆༻ࣄྫू
    https://www.meti.go.jp/statistics/pr/rikatuyou_20210326/rikatuyou_20210326.html
    ͜Ε·Ͱʹ
    λʔήοτͱ
    ͍ͯͨ͠ࢢ৔
    ͸ࠓޙ௿໎ͷ
    ݟࠐΈ
    ࠓޙ΋҆ఆ
    ͯ͠धཁ͕
    ݟࠐ·ΕΔ
    ࢢ৔Λσʔ
    λ͔Βൃݟ
    2023-01-30

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  42. ߦ੓૊৫ʹ͓͍ͯ΋ਐΉ
    σʔλͷຽओԽɿਆށࢢͷྫ
    ߦ੓ΛऔΓר͘ٸܹͳ֎෦
    ؀ڥͷมԽʹεϐʔυײΛ࣋ͬͯ
    ରԠ͍ͯͨ͘͠ΊɺਆށࢢͰ͸
    ಺෦ਓࡐʹΑΓߦ੓σʔλ΍ެత
    ౷ܭσʔλΛ#*πʔϧ౳Ͱ෼ੳɾ
    ՄࢹԽ͠ɺμογϡϘʔυʢ౷ܭ
    Ճ޻ͨ͠ෳ਺ͷσʔλΛάϥϑ౳
    Ͱ෼͔Γ΍͘͢ҰཡͰ͖Δը໘ʣ
    ΛશிͰڞ༗͢Δ࢓૊ΈΛߏங͠
    ͍ͯ·͢ɻ
    ग़యɿਆށࢢ هऀൃදࢿྉ
    https://www.city.kobe.lg.jp/a47946/163739689725.html
    2023-01-30 Sayoko Shimoyama, LinkData 43
    ೥ʮ%BUB4UB3U"XBSEʯͰ
    ૯຿େਉ৆Λड৆

    View Slide

  43. 2023-01-30 Sayoko Shimoyama, LinkData
    μογϡϘʔυʁ
    44

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  44. (σʔλͷ)
    μογϡϘʔυ
    ͱ͸
    n ൑அ΍ҙࢥܾఆʹඞཁͱ
    ͳΔෳ਺ͷσʔλΛɺҰ໨Ͱ
    ݟͯ෼͔ΔΑ͏ʹ·ͱΊͯ
    ՄࢹԽͨ͠΋ͷ
    nը૾ͱͯ͠షͬͯ͋Δ͚ͩ
    ͷάϥϑͱҧͬͯɺදࣔΛ
    ੾Γସ͑ͨΓߜΓࠐΜͩΓ
    Ͱ͖ΔΑ͏ʹ࡞ΒΕ͍ͯΔ
    ͜ͱ͕ଟ͍
    Sayoko Shimoyama, LinkData 2023-01-30 45
    ग़యɿਆށࢢ େ౎ࢢൺֱ౷ܭ೥ද
    IUUQTXXXDJUZLPCFMHKQBTIJTFUPLFUPVLFJIJLBLVJOEFYIUNM

    View Slide

  45. #*πʔϧ
    #VTJOFTT
    *OUFMMJHFODF

    اۀͳͲͷ૊৫ʹ͓͍ͯɺ
    γεςϜʹ஝ੵ͞ΕΔ๲
    େͳσʔλΛ෼ੳɾՄࢹ
    Խ͢Δ͜ͱͰɺܦӦ্ͷ
    ਝ଎ͳҙࢥܾఆΛՄೳʹ
    ͢Δख๏΍ٕज़
    4":0,04)*.0:"." -*/,%"5"

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  46. ਓؒͷ೴͸
    ϏδϡΞϧΛ
    ςΩετͷ
    ສഒ
    ଎͘ೝ஌
    ਺ࣈ͚ͩݟͤΔΑΓ
    ΋ɺϏδϡΞϥΠζ
    ͢Δͱ఻ΘΓ΍͘͢
    ͳΔ
    4":0,04)*.0:"." -*/,%"5"
    https://www.slideshare.net/elsekramer/show-dont-tell-the-rise-of-visual-on-social-media/35-brand_identity

    View Slide

  47. ೔ຊશࠃͷσʔλΛμογϡϘʔυͰදࣔ
    Ͱ͖ΔπʔϧɿRESASʢϦʔαεʣ
    n஍Ҭܦࡁ෼ੳγεςϜ;
    Regional Economy (and) Society Analyzing System
    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
    4BZPLP4IJNPZBNB -JOL%BUB
    https://resas.go.jp

    View Slide

  48. ྫʣ࢛ࠃͰ஍ݩͰब৬͢Δਓͷׂ߹͕
    Ұ൪ଟ͍ͷ͸Ͳͷݝͩͱࢥ͍·͔͢ʁ
    1. 徳島県
    2. ⾹川県
    3. 愛媛県
    4. ⾼知県
    2023-01-30 Sayoko Shimoyama, LinkData 49

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  49. RESAS > ਓޱϚοϓ > ৽ଔऀब৬ɾਐֶ
    > ஍ݩब৬཰ͷਪҠ
    https://resas.go.jp/employ-education-localjob-
    academic/#/toTransition/8.115477217419937/33.61470834/133.60245925/36/36201/1/1/0.0/2020/0/2/20/0/39__-37__-38__
    2023-01-30 Sayoko Shimoyama, LinkData 50

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  50. σʔλ͸༧૝ͨ͠Γɺ͋ͨΓΛ෇͚
    ͳ͕ΒݟΔͱָ͍͠ʂ
    2023-01-30 Sayoko Shimoyama, LinkData 51
    当たっていたら
    もちろん嬉しい
    外れても「そっちだっ
    たかー」と新しい情報
    が得られるので嬉しい

    View Slide

  51. ࢀߟɿ
    σʔλ෼ੳʹΑΔ੓ࡦ൓өͷྲྀΕ
    ԾઆΛ
    ཱͯΔ
    σʔλΛ
    ूΊΔ
    ෼ੳ
    ධՁ
    ੓ࡦཱҊ
    ࢦඪ࡞੒
    ՝୊
    ৽͍͠՝୊ͷݕ౼
    Ծઆͷؒҧ͍Λૣظʹൃݟ
    ੓ࡦͷਫ਼౓Λ্͛Δ
    ਺஋໨ඪɺޮՌࢦඪ
    Λ࡞੒͢Δ
    4BZPLP4IJNPZBNB -JOL%BUB
    ग़యݩɿ૯຿ল ஍ํެڞஂମʹ͓͚Δσʔλར׆༻ΨΠυϒοΫ 7FS
    ผఴࢿྉɽσʔλΞΧσϛʔʢσʔλ෼ੳฤʣͷڭࡐɾࢿྉ౳ $$#:+1

    View Slide

  52. άϥϑΛݟΔ࣌ʹ
    ؾΛ͚͓͖͍ͭͯͨ͜ͱͭ
    ߋ৽೔Λ
    ֬ೝ͢Δ
    ग़యݩɾ஫ऍΛ
    ֬ೝ͢Δ
    σʔλʹݱΕ͍ͯͳ͍
    ৘ใ͸Կ͔
    ৗʹҙࣝ͢Δ
    4":0,04)*.0:"." -*/,%"5"

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  53. ͦͷ··਺஋ʹͰ͖ͳ͍
    ఆੑతޮՌ͸Ͳ͏ଌΕ͹ྑ͍ͷ͔ʁ
    ΞϯέʔτͰฉ͘
    ͱ͍͏ํ๏͕Α͘औΒΕΔ
    ࢦඪͷͭʹ͢Δͷ͸0,
    Ξϯέʔτ݁ՌͷΈͰଌΔͱ
    ٬؍ੑʹ͚ܽΔ৔߹͕͋Δ
    4BZPLP4IJNPZBNB -JOL%BUB
    ॅΈ΍͢͞
    ·ͪͷ
    ʹ͗Θ͍
    ࢠҭͯͷ
    ͠΍͢͞ உঁฏ౳
    ࿝ޙͷ҆৺

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  54. ࣄྫɿ
    ॅΈΑ͞ϥϯΩϯά
    ʢ౦༸ܦࡁʣ
    2023-01-30 SAYOKO SHIMOYAMA, LINKDATA 55
    ग़యɿhttps://toyokeizai.net/articles/-/595401?page=3

    View Slide

  55. 4BZPLP4IJNPZBNB -JOL%BUB
    ఆੑతޮՌ͸ఆྔతޮՌʹ෼ղͯ͠ࢦඪԽ͢Δ
    ॅΈΑ͞ϥϯΩϯάʢ౦༸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/-/595401?page=2
    ˞੨എܠͷࢦඪ͸਺஋͕
    খ͍͞΄Ͳྑ͍ͱఆٛ

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  56. σδλϧాԂ
    ౎ࢢࠃՈߏ૝ͷ
    ࣮ݱʹ޲͚ͨ
    ΢ΣϧϏʔΠϯά
    ࢦඪ
    Ұൠࣾஂ๏ਓεϚʔτγςΟɾ
    ΠϯεςΟςϡʔτ
    ʮLiveable Well-Being City ࢦඪ
    ͝঺հͱ׆༻ʹ͍ͭͯʯ
    https://www.sci-
    japan.or.jp/LWCI/index.html
    Sayoko Shimoyama, LinkData 2023-01-30 57

    View Slide

  57. 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)
    58 2023-01-30 SAYOKO SHIMOYAMA, LINKDATA

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  58. ࢦඪͷߏ੒
    -JWFBCMF8FMM#FJOH$JUZࢦඪ
    ٬؍ࢦඪ
    w ໿߲໨
    w ެද͞Ε͍ͯΔ֤छ౷ܭσʔλ౳Λ΋
    ͱʹ4$*+BQBO͕ಠࣗʹूܭɾՃ޻
    ओ؍ࢦඪ
    w ໿߲໨
    w Ξϯέʔτௐࠪ݁ՌΛूܭ
    2023-01-30 Sayoko Shimoyama, LinkData 59

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  59. ྫɿಙౡݝ
    ಙౡࢢͷ
    ٬؍ࢦඪ
    2023-01-30 Sayoko Shimoyama, LinkData 60
    n50ͷϥΠϯ͕શࠃฏۉ

    nެࣜαΠτ͔ΒExcel
    ϑΝΠϧΛμ΢ϯϩʔ
    υͯ͠දࣔՄೳ
    https://www.sci-
    japan.or.jp/LWCI/index
    .html
    医療・健康(44.4)
    介護・福祉(57.0)
    買物・飲⾷(53.9)
    住宅環境(52.1)
    移動・交通(49.1)
    空気・騒⾳・清潔さ(56.7)
    事故・犯罪(49.2)
    ⾃然災害(28.6)
    環境共⽣(48.4)
    ⾃然景観(41.6)
    都市景観(46.9)
    遊び・娯楽(53.9)
    公共空間(51.1)
    雇⽤・所得(52.3)
    デジタル⽣活(47.6)
    地域とのつながり
    (49.3)
    ⼦育て(51.0)
    初等・中等教育
    (49.7)
    教育環境の選択可能性
    (49.2)
    事業創造(51.2)
    ⽂化・芸術(51.0)
    多様性(43.4)
    20
    30
    40
    50
    60
    70

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  60. ྫɿ ಙౡݝͷ
    ओ؍ࢦඪ
    2023-01-30 Sayoko Shimoyama, LinkData 61
    n50ͷϥΠϯ͕શࠃฏۉ

    nશࠃ34,000ਓΛର৅ͱ
    ͨ͠ઌߦௐࠪͷ݁Ռ
    nެࣜαΠτͰެ։͞Εͯ
    ͍ΔμογϡϘʔυͰӾ
    ཡՄೳ
    https://www.sci-
    japan.or.jp/LWCI/index.
    html

    View Slide

  61. ఆྔతͳσʔλΛ
    ༻͍ͯݱঢ়Λ೺Ѳ͠ɺ
    ໨ࢦ͢΂͖࢟Λ
    ΈΜͳͰߟ͑ΔͨΊ
    ͷwell-beingࢦඪ
    ಙౡݝͷओ؍ࢦඪͷ
    μογϡϘʔυ
    https://app.powerbi.com/view?r=ey
    JrIjoiNmNmMDRmZTEtOGI5Ni00Z
    DIxLTk2YjEtZGZhNWY2ODlmNzI5
    IiwidCI6IjBkMjk4MWYyLTVmNDItN
    DA5YS04NGZlLTcwMzQwN2RmYj
    g5OSJ9&pageName=ReportSectio
    nd47c7da53f0ec18bdd22
    Sayoko Shimoyama, LinkData 2023-01-30 62

    View Slide

  62. 2023-01-30 Sayoko Shimoyama, LinkData 63
    X
    ͍͔ʹɺτϥϯεϑΥʔϝʔγϣϯʢมֵʣΛਐΊΔ͔
    Team
    νʔϜͷྗ

    View Slide

  63. ̍ਓͷྗͰ͸ͱͯ΋ରԠͰ͖ͳ͍
    VUCA
    ͷ࣌୅
    2023-01-30 Sayoko Shimoyama, LinkData 64

    View Slide

  64. ૯຿ল஍Ҭ৘ใԽΞυόΠβʔ೿ݣ੍౓
    n૯຿ল͕ೝఆͨ͠͞·͟·ͳ
    ෼໺ͷઐ໳Ոʹ૬ஊͨ͠Γॿݴ
    ͕ड͚ΒΕΔ੍౓
    nొ࿥ΞυόΠβʔ਺ɿ 204໊
    nઐ໳Ոͷཱྀඅɾँۚʹ܎Δ
    ਃ੥ऀͷෛ୲θϩ
    n1ճͷ೿ݣਃ੥ʹ͖ͭ
    ࠷େ3೔ؒ·Ͱ೿ݣՄೳ
    nϓϩδΣΫτΛਐΊΔͨΊͷ
    ͖͔͚ͬ࡞ΓʹΦεεϝ
    2023-01-30 Sayoko Shimoyama, LinkData 65

    View Slide

  65. ѪඤݝͰͷࣄྫɿ
    ݝͱ20ࢢொͰઐ໳ਓࡐΛγΣΞ
    66
    ग़యɿѪඤݝɾࢢொ%9ਪਐձٞ ެࣜOPUF
    IUUQTFIJNFQSFGOPUFKQOOFCBDGD
    2023-01-30 Sayoko Shimoyama, LinkData

    View Slide

  66. Ѫඤݝɾ20ࢢொɾηϯλʔɾઐ໳׭͕
    ର౳ͳνʔϜͱͯ͠DXΛਪਐ
    ݱ஍Ͱ΋ɺΦϯϥΠϯͰ΋ʂ
    2023-01-30 Sayoko Shimoyama, LinkData 67

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  67. 2023-01-30 SAYOKO SHIMOYAMA, LINKDATA
    今、徳島にも素晴らしいチームが⽣まれています︕
    68

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  68. 2023-01-30 Sayoko Shimoyama, LinkData 69
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    ΈΜͳͰ l9zਐΊͯߦ͖·͠ΐ͏ʂ

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  69. Ұൠࣾஂ๏ਓϦϯΫσʔλ
    ୅දཧࣄ Լࢁ ࣿ୅ࢠ
    Email: [email protected]
    ຊࢿྉʹؔ͢Δ࣭͝໰ɾ͝ҙݟ΍ɺ
    σʔλ׆༻ݚमɾϫʔΫγϣοϓ։࠵ͷ͝૬ஊͳͲ͸
    ͪ͜Β΁͓د͍ͤͩ͘͞ɻ
    2023-01-30 Sayoko Shimoyama, LinkData 70

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