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島根県オープンデータ研修

 島根県オープンデータ研修

島根県で実施したオープンデータ研修の資料です。

Sayoko Shimoyama

March 04, 2022
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  1. ౡࠜݝΦʔϓϯσʔλݚम
    σʔλͷྗΛ
    ۀ຿ͷຯํʹʂ
    Լࢁ ࣿ୅ࢠ
    Ұࣾ
    ϦϯΫσʔλ
    ୅දཧࣄ
    σδλϧி
    σʔλεϖγϟϦετ
    ೥݄೔ ۚ

    photo: ౡࠜݝ ඿ాϚϦϯେڮ, ©mkt, CC BY 4.0

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  2. Enterprise
    Public
    Sector
    Civic
    Tech
    2
    2022-03-04 Sayoko Shimoyama, LinkData

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  3. ຊݚमͷ໨ඪ
    nߦ੓ʹ͓͍ͯ
    σʔλ׆༻͕ٻΊ
    ΒΕ͍ͯΔ࣌୅
    nσʔλ͸͏·͘
    ࢖͑͹ۀ຿ͷڧྗ
    ͳຯํʹͳΔ
    2022-03-04 Sayoko Shimoyama, LinkData 3
    1. σʔλΛ࢖ͬͨํ͕ྑ͍ཧ༝Λཧղ͢Δ
    2. σʔλΛ࢖ͬͯ֎ͷਓͷྗΛ͏·͘आΓ
    Δํ๏Λཧղ͢Δ
    3. σʔλͷՁ஋͸ར༻ऀʹΑͬͯҾ͖ग़͞
    ΕΔ΋ͷͰ͋Δ͜ͱΛཧղ͢Δ
    4. σʔλΛ࢖͍΍͍͢ঢ়ଶʹ͓ͯͨ͘͠Ί
    ͷϙΠϯτΛཧղ͢Δ

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  4. ໨࣍
    1. ͳͥɺߦ੓ʹ͓͍ͯσʔλΛ࢖͏ඞཁ͕͋Δͷ͔
    2. ެڞσʔλͷڞ༗͕΋ͨΒࣾ͢ձతΠϯύΫτ
    3. ΦʔϓϯσʔλΛ࢖ͬͨϏδωεࣄྫ
    4. ி಺Ͱ΋֎෦Ͱ΋׆༻͠΍͍͢σʔλ࡞ΓͷϙΠϯτ
    2022-03-04 Sayoko Shimoyama, LinkData 4

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

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  6. ߦ੓ʹ͓͍ͯ
    σʔλΛ࢖͏
    ۀ຿ͱ͸ʁ nσδλϧલఏͷ࣌୅ɺ৘ใ͸શͯσʔλͱͯ͠ѻΘΕΔ
    n͜ͷઌσʔλͱແԑͰ͍ΒΕΔ՝͸ແ͍
    nσʔλ = ৘γε෦໳ʹ೚ͤΕ͹ྑ͍ͱ͍͏Θ͚Ͱ͸ͳ͍
    2022-03-04 Sayoko Shimoyama, LinkData 6
    ౴͑ɿશͯͷ՝ͷۀ຿
    ౷ܭ
    ICT
    ࡒ੓
    ੫຿
    etc…

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  7. σδλϧԽࡾݪଇ
    σδλϧٕज़Λ׆༻ͨ͠ߦ੓ͷਪਐͷجຊݪଇ
    ᶃσδλϧ
    ϑΝʔετ
    w σδλϧٕज़Λపఈ
    తʹ׆༻͠ɺσδλ
    ϧॲཧΛલఏͱͨ͠
    αʔϏεઃܭΛߦ͏
    ᶄϫϯεΦϯϦʔ
    w Ұ౓ఏग़ͨ͠৘ใ͸ɺ
    ೋ౓ఏग़͢Δ͜ͱΛ
    ෆཁͱ͢Δ
    ᶅίωΫςουɾ
    ϫϯετοϓ
    w ຽؒαʔϏεΛؚΊɺ
    ෳ਺ͷखଓɾαʔϏ
    εΛϫϯετοϓͰ
    ࣮ݱ͢Δ
    7
    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
    2022-03-04 Sayoko Shimoyama, LinkData

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  8. σδλϧॲཧΛ͢ΔͨΊʹ͸ɺ
    ৘ใΛίϯϐϡʔλ͕ॲཧͰ͖Δ
    σʔλͱͯ͠ѻ͏ඞཁ͕͋Δ
    2022-03-04 SAYOKO SHIMOYAMA, LINKDATA 8

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

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  10. 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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  11. ৘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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  12. 2022-03-04
    σʔλ͸ɺ৘ใΛܗࣜԽͨ͠΋ͷ
    σʔλ ৘ใ
    ࠶౓৘ใͱͯ͠ղऍͰ͖Δ΋ͷ
    Sayoko Shimoyama, LinkData 12

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  13. ͜Ε͔Βͷ
    ߦ੓৬һʹ͸
    σʔλΛѻ͏
    εΩϧ͕ඞཁ
    nσδλϧલఏͷ࣌୅ʹ͓͍ͯɺ
    ߦ੓αʔϏεͷ޲্ͱۀ຿ޮ཰ԽΛ
    ਐΊΔͨΊʹ͸৘ใΛʮσʔλʯͱͯ͠
    ѻ͑Δඞཁ͕͋Δ
    nσʔλΛͨͩ఻ୡ͢ΔͨΊ͚ͩʹ
    ࢖͏ͷͰ͸ͳ͘ɺ৽ͨͳ৘ใΛ
    Ҿ͖ग़ͨ͢Ίʹ࢖͏
    σʔλ෼ੳ
    2022-03-04 Sayoko Shimoyama, LinkData 13

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  14. 2022-03-04
    ਺ࣈ
    40
    Sayoko Shimoyama, LinkData 14

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  15. 2022-03-04
    ৘ใ
    ౡࠜݝிͰ
    2021೥1݄23೔ʹ։࠵͞Εͨ
    σʔλ෼ੳϫʔΫγϣοϓͷ
    ࢀՃొ࿥ऀ਺͸
    ਓͰ͢ɻ
    Sayoko Shimoyama, LinkData 15

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  16. 2022-03-04
    σʔλ
    ϫʔΫγϣοϓ
    ։࠵೔
    ϫʔΫγϣοϓ
    ։࠵৔ॴ
    ࢀՃొ࿥ऀ

    ౡࠜݝி
    Sayoko Shimoyama, LinkData 16

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  17. ৘ใ⇄σʔλ
    ૒ํ޲ʹม׵Մೳ
    2022-03-04 Sayoko Shimoyama, LinkData 17
    ϫʔΫγϣοϓ
    ։࠵೔
    ϫʔΫγϣοϓ
    ։࠵৔ॴ
    ࢀՃొ࿥
    ऀ਺
    ౡࠜݝி
    ౡࠜݝிͰ
    2021೥1݄23೔ʹ։࠵͞Εͨ
    σʔλ෼ੳϫʔΫγϣοϓͷ
    ࢀՃొ࿥ऀ਺͸
    ਓͰ͢ɻ

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  18. σʔλԽ͢Δ͜ͱͰ
    ଞͷσʔλͱ૊Έ߹ΘͤΒΕΔ
    2022-03-04
    ৽͍͠ʮ৘ใʯ͕
    औΓग़ͤΔ
    Sayoko Shimoyama, LinkData 18
    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࿥ऀ਺
    2021-01-23
    2021-02-06
    2021-02-25

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  19. σʔλ෼ੳ
    = σʔλ͔Β৘ใΛҾ͖ग़͢͜ͱ
    2022-03-04 Sayoko Shimoyama, LinkData 19
    Ωϟϯηϧ཰



    30
    35
    40
    24
    29
    34
    0 5 10 15 20 25 30 35 40 45
    ϫʔΫγϣοϓผ ࢀՃऀ਺ͷൺֱ
    ౰೔ࢀՃऀ਺ ࢀՃొ࿥ऀ਺
    2021-01-23
    2021-02-06
    2021-02-25

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  20. 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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  21. DIKWϞσϧʹ౰ͯ͸Ίͨྫ
    8JTEPN
    ʢ஌ܙʣ
    ,OPXMFEHF
    ʢ஌ࣝʣ
    *OGPSNBUJPO
    ʢ৘ใʣ
    %BUB
    ʢσʔλʣ
    2022-03-04 Sayoko Shimoyama, LinkData 21
    Ձ஋
    աڈ
    ະདྷ
    ֤ϫʔΫγϣοϓͷ
    ొ࿥ऀ਺ͱ౰೔ࢀՃऀ਺
    ֤ϫʔΫγϣοϓͷ
    Ωϟϯηϧ཰
    ϫʔΫγϣοϓͷΩϟϯηϧ཰
    ͸େମຖճʙ͘Β͍
    ࣍ճ͔Βఆһʙ͘Β͍
    ଟΊʹਃࠐΛड͚෇͚ͯ΋
    େৎ෉ͦ͏

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  22. ஫ҙɿʮ஌ܙʯ͸߃ٱతͳ΋ͷͰ͸ͳ͍
    nݱ஍ͰΠϕϯτΛߦͳ͍ͬͯͨ࣌ͱΦϯϥΠϯΠϕϯτͰ͸Ωϟϯηϧ
    ཰͸มΘΔͷͰ͸ʁ
    nࢀՃऀ૚͕શવҧ͏Πϕϯτͷ৔߹͸ʁ
    มԽʹରԠͯ͠ʮ஌ܙʯΛΞοϓσʔτ͢ΔͨΊʹ͸ɺ
    DIKWΛߦͬͨΓདྷͨΓ͢Δඞཁ͕͋Δ
    2022-03-04 Sayoko Shimoyama, LinkData 22

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  23. ߦ੓ͷ
    ແටੑ
    ͔Β୤٫
    n༧ଌෆՄೳͳมԽ΍՝୊
    ʹεϐʔσΟʔʹରԠ
    Ͱ͖Δߦ੓͕ඞཁ
    ग़యɿ಺ֳ׭๪ߦ੓վֵਪਐຊ෦ɿΞδϟ
    Πϧܕ੓ࡦܗ੒ɾධՁͷࡏΓํʹؔ͢Δ
    ϫʔΩϯάάϧʔϓʢୈ̍ճʣʢ೥
    ݄೔ʣ
    IUUQTXXXLBOUFJHPKQKQTJOHJHTLBJ
    HJBHJMF@TFJTBLV@XHEBJHJKJTJEBJIUNM

    4BZPLP4IJNPZBNB -JOL%BUB

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  24. ΞδϟΠϧܕ
    ੓ࡦܗ੒ɾධՁ
    ʹ͸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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  25. ެڞσʔλͷ
    ڞ༗͕΋ͨΒ͢
    ࣾձతΠϯύΫτ
    4BZPLP4IJNPZBNB -JOL%BUB

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  26. 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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  27. 4BZPLP4IJNPZBNB -JOL%BUB
    ӴੜείΞɿ

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  28. 4BZPLP4IJNPZBNB -JOL%BUB
    :FMQ͸ϢʔβʔʹΑΓ҆৺ɾ҆શΛಧ͚ΒΕΔ
    αʔϏεΛఏڙՄೳʹ
    ௚ۙͷอ݈Ӵੜ
    ݕࠪʹ͓͍ͯҧ൓
    ͕߲͋ͬͨ໨
    :FMQͰ͸Ӵੜ؅ཧͷධՁͱͯ͠ l)FBMUI4DPSFzΛදࣔ

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  29. 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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  30. 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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  31. 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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  32. ৘ใެ։੍౓
    ͱΦʔϓϯ
    σʔλ͸ผ෺
    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
    ࠃຽࢀ
    Ճɾ׭ຽڠಇͷਪਐΛ௨ͨ͡ॾ՝୊ͷղܾɺܦ
    ࡁͷ׆ੑԽɺ
    ߦ੓ͷߴ౓Խɾޮ཰Խɺ

    ໌ੑɾ৴པੑͷ޲্ΛਤΔɻ
    ߦ੓ͷಁ໌ԽΛਤΔͨΊʹ৚ྫʹج͍ͮͯॅຽ͔Β
    ͷެ։੥ٻͷखଓ͖ʹΑΓɺߦ੓จॻͷࣸ͠Λ੥ٻ
    ऀʹఏڙ͢Δɻ
    ର৅ ஍ํެڞஂମ͕อ༗͢Δೋ࣍ར༻͕ೝΊΒΕΔ
    ৘ใʢσʔλʣ
    ʢ֤஍ํެڞஂମͷ৘ใެ։৚ྫʹجͮ͘ඇ։ࣔ৘
    ใΛআ͘ʣߦ੓จॻ
    ೋ࣍
    ར༻
    $$ϥΠηϯεͳͲΛ࠾༻͓ͯ͠Γɺ঎༻ར༻Λ
    ؚΊೋ࣍ར༻Մೳɻ
    ஍ํެڞஂମʹΑΓѻ͍͕ҟͳΔʢ঎༻ར༻ΛؚΊ
    ೋ࣍ར༻ʹ੍ݶΛઃ͚͍ͯΔ৔߹͕͋Δʣɻ
    ഔମ $47΍&YDFMͳͲػց൑ಡՄೳͳσʔλͰఏڙ
    ͞ΕΔɻ
    "1*Λར༻͢Δ͜ͱͰࣗಈΞΫηεʢΞϓϦ౳
    ͔Βͷ௚઀ΞΫηεʣʹରԠ͍ͯ͠Δ৔߹΋͋
    Δɻ
    ௨ৗ͸ߦ੓จॻͷ͕ࣸ͠௨ৗ͸ࢴഔମͰఏڙ͞ΕΔ
    ͕ɺΦϯϥΠϯ΍$%30.౳ʹΑΓిࢠσʔλͰఏ
    ڙ͞ΕΔ৔߹΋͋Δɻ
    ిࢠσʔλͷ৔߹Ͱ͋ͬͯ΋ɺσʔλܗࣜ͸จॻઐ
    ༻ιϑτͰ࡞੒͞Εͨ··ͷ΋ͷ͕ଟ͘ɺҰൠతʹ
    ػց൑ಡੑ͸௿͍ɻ
    ࣌ؒ ϗʔϜϖʔδ΍ϙʔλϧαΠτ͔Βμ΢ϯϩʔ
    υ͢ΔͨΊɺ΄ͱΜͲ͕͔͔࣌ؒΒͳ͍ɻ
    ։ܾࣔఆ͸։ࣔ੥ٻ͔ΒҰఆظؒʢ೔ͳͲʣΛཁ
    ͢ΔͨΊɺ৘ใͷೖखʹ࣌ؒΛཁ͢Δɻ
    අ༻ ར༻ऀͷෛ୲ͳ͠ɻ ίϐʔ୅౳ͷ࣮අʹ͍ͭͯ͸ਃ੥ऀ͕ෛ୲͢Δ஍ํ
    ެڞஂମ͕ଟ͘ɺίϐʔ౳Λ൐Θͳ͍ӾཡͷΈͰ
    ͋ͬͯ΋අ༻Λ௃ऩ͢Δ஍ํެڞஂମ΋͋Δɻ
    खଓ
    ͖
    ϗʔϜϖʔδ΍ϙʔλϧαΠτͳͲΠϯλʔ
    ωοτ্ʹެ։͞Ε͍ͯΔͨΊɺखଓ͖͸ෆཁɻ
    Ͳ͔͜ΒͰ΋ɺ୭Ͱ΋ࣗ༝ʹར༻͢Δ͜ͱ͕Մ
    ೳɻ
    ։ࣔͷ੥ٻͷ΄͔ɺ։ࣔͷํ๏΍৚ྫͰఆΊΒΕͯ
    ͍Δࣄ߲Λਃ͠ग़ΔͳͲͷखଓ͖͕ඞཁɻҰ෦ͷ஍
    ํެڞஂମͰ͸ɺ֘౰஍Ҭͷॅຽ౳ʹਃ੥Λݶఆ͠
    ͍ͯΔͱ͜Ζ͕͋Δɻ

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  33. l0QFO#Z%FGBVMUz
    ೥ (ʮΦʔϓϯσʔλݑষʯʹΑΔࠃࡍతͳ߹ҙ
    ʮ੫ۚΛ࢖ͬͯ࡞ΒΕͨσʔλ͸શͯ
    ެڞࡒͱͯ͠ެ։͢Δ΂͖Ͱ͋Δʯ
    ͱ͍͏ߟ͑ํΛݪଇͱͯ͠࠾༻
    2022-03-04 4":0,04)*.0:"." -*/,%"5"

    View Slide

  34. “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"

    View Slide

  35. ೥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

    View Slide

  36. ೥݄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

    View Slide

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

    View Slide

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

    View Slide

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

    View Slide

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

    View Slide

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

    View Slide

  42. 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

    View Slide

  43. ࣄྫɿ೥೤ւࢢ౔࠭ࡂ֐ʹ͓͚Δʮ੝Γ౔ʯͷಛఆ
    ݚڀऀ΍ٕज़ऀʹΑΔ༗ࢤνʔϜ͕ΦʔϓϯσʔλΛ࢖ͬͯൃࡂޙ࣌ؒҎ಺ʹղੳ
    2022-03-04 SAYOKO SHIMOYAMA, LINKDATA 43
    ग़యɿग़యɿ ʮ੩Ԭݝ͕໨ࢦ͢ʮ7*356"-4)*;60,"ߏ૝ʯͱ͸ʁʯਿຊ௚໵ࢯ

    View Slide

  44. 2017೥͔Β
    ਐΊ͍ͯͨ
    VIRTUAL
    SHIZUOKA
    ߏ૝
    σʔλ΋೔ࠒͷඋ͕͑
    ͋ΔͱΠϯγσϯτ࣌
    ʹ΋׆͖Δ
    2022-03-04 SAYOKO SHIMOYAMA, LINKDATA 44
    ग़యɿ ʮ੩Ԭݝ͕໨ࢦ͢ʮ7*356"-4)*;60,"ߏ૝ʯͱ͸ʁʯਿຊ௚໵ࢯ
    IUUQTJOGPUPLZPEJHJUBMUXJONFUSPUPLZPMHKQLFOUPVLBJ

    View Slide

  45. 4":0,04)*.0:"." -*/,%"5"
    σʔλΛΦʔϓϯʹ͍ͯͨ͜͠ͱͰɺ
    ݝி૊৫͚ͩͰ͸ରԠ͕ݶΒΕ͍ͯ
    ͨͱ͜Ζɺ৭Μͳਓ͕৭ΜͳղੳΛ
    ͯ͠Լͬͨ͞ɻ
    ࣌୅͕มΘͬͨͳͱࢥ͍·͢ɻ
    ʢ೉೾෭஌ࣄ ೥݄೔ձݟʣ
    ग़యɿIUUQTXXXZPVUVCFDPNXBUDI W.:P92XV.YQL

    View Slide

  46. ౦ژ౎৽ܕίϩφ
    ΢Πϧεײછ঱
    ରࡦαΠτ
    IUUQTTUPQDPWJENFUS
    PUPLZPMHKQ
    ׭ຽڠಇͷࣄྫᶄ

    l ౦ژ౎Ͱ։ൃ͞Εͨରࡦ
    αΠτΛ͖͔͚ͬʹɺશࠃ
    ֤஍ͷγϏοΫςοΫஂ
    ମɾاۀɾݸਓʹΑ֤ͬͯ
    ஍Ҭ൛ͷରࡦαΠτཱ͕ͪ
    ্͕ͬͨ

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  47. ೥্݄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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  48. ࣏ࣗମͱγϏοΫςοΫͷڞ૑ʹΑΓ
    ࣮ݱͨ͠৽ܕίϩφײછ঱ରࡦαΠτ
    4BZPLP4IJNPZBNB -JOL%BUB

    ౎ಓ෎ݝ
    ʹల։
    ࢢ۠ொଜ
    ˍւ֎

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  49. एखͷΤϯδχΞ΋େ׆༂
    4BZPLP4IJNPZBNB -JOL%BUB 49
    ౻ݪ͞Μͷίϝϯτ
    ্ཱͪ͛౰ॳ͸Ԭࢁݝʹײછ
    ऀ͕͍ͳ͔ͬͨɻͲΜͲΜ֦େ͠ɺ
    ͍ͭࣗ෼͕ײછͯ͠΋͓͔͘͠ͳ͍ɻ
    Ԭࢁݝ͕ެ։͍ͯ͠Δ৘ใΛݟ΍͢
    ͍ܗͰಧ͚Δ͜ͱ͕Ͱ͖Ε͹গ͠Ͱ
    ΋஫ҙשىʹͳΔͱࢥͬͨ
    ग़యɿԬࢁܦࡁ৽ฉ https://ubenippo.co.jp/2020/03/21/100888/

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  50. 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

    View Slide

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

    View Slide

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

    View Slide

  53. ૊৫Λ௒͑ͯಘҙ෼໺Λ෼୲Ͱ͖Δࣾձ ͷ࣮ݱͷͨΊ
    ʹɺࠃ΍࣏ࣗମͷอ༗͢Δσʔλͷެ։͸ٸ຿
    Sayoko Shimoyama, LinkData 53
    ߦ੓ ॅຽ
    ੫ۚ
    ެڞαʔϏε
    ߦ੓ͷ࣋ͭ৘ใΛ
    ʮσʔλʯͱ͍͏
    ڞ༗ʹదͨ͠ܗͰ
    ຽؒʹ։์͢Δ
    OPEN
    DATA
    اۀɾݚڀػؔɾ
    γϏοΫςοΫ

    View Slide

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

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  55. 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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  56. ͦ΋ͦ΋
    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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  57. 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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  58. ࣄྫɿ৘ใެ։੥ٻͷܰݮʢ੩Ԭࢢʣ
    n৘ใެ։੥ٻ݅਺ͷଟ͔ͬͨ
    ৯඼ӴੜڐՄʹؔ͢ΔσʔλΛ
    Φʔϓϯσʔλͱͯ͠ެ։
    n৘ใެ։੥ٻͷ݅਺͕ݮΓɺ
    ۀ຿ෛ୲ͷܰݮʹ੒ޭ
    4BZPLP4IJNPZBNB -JOL%BUB
    ೥ؒ
    ݅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

    View Slide

  59. 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
    ࡞੒
    ૸ߦதͷόεͷ
    ݱࡏ஍͕දࣔ͞ΕΔ
    $$#:੓෎$*0ϙʔλϧʮΦʔϓϯσʔλʯΑΓʮࡸߐόεϞχλʔʯ IUUQTDJPHPKQPQFOEBUB

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  60. 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 Slide

  61. 434ࣄۀऀ
    ͕όε৘ใΛ
    Φʔϓϯσʔλ
    ͱͯ͠ඪ४ܗࣜ
    Ͱެ։த
    SAYOKO SHIMOYAMA, LINKDATA 61
    ग़యɿ (5'4+1ඪ४తͳόε৘ใ
    ϑΥʔϚοτ ೥݄ݱࡏ
    IUUQTXXXHUGTKQ

    View Slide

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

    View Slide

  63. ಁ໌ੑ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

  64. ΦʔϓϯσʔλΛ
    ࢖ͬͨϏδωεࣄྫ
    4BZPLP4IJNPZBNB -JOL%BUB

    View Slide

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

    View Slide

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

    View Slide

  67. ෼ࢄ͍ͯͨ͠
    ৘ใΛ౷߹ͯ͠
    ఏڙ
    ෼ࢄͯ͠ଘࡏ͍ͯͯ͠୳͠ʹ͔ͬͨ͘৘ใΛɺ
    ෳ਺ͷΦʔϓϯσʔλΛ౷߹͢Δ͜ͱͰɺ
    ඞཁͳਓʹಧ͚ΒΕΔΑ͏ʹ͢Δ
    2022-03-04 SAYOKO SHIMOYAMA, LINKDATA 67

    View Slide

  68. ҭͳͼ
    ʙσʔληοτΛ౷
    ߹ɺࢠҭͯ৘ใ഑৴Λ
    ύʔιφϥΠζ
    nσʔλ͸ॴ؅՝͝ͱʹ
    ؅ཧ͞Ε͓ͯΓɺ౷߹త
    ʹѻ͍͑ͯͳ͔ͬͨ
    nॅຽ޲͚ͷ৘ใఏڙ΋
    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/
    ෼ࢄˠ౷߹ ࣄྫᶃ
    ˞ԼࢁͷॴଐʮΠϯϑΥɾ
    ϥ΢ϯδגࣜձࣾʯͷࣄྫ

    View Slide

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

    ډॅΤϦΞɺࢠڙͷ೥ྸ
    ͳͲʹԠͯ͡ɺύʔιφ
    ϥΠζ͞Εͨ৘ใ͕ಧ͘
    Solution
    https://datashelf.jp/
    ෼ࢄˠ౷߹ ࣄྫᶃ
    ˞ԼࢁͷॴଐʮΠϯϑΥɾ
    ϥ΢ϯδגࣜձࣾʯͷࣄྫ

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  70. ;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

    ෼ࢄˠ౷߹ ࣄྫᶅ

    View Slide

  71. ෼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

    View Slide

  72. $JWJDIBU
    ʙ࣭໰ʹ౴͑Δ͚ͩͰࣗ෼
    ʹ੍͋ͬͨ౓͕Θ͔Δ
    n/ߴىۀ෦ͷߴ໦ढ़ี͞Μ
    ͱଜాܓޜ͞Μ͕։ൃ
    nνϟοτͰ࣭໰ʹ౴͍͑ͯ
    ͚ͩ͘ͰສछྨΛӽ͑Δத
    ͔ΒϢʔβʔʹͽͬͨΓͳ੍
    ౓ΛఏҊ
    n୳͠ํ͕Θ͔Βͳ͍ɺࣗ෼
    ͕ର৅ऀͳͷ͔Θ͔Βͳ͍ɺ
    ਃ੥ํ๏͕೉͍͠ͳͲͷ೰Έ
    Λղܾ
    4BZPLP4IJNPZBNB -JOL%BUB
    ग़యɿ/ߴϓϨεϦ
    Ϧʔε
    https://nnn.ed.jp/news/blog/
    archives/11586.html
    ෼ࢄˠ౷߹ ࣄྫᶆ

    View Slide

  73. Θ͔Γ΍͘͢
    ࢦඪԽ
    ෳࡶͳ਺஋Λྻڍ͢ΔͷͰ͸ͳ͘ɺ
    Θ͔Γ΍͘͢ࢦඪԽ͢Δ͜ͱͰɺ
    ௚ײతͳཧղΛॿ͚Δ
    2022-03-04 SAYOKO SHIMOYAMA, LINKDATA 73

    View Slide

  74. Opower
    ʙిྗফඅྔ௨஌
    αʔϏε
    n֤Ոఉʹ޲͚ͯύʔιφϥΠζ
    ͨ͠ܗͰిྗ࢖༻܏޲ͷ௨஌Λ
    ߦ͏αʔϏε
    nؾ৅৘ใ΍ػثͷిྗফඅྔͷ
    Φʔϓϯσʔλ ఏܞاۀ͔Β
    ఏڙΛड͚ͨσʔλΛಠࣗΞϧ
    ΰϦζϜͰղੳ
    nถࠃͰ0QPXFSͷαʔϏεΛಋ
    ೖͨ͠ిྗձࣾ͸ɺฏۉͯ͠ސ
    ٬ͷిྗ࢖༻ྔΛʙˋఔ
    ౓࡟ݮ͢Δ͜ͱʹ੒ޭ
    4BZPLP4IJNPZBNB -JOL%BUB

    https://www.oracle.com/jp/corporate/features/pr/moe-nudge-project-oracle-utilities/
    ࢦඪԽ ࣄྫᶃ

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  75. Ֆค͘Μ
    ʙՖคඈࢄྔΛΘ͔
    Γ΍͘͢௨஌
    nՖคඈࢄྔͷΦʔϓϯ
    σʔλͱ5XJUUFS౤ߘ৘ใ
    Λ૊Έ߹Θͤͯ෼ੳ
    nಠࣗࢦඪɿ,51ʢΧϑϯ
    πϥΠ ϙΠϯτʣΛࢉग़
    4BZPLP4IJNPZBNB -JOL%BUB

    ࢦඪԽ ࣄྫᶄ
    ① アプリを開くと、
    当日のKTPが表示される
    ② 本日の花粉飛散量をグラフ化
    地域ごとのランキングも閲覧できる
    https://cio.go.jp/opendata100

    View Slide

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

    View Slide

  77. 4BZPLP4IJNPZBNB -JOL%BUB
    ϙΠϯτɿ
    ఆੑతޮՌ͸
    ఆྔతޮՌʹ
    ෼ղͯ͠
    ࢦඪԽ͢Δ
    ྫɿॅΈΑ͞ϥϯΩϯά
    ʢ౦༸ܦࡁʣ

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

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  80. ౎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

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  81. Φʔϓϯσʔλ͕͋Δ͜ͱͰ
    ݕূՄೳੑ͕ߴ·Δ
    4BZPLP4IJNPZBNB -JOL%BUB
    Φʔϓϯσʔλ͸
    ࣗ༝ʹೋ࣍ར༻Ͱ͖ΔͷͰ
    վ᜵͞ΕΔڪΕ͕
    ͋ΔͷͰ͸ʁ
    ü΋͠ೋ࣍ར༻ͨ͠ਓ͕਺஋
    ౳Λվ᜵͍ͯͯ͠΋ɺ
    Ұ࣍৘ใͱͯ͠ݩͷσʔλ
    ͕ެ։͞Ε͍ͯΔ͜ͱͰɺ
    ଞͷਓ΋ݕূͯ͠վ᜵΍
    ؒҧ͍ΛಛఆՄೳʹͳΔ
    üݩσʔλ͕ެ։͞Ε͍ͯͳ
    ͍ͱݕূͰ͖ͳ͍

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  82. ߴ౓ͳ෼ੳ΍
    ༧ଌ
    ͋Δݱ৅Λ؍ଌ͢ΔͨΊʹඞཁͳෳ਺ͷσʔλ
    Λऩूɾ෼ੳ͠ɺҰఆͷ๏ଇੑΛಋ͖ग़͢͜ͱ
    ʹΑΓɺকདྷ༧ଌΛՄೳʹ͢Δ
    2022-03-04 SAYOKO SHIMOYAMA, LINKDATA 82

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  83. PredPol
    ʙ൜ࡑൃੜ༧ଌγεςϜ
    nΧϦϑΥϧχΞେֶͷݚڀ
    άϧʔϓ͕։ൃ
    nաڈͷ๲େͳ൜ࡑ৘ใͷ
    σʔλϕʔεΛ΋ͱʹɺকདྷ
    ʮ͍ͭɺͲ͜Ͱʯ൜ࡑ͕ى͖
    Δͷ͔ɺػցֶशΛϕʔεʹ
    ༧ଌ
    nϩαϯθϧεࢢܯͷϓϩͷ
    ൜ࡑ෼ੳ׭ͱPredPolͷ༧ଌΛ
    ൺֱͨ͠ͱ͜Ζɺ൜ࡑ෼ੳ׭
    ʹൺ΂̎ഒҎ্PredPolͷํ͕
    ਖ਼֬ʹ༧ଌͰ͖ͨ
    Sayoko Shimoyama, LinkData 2022-03-04 83
    ෼ੳɾ༧ଌ ࣄྫᶃ
    https://www.predpol.com

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  84. insectforecast
    ʙ֐஬༧ใ
    nΞϝϦΧͰݸਓʹΑͬͯ։ൃ͞Ε
    ͨγεςϜͰɺݱࡏ͸ଟࠃ੶όΠ
    ΦԽֶϝʔΧͰ͋ΔϞϯαϯτ͕
    εϙϯαʔ
    nถࠃͱΧφμೆ෦ͷओͳ࠿ഓ஍Ҭ
    શମʹΘͨͬͯɺ֐஬ͷൃੜঢ়گ
    Λ؂ࢹ
    n֐஬ͷൃੜϦεΫΛ෼ੳ͠ɺ֐஬
    Λۦআ͢ΔͨΊͷༀࡎΛࢄ෍͢Δ
    λΠϛϯάΛΞυόΠε
    nશ౔ʹ഑ஔͨ͠֐஬τϥοϓʹΑ
    Δั֫਺ɺؾ৅ύλʔϯɺ౔৕ͷ
    Թ౓ɺੵࢉԹ౓ͷσʔλΛ࢖༻
    Sayoko Shimoyama, LinkData 2022-03-04 84
    ෼ੳɾ༧ଌ ࣄྫᶄ
    http://www.insectforecast.com/

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  85. GEEO
    ʙෆಈ࢈Ձ֨ଌఆ
    αʔϏε
    nಠࣗ։ൃͨ͠ΞϧΰϦζϜ
    Λ༻͍ͯɺෆಈ࢈ͷۭؒ৘ใ
    Λ΋ͱʹ௞ྉͷਪఆ΍ෆಈ࢈
    Ձ஋Λࢉग़
    n࿏ઢՁɺࠃ੎ௐࠪɺॅ୐ɾ
    ౔஍౷ܭௐࠪ౳ͷΦʔϓϯ
    σʔλΛར༻
    nجຊػೳ͸ແྉɺෆಈ࢈ٴ
    ͼۚ༥ۀքͷϓϩϑΣογϣ
    φϧ޲͚αʔϏε lGEEO
    Pro” ͸༗ঈ
    Sayoko Shimoyama, LinkData 2022-03-04 85
    ෼ੳɾ༧ଌ ࣄྫᶅ
    http://geeo.otani.co/

    View Slide

  86. ίϯςϯπ
    ͱͯ͠׆༻
    ը૾ͳͲͷΦʔϓϯσʔλ͸ͦͷ··ίϯςϯπͱ
    ͯ͠׆༻͢Δ͜ͱ΋Ͱ͖ΔͨΊɺ૊Έ߹Θͤͷ
    ΞΠσΟΞ࣍ୈͰϏδωεͷ෯Λ޿͛ΒΕΔ
    2022-03-04 SAYOKO SHIMOYAMA, LINKDATA 86

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  87. ۝୩মΦʔϓϯ
    σʔλΛ࢖ͬͨ
    ࢴࡼ
    ੴ઒ݝೳඒࢢͰ͸۝୩মͷը
    ૾͕Φʔϓϯσʔλͱͯ͠ެ
    ։͞Ε͍ͯΔ
    اըɾൢചɿגࣜձࣾϤγλ
    σβΠϯϓϥϯχϯά
    ੡඼֓ཁɿ
    ௚ܘ18cm 6ຕೖΓ
    550ԁ(੫ࠐ)
    Sayoko Shimoyama, LinkData 2022-03-04 87
    ίϯςϯπͱͯ͠׆༻ ࣄྫᶃ

    View Slide

  88. ۝୩মΦʔϓϯ
    σʔλΛ࢖ͬͨ
    ॅ୐
    n஫จॅ୐ͷ૷০ʹར༻
    ʢ͓٬͞Μ͔Βͷر๬ʹ
    ΑΓʣ
    nݱࡏ4౩
    Sayoko Shimoyama, LinkData 2022-03-04 88
    ίϯςϯπͱͯ͠׆༻ ࣄྫᶄ
    ը૾ɿCC BY 4.0 ʮγϏοΫςοΫίϛϡχςΟͱγϏοΫςοΫϏδω
    ε - CIVIC TECH FORUM 2018 ొஃࢿྉ - ʯ෱ౡ ݈Ұ࿠ࢯ

    View Slide

  89. FIND/47
    n೔ຊ֤஍ͷඒ͍ࣸ͠ਅΛ
    ऩू͠Φʔϓϯσʔλͱͯ͠
    ެ։͢ΔϑΥτΞʔΧΠϒ
    nΠϯό΢ϯυधཁΛߴΊΔ
    ໨తͰܦ࢈লࣄۀͰߏங
    nࣸਅͷ౤ߘ΋Մೳ
    ˞ຊࢿྉͷදࢴͰ΋
    ࢖༻͍ͯ͠·͢
    https://find47.jp/
    Sayoko Shimoyama, LinkData 2022-03-04 89
    ίϯςϯπͱͯ͠׆༻ ࣄྫᶅ

    View Slide

  90. OpenPhotoɿ
    ࣸਅΦʔϓϯ
    σʔλͷڞ༗
    nࣸਅͷΦʔϓϯσʔλԽΛ
    αϙʔτ͢ΔϑΥτΫϥ΢υ
    αʔϏε
    n࣏ࣗମ͸1TB·Ͱແঈ
    nhttps://openphoto.jp/
    90
    ˞ԼࢁͷॴଐʮΠϯϑΥɾ
    ϥ΢ϯδגࣜձࣾʯͷࣄྫ
    ίϯςϯπͱͯ͠׆༻ ࣄྫᶆ
    Sayoko Shimoyama, LinkData
    2022-03-04

    View Slide

  91. OpenPhoto: ຽؒاۀෳ਺͕ࣾதܧ͢ΔܗͰ
    ΤϯυϢʔβʹ৘ใΛಧ͚ΔϞσϧ
    n ೔ਐࢢͱඌுѴࢢ͕OpenPhotoʹެ։ͨ͠ެԂͷࣸਅΛΞΫτΠϯσΟגࣜձ͕ࣾ
    ʮࢠͲ΋ͱ͓Ͱ͔͚৘ใαΠτɿ͍͜ʔΑʯʹͯ׆༻
    91
    ඌுѴࢢ ඌுѴࢢ
    0QFO1IPUP
    ͍͜ʔΑ
    ʢΞΫτΠϯσΟʣ
    ೔ਐࢢ ೔ਐࢢ
    0QFO1IPUP
    2022-03-04 Sayoko Shimoyama, LinkData

    View Slide

  92. PLATEAU
    ʢϓϥτʔʣ
    nࠃަল͕ओಋ͢Δɺ೔ຊ
    શࠃͷ3D౎ࢢϞσϧͷ
    ੔උɾ׆༻ɾΦʔϓϯ
    σʔλԽϓϩδΣΫτ
    n౎ࢢܭըɺ๷ࡂɺ·ͪͮ
    ͘Γ౳ͷଞɺήʔϜ։ൃ
    ౳ʹ΋׆༻͞Ε͍ͯΔ
    https://www.mlit.go.jp/plateau/
    Sayoko Shimoyama, LinkData 2022-03-04
    ίϯςϯπͱͯ͠׆༻ ࣄྫᶇ
    92

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  93. Φʔϓϯσʔλ׆༻Ϗδωε
    4ͭͷ੒ޭύλʔϯ
    ෼ࢄ͍ͯͨ͠৘ใΛ
    ౷߹ͯ͠ఏڙ
    Θ͔Γ΍͘͢ࢦඪԽ
    ߴ౓ͳ෼ੳ΍༧ଌ ίϯςϯπͱͯ͠׆༻
    2022-03-04 Sayoko Shimoyama, LinkData 93

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  94. ி಺Ͱ΋֎෦Ͱ΋
    ׆༻͠΍͍͢σʔλ࡞Γ
    ͷϙΠϯτ
    4BZPLP4IJNPZBNB -JOL%BUB

    View Slide

  95. "*͸σʔλ੔උ͸ͯ͘͠Εͳ͍
    nσʔλ͕ద੾ʹ؅ཧ͞Ε͍ͯͳ͍ͱσδλϧͷڧΈ͕ෆ׆Խ
    nߏ଄Խ͞Ε͍ͯͳ͍σʔλ͸ͦ΋ͦ΋ίϯϐϡʔλͰಡΊͳ͍
    nֶशʹ࢖͏σʔλʹޡΓ΍ภΓؚ͕·Ε͍ͯͨΒ݁Ռ΋౰વؒҧ͍ʹͳΔ
    4BZPLP4IJNPZBNB -JOL%BUB
    ඇߏ଄Խ
    σʔλ
    ޡΓͷ
    ؚ·ΕΔ
    σʔλ
    ޡͬͨ݁Ռ
    "*ʹΑΔॲཧ
    (BSCBHF*O (BSCBHF0VU

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  96. nσʔλ͸σδλϧ࣌୅ͷΠϯϑϥͰ͋ΓɺஐܙɾՁ஋ɾڝ૪ྗͷݯઘ
    nσʔλ͕҆Ձʹ҆ఆతʹڙڅ͞ΕΔ࣋ଓՄೳͳΤίγεςϜ͕ඞཁ
    n೥ޙɺ೥ޙͷσδλϧࣾձΛݟਾ͑ͨσδλϧࣾձͷج൫ͱͯ͠੔උ͕ඞཁ
    →ΤετχΞͰ͸20೥ɺσϯϚʔΫɾΦϥϯμ͸10೥Ҏ্͔͚ͯ੔උ͞Ε͖ͯͨ
    2022-03-04 Sayoko Shimoyama, LinkData 96
    σʔλ؀ڥ͸ࠃ΍౎ࢢͷڝ૪ྗͷݯઘ
    ਓ΍اۀɺ
    ౤ࢿ͸ɺ
    ΑΓັྗత
    ͳ৔ॴ΁
    Ҡಈ
    σʔλج൫͕੔උࡁΈͷࠃɾ౎ࢢ
    ͙͢ʹ৽نϏδωεΛ։࢝Ͱ͖Δ
    ൫ੴͳσʔλج൫
    ౔஍
    σʔλ
    Πϯϑϥ
    σʔλ
    ަ௨
    σʔλ
    ๏ਓ
    σʔλ
    σʔλ͸࠷৽ɾਖ਼֬ɾࣗ༝ʹ࢖͑Δɾ࿈ܞ͍ͯ͠Δ
    αʔϏεϨϕϧ޲্
    Φʔϓϯ
    σʔλ
    ʴຽؒ
    σʔλ
    σʔλج൫ͷ੔උ͕஗Ε͍ͯΔࠃɾ౎ࢢ
    ౔஍
    σʔλ
    Πϯϑϥ
    σʔλ
    ަ௨
    σʔλ
    ৽نϏδωεͷ্ཱͪ͛ίετ͕େ͖͍
    ௿඼࣭σʔλɺར༻੍ݶ͞Ε͍ͯΔσʔλ
    σʔλऩूͰ
    ίετͱ࣌ؒΛ࿘අ
    ๏ਓ
    σʔλ
    αʔϏεΛ
    ࣋ଓͰ͖ͳ͍

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  97. ੓෎ʹ͓͍ͯ΋ɺ
    σʔλઓུ͸
    σδλϧࣾձΛ
    ܗ੒͢ΔͨΊͷ
    ॏཁઓུͱͯ͠
    Ґஔ෇͚ΒΕͯ
    ͍Δ
    ग़యɿ
    https://cio.go.jp/sites/default/files/upload
    s/documents/digital/20210906_meeting
    _promoting_02.pdf
    Sayoko Shimoyama, LinkData 2022-03-04 97

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  98. 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৔߹

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  99. 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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  100. ೥݄೔
    ૯຿ল౷ܭہɿ
    ౷ܭදʹ͓͚Δ
    ػց൑ಡՄೳͳ
    σʔλͷදهํ๏
    2022-03-04 SAYOKO SHIMOYAMA, LINKDATA 100
    ֤෎লʹ͓͍ͯ΋σʔλ
    ͷػց൑ಡੑ޲্ͷରԠ
    ͕ਐΊΒΕ͍ͯΔ

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  101. 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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  102. දهϧʔϧͷྫᶃ
    ηϧσʔλͱ͢Δ
    4BZPLP4IJNPZBNB -JOL%BUB

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

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

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

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  107. 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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  108. σʔλ࡞੒࣌ʹ໎ͬͨ࣌ͷࢀߟʹɿ
    ਪ঑σʔληοτ
    n੓෎͔Β༏ઌతʹެ։
    ͢ΔΑ͏ʹਪ঑͞Ε͍ͯ
    Δσʔλ
    nσʔλͷ࡞੒ʹ͋ͨΓ
    ४ڌ͢΂͖ϧʔϧ΍
    ϑΥʔϚοτʢςϯϓ
    Ϩʔτʣ౳͕ࢦఆ͞Εͯ
    ͍Δ
    n63-ɿ
    IUUQTDJPHPKQQPMJDZ
    PQFOEBUBEBUBTFU
    4BZPLP4IJNPZBNB
    -JOL%BUB

    ਪ঑σʔληοτ جຊฤ
    Ԡ༻ฤ
    ̖̙̚ઃஔՕॴҰཡ
    հޢαʔϏεࣄۀॴҰཡ
    ҩྍػؔҰཡ
    จԽࡒҰཡ
    ؍ޫࢪઃҰཡ
    ΠϕϯτҰཡ
    ެऺແઢ̡̖̣ΞΫηεϙΠϯτҰཡ
    ެऺτΠϨҰཡ
    ফ๷ਫརࢪઃҰཡ
    ࢦఆۓٸආ೉৔ॴҰཡ
    ஍Ҭɾ೥ྸผਓޱ
    ެڞࢪઃҰཡ
    ࢠҭͯࢪઃҰཡ
    ΦʔϓϯσʔλҰཡ
    ݱࡏσʔληοτ
    Φʔϓϯσʔλʹ
    औΓ૊Έ࢝ΊΔ
    ஍ํެڞஂମ޲͚
    4BZPLP4IJNPZBNB -JOL%BUB

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  109. 109
    4BZPLP4IJNPZBNB -JOL%BUB
    Data is the new oil.
    σʔλ͸৽ͨͳ
    ੴ༉Ͱ͋Δ
    ͱݴ͏ͷ͸
    ΋͏ݹ͍ʁ

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  110. 4BZPLP4IJNPZBNB -JOL%BUB
    Data
    is the new
    soil.
    σʔλ͸
    ৽ͨͳ
    ౔৕Ͱ͋Δ
    %BWJE.D$BOEMFTT
    5&%(MPCBM

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  111. 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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