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データの力を業務の味方に!知っておきたいデータ利活用の知識と事例

 データの力を業務の味方に!知っておきたいデータ利活用の知識と事例

総務省地域情報化アドバイザー派遣で甲府市役所で実施したデータ利活用研修の資料です。

Sayoko Shimoyama

November 07, 2022
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  1. σʔλͷྗΛۀ຿ͷຯํʹʂ
    ஌͓͖͍ͬͯͨσʔλར׆༻ͷ஌ࣝͱࣄྫ
    Ұൠࣾஂ๏ਓϦϯΫσʔλ ୅දཧࣄ σδλϧி σʔλεϖγϟϦετ ଞ
    Լࢁ ࣿ୅ࢠ
    2022೥11݄7೔ʢ݄ʣ13:30 - 15:30 ߕ෎ࢢσʔλར׆༻ݚम

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  2. Enterprise
    Public
    Sector
    Civic
    Tech
    2
    2022-11-07 Sayoko Shimoyama, LinkData

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  3. ຊݚमͷ໨ඪ
    nߦ੓ʹ͓͍ͯ
    σʔλ׆༻͕ٻΊ
    ΒΕ͍ͯΔ࣌୅
    nσʔλ͸͏·͘
    ࢖͑͹ۀ຿ͷڧྗ
    ͳຯํʹͳΔ
    2022-11-07 Sayoko Shimoyama, LinkData 3
    1. ߦ੓ʹ͓͍ͯσʔλΛ࢖ͬͨํ͕ྑ͍
    ཧ༝Λཧղ͢Δ
    2. σʔλΛ࢖ͬͯ֎ͷਓͷྗΛ͏·͘
    आΓΔํ๏Λཧղ͢Δ
    3. ੓ࡦཱҊϓϩηεʹ͓͚Δσʔλͷ
    ࢖͍ॴΛԡ͑͞Δ
    4. ׆༻͠΍͍͢σʔλͱ͸ͲͷΑ͏ͳ
    ܗͳͷ͔Λཧղ͢Δ

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  4. σʔλͷྗΛۀ຿ͷຯํʹʂ
    ஌͓͖͍ͬͯͨσʔλར׆༻ͷ஌ࣝͱࣄྫ
    1. ͳͥɺߦ੓ʹ͓͍ͯσʔλΛ࢖͏ඞཁ͕͋Δͷ͔ …13
    2. ߦ੓σʔλͷެ։͕΋ͨΒࣾ͢ձతΠϯύΫτ …48
    3. ੓ࡦཱҊͷͨΊͷσʔλ෼ੳϓϩηε …92
    4. ி಺Ͱ΋ຽؒͰ΋׆༻͠΍͍͢σʔλ࡞ΓͷϙΠϯτ …123
    5. ࢀߟࢿྉɾαΠτ౳ …137
    2022-11-07 Sayoko Shimoyama, LinkData 4

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  5. ࣭໰ɾίϝϯτ༻πʔϧɿsli.do
    nຊݚमͰ͸ɺsli.doͱ͍͏αʔϏεΛ࢖ͬͯɺ
    ࣭͝໰ɾ͝ҙݟɾ͝ײ૝Λࣗ༝ʹॻ͖ࠐΜͰ
    ௖͚·͢ɻ
    nಗ໊ɾχοΫωʔϜ΋OKͰ͢ʂ
    ϒϥ΢βͰ sli.do ͱೖྗ͠
    ͯτοϓϖʔδʹΞΫηε
    ίʔυkdk1107 Λೖྗ
    63-·ͨ͸23ίʔυͰ௚઀ΞΫηε͢Δ
    ৔߹͸ͪ͜Βˠ
    https://app.sli.do/event/wJtC8g8XMVQnGS
    e3P369Uk
    Sayoko Shimoyama, LinkData 5
    2022-11-07

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  6. 2022-11-07 Sayoko Shimoyama, LinkData 6
    DX
    σδλϧ
    τϥϯε
    ϑΥʔϝʔ
    γϣϯ
    ʢมֵʣ

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  7. 2022-11-07 Sayoko Shimoyama, LinkData 7
    DX
    σδλϧ
    τϥϯε
    ϑΥʔϝʔ
    γϣϯ
    ʢมֵʣ
    !"#$%&'(")*

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  8. 2022-11-07 Sayoko Shimoyama, LinkData 8
    D
    X
    !"#$%&'()

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  9. 2022-11-07 Sayoko Shimoyama, LinkData 9
    D
    X
    %&'()*+))

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  10. 2022-11-07 Sayoko Shimoyama, LinkData 10
    X
    ,'-+))

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  11. 2022-11-07 Sayoko Shimoyama, LinkData 11
    X
    ͍͔ʹɺτϥϯεϑΥʔϝʔγϣϯʢมֵʣΛਐΊΔ͔
    D
    σδλϧͷྗ΋࢖͏
    ͦΕҎ֎ͷ৭ʑͳྗ΋࢖͏

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  12. 2022-11-07 Sayoko Shimoyama, LinkData 12
    X
    ͍͔ʹɺτϥϯεϑΥʔϝʔγϣϯʢมֵʣΛਐΊΔ͔
    D
    σδλϧͷྗ΋࢖͏
    σʔλͷྗ΋࢖͏
    Data

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

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  14. ߦ੓ʹ͓͍ͯ
    σʔλΛ࢖͏
    ۀ຿ͱ͸ʁ nσδλϧલఏͷ࣌୅ɺ৘ใ͸શͯσʔλͱͯ͠ѻΘΕΔ
    n͜ͷઌσʔλͱແԑͰ͍ΒΕΔ՝͸ແ͍
    nσʔλ = ৘γε෦໳ʹ೚ͤΕ͹ྑ͍ͱ͍͏Θ͚Ͱ͸ͳ͍
    2022-11-07 Sayoko Shimoyama, LinkData 14
    ౴͑ɿશͯͷ՝ͷۀ຿
    ౷ܭ
    ICT
    ࡒ੓
    ੫຿
    etc…

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  15. 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
    15
    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
    2022-11-07 Sayoko Shimoyama, LinkData

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  16. σδλϧॲཧΛ͢ΔͨΊʹ͸ɺ
    ৘ใΛίϯϐϡʔλ͕ॲཧͰ͖Δ
    σʔλͱͯ͠ѻ͏ඞཁ͕͋Δ
    2022-11-07 SAYOKO SHIMOYAMA, LINKDATA 16

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

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  18. 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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  19. ৘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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  20. 2022-11-07
    σʔλ͸ɺ৘ใΛܗࣜԽͨ͠΋ͷ
    σʔλ ৘ใ
    ࠶౓৘ใͱͯ͠ղऍͰ͖Δ΋ͷ
    Sayoko Shimoyama, LinkData 20

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  21. 2022-11-07
    ਺ࣈ
    40
    Sayoko Shimoyama, LinkData 21

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  22. 2022-11-07
    ৘ใ
    ߕ෎ࢢ໾ॴͰ
    2022೥1݄23೔ʹ։࠵͞Εͨ
    σʔλ෼ੳϫʔΫγϣοϓͷ
    ࢀՃొ࿥ऀ਺͸
    ਓͰ͢ɻ
    Sayoko Shimoyama, LinkData 22

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  23. 2022-11-07
    σʔλ
    ϫʔΫγϣοϓ
    ։࠵೔
    ϫʔΫγϣοϓ
    ։࠵৔ॴ
    ࢀՃొ࿥ऀ

    ߕ෎ࢢ໾ॴ
    Sayoko Shimoyama, LinkData 23

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  24. ৘ใ⇄σʔλ
    ૒ํ޲ʹม׵Մೳ
    2022-11-07 Sayoko Shimoyama, LinkData 24
    ϫʔΫγϣοϓ
    ։࠵೔
    ϫʔΫγϣοϓ
    ։࠵৔ॴ
    ࢀՃొ࿥
    ऀ਺
    ߕ෎ࢢ໾ॴ
    ߕ෎ࢢ໾ॴͰ
    2022೥1݄23೔ʹ։࠵͞Εͨ
    σʔλ෼ੳϫʔΫγϣοϓͷ
    ࢀՃొ࿥ऀ਺͸
    ਓͰ͢ɻ

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  25. σʔλԽ͢Δ͜ͱͰ
    ଞͷσʔλͱ૊Έ߹ΘͤΒΕΔ
    2022-11-07
    ৽͍͠ʮ৘ใʯ͕
    औΓग़ͤΔ
    Sayoko Shimoyama, LinkData 25
    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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  26. σʔλ෼ੳ = σʔλ͔Βݱঢ়೺Ѳ΍
    ൑அʹ࢖͏ͨΊͷ৘ใΛҾ͖ग़͢͜ͱ
    2022-11-07 Sayoko Shimoyama, LinkData 26
    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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  27. 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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  28. DIKWϞσϧʹ౰ͯ͸Ίͨྫ
    8JTEPN
    ʢ஌ܙʣ
    ,OPXMFEHF
    ʢ஌ࣝʣ
    *OGPSNBUJPO
    ʢ৘ใʣ
    %BUB
    ʢσʔλʣ
    2022-11-07 Sayoko Shimoyama, LinkData 28
    Ձ஋
    աڈ
    ະདྷ
    ֤ϫʔΫγϣοϓͷ
    ొ࿥ऀ਺ͱ౰೔ࢀՃऀ਺
    ֤ϫʔΫγϣοϓͷ
    Ωϟϯηϧ཰
    ϫʔΫγϣοϓͷΩϟϯηϧ཰
    ͸େମຖճʙ͘Β͍
    ࣍ճ͔Βఆһʙ͘Β͍
    ଟΊʹਃࠐΛड͚෇͚ͯ΋
    େৎ෉ͦ͏

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  29. ஫ҙɿʮ஌ܙʯ͸߃ٱతͳ΋ͷͰ͸ͳ͍
    nݱ஍ͰΠϕϯτΛߦͳ͍ͬͯͨ࣌ͱΦϯϥΠϯΠϕϯτͰ͸Ωϟϯηϧ
    ཰͸มΘΔͷͰ͸ʁ
    nࢀՃऀ૚͕શવҧ͏Πϕϯτͷ৔߹͸ʁ
    มԽʹରԠͯ͠ʮ஌ܙʯΛΞοϓσʔτ͢ΔͨΊʹ͸ɺ
    DIKWΛߦͬͨΓདྷͨΓ͢Δඞཁ͕͋Δ
    2022-11-07 Sayoko Shimoyama, LinkData 29

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  30. 2022-11-07 Sayoko Shimoyama, LinkData 30
    ౰ͨΓલͷ͜ͱΛ
    σʔλͰ֬ೝͯ͠΋
    ҙຯ͕ͳ͍ͷͰ͸ʁ
    üࣗ෼ʹͱͬͯ౰ͨΓલ
    Ͱ΋ଞਓ͕ಉ͡ೝࣝͱ͸
    ݶΒͳ͍
    ü౰વͱࢥ͍ͬͯΔ͜ͱ͕
    ࢥ͍ࠐΈʹΑΔצҧ͍ͷ
    Մೳੑ΋͋Δ

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  31. ࢮ๢ࣄނʹૺ͏֬཰͸Ͳͷ͘Β͍ʁ
    ඈߦػࣄނ ࣗಈंࣄނ
    2022-11-07 Sayoko Shimoyama, LinkData 31

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  32. ࣮ࡍʹࢮ๢ࣄނʹૺ͏֬཰Λௐ΂ͯΈΔͱ…
    ඈߦػࣄނ
    0.00004%
    ࣗಈंࣄނ
    0.00279%
    2022-11-07 Sayoko Shimoyama, LinkData 32
    ೥ͷࠃ಺ͷࣗಈंަ௨ࣄނʹΑΔࢮ๢ऀ਺ɿ ૯ਓޱɿ
    ग़యݩɿܯࢹி ૯຿ল౷ܭہ
    ೥ʹੈքͰൃੜͨ͠ඈߦػࣄނ݅਺ɿ೥ؒ૯ϑϥΠτ਺ɿ
    ग़యݩɿ"WJBUJPO4BGFUZ/FUXPSL
    ໿
    ສ݅ʹճ
    ى͜Δ֬཰
    ໿
    ສ݅ʹճ
    ى͜Δ֬཰
    ඈߦػͷ
    ໿

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  33. ʮՄ༻ੑώϡʔϦεςΟοΫʯʹΑͬͯ
    ࣮ࡍΑΓ΋ଟ͘ى͜ΔΑ͏ʹײͯ͡͠·͏
    nਓ͸ɺ͋ΔࣄྫΛࢥ͍ු͔΂΍͚͢Ε͹ɺ
    ى͜Γ΍͍͢ͱ൑அ͠΍͍͢܏޲͕͋Δ
    nೝࣝɺཧղɺܾఆͷࡍʹɺ
    ࢥ͍ग़͠΍͍͢৘ใ͚ͩʹج͍ͮͯ
    ൑அ͢Δ܏޲Λ
    ʮՄ༻ੑώϡʔϦεςΟοΫ
    (Availability heuristic)ʯͱݺͿ
    nਓ͕ؕΓ΍͍͢ʮೝ஌όΠΞεʯ
    ͷ͏ͪͷ1ͭ
    2022-11-07 Sayoko Shimoyama, LinkData 33
    ඈߦػࣄނ͸େ͖͘ใಓ͞ΕΔ͜ͱ͕ଟ͘ɺ
    ҹ৅ʹ࢒Γ΍͍͢

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  34. ೝ஌όΠΞε
    ແҙࣝͳࢥߟ
    ͷภΓɾޡΓ
    ೝ஌όΠΞεʢDPHOJUJWFCJBTʣͱ͸ɺ
    ਓ͕نൣ΍߹ཧੑ͔Β֎Εͨ൑அΛͯ͠
    ͠·͏࣌ͷయܕతͳύλʔϯͷ૯শ
    2022-11-07 SAYOKO SHIMOYAMA, LINKDATA 34

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  35. ೝ஌όΠΞεͷྫᶃɿ
    ΞϯΧϦϯάޮՌ
    2022-11-07 Sayoko Shimoyama, LinkData 35

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  36. ೝ஌όΠΞεͷྫᶄɿ
    αϯΫίετʢຒ຅අ༻ʣ
    2022-11-07 Sayoko Shimoyama, LinkData 36

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  37. ೝ஌όΠΞε͸ආ͚ΒΕͳ͍
    ࣗ෼΋ɺଞਓ΋ɺೝࣝ΍൑அʹ͸
    ৗʹೝ஌όΠΞε͕
    ͔͔͍ͬͯΔՄೳੑ͕͋Δ
    ͱ͍͏લఏͰ͍Δඞཁ͕͋Δ
    2022-11-07 Sayoko Shimoyama, LinkData 37

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  38. ೝ஌όΠΞεରࡦ
    Ͳ͏͢Ε͹όΠΞε͕͔͔͍ͬͯΔ͜ͱʹؾ෇͖ɺ
    ਖ਼͍͠൑அʹۙ෇͘͜ͱ͕ग़དྷΔͷ͔ʁ
    2022-11-07 Sayoko Shimoyama, LinkData 38
    ओ؍తͳ৘ใ͚ͩͰͳ͘ɺ٬؍తͳ৘ใΛ࢖͏

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  39. ਺஋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
    2022-11-07 Sayoko Shimoyama, LinkData 39

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  40. ਺஋Λ࢖͏ͱ٬؍ੑ͕ߴ·Δ
    ࢢ಺ͷ֤ୂͷୂһ1ਓ͋ͨΓͷ
    ग़ಈ݅਺※ Λࢉग़ͯ͠ൺֱ
    ※࢖༻σʔλɿফ๷೥ใͷ೥ؒٹٸग़ಈ݅਺×֤ୂͷ഑ଐਓ਺
    ࠷େͰ
    7.75ഒ
    ͷࠩ
    2022-11-07 Sayoko Shimoyama, LinkData 40
    n ਺ࣈ͸ݴ༿ΑΓ΋ղऍͷ෯͕ڱ͍
    n ղऍͷᴥᴪ͕ݴ༿ʹൺ΂ͯى͜Γʹ͍͘
    n ཱ৔ͷҟͳΔਓͷؒͰͷೝࣝͷ͢Εҧ͍ΛݮΒ͢ޮՌ͕ظ଴Ͱ͖Δ
    ग़యݩɿ$PEFGPS+BQBOσʔλΞΧσϛʔʹ͓͚Δ๭࣏ࣗମͷνʔϜͷ౰೔ൃදࢿྉ

    View Slide

  41. ױ

    ͷ



    ٬؍తͳσʔλͳ͠Ͱ͸
    ઐ໳ՈͰ͋ͬͯ΋൑அΛؒҧ͏͜ͱ͕͋Δ
    nEBPMɿEvidence Based
    Policy Making
    …ΤϏσϯεʢ͔֬ͳࠜ
    ڌʣʹج͍ͮͨ੓ࡦཱҊ
    nEBPM͸ҩֶʢEvidence
    Based Medicineʣ͔Β೿ੜ
    ͨ͠ߟ͑ํ
    • 1989೥ɺ౰࣌Ұൠతʹ࢖༻͞Εͯ
    ͍ͨෆ੔຺ͷༀͷޮՌΛσʔλΛ
    औͬͯݕূͨ͠ͱ͜Ζɺ෰༻ʹ
    Αͬͯࢮ๢཰͕ߴ·Δ͜ͱ͕൑໌
    2022-11-07 Sayoko Shimoyama, LinkData 41
    ౰࣌Ұൠతͳෆ੔຺ͷༀ
    ϓϥηϘʢِༀʣ
    ܦݧత஌ࣝͷΈͰ൑அ͢Δ͜ͱͷ
    ةݥੑ

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  42. σʔλʹ
    ج͔ͮͳ͍ࢪࡦ͸
    ຽؒྍ๏ͱಉ͡
    σʔλΛ׆༻ͤͣʹɺ
    ܦݧ΍צ΍׳ྫͷΈͰࢪࡦΛਐΊΔͷ͸ɺ
    ຽؒྍ๏ͰපؾΛ࣏ͦ͏ͱ͢ΔΑ͏ͳ΋ͷ
    2022-11-07 Sayoko Shimoyama, LinkData 42

    View Slide

  43. σʔλ෼ੳ݁Ռ͕ܦݧ΍ΧϯΛӽ͑ͨྫɿ
    PredPolʢถࠃͷ൜ࡑൃੜ༧ଌγεςϜʣ
    nPredPol ͸ΧϦϑΥϧχΞେֶͷݚڀ
    άϧʔϓ͕։ൃͨ͠൜ࡑ༧ଌγεςϜ
    nաڈͷ๲େͳ൜ࡑ৘ใͷσʔλϕʔεΛ
    ΋ͱʹɺকདྷʮ͍ͭɺͲ͜Ͱʯ൜ࡑ͕
    ى͖Δͷ͔ɺػցֶशΛϕʔεʹ༧ଌ
    nϩαϯθϧεࢢܯͷϓϩͷ൜ࡑ෼ੳ׭ͱ
    PredPolͷ༧ଌΛൺֱͨ͠ͱ͜Ζɺ
    ൜ࡑ෼ੳ׭ʹൺ΂̎ഒҎ্PredPolͷํ͕
    ਖ਼֬ʹ༧ଌͰ͖ͨ
    2022-11-07 Sayoko Shimoyama, LinkData 43
    ैདྷͷܦݧ΍ΧϯཔΓͷํ๏Ͱ͸ͳ͘ɺ
    σʔλʹجͮ͘٬؍తͳࠜڌ͔Β൑அ͢Δํ๏΁γϑτ
    https://www.predpol.com/

    View Slide

  44. σʔλͰࠜڌΛࣔ͢͜ͱͰ߹ҙܗ੒ΛਐΊͨྫɿ
    εʔύʔϒϩοΫߏ૝ʢόϧηϩφࢢʣ
    nόϧηϩφͰ͸ࣗಈंͷަ௨
    ྔ͕ଟ͘ɺԚછ෺࣭΍CO2ɺ
    ૽ԻͳͲʹΑΔެ֐͕՝୊
    ʢWHOͷج४஋௒աঢ়ଶʣ
    nʮࢢຽத৺౎ࢢʯΛίϯηϓ
    τʹ͔͔͛ɺஈ֊తʹं͕௨
    ΕΔಓΛ੍ݶ͢ΔܭըΛ࣮ࢪ
    ʢ2015೥ʙʣ
    2022-11-07 Sayoko Shimoyama, LinkData 44
    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

  45. 2022-11-07 Sayoko Shimoyama, LinkData 45
    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

  46. σʔλͰࠜڌΛࣔ͢͜ͱͰ߹ҙܗ੒ΛਐΊͨྫɿ
    εʔύʔϒϩοΫߏ૝ʢόϧηϩφࢢʣ
    nަ௨ྔ΍؀ڥʹؔ͢Δηϯγϯά
    σʔλΛ༻͍ͨ෼ੳΛ࣮ࢪ
    nܭը͕ਐΜͩ৔߹ʹͲͷ͘Β͍
    ໰୊͕վળ͢Δͷ͔ɺ۩ମతͳ
    ਺஋Ͱࣔ͢͜ͱͰ߹ҙܗ੒Λਪਐ
    2022-11-07 Sayoko Shimoyama, LinkData 46
    ަ௨ྔ͕21%ݮ
    94%ͷࢢຽ͕ةݥͳϨϕϧͷཻࢠ
    ঢ়෺࣭ʹࡽ͞ΕΔ͜ͱ͸ͳ͘ͳΔ
    73.5%ͷࢢຽ͸ʮ65σγϕϧҎ্
    ͷ૽ԻʯΛܦݧͤͣʹ͢Ή
    σʔλग़యɿ
    IUUQTDJUJFTPGUIFGVUVSFFVTVQFS
    CMPDLTCBSDFMPOBBOTXFSUPDBS
    DFOUSJDDJUZ

    View Slide

  47. ߹ҙܗ੒ͷͨΊʹσʔλΛ࢖͏
    σʔλΛ࢖Θͳͯ͘΋
    ࣄۀ͸ਐΊΒΕΔ
    nࣗ෼ҰਓͰ͋Ε͹ࣗ෼
    ͕ೲಘͯ͠ਐΊΒΕΕ͹
    ԿͰ΋ྑ͍
    nτοϓ͕શݖݶΛ࣋ͭ
    ܗͷνʔϜ΍૊৫Ͱ͋Ε
    ͹ɺσʔλ͕ແͯ͘΋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
    2022-11-07 Sayoko Shimoyama, LinkData 47

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  48. ߦ੓σʔλͷ
    ެ։͕΋ͨΒ͢
    ࣾձతΠϯύΫτ
    4BZPLP4IJNPZBNB -JOL%BUB

    View Slide

  49. σʔλͷ૊Έ߹Θͤ͸৽ͨͳՁ஋ΛੜΉ
    nαϯϑϥϯγείࢢͰ͸ɺҿ৯ళʹର࣮ͯ͠ࢪͨ͠อ݈Ӵੜݕࠪ
    ͷ݁ՌΛσʔλͱͯ͠ެ։͍ͯ͠Δ
    n:FMQ͸ͦΕΛαʔϏεʹऔΓࠐΈɺ l)FBMUI 4DPSFzͱͯ͠
    ఺ຬ఺ͷείΞʹม׵͠ɺ֤ҿ৯ళͷϨϏϡʔϖʔδʹදࣔ
    4BZPLP4IJNPZBNB -JOL%BUB

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  50. 4BZPLP4IJNPZBNB -JOL%BUB
    ӴੜείΞɿ

    View Slide

  51. 4BZPLP4IJNPZBNB -JOL%BUB
    :FMQ͸ϢʔβʔʹΑΓ҆৺ɾ҆શΛಧ͚ΒΕΔ
    αʔϏεΛఏڙՄೳʹ
    ௚ۙͷอ݈Ӵੜ
    ݕࠪʹ͓͍ͯҧ൓
    ͕߲͋ͬͨ໨
    :FMQͰ͸Ӵੜ؅ཧͷධՁͱͯ͠ l)FBMUI4DPSFzΛදࣔ

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

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  54. 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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  55. Φʔϓϯσʔλͱ͸ʮσʔλͷҰൠ։์ʯ
    ྫʣମҭؗͷҰൠ։์
    lࢢຽͷͨΊʹ։์͢Δ
    lͩΕͰ΋ແྉͰࣗ༝ʹ࢖͑Δ
    lʮ঎ചਓ͓அΓʯͱ͔͸͠ͳ͍
    lͨͩ͠ɺ๏཯Ͱې͡ΒΕ͍ͯΔ͜ͱ͸
    ౰વڐՄ͞Εͳ͍
    4BZPLP4IJNPZBNB -JOL%BUB

    OPEN
    DATA

    View Slide

  56. Webʹެ։
    ͍ͯ͠Δσʔλ
    ≠ Φʔϓϯ
    σʔλ
    nߦ੓ػؔͷWebαΠτʹ
    ܝࡌ͞Ε͍ͯΔίϯςϯπ
    ͸ஶ࡞ݖͷର৅Ͱ͋Γɺ
    جຊతʹແஅͰෳ੡ɾస༻
    Ͱ͖ͳ͍
    nΦʔϓϯσʔλͱͯ͠ެ։
    ͢Δࡍ͸ɺࣗ༝ʹ࢖͑Δ
    σʔλͰ͋ΔࢫΛ໌ࣔ͢Δ
    ඞཁ͕͋Δ
    Sayoko Shimoyama, LinkData 2022-11-07 56
    ຊαΠτ্ͷ৘ใʹ͍ͭͯ͸ɺ
    ݪଇͱͯ͠ߕ෎ࢢ͕ஶ࡞ݖΛ
    ༗͍ͯ͠·͢ɻ
    ๏཯ͰೝΊΒΕͨ৔߹Λআ͖ɺ
    ແஅͰస༻ɾҾ༻͢Δ͜ͱΛ
    ې͡·͢ɻ

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  57. ৘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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  58. l0QFO#Z%FGBVMUz
    ೥ (ʮΦʔϓϯσʔλݑষʯʹΑΔࠃࡍతͳ߹ҙ
    ʮ੫ۚΛ࢖ͬͯ࡞ΒΕͨσʔλ͸શͯ
    ެڞࡒͱͯ͠ެ։͢Δ΂͖Ͱ͋Δʯ
    ͱ͍͏ߟ͑ํΛݪଇͱͯ͠࠾༻
    4":0,04)*.0:"." -*/,%"5"

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

    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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  61. ೥݄ɿ੓෎σʔλઓུʹ͓͍ͯ
    ʮ٤ۓʹऔΓ૊Ή͜ͱʯʹҐஔ෇͚ΒΕͨ
    4":0,04)*.0:"." -*/,%"5"

    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׆ಈʹ ར׆༻͞ΕΔΑ͏ɺΦʔϓϯσʔλͷऔ૊Λ
    ڧԽ͢Δඞཁ͕͋Δɻ

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  62. 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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  63. 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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  64. ͳͥ׭ຽڠಇ͕ඞཁͳͷ͔ʁ
    ͜Ε·Ͱ͸ߦ੓͕ެڞαʔϏεӡӦͷओମͩͬͨ
    4":0,04)*.0:"." -*/,%"5"
    ߦ੓ ॅຽ
    ੫ۚ
    ެڞαʔϏε

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

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

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

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  68. ࣄྫɿ೥೤ւࢢ౔࠭ࡂ֐ʹ͓͚Δʮ੝Γ౔ʯͷಛఆ
    ݚڀऀ΍ٕज़ऀʹΑΔ༗ࢤνʔϜ͕ΦʔϓϯσʔλΛ࢖ͬͯൃࡂޙ࣌ؒҎ಺ʹղੳ
    SAYOKO SHIMOYAMA, LINKDATA 68
    ग़యɿग़యɿ ʮ੩Ԭݝ͕໨ࢦ͢ʮ7*356"-4)*;60,"ߏ૝ʯͱ͸ʁʯਿຊ௚໵ࢯ

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  69. 2017೥͔Β
    ਐΊ͍ͯͨ
    VIRTUAL
    SHIZUOKA
    ߏ૝
    σʔλ΋೔ࠒͷඋ͕͑
    ͋ΔͱΠϯγσϯτ࣌
    ʹ΋׆͖Δ
    SAYOKO SHIMOYAMA, LINKDATA 69
    ग़యɿ ʮ੩Ԭݝ͕໨ࢦ͢ʮ7*356"-4)*;60,"ߏ૝ʯͱ͸ʁʯਿຊ௚໵ࢯ
    IUUQTJOGPUPLZPEJHJUBMUXJONFUSPUPLZPMHKQLFOUPVLBJ

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  70. 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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  71. 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
    行政では
    データもタテ割りで管理されがち
    Issue
    https://datashelf.jp/
    ׭ຽڠಇͷࣄྫᶄ
    ˞Լࢁͷॴଐ
    اۀͷࣄྫ

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  72. 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/
    ˞Լࢁͷॴଐ
    اۀͷࣄྫ
    ׭ຽڠಇͷࣄྫᶄ

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  73. 4BZPLP4IJNPZBNB -JOL%BUB

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  74. ;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

    ׭ຽڠಇͷࣄྫᶅ

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  75. ෼ࢄˠ౷߹ ࣄྫᶃɿ;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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  76. ۝୩মͷը૾
    Φʔϓϯσʔλ
    ʢೳඒࢢʣ
    ੴ઒ݝೳඒࢢͰ͸۝୩ম
    ͷը૾ΛΦʔϓϯσʔλ
    ͱͯ͠ެ։
    IUUQVMUSBBSUKQ T
    4BZPLP4IJNPZBNB -JOL%BUB

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  77. ۝୩ম
    Φʔϓϯσʔλ
    Λ࢖ͬͨࢴࡼ
    ੴ઒ݝೳඒࢢͰ͸۝୩মͷ
    ը૾͕Φʔϓϯσʔλͱͯ͠
    ެ։͞Ε͍ͯΔ
    اըɾൢചɿגࣜձࣾϤγλ
    σβΠϯϓϥϯχϯά
    ੡඼֓ཁɿ
    ௚ܘ18cm 6ຕೖΓ
    550ԁ(੫ࠐ)
    Sayoko Shimoyama, LinkData 2022-11-07 77
    ׭ຽڠಇͷࣄྫᶆ

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  78. ۝୩ম
    ΦʔϓϯσʔλΛ
    ࢖ͬͨॅ୐
    ஫จॅ୐ͷ૷০ʹར༻
    ʢ͓٬༷͕๬ΜͰར༻ʣ
    ݱࡏ4౩
    ը૾ɿCC BY 4.0 ʮγϏοΫςοΫί
    ϛϡχςΟͱγϏοΫςοΫϏδωε -
    CIVIC TECH FORUM 2018 ొஃࢿྉ -
    ʯ෱ౡ ݈Ұ࿠ࢯ
    2022-11-07 Sayoko Shimoyama, LinkData 78
    ׭ຽڠಇͷࣄྫᶆ

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  79. OpenPhotoɿ
    ࣸਅΦʔϓϯ
    σʔλͷڞ༗
    nࣸਅͷΦʔϓϯσʔλԽΛ
    αϙʔτ͢ΔϑΥτΫϥ΢υ
    αʔϏε
    n࣏ࣗମ͸1TB·Ͱແঈ
    nhttps://openphoto.jp/
    79
    Sayoko Shimoyama, LinkData
    2022-11-07

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  80. OpenPhoto: ຽؒاۀෳ਺͕ࣾதܧ͢ΔܗͰ
    ΤϯυϢʔβʹ৘ใΛಧ͚ΔϞσϧ
    n ೔ਐࢢͱඌுѴࢢ͕OpenPhotoʹެ։ͨ͠ެԂͷࣸਅΛΞΫτΠϯσΟגࣜձ͕ࣾ
    ʮࢠͲ΋ͱ͓Ͱ͔͚৘ใαΠτɿ͍͜ʔΑʯʹͯ׆༻
    80
    ඌுѴࢢ ඌுѴࢢ
    0QFO1IPUP
    ͍͜ʔΑ
    ʢΞΫτΠϯσΟʣ
    ೔ਐࢢ ೔ਐࢢ
    0QFO1IPUP
    2022-11-07 Sayoko Shimoyama, LinkData

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  81. ׭ຽڠಇͷਐΊํͷҧ͍
    แׅ࿈ܞڠఆܕ Φʔϓϯσʔλܕ
    ۚમతίετ େ খ
    ίϛϡχέʔγϣϯ
    ίετ
    େ খ
    ࣮૷εϐʔυ ஗͍ ଎͍
    ίϯτϩʔϧ ͋Δఔ౓ޮ͘ ޮ͔ͤͮΒ͍
    ࣋ଓੑ ߴ ௿
    4":0,04)*.0:"." -*/,%"5"
    ్தͰҠߦ͢Δέʔε΋

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  82. 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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  83. ͦ΋ͦ΋
    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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  84. ࣄྫɿ޿ใۀ຿ͷ%9
    ʢਆށࢢʣ
    nैདྷ͸ாථͰ޿ใࢴͷೖߘΛ؅ཧ͍ͯͨ͠
    nۀ຿ϑϩʔΛݟ௚͠ɺΠϕϯτ৘ใΛ8FCϑΥʔϜʹೖྗ͢Δ
    ͚ͩͰɺ"1*ʹม׵͞Εɺೖߘ·ͰͷϫʔΫϑϩʔʹࣗಈ࿈ܞ
    ͢Δܗʹมߋ
    nΠϕϯτ৘ใൃ৴αΠτʮ,0#&5PEBZʯΛ৽ઃ͠ɺ޿ใࢴʹ
    ܝࡌ͖͠Εͳ͔ͬͨΠϕϯτ৘ใ΋ݕࡧՄೳʹ
    nΠϕϯτ৘ใͷ"1*͸Φʔϓϯσʔλͱͯ͠ެ։
    4BZPLP4IJNPZBNB -JOL%BUB

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

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

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  86. ࣄྫɿࢢຽ͔Βͷۤ৘ͷܰݮʢࡸߐࢢʣ
    4BZPLP4IJNPZBNB -JOL%BUB
    ࡸߐࢢͷόε͸߱ઇʹ
    ΑΔ஗Ε౳͕͋Γࢢຽ
    ͔Βͷۤ৘΋ଟ͔ͬͨ
    ٸͳόεͷ஗ΕͳͲʹ
    ΋ରԠ͠΍͘͢ͳͬͨ
    ͨΊɺࢢຽ͔Βͷۤ৘
    ΍ࢢͷෛ୲͕ݮগͨ͠
    όεͷҐஔ৘ใΛ
    ΦʔϓϯσʔλԽɺ
    ϦΞϧλΠϜ഑৴
    ࢢຽ͕஍ਤ
    ΞϓϦΛ
    ࡞੒
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    ݱࡏ஍͕දࣔ͞ΕΔ
    $$#:੓෎$*0ϙʔλϧʮΦʔϓϯσʔλʯΑΓʮࡸߐόεϞχλʔʯ IUUQTDJPHPKQPQFOEBUB

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  87. 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

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  88. 561ࣄۀऀ
    ͕όε৘ใΛ
    Φʔϓϯσʔλ
    ͱͯ͠ඪ४ܗࣜ
    Ͱެ։த
    SAYOKO SHIMOYAMA, LINKDATA 88
    ग़యɿ (5'4+1ඪ४తͳόε৘ใ
    ϑΥʔϚοτ ೥݄ݱࡏ
    IUUQTXXXHUGTKQ

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

    View Slide

  90. ಁ໌ੑ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 Slide

  91. Φʔϓϯσʔλ͸
    ி಺ͰσʔλΛద੾ʹ؅ཧͰ͖ͯ
    ͍Δ͔Λࣔ͢໾ׂ΋͋Δ
    nͦ΋ͦ΋ி಺ͰσʔλΛ
    ͖ͪΜͱ؅ཧͰ͖͍ͯͳ͔ͬͨΒɺ
    ެ։͸Ͱ͖ͳ͍
    nʮσʔλ͸ެ։͕લఏʯͱ͍͏ܗͰ
    ӡ༻Λߦ͏͜ͱͰɺෆਖ਼ͷ཈ࢭྗ
    ʹ΋ͳΔ͜ͱ͕ظ଴Ͱ͖Δ
    4BZPLP4IJNPZBNB -JOL%BUB

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  92. ੓ࡦཱҊͷͨΊͷ
    σʔλ෼ੳϓϩηε
    4BZPLP4IJNPZBNB -JOL%BUB

    View Slide

  93. ແටੑ
    ਆ࿩͔Β
    ୤٫
    nෳࡶ͔ͭࠔ೉ͳࣾձ՝୊
    ʹద࣌త֬ʹରԠͰ͖Δ
    ߦ੓΁ͷస׵͕ඞཁ
    ग़యɿσδλϧி .ਪਐҕһձʢୈ
    ճʣ ྩ࿨೥݄೔
    IUUQTXXXEJHJUBMHPKQDPVODJMTBDC
    FDGBDCGDFEGE

    4BZPLP4IJNPZBNB -JOL%BUB

    View Slide

  94. ΞδϟΠϧܕ੓
    ࡦܗ੒ɾධՁʹ
    ͸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

    View Slide

  95. 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

  96. ෼ੳ՝୊ઃఆͷྫ
    େ͖͘෼͚ΔͱҎԼͷύλʔϯ
    "طଘࣄۀʹ͓͚Δ՝୊ͷݪҼͷݕ౼ͱରࡦ
    ྫɿݕ਍ͷड਍཰Λ૿Ճ͍ͤͨ͞
    ˠݕ਍ͷ࣮ࢪঢ়گ΍ର৅ऀʹ͍ͭͯԾઆΛݩʹ෼ੳΛߦ͍ɺͲͷΑ͏ʹΞϓϩʔ
    ν͢Δͷ͕༗ޮ͔ܭըΛཱ࣮ͯͯࢪ͠ɺޮՌ͕ग़Δ͔ϞχλϦϯά
    #৽نαʔϏεͷݕ౼ʹ͓͚ΔϑΥʔΧε͢Δ఺ͱޮՌͷઃఆ
    ྫɿΠϕϯτͷҊ಺ΛιʔγϟϧϝσΟΞͰ͓஌Βͤ͢ΔαʔϏε
    ˠͲͷΤϦΞͲͷଐੑͷਓʹͲͷΑ͏ͳ৘ใΛఏڙͨ͠Βྑ͍͔෼ੳ͠ɺ
    αʔϏεઃܭʹ൓ө
    4BZPLP4IJNPZBNB -JOL%BUB

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  97. ࣄྫɿ
    ࢢຽϞχλϦϯά
    σʔλΛ׆༻ͨ͠
    γΣΞαΠΫϧ
    ಋೖʢલڮࢢʣ
    nϨϯλαΠΫϧͷ૸ߦ
    σʔλͱΞϯέʔτௐࠪ
    ͷ෼ੳ݁Ռ͔Βɺར༻
    χʔζΛ೺Ѳ
    nϨϯλαΠΫϧͷճస཰
    ͱར༻ऀΛ૿Ճͤ͞Δ͜
    ͱʹ੒ޭ
    4BZPLP4IJNPZBNB -JOL%BUB

    ग़యɿ౷ܭσʔλར׆༻ηϯλʔ ྩ࿨ ೥౓ ౷ܭσʔλར׆༻ࣄྫू
    https://www.stat.go.jp/dstart/case/download.html

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  98. ࣄྫɿ
    ࢢຽϞχλϦϯά
    σʔλΛ׆༻ͨ͠
    γΣΞαΠΫϧ
    ಋೖʢલڮࢢʣ
    σʔλऩूɾ෼ੳ
    ࿈ܞڠఆΛ݁Μͩاۀ͔ΒిಈΞγετࣗసं୆ͷఏڙΛड͚ɺ
    ࢢຽϞχλϦϯάͰ૸ߦσʔλٴͼΞϯέʔτௐࠪͷ෼ੳΛ࣮ࢪɻ
    ՝୊
    γΣΞαΠΫϧγεςϜߏஙͷͨΊͷར༻ऀχʔζ͕೺ѲͰ͖͍ͯͳ͍ɻ
    ໨త
    Ӻલʹෳ਺ଘࡏ͢ΔطଘϨϯλαΠΫϧΛແਓ؅ཧͷγΣΞαΠΫϧ΁ͱҰຊԽ͢Δ
    ͜ͱͰɺར༻ऀͷརศੑ޲্ΛਤΓ͞ΒͳΔར༻૿ʹͭͳ͍͛ͨɻ
    4BZPLP4IJNPZBNB -JOL%BUB

    ग़యɿ౷ܭσʔλར׆༻ηϯλʔ
    ྩ࿨ ೥౓ ౷ܭσʔλར׆༻ࣄྫू
    https://www.stat.go.jp/dstart/case/download.
    html

    View Slide

  99. ࣄྫɿ
    ࢢຽϞχλϦϯά
    σʔλΛ׆༻ͨ͠
    γΣΞαΠΫϧ
    ಋೖʢલڮࢢʣ
    ෼ੳ݁ՌΛ౿·͑ͨࢪࡦͷ࣮ࢪ
    ೔ି͠Ͱ͸ͳ͘ɺ࣌ؒି͠Ͱ
    ͋ΔγΣΞαΠΫϧ͕χʔζʹ
    ଈ͓ͯ͠Γɺճ༡ੑ΍ճస਺Λ
    ଅਐ͢Δ໨త͔Β෼ͱ͍͏
    ୹࣌ؒͷ୯ҐΛઃఆ
    ໷ؒଳར༻ͷજࡏతͳχʔζ͕
    ͋Δ͜ͱ͔Βɺ
    ࣌ؒར༻Մೳʹมߋ
    ར༻ऀ͕ଟཱͪ͘دΔ৔ॴΛத৺
    ʹόεఀ͔ΒNݍ಺ʹ
    αΠΫϧϙʔτΛઃஔ
    ෼ੳ݁Ռ͔Β൑໌ͨ͠ར༻࣮ଶ
    ճ͋ͨΓͷ৐ं࣌ؒ͸
    ࣌ؒҎԼ͕൒਺Ҏ্ɻ
    طଘϨϯλαΠΫϧͷӦۀ࣌ؒ͸
    ࣌ʙ࣌Ͱ͕͋ͬͨɺϞχλʔ
    σʔλʹΑΔͱӦۀ࣌ؒ֎ͷར༻
    ͕ˋ͋ͬͨɻ
    ૸ߦσʔλ͔Βɺ
    ଟཱͪ͘دΒΕΔ৔ॴ͕ಛఆͰ͖
    ͨɻ
    4BZPLP4IJNPZBNB -JOL%BUB

    ग़యɿ౷ܭσʔλར׆༻ηϯλʔ
    ྩ࿨ ೥౓ ౷ܭσʔλར׆༻ࣄྫू
    https://www.stat.go.jp/dstart/case/download.
    html

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  100. ࣄྫɿ
    ࢢຽϞχλϦϯά
    σʔλΛ׆༻ͨ͠
    γΣΞαΠΫϧ
    ಋೖʢલڮࢢʣ
    ࢪࡦͷޮՌଌఆ
    ճస཰ɿ ʢطଘϨϯλαΠΫ
    ϧͷฏۉʣ͔Β ʢ৽γΣΞα
    ΠΫϧಋೖޙͷฏۉʣ΁্͕ͬͨɻ
    ར༻ऀ਺ɿطଘϨϯλαΠΫϧ
    ୆ʢલ೥౓݄ฏۉʣ͔Β
    ୆ʢ৽γΣΞαΠΫϧಋೖޙ
    ͷฏۉʣ΁ͱ໿ഒ૿ͱͳͬͨɻ
    4BZPLP4IJNPZBNB -JOL%BUB

    ग़యɿ౷ܭσʔλར׆༻ηϯλʔ
    ྩ࿨ ೥౓ ౷ܭσʔλར׆༻ࣄྫू
    https://www.stat.go.jp/dstart/case/download.
    html
    0.24
    0.42
    طଘϨϯλαΠΫϧ ৽γΣΞαΠΫϧ
    833.9
    1,650
    0
    500
    1000
    1500
    2000
    طଘϨϯλαΠΫϧ ৽γΣΞαΠΫϧ
    ར༻ऀ਺
    ճస཰

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  101. ࣄྫɿGISΛ
    ར༻ͨ͠෼ੳʹ
    جͮ͘੓ࡦཱҊ
    ʢձ௡एদࢢʣ
    ग़యɿCode for Japan Summit
    2021ʮ౦೔ຊେ਒ࡂΛ͖͔͚ͬʹ
    ஀ੜͨ͠ձ௡एদࢢ౷߹GISͷͦ
    ͷޙʯ
    https://summit2021.code4japan.org
    /programs/d5c764e598f4499291f2
    53f0cd166f12
    Sayoko Shimoyama, LinkData 2022-11-07 101

    View Slide

  102. ࣄྫɿGISΛ
    ར༻ͨ͠෼ੳʹ
    جͮ͘੓ࡦཱҊ
    ʢձ௡एদࢢʣ
    ग़యɿCode for Japan Summit
    2021ʮ౦೔ຊେ਒ࡂΛ͖͔͚ͬʹ
    ஀ੜͨ͠ձ௡एদࢢ౷߹GISͷͦ
    ͷޙʯ
    https://summit2021.code4japan.org
    /programs/d5c764e598f4499291f2
    53f0cd166f12
    Sayoko Shimoyama, LinkData 2022-11-07 102

    View Slide

  103. ࣄྫɿGISΛ
    ར༻ͨ͠෼ੳʹ
    جͮ͘੓ࡦཱҊ
    ʢձ௡एদࢢʣ
    ग़యɿCode for Japan Summit
    2021ʮ౦೔ຊେ਒ࡂΛ͖͔͚ͬʹ
    ஀ੜͨ͠ձ௡एদࢢ౷߹GISͷͦ
    ͷޙʯ
    https://summit2021.code4japan.org
    /programs/d5c764e598f4499291f2
    53f0cd166f12
    Sayoko Shimoyama, LinkData 2022-11-07 103

    View Slide

  104. ࣄྫɿGISΛ
    ར༻ͨ͠෼ੳʹ
    جͮ͘੓ࡦཱҊ
    ʢձ௡एদࢢʣ
    ग़యɿCode for Japan Summit
    2021ʮ౦೔ຊେ਒ࡂΛ͖͔͚ͬʹ
    ஀ੜͨ͠ձ௡एদࢢ౷߹GISͷͦ
    ͷޙʯ
    https://summit2021.code4japan.org
    /programs/d5c764e598f4499291f2
    53f0cd166f12
    Sayoko Shimoyama, LinkData 2022-11-07 104

    View Slide

  105. ࣄྫɿGISΛ
    ར༻ͨ͠෼ੳʹ
    جͮ͘੓ࡦཱҊ
    ʢձ௡एদࢢʣ
    ग़యɿCode for Japan Summit
    2021ʮ౦೔ຊେ਒ࡂΛ͖͔͚ͬʹ
    ஀ੜͨ͠ձ௡एদࢢ౷߹GISͷͦ
    ͷޙʯ
    https://summit2021.code4japan.org
    /programs/d5c764e598f4499291f2
    53f0cd166f12
    Sayoko Shimoyama, LinkData 2022-11-07 105

    View Slide

  106. σʔλ෼ੳʹΑΔ੓ࡦ൓өͷྲྀΕͱ
    ۩ମతͳखॱʢTUFQʣ
    ԾઆΛ
    ཱͯΔ
    σʔλΛ
    ूΊΔ
    ෼ੳ
    ධՁ
    ੓ࡦཱҊ
    ࢦඪ࡞੒
    ՝୊
    4BZPLP4IJNPZBNB -JOL%BUB
    ᶃԾઆઃఆɾ
    ݱঢ়෼ੳ
    ᶄର৅
    σʔλ
    ֬ೝ
    ᶅ෼ੳ
    ख๏ݕ౼
    ᶆσʔλ
    ෼ੳ
    ᶇ෼ੳ
    ݁Ռͷ
    ධՁ

    ࢪࡦݕ౼

    ޮՌࢦඪ
    ઃఆ
    TUFQ

    View Slide

  107. ᶃԾઆઃఆɾ
    ݱঢ়෼ੳ
    ᶄର৅
    σʔλ
    ֬ೝ
    ᶅ෼ੳ
    ख๏ݕ౼
    ᶆσʔλ
    ෼ੳ
    ᶇ෼ੳ
    ݁Ռͷ
    ධՁ

    ࢪࡦݕ౼

    ޮՌࢦඪ
    ઃఆ
    σʔλར׆༻ϓϩηεͷ
    ࣮ࡍͷۀ຿ʹ͓͚Δ෼୲ͷߟ͑ํ
    ி಺Ͱ
    ෼ੳ
    ֎෦Ͱ
    ෼ੳ
    ߴ౓ͳ౷ܭॲཧ΍
    "*Λ࢖ͬͨ෼ੳ౳
    ி಺ͷ෼ੳ׭΍
    γεςϜ෦໳ɺ
    (*4୲౰ʹґཔ
    n Ծઆ͸୲౰ ՝
    ͕ߟ͑Δ
    n ՝୊ʹ͍ͭͯɺͲͷσʔλΛ
    ࢖ͬͯɺͲ͏දݱ͢Δ͔ͱ͍͏
    ࢓༷ΛܾΊ͓ͯ͘
    ൃ஫࣌ʹ
    ࢓༷Λ౉͢
    ґཔ࣌ʹ
    ࢓༷Λ౉͢
    ߴ౓ͳ෼ੳʹରԠ͢Δʹ͸ɺ
    ۀ຿஌ࣝΛ͍࣋ͬͯΔਓͱ
    σʔλ෼ੳεΩϧΛ࣋ͬͨਓ
    ͷ࿈ܞ͕ॏཁ
    ୲౰
    ி಺৬һ
    ֎෦ਓࡐ
    4BZPLP4IJNPZBNB -JOL%BUB
    ୯७ͳ΋ͷ͸
    ࣗ෼Ͱ෼ੳ
    ແ͍σʔλ͸
    ࠓޙͲ͏͢Δͷ͔ݕ౼
    ෼ੳ݁Ռͱ
    ӨڹൣғΛ֬ೝ
    ࢪࡦͷબ୒
    ޮՌࢦඪ

    View Slide

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

    View Slide

  109. ੓ࡦ͸վળ͢ΔલఏͰઃܭ͢Δ
    1MBO
    ܭը
    %P
    ࣮ߦ
    $IFDL
    ධՁ
    "DUJPO
    վળ
    4BZPLP4IJNPZBNB -JOL%BUB
    1MBOɿܭըΛ͍͘Β
    ஸೡʹߦ͍ɺ %Pɿ࣮ߦ
    ͔ͨ͠Βͱ͍ͬͯ
    ׬ᘳͳ੓ࡦͱ͍͏ͷ͸
    ͋Γಘͳ͍
    $IFDLɿධՁ͸໨ඪ͕
    ୡ੒Ͱ͖ͨͰ͖ͳ͍
    ΛܾΊΔͨΊͷ΋ͷͰ
    ͸ͳ͘ɺվળͷ͖͔ͬ
    ͚ʹ͢Δ΋ͷ
    "DUJPOɿվળͷ
    ػձ͸ଟ͚Ε͹
    ଟ͍΄Ͳྑ͍

    View Slide

  110. ʮΞ΢τϓοτʯͱʮΞ΢τΧϜʯͷ
    ྆ํͰϞχλϦϯά͢Δ
    Πϯϓοτ
    ʢ౤ࢿʣ
    Ξ΢τϓοτ
    ʢ׆ಈࢦඪʣ
    Ξ΢τΧϜ
    ʢ੒Ռࢦඪʣ
    4BZPLP4IJNPZBNB -JOL%BUB
    ౤ࢿɿͲͷ͘Β͍
    ਓɾϞϊɾΧωΛ
    ࢖͔ͬͨ
    ࣄۀ࣮ࢪɿࣄۀ͕
    ద੾ʹ࣮ࢪͰ͖ͯ
    ͍Δ͔ΛଌΔ
    ੒ՌɿࣄۀΛ࣮ࢪ
    ͨ݁͠Ռɺ੒Ռ͕
    ڍ͕͔ͬͨΛଌΔ
    ྫʣݟकΓୂ݁੒
    ʢਓ਺ɾ༧ࢉʣ
    ύτϩʔϧ८ճ
    ݅਺
    ൜ࡑൃੜ݅਺
    ʢ͕ݮগ͔ͨ͠ʣ

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

    View Slide

  112. 4BZPLP4IJNPZBNB -JOL%BUB
    ϙΠϯτɿ
    ఆੑతޮՌ͸
    ఆྔతޮՌʹ
    ෼ղͯ͠
    ࢦඪԽ͢Δ
    ྫɿॅΈΑ͞ϥϯΩϯά
    ʢ౦༸ܦࡁʣ

    View Slide

  113. 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
    %
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    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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  114. ٬؍తͳࢦඪʹ
    ͳ͍ͬͯͳ͍͜
    ͱͰ໰୊ʹͳͬ
    ͨέʔε
    IUUQTXXXBTBIJDPNBSUJDMFT
    "41#(1#(65/#:IUNM
    4BZPLP4IJNPZBNB -JOL%BUB

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  115. ౎ಓ෎ݝັྗ౓
    ϥϯΩϯάͷ
    σʔλ͸ݕূෆՄೳ
    ʮັྗ౓ʯͱ͸ɺ஍Ҭͷ
    ϒϥϯυྗɺ͢ͳΘͪ஍Ҭͷັ
    ྗΛ਺஋Խ͢Δࢦඪɻ
    ʮҎԼͷ࣏ࣗମʹ͍ͭͯɺͲͷ
    ఔ౓ັྗΛײ͡·͔͢ʁʯͱ͍
    ͏໰͍ʹରͯ͠ɺʮͱͯ΋ັྗ
    తʯΛ఺ɺʮ΍΍ັྗతʯ
    Λ఺ɺʮͲͪΒͰ΋ͳ͍ʯɺ
    ʮ͋·ΓັྗΛײ͡ͳ͍ʯɺ
    ʮશ͘ັྗతͰͳ͍ʯΛ఺ͱ͠
    ͯɺͦΕΒͷճ౴Λ࣏ࣗମ͝ͱ
    ʹूܭʢ఺਺ʣͱͯ͠ࢉग़ͨ͠ɻ
    ग़యɿIUUQTOFXTUJJLJKQBSUJDMFT
    4BZPLP4IJNPZBNB -JOL%BUB

    View Slide

  116. σʔλ͕ެ։͞Ε͍ͯΔ͜ͱͰ
    ୭Ͱ΋ݕূՄೳʹͳΔ
    4BZPLP4IJNPZBNB -JOL%BUB
    σʔλΛެ։͢Δͱ
    վ᜵͞ΕͨΓѱ༻͞ΕΔ
    ڪΕ͕͋ΔͷͰ͸ʁ
    ü΋͠ར༻ͨ͠ਓ͕਺஋౳Λ
    վ᜵͍ͯͯ͠΋ɺ
    Ұ࣍৘ใͱͯ͠ݩͷσʔλ
    ͕ެ։͞Ε͍ͯΔ͜ͱͰɺ
    ୈࡾऀ͕ݕূͯ͠վ᜵΍
    ؒҧ͍ΛಛఆՄೳʹͳΔ
    üݩσʔλ͕ެ։͞Ε͍ͯͳ
    ͍ͱݕূͰ͖ͳ͍

    View Slide

  117. σδλϧాԂ
    ౎ࢢࠃՈߏ૝ͷ
    ࣮ݱʹ޲͚ͨ
    LWCࢦඪ
    Ұൠࣾஂ๏ਓεϚʔτγςΟɾ
    ΠϯεςΟςϡʔτ
    ʮLiveable Well-Being City ࢦඪ
    ͝঺հͱ׆༻ʹ͍ͭͯʯ
    https://www.sci-
    japan.or.jp/LWCI/index.html
    Sayoko Shimoyama, LinkData 2022-11-07 117

    View Slide

  118. 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)
    118 2022-11-07 SAYOKO SHIMOYAMA, LINKDATA

    View Slide

  119. 2022-11-07 Sayoko Shimoyama, LinkData 119
    Ұൠࣾஂ๏ਓεϚʔτγςΟɾΠϯεςΟςϡʔτʮLiveable Well-Being City ࢦඪ ͝঺հͱ׆༻ʹ͍ͭͯʯ
    https://www.sci-japan.or.jp/LWCI/index.html

    View Slide

  120. 2022-11-07 Sayoko Shimoyama, LinkData 120
    Ұൠࣾஂ๏ਓεϚʔτγςΟɾΠϯεςΟςϡʔτʮLiveable Well-Being City ࢦඪ ͝঺հͱ׆༻ʹ͍ͭͯʯ
    https://www.sci-japan.or.jp/LWCI/index.html

    View Slide

  121. 2022-11-07 Sayoko Shimoyama, LinkData 121
    Ұൠࣾஂ๏ਓεϚʔτγςΟɾΠϯεςΟςϡʔτʮLiveable Well-Being City ࢦඪ ͝঺հͱ׆༻ʹ͍ͭͯʯ
    https://www.sci-japan.or.jp/LWCI/index.html

    View Slide

  122. 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 2022-11-07 122

    View Slide

  123. ி಺Ͱ΋ຽؒͰ΋
    ׆༻͠΍͍͢
    σʔλ࡞ΓͷϙΠϯτ
    4BZPLP4IJNPZBNB -JOL%BUB

    View Slide

  124. 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
    4":0,04)*.0:"." -*/,%"5"
    ࢴ ࢴΛεΩϟϯ͚ͨͩ͠ͷ
    ը૾σʔλ
    &YDFM΍DTWͳͲදܗࣜͷσʔλ
    ྫʣ౷ܭσʔλͷ৔߹

    View Slide

  125. ओཁͳදܗࣜσʔλͷछྨ
    &YDFMܗࣜ
    ϑΝΠϧ֦ுࢠɿYMT YMTY
    n.JDSPTPGU͕։ൃ͍ͯ͠Δදܭࢉιϑτ
    .JDSPTPGU&YDFMͰ࠾༻͞Ε͍ͯΔ
    ϑΝΠϧܗࣜ
    n.JDSPTPGU&YDFMͷଞɺ͜ͷܗࣜΛαϙʔτ͠
    ͍ͯΔ͍͔ͭ͘ͷΞϓϦέʔγϣϯͰ։͘͜ͱ
    ͕Ͱ͖Δ
    ྫʣ(PPHMFεϓϨουγʔτɺ/VNCFST౳
    DTWܗࣜ
    ϑΝΠϧ֦ுࢠɿDTW
    nl$PNNB4FQBSBUFE7BMVFTzͷུ
    nΧϯϚ l z۠੾ΓͷςΩετϑΝΠϧ
    nྨࣅͷܗࣜʹλϒ۠੾ΓͷςΩετϑΝΠϧ
    ʢUTWʣ͕͋Δ
    nl$IBSBDUFS4FQBSBUFE7BMVFTzͱͯ͠ɺ
    ༷ʑͳ۠੾ΓจࣈͷςΩετϑΝΠϧΛ૯শ͠
    ͯDTWͱݺ͹ΕΔ͜ͱ΋͋Δ
    nϓϥοτϑΥʔϜඇґଘʢಛఆͷΞϓϦέʔ
    γϣϯΛඞཁͱ͠ͳ͍ʣ
    4":0,04)*.0:"." -*/,%"5"

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  126. ೥݄೔
    ౷ܭදʹ͓͚Δ
    ػց൑ಡՄೳͳ
    σʔλͷදهํ๏
    ʢϧʔϧ੔උʣ
    2022-11-07 SAYOKO SHIMOYAMA, LINKDATA 126
    ֤෎লʹ͓͍ͯ΋σʔλ
    ͷػց൑ಡੑ޲্ͷରԠ
    ͕ਐΊΒΕ͍ͯΔ

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  127. 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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  128. දهϧʔϧͷྫᶃ
    ηϧσʔλͱ͢Δ
    4BZPLP4IJNPZBNB -JOL%BUB

    View Slide

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

    View Slide

  131. දهϧʔϧͷྫᶆ
    ΦϒδΣΫτΛ࢖༻ͤͣɺ֤ηϧʹ஋ΛೖΕΔ
    ΦϒδΣΫτ͸ػց൑ผʹద͞ͳ͍ͨΊɺηϧʹ஋ΛೖΕΔඞཁ͕͋Δ
    4BZPLP4IJNPZBNB -JOL%BUB

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  132. දهϧʔϧͷྫᶇ
    γʔτ಺ʹσʔλΛ෼அͯ͠഑ஔ͠ͳ͍
    ҹ࡮༻ͷϨΠΞ΢
    τʹ߹Θͤͯ
    σʔλ͕ંΓฦ͞
    ΕͨΓ͍ͯ͠Δͱɺ
    σʔλͱͯ͠࢖͍
    ͍ͨ࣌ʹ౎౓Ճ޻
    ͕ඞཁʹͳΔ
    4BZPLP4IJNPZBNB -JOL%BUB

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  133. 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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  134. ࿈ܞ͠΍͍͢
    σʔλ࡞Γͷ
    ͨΊͷϧʔϧ
    ੓෎૬ޓӡ༻ੑϑϨʔϜ
    ϫʔΫʢ(*'ʣ
    nσʔλͷར׆༻ɺ࿈ܞ͕ε
    Ϝʔεʹߦ͑ΔࣾձΛ࣮ݱ͢
    ΔͨΊʹσδλϧிͰ੔උ͞
    Εٕͨज़ମܥʢ2022೥4݄ެ
    දʣ
    nଞ૊৫΍ଞ෼໺ͷσʔλͱ
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  140. σʔλ
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  143. Ұൠࣾஂ๏ਓϦϯΫσʔλ
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